{ "cells": [ { "cell_type": "code", "execution_count": 578, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using /home/studen/temp/humanHG\n", "Done simultaneous LSODA SE\n", "Time: 3.055 s\n", "Completed step \n", "Completed run\n", "strides [{'length': 21600.0, 'label': '_step000'}, {'length': 21600.0, 'label': '_step001'}, {'length': 21600.0, 'label': '_step002'}, {'length': 21600.0, 'label': '_step003'}, {'length': 21600.0, 'label': '_step004'}, {'length': 21600.0, 'label': '_step005'}, {'length': 21600.0, 'label': '_step006'}, {'length': 21600.0, 'label': '_step007'}, {'length': 21600.0, 'label': '_step008'}, {'length': 21600.0, 'label': '_step009'}, {'length': 21600.0, 'label': '_step010'}, {'length': 21600.0, 'label': '_step011'}, {'length': 21600.0, 'label': '_step012'}, {'length': 21600.0, 'label': '_step013'}, {'length': 21600.0, 'label': '_step014'}, {'length': 21600.0, 'label': '_step015'}, {'length': 21600.0, 'label': '_step016'}, {'length': 21600.0, 'label': '_step017'}, {'length': 21600.0, 'label': '_step018'}, {'length': 21600.0, 'label': '_step019'}, {'length': 21600.0, 'label': '_step020'}, {'length': 21600.0, 'label': '_step021'}, {'length': 21600.0, 'label': '_step022'}, {'length': 21600.0, 'label': '_step023'}, {'length': 21600.0, 'label': '_step024'}]\n", "inFiles 25\n" ] } ], "source": [ "import scipy.integrate\n", "import numpy\n", "import matplotlib.pyplot\n", "import os\n", "import json\n", "import scipy.interpolate\n", "#for partial specialization\n", "import cModel\n", "import importlib\n", "importlib.reload(cModel)\n", "import time\n", "import ivp\n", "importlib.reload(ivp)\n", "import runSolver\n", "importlib.reload(runSolver)\n", "\n", " \n", "#run solver\n", "fh=os.path.expanduser('~')\n", "i=0\n", "jobDir=os.path.join(fh,'temp','humanHG')\n", "#jobDir=os.path.join(fh,'temp','humanHG_withHairPC')\n", "jobDir=os.path.join(fh,'temp','humanHGplusI')\n", "#modelFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI.json')\n", "#parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI_parameters.json')\n", "#modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG_withHairPC.json')\n", "#parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_withHairPC_parameters.json')\n", "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n", "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n", "if i>0: \n", " targetDir=jobDir+'{}'.format(i)\n", "else:\n", " targetDir=jobDir\n", "if i==1:\n", " srcDir=jobDir\n", "if i>1:\n", " srcDir=jobDir+'{}'.format(i-1)\n", "\n", "if not os.path.isdir(targetDir):\n", " os.mkdir(targetDir)\n", " \n", "setupFileSrc=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n", "setupFile=os.path.join(targetDir,'setupFast.json')\n", "\n", "with open(setupFileSrc,'r') as f:\n", " setup=json.load(f)\n", "setup['tmax']=i+1\n", "with open(setupFile,'w+') as f:\n", " f.write(json.dumps(setup))\n", " \n", "if i>0:\n", " runSolver.main([setupFile,modelFile,parameterFile],targetDir,srcDir)\n", "if i==0:\n", " runSolver.main([setupFile,modelFile,parameterFile],targetDir)\n", "\n", "testDir=os.path.join(fh,'temp','jobDir')\n", "setupFile=os.path.join(testDir,'setup.json')\n", "setup=runSolver.parseSetup(setupFile)\n", "scale=runSolver.getScale(setup)\n", "tmax=setup['tmax']*scale\n", "print('strides {}'.format(runSolver.getStrides(setup)))\n", "inFiles=runSolver.getFiles(setup,True)\n", "print('inFiles {}'.format(len(inFiles)))\n", "#t0,y0,S1,lut,lutSE=runSolver.getStartPoint(setup)\n" ] }, { "cell_type": "code", "execution_count": 229, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "201\n" ] } ], "source": [ "humanHG=os.path.join(fh,'temp','humanHG')\n", "humanHGplusI=os.path.join(fh,'temp','humanHGplusI')\n", "t,sol,se,sOut,qt,lut,lutSE,setup1=runSolver.loadSolutionFromDir(humanHG)\n", "print(len(t))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "importlib.reload(cModel)\n", "importlib.reload(ivp)\n", "importlib.reload(runSolver)\n", "\n", "model=cModel.model()\n", "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n", "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFastStride.json')\n", "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n", "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n", "model.parse(modelFile,parameterFile)\n", "model.inspect()\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "***********done************\n", "(16, 16)\n", "22\n", "Time: 0.714 s\n", "[ 0. 0. 0. 0. 0. 0.\n", " 0. 0.12434798 -0.00099998 0. 0. 0.\n", " 0. 0. 0. 0. ]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model=cModel.model()\n", "fh=os.path.expanduser('~')\n", "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n", "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n", "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI.json')\n", "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI_parameters.json')\n", "sys.parse(modelFile,parameterFile)\n", "setup=runSolver.parseSetup(setupFile)\n", "tscale=runSolver.getScale(setup)\n", "\n", "sys.inspect() \n", "\n", "print(\"***********done************\")\n", "print(model.M(1).shape)\n", "#print(sys.fSS(2))\n", "print(model.m)\n", "\n", "nt=setup['nt']\n", "qtmax=24*60*365*10\n", "qt=numpy.linspace(0,qtmax,nt)\n", "#ft=[fw['derivatives']['fetusGrowthDuration'](x) for x in qt]\n", "try:\n", " fw=model.get('fetusWeight')\n", " ft=[fw['value'](x) for x in qt]\n", " matplotlib.pyplot.plot(qt/tscale,ft)\n", "except (KeyError,TypeError):\n", " pass\n", "\n", "try:\n", " hw=model.get('hairVolume')\n", " ht=[10*hw['value'](x) for x in qt]\n", " matplotlib.pyplot.plot(qt/tscale,ht)\n", "except (KeyError,TypeError):\n", " pass\n", "start_time=time.time()\n", "for i in range(100000):\n", " model.M(1e7)\n", "end_time=time.time()\n", "print('Time: {:.3f} s'.format(end_time-start_time))\n", "print(sys.M(1000)[8,:])" ] }, { "cell_type": "code", "execution_count": 576, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parsing [1/1]\n", "Parsing [1/1]\n", "60\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4MAAARuCAYAAABp6uIoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xcZfX48c/ZNmVne0lCMyigFBV+RsSGSpH4tWABDKKi1EBCbwFp0gQBEwREqiAgggISFQtID5BkQ5JNsslmN1uyvfe+M+f3x9zEddkNSXZ37szOeb9e+8rsvc+990zQJ/e59zznEVXFGGOMMcYYY0x8SXA7AGOMMcYYY4wxkWeDQWOMMcYYY4yJQzYYNMYYY4wxxpg4ZINBY4wxxhhjjIlDNhg0xhhjjDHGmDhkg0FjjDHGGGOMiUM2GDRRQ0S+LCLVbsdhjDEiUiEix4yxfYOIfHmcY6wPM8a4Zlu/JSJXichDbsdjYkOS2wEYY4wxsUJVD3Y7BmOM2RFVvcXtGEzssDeDxhhjjDHGmB0SkUS3YzCTzwaDJuKcNIYrRaRIRNpE5Hci4h2j3SIR2SIiXU7b74zYt5+IvC4iHSLSLCJPj9inInKuiJQ4x94oIh8RkbdFpFNEnhGRFKdtloj8TUSanFj+JiJ7ReZvwhgTC0TkQBEpF5GTR6aPiohPRB51+o4i4NOjjqsQkUtFpNDpq54e2deJyDdEZI2ItDv90yec7ZeJyLOjzvVrEbkrAl/XGBPjROR6EXnC+fwPEVk4av9aEfmu8/ljIvKSiLSKSLGInDSi3aMicp+IvCgiPcBXIvpFTETYYNC45RTgOOAjwAHA1WO02QJ8EcgAfg48ISKznH03Av8GsoC9gLtHHXsc8CngCOBy4AHgh8DewCHAyU67BOB3wIeAfYA+4J4JfztjzLQgIv8P+Bdwnqo+NWr3dYT7sI8Q7nNOHeMUJwFzgX2BTwA/cc57GPAIcDaQA9wPLBURD/AEMFdEMp22ScA84PeT+d2MMXHhKf57z4OIHET4nufvIpIKvAT8Acgn3M/8xmmzzQ+Am4E04K1IBW0ixwaDxi33qGqVqrYS7mROHt1AVf+kqrWqGlLVp4ES4HBn9xDhzmwPVe1X1dEd1C9VtVNVNwDrgX+rapmqdgD/AA5zrtGiqs+qaq+qdjmxfGkqvrAxJuZ8EVgK/FhV/zbG/pOAm1W1VVWrgF+P0ebXTj/WCvwVONTZfhZwv6ouV9Wgqj4GDABHqGod8AZwotN2LtCsqqsm76sZY+LE88ChIvIh5/dTgOdUdQD4BlChqr9T1WFVXQ08y3/7HoAXVHWZcy/WH9nQTSTYYNC4pWrE50pgj9ENROTHI1Ko2gm/0ct1dl8OCLDCqe532qjDG0Z87hvj94BzDb+I3C8ilSLSSfgGLNPy4o0xwHzgbVV9bZz9e/D+vmy0+hGfe3H6HsIPsy7Z1r85fdze/LcvfIxwNgPOn4/vevjGmHjnPOj+O+G3fhB++P6k8/lDwGdG9UOnADNHnGJkH2emIRsMGrfsPeLzPkDtyJ3OE6wHgYVAjqpmEn7DJwCqWq+qZ6rqHoTTrH4jIvvtRhyXAB8FPqOq6cCR20LYjXMZY6aX+cA+IrJ4nP11vL8v21lVhN8qZo748Y9IRf0L8AkROYTw0/snxz2TMcbs2FPAySLyWcALvOpsrwJeH9UPBVT1nBHHaqSDNZFlg0HjlgUispeIZAM/A54etT+VcAfUBCAiPyX8ZhDn9xNHFHppc9qGdiOONMJvCtudWK7bjXMYY6anLsIpmkeKyK1j7H8GuNIpRLUXcN4unPtBYL6IfEbCUkXk6yKSBuCkY/2Z8FyeFaq6dWJfxRgTx14k/BbwBuBpVd12v/Q34AAR+ZGIJDs/nxaRA12L1EScDQaNW/5AuABMGeFCMTeN3KmqRcCdwDuEUzw/Diwb0eTTwHIR6SY8p+cCVS3bjTiWAD6gGXgX+OdunMMYM02pajtwLPA1Eblx1O6fE04NLSfcn+10KqeqFgBnEi5Y1QaU4hSXGeExwn2fpYgaY3abMz/wOeAYwvdf27Z3AV8lnEJaSzit/TbA40KYxiWiam9/TWSJSAVwhqq+7HYsxhgTrURkH2ATMFNVO92OxxhjzPRjbwaNMcaYKCMiCcDFwB9tIGiMMWaqJLkdgDHGGGP+y1n7q4FwCupcl8MxxhgzjVmaqDHGGGOMMcbEIUsTNcYYY4wxxpg4ZINBY4wxxhhjjIlD03rOYG5urs6ePdvtMIwxk2jVqlXNqprndhwTZf2TMdPPdOifrG8yZvrZUd80rQeDs2fPpqCgwO0wjDGTSEQq3Y5hMlj/ZMz0Mx36J+ubjJl+dtQ3WZqoMcYYY4wxxsQhGwwaY4wxxhhjTByywaAxxhhjjDHGxCEbDBpjjDHGGGNMHLLBoDHGGGOMMcbEoQkNBkVkrogUi0ipiCwaY79HRJ529i8Xkdkj9l3pbC8WkeOcbV4RWSEia0Vkg4j8fET7R0WkXETWOD+HTiR2Y4wxxhhjjIlnu720hIgkAvcCxwLVwEoRWaqqRSOanQ60qep+IjIPuA34vogcBMwDDgb2AF4WkQOAAeAoVe0WkWTgLRH5h6q+65zvMlX98+7GbIwxxhhjjDEmbCJvBg8HSlW1TFUHgT8Cx49qczzwmPP5z8DRIiLO9j+q6oCqlgOlwOEa1u20T3Z+dAIxGmNcMBQcIhgKuh2GMca8z8DwgNshGGPM+wwGB1GN/LBnIoPBPYGqEb9XO9vGbKOqw0AHkLOjY0UkUUTWAI3AS6q6fES7m0WkUEQWi4hnrKBE5CwRKRCRgqampt3/dsaY3VZZspLKde9+cENjjImgzq5m1r/5Fwb7+twOxRhjtgtpiI2Fr9JQVRrxa0ddARlVDarqocBewOEicoiz60rgY8CngWzginGOf0BV56jqnLy8vIjEbIz5r87OJlpLNxFs6nU7FGOM2U5Vqdy0guS2IENdXW6HY4wx21VVrSdYWcdwfVvErz2RwWANsPeI3/dyto3ZRkSSgAygZWeOVdV24FVgrvN7nZNGOgD8jnCaqjEmiqgq5RvfxdufggZDbodjjDHbNTWW019di4RS3A7FGGO2a+9qomHDapKDqTGXJroS2F9E9hWRFMIFYZaOarMUONX5fALwioa/5VJgnlNtdF9gf2CFiOSJSCaAiPgIF6fZ5Pw+y/lTgG8D6ycQuzFmCjTUlTBc34wvkOt2KMYYs91wcIitG1fiCwVI9nrdDscYY4BwjYUthW/i604iNT3TlRh2u5qoqg6LyELgX0Ai8IiqbhCRG4ACVV0KPAw8LiKlQCvhASNOu2eAImAYWKCqQWfA95hTqTQBeEZV/+Zc8kkRyQMEWAPM393YjTGTb3B4gOpNBfiCAfzZ2fS0RT7VwRhjxlJbuZ6Etj586XsSDFnWgjEmOlSUvUdSQxf+9Jkkpqa6EsNuDwYBVPVF4MVR264d8bkfOHGcY28Gbh61rRA4bJz2R00kVmPM1KouW0NixzDejBlI0oS6FmOMmTR9fV3UFa8lTdLxZWXR3dLidkjGGENTaxUdmzcSSMzCl5PD0OCgK3FEXQEZY0zs6epqoaW0CG9COr5Md9IcjDFmLFtLCkjpTcCflQMJdttjjHFf/1AflYVv4xvwE8jLc7Vvsl7RGDMhqkrFpuV4epNJzc4BEbdD2iERmSsixSJSKiKLxtjvEZGnnf3LRWS2sz1HRF4VkW4RuWeccy8VEZvPbEyUaG2toauiDF9yJilpaW6HY4wxqCpbNr1DcssAvvRsElyex2yDQWPMhDTWb2GotgGvL4skl/Ldd5YzH/le4GvAQcDJInLQqGanA22quh+wGLjN2d4PXANcOs65vwt0T0XcxphdF9IQFRvfxTPgDT95N8aYKFDXUEp/WSU+TzberCy3w7HBoDFm9w0ND1K1aSUpwVRSY+Nm63CgVFXLVHUQ+CNw/Kg2xwOPOZ//DBwtIqKqPar6FuFB4f8QkQBwMXDT1IVujNkVdVVF0NSFLy2HBI/H7XCMMYbuvg5q1i/HGwyE75uiIJvKBoPGmN1WU76WxPZBfOnZsVI0Zk+gasTv1c62Mduo6jDQAeR8wHlvBO4EeicnTGPMRPQP9FC7aTUpGsCX80H/940OE0hhP1xE1jg/a0XkOyOOqRCRdc6+gsh9G2PMaMFQkC0bluHpEAI5+UhystshATYYNMbspu7uVhpLN+BNyMAXBWkObhGRQ4GPqOrzO9H2LBEpEJGCpqamCERnTHzaWrKKpC4lNTMHSUx0O5wPNMEU9vXAHFU9FJgL3C8iI5/OfUVVD1XVOVP6JYwxO1RVtZ7g1gb8viySo2gOsw0GjTG7TFWpKF6OpyeR1KzsqEhz2Ek1wN4jft/L2TZmG+eGKgPYUS36zwJzRKQCeAs4QEReG6uhqj6gqnNUdU5ebKTVGhNz2tvr6agoxZuUgSc93e1wdtZEUth7nSwGAC+gEYnYGLPT2joaaFz/Hj7JwB9l//7bYNAYs8uaGssZqKrF788hKRBwO5xdsRLYX0T2FZEUYB6wdFSbpcCpzucTgFdUddybK1W9T1X3UNXZwBeAzar65UmP3BjzgcJFY5aHi8bk5sbSg6oJpbCLyGdEZAOwDpg/YnCowL9FZJWInDWF8RtjxjE4PMCWwjfx9XkI5OZBlGUrxMQkH2NM9BgaHmRrUXjysz831+1wdomqDovIQuBfQCLwiKpuEJEbgAJVXQo8DDwuIqVAK+EBIxCefwOkAyki8m3gq6paFOnvYYwZW0NNMaHGNlJTZ5Lo87kdTsSo6nLgYBE5EHhMRP6hqv3AF1S1RkTygZdEZJOqvjH6eGegeBbAPvvsE9HYjZnOVJWyzctJburFnzGLxCisum6DQWPMLqkuWxMuGpO5V6wUjfkfqvoi8OKobdeO+NwPnDjOsbM/4NwVwCETDtIYs8sGh/qp2bQK77Af/6xst8PZVbuSwl49Xgq7qm4UkW7C/VCBqtY42xtF5HnC6ajvGwyq6gPAAwBz5syxNFNjJkl9wxZ6y8pJTc7Glx2d/ZKliRpjdlpnZxNNJRvwSDq+zEy3wzHGmO22lq4isSuEPys3Fh9U7XYKu3NMEoCIfAj4GFAhIqkikuZsTwW+SrjYjDEmAnr6Oqle9y4pA77wWqdRmrYec72lMcYdqkrFxnfx9qcQyI+puTjGmGmus7OJ1i3FpCXm4M3IcDucXTbBFPYvAItEZAgIAeeqarOIfBh4XsJ9dRLwB1X9Z2S/mTHxKRgKUrrhLTydQiA7D0lJcTukcdlg0BizU+prixmubybNP5OkKMx5N8bEp5EPqlJn5sTsg6rdTWFX1ceBx8fYXgZ8cvIjNcZ8kKrKQkLVjQR8+aRE+QMqSxM1xnyggcE+ajYWkDKcij9GFnA2xsSHhroShuqa8KXmkOT3ux2OMSbOtbbX0bSpEC8ZpEbZMhJjscGgMeYDVW5eSWJnzM7FMcZMU4ND/VQXrcBjD6qMMVFgYKifsnVv4e/zEsjJjbplJMZig0FjzA61tdU6CzhnxuRcHGPM9LW1pIDEziD+7Dx7UGWMcZWqUl68nJSWAbxp2VG5jMRYbDBojBlXMBSkouhdvAO+WFvA2RgzzXV0NNBattkeVBljokJ9fSm9ZeV4EjOidhmJsdhg0BgzrrqtG9CmTnyBbBK9XrfDMcYYAEIaorzoHbwDTiqWPagyxriou7ed6g3L8QYDBPLzY6pPssGgMWZMfX1d1G56D08oEFNPuIwx01991UZCje34UrNJ9PncDscYE8eCoSCl697A0yGkZuchycluh7RLbDBojBlT+aZ3SelJJDUnD4mBCdDGmPjQP9BDzab38GgafntQZYxx2daKNWhtK35/NslpaW6Hs8tsMGiMeZ/mxgp6t27Fl5JJSgx2bMaY6auyeAXJ3eDPyLaiMcYYV7W01dBctBZvQib+GFhGYiw2GDTG/I+h4UEqNryDNxggNT/f7XCMMWa71pZqurZW4E3OxGNFY4wxLhoY7KO88C18/T4CuXmQEJvDqglFLSJzRaRYREpFZNEY+z0i8rSzf7mIzB6x70pne7GIHOds84rIChFZKyIbROTnI9rv65yj1DlnykRiN8aMbWvpKhI7hvBl5JIQY3nvxpjpKxgcpmLDO6T0e0i1NQWNMS5SVUo3vk1y8wD+zLyYnru824NBEUkE7gW+BhwEnCwiB41qdjrQpqr7AYuB25xjDwLmAQcDc4HfOOcbAI5S1U8ChwJzReQI51y3AYudc7U55zbGTKKOjgZaSjfikXR8mZluh2OMMdvVVq5HWnvwp+VYdWNjjKuqqzfQX16Jz5ONNyvL7XAmZCJvBg8HSlW1TFUHgT8Cx49qczzwmPP5z8DRIiLO9j+q6oCqlgOlwOEa1u20T3Z+1DnmKOccOOf89gRiN8aMEtIQ5Rvexjfgs1Ltxpio0tvbQV3xGlI0Db+9FTTGuKi9s5H69QX4NCM8nSbG75cmMhjcE6ga8Xu1s23MNqo6DHQAOTs6VkQSRWQN0Ai8pKrLnWPanXOMdy2c488SkQIRKWhqaprA1zMmvtRWrifU2IEvNYskv9/tcIwxZruK4hUk9yaSmp0bs/NyjDGxb3B4gC2Fb+LrSSGQkzctilhFXY+qqkFVPRTYCzhcRA7ZxeMfUNU5qjonL0ar+hgTab29HdRtWo1H0/DZU3djTBRpaiind+tWUr3ZVt3YGOMaVaVs07skNfXiS88lKRBwO6RJMZHBYA2w94jf93K2jdlGRJKADKBlZ45V1XbgVcJzCluATOcc413LGLMbVJXyje+Q4jx1tzUFjTHRYmhogEqnurE/N9ftcIwxcayubjO9ZeV4k7Om1YPziQwGVwL7O1U+UwgXhFk6qs1S4FTn8wnAK6qqzvZ5TrXRfYH9gRUikicimQAi4gOOBTY5x7zqnAPnnC9MIHZjjKOxrpT+6lp8nix76m6MiSrh6sbDVt3YGOOqru5WatavwBMMEMjLi/l5giPtdqKrqg6LyELgX0Ai8IiqbhCRG4ACVV0KPAw8LiKlQCvhASNOu2eAImAYWKCqQRGZBTzmVBZNAJ5R1b85l7wC+KOI3ASsds5tjJmAwaF+qjauwDccIHWWpVUbY6JHR3s9LVs2EUjIturGxhjXDIeGKSl8HW93Unie4DR7MDWhWY+q+iLw4qht14743A+cOM6xNwM3j9pWCBw2TvsywhVMjTGTpHLzSpI6Q/iycqfFJOidISJzgbsIP8R6SFVvHbXfA/we+BThFPXvq2qFiOQQrmj8aeBRVV3otPcDfwI+AgSBv6rq+9ZdNcbsvJCGKC96B++Aj7SZ0+spvDEmtpRvXkFCfSd+/wySp2EGVdQVkDHGREZbaw0d5aV4EjPwZmS4HU5ETGR9VKAfuAa4dIxT36GqHyP8MOvzIvK1qYjfmHhRU15IqLEDfyA7phdzNsbEtoaGMjpKivEkZOCbpvOWbTBoTBwaDg5Rtv5tUvo90y73/QPs9vqoqtqjqm8RHhRup6q9qvqq83kQeI9wkStjzG7o7e2gfvPacHXj7Gy3wzHGxKme3g62Fr6NbyhA2owZ03ZZm+n5rYwxO1RdtoaElh5SM/NJ9HjcDieSJrI+6gdyCmB9E/jPhCM1Jg7Fc3VjEZkrIsUiUioi70s1d4ruPe3sXy4is53th4vIGudnrYh8Z2fPaYwZWzAUpHTdG3g6hdTsPBKm8b2SDQaNiTOdHY00bl6PRzLwZWW5Hc604Sx98xTwa2eO81htzhKRAhEpaGpqimyAxsSAeK1uPMEU9vXAHGeN5rnA/SKStJPnNMaMoWLLKkK1LfhTc0hJT3c7nCllg0Fj4kgwFKRswzK8fSkEcuMqPXSbiayP+kEeAEpUdcl4DVT1AVWdo6pz8vKseqsxI22rbuwJpsXjmoITSWHvdbIYALyA7sI5jTGjNDVX0rppPd6EzLjoi2wwaEwcqSlfGy7KkJZLkt/vdjhumMj6qONylrzJAC6c5HiNiRuVm1eS2BnEn5kTj2sKTiiFXUQ+IyIbgHXAfGf/zpzTGDNCb38XlWvfwjeYSlr+9J0nOFJ81JI3xtDd3Ur95kICpOPP2akpcNPORNZHBRCRCiAdSBGRbwNfBTqBnwGbgPck/Lb1HlV9KHLfzJjYtq26cWpiTtxUN55MqrocOFhEDiS8XvM/duV4ETkLOAtgn332mYIIjYl+wVCQkrWvkdwWIjUnf1rPExzJBoPGxIGQhijfsAxvbzKp+Xlx8aRrPBNcH3X2OKeNu3xbYyZLMDhM+fq3SelLIbBXXKavw66lsFePl8KuqhtFpBs4ZCfPue24BwinujNnzpwdZkIYM11VloXnCQZSZ+CJo4dS8XtHaEwcqavcwFB9C15/NsmpqW6HY4wx21WXrYbmbvzxV914pN1OYXeOSQIQkQ8BHwMqdvKcxhigsbGc1uIivAmZpMbZnH57M2jMNNfb20HNplX4QwFS42AitDEmdnR2NNJYsh5/Qgb+OF5TcIIp7F8AFonIEBACzlXVZoCxzhnRL2ZMDOjt62Rr4TJ8A6mkzYqPeYIj2WDQmGlMVSnbsIyU3iQCOXlxtWaXMSa6hTTkVDf2kDYjP17TQ7fb3RR2VX0ceHxnz2mM+a9t8wRTOhPwZ+XGzTzBkeJr6GtMnKmv2cRAbQN+X05crdlljIl+NeWFhBo78AZy4rW6sTHGZRWlBYTq2/H5s+NqnuBINhg0Zprq7++mumglKcEAqXFaPdQYE516utuoL16Dh/S4Tg81xrinsbGcts1FeEmP62k0Nhg0ZhpSVcqK3ia5Swhk5yFJlhFujIkO4fT1t/D0JhPIzrX0dWNMxPX0dlC5dhm+oTTSZsTfPMGR4vebGzONNdaW0FdVjd+bjSc93e1wjDFmu7qtGxhqbMXryyI5EHA7HGNMnBkODVOy9jU8nUJqdl5czhMcyQaDxkwz/f3dVBWtIGU4EHflkY0x0a2vt5OaTatIGfLHdVqWMcY95cXL0fp2/P5sq6eADQaNmVa2VQ9N6lRLDzXGRJVw+voyPD2JBHLyrX8yxkRcQ/0WOkqK8SZk4rcH5oANBo2ZVhpqiumvqQunh7pYFWtdaRn1zS2uXd8YE30aaooZqG3A68myp/HGmIjr7mmjsnAZ3sHUuJ8nOJI9ljNmmujr7aR6YwGe4VRSZ7r3tKuts4sTFl5IUrKXlpPnkWCdrTFxr7+/O9w/Dfld7Z+MMfFpaHiQzWtewduZQFr+LBJSUtwOKWrYXZox08C29KvkLlxNDw2FQnzv4p/R3VLPKT862waCxhgAKjYtJ7HL0teNMZGnqpRtegdp6MaflmeFq0axOzVjpoH66o0M1Dbg82S5Wj30kiUPULx6GV888RzO+/LHXYvDGBM9GutK6d5aiT8lK24XdTbGuKemagM9ZeV4k7LwW+Gq95nQYFBE5opIsYiUisiiMfZ7RORpZ/9yEZk9Yt+VzvZiETnO2ba3iLwqIkUiskFELhjR/noRqRGRNc7P/00kdmOmi97eDqqLVpI8nOpq9dCnX36DZ558iFmHHc2jF5+KiLgWizEmOvT3d7N1/bt4h9OsurExJuLa2+up21BAynCA9Jkzwe5N3me3czVEJBG4FzgWqAZWishSVS0a0ex0oE1V9xORecBtwPdF5CBgHnAwsAfwsogcAAwDl6jqeyKSBqwSkZdGnHOxqt6xuzEbM92oKmXr3yKlN4k0F6vzbSzfyuXXX4N3xr786bbr8CYl0O1KJMaYaKGqVGx8l6QuJTUrl4TkZLdDMsbEkf7BXkrXvI63z0d63gxLUR/HRN4MHg6UqmqZqg4CfwSOH9XmeOAx5/OfgaMl/LrgeOCPqjqgquVAKXC4qtap6nsAqtoFbAT2nECMxkxrdVs3MFDXiM/F6nxdPT2ccN5FhBTuuuU29s1JdSUOY0x0aawtoaeqCp/H3erGxpj4E9IQpeveILllEH96Dkmpdm8ynokMBvcEqkb8Xs37B27b26jqMNAB5OzMsU5K6WHA8hGbF4pIoYg8IiJZE4jdmJjX29NOdVEBnqB7i8urKt+95Gra67dyxkXX841DP+xKHMaY6NLf301V0Qo8wTRbXN4YE3GVW1YxVN2A35eDLzvb7XCiWlQWkBGRAPAscKGqdjqb7wM+AhwK1AF3jnPsWSJSICIFTU1NEYnXmEgLaYgt69/87+LNiYmuxHHJkgcoWvkGR3znTK793pddicEYE11UlfKit0nugtTMHEsPNcZEVFNjOS2b1uMlwxaW3wkTGQzWAHuP+H0vZ9uYbUQkCcgAWnZ0rIgkEx4IPqmqz21roKoNqhpU1RDwIOE01fdR1QdUdY6qzsmz/wGYaaq2Yh1Ddc34UnNdSw/9w79e4+knHmTWoUfx5OVnWMEYYwwQXly+t7oGb0qmpYcaYyKqp6edysJl+IbSCOS597A8lkxkMLgS2F9E9hWRFMIFYZaOarMUONX5fALwiqqqs32eU210X2B/YIUzn/BhYKOq/mrkiURk1ohfvwOsn0DsxsSsro4majetxkOGa+lXa0vKWPTza/DN+gjP3nE93uSoTDIwxkRYX29neHH5oFUPNcZE1nBwiJLC10jpEFKz80j0et0OKSbs9h2cMwdwIfAvwoVenlHVDSJyg4h8y2n2MJAjIqXAxcAi59gNwDNAEfBPYIGqBoHPAz8CjhpjCYlfisg6ESkEvgJctLuxGxOrgsFhthS+gbfPQyDXnSdebZ1dfP/8i9HEZO677XY+lGWTso0xTnXjDcvC6aFRWj1UVVlTssXtMIwxkyy8sPy7aH0H/tQc17KmYtGEaqyq6ovAi6O2XTvicz9w4jjH3gzcPGrbW8CYuWaq+qOJxGrMdLC1pIBQSzeBwCyS/f6IXz8UCvGdi66iq6mGC65dwrEH7xPxGCZKROYCdwGJwEOqeuuo/R7g98CnCKe1f19VK0Qkh3BV5E8Dj6rqwhHHfAp4FPAR7hMvcLIgjIkb9dUbGahrIODJw5Oe7nY4Y1p0zyM88dhveTR7Fqf+4Dtuh2OMmSR1NZvo2lJKamKOzRPcRZbbZUyMaGuppi5s5EUAACAASURBVLm0CG9CJv6cHFdiWHj7vZSseZsvfX8Bl3/r867EMBEj1kf9GnAQcLKz7ulI29dHBRYTXh8VoB+4Brh0jFPfB5xJOOV9f2Du5EdvTPTq6+2kumglyUP+qE0P/f2L/+GJR+8j/+DP87UjP+N2OMaYSdLR0UD1uuV4gmmkxfDC8kPDw65c1waDxsSAoaEBthS+iXfAT1punisd3cN//TcvPPMoe3/6OB696McRv/4k2e31UVW1x8le6B/Z2JnPnK6q7zpvA38PfHtKv4UxUURV2bL+TZK7E0jLjc6Fnd9dv4mf3Xgt/j3246lrLiE1JfpiFJG5IlIsIqUismiM/R4RedrZv9xZggsROVZEVjlTaVaJyFEjjnnNOee2qTf5kftGxky9/oEeSla/hq/XS3qU9j87o7Ori6+cvoDrH3w84te2waAxMaB80zskdQzjz8h1ZUL0yqLNXH/Lz0nd86M8d+vVpCTFbNcxkfVRd3TO6g84J2BL35jpqbZyPf11jfh90TlPp6ahiR9ecCGS4ufhO+9kr4zoKyoxwayFZuCbqvpxwkX7Rt9NnqKqhzo/jVP2JYyJsGAoGC4Y0zZMamZezC4s39LWzpdOPZvqso20JUc+8ytm7+iMiRdNdVvoqijHk5CBLysr4tdvbmvnlAsvQZJ9PHTHL9kjM/JzFacLW/rGTDfdXS3UblyFNxSd1UN7+/r4+jkX0N/TyXU/v50jDxjzOU00mEjWwmpVrXW2bwB8ztxnY6a1ypKVDNc04fVk4XXh/mgy1DU18+Ufn0FjdRnfX/Bzlpz6tYjHYINBY6JYf383levfwTMcIG3GjIinhw4NDfH1BZfQ097IpVfdzJEH7BXR60+BiayPuqNzjvyLGeucxkw726obe3qTw+mhUbaeVygU4viLrqKpcjOnLLiW0798qNsh7chkZS18D3hPVQdGbPudkyJ6jYyzIKxlLZhYU1+7mbaSTXgli0B+bGY/V9bWc9SPz6CtqZbTL7uV2+Z9xZU1m20waEyUUlXK1r9JUqfiz8iJeJl2VeWUq2+hungN3/zJpZw/d1oUXJjI+qhjUtU6oFNEjnButH4MvDD5oRsTXaq3rCbU1IEvkEtyFKZnnf2Luyha+Qaf+97Z3PrD49wOZ8qJyMGEU0fPHrH5FCd99IvOz5iV2S1rwcSSzs4mqgrfwTPkPChPiL3hTMnWao499XS62ptZeNWd3HDil12LJfb+9oyJE3VbN9BbXYffn4s3MzPi17/uwSdZ9vJSDjr6+9w7/4SIX38qTGR9VAARqQB+BfxERKpHzOk5F3gIKAW2AP+IxPcxxi3trbU0lawnhXRSc3PdDud9bn/yWV587glmH/F1nrz8dFeetu+iCWUtiMhewPPAj1V1+0KKqlrj/NkF/IFwOqoxMWtgsI/Nq1/B2+shLSefhJQUt0PaZWs3lzL31NPo6+3mip/fxaJvfdbVeGKz5I4x01x3Vws1RQX4Qmmu3Gg9/Z+3ePiBu8g98Aieu/FiEhOi/kZqp01wfdTZ42wvAA6ZvCiNiV5DQwOUrXsLT7+XtJmRT1//IH95412WLLmNzI8cxtJfxkzBq+1ZC4QHffOAH4xqsy1r4R1GZC2ISCbwd2CRqi7b1tgZMGaqarOIJAPfAF6e+q9izNQIaYiSda+R3DqEP30myYGA2yHtsrfWrOeH551HSBK58dbf8JMvHux2SPZm0JhoEwwOU7rmtfA8nLyZEZ+Hs6a4jMuuvQpv/od4dvEtpHnsmZEx5r8qipcjbf340nJI8vncDud/rC0p44Irr8CTvSd/XnI7Oamx8dZgglkLC4H9gGtHLSHhAf4lIoXAGsKDzAcj962MmVyVJQUMVjfiS8nCl53tdji77MVlK/nBueegyT6WLPltVAwEwd4MGhN1KjevQJu78afNivg8nOa2dk46/wJISOa3t9/JfnkZEb2+MSa6NTeU01FZRiAxB39O5Eug70hDSxsnLriAUEIi99+xmAP3iK3qgrubtaCqNwE3jXPaT01mjMa4paGulJbNG/BrJqkxWDDm6Zde55KrF5GcOYMHltzDsQdGT0E+ezNoTBRpaaygdUsxnsTMiN9oDW6rHNrWyGU/u4VjD/5QRK9vjIluA/09VBQuwzPgC1fvi6L00P6BAb5+7oX0tDdxxdW3Mvfjs90OyRgzSbo6m6kqfBvPYID0mbOirnLxB3ng+Re5+KrL8ObuzVP3PRBVA0GwN4PGRI3+/m7KC9/CO5RK2szI3mipKj/4Wbhy6LfOWMR506NyqDFmkqgq5UVvk9SlpGblR7y68Y6oKidcdh11pes54dxrWXic1UgxZroYHOpn8+pX8HQnk543I+YKxvzy8T9x15LbCOxzEM/eexeHRGHGgg0GjYkCqsqWdW+S3An+rDwSPZFdL/i6B5/gnf8s5eBpVDnUGDN56qs30lNdTSAlD29GdKWPn3/nfaxe9hKf+sZPWHLatz74AGNMTAgXjHmdxJZ+/Bl7xFzBmKvv+x2/e+geMvefw9/uvZN9c6IzfhsMGhMFaivW0V9bT8CTH/EbrXDl0F9vrxyaEEWpX8YY9/V0tVK1fgW+oVQCe0fXXJ07nnye5556mL0+dQzPXLMgFpaQMMbspMqSAvq31pLunRFTBWNUlYW/vJu/PPMY+R8/khd//QtmpXvdDmtcNhg0xmWd7Q3UbnoPv2aE5+FEUMHGku2VQ59b/AsCVjnUGDNCMDhMaeHreLdVN06Knj7i6f+8xeIlvyDzI4fxt1/dgDc2lpAwxuyE+trN4YIxkhVTBWNCoRCnXncrr7z4LHt/ei7/+NX1ZPmjJ61+LNHTqxsTh4aHByktfANPn4dAfn5EJ0VXNzQx77wLIDGF+2+/k4/kpUfs2saY2LC1pIBQUwdpgVmkRFGK1rLCjVx69SK8efvw/N13kBeIbGq9MWbqdHQ0ULX2bbyDAdL3nAUJsfGgZ3h4mBMvu44Vb/yT/b/0Pf5+6xWkpkR/sRsbDBrjoopNy6G1D39gJsl+f8Su29PXx9fPuYD+7nau/8W9HGOVQ40xo7Q2VtJcWkSqZOPPzXU7nO1Kq2r50fnnk+BJ5dElSzhgRqbbIRljJkl/fzcl772Cr89HWt7MqCpWtSP9AwN88/wrKCp4k0/+30947roFMZOtYINBY1zSVLeF9vISUhNyI7qMRDAY5BvnL6K5cjOnXnQTZ3zlsIhd2xgTGwb6eyhbvwzvUIC0mTOiZhmJlvYOvnn2QoYGB7j9zt/yxQOiq0S7MWb3BYPDbF7zCintIfwZ+RFfa3l3dXZ387VzLqaiaBWfO3EBT13+U5ISoqPP3Bk2GDTGBb097VSuW4Z3KI20PSN7o/XTG+5k83tvceRJC7j5lOMidl1jTGxQVco2vEVyRwh/Rm7EqxuPp39ggLnzL6KzqYYLrr6TeZ89yO2QjDGTRFXZUrSMUEMHqd5cvFnRtwTDWBpaWjnujIU0VZUw96dX8OCCE2OuEF9svL80ZhoJBocpWfsayd2JBHIiu17X9Q/9gf/87Wn2/+K3efyyn1rlPWPM+9Rt3UBvXT3elCx8mdGRghkKhfj2xVdTW7KW7561iMuP/4LbIRljJlF1RSHdFeV4JCNmCsaUbK3mS6f8lObaCn540U08FIMDQbA3g8ZE3NaSlYSaOwmkziAlLS1i1338n6/x4G8Xk3vgZ1h666KYSmEwxkRGV0cTNUUF+IYCBPaKnhuy02/6FevefYUjvn0Gvz7j226HY4yZRC1NldQXvUdqMIP0PWZGTVr6jhQUbeakBQsZGujnomt/xSVfP8LtkHabvRk0JoKa68toKd1EiqaTGsGCDG+uLeKq63+Gf+aHeWHJbaR7Y2NCtjEmcoaHB9my9nU8fZ7wMhIRrG68I9c++CT/fuEpPvy5b/DUlWdbRoMx00hPdxvla97ENxggLT+6lq8Zz7/ffY/vnXkmwyHlltvvi+mBIExwMCgic0WkWERKRWTRGPs9IvK0s3+5iMwese9KZ3uxiBznbNtbRF4VkSIR2SAiF4xony0iL4lIifNnbCQTG+Po6+2kYt3beIYCpM+I3JOvLTV1nHrhhST40nhs8WJm50bubaQxJnZUbFqOtvbiD+REtLrxjjz015d4+LeLyT3wCP5++9WkxEh1PmPMBxsc6qf4vZfxdCcSyM4n0Ru9C7Nv8+S/XuW0CxaQ4M/gwXse5EefP9jtkCZst3tVEUkE7gW+BhwEnCwio2dznw60qep+wGLgNufYg4B5wMHAXOA3zvmGgUtU9SDgCGDBiHMuAv6jqvsD/3F+NyYmhEJBSte+Rkq3EMjKIzElJSLXbe/q5lvzz2ewv5dbb7mTz+2/R0Sua4yJLU11W2grL8GbmBnR6sY7svTNFVx/4zWk7nUAf737l5bRYMw0EtIQJYWvkdDSjz+QG9FpM7tr8VPPc/nPLseX/yGefuAhjvv4bLdDmhQTecR2OFCqqmWqOgj8ETh+VJvjgcecz38GjpZwfsfxwB9VdUBVy4FS4HBVrVPV9wBUtQvYCOw5xrkeA2zSgIkZW0sKGGpsw+vNxpMemcXdB4eG+PrCy2ivq+DcS2/k5M/G/tMrY8zk6+vpoHLd2+FlJPKjYxmJZYUbWXjFJaRkzeRP99zNPlmxUWLeGLNzKjevpL+qDn9KNr4oeQC1I4vueZg77riJjA9/kr8/fD+H7xs9c6onaiKDwT2BqhG/V/Pfgdv72qjqMNAB5OzMsU5K6WHAcmfTDFWtcz7XAzPGCkpEzhKRAhEpaGpq2rVvZMwUaGmooKlkA14yCESoQpaqcsJl11OxfgVf+/FFXPW9r0TkusaY2BIMDlNa+DopPeE0rWhY4LmofCs/PO88JMXPI0vu5pN7R/+NojFm59VVb6SpeD0+ySIwY8zb+aihqpx+wx08/rvfMOMTX+KVh+7mgPwMt8OaVFGZfC8iAeBZ4EJV7Ry9X1UV0LGOVdUHVHWOqs7Jy8ub4kiN2bH+vi7KC9/CM5ga0SfuZ//i16x6858c9n8/4oHzTo7INY0xsWdryUqGG9vw+XMilrWwI9UNzRx/9gKGh4f51S/v4ssH7u12SMaYSdTWWkP1uuX4h9NJnzkLEqJyKALA0NAQ37n4av75wlN8+PPf4rX7bmNmus/tsCbdRP4L1AAje+m9nG1jthGRJCADaNnRsSKSTHgg+KSqPjeiTYOIzHLazAIaJxC7MVNu2zzB5C5Iy54RsYWbr3/4Kf7+7O+ZfcTXeO6682NyzRtjzNTbVt3YI5kRrW48nrbOLuaetYC+zhZ+dv3tfO/wj7kdkjFmEvV0t7Fl1at4+/2k58+KikyE8fT29XHs2Rex8o1/cuj/ncpLv7pm2s5bnshgcCWwv4jsKyIphAvCLB3VZilwqvP5BOAV563eUmCeU210X2B/YIUzn/BhYKOq/moH5zoVeGECsRsz5baWFDBQ34wvgvMEH1j6bx78zZ3kHvgZXrzjWqu8N4bJroLsbL/IqYC8XkSeEpHoL4lm4lpfT8f26sbRME+wr7+f4+ZfSFttOWddfCPzj/20q/EYYybXtsqhKZ1CIDOPpCipWDyW5rZ2jjx1PiVr3+WoUy5k6c/PwzuN76d2+5s5cwAXAv8iXOjlGVXdICI3iMi3nGYPAzkiUgpcjFMBVFU3AM8ARcA/gQWqGgQ+D/wIOEpE1jg//+ec61bgWBEpAY5xfjcmKjXXl9FcUoSXzIjlw/9tWQE33HQtgb0+yt/uvp0MX2QqlsaSqaiCLCJ7AucDc1T1ECDRaWdMVAqFgs48wYSIVjceTzAY5BsXXElN8Rq+d+Yirj3paFfjMcZMrlAoSMnaV0lsHcCflocnI3rn3G2urOaLP/gJdRWbOGnhdfz+oh+SmDC9M6wmtLKjqr4IvDhq27UjPvcDJ45z7M3AzaO2vQWM+Teuqi2A/Qthol5vdxsVhW/hHU4L58NH4In7yo0lnHv5JSRn5POne+5ib6u8N57tVZABRGRbFeSiEW2OB653Pv8ZuGd0FWSg3HnIdTiwlXBf6hORIcAP1EbguxizW7ZuXslQYxsB7wzX5wmqKiddeRObCt7gyJPO5a4zv+NqPG4SkbnAXYQfKD2kqreO2u8Bfg98ivCUm++raoWIHEv4AXkKMAhcpqqvOMd8CngU8BG+X7vAydAyJmLKN73DQE0jgZQ8/FGQkj6eZYVF/PD8CxgeHOCiaxZz6Tc/53ZIETF933ka44Lh4UE2r36F5N4UUjNzI/LEfUtNHfMWnAeJyTy05G4+sXf0drRRYNKrIKtqDXAH4UFhHdChqv8e6+JW7di4raWhgqbSIrySSSAKiqydc9s9vPufpXz82Hk8cdlpSJzOcZ5I1gLQDHxTVT9OeBrN4yOOuQ84k/B0nP0JZzUYEzE1FetoKy0JVw6NUEX13fHnV5cx7+yzCEkit9/527gZCIINBo2ZVOVFb0NrL6n+yMwTbG7v5BtnLWSgr5tf3PIrjj74Q1N+TfO/RCSL8FvDfYE9gFQR+eFYba3asXHT/1Q3zst3fZ7g1fc/zl//9CgfOvw4XrjpkmmfivUBdnvtZlVdrarbshE2EM5S8DjF9tJV9V3nbeDvsTWaTQQ1N1ZQu6EAXzCdtBkzorZy6OKn/sIFl19EStZMHr//IeZ9dvRzmOktOv+rGBOD6irX01FRjichE38EFlDt6+9n7vwL6Wys5oJFt3DKFz4x5decBqaiCvIxQLmqNqnqEPAcED+PFE1MCFc3fpWUbolodePx/PLJ5/jdA0vIP+hz/ONX1+OZxsUZdtJEshZG+h7wnpPOvqdznh2dE7CsBTP5ujqbqVjzJt7BAOkzorNyqKpy0eL7ueOOG8mY/XH+/shDHHnAXm6HFXFx3/saMxk62+qpLirAG0onLX/qn7iHCy5cRV3JWk6cfyWXHX/klF5vGpn0KsiE00OPEBG/M7fwaMJFtYyJGpWbVzBY34rP5/56gvc9/0/uWvwLsvb7f/z7N1bsarKIyMGEU0fP3tVjLWvBTKaB/h42r/4PKd1JpGXnk+iNvgLbwWCQeVfexDNPPMAehx3Fa4/cy8dmZrodlismVEDGGAODg32Urn0dT7+XtLwZU/70S1U5cdGNbCp4nS+eMJ/Fp43OJDLjUdVhEdlWBTkReGRbFWSgQFWXEq6C/LhTIKYVpzKo025bFeRh/lsFebmI/Bl4z9m+Gngg0t/NmPE01ZbSUrIRf0IOqS7f6D/xr9e5+ZbrSNv7Y7x432Ly0qLvJtElu5K1UD0qawER2Qt4Hvixqm4Z0X7ka46xzmnMpAoGh9m85j8ktQyRmjGLlLQ0t0N6n56+Pr5x3hVsXr2Mg47+Pi/cdAn+lES3w3KNDQaNmQBVZUvhayS0DZKaNovkCKybc8bNS1j+yl/5xFdP5skrzojbggu7a7KrIDvbrwOum9xIjZm4ns4WKte/jXc4nfQ9Zro6T/Avb6xg0bWL8M2YzV9/ezf7ZAdciyUKbc9aIDxgmwf8YFSbbVkL7zAia0FEMoG/A4tUddm2xqpaJyKdInIEsBz4MXD31H8VE69UldL1bzBc10bAPwNfVpbbIb1PQ0sbc88+j8byTXx53nk8dsmpJMX3fGVLEzVmIqpKV9FbU4/fk4MvO3vKr3fp3Q/zz+ef4COf/Tov3HhxvBdcMMbswPDwICVrXiWlO4lATr6rc3ZeLijkvCsuxpM1k2fvu5f9Z8RnOtZ4JrJ2s3PcfsC1I9Zo3la28VzgIaAU2AL8IzLfyMSjraUFdFdU4kt2PwthLBvLt3LkD06lqWoLPzj/Bp641AaCYG8GjdltLQ0V1BcXkkpWRDq9W37/LE89+htmfeJIXrzzGlKs4IIxZhyqypb1b6KtvfjTZpEScO8t3Dvrizn9wvNI9Gfw5D332vI349jdrAVVvQm4aZxzFgCHTG6kxrxfXVURTcXr8ZMVrhwaZVlLr65ax2kXX8Tw8BCX/3wx5889wu2QoobdTRqzG3q6Wilf+wbeoXCVLEmc2lzz+1/4N/f++lay9/9//POeWwl4oq8qlzEmetSWF9JdVYU3MQt/BLIWxrO2tIKTFyyARA8P3XUvR+y3h2uxGGOmRmvTVqrXr8A7lEb6zKm/J9pVD//tZX507tloYgpLFj9gA8FR7M2gMbtoaGiAktWv/LdK1hQvLP/Mq29z483XENjrAF78zWJyU90tCW+MiW7tLTXUFq/GH0wnfQ/3ntCXVNXy3bPPIRQMcveSeznmkNmuxGGMmTpdHU2UrXkDX7+f9PzoWkJCVbnqvsf4/cP3kLrn/jy5ZDGf/vBMt8OKOjYYNGYXqCpb1r0BrX2kps2c8hLtL60s5JKrLseTsyd/+c2v2dsKLhhjdmCgv4fSta/j6/eTlj8DSXLnn/nqhma+fuY5DPb1cOsv7+H4OR91JQ5jzNTp7+ui+L2X8XQnEcieQZLP53ZI2w0PD/PDa27lzX8/T/7Bn+eFu37BPlmpbocVlWwwaMwuqCpdRU91DYGUfHxTvLD8iqISzrj4AhL96Tx1770cuMfUL2RvjIldoVCQkjWvkNQexJc1y7Ubs9qmVo497Sx625u4+sYlnPKFT7gShzFm6gwNDYQHgh2KPz0/qpaQ6Ozu4evnXU5Z4bsceNSJvHDzpaSm2JBnPPY3Y8xOaq4vo6G4EL9mEZjigjHrtmzl+wsWoJLIQ0vu4fAPz5rS60225pZK+js63A7DmLiydfNKBuqbSffPwpeR4UoMdS1tHPPTs+hqrueSa25n/rGHuxKHMWbqhEJBSgpfheZefL7cqFpCory2nm/OP5+22nKOOeUCHrnwR1Z5/QNYARljdkJPZwsVhW+F1+rKnzmlk6NLqmr59lnzGR4c5Fe//DXHfvzDU3atyaaq1NRupGHzWvKyLC/fmEhprNlMc0kRXolMdeMxY2ht55ifnk1nUw0XXnUrF33j867EYYyZOqpK+ca36a9uwJuUiT83eqoDLyvcyDE/PJX2plrOuvxWHrv4xzYQ3An2ZtCYDzA02E/JmnDBmEB2LomeqSvgUlnfyNfPmM9gXxe33HY3Jxxx0JRda7INB4eo2rqWgYZGDvzkUexxuFXrMiYSutob2bruHbxDaWTsOcuVgjHN7Z0cfdp82usrOW/RrVx6/JERj8EYM/Wqy9fQVraFVMkmbebMqFlC4g8vvcEV115FgsfPbXfcxymf/7jbIcUMGwwaswPhgjGvQ0v/lBeMqWtu47jT59Pb0cI1Ny7mR188dMquNdn6B3qo3LKS5J4gn/j8N8k55JCoKy1tzHQ0ONAbrm7c5yHNpUp+rZ1dHHXaObTWlHPO5Tez6LtfiXgMxpip11CzmYaiNfhCmaTPip6B4A2/e5r7770D34zZPLpkCV/Yf0+3Q4opNhg0ZgeqSgroqa6d8oIxze2dHHPafLqb67j0mjs4O4bm2XR2NVNVupKshCw+euxc0vbdN2r+gTBmOttWMCaxM0hq+kyS/f6Ix9De1c1Rp51LS1UJZ15yE1efeEzEYzDGTL32lhq2Fr6NdzBA+h6zXKtUPFIoFOKnN9zJy3/9Izkf/TR/+fUv+XDu1FZ5n47c/y9pTJRqrNlMY/E6fGQRmDFjyq7T3tXN0aefS3tdBQsW/YILY2ieTXNLJfVbCpmV9WH2P2ouXpfmKhkTjyo2vsNgQyupKXmuFHDo6O7hqNMX0FSxiZ9cdAPXz/tqxGMwxky9nq5WSle9grffT0b+rClfX3lndPX08q0Lr2Lze2+y3+e/ydLbriLD535cscgGg8aMobO1jsrCt/ENpZGx5x5IwtTUWuru7eOYM8+nubKYn150A1d976gpuc5kU1VqazbQUVXGvrP/H7OP/ArJUVRW2pjprn5rEa1lm/FptisFY7p6ejnqjIU0lBXxo/Ou5eZTvhbxGIwxU6+/r4tNBf8muTuRtJwZJLmQgTBaaXUt3z73Qtpqy/nSSefy2KU/JTnRamLuLhsMGjNKf28nm1e/grffN6VzcPoGBjjm7IuoKylk3rk/46YYuZkaHh5ka+VqhptbOfCTRzNzzqdJ9HrdDsuYuNHRWkvVhhV4h9PJ2GPWlD2sGk9Pbx9HnXk+9aXrOfncn3Hrqd+M6PWNMZExNNgfHgi2B0nNnBUVawm+tHItZ112CUMD/Zx9+S+49iRLTZ8oGwwaM8Lw8CDF771MSpfgz8yfsjk4A4ODfPWcS6kqWsnxp1/Onad/Z0quM9n6+ruoLF2Jt1/4+Be+RfZBB1mhGGMiaKCvm5LVr+Lt95GeNzPiBWM6e3o5+szzqS1ew4nzr+KO074d0esbYyIjGBymePXL0NKHPzUfX2am2yFxz59f5NbbbyQpNYvFS+7mxM8c6HZI04INBo1xqCpbCl+Hlh58/hlTtmjzwOAgx86/lLK1b3PcDy/g3nNOmpLrTLbOzkaqSleRnZLLAcfNJW2ffaxQjDERFAwOs3n1f0juZEofVo0nPEdwIfVb1nPi/CtZcuZ3I3p9Y0xkhDRE6brXGaprJeDNd30tQVXl3Nt/w9KnHyH9QwfzhyV3ctg+VqNgskwot0RE5opIsYiUisiiMfZ7RORpZ/9yEZk9Yt+VzvZiETluxPZHRKRRRNaPOtf1IlIjImv+P3v3HR9VlT5+/HNJnZJJL5NG6L0XUSzYsaKurriuq65rV0RRBBVUioKIiIK991V3dXFXRQUUFxu9E9L79JnU6XN+fyT4Y/lSk5lJO+/Xi5eTyS1nAt7c59znPE/LnwvbMnZJOlT5/o00VlYRE5mEJkSVQz1eL+fd8QBF2zdw3rXTeH36dSidIKAymUso3/sLmfF5DLnwD8T17CkDQUkKIyEEJbs34DU5UKtTQjZZdSS22nom3Xg7hqJd/OnOR3j25j+E9fySJIVP6d6faSyrQBWR2C5rkg/W6HRy3h0PsOrvb5A7SrpvYgAAIABJREFU9lx+fPsVGQgGWaufDCqKEgGsBM4FKoGNiqKsEkLsOWizmwC7EKKvoihTgcXA1YqiDAamAkOATOA7RVH6CyH8wFvACuCdw5x2mRDi6daOWZKOxFi5D3PBbmJFAnFpaSEJdA4EgoVb/8s5f7qbN+79S4cPBP0BH1UVu2isqaRf3wnkTDyNSI2mvYclSd1OVfE27KVFaCNS0YR5lt7iqOPsm+7AUr6f6+95jCeuuyis55ckKXwqirZgLypARUK7N5UvM5i45PbpWMv3c8oVN/PBrFtkoZgQaMtPdDxQKIQoFkJ4gI+AKYdsMwV4u+X1p8DZSvPd7xTgIyGEWwhRAhS2HA8hxHrA1oZxSdIJqbVVU77zF2K9ccSn60OyBq45EJxJwZYfOfuau3jrvus7fCDodjdRnP8THoOJIWMn03PSWTIQlKR2YDWUULOvpdFzmG/OjDYHZ95wK5byAv523zwZCEpSF2ao2Itx73Zi/Tri9ZntWhPgh217OPNP12GrKeXG+xbw8UO3ykAwRNryU80CKg76urLlvcNuI4TwAbVA8nHuezh3KYqyoyWV9LBNlRRFuUVRlE2Komwym83H90mkbsvZWEvB5rXEOpsrh4aid47H6+X8O2dSsGU9Z029k7dn3NDhA8G6eguFe34g1hPJiHOvJGPcOHp0gL5CktTd1DtMlGxfT6xHG7LJqiMxWO2cdcMt2KqLue2BBTx+zeSwnVuSpPCyGkupODAxrs9q16byr676lj/f9jf8AXhq6UssuHZyh79v6sw6U4j9ItAHGAnUAEsPt5EQ4hUhxFghxNhU2QBbOgqvx0X+5m+JqlfQJKYRpVIF/xxeL5PvmsX+zes584938M79N3b4C5rJVEz5np/I0OYy/MKriO/bt0utDwzRWucERVE+VRRln6IoexVFOTk8n0bqyporh64l2hlLXHI6ETExYTt3pdnKmdffjMNQzt2zFjHnj+eG7dySJIVXrb2G4q3fo/LEoQthS61jEUJwz7JXeOzx2ajT8/j0zbf508Th7TKW7qQtYX8VkHPQ19kt7x1um0pFUSKBeMB6nPv+DyGE8cBrRVFeBf7d6pFL3V4g4Gf/1u8Q1ibi4vTEhqAYg9frZfLds8nf9D2T/ng77878a4cOBA9eH9in7wRyT57Y5RrJh3Ct83LgayHElYqiRAPt35VX6tT8Pi/7t64hojaAJi6daK02bOcuNZiY/NfbaLAamPHIU9x36elhO7ckSeHVWG+jYNMaYppiiUtNJzIEE+PHo6HJyeUz5rDnt3VkjTyTfz3zOPp4uTQlHNryZHAj0E9RlF4tNz9TgVWHbLMKuL7l9ZXAWiGEaHl/assMfC+gH/Db0U6mKIr+oC8vB3YdaVtJOhohBEU71+OpsaCJTUUVgsqhHq+X8++axb6N6zjjqlt5b+ZNHToQdLkbKd63Aa/RzJAx59Nr0lldLhBsEfS1zoqixAOnA68DCCE8QghHGD6L1EUJISjatR6fuQ5VbBKqxMOuigiJvaVVnPuXm2iwGZk5d4kMBMOotVkLiqIkK4qyTlGUBkVRVhyyz/ctxzxQiT0tPJ9G6gycTXXs2/QN0fU9iEvKIKqd6gLkl1czYeoN7Pnte0694hb++/JTMhAMo1Y/GRRC+BRFuQtYDUQAbwghdiuKMg/YJIRYRfPN0buKohTSXBRmasu+uxVF+RjYA/iAO1tm11EU5UNgEpCiKEol8KgQ4nXgKUVRRgICKAVube3Ype6tomATdeVlqCOS0aYF//ei0+3mvNsfoHj7Bs784+2828EDwbo6ExVFm4lX4hlw7qXE9+7dpdJCD3G49conHWmbluvcwWudfzlk3yzACZiBNxVFGQFsBu4RQjQeenJFUW4BbgHIzc0NxueRuqCKwk3UlZWjjUhFG8blDpvzi7nq9jvwupuYt3A5fz17bNjO3d21JWsBcAFzgKEtfw51rRBiU0g/gNTpeNxN5G9aTXStQJ2oJ0ana5dxfP7jRqY//CB+n4/bZy3ikavOaZdxdGdtWh0qhPgS+PKQ9+Ye9NoFXHWEfRcCCw/z/jVH2P66toxVkgCMFXsxFexGFYhHlxn8qnyNTU7Oue0+ynf/xuQ/T+O16R27fYTRWIildA+ZKf3oM+k8YuU629aIBEYDdwshflUUZTkwi+abs/8hhHgFeAVg7NixIqyjlDoFU2U+xn07UYkE4tLTwzYx88P2PVx/990EgGeefoGrTj5cTCGF0O9ZCwCKohzIWjg4GJwCPNby+lNghaIoSsvE038VRekbxvFKnZjX62bf5m9QrG5UmrSw9y094NHXP+S1l5YRk6hn5aKnuWh0v3YZR3fXfqWCJCnM7KYyKnb9Soxbgy4z+FX56hqbOPvmaVTnb2PKX+9n5R1TO2wg6PN5qKzYgdNooG+/k8k55dTu0jYiFGudK4FKIcSvLe9/SnMwKEknxGGppGznz8R6tCRkZ4Wtcuh/ftnK7TOmo0TF8tKyFVw4St6QtYO2ZC1YjnHsNxVF8QP/ABa0LNf5HzJrofvw+33kb/4GYWpArU5FHea+pQBuj4epDz/Jb2tXkTJgHP94djF909onIJU6VzVRSWq1hlozRdt+IMajJT49M+gtJOx1DZxx4x1U79/OVbfO4oU7r+mwgWBTUy2Fe9cjrHUMP+VS8s48u7sEghCCtc5CCANQoSjKgJZ9zuZ/Z/Ml6Zga66wUbllHrFNFfEZW2Kr5/X3dz9w2/S4iVHG89/KrMhDseq4VQgwDTmv5c9gsK1mJvXsIBPwUbF+L12BHFZOMph3+ritNFk7+8838tnYVI86byk9vrpCBYDuTTwalLs/VVEf+5u+IaYpBm5ga9EpZZkcdZ//1Dqzl+Vx39xwWXX9pUI8fTFZrOYaSHaRosuh75rnE5eR05fWB/0eo1joDdwPvtwSYxcCNYf1gUqfmdjaQv+U7ohsi0CaFr5rfq/9ew+PzHiY2OZO/v/ACY3plhOW80mG1JWvhiIQQVS3/rVcU5QOa01HfCdagpc6juTDVjzRV1KCOSglJzYRjWbdlFzfdfz+exjquuXMOS26c0mEnzrsTGQxKXZrP6yZ/87dE1gVQx2cQE+QKmTVWO+f89TYc1aXcPGMej11zQVCPHyz+gI/qyt00VFfQs+dI8k49g+h2WiPQ3kK01nkbIKttSCfM5/Owf+t3zS0k4tPDVsThmY//zdIl89Dqe/P5SysZlBn8qsodkdvjxGQpIYtR7T2UQ/2etUBz0DcV+NMh2xzIWviZ/81aOKyWgDFBCGFRFCUKuBj4LhSDlzq+0n0/U1dSgrpHSljXIx/w7Mf/5umlTxCp1vHU0y/yp9NGhPX80pHJYFDqspp7Ca4hYGkkTpMR9AXSZQYzk/92B/WmCu56cCGzr+yYFbCcrnoqi7egNHgYPOY80keNpkeQ02QlSTpxIhCgcNta/OZ6NLFpYWsh8fAr7/PWy8uIzxvKVy8vp2dK95gYslkrqCnbRZyipUeY1mMer7ZkLQAoilIK6IBoRVEuA84DyoDVLYFgBM2B4Kth/FhSB1FesAlrQT4qEtFlZKD0CN8qMZ/Px18XLmfNqg/Q9RzCh8uWMLJnetjOLx2bDAalLkkIQeH273FVm9DGpgd9gfSe0iqm3Ho7ToeFGY88xb0dtBeX3VFNddE2EqKT6d/120ZIUqdSuvcnmqqNaKJSw7J2RwjBzYtW8NWnb5E+aAJfrVxCerw65Odtb26Pk+qKnbjMJnJzhtHz5NOIDUF/2bZqY9ZC3hEOOyZY45M6p+rSnZj27UAlEknIDF9hKoBqi53L7plJ1b4t9D3lIj5f/DCJ6piwnV86PjIYlLqk0r0/UV9ZiSYy+Hnxv+0tYuqdd+B1OXls4bP87ZzxQT1+MAREAEP1PuwVhWRnDqHXaWd1yJsfSequqoq2YS0qQC0Sw7J2x+fzceWsBWxc9wW9xp/P18seRxsbniI17clqLcdQthudomX4KZeSPHiwzIyQug1j5T6qdm1E7U8gXp8Z1kDwu807uXXmTFz1di676QGev/1qesjJ6A5JBoNSl1NRsAlr4X5UIpG4rOD2Evx2007+du80hNKDZ595gT9M6Hi9uNzuJipKthCobWDQ8LPQjx1PRGxsew9LkqQW5qr9VO3bijoQjy4zM+QpW41OFxdOm03hlvWMOv8aPpt/H1ERXbuY+P88DcwdTs8JpxLbDiX0Jam9mKsKKN/+M7FuLbqszLBVKAZY+M4/eHHFEiI1CSx6+kWuO73DrdHtkIQQHGUZcMjIYFDqUgxluzHmNzdsjtcH9ybrkx9+5b5ZM4hQxfHasys4d3ifoB07WBy1BqqKtqKLiKf/2VeS0KdPWGcCJUk6OrupjNIdP6FyaYjPyqRHZGh/DVtr6znv1nswFGznnKl38tb9N3b56n1Wazk1pTvR9dAxfOIUkgcNkk8DpW7FaiihdMcGVG4t8ZnZQW+ndSROt5trHn6Sjeu+IKnPSD58ZhFDs2WrkmMJBPw4bFUYKvaSmT047OeXwaDUZVhqiqjY/Rsqnw5dhj6oN1mv/Xstj81/mJiEdD58YSXj+2QF7djBEAj4qanei6OymCz9YHqfdpacBZekDqbebqBo6/fEujXEZwS/3+mhygxmLrjlLmprSrjmjkd4+qbLQ3q+9uZyNVBdsQu31ULPniOanwbK9Hipm7Gbyyne+gOxLg269EwiYsKzRq+gsoY/TLsfa9k+Rpx7NR8/dm+3SEVvi0DAj91chrF6PxEeQUZGX3qOOCns45DBoNQlOMwVlGz7EZVbiy5dH9SbrKc+XMXypfPRZvbh8xdXMCirYwVZB6qF0uBi0Mhz0I8eK9NCJamDaaq3Nfc7dcYSF4ZegtuLyvnD7XfgqrMx/aHFPHD5mSE9X3sSQmA2F2Mq20NCdDKDJ11JQr9+YU2Lk6SOwGGppGjzOmI9WnSpGWHrWfrp979w/9yH8Xnd3HjvPOZfe2GXz0BoC5/Pg91Shqm6kKhAJJn6geSMGo9Wr2+XbC4ZDEqdXoPDROGWtcS41MSlZRIZxEBo9svv8c4ry0jsPZwvX3qW3OSOVYLdZq2gpnTn79VCdb16hbVktCRJx+Z2NrBv0zdE10egSUgjWqsN6flWb9zJrTOm4w/4Wbjoea6f1HULSjY11VJVtp1AbQO9+4wjZ/zJxISpRYckdSR1thoKt6wl1qVGm5xOlDr0lYKFENy/8m0+emslMUmZvPTsi1w8un/Iz9tZeb1urKZizDVFqIglN2c42SPHok5La9clPTIYlDq1pnob+zZ+Q3RTDLrkDKKCNAsmhOCmJ55n9T/fJn3wBFavXEKqruOUYPcHfFRX7KK+poKc3BH0mniGvAGSpA7I63Gxb9Nqejj8aHQZxAa53+mhXv33Gh5fMIcoTQIvP/0sF47qmjdmgYAfo2E/1ooCkjR6+p57EfG9e8s10lK31FBrZv+m74hpjEGbnE60RhPyc9Y1NnH5jLns27iOjKET+efS+d2mZ+mJ8nicWIxFWGuK0UTE0bfPBPTDRqJKSekQE/gyGJQ6LWeDo2W2vQfaxPSgzbZ7vV4ue2Ae2378kj4nTeY/zzxGXAfKe29qqqWiaBORLsGQcReQNnxE2NYESJJ0/Pw+L/u3fIuwNKHVpIe8qfxDr3zA268sQ5vZh49XLGdEbtds7FzfYKWqZBuRrgD9B55G5phxROt07T0sSWoXjXVW9v22mpim6KDeCx3NxvxirrvvAeqN5Zx+xd94Z9atXb5CcWu4XA1YjUXYDKVoohIYMOgM0ocOR5WU1KF6PstgUOqU3M4G9m5aTWStQJMQvNn2usYmJt9xP2W7fmXchX/mk8fu6TAXOCEEFnMJxtLdpGgz6XfB+cTl5HSoC4okSc0CAT+F29fhrrESp9ajDmFBJ7/fz1/mL+P7Lz4kbdBJ/GfFEjITQv9kINx8Pg/GmnzsVcWkJfai9xmTiMvJkU8DpW6rqcHO3t++IrqhOQU9JgyTIs98/G+WLVuEEhHF/XOWcu+U00N+zs6mqdGBxViIw1BBvCaNIaPOJ3XgYGISEtp7aIclg0Gp0/G4m9i78SsiHD40cRmogvQ/V6XZxgW33o2tfD+X3HAvL951bYdZAO3xuqgq3YbLYqZ333HknnyqnAmXpA5KCEHRjh+oL69EG5WGJjV0pdUbnS4uufcR8jeuY8Cpl/DF4ofRdKBMhmBx2KupLt1BjC+KIaPOJ33ESCLDsCZKkjoqZ2Mte3/7mqj6CLRBnBQ/4vncbq6d8xS/rvkcXe5g3lqyiJP6dqzK6u2tvs6EqaYAp9VMfFwGI0+5jKR+/YmOi2vvoR2VDAalTsXndZO/aTXY3GjUaUFLu9pRXM4fbr8bp8PErffPZ+7UyUE5bjDUOgxUlmxFi5bhp19ByqBBKCHuTSZJUusIISjZs4HasjI0kano9PqQnavGaueC2+/FXLSTM6+6lbdn/o2IDrD+JJhcrgZqKnfjNJvQ6wfS65QzUKeny4wIqVtrDgS/IrJWoE3QhzwQ3FlczjX3PYi9Yj/Dz76Kv8+7D12s7N0Jzdd8h70KS00hnro6khNzGDjpjyT27t1pJqzkHaXUafh9XvZtXo3f3IBGnR60tKu1W/bw13un4fd5eXzhcm46Z3xQjttW/oAPQ9VeHFUlZOkH02viJFRpae09LEmSjqJ836/YSopQk9gcCIYoaNlRXM6Vd9xNo83A9dMe5YnrLw3JedpLQASwGIswVewjPjqZEadeJpvHSxIHBYJ1oEnQowpxIPjKF2tYsGgeQghuuX8hc6ee32GyptpTIODHbinHXF2AcHlJSe1F7oRL0OXmdro6DjIYlDoFv8/L/q3f4TU40MSmoQlSIPjedxuYPedBImK1vPz8Si4cPSAox22rxkY7lcVbiHAJBo86j4xRo2XvQEnq4CoKNmEu2INaJBGfmRWyKnGf/3cT9zw0k4Dfz6MLlnPLeRNCcp72Ut9gpbp0Oz0aPfTuM56ccRNktWRJAlxNdezd+HVzIKhNDWkg6PF6uWHBs/zw74/QZPbllUWLmTQkL2Tn6yx8Xjc2Sxnm6kIi/RGk6/uRM3Ic2szMTtvbVAaDUofn93kp2Podzkoj2th0tEF6Ojb/nX/w0vOLUafm8OGK5xnbOzMox20LIQRmYyHGsj2k6XLpM/kcdLm5MiVKkjq46uLtGPN3ohKJ6DJC1zj4yfc+Z+VzTxIdn8arTz/DeSP6heQ87cHr82Cs3oujupS0xF70umASOlkgRpKA5kBwT0tqqEabGtLqxAWVBq6690HMxbvof+rFfLpgFslx4Wlg31G53Y1YTSXYDCXE9lDTM2ckWSPGtHuPwGCQwaDUoQUCfgq2rcFZbUITnYo2ve2l0v1+PzcufI41/3qP5H6jWfX80+Sltn9vHJergcrSbfgctfTrP5Gck04mqoMvOpYkCYzle6jauwWVV0d8iGaH/X4/NyxYztpV75PYewSfP/80fTOSgn6e9mKzVlBTtgt1IFYWiJGkQ4QzEHz/uw08NG8Ofo+ba++aw+IbpnTrtFCnsw6roRC7sRxNdCL9BpxGxtDhxCYldYgegcHQpmBQUZTJwHIgAnhNCLHokO/HAO8AYwArcLUQorTle7OBmwA/ME0Isbrl/TeAiwGTEGLoQcdKAv4O5AGlwB+FEPa2jF/q2AIBPwVbvsNZZUQVmUJcRkabj9ngdHHJ9EfYv2kd/U65kC+WzO0QPQStljJqSneSEJVEv3OuJqFPn04/0yRJ3YG5aj9lO35pDgT1WSEJBGsbmrh4+kMUb/2RfqdcyKolc7pM8Qans46qsh14HQ6ys4fQ86RTUaelyWwISWpxcCCo1qSELBD0+XzctuQlvvr0LVSpOby4fDEXjuofknN1Bg11ZsyGQuotBhK0GQwdeyEp/Qd22PYQbdHqYFBRlAhgJXAuUAlsVBRllRBiz0Gb3QTYhRB9FUWZCiwGrlYUZTAwFRgCZALfKYrSXwjhB94CVtAcRB5sFrBGCLFIUZRZLV8/2NrxSx1b8xPBtTRWGdBEpRIXhOpxFSYrF90+HWvpHs666lbe6gCV9zweJ1XlO3BZzPTMG0neyafJtTGS1ElYqgsp3b4BtSeO+MxsIkJQ3GR/pYHL77gHR3Ux511zJ6/dd0O7X7eCwefzYDIUYKsqIkGTwbBzphLfq1enXXMjSaFwIBCMqA2g1qSiTgpNNkBhlZGrZzyEoWAbeWPP4dPFc9F3wV6lxyICAez2Kqw1hXjq60lKzKb/pKtJ6NWLKE3X/Xm05cngeKBQCFEMoCjKR8AU4OBgcArwWMvrT4EVSvOz5inAR0IIN1CiKEphy/F+FkKsVxQl7zDnmwJMann9NvA9MhjskgIBP4Xb1tFYUY06MiUogeDPe4r48z334K6zcvN983ns2guDNNrWs9sqqS7diVbRMvy0y0keOFDeCElSJ2GpLqR0xwZU7jh0GZkhCQS/2riT2x+4D5/bybTZT/LgH84J+jnCTQiB3VZJTfkuYn3RDBp6JhkjR8uUeEk6xMGBoFYbvFZah3rzqx947MnH8XtcXHXLgyy9+couMeF0InxeN3ZrOeaaInp4AqSk9SZn4mXosrM7XWXQ1mhLMJgFVBz0dSVw0pG2EUL4FEWpBZJb3v/lkH2P1bkyXQhR0/LaALR98ZjU4QQCfgq3f09DRVXQAsEP1/7Mg3NmQUQki59aybVnjA7SaFvH63VTXbGTRmM12TnDyDv5dFQhbEot/a9QpLe3fC8C2ARUCSEuDsNHkdqJtbqIku3/ReXWokvPJDIElX6XfvIly55eQKQmnheff5VLxg4K+jnCranRQXX5Try1tc0poeMnyp6BknQY4QgEXR4PN85fzvovP0KdnsdzC5/kgm6WFnpoUZjsrCFkDR+DJj29W03Od8oCMkIIoSiKONz3FEW5BbgFIDc3N6zjktrmQCBYX1aOJiqNuPT0Ni/Offytf/DKysWokrN4e/mzTBzQM0ijbZ0DDeTVQs2wU6aQMnhwt5h16ihCmN4OcA+wF9CF6eNI7cBaU0zx9h+JdWlCEgj6fD6uX7Cc77/4gPjcwXzy/FKGZHfu/qJenwdTTT726hKStJn0OecCmRJ6GK2dqFIUJZnm7KtxwFtCiLsO2mcMzctvVMCXwD1CiMPeP0kdg7PBwd6NXzcHgnHpIQkEtxeWc+0Ds7CX5zPw1Ev4aP5MUnXdp2BTU70Vi6mYWlMl2thk+g04jfQhw1AlJ3eZojAnoi3BYBWQc9DX2S3vHW6bSkVRIoF4mi9gx7PvoYyKouiFEDWKougB0+E2EkK8ArwCMHbsWHnB6yQCAT8FW9fQUFGFJjK1zYGg1+vlT48u5afVn5DcdxSrVjxNXmr7Lfr1+TzUVO6mrrqczMzmBvLqIFRGlU5YSNLbFUXJBi4CFgL3heODSOFnM5RQvG19cyCYFvxA0GBzcOm0B6nau4kBEy/ms8UPEa/qvJNFQghs1nIM5XtQBWIYPPJc0oeNIEqrbe+hdThtmagCXMAcYGjLn4O9CNwM/EpzMDgZ+CqUn0VqvaZ6G3t//YrI+h5oQ9RQfunH/+HZZxcBCjffN59H/3RBt6gWKoSg1l6NxViEy24jXqdn+IQpJPXtR0wI+zV2Bm0JBjcC/RRF6UVzIDcV+NMh26wCrgd+Bq4E1rY81VsFfKAoyjM0z7D3A347xvkOHGtRy3//1YaxSx3IgT6CTdUmNFFp6DIy2pQ2ZLA5uOTumVTv28zQSZfzz4UPomnHiqEOezXVpTuIDcQwdMLFpA0bLp8Gtp9Qpbc/C8wE5MKnLspmLKVo6w+/B4JRquD23Ppx535uvO8+nA4zl/91Bs/fcU2nvkFrrLdSXbELf209uXkjyB13cnM6fCf+TCHW6okqIUQj8F9FUfoefMCWiXOdEOKXlq/fAS5DBoMdUkOtmX0bVxNdH4EmPj3ogWB9k5OpjzzJth/+gy5nIK8tfqLds6XCwe/34rBUYK4pRLg8JKfkMfS8C9FlZ8v2NS1aHQy23CTdBaymOaXhDSHEbkVR5gGbhBCrgNeBd1tm0G00B4y0bPcxzRc5H3DngVQrRVE+pLlQTIqiKJXAo0KI12kOAj9WFOUmoAz4Y2vHLnUcfp+X/Vu+xWWwoo5MaXMg+NPuAq6/dwZNdiNX3TyTZbf+sd1uqLxeNzWVu6g3VJGpHySfBnZRiqIcaIWzWVGUScfYVqaxd0I2YylFW74nxqUOSSD43D9Xs+SpefSIUbFw8UpuOGtsUI8fTm53I8bqfdQbq0hJyqP3hZc1N46P7JSrUsKpLRNVlqMcs/KQYx6rPoPUDuodRvI3fktMUzSahFRigxwIrt+Rz82zZtFgrGDM5Gt4f849HaKtVii53Y3YzWVYa4qIJIb0zP7kjByHNiNDpqgfok1XZyHElzSnHRz83tyDXruAq46w70KaU6oOff+aI2xvBc5uy3iljsXndbN/y7e4DXbUUcltLhbz6n++Z97COSiR0SxY9Dw3nj0+iKM9Mb83UEbNsJMvJXXIEPk0sGMIRXr7pcCliqJcCMQCOkVR3hNC/PnQk8s09s7HUl1Iyfb/EuNUEZ+eFdRA0O/3c+MTK1jz+TvE5Qzkg2eWMLp3ZtCOH05+vxezoRBLVSG66ESGnzyF5AED5Mx7JyEnqtpPnbWa/ZvXNAeC8cENBIUQPPTqh7z7+gp6xKiY+dgz3HPJ6UE7fkfUWG/Faiyi1lyFOiaR3v1OQT9sZLddD3g85FSd1C58Xjf7Nq3GZ6pFE52Ctg1PzIQQ3LXsNT5//2U0+t68u+wZTuqXHcTRHj+Px0l1+U6azEayc4aSN+E0VGmdu/hDFxP09HYhxM/AbICWJ4P3Hy4QlDofc2U+pTt/bq4amhHcNYImex1Tps+mfNcv9Jswmc+emkOiJvhVSUMfKYkbAAAgAElEQVRNCIHdWkFNxW5i/FH07T+RrNFju2Rj5hBry0TV0Y558C/DI9ZnkBNV7aPWUknB5jVEO1VoE9OJCWKLlTKDhakPPkr5rl9I6T+GdxfNZ3jPrpmdFAj4cdiqsBqK8NTXE6/TM+KUy0ns3afbrwc8HjIYlMLO63ayb9PX+CyNaGLT0LahrUJDk5Mp9z/Gvl+/I2fkGaxatoC0dqqIZTWXYijfjbaHjhGnX0HygAH0CEHvMan1QpXeLnU9xvI9lO/6tbmPYJCrhn67ZTe3PfggLoeJS6+fzsq7rqVHJ5yxbqi3UFOxG19dA9nZg8kddwqaNqb6d2Otnqg60gFbCu7VKYoygeYCMn8Bng/F4KUTZzeVUbh5XXP6eYqe6CA2NX/tyx+Yv2geflcjF1x7Ny9Mu47oyIigHb+j8Hic2M1lWIwlRHghJb03OaeMIy4ri8ggp/N3ZTIYlMLK3VTPvk2rEVYnWm0GmuTkVh9rR3EFU+99gNrKAk6//CbenX0bkRHhv6FyuuqpLtuBx+EgN28kPU+aSGxSUtjHIR2fUKS3H/T974HvgzFOqf3UlOykcs8mYr265ieCQUzxnvvGJ7zx0lIi1TqeWPwC13fC9YEuVwPG6n00mKpJScqj13mXoOvZU67DaYO2TFQBKIpSSnNbm2hFUS4DzmupRHoH/7+1xFfI4jEdwu/p5y418amZRAUpnbqhycl1jz/Db9/9E3V6HkuXPs+l4wYH5dgdSVOjHaupBLuxHE1MAj2zR5A5fDTqtDR6yPXJJ0z+xKSwcdbb2btpdUsT1QzUbQgE3/x6PY8umIsIBJg2exEPXnluEEd6fAIBP2ZDIebK/cSrUhl85lUk9ukjb4gkqROrKtpK9d6tqPwJxGdkEhGkp/t1jU6umr2AXRu+JrnfKP6+9EkGZbU+K6I9+LxuTMZCrFWFJMSmMuLkKSQNHChn4IOkjRNVeUd4fxP/t92E1I4OZB009yoN3jrktVv3cPvDj9BgLGP4WX/g/UfvJUnbdf7fFIEAtY4arMZiXA4bOm06Q8dcQEr/gcQmJMiMhDaQwaAUFg0OE/s2fUN0YxQaXQaqVq4n8fv93LrkZb765A3U6T15dckSJg3pHeTRHltDvYWq0u3g9NG3/0Syx44nWid7jUtSZ1a5fxOG/B2oAonEp+uDFghuzC/huhkPUF9TysmX/IX3HrqT2OjO8+s3EPBjNRVjqtpPLGoGDjkT/cjR8ponSSeoqmgr1fu2EeuJIz5I65D9fj8zVr7Dp++9RIQqjvsfXcq9l05q+2A7CJ/Xjd1ShtlQjOIJkJycy+BzJqPLziYqiKm13Vnn+W0kdVq1lkoKtqwjxhmDWpfa6t45RnstU6Y/RMWuX8gbczb/XPIo6fHhvRB4vW6MVXtwGMpJS+5N70mTiMvJkRWqJKkTE0JQtvdnzIX7UJNEfIY+aE/4n/3HapY+PR8lIpIH5i5h+pQzg3LccDhQHMZYsYdIXw965o0mZ8xJqJKT5Sy8JJ0AIQQV+b9hKtjdnHWgD07WQUGlkWtmPkJN/hb0Q07mvScfY2BWShBG3P6aGu3NrSEMpWiideRkDSVz+Bg0aWkyAyvIZDAohZTNUELx1h+IcWvQJqa1ulLWmq17uGXmzN8LLqy461oiwhyAHWgXoULNkDEXkD5suCybLkmdXCDgp3jnehxlZWhEEjp9ZlDWnDjdHq6bt4yfv/6YuOwBvP30U+1W5bg16mqNGCp2429wos8aRM6YCWj1epSIrleEQpJCSQQClOzZgL20GJVIIl4fnMmmZZ9+xbJnnyLgdXPFTTN49rapYb8vCrZAwE+tvbolFdROfFwGQ0adT+qAQcQmJspJqBCRwaAUMqbyvZTt+oVYj5a4FD3RrQycFrz7OS+teIoIlZYnF7/AX8JccMHpqqembCduu43s3GH0HHeKbB4vSV2A3+elYOt3NNWY0SjJ6DL1QXnKv7WwnOvun4W9Ip+hZ1zGJwsfRKfqHJWFGxvtGCr34rZZSE3pTd7ppxOXlSVn4iWpFQIBP4Xb1lFfVYWKROKDMKFSbbHz5zlPkv/bGrSZ/VixYD7njugXpBG3j98bxBtLiPD1IDm1J0PPu4i4rCyZChoGMhiUQqKqcAtVe7ei8uqIz8hqVV58faOTa+YuZuv3X5DYezh/f2YxQ3LC17PP7/dirinAXFVAgiaDwWdfTULv3vKmSJK6AK/bSf6Wb/Ga69BEpqBNSwtKILjogy9Y+fxi6NGD2+6fzyNTL0DpBLPZLlcDppp8amsqSE7IZtCkq0js25eIIFZSlaTuxO/1ULB1DU01JtQRyegyMtp8jXn9qx+Yv3gh3kYHp065gddn3oY2tvPek9TXGrGZSqmzVKOJTSKv1zj0g4fLqqBhJn/SUlCJQIDSPT9hKSlAHUgiPrN1RRg27CrgpgdnU28oYcz5U/no0emoY8J3wXPYqqgp20mUL7K5WMKoMUQHsRmsJEnt5/cWNw4PmujmQLCtbPWNTH34CXZv+JqEnoN5fdETTOifc+wd25nb3YjFUIjNUIouNoUREy8jZcBAmQIvSW3gcTexf/O3eE21aKJTiUtPb1OKo62+kb88toSt33+BKjWXJU8s4apTRgRxxOHj87qptVVhNhQRaHIRHy8bxLc3GQxKQeP3eijctpYGgwn1gbz4VszsPP7OP3n1hafpERXLA48+zfRLw1dwwemso6Z8Fy67jQz9QPJOOhWtXi/z1CWpizjQ4qZHbQCNOgVNStuLLXyzZQ93PjSbJnMVJ198He88dGdYJ69aw+txYTYWYqsuRhOdwJBR55M2eKisECpJbeRscJC/+Ruwe9CqM9p8jfn4h43Mnv8YLruRMeddzdsP301iJ2wZ4WyqxWYuw1ZTTEykhvSMvmSfOQatXi8zENqZDAaloPC4Gsnf/A0+SwOayGTi0tNPOB3CVt/IH2cvYO/P35DUezjvLXmCEXn6EI34f/n9Xkw1BVhaUkIHnPEHkvr1C1ppeUmS2l+dtZr9W9YS1RCBNr71LW4OCAQCzHjhPT55ZyUR6njmLlzOrZMnBmm0oeHzurEYi7DUFKGKiGPAkElkDB9JTBt/FpIkQb3dQP7m74hujEQTp0eVmNjqYzU4Xdy4cDk/ffUJ0YnpLFi8khvPOSmIow29QMBPnb0Gq6kEp8NGnCaVQSPOJaX/QFTJybISewchg0GpzZrqbezb9A096gNoYtPQpp54I+U1W/dw2+zmmfVTp9zA27NuD1sfLpu1AkP5bmJFDAOHnoV+xCg5Oy5JXYylqoCSHRuIcanQJqQR28Z0pBKDhWsefJSKXb+QMfgkPnxqPv31yUEabfD5/V6sphLMVfuJVTT07TcR/YhRqJKSZOaDJAWBzVBC8fb1xDhjUcentbqNFsBXG3dyz9y5NJrKGXTqxbz7+APoE7RBHG1ouVwNOMxlWE2l9PAppKTmyd6AHZgMBqU2qbNUNc+0N0Wh0aahTko6of2FEMx+9UPee+05IlRxPPrEcm45Pzwz640NNgwVu/HU1pKZPYSe4yeiaWNevyRJHU910Taq9m1trmyc2vrKxgc8/9m3PP3Mk/jdTVz057t5YdpfiIzomDPcAb8Pm6UMY2U+sSKaXr3GkzVqrOwVKElBZCzbTcXeTcS41MQlZxDdyoCn0eXm9qdfYs2/3idSk8DMR5dyTydpIC8CAWodNdhNpTTYzWhVSeT1Hk/mkBGoUlJkQZgOTP7NSK1mKt9L2e5fiXbGEpeUQewJPk0rN9mYOusxyrZvIG3AWD5csoCBWSf+VPFEedxNmGrycdSUk5SQzdBzLyQ+L09WCZWkLuZAQStbaSEqXzy6DD2RbVibYnbUc+3cReze8DUafW+em/cik0cPCOKIg8fv92I3l2Gs2k9UIJLc3BHkjB6PKjVVpmZJUpAIIajcvwljwS5ivHHEp2e2qno6wBe/bOP+efNoMJbRe9w5vDNvFr3SWp9mGi4Ht4Xo4VNITM6h/xlnosvNJUZmWXUKMhiUTpgIBKjYvxHj/l2oAgnEpWcQpTqxxcyvffkDCxbPx+usZ/I1t/Pi9BuJjgxtM2O/34vFUISlugBNZALDJlxCysBBMmVBkrogn9dN4ba1NBpMqEhCl5nRppnpj77/lYfmP4671syEC6/lrYfuIq4D9g70+73YzKWYqgqIFlHk5o4ke+RY1EFqnSFJUrNAwE/p7g3Yy0pQBRLR6TNaVWegvtHJTYtWsOGrj4mKS2LGI0u497IzO3RLGhEIUOcwYLOUUW81oFUl0zNvLPrBw9GkpcnJ9U5GBoPSCfF53RRtW0eDwYia5r45J3Lxq2908ufHl7JpzWeo03ry/JLlXDJ+SAhH3DxzZ7dWYKzYQ5Q/kt79JpI1agyxbVjYLUlSx+Vuqmf/lm/xWRvRRqW2qYdgo8vNDQuW89NXHxOTmM6iJS9y3Zljgzzitvt9TWB1IdEiWgaBkhRCPq+bwq1raaiqQRORgq6VzeQ/Wb+R2Qvm47RWMXDiRbz16P3kJHfcp2ludyMOSzlWUxmKJ0BCYhZ9T72ShLw82RaiE5PBoHTcXI217N/yHX5bE5rIlBOuGPrN5l3c9cgcGk3ljDjrCt5/9L6Ql0durLdSXb4TX0Mj+qxB5Iw5Ga1eL2+OJKmLqrfVsH/LWiLqQatJb1NZ92+37OGuOXNpMJQw6NSLeO/xmWR0sCIOPp8Hm7kUc3UBMYEYeuaNImvEGBkESlKIuBpryd/8LQG7i7iYjFZNNtnqG/nrgmVs/O5zohPSeGTBcm6/4NQQjbhtRCDQ3BzeUkaduQaNKpGc7BHoh4xAk5Ymq653ATIYlI5LnaWK/VvXEdXYA636xG6wvD4f05a/yaqPXiNSrWP2489w18VnhHC0zf0CTVX7aDDXkJycR6/zLyM+J0emLkhSF2au2EfZrl+IcatQJ7S+ml+T28NtS15mzb/eJVIVx4w5T3HfZWcHebRt4/O6sZpKsFQXEKOoyOs1lqwRY1ClpMggUJJCpM5Sxf5t64hq6EGcJh118olXEH7n2w08tmghboeJ4WdexpuPTO9wk0zQXBG01lqBxVhCD0+A+MRsRp5+JYk95VPArkYGg9IxGct2U75nIzFuNZr41BO6wfppTxG3PvIYtrI9ZA+byPtPPkrfEJZf97ibMNfsx2YoJV6TwfDTriC5X38iT3BNoyRJnYcIBKjI/w1T8T5iPVq0qRmtrhj6xS/bW4o4lNJrzFm89fiskF6zTpTb3YjVWIy1phh1dDy9+p5M5vBRsmeXJIWYuTKfsp0/E93K9jSVFhs3zXuGXRu+IjY5i4VPvcANZ48P0WhbJxDwU2uvxm4uo8FmRqNKIq9lLaA6NVVOqHdRMhiUjijg9/1eiS/Wp0OXnknUcVbJ8vp83LviHT7/8FWUyGhunDaHedddSo8Q3awcaKRsrSlCE53IkDEXkDZ4KNFxcSE5nyRJHYPP46Jw+7rmQjEiodVFHOpaijj89NXHRGkTue/hxcy44pwQjLh1nM46rMYi7MZytDGJ9B9yJhlDhsk+gZIUYgcqhhoKdqLy6ohL059Q0bxAIMATH6zi1Zefw+esZ9zkqbwx606S4trW4iaYmhrtOCwV2ExlRIookpKyGTDpLFkRtJuQwaB0WK7GWgq3rsVtrUPdIwVd1vFX4vtlXzG3PPwY1tLd6IdM4M35cxnWMz0k4wwE/FhNxZgq84mN0NKn/6lkjhwti8NIUjfgrLORv/U7hMPTpkIxf//+Nx5+YkFLEYcLeWvu/eSkdIw0qKZ6K2ZDIXWWGnTqVIaMnkxK/4HyGidJYeD3eSne8QN1VZWoA4no9PoTmmzaVFDGrY8uwJC/BV3OQJY8soKLxw4O4YiPn8/rps5WhdVUiruhHq0mlb4DTyN94BBUycmyL2A30qa/aUVRJgPLgQjgNSHEokO+HwO8A4wBrMDVQojSlu/NBm4C/MA0IcTqox1TUZS3gDOA2pbD3yCE2NaW8UuH5zCWUbh9PVFNEcSpMtCmpBzXzLPf7+feFe/wzw9eQYmM4i93PczC6y8LydNAEQhgt5RjrNpHD18PeuaNIXv0eNTHOVZJkjo3m6GE4h0/Et0UjbqVa3esdY3cMH8ZW9Z+RkxCBnMXLOfWDlLEoc5hwGwoxGW3Eq/LZMQpl5HUt5/MdpCkMHE11lKwdQ1eawPqiOZJ8eOdbHJ5vExb/gZffvoWSo8ILrt+Os/cfg0xUe0fYDXUmbFbynGYKoiJ1JCUlkfOxDFo9XrZaqubavW/SkVRIoCVwLlAJbBRUZRVQog9B212E2AXQvRVFGUqsBi4WlGUwcBUYAiQCXynKEr/ln2OdswHhBCftnbM0tEJIagu3EJ1wQ5i3Bo0Cce/PnD9zv3c9dgCrKW7yRh8Em8umMPwnvqQjNFhq8RUlU/A6UGfPZic0SfJCqGS1E2IQIDK/ZuoKdxFrFdLXFI6Ma0IkJ777FuWPb8UT62FkWddwZuPTCctvn1vhAIBP7W2Ksw1BfgamkhKzmXQ2eeRkJtLZCvXQEqSdOJqzRUUbPuByEaFOHXGCRXN+2zDVmY9sZAGQwnZw0/llUcfZEReZghHe2wed1NLMZhShMtNnE7P4DEXkNynH6qkJHn/1M21ZYpiPFAohCgGUBTlI2AKcHAwOAV4rOX1p8AKpbmL5hTgIyGEGyhRFKWw5XgcxzGlEPB5XBTvXE9ddTUqfzy69Awij2N9YH2TizuWvsLaVe8TEaPiL3c+zMIbgv80UAhBra0KY3U+gSY3ael96Xn2ROIyM1vV20fqvoKd0aAoSk7L9umAAF4RQiwP08fpVjyuRoq2f0+T0YyGpFatD9xeXMmtjy+iYtfPqNPzmD93AX+e1L59A31eN3ZzKWZjCYonQGp6H3qe0dwGJyImpl3HJoVPiLKtSoH6lvd9QoiO1ySzg6kp3kFl/hZiXWo0CanHXSimxlbLzU8sZ+u6VUTpkpn+0CLuv+KcdmseH/D7qHMYsFvKqbca0cQmkJU5GP3QUWjS0o7rHk/qHtoSDGYBFQd9XQmcdKRthBA+RVFqgeSW9385ZN+sltdHO+ZCRVHmAmuAWS3BpNRG9bYaCrZ9D7UetNGpxGWkHVeA9eG6X5m76AmaLJX0HncOr819gAGZre/pdThCCGrt1Ziq9uFvcpGa3o+eZ0wgLitLVrWSTliIMhp8wAwhxBZFUeKAzYqifHvIMaU2qrNUUbj9B5SGANqotBNeH+j0eJn+3Fv859M3AZg89Taem3YDmpj2u444nXXYjSVYDSWoouLIyRlO1vDRqNPS5HqdbiYU1yYhhL9lvzOFEJawfZhOyu/zUrpnA47yUmJ9cejS9cdVNM/v9zPv3X/x1hsr8TXVMfKsy3ntoWnoE9snpbup3ordWoHdVE6kiCIxOZt+k84gPqelGIxcSiMdojP9tpkNGIBo4BXgQWDeoRspinILcAtAbm5uOMfX6YhAgJri7VQVbCfGFYtal436OIoSVFsd3Dh/Kbt+/JKYhIyQ9Q2stVVjrNqLv9FJSlofep4xEZ0MAqW2CXpGgxDiZ6AGQAhRryjKXpont2QwGARCCAzFO6jcv5VoVyxaXTqqEyye8vH6jcxZtIgGYylZwybywpyZjO2THaIRH1t9rRGLqZgGixGdOpWBw88hbdAQYhMTZbpW9xWKbKufwzT2Ts/dVE/B1jV4rHWoSSIu8/iK5n2zZQ8zFi7CVrqb+NyBLHzqWS6fMCwMI/5fbncjtdZK7KYyfE4Xurh0+g05k7QBg1AlJcnJJemo2vKvowrIOejr7Jb3DrdNpaIokUA8zakNR9v3sO8LIWpa3nMrivImcP/hBiWEeIXmYJGxY8eKE/tI3YfX1UTRjh9oMBqJ9WmPq21Ec3nkL3j1lefxNdUy7vyreXXWnaTqgrfORghBnb0GU9U+fI1NpKT1Iff0U9BlZbWqXLwkHSJUGQ0AKIqSB4wCfj3cyeVk1Ynxupoo3rmeeoPhuK9TB9tfaeSORcvZ+/NqouNTufehRcxop7StgN+Hw1qJxViEr6GJhIRM+p76BxJ795ZFYSQI3bVJAN8oiiKAl1vukf6P7nxtcpjKKdy+nsgGBa2mpWjeMdTYarnlyefZsu5fRKi0XHvbLBbeeAVRkeFbtuL3e6m1VeOwlNPgsKBRJZGePpCsISPRpKfL/srScWtLMLgR6KcoSi+aA7apwJ8O2WYVcD3Ns1NXAmuFEEJRlFXAB4qiPENzSkM/4DdAOdIxFUXRCyFqWmbBLgN2tWHs3VqtuYLC7etR6gPNaaHZx04LXbNtL/ctXIyleCe6rH4sWrKMKScFb/ZLBAI4bJWYqwvwNzlJSe1FzzNOIy4zUwaBUqegKIoW+AcwXQhRd7ht5GTV8as1V1C040eo8x/3deqARpeb+1a8w5f/eJuA38tJk6/h5QdvD+rE1fFyOeuxW8qxGYqJJJqU9N7knnGSXA8ohcupQogqRVHSgG8VRdknhFh/6Ebd8dokAgGqCrdQU7CTGI8G7XGsD/T7/Tz+zue8/cZKfM56hp1+CS/PnkbP1ITwjFkIGuvMOKwV2E0VREeoSEzOYcAZZxOXnd08fpkGKp2gVgeDLbNSdwGraV7s/IYQYreiKPOATUKIVcDrwLstKQs2moM7Wrb7mOb0Bx9w54Hc9sMds+WU7yuKkkpzwLgNuK21Y++uAn5fc+PUoj3EeNRoE/SoEo5+ATPY67ht0Qo2rvmMiFgtV9/8AE/edGXQyiMHAn4c5jJM1QUIb4C0tD7kTpJrAqWQCUlGg6IoUTQHgu8LIf4ZmqF3D4GAn6r9m6kp2k2sR43mBNNCV65ay7IVy3Baq8kcMoFls2dw6qDeIRzx/yWEoN5hwGYupc5qIE6dQu8Bp5IxaCjqlBRZ9Eo6nJBcm4QQB/5rUhTlM5rTR/9PMNjdeFyNFO9YT5PJTKw/gfiMDCKPMTnz1aZdzHxiMbayPSTkDuLJWQ9yaRAnxY/G5ayn1laJzVSGcHmJ06UzaOR5JPftL9NApTZr078eIcSXwJeHvDf3oNcu4Koj7LsQWHg8x2x5/6y2jLW7a3SYKdzxAz57IxoliTh9+lEvfIFAgMff/Zy3Xn8BX6ODIadfzEuz7qZ3+on38jocv9+L3VSKqaaQCJ9CetZAckaOQ6vXy4uaFEpBz2hoyVZ4HdgrhHgmTJ+jS3I1OCjc/j1uay0akUDccdygHbBhTxHTn1hC9d6NqFKymf34M9x50elhTQn1et04LGVYDSUIj4+ExGxGnXYVCT17EnOcFQmlbisU1yYN0KNlLbMGOI/D1Frobg4Uo+rRIFBHpTQXzTvKWt3iGgt3PvU8O378kghVHH++fRYLbgh9SqjX46LOVoXdXE5TnQ2tJpXs7BHoBw9HnZoqq4FKQSPvuru434vE7N9GtCsGnVaP+hg9ZVb9vJ2Hn17avCA6ZyALFz/D5ScPD8p4PO4m7JYyLNWFRCmxzdXzRo5Fk3b8KWCS1FqhyGhQFOVU4Dpgp6Io21pO9VDLxJZ0nIylu6jYt4lIZ1RzX6/k5OMqplJisDJt6Yts+X4VPaJiuOjaO1l253VhrRLaWGfBbi7DZq5AE61Drx9E1vAxaNLTZZq7dFxCdG1KBz5rmRCJBD4QQnwd9g/XQQghqCnaRlXB9pZiVKlHzTpocLqZsbIl3dznYeSZl/HizDvJDWFKqN/vpc5eg8NaSb3NiDomnoSUHIacfAlxer1cXyyFhCJE100NHzt2rNi0aVN7D6PduBocFO1YT5PFRqxfS1xqBtFHaVy8o6SKaYuXU7BxDZGaBK6+7lYW3viHoMx+ORsdWM0l2AxlaGISyMgbQtbw0aiO84ZPkg5QFGVzV+iV1d2vTwe4m+op2fVfGgwGYgM6NEmpxGi1x9zP0eDkvpVv8e3n7xPwuhly2kU8d/8dDMxKC8Oom2fta60VWI0leJ0uEuL1ZA0YSVKffsQmJMjrWjfVFa5PXfHa5HE1UrLzR+praogR8ehSM45YjCoQCLDsH6t54eUVuOwG9INP4umZ9zFpWN+QjE0EAtQ7DNTaqnBYqoiKiCUhIZPMQaNIyMklJj5eXk+kNjvatUk+GeyCRCCAoWQnlfu3EumMJF6jP+osu9FRx7RnXmXD15+AonDKRdfy/L03kxGEHjn1DgMWYzENNhM6bTpDxlxAav+BxJ5gaXhJkroeS0U+pXt/JdIZgTYyDW1G6jHTxD1eH4+/8xnvv/sq3nor2cMm8uSMuzlrWL+Qj1cIQUOdCbupFIe1BnVMPGnpA8geOgpNRoZM25KkDshuKKVo13+JaABtVBpx6elHvB/68redzF6yFEvxTtTpeTwyfxm3XXBaSNLNm+qtOFrSQHv4FeLi0hk0ejLJvfvKdYBSWMl/aV1MU52Vkp3/xWV3EOvVok1JO+Isu9vj5eE3PuGT91/D11RLn3Hn8OwDdzO6jf23An4fDlsVlppCfI1NJCbn0v+MPxKfl0f0ccz4S5LUtXlcjZTt/onaqnKi/XHHVcUvEAjwwhfreO7llTQay4jPHcTsuQu47qzxoR+vuwmHtQKrsRTcXnS6DIaNv5ik3n3lU0BJ6qACfh8V+b9hLMkn1qNBk5CK6gjXmZ2l1dz79Ar2/vwNEeo4rrppBov+dhWx0cFNN3c11VFrr8JmKsfvdBEXl0bv/hNJ7z8IVUqKTCuX2oUMBruIQMBPTdE2qgt2EOWObl5zk3H4p4F+v5+nP13Na2++QpO5gqRew3h8xr1ccfKINo3B7W7EbirFaiyhRyCSNH1fcieNlyXUJUkCmp+smcv3Up6/iR6NoI3OOObTwP/H3n2HSVqWed//nlXV1dVVnaZ7coAZchIEB9F1RRAXUBFMKLhmwqOCsqZ9ZNewi+66+u66uivKoiuYSIooD6ICLgIrySHDkIaJ3dOxupNJpbcAACAASURBVLpyruv9o2qwaWaGCV359zmOPqbC3fd9VvfMOdd53VdwzvH9397FNy//L6Y3P0VgYCkX/O1X+L9nnoK3ikXY83N3JjYTj0wQCvSzfNkRLDni5YQWLlROE2lgL1w0bx69SxZvt9DaMhHhk9/8Hvfe+gscjmNPPpNvf+YjLB+cuwWfstkk8fAwU5NbyCRidAcHWbb8ZSw59EiC8+fTsZPpOyK1oGKwBcSnRtjw+N3kpuMEXB89CxZud25gqVTiu7++g/+8/DLiW9fRtWAFF33un/nMO/4Kz140qspLqG8iFh4hFBhg5f7HsfRlRxMcHNSiMCICQDo2xca1d5OcmCRQ7CbYP/iSdwN/eNs9/NtllxHe8Dj+vgWcff7fcskH306wSovDzN7Dq8PbxbyB5Rx4won0VebuiEjjKk+TeZQtTz9EZ6aT3p6lhAYGXrT33nQyzWcu/RG/++VPKWVTHHjcG/j/Pvkxjj1wnzmJI5dNEZ/aSmRyC8lYhO7gAPMX7c+y48udSRolJY1ExWATy2dSDD2zhonN6+jMdtLXs3SHK4X+6LZ7+fp3LiWyaS2d8xbzoY//PV/469P3eL/AQj5LNDzE5Mg6Stk8vf3LOOo1b2feylVqMInI80rFAiPrH/nzqIXAIkKLBnd6N/CaO/7Ev3znu0yse4SOnkHe8aFP8pVzzqS3qzp349KpGNHwFqYmNmO5It09Czn05Scz/8CDCcybp7k7Ik0gHZti/WN3kQ5HCBR76F344kXzMrk8X7zieq67+gfk42GWHHYcX/6bC3njKw7b6+vns2nika1EpoZJTocJdvXTP38Fh73qNHqWLKGzp0cbwktD0v9wTciVSuWhVs88iCfl6PEtILR0/nb34/rZXQ/w1e9cxtgzD9LRM8i7z/00X/7wmXu87HoyNklkchNT41vo6uhm4ZJDWH7kK+hetEjDpkTkBabHNrHpqfspRBIE6KVn/kL8odB2jy2VSlxx6918+4orGH/2YXyheZz+vo/zL+edRV9o7hdmyWVT5T28JreQicfoDg2yYt9jWHLIEdrDS6SJbLsbOPTMw/izfnq7XrxoXrFY5N9+fguX/+Ay0pND9O9zKJ/74pd53+uP26trF3IZYtPlrSAS05MEO/voG1jKIa84pVwA9vZqTrE0PBWDTSYxNcrGJ+8lMzVNoNhNV9/giyZEl0olfnDL3Xz7Bz9g4rlH8Ab7OO29F/D189+zR42qfDZNdGqI8NgGCukMvb2LOfyYU5/vNVeiE5GZMolpNj99P9GtQ3Tku+jtWU5wB7miUCzy77+4hSt+8iOiQ8/g6x7gTe/5GP9y/tkM9sztXJpcNkU8MkIkPEQqOkWwq5+BRatY/pcvJ7RokYZuiTSZmXcDO4vd9Ay+cNG8YrHIv//iVr535fdJjG4guHAfPvl3X+VTb3vDHk+PKeQy5a0gwsPEpsfp8vfQN7CMg173enqXLddWENJ0VAw2iWwyxpZn/kR4eCOduQB93Uvp6u9/wfClYrHIf/zqf/jej64guuVpOnoGOf29F3LJOe9iQe/2e+N3ZNu+N5HwFqLhEUJaQl1EXkIxn2NkwyOMrHscb9ZHt38R3UsHt7twQyqb459++iuuvfYnpCeHCAws5azzP8uX3vc2eoNzN8ogn8sQj2xlemqYRGSSUFc//QPLOHT1qfQuXYq/p0cNN5EmUyoW2PrcQ2xd9xj+jJ/eWVtozS4CA4PLOPeiL/B3Z5+2R9Nj8tk08ekRolNbiU9PEPB309e3mP2Pfx29y5ZrVWFpaioGG1whn2XkuUcYXf8E3qyPHt8CupcseMGQ0Ewuz9evu5mfXPUjkmMb6Zy3mLPO+wxf+sDbd3uOTToRYXpqmKnxTXiK0Nu/lKNe/Vb6912pZCci2+VKJSaHn2Hz0w9gqSKBUi/dg9vfPH7zRIQv//Bn3Pbr68nFJulesh8f+dQ/8rfvOnWP5zDPlsumSERGiEZGiEXGCXX20Te4jINf/gZ6li5Vz71IE5se28TGJ++lGM3Q5froWbjo+bmBxWKRb95wG5df+X0SI+sJDC7jnE98nr87+7Td3iYim02SmBphOrKVRGSCUNc8euct4cDXnUjP0mVqE0nLUDHYoEqlIhObn2TLMw9haUeX6yM0MFiegFwxNDnNJVf+jFtvvp5cdILgwn0496IvcPFZb96tpJfNJomFh4iMbyaXTtEdHGTfA45jycGHE1ywQPveiMgORUY3suWZB8hF4/gLQYI9i+jaTiPpfx55iq9dcTVP3HMrrpBl/v5Hcd4nP8fHTnvdXq1mvE06FSMxPUI0vJVUfJquQB/985Zw4Imvp3fpMhWAIk0ul06w+cn7iAxvwl8I0tu99Pnh5+lcnq9dfRNXXfsTkmMb97gIzKRi5TuA4a0kYxFCwXn0DywrzwFcvFh5RFqSisEG40olJoeeZmjdIxTjaTpL3QT7Bunq73/+mLufXM8//fdPeOR/f4fLZ5i//1F84MJP84kzXo9vF7dy2DbpOTK5heR0mFBwgAULD2Lp4S+ne+FCOnawyIOICEA8vJUtT68hNTmBrxCkN7SE4KIXrryZLxT4zk1/4MprrmH82Ycwn59DjnsDn/7A2Xu9ep9zjnRiitj0KNPhYfLpNMHgPObN35fDjnsz3YsXa/EGkRZQKhYY37SWoWcexJP20u1bQGhxedG8qXiKL13xM2765TXkouMEF+7Lhz/+9/z9e96yy0VgOhEhHh0jMjlENhkn1DWPeQv35fBXv4XQwoXKI9LyVAw2CFcqER5+lqHnHqaYyODLBejpXfF8D3suX+C7v/4DP7n+F2xdez94vRx07Ov5zAffy5uPPXyXrpHPpolHy5Oe49MTdPl76B9crlWvRGSXJaZG2br+EaZHhvDnA/R0LSW4cN4LRhA8tWWMr/30F9xx201kI6N09Axy8pnn8YUPnsl+iwf3+NqFXIZEbILk9BjTUyNY0REKDrJ06eEsOvgIgoODWr5dpIVMjaxn89N/ohBN0VnqITRvPoHeXjaOTfH5y/+LO393A8V0jIGVh3POJz7DhW854SU7xUvFAsnYBPHoOJHJIVyuQDA0wOJFB7P40CPLeaS3t0afUKT+VAzWmSuVCG9dx9C6hynGU3QUgoS6l9K1sA+Pz8fjm7bytR9fz//+/iZysUl83fM4/vT38aVzzuKQ5Yte8vzbVs+LTm0lEZ2ky99LX/9iDjj+BE16FpFdFg9vZev6R4iODOPL+entWkxwycDz85ezuTyX/+ZOfvKLGxh64j5wJebvfxTnnPNRPvWOU+jazfk626QTUySi40SnRkglpvH7gnT3LOCAl53IglUHEJg3D19X11x+VBGps2RknE1P3UdqYhxfIURfZUXi2x9bx9d/+A0ev/sWXD7LsiNezSc//EHOft3qnZ6vkMsQj45VVgEdwWd+QqFBVh5wHIsOOoyugQE6gnO7erFIs1AxWCfFfI6JoafZuv4xivEMHaUgvT3L6OrrI1Ms8a0bb+eaX/3q+UbVwoOO4eyPfZKPn3HSSzaq0skoyegY0+FhUvFpgl399M1bwsFHv4HuJUtUAIrILnHOER3fzMiGx0iMj+LLd9IbWEJw2Z+LwN8//DSX/eIm/nTX78jHwvhC83j1qe/mk3/9dl5z6H67fc1cNkUyPkkyOkE0vBVXKBEMDdA/uA+Hrj61PPyzr08bwYu0oHRsiuF1DxEe3oA/10lP1xJ8A7189zd/5EfXXcPEuocxn5+DX/l6/u7cD3DSUQft8FyZVIzE9CjTU1tJxqYIdvYS6lnAYavfxMC+qwj092t/ZBFUDNZcLp1gfMuTjK5/AssavkInvX374O/u5pf3P84PbriJx++7nWI6hi/Uz6tPfTefee87edUhK3d4zlKxQCI6TiI2QSQ8TCmXJxQaYN6gxryLyO4rFQtMDj3DyMYnyE3H6MiXG2XBBeUi8PFNI/zHz3/NHbf/jsTIejAPSw55Be/62Ke48PSTCHbu+l3AQi5DMh4mFZ8kGhklm0zQ1dVLMDjAAUecwODK/Qn092sPQJEWlklMs/W5R5gceg5fxkdvYDHDrsTnf3wjv//tL8lOj+HvXcCp7/4/fP4D72DVohcPNy8WciRjkyRiE0yHhynm8uWtZOav4NBj30j3okV09vaqI0lkFv2LqJHYxBDjW54mvHUD3qyHTm8fwZ5+7tk0zhVXXcU9d9xCOjyM+fysPPIvePdpb+bcN752h3cB08lpUrFJ4tNjRKPj+K2T7u757Lv/K1l0wCF0DQyo8SQiuyWTmGZy+FlGN67F0iW8xQB93cvpWtTHk6Nhvvf967jjztuZWPco4OhbcTBv+8BFfOKdp3LQ0oW7dI18Nk0qGSGVmCIeGSWdiNLp7yYUmseKfY9m/v4H0zVvHv7ubjXaRFpcKhZmdMNjTGxZR0e+E78N8JM1a7nu5svZ8vi9UCoyuN+R/J//8wkueutJL1oUJp2IkIxNEIuOEY+Ml4eRdw+y7/6vZKHaQiK7RP/TVlE+k2JqZD0jG5+gEE/gyfsJ+ebzhy1jXPv7X/LAfXeQntgCwPz9j+Kd73ofF739FJYMvHjicjaTIBmbIBmdIBYZwxVKdHX10du/iFVH/CW9S8p73mgbCBHZHaVigemxTYxteYrY+AjenJeAt5dAdx8PjUS44uc3cM8f72B6y1MAdM1fzglv/QAfe+ebd2kYaDoZJZ2cIh2fIhadIJtK0BXopSvQy+Jlh7Fg1cEEBwfxd3crf4m0iXh4KyMbHiMysoWObAePbspy5e9/z5/uuoV8YgpfqJ/jTn4nF539Nl53xIHPf18umyIZmyAVm2R6agSXLxIMzaNnYAkHvOyE8jYyvb3KJSK7QcXgHNvWsJrcuo6pkc14cx6SCbjpiWH+Z81DrH3oHrLTY2AeFux/JKe95Z2cf/pfcdiKPy8G40olMqko6cQUqUSEaGSMYj5HMNBHsHuQA498PQP7lMe7dwSDGv4pIrvFlUokIqNExjYxvvlpXKaEL99BiX5uePhZbrv/JtY+8qfnO6t6lx/EyWeeywfefBInvGzHc3Ry2RSZ5DSZdIxkdJJEbBJKlIu/rj723W81g6sOJNDXp+JPpM0UC3kiI+sZ3bSW9NQUjz47yY/veIw19/+R5NhGMA9LD3sl7z79DC44/US6/B3ks2mmJ7eQSkwRmzWMfP/Dj2f+ygPKw8hDIa0iLLKHVAzOgWI+R2xymMj4JiaH1+MyJe57apSbH3iOBx99mMkNj+OKBczXyeKDjuKvzv4Q57/lJFYtGgAqWz5ERkinoiSmx0nEp/CUjK6uPrpC89jv0Nf8OeF1d6v4E5Hd5kolktEJIqMbGR96FpfOkkkUufvZKW5/Yh0PPvwgE+sfxxXzmM/PogOO5JQ3vpVz3/IGjt5v+YvON7PwS8WnSManyGezBDpDBLr66OldyL6HHEff0hX4u7uVu0TaVCo6yeTws4xsWMuap4a54a7Huf/+B4mPPAfAvJWHc/IHLuJjbzuF/ReESCciTG9dy+bpMdKJWLkjPDSPFSuPYf5+B2kYucgc07+kPZRNxohPjTA1upGhzc9x5yPr+OOjG3ni6U2Mb3yGYiYBQHDhvqw+6W286fjXcNbrjiXgLVUaUONsfOqpSgMqQ2dHkK5gHz39S1h12GvoW7ocf3c3HaGQGlAiskcKuQyxyWGmJ7YwNbKR0fEIdzyykXueGOLpdc8R3vwULp8FtuWqt/LG1/4FZx1/LH3d5e0a8tk0yegE2XSMTCZBKj5FKhmFYgm/P0RXoIfu3kGW7X8M/UvKecsfCmmVPpE2lk3GmBpdz7PPPMYvbruL29c8xVOPPUkuMglA3/KDePN7PsK5p7yG/Qf9JBNh4qN/4qnNWbo6e+kK9rFsn6OYv6pc/GnhF5Hq2at/WWZ2KvAtwAt83zn3L7Pe7wR+BLwCCAPvds5trLx3MXAOUAQ+4Zz73c7OaWargGuAQeAB4H3OudzexL87sskYyegEmzat47d3/IE1Tz3DMxtG2LJ5hOiWLVAsAtC1YAUHveIvWX3EobztVUew//wg2XScVCrKxkd/iysWCXT20BnoobtnkKWrXs68ZeXVRDuCQXyBQK0+kkhbqmXeqrV8JkUiMkYsMsr9Dz3IXQ89xBPrtrJu0yhjm4fJTo2XDzQPPUv34+jj38yrjz6K0457GQcu7CGbSZLPJkmMrWViQ4x0KkYpn8ffEaQzEMLv72b+ogPoX7iM7oWLy3mrq0uFn8gcaObc5EolktPjPPr4w/zstzdz98MP88yzm5jevAVyDvydLD/kZbz6jNM4/eiDWN7jJZWI0hFfx3Shj1B3efXggRUr6ezt1Z0/kRra439pZuYFLgX+ChgC/mRmNzrn1s447Bwg4pw7wMzOAr4GvNvMDgPOAg4HlgK3mdm2iSg7OufXgH93zl1jZpdVzv3dPY1/R+LxOI8++SRrn36Gp9c/w7Prn2HTyAbGJiaITEyRnY5CDnDgCQaZv3QFx510EqsPWsVrD1zKgB/yuTRej4+O7BixiSCdgW4WLTmEvkXL6F6wiI5gkI5gUPNlRGqsDnmrKrLpNGvXreOxtWt5duM6Nm7ewMahDWydGGVyPEI8HMYlc5AHPBAYXMKSlavY//jXsvqgVZxw6D70dkA2kySbSVLaej8bxrvo6Oikwx/EH+hmwaID6V24hO75f85ZvkBAIxVEqqCZclOpVOK5jZu5Z80a1jz6IA8/8TAbtz7H2OgIuVgcCgAe5i/bl794/etYvd8Kjl+1kL5gL4GuHjoDvfTNX8K8FasIDpQXj1JuEamfvel2eSWwzjm3HsDMrgHOAGYmmTOAf6g8/jnwbTOzyuvXOOeywAYzW1c5H9s7p5k9CbweeE/lmB9WzrvTYvCpdc/yyjeeTMmVKJaKlEpFSqXyY+cKZPNpMtl0+c98mkIpQ66QKferOcp/FsDr66S3Z4AVK5ax5KjDOWjRYo7ZdwUHLZyPvyNAh78Lf6Cbrt5+gn2D9C5cgj8UwhcI4AsE8Pr9SnIijaFmeWvWOV/kyWfL+cm5EkVKlEolXKlEqeQoUcSVCpRKRbK5NKlsmlwuTa6YIV/Kki9W8tTMrxKEugfp65/HfvssZ8XgAIcsGeToZUsYDIXwdQTweTvw+bvo8HXS2d3HouXzCPYPEpw3+HwH1bacJSI11VC56dhT30ChVKRQyFMoZkllkqTScTKFJOl8nKIrQIly4VeC7tAAK5YuY58jF/PK/fbnhEMOYKB3gK7eAXrmL6Zv8TI6e3rUqSTSgPamGFwGbJnxfAg4bkfHOOcKZhalPMxzGXDvrO9dVnm8vXMOAtPOucJ2jn8BMzsfOB+ATnjo2T9gZmCG4cEwrPLYYx10+vx0dgToC/TT5e9moHeAhf39LB2Yzz4LBjl8n+WsWraYzlAPgVAPgZ5+Orq68Ph8eP3+5780nEGkKdQyb73IC/OT8dC6P2AYlDNTOU+Zh/KaeIYHDz6vH7+vk1BnN4MdCwl0dtEd6GFBXz9L5s1j+eAAqxYv5OClCwl199DZFcQf7CHQ3Utnd8/z+WlmzlK+Emk4DZSb4OHn7qq0l7x4zEOnN0CgI8hgaDHzug9j0cAiVi5cxKHLV/C6VxzJgoUL6eobeL4jfFvHkoo+kcbXci0C59zlwOUAr3jFK9ydv/nN8+9tS0rm8WAez/MNpJmvzX4sIjJXZuanY17+cnfXLbe84P3ZOWhbnpqZj5SrRGSuvaDtdMwx7s7f/vYFeWjbCKeZeUlEWsPe/GseBlbMeL688tr2jhkyMx/QR3nS886+d3uvh4F+M/NV7g5u71ovYmaEFi7c5Q8kIi2vlnlrpzw+n/KTiGzTMLnJPB7lJpE2sjddyn8CDjSzVWbmpzx5+cZZx9wIfKDy+J3A/zjnXOX1s8yss7JK6IHA/Ts6Z+V7bq+cg8o5f7UXsYtIe6pZ3qrBZxGR1qHcJCJ1scd3Bivj1S8Efkd5yeIfOOeeMLNLgDXOuRuB/wZ+XJnMPEU5EVE57jrKk5gLwAXOuSLA9s5ZueT/Ba4xs68AD1XOLSKyy+qQt0REXpJyk4jUi5U7lVrT6tWr3Zo1a+odhojMITN7wDm3ut5x7C3lJ5HW0wr5SblJpPXsLDdp5QEREREREZE2pGJQRERERESkDakYFBERERERaUMqBkVERERERNqQikEREREREZE21NKriZpZHHi63nHspvnAZL2D2E3NFnOzxQuKeaZ9nXMLqnDemmrC/KS/g7WhmKuvmvE2fX5qwtwEzfd3EJov5maLFxTzTDvMTXu8z2CTeLrZlng2szWKubqaLV5QzC2qqfJTM/4+FXNtNFvMzRZvHTRVboLm/J02W8zNFi8o5l2lYaIiIiIiIiJtSMWgiIiIiIhIG2r1YvDyegewBxRz9TVbvKCYW1Gz/XyaLV5QzLXSbDE3W7y11ow/H8Vcfc0WLyjmXdLSC8iIiIiIiIjI9rX6nUERERERERHZDhWDIiIiIiIibaglikEzO9XMnjazdWb2ue2832lm11bev8/MVtY+yhfF9FIxf8rM1prZo2b2ezPbtx5xzohnp/HOOO4dZubMrO5L+e5KzGb2rsrP+Qkzu6rWMW4nnpf6e7GPmd1uZg9V/m68qR5xzojnB2Y2bmaP7+B9M7P/qHyeR83smFrHWE/KTbWh/FR9zZabKjEpP+1Es+Un5abaaLbcVImnqfJTw+Um51xTfwFe4DlgP8APPAIcNuuYjwGXVR6fBVzbBDGfCAQrjz9az5h3Jd7KcT3AncC9wOom+BkfCDwEzKs8X9gEMV8OfLTy+DBgY51jPh44Bnh8B++/CfgNYMCrgPvqGW8D/j6Vm2oQc+U45afqxttQuakSh/LT3v1OGyY/KTc1TsyNlJt2I+aGyk+Nlpta4c7gK4F1zrn1zrkccA1wxqxjzgB+WHn8c+AkM7MaxjjbS8bsnLvdOZeqPL0XWF7jGGfalZ8xwJeBrwGZWga3A7sS83nApc65CIBzbrzGMc62KzE7oLfyuA/YWsP4XsQ5dycwtZNDzgB+5MruBfrNbEltoqs75abaUH6qvqbLTaD89BKaLT8pN9VGs+UmaML81Gi5qRWKwWXAlhnPhyqvbfcY51wBiAKDNYlu+3Yl5pnOodxDUC8vGW/lFvYK59yvaxnYTuzKz/gg4CAz+6OZ3Wtmp9Ysuu3blZj/AXivmQ0BNwMfr01oe2x3/663EuWm2lB+qr5WzE2g/NRM+Um5qTaaLTdBa+anmuYmX7VOLHPDzN4LrAZeV+9YdsTMPMA3gA/WOZTd5aM83OEEyj2Id5rZy5xz03WNaufOBq50zv2bmb0a+LGZHeGcK9U7MGkvzZCbQPmphpSbpCEoN1Vds+UmUH7aqVa4MzgMrJjxfHnlte0eY2Y+yreIwzWJbvt2JWbM7A3A3wOnO+eyNYpte14q3h7gCOAPZraR8vjmG+s8EXpXfsZDwI3OubxzbgPwDOUEVy+7EvM5wHUAzrl7gAAwvybR7Zld+rveopSbakP5qfpaMTeB8lMz5SflptpottwErZmfapubqjkhsRZflHso1gOr+PPE0cNnHXMBL5wEfV0TxHw05QmxBzbDz3jW8X+g/pOgd+VnfCrww8rj+ZRvyQ82eMy/AT5YeXwo5XHvVuef9Up2PAn6zbxwEvT99Yy1AX+fyk01iHnW8cpP1Ym34XJTJRblpz3/nTZMflJuapyYGyk37UbMDZefGik31e2HMMc/0DdR7pl4Dvj7ymuXUO4ZgnIPwM+AdcD9wH5NEPNtwBjwcOXrxkaOd9axdU9ou/gzNspDNNYCjwFnNUHMhwF/rCS7h4GT6xzv1cAIkKfcW3gO8BHgIzN+xpdWPs9jjfD3osF+n8pNNYh51rHKT9WJt6FyUyUm5ae9+502VH5SbmqMmBstN+1izA2VnxotN1nloiIiIiIiItJGWmHOoIiIiIiIiOwmFYMiIiIiIiJtSMWgiIiIiIhIG1IxKCIiIiIi0oZUDIqIiIiIiLQhFYMiIiIiIiJtSMWgiIiIiIhIG1IxKCIiIiIi0oZUDIqIiIiIiLQhFYMiIiIiIiJtSMWgiIiIiIhIG1IxKCIiIiIi0oZUDIqIiIiIiLQhFYMiIiIiIiJtSMWgiIiIiIhIG1IxKA3BzE4ws6F6xyEi7c3MNprZG7bz+hNmdsIOvkf5S0TqZlveMrO/M7Pv1zseaS4qBkV2wMz+YGbn1jsOEak/59zhzrk/1DMG5SQR2Rnn3D8756qSI8zsSjP7SjXOLfWlYlBERERERLbLzLz1jkGqR8Wg1FRlKMPFZrbWzCJmdoWZBbZz3OfM7Dkzi1eOfduM9w4wszvMLGpmk2Z27Yz3nJl9zMyerXzvl81sfzO728xiZnadmfkrx84zs5vMbKISy01mtrw2PwkRaXRmdqiZbTCzs2cOHzWzrkovecTM1gLHzvq+jWb2GTN7tJKnrp2Z58zsNDN72MymK7npyMrrnzWz62ed6z/M7Fs1+Lgi0uTM7B/M7CeVx78xswtnvf+Imb298vgQM7vVzKbM7Gkze9eM4640s++a2c1mlgROrOkHkZpSMSj18NfAKcD+wEHA57dzzHPAa4E+4B+Bn5jZksp7XwZuAeYBy4H/nPW9pwCvAF4F/C1wOfBeYAVwBHB25TgPcAWwL7APkAa+vdefTkSanpkdA/wO+Lhz7upZb3+Jcv7an3K++cB2TvEu4FRgFXAk8MHKeY8GfgD8H2AQ+C/gRjPrBH4CnGpm/ZVjfcBZwI/m8rOJSFu4mj+3dzCzwyi3d35tZiHgVuAqYCHlPPOdyjHbvAf4J6AH+N9aBS211/LFoJn9wMzGzezxOTrf1ysLCTxZ6bG1uThvm/m2c26Lc26KcqI5e/YBzrmfOee2OudKzrlrgWeBV1bezlNO8spZegAAIABJREFUaEudcxnn3Owk9XXnXMw59wTwOHCLc269cy4K/AY4unKNsHPueudcyjkXr8Tyump8YJHtUX5qWK8FbgTe75y7aTvvvwv4J+fclHNuC/Af2znmPyo5bAr4f8DLK6+fD/yXc+4+51zROfdDIAu8yjk3AtwJnFk59lRg0jn3wNx9NJGXVoXcVKzcDX/YzG6ci3PKS7oBeLmZ7Vt5/tfAL5xzWeA0YKNz7grnXME59xBwPX/OPQC/cs79sdIOy9Q2dKmlli8GgSsp/4e618zsL4DXUO7lPYLy0CAVD7tvy4zHm4Clsw8ws/fPGEY1TfnnPb/y9t8CBtxfafh+eNa3j814nN7O8+7KNYJm9l9mtsnMYpQbYf0aGy81dCXKT43oI8DdO1kwZikvzmOzjc54nKKSdyh3ZH16W26r5LcV/DkP/pDySAYqf/5498MX2WtXMke5qSLtnHt55ev0OTyv7EClk/vXlO/6Qbnj/aeVx/sCx83KQ38NLJ5xipk5TlpYyxeDzrk7gamZr1XmkP3WzB4ws7vM7JBdPR0QAPxAJ9DBCwsN2TUrZjzeB9g6881KL9b3gAuBQedcP+U7fAbgnBt1zp3nnFtKeajVd8zsgD2I49PAwcBxzrle4PhtIezBuUR2m/JTw/oIsI+Z/fsO3h/hxXlsV22hfFexf8ZXcMZQ1F8CR5rZEZR773+6wzOJVMkc5yapn6uBs83s1ZT/f7i98voW4I5ZeajbOffRGd/rah2s1EfLF4M7cDnleSCvAD4DfGdXvsk5dw/lf0gjla/fOeeerFqUresCM1tuZgPA3wPXzno/RDkJTQCY2Yco3+mg8vzMGQu9RCrHlvYgjh7KdwqnK7F8aQ/OITLXlJ/qL075rsjxZvYv23n/OuDiyiJUy4GP78a5vwd8xMyOs7KQmb3ZzHoAKsOxfk55Ls/9zrnNe/dRRObMHuWmioCZrTGze83srdUJT7bjZsp3AS8BrnXObWsr3QQcZGbvM7OOytexZnZo3SKVuvHVO4BaM7Nu4C+An82YTtNZee/tlP/BzDbsnDulcvfpUMqLlgDcamavdc7dVeWwW81VlBeAWQr8CvgKf54PiHNurZn9G3AP5SLvR8AfZ3z/scA3zayP8p2Pi5xz6/cgjm9WYpmkfHfy3wD9JyV1o/zUOJxz02b2V8DtZpaf9fY/ApcBGyjnjiuAi3bxvGvM7DzKi1UdSLlD6n8pD1Pf5ofAucDsIfAidbE3uanyeF/n3LCZ7Qf8j5k95px7rtpxtzvnXNbMfkE5l/zdjNfjZnYy8I3Klwd4BPhUXQKVujLnWv8usJmtBG5yzh1hZr3A0865JTv/ru2e57NAwDn35crzLwIZ59zX5zLeVmZmG4FznXO31TsWkUag/CSzmdk+wFPAYudcrN7xSHuaq9y0nfNeWTnvz/f2XCKy99pumGjlP9YNZnYmQGWYzlG7+O2bgdeZmc/MOigvzqBhWCIyJ5SfxMw8lHvnr1EhKI1ib3JTZTj1truI8ykvdLW2asGKyG5p+WLQzK6mPNzwYDMbMrNzKK+YdI6ZPQI8AZyxi6f7OeX97x6jfDv9Eefc/6tC2CLSBpSfZCYr7/0VA/4KzWGWOprj3HQosKbyfbcD/+KcUzEo0iDaYpioiIiISCsxsx9QXnF23Dl3xHbeN+BbwJsob2/yQefcg7WNUkQaXcvfGRQRERFpQVey870A30h5kaIDgfOB79YgJhFpMi29muj8+fPdypUr6x2GiMyhBx54YNI5t6Decewt5SeR1lPL/OScu7OyyMuOnAH8yJWHgN1rZv1mtsQ5N7Kz8yo3ibSeneWmli4GV65cyZo1a+odhojMITPbVO8Y5oLyk0jrabD8tIzy5uLbDFVee1ExaGbnU757yD777KPcJNJidpabNExUREREpI055y53zq12zq1esKDpB16IyG5QMSgiIiLSeoaBFTOeL6+8JiLyPBWDIiIiIq3nRuD9lT0BXwVEX2q+oIi0n5aeMygiIiLSiip7AZ4AzDezIcp7U3YAOOcuA26mvK3EOspbS3yoPpGKSCNTMSgiIiLSZJxzZ7/E+w64oEbhiEiT0jBRERERERGRNqRiUEREREREpA2pGBQREREREWlDKgZFZM7FsjFi2Vi9wxAReYGSK7E1vrXeYYiIvEg4FSadT9f8uioGRWTOjcXHGB7RdlYi0lhS+RRbJraQTte+wSUisiPOOTZObWRycrLm11YxKCJzyjlHOBHGW/DWOxQRkRdI5pJYziiVSvUORUTkedFslEK2AIXaX1vFoIjMqXguXk5mamuJSIOJZWJ4imr6iEhjmUhO4MnUJzcpI4rInIpmoljW6h2GiMiLRFIRfCVtsSwijSNfzDMZm6Sz1FmX66sYFJE5NZmYpMu66h2GiMgLZAtZioUiVlJnlYg0jnA6jDfnJdAZqMv1VQyKyJzJFDJkshk6vfXp3aonM/ukmT1hZo+b2dVmVp+sLiLblcglsLzh8ajpIyKNYzQ2Skehg85O3RncJWpwiTSuaCaKN+/F7/fXO5SaMrNlwCeA1c65IwAvcFZ9oxKRmbYVgx0dHfUORUQEKOelTCZD0BesWwxNVQyqwSXS2CLpSFsWgxU+oMvMfEAQ0GZmIg1kOjVNp3XqzqCINIzJ1CSejIeurvpNr2nGjKgGl0gDKpaKTCenCfqCmLXXnBzn3DDwr8BmYASIOuduqW9UIrJNsVQkmUkS8GowkYg0hmKpyFh0jJCF8Pnqt7BVUxWDanCJNK5YNoYVDH9H+90VNLN5wBnAKmApEDKz927nuPPNbI2ZrZmYmKh1mCJtK5lP4i15NURURBpGJBPBckbAX99OqqYqBnelwaXGlkh9TGem8eQ8dZsAXWdvADY45yacc3ngF8BfzD7IOXe5c261c271ggULah6kSLtK5BKQQ8WgiDSM8cQ4vpyPQEDF4O54yQaXGlsi9TEZnyRAoF3n42wGXmVmQSuPkT0JeLLOMYlIRTQdxVfy1XUolojINul8mlgyRsgXqvvUmmZrtanBJdKAkrkkpUKJQEd7zsdxzt0H/Bx4EHiMcm69vK5BiQgAzjmiqShdXu1/KiKNIZwO48k0xmiqpuoic87dZ2bbGlwF4CHU4BKpu2g2Chnwh9pvvuA2zrkvAV+qdxwi8kLpQppSoUSHT0NERaT+nHOMRkfpcl0Nsfp6UxWDoAaXSCMKJ8P4nV/zcUSk4Ty/v2CX8pOI1N90Zppittgwo6mabZioiDSYXDFHIpXQECwRaUjxbBxPwaPOKhFpCGOJMbxZb133FpxJxaCI7JVoJoon72mIoQ4iIrNFkhGC3vbb/1REGk+2kGU6MU23t7thFtxrjChEpGlNpabw5BtjErSIyEzZQpZ8Pt8ww7FEpL1NpCbw5rwN1WZSMSgie6xYKhJJRuj2davXXUQaTjwXx3KmLSVEpO62LRwTKAZUDIpIa4hmo1je8HdoiKiINJ54No4VTMPYRaTuIplIQy0cs42KQRHZY5F0BMtaQ/VwiYhsM52apsvTpZELIlJ3Y/ExOnIdDbNwzDYqBkVkjzjnCCfCBL3BhpkELSKyTa6YI5PN0OlVZ5WI1FemkCGWihH0NF6bqbGiEZGmEc/FcXlHp08NLRFpPM/vL6gtJUSkziaSE3gyjbnYnopBEdkj05lpDREVkYaVyCXwFLTtjYjUV8mVGIuNESg11sIx26gYFJE9MhGfIEBAq/SJSEOaSk7hx99wQ7JEpL1E0o25cMw2ypAisttS+RT5XJ6ArzETm4i0t0KpQDqbpsvXWAs1iEj7GU+MN+TCMduoGBSR3TadmcaT1fArEWlM2+YLauSCiNRTOp8mmowS8oYadpRCY0YlIg1tMjGJ3/lVDIpIQ9pWDCpHiUg9TaQm8Ga9DTlXcBsVgyKyW7KFLKlMiqAvWO9QRES2a9t8Qa/XW+9QRKRNlVyJsWh54ZhG7phSMSgiu2XbKqJarl1EGlGxVCSZSdLlbcz5OSLSHsKpMC7rCHY2due5ikER2S3hVJiOYkdD93KJSPuK5+LaX1BE6m40Poov5yMQaOzF9lQMisguyxfzxJIxQr4QZlbvcEREXiSejWu+oIjUVTwbJ5lK0t3R3fDtJRWDIrLLIpkInrxHPe4i0rCmklN0WmdbzBc0s1PN7GkzW2dmn9vO+/uY2e1m9pCZPWpmb6pHnCLtZiwxhjfjbfi7gqBiUER2QzgZxptr7FWxRKR9FUoFUtkUAU/jN8D2lpl5gUuBNwKHAWeb2WGzDvs8cJ1z7mjgLOA7tY1SpP3kijkm45N0e7qbYnsbFYMiskvyxTzTyWkNERWRhhXPxvEU2mb0wiuBdc659c65HHANcMasYxzQW3ncB2ytYXwibWkiOVHuOPc3R8e5ikER2SXTmWm8eW+7NLJEpAnFc3Es1zbzBZcBW2Y8H6q8NtM/AO81syHgZuDj2zuRmZ1vZmvMbM3ExEQ1YhVpCyVXYiQ2QmehsymGiIKKQRHZReFUGG++Oca/i0h70v6CL3I2cKVzbjnwJuDHZvaitp9z7nLn3Grn3OoFCxbUPEiRVhFJRyhlSwT9jb2dxEwqBkXkJRVKBSKJCEFvUENERaQh5Yt5UpkUXb622V9wGFgx4/nyymsznQNcB+CcuwcIAPNrEp1IGxpLjNGR7WiqjnMVgyLykqYz03iLXvwdbTH0SkSaUDwXx1vwNsWCDXPkT8CBZrbKzPyUF4i5cdYxm4GTAMzsUMrFoMaBilRBMpcklojR5enC42meEqt5IhWRugknw3iyHq0iKiINK5aJQY62yVPOuQJwIfA74EnKq4Y+YWaXmNnplcM+DZxnZo8AVwMfdM65+kQs0trGk+N4s166upprdELbdJ+JyJ4plopEkhH6vH1N1dMlIu0lkoo0XY/83nLO3Ux5YZiZr31xxuO1wGtqHZdIuymUCoxFx+ihp+kW2mufjCkie2Q6M40n79EQURFpWLlijnQ2TcDXPPN0RKR1TKYm8WQ9BPzNl4NUDIrIToVTYSxrbTP0SkSaTywbw5P3tNN8QRFpEM45hqPDdBY6m26IKKgYFJGdKJaKTCWmCHlDbTX0SkSaSywTw3LqtBKR2ptKT1FIFwh1huodyh5R605EdmjbENFOvxpYItK4womwtr4RkboYjY/iz/mbajuJmVQMisgOTSYn8eQ8TZvgRKT1pfIpioUigQ7lKRGprXg2TiKZIORr3hFUzRm1iFRdoVR4foioettFpFHFsjE8OU/TreAnIs1vLDGGJ9PcneYqBkVkuyLpCN68NpoXkcYWTUfxFFQMikhtZQtZJuOThCzU1ItXqRgUke2aTE7izXmburdLRFpbyZWYSk5pvqCI1NxYcqy8yXyg+VYQnUnFoIi8SK6YI5qMEvJpiKiINK5ELoEVTCMYRKSmiqUio9FRAsVA069irGJQRF7k+SGifjWwRKRxbZsvqFwlIrU0kZrAskawM1jvUPaaikEReZGJ5ATevLfpe7tEpLVNJafocB1NPV9HRJqLc46R2AgduY6WmEqjYlBEXiBbyJJIJTREVEQaWr6YJ5lJ0uVt7vk6ItJcIpkI+XSekL812kkqBkXkBabSU3iyGnYlIo0tnotjOdMqoiJSUyOxEXxZH11drdERpWJQRF5gPDGOr+DTEFERaWjRTBTLm3KViNRMPBsnnozT7etu2k3mZ2uNTyEicyKdT5NKp+j2d9c7FBGRnZqMTxLyhlqmQSYijW80MYov42uJuYLbKIOKyPOm0lN4s1pFVEQaWyqfolgo0unTXUERqY10Ps1UfIqQp7k3mZ9NxaCIAOXVsUbjo3SWOlUM7gEz6zezn5vZU2b2pJm9ut4xibSqaCaKZTVfUERqZzQxiiftafpN5mdrumJQDS6R6kjkEuQzeYL+5t8zp06+BfzWOXcIcBTwZJ3jEWlZU6kpOkod6rgSkZrIFXOMx8YJEWq5vNOM9zi3NbjeaWZ+QC1XkTkQTofxZDx09mjY1e4ysz7geOCDAM65HJCrZ0wirapQKhBLxZjnnVfvUESkTYwlxvBkPQQ6W2eu4DZNdWdwRoPrv6Hc4HLOTdc3KpHmV3IlxmPjBD3BlhoHX0OrgAngCjN7yMy+b2ah2QeZ2flmtsbM1kxMTNQ+SpEWEMvG8BQ8GiIqIjVRKBUYiY4QKARaauGYbZqqGGQXGlxqbInsvunMNOQg0NF6Sa5GfMAxwHedc0cDSeBzsw9yzl3unFvtnFu9YMGCWsco0hKimShk0ZYSIlITE8kJLGsEO1tzMGKzFYMv2eBSY0tk900mJ/HmvC3Z41UjQ8CQc+6+yvOfU85VIjLHJuOTBD1BbSkhIlVXciWGo8N05jtbto3UbJlUDS6ROZYv5gnHw2pc7QXn3CiwxcwOrrx0ErC2jiGJtKRkLkmxUNQoBhGpicnUJC7r6OrowszqHU5VNNXkIOfcqJltMbODnXNPowaXyF6bSk/hy/vo9GvI1V76OPDTysJW64EP1TkekZYTy8awrOEPttZqfiLSeJxzDEeH6ch2EOxrzSGi0GTFYIUaXCJzaDwxjjfvpTOkYnBvOOceBlbXOw6RVjaVmsJX9GnxGBGpukgmQi6dY6BjoGXvCkITFoNqcInMnXQ+TSKVYLBjsKUTnYg0v21bSgx0DNQ7FBFpA8PRYToyHXT1tdYm87NpgpBIGwunw/hyvpbbQFVEWk80E8WT15YSIlJ905lpkskk3R3dLb+eQmt/OhHZIeccY7ExOkudKgZFpOFF0hE8OY+2lBCRqhuODuPP+unqau27gqBiUKRtRbNRCtkCXR2tn+hEpLmVXIlwIkzQG9SQdhGpqmgmSiKZoNvXjdfrrXc4VadiUKRNTSQn8GQ8Lbtvjoi0jng2jss7Ojt0V1BEqms4Vpkr2AZ3BUHFoEhb2ra3YLe3PXq9RKS5RbNRPFkNERWR6oplY8QTcULeUNu0j1QMirShcDqMN+/F36G5giLS+CbiEwQ9wbZpnIlIfWyNbcWX9bXNXUFQMSjSlkZjo3TkOzREVEQaXiqfIp/L0+nTXUERqZ5ELkE0ESVkIXy+ptt9b4+pGBRpM4lcgmwmS6gjpIUYRKThTWemsaxpSwkRqaqtsa14016CwWC9Q6mp9il7RQSAydQkljE6u6vXy/7UU08RCoWqdn4RaR/hZBh/ya8tcESkapK5JJF4hD5PX1vdFQQVgyJtpVgqMhYdo9u6q5bsnHP8zd/8DaVSiccff7wq1xCR9pAr5kikEgz4Buodioi0sK3xrXjSHrpC7TNXcBsNExVpI1PpKSxvBPzVmyt4zz338Nhjj3HWWWdV7Roi0h6mM9N48h7dFdwBMzvVzJ42s3Vm9rkdHPMuM1trZk+Y2VW1jlGk0aXyKcKxMCEL1XU4+r333ks8Hq/5dVUMirSRscQYvqyvqgvHXHbZZQwODnLGGWdU7Roi0h7CyTC+vE/F4HaYmRe4FHgjcBhwtpkdNuuYA4GLgdc45w4H/qbmgYo0uOHYMN60l1CwftNbRkdHOeecc/jiF79Y82urGBRpE+l8mkQyQdAbrNrCMc8++yy///3v+dCHPqT9wERkr+SLeaaT0wR91ctZTe6VwDrn3HrnXA64BpjdC3cecKlzLgLgnBuvcYwiDS2ZSxKOhum27rreFfzKV75CPp/noosuqvm1VQyKtImJ1ASWsarunXP55ZcTCAR4//vfX7VriEh7iGaj2g9155YBW2Y8H6q8NtNBwEFm9kczu9fMTt3eiczsfDNbY2ZrJiYmqhSuSOMZig3hy/jquoLoPffcww033MBHPvIRVq5cWfPrqxgUaQMlV2I0OkqQYNV6viYmJrj++us588wzGRwcrMo1RKR9hJNhPHmP9kPdOz7gQOAE4Gzge2bWP/sg59zlzrnVzrnVCxYsqHGIIvURz8aZjk/T7anfXcFCocDnP/95li9fzkc/+tG6xKDVREXaQDgVhix0+at3V/DKK68kl8tx3nnnVe0aItIeiqUikWSEPm+fhoju2DCwYsbz5ZXXZhoC7nPO5YENZvYM5eLwT7UJUaRxDceGy3cFQ/W7K3jllVfy1FNP8d///d9VHbm1M7ozKNIGRuOjdOQ7qpZo0uk0P/zhDzn55JPZf//9q3INEWkfz68iqiGiO/Mn4EAzW2VmfuAs4MZZx/yS8l1BzGw+5WGj62sZpEgjimVjRONRQhaq276C4+Pj/Ou//isnnngip5xySl1iABWDIi0vmUuSTCUJ+UJV62G/6qqriEQidRviICKtJZKOYDnTQlQ74ZwrABcCvwOeBK5zzj1hZpeY2emVw34HhM1sLXA78FnnXLg+EYs0jqHoEP6sv65zBS+55BKy2Sz/+I//WNcREBomKtLiJlITeLNeOoPVaVTlcjkuu+wyjjvuOI499tiqXENE2kfJlZiMT9Lr6cXjUZ/1zjjnbgZunvXaF2c8dsCnKl8iQnnkQSKZoM/TV7e7gnfeeSc33HADn/rUp+o+okpZVqSFFUoFxqJjVV045oYbbmDr1q1ceOGFVTm/iLSXaCaK5Y1Ov+4KisjcG4oO0ZHpqNtdwUwmw8UXX8yqVau44IIL6hLDTCoGRVpYOBXGk/MQ8FdnNb5iscill17K4YcfzoknnliVa4hIe5lKT2HZ6gwRTafTPPfcc3N+XhFpDpF0hEQiQcgbwuv11iWGb3/722zcuJF//ud/bojVklUMirSwkdgIHfmOqiWb3/72tzz33HNccMEFWvFPRPZayZWYiE0Q8oaqMkT0N7/5DW9605t44IEH5vzcItLYnHNsiW7Bn6nfXMF169Zx6aWX8ra3vY3jjz++LjHMpmJQpEXFsjGymSxBX7AqhZpzjm9/+9usXLmS0047bc7PLyLtZzozjRWsaqMZrr32WpYtW8bRRx9dlfOLSOMKp8Nkkhm6O7rrMh/ZOcfFF19MIBDgS1/6Us2vvyMqBkVa1HhiHE/GU7XtJO666y4effRRPvaxj9VtqIWItJap1BSerKcqQ0SHhob44x//yNvf/nYtTCPSZkquxObI5rquIHr99ddz9913c/HFF7NgwYK6xLA9yoYiLShXzDEZn6Tb0121Qu0///M/Wbx4Me985zurcn4RaS/FUpHJ+CQhT3WGiF533XU453jrW9865+cWkcY2nhynmC7S7a/PXcFIJMIll1zCMcccw3vf+96aX39ntLWESAsaT47jzXoJdFZnqNWDDz7I3XffzRe+8AXtAyYic2LbRvPVWEW0WCxyzTXXcPzxx7N8+fI5P7+INK5CqcBQZIhALkBXX3VGS72Ur371q0xPT3P11Vc33MiExopGRPZasVRkNDpKoBioWqH2rW99i/7+/obr3RKR5jWZnMSTq84Q0TvvvJPh4WHe8573zPm5RaSxjSZGcRlHsLM6ayi8lLvvvpuf/vSnnHvuuRx++OE1v/5LUTEo0mLC6TAu6+jyV6f369FHH+W2227jvPPOo7u7uyrXEJH2UigVmEpMVW0V0auuuoqBgQFOPvnkOT+3iDSuXDHH1umtBPKBqq2hsDPpdJrPfvaz7LvvvnzmM5+p+fV3hYaJirSYkdgIvqyPrv7qJL1vfOMb9Pf38+EPf7gq5xeR9hNJR/Dmvfg7/HN+7omJCW655RbOOeccOjs7yefzc34NEWlMw7FhLG2EAqG6XP8b3/gGGzdu5Nprr63bwjUvRXcGRVpINBMlm8kS6ghVZSjEo48+yq233sp5551Hb2/vnJ9fRNpTOBXGm/dWZU/Un/3sZxQKBQ0RFWkzqXyK8eg4wWKwLpu7P/LII1x22WW85z3v4S//8i9rfv1dpWJQpIWMJcbwZrxVGwqhu4IiMtdyxRzTiWmC3rmfz+Oc46qrruK4447jgAMOmNNzi0hjG4oO4cv4CAVrf1cwn8/z6U9/mgULFvD5z3++5tffHSoGRVpEOp8mkogQslBVtpN47LHHuPXWWzn33HN1V1BE5sxUegpPzlOV1Y/vueceNmzYwNlnnz3n5xaRxhXPxpmKTREihN8/98PPX8p3vvMdnnzySb761a/S19dX8+vvDhWDIi1iPFneZL5aQyG+8Y1v0NfXxznnnFOV84tIexqLj+HL+6qyiujVV19Nb28vp5122pyfW0Qak3OOTdOb8Gfqs8H8s88+yze/+U3e8pa3cMopp9T8+rtLxaBICyiUCuXtJEqBqvSAPfbYY9xyyy2aKygicyqVT5FOp+n2z/3KxOFwmJtuuol3vOMddVlFUETqI5wOk0wk6enoweer7VqZxWKRT3/60wSDQb785S/X9Np7SquJirSAieQEljWCndXpAdNdQRGphnAqjDfnpbOrOncFc7kc73//++f83CLSmIqlIpsjmwlkA3T11r4T6Morr+SBBx7gW9/6FgsWLKj59feE7gyKNLmSK7E1tpVAIVCVIaIPP/yw7gqKyJxzzjEWGyNQCtDR0TGn5/7/2bvzOK2rsvHjn+8s977MMGzDjmyBsqSYpubPeLQMSlOeDAPFFBfcWDQVqFQSFRHEXVYLUVSC0tQsE7eSCB9wS1kGmH2/9309vz/GITVEYL73PffMXO9/SqDzPfhqzutc51znulKpFE899RSnnXYaw4cP13VsIUTuqgvWkY6ksRoy07P0cPbt28fdd9/NhAkTmDx5cla/3RYSDArRwbnCLtLRNBaD/pX4AO69916Ki4uZMWOG7mMLIbouf8xPKp7CVKj/Idbrr79OdXU106dP131sIURuiiVj1HprMcaNWU8NT6VSzJ49G5PJxJIlSzKyH8sUCQaF6MCUUtT6aymIFmRk4fv73//OO++8ww033IDdbtd9fCFE19UcbiYvlpmiV+vWraN3794doniDEEIfVb4q8iP5WE2Z6bV8OE888QQ7duxg0aJF9O7dO6vfbisJBoXowLxRL7FIZprMK6WryHkIAAAgAElEQVS49957KS0tldN1IYSuUukUTf4mLJpF91Y4Bw4c4I033mDq1Km6p58KIXJTIBbAHXBjTpuz3mD+008/5f7772fSpEmcf/75Wf22HiQYFKIDq/XXUhgtzMit4F/+8hd27tzJ3Llzs76wCiE6N0/UQ14iD5NB/7XlqaeeoqCggJ/97Ge6jy2EyD2trSQKI4XYrPpXJj6ceDzO7NmzcTgc3HPPPR0qPbSVVBMVooPyx/wEQ0GK8ot0P1lPpVIsXryY4447josuukjXsYUQoiHQQEG8AFORvsFgJBLhueee49xzz+1wqVpCiGPT2kqiOL84660kHnroIT7++GPWrFlDSUlJVr+tF7kZFKKDqgvUURDLzFvBzZs3s2fPHn7xi19kfWHtyDRNy9c0baemaS+191yEyFWRRIRAOIAlX/+iV5s3b8br9XLZZZfpOq4QIjel0ikqPBUYo8asN5j/4IMPeOihh5g8eTLnnntuVr+tpw4XDMpmS4iWRs3egBerZtU9WIvH4yxdupQTTjiBH/7wh7qO3QXMAj5t70kIkcuaw83kx/J1Tz9XSrF69WpOOOEETj31VF3HFkLkpppADelQGrvJntVWEpFIhNmzZ9OjRw8WLlyYte9mQocLBpHNlhDUBerIi+Zl5Fbw6aefpqqqittuuy3rPXo6Mk3T+gGTgNXtPRchctXnewsaDAZdx37rrbfYs2cPV155ZYd8tyOEODrhRJg6bx3mpDnrrSQWLVrEnj17WLp0KUVFRVn9tt461E5PNltCQDQZpcnfhBWr7pXy/H4/y5Yt49vf/jZnnXWWrmN3AcuBW4B0e09EiFzljXpJxTLTW3DVqlX07NmT8847T/exhRC5p8JbQUG4AJslu0VjXn/9dZ588klmzJjRKfZKHSoY5Ag2W5qmXaVp2nuapr3X1NSUvZkJkSV1gTryI/lYzPrnxj/yyCO43W5uv/12OVk/Cpqm/RBoVEr939f8OVmfRJfWGGykIK7/W+c9e/bw5ptvMn36dN1vHIUQuac53EwgEMCWZ8vqz3xTUxNz585l5MiRzJs3L2vfzaQOEwwe6WZLKbVSKTVeKTW+R48eWZqdENkRTUZp9DdiURbdF7+qqipWr17N5MmTGT16tK5jdwGnA+dpmlYOPAtM0DRt/Zf/kKxPoiuLJWN4gh4seRbdU9BXr16NyWTi0ksv1XVcIUTuSaaTB4vGWK3WrH1XKcXcuXMJBoM8+uijnabtVocJBjnCzZYQnVl9sJ68SF5GbgXvvfdeNE3j1ltv1X3szk4pNU8p1U8pNQiYAmxRSk1r52kJkVNcERd5sTxMRn03UG63m02bNjF58mS6deum69hCiNxT469BhRVWgzWrtQ2efPJJtmzZwi9/+UtGjBiRte9mWocJBmWzJbq6WDJGg68Bq7JiNBp1HXvnzp388Y9/5KqrrqJv3766ji2EEEop6vx1GFNG3devdevWEY1GmTFjhq7jCiFyTygeot5bjzlhzmoriV27dnHXXXcxYcKETte6RhqICdFB1AXryI/mYzbp+9ZGKcXChQvp3r071113na5jd0VKqTeBN9t5GkLkFG/USzKaxGl06jpuJBJh7dq1TJgwgeHDh+s6thAityilKPeUUxApwGbNXtGYaDTKddddh91u54EHHuh0NRU6ZDAomy3R1bTeCtrTdt1P1f/85z/zr3/9i3vvvRebLbsVuYQQXUNDsIHCWCEmh74pos899xwul0sOsoToAprDzQSDQYrzi3Wvpn44d999N7t27eKpp56ie/fuWftutnSYNFEhurL6YH1LX0GdbwVjsRiLFi1i+PDhXHzxxbqOLYQQ0FL4yhfy6V44JplMsmLFCk488UROOeUU3cYVQuSeRCpBhbsCcyy76aF//vOfWbNmDVdccQUTJkzI2nezqUPeDArRlcRTcep99djSNt1vBVevXk15eTnr16+noECWAyGE/ppCTeRF83SvvPfSSy9RWVnJHXfc0enStoQQX1ThrWgpGmPMXtGYyspK5s6dy7hx4/jlL3+ZlW+2B7kZFCLH1QZqWyqImvQ9Caurq2P58uV873vf47vf/a6uYwshBEBapanztRSO0bMdjlKKRx99lGHDhnHOOefoNq4QIvd4o17cfjc2ZdO9R+lXicfjzJw5E4DHH3+8U/cvlasAIXJYNBml3lufkbeCixYtIpVKcccdd+g6rhBCtHKFXRADi1Hfw6w333yTTz75hGXLlmW1tLwQIrtS6RT7XfsxRAzY7Nmra7Bo0SLef/99Vq1axYABA7L23fYgK6gQOazaV01BtACrRd+mqtu2beMPf/gD11xzDQMHDtR1bCGEaFUfqKcgXqD7af6jjz5KaWkpF1xwga7jdjSapp2radpuTdPKNE277TB/brKmaUrTtPHZnJ8QbVUTqCEVTmEz2MjPz8/KN1999VVWr17NFVdcwcSJE7PyzfYkwaAQOSoUD+EKuLAoi67pCclkkgULFtC3b19uuOEG3cYVQojPC8QChMIhbIU2Xd/0bdu2ja1bt3L11Vd36tStr6NpWj7wKPADYBRwsaZpow7x5+zALGBbdmcoRNsE40HqPHVYEpasFY2pqqpi7ty5jBkzhgULFmTlm+1NgkEhclS1v5qCiP63guvXr+fTTz/l17/+ddZy74UQXU99sJ6CaIHuhWOWLVtGjx49mDZtmq7jdkDfAsqUUvuVUnHgWeD8Q/y53wCLgWg2JydEWyil2O/+LD00Sz0FW98JptNpnnjiCd2f5+QqCQaFyEH+mB9vwItVs+raS8ftdrNkyRJOP/10Jk2apNu4QgjxedFkFFfAhTXPqmul4u3bt/P3v/+da665Rg6zoC9Q9bl/rv7s1w7SNO1EoL9S6uXDDaRp2lWapr2nadp7TU1N+s9UiKNUG6glGoxiK7BlrafgwoUL2blzJ0uXLu1ST2gkGBQiB1X7qjFEDbqnRdx9990EAgF+85vfSCl2IUTGNIYayY/lYzLqfytYUlLCpZdequu4nZGmaXnAMuCmr/uzSqmVSqnxSqnxPXr0yPzkhDiMUDxEjacGczx7PQU3btzIk08+yTXXXNPlDsslGBQix3ijXoKhIJY8i64n6v/85z/ZsGEDV199NSNGjNBtXCGE+LxkOkm9rx5z2qxrmtV7773H22+/zcyZM7PadDqH1QD9P/fP/T77tVZ24ATgTU3TyoFTgReliIzIZWmVZr97P4XhQuwWe1YOrj/++GNuu+02TjvtNObNm5fx7+UaCQaFyCFKKSq9lRRGC3Xd7MRiMW699Vb69+/PnDlzdBtXCCG+rDncjBbTMBv0TeNcvnw53bp1Y/r06bqO24FtB4ZpmjZY0zQDMAV4sfU3lVI+pVR3pdQgpdQg4J/AeUqp99pnukJ8vbpAHdFgFGu+NSsFotxuNzNmzKC4uJjHH39c10P4jqLr/Y2FyGFN4SaioSjFBcW6llB+7LHHKCsr46mnnpITdSFExiilqPHVYEwYMTn1SxH9v//7P9544w3mz58va9hnlFJJTdOuB/4C5ANrlVL/1jRtIfCeUurFw48gRG5pTQ+1xC1YnfoWzzuUVCrF9ddfT0NDA5s3b6Z79+4Z/2YukmBQiByRSqeo9FRijBqxFOm32dm3bx8PP/ww5513HhMmTNBtXCGE+DJP1EMyksRpcOqa3rV48WJKSkq47LLLdBuzM1BKvQK88qVf+/VX/NmzsjEnIY7F59NDbRZ929F8lfvvv5+33nqLJUuW8M1vfjPj38tVkiYqRI6oC9ahIgqr0arbIqiU4rbbbsNoNHLnnXfqMqYQQnyVGl8NhrhB13YSb7/9Nv/4xz+48cYbsVozf1sghMi+2kAtkWAEW4EtK+mhr776Kg899BBTp07lZz/7Wca/l8skGBQiB8SSMWq9tZgSJl1ToDZu3Mi7777L/Pnz6dmzp27jCiHEl3mjXsLhMNYCK3l5+mwvlFIsXryYvn37cskll+gyphAitwRiAWrcLemh2UgD37VrFzfeeCPjxo3jN7/5Tca/l+skGBQiB1T5qsgL52Ez69dYtbm5mYULF3LSSScxdepU3cYVQohDqfXXUhgt1LX/36uvvsr777/PTTfd1GUaQAvRlaTSKfa592GMGLFbM1891OVycdlll2Gz2Vi9erWsK8ibQSHaXSAWwBVwYVd23RYlpRTz5s0jFApx//3363ZKL4QQhxKIBQgEAxTlF+lW/CqVSnHfffcxdOhQJk+erMuYQojcUumrJBFMUFxYnPHm8vF4nCuvvJKmpiY2bdpEaWlpRr/XUUgwKEQ7q/RWYogYsFn1uxX805/+xCuvvMK8efMYPny4buMKIcSh1AXqKIgVYLbqdyu4adMm9uzZw4oVK7pkuXchOjt3xE2Ttwlrwqpr4bxDUUoxf/58tm3bxmOPPca4ceMy+r2ORK4LhGhHzeFmQqEQ1nyrbpud5uZmFixYwLhx47jmmmt0GVMIIb5KKB7CE/Bg1fRbxyKRCEuWLGHMmDFMnDhRlzGFELkjnoqz37UfY8SIw+7I+PdWrVrFhg0bmDVrFueff37Gv9eRyFGbEO0kmU5S7i7HEDFgcep3IrZgwQKCwSDLli2T03QhRMbVBerQwhpmm363gqtWraK2tpaHHnpI0tyF6IQOeA6ghTRsRpuufZUPZcuWLfzmN79h4sSJ3HzzzRn9VkckK6wQ7aTGXwMRsJvsum12/vSnP/HSSy8xd+5cRowYocuYQgjxVcKJcMub53y7bu99mpqaeOSRR/j+97/Pt7/9bV3GFELkjvpgPV6fF6uy6lpw6lD27NnDtddey8iRI3nwwQflcOkQ5N+IEO0gFA9R763HnDDrthC6XC4WLFjA2LFjmTlzpi5jCiHE4dT4a8gL52Ex65fdcP/99xOLxViwYIFuYwohckMwHqTSVYklZsFut2f0Ww0NDUybNg2TycSTTz6ZlbYVHZHkkAmRZUopyj3lFEYKdSsao5TilltuIRAISHqoECIrQvEQ7oAbR55Dt1vB3bt388wzz3DZZZcxZMgQXcYUQuSGZDpJmaus5Z2g1ZHRNhKhUIhLL70Uj8fDpk2b6Nu3b8a+1dHJzaAQWdYcbiYcCmPLt+m2gdqwYQOvvvoqt912G9/4xjd0GVMIIQ6nxl9DfiRf11vBu+66C5vNxpw5c3QbUwiRG8o95aSCKawF1oy2kUgmk1xzzTV8+umnPPHEE4wZMyZj3+oMJBgUIosSqQQVnoqWojE6pSvs27ePX//613znO9/hyiuv1GVMIYQ4nGA8iCfgwabpd6j12muvsWXLFmbNmkW3bt10GVMIkRsaQ424/W6sKWtG0zVb+yxv2bKFe+65h//5n//J2Lc6CwkGhciimkANKqywmWy6PGJOJBLceOONGI1GHnjgAXkYLYTIilp/LfmRfN3ePEejUW6//XaGDRvGFVdcocuYQojcEE6EKXeVY46Ysdn066l8KA899BDPPPMMN954I1OnTs3otzoLeVgkRJb4Y37q3fU4Ug7dSrAvW7aM999/n5UrV1JaWqrLmEIIcTiBWAC3301RXpFut4KPP/44FRUVbNiwIaPpY0KI7EqlU+xt3kthqBC7Rb/q6Yfy+9//nvvuu48LL7yQW265JWPf6WzkGkGILEilU+x378cYM+pWNGbbtm088sgjTJkyhUmTJukyphBCfJ1KbyWF0ULdUr2qqqp45JFHmDRpEmeeeaYuYwohcsN+z34SwQT2QjsGgyFj33njjTe46aabOP3001m6dGlGi9N0NhIMCpEFNYGag4uhHpU+PR4PN9xwAwMGDGDhwoU6zFAIIb6eO+ImFA5hL9BnLQNYuHAhmqZx++236zKeECI31AXq8Pg8WJOZfSe4fft2ZsyYwYgRI1i9enVGg87OSNJEhciwYDxIvbcea8KK2dn29FClFHPmzKGxsZE//vGPWK1WHWYphBCHp5SiyltFYaQQs12fVPc33niDV155hVtvvVVKvwvRifhjfqrcVRnvJ/jvf/+bSy+9lD59+vDMM8/gcDgy9q3OSm4GhcigtEqz370fQ8SAzWrTJW1hxYoVvPbaa/zqV79i3LhxOsxSCCG+XlO4iVgohq3QRn5+fpvHC4fDzJs3jyFDhnD11VfrMEMhRC6Ip+Lsbd6LMWzM6DvBAwcOMHXqVKxWKxs2bKB79+4Z+U5nJzeDQmRQXaCOWDCGM8+pS1GE7du3c/fddzNx4kQuv/xyHWYohBBfL5VOUempxBgzYinSJ91r6dKlVFVVsWnTJoxGoy5jCiHaV1ql2du8F4JgM+jXeubL6urquPjii0kmk2zcuJF+/fpl5DtdgQSDQmRIKB6i2lONJW7B6mx7Kqfb7WbmzJn069dPHkcLIbKqLlhHOpzGZtInw+Gjjz5i5cqVTJ06lVNPPVWHGQohckGFt4KQP0SRVqRb65kvc7vd/OxnP8PtdrNx40aGDRuWke90FRIMCpEBaZVmn3sfhrABh9XR5s1TOp1m1qxZuFwuXnzxRcmJF0JkTTQZpdZbizlp1qUtTjKZ5JZbbqGkpIT58+frMEMhRC5oCDbQ5G3ClrRhdWSmnoHP52PatGlUVFTw1FNPMXbs2Ix8pyuRYFCIDKj2VxMLxigq0KcP14MPPsiWLVtYtGgRo0eP1mGGmRVLxYin4u09DSGEDqp8VeSF87CZ9WmLs2bNGj788EOeeOIJioqKdBlTCNG+fFEfFa4KTGETDmfbD8EPJRAIMHXqVD755BNWrlzJ6aefrvs3uiIpICOEznxRH/Xeeixxiy6llP/617+ydOlSLrzwQqZPn67DDDMrmoyy17WXaDra3lMRQrSRL+rD4/dgVVZd3vWVlZVx3333cc455/DDH/5QhxkKIdpbNBllb/NeTBETTpszIwVjgsEg06ZN46OPPuKJJ57ge9/7nu7f6KrkZlAIHSXTSfa59mGMGLHb7G0+GSsrK+OGG27ghBNO4L777sv5d4LRZJS97r0485yMGjyqvacjhGgDpRTlnnIMUQM2W9tvBVOpFHPmzMFkMrF48eKcX8+EEF8vmU6yu2k3+cH8jBWMCYVCXHLJJezcuZPHH3+cc889V/dvdGUSDAqho3JPOSqssBXa2tyQ2e/38/Of/xyj0ciaNWsy9hBbL9FklDJPGQ7NweghozPaYFYIkXkNoQZioRjFBcW6tJJYsWIFO3bs4JFHHqFXr146zFAI0Z6UUuxz7yMeiFNcUIzJZNL9G+FwmOnTp/Pee+/x6KOPMmnSJN2/0dVJMCiETprDzbj9buxJe5uby6fTaa6//noqKyt57rnncr4Zc+uNoENzMGboGKzWzDwcF0JkRzwVp8pdhTluxuJs+8HO7t27WbJkCRMnTuTHP/6xDjMUQrS3Cl8FPq8Pe8qOxab/AXAkEuGyyy5j27ZtPPTQQ5x33nm6fyOX+GI+bEZ93mYfDXkzKIQOoskoB5oPtDRYtdvbPN6SJUt4/fXXufPOO3O+7HokGWGvey9FeUUSCArRSVR4K9AiGlaTtc3pnIlEgtmzZ2Oz2bjnnnskPVSITqA2UEuTpwlbwpaRCufBYJBLLrmEd999lwceeIALLrhA92/kirRKUxOsocpXhdJU1r8vN4NCtFFrg9WCcAEOi6PND6c3btzIQw89xMUXX5zzBWMiyQhl7jKK8ooYPVRSQ4XoDDwRDx6/B3varkva15IlS/jwww9ZtWoV3bt312GGQoj25Aq7qHJVYYlYcDj0rxzq9XqZNm0aH374IY888kinziaIJCOU+8ohDmP7jKW0d2nW5yDBoBBtVOmrJBqI4sxztrna3rvvvssvfvELTj/9dO6+++6cPkEPJUKUucsoKShh9NDROf+mUQjx9VLpFAfcBzBEDNjsbU9Xeuedd3jssceYOnUqEydO1GGGQoj2FIgF2Ne8D3PYnJHKoS6Xi4svvpi9e/eycuXKTl0spjnSTLW3mm6F3Rg5dGRGAusj0aGCQU3T+gPrgF6AAlYqpR5s31mJrqw53Eyjp1GXBqtlZWXMmDGDQYMGsWrVKgwGg06z1J8/7me/ez+lplJGHjcyI4/GOxJZm0RnUROoIRVO4TA42lw0xu12M2vWLIYMGcIdd9yhzwSFEO0mkoiwu3E3hpABh8XR5kJ5X9bQ0MCUKVOorKzkySef5KyzztJ1/FyRTCep9FcSCAc4rug4BvcfrEvrnmPVoYJBIAncpJTaoWmaHfg/TdNeU0p90t4TE11PJBGh3FWOOWpucxuJ5uZmLrnkEgoLC1m3bh1Op1PHmerLE/VQ4a2gn6UfIwaPaNcFLIfI2iQ6vGA8SJ2nDlvChqWobSnfSinmzp2Lx+Nh3bp1kkIuRAcXS8b4tPFT8oP5OIwO3Q+sa2pquOiii2hqamL9+vV8+9vf1nX8XBGIByj3lmNKmzhpwEl07949I30Zj0aHCgaVUnVA3Wf/PaBp2qdAX0A2XCKrUukUe10t7wRtJlubTtAjkQg///nPaWxsZOPGjQwYMEDHmerLFXFR5alikGMQQwcNzenby2yStUl0dKl06gs9Uttq7dq1vPbaa9xxxx2ccMIJOsxQCNFeEqkEu5p2QRAcBofu2UB79uxh6tSphEIhNmzYwEknnaTr+LkgrdLUhepo9DXSx9aH4QOG50zBvQ4VDH6epmmDgG8C29p3JqIr2u/ZTywQoyivqE03Y8lkkpkzZ7Jz505WrFjBiSeeqOMs9dUQbqDeV8+Q4iEMGThE9/SQzuJwa5OmaVcBVwE5HfSLrqcmUEMilKCosKjNP9vvvfceCxcu5JxzzuGKK67QaYZCiPaQSqfY3bybZCCJM9+pe32A7du3c9lll2EwGNi4cSPHH3+8ruPnglAiRIWvAi2hMbr3aPqU9smpPVSHbC2haZoN2ATMVkr5v/R7V2ma9p6mae81NTW1zwRFp1YbqMXj87S8E2zDqU46nebmm2/mtdde46677srZRqpKKaoCVdR76hnRfQRDBw3NqUUslxxubQJQSq1USo1XSo3v0aNH9icoxCH4Y37qPHUtPQXbmM7pcrm4+uqr6du3L8uXL2/39CchxLFLqzR7XXuJ+qM4NIfu6d5/+ctfmDJlCt26dePFF1/sdIGgUoq6UB17mvZQlFfEycNOpn+//jm3h8qt2RwBTdMKadlsPa2U2vzl31dKrQRWAowfPz77zTpEp+aJeKh2V2OJWrA7jj2VSinFwoUL2bhxIzfffDOXXXaZfpPUUSqdotxfTiQcYUzfMZT2LpXN3Vf4urVJiFzUmh5qiBjanB6aSqW49tpr8Xg8vPjiixQVFek0SyFEtimlKHOV4ff6caadWO36pjSuX7+eefPmMXbsWH73u99RUlKi6/jtLZKMUOGrIBVLMarHKPr16UdhYWF7T+uQOtSuTmup0LEG+FQptay95yO6lnAizL7mfZjCJhy2tvUTfPjhh1m1ahVXXHEFs2fP1nGW+omn4uzx7CERSTBuwDj6lPaRQPAryNokOqpKXyXJUBKHoe2VAe+//37+/ve/s2jRInknmCWapp2radpuTdPKNE277RC/P1fTtE80TftQ07TXNU0b2B7zFB2LUooydxk+rw9HyoHd3vZ3xJ8fe9myZdx6662cddZZPP/8850qEFRKUR+qZ1fjLizKwreGfYtBAwblbCAIHe9m8HTgEuAjTdPe/+zX5iulXmnHOYkuIJlOsqd5DwWhAmxGW5s2TevWrWPx4sVceOGF3HHHHTnZS7C1mbwNGycMPSGnq5vmCFmbRIfTHG6myduELWnD7GzbO6AXXniBhx56iIsvvpiLL75YpxmKw9E0LR94FDgHqAa2a5r24peqGO8ExiulwpqmzQTuA36a/dmKjkIpxX7PfrxeL7aErU1ZUF8Wj8eZN28ezz77LBdddBH33XdfTgdJRyucCFPhryAdSzOyx0j6lfbrEIX2OlQwqJT6O5B7O2fRqaVVmjJXGalACmeBs01VtJ599lnmzZvH2WefzbJly3Lyps0X83HAc4Cehp6MHDwyZ6pd5TJZm0RHE01GKXeVYwwb27zZ++CDD5g7dy4nn3wyixYt0mmG4gh8CyhTSu0H0DTtWeB8PlfFWCn1xuf+/D+BaVmdoehQlFIc8B7A5XZhT9h1bYLudru56qqr2Lp1K7Nnz+bmm2/OycPwY3GwUqi/kZ6mngwfNrzdGsgfiw4VDAqRbUopDngOtOTMK2ebHk8/99xz3HzzzXz3u99lxYoVOXkaVh+qp95Xz0DHQIYOHCo9BIXohFoPuPJCedjN9ja1xqmvr+fyyy+npKSE1atXy5qRXX2Bqs/9czVwymH+/BXAnzM6I9FhKaUo95bj8riwJWy6BjNlZWVMnz6d2tpaHn74YS688EJdxs0FgXiASl8leck8Tuh1An1698nJ/d3hSDAoxGFU+6txe93Yk3ZsDtsxj7Nx40ZuuukmzjzzTFavXq17j562SqVTVPgrCIaDjOwxkv59c6/alRBCH9X+aiKBCM68tmU6RCIRZsyYgd/v549//CPdu3fXcZZCT5qmTQPGA//vK35f2t50Ya03gs3uZmxxG06HU7dA8J133uHqq6+moKCA559/npNPPlmXcdtbIp2gLliHK+Cij60PQ48bis1m6zC3gZ8nuz0hvkJDsIF6Tz2WqAWH89hPyDZt2sScOXM444wzWLNmTc4FgtFklAO+AxCDcf3G0bNnz5xMXxVCtJ074qbOXYctbsPqPPYU8FQqxfXXX8/777/P6tWrO11J+A6iBuj/uX/u99mvfYGmaWcDC4D/p5SKHWogqcTedbW+EXS5W24E9QwE169fz/z58xk6dCi/+93v6N+//9f/j3KcUgp31E21vxqzMnNi/xPp0b1Hhz5A77gzFyKD3BE3Fa4KTCFTm1IlWlNDTzvtNJ588kndm7W2lT/u54DnAMX5xTEM3oIAACAASURBVIwcNlIKxQjRiYUTYfY378ccMeOwH/u6ppTiV7/6Fa+++ioLFy7k3HPP1Xmm4ghtB4ZpmjaYliBwCvCzz/8BTdO+CawAzlVKNWZ/iiKXtaaM+7w+Xd8IxmIxfvWrX/H0008zYcIEHnvsMV0rkraXcCJMVaCKWDTGQMdABvcfnHP7umMhwaAQX+KP+SlrKsMUMlFkLzrm9zSrV6/m9ttv58wzz2Tt2rU5tWAopagP19Pga6C/vT/DBg7LuRtLIYR+kukke5v3UhAqaPM7wccee4zf/e53XHPNNVxxxRU6zlIcDaVUUtO064G/APnAWqXUvzVNWwi8p5R6EVgC2ICNn23yK5VS57XbpEXOaG0o7/P4sCf1CwRra2u56qqr2LlzJ9dffz233HJLm9abXJBMJ2kIN9Dob6TEUMK4IeNwOp2dJotKgkEhPicQC7CncQ/GkBGH5dj6brX20Fm2bBkTJ07kkUceyamiCvFUnEp/JZFIRN4HCtEFKKXY795PIpCgqKCoTevRxo0bufvuuzn//PNZsGCBjrMUx+Kz9jWvfOnXfv25/3521iclcl5ru6yQL6RrIPjuu+9yzTXXEI1GWbVqFRMnTtRhtu1HKYUn5qHaV41RGRndazSlvUs7XIGYryM7QCE+E4qH2N20m8JQIQ6T45h6w6TTae644w7WrFnDRRddxJIlS3Iq0PLH/ZR7y7EqKycfdzLFxcUd8rGzEOLIVfur8Xg9ONNOLLZjr4j88ssvM3fuXM444wweeOCBTnMqLkRXEk/F2d20m5g/hhMnNuexF8drpZRi5cqVLFq0iMGDB7NmzRqGDh2qw2zbTzAepCZYQywao7+jP4P7DW5TRflclju7VCHaUTgR5tPGTykMFmI32I/p5Dwej/OLX/yC3//+98yYMYPbb789ZzZLSqmDPXD6WvsybOCwTruoCSH+ozHUeLBgjN157G92tmzZwnXXXceJJ57I2rVrcyrb4WhFkpH2noIQ7SKSiLCraRcEwak5dekj7PP5uOWWW3jppZf4wQ9+wAMPPNCh3wfGUjFqg7V4g156mnt2upTQQ5FgUHR5kUSEXY27KAgWYCu0HdPbOZ/Px5VXXsk//vEPbr75ZmbPnp0zN27RZJRKfyXxaJxRPUfRr0+/nLqtFEJkhi/qo7y5vM0FY959912uvPJKRowYwbp163TZQLaHtEpTFajCHXAzlI59ayHE0QrEAuxu2t2y1ymw6XIgvGPHDq699lrq6upYsGABM2fOzJm9z9FKpVM0Rhqp99XjyHd0iiqhR6rz/w2FOIzWG8G8QB72QvsxFXmpqanhkksuYd++fTzwwANcdNFFGZjpsXFFXFT5qijKK2LskLEUFRV12IVaCHHkwokwe5v2YgwbcVgdx1zA4d133+XSSy+lf//+PPPMMx224nAsFeOA9wAqrjhx4Ik5VdBLiExzhV3sa96HIWTAYXS0uWBcOp3miSeeYPHixZSWlrJ582ZOOukknWabXa2tImr8NRSmCxnZYyR9evXpUkX1JBgUXVYwHjx4I3isgeBHH33EpZdeSjQa5emnn+aMM87IwEyPXiKdoNJfSTAc5Lii4xjUb1CXWtiE6MpiyRi7GneRH8zHYXIcc7GDt99+m5///OcMGDCA559/npKSEp1nmh2+mI9ybzlOzcnxQ4/vsAGtEMeiNlBLtasaY8iI0+o8pnoIn9fc3MysWbN48803mTRpEkuWLOmwP1OeqIe6YB3pRJr+9v4M6jsIi8XS5Q7NJRgUXVIgFmB3Y0uxGLvBfkyB0p///GduvPFGiouLefbZZxkxYkQGZnr0vDEvFd4KrFg5acBJdO/evVPnugsh/iORSvBp06doQQ2HwXHMb/u2bNnCjBkzOO6443juuec6ZCD45RY6QwcMlRtB0WWkVZpybznNnmYsUQsO+7FVSP+8119/nZtvvhm/38+9997LtGnTOmTgFIgHqA3WEo1EKbWVctyg47Db7R3y76IHCQZFl+OL+tjTuAdD2HBMgWA6neb+++/nwQcf5Jvf/CZr166lZ8+eGZrtkUukE1QHqvEFfQxwDOC4/sdJkRghupBkOsmupl2k/Cmc+c5jDnxeeuklbrjhBoYPH86GDRvo1q2bzjPNvFgqRqW/kmgkKm+lRZeTSCXY69pL0BfElrThcDjadCgcDAZZuHAhTz/9NN/4xjd45plnGDlypI4zzo5wIkxdqI5AKEBPS0/GDR2Hw3HsafSdhayMoktpzZs3how4TEd/au73+7nhhhv429/+xpQpU7j77rtzoqqeO+qmyleFFSsnDmh59NzVFzchupJUOnWwXLxDcxzzQdDvfvc7FixYwPjx4/ntb39LUVGRzjPNvNbsCLtmlxY6ossJxoPsadpDOpimSCvC6rC26f//W7duZc6cOdTU1HDddddx00035cS+52hEkhHqgnV4gh56mHpw8qCWdUEOiFrIvwXRZbTmzZsjZhyWo39Hs3fvXi6//HIqKytZtGgR06dPb/cNRjQZpSZYQzAcZKBjIIP7D5Y0KCG6mFQ6xe7m3UT8ERw4sNmOvm+YUoqlS5fywAMPcM455/D44493uLUklU5RF6qjOdDMAPsAhgwY0uH+DkK0RWOokXJXOYaQAafh2LMDACKRCIsXL2b16tUMHDiQzZs3c/LJJ+s428xrDQK9IS/dDN04eeDJlHQr6XRN49tKgkHR6SmlqPBV0ORpwhwx47Q5j/o06Pe//z3z5s3DYrHw/PPPc8opp2RotkcmrdI0RZqo89XhzHcyfuB4SkpK5G2gEF1MMp1kd9Nuov4oDnVsgWA8Hmf+/Pls2LCBKVOmsHjx4g53Yh6MB6nwVZCXzGNsn7H07tVbsiNEl5FWaSp9lTR6GjFHzNgt9jYVitm6dSu33HIL+/fvZ/r06fzyl7/sUM9OvhwEjh8wXoLAw+hYq70QRymVTlHmLsPv82ONW486bz4UCrFgwQI2btzIqaeeyiOPPEJpaWkGZ/z1/HE/1f5q0vE0w0uG079P/w6XsiGEaLvWQDDiO/YbQbfbzVVXXcXWrVuZNWsWv/jFL9o94+FopFWaulAdTf4mept7M+y4YR264bUQRyuajFLmKiPsD7f5faDH42HRokVs2LCBAQMGsGHDBs4880ydZ5w5oUSIhlADnqCH7qbuEgQeIQkGRacVTUbZ07yHeCCOPWXH7ji6SlGffPIJM2fOZN++fcyZM4fZs2e362l5LBWjJlBDIBygt6U3QwYN6dLVr4ToyuKp+H/eCB5jIFhWVsb06dOpra3l4Ycf5sILL8zATDMnGA9S6a9ES2ic0OsESnuXyqZPdCmusIsDrgNoIY2ivCJszqNfB6Alg+rFF1/k17/+NR6Ph2uvvZa5c+d2mDRrf9xPQ7CBYCRIibGEbw36Ft2Ku8l6cIQkGBSdkjfqpay5jPxgPs58J1aH9Yj/t+l0mjVr1nDvvfficDh49tln27V/YCqdojHSSL2vnqLCIk7sfyIlJSUdLo1LCKGPSCLC7ubdqIDCqTmxWo98fWv16quvMnv2bAwGA88//3yHeguUTCdb3gb6mym1lDJ00FA5GBNdSiqdotJXSZO3CVPEhM1kO+ZewpWVlSxYsIAtW7YwduxYnn76aU444QSdZ6w/pRSemIf6YD2JWIIelh4cP/h4ioqKZH90lOTfluhUlFLUBmqp8dRgCpuwGY9ugaysrGTu3Lls3bqVs88+m/vvv58ePXpkcMZfTSmFO+qmxl9DQaqAkT1G0rd3X0kJFaILC8aD7Grc1dIjtcB+1Cf3yWSSe+65hyeeeIKxY8eycuVK+vXrl6HZ6q+1crJZmRnXdxy9evaSjZ/oUkLxEGWuMhKhRMvzF/uxtUYIh8M8/PDDrFixgvz8fO68805+/vOf5/xb21Q6hTvqpiHYQDqRpretNwP7D5QWEW0gK6joNJLpJPvd+/H6vFhiFhy2I2+wqpTimWee4c4770TTNJYtW8ZFF13UbifN3piX2kAtqXiK/o7+DOo7CIvFIiffQnRhra1xDCEDduPR90htaGhg5syZbNu2jUsvvZQ77rijwxwuRZIRqv3VhKNhBjgGMLjf4A5V0EKItlJKUReso8pdhSFswFngxFp09FkBSileeOEF7rrrLurq6rjwwguZP39+u9dD+DrRZBRX1EVjoBETJvra+9K/d39sNpsUz2sjCQZFp+CP+SlrLiMdSuNIO7A7jzxlqLy8nPnz5/PWW29x+umns2zZsnY7KQ/Gg9QGa4lEIvS29ea4gcdht9tloROiC1NKUROoodZd21Ip0Hz0lQLfeustZs2aRTAY7FDvAxPpBA2hBpoCTZQYSjhh8AkUFxfLmii6lEgiwj73PsKBMJa4BYf16NtjAXz88cf86le/4l//+hejR4/m8ccfz/kUcX/cT1O4CV/Ih6PQwageo+jVvRdms1kOyHUiwaDo0A5ukjy1GCNGHAUOLLYjOy2Ox+OsWLGC5cuXU1BQwKJFi7j00kvbZZMRjAdpCDfgD/npYerBmCFjcDqdkvIgRBeXSqfY79mPx+vBErPgtB/duhAOh1m0aBG//e1vGTZsGM899xwjRozI4Iz1kVZpmiPN1PprsWJlbOlYevXsJQUhRJeilKI+WE+Vp4qCUAFF+UVYnUffRL6yspIlS5bwhz/8geLiYpYsWcJPf/rTnN1jJNNJPFEPTaEmEokE3Ywt7SGKi4o7TDZDRyLBoOiwosko+1z7CAfDWGIW7Fb7EW8Utm/fzq233sru3buZNGkSd955Z7ukSLQGgYFw4GAFrOLiYnkDI4QgFA+x17WXZDCJPWnH4XQc1SZwx44d3HjjjRw4cIArr7ySW2+9NeerA7YWhaj110IShhQPYUCfATk/byH0FowHKfeUEw6EMcePrXegy+XiwQcfZN26deTn53Pttddy3XXX4XQ6MzTrtgklQrgiLpqDzZg1M71svRgwaAA2my1nA9fOQHacosNRStEQaqDKXUVeOA9nnvOIT8pqa2u555572Lx5M3379uW3v/0t55xzThZm/UWBeID6YD3BSJDupu6cPPBkCQKFEAc1hhqpcFVQGC6kqKAIi/PI38dFo1EefPBBHn30UXr16sXzzz/P6aefnsHZ6sMT9VAXrCMZS9LP0Y+BfQZis9kkFUx0Kal0ippADXWeOgwRwzHdBoZCIVauXMkTTzxBOBxmypQpzJkzhz59+mRw5scmmU7ijXlpDDUSj8UpMhQxpvcYepT0wGQyyc9/FsjOU3Qo4USYA+4DhENhTFETNrPtiFIGIpEIjz/+OI8++ihKKa6//npmzZqV1QIErSfeDcEGYrEY3c3dpQyyEOILkukk5Z5y3H53y/vAo7wNeOutt5g/fz7l5eX85Cc/YeHChTgcjgzOuG2UUvjiPuoCdcTjcUqtpQweOFjeSosuyRV2UeGpIBVOYUvYsFltR5UaHQgEePLJJ1m5ciUej4cf/OAH3HrrrQwbNiyDsz56SikCiQDuiBtX0IUlz0IvWy/69e+H3W6XPVGWyb9t0SGkVZr6YD3VnmoKw4VHfBuYSqXYvHkzixcvpq6ujh/96EcsWLCA/v37Z2nm/10GuZetF4P6D5IyyEKIL/BGvex37ScdSmNP2bE7jjwgamho4M477+SFF15g8ODBPPvss3znO9/J8IyP3Rd6hMUT9Lb0ZvCAwTgcDgkCRZcTioeo8FYQCAQwxow4DA4sRUd+WO3z+Vi7di2rVq3C5/MxYcIE5syZw4knnpjBWR+9SDLS8hYw2ARpKDYUc2LfE+lW3E1uAduRBIMi53kiHiq8FcRD8SPOm0+n07zyyivcf//97N27lzFjxvDYY4/xrW99K0uzbln03FE3jYFGjMpIX4eUQRZC/LdkOkm1v5oGTwPGiBGn0YnZdmRv5KLRKL/97W9Zvnw5sViMm266iWuvvfaYG1BnWlqlcUfd1AfqUUlFb1tvBg0cJDeBoktKpBJU+6tp9DVSECmgKK8Iq8N6xD8Lzc3NrF27lrVr1xIIBPj+97/P7NmzGTNmTIZnfuTiqTi+mA9XxEU4GsZR6GBI0RB6d++N1WqVQ/EcIMGgyFmRRIRKXyW+gA9D1EC3wm6YnYcvJayUYsuWLdx33318/PHHDBs2jJUrVzJx4sSsnDi1pjw1hZoIRAI4Ch2M7D6S3j16SxlkIcR/cYVdlHvKSQfT2NN27Hb7EW2O0uk0L774Ivfeey9VVVV897vf5c4772TIkCFZmPXRi6ViuCIuGoONFKYL5XBMdGnJdJKGYAM13hq0sIZd2bFarEecErpnzx5WrVrFpk2biMViTJo0iVmzZnH88cdneOZHJpFO4Iv5cEfcBCIBrPlWulu7079ff6xW61EXwhGZJcGgyDmJVIK6YB113joKIgU4cGC1Hf70KJVK8fLLL/Poo4/y8ccfM3DgQB588EEuuOCCrJw6RZNRPDEPjYFGtJRGd0t3Rg0ahdPplEVPCPFfPn/YZYwYsRltR1QxUynFu+++y913383777/P8ccfz4YNGzjzzDOzMOujF4gHaAo34Q17sefbGVY8jD49+2CxWORwTHQ5aZWmMdRItacaFVWY4i21D47kJl8pxTvvvMPKlSt54403MJlMXHTRRcyYMYOhQ4dmYfaH1xoAeiIe/BE/ljwLJZYSjh90PHa7HaPRKD/zOUqCQZEzkukk9cF66rx1aFENW8qG1Xz4E6RYLMamTZt47LHHOHDgAEOGDGHp0qVMnjw54/2oUukUvrgPV9hFIBLAXmBnSNEQSnuUYrUeeZqHEKLrSKQS1AZqqffVkx/Ox6E5sDm+/nasdSO4fPlytm3bRmlpKcuXL2fy5Mk5t9Yk0gm8US9NoSbi8TjdTN04qd9JdCvuJj3CRJeUVmmaQk1U+6pJRVKY4iasRivm4q8/APL7/WzatIn169eza9cuunfvzs0338z06dPp1q1bFmb/1aLJKIF4AE/Ugz/sx5pvpZu5G6MGjcJms8k7wA5CgkHR7pLpJE2hJmq8Naiowpw0YzaYD/tmpr6+nqeeeor169fT3NzMmDFjWLlyJeeee25GbwJbK2B5oh5cQRcmzXTwFtDhcMhGRwhxSJ+/EdCiGraEDavl69OlWlPfly9fzo4dO+jduzd33XUXU6ZMyanee60p8u6IG0/IgzXfSi9rS48wq9Uq1QFFl5RKp2gMNVLjqyEdTWOMG3EanF/75AXggw8+4KmnnuKPf/wjkUiEMWPGsHTpUn784x+325tgpRThZBhfzIc34iUSi2AvtFNsLmbU4FE47A65AeyAZHUW7SaeitMYaqTWW4sW0zDGjVhNVszOQ29wlFK89957rF27lldeeYVUKsXZZ5/N5Zdfzne+852MLT5KKYKJIN6YF1fQhZbWKDIWMbZ0LCXFJfIWUAjxlb58I2COm7EYLZiLDh/IRSIRNm3axJo1a9izZw99+/blnnvu4ac//WlOHTqFEiG8MS9NgSby0nl0M3djfP/xFDmL5FZAdFnxVJymUBO13lqIgTFhxGKwfG0Q6Ha7eeGFF3juuef46KOPMJvNXHDBBUybNo2xY8dm8W/wH8l0kmAiiD/mxx1yQxrshXb62vrSe0BvLBYLBoNBftY7MAkGRdZFEhEaQ40tbwLjBZiTn22OviJdor6+nt///vc8//zz7Nu3D4fDweWXX85ll13GwIEDMzLHtEoTiAfwx/y4Qi40peEsdPKN7t+gZ0lPzGazVMASQnylVDpFU7iJam/L2yBDzNBSJfRrNoM1NTWsW7eO9evX4/V6Of7441m2bBkXXHBBzrw/bg0AXSEX6WQae6GdEd1H0Kukl6yNoksLxUPUB+tp8jeRH8vHlDJhMVowOb/6YCQajfK3v/2NTZs2sWXLFpLJJKNGjWLRokVceOGFWe8TqpQilAgRSATwRX0EI0FMeSbsBjsje4ykpKjlEDzTT3FE9kgwKLJCKYU36qU+UI8v5CMvkodds2M2mjHZ/jvdIRaL8de//pXnn3+eN998k3Q6zSmnnMK1117Leeedl5Fm8fFUnEA80JL+EPZSoApwGByM7DGSHt16yCZHCPG1YskYTeEm6rx1EAdTwoSpwISl6KsLpsRiMf7yl7/w3HPP8dZbb6FpGueeey5XXHEFp5xySrufuKdVmlAihD/u/0IAeJzzOHp3b7kZkDRQ0VWlVRpPxEN9oJ5AKEB+tOUtsMlowmQ/dDpnIpHgH//4By+//DIvvfQSfr+fXr16MWPGDCZPnsyoUaOyNn+lFNFUlFAihC/mwxf2kU8+tgIbPcw9GN17NDabDaPRmHPvk4U+ZPUWGRVNRnGFXdT760nFUhTEWvromCym/zrljkQivPXWW7z88sv89a9/JRgMUlpayvXXX89FF13E4MGDdZ1bWqUJJ8IEE0E8EQ/hWBhLngWnyck3+3zzYJqTBIBCiK/jj/lpCDbgCri+eCPgOPSNQDqdZseOHbzwwgts3rwZr9dLnz59mD17Nj/96U/p379/O/wt/iORThw8HPOEPOSr/C8EgHIzILq6cCJMU6iJBn8DxGnZ3+QXYbYe+mcjGo3y9ttv88orr/DXv/4Vn8+H1Wrl+9//Pj/5yU84/fTTs7LfUEoRSUYIJoItP+NhH5rSMOebcRqdDO4zmCJHEUajUX7GuwgJBoXukukknoiHplAT/pCf/Hg+xlTLo2mTw/SFk6VgMMjbb7/NSy+9xN/+9jdCoRBFRUX86Ec/4kc/+hFnnHGGbovjFxbAWABP2EMhhVgLWgodlPZtqQIqj5+FEEcilvysd16gkVg0dvBGwGwyH/Jdn1KKnTt38qc//YmXXnqJ2tpajEYj5557LlOmTMnaZvBQWt8FhRIhvGEvkXgEa4EVh8HBuD7jKHYWYzQa5QZQdGmxZAxPtKWNVDgSJi+ah0WzYCo0YXKa/uvmrKGhgTfffJMtW7bw5ptvEgwGcTqdnHPOOUyaNIkzzzwz48VgkukkkWSEcDKMP+rHF/FRQAHWAis2g42BpQMpdhQfDP5k/9P1yKoudJFMJ/FGvbjD7paT8UQ+BYkCiguKMRgMBzdGSik+/fTTg4vj9u3bSSQSdOvWjR//+Mf88Ic/5Nvf/rYup1GtN3/hZPjg6Vfrw2e70c6QfkNw2B2YTCbZ4Aghjkgi9Z+2Cf6Qn7xYHsa0keKCYsz2/04lDwaDvPPOO2zZsoUtW7ZQX19PYWEhZ511FrfddhvnnHNO1t8EQcvNXzgRbgn+ol7C0TDmfDPWAiv97f3pWdwTi8Uih2Oiy0ukErgjblxhV8sBdyKf/Hg+3QzdMFq/eHuWSCR4//33eeONN9iyZQsfffQRAL179+a8885j0qRJnHbaaRl7/5tWaaLJKOFky8+2P+InlohhzDNiKbBQZCpiWL9hOOwODAaDBH8CkGBQtEE0GW2pLhV24wl6yE/mkxfPw5nnxGgwYrK2nHZVV1ezdetW/vnPf/L2229TV1cHwMiRI7nyyiv57ne/y7e+9a02B2SxVOxg8OeP+gnFQhRSiKXAgt1oZ1DpIIqdxbIACiGOSiwZO3jY5Q15Dx52FeW3pFJ9/hYwlUrxySef8I9//IMtW7bwr3/9i0Qigd1u58wzz+Tss8/m+9//Pk6nM2vzb82KaN0g+iI+YokYpjwTtkIbfSx96NnnP8GfpMaLri6cCOOL+nCH3fjDfvLieRhSBoryiloOuK0thyTJZJKdO3eydetW3n33Xf71r38RCoXIy8tj/Pjx3HbbbUyYMIFRo0bpvudIpVNEU1EiyQiRRIRgLEgo3rLvMeYbsRZaOa7oOEqcJZhMLU9z5OBbHIr8v0IcsWQ6iT/mb6mwGXQRj8fRYhqFqUKKCoowFBoosBWwd+9eduzYwbZt2/jnP/9JbW0tAEVFRZx22mncdNNNnHXWWZSWlh7TPJRSxFKxlgUwGSEUDxGIBlBphTnfjLnATG9Lb3qU9jjYx0vy3oUQRyqVTh2sJuwOuQlHwhQkCyhIFlCcX/yFzWAsFmP79u1s27aNbdu2sX37dgKBAADf+MY3uPLKK5kwYQLjx4/Pyjp0uA2iKd+E1WBlaPHQL2wQJfgTXV3rz7wv6qM52EwiniAvnkdBqoBuBd0oLCzEaDPi9XrZunUrO3bsYOfOnbz33nsHf96HDx/O//7v/3LaaadxxhlnUFRUpMvcWvc8sVSspdBLPEQwGiSWjGHIM2DKN2EpsNDH1ocSRwlWi5XCwkI59BZHTIJB8ZWiyc8WnXgQb9hLOBYmP5mPltAwa2bMykxtbS2ffvopH3zwAR988AEff/wx0WgUgJ49e3LKKadw3XXXceqppzJ8+PCjqkTVugBGU9GW/0xGCUaDRBIRtLSGuaAl8Cs2FTO0ZCgOm4PCwkIMBoNUvBJCHLF4Kn5wrfNFfPjDfvJT+WhxDQMGSgpKWtK6DLBnzx4++OADPvzwQz766CN27dpFPB4HWjaDP/7xjzn11FM55ZRTjvnA60gk08mDG8RYKkY4HiYYCxJPxDHkGw4ejPW19aWbo5tsEIX4nNbgLxgP4gl7CIQD5CXzyEvkYc4zY8+3E0vE2L9/P//+97/ZsWMHO3bs4MCBAwDk5eUxYsQIzj//fE477TROO+00evTo0eY5fX7PE0lECMfCRBIR8snHlG/CkGfAZrRRWlJKsb344DMX+bkWbSHBoABa0qDCiTCRZIRANIAv4iOVTJGXyCMVTdFc20zV/ir279/Pvn372LNnD/v27Tu4CTKZTIwePZpp06Yxbtw4xo4dy+DBg792cWoN+OLpOIlU4j8LYDxMNBEln3yMeUaM+UbMBjMDnQMpshVhMVsObmwk8BNCHKl4Kk4kEfnCWpdIJMhL5kECClQB1rSVmuoaDhw4wP79+9m7dy9lZWVfWPOcTiejR4/m/7N352GSleXdx7931977bAzLegWe0gAAIABJREFUsIZBHUQRETWaxB1ciQnqkGjAgESFkMToKwRBQVBJjBoCaoiCaFQwxCSTBCXGJS5RZFhm33rW3ve9u7qqu+73j3O6qWm6Z3qWrqX79+Gqq6tOnfOcu3q6bs5znu3qq6/mggsu4KUvfSlLly49rrFmc9mpvJjNZYOxQJkRRjOjjOfGiVfEiVfESUQSVMerWbViFXVVdbpAFMnj7sEQkuwIQ5khBkYHGE4PE5mIQAYsa/S19LF7924aGhrYsWMH27Zt48CBA1NlnHDCCVxwwQWsXbuWCy64gBe+8IVUVVUdcRyT1zqZXCa4kTM+xmgmaMUfHx8nEUkQj4Tf6UQ1Jy09aeo7HYvFiEajasmX467sKoNmdgnwd0AE+Iq7f6bIIZWNnOcYGx+bamVLZ9MMpgcZTA8y0DdAZ3MnzfubaWtso72xnebGZhobG2lubiabzU6Vs2rVKs455xxe9apXcc4553DeeeexevXqZ/VFd3cyExnGc+NkcsHPbC7L2PgY6WyasewYmYkMFV5BIpogZjHikTjV8WcSYCqZIhqNTj1ESpVyU+nIz3Vj42GvgrEhBkeD7uSedbpau2hvaqe7tZv2lnZaW1tpaWmhsbGRAwcOkMvlADAzTj/9dM4++2xe/epXc9555/GCF7yA008//agrWu5ONpedyokTPkE2lyUzHlRU09k0Y+NjmBuxiiAvxipiJKNJVlaupG55HTVVNVMXh9FoVDfFFqnD5R0zSwBfB14MdAPvcvd9hY6zUCZv9qTH04xkRxhMDwZdKofH6GzppGVfC60HWmna10TjgUb2799Pc3MzExMTAEQiEc466yzOP/98Lr/8cp73vOexZs0aTj755EN+3ye/01OPieBnZiJz8PUOFVPXOvFInGQ0ydKapdSkaqiurNZ3WoqirK6uzSwC3AO8HmgCHjezde6+tbiRFZ+7M+ETZCYyQTIcG6Wzp5P2rnY6ujvo7Omkq7eLns4eutq66GzrpLu9m67WLrrausiOZQ8qr76+ntNOO43nP//5vPnNb+ass85i9erV/Mbq3yBZmWTCJxjPjU/97Eh3BMlvIrigGRsfYzw3jrkRtSjxSJxoRZRoRZRkLEl9VT01qRqqklVTg5ojkQjRaFR3sqXsKDcVTs5zUxdakz/TmTRdvV20d7fT1dtFb38vfd199HX10dXeRU9HD72dvfR29NLV0UVPT8/Uxd+k5cuXc+qpp3Leeefx9re/ndWrV3P22Wdz1llnkUqlZo3H3Rn3cSZyE0z4xFROzHmO8dx4UOEL82J2Irg4HJ8Yp4IKohYlFokRrYgSsQjJaJLlyeVU1VdRnaommUhO5cVIJKIWATnIHPPOVUCvu59tZmuBO4F3FT7a4yPnuanrnLHxMXoHe2lpbwkenS30dvfS095De0s7Hc0ddLZ00tbUxkD/wEHlVFdXc+aZZ3L++efz9re/nTPPPJPnPe95nH322SSTyanv9Xgu+G73Z/qnvs8TPkFmPPOs73TEIkQrosQr4kQtuN5JxVMsqV5CVbKK6mT11Bjdye+1KnxSCsqqMghcBDS4+x4AM3sQuBQo2gWXu0895vJ6YmKCbDZLJpOZ+pnJZBjLjDGWGSOTzZAeC+4ipcfSjGXGGBoZYnh4mKGRoeAxPMTQ6BDDI8MMjw4zkh5heHSYgf4BBvuDVr6RgRFwIBc+JsKfBtU11SxfsZwTVp7Aiy56ESesPIFly5exbMUyTjr5JE5YeQKpqtTURddE7pmKX0N/A5HBSJD0LEqFVRCriBGxCIl40K0hWZ2kKllFMp6cGr83mfwikYgqe7IQlVxuOlL5OWu2bYf7mcvlGB8fJ5vNHvQzk8mQHc8ylhmb+jmWHQtyYDa4qEqn0wyPDk/ltcnnk/ltJD3CSHqEdDrN6PAog32DDPUPMTQwxPDAcJDj8h9hmolEIyxfsZwVJ6xg5ckrOfcF57J02VJOPvlkTj4leJx40okkkokgV+PkPMeET5DL5ejIdDCRnngmD+Ymnqn45YJ9IhYhUhEJKnhhxW5yWywSIxVJsaRqCcl4klQ8RSqRmroQjEQiB/0UOQJzyTuXAp8Inz8M3G1m5vlf9OMo/5on/5HL5RgbG5t6pNNpRsdGGU0Hj3QmzWh6NLiWGRpgYHCA/qF++gb6GBgeYGBogMHhQYZHhhnqH6K3q5e+rj7GRsaeub6ZvL9jUFtXy4knnchJp5zE+Reez4knnsjKE1dy8iknc8qpp1BXXzd142Z8IvheZyeybO3ZetD3evL7nP+9jlZEScWe+U4nY0mqUlVT1zj51zy63pFyUG6VwVOAxrzXTcBLZ9v5qa1PUX1edXChEqY9n/xvWmUt37Mqc+F/YQFTZTHTd3y2773lvWczbIMgmU3+zD9P/k8PjknEEiTjSRLxRPBIJKipqeHEk06kprqGmuoa6mrrqKmpobamduqxfNlyKlOVmBkVVkEFFRhGRUUFsUiMSEWQ6GLRGPFofOpnIp4gGolOJbqKioqgjPD55GuRReqIchPAU1vy8hMclKMO+jlLxWu6WStq08p7Vl453Nd2ru9P/znTsdNz2aEeYT6Mx+MkoongZyzIdYlkgiXLl7DqjFVUV1dTXV1NVXUVlVWVVFVWTW1bsmQJtTW1QUXNgopWxCJgBLnPjAoq6Ev3YWmbel1hwSMaiRKrCCpzkXhQsYvFYsHPSIxYNHhMXvTl50PlRSmAueSdqX3cfdzM+oFlQNdshT615Smqzq066HpptpvcU9dHM10bTb/Wmb49/5jJ657cwdvMjFQiNfWorKwkVZninOefQ119HXW1ddTX11NXW8eS+iXU19WzpH4JlZWVB32XDTvo+URmglg0+G7HEsF1TjwWJxaJkYgniMfis36nddNGFppyqwwelpldA1wDUFlTyZte9qap/xnn/5x8HOr1pAoqZjwewLDgwsIO/p9+hVVMJbzJJDRZAUvEE8Ed41h4MRH2EY9Fg5kwI9HgvXgsWKy9qrKK6qrqqQucVDJY2LjCwsRkByeouXzO2R4iMn+m56c3v/zN098/Lj8hyDs2rTY263EcopzpZdpUYnvmuLwcN1k5ilREiEaiUxOZ5HcFn8x3kWhk6nkymaSyqpJUMkWqMkV1VfXUgueGBRWu8HyTOW/yRtZkbp3MY7PlwtmeKx/KYjc9N73lFW+Z8Tsx+X3Lzx35eSFSEdxsyb+xMrl/Ip6YqnQlEompZZ/i8eB1LBYjlUxRW1tLXV1Q0UulUkQqIlM54FDXPUf6EJFAuVUGm4FT816vCrdNcfd7gXsBLrzwQv/OP36ncNGJyGJ12NwEz85PD937UGGiE5GFaC55Z3KfJjOLAnUEE8kcRLlJZPEqt7bux4HVZnammcWBtcC6IsckIqLcJCKFNpe8sw64Inx+GfCj+RovKCLlqaxaBsP+7tcBjxJMo3yfu28pclgissgpN4lIoc2Wd8zsNmC9u68Dvgp8w8wagB6CCqOIyJSyqgwCuPsjwCPFjkNEJJ9yk4gU2kx5x91vyXueBt5R6LhEpHyUWzdREREREREROQ5UGRQREREREVmEVBkUERERERFZhFQZFBERERERWYRUGRQREREREVmEVBkUERERERFZhGwhrz1qZoPAjmLHcYSWA13FDuIIlVvM5RYvKOZ8p7v7inkot6DKMD/pb7AwFPP8m894yz4/lWFugvL7G4Tyi7nc4gXFnG/W3FR26wweoR3ufmGxgzgSZrZeMc+vcosXFPMCVVb5qRz/PRVzYZRbzOUWbxGUVW6C8vw3LbeYyy1eUMxzpW6iIiIiIiIii5AqgyIiIiIiIovQQq8M3lvsAI6CYp5/5RYvKOaFqNx+P+UWLyjmQim3mMst3kIrx9+PYp5/5RYvKOY5WdATyIiIiIiIiMjMFnrLoIiIiIiIiMxgQVQGzewSM9thZg1mdsMM7yfM7KHw/cfM7IzCR/msmA4X84fMbKuZbTSzH5rZ6cWIMy+eQ8abt9/vm5mbWdFnb5pLzGb2zvD3vMXMvlXoGGeI53B/F6eZ2Y/N7Knwb+NNxYgzL577zKzDzDbP8r6Z2V3h59loZhcUOsZiUm4qDOWn+VduuSmMSfnpEMotPyk3FUa55aYwnrLKTyWXm9y9rB9ABNgNnAXEgQ3Ammn7fBD4cvh8LfBQGcT8aqAyfP6BYsY8l3jD/WqAnwK/Ai4sg9/xauApYEn4+oQyiPle4APh8zXAviLH/NvABcDmWd5/E/A9wICXAY8VM94S/PdUbipAzOF+yk/zG29J5aYwDuWnY/s3LZn8pNxUOjGXUm46gphLKj+VWm5aCC2DFwEN7r7H3TPAg8Cl0/a5FHggfP4w8FozswLGON1hY3b3H7v7SPjyV8CqAseYby6/Y4BPAncC6UIGN4u5xPw+4B537wVw944CxzjdXGJ2oDZ8Xge0FDC+Z3H3nwI9h9jlUuDrHvgVUG9mJxUmuqJTbioM5af5V3a5CZSfDqPc8pNyU2GUW26CMsxPpZabFkJl8BSgMe91U7htxn3cfRzoB5YVJLqZzSXmfFcR3CEolsPGGzZhn+ru/1XIwA5hLr/jc4BzzOwXZvYrM7ukYNHNbC4xfwJ4t5k1AY8Af1qY0I7akf6tLyTKTYWh/DT/FmJuAuWncspPyk2FUW65CRZmfipoborOV8FyfJjZu4ELgd8pdiyzMbMK4HPAlUUO5UhFCbo7vIrgDuJPzew8d+8ralSHdjnwNXf/WzN7OfANM3u+u+eKHZgsLuWQm0D5qYCUm6QkKDfNu3LLTaD8dEgLoWWwGTg17/WqcNuM+5hZlKCJuLsg0c1sLjFjZq8DbgLe5u5jBYptJoeLtwZ4PvATM9tH0L95XZEHQs/ld9wErHP3rLvvBXYSJLhimUvMVwHfAXD3XwJJYHlBojs6c/pbX6CUmwpD+Wn+LcTcBMpP5ZSflJsKo9xyEyzM/FTY3DSfAxIL8SC4Q7EHOJNnBo6eO22fazl4EPR3yiDmFxEMiF1dDr/jafv/hOIPgp7L7/gS4IHw+XKCJvllJR7z94Arw+fPI+j3bkX+XZ/B7IOg38zBg6B/XcxYS/DfU7mpADFP21/5aX7iLbncFMai/HT0/6Ylk5+Um0on5lLKTUcQc8nlp1LKTUX7JRznX+ibCO5M7AZuCrfdRnBnCII7AP8MNAC/Bs4qg5j/B2gHng4f60o53mn7Fj2hzfF3bARdNLYCm4C1ZRDzGuAXYbJ7GnhDkeP9NtAKZAnuFl4FvB94f97v+J7w82wqhb+LEvv3VG4qQMzT9lV+mp94Syo3hTEpPx3bv2lJ5SflptKIudRy0xxjLqn8VGq5ycKTioiIiIiIyCKyEMYMioiIiIiIyBFSZVBERERERGQRUmVQRERERERkEVJlUEREREREZBFSZVBERERERGQRUmVQRERERERkEVJlUEREREREZBFSZVBERERERGQRUmVQRERERERkEVJlUEREREREZBFSZVBERERERGQRUmVQRERERERkEVJlUEREREREZBFSZVBERERERGQRUmVQRERERERkEVJlUEqKme0zs9cdp7K+Z2ZXHI+yRETyHW2uUl4Skbkws0+Y2T8dwf7H7fppWrk/MbOrj1NZXzOz28PnrzKzpuNRrhwbVQZlwXL3N7r7A8WOQ0RkkvKSiBwpMzvDzNzMhsJHu5l90cxiRYjlJDP7qpm1mtmgmW03s1vNrKrQscjxocqglCUzixY7BhGR40l5TWThOk7f73p3rwbOA14OXHscypwzM1sK/BJIAS939xrg9UA98BuFjEWOH1UGpRS9xMy2mlmvmd1vZsnJ7gRm9lEzawPuN7MlZvafZtYZ7vufZrZqspD8rg1mdqWZ/dzMPhvuu9fM3li0TygiC8H5ZrbRzPrN7KEwVx1pXvqFmX3ezLqBTxTrg4jI8Rd23fyomW0Ehs3slWb2f2bWZ2YbzOxVefueaWb/G7a2/QBYPlu57t4B/ABYM8t5E2b2BTNrCR9fMLNE3vvvM7MGM+sxs3VmdnLee68PW/v6zexuwPKK/hAwCLzb3feFsTS6+5+5+8bw+Oea2Q/CsneY2Tvn+Lv6qJk1h59/h5m9di7HybFTZVBK0R8CFxPcZToH+Fi4/URgKXA6cA3B3+/94evTgFHg7kOU+1JgB0GC/Wvgq2Zmh9hfRORQ3glcApwJvAC4kqPLS3uAlcAd8xiriBTH5cCbgbOAfwduJ7iW+TDwL2a2ItzvW8ATBNconwRmHVscVt4uBn41yy43AS8DzgdeCFxEeC1lZq8BPk2Qv04C9gMPhu8tB74b7rsc2A28Iq/c1wHfdffcLHFVEVRSvwWcAKwFvmhmM1Za8457DnAd8JKwtfFiYN+hjpHjR5VBKUV3h3eaegguji4Pt+eAj7v7mLuPunu3u/+Lu4+4+2C47+8cotz97v6P7j4BPECQBFfO5wcRORQzu8/MOsxs83Eq76/NbIuZbTOzu3SzY97d5e4tYa76D+D8o8hLLe7+9+4+7u6jBYlaRArpLndvBN4NPOLuj7h7zt1/AKwH3mRmpwEvAW4Or3F+SpBTpusysz6gGRgGHp7lnH8I3ObuHe7eCdwKvCfvvfvc/Ul3HwNuBF5uZmcAbwK2uPvD7p4FvgC05ZW7DGg9xGd9C7DP3e8Pc9pTwL8A7zjEMQATQAJYY2Yxd9/n7rsPc4wcJ6oMSilqzHu+H5jsvtDp7unJN8ys0sz+wcz2m9kA8FOg3swis5Q7ldDcfSR8Wn0c4xY5Ul8jaFk6Zmb2mwR3cF8APJ/gwuJQlRA5dvkXSSNA9VHkpcZZtovIwjD5HT8deEfYRbQvrNS9kuDG9MlAr7sP5x23f4aylrt7PVAJ/AJ4dJZznjzt+PxrqYPec/choBs4JXyvMe895+Ac1R3GO5vTgZdO+4x/SNCza1bu3gD8OUFX+Q4zezC/66rML1UGpRSdmvf8NKAlfO7T9vtL4DnAS929FvjtcLtaQ6QshHd/e/K3mdlvmNn3zewJM/uZmT13rsUBSSBOcIc1BrQf14BlLo40L03PayKysEx+xxuBb7h7fd6jyt0/Q9DatsQOnpHztFkLDHoRfA14Wdi1c7oWgopZflktM70XnnMZQWtjK3nXYGHvkvxrsv8B3m5ms9UfGoH/nfYZq939A7N9lrzP9C13f2UYmwN3Hu4YOT5UGZRSdK2ZrbJg1qqbgIdm2a+GYDxOX7jvxwsVoMg8uhf4U3d/McGYki/O5SB3/yXwY4L/mbcCj7r7tnmLUmajvCQiM/kn4K1mdrGZReyZyfFWuft+gi6jt5pZ3MxeCbx1toLCyWDeQ9A7oXuGXb4NfMzMVoSVxVvC80++914zOz8s51PAY+GEMP8FnGtmv2fB7KfXc3Cr3ueAWuABMzs9jOUUM/ucmb0A+E/gHDN7j5nFwsdLzOx5h/rFmNlzzOw1YTxpghw647hEOf5UGZRS9C3gvwkmVdhNMNh6Jl8gmN64i2AQ9fcLEp3IPDGzauA3gX82s6eBfyDskhP+z3nzDI9Hw/fPBp4HrCLo7vMaM/ut4nySRU15SUSeJRw3eCnwV0AnQSvaR3jmWvwPCCaU6iG4ifT1GYrpM7Mhgl4fLwfeFnblnO52gsrlRmAT8GS4DXf/H+BmgrF8rQST9a0N3+siGN/3GYJK5mqC7qiTn6GH4P9RWeAxMxsEfgj0Aw3hOOk3hOW1EFRW7yTorXIoifCcXeExJxCMZZQCsJn/hkREpBDCQfv/6e7PN7NaYIe7H2pMxmzlfARIuvsnw9e3AGl3/+vjGa+IiIgsHGoZFBEpEe4+AOw1s3dAMF7DzF44x8MPAL9jZlEzixFMHqNuoiIiIjIrVQZFRIrEzL4N/BJ4jpk1mdlVBDOvXWVmG4AtBN2K5uJhgm7Vm4ANwAZ3n2lqchERERFA3URFREREREQWJbUMioiIiBSImV1iZjvMrMHMbpjh/YSZPRS+/1g4rhgze3245Mym8Odr8o55cbi9wczuCpcEwMyWmtkPzGxX+HNJoT6niJQHVQZFRERECsDMIsA9wBuBNcDlZrZm2m5XESxAfjbweZ5Zb60LeKu7nwdcAXwj75gvAe8jmP1xNXBJuP0G4Ifuvppg1sdnVT5FZHFb0N1Ely9f7meccUaxwxCR4+iJJ57ocvcVxY7jWCk/iSw8h8tPZvZy4BPufnH4+kYAd/903j6Phvv8MlzrrQ1Ykb+EQNjy102w9MxS4Mfu/tzwvcuBV7n7n5jZjvB5q5mdBPzE3Z9zqM+g3CSy8BwqN0ULHUwhnXHGGaxfv77YYYjIcWRm+4sdw/Gg/CSy8MwhP51CsL7cpCaCteVm3Mfdx82sH1hG0DI46feBJ919zMxOCcvJL/OU8PlKd28Nn7cBK2eJ+xrgGoDTTjtNuUlkgTlUblI3UREREZEyYWbnEnQd/ZMjOS5sWZyxO5i73+vuF7r7hStWlH3HCxE5AqoMioiIiBRGM3Bq3utV4bYZ9wm7idYRdAnFzFYB/wr8kbvvztt/1SxltofdQwl/dhy3TyIiC4IqgyIiIiKF8Tiw2szONLM4sBZYN22fdQQTxABcBvzI3d3M6oH/Am5w919M7hx2Ax0ws5eFYwn/CPj3Gcq6Im+7iAigyqCIiIhIQbj7OHAd8CiwDfiOu28xs9vM7G3hbl8FlplZA/AhnpkB9DrgbOAWM3s6fJwQvvdB4CtAA7Ab+F64/TPA681sF/C68LWIyJQFPYGMiIiISClx90eAR6ZtuyXveRp4xwzH3Q7cPkuZ64Hnz7C9G3jtMYYsIguYWgZFREREREQWoTlVBs3sEjPbYWYNZvasBUvNLGFmD4XvP2ZmZ+S9d2O4fYeZXXy4Ms3sm+H2zWZ2n5nFwu2vMrP+vK4RtyAiIiIiIiJH5bCVQTOLAPcAbwTWAJeb2Zppu10F9Lr72cDnCaY8JtxvLXAucAnwRTOLHKbMbwLPBc4DUsDVeef5mbufHz5uO5oPLCIiIotX3trtIiIlo1i5aS4tgxcBDe6+x90zwIPApdP2uRR4IHz+MPDacEarS4EH3X3M3fcSDGy+6FBluvsjHgJ+zcHTJYtIGWg5sIXGPZuKHYaIyEEy2TQb1n+PiYmJYociInKQ3Tsfo6ttX8HPO5fK4ClAY97rpnDbjPuEM2X1A8sOcexhywy7h74H+H7e5peb2QYz+1646OqzmNk1ZrbezNZ3dnbO4eOJyPHk7rTt20Z6d1OxQxEROUhH43ZyLd2ke3qKHYqIyJT02DDdDVtINxZ+KdBSnkDmi8BP3f1n4esngdPd/YXA3wP/NtNB7n6vu1/o7heuWLGiQKGKyKTB/g4menrBI8UORURkSs5ztO3ZTDQbB3UVFZES0nFgG9F0BZ4rfG6aS2WwGTg17/WqcNuM+5hZFKgDug9x7CHLNLOPAysI1tcBwN0H3H0ofP4IEDOz5XOIX0QKqKulgYpMVONyRKSkdLfthcEMnrNihyIiMmV8Ikvb3q1Ec6minH8ulcHHgdVmdqaZxQkmhFk3bZ91wBXh88uAH4Vj/tYBa8PZRs8EVhOMA5y1TDO7GrgYuNzdc5MnMLMTw3GImNlFYezdR/OhRWR+TEyM03VgF6lEfbFDERE5SMvezcTGEySqqoodiojIlK6WBiIjOZJVtUU5/2EXnXf3cTO7DngUiAD3ufsWM7sNWO/u64CvAt8wswagh6ByR7jfd4CtwDhwrbtPAMxUZnjKLwP7gV+Gdb/vhjOHXgZ8wMzGgVFgravpQaSk9LTvI5J2EtU1mqBBREpGf18bmY5O6qpPgYpSHiEjIouJu9OydzPxiSTJ2hKtDMJUt8xHpm27Je95GnjHLMfeAdwxlzLD7TPG5O53A3fPJV4RKY7Oll1EslGStbUM9/YWOxwREQDaD2wjmomROqGO0cHBYocjIgJAb1cj3jtIsog3qnR7TESOi9GRAQZbm0illmDROd1nEhGZd6Ojg/Tu300qtZRIMlnscEREprTu2xLcqKov3vAaVQZF5Ljobt1NZCxKoqam2KGIiEzpaNxOJF1RtC5YIiIzGRzoYqS1hWTlUipisaLFocqgiBwzd6e9cSfJiiri1dXFDkdEBIBsdoz2vVupjNUT140qESkh7Qe2EcnGSNXVFTUOVQZF5Jj197Tg/UMkquvBNG27iJSGzpZdVAznSNQU92JLRCTf2NgI3Qd2kYzWEq2sLGosqgyKyDHratlNZCxCUnfeRaRE5DxHy57NJHOpot95FxHJ135gK7F0hFRd8ZfiUmVQRI7J+HiG7sYGEsl6IolEscMREQGCReZtYJREzRItJyEiJWN8Ikv7vm0kqCyJeRaUHUXkmHS37SE6ZiSqNTmDiJSOYJa+eFFn6RMRma6rpYGK4QmStUtKYmiNKoMickw6mnYSGY+ri6iIlIz+3lYynZ2kqpYUdZY+EZF87k7z3s3EcymSJdJ9XZVBETlqw0O9jLa3U1m1BItEih1OUZlZvZk9bGbbzWybmb282DGJLFZtB7YSTUfVKigiJaW3qxHvGSBVXTrXTaoMishR62reRSQTJaH1uwD+Dvi+uz8XeCGwrcjxiCxKI8N99DfuI1mii8yb2SVmtsPMGszshhneT5jZQ+H7j5nZGeH2ZWb2YzMbMrO78/avMbOn8x5dZvaF8L0rzawz772rC/U5ReTZmvdsJJaJlUyrIEC02AGISHmamBinfd82qmK1xIo8LXKxmVkd8NvAlQDungEyxYxJZLFqb9xGdCxG6oTSaxU0swhwD/B6oAl43MzWufvWvN2uAnrd/WwzWwvcCbwLSAM3A88PHwC4+yBwft45ngC+m1feQ+5+3Tx9JBGZo4G+dtLt7dRVn1RS3dfVMigiR6W3Yz8VIxMkq0vn7lYRnQl0Aveb2VNm9hUzq5q+k5ldY2brzWx9Z2dn4aMUWeAymVE69m7ENSNpAAAgAElEQVQnGakmVvWsr2ApuAhocPc94U2jB4FLp+1zKfBA+Pxh4LVmZu4+7O4/J6gUzsjMzgFOAH52/EMXkWPRun8zsbFYyXVfV2VQRI5Ke+MOouNxkuoiCkEviwuAL7n7i4Bh4Fndv9z9Xne/0N0vXLFiRaFjFFnwOpp2EEtXkKwtrYutPKcAjXmvm8JtM+7j7uNAP7BsjuWvJWgJ9Lxtv29mG8MxzafOdJBuVInMr5HhPvoP7CWZXFJy3ddVGRSRIzYy3MdQewupyiVYVL3NCS7omtz9sfD1wwSVQxEpkImJcdp2bybulSU1HqfA1gLfznv9H8AZ7v4C4Ac80+J4EN2oEplfrfs2EyvRpW5UGRSRI9bVsotYJloSi6WWAndvAxrN7DnhptcCWw9xiIgcZ11tu7HhLKkSWbtrFs1AfuvcqnDbjPuYWRSoA7oPV7CZvRCIuvsTk9vcvdvdx8KXXwFefPShi8jRGBsboXv/LpKxupLsvq7KoIgckVxugvZ920lEaohXVxc7nFLyp8A3zWwjwWQOnypyPCKLhrvTsmcz0fFEqbcKPg6sNrMzzSxO0JK3bto+64ArwueXAT+a1u1zNpdzcKsgZnZS3su3oVmORQqu/cBWoukKkrWlmZvUv0tEjkhPx34iI+MkqjRWMJ+7Pw1cWOw4RBaj3q5GJnr6qK4+pWTW7pqJu4+b2XXAo0AEuM/dt5jZbcB6d18HfBX4hpk1AD0EFUYAzGwfUAvEzex3gTfkzUT6TuBN0055vZm9DRgPy7py3j6ciDzL+HiG9r1bqaqoKdneVKoMisgR6WjaQSQb08QxIlIymvdsDGbpO3FJsUM5LHd/BHhk2rZb8p6ngXfMcuwZhyj3rBm23QjceLSxisix6WjaQWQ4R6KuvmS7r6ubqIjM2ejIAEOtzSST9SW1Ro6ILF79fW2k29tJVS9XXhKRkpHLTdCyZxNxryJVwjfQVRkUkTnrbN5BJBMhUcJJTUQWl5Y9m4iloyU5S5+ILF5drbux/nSwHnNF6Va5SjcyESkpudwEHft2EKeKeAnOhiUii8/QYDeDLY0kU0tLbu0uEVm83J3mPZuI5VIlf6NKlUERmZPezkZsOFPq07aLyCLSum9zMFawxC+2RGRx6e08QK53gFT10pJfj1mVQRGZk/bGbVRo4hgRKRGjIwP0Nu4hEa0pybW7RGTxat6zkUiZ3KhSZVBEDmtkuI/BliZSqSWaoEFESkL7ga3E0hEq60t/BlERWTz6e1sZbW+nsnpZWVwzqTIoIofV2bSTyFiEVGkv5iwii0QmM0rH3u0kIzXEq6uLHY6IyJTm3RtIZBJl0SoIqgyKyGFMTIzTvm8byVidumKJSElob9xGdKyCRE2dxjCLSMkY7O9kuKWZRLKeSCJR7HDmRJVBETmk7tbdREedVE153OESkYVtfDxD254txCeSJNVbQURKSMu+jcTGYlQuXVrsUOZMlUEROaTW/VuJjMc1cYyIlISO5p1EhiZI1S9Tq6CIlIzhwR76G/eRTC4hmkoVO5w5U2VQRGY10NdOpruHyuqlWCRS7HBEZJHL5SZo2b2RWC6lG1QiUlJa9m0iNhYvm7GCk1QZFJFZdRzYTnQsSqKmptihiIjQ1bob60+TqlmiG1QiUjJGRvrp3d9AMlFfdvMrqDIoIjPKZEbpadpTdt0dRGRhcneadm8kNpEitUTLSYhI6Wjdu4loJkaqpvx6LKgyKCIz6mzaGczWV61WQREpvu72veR6BqisXaZWQREpGen0EF37d5KK1RMvw55UqgyKyLO4O20HthPLJTUuR0SKzt1p3PUUsWz5rN0lIotD277NxNIRkmXYKgiqDIrIDHo7D+D9w6Rqlmi2PhEpup7O/eR6B6isWYZFo8UOR0QECIbUdOzdTipSS6JMb57PqTJoZpeY2Q4zazCzG2Z4P2FmD4XvP2ZmZ+S9d2O4fYeZXXy4Ms3sm+H2zWZ2n5nFwu1mZneF+280swuO5YOLyOzaD2wjmolpDS8RKbpgrOAGomNxjRUUkZLStn8zkVEjUVu+PRYOWxk0swhwD/BGYA1wuZmtmbbbVUCvu58NfB64Mzx2DbAWOBe4BPiimUUOU+Y3gecC5wEp4Opw+xuB1eHjGuBLR/OBReTQRof7GWhtIplaQkUsVuxwRGSR6+1qJNvZTap6qXKSiJSMbHaMtt1bSFbUlPWQmrm0DF4ENLj7HnfPAA8Cl07b51LggfD5w8BrzczC7Q+6+5i77wUawvJmLdPdH/EQ8GtgVd45vh6+9Sug3sxOOsrPLSKz6GjcTiRdoXE5IlISmvdsIJZJULl0abFDERGZ0n5gK5FRSNXWl/WQmrlUBk8BGvNeN4XbZtzH3ceBfmDZIY49bJlh99D3AN8/gjgws2vMbL2Zre/s7JzDxxORSePjGdr3baMyvoRYZWWxwxGRRa63u4mx9g5SlQunp8LRDr0xs2Vm9mMzGzKzu6cd85OwzKfDxwmHKktEjs34eIaWho0kvKrsh9SU8gQyXwR+6u4/O5KD3P1ed7/Q3S9csWLFPIUmsjB1Nu8kkoZETXknNhFZGJr3bCSeSSyYsYLHMvQGSAM3Ax+epfg/dPfzw0fHYcoSkWPQtn8LkeEcqfplZd0qCHOrDDYDp+a9XhVum3EfM4sCdUD3IY49ZJlm9nFgBfChI4xDRI6Su9OydwuxCS0nISLF19/XxmhrK8nKpUQSiWKHc7wc9dAbdx92958TVArnarZhPCJylLLZMVp3byJhNaTKvFUQ5lYZfBxYbWZnmlmcYEKYddP2WQdcET6/DPhROOZvHbA27KZwJsHkL78+VJlmdjVwMXC5u+emneOPwllFXwb0u3vrUXxmEZlBT8d+GBilsmYpVlHKnQZKk5ntM7NNYRet9cWOR6TcNTc8TXwsvtDGLx/L0JvDuT/MPzfnVfjmVJaG2IjMXfuBrUSGnVTtwlh+67CL9bj7uJldBzwKRID73H2Lmd0GrHf3dcBXgW+YWQPQQ1C5I9zvO8BWYBy41t0nAGYqMzzll4H9wC/DXPZdd78NeAR4E8EkNCPAe4/HL0BEAm37txLNREmuLP+7XEX0anfvKnYQIuVuoL+D4ZYmalMnEkkmix1OOfhDd282sxrgXwjmXPj6XA9293uBewEuvPBCn58QRcrfZKtgyisXzI2qOa3c6u6PEFTG8rfdkvc8DbxjlmPvAO6YS5nh9hljClsar51LvCJyZIYGuhhub6UudeKCmaRBRMpX8+6niaVjpE5ZGGMF8xzJ0JumaUNvZuXuzeHPQTP7FkF31K8fTVkiMrv2A1uJjrAgxgpOUl8wEaH9wDZimdiC6PteRA78t5k9YWbXFDsYkXI12NfBYNMBksklRFOpYodzvB3L0JsZmVnUzJaHz2PAW4DNR1OWiMxuslUwlkstqOulObUMisjClRkboftAAzXxZUS1nMSxeGXYTesE4Admtt3df5q/Q1hJvAbgtNNOK0aMIiWveffTxNMxKk+ZyzC58nIsQ28gGJsM1AJxM/td4A0EQ2seDSuCEeB/gH8MD5m1LBE5Mm37NxMZgVTd0gXTKgiqDIoseh2N24mMVZCoryl2KGUtr5tWh5n9K0E3rZ9O20fjckQOYbCvg4GWRmorVy7EVkHgmIfenDFLsS+eZf9ZyxKRuctmx2jbvZlUbuGMFZykbqIii1guN0Hbvq0kciktJ3EMzKwqnLgBM6siuFu/+dBHich0TQ1PkkjHqFwg6wqKyMLQtn8zkVFbcK2CoJZBkUWtu3UPNpghWbtywSW3AlsJ/Gs4A3IU+Ja7f7+4IYmUl4HeNoZaW6hNnbBgWwVFpPxkM2lad2+ikpoF1yoIqgyKLFruTvPejUQnkgsyuRWSu+8BXljsOETKWdPup4iNxUidpFZBESkdbQe2EB2toHKBrCs4nbqJiixS/d3NZLt7SVUtwSKRYocjIotYf28rI62tJBP1ahUUkZKRzaRpbdhEgiqSC2gG0XyqDIosUi37NhHNxElpbI6IFFnTrqeIZhJULVt4M4iKSPlq3b8pmEF0gbYKgiqDIovS0EAXQy3NpFJLicTjxQ5HRBaxvu5mRtrbSKWWEEkmix2OiAgQLL3V1rCFZEXtgm0VBFUGRRaltn1biGZiVGqsoIgUWVPDU8QzCc0gKiIlpWXvRqIjUFm/8GYQzafKoMgikx4dpLuxgWS8XovMi0hR9XU1kW5rD1oFE4lihyMiAgTXSu17tpKI1pFY4EtvqTIossi0799KbCxKqnbhdnkQkfLQ2PAUsWyC1NKlxQ5FRGRK854NxEYjVNUv/NykyqDIIpLNpGnft41ERc2Cv9MlIqWtp/MA6fZ2UlXLNHZZRErGyHAf3ft2kowvIV5TU+xw5p0qgyKLSEfjdiKjkKzVWEERKR53p3HnE8QzKSrVKigiJaSp4Uni6RhV9YtjHLMqgyKLxMTEOK17NxPPVZJawLNiiUjp627fS7a7j8qaZVTEYsUOR0QECGZb723cSyJeT6yqqtjhFIQqgyKLRFfLLmwou6DXyhGR0pfzHAd2PkE8m9I6pyJSUhp3PUFiNEZVgXssuDuXffRWvvSvjxT0vADRgp9RRArO3WnZu5nYeJKUlpMQkSLqbN4JvUNU1pyiVkERKRn9va0MNTdRm1pJNJUq6Lnv/ff/Zv3P/5uqE88q6HlBLYMii0JP+z4megdJ1S7DIpFihyMii9TExDiNu54iPlGlVkERKSlNu54klklQuWxZQc/bOzDInX/3t6ROPIu7r/2Dgp4bVBkUWRSa92wgmolrrKCIFFV74zYqBjIka5boxpSIlIzezgMMt7ZRWbWs4Guevv8zdzE20MNHrv8wdanCz6ysyqDIAtfb1chYZxeV1ZqoQUSKZ3w8Q8uuDcTGU0Xtrj44PFy0c4tI6XF3DuxYTyKTLPjsxj96YhM/f/RfWf3Kt/Le335BQc89SZVBkQWuZc9GYtmkumSJSFG17ttExXCOyiXLi9Yq+M0f/IyXv+e9fO8X64tyfhEpPZ0tu8h291NZt6KgN82z2Sx/dtsdRKqX8I9/9WdYkSb3U2VQZAHr72lhpK2NysqlWtRZRIomkxmlrWETCaqK1l19cHiEj9/5aSpStbxozXOLEoOIlJaJifFgduOJSioL3GPh5q98m56mXVz+x9ezemXxekuoMiiygDXv2UA0m1CroIgUVcvejUSGIVW3tGhL27z/zrsZ7W3nuj+5nhOXVBclBgAzu8TMdphZg5ndMMP7CTN7KHz/MTM7I9y+zMx+bGZDZnZ33v6VZvZfZrbdzLaY2Wfy3rvSzDrN7OnwcXUhPqNIuWg/sJWK/jEqa5Zi0cItsrC7uZVvfv1elp3zEm5/95sLdt6ZqDIoskAN9nUw1NpCKlFf8MHQIiKTRkcGaN+9lUSklmSRWgV/+MQmfvLIP3P2b76Z9/3WeUWJAcDMIsA9wBuBNcDlZrZm2m5XAb3ufjbweeDOcHsauBn48AxFf9bdnwu8CHiFmb0x772H3P388PGV4/hxRMpaNpOmZdcG4rnCzm7s7rz35k/huRyfu+kGYpHiVsdUGRRZoFr2bCA+FqNSrYIiUkRNDU8SH41QtXR5Uc6fyWa5/tZPEq2q5ysf+8uijcsJXQQ0uPsed88ADwKXTtvnUuCB8PnDwGvNzNx92N1/TlApnOLuI+7+4/B5BngSWDWfH0JkIWjZu5GKESdVvwyrKFyV6Ivf/R67N/wfv/329/K6559RsPPORpVBkQVoeKCb/pYDJJNLC75wqojIpMG+Dnr37yYZqydeXZyumf/vngfoa97Ne675C1avLPryOqcAjXmvm8JtM+7j7uNAPzCnhc/MrB54K/DDvM2/b2YbzexhMzt1luOuMbP1Zra+s7Nzbp9EpIylRwdp372FhNUUdBxze3cvf/N3f0vVyav58p9dUbDzHooqgyILUMvejcTGYkWdvl1E5MDO9STGElQVeBHnSU/u3MPD3/4qK899Bbde/sbDH1DGzCwKfBu4y933hJv/AzjD3V8A/IBnWhwP4u73uvuF7n7hihUrChOwSBE17XqS6GiEqvrCjmN+721/Q3Z0kNtuuInaIqwpOBNVBkUWmJHhPnob95BMLCFWWVnscERkkerp2M9oWxupqmVF6aGQy+W4+mO3YtE4//CJG4lUFLV76KRmIL91blW4bcZ9wgpeHdA9h7LvBXa5+xcmN7h7t7uPhS+/Arz4KOMWWTCGBrroPtBAKrGEeE1Nwc777f/5ORt+/ijnv/5drH1F8cYuT6fKoMgC07p3E9GxGJX1GisoIsWR8xwHdqwnnk0VfBHnSTfd+03ad2/m9674U15y1klFiWEGjwOrzexMM4sDa4F10/ZZB0z2H7sM+JG7+6EKNbPbCSqNfz5te/4Hfxuw7RhiF1kQDux4nMRojKolhctNg8Mj3PyZT5FYtor7bvhgwc47F4WbQ1VE5t3ocD9de3dQE1uhVkERKZrO5p3k+oaoqjmpoIs4T9qyt5F/+tqXWHbOS/jsVb9X8PPPxt3Hzew64FEgAtzn7lvM7DZgvbuvA74KfMPMGoAeggojAGa2D6gF4mb2u8AbgAHgJmA78GQ4Qc7d4cyh15vZ24DxsKwrC/JBRUpUT8d+hlpaqK86qaA9Fq759F2M9rZz4x33sLK2tOZyUGVQZAGZHCtYeYJaBYshnDZ+PdDs7m8pdjwixTA+nqFxxxMkMkkqTyx8LnJ3rrzpVtwq+NKtHyv6tO3TufsjwCPTtt2S9zwNvGOWY8+YpdgZ+8C6+43AjUcVqMgCk8tNsH/74ySzKSpPLNw45v9+fAM//f6/cPYr3sq1F7+0YOedq9LKkCJy1EaH++nev4tkvHiz9gl/hrphySLXtn8LFQNZKuuWYZFIwc9/29f+mZYdT/GWP/ggrzhHKyyISKC9cRveO0Rl7fKC9VgYy2T4s0/cRrR6Cffd/BfFXtpmRqoMiiwQzbufJpqOlsRYwT/+5Oe4/u77yeVyxQ6lYMxsFfBmgkkaRBalsfQwrbs2BNO1F2GN012NLXzl3ruoP+t87vrA2sMfICKLQjaTpnnn08QnCrvA/J9/4SsMtO3jvR/4ML+xouhL28xIlUGRBWBkqJeeAw0kY3VFbxX85eadPPrv32ZXRx8VBVzEtQR8Afh/wOKpAYtM07T7KSIjRmX9soJO1w5B99ArPnY77jnu+sTHiEcXVf4RkUNo2bOBiuEcqbqlBeux8NjWXfzHww9w8gt/h1ve+fqCnPNozClTmtklZrbDzBrM7IYZ3k+Y2UPh+4+Z2Rl5790Ybt9hZhcfrkwzuy7c5ma2PG/7q8ys38yeDh9T/etFFrvm3U8HYwWL3Cro7lz3yU9Tkaji89f+cVFjKSQzewvQ4e5PHGY/LewsC9bQQBc9e3eSjNaTqK0t+Pn/5tv/zv7Nj/G6y97Ha889s+DnF5HSNDLcR8febSQjdQVbfzmbzXL1X91CRbySez9+AxUl2D100mErg+GECPcAbwTWAJeb2Zppu10F9Lr72cDngTvDY9cQzIJ1LnAJ8EUzixymzF8ArwP2zxDOz9z9/PBx25F9VJGFaXigm77GvSQTS4reKnjnN/+NtoaNvOXyP+G5K0uzO8Q8eQXwtnCmvweB15jZP03fSQs7y0K2f/uviadjVC8t/ALz+9o6uPuLn6f2tDV86fo/Kvj5RaR0Ne5cT2w0SmXdkoL1WPiLu75KT+NO/uB9H+JFp59QkHMerbm0DF4ENLj7HnfPEFzoXDptn0uBB8LnDwOvtWCE5KXAg+4+5u57gYawvFnLdPen3H3fMX4ukUWjeU9ptAq2dffypX+4i5rT1vC5P3lnUWMpNHe/0d1XhTP9rSVYF+zdRQ5LpGC62/cx0tpKqmo50QIva+PuvOfG25jIjPG3t9xCKl74SWtEpDT1dTUx0HSgoJPr/d+mHfzbg/dz8gt/mzveU/oTi8+lMngK0Jj3uincNuM+7j4O9APLDnHsXMqcycvNbIOZfc/Mzp1pB3XDksVkaKCLvqZ9JOP1RV9X8OrbP8f46BC3f/RGUjFdjIksFhMT4+zf/msS41VFWWD+09/4Lns2/pLXXPY+3vSi1QU/v4iUJncPeiyMJahaVpgeC5lslmtuuoWKZDX333oTkYrS7R46qZxGVz8JnO7uLwT+Hvi3mXZSNyxZTFoaniaWjpEqwgVYvn//xXqe+ukjvOC1l3HZy6b3Il9c3P0nWmNQFpO2/VuwvlEqa5YWfIH5bfub+dKXPk/dmedx719cWdBzi0hp62jaTrarl8raFUQSiYKc8/rP3UtvcwNXvP/DPP/U5Yc/oATMpTLYDJya93pVuG3GfcwsCtQB3Yc4di5lHsTdB9x9KHz+CBDLn2BGZLEZ6u+kr+UAqeRSYqlU0eIYy2T46B2fIla7gn+84dqixSEihTeWHqa1YQPxXGGnawfI5XK854ZbcOCLt92qHgkiMiWbSdO4/QkSuRoqC5Sb/vfpbfzHww+w6kWv5tY/uKQg5zwe5lIZfBxYbWZnmlmcYDzMumn7rAOuCJ9fRjBexsPta8PZRs8EVgO/nmOZBzGzE8NxiJjZRWHs3XP5kCILUeOuJ4iPRguW5GbzkXseYLB9P1e9/y9ZtUSL3YssJk27nyIyTEGna59045e/QevOp7n03dfyqjWnF/TcIlLamnc/RcVwjsr65QXJTWOZDB/42C1EUrXcd+uNJT176HSHrQyGYwCvAx4FtgHfcfctZnabmb0t3O2rwDIzawA+BNwQHrsF+A6wFfg+cK27T8xWJoCZXW9mTQSthRvNbHIB58uAzWa2AbgLWBtWOEUWnf6eFoZamkmmlhItYqvg1n1NfPfB+1l57m9y0ztfV7Q4RKTwJpeSSETqSBZouvZJj2/fzTcf+DIrnnsRX3j/uwp6bhEpbcMD3XTs3U7CakjVFWZm82s/+2X6W/dw1Qc/wrmnFH5G5WMRnctOYbfMR6ZtuyXveRp4xyzH3gHcMZcyw+13EVT2pm+/G7h7LvGKLGTuTuPO9cSzSapOKV5PaXfn6k98Csy4+2MfLau7YCJybKYmZhiNUn1yYfNQNpvlqhtvwWIJvnL7x4lFymn6AxGZT+7Ovu2/CnLTyhUFWUriR09u4nvf/Qanvfh13PyuN8z7+Y43ZVCRMtPTvo90RxepyqVE4vGixfHFf/tv9m96jNf83nv5zXNWFS0OESm87va9jLa1kapeUfDeCdd/4St0H9jOu9/3l1x45okFPbeIlLbutj2MtrUH8ykUYJb1kXSaD37s40Sr6vnabeV5Y1yVQZEy4rkcjTufIJ5NFWUK90kdvf189gt/Q+WJZ3GPFngWWVTGxzPs2/YYiWxlwfPQj5/cwrrv3M+q81/FHX+kSXtF5BkT41n2bf818YlqqpYXpsfCH9/+BQbb9/P+62/kOScWd2b3o6XKoEgZ6WzeyUTvIKmaZQWfwj3fe2/9LJnhfm698WZqksVrnRSRwmvZu4FIf5bKuuUFzUMj6TQf+NjNRCvreOD2vyrLO/AiMn9a9m6goj9DZfWSguSmB3/4C372vX/mOb/1Nm74vVfP+/nmiyqDImViYjzLgV1PEpuoLOoMot/+n1/w9M8e4UVveBd/8MoXFC0OESm8kaFe2hu2EKe64EtJXPnJzzPYvp8PXH8jzz2pvCZoEJH5NTrcT+uuTcSpKUiPhfaePv7q9ttILD+Vb976EayMb07NaQIZESm+9gNbqRjMUlmzouBTuE8aGB7h5js/RWLZKdx3wweLEoOIFM/+7Y8RG40GXbAKePHzwKP/yy++/zDP/Z3f5aNlfAdeRObHgR2/Jp6OUV2A3OTuXP5Xn2RsqJc7P3cnJ9XN/9jE+aSWQZEykM2kaWnYQGw8VfC78fne9+m7GO1p48MfupETass7+YnIkelu28twSwupeD3x6sKtKdrY3sXHP/VJUieczoOf+HBZ34EXkeOvp2Mfg00HSBYoN332wXXsePwnvOJtV/Lu3zp/3s8339QyKFIGWvdupGIEKpcsxyqKcw/nkV89xc+/9zDnvPKtfODilxUlBhEpjomJcfZv/zWJiWqqVq4o2HndnbUf/TjZ0SE+99d3saK2eOuqikjpmRjPsm/rY8SzVVSvmv/ctG1fM3//95+l9rQ13P//rpn38xWCWgZFStzY6BBtu7cQL+DiqdOlMxk+dNsnidYs4/6b/0J35kUWmZa9G/C+UVIFmphh0k33fpN9m37Fxe/6E37vpWsKdt75ZGaXmNkOM2swsxtmeD9hZg+F7z9mZmeE25eZ2Y/NbMjM7p52zIvNbFN4zF0WJmkzW2pmPzCzXeHP4nUtEZkHzXuehr40lbXzP7He+Pg4f/jRj5Fz50t33E5VYmG0qakyKFLiGnc9QXS0gqr6pQUdo5PvT//23mDq5Gs/whnLi1MhFZHiGB3up3XnRpLUFnQpif/bspOv33cPy5/zEv7hz68o2Hnnk5lFgHuANwJrgMvNbHot9yqg193PBj4P3BluTwM3Ax+eoegvAe8DVoePS8LtNwA/dPfVwA/D1yILwvBAN20Nm0lU1BUkN33o7vtpb9jI71/557xqzenzfr5CUWVQpIT9f/buOzyqKn/8+PuQOpnJJKQXCB0UQRCxLVYUxIpddO0FpUhVBFSkqCAIWLAsdty1u7uiX1xXRdcGUkNLSO+918nU8/tjJm5+WRBI5s5MkvN6Hh4nd+6ccwafXO4593M+n4baMqryM9EF9iYoNNQrY/hxfypb/v4efceMZ+ENF3tlDIqieE9u6jYCTH7oIzyXNKbJ1MK9jy6mV1AIm1YuI8Cv29yunAlkSimzpZQW4ENgcrtzJgPvul5/ClwshBBSyiYp5c84J4W/E0LEA0Yp5XYppQQ2Adccoa132xxXlC5NSklu6jYCWwIxeODa9PkhO9gAACAASURBVENyCp/97Q3iR57L2vuu07QvT+s2V1dF6W6klOSn7STYHIw+wjtp1FssFh58bAl+OgNvPfmoCg9VlB6msiSLxqJCQoIjPZo05q4V66kvyWHa7MWM6hfrsX49IBEoaPNzoevYEc+RUtqAOuCP/hFIdLVzpDZjpZQlrtelwBH/MoUQU4UQu4QQuyoqKo7neyiKV1UUpWMqryREF0FAiLYJ7eqbmpm6cBH+IUbee2YJ/t1ncQpQk0FF8VnVpTmYyirQhUTgr/NO0oRpq1+lrjib+2c8yvA+UV4Zg6Io3mG1mslN/Y0ge6izlISHvPv1f/j16085+YJrWHjdeI/12925nhrKo7y3UUo5Vko5NjracwmCFKUjrJYW8lN3Emw3eCQ89JbHnqGpooh5C5ZyckL3q3GqJoOK4oMcDjt5aTsJtOo8ukenrX/t2Me///lX+p85kcdvmuCVMSiK4j2FmbvpVW9DHxblsaQxuaXlPPn0cnQx/fhgWbcsI1EE9G3zcx/XsSOeI4TwB8KAqmO02ecobZa5wkhbw0nLOzxyRfER+ek78Wt0oDNGaH5teu7DzST/9BVjL/8zs68Yp2lf3qImg4rig0pzD0KtiZBQ7S90R9LUbGLWk08SEBrJe8sWdscbMkVR/kB9TSmVWYcJ7hWGLjzcI33abDZumLsIm9nE2uXPEB3aLctI7ASGCCEGCCECgSnA5nbnbAZaM+bcAGx1PdU7IlcYaL0Q4mxXFtE7gM+P0NadbY4rSpdUX11CVW4GQb2Mml+bkjNzeeGF1Rj7Deevj83QtC9v6h45URWlG7GYmynOSCaYUHReeip47zMv0lRewPwl6xkYo7KHKkpP4nDYyTn0K4GWYAyxnksaM23Na5SkJ3P9/Y8y+YyTPNKnp0kpbUKImcDXgB/wlpTykBBiObBLSrkZeBN4TwiRCVTjnDACIITIBYxAoBDiGmCilDIFmA68A+iAr1x/AFYBHwsh7gXygJu0/5aKog2Hw072wV8IMgcTmqDtXuIWi4Xb5i+EXn68ufIZQoMDNe3Pm9RkUFF8TFHWXno1SkIiIrxSYP7vP+3kp68+Ydi5VzH36vM83r+iKN5VmncIe1U9ofp4j+1X/nDrNrZ8+g79xk5g/dQbPNKnt0gptwBb2h1b0uZ1C3DjUT7b/yjHdwEjjnC8ClBpoJVuoShrL47qRoyhCfgFBWna193L11NTmMH9Dz/Nn4b1PfYHujAVJqooPqSxroKK7MMEBYQT7IUC83WNTSxYvozA3rG89+R8FR6qKD1Mi6mBorQ9BHmwpmBeaQULlz1BcFQfPln5GH5eWARTFMW3tdYUDMSoedTU21/9wI9ffcyw8ybz5JRLNe3LF6gng4riI6SU5B3+jUBzEKFx3snmdsfSNZiqS1mycgOJEd6pa6goivfkpm7Dv6kXIZERCD8/zfuz2WzcMH8xtpYm1q95UV13FEX5H1JKclJ+IcAUQGhMjKZRU1lFZSx9ZhkhsQP4aMUjPWJRXC2/KYqPqCzOxFRWQUhIpFdKSWz84jt2ff8Foy65kQcmnu3x/hVF8a7KkiwaCvLRBUUQZDR6pM8ZazdSfHgP19w5m2vPHO6RPhVF6VpK8w5hLqtCb4jWtKagzWbj5ocXY7eaeeGpbpvE6n+oyaCi+ACbzULe4R0E2kK8Ukoiu7icp1c/hT5+EH9bMtvj/SuK4l0Wi4ncg9sIsodi8FCduU/+8xtffvI2SWPG88KDKq+Joij/q6W5nqK03QTaDYT07q1pXw+ufpWS9GSuu2sOl48ZqmlfvkRNBhXFBxRnJdOrwbP1vFo5HA6mLHgcu8XM+uVP0Vsf7NH+uwMhRLAQYocQYp8Q4pAQYpm3x6QoJyLv8G/0arCjD4/2yDUov6ySBU8+TlBEPB+vekLtE1QU5YhyU37Fv8kPQ0S0pqHr7379H7767F36n9H9k1i1p66+iuJlzY01lGYdIlBoXzPnSB55ZRNFqbu58rbpXNGDVsLczAyMl1KOAkYDk4QQKtZW6RKqy3Opy8smJCDCI9cgm83G9XMXYm1uYM3yZ+gb6ZmQVEVRupaKonQai0vQBfXWNHQ9Na+YJSueRBfbn8+eXdLjFqd61rdVFB+Ul7qdQJM/hgjP1fNq9UNyCh9tepXY4Wfz0vRbPdp3dyKdGl0/Brj+HLVItKL4CpvNQu6h7QRZ9eg9FB5699MvUpy2l+vumcv1Z/9PNQRFURQs5mbyUnYQZNOjj4rSrB+T2cxNcx7B4bDzyqpniQvTbk+ir1KTQUXxoqqSbBqKiwkO6k2gXu/RvhubTTyw+DH8dKH8ddVSAvzU5aAzhBB+QohkoBz4Rkr5m7fHpCjHkp+2g171VnShEfgFal9U+eV//putm//GkD9dwQsPqH2CiqIcWc6hX/BrcKDvrW3o+p+XrKY6/zB3z1jExFMHadaPL1N3f4riJTabhdyU7QQ7PJewoa07lj1HY1k+s+c9wfBE75Sy6E6klHYp5WigD3CmEOJ/HnkIIaYKIXYJIXZVVFR4fpCK0kZtZSGVOekECs/UFNyZls2qZ5djSBzKP1Yt7hEp2xVFOXEVRRk0FBagC4zQtOby2g+/4Ldv/8nIi29k2a2XadaPr1OTQUXxkqKMPfSqt6I3Rno8aczGL75zXgDHX8+8yRd4tO/uTkpZC3wPTDrCexullGOllGOjvbAAoCit7DYr2Qd/QWfVExodo3mIem1DE7fNnY/wD+Cd51arRFWKohyR2dRI3qHtmmc23nYog+efX0VYv1P4ePm8Hr04pSaDiuIFjXUVlGWnEOgX5vGkMSm5RTy1ajn6hMG8/+Rcj/bdXQkhooUQ4a7XOmACcNi7o1KUoyvM3AO1LegMEfgFBWnal5SSax9eQmN5IY88upxzhvbVtD9FUbqu3JRfCWgCfbh22dVrG5q46+EFiMBgNj33LMZg7UPkfZm/twegKD2NlJLclG0EtQRhiIv2aNKYFouFKfMWIKWD11atIsLQMwqqekA88K4Qwg/nItvHUsovvTwmRTmiuqoiSjMPYhARHgkPnf/yO6Tv+oELr5/KQ1eep3l/iqJ0TeWFaTQUFWEIjNEsPFRKyfULnqSxopBFy59n7MB4TfrpStRkUFE8rCz/EC3lVRj18QToPDsZu2vF81TlHeaeOcsYf8oAj/bdnUkp9wOneXscinIsNpuFrAM/o7PoCY2L1Xwx6pP//MZH77xC/IhxvPPo/Zr2pShK12U2NZKfsgOdPRRDrHbZQ+e+9DaHd3zP+dfdz8zLx2nWT1eiwkQVxYMsLU0UHt5NsN2APjLSo31v/PI7ftryESeddzXLb7vCo30riuIb8tN20KvWTEhoJP7B2u7byygs5ZEnFhMckcDf161QGYsVRTkiKSU5h37Gv0GiC9cuj8Kmf//EJ5teJeHU89i0cKomfXRF6smgonhQ3uHt+DX3IqR3FMLPz2P9puQV89TK5ejjB/HJUwt69EZpRempqstzqcrNQN9L+/DQxmYT186ci81qZsP6V0iK1C4joKIoXVt5QSqNJaWEBkdrFh6anJnH48seJyQmiX+ue0otTrWh/iYUxUOqy3Kpzc9FF9Bb01TJ7ZmtVqbMXYDDYVf7BBWlh7JaWsg++KszPFTj7KFSSibPX0JNQQbT5j3JlacP06wvRVG6NlNjLfkpOwiyhGCIidGkj5r6RqbMmosUgjfXriOxt0GTfroqNRlUFA+wWc1kH/xF81TJR3LX8uepykvlrumPMn7EQI/2rSiKb8hN3YZ/nQ2dMVLz7KEz1m3k8I6tnH/dvTx24wRN+1IUpetyOOxkHfiRAFMAodFxmkRMORwOJs99jIbyAh5ZuILzT+7n9j66uuOaDAohJgkh0oQQmUKIhUd4P0gI8ZHr/d+EEP3bvLfIdTxNCHHpsdoUQsx0HZNCiKg2x4UQ4kXXe/uFEGM6+qUVxdPy03bg12D3eE3BFz/7Fz9u+ZCTzruaFbdd6bF+FUXxHZUlWdTlZRPk3xtd796a9vXa5u/4/P3XSRpzEZsWPqBpX4qidG1FWXuxVNQQoosk0KDN07oH17xGVvLPTLj5QWapbMZHdMzJoCtV+svAZcBw4BYhxPB2p90L1EgpBwPrgWddnx0OTAFOwVmA+RUhhN8x2vwFuATIa9fHZcAQ15+pwKsn9lUVxTtqKwqozMskqFeY5jdibW07lMGa557C2PckPn1modonqCg9kLmlidyD2wh2hBGqUQhWq58OpPH0yicxJA5m89rlak+OoihHVV9dQmnmQQIJQx+lTfbQ1zZ/x/99/Cb9x17CG/Pu1qSP7uB4rtRnAplSymwppQX4EJjc7pzJwLuu158CFwvnnedk4EMppVlKmQNkuto7aptSyr1SytwjjGMysEk6bQfChRCqOIji0+w2K9mHfiXYrMMQ5bnw0Iq6Bu6Y9zAiIIj31q6hd4i2YWGKovgeKSVZB37Er8FBSJi2UQmFFdXcNXcevQJ1/O35dUQbQzTrq6tzd7SVEGKYECK5zZ96IcQc13tLhRBFbd673FPfU1GOxmY1k7n/R4LNOoyR0Yhe7l842paS6VqcGsLna57EXy1OHdXxZBNNBAra/FwInHW0c6SUNiFEHRDpOr693WcTXa+P1ebxjCMRKDn2V1AU7yjM2A21LeiNiZqncW9lt9u5du5imquKWfL0S4wdlOCRfhVF8S0luQdoLinDGKxdAWdwJqm6eubDmOurWLn6FcYOVNeco2kTGTUB533MTiHEZillSpvTfo+2EkJMwRltdXO7aKsE4FshxFApZRowuk37RcA/2rS3Xkr5nNbfTVGOV27qNnrVWQgxxOOvQb3lwopqbp89BxEQxKZ1a4lSi1N/qNtNk4UQU4UQu4QQuyoqKrw9HKUHq68uoSwrxePhoTPWvU7Ovl+59JbpPHDp2R7rV1EU39FYV0HR4T0EO0LRa5i0SkrJTYtXUpa5j1seeJTbL1Tb+Y9Bi2irti4GsqSU7bfaKIpPqCzOpDYvm6Be4eg0KHHT3GLmqhnzaKmrZNnSZzlrcOKxP+QjpJRe6fd4JoNFQN82P/dxHTviOUIIfyAMqPqDzx5Pmx0ZB1LKjVLKsVLKsdEeztqoKK3sNitZ+38kyKIjNErbNO5tvfv1T3zx4RskjRnPxjl3eqRPRVF8i91mJXPfDwSZgwmNitW0pun8l99l19bPGTPxZlbfc41m/XQjR4tyOuI5Ukob0Dba6lifnQJ80O7YTFfivbeEEEdcmVQL6YonmJsbyD24jUCbQZM9zFJKrluwjPKsA9w2fRF3jx/r9j60YnfYyM/dRWNducf7Pp7J4E5giBBigBAiEOeFZnO7czYDrXeeNwBbpXN6uxmY4op/H4Az+cuO42yzvc3AHa6somcDdVJKFSKq+KSC9J3I2hb0oVEeCw/dn53PEyueICS2P/9Ys1TFxytKD5WX9huypoWQkAgCQrQLj3r5n//mo7c3kDDyXD5dPl8lqfIy1/3U1cAnbQ6/CgzCGUZaAqw90mfVQrqiNYfDTub+H/Bv6kVo7xhN9jDPWLeRA798zTlX3cmqu9o/cPddNpuFnPTtiIYW4vp7vi7rMe8WXatSM4GvgVTgYynlISHEciHE1a7T3gQihRCZwDxgoeuzh4CPgRTgX8AMKaX9aG0CCCFmCSEKcT752y+EeMPVxxYgG2dYxOvA9E5/e0XRQG1FAeXZhwnuFU6IBiEQR1Jd38hND81FSgcb16whLlzvkX4VRfEtlSVZVOdkECSMhERGatbPVzv2s3LlUkL7DOX/XlxJUIB2Tx+7GS2irVpdBuyRUpa1HpBSlrnuuxw4753ah5UqikcUZu7BXF6NPiSKIKPR7e2/8NlXfP7+RpLGjOeDJ2a6vX2tWK1mctK30avRwojx19J7yBCPj+F4EsggpdyCczLW9tiSNq9bgBuP8tmngaePp03X8ReBF49wXAIzjme8iuItrcXlg616DHGeCQ+12WxcOWshDWX5PLp0LRedMkDzPhVF8T0tzfXkHviVIKuB0PhYza4/B3IKmPbIPAIM4Xy6YT0xKjnDifg9MgrnRG4KcGu7c1qjrbbRJtpKCLEZeF8IsQ5nApnWaKtWt9AuRFQIEd8miupa4KCbv4+iHFNNeR5lGQcJkeGaLFJ9tWM/a1avwJg0nC/XdZ2yNhaLiZz0bQRZ/DjlkusIGzjQK+M4rsmgoijHJzd1G6LWjN7YB/8gz5RzuGPF8+Qd2MYVd8xm1pXne6RPRVF8i3Q4yDrwI/5NvdCHR+EXGKhJPxU19dwwfRZ2m4WNz7/CiL6xmvTTXbkyrrdGRvkBb7VGWwG7pJSbcUZbveeKtqrGOWHEdV5rtJUNV7QVgBBCjzND6QPtulwthBgNSCD3CO8riqbMpkay9v9EkEVPaGys28tIpOQV/3dx6qW1RIa6PzupFkwtDeRl/IbeEcLwiVcTmpTktbGoyaCiuEl1aQ61edkYAmI8lj30qU1/5z9ffsBJ513FX2bd7pE+FUXxPQWZu2kprcCoi9esjESLxcJl0+fRWFnMY8vXcdlpQzXpp7vTKNqqCWeSmfbH1T8MitdIh4PsAz/i3wj6MPfnUCirruPaB2dgt5p5Ze0GTunj/qQ0WmhuqiU3fRvh/pGcPGky+njvlk1Xk0FFcQOzqZHsA78QaDNgSPDM5vt//rKb1zY8S8Tg0fxz1WMqeYOi9FDV5bmUpR9AJ8MJiYrSpA8pJZPnL6UkfS9THlzE9MvGadKPoijdR1HWXprLKjAERqMLD3dr280tZiZNm0NjVTGPLV3HVWNPcmv7WmlsqCQvfQdRIQmcNOFKdBpkVT1RajKoKJ0kpST74E/41TswRERrkiGrvYO5hcxe9AiBYTH844U1hAZr36eiKL6npbme7H0/E2QLJSw23u0hWK1uX7aeg786s/Q9d9/1mvShKEr3UVdZSHH6fkJkbwxunvDY7XYun72Y8sz93PHQEqZf3jUWp2prSyjK3E1c+ECGTriCIA/WoP4jajKoKJ1UkrOf5tIyDLoYzcKz2qqsa+DGmXNw2Gz85cW1DI7zTMZSRVF8y++p2hsFhvAo/DTapzz/5U18/8XfGDbuSj5aMlNFISiK8ocsLU1kJP9AsFmHMS7G7YtUf166loxdPzD+xgdY2UVKSFRX5lOclUzfhBEMumgigRpkVO0oNRlUlE5orC2nKG0vwfZQDHHah4earVYumz6f+tI8HlnyHJNGqz07itJTFaTtxFJRq+lC1NqPvuTDt14kYeQ4/u+5J/DT6MmjpzgcdurqSv+nUruiKO7hcNjJSN6Kf71E3zvW7fsE5294l5+2fMQpF1zDOwvuc2vbWqkoy6Q8J4X+A8cy8Pzx+GtY/7Uj1GRQUTrIbrOSuf8/BJoCMcbGIfy0rbPVumen+PBubrx/AXOuvkDT/hRF8V1VJdmUZ6eid/RGr9E+wb9++wvrnltBeP9T+HrDs+gCu/Ytg9VqJj9rJ7baRm8PRVG6rfzDv2Euq8YQEovOzYtUz3/6FR++/RIJI8exedUin1+cklJSXHSIuoIcBp18Lv3+dC5+bp4cu0PXvrIrihflpm5DVpswhMYToNM+lfF9q17mwC//4uwr72D9Azdp3p+iKL7J1FhLzoGfnana4+M02Sf4zZ5DLHriUXRRffjyleeJMHSNdO1HYzLVk5fxG0G2IEZPuBF9tGcSfSlKT1JRlE5l1mFCRKTbF6ne/+5Xnlu9lLCkk/nqxVUE+/jilN1hoyBnL+bKSk4eM4H4sWd4JKdER/j236Si+KjKogyqczLQ94rSpIBqe8ve+Yx/ffo2A8+cyEdLHlJ7dhSlh7LbrKQnf4d/kx+hvWM0qSe4OyOX++fOxi/YwEcbXmRArG8kOeio+tpSCrJ2E6mLY+jEKzAkJHh7SIrS7TTVVZJ3cBs6exihce6tJ/jVjn08+vgCgiP7sPm1F4gy+laYZXtWq5m8zB3QZOaUc64geuRIzaPHOkNNBhXlBDU3VJN78FeCbaEYE+M07++dr39i48vPEjVkDFvWL8ffz7fDIhRF0UZr5mJHRSMGfTxBGiQgOFxQwo0PTsNht/OX51/h9EFde3ddZVkWZbmHSIgbzqALJxDsI9n7FKU7sVnNZCRvJbA5EH1ktFsXqX49lMGD8+bgHxLGJ69uYHCsbyfNa2lpJDdjO8HWAE6+8Bp6DxkCPr6AryaDinIC7DYrGcnfE9AUgCEyVvNH/t/tSeGJpYsIiU7iy5efUyUkFKUHK8nZT11BPnp/94dgAeSVVnLV/Q9iNTWyds2GLl1U3uGwU5y/n4bSIgYM/RP9zhlHgF7v7WEpSrcjpSRr3w9QY0YfGk+gweC2tg/mFvLnmTPAz493XtrAaf29W5z9WJoaq8nN+I3wgEhOuvQKQvv29faQjouaDCrKCchL3YajugmDIY6g0FBN+9qdnsu9c2fhF6znow0v0jdS+7IVSscIIfoCm4BYQAIbpZQveHdUSndSW55PUdpedHYjoQmxbm+/tLqWSfdNw1RTwbKn13PTuFFu78NTrJYWCrJ3YW1o5qSxlxJ/2hif3aujKF1dUeYeGoqKMQTEoItw31O73NIKrp06HZulhQ3rX+OC4QPc1rYWamuKKcrcTXT4AIaNvwxdF9qXrCaDinKcygsOU52bib5XNHqN9wmmF5Zy0/TpOOx2Nj7/CmMGqj0uPs4GzJdS7hFChAK7hRDfSClTvD0wpeszNdaSuf9Hgs16jDFx9PJ37z/dNQ1NTLz/IerL8nnkiWe595Kz3Nq+J5maasnP2EEgOkZddB29Bw/WJMGOoihQWZzpLCxPOKGx7lukqqht4LL7Z2Cqq+SplS8y+czhbmtbC+WlGZTnptA3aTSDzr/Yp2oIHg81GVSU4+DcGL0dnc1IaEKMpvHfhZXVXHX/NMxN9Ty3ZgOTunCoVk8hpSwBSlyvG4QQqUAioCaDSqc4Q9O/I6DJD31YlNtrdjWaWrhk6myq8g7zwPzlzLn6Qre270k11YUUZ+0lwtiXYRdMUoliFEVDjbXl5B74BZ1ZT1hCvNsWXarqG7n43unUl+Yy/7FnuWv8WLe0qwWHw05R/n4ay4oZfNJ5JJ0zDn8PZJd3NzUZVJRjsFpaSN/7HUGmQAzR2u4TrG5oYtL9M2mqKuHxZWuZcu5ozfpStCGE6A+cBvx2hPemAlMBkpKSPDoupetpTRhjr2zCoI93e2F5k9nChGkPU5q+l1unLWbJLZe5tX1PkVJSWpRKTWEmfZJGMfC88QS5+e9KUZT/srQ0kb53K0GmYEKj492WMKa+ycQl9z1EVd5hps5bxrxrLnJLu1porVtqr29i+BmTiB01usuGo6vJoKL8AelwkLXve0StBX1YAoEaJiBoajEzYepsagoymLHgKR68bJxmfSnaEEIYgM+AOVLK+vbvSyk3AhsBxo4dKz08PKWLKcrcQ11+Hnq/KLeHppvMFi55cD75B7Zx9Z1zWXPf9W5t31OsVjMF2bux1NQydNTFJI49E7+gIG8PS1G6LYfdRvre7/CrdxASGuu2+6LGZhPj759FefZB7nroCZ689XK3tKuF1rqlwbYgTrnoOnoPGdKlw9HVZFBR/kBhxm4ai0udG6M1TElusVq5dMajv6/QL77pUs36UrQhhAjAORH8m5Ty794ej9K1VRZnUpK+H50Mxxjv3hI2LRYrE6Y/Qu7+X7nyjlm8Ous2t7bvKc1NNRRk7iTQHsSpF11P5NChPl3LS1G6g+yDP2Etr0EfFOu2+6KmFjPjH5hLSdpebp22iKfvvNot7Wqhvq6MgszdRIbEMXTCZRgSu3b5HVCTQUU5qqriLEoyD6IXvd26Mbo9m83GpFmPkZP8E5P+PLPLrtD3ZEIIAbwJpEop13l7PErXVl9dQu7+XwixGjHGxbt1gmO2OieCOck/c/ltD/GX2Xe6rW1Pqq7MpyRnH5HGJIacP5HQbnBDpii+rihrL7X5eehFBAY3ZctsDVcvStnJjfcv8Ol7oIqyTMpyU0iIPZkh4y8lKDzc20NyCzUZVJQjaKqrJOfAz+gsBozxcZo9/rfZbFw2+3HSdnzHhdffzxtz79KkH0Vz44DbgQNCiGTXscVSyi1eHJPSBbU015O+5zuCWoLRR8a4tXizcyK4gOy9PzHp1hm83gWvNw6HndLCFGqKc0kaMIYB4y7ocpn7FKUrqirOojh1L8H2cIyJ8W5JpGe2Wrl05qPk7f+Vq++cw/MP3uyGkbqf3WGjOM+VKGbYOGeimJAQbw/LbdRkUFHasZpNpO/9jsDmQAwR7r0Za8tut3PF3CWkbP+G8665h78uegChYZZSRTtSyp8B9T9P6RSb1Uza7m8IbPIjJCzGrXuULVYrE2csJGvPj1x6ywzemHe329r2FLO5iYLs3TiazJx8+kTiTztds+uzoij/VV9VTPa+n9BZQwmLT3BLtILJbPk9SmHSrTN4ddbtbhip+5nNTeRn7kSYbJxy9pXEjBzZZRPFHI2aDCpKGw6HnYzkrVDdQogxUbPC8na7nSvnL+Pgr1/zp6vv5IPHp6uJoKL0YNLhIDN5K46qJgwhcejcmA3TZLYwcYbzieCEKdN5c/7dXe56U1dTQmFOMqH+4Qy75GrC+/fv0gkbFKWraG6odmYObdFhcFPm0KYWM5c8MI/8g9u54rZZbJzrm+HqDfXl5GfuxhjQm5MmXk5Yv36alhbzFnUlVZQ2cg/9QktpJXpdDCEREZr04XA4mLxgBft/+j/OvuI2PnpiZpe7MVMUxb1yU3+luaiUkIBI9FFRbmu3sdnEhffP/j009O2H7+lS1xvpcFBScIjCtJ0kRA9j1FVT6D1wYJeeCAohJgkh0oQQmUKIhUd4P0gI8ZHr/d9c5Wpa31vkOp4mhLi0zfFcIcQBIUSyEGJXm+MRQohvhBAZrv9qrdW+lgAAIABJREFUlwlN6XYsLU2k7f6GoOYADOExBLohNLKx2cRF980m/+B2rrl7ns9OBCvLsshL3U5c+ABOvfxGwvr375YTQVBPBhXld8VZyVTnZhPSKwK9mzZGt2e327l24dPs/eELxk66hU+WzqZXF76pURSl8wozdlOZlY6+VyQGNyarqm5o4pL7Z1GWsY/r7p3PS9NvdVvbnmAxN1OQvRtbQxPDRl1MwpixXbKgc1tCCD/gZWACUAjsFEJsllKmtDntXqBGSjlYCDEFeBa4WQgxHJgCnAIkAN8KIYZKKe2uz10kpaxs1+VC4Dsp5SrXxHMh8KhmX1DpNuw2K+l7vkXU2QgxxLmlzmldk4nx9z1EaXoyN01dwPoHfG+PoN1upTj/AI1lxQwaNo6ks/9EgIZlxXyBmgwqClBVkk3R4b3o7GEYE7RJGGOz2bhi3pMc/OVfnD5xCn9fMU9NBBWlhyvLT3GVkOiNMT7ebdeeitoGLr53OlV5h7l9xmOsuudat7TrKfXVxRTk7iPUP5wRl9xEeBd/GtjGmUCmlDIbQAjxITAZaDsZnAwsdb3+FNjgylg8GfhQSmkGcoQQma72tv1Bf5OBC12v3wV+QE0GlWNoDVu3VtSjD3ZPaa3qhiYuvncm5dkHuW36Yp699zo3jNS9TKZ68jN34t8iGXHOVUSPGNHt9gceiZoMKj1eY205Oft/IsgcgjE+nl7+7v+1aLFYmfTQQjJ2/cCfrrqDj5Y8pCaCitLDVZfmUJCyE53VSFic+649hZXVTLx3OnXFOTwwfxlLbvHd4s3t/Z4ttCSH+IQRDDr3InSRkd4eljslAgVtfi4EzjraOVJKmxCiDoh0Hd/e7rOtNTUk8G8hhAT+IqXc6DoeK6Uscb0uBY746FkIMRWYCpCUlNSBr6V0J7kpv9JYWIQ+INYtJSRKqmqZOPUhqvMOc/dDT/CUD9YRrK4qoCRnHxEh8QyZNBFjUlK3DQttT00GlR6tpamOw7v+TaApGGN0Av5BQW7vo9HUwoRpD5N/YBuX3PQg7yy4r0vt2VEUxf2c2fl+JKglBGOMe5IyAKQXlnHVA9Npqihi3uKVzL92vFva9QSTqZ7C7N3IJgvDRl1C4uln4KfBNbmbOldKWSSEiAG+EUIcllL+2PYEKaV0TRb/h2vyuBFg7NixRzxH6Rny03ZQmZ2BvlekW2osZxaVc8XUaTRWFDL9kRU8dvMkN4zSfRwOOyWFh6grzqNvv9EMGHdBt6kfeLzUZFDpsaxmE4d3fU1AYy/0bk7j3qquycTF98+iJG0PV985x2dTJyuK4jnN9VWk7/6OQJOO0Mg4/IOD3dLuttQs/jxzJpbmBh5bupZpl49zS7ueUFWeQ2neQcJ1sQyddD3GpKTuEhbaXhHQt83PfVzHjnROoRDCHwgDqv7os1LK1v+WCyH+gTN89EegTAgRL6UsEULEA+Xu/0pKd1GUtZfyzBR0jjDCEhM6/Tu4OyOPm6ZNx9xUx2NL1zL98nPdNFL3aGlppCB7NzRbOHnMROJOG9MjF6C65ZVWUY7FbrOStvvfyBoLBkOMW9O4t6qobeCCu6ZRkp7MLQ8uUhNBRVEwNzc4oxGa/DGERbttEeqL7cncfP992KwWnl/7apeZCNosLeRl7qAs+xD9+o/l1Mm3ENa9y0bsBIYIIQYIIQJxJoTZ3O6czUBrisUbgK1SSuk6PsWVbXQAMATYIYTQCyFCAYQQemAicPAIbd0JfK7R91K6uLK8QxQfTibYaiQ8PrHTtQS3Jqdy/X33Ym1pZu3ql3xuIlhbU0zWof+gswczeuLNJJx5Vo+cCIJ6Mqj0QA6HnYy93zo3Ruti0GlQQiKzqJyrHpxJfWku981ewrLbr3J7H4qidC2WliZSd35Fr3oHeqN7svMBvPXVjzy5bBH+hnDeeeElLjhloFva1VpjXTkF2XsIIoRTz72GqJNP7vbJGlx7AGcCXwN+wFtSykNCiOXALinlZuBN4D1XgphqnBNGXOd9jDPZjA2YIaW0CyFigX+4th/4A+9LKf/l6nIV8LEQ4l4gD7jJY19W6TIqizLIP7SDYIuzqHxnfw8/+3k3cx+dR6+AIN7Y8AoTRw9100g7z+6wUVqYQm1xLol9T2XguRcR7IYEOV2ZmgwqPYqUkpyDP9NUXIYhIMYtG6Pb2344m1tnzMTSVMcjjz/LnMkXub2PrsDhsB/7JEXpIaxmE6k7vkLU2jCExrklOx/Ayr99zobnn0Yf04/PXt3AyCT3labQSmuSmOribGJjT2LwuIvQx8V5e1geI6XcAmxpd2xJm9ctwI1H+ezTwNPtjmUDo45yfhVwcSeHrHRjNWV55Oz/hRCLkdDYzu9ffu2LrTz11OMEhkXx/oaXOXto32N/yENMzXUUZO+ml8nB8NMnETf6tB77NLAtNRlUepS81G1U52Zj6BWFISbG7e1v3raXhxbMQyJY+9wGbj73NLf34etaWhopztuPv61zISaK0l1YzSYO7/wKWdPijEZww0RQSsmsF97m7++9TMTAU9ny2gv0jTS6YbTaam6ooiA3mV4tDk4ecynxo8e4bc+koignpq6ykMw93xNs1mOI7vz+5YUb3+e9jesxxA/in6+9xMmJ2tRs7oiqsmxK8g4RGZrIkEkTelS20GNRk0GlxyhI2+ks7Cx7Y0xwXz2vVhu//J7lTz1GgL43b7/wIheOGOTW9n2dw2GnsiyL8oI0wnTRDDlHLUYris1qJm33v7FVNaMPjkYfFdXpNi1WK9cveoY932+mz6jz+NeLK+lt8O1i7NLhoLwkjYrCDKJ692fw+IsJTUzsznsDFcWn1VUWkrH7O4JMOoyxCQToOn4Nsdvt3LZ8PT9++QFxw89iy4Y1xIb5RqF2q9VMUV4ypqpKBgw8g37nnEug0fcXzjxJTQaVHqEocw9lmYfQyXCM8Z3PkNXe0nc+4/UNqzDED+Qfr77E8D7uf+royxobKinK3QfNVgYNG0ef088gSIOkPIrSldhtVtL3fPN74WZ3hKVX1jZw+cxHKErdydhJU/hk2TwC/X37KbypsYbCnL3YW6wMGXERfcaMJUCD7M2Kohyf1olgYLMOY3R8pyaCTS1mrpj9GBm7vufk867ii2cfQxfkG3t/62tLKcxJJljqOPXca4g86aRuvy+5I9RkUOn2SnMOUHw4GZ0tnDA3F5W32+3c+fRLfP/5e0QPGcNXr6wjPiLUbe37OpvVTGlxKrUlecREDmTghRcS2qdPp7OQKUpXZ7dZydjzLebSGvRB0W6ZCKbkFXPdjFk0lOZx430Ps/7BKT5ds1Q6HFSUpFNWmEbvsCSGXXBxdy4ZoShdwn+fCIYQGhXXqYzGxVW1XD5tDhVZB7j4xqm8s+B+evnA77fdbnUmiSnJIz7uJAaeO54QDbYGdRfHdVcshJgEvIAz89UbUspV7d4PAjYBp+OshXOzlDLX9d4i4F7ADsySUn79R2260iV/CEQCu4HbpZQWIcRdwBr+W49ng5TyjY59baWnKMs7RP6hneisRrdkyGqrrsnElbMXk733R4b96TI+X72EUJ17Ckf7OiklNVUFlBQcIljqOOX0y4gdeSr+ISHeHpqieJ3daiF9zzeYSirRB0a7ZX/yv3Ye4MFH5mG3tLBo6VpmXnm+G0aqHVNjNYW5yThMVoac4nwaGGgweHtYitKj1VcW/T4RNETEdmoiuONwDn+eM5fm6hLunvUkT915tRtH2nFNDVUU5OzB3yxUkpjjdMzJoBDCD3gZmAAUAjuFEJullCltTrsXqJFSDhZCTAGeBW4WQgzHmRL5FCAB+FYI0Zpf9mhtPgusl1J+KIR4zdX2q67PfCSlnNnJ76z0EGV5h8g/uAOd1Uh4fJ9OZ8hqK62glGtnzqGuMJNJt0zn9Xl3+8RqmCc0NVZTUnAQa109iUkj6X/WuYRokJVVUboim9VM+u5/01JWiz4ohtDYzmf3XPvJV6xfu4KAECMbX3qdy04/yQ0j1YbDbqO8OI3K4iwiw5MYfMHFGPv2VU8DFcXL6iuLSN/97e8TwaBOLM68+++feWLZYyB6sfyp57l34jluHGnHOBx2yorTqCrMICZyEIMuGU9oYqJKEnMcjufJ4JlApit1MUKID4HJOOvctJoMLHW9/hTYIJyxK5OBD6WUZiDHVTPnTNd5/9OmECIVGA/c6jrnXVe7rZNBRTkupbkHKTi0k2BLqNsngl/tPMD0BfOxtjQzd/FKHr5+gtva9mVWq5ny4sPUlOQSGdaXgROuIKx/fxV/ryguNksLh3d9ja2yAUNQ558IOsPQN/D955sI63sSH7+4jhE+XDqiqa6Copy9CJtg2MjxJJx2utobqCg+oLY8n8w9WwloDiY0uuOhoVJKHnn1b3zw1guERPflnfXrGHdSf/cOtgOam2ooyN5DL7ODk0ZdQvzoMeracwKOZzKYCBS0+bkQOOto57gKqtbhDPNMBLa3+2yi6/WR2owEaqWUtiOcD3C9EOJ8IB2YK6Vs24aiAFCSvZ+i1N0EW42Exye6dSK4/tOvWPucc4X+tRc3cuUZw93Wtq+SUlJdnkNpYSq6XqEMH3MpsSNHqQutorTRWj7CVm1yyx7B8tp6rp69mIKD2xh6zmX8c/UThIX4ZqiTzdJCedFhqsvyiIkdysCzLiA0wf2JuhRFOXFVxVnk7PuJwJYQjNHxHZ4ItlisXL/waZL/8wXxw89m8wsrSYjwblZOh8PujEQoyiSydz+GXDieUBWJcMK6UgKZL4APpJRmIcQDOJ8ajm9/khBiKjAVICkpybMjVLyuJHs/hSm73D4RtFit3L7iBX7+vw8I63sSn7y0jlP6+u4Kvbs01JdTkncAu8lCUv/TSBp7Njo3pMZXlO7E0tJE6g5XHcHgzk8Etx/O5vY582iuKmbynXPYMPPPPhuGXlOZT0n+QYJECMPPvIK4EaequoGK4iPK81PJT9lBUIseY0zHy0fkl1cz+aGHKc/cx5mX3cKHT84hKMC7U4jGhkqKcpLpZZEMG3ERCSpLcYcdz//JIqBvm5/78N8kLu3PKRRC+ANhOBPJ/NFnj3S8CggXQvi7ng7+fr6UsqrN+W8Aq480WCnlRmAjwNixY+VxfD+lmyhM30Vp2n6C7WFunQjmlVVx7ZxHKUvfy8nnXslnKxf77Aq9u5hM9ZQWHqK5soKYqAEMUFlCFeWIWprqOLzra6i1og+JRR8Z2an2/vLl9zz1zJMIPz+WPvU891/6JzeN1L1MzfWU5u+npbaWBLV3WFF8Tkn2fgpTd6OzGjHGxnd4keaL7fuYvXghlsYa7pz5OM/cfa2bR3piWjOF1pTkEhM1iIEXX6RqlnbS8UwGdwJDXFk+i3AmhLm13TmbgTuBbcANwFYppRRCbAbeF0Ksw5lAZgiwAxBHatP1me9dbXzoavNzACFEvJSyxNXf1UBqB7+z0s1Ih4O81G1UZKejkxGEx8e7bR/bF9v3MWvxo1gba7n1wYWsvu8Gn07l3llWSwvlJWnUlOYRpo9l9PnXEzF0qMrEpShH0FRbQdrub/BrFBgMceh69+5wWxarlbufeZkfNr+HPn4g761fx1lD+h77gx7msNuoKEmnoiiDMEMCp150I5FDhri1ZI+iKJ3Tujius4cRFtexxXEpJYte/5C/vvE8AYYI1q//CzeOG6XBaI9fXU0Jxbn7CHQEOTOFnjoa/07USFScjnn1du0BnAl8jbMMxFtSykNCiOXALinlZuBN4D1XgphqnJM7XOd9jDPZjA2YIaW0AxypTVeXjwIfCiGeAva62gaYJYS42tVONXBXp7+90uU5HHZyDvxIbUE+ekdvjPEJbrspeeyNj3l341oCDBG8+MJGrjvnVLe064scDjuVZVlUFKah8zNy8qhLiB05isDQnlMzUVFORH1lEel7thJoCkRvjEEXFtbhtjKLy7lx7kLKM/cx9JzL+HTlYiJDfa9MS311McV5B/Bz+DN4xHgSR51GkNG7e4YURfkvdy2O1zWZuP7RFaRu+5qYYWP5dN0zDIrrXNRDZ1jMzZQWHqKhvIS4hJMZeM4F6GNjVaZQNzmuu2Yp5RZgS7tjS9q8bgFuPMpnnwaePp42Xcez+W/G0bbHFwGLjme8Ss9gt1nJ3PsdTcVlhPSKwJgY75Ywgcq6Rm5atIK0374lesgYPl2/isHx3rsIakk6HFRX5lFWlIa/rRcDBp9D4ujT0XUy1E1RurPqkmyykn8kyBxCaO9YgjqxaPL+99tZvPRxbC3N3DZ9Eavuud7nog9MzfWUFhzEVFtNTPwwBpx5Hoa4OBWWpSg+xG6zkrXve+oLiwiht7O2cgcWx3em53H7vIdpKMnh3KvvZNPi6V7bHygdDqrKsykrSEXvH86o864jctgwFa3kZiquQ+mSLC1NpO/+BktFHbqAKIyxsW65Mdmy8wCzHluMqbqU8ybfxbuLpnl9k7QWpJTUVhdSVpgKZgcJfU6m39hzCImJUTd4ivIHSnMOUJCyiyBzCMaYBAJDOvYEz2638+DaN9jy8RsERybw8roXueJ038pObLOaKS9Jp6okm3B9PKMuvJGIQYPcmqFZUZTOs7Q0kb7nW6wVdRj8nfVNO/Jv+XMfb+GF51eBEDzyxGrmXPM/eRo9pqmhiuK8fdibLfQbeAZJZ5xDcCdC8ZWj6353uUq311xfRfqeb6HOhkEX1+nMfQAOh4O5L2/i002vEqAPY8Wql7jnkrPdMFrfU1dTQllhCvbmFmLihtJv7J+caeBVcpgOE0K8BVwJlEspR3h7PIr7tYZfVWanEWwzEhafiH8HV6fTCkq59dEnKE3bQ7/TLuSzNUuJ7+07IdnS4aCmMo+SghSCeuk56dRLiD91tAobVxQfZGqoIW3PN8haCwZdHPoOZPyuazIx5fGV7P/x/zD2Gcbba1Zx9lDvZOS3WlooK06ltjSf6MiBDDz/Aox9+6p7FA2pyaDSpdRVFJCx9wfnPp1OJmxolV9ezY2PPEHhwe0knHIOH61ZxsDY7hcm2VBfTllhKpa6eqJjBtL/gvMITUxURePd4x1gA7DJy+NQNGC3WshM3kpDcQkhRGBM7Pje5Bf/8Q3PrX0Gh9XMDffOZ/2DU3yqbERjbRkl+Qexmcz06T+afmPPVllCFcVHtd4T+Tf5YTTGd+ie6Lvkw0xbtIim8nzOnDSFvy6Zgz7I8/cF0uGguiKX0oIUdP5GRpx1FTHDT1EJYjxATQaVLqOi4DC5B7cT1BKCoXcMwW5IXPDaF1tZtXYl1uZ6rr5jFhseuh0/H7oxc4f62lLKS9Ix19YSGdWfAZdehTEpSYV6uZGU8kchRH9vj0NxP3NzA+l7vsFa2YghoOPhVzWNzfx5yWr2/ecLDPGDeOWZp7n41CEajLhjTM11lBam0FxVQVTsYAZe5FosUllCFcUnleUeJD91F4GmYEIj4k74nsjhcLDgLx/w4dsv4acz8Pjy9Uy74nyNRvvH6mtKKClMQTZbSBp4urOmscpd4DHqKq/4POlwUJC2g7KMQ+jsYYTGJhDQyaLG5bX13P7kGg7+vIWQ2P68uHo9V5/ZvaL76qqLKS9Jx1JfT1TUAEZMuJywfv3UxmsvEkJMBaYCJCV5JwRHOX71lUWk7/0e/0ZBqL5j4Vfg3Is8+/HHaa4sZOylN/Pe47Mx+kitUou5mfLiw9SWFRBmiGf0+JuJGDhQXScUxUc5HHbyU7ZRmZtBsDUUY9yJ3xNlFJdz+6LlFBzcRuxJZ/DBmhUMS/B8BEDrIpSpqoLo2CEMGH++2rbiBWoyqPg0q9lE1r4faCorJ4RIjPFxnX6i9d6323hy5XLMdZWcffmtvL1ops/cmHWWlJK6mmIqitKwNjUTFdmPfhNdTwLVzZ3XSSk3AhsBxo4dK708HOUP/L7qbtZhCO9Y6Yhms4UH1/yF7z5/jwB9OEueeoEHLjtXg9GeOJulhcqyLCqLMzEERXLKmVcSfdLJBBoM3h6aoihHYTWbyEzeSnNpBSEiAmNC3Alv9Vjz0RZeemkNDouJK26bycsP3UGAv2cnX86axulUl2QTbnAlpxo8WN2neImaDCo+q6m2gozkrc5N0YHRGDqZ6bK2ycSdy9ex69u/ExyZyJq1r3HrBae7ccTeIx0OaqoLqSzOwN5sIip6IEnn/QljYqK6uCrKCXDYbeQd+pWq/CyCrKGEdTAS4evdh5j95FIaSrIZcPp4Nq1Y6BN7ke12K9WlWZSXZBLUS8/gEeNJGDmK4PBwbw+txxBCTAJewFln+Q0p5ap27wfh3H98OlAF3CylzHW9twi4F7ADs6SUXwsh+rrOjwUksFFK+YLr/KXA/UCFq/nFrtJeShfTWFNG+t6tiDoroa5EMSdyT1RYUcOfH3+azF3fY+wzlJeWL+OSUUM1HPH/stutVJdlU16UTrBfKMPHTCL2lJEqOZWXqcmg4pMqC9PJPfgrgaYg9MaETieK2bjlP6xa+yzm2jJGjb+OTUvmEuWDRZ1PlN1moaYyn/KSTITFQUzsYJIuPFslhlGUDjA31ZOZ/D2mihpC/CIxJsad8J65ZrOFB9a8xtbP/4q/zsjshc/wyA0TvV470GG3UV2eQ1lxBoEE0W/QWfQdPVbty/EwIYQf8DIwASgEdgohNkspU9qcdi9QI6UcLISYAjwL3CyEGA5MAU4BEoBvhRBDARswX0q5RwgRCuwWQnzTps31UsrnPPMNFS2U5R4kP2UngRYdhrA+6E5w8ebVL77n2eeextpcz0XX3cPrD09F58EkMdLhoKYil9KiNPztfs7rz2lnqOuPj1CTQcWnOOw28lK2UZWbQZDVQGh0PIF6fYfbyyqp4J6lq8nctZXgqD489ezL3N0NSkZYzM1UledQVZpNEMH06XsKiaPGoo+NVQkfvEAI8QFwIRAlhCgEnpRSvundUSknoqYkh6wDP+PXJDDqEzBERsIJTuC27DjA3GXLaCzNYdAZl/Du8kcZEBOh0YiPj8Nuo6Y8l7KSdPwdAST1H0Of0WMJOcGnCorbnAlkSimzAYQQHwKTgbaTwcnAUtfrT4ENwrmaMBn4UEppBnKEEJnAmVLKbUAJgJSyQQiRCiS2a1Ppguw2K7kpv1CTl43OHoYhKvaEapvmllZx9/LVpP/27X/zI5w1UsMR//9aaxqXF6QizXYS+40gacxZqqaxj1F3jYrPMDXUkJm8FWtNEzoiMSbEdnh/oMPh4PG3PuWvb7+M3drC+ZPv4rWHpxLWxfcGmppqqSzLoraiEENQbwYNGUf8yFHoIiPVhdWLpJS3eHsMSsc4HHYK03ZSlp1KsNWAPjyK4BPcH1hWU8/9K19k99bP8deHMXfxKh6+foJGIz4+DruN2vJcSkvS6eXwJ7HvKJLGnElIdLS6VnhXIlDQ5udC4KyjnSOltAkh6oBI1/Ht7T6b2PaDrqzGpwG/tTk8UwhxB7AL5xPEmvaDUsmtfE9zfRUZyd9jr25C7xdNaMLxL/Y6HA6Wbvon77zxEnZzM+OuvJ03Hp3m0fwI9TUllBWmYms2qZrGPk5NBhWfUFmYTu6hbQSYAgkNiUPfgVX5Vt/sSeHhlaupzD5AxICRvLDkMcb7UAr3EyUdDupqiqkqz6G5popwYzwjxl5O5OChBLuhzqKi9FStYaEtlTWEiN6ExsaeUCF5KSVrPv6KV15dj7WhhpEXXM3ri2fTN+rEk824i91moboil/LiTAJkAAl9RpJ02pnoO1gSQ+k6hBAG4DNgjpSy3nX4VWAFzr2EK4C1wD3tP6uSW/mW1gRWAaYAQkMTnPdEx+m3wzk8uPQpyjOSCe83nPVLHmfi6GEajvb/V+/KZG6uryMmZrCqadwFqMmg4lVWs4ncQ79QV5RPkC0UQ2QsQR3MZpdfUc20VS+R/J8v8Qs2MGXqAlbde4PHs2S5i8XcTG1lPpXluQirJDKiL8MnTMLYpw8BnQidVRQFKgvSyE39Db8mP0JD4tGf4NP1nem5TFu+ipLUnRgSBrHm6TXcOG60hiP+Y1ZLC9UVOVSWZBFIMEn9TnOGg6ongb6mCOjb5uc+rmNHOqdQCOEPhOFMJHPUzwohAnBOBP8mpfx76wlSyrLW10KI14Ev3fZNFLezmk3kHPyJuuIidHYjhuiY494q09DcwpyX3ubrv29C+Plzwz3zee6Bmz12D1RXXUx5cRrWxiaiogfQ70+TMfbtq2oadwFqMqh4TW1ZHtkHf4F6K3r/aEITO7bfzWyx8ujrH/L399/Abm5m1IWTeWXBdPp7ea9ORzXVV1JdnkNNZRH6oHD6Jp5KwsjT0MfEqJU1Remk/28BympAHxFzQsWaq+qbeGj9Rn7c8jGilx9X3/4Q66f/meBA7/xumlsaqSnLpqIkm5Dg3gwYfA4JI0er0HHftRMYIoQYgHMiNwW4td05m4E7gW3ADcBWKaUUQmwG3hdCrMOZQGYIsMO1n/BNIFVKua5tQ0KIeCllievHa4GDGn0vpZPqKgrI2v8TosGOwT+a0ISY47onklKy4fPveP7l52mpLqHvqPN4Y+lCRiTFaT5mKSX1NSWUFx3G1tRMVPQAks4dh7FPHzUJ7ELUZFDxOLvNSmHaDspy0gi26tEbYzucLfTNf/3Esy8+T1NZLlGDT2P1ow9z6ZiT3Dxi7dmsZuqqi6gsy8Ha1ESYMZ6RZ15J5KAhzpTvXs5EqCjdwe8LUA02DAGxGPpEH/cClN1uZ9l7n7PpnVexNlQzcOzFbFg0h1H9EzQe9ZE1N1RRVZZNbWUR+uAIhp56CXHDRzivpep64bNcewBnAl/jLC3xlpTykBBiObBLSrkZ58TuPVeCmGqcE0Zc532MMzGMDZghpbQLIc4FbgcOCCGSXV21lpBYLYQYjTNMNBd4wGNfVjkudquFgrQdlOekEWTVYwg7/nuiXw5lMfuZNZQc3okuui+Pr1jPtMvP13j4xpgyAAAgAElEQVTEzr3WtVX/j707j4+rKh8//nlmX7MvTfeNlhYqFMoqFCggm1ARVFBBEa0i8nXBn7giX1TcxQURcQMRvi4oCogiIAjIWqAsbSktbdOkzT6ZfZ85vz9mWtKStGmbZGaS5/1yXr25c+fOk8nweJ5zzzm3nd6ODYXbWTXPZfrSYwq3s9IisOJoMajGVLCrlU2rnyQfSeGTenyTmvZqjs52f3vyRa750U/oXv8CztpJXHHVN/jc+W/DUkE94cYYoqEu+nu3EOzdhsfup7F5FtNOXIJ30iRs+3BvM6XUm2XTSdpefYae1vU4sz58e9kB9cf/PMs13/8+oa3rqZ52IF+59ltcuHTs71G6Y/5w10YSoX5qqlp4yzHvoG7OXJx7cXVTlVaxSLtvl31XD9hOAu8a4rXfAL6xy77HgUF7AIwxF+1vvGr0hHra2PjKE5hwCp804B/mwnmd/WEu/95NPPWvO7HYnZz9/k/wg4+/H88o3y4im0nR37OZns6NWHJC46S5TF92NP6WFh25VMG0GFRjIpNK0LbuGXpbN+DMeKmqnrpPVwOfWLuRz33/J2x64VGsnirOuegKvr3iwjFdIWt/pVIxQr1thbmAqSxVVZNYdMRZ1M2ei6u2Vod2KTWCAtteZ/Pap5FYHp804m9pGnbP9eOrN/D563/Kphcexe6v50P/8xWuft/ZYz4POZtOEupto6drI/l0joaGGSw85Qyqpk3DvhfLzCulykM2k6J93bN0b34NZ8aD1z8ZT92ep7ZEEymu+vkd3HPnreQSUQ489nRu/MInmT+5cVTjTaViBLo20dfxOi67n6lTFjHlLYfjmzRJVwcdB7QYVKOut/01Nq95Gkvc4LM14Z/cuNfDCF7atJXP/fhmXn7sPsTm4PjlF3P9FZfQUlsZveHZTIpwsJNQbxuR/h687lqmTV5Ey8GH4m1qwroPV0eVUkNLJ6K0rnmS0LY2HFkfHn/dsBpbUMg3V17/M9Y8cT9id7J0+Qf48acupbFqbBduSkQDBHq3EOjcjMtRRcvkhYUGWHOz9sIrVaH6tm6g9dVnIJLFa6nDP2nPqxhnslm+ccc9/PbWm0kFu2madzjXfPIKlh89uvcM3L6GQbCnHa+7nrkLT2TSQYtw19Vpx/U4osWgGjWxYA+b1zxJvLcXZ9aLt7YJ917ev+vZ9a18+YZf8soT/wLgkBPP4fpPf5T5U5pGI+QRlc/niAS7CPW1EezrwGXzUls3hXnLTqFqyhSce/lZKKX2zOTzdG16mfb1L2BJWPHam/C1NAyrA2pjRy+f/uHNPPfw3zDAYSefy/c/uYJ5kxtGP/CifC5LsK+Nvq5NpKIRqnzNLFh8Go3zF+CqqdEGmFIVKhkL0brmSSKd23Dk/Hh8TXvsoMrn8/z8vkf54c9uINq5Cf/kuVz12S+y4vTjkFGaGzwwB6WjUaqqJ7Po2HdQP3uutlvGKS0G1YjLpBJsXf8c3a2vYU85qPZMxjOpbq9WCv3v6tf5yo2/YN3TDyEWK29ZehbXXf4hFs+eOoqR7z9jDLFwD6HAVvp72rBhp6q6hUVHnEXtrDm4a2t1SIVSoyTc3camtU+RDcdxZn14axuGtVLo+q1dfOFnt/LUg3/DZNMceMxpfPdTH+OwOWOXbxLRAMHeNvq6NmO3uqlvnMnUty7BP3myDgVVqoLlshk6N73EtvUvYUva8Dmb8TbW77aDKp/Pc9Pf/8NPf/1LgltexVk7iRWf+SpfuuAsbKPUhkgmIvT3tBLo2oQVBw3Ns5m29Ej8LS26hsE4p8WgGjH5XJbuLWtpX/8CEjN4bfX4mhuwu93DPsdfn1zF93/9WzY+/yhic3D4ye/kussvGZMlkveVyeeJhruJBLsI9LZhyRiqqpqZd/AyGg+Yj6u2VlfXUmoUJaNB2tetJLCtFWfOW7hvYMuehzGt2tjOl2/8NasevQ+TzzHrsBP4+hUf48RFc8ck7kw6STiwlb6ezaSjUXy+RuYuWkbzvAV46uu140ipCtfXvp7Wdc9iohlceT++hqbd3ks5n89zw93/5qbf/IpQ+2s4apq44COf5X8/eB4+18i3I/K5LKH+bfT3tBIJ9FDlbWD2/OOYtHCR5qAJRItBtd9MPk/f1vVsWf88JpzEaXx4ahqGPSQ0k83y47se5Jbf30Fg82osTi9Hn3EB3/z4B5g3ypOi91U+lyUa6iYc7CDYuxWrseH11jNn3rE0z1uIu75e5wEqNcoyyTgdG1+kc/NarEkbfmcz3ob6Pc6/eWLtRq6+8VesfeoBQDjw6FP5349fynELZo16zCaXIxzsJNjXRqivA6+zmoamWUw5/jB8kybpVUClxoFooJPWV58h3teHM+vF42/CvZth3ulMlh/+5QF+/btbiGzbgLN2Eu/72FVcc/G5o7JCaCIaoL+3jUDPFmzGTl3DdOaffCrV06bh8PtH/P1UedNiUO2X/s7NtL32HOlwFHvGjdc/bbcJb6CuYJhv3HYX9/7tj6T6O3HWTmL5xVdw9cXnMam2/JJRNp0kEu4mGuwi2LsVmzjwF68ANsyei6uuTodSKDUG8tkMXZtfYevrL2FJCB5LHd6Guj32uN/ywBPc9Ls72LrmacTm4NATz+Hrl13C4tlTRjVeYwyxSG9h+HhXK1bsVNdN5dBjz6V6xkydC6jUOBEP97F1/fMEtm7GmXFT7W3B0zz0NJnecJRrb/kz995daAe56iZz8ce/wNUXLcftGNkiMJNKEO7fRqCnlVQ0gt/XxAELTqBp/gLc9fV7NZVHjS/6l1d7zeTz9HdtZuuGVSQC/ThzHqq8k/A01Q4rmdz91Evc8H9/Ys3T/8ZkktTOPIgVK67g0+eegtNeXl/JRCxINNRFKNBBLBzA7fDj89Zx0OFnUDtrDq6aGh0CqtQYyWXS9LS9SvuGFyGew2F8eGvqdzsKIRRLcN3tf+Ouv/6RWFcrNm8NS5d/gGsuvWDUF6KKR/oI9m+jv6cNSzqH19fIvEUn03jAfNx1dboiqFLjRDIWYuuGF+hr34gtZafK0YJ38tCjFNa0dfLVX9zOUw/9jXwyRu2MhXx0xRV8aoTbQblsmlB/R2El82APbmc1dc0zmbr0cHxNTdi9Y7tCsipP5dXyVmXN5PMEtr3O1o0vkQ6GsWdd1Pqm4a6u3mOjpjcc5Tu/v5d77v0r4a3rEbuT+Ucs4+MXns95xx46Rr/BnuWyaWLhXqLhHvr7tmLSWbyeWmrrp7Fgyen4Jk3CWVWlPWhKjaFcJk3PlrW0v/4SksjjzHtw+2t3Owrhv2te5/o7/swzj/yDXCKMr2UOH7j8i3z+greP2n1JjTHEI32E+zvo72vHpNL4vI3MmnMkTfMW4mlo0NEDSo0jyWiQzs2v0NW6DnvKjt/RiLupFscgw73z+Ty3PfQUv/jjnWxa9TgYw4xD3sonP3gx7z5u8YitDprPZQsrmQfad6xkXl3TwpzjT6Bm+gycVVU6EkHtRFu0ao9ymTQ97evo2LSabCSOI+umyjcZT3PNbovATDbLrQ88ye33/J31zz+GySTxNs/kvEs+xVXvXc6UutLfIzCfz5GI9hON9BDp7yIW7sNh8+L31TP7gKNpmD0Pd20tDp8PRmkZZ6XU4DLJON1b1tCxaTUkDE7j3W0RGIoluP7P9/OXe/5K38aXQSxMW3Qsl73vQi5adiSWUWgAbZ8/HAl309/bjjULXl8D02ctYdL2AnAvFtFSSpW/eKiXbRtfpG/rJuwpOz57PZ4hhqq3dgf41u1/5YF//pVE71asLh+Hn3wuX7rkvRw1f8aIxJPLpgkHO4n0dxDs68AuDqpqJrPo6HOonV4Yiq6d2Goo+s1QQ0rGQnRvWUvX5rVY0hZsWSc1VcUrgbtJKv96fg03/flenv/vg2QifVicXhYcuYxLzlvOBccfNioNsuEy+TzJeIhYpJdosJtQqAc7tuLVv+kcuOQ0fE3NuIZxtVMpNToS4QBdW9bQ3boOS9qKEx/uqlrc1dVvKgLz+Tx3Pfkiv/nrvbz4xAPkkzGcdS287d0f4XPvO5cFU5tHPL5UKkYs1E24v5Nwfxd2ixO/r5EDDjyexrmFFYS1AFRq/Al1b6GzdQ2hznZsGSd+RzOephocuwy3TKUz3PLAE9xxz995/flHMbkMtTMWcsGFH+Sz559BjW//80MmlSAS6iTct41wqAenzYvP38jBR5xF3czZuGqHN3VHKf2WqJ2YfJ5gVytdW9YS6t6GNWXFba/G7a/BNcTQgnw+z/3Pr+W3f3+AlU/+h3jPFrBYmbLwSM4940wuP3sZVd7SDI3K57IkYkHikV5i4T7CoR4secHtqaG6ppmZC46havJUnFVVuoqfUiVk8nmCnZvpanuVUPdWrGk7Xmcjrtoq3IPcK/CRl9fz87/8nWcee4BkfyditTPr0OO45Px3cvHJR43ovbjyuSyxaB/RcC/hQAepaAiPuxZfVSMzjzma6inTdP6wUuNULpOmb+t6OlrXkApHsCVtVHlacE+qxT5g2Lcxhn+sXM3Nf7mHF554iGy0H4vLy6Ljz+R/3ns+Zxy+cL/iMPk8iVg/kXA34b4OYpF+vO5aqqubmf3W46maMlWvAKp9ot8YBRR64vs6XqezdS0mmcOetlPtbsE1qXrQse/ZXI6/Pvki//fPB1n11H9I9neCWGiYvYgzzz6PT553BrMn1Y/575FJJUjE+onH+okGu4lFAtgtTtzuavw1Tcw4sNBwc/h8hZ48HfqpVEmlYmF6t75GZ+urmGQWW8pGtXsyrkk1OAZcXTPG8MjL67ntH//micf+TaTjdRALTQccyrsvvIRPnPu2ERt6vr3RFYv0Egl2Ewn14LA48bpqmNyygKYDCreP0bk3So1fsf5uejs20NW6DksK7Dk3Nb4puBurd3T8bM9Lt9z7AE8+/m9iXZvBYmPqQUfxzjPP5LKzT6LKve9zlDOpBJFwN7FgF6H+Tiy5Qmd2Q+NsDn7rIryNjZqH1H7TYnACS8XCBDo30bvtdeKBPqwZGy5bFU6PH/ekN/cutfYE+O2/Huehx//LpleeJRsPgcXGpHmHsuzdF/PRs09mbkvDmMWfy6ZJxkKFRlu0n2ioh2wqhdPpw+2uoq5hFvMPfxu+pmYcPp9e+VOqTOTSKfo7NtKzbQPhnk6sGStOaxVubzWu5jeGoWeyWe58/AX+9MDDvPjsYyT7tgFQPX0B537gk1z+ztNGZBhoYfh4kFg0QCTUTbS/G6ux4vLUUFXdyJyDj98xgkAXgFFq/Mqmk/Rt20B322skAn1Y0zY8jmrcVW+Mjsrn89zz9Mv87r4Hee6pR0j0tgNQO2MhZ37oM3zqXWcws6lun94/k04Sj/QRj/QSDnaRiIbxumvweuuZf8ip1E2fiau2VtszakRpMTjBpGJhQj1t9GzdQDTQgy1jxWpc1Pqm46j37nQVMBJP8tcnV3H/E8/wwvPPEGxbByaP1VPFzIOO4KRjj+XDZ5zItMaaUY87k0qQSoRJJSKF2z1E+kjGozhsLtyuKjy+WiYdvJC6abMKV/18Ph2ypVQZyWXShHraCGzbSF9nK9aMBWveSbV7Cs4a346FF9a0dXLHg//lsaefZvPqlTs6nZoPOJRz3nEhHzrrJBbNaNmvWDLpJPFooNCRFC4M/7Rixe2qpqqmmRlLllAzbcYbw8d1BIFS41YukybY1Upvx+v0d7Zhz9qw5JzU+KfjbPRjd7noCoa58a4H+ddj/+W1l54mHeoBsdA49xDefs67+MjZp3DQ9El7/d7pVJxEtL9Y/HWTjIVxOnx4vbVMmX4IDbPm4amvx+Hz6fBPNWr0mzXOmXyeWLCbUG87vR2bSIaCWDNWrHkH1Z4WHHVenD4fYrEQiiX408PPcP+Tz/LSi8/Ru3ktJpsGhKqpB3DC8os496TjWX7UIhyjdD9Ak8+TTERIJcIkE2ESkX5isf7CFT+HF6fLh9tdzfTZS6ibNgtXTQ12jwe7260NNqXKTCYRKxSAnZvp727HkhEkbcHva8ZZ7cVVVcXWQJi7/v0MDz7xNGtffJZYdysANm8NMxYezqknnMClpy9l8j4OAc1mUqQSEZLxEPFYP+FgN9lEojCCwFVFbd1UDjjkRPzNLW+MINBcotS4lknGCfW2E+xuo2/bJqwZC5a0hWpfC44aLzhd/OuFddz96F9YufIpejevhnwOi8PN5PmLWXb8pax4+8nMah7+FcB8LksyFiQRCxKL9hEJ9pBJpXC7/Hg8NUyZ/hYaZh6Au65OO7TVmNJicBxKRoNEAh2E+zro79pCLpXFmrFit3io9UzDXuPB6nTy5Gtb+Nf9T/Lcy6+waf0awh0bIZ8DBF/LbA4/6RxOOHIJ7156JFMbhr6p877IZlKkk1FSySjpVIxkLEw8FiQVj2CzOHA4PbicfnzVk5h6wBJqWqbi8Hqxud3YXC4dH69UGcrnskT7Ogj3dxLo2kI82Ic1a8WasVLla8bmd7O2N8zfH1jJk6teYOOrLxfm2ABitdM4ZxFLl53BuScey2mHHbjXi8CkU3GS8RDJZKR4y5gAmXgMp92N0+XD465hzrxjqJs+G2d1NQ6vF+sQN4VWSo0v8VAvwZ42Ap2tRAPdWHM2JCVU+ZvJOG386/XNPPjs3bz40gt0b1xNPp0AwNcyh2NPfw9nn/BWzjvuMLyuPRdpuWyaVDxMMh4iEQ8Ri/YTjwRxWBw4PdV4vbXMOWgp9dNn46yq0it/qqT0m1fhTD5PMhokFuohHOigv6uNbDyBJWdFMhac7moyYuOZzh5WvvYyr6zfwOZNG+htXUcuGQXA4nBTP30+x57xHo4+5C2cv3QJMxpr9zu2TDpJNh0nlYyRScdJJ+MkYkGS8TDZTAaH3V14ODx4/bU0TZ5PzeTpuKqrsblc2D0eTY5KlbFcJk0s2E0s1EOwu51QXwdWY0OSBgtOWgN2Hl+/mVWvbeT1Devo2fJaYdgnYHF6aJq1kKOPW8ZJRxzGucccOqzl1o0xpFIx0olIoUMpESEeC5KIhTG5HC6HF5fTj8tbTfMB86idOrMw3NPr1REESk0giXCASKCDSH8X/V1byKezSEqw5B280pHjv+te58XX1rNpw6uEtr1eHAkFnqYZHHzs23jr4Ydx/tIjOHA385K3j2ZKJ6OkkxESsULhl0rEcFqdOJw+XO4qJk89iNqps/DUFYZ8aqe2Kifa0q4gJp8nFQ8TD/cRjwQI93UQ7uvCYgRJ5ukNpljTnWDttgAbt3XQ2r6FzrZNxHvawOSBQu+7r3k685ecwGEHH8ypRxzC0oPm7PWwT5PPk07HyaWTZDIpsukE6XSCVDxMKhkjmYhg8uC0ObHZXdgdbhxOLw3Nc6lqmIS/qQW7x4PN5cLmcmnRp1SZy+eyJMIBEuE+oqFegr1bSUSCkBXWbQmwanMv67b1s3nrNro62gh3tZFLRAovFgu+5hnMPeQYFi1YwNuOOoxTDpk3ZN7J5bOkU3EyyRjZdIJUKk4yHiaZiJCMR7BhxeFwY7d7cLl8NE+aT3XTZHyNzdgHjCBQSk0M2XSSeKiXeCRAJNBFf3cbJp1la3eU59Z3sLq9n9fbO9m2tZXgto3kU3EAxO6idupclixbznGHLea8pUcMOvQznYqTTcULHVEDRzMloljFhtPhxeH04PZU03DAPOqmzsTp9xemsXg8WvipsjasFriInA78CLACvzTGfGuX553Ab4HDgT7gPcaYzcXnvgBcCuSA/zHG3L+7c4rILOD3QD3wHHCRMSa9u/cYb/K5LOlElGQsRDIWKiS3/h62dWxl49ZeNnX209YdZltvlK7eML3dnUR6t5GNBXc6j6OmicYpsznsqON5y/wDeOvB8zh6/ixcjqFvpp7NpMhmUuSzabLZNLlsmmwmSTqVIJOKk0rFC0kxncJqsWOzObDbnFjtThx2Fz5fE81TG/DVN+KuqcPmcmF1OHb8q9R4tac8WSly6RTJWKgwxCkWIhrs5bWNG3j59Y20dvTT2hWgoztMd1+QUG+ARKATk0nteL3VU0V183QWLDmBhfPmcfwhCznl0AU77jWazabJZJKkE/3EQgmymSSZVIJ0Mk46HSeVjJNLJbBZ7Ngdbuz2wsPvb6Bl6kL8Dc24a+t2dCRZnU5taKmKUg5tqtH+HUdLPpclFSvkpmQ8RDjQxZrXXmX1xs1s3NbPlo4AHd1BuroChDrbd4xEALC4vFRPmsnBx5zK4oMWctJhB3PCQXOxWSCTSRY7txP0bnutkIviURLxMOlUHMGCw+bCZnNid3rw+utomjyf6klTdxrNpO0cVYn2WAyKiBX4KXAq0A48KyJ3G2PWDDjsUqDfGDNXRC4Avg28R0QWAhcABwGTgQdFZF7xNUOd89vA9caY34vITcVz/2yo99jfD2Cs5XNZsukkiViEbd3ddHR10dXTxZb2dto7t9LV201vKEAwHCccjhONxIlFYsT7g+TjcTA7n8/uq6OqaQrzDj2G6VOnM3/WdBbNmsphsydT7bJh8lly2Qy5XJZcLk20dxOhfJZcNk0mlSSbSRWGcxaLQACrxY7VasdmdWC12rHaHNidbvy+Zpqn1uHyV+OpbcDudmN1OHY8LDabNsrUhDTMPFlS+XyOvr4Abds62NrRQVd3F1293fQFA/T3BwgEe+kN9RKMhAmFYkQjURKRGOlIBNJ5yL5xLnG48NQ1U9PQyIJFhzBn+hQWzZzKkjlTmVrrIZtND8gtEba99ihbMikymRSSN9is9kKjyubEYi0UfT5vPZ7m2XhrG/HU1mPzFOY225xOrA4HMoI3kVeqVMqoTVWWTD5PKhGlq7ubLe1tbOnYxpatbWxu30JHdyfd/T0EQzHC4SiRUIRYIICJpwulcZHVU4W/oYV5hy5hzozpHDRrKkfMmcLsBj95kyObKoxkSidbefW5V8ll0ljEisPuxmazYytOX/FXtdAy8y34G5pxVVXv1Lmto5nUeDKcb/ORwAZjzEYAEfk9sBwYmLiWA9cUt+8EbhARKe7/vTEmBWwSkQ3F8zHYOUVkLbAMeG/xmFuL5/3ZUO9hjNmlPHrD1q4evvDtn0A+R94YjCk0iPIGDIa8yWNM4bl8Lk8eA/nCfkweU9w2eUMeIJ8nl8+Rz2UxJkcqnSaVTpFOp0hnkqRSaTKZFJlcikw6RSabJpPLkMokSGcSpDMpMrk0mXSKfDoLeQrFXY7C9vZ/84V5fE6PF7fHT21DPbPnzqGptobJdTVMqa1iZkM10+v8OAVyxXhyuSy5bBgSa+hcu44esWGx2rBYbFgtViyW7T9bsdmdeNy1OOp9OD1+XD4/Ln8Ndrcbi82247G9yNPEp9RuDSdP7mT1uldZcOLRYAyGQn4y5Iv/GowxhTxkzBsPCvswppDTBDAGyJPPZ8kUO36y+Qw5kyNvMuTyeXJkyecG5JzteedN24LD6cPt8eH1+mhuaqbG56Xe76eltopptT5m1fmpd9qxbM8pFgsWiw0RsMe6CCas2GwOLFYHbrcfe3ULLq8fp9eP21+Nw+cv5Ba7vZBf7HasdrvO5VMTRbm0qYY0sO2Uy5sd7aacye3UZjImTy5faC/l84Z8LvdGWymXJZ/Pkc2miSeTpFJJkqnEjvZSOp0glU6SzaVJZRIkM3FS6UShjZRKvqlN9EaOsuD0VuHx+amtr+OAObNpqatlWl0VM+qqmV3nw+ewImLFZrFhsdqxWe1IPkK0L4nN5sDh8eGtb8Llq8ZTVYOntn6nju3tD6UmiuG08KcAbQN+bgeOGuoYY0xWREIUhiRMAZ7a5bVTituDnbMeCBpjsoMcP9R79A4MRERWACsAcMG3bvufN54cWDYOWULuYntjabB9ZuefLWJFLFasYsWCBavFVuhtsjhw2pz4fdW47G7cThduuxOPy4nf5cLrdtPo99Nc5WNSlY/JNX48LieCIBYrFrFgtdmxOpxYrTYsdgdWqw27w4nF4cRmd2BzOLE5nDi9/kIvusWy40rdwH+3b+sVPKVG1HDy5E75SZwWNnesRgpPFP57f+PInfYX/ld4VowU6iYRMNufF6xiw2q14bC7sNsKDSCbxY7DasNmc+Gw23A7XfjcHqrdbqq9Hmq9Hup9PuqrfDRW+Wmp9mNzOAp5zGYr5B27HYvdgd3hwuZ0YXd73+gksloRq3Wnf3fkGb2Sp9RgyqVNtZM9tp321GbaU1up+Ci0i2xYLRas2LCKDZvVgdvmoba6AbfDjc/lweN0UeXxUOVy01RTxbT6WmbU1dJczFF2hwur3VHISQ4nFrsDp8eHw+3F4fHu1A7a9aHtH6V2Nu4u9xhjbgZuBpg95wDzlSu/hohgASwWQYqNK4vVgkUEC4JYBIuFwrYIVqsVEbCIpfAaS+FYm61QmFmsFqwWKx6PC6/bRZXHhdPp2FFkbb+KNjDhDLa9u38H21ZKVbaB+enwxYvNE//5z7BfK4WhDYVtKRSAMrDo2j5IQgS254/icTvOsf11u+xXSk1sA3PTrNlzzdVXfh2ryI52k9ViKbSlRIqjAcAqlsK2CFarBYul0Hay223FjmxwOh3U+rz4fR7cLudOBdp2Q7WBBvtZ20NKjbzhFINbgWkDfp5a3DfYMe0iYgOqKUx63t1rB9vfB9SIiK3YkzXw+KHeY0h1tdVccskFw/gVlVJqvwwnT+5ErFacVft2I3WlVMUqlzbVkOrrarTtpNQEMpwulmeBA0Rklog4KExevnuXY+4GPlDcPh/4d3Eu393ABSLiLK5odQDwzFDnLL7m4eI5KJ7zb3t4D6WUKrXh5EmllCqXNpVSSgHDuDJYHK/+CeB+CksW/9oYs1pErgVWGmPuBn4F3FaczBygkIgoHvdHChOjs8DlxpgcwGDnLL7lVcDvReTrwAvFczPUeyilVKkNlSdLHJZSqsyUUZtKKaUAkPF8cW3JkiVm5dv2fzUAACAASURBVMqVpQ5DKTWCROQ5Y8ySUsexvzQ/KTX+jIf8pLlJqfFnd7lJZ+IqpZRSSiml1ASkxaBSSimllFJKTUBaDCqllFJKKaXUBKTFoFJKKaWUUkpNQFoMKqWUUkoppdQENK5XExWRCLCu1HHspQagt9RB7KVKi7nS4gWNeaAZxpjGUTjvmKrA/KTfwbGhMY++0Yy34vNTBeYmqLzvIFRezJUWL2jMAw2Zm/Z4n8EKt67SlngWkZUa8+iqtHhBYx6nKio/VeLfU2MeG5UWc6XFWwIVlZugMv+mlRZzpcULGvNw6TBRpZRSSimllJqAtBhUSimllFJKqQlovBeDN5c6gH2gMY++SosXNObxqNI+n0qLFzTmsVJpMVdavGOtEj8fjXn0VVq8oDEPy7heQEYppZRSSiml1ODG+5VBpZRSSimllFKD0GJQKaWUUkoppSagcVEMisjpIrJORDaIyOcHed4pIn8oPv+0iMwc+yjfFNOeYv6MiKwRkZdE5CERmVGKOAfEs9t4Bxx3nogYESn5Ur7DiVlE3l38nFeLyB1jHeMg8ezpezFdRB4WkReK340zSxHngHh+LSLdIvLKEM+LiPy4+Pu8JCKHjXWMpaS5aWxofhp9lZabijFpftqNSstPmpvGRqXlpmI8FZWfyi43GWMq+gFYgdeB2YADeBFYuMsxHwduKm5fAPyhAmI+CfAUty8rZczDibd4nB94FHgKWFIBn/EBwAtAbfHnpgqI+WbgsuL2QmBziWNeChwGvDLE82cC/wAEOBp4upTxluHfU3PTGMRcPE7z0+jGW1a5qRiH5qf9+5uWTX7S3FQ+MZdTbtqLmMsqP5VbbhoPVwaPBDYYYzYaY9LA74HluxyzHLi1uH0ncLKIyBjGuKs9xmyMedgYEy/++BQwdYxjHGg4nzHA14BvA8mxDG4Iw4n5I8BPjTH9AMaY7jGOcVfDidkAVcXtamDbGMb3JsaYR4HAbg5ZDvzWFDwF1IhIy9hEV3Kam8aG5qfRV3G5CTQ/7UGl5SfNTWOj0nITVGB+KrfcNB6KwSlA24Cf24v7Bj3GGJMFQkD9mEQ3uOHEPNClFHoISmWP8RYvYU8zxvx9LAPbjeF8xvOAeSLyXxF5SkROH7PoBjecmK8B3i8i7cB9wBVjE9o+29vv+niiuWlsaH4afeMxN4Hmp0rKT5qbxkal5SYYn/lpTHOTbbROrEaGiLwfWAKcUOpYhiIiFuAHwAdLHMreslEY7nAihR7ER0VkkTEmWNKodu9C4BZjzPdF5BjgNhE52BiTL3VgamKphNwEmp/GkOYmVRY0N426SstNoPlpt8bDlcGtwLQBP08t7hv0GBGxUbhE3Dcm0Q1uODEjIqcAXwLOMcakxii2wewpXj9wMPCIiGymML757hJPhB7OZ9wO3G2MyRhjNgGvUUhwpTKcmC8F/ghgjHkScAENYxLdvhnWd32c0tw0NjQ/jb7xmJtA81Ml5SfNTWOj0nITjM/8NLa5aTQnJI7Fg0IPxUZgFm9MHD1ol2MuZ+dJ0H+sgJgXU5gQe0AlfMa7HP8IpZ8EPZzP+HTg1uJ2A4VL8vVlHvM/gA8WtxdQGPcuJf6sZzL0JOiz2HkS9DOljLUM/56am8Yg5l2O1/w0OvGWXW4qxqL5ad//pmWTnzQ3lU/M5ZSb9iLmsstP5ZSbSvYhjPAHeiaFnonXgS8V911LoWcICj0AfwI2AM8Asysg5geBLmBV8XF3Oce7y7ElT2jD/IyFwhCNNcDLwAUVEPNC4L/FZLcKeFuJ4/0/oAPIUOgtvBT4GPCxAZ/xT4u/z8vl8L0os7+n5qYxiHmXYzU/jU68ZZWbijFpftq/v2lZ5SfNTeURc7nlpmHGXFb5qdxykxTfVCmllFJKKaXUBDIe5gwqpZRSSimllNpLWgwqpZRSSiml1ASkxaBSSimllFJKTUBaDCqllFJKKaXUBKTFoFJKKaWUUkpNQFoMKqWUUkoppdQEpMWgUkoppZRSSk1AWgwqpZRSSiml1ASkxaBSSimllFJKTUBaDCqllFJKKaXUBKTFoFJKKaWUUkpNQFoMKqWUUkoppdQEpMWgUkoppZRSSk1AWgwqpZRSSiml1ASkxaBSSimllFJKTUBaDKqyICKbReSUETrXP0TkAyNxLqWUGmhfc5XmJaXU3hCR1SJyYoljuElEvlLKGNTo02JQjTvGmDOMMbcO51gReUREPjzaMSmlJrY95SUR+aCIPD6WMSmlypcx5iBjzCN7Om6kOtMHy0HGmI8ZY762v+dW5U2LQVVRRMRW6hiUUmokaV5TSilVKloMqnJyhIisEZF+EfmNiLhE5EQRaReRq0SkE/iNiNSKyL0i0lM89l4Rmbr9JAOv9m3v6RKR7xWP3SQiZ5TsN1RKjQeHishLIhISkT8Uc9Xe5qX/isj1ItIHXFOqX0QpVZ62X/ETkWtE5I8i8lsRiRSHjy4pHnMbMB24R0SiIvK54v6jReQJEQmKyIsDh5sW88/G4rk2icj7RGQBcBNwTPE8weKxt4jI14vb29tjV4pIt4h0iMglA87rLLa1tohIV3GIqXvMPjC1z7QYVOXkfcBpwBxgHvDl4v5JQB0wA1hB4Xv7m+LP04EEcMNuznsUsA5oAL4D/EpEZBTiV0pNDO8GTgdmAW8BPsi+5aWNQDPwjVGMVSlV+c4Bfg/UAHdTzC3GmIuALcDZxhifMeY7IjIF+DvwdQptp88CfxaRRhHxAj8GzjDG+IFjgVXGmLXAx4Ani+epGSKOSUA1MAW4FPipiNQWn/sWhbbbocDc4jFXj+SHoEbHuC8GReTXxR6MV0bofP8s9rTcu8v+20VknYi8UnxP+0i83wRzgzGmzRgToNA4urC4Pw981RiTMsYkjDF9xpg/G2PixphI8dgTdnPeVmPML4wxOeBWoIVCA0ypkhrD/PQJEdkgIkZEGkbivSa4HxtjthVz1T3AofuQl7YZY35ijMkaYxJjErVSqlI9boy5r9iOuQ04ZDfHvh+4r3h83hjzALASOLP4fB44WETcxpgOY8zqvYgjA1xrjMkYY+4DosD8Ygf7CuDTxphAMQdeB1ywd7+mKoVxXwwCt1DowR0p3wUuGmT/7cCBwCLADeiiJHuvbcB2KzC5uN1jjEluf0JEPCLycxFpFZEw8ChQIyLWIc7buX3DGBMvbvpGMG6l9tUtjE1++i9wCoX/rtT+6xywHQd8+5CX2obYr5RSu9o157h2M9d4BvCuYsdgsDjk8zigxRgTA95D4Spgh4j8XUQO3Is4+owx2V1i8QGNgAd4bsB7/rO4X5W5cV8MGmMeBQID94nInGIP+nMi8tje/IdgjHkIiAyy/z5TBDwDTH3Ti9WeTBuwPR3YVtw2uxx3JTAfOMoYUwUsLe7XoZ+qooxhfnrBGLN5vwNWu7O3eWnXvKaUUvti11zSBtxmjKkZ8PAaY74FYIy53xhzKoVRUq8CvxjiPHujl8LQ+IMGvGe1MUY73ivAuC8Gh3AzcIUx5nAKY6lvHKkTF4eHXkShR0TtnctFZKqI1AFfAv4wxHF+CkknWDz2q2MVoFJjYNTykxpVmpeUUqXQBcwe8PPvgLNF5DQRscobi/FNFZFmEVlenDuYojDMMz/gPFNFxLG3ARhj8hSKyutFpAlARKaIyGn784upsTHhikER8VGYMPsnEVkF/JxC7wgi8s7inL9dH/fvxVvcCDxqjHls5KMf9+4A/kVhUYXXKUx+HswPKQzF7QWeQgtvNU6MQX5So0fzklKqFL4JfLk4PPOzxpg2YDnwRaCHwpXC/0ehzW8BPkNh5FWAwrzmy4rn+TewGugUkd59iOMqYAPwVHGo/IMURkuoMieFUY3jm4jMBO41xhwsIlXAOmNMy36c70Tgs8aYt++y/6vAYuCdxV4SpZTarbHKT8XnNgNLjDH78n/0SimllBpnJtyVQWNMGNgkIu8CkILdrco0LFK4f9RpwIVaCCql9sVo5SellFJKqcGM+2JQRP4PeJLC0rftInIphfvZXSoiL1K4JL58L873GPAn4OTi+baPh76Jwu0KnhSRVSKi91ZRSu3WWOUnEfkfEWmnsLDVSyLyy5H+XZRSSilVeSbEMFGllFJKKaWUUjsb91cGlVJKKaWUUkq92VA3rBwXGhoazMyZM0sdhlJqBD333HO9xpiKv5Gt5ielxp/xkJ80Nyk1/uwuN43rYnDmzJmsXLmy1GEopUaQiLSWOoaRoPlJqfFnLPOTiLiARwEnhfbcncaYr+5yjBP4LXA40Ae8xxizeXfn1dyk1Pizu9ykw0SVUkoppSpPClhmjDkEOBQ4XUSO3uWYS4F+Y8xc4Hrg22Mco1KqzGkxqJRSSilVYUxBtPijvfjYdVXA5cCtxe07Kaw0LGMUolKqAmgxqJRSSilVgUTEKiKrgG7gAWPM07scMgVoAzDGZIEQUD/IeVaIyEoRWdnT0zPaYSulyogWg0oppZRSFcgYkzPGHErhHqJHisjB+3iem40xS4wxSxobK3r9G6XUXtJiUCmllFKqghljgsDDwOm7PLUVmAYgIjagmsJCMkopBWgxqJRSSilVcUSkUURqittu4FTg1V0Ouxv4QHH7fODfxphd5xUqpSawcX1rCaWUUkqpcaoFuFVErBQ69/9ojLlXRK4FVhpj7gZ+BdwmIhuAAHBB6cJVSpUjLQaVUkoppSqMMeYlYPEg+68esJ0E3jWWcSmlKosOE1VKjbhkNkkqmyp1GEop9SahZKjUISil1Ju8svoVUonEmL+vFoNKqRHXFe2itau11GEopdRO4pk4r3W9RiqlnVVKqfLx70cf4ch3HMfSc8d+JLcWg0qpEReMB8klcqUOQymldhJKhiAJ2Wy21KEopRQA99x/H2d96GzSmQTvOPbIMX9/LQaVUiMql88RS8awGZ2SrJQqL4F4AGvWWuowlFIKgD/85c+cd9n5ZPNZvnXR5/jU5R8b8xi0GFRKjahYJoYlZ0FXL1dKlZNsPks4HsaW044qpVTp/er223j/le/DIhZ+eOlXuPzTn8ZdXz/mcWhGVEqNqGg6CmnAXupIlFLqDeFUWK8KKqXKwg9/fhNXfvMKHDY3N152Ne/98EdwVleXJBa9MqiUGlGRZAS7mXiVoIjUiMidIvKqiKwVkWNKHZNS6g3BRBCTMjgcjlKHopSawL7xwx/wmes+gdvh45ZPX8f7Vny0ZIUg6JVBpdQIMsYQjAfxWX2lDqUUfgT80xhzvog4AE+pA1JKvaEv2ofX6sVi0X5wpVRpfP4b1/Ltm6/B767nd1dexxnvfS92r7ekMWkxqJQaMclsEpMz2K0T68qgiFQDS4EPAhhj0hQGyyqlykAsHSOXzeG0OXU+s1KqJK744lXccPt3qPU28/svfo+T3vlO7J7S9xtr95hSasRsny9ot0+sYhCYBfQAvxGRF0TklyLypq4+EVkhIitFZGVPT8/YR6nUBBVKhZCU6BBRpVRJfOhTn+CG279DQ9UU/va/P2HZ+eeXRSEIWgwqpUZQJBVBMhOywWUDDgN+ZoxZDMSAz+96kDHmZmPMEmPMksbGxrGOUakJqz/ejy1nm4gdVUqpEjL5PO9acQm/ueunTKqZxd+/cSPHLl+OzeUqdWg7aDGolBoxoUQIt9WNiJQ6lLHWDrQbY54u/nwnheJQKVVi228p4bNPyLnMSqkSMfk8b//ABdx5/y1Mq5/HP797E0vOOANrmXWYazGolBoRmVyGRCqBy1Y+vV1jxRjTCbSJyPzirpOBNSUMSSlVFE6FkbRgs+kyCUqpsZHNZjjxXWdz36N/Ys6khTx0/c9ZtGwZljIcnaCZUSk1ImKZGJasBat1wt7H6wrg9uJKohuBS0ocj1IK6E/0I2nB6XWWOhSl1ASQSad467mn8+zqRzhw2mL++b0bmX7EEUiZto+0GFRKjYhoOlqYL+gur+EPY8UYswpYUuo4lFJvMMbQG+nFZ/fpLSWUUqMuGY9zxDkn88qGpzh05tHc84MbmHLoYqSM848Wg0qpERGMB7EZ20S+MqiUKjPRdBSy4LBOzE4qpdTYiUTCHH7GCaxvX8Ux807kL9//Mc0HHVTWhSDonEGl1AjImzzhRBiPrTyWSVZKKYBgMoikBKdTh4gqpUZPIBDg4FOPYn37KpYtOp17fnITkw4+uOwLQSiTYlBEponIwyKyRkRWi8gnBznmRBEJiciq4uPqUsSqlHqzWDqGJWfBYdfed6VU+eiN9uIwDl08Rik1ajo7Ozn41CPY0vkqZx1+Lnf+6KfUz58PFbKyerlkxyxwpTHmeRHxA8+JyAPGmF1X43vMGPP2EsSnlNqNaDoKKbD7y2+VLKXUxJTMJkmmktTb60sdilJqnNrYupmjz1lKT6iNdx97Ab/49neomjat1GHtlbK4MmiM6TDGPF/cjgBrgSmljUopNVzBRBC7sWvvu1KqbASTQawZq95oXik1Kl59bR1LzjqGnnAbH1j2QX753e9VXCEIZVIMDiQiM4HFwNODPH2MiLwoIv8QkYOGeP0KEVkpIit7enpGMVKlFBRW6wvGgzpfUClVVvrj/VgzVhxldoNnpVTle+6llzjqHcfRH+vmstM/xg3fuA7/lMq8jlVWxaCI+IA/A58yxoR3efp5YIYx5hDgJ8BfBzuHMeZmY8wSY8ySxsbG0Q1YKUU8E4cs2Kx6VVApVR6y+SzBWBCv3YtUyLwdpVRlePypp1n6rhOIJvv57PJP8r2vfQ1fS0upw9pnZVMMioidQiF4uzHmL7s+b4wJG2Oixe37ALuINIxxmEqpXUTTUSwZiw7FUkqVjVAyhDVrxW7TvKSUGjn3P/wwp158KqlMjK+8+//xta9+BU9DZZcjZVEMSqHb7lfAWmPMD4Y4ZlLxOETkSAqx941dlEqpwYSSISw5LQaVUuUjmAxCCr2lhFJqxPzlvvs45yNnkc2lue7iL/OFL3weV21tqcPab+UyruutwEXAyyKyqrjvi8B0AGPMTcD5wGUikgUSwAXGGFOKYJVSb+iP9eOz+XQollKqLBhj6I304rV6sVTAPb6UUuXvtjvv5ENXvR8LFq7/yLWsuPwyHH5/qcMaEWVRDBpjHgd225I0xtwA3DA2ESmlhiORSZDP5nFYdYEGpVR5iKQjmIzBadOrgkqp/XfTrb/lE9d+GLvFyY2XX8f7P/Ih7F5vqcMaMdplppTaZ5F0BEvGoreUUEqVjVAyBEkdIqqU2n/fvfFGLr/2UpxWD7d89ge8f8Wl46oQhDK5MqiUqkyRVATJCg6/XhlUSpWH3mgvbnFrJ5VSar989Xvf5dobP4/fXsPvvvADzrzgPdhcrlKHNeL0yqBSap/1x/pxW9w6X1ApVRYSmQSJZAK33V3qUEadiEwTkYdFZI2IrBaRTw5yzIkiEhKRVcXH1aWIValKc+X/XsO1N36OalcDf/nqjZz13gvHZSEIemVQKbWPUtkUqVSKant1qUNRSikA+pP9WNNWHO4JMVohC1xpjHleRPzAcyLygDFmzS7HPWaMeXsJ4lOqIn30qv/HzXd+j3rPFO762g289e1nYRnHK6ZrMaiU2ieRdARL1oLNqWlEKVUeeqO92HN2HI7xXwwaYzqAjuJ2RETWAlOAXYtBpdQwve8Tl3HHP26iyTuD+759E4tPPQXLOB9yrsNElVL7JJwMY8lYJkSjSylV/lLZFLFEDK99fC3uMBwiMhNYDDw9yNPHiMiLIvIPETloiNevEJGVIrKyp6dnFCNVqnydc8nF3PGPm5hSdQAP/+gWDnvbqeO+EAQtBpVS+ygQC+CxenS+oFKqLASTQawZ64TroBIRH/Bn4FPGmPAuTz8PzDDGHAL8BPjrYOcwxtxsjFlijFnS2Ng4ugErVWZyuRynvOed3PPYbcysXcgjN97KghOWIlZrqUMbE1oMKqX2WjKbJJPJ4LKPz8nUSqnKE4gHsGVtE6oYFBE7hULwdmPMX3Z93hgTNsZEi9v3AXYRaRjjMJUqW7lsluPPPYuHnruL+Q2L+c/Pb2POUUchlolTIk2c31QpNWIiKb2/oFKqfGRyGYKx4IQarSCFX/RXwFpjzA+GOGZS8ThE5EgK7b6+sYtSqfKVSWdYcuYynlxzP4smH80jv/wt0w9bPKEKQdAFZJRS+yCcCiMZweGbOD3wSqnytX2IqH0cr/g3iLcCFwEvi8iq4r4vAtMBjDE3AecDl4lIFkgAFxhjTCmCVaqcJBIJDj/9BNZufZYjZpzAfT+7mYZ580odVkloMaiU2muBaEDvL6iUKhuBeABLxoLLO3GGrhtjHgd2m4SNMTcAN4xNREpVhnAkwuK3HcvG7ldYeuDp/O2GG6mZNavUYZXMxLoOqpTab4lMgmwmq/MFlVJlIZfP0R/rx2v1ageVUmq3evsCHLRsCRu7X+G0t7yDe37+iwldCIIWg0qpvRRJ63xBpVT5CKVChdvc2HXYulJqaFs7Ojj4lMNoD7zGO498L3feeCNVU6eWOqyS02JQKbVXwsnifMEJtGKfUqp8BeIBJC04nc5Sh6KUKlMbWls59LQldIVbef/SS7ntxz/E19JS6rDKgnbtK6WGzRhDX7QPn92nw7F2ISKbgQiQA7LGmCWljUip8S9v8oWcZPFhmWArACqlhuflV9dx/HnHE0r18tG3fYLrv/G/uOvqSh1W2dBiUCk1bIlsgnw2j8OqVwWHcJIxprfUQSg1UYRTYciA065XBZVSb/bsqpdYduGJxDJhPv32K7numi/hqqkpdVhlRbvRlFLDFklFkLRMtOXblVJlKhAPICnB5dIFrZRSO3vkyWc44YLjSaQjfPndX+Cb135FC8FBaDGolBq2YCKIJWvR+YKDM8C/ROQ5EVlR6mCUGu/yJk9PpAePxaNDRJVSO7nvoUc44wPLSGeSfP3ia/jyF6/CWVVV6rDKkg4TVUoNizGG/lg/VTZNpkM4zhizVUSagAdE5FVjzKMDDygWiSsApk+fXooYlRo3tg8R1dvcKKUGuvOef/Dez5wHxvCDFddx2RWXYfd4Sh1W2dKuNKXUsETTUciiy7cPwRiztfhvN3AXcOQgx9xsjFlijFnS2Ng41iEqNa4E4gEsaYuuIqqU2uE3f7iTCz/zDixYuPET3+Pjn7xcC8E90GJQKTUs4VQYSestJQYjIl4R8W/fBt4GvFLaqJQav3YMERUPVqu11OEopcrADb++lQ9/6ULs4uTXn/0hl1z2YWw6n3iPdJioUmpYAvEAdmPXm80Prhm4q3i7DRtwhzHmn6UNSanxS1cRVUoN9M2f/Iwv/egKPNYqfveFH3H2e9+DVTuvh0VbdUqpPcrms0QTUWqttaUOpSwZYzYCh5Q6DqUmir54H9a0Fadfi0GlJrovfvO7fPPXV1Fla+BPX72BU971TizacT1s+kkppfYokopgyVr0lhJKqZLLmzy9kV584tMhokpNcFd85Wpu+P3XqHNM4q6v/4zjzn67FoJ7ST8tpdQe7ZgvWKVDLpRSpRVKhnSIqFKKD37mSm695wc0uqfy92//kiWnnYrobWb2mhaDSqk96ov24cSpvfBKqZILJAJYUhacVVoMKjVRvetjH+XOh25msncO/7r+Vyw84XgtBPeRFoNKqd1KZVMkU0ka7A2lDkUpNcFtHyLqt/q1c0qpCcgYw5kXvZ9/Pn0H06sW8NCNtzLniMO1ENwPWgwqpXYrnApjzVqxO3S+oFKqtLYPEXXYdMi6UhNNPp/npPPP5dFX7mZu3SE8dNMtTF98aKnDqnhaDCqldiuYCGLJWHD4tPGllCqtQCKAJAVXjd47TKmJJJfLcczbT+fZ1x/koKYjefDmW5i0cEGpwxoXtBhUSg3JGEMgFsBr9VK8h55SSpVELp+jJ9yD3+rHokPClJow0pksh592Aq+0P8HiKUt58Fe/oW727FKHNW6URTYVkWki8rCIrBGR1SLyyUGOERH5sYhsEJGXROSwUsSq1EQSy8QwWYPTpgs1KKVKK5gsjFL4/+zdd3RU1fbA8e9JMkkmM5mEQOgCdkVEEbD8fDZsqKg8xYYFEEWagoIKiCggguJDioAgICAINkT0YXtYsKI+RZ+KAkpLCOmZ3u/5/RH0+axA7mRK9metrEXCcO5mkQx337PP3tmZsisoREPh8/k55swT+br4Q0495HzWPblEEkGTJUQyCESAEVrr9sDJwBClVPtfveYC4PC9HwOAufUbohANjzPghABkZUkyKISIrwpvBWmhNHk/EqKBqHG5OfqsLmwt/4JzjrqUVxcupFG7dvEOK+UkRDKotS7RWn++99duYBPQ6lcvuxRYqmt9DOQrpVrUc6hCNCiV3koydSYZMsBVCBFH4WiYKk9tybqUiAqR+soqqzn6zE7srP6Wiztdzeon5pPb6tepgTBDwr2jKqXaAZ2ADb/6rVbArl98XsRvE0aUUgOUUp8ppT4rLy+PVZhCpLxwNIw34CUnIyfeoQghGrjqQDUZkQwyLdLISohUt3P3Ho456zj2uH/g6lP68sycx7A1bRrvsFJWQiWDSik78AIwXGvtOpA1tNbztdZdtNZdCgsLzQ1QiAbEGXTWdhHNlJsvIUR8lXnKSA+lk50t5wWFSGWbf9zOced2oiKwi/5nDeLJGY9ibdw43mGltIRJBpVSFmoTweVa61W/85Ji4KBffN5679eEEDHgDDhRISXJoBAirgKRAB6fB1uGdDUWIpVt/PZ7ul7UFWe4lGEXjGD2I1PIzs+Pd1gpLyGSQVX77r4Q2KS1nvYHL1sD3LC3q+jJgFNrXVJvQQrRgGitqXBXkJOeI+dzhBBxVeWvIi0oVQpCpLKPvviKUy87CU+0mlGX38PDk+4ny+GId1gNQqJ0hTgVuB74j1Jq496vjQHaAGitHwfWAhcCWwEf0C8OcQrRIMhICSFEoihzl5FlZEkXUSFS1Lr3N3BxKexiYAAAIABJREFU/3MI6SATrh3PXXfejiVH+hXUl4RIBrXW7wN/WvuhtdbAkPqJSIiGzRlwooKKTJs8iRdCxI835CUYCNIoo1G8QxFCxMCaN9/lisEXoJXBIzdOZuiwwWRYrfEOq0GR+i8hxG9UeiuxGBYsFku8QxFCNGBV/ipUQMmu4O9QSh2klHpbKfWtUuobpdSw33mNUkrNVEptVUp9pZQ6IR6xCvF7nl79Ty4ffD4oeGzwIwwdPkQSwTiQZFAI8T/C0TAev0dGSggh4kprTamrFCtWeTD1+yLACK11e+BkYIhSqv2vXnMBcPjejwHA3PoNUYjfN3/5s9xwV08y0iwsumMm/QcPIEO6BceFJINCiP8hIyWEEInAFXQRCUbItsgN4u/RWpdorT/f+2s3sInfzl++FFiqa30M5CulWtRzqEL8j2nzFzPo/t5kqRyWj5rDNf37kC73HHEjyaAQ4n9U+apID6dLWZYQIq4qfBUyW3AfKaXaAZ2ADb/6rVbArl98XsRvE0aUUgOUUp8ppT4rLy+PVZhCMGH6bEZO7Y89I4/n73+CntdfQ5rs/MeVJINCiJ8Z2qDKU4UtXeZ5CSHiJ2pEKXeVY1M20tPT4x1OQlNK2amd0zxca+06kDW01vO11l201l0KCwvNDVCIvUZOnMJ9s4eSl9mE1Q8soPuVl5OWkRC9LBs0+RcQQvzMHXSjIopMi5RrCCHip8pfRVokjaxMqVD4M0opC7WJ4HKt9arfeUkxcNAvPm+992tC1KuBo8Yyb9UkGme14pUpT3DSheejZI5xQpB/BSHEz2oCNaigdO4TQsRXubccS8giJaJ/QtWWbywENmmtp/3By9YAN+ztKnoy4NRal9RbkEIA1942nHkvTqKZtR3/mrFUEsEEIzuDQoifVXgqsCqrlGUJIeLGH/bj8rrIT8uXcvU/dypwPfAfpdTGvV8bA7QB0Fo/DqwFLgS2Aj6gXxziFA3Ypf1vYs0HC2ltP4I3Zy7mqP87GeTnOqFIMiiEAGqHO4dDYRwWR7xDEUI0YJX+StICaWRbZVfwz2it3wf+9K5aa62BIfUTkRD/ZRgG3Xtfy5sbV3Jw7jGsm7OEg7t2jndY4ndIMiiEAPaOlAimkZkj5wWFEPGhtabUXUq2zpbxNkIkKcMw+Nvf/85H36/hiIJOvDP/KVp0OCbeYYk/IAW7QgigtkTUYlhkuHMdKKXSlVJfKKVeiXcsQiQjV9BFNBjFarHGOxQhxAGIRKJ0veB8Pvp+Dcc2PYX3lzwjiWCCk2RQCEEoGsLr95KTkRPvUJLdMGoHPwshDkC5t7y2RFQaxwiRdELhCMedcyaf7/gXXVqfxbtLllN4+OHxDkv8BUkGhRDUBGpIC6dJWVYdKKVaAxcBC+IdixDJKGJEqHBXkKNypImVEEnGFwhyzJkn8e2e9zntkAv415NLaHTwwfEOS+wDSQaFEFT5qsiIZEgyWDfTgbsA449eoJQaoJT6TCn1WXl5ef1FJkQSqPJXkRaS2YJCJBunx8vRp3dha+XnnHvk33n1ySfJO+igv/6DIiFIMihEAxcxIlR7qslJz5E27gdIKdUDKNNa//vPXqe1nq+17qK17lJYWFhP0QmRHMo8ZWSEM6REVIgkUl5Zw9FndGKn62t6HncNqxfOx9asWbzDEvtBkkEhGjhnwEl6JJ1Mi+wK1sGpwCVKqe3ASqCbUmpZfEMSInl4Q148Xg92i10eSgmRJIpLK2jf7XhKPFu45uT+PD33MXKaNIl3WGI/STIoRANX5a9CBZU8ja8DrfVorXVrrXU74GrgLa31dXEOS4ikUeGrID2YTlaWlIgKkQy27Syh4znHURHYQf8zh/DkjH9gLSiId1jiAEgyKEQDFjWiVLorsaXb5Gm8ECIuokaUUlcpVqwy2kaIJPDt1m0cf8HxVIVLuPWCkcx5ZDJZeXnxDkscIBk6L0QD5gw6URElDRtMpLV+B3gnzmEIkTSq/FUQAmumzBYUItH9+5vvOaPXKfgMJ3f1HMMD40ZjsdniHZaoA9kZFKIBq/ZXowJKSrOEEHGzx70HS8gipepCJLj3//0lp19+EoGom/uuGc+k8WMlEUwBkgwK0UAZ2qDCXYEt3UZamrwVCCHqnzfkxef3STdjIRLcG+9t4NzepxI0fDzU7yHuGTWSDHmAkxLkDlCIBsoVdEEYsiyyKyiEiI8KXwVpgbR62xU0DIPKysp6uZYQqWL1G+9y8c1nEtVRZtwyjeEjhkoimEIkGRSigar2V9cOeJYSUSFEHMSjccwbb7zBWWedxeeff14v1xMi2T29+lWuGHoeylDMH/4Yg4YNJD1TRlGlEkkGhWiAtNaUucqwKivp6enxDkcI0QDVd+MYrTUzZsygadOmdOzYsV6uKUQye3zZ89xw9yVYVCZL7n6cGwb0IS1Dek+mGkkGhWiAXEEXOqzJtsSmzGPr1q14PJ6YrC2ESA313Tjm3Xff5auvvuKWW24hQ25ohfhT/1iwhCETryYbGyvGLuDKvtdKIpii5F9ViAao0ldJeiidrNzYlIiOGDECv9/P119/HZP1hRDJzRvy4vV5KcgoqLfGMTNnzqRFixZceuml9XI9IZLVhBlzuX/OEGxpBTw/fj7n9eqJkkZzKUv+ZYVoYAxtUO4uj1mJ6NatW/nss8+48MILTV9bCJEayrxl9do45uOPP2bDhg0MGjSITDnvJMQfumvSVO6bOxhHelP+OWWpJIINgOwMCtHAOANOCBOzEtFnn32W9PR0efouhPhdESNCqbMUO/Z6K9ecOXMmTZo0oXfv3kSj0Xq5phDJZsi99zPnufEUpLfi1UeepOv5Z0si2ADIv7AQDUyVv4q0YGyeyIfDYZ577jm6detGYWGh6esLIZJfubec9HA61qz6aRyzceNG3n33XQYMGIDVWj/XFCLZ9L39LuY8N56mlna8PWclJ15wriSCDYTsDArRgESNKBXuCnLTc2MyaH7dunWUlZXRu3dv09cWQiQ/rTUlrhKywllk59VPieisWbPIz8/nhhtuqJfrCZFseg0YzAvvzaVl9uG89fgyjjz5xHiHJOpRQqT8SqlFSqkypdTvdptQSp2plHIqpTbu/RhX3zEKkQqcQScqrMjMiM2ZmeXLl9O8eXO6desWk/WFEMmtJlBDJBjBarHWS+OY7777jtdee40bb7yR3NzcmF9PiGRzwXU38MJ7c2mb04EPFj8viWADlBDJILAY6P4Xr3lPa3383o8J9RCTECmn0leJCqqYlIgWFxfz9ttvc/XVV0vbdiHE79rj3kNGIKPeGsfMmjULm83GjTfeWC/XEyJZGIbBGZdfzmufP8Vhjk58uOw52h0v8zcbooRIBrXW64GqeMchRCqLGlEq3ZXY0mwxKRFduXIlANdcc43pawshkp8v7MPldZGTlhOTTsa/tmXLFl566SX69u1Lo0aNYn49IZKFYRic0uNC1m9aRfuCk/nw6edpefRR8Q5LxElCJIP76BSl1JdKqVeVUsf80YuUUgOUUp8ppT4rLy+vz/iESGjVgWoIQlam+bMFo9EoK1as4IwzzqB169amry+ESH71PU5i2rRp5OTkMHDgwHq5nhDJIByOcPx5Z/HJ9tc5vvmZfLjiWQoPPSTeYYk4SpZk8HOgrdb6OGAWsPqPXqi1nq+17qK17iLdDIX4r3JPOZaIJSY3Ym+//TYlJSVce+21pq8thEh+P42TsGprvcz527RpE2vWrKF///4UFBTE/HpCJINAMMSxZ5/Kf3av5+S23Xl32XLyDjoo3mGJOEuKZFBr7dJae/b+ei1gUUo1iXNYQiSNUDSE0+vElm6LSdOGp59+msLCQs4991zT1xZCJL8KXwVpobR6Gycxbdo0cnNzGTBgQL1cT4hE5/EFaH/miXxf/gndDr+MdUuX4mjZMt5hiQSQFMmgUqq52nsHq5Q6kdq4K+MblRDJo9JXSXo4naws80tE9+zZw7/+9S+uuuoqLBaL6esLIZKb1prdzt1khjPrpUT066+/Zu3atdx8881yVlAIoNrl4ejTj2db9ZdceGxvXnnyCXKkek7slRDJoFJqBfARcKRSqkgp1V8pNVAp9VOhfy/ga6XUl8BM4GqttY5XvEIkmzJPGRnhjJiUZz399NMYhiGNY4QQv6s6UE0kECHHklMv4yT+8Y9/kJeXx0033RTza8WTjOUS+2JPRTXtzziOIs/39DrxRl6YPxurlE6LX0iI/u9a6z+9i9RaPwY8Vk/hCJFSvCEvfr+fAkuB6Tdi4XCYZcuWcdZZZ9GuXTtT1xZCpIYSVwmWoAWrI/Ylol9++SVvvPEGd911F3l5eTG/XpwtpvbeaOmfvOY9rXWP+glHJJodu0vpckEXKgJF9DlzMPOmTibL4Yh3WCLBJMTOoBAidir9laQF0mJSIvrqq69SWlpK3759TV9bCJH83EE3Hq8HW0ZsRtr82iOPPEJ+fj79+/eP+bXiTcZyiT+zZVsRnc47jopAEYPOH8n8fzwkiaD4XZIMCpHCtNaUucqwYo3Jeb4lS5bQtm1bzjrrLNPXFkIkvxJ3CemB9Ho5K/jZZ5/x1ltvMXjwYOx2e8yvlyRkLFcD9OV3W+jc4zhqwuWMuPQeZkwZT6b8TIg/IMmgECnMGXQSDUXJtph/I7Zp0yY+/vhjbrjhhnp54i+ESC7+sJ9qTzX2NDsZGbE9laK15sEHH6SwsFAqFf5LxnI1QBu+2sSpfz8Rb8TJ2KsnMGXCWCw5OfEOSyQwuYMTIoVV+ipjNuR58eLFZGdnc9VVV5m+thAi+ZV6S+ttV3DdunVs2LCB22+/HZvNFvPrJQMZy9XwvLPhc8668kQCUS+TbniY++65k4x6+PkTyU2SQSFSVMSIUO4qx5ZmIz093dS1XS4Xq1atomfPntK6XQjxG+FouN6GzEejUSZPnky7du3o3bt3TK+VTGQsV8Pyz7c/4Pw+pxE2wkwfNJ277r6N9Bj/7InUkBDdRIUQ5vt5tmCm+Y1jnnvuOXw+n5Rj7aWUygbWA1nUvq8+r7W+L75RCRE/Zd4y0oL1M2R+1apVfPfdd8ydO7dBzTrdO5brTKCJUqoIuA+wAGitH6d2LNcgpVQE8CNjuVLWM/9cx/UjLkIZiseHPUa/W/qSFuPSbJE65DtFiBRV6iklI5RBdr65JSLRaJRFixbRuXNnjj32WFPXTmJBoJvW2qOUsgDvK6Ve1Vp/HO/AhKhvUSNKibOE7Eg22fbYlqgFAgGmTp1Kx44d6dGjYU1QkLFcAmDRsy9xy7heZBhZLLz7ca7p1xsl5/jFfpDvFiFSkCfkwe/zY7PYTJ8t+Oabb7J9+3YGDBhg6rrJTNfy7P3UsvdDnsCLBqnCV4ERMMjJin3TiqVLl1JcXMyYMWOkkZVocGYteYYB9/Yi08jh6XGLJBEUB0S+Y4RIQZW+StKCsZkt+MQTT9C6dWu6d+9u+trJTCmVrpTaCJQBb2qtN8Q7JiHqm6ENipxFZIezY944xuVyMWPGDE4//XROO+20mF5LiEQzec4TDJvcm2zsPD9xMT1795JEUBwQ+a4RIsVEjSilrtKYzBb86quv+Pjjj7nxxhtj3io+2Wito1rr44HWwIlKqQ6/fo3M8hKprtJXiREwsFqsplcl/NrcuXOpqalhzJgxMb2OEIlm7NQZjJl5C7mqMS8/tIwLruwpiaA4YPKdI0SKqQ5UQ5CYzBZ84oknsNvtXHPNnx5VadC01jXA28Bvtk5llpdIZVpripxFWIIWcmI816y4uJj58+fTs2dPObssGpTbx09h0sLhNEprzmv/WMZZPS+CGD94EalNkkEhUkypu7ZxjNVqbhe/kpIS1qxZw9VXX43D4TB17WSnlCpUSuXv/bUVOBf4Lr5RCVG/Kv2VRAKRmJxV/rXJkycDMHr06JheR4hEcvNdY5i+YjRNMg7irTnPcMqF58U7JJECpM5LiBTiD/txeV00Sm9k+s3Y4sWLMQyD/v37m7puimgBLFFKpVP7kO1ZrfUrcY5JiHqjtabYWYwlYMHqiO04iX//+9+8+OKL3HbbbbRu3Tqm1xIiUVw7dBhPr5tJ86xDePvxFRx1yonxDkmkCEkGhUgh5b5y0gPpWG3m3ox5PB6WLVtG9+7dadOmjalrpwKt9VdAp3jHIUS8VAeqCfqD5Gfkx7Srp9aa+++/n6ZNmzJ06NCYXUeIRHJpv5tYs2Ehra1H8e7ClRzS6bh4hyRSiCSDQqSIqBFlj3MPOSrH9MYxy5cvp6amhkGDBpm6rhAiNfx8VjA3tmcFX3rpJT7//HOmTZuGzWaL6bWEiDfDMDiv93Ws+2oFB9s6sn7JSlq3PzreYYkUI8mgECmi0l8JIbBmmrsrGAwGmT9/Pv/3f//HCSecYOraQojkV+2vxu/10yi9UUx3Bf1+P5MmTaJDhw5cccUVMbuOEInAMAxO6/l3Pty6hiPzuvLeUysoPOzQeIclUpAkg0KkiD3uPWQEM8jON7eL6KpVq9izZw/Tpk0zdV0hRGr4eVfQEdtdwXnz5rF7925mzZolA+ZFSotEopx40fl8sWsdHQtP4+2lT1HQtm28wxIpSt5NhUgB7qAbn8+H3WI3tXFMNBplzpw5dOjQgdNPP920dYUQqaHaX43X68WeYY9pgrZnzx5mz57NhRdeyMknnxyz6wgRb6FwhOPOPYMvdq3jxFZn896KlZIIipiSZFCIFFDmLSM9kE52trm7gq+99ho//vgjQ4cOjXmreCFEctFas8u5i6xQVsznCk6cOJFoNMrYsWNjeh0h4skXCHLMWSfxbekHnH7oJfzrqWU4WraMd1gixUkyKESSC0fDlDnLsCkbGRnmVX5rrXnsscdo164dF154oWnrCiFSQ5W/ioAvgC3dFtNdwQ8++IDVq1czZMgQ2soOiUhRNW4vR5/ema2Vn9P96Kt4bcmT5DZvHu+wRAMgyaAQSa7cV056KJ3sLHN3Bd977z2++uorBg8eTHp6uqlrCyGSm9aaImcRmYHMmO4KhkIh7rnnHtq0acPgwYNjdh0h4qmyxk37Mzqx0/0NPTv14cWFj2MtKIh3WKKBkAYyQiQxQxvsrtlNViSL7FzzkkGtNdOmTaN58+b06tXLtHWFEKmhwldByB8iLyMvpruCCxcuZMuWLSxevBirNbbD7IWIh+KySk44pzNloR1ce+ogFj46hSyHI95hiQZEdgaFSGJV/iqMoIEty9x5W++99x6ffvopt956K1lZWaauLYRIboY2ajuIBiwx3RXcvXs306ZN47zzzuPcc8+N2XWEiJcfd+6m49kdKQvt4Kazh7NoxsOSCIp6J8mgEElst2s3lpDF1MYxWmseffRRmjdvzjXXXGPaukKI1FDhqyDij2CzxPas4IQJEzAMg/Hjx8fsGkLEy7c/7KBT9+OpCpdwW48xzJk6iUy7Pd5hiQZIkkEhkpQr6MLv82PLMPeG7P333+eTTz5h6NChsisohPgfhjbYVbMr5mcF169fz8svv8zQoUNp06ZNzK4jRDx8/s0WTurRCbdRyZgrxvOPB+7FEuOOvEL8EUkGhUhSPw2ZN/McjewKCiH+TKmnlKgvii3LFrNxM4FAgDFjxtCuXTsGDRoUk2sIES/v//s/nNarM37DzcTrHmbCvXeTYfJYKCH2hzSQESIJ+cN+qj3VOHCY2unzgw8+YMOGDUycONH0mYVCiOQWjoYpqi4iO5SNNT92zVymT5/Otm3bWLFihbwPiZTy5gefcXH/M4kaIR6++R8MHz6INIsl3mGJBk6SQSGSUJm3DOVTWHPM3RV85JFHaNasGb179zZtXSFEatjt3g0BsGXHblfw22+/Ze7cuVxxxRWcfvrpMbmGEPHw4pvruerW88HQPDZ0NjcP7keaibOBhThQUiYqRJIJR8OU1JRgUzYyMzNNW3fdunV8+umnDB8+XJ7GCyH+hz/sZ49zDzmRnJiNeIhGo9x5553k5eUxbty4mFxDiHhY/tLrXDXkHNIMxYI75zNgaH9JBEXCkO9EIZJMqbeU9GA61izzbsgMw2DKlCm0a9dOzgoKIX6jyFVEhj+DHGvsmlwsWrSIjRs3MmfOHApk4LZIEfNXrmbwfVdiUVksvecJel13JSqGXXiF2F8J8d2olFqklCpTSn39B7+vlFIzlVJblVJfKaVOqO8YhUgEESPy3yHzJu7evfTSS2zatIk777wTi5xfEEL8givoospVhQ1bzDoM79q1i4ceeohu3bpxySWXxOQaQtS3aQuWMej+K8hSOTw7YakkgiIhJcp35GKg+5/8/gXA4Xs/BgBz6yEmIRJOmbcMFVTYss0bMh8KhZg6dSrt27eXmzAhxP/QWrOzZmdMR0lorRk1ahRKKaZMmRKz84hC1KcJM+YzcuoN2NLyWD3pKS6+6u+SCIqElBBlolrr9Uqpdn/ykkuBpVprDXyslMpXSrXQWpfUS4BCJICoEa3dFQxnkZ1n3q7gihUr2LFjB0uXLo3pAGkhRPKp8lfh9XhplN6IjBidcXruued45513mDBhAq1atYrJNYSoT3c/OI2Hl44gL6OQVx56ir/1OD/eIQnxh5Llzq8VsOsXnxft/ZoQDUaFrwIjaJCTmWPak3Ofz8eMGTM48cQT6datmylrCiFSQ9SIsqN6B1nBrJjtChYXFzNu3DhOOukk+vXrF5NrCFGfht47kYeXjqBxRiv+NeNZSQRFwkuInUEzKaUGUFtKSps2beIcjRDm0FpT5CwiM5hp6nyvuXPnUlpayrx586Q0SwjxP0o8JUR9URyZjphUDWitGTFiBNFolGnTpkllgkh6/UaMYvHah2iW2ZY3Zz/Nsaf9X7xDEuIvJcs7bzFw0C8+b733a7+htZ6vte6ite5SWFhYL8EJEWsVvgqi/ii2TPPme5WUlDBnzhwuvvhiunbtasqaQojUEIgE2F2zm+xwdsxGSSxdupT33nuPe++9l3bt2sXkGqlMmu8lll4Db2Xxqw/RKusw1j/xnCSCImkkSzK4Brhh7xvbyYBTzguKhsLQBrtqdpEZNLeBw0MPPYRhGIwZM8a0NYUQqWFHzQ7SfenYrfaYVA1s376dBx54gNNPP53rr7/e9PUbiMVI872EcMH1/Xhh/WO0yTmG9xe/wBEnyQNWkTwSokxUKbUCOBNoopQqAu4DLABa68eBtcCFwFbAB8jBAtFgVPgqiAaiOLIcpt2UffXVVzz33HMMHjxYyqmFEP+j2l+N0+0kV+fGZJRENBrljjvuICMjg0ceeURK1A+QNN+LP8Mw6Hbl1by76TkOyzuB9YtX0OLII+IdlhD7JSGSQa31n0653vtGNqSewhEiYfy8Kxgw76yg1poJEyZQUFDArbfeasqaQojUYGiDHTU7yAxkYrfbY3KNJ554gg0bNjB9+nTpHhpbf9R87zfJoPRb2H+GYXDyxRfz6fa1tC84mXcXL6fJoYfEOywh9luylIkK0SCVe8sx/Aa2LPPOCr722mt89NFHjBw5EofDYcqaQojUsMezh7A3jN1iJz093fT1v/76a6ZMmcL5559Pr169TF9fHBjpt7B/wpEox593Np9uX0unZmfywfJnJBEUSUuSQSES1E+7glmhLNMaOPj9fu677z6OPvporr32WlPWFKCUOkgp9bZS6lul1DdKqWHxjkmI/RWIBCiqLiI7FJumMT6fj8GDB9O4cWMpD60f+9x8T+y7QDDEsd3+xn92v8MpbS7gnWXLyZfdVJHEEqJMVAjxW2XeMgy/uXMFZ82aRXFxMTNnzozZAOkGKgKM0Fp/rpTKBf6tlHpTa/1tvAMTYl/tqNlBmjctZk1jxo0bx48//sgzzzxDQUGB6euL31gDDFVKrQROQprv1ZnHF6Dj2aewzbmRbof/nTVPPI6tadN4hyVEncjdoBAJKGJEKKouwhq2Ys0z5wn9tm3bmDt3Lpdddhknn3yyKWuKWntvsEr2/tqtlNpE7dkcSQZFUqjwVeByu8hVsWka8/LLL7NixQqGDh3Kqaeeavr6DZE036tfNW4vHc86iV2+b7jw2N48N3sGOU2axDssIepMkkEhElCJuwQd0ORkmbMrqLVm3LhxZGZmMnbsWBMiFH9kb3e/TsCG3/k9adIgEk44GmZ71Xay/FnYHeY3jSkqKuKuu+6iU6dOjBw50vT1Gyppvld/yquddOzWlT3BLVzeuS/LZj1Kdn5+vMMSwhRyZlCIBBOMBClxltTuCpp0bueNN97grbfe4o477qBZs2amrCl+SyllB14AhmutXb/+fWnSIBLRLtculE9hy7KRlmbubUEkEuHWW2/FMAxmz56NxWIxdX0hYq24rJJjzjiOPcEtXHfqYJbPniGJoEgpsjMoRILZ7d5Nmj8Nm9Vmynper5d7772XI488khtvvNGUNcVvKaUs1CaCy7XWq+IdjxD7oiZQQ0VNBfaoHavd/KYxDz/8MJ988gmzZs2ibdu2pq8vRCxtLy6l8/mdqYoWc/M5d/DY5PFkxmjkihDxIsmgEAnEG/JS5izDoR2mndt56KGHKC4uZvXq1fJUPkZUbS3vQmCT1npavOMRYl9EjSg/Vv5IZiCTXHuu6eu/8cYbzJ49m+uuu47LLrvM9PWFiKXvtxVxUo8uOKNlDLv4HqaOH4MlJyfeYQlhOikTFSKBFLmKSPelk2M15z+cL774gkWLFnHDDTfQtWtXU9YUv+tU4Hqgm1Jq496PC+MdlBB/pshVRNQbJTcz1/SZgtu3b2fYsGF07NiR8ePHm7q2ELH2n83b6HrR8bii5dzdazyPTBwriaBIWbIzKESCqPZXU+OqIS8tz5QdvHA4zJ133kmzZs0YPXq0CRGKP6K1fh+QoWkiaTgDTvbU7MEeMb881O/3c/PNN5OWlsb8+fPJzs42dX0hYmnDV99x9pUn48fDfb0fZOyo20nPzIx3WELEjCSDQiQbf2BkAAAgAElEQVQAQxvsqNlBZiATW645ZwUff/xxNm3axMKFC3E4HKasKYRIfhEjwg+VP5Dlz4pJeejYsWP59ttvWbJkCQcddNBf/wEhEsQ7GzZyQZ/TiBBkSr9p3HH7QEkERcqTMlEhEkCpp5SwN4zdYjelXGvr1q1Mnz6dCy+8kO7du5sQoRAiVex07sTwGeRm5pKRYe4z4RUrVrBy5Upuu+02zjnnHFPXFiKW1r7zEef3OZUIIR4dOJMRIwZLIigaBEkGhYizUDREUXURWcEsckw4kxCJRBg+fDjZ2dk88MADJkQohEgVVf4qKmoqTB1d85NPP/2U0aNHc/rpp8s8QZFUnn/tXXoOPAsMg3nD5zF46E2kmfygRIhEJd/pQsTZLuculF9ht9pNGTA/Z84cvvjiC+bOnSszBYUQPwtHw/xY+SPZgWwcueaWjhcXF3PTTTfRqlUr5syZY3pDGiFi5akX19J/dE/SsLBw1Hx6970GZfK8TSESmSSDQsSRK+iivKacPJ1nSpOFb775hmnTpnHJJZdwySWXmBChECJVbKveBl6wZdpMTdZ8Ph/9+vUjGAzy/PPP06hRI9PWFiKW5j29iiETriKTbJaNXcTfe18uiaBocCQZFCJODG2wrWob2cFsbLa6N40JhUIMGzaM/Px8Jk2aZEKEQohUUeoppdpZTZ7OM7U8VGvN7bff/nPDmMMPP9y0tYWIpWkLlnPnI32wYueZCYu56Mqe8Q5JiLiQZFCIOClxlxDyhsjPyDelicMjjzzCpk2bePLJJykoKDAhQiFEKvCGvOyo2oE1YMWeZzd17enTp/PKK69w7733cvbZZ5u6thCx8sDMeYybMxg7+ax+6Cm6XSpjYUXDJcmgEHHgD/sprinGGrKSk1f3pjHr169n9uzZXHvttZx33nkmRCiESAVRI8qWyi1k+jJx2BykmVgCt3r1ah555BF69erFLbfcYtq6QsTS6CnTmbL4dvLSCnll6jL+dpH8nykaNkkGhahnWmu2VW8jw5dBbk5unZvGVFRUMGzYMA4//HDGjx9vUpRCiFSwvWY7UW8UR7qDTBPb5H/44YcMHz6cU045hYcfftiU5ldCxNqw8ZOZuXIMBekteW36Mrqee1a8QxIi7iQZFKKelfvK8Xg85Km8Ot+c/XRex+l0snz5ctNbxQshkleZt4wqZxX2sB1bXt3PJf/k+++/p3///hx88MEsWLCArKws09YWIlZuvmssC16eRGFGW/41dwUd/3ZKvEMSIiFIMihEPQpGguyo3EF2IBubo+43ZwsWLOCtt95i0qRJtG/f3oQIhRCpwBf21b7X+LPJdeSatu6ePXu47rrryM7O5qmnniI/P9+0tYWIld5Dh7PirRk0zzyUd59YyREndol3SEIkDEkGhagnP5WHKp/Cnm2v89mdzz77jEmTJnHeeefRp08fk6IUQiS7iBFhc8VmMry1pehmnRN0u91cf/31OJ1OVq1aRevWrU1ZV4hY6nnTQF76cB6ts4/ivcXP0q7jsfEOSYiEIsmgEPWkzFuGy+0iT9V9pmBFRQW33HILLVu25NFHH5XzOkIIoPah0w9VPxBxR8i35Jt2TjAQCNC/f3++//57li5dSocOHUxZV4hYMQyD7tf14c0vl9HO3pH3lzxLq6OPjHdYQiQcSQaFqAeBSICdVTuxBqx1Lg+NRCIMGjSImpoaXnrpJSnTEkL8rMhVhMvlItfIJcde907FAOFwmIEDB/LBBx8wY8YMzjzzTFPWFSJWDMPgrCuuZP13L3BEXhfWL1lBs8MPi3dYQiQkSQaFiDGtNT9U/kCaLw27te7loVOnTuXDDz9k2rRp8nReCPGzSl8lJdUl5PhzyM0355xgNBpl+PDhvPnmm0yaNIlevXqZsq4QsWIYBif36MGnO16lQ+NTefep5RS0bRvvsIRIWJIMChFjxe5ivG4v+Wn5de669/LLL/PYY49x7bXXctVVV5kUoRAi2XlDXn6s+JFsXzZ5jjxTSse11owePZrVq1czZswY+vbtW/dAhYihcCRK1/PP4cs979C5xdm8tXQpjpYt4x2WEAnNvOmzQojfcAVd7K7eTU4oB5utbuWhX331FcOHD6dz585MmDDBpAiFEMkuHA2zuWIzFp+FXGsu6enpdV5Ta82kSZNYvnw5Q4cOZciQISZEKkTsBIIhOnY7jS/3vMP/tb2It5ctk0RQiH0gyaAQMRKOhtlasZVMXyYOu6NOT+pLS0vp168fjRs3ZuHChXVuQCOESA1RI8rmis0YbgN7ht2UmX9aayZPnszcuXPp27cvo0aNMiFSIWLH4wvQ4cyT+a7iI7odcRlvLl1MbvPm8Q5LiKQgZaJCxIDWmh+rf0R7NbmZuWRkHPiPmt/v58Ybb8TlcrF69WoKCwtNjFQIkax+6hzqd/txKAc5OXVvGKO1ZuLEicybN48bbriBiRMnSrdikdBq3F46djuJXd5vuKjjdTw3ZwbWgoJ4hyVE0pBkUIgYKPGUUOOsIc/Iw2q3HvA6hmEwfPhwNm7cyMKFCznmmGNMjFIIkcx2OnficrmwhW3Y8+x1Xk9rzf3338+CBQvo16+fJIIi4ZVXOzmuW1dKglu4vEt/lj82jSyHI95hCZFUEqZMVCnVXSn1vVJqq1LqNzUpSqm+SqlypdTGvR83xSNOIf5KTaCGoqoicoI55OYeeEe/n27MXnnlFe699166d+9uYpRCiGRW4i6hrLoMa8CKw4SbX60148aNY8GCBfTv3z+lE0F/xB/vEIQJdpdXccwZx1ES2ML1fxvC03OmSyIoxAFIiJ1BpVQ6MBs4FygCPlVKrdFaf/urlz6jtR5a7wEKsY8CkQBbK7aS5csiz163jn7z5s1j4cKF3HzzzQwcONDEKIUQyazSV8nOyp3k+HNM6RwajUYZPXo0y5cvZ8CAAYwbNy4lE8GwEWaXaxdOt5PDkJlzyWxHcRmduneiOrybm88dyeyHxmMxoUxaiIYoIZJB4ERgq9b6RwCl1ErgUuDXyaAQCStqRNlSsYV0bzr2THudzgm++OKLTJw4kYsvvphx48aZGKUQIplV+6v5ofyH2kTQnlfnuaXBYJChQ4eydu1abr31Vu6+++6UTASdQSc7anaQQw5dD+6K1Xrg5fsivr7fVsRJF3XBqcsYdslYHplwDxnSVE2IA5YoZaKtgF2/+Lxo79d+7XKl1FdKqeeVUgfVT2hC/DWtNduqtxFwB7ApW51uNN544w2GDx/OKaecwowZM+p8syeESA3OgJOt5VvJ8mbhyHHU6YETgMfj4frrr2ft2rXcf//9jBo1KuUSwYgRYZd7F9sqt9HS2pIuR3ahadOmKfO+2tCO2Pxn8za6XnQ8LqOcMb3ul0RQCBMkys7gvngZWKG1DiqlbgGWAN1+/SKl1ABgAECbNm3qN0LRYBW7i6mqqSI3klunRg7r16/nlltuoUOHDjz55JOmtIkXQiQ/d9DNlvItZPlqE0GLxVKn9SoqKrj++uv55ptvmDFjBr169TIp0sThDDrZ6dxJppFJp9adaFrY1JQZjImioR2x2fDVd5x91cn4tYf7e0/mnlHDSc/MjHdYQiS9RHk0Vgz8cqev9d6v/UxrXam1Du79dAHQ+fcW0lrP11p30Vp3kRb8oj6Ue8vZXbmbnGBOnRo5fPLJJ9x4440ceuihLFu2rE7NZ0T9UkotUkqVKaW+jncsIvV4Q16+L/sei9dCblYumXW8Ad62bRs9e/Zk8+bNLFq0KOUSwYgRYadrJ9sqt9E8qzknHnkiLZq3SKlEcK+fj9horUPAT0dsUs67GzZy5pVdCRheptw4jbFj7pBEUAiTJEoy+ClwuFLqYKVUJnA1sOaXL1BKtfjFp5cAm+oxPiF+lzPgZHvldqx+K3m5B97I4d///jfXX389LVu2ZOXKlTRq1MjkSOuXJ+TBE/bEO4z6tBiQdq/CdN6Ql01lm2oTwczcOlcLfPzxx/To0YOamhpWrlzJOeecY1KkiaEmWMO35d8S9Afp1LoTxxx+DDabLd5hxYppR2yUUgOUUp8ppT4rLy+PRawH7NV3P+G8PqcS0SGmD36MEXcMJq2OJdJCiP9KiGRQax0BhgKvU5vkPau1/kYpNUEpdcnel92mlPpGKfUlcBvQNz7RClHLF/axpXwLFo8Fh81xwE+dN2zYwDXXXEOTJk1YuXIlTZo0MTnS+qO1ptRXypaKLXUuY0smWuv1QFW84xCpxRPy1CaCntpEMLuOZ6OeffZZrr76aho3bswrr7xC165dTYo0/oLRID/W/Mj2iu20ymlF1yO70qJ5izqfq0wBLwPttNYdgTepPWLzG4laVfXC6+/Sc8AZoKM8fvs8htx6sySCQpgsYX6itNZrgbW/+tq4X/x6NDC6vuMS4vcEIgG+K/uODG8Geda8A0583nvvPfr160erVq149tlnadasmcmR1p+wEWanayder5ejmx7NQS2lx5MQB8oVdLG5bPPPO4J1SQQNw+Dhhx9m1qxZnHrqqcyfP5/8/HwTo40frTVl/jJKnCU40h10aduFxo0bp2JJ6O/ZpyM2v/h0AfBwPcRliqdWv8aNd19COhYWjVrANX2uQqVI4x8hEknCJINCJItgJMh35d+R5kkj13LgZVvr1q1jwIABtGvXjpUrV5JIT2P3lzvkZnvNdqzaSud2nWnSpEnKdSU0gzS4EvvCGXCyuWwzWb4scrPqVhrqdrsZPnw4r732Gtdccw2TJ09OmV17T8jDTtdOdEhzWKPDaNOqTZ13T5PMz0dsqE0CrwZ6//IFSqkWWuuSvZ8mzRGb+StXMfj+q8hU2Swbu4i/975cEkEhYkSSQSH2Qzga5rvy7zBcBnkZeQc8QuLZZ59l5MiRtG/fnqeffpqCggKTI60fhjYo8ZZQ7iqnpa0lR7Q9ghwZ/PuHtNbzgfkAXbp00XEORySgKn/Vz+MjcrPrlghu3ryZ/v37s2PHDu677z5uvvnmlHhIE4qGKPGWUOWuonlOcw47/DAcDkdK/N32h9Y6opT66YhNOrDopyM2wGda6zXUHrG5BIhQW8reN24B76NpC5dz59S+WLWNZx9YyoVXXPLXf0gIccAkGRRiH/2UCIZdYfLT8w8oEdRaM3fuXCZNmsTf/vY3FixYkLRdQ/0RPzucO4gGo3Ro1oGWLVrK+Rwh6qDUU8qOyh1kebLIt+fXaQfv5Zdf5o477iAnJ4dnnnmGU045xcRI48PQBmW+Mva49mBPs3PCQSdQ2KSwQb/vpNoRmwceW8C42bdgJ5+Xpi7jrEsuiHdIQqS8hvsOKsR+CEVDtYmgM0xeWt4B7X5Fo1HGjx/PwoULufTSS3n00UeTco6g1ppyfznFNcU0yWrCUYcf1SCfyv+SUmoFcCbQRClVBNyntV4Y36hEstBas8u1iz1Ve8j2ZZOfm3/ACU4oFGLKlCnMmzePE044gfnz59OiRYu//oMJripQRbGrmIxoBoc3OpyDWh7U0EpCU96Yh2Yy+clh5Kmm/PPR5Zx6QWp1uhUiUUkyKMRfCEVDbCrbRNQdxZHmOKA25W63myFDhrBu3Tpuuukm7rvvPtKS8PyDP+Jnp2snoUCIIwqOoG3rtnWeeZYKtNbXxDsGkZwMbfBD1Q9U11RjC9pwOA68M/H27dsZMmQIGzdupE+fPtx///1J//PpCXnY7dmNP+CndW5r2rVsh91ub9APn1LR8PGTmbFyDAXpLXnjsZV0Puu0eIckRIMhyaAQfyIQCfBd+XdEXVHy0g9sR3DXrl307duXLVu2MGnSJPr27Wt+oDH208iIEmcJjTMbc/yhx5Ofny83ZELUQTgaZnPFZnwuH7mRXBx5B77D/sILLzB69GgyMjKYN28ePXr0MDna+uWP+Nnt2Y3b56Ywu5DjDj2OvLy8pHyIJv7cgLvH8sSaSRRmtGHd489w7KknxzskIRoUSQaF+APekJfvy79HuRX5lgM7I/jhhx8ycOBAIpEIy5Yt4/TTT49BpLH1y459RzU5ioNaHpT0uw1CxJsn5GFz+WYMj0GeysOeZz+gddxuN/fccw8vvPACJ510ErNmzaJVq9+bO54cApEAe7x7qPZWU2ApoEubLhQUFDToc4GprPetI1ixbhrNLIfy3qJnObzLCfEOSYgGR95dhfgdzoCzdqC814LdYt/vRNAwDGbPns3DDz/MwQcfzKJFizjssMNiFG1shI0wJZ4SKt2VNMtpxuGHH97gzwYKYYZybznbK7eT6cskz3LgXYnXr1/PyJEjKSkpYcSIEdx2221JmzQFo0HKfeWUucvIz8inU6tONGncRB48pbCeNw3kpQ/n0dp6FO8ufIZDju8Y75CEaJCS838NIWKo3FvOtoptZPmycGQ79rvJS3V1NcOGDWPdunVccsklTJ06Fbv9wJ76x4PWmspAJUXOImzYOL7V8TRr2ixpbzKFSBSGNtjp3ElZdRk5gRzsVvsBJTtut5uJEyeyfPlyDj30UFavXk3nzp1jEHHsBaNBynxllLvLcaQ7OK7FcTRt0jQpm2uJfWMYBhdc14c3vlzGwfaOvLfkWVodfWS8wxKiwZK7OyH2+mVHP6vfisPm2O/W7l988QUDBw6ktLSUSZMm0adPn6TaSXOFXBS5iogEIxxacChtWrY54F0LIcR/BSIBtlZuxef2YQ/bybXnHlCjmHfffZeRI0eyZ88eBg0axIgRI5LyZzQQCVDmK6PCU0FeRh7HNT+OpoWSBKY6wzA464orWf/dCxyR15X1S1fQ7LBD4x2WEA2aJINCABEjwg9VP+CscWIL2XDk7l9Hv3A4zKxZs5g+fTrNmzfnxRdfpFOnTjGM2Fw/N2vwumme05xDjzhUSkKFMEmFr4LtldtJ86aRn5aPzWHb75+tPXv2MH78eNasWZPUu4G+sI9SXylVniryM/I5vsXxFDYplCSwATAMg5N79ODTHa9ybJO/8c7SZRS0bRvvsIRo8CQZFA2eN+RlS+UWwu4wDsNBbl7uft2obdmyhWHDhvHll19y2WWXMXHiRPLz82MYsXl+KtGqcFfQOLMxXdt1paCg4IBb2wsh/itiRNhRs4MqZxVZ/izs2fb9no0XiURYvHgxU6dOJRwOM2LECAYPHpxUM/a01rhCLkq9pfgCPvIt+XRt05WCRgVyJrCBiESidOl+Dl+WvMMJLbrx1uIl5LVuHe+whBBIMigauDJv2c+NHBplNCLHvu+jIwzDYNGiRUyePBmr1ZpU7dx/2awhLyOP41seT9PCpvtdFiuE+H3OgJMfq34k6o1ij9ix59r3+yHLJ598wtixY/nmm28444wzeOCBBzjkkENiFLH5okaUmmANezx7iIQjFFoL6dCuA/n5+XIGuQEJBEOccO6ZbKr8iFPaXMjrTy4kt3nzeIclhNhL3o1FgxQxImyv3k6Vqwqr30puTu5+PaH++uuvGTVqFF988QXnnHMOU6dOpWnTpjGM2ByhaOjnZg25Gbl0bNaRZk2bSYmWECaJGBF2OXdR7iwn059JviWfnLz9m0+6bds2HnzwQdauXUvz5s15/PHH6dGjR9KUbfsjfqoCVZS5y8jUmTTPbU6bdm2w2/c/IRbJzeMLcNw5p/JjzeecfcTlrFnwODlNmsQ7LCHEL0gyKBocZ8DJD5U/EPVGyY3mkuvI3edBxh6Ph6lTp7Jo0SIKCgqYOXMml112WcLfpAUiASr8FZS5y3CkO+jQrAPNCpslVamZEImu2l/NtqptaJ+u3Q202fdrB6y6uprp06ezZMkSLBYLI0eOZODAgUnRIEZrTU2whgpfBW6/G4fFQfvC9jRr0gyr1Zrw75HCfDVuL8edfRI7Pd9wUcdreW7OTKwFBfEOSwjxK5IMigYjakQpchVRWlNKlj8Lh8Wxz2WhWmvWrFnDhAkTKC0t5frrr+fuu+9O+LOB3rCXUm8pNb4a8jLy6Ni8I02bNJUkUAgTBSIBdjl3UeWsIjuYjc1i26/dQJfLxcKFC5k/fz4ej4err76akSNH0qxZsxhGbY5AJEB1sJoydxkqqmiS04T27dqTl5cn5wEbsMoaN8d260yJfwu9TryRp2b8g+wE//9SiIZKkkHRIPz0xD7qi2IL28i15+7zE/uPP/6YiRMnsnHjRjp06MCCBQsSulOo1hpnyEmZtwyv30tBZgGdW3emcUFjuTkTwkRRI0qJp4TdNbtJ86WRRx42u22fSyG9Xi+LFi3i8ccfp6amhu7duzNy5EiOPvroGEdeNz+dBaz0V+L21e4CHpp/KC0KW2Cz2fa50kKkppKKao47uxPloR1cd9pgFjwymSyHI95hCSH+gCSDIqUFI0F2OnfWdvMLZOHIdJCTv29P7Lds2cKDDz7IG2+8QYsWLXj00Ue5/PLLE/bMSygaqj2n4ylDRzTNbM3oeGhHHA6HNGsQwkRaa6r8Veyo3kHUF8UatmK32vf57G11dTVLly5lwYIFVFVVcc455zBixAg6duwY48gPnNYad9hNlb+KKm8V2SqbJjlNOObgY2QXUPxsR3EZJ3Q/gapwMTefO4LHJt9Ppt0e77CEEH9C7hBFSvr1E3uHduxzN78tW7Ywc+ZMVq9eTU5ODqNGjeKmm25KyHM7P92gVfgqqPHVYE+z087RjlbNWskTeiFioCZQw66aXfh9fjIDmTgyHVjz9u1MXHFxMfPnz+fpp5/G5/PRrVs3br/9dk444YR6iHz/aa3xhD04g04qPBUoQ9EoqxGdWnaiUX4jOQso/sf324o4qUdnnEY5t10ylkfuH40lZ/+aJwkh6p8kgyKlaK0p95Wzs3onBMAa2vcn9t9++y0zZszgn//8J9nZ2dx8880MGTKExo0b10Pk+8cf8dc2a/BWYIQNGmU3onPrzjTKbyTnAYWIAVfQxa6aXXh9Xix+C40sjbA6rH/5wEVrzWeffcaSJUtYs2YNSikuvfRSBg0alJDloP+TAHprE8A8Sx5HNjmSZo1rm8EkanWEiJ//bN7GqT274jGqGX3F/Uy45y4y5P8iIZKCJIMiJfxUtlXkLCLoC5IdzCYnM+cvn9hrrXnvvfdYsGAB69atw263M2TIEAYMGJBwSWDYCFMTqD2n4/V7ybPk0Ta3LS2btsRm2/dzSkKIfVcTqGG3azdujxtLwEJeeh45uTl/+fPm8XhYtWoVS5cuZdOmTeTm5tKvXz8GDBhAq1at6in6fRM1orjDblxBF1XeKpRWOCwOjig4gqYFTcnJyZFSc/GHPvnqe7pddRJ+7eG+3g8xdtRtpEvZsBBJQ97dRVLTWlPpr6TYWUzIHyIjkLFPT+z9fj/PP/88ixYtYvPmzTRp0oQRI0bQr18/GjVqVI9/gz8XNsI4g05qAjXUeGuwpdsotBdyXMvjyM3dv9mIQoh989PDpWJXMQF/gAx/Bnlpedhy//yhi9aa//znP6xcuZIXXngBj8fDMcccw8MPP0zPnj2x2Wz1+Lf4c8FoEHfIjTPgpMZXQ6aqLXk9uvBoCgsKyc7OlgRQ/KX1G77k/D5/I6wDTLlxGnfcPlASQSGSjLzTi6QUNaJU+CrY7dpNJBCpfWKfkUeOI+cPk8CfbtSeeeYZXnzxRZxOJx06dODRRx/l0ksvTZjB68FosPYJvb8Kt9+NLd1GI2sjjjr4KBy5DrKysuScjhAxEIqGqPBVUOIqIeKPkBnKJD8jH2vun5dGFhUVsWrVKlatWsWWLVvIzMzk4osvpk+fPpxwwgkJ8fMaNaJ4wh48YQ81vhoCoQC2DBv52fkcdtBh5DnyyMrKkgoDsc9effcTeg44C4Mw0wc/xuAh/UmTBwhCJB35qRVJxR/2U+Yto9RVCkGwhCzkZ+b/6U5gRUUFq1evZuXKlWzatImsrCwuuOAC+vTpQ9euXeN+o2ZoA2/YiyvkotpXTTAUxG6xU2AtoEPzDuTm5koCKEQMuYIuyjxlVLgrSA+lkxnOJC8rj2xH9h++r5SXl/P666/z4osv8vHHHwNw4oknMmXKFHr06BH3CgOtNd6wt/b8X8CJO+AmS2Vhy7DRxtGGpo1qyz8zMzPlvUXst1Wvv8M1t10AaB6/fT79brpOEkEhkpT85IqEFzWiVAeqKfeU4/Q6SQ+mk6NzsGZayc7P/t0bmYqKCtauXcsrr7zCRx99hGEYHH/88Tz44INceumlcR0Wr7UmEA3gCXlwhVzUeGuwKAu5llza5LahWUEzuUkTIsYCkQCVvkpK3aUE/UEyQhk4lIPsrGyy7b/f+GL79u289tprvP7663z66adorTnkkEO48847ueyyy2jTpk09/y3+K2pE8Ua8eMNe3EE3Lr+LDJ2B3WKncU5j2jdrT649V3b/RJ0tf+l1+t51MelYWDRqAdf0uQolnauFSFqSDIqEpLXGFXRR6auk3F2OCinSQ+nkp+eTnZ39m7NyWmu2bt3KW//f3p3GxnHedxz//mdm712KFElHByXHMsXYlmi5iRy7TuzUbiw7rmGhSNLYbdAGMJxDrVDU7Yu0QQInDdokQI4GDtAartsctXP1RQTUQQFVdhUklawYiSXZCBXa8iFRtiTee87OzNMXs1weIiVK4l7k/yMsdmc5Wv64S/74PHMs9+1j7969HDhwgCAI2LRpE7t37+a+++7jmmuuadjXUvAK1b1/4/lxxAhJO0lbrI2re66uHqKl5+goVTslr8RYcYwzuTNk89lwL6AXpSvaRTwTP2eSVCqVOHToED/72c/Yu3cvv/nNbwDYsmULDz/8MDt27GDLli1132gztUGp4BUoeAXGC+PkSjliEiMZSdIR7+CajddUJ3/aK2qpPPbUf7Lr8/cTIc5/fPYJ/vCPP6gTQaVanP6GUE0jMAETpQlGC6OcnTyL7/rYrk1a0sSjcWKrYrMO2crlcvziF7/gmWeeYd++fbzxxhsA9PX1sXv3bu69916uvfbaug/UykGZfDlP3j4UGMkAABDeSURBVMuTLWWZKExgY5N0kmSiGa5ceyUdbR3EYjEikYju/VOqhgrlAmPF8M+wZPNZ7LKN4zm02+3EYjFimelzhYMg4NixY+zfv5/9+/dz4MABCoUCjuNw44038sgjj3DXXXfVfQ9g0QsnfnkvT87NMVGYwDIWCTtBwknQk+6ha31X9YgCnfypWvj6E0/xN1/5UxImxY/+4Xt84IP3NjqSUmoJ6G8M1VBFr8hEaYKxwhgj2RHEEyzXIiEJYk5s1tb6kZERDh06xMGDB3nuuec4fPgwvu+TSCS49dZb2bVrF3fccQc9PT11y+/6bnULfc7NMVGcwPM84lacZCRJe6yd3p5eVmVWEY1GdfKnVI2V/XL1XTJHciO4JRfLtYj4ETqccCNMNB0egl0oFKp9cujQIZ5//nnGxsYAuPrqq3nggQe49dZbueWWW0in0zXP7gUeRa8Ydko57JRcKYcYIeEkiNtxOhOd9HX2kUlnqp1yob91qNTl+uKjj/O5Rz9BWtr5yVe+x+33faDRkZRSS0Qng6quCuVC9ZyW4eww5XIZy7WQcviHjSNOhFgmhuu6vPjiixw5coTDhw/zwgsvMDAwAEA0GuWGG25g165d3HLLLdx00001fyfQclAOJ36VgVq2lCVbzIKBmB0jbsdJRVOs717P6rbVRKNRotGonpujVI25vkvOzZF1s4zkRsiX8tiejZSFOHEyToZoIooxhoGBAY4cOcKRI0c4evQoR48epVwuA9Db28s999zD9u3bee9731uzvwVojMENXFzfpeSXKPklcqVw0ucFHlGJknDCPX5rkmvoeFsHmVSGSCSiEz/VEH/35W/yj//2l7RZ3Tz91Sd5zwfe3+hISqklpJNBVTOu705P/oqTjOXHCLwAKQtSFlJOiqRJcurUKV599VUGBwf57W9/y0svvcSxY8fwfR+Azs5Otm3bxs6dO7n55pvZtm0b8fj8b/BwObzAmzVAK/kl8qU8eTePCQxRO1qd+HUnuunr6ps1SNNDs5SqLS/wKJQL5Mt5sm6W0dxouEHJs6AMMYmR9tOcOnWK1157jcHBQQYHBxkYGGBgYADP8wBoa2tj69atPPTQQ9x4441s376d1atXL1lOP/BxA5dyUKbslyn5pTC3m6dYLmJhEbXCPonZMTrjnfR29p7TJ3oUgWq0v/r8l/jG9/+W1fZanv7697hpxx2NjqSUWmI6elWXzfVdSl6pel7LZHGSbDFL4AdQBjfncubkGYbfHOb0m6cZGhri9ddfZ3BwkOPHj1e3zAOsWbOG6667jh07dnD99dfT39/PunXrLntQ5Ac+5aAcTvgqgzTXcymWixS9IiWvhAkMEYkQc2JErAiJSIL16fW0pdpIJVLVc3F0kKZUbfmBT8mvdEq5QLaUZbI4iVt2sXyL3HiOMyfPcPbUWU4PnebkyZMMDQ3x8ssvc/z48eqkD2DdunX09fVx++2309/fT39/Pxs3brzkn2Ev8CgH5WqnTB01UPJKYZ+UiwRBgGM5RKwIEStC1IrSFm9jbXotq1KriMfi1S7RPlHN6hOf/iyP/eSLdEU2svfRJ9l223saHUkpVQNNMxkUkbuBfwJs4HFjzJfmfDwGfAd4FzAMfMQY82q9c640gQko++XqFm7XDw9vypVyjIyPcPKtkwyfGWb07Cgjp0cYeWuEsbNjjJ4eZfjMMENDQ5w9e3bWY0YiEXp6eti8eTN33nknvb29bN68md7eXjKZzKJy+YGPZzwCE+AFHr7xZ034Sl4J13NxvXDiF/jh4GxqgBa1okTtKO3RdlJtKTKJDMlEEtu2cRwH27b1EE91US7UYWqaH/i4vludSLm+S8EtMDw+zKnTp3jz9JuMnhll+K1hht8cZuT0CGNnxjj71llOnTrFyMjIrMeLx+Ns2LCBTZs2cdddd7F58+Zqp6RSqQVzGGPwjIcf+GGHGB8vCHul2nmVHnF9l7JfBgO22ESsSNgp4hBzYrRFw8leOp4mEU9Ue2TqWid8qhZqNXb6k91/zZN7v8bbopv43395infc/O6lD6+UagpNMRkUERv4FnAncAI4JCJ7jDEvzVjtQWDUGNMrIvcDXwY+Uv+0rcUYg+u6FN0iJbdELp8jl8+RzWXJFrLk8jkm85PV+3OFHNl8+LHxyXEmJifITmTJjmeZHJ9kcmyS7Fi47Jd88AEz/flEhM7OTrq7u+nu7mZr/1bWrV9HT08P63vWs379erq6u7BsCz/wCQjwAx+DoWRK5PN5AhPeN3XxAo+yF07ypgZqGLDEwhEHSyxssbHECid6TpS2SBuxRIxELEEyliQaiVYHZZZl6WRPLalFdtiyEgQBxVLYK/linmw2y0Rugmwuy2RuksncJNn89O1cPsd4dpyxiTHGx8dndcrE2ASTo5N4RQ88IJj+PCJCV1cX3Vd0c8UVV9C/rZ+eDT30bJjulNWdqwkICMz0xTc+42ackYmRcINR4OP5YYd4vhduTAoCLKywQyy72ieOONiWXd1glMwkiUViYZdEo9UO0S5RjVSrsdPLr73O8/mv0ZO4hmcff4qr33lDrb4EpVQTaIrJIPBuYNAY8wqAiHwf2AnMLLSdwCOV2z8GHhURMcYYFjDwygDv+/D7gHBSNO81s5epXoX/qssX+H8LPk5lOZga3cz3eLKIfDOugyDA88IBje/7s6+D2ddVZs4lmGeZGfcHEHEipJNp0pk0qVSKdDrNmrVryGQypNLhctuqNjpWd9De3k57ezuZtgxiSZizMmkTBEvCNz0YZpiRsyPVAdisS+U+QYg4EaJ2OIGLOBEidoRYNEbUiRJ1pt9BT0SwLOuci1J1tpgOm2XglQFu+9Bts37mDWZWh8zsIWPMuevO7J0Z3TLfuvN9juq6Ux+XcNnzKh3ieXieR9kv43uzN8xMZaxuDJqvU+Z2S0DYJak06XSaTCbDhqs2kMlkSGfC5UwmQ/vqdjo6OljVsYq2tjbEkuoGIEEQkWqvjJkxJoYnZnWJLTaCYEs4UUs6SWzHrnZHPBKvdsrUXrv5ekT35qkmV5Ox01j2DFdd1c+zjz/Jxuu31ia5UqppNMtkcD3wxozlE8BNC61jjPFEZBzoBGYdgygiHwc+DuAkHE68dWL6F3r1SmZfz/mFP7VcvV5g/ZmPOzVAmf1As68tY02vLzKd53yfvzIAAqqDLtsKBziOFe7pikQi0/c5TngIkxO+AUHEjlS3XEecSPh3teIx4vE4sWiMRCJBPB4nmUhWrxOJBLFYjHgsHg66KgOlqcHX1GTLtmyQ8Hpqy3r1tm3j2E71/1/KRakWspgOO6efhs4MVfsDzu2RmT8LMvVvZj9MdYtMd8vU9dSEae7jLPS4AGLC+6f6xXEcopFotVsidqTaLY7tTPdMJEIikSARr/RJMkk8FieVSpFKpqr3pZKp6h41QbCtcCJmW+GeNcsKJ3OO7Ux3yiV2iU7m1ApQk7FTJBHn59/9MWvf0Ver3EqpJtIsk8ElY4x5DHgMYPv27ebgMwcbnCh0oUHJUg1adPCjVPM6p5/21aafFuqBS+0H7RWllreZ3fSud203OhFUauVolsngSWDDjOWeyn3zrXNCRBxgFeHJ0Oel53IopepgMR12Du0npdRlqMnYSbf9KLWyNMvJVYeAzSJylYhEgfuBPXPW2QP8WeX2h4B95zvmXSml6mgxHaaUUktJx05KqcvWFHsGK8ex/wXw34Rvj/yEMeZFEfkC8EtjzB7gX4HvisggMEJYekop1XALdViDYymlljEdOymllkJTTAYBjDFPA0/Pue9zM24XgQ/XO5dSSi3GfB2mlFK1pGMnpdTlapbDRJVSSimllFJK1ZFOBpVSSimllFJqBdLJoFJKKaWUUkqtQDoZVEoppZRSSqkVSCeDSimllFJKKbUCyXL+czMiMgkMNDrHReoCzjY6xEVqtcytlhc080xXGmO6a/C4ddWC/aTfg/WhmWuvlnlbvp9asJug9b4HofUyt1pe0MwzLdhNTfOnJWpkwBizvdEhLoaI/FIz11ar5QXNvEy1VD+14uupmeuj1TK3Wt4GaKlugtZ8TVstc6vlBc28WHqYqFJKKaWUUkqtQDoZVEoppZRSSqkVaLlPBh9rdIBLoJlrr9XygmZejlrt+Wm1vKCZ66XVMrda3nprxedHM9deq+UFzbwoy/oNZJRSSimllFJKzW+57xlUSimllFJKKTWPZTEZFJG7RWRARAZF5NPzfDwmIj+ofPygiLy9/inPyXShzA+LyEsiclhE/kdErmxEzhl5zpt3xnofFBEjIg1/96bFZBaRP6o8zy+KyJP1zjhPngt9X2wUkWdE5FeV7417GpFzRp4nROS0iBxd4OMiIt+sfD2HReSd9c7YSNpN9aH9VHut1k2VTNpP59Fq/aTdVB+t1k2VPC3VT03XTcaYlr4ANvAysAmIAi8A181ZZxfwz5Xb9wM/aIHMtwPJyu1PNTLzYvJW1ssA+4EDwPYWeI43A78COirLV7RA5seAT1VuXwe82uDMtwHvBI4u8PF7gJ8CAtwMHGxk3iZ8PbWb6pC5sp72U23zNlU3VXJoP13ea9o0/aTd1DyZm6mbLiJzU/VTs3XTctgz+G5g0BjzijHGBb4P7Jyzzk7g25XbPwZ+X0SkjhnnumBmY8wzxph8ZfEA0FPnjDMt5jkG+Hvgy0CxnuEWsJjMDwHfMsaMAhhjTtc541yLyWyAtsrtVcBQHfOdwxizHxg5zyo7ge+Y0AGgXUTW1iddw2k31Yf2U+21XDeB9tMFtFo/aTfVR6t1E7RgPzVbNy2HyeB64I0Zyycq9827jjHGA8aBzrqkm99iMs/0IOEWgka5YN7KLuwNxpj/qmew81jMc9wH9InIz0XkgIjcXbd081tM5keAj4rICeBpYHd9ol2yi/1eX060m+pD+6n2lmM3gfZTK/WTdlN9tFo3wfLsp7p2k1OrB1ZLQ0Q+CmwH3tfoLAsREQv4GvCxBke5WA7h4Q6/R7gFcb+I9Btjxhqa6vweAP7dGPNVEfld4LsistUYEzQ6mFpZWqGbQPupjrSbVFPQbqq5Vusm0H46r+WwZ/AksGHGck/lvnnXERGHcBfxcF3SzW8xmRGR9wOfAe4zxpTqlG0+F8qbAbYCz4rIq4THN+9p8InQi3mOTwB7jDFlY8xx4BhhwTXKYjI/CPwQwBjzf0Ac6KpLukuzqO/1ZUq7qT60n2pvOXYTaD+1Uj9pN9VHq3UTLM9+qm831fKExHpcCLdQvAJcxfSJo1vmrPPnzD4J+octkPl3CE+I3dwKz/Gc9Z+l8SdBL+Y5vhv4duV2F+Eu+c4mz/xT4GOV29cSHvcuDX6u387CJ0H/AbNPgn6ukVmb8PXUbqpD5jnraz/VJm/TdVMli/bTpb+mTdNP2k3Nk7mZuukiMjddPzVTNzXsSVjiJ/Qewi0TLwOfqdz3BcItQxBuAfgRMAg8B2xqgcx7gbeAX1cue5o575x1G15oi3yOhfAQjZeAI8D9LZD5OuDnlbL7NbCjwXmfAk4BZcKthQ8CnwQ+OeM5/lbl6znSDN8XTfZ6ajfVIfOcdbWfapO3qbqpkkn76fJe06bqJ+2m5sjcbN20yMxN1U/N1k1S+aRKKaWUUkoppVaQ5XDOoFJKKaWUUkqpi6STQaWUUkoppZRagXQyqJRSSimllFIrkE4GlVJKKaWUUmoF0smgUkoppZRSSq1AOhlUSimllFJKqRVIJ4NKKaWUUkoptQLpZFAppZRSSimlVqD/B5g2yKnvcb33AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# #copy output of Thompson et al1\n", "# merge solutions \n", "humanHG=os.path.join(fh,'temp','humanHG')\n", "humanHGplusI=os.path.join(fh,'temp','humanHGplusI')\n", "humanHG_withHairPC=os.path.join(fh,'temp','humanHG_withHairPC1')\n", "t,sol,se,sOut,qt,lut,lutSE,setup0=runSolver.loadSolutionFromDir(humanHG,True)\n", "t1,sol1,se1,sOut1,qt1,lut1,lutSE1,setup1=runSolver.loadSolutionFromDir(humanHGplusI,True)\n", "fig, axs = matplotlib.pyplot.subplots(4, 3,figsize=(15,20))\n", "name=['plasma','kidney','liver',\n", " 'plasmaI','kidneyI','liverI',\n", " 'brain','hair','redBloodCells',\n", " 'brainI','hairI','intestine'\n", " ]\n", "\n", "tscale=runSolver.getScale(setup1)\n", "tmax=setup1['tmax']*tscale\n", "print(tscale)\n", "max=[-1]*len(name)\n", "for i in range(len(name)):\n", " row=i//3\n", " col=i%3\n", " ax=axs[row,col]\n", " try:\n", " fy=sol[:,lut[name[i]]]\n", " fe=se[:,lut[name[i]]]\n", " ax.plot(t/tscale,fy)\n", " ax.fill_between(t/tscale, fy-fe, fy + fe, color='red',alpha=0.1)\n", " ax.plot(t/tscale,fy-fe,color='red',linewidth=1,alpha=0.2)\n", " ax.plot(t/tscale,fy+fe,color='red',linewidth=1,alpha=0.2)\n", " except KeyError:\n", " pass\n", " try:\n", " fy1=sol1[:,lut1[name[i]]]\n", " fe1=se1[:,lut1[name[i]]]\n", " ax.plot(t1/tscale,fy1,color='black')\n", " ax.fill_between(t1/tscale, fy1-fe1, fy1 + fe1, color='black',alpha=0.1)\n", " ax.plot(t1/tscale,fy1-fe1,color='green',linewidth=1,alpha=0.2)\n", " ax.plot(t1/tscale,fy1+fe1,color='green',linewidth=1,alpha=0.2)\n", " except (NameError,KeyError):\n", " pass\n", " if max[i]>0:\n", " axs[row,col].set_ylim([0,max[i]])\n", " axs[row,col].set_xlim([0,1.1*tmax/tscale])\n", " axs[row,col].set_title(name[i])" ] }, { "cell_type": "code", "execution_count": 446, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sum (hair, der, sigma_p)\n", "\t4.5e-11 [4.5e-11 1] kRScaled \n", "\t4.3e-11 [4.3e-11 1] liverInFlowFraction \n", "\t3.3e-11 [3.3e-11 1] kHScaled \n", "\t1.9e-11 [1.9e-11 1] gutFlowFraction \n", "\t8.2e-12 [8.2e-12 1] bodyWeight \n", "\t7.3e-12 [7.3e-12 1] slowlyPerfusedPC \n", "\t5e-12 [5e-12 1] slowlyPerfusedVolumeFraction \n", "\t1.2e-12 [1.2e-12 1] liverOutFlowFraction \n", "\t1.1e-12 [1.1e-12 1] liverPC \n", "\t8.8e-13 [8.8e-13 1] rbcPC \n" ] } ], "source": [ "model=cModel.model()\n", "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n", "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n", "#modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG_withHairPC.json')\n", "#parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_withHairPC_parameters.json')\n", "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI.json')\n", "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI_parameters.json')\n", "model.parse(modelFile,parameterFile)\n", "t,sol,se,sOut,qt,lut,lutSE,setup1=runSolver.loadSolutionFromDir(targetDir)\n", "compartment='hair'\n", "#compartment='liverI'\n", "d=model.getDerivatives(sOut,lut[compartment])\n", "w=model.getWeights(lutSE)\n", "w=numpy.ones((len(lutSE)))\n", "print('Sum ({}, der, sigma_p)'.format(compartment))\n", "s={x:d[lutSE[x]]*w[lutSE[x]] for x in lutSE}\n", "s=dict(sorted(s.items(), key=lambda item:item[1],reverse=True))\n", "for p in list(s)[:10]:\n", " j=lutSE[p]\n", " print('\\t{:.2g} [{:.2g} {:.2g}] {} '.format(d[j]*w[j],d[j],w[j],p))" ] }, { "cell_type": "code", "execution_count": 382, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# #copy output of Thompson et al1\n", "# merge solutions \n", "humanHG=os.path.join(fh,'temp','humanHG')\n", "humanHGplusI=os.path.join(fh,'temp','humanHGplusI')\n", "humanHG_withHairPC=os.path.join(fh,'temp','humanHG_withHairPC')\n", "t,sol,se,sOut,qt,lut,lutSE,setup1=runSolver.loadSolutionFromDir(targetDir)\n", "fig, axs = matplotlib.pyplot.subplots(3, 3,figsize=(15,15))\n", "cName=['liverI']\n", "cName=['hair']\n", "pName=['bodyWeight','kHScaled','gutPC']\n", "\n", "tscale=scale\n", "max=[-1]*len(name)\n", "for row in range(len(cName)):\n", " for col in range(len(pName)):\n", " #row=i//3\n", " #col=i%3\n", " try:\n", " fy=sOut[:,lut[cName[row]],lutSE[pName[col]]]\n", " except KeyError:\n", " continue\n", " ax=axs[row,col]\n", " ax.plot(qt/tscale,fy)\n", " #if max[i]>0:\n", " # axs[row,col].set_ylim([0,max[i]])\n", " axs[row,col].set_xlim([0,1.1*tmax/tscale])\n", " axs[row,col].set_title('{}/{}'.format(cName[row],pName[col]))" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# #copy output of Thompson et al1\n", "# merge solutions \n", "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n", "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n", " 'splanchnic','stomach','testes','excrement']\n", "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n", "\n", "#diazepam\n", "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n", "#cotinine\n", "max=[9]*13\n", "max[12]=90\n", "max[2]=2\n", "\n", "tscale=scale\n", "max=[1000*x for x in max]\n", "for i in range(len(name)):\n", " row=i//3\n", " col=i%3\n", " fy=sol[:,model.lut[name[i]]]\n", " fe=se[:,model.lut[name[i]]]\n", " fy1=solOld[:,model.lut[name[i]]]\n", " fe1=seOld[:,model.lut[name[i]]]\n", " ax=axs[row,col]\n", " ax.plot(t/tscale,fy)\n", " ax.plot(tOld/tscale,fy1,color='black')\n", " ax.fill_between(t/tscale, fy-fe, fy + fe, color='red',alpha=0.1)\n", " ax.plot(t/tscale,fy-fe,color='red',linewidth=1,alpha=0.2)\n", " ax.plot(t/tscale,fy+fe,color='red',linewidth=1,alpha=0.2)\n", " ax.fill_between(tOld/tscale, fy1-fe1, fy1 + fe1, color='black',alpha=0.1)\n", " ax.plot(tOld/tscale,fy1-fe1,color='black',linewidth=1,alpha=0.2)\n", " ax.plot(tOld/tscale,fy1+fe1,color='black',linewidth=1,alpha=0.2)\n", " axs[row,col].set_title(name[i])\n", " #axs[row,col].set_ylim([0,max[i]])\n", " axs[row,col].set_xlim([0,1.1*tmax/tscale])\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# #copy output of Thompson et al1\n", "# draw just the errors\n", "fig, axs = matplotlib.pyplot.subplots(3, 3,figsize=(15,25))\n", "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n", " 'splanchnic','stomach','testes','excrement']\n", "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n", "\n", "#diazepam\n", "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n", "#cotinine\n", "max=[9]*13\n", "max[12]=90\n", "max[2]=2\n", "\n", "tscale=scale\n", "max=[1000*x for x in max]\n", "for i in range(len(name)):\n", " row=i//3\n", " col=i%3\n", " fe=se[:,model.lut[name[i]]]\n", " fe1=seOld[:,model.lut[name[i]]]\n", " ax=axs[row,col]\n", " ax.plot(t/tscale,fe)\n", " ax.plot(tOld/tscale,fe1,color='black')\n", " axs[row,col].set_title(name[i])\n", " #axs[row,col].set_ylim([0,max[i]])\n", " axs[row,col].set_xlim([0,1.1*tmax/tscale])\n" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Drawing kHScaled 6/6\n" ] }, { "ename": "ValueError", "evalue": "x and y must have same first dimension, but have shapes (671,) and (1458,)", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0mfe1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0ms1Old\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlut\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlutSE\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mparName\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mtscale\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfe\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 31\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mqtOld\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mtscale\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfe1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'black'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0maxs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.8/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1645\u001b[0m \"\"\"\n\u001b[1;32m 1646\u001b[0m \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnormalize_kwargs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmlines\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLine2D\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1647\u001b[0;31m \u001b[0mlines\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_lines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1648\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1649\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_line\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.8/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 214\u001b[0m \u001b[0mthis\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 215\u001b[0m \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 216\u001b[0;31m \u001b[0;32myield\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_plot_args\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mthis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 217\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 218\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_next_color\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.8/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36m_plot_args\u001b[0;34m(self, tup, kwargs)\u001b[0m\n\u001b[1;32m 340\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 341\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 342\u001b[0;31m raise ValueError(f\"x and y must have same first dimension, but \"\n\u001b[0m\u001b[1;32m 343\u001b[0m f\"have shapes {x.shape} and {y.shape}\")\n\u001b[1;32m 344\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (671,) and (1458,)" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# #copy output of Thompson et al1\n", "#draw error contributions\n", "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n", "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n", " 'splanchnic','stomach','testes','excrement']\n", "name=['plasma','gut','hair','kidney','liver','redBloodCells','slowlyPerfused']\n", "\n", "#diazepam\n", "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n", "#cotinine\n", "max=[9]*13\n", "max[12]=90\n", "max[2]=2\n", "\n", "tscale=scale\n", "ipar=6\n", "\n", "for nm in model.lutSE:\n", " if model.lutSE[nm]==ipar:\n", " parName=nm\n", "print('Drawing {} {}/{}'.format(parName,model.lutSE[parName],lutSE[parName]))\n", " \n", "max=[1000*x for x in max]\n", "for i in range(len(name)):\n", " row=i//3\n", " col=i%3\n", " fe=s1[:,model.lut[name[i]],model.lutSE[parName]]\n", " fe1=s1Old[:,lut[name[i]],lutSE[parName]]\n", " ax=axs[row,col]\n", " ax.plot(t/tscale,fe)\n", " ax.plot(qtOld/tscale,fe1,color='black')\n", " axs[row,col].set_title(name[i])\n", " #axs[row,col].set_ylim([0,max[i]])\n", " axs[row,col].set_xlim([0,1.1*tmax/tscale])\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7\n" ] }, { "data": { "text/plain": [ "7440" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#gD=sys.get(\"hairGrowthDuration\")\n", "#print(gD['value']/60/24/365)\n", "print(model.lut['slowlyPerfused'])\n", "ft=[sys.fSS(x)[0,8,7] for x in qt]\n", "#matplotlib.pyplot.imshow(sys.fSS(3e6)[0])\n", "matplotlib.pyplot.plot(qt/tscale,ft)\n", "30*248" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }