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DHCD (Devanagari) dataset ResNet32 model fitting
{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%reload_ext autoreload\n%autoreload 2\n%matplotlib inline",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from fastai import *\nfrom fastai.vision import *",
"execution_count": 2,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Using the DHCD dataset from https://archive.ics.uci.edu/ml/datasets/Devanagari+Handwritten+Character+Dataset , and training a Resnet model using Fastai libary (v1.x)"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "It's the MNIST equivalent for देवनागरी (Devanagari) script."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "path = Path(\"/work/data/DHCD\")",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "path.ls()",
"execution_count": 4,
"outputs": [
{
"data": {
"text/plain": "['valid', 'train']"
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data = ImageDataBunch.from_folder(path, size=26)",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data.show_batch(rows=6, figsize=(11,11))",
"execution_count": 6,
"outputs": [
{
"data": {
"image/png": 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sATHGGGOMMcbUjLoWImxL/mVpLv/85z8DcVZ/5JFHAjE2oCvjvNyRomy89NJLQNQcSx6gshVMWm5ZPr755hsgWkZGjx5d2lb+9c8++ywAr732GgCjRo0CokZcGqha/28sG5FK44a0f9IoAiy55JIArLnmmgD8+te/Bppez6WWWgqAiRMnAvCPf/yj1MYLL7wARPkpIu3z1FNPDcCcc84JwBJLLFHaZq211gJg9dVXB2DuuecGYmxTS9rtSr9TWDYik5LTv9I1KFog8pYtoWUac2RxK1reZNnKx/bMPPPMQJSbgQMHAtC/f38gakpnnHFGIFrCJG8AvXv3BmDDDTcs65dlI1Lveg+HHnooAKeddlrV++g+05bxAcotvGpDsphbbtmgfnJx+OGHA7DyyisDsP/++wPxmUMWse78rGELiDHGGGOMMaZmeAJijDHGGGOMqRkN7YKVNzvKPCXXCK2Ta8Vjjz3WGV2sKTaJRoqyIdcFuSksv/zypXWSYQWhDxgwAIiuOIstthgAe+yxBwAffvghUG6SVnCw3B1kwv76668BGDFiBACvvvoqEF3CnnnmmVIbCpDXPh2ZKtiyESnKhoL4lLr2kEMOKa0bPHgwAH369GnTMeR2BXDiiScC8OCDDwLRnUYyI/ctuVnpfa655iq1kXe5ySMXsDFjxgDRzUvpePPj81133QXApptuWtaGZSPS2j0l77akcUEuT3LP01ija1EcT/KyJNmTK53++wo4ltuUEgfIdTjfDx2v6CLTHuyeV5l6u2BpvPjLX/4CxOutpCm6f+n+BFGeJEfFIHO53ilw/bvvvgNi4hWILnu6hwnLRkqt5ULX8MYbbwRgs802A+Cdd94B4NFHHwXgiSeeAOCtt94Cyq+fAtZ13TvyOd4uWMYYY4wxxphuSUNbQFZaaaXSZ2kfpS367LPPAFh88cUB+PTTTzulj7XEGolIR2ol5plnHiBqmrbYYgsA7r333tI2v/rVr4AYEKYgYWmiBw0aBEQtu7RZ+RStH3/8MQBPPvkkAI888kjZ92HDhgFRI9WW/55lI1KUjQ022ACAk08+GSgP/i5qhHW9FOD30UcfAVH7KC24NNoAb7/9NgBvvPEGEGVC77LK5RMjFJE17JNPPgGiTNx5550AvPjii0Ac3/bcc08A3n///VIbl19+ORCtJcKyEak0bui8nn766aVlu+yyC1DZOtVoSIak9ZTsQtSOrrvuumX7WDYi9baA1ILm0vBWwrKRUi+5OPbYY4FoEStSTKKTLz3w/PPPA9Eq/txzzwEwbtw4ICZTac/zvS0gxhhjjDHGmG5JQ1pApF1+/PHHS8sWWGCBsm3+9a9/AXDAAQd0VvfapE3oCKyRiHSkVkJxQg888AAQrRh57XIL/QBimk353CodsPw3IcYpKSW0fHwlPx988AEQU/3+97//BWKRRYhxJLLwCctGpCgb0va0VKBPVgxZHoq++fou2ejbt29p3+bSrlaDioVBHK9uuOEGIGqsZZGRhl6yo37JBxyi5ayIZSNSadxQnI40hxDjN2qBtJmyvOWtZYoDUlpwWbg0Pshyq/GjaLWDGK+iGABh2Yh0ZwvINttsA8D2228PRO06lMez5bFspNRLLnSPOeqoowD4/e9/D8Acc8wBtGxRF3q2UDHm119/HYBrr70WgLvvvhuIY4XGn1batAXEGGOMMcYY0/1oKAuINI3nnHMOAHvttVeTfaThkUZLmQM6EllbVPRwyJAhpXWKRekMrJGIdKRWYtdddwXglFNOAaKff6XCcm1hyy23LH0eOnQoEK0iw4cPB2CFFVYAYnyJ3pUlKa+JHT9+PBCLkwnLRqQoG1X6O5e9F4vLtQVps+VvKwuW4jikjVTcEMTMJortkFZbVrJi5qW2ZFCzbERas4DktcFFy1Yxg5DigPLWMCiP+5LmUYVLZdmS37asGIpRnH/++QFYf/31S22cccYZADz99NNl/ZA1TLLQ6P7cjU53tIBo/Lr99tsB2GijjYCYYQmiZr2IZSOl3nIhS4cy5y2zzDIALLvssgCsttpqAKyxxhpVt6mxQs8geobNP8uq4GFxXLEFxBhjjDHGGNMtmfTE4x3IeuutB8TsJM1x3nnnAfDee+91+PGlTTjssMMA2G677QBYccUVS9vI91/aKdP46JpJG1D0k54U5K+ZR5qFV155pez9wgsvBKJ//2yzzQZECwnEOjemY5kUi4dQ7nX5V8uqocxWyr71pz/9qcmxpL1affXVgTh+ySd3UrKWmNZR/IQsEhCzmF133XVAvBaLLLIIAAsttFCzbeUtJ8qgpdiwm266CYCrrroKiBZNZdlTLJBqj0CM+bjvvvuAyrE+xhSRBVWWNZHPBNizZ08gxhqZxkJZ7ZRFU++yai299NJAefyaYgP//e9/l22jd3lQyNtDmba22mqrUht6zlUmrXpgC4gxxhhjjDGmZjSUBeSggw4C4ow9j/yt//73vwMdW2VaKPtWsdKwqtfCpGlQTW3RtVKtGGWI6EjZydeLEJUyTUi7LW23snCpPgjEuhCmelTbQb6z0kZD9NfXmKK4DGW9agtqQ5VpX331VSBqzE866SSgfLwQkkVpu4rY8tG5SGO49dZbl5b93//9HwCDBw8GYJVVVgFaH+Pz62XNXHLJJQE488wzgXgPUWa8fv36AbGqeh756P/zn/8EKmctMrVH8Xmq9aPMdhrD643GuqIlXnWsIFry8tY/0/joOaW5bH2yoB9//PFAtIQpjkRxI4qjVjyJ7lUQ44QUf1gPbAExxhhjjDHG1IyGsoCstdZaFdfdfPPNQOdWPN9hhx2ApllPZH2ByhpM03hIcyDt0P3339/hx2guV3dbLSz57ZVVx1TP0UcfDURt9NRTT11aJxlQHJcy7BUtIPpfKz4onyFN44E0Reussw4QY0AUK7b88stX7KM0prKa2OJRWxS3kY+3OuaYYwCYaaaZOvw4v/nNbwC47bbbADjttNOAplnYII4hxfuOqS35a6LaUccddxwAq666KhD983faaScAHnnkkZr1rznUz2INpHyckix7toB0TfLZFEUxhlD3L8W5KhvfHXfcAcQYxD/+8Y+lNvJWsnphC4gxxhhjjDGmZjSUBUR+bM1x7733Ap2jOdRxt9hii2bXK0sJlOeAN42NNOHSLCo7VUeiLDh5OiM+yVRG2V30ntdkKhuMsoDIR1YonuPUU08FYiX6vAXk8MMPB2DHHXcsa3P22WcHor9/S7EDzz77LAAffvhhG36Z6ShWWmklIFrAoGmsjrKcXXLJJUC0cGnMX2655YBYUwSidrmS9UJZaA499FAgymh+3NAyy0Z9UByfYrgA9t1337JtZMFU7SZVmpZvvSwjtWbBBRcs+66Mi4sttlhpmepOnXvuubXrmOkwFF+W54033gAqPw9rubLw3XrrrUDMtAdNrWb1wBYQY4wxxhhjTM3wBMQYY4wxxhhTMxrKBeuiiy4CYLfddgPKzUtKodoZzDPPPEDzpi6Al19+ufTZwaNdB6UoVJDpZ5991uHHkBsORFeNr776qsOPY6onn5JSqU3z6QcBHnvsMSAWDZRJW9cw704ltwa5YMl1R8HoKmhXZOzYsaXPSpdo2agtcsNUooLmUiQrOFf3HV3vYjptpcjOp4lXIKfkTDJRdCduKeBTLr6jR49u9feYjkNucJdddhkQ0yEDPP300wAcccQRQJQJJcNRkgG51indcq0pypVc1VX4EsoLKZuug8YQuY/myT+TVoOeW7/99tvSsvznemELiDHGGGOMMaZmNJQFREWcdtllF6Dc2qD0mJ3BNttsAzQtgKhjXn/99Z12bNN5KG2qUrHmkwl0FPl0hwpiVbEqU1umn356AA477LDSMqWpFO+++y4A++23H1C5OGX+uhYD16U5UtKKYqGo77//HohWD4Dnnnuu2eOYzkWaalkm8hQtH60VANT96IcffigtUxIDyYIC1f/9738DTS1vzfH8888DjaGRnJzYc889gWj5uOqqq0rrdt99d6Dpc4csabKgyiqqAsm1CkbX+JQPNgd47bXXAHj77bdLy5SC1XQtlNhCnjn5cae7pFS2BcQYY4wxxhhTMxrKAjJy5EggFv7L+zGuu+66AFx88cXtbl9+3ZpZyvKxzz77NLv9KaecAkTtpelaFON1imlaOyKeJ+/rreJA1mTWFlkgNttsMyBqtCFea8X/HHTQQUCM+ahkkcgXM1SqTfH1118DsPbaa5ctV/zIWWedBcAVV1xRWifZM7VFWm79T/NaRBWT6whtotK0PvzwwwAccMABQCwElpenIsOGDQNsHas1KkQpq+hee+1VWlfJ40LPAoq12HjjjQHYeeedATjxxBM7p7MFFL+itMC6l6nQqZ6loKmF1rSMzle9Sy4stNBCQIxhzY9TnVmQu5bYAmKMMcYYY4ypGQ1lAZFmUcVS/vCHP5TW/fnPfwZiNopiIZbiLF/ZThZeeOHSssGDBwOxcJi0B0Wk5Tj99NPLjmG6Fspio+s344wzAtCvXz8AJkyY0GTbapEPbv/+/UvLZAGpt+ZkcmPAgAEAHHnkkUAsLAZR4y3fbY0trV3vHj16lD7PPPPMQNRQDxo0CIjyJKQVPeOMM4A4npn6sd5665V9l488xKKTnTG+yxJyzTXXANHa0hzvvPNOhx/ftI7+10OGDAGiFaslNAZceOGFQLSAyJvitNNOK22bt7Z1NHPOOScQ72UqOPfRRx8B5fc20zb0rKmYoA8++KC0rjhWdOaz4VprrVX2/amnnip97i4WdVtAjDHGGGOMMTWjoSwgmk1Ki5DPyy1rhWaByjbx008/ATHjkXy++/TpA5SXm8/n9m8JZTDpzMxbpvNRNiJpu6W5fvHFF4FJs1RIHpdZZpnSspdeeqnd7Zn2s+222wKw4IILNll32223ATB06FAgjhetkZcN1WdQNpLFF1+8bFvFrMn/u7v453YHdF8QquUBnatFlPycf/75QNSQNxcL8sknn3RaP0zryHLdFh566KGyfTX25C1ut99+ewf0rnmWWmopID7TKIOb6gzlLbz24Ggbxx13HABbb701AFdffXVpnaxaynj5/vvvAzGbopbr2aM9517W96L19v77729zW42OLSDGGGOMMcaYmtFQFhCh+I7DDz+8tOxvf/sbELM/tFRZthLyyZamerXVVgOiP/+IESMAuOuuu9rTbdNgSBskf1hpqdoa75FHsnLggQcC5fEGkh9TW5S9RtrAvEZZ1tRq/Lvz5DXVxX2L8Waysqg6rTWOjYusn7U+niwvv/vd75ps01bZNB2LardcdNFFpWWt/YdVXfyWW24BYkX0Y489trTNgw8+CHROVkTVtxGPPPIIEMcmPdtArFVj2sYCCywAwF/+8peK28iKqtgbxZXdcMMNQIwLVBbGaphtttkAWGKJJYA4PuRjQLoLtoAYY4wxxhhjakZDWkCUaUKxGBArj+66665A1AAMHDgQiDPRsWPHAlHjpGwkEPMoy29fFUJ1PGkxXMm6eyB/TflprrTSSkC0YrQn7/5GG20EwB577NFknWOG6oOyYInzzjuv9Fn/+dY0mrKeKKvMUUcdVVqnrHlFFE9y7bXXAp2b9cZ0DN98801Njydrq+SwOQtIrftkUqStVoay/Bgha4jqauheIa20MiTp2im7Wr5mkMYQZVXqCMvo9NNPD8SMnoo1Ur0ZxQ3kYxPzdZFM6yi+OJ/hshI9e/YEYN555y1713OCLCD5eObWnhOWXnppIHpXPPvsswB8/vnn1f2ALoQtIMYYY4wxxpia0ZAWEKFaHgC77LILELOJKMuVtNlCufml7ZZvHsATTzwBwPbbb1+2j7RTt956a4f13dQfaa3ko3/88ccDMP/88wPw9ttvt9qGMlJIgyGrnGRJVjSImS9MfZA2Mh/D1VrWK/lMzzfffECsF6IMKFBe7T6P6jco9sM0PvmYrVqSr0xdxBXQ64PGdNVqyVu15Wkh332NI7PPPjsQ7wvysNC9Jf8McdhhhwExFlH1garNxNcciy22GACzzjorEJ9dZLm94IILgPLnHsWpmOpYc801Adhuu+2AWHMF4N133wVglllmAaInjurNKeuq7iuySOmHzWokAAAgAElEQVR6AQwfPrzZ4+pZtmhxl4xNSuxqo2ILiDHGGGOMMaZmeAJijDHGGGOMqRkN7YKVT2n3pz/9qap95C4hFyy9A+y4444ALLTQQmX7PPPMM0D3KW9vylGQ8JFHHglENyq580EM8JL8qNjcMcccA8DGG28MxGA/peZ7/vnnS23I1G7qg9JdKhFFS8iFQuPD3//+dyCm5MwHjKrIl8YNmdkfeOABIKZ5No1PvjBtLWkpDWcxrbOpDUpPq5S6+fuB3LF+/etfA1FulNDknHPOAeDSSy8FovvnFltsUWrjxhtvBODUU08F4tiy7777Au0rWKokBkqa8atf/QqI96VRo0YBsPnmm5f28fjUNj744AMATjrpJKDczV/uklq28sorA3DJJZcAMM8885S1pYD2ap4N+vbtC8D6669fdiwFsndHbAExxhhjjDHG1IyGtIBodr/kkks2WSfN5IUXXgjEAGOlo1tllVWAaO1Qml6ApZZaqtm2rrvuug7ru2k8pBVSOsSzzjoLgOeee660jSwZSqO36KKLAtEycvDBBwNR7lQIM68dUaFLUx+kpcz/53XtpU0qji0K2lSRyvHjxwNw+eWXl9p47733ADjzzDPL2rrnnnuA7hkc2F2Qxlr/a2m0a41Su+ueIzmEGNgspplmGiCmdFW62O6YhrMRUPKQIUOGlJZddtllQLSUapxXAHml/7ysogBbbrklEK0kCnpXkLO2VQpfyWq+CGrv3r2BeD/KJ8cAmGOOOYCYqlUphatJsGJaRuN8c0kidP8oWj60rbxq5HWh+0pLbLLJJkAsRKhgdVnguyO2gBhjjDHGGGNqRkNaQKQlevTRR0vL1l57bSBqIK688kogpkMV9913HxD9/OXDD7DPPvsA0edWMR/ScJruSdFqpjiPfFzRb3/7WwA++eQTIKZVlIZDPtxqS2n48prMMWPGdEr/TcvomijFqnx3IRYDK6bKXXfddYFoyXr66acBOOWUU4DysUdaLMnN6NGjgVikzDQuSsm83377AdEyDtHKpf98Z6K4JGnOpVmHWDROVhIVxN1www2BGG9wyCGHAE7bWwt0jieluKh89xUnIBncdtttgWjNKFo1qkH3o/333x+Am2++eZL7a1pHhSD1n5TlQzFAiiWUl4Xib1oqQlkp/e6TTz5Z1nZ3xBYQY4wxxhhjTM0ILc3MOv3gIbR48EGDBpU+q+COCg2OGzcOgN133x2A22+/HYixICJfREx+edI4CVlRZCF5/fXXgdprmpIkCa1vNXnQmmxMYttA9LWGqD2XtuG7775rsY3VV18dgIceeqi0TMXsPvzww47rbIZlI1KUDcWByYc2j/xoDzjgACAWdVJGGvnfP/LII0C0buTHjRtuuAGImdDuvPNOIGaaqbfW0bIRKcqGCoHJEpLPOKUYHmUlGjZsGNCytrKF45a9S6upuKR11lkHgKFDhzbphzLkSOaKxRIVm6DieG3pn2Uj0pn3lLagAst6DlGhu5lmmgkoH3tUwHKFFVYA4PDDDweipl3FDtuDZSOlLXKhe4AKTip+aO+99wbg6quvBtpWbLJXr14AvPjii0AsanjQQQcBsYBlrailXNgCYowxxhhjjKkZDRkDIkaMGFH6LOvEeeedB8DMM88MwPXXXw/AgQceCMDZZ59d1kbPnj1LnwcMGNDscVZddVUg+oGrTeXWvv/++0vbasYrX15po+yX23XQNVPdiOLnaiha2vLtmtqiOA9ZM/IWTmWJUQ0PWaxk9dT/tqix6tOnT+nz/PPPD8TrqzZcN6jx0XV+6aWXgGj5gphv/+677wbgb3/7GxDjhYo5/2W1yN9TlHFNMWHKpqbvkp0FFligrI08suoX+fLLL4EYq+LxpXugbImyuraELGo77LADEJ87ZEkznU8+zlOZzDQmKGZQMcnNPRe0hjK3aqzQuJOvMdZdsQXEGGOMMcYYUzMaOgaksC0QZ6DKyS8Np/znlHtbGUXyVo9XXnmlrE351sqvb9ZZZy1br3OTz7+udpU5ZeLEiUDMpKXlmgnLYpL365UW41//+lfxePbJzGgUf91KyKdbfuQQawzIb7cjsWxEirIhrbI0SL/5zW9K6/T/k9Xio48+AlrXVOVrEBUz7Sn+R1r1emPZiFQaN1Qf4aKLLiotK1ojNN7LGtZczY7id/nrF7dpD9J8yuJ+wgknALHGQ3u0q5aNSKPfU5pDlrR333237F2ZtdojE8KykdKaXORjcvRfXGSRRYAYr6H4sWqQ9UQxzqpDJ8u9smnKmipLaK1wDIgxxhhjjDGmW9LQMSB5pI1SRhppJffYYw8gZiFQBitlM1IeZogzT1kplEP7uOOOA2KciTKnaJareJP8Z2lb24OsJkULiOk6yA88r4GaFG2UaT8676r+Ky0hRM20tqnW4quMZhCzpcmC2hZtl2kMrr32WiBWRIeYUahoxcjHeNSSU089FYh+5bpPmMmX3XbbDYgZshTj6ntN7dBzI8QMZhoz5JGjOLLiPhpTVNEeYPnllwdg++23B2KVe/Hmm28CMVaoO2MLiDHGGGOMMaZmdBkLiJAGU/n65SerjAHy8VVGnLz1QkhDqloPspYom44sIoofyc9QVTl56aWXBqB///4AfPrpp0DTma/eZZmBmJPedF3km5v3D1VGnFpUVjZN0dgwKdpB/V8VW5ZfplpDk4NmqruhWKATTzyxtEz3DFm+l112WSBqKyvFdeSznyleRH7aihHU/em1114rez/66KOBckuM9lWGR1s+Jm/yzyzy7FCM6Y033liXPk3OKGYX4I033gCihVxWy2OOOQaI96Dic2DeqtqjR4+y9jWeaBvFmUwOmVVtATHGGGOMMcbUDE9AjDHGGGOMMTWjy7lgFZHJS25NKip4ySWXALDGGms02efhhx8GKpu4ZFZXsGlzQadFF6vWgltdRKp7ITeJ5lJymq6Lrmc+bfZXX30FxDHGAaBdlx9++KH0+dZbbwXg3nvvBaLri1wpFXAq1wi5SowaNarUhgqYajzQd22re0kxjXzeBes///kPENNvmsmbwYMHlz7LxVvJdtpaMNdMOvnnRCUO2mijjYDoTqWxoho0Nlx88cVAvL8cdthhANx3332T2OOugy0gxhhjjDHGmJrRZQoRTg64MFDEslGOZSNi2SjHshGxbJRj2YhYNsqxbKRYLspxIUJjjDHGGGNMt8QTEGOMMcYYY0zN8ATEGGOMMcYYUzPqGgNijDHGGGOMmbywBcQYY4wxxhhTMzwBMcYYY4wxxtQMT0CMMcYYY4wxNcMTEGOMMcYYY0zN8ATEGGOMMcYYUzM8ATHGGGOMMcbUDE9AjDHGGGOMMTXDExBjjDHGGGNMzfAExBhjjDHGGFMzPAExxhhjjDHG1AxPQIwxxhhjjDE1wxMQY4wxxhhjTM3wBMQYY4wxxhhTMzwBMcYYY4wxxtQMT0CMMcYYY4wxNcMTEGOMMcYYY0zN8ATEGGOMMcYYUzM8ATHGGGOMMcbUDE9AjDHGGGOMMTXDExBjjDHGGGNMzfAExBhjjDHGGFMzPAExxhhjjDHG1AxPQIwxxhhjjDE1wxMQY4wxxhhjTM3wBMQYY4wxxhhTMzwBMcYYY4wxxtQMT0CMMcYYY4wxNcMTEGOMMcYYY0zN8ATEGGOMMcYYUzM8ATHGGGOMMcbUDE9AjDHGGGOMMTXDExBjjDHGGGNMzfAExBhjjDHGGFMzPAExxhhjjDHG1AxPQIwxxhhjjDE1wxMQY4wxxhhjTM3wBMQYY4wxxhhTMzwBMcYYY4wxxtQMT0CMMcYYY4wxNcMTEGOMMcYYY0zN8ATEGGOMMcYYUzM8ATHGGGOMMcbUDE9AjDHGGGOMMTXDExBjjDHGGGNMzfAExBhjjDHGGFMzPAExxhhjjDHG1AxPQEynE0LYKYTwRL37YUyREMKlIYSTQgirhRDeqXKfqrc17cNjRucQQlgzhPBxvfthjDGTNAHxTaLjCCEMCiEkIYSp6t2X7kpn3nxDCDOHEJ4MIXweQpgQQng6hLBKYZu5Qwh3hBC+DiGMCyGc1hl9MW0nSZLHkyRZoD3bhhCGhxDWqWbfEMKSIYQXQwjfZu9LtrfPpvPp5DFj/hDCrSGEsSGEL0II94YQ8nK1YyYjX4UQPg4hnOb7Q1P8HFKZEMLxIYQr27quq2JZaD/Z8+e8FdZ1ynntFhaQztbqhBAuDCG8E0L4Xwhhp8K6dt0k2vLQYiL1vAG3cuyJwC7ALEAf4G/A7donhNATuB94CJgN6A90q8HftEwmA7eSXvc+wGXArdly00k08JjRG7gNWACYFXiOVD7EtMABwMzACsDawCGd01MzqdRzsmoai0aRhRDCQ42s2G6YCUgD3yQA/gvsDbzUzDrfJHKEEAaEEG7K/hyfhxDOzq07PYQwPoTwYQhhg9zynUMIb2WWgWEhhD1z69bMJnaHhxDGAENCCH0yS8LYrL07Qgj9c/v0DSEMCSF8kq2/JYQwHXA3MEcIYWL2miOEMEUI4YgQwgdZf68LIfTN2pFVatcQwkekk4dmSZLk+yRJ3kmS5H9AAH4hfcjsm22yE/BJkiT/TJLkm2z7V6s4n0uHEF7Ozs31IYShIYSTsnWvhxA2yW3bI6SWlSWz79eHEMaEEL4MITwWQlikteN1d0IIS4UQXsrO51CgV7a87IbRynkvbRtCuAIYSDrZnBhCOKyFw68JTAWcmSTJD0mSnEUqK7/plB/bRZiMx4znkiS5OEmSL5Ik+Qk4A1gghNAvW39eZm37MUmSUcBVwCqV2sv9luEhhCNDCG9mv2VICKFXYZuDQwifhRBGhxB2zi3fKJP7r0III0MIx7d2vO5EaNznkNYmq6aD6eqyEELYjvR+07gkSVLVCxgA3ASMBT4HziZ9qHoCOB0YD3wIbJDbZ2fgLeBrYBiwZ27dmsDHwOHAGOAK0ge2O7JjjM8+98/t0xcYAnySrb8FmA74DvgfqRZ6IjAH6eTqCOCDrL/XAX2zdgYBCbAr8BHwWJXn4Algp1a2OQi4vZVtrsj6+13W38Nyfdox69M44OjcPssDTwMTgNHZ+e+ZW/8vYCTwFfAisFq117ajXsCUpJO1M7Lr0gtYNZOTn4Dds23+mF3DkO23ETAP6cPYGsC3wNI5OfmZ1KIwNTAN0A/YnHTyNwNwPXBLrh93AkMzeeoBrJGXuUKfDwCeIbVITA1cAFxTkJPLs98zTRXn4FXgx2y//+SWX5Jd97uza/sIsFgrbfUERgD7Z7/jd1nbJ2XrDwOG5rYfDLyW+75Ldn6mBs4EXqm1TDTSK3c+D8zO5+8zuTwpLxtVnPcyOQKGA+tUcfwDgbsLy+4ADq73uanjNZnsx4xcu5sCo1tYfwtwahXtDAdeJ71n9wWeLMjuz8AJ2e/cMDt3fXLrFyO9fy4OfApsWm85yf22yf45JNeHBOjXynbHA1dmn3sA1wA3ko5xx2f9uTw7N28Ay+b2Vb+/Bt4ENqv39bcsVCcLwEzAu8CK2bqpqmgnAfbLzss44O/AFNm6dp/XFo9Z5Q/0TSKpegLSlpvEOrnv6tN/snOxBPADsFC2fplMmKbKtn0LOCC3/x+y8zcVcDDpH6hXjQeElUj/qFMVlu8EvJ/7Pm32W2dr4Rzun7u2P7b0W4AlgfHZ59lJ//h9mtmuOTl5C1g79332TKZ1nhNg7jaeh17ANsCOuWX3Ze1uQDr4H0r6R+3ZQjurA6PI/k85GdTDxBykf/gZs+83AIdVaKt39ltmqqVMNNIrO5+fFM7nUzSdgLR23svkqPhfbuH4fwauLSy7Cji+3uemjtfEY0baRv9M5rapsH5n0oejmatoaziwV+77hsAHud/zXf58A58BK1Zo60zgjHrLSdYXP4fEdlucrOa2O57U5XOarN+XAlPm1n2fyceUwCnAM7l9tyA+OG8FfAPMXm85sCy0LgvAOaQKL7Vb7QTkYdIJzUDSCcxu2bp2n9cWj1nlD/RNIml9AkLbbxLNTUDys+vngK0r7H8AcHML7Y8HlmjL75vUF7Al8EIzy3cCnmhG2OfNPm+Q/TG/ILXw/AicmLu2owr7Tkv65x1BavH5KmtvSlJL0bgK/WtOTr7N9p+Qe30PzJm7Jj3aeT7e0jUgNZE+nFsXgC9bukbA1sBzhWXXkD0IZ9/vyeSuN+kNYs5s+ZTAqaTaFv2+BJinljLRSK/sfD7f3PmkfALS4nkvylHxv9zC8Q8E7iosu53J2wIy2Y8ZpHFjb5KzeBfWb0pqiWjRYlqQx41y3xcBvmvh95Tkl9SN+GHS+/2X2e+6ot5ykvXNzyFJ65PVwrbHk7rrPAqcRblS5Xjggdz3hSUnFdp6BRhcbzmwLLQsC8Cy2bXKt1vtBGT93Pe9gQcn9by29Ko2BmQAMCJJkp+bWTdGH5Ik+Tb7OD1ACGGDEMIzIQ2UmUA60545t+/YJEm+15cQwrQhhAtCCCNCCF8BjwG9QwhTZn34IkmS8VX2eS7g5pBmJJpAevF/IfWZEyOrbKtVQgibkj7wbZAkybhJaGpM7vO3xHM5f+a3PCY7NyeTO5eZT+9bmb//BFITXP5c14KRwMC2+E6GEKYmNQmfDsyaJElv4C7SB3SRFHY7mNT/cYUkSWYk1ViT7TMS6BtC6N3M4YrtqM8bJEnSO/fqlaQ+1y3tVw09gLmzz6+2o53RwJwhhPy5GFDY5jJS69cWwNO5fm9L6pK1DqksDMqWByZfmjufA6vcrnje81R7Xd8AFi+0u3i2fHJlsh4zQgh9SK2jtyVJ8tdm1q9PahXfJEmS16ppMyMvrwNJtZXVcDXpA+uAJElmAs6nccaMyf45JIQwC6m8nJskyTVV7rYi6ThzapI9HeYoPm/0CjFxyg4hhFdyfV+U2j9TVMKy0IwshBCmAM4lffhv7ty0Rv74I0gtYGJSzmuzVDsBmaxvEq3RzptEW499HvA2MF92bo4iO5chhNVI/Ra3JJ2N9ybVXtX6xvEc6cPbqSGE6UIIvUIhFW0z9CQ1R44Ffg5poOl6rewzA6kbwYQs+PM4rUiSZDRpnMW5IQ087RFCkBx9CvQLIcyUa+t84K8hhLkg/VOHEAZX9WtzhBBWDCGsGkLoGUKYJoRwOOnA8my2yZXAiiGEdbLB6wBSP8u3Wmj2adIBat8QwlRZv5YvbHMLsDRpvMLlueUzkLrwfU6qrTi5rb+pG/I0qYl9v+x8/o6m51PbtXbe83xKnGi2xCNZu/uFEKYOIeybLa8YqDwZMDmPGTMC9wJPJklyRDPrf0Pqord5kiTPtbH5fUII/bPfehSpm0g1zED6UPV9CGF5UkVGozBZP4e0NlltgftI3aseDCHM2trG2bHmIn2m2Zc0tqA3aVxRo0xGLQvNy8KMpBaQoSFNwPF8tvzj7DmxNdqsuKjyvDZLtROQyfYmke3bM6RZRALQI/v9U2Tr2nuTqPahRcxAavafGEJYkNQHL7/uZzKTZAjhWFJBrClJkvwCbALMSxpI9TGp72hL+3xNGvh0Hanb2LakGriWOJPUP3McqRvGPYX125OaNt8m9W8+IDvW26SuNMMyLcQcpMH7twH3hRC+ztpboYqfW2RqUr/Lz0lNohuSukF8kh37HVJLxfnZ7xwM/F+SJD9WajBb9zvSwLQJ2f53kE4stM13pH/+X5MG5InLSTUYo0jdO55px2/qVuTO506k12Arys9ZcbuK573AKcAxmUxVzICXtbspsEPW7i6kAb4VZaC7M5mPGZsBywE7h5hla2IIQVa5P5NaL+/Krbu7yravJn1AGZa9Tqpyv72BE7LfdSzpOW4UJtvnkNYmq62RJMlppDLxYAihGivGdKQPw2Oz4+9MagFpFCwLzcvCl6RWiyWz14bZ8mWIytCWODT7LQNIlZrVKC7ac15TWvPRyvl0DSTVtn5OOoifRet+uvuQXogJpBkFrqWCH3W2bA5SLeFE0gCYPcn5r5EGx1yWtTkeuCm37yVZ3yYQA6cOAt4hDdT9ADg523ZQvt0qfvsj2fb515rZuodJH/4n5l53V9HmYNIb7gTStL1N+pQdV0FAq5PeHCcCj5NmMXkiWzclcDHpBGU0aXak4VThl+5X13qRDiI7F5YdS5bpxK/anXe//GrEV3ce+yfX5xDS7JgJaZxf/lljYCv7HZ+/N5BORF/JfkNxXVl/gL+SxliNA/5JGkeyW71lwLJQvSy0sd2EmAXrc+AfxIQF7T6vLb0UwW6MaUBCCGuQDljjgO1ItShzJ6n2hUwr8zKwfZIkj9Wto92M1s67MY1KCGE46YPiA/XuizHGVKJhChEa0+iEELYruEro1e4g4hDCwAptyhVjAdJ0g1+S+qP+Pjf52J3Ur/RuTz46nIrnvSU6Q0ZM16VOY4YxxjQ8toBQqhh5QTOrRiRJ0q7q0dmN4M0KqxdOkuSj9rRrjDHGmO5Fe59Dsrig5gKMT06SxMlHuiCd9Ey6GmnMShOSJJm+PW1OKp6AGGOMMcYYY2qGXbCMMcYYY4wxNaPqHMqdQQjB5pccSZI0So7tumPZKMeyEbFslGPZiFg2yrFsRCwb5Vg2UiwX5dRSLmwBMcYYY4wxxtQMT0CMMcYYY4wxNaOuLlhF+vbtC8DAgWkmwV122aW0bvbZZwfgpJPSgq6vvvoqAMUg+hBS69EMM8wAwOWXX15aN3hwedHJESNGALD//vsD8PjjjwPw7bffttpXHadXr15lx+vXrx8ASyyxBAC//e1vAZhpplgQ89prr23SN9O16NGjBwD/+9//Sst++eWXenXHtJOppkqHwOmnT5OATJw4EYCff/65tI3+69p25pnTQsKLLbZY2fv8888PwKKLpgWD55hjjlIbGh/EN998A8CECRMAeOyxNIvy9ddfD8ALL7wAVDcWmfojGRFTTJHq9nr27AlE+Zp11lmBeI8DWHXVVQHYYIMNAFhggQUAmGaaaZo9lsaZtdZaq7RM9y5jjOkq2AJijDHGGGOMqRkNZQG57rrrgKhB/NWvftVkm/feew+I1gshreSgQYMAmGWWWcrem2OuueYC4MorrwTglVdeKWtb1pW8dksab2m2pOWcc845AejduzcQLR5TTjllk+Ouu+66gC0gnY2sFNIofvbZZwCMGzcOKLdeVIvkaejQoQC8//77pXX77bcfAN9//307e2xqhf6fxx13HBCto3fccQcA559/fmnb5ZZbDoBtttkGiNZNjU/SSH/99dcAfPHFFwCMHDmy1IZkT8giMu+88wKw1157AbDbbrsB8MQTTwBwyCGHlPb573//2/YfasrIj+WyMGgc+PHHH4E4Zmu9ZEXW7bnnnrvURv/+/cuWTT311EC8L2i5vqstWUiKfaoG9S9vYTPGmK6GLSDGGGOMMcaYmlHXQoTF9GfV9OW5554D4LXXXgOiJmmhhRYConZS/tp6z443qV3uUIr9cVq8yKSkxlNczllnnQXAjjvuCMDo0aMBuPPOOwE4/vjjS/uMHz8eaCqDRSvJiiuuCMCTTz7ZZHv5cD/wwANl++g6S1b1LgvNDz/8UNpWsQfFflg2IpMiG9JQn3LKKUCM/xKffvopUG65VGza22+/DcQx6KGHHgLg9ddfL9tX8R15S5isJLqual+xAeussw4Af//734Foyc379v/ud78DogVPWDYiRdmYdtppgRhzseaaa5bW7bPPPgD89NNPQLyO2lbXQNdfFpH8PaUz+Pzzz4E49hSt+KNGjQJgtdVi8esPP/yw2bYsGxGnWy3HspFiuSjHaXiNMcYYY4wx3RJPQIwxxhhjjDE1o8u5YBUDw5sLFO8q2AWrMpNiFl1mmWWA6CqTD/jM88EHH5Q+f/nll0BMeyq5kruL0qUussgiACy//PJN2nvnnXeA6Oql66t3udvIlUOuHXLdgejWc+CBB5a1bdmItEc2dA2U2vvss88GojvNscceC8CQIUOA8gBfBR8///zzQAw278i0y+rfGmusAcANN9wAxKQWAHvvvTcAF154Ydm+lo1IUTaeeuopAJZaaikgumd2FpIJjSMaN+QiJfep/L1O44BcwJSMZb311gPgqKOOAqLbsVxH77333lIble6dlo1IR7ra6J6isVwJDFpKbKJrVHyvF5aNlEZ1wZKL9jzzzAOUp4bXc4nctyWHcteUq7GSJekeJpdUiPecm266qey4dsEyxhhjjDHGdEsaygLy1VdfAU2LdnVlNGtVgTOIxcb22GOPsm2tkYhMilZCqS7vuusuAFZeeeWO6VQNUECsNBfCshFpj2woTfejjz4KwMILLwzArbfeCsC2224L1L/wn7Rel1xyCQB/+MMfSuuuueYaIPZVWDYi7bGqV0LJBJQIQBYwpYKHaA2TJlL3MKVo3mSTTYBo0brvvvua9EuaSGnPtU5azdlmmw2AMWPGAG2TUctGpCM13UsvvTQA//znPwEYPnw4EJOZQFPvDFnDxo4dC8R03ZIZ7fvxxx+X2pBlRbKo+4Pa1HghWZFlRm1CZXmxbKR0hgVESUaUpnu++eYrrVOSC1klJAcqAyFLpyze//jHP5q0r/Hmu+++A2C66aYD4nNDWzyC6umJYwuIMcYYY4wxpmY0VCFCFfracMMNAZh//vlL62QV0fuAAQOA6MMt31vN5rQ87/8vbUFrSOsg8n6d+iwNg96l1ZAmRNoq+fXmC9ZpmekcFM8hOVL60vXXXx+IspMvdKn4DCEfSmme9F3yp+95JIPSdOld6Vv1LhlRrIj6C/DJJ59U/TtN6+j/v/nmmwOxKKX+r6effjpQf8uHkIZTsQvbbbddad2yyy5blz51ZRSXJQ1kXttXSUso7eJWW20FxFiLvA92JTQuqJCkrpnGHmnOdX9oCcnksGHDWt3W1BalY1fMlt6roVIsiJ4tdN+AKIu6V8jiJg27rP2KI9JzzwUXXFBq44QTTqi6b6Zt6DooJlSp+AmvlKQAACAASURBVDfddFMAFlxwQaB8rJE3jK5t8dq9+uqrAJx77rlAvEepSG1+H1m+XnzxRSDGMCrmTG3q+TP/nNMI9zxbQIwxxhhjjDE1o6EsIHfffTcQC7nlM5bIt00zvrnmmguIGmnNKrWdlmt7iP640mwVNWDKUHLMMceUtZkvKCafO2mqtY1mk9KYS5vRXGG5eme/mFyQZUFagUsvvRRoWggQoqag6Fsra5g0HfK/l3Yijywca6+9NhBlQzLTUoYU0znIB/eII44A4rU/7bTTgGhpaDSkIc/LTGdncOqOrLTSSgAsvvjiQLlFfN555wVi8Udpk2XJlE92NZYPoaxl0nwK3Y+qtcKbxkZxQbrHzDjjjEC0UEDUcOveoWcT/Y+LBS21XbHwJMRxrFryWfyKGUPNpKOYizPPPBOI2RXlEaN4vYMOOgiIcR0QZUTjisadJZdcEoDLLrsMiM8YynqXjyPZeOONgVhMdbnllgNiXMk555wDwEUXXVR2LMXFQpS3VVZZpU2/vSOxBcQYY4wxxhhTMxrKAiJtnzQHem+OkSNHtrl9zUI32mgjoGm2LeVIfvbZZ4Go0W4OaxO6Hrpm0nC2p46Daos0V39GMSWymMkaZmqLNDsQNUSymGoMuPLKK4HGtUrJxzevsVe2FFM9yiyk7Gd5tEzaw9133x2I94HFFlsMiJbxalCGm2JMmXz4fQ27B2+++SYQY4xk3VC8IcT7QNECItnQf1zLZbVQzZr8ttKOK4bo5ZdfBuCtt94C4r1mxIgRAFx77bWlNvys0nHoPnLFFVcA0cJajNfQdagGxSPef//9QIxXlLVCFpA33nijtM/ll18OREuLxirJn+KpV111VSBmVdR3aIzaebaAGGOMMcYYY2pGQ1lA2kJ7ZvWK29C7MuII+e/KX1jaBWPEZ599BsTYkHw2LPmFSoOaz25lasess85a+jx48OCydRdffDFQXn2+kZDFQxqtvJaqUeNVuiqyflWycMgycs8997Talq5TXsOYR1lo8vGEpusi7wnFEUlGlOEQ2v6MIhmSdj2/7PDDDwdgkUUWAWDrrbcGYrajYiatRrXsdkXy9xPFKf/6178GooVdsRYdcd6ffvppAA499FAALrzwQgCOPPLIJv3QePLSSy+VvR977LFAtK6pDlEjWD3y2AJijDHGGGOMqRld1gLSHpR9QH6bRQuIZoe//e1vAbjllluAlmNRTNejOS1Aa9qqYhYbyVLeAiJtgzKiyO/b1AZZD/LVw1VLSP95+UY3ql+0fL5XXnlloDxO6bHHHqtLn7o7smoWKWbOakm7qWyL+boteZQdp1HlzrQNZQ5SHIesk5NyfYsxinkUW6QaIbLaqW6Q6Tz22muv0ueFFloIgKOPPhqA//znP0Dn/K8V33HUUUcB0SILsa6QnlGLaKxac801AVhvvfWabKMxqZ7YAmKMMcYYY4ypGZOVBUSzwryfZnOogvbcc88NlGfDsgar8VCWkZlnnhmA1VZbDYgxGbJ4KMuI/DcVqwExw8S7774LRM2Wttljjz0AmHPOOYGmWW7y/ZDPqLTupjb06dMHKNdC6/969tlnAzHjSKOy8MILl73LxxvgySefrEufujuV4oHk3y+rZ0uWcGkala2oiO8b3QNZwzTGKBbwoYceqroN1f/QvUV1IOTPn6+ErvoNyr4ka529MmqHslvmUabUzvxfq36YMq7puQViLFAlC8igQYOAeN9rrv5QI1jUbQExxhhjjDHG1AxPQIwxxhhjjDE1o9u7YOWDhJdZZhmgcqpEIZOb0p7JjAUxNa+CkE1tkeuTikkC/P73vwdgrbXWAqL7VK1Tzul4SyyxBNAYJs7JidVXXx2ABRdcsLRMLkw33ngj0LiuMJId/Qa5Z6jwJTRu6uCuTqWCoUomIZeZ5txe5ptvPiAWIMsXwcyjhBSNKn+mOpTUYuONNwbi//ODDz6ouI/+23KbUVDzCiusAES33okTJwJw5513lvY9+eSTAejfvz8Qg8/bU0TXtI98+vM//vGPAGy77bYAPPLII0DnXI9iauU8+QK1eTQe3XbbbUB8XpKroBLlAAwdOrTjOttObAExxhhjjDHG1IxuawFRYNeuu+5aWnbQQQcBUeNQCWksNMtVgCHA+eefD0SrSCOkMpsc0DU57LDDADjmmGOarCsiDUIxveG4ceMA+Pjjj0vbylI2zzzzAFEDrX2lnVJCAgW0SzOVp1+/fm34ZWZSkYZaRQfzWp677roLaPzgc6Vx3WCDDYAod0888URpG6fc7BxkJZOFQ2PBLLPMAsR7iSwl+f+3ClsqPWclNH7YAtI10Rgjrwhpls866ywgapibQ88bt99+OxADhCux//77lz7Lmq82VGjOclQ7rr/++tJnlWhQqvd///vfALzyyisdflzdx5QMI48sbnr2UVroq666CoiJDDbddFMgWtWUqAVgxIgRHd7ntmILiDHGGGOMMaZmdDsLiFKxHnHEEQDsu+++pXX5eJBqkD/vgAEDSstUFGbMmDEAXHHFFYC1k52NND7SClQT3zFy5EggFvS5+eabgWjFyPt+y6dyttlmA2D22WcHYmrETz75BIiahRNOOAGIcmbqh6xQ6667LlCujbzjjjuAxveZVopFFb9TvMeDDz5Y2sZaz85BFtEvvvgCiP99FR9dbLHFgDjmH3jggaV9lfK7NdS2yMeKSMutFL5Kufraa68BUevte0zHojG/uXuK0t/qXV4QW265JRCvST5eoxIrrbQSEC0fn3/+ORBT9+p+pPVbbLFFaV9p2tVXx4HVnvz9ZJdddgGiZV0xQfqvduR9plg2IB8LIs8bFUKUt87DDz8MRM8fyU2vXr2atNEIXgG2gBhjjDHGGGNqRrexgMhPV7EB++yzDxB9NzsKFbc7/PDDgVgcTAXsrKXsXORzm9cgSmMkzaEYOHAgEK+VtpMGUz65EDVdH330Udl7Jb788suK6yplwjGdg7RQKgCpwk0Azz//fF36VC3SUEk2pQ2/6aabgPI4JdM5SJv4wgsvALDJJpuUrZffvzKU5S0gopipplKWGsWKHH300aVl8iuX9V7I4nHttdeWHVcadDNpnHbaaUDMRpWPHZOP/Q033ADAKaecAsSCbvr+7bfftnqc4jPIeeedV9aGrOy6b0gOAc4444yyfStlbDO1Qc8JyiAlmWkuU1V70dix4oorAtF6kUdyKUvc7rvvDsR4FVltlPlV3j8qbghNrbL1wBYQY4wxxhhjTM3o8hYQaQ1UC0I5tluyfGgW+9577wExG4B84qTdljZy8803L+2rmaTyLUuTpQxb8ic2nYNiMZQNC2KudGkSt956ayBmFJKWYu655waiVimfYait2oCWLF0dqQ0xrbPooosCcSzI5+RX9qFGRRlOpMEaP348EOtKVKNhNZOG7geK51ONB8UErLHGGmXvzSGLlTSO8tsWiu2RNVaxZi0hbfv2229f9n2PPfYAXItqUjn44IMrrlt++eWBGPOhsUUxWdXEfgjVCtFYtN9++wGx3pjqRUkO8xpvabK1TNnyTH3R/b+52kDVov+zMm9uttlmQLTALr300mXb559XDjjgAABefvlloPIzx4YbbghE+VVcLLTsxVErbAExxhhjjDHG1IwubwGRn/8hhxwCNM10lddUv/766wBcdNFFQMyKJK2jNBCaTSquRNlQIM5Oi7VC3njjDQD+8Y9/lLVlOof8ddX1k6+0/CBVGf2cc84BYqyALCF/+ctfSm1Io1BtFgvVCGiOzz77rKo2TMcgS5d49dVXS58b9X8o7dfee+8NxIwnl156KdA5eeVNy0irffXVVwNxbG8p4540iqoHoDz8RXbYYQeg+fgwWXU1fimWbaONNgKi9nurrbYCouZSYxbEOAJTPRobhg0bBsT4Toh1N4rXS/9bPWdUc96HDx8OxOcOWUBkydJ7NTj+p2ugMUP1xFSnA2DHHXcEopVNsqZnyPfffx+IMSCKUcvXtFPMcWvHV3yTuOWWW0qfW6pdUytsATHGGGOMMcbUjC5rAVGMhzRLCyywQLPbKdc2RG2jNB6taUcVz3HiiSeWli233HJA9OGVhkSxJ9KAOXtN/ZAV44EHHgBifYinn34aiNrmvEZBcSGSjdaYccYZK66TlszUhgUXXBCIVrF8FqxGy0onzZQyKsm//6233gKiBTWfrcTUBsXbaCx/6qmngBhbJsuDLOkQYz9UH0gazyJFTXpeLk899VQAzj77bCDe23baaScgZk1SG7vtthsAjz/+eKkNWW0aTd4bmXvvvReIdTgU75GneD5V90XZNpUhraVnCd2Pjj32WCA+V6imhOoYKftR/r8vi4dqhLgWTGMiK6Wslttttx0Aq666KlD+/1fMz7/+9S8A7rnnHiBayi655BIg3ituvfVWIFpGqkHjkGoYyatH4xU0xlhhC4gxxhhjjDGmZnRZC4g00MpQVfTTlQUi7yerrFfVzvy0nTINQKxD8de//rXsuPLblV/fqFGj2nQs03mMHj0aiJWMZQHJZxuRRataC0hLGi9np6ktXSkzTO/evQE47rjjyr4rk1veemPqg7IVnXvuuQCcf/75Zeubyzij8b+SBUQo3uOCCy4oLZPVXPcKabmVlUsxTsqSI22q7kEAjz76KGDLe1uQtlrveTSGq1aIYj2OOOIIAP70pz8B0coua0pLqE1ZvBQTothEjWOSEYjjg6xdAwYMqOKXmc6mX79+QKxU/8c//hGA2WefHYBnnnkGiM+fsnJAjFktPhtqDFGcsayqule0JbumMkNKXhRH0lp9s1pjC4gxxhhjjDGmZngCYowxxhhjjKkZXdYFS4WeVMiryNChQ4EYYAbtd4fKu9so2E+Fw9QPuWLZRNq5qHiTAkMhFv+Sa4Lc33StZD5XyubmaGsay5bcfhR4NmTIEMCFCTsbXQv9B1sqQlov1LctttgCgP9n777DJKnKNg7/XnLOiCyw5CAIEgWJqyAZBCQpWQREgggIApIk6qdgACQKCEpSXAVESaJkRHJG8pLDElUUrO+PqqdPdW33TM/sTE3P7HNf11wz01VdU1N1uqrOec95z2c+8xkA7r77biB1w3FZ6T6dnBNNWltNA1914403AqnLHbTvzqlrkiYvVAIUDVpWlw2Ab3zjGwB861vf6nVfLac0pBr0rcHBkLpJaRJBlQGl+NbzhbpkK+V7uftUOxqU/sorrzR9b0WDz/XsoqkBrD7lBEf6LG622WZA6k6l7nTnnHMOkCa17uSZU0lrDj/8cCB1u1PyIw1O7ws9g+i+c9999wF9n3B5sDkCYmZmZmZmtem+psIOLbroosCELU5qXVDqsoGeiEwDmq+++mogpfYVDWC0gaUWprPOOguAhRdeuNf3HHrooUCKgmngmJQndXr22Wf7tD89tVpp8h+1bHzwwQd92rb1jT6TKhPllmG1AA1FMohyYowNN9wQSJNfaqDxD37wA6Dn8mTdT9HVdpMWquVR578v9yWl3zzppJOavpftsccegCMgfbHuuusC6dw8+eSTjWVKyVylQedKv6tEBQcccAAABx10UGPdTie17Yn2Tfeq8j7a4FBPir322guAo446qrFMKZR1vhUJa1deeqK0y4q2aVoAJSLR5KZ9uXfp+rPqqqs2va7oXrdNzOsIiJmZmZmZ1WbYRkCk2uKklkXVVCeGaqjlieXUJ7M69kS11G6rYY4UF110EQBzzTXXBMuqLQQqEzPOOCOQ+k5XlSfl6WvfSI3v+PKXv9x4bZ555gHg2muvBTxpVF0eeughIEVAZphhhqHcnQZFaQFOOOEEIJVfjfm48sorAafrHu7ajUUUjfV5+umn+7xtlQ2lelVEtRz917XOOqfUxX2hsSDnnXcekKYBUE8IjRkBuOyyy5re0x/qUaFJKcvbt8Fx6qmnAmnCzzPPPLOx7LDDDgPS2I/+0BhFTWap8Vt33HEHkFL7ahxJX+g6oDGGunbccsst/d7fweQIiJmZmZmZ1WbYRkBUA1U/S9Uq1Sq02mqrAc3T1ys60a61UZEOTUqnbayyyiqNddRvtJwZAVKrezlaYgOnGvl4++23Gz/vu+++QMpmogm7vvSlL7XcllqkFMWAvrdAP/bYY0Aa7wEpQ5eWOaNRPR544AEANt10UwCWX375xjJdD/qa5WxiaGIxRe0All56aSC1cinjyfvvv1/bftng0cS47WjM4MRERTWGzfeYoVfNUHbDDTcAqd8+pPvAvffe2++/o3vIH/7wB8CR0jpoPJWiTeXJrJU5ra+mmmqqxs/f/e53gTRe689//jOQMiROTHTlU5/6FJAmRFQGrZtvvrnf2xxMjoCYmZmZmVlthm0ERGM8FNVQBESRiCOOOAJobpm66667gNTqqMwzWmfjjTcGYOuttwbSdPa95XaHlAXh8ccfB9xSMdDUcqjWv/J5VV9KRUl6GwOgsT3l8Rt///vfm/5Op5SBqfqz1UcZ7xQJU/9XgDXXXBOAa665ZtD+vrKmKFObshQp6gGp77+yp/Q165p1J11LyuN9ysaNGwfAhRdeONF/S1F3/U0beopuaIyXvpd/VkR+YqKwfp6on85tf6MekOYH0rgSgG222QZIUQk9b05M5EPWXnvtpt8VOevWSLuvZGZmZmZmVpthGwF5/vnngdTHbYkllmharhnJ/+///q/xmmqBqtFqG5p5Urnc+9LCpJYJZVRSthMbWBp7s//++wPN84Do3Lc7b+pHW11ensNFkTPNy6DZ1J3VrPuppUr9r5WjH1Ir5HPPPQekftn9aVGszrSuMrj33nsDsN122wHpeqLZZwF23313IEVh3aI5Mkw77bRA87ijMp3v8pxDfaXyVm3dtKGne4tauD/3uc81lumepfvM6aefDqT7kOcM624aTzHNNNM0XustiqXeFxp/qjFCeh6FNO+Hvr/zzjsTva8aH6aIv/z+978Huvd+4wiImZmZmZnVJoayZhQR/f7jahXaZ599gFSbLGcbGEw6bvfccw8AO+64I5BmsezPcc2yrPU0upOgdmVDrUflcTmf//znAdhoo42AFMlSxqErrrgCSC1SGh9UbtkQZdK6/fbbAXjwwQeB1JdbubmvuuoqAF599dW+/mv94rKRtCsbo0aNApqzT62xxhpAimhdcMEFANx4441AOr8a+6OxReVxRCpPY8aMAWDZZZcFYMUVV2x6jyKsKm8amwSDO4Oxy0YyMfeU/lAfb81FowyKorkEzjnnnH7/DY39+Nvf/ga0nvND/ce1P+KykdRRNso9Ma6//nognRPN43L//fcDcOSRRwJD1zrtspGrlotf/OIXQJqP4yc/+Ulj2be//W0gRUI0JnWTTTYB4NBDDwVghRVWANJn9qCDDmpsQ/PPDMR51/OuMmlpBnQ9ryy55JIAvPvuux1vs85y4QiImZmZmZnVZthGQGTmmWcG4OijjwZgr732AlKEZGLo2GjmWYCXX34ZgJtuugmAH/7wh0Cai2Bi5n5wi0TSn7KhPvr6Xj0X1exXGu8BrWdY74miKMcdd1zjtcGc98NlI+mtbGg+FkjzbWgmYUU2NH9QdT4hLS/PtaCfq+XqxRdfBNLM95oxV+PAJiZ7Sl+4bCR1R0CUAU1j03bddVcglQHdjyYmw422ccoppzS9rjJbXueMM85oWsdlI6mjbOgaAbD++usDcMkllwApcqUo7E477QQ4AjLUquVCEe2f//znQMpiBinSqQjDggsuCKS5n5TZSlET9ZQYrHmolltuOSDNWaLn3u9973tAGg/ZlzLmCIiZmZmZmY1IroCYmZmZmVlthn0XLJljjjmA1DVGg9P746233gLSBGflQa1K46nByJqAcCCOo0OiyWCGyxUmX2CBBRqvqauOwuLtUvpqAJlSrmpw82Bz2Uj6UjYUkl5ppZWANLBwww03BNqn3n777bcbP2sAubpd3nDDDUBKVKAUq+UuMXVy2Ujq7oIl1eQYSmowEGm8t9hiCwAuu+yypr+ltK4A++23H9DcXRhcNsrqLhs6T0rBfeyxxwKw1VZbAWng8FBx2ci1Kxe6d6y33nqN15Tmdu655wbgiSeeANK5VOKbvk5o3F+6NvzmN78B0rQUmoxXQwb6wl2wzMzMzMxsRBoxEZCRwC0SictGM5eNxGWjmctG4rLRzGUjcdlo5rKRc7lo5giImZmZmZmNSK6AmJmZmZlZbVwBMTMzMzOz2gzpGBAzMzMzM5u0OAJiZmZmZma1cQXEzMzMzMxq4wqImZmZmZnVxhUQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq40rIGZmZmZmVhtXQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyBmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PauAJiZmZmZma1cQXEzMzMzMxq4wqImZmZmZnVxhUQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq40rIGZmZmZmVhtXQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyBmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAGxES8izouIYyNijYh4rMP3dLyumY08vm6YmQ2efldAImLniLh5IHfGJhQRYyJi3FDvx0iQZdlNWZYt3p91I+KZiFink/dGxOTFg8uLEfFuRNwTEbP0d79HKl9DBo4elod6P0aiGq8bm0TEgxHxXkTcGhFL9nefRxJfJwZORNwYEV8tfh7xx3VS+B/rEhFHRcSFA7nNYR8BGewH9Ig4MyIei4j/RcTOlWU7R8RHxQ1DX2MGa19s2DgaWBX4DDATsAPw7yHdI2triK8h2xbL3o6IVyPi/IiYabD2xbpTRCwK/BL4GjALcAXw+4iYYkh3zBqG8jpRWe+GiMhcNoaPIb7HRNEg+kJxn7kxIpYarH3pi66ogAzlB6mDv30f8HXg7jbLb8uybIbS140DuoPWZxGxXETcXUQfLgGmKV5vughExPJFdOLdiLgsIi5RK3J53Yi4ABgNXFFUMg/q4W/PCuwH7JZl2bNZ7sEsy1wBGUTD+BpyC7BalmUzAwsBUwCOZAyBobxuAOsBN2VZdnOWZR8C3wPmAdYanP920jSMrxPaxnbk1wir2TAuO1sBXwHWAGYDbgMuGNAd7KeOKiARMV9EXB4Rr0XEGxFxSmnZDyJifEQ8HREblF7fJSIeKS7ST0XEHqVlYyJiXEQcHBEvA+dGxKwRcWXxN8YXP89bes9sEXFu5N1axkfE2IiYHrgaGFWKQIyKiMki4tsR8WSxv5dGxGzFdhYoWg92jYjngBt6+t+zLDs1y7LrGcAW7Ij4cUQ8HxHvRMTfI2KN0rJpI+9OMT4iHgZWqrz3mYg4MCLuL2qzl0SEbpQ9HsNJQURMBYwl/4DNBlwGfLHNer8FzivWuwjYvNU2syzbAXgO2KSoZH6/h11YGvgQ2DIiXo6IxyNir/7/RyODryGtryFZlj2fZdnrpZc+Ahbp4Hi2fFgulvV2HNoe10lVF1w3oviq/v7Jvv4vw5mvE+2fNSJiZuBIoKeKbPU9n4+IR4tnhVNoLmMTc1y77lnDZadt2VkQuDnLsqeyLPsIuBDotXtnRCwYEX8pjs21wByV5ZdF/ozzdkT8NfoRVem1AhIRkwNXAs8CC5C3ylxcLF4ZeKzYse8D50SECvirwMbkXVB2AU6OiOVLm/44+QV8fmD3Yl/OLX4fDfwLOKW0/gXAdMBSwMeAk7Msex/YAHixFIF4EdgX2Iy89WgUMB44tfKvrQV8grzlaWIsFxGvR/6geXh0Vkv+G7As+f//K+CyKCoR5BeYhYuv9YCdWrx/a2B98oK1DLBz8Xpvx3BSsAowJfCjLMv+m2XZr8mPd6v1pgB+Uqx3OXDnAPz9eYGZgcXIz8+WwFER8fkB2Paw5GtIzyJi9Yh4G3iX/KH3R72s39vDcm/HobfjOika6uvGtcBaxUPPVMChwFTk5XWS4OtEr44Hfga83MnKETEH8BvgO+TH7Ulgtcpq/T2uXfWs4bLTo4uBRSJisYiYkvyZ8o8dvO9XwN/Jj9sxTPgsejWwKPn/eTd5F9K+ybKsxy/yfuyvAVNUXt8Z+Efp9+mADPh4m+2MBb5R/DwG+A8wTQ9/d1lgfPHz3MD/gFlbrDcGGFd57RFg7dLvcwP/Jb9xLFDs50K9/e+Vbd4M7Fx5bSHyh8zJyFu+HwYO6ct2i+2MBz5V/PwUsH5p2e7l/w94Bti+9Pv3gdN7O4aTyhewLfC3ymsXkXdraZSVYr07W63XqlwVx32dDv7+5kX5mr/02k/JL0RDfnyG6Jz4GpK1voZUls8DHAUs1st21gReBKL02q0quz0dh96O66T6NdTXjWLdLYEHgTeAHxc/7zDUx6bGc+DrRNb2WWNF4N7KdqfoZTs7AreXfg9gHPDViT2uPR1Dl52uKztTFdeTjLx3xtPAgr1sZ3Sx7vSl134FXNhm/VmK7c/cl/3tpAvWfMCzWd4vtapRE8+y7J/FjzMARMQGEXF7RLwZEW8BG9IcwnktK/WLj4jpIuKMiHg2It4B/grMUtRs5wPezLJsfAf7C3nt9LcR8Vbxtx8h79owV2md5zvcVltZHtJ6Osuy/2VZ9gDwXfKbSI8i4oAi7Pd2sX8zk47NqMq+PdtiE+UWkH+SjnlPx3BS8RIwT6mFA/IPUyfrzdfDdrMO/4icFwAAIABJREFU//79fVx/UuBrSAeyLHuBvGXq4l5WHQW8kBVX/kLjOtHbdaCD4zopGurrBlmW/TrLsk9mWTY7eSR8flpHYUYqXydaiIjJgNPIH4xbHZt2mp4liutFdV/6dVy78FnDZae9I8m78s9H3lX3aOCGiOgpujqKvGL1fum18j1m8og4MfLuY++QN7RAH+8jnVRAngdGd9i1SDs3NXno7wfAXFmWzQL8geb+h9UL8wHA4sDKWZbNRN7KR/Ge54HZonUq01YX+OeBDbIsm6X0NU1xg+/pfRMro0Ufy7LIx3scTN6Natbi2Lxdet9LNN/QWt0E2+npGE4qbiOvue8bEVNExBbAp9us9xGwd7HeF9qsJ6+QR7x6lGXZk8BNwGERMXVEfALYhjw8PKnyNaRzU5B3v+xJbw/LbY9Dh8d1UjSk1w2AiFihuLHPCZwBXJFl2aN9+i+GN18nWpuJPAJySeRjEVQpHRel8aMtND1LFNeLnirLDR0c12571nDZae9TwCVZlo3LsuzDLMvOA2al53EgLwGzRj5+Rcr3mC8DXwDWIW9AX6B4vU/nv5MKyJ3FzpwYEdNHxDQRUe1HWDUVMDV5SOzDyAf9rNvLe2Yk70/3VuQDcY7UgizLXiLvb3Za5IOApowInfhXgNkjH6AlpwPHRcT8ABExZ3Gj6LOImCry8RkBTFn8/5MVyzaIiLmKn5cADgd+18H/+SFFuDAijiC/wMilwCHF/zkvsE8fdrftMZxUZFn2H2AL8tDrePKH/8t7WG9X4C1ge/JKwgdtNn0C8J2iteLAXnbjS+StG28AVwGHZ/kAsUmVryHtryHbRcToyM0PHAf0VlZ6e1ju6TrQn+M64nXJdePHxTYfK77v1ud/ZHjzdaL1deJt8hbpZYuvDYu3rADc0cMmrwKWiogtigfzfcnHNHSit+Pabc8aLjtt7jHkFdatImKuyAe+70A+3u0f7baXZdmzwF3A0cW2Vwc2qRyHD8ifcaYjH5/Udx32KxtN3jfuDeB14CfkF+qbK+tlwCLFz3uRH/S3yAfmXEybfrLFa6OAG4H3gMeBPSj1cyQfCHR+sc3xwOWl9/682Le3iu1MBuxPfiF/l3zw1fHFuguUt9vB/35jsX75a0yx7AfF/rxPPnbju8CUvWxvcuAc4B3yD8xBlPoJk5/MXxT/y8PAt+ihTzF5n/ELOzmG/ur1XN8B7DLU+zESv3wNaXsNOY68X/b7xfczgdk72OaKwD3Fvl1SfB3b4XFoe1z91a+y7evGwB1LXydaXCcq63W8XfJkNY+TV2JOAf5C8xiQ/h7XrnvWcNlpe4+Zhnxw+0vkz513Uxpn3MM2FyLvzfEeeZKMU0jPmjOQN7a/S941a8fyce30K4qNmU1yImIt8g//68B25C0SC2V5S4aZ2QR83TAzm3hdMRGh2RBZnHwCn7fJ+3Zu2clDRNFt5r0WXw8N9g6b2ZDzdcPMbCJN8hGQyGcWPaPFomezLOvXdPXFwLCrWy3LsmyG/mzTzLrTIF1DRpN3wWxlySzLnuvPds1saPhZw/prMMpOsd332izaIMuym/q73Y7//qReATEzMzMzs/p0nLJsMESEaz8lWZZN6qkwG1w2mrlsJC4bzVw2EpeNZi4bictGM5eNnMtFszrLhceAmJmZmZlZbVwBMTMzMzOz2gxpF6xJybTTTtv4edFFFwXg/vvvH6rdMbMORfQckdby6vcppkiX16mmmgqAjz76CIBpppkGgMknnxyAySabbIL3ALz3Xhoj+P777wPw3//+tx//hXU7lZFFFlkEgNVWy+dRW2655QBYZpllAJh99tkBeOKJJxrvPfbYYwG4884769nZEU6fx/nmyycOX3/99QFYddVVgXQ//8c/8rncbrvtNgBee+21xjb0WX/77bcB+Ne//gXA//73v6bvGoer73q9vI0PP/wQSJ99vV7dX31vtQ1fNwaervVzzTUXkM6xzpeOffm6rnMkOu/a1u677w7A//3f/wFw5plnAnDyySc33jPllFMCMPfccwMw44wzAjDLLPkk7HPOOScA00+fT2T+8Y/n80/OMcccjW2oXO688859+I8HliMgZmZmZmZWmyHNgjWcB/+ottru+Gm5aqTrrrtuY9m2224LwOabb970Hg8KSwaibFRbhaotTMMpA5zLRtKXslGNSqgsKAKh7/qcqiVrgQUWaGxDrUezzTYbkFqfRK1K2vbMM8/ctK3yOh988EHTOlNPPXXTexURkTfffLPx81VXXQXAN77xjaZ1XDaSbr+nqEVy7bXXbryme8PnPvc5IEXIq9GwnowfPx5IZVRcNpK+lA1Fo3SP/sEPfgDAPPPMo20BKaqg4//vf/+7sQ3dX7RMEcxqVKPaWl6OVGh72sarr74KpNZr/Q2VK0Vm3n333cY29J5zzjmn6X902chNzDVjzJgxAIwdOxZI5+4///lP03fdZ2DCz7WeR3QPmGmmmYBUBkXlpNhnYML7RX9UI/wehG5mZmZmZiOSx4D0kVos1br5yiuvAKllU7VY9c3bZ599ANhtt90a21AN1waWzs2aa64JwE477QTAvPPOC6TWieeffx6ARx99tPHev/zlLwA89dRTALz++uvA8IqSTKrUgqMWI51vgG222QZIEY1ZZ50VgMUWWwxIkQ+9rhbEvrQ+DybtF8C+++4LTBgBse6jlkmN29huu+0A2HrrrYE0tqAVtYhqfIH6lS+99NJt31MeD2ITT/dxRT/1vdparGjoxz72sbbbmn/++Qdsv6rjRaSncWpatxoBsYm3xBJLACmiPZh6uifpHOta8c477wDpOebZZ58FUjQM4OGH281zWx9HQMzMzMzMrDaugJiZmZmZWW26o5/BMPLpT38agCOPPBKAww47DIAXXngBSCkU9957bwA222wzoDn12qWXXlrPzk4iNGjzxBNPBGDTTTcF+taNRgMAX3zxRQAOP/xwAC666CIgDSaz7rP99tsDsMMOOwApbSk0px3sRuoWqMGmGlw63XTTAWngKqRUn9Z91BXns5/9LAB77rknABtuuCEw4YDScrrWW265pem7uoh+8YtfBGCjjTZqeq8Go55//vmN1w4++OAB+C9MdIyV1viaa64BYK211gLSoO+6VZNq9OU9NvB++9vfAune84lPfAKAcePGAambU/nzrmuFrvnqvv/Pf/4TSNcMPWvq2eM73/lOYxvarrpUqcvVG2+80bQtvVfPN93WpdwREDMzMzMzq43T8PZAAwk1uBngpJNOAtJkMTfddBOQapiqAWuQulofbr/99sY29N4HHnig6e85LV7SW9koD+JU65QGhLWjVq1OIiM6n2effTaQIl1qYaiby0ZSLRs6V9UJnuqma6kG/D3++OONZQ899BAAjzzyCJAibUpioXS7ioAobaNax8rLqhOKuWwkddxTyi3KGhiuScPWWWcdIJVFRbAuueQSAP7whz8AzYPGV199dQC23HJLAFZaaSUAZphhBiANSr/rrrsAOOKIIwC49tprG9soTzxX5rKR9KdsKCmF7je6xyy88MJASm6hMvHcc8813qtzrwHKGsi+ySabALDQQgu1/JvlZzKl39X1Qc8iuodp0LGuEyoHeh1SSl6leS79HZcNBuaaoeu1ykt10ti+PGf//Oc/B2CXXXYB4O677wZg5ZVXbqxTTsk70JyG18zMzMzMRiSPAWHCNJ7qN65oxiqrrNJYd4sttmh6j1K+tqO+et/61rcmeM36Tv0nNd4DJox8qPXnrLPOAuDKK68EUmuzWrOUEhPSWB2lSFb0a4899gBS2tYvf/nLALz88ssD8v/YxOsk8qHogVKbLrjggkBqnexpQie1Yp1xxhlA6ue/1FJLNa334IMPAvD5z38eSK2X5W10Wx9cS+VH1xb1m66eqxlnnBFovpYrJbKuG3qPohXXXXcdkMrZIYccAsAnP/nJxjbKEXZIZeVPf/oTAMcffzyQougej1Yf3UsUsVKa9mrviOrEhJBaqbVMvSKUlrddBKT8fKDIu6KpekZpFwGR8n5UI6Y28DSeQ991znWeymOG9PyhsqNz+OSTTwLpuVN07hXpH0kcATEzMzMzs9pMkhEQtXip354mLlt77bWB1BdX2XTKk4H1Ri0R9913HwAHHngg0DwGZCTWZOuyxhprAOkclamf7LbbbgvADTfcAEx4vO+//34gtTACHHfccQDsv//+AHz1q18FUkuXWr2PPfZYAPbaay9gwpYnq58y0i277LJAc0RE2UeUMUhjMfbbbz+gObNIO2oZ/8pXvgKkDCNV1f7abnnsbmqlVCuzPvP33HMPADfffDOQIg477rgjACussEKv21x++eUBWHHFFVuuV46OKVpy/fXXAzB27FggXad8vxh6imwpqlEdc6NrRDnbmVq4dT0aPXo00PtYxb///e+Nn5UZrbexh46sDi1FOjQmSON8119/fQBGjRrVWHf22Wdveq/Kks51NQJy6623AiPzHDsCYmZmZmZmtRk2EZBqLuveaoNav9y3W/3wFl98cQDWXXddIGWlWGaZZYAUGemJaq3KaqNMBarFKjuW+u8NZtaCSYFamJTvvppXH+Ccc84BUr/r3spI+ZzoPO27775A6s+vsSYqOzvttFPT8h//+MeNbYzEForhQFGpVmNBdE50/o4++mgAvva1r7V9T/l9kK4lmptD36uq44ccARkeFK1QC7W+f+ELX+jztlRuFHn761//CqR+/Yp2KLoCKYd/u0xWNnT02Vc0Q63XGr+hXhJ6pphtttka79U9S9cYjf3QXGFVKjsaqwhpTIHvLd1F5UEZ7DQuTD002t0jWlH50Hur1JtmJHIExMzMzMzMatPVEZDyLMbqW6ec1potVv1zFbVQzVN97sr9LZWjfb311gNg7rnnBibMgKM+t+qnW543YpZZZgHS+IJ99tkHgJdeeglI/cPVuu6Wi4Gh8/mZz3xmgmVqMfrRj34ETNwxV3k67bTTmv6usteoLCg71plnntl4b7uxATa41HLcqgVZrUv6nCprUTWi+vrrrwNpXJBaqiHN8dDb/DHKklSd6da6k64TmttJEfF2rZda/4orrmi8pgx7uv4/88wzQJoL5r333mt6rw0Peib42Mc+BqRnh+222w6YcHyoPvMTQ+MJn3766cZrznjWXRTp+tnPfgakLKjVZ8gXXngBSD1hNGM5pGfI6jPqPPPMA6R7k64ZIzmS7giImZmZmZnVpisjIJoBtpxvXfMvKMPM5ZdfDqS83JqRdskllwRSjn7NPgrtx3aopVL9dDVbrcYSKKNBeT/++Mc/AvDYY48BbuEabGp5UCtzmbLHDMTcHBpbolzdao1Q67pa1JXTvVymHAHpPupvrQhI9XwqgnXqqacCaSyQxgEA7LrrrkAqg+1aO1UmFFlVtNa6m8btaZ4XZbirjjP77W9/C6QsezCyWycnNeVruZ4jVBaUdVHjvAaD5oNQ7w5wBrShpHvFBhts0HhNs5TrWq/nvnvvvRdI95OLLroISPNPtXo+1LOEIq6Krikzo6JrI3lsmCMgZmZmZmZWm66KgKhlccMNNwTg61//emOZoiKas0MtFNUxIJ3Miqz33HnnnQBcfPHFQIp4jBs3DkitW+VIjDz66KOAIx910UzkrSgj1cS0FKiv73nnnQfAqquuCqQZjKvU4vH+++/3+2/a4FMmI7VYiVq9NU9P9TyW+2FrfqDNNtsMSNGS6pgQXaM0lkDRFOtuum4cdNBBQMpwU77/AFx44YWAox4jjZ4dVllllcZr3/3ud4F0H6j28ReN21A2TI0lg/SsontXb88mb731FgAvvvhi47WR3Prd7bbaaisAzj333MZrilZojNcRRxwBwK9//Wugb70gdG41TkwRWPXuUW8PjSsbiRwBMTMzMzOz2rgCYmZmZmZmtemqLlia1OV73/sekLo0tKLuD72lxix74403gDTI56qrrgJSGleF1tWtSn9fkw6V1xnJYbFu1FOaQ036NTGUAm+ttdYCUgrmO+64A0hpF9V157DDDgNSCN66R7msKOV2ldIjtutCVx78qRSK559/PgDrr78+AJtvvnnL9y666KJAc6pfd9XsfkqdriQke+65J5DOoxIalLvSuIvM8KWudiuttBIAJ5xwQmPZyiuvDEyYrlueeOIJAE4++WQgpe9WdxpICXDUhVsJbNp1xdJ1Rl2xwNeNoaA0uXoOLaflVnr2rbfeGmjuqjtQ9DwzEM813c4REDMzMzMzq01XRUCOO+44IE062IpaLJU6VwO2NChottlmA9LgsXILwimnnAKklkylvWtHg4DKqXyVVq082MwGX08DetUyWZ3Apy8eeOABIJWbaiuE0i/q/Ku11LrPtNNO2/hZqXOr+pM8QNGuX/7yl0Aa4K4WTZU7Jbdw6+XwpElmb775ZgDWWGMNAI499lggtZgD/OIXvwDg7rvvBlKUXZFyR0i6lyKV+++/PwCf/vSnG8uqkQ99lhUB1yD1W2+9FUiDj8ufeU0ZoMHFK6ywAgCf+MQnWu6P0u86scnQ2n777YEJJ78G2HHHHYHBiXxMihwBMTMzMzOz2nRVBKTaMlBuPTr77LOB1DqllialzFXL9AEHHACklmz11YTUWtVb5ENmn312oHnyoYceegjwJGN1+/vf/w6k81xOj6t0mSoLp59+OtC3KIXWve+++1ouV3mz7le+brQbo6PJAvsTNdPEl2PHjgVS2l1NivrnP/+5j3ts3UT3hy222AJI6Xd1npWes/yzUrtrPOFLL70EwJNPPgmkSVIVGSlH0PWaoihK6aqxAE77Ozg0xkcTzbUam6HrwrXXXgvAIYccAqTU7zrvreieopTtxxxzDADf/OY3gTS2VNcNlTPd42xo7Lzzzk2/6zoPafoFGxiOgJiZmZmZWW1iKPspR0TTHz/xxBOBNCGUskIALL/88kBqSdJ+67smklPro6IpX/va1xrbOOecc4DmDDc9WWeddYDU+gGpNqyWr4EcC5BlWeuUG5OgatnQRFAXXHABAF/60pcmeI/OhVqSzjrrLCC1VqmFS63e5Qxqc8wxB5DKhpapFVItlj21eA0ml42kWjaqypOGtSsvDz/8MJD696u/dl8oS96oUaMAeOedd4DUCl7XtdVlI+mtbPSHsiVtvPHGAGy77baNZWPGjAHS9WNiqLxoDIBaxq+55hoALr30UiBFaTu5FrlsJNWyoUiXJiJsRRGs3XffHUjjgvpyH9D9ZvrppwdgvvnmA9Izi+4tGsdaHgMymNcQl41ctVxUny2VnRXSmJ+RrM5y4QiImZmZmZnVpqsiIMpCoRz95UwDyiBRzRCh1oVNN90UgN/85jdAmqdjzTXXbKyrjFmd2m677YDUog5w6qmnArDPPvsAA9tC4RaJpF1L5oILLgik8wxpjo4qRTMUSdP8EK0iIMp4pvOpdZTdRJmNlDGl3ViRweKykfSllVv9u6+44gogRUd0ns8880wg5eofjmO7XDaSwYiAtPgbjZ913Rg9ejSQxhYtvPDCTa8rM5ta28tzSyl6Mu+88zb9Xh2ToDJ75ZVXArDXXns1limDUpXLRtKupbsnymD105/+FEjXB0VAFHXX7+UxZ1qmMWnVe0tV3c9iLhu5duVC51KfZYAXXnihxj0bGo6AmJmZmZnZiNRVWbDUOqnv5WwQ7TKBqBV7s802a3qvWsjVH7s/5p9//gleU3YT5/gfGoqKbbPNNo3XNHOx5gMRlQW1SvaH+vl/7nOfA+DHP/4xkDLiDNWYEOuM+mzffvvtAKy22mpAaoVU3261ZGsuon/84x+NbfgcW1n52q9xPxpnpu/lcYOtlFvBFelQlETzU+y0005AyvKnCO4mm2wCpDEDAPvuu+8E+2YTb6ONNgJSlF1RdUXG1SNDY1N1/iGNM9NYHo310NgTbcvnrDtp7JcikzC0EZDy2EZdKxRl07x4w40jIGZmZmZmVpuuioCotVk1vXJ/ynatBGrdVgu1shZdcsklQOcZr8rUItUqAtKur63VQ7PSH3rooY3XWp2ngaZypPJlw4P6bCvn/1VXXQWkTDRqif7yl78MpNnNb7zxxsY2/vrXvwJpfgZFRzTOTNcpz3ptnSrfz3RtUWvmdNNNB6QsSa3mp4Dm+alscKj1u9wK3orOZ/kaoEiHrhfKoKTvipY899xzQLpWDWRmTes7RTX1+VpmmWUay+64447a9kP3piWWWAKA448/vrFM46XVS2jvvfcG0jx5w4UjIGZmZmZmVpuuioBU83GXx31UIyBqFVIfTbVQXH755cDEzVipbSu/f7lVY1LIgtCN1Br4u9/9DkgtAD1R/1zNYq5+ksqKpfE8kMqXIhzVnOyaif3+++8H0riAcuvkrLPOCqQ5aFR+qnnFNS5JLV/l7Gye9XhwqLVR8wJdfPHFQBr7IcrVr+tK9WdIrU6KiGh8yV133QXA448/3vQ3IbWG2qRJrZmK8i+22GKNZcrUqDEfSy+9NDBh5EPXL2XB+s53vtNY5nEEQ0vnt9xPX+d62WWXbfq+yy67ADBu3DgA/vjHPwLwy1/+EoAHHnigsQ2NNbH6aEyp5vs54IADGst+/etfAzB+/PhB+/v63Csq/6Mf/QiA2WeffYJ19Yzxwx/+EEjPRcPlOcIREDMzMzMzq40rIGZmZmZmVpuu6oKlNIPS0wBydZ3YcccdgRRyOuuss4CJ6/Iw1VRTAWmgankwfLnbjtVHYdBWXa80aO/6668H4NxzzwXSgLE333yzaT2VlVblq9pdqp155pkHgO9+97uN15SaV4kRyuH4MnXpU/euP/3pT41lmhBPA5xtYOh8XnPNNUAKb3/lK18BYMMNNwRS6sWezDzzzACsssoqTd9FXWUUrgc48MADgYlLC27dT11x1B1z9dVXB2D99dcHYIsttgBSl9Lye0TXJaUcHzt2LACnn346kAY1O+nB4NGxVVfNe++9F0jdY/T8oQklP/WpTwGwwAILNLahZAJV1XTLmuhO9zbdAyB17xwuXWpGgu9///tASne9+OKLN5ZddNFFQOouOZDXc10HtG1Ngll9Lm5FA9VnmWUWAF577bUB26/B5AiImZmZmZnVpqsiINX0c+3SD0Ia6KuBXRr4eeeddwITNyhPNU61dJYHgg3m4CNrb6+99mr6vXx+jznmGAC+973vAc0Rq4GmcnfBBRcAsMIKK/R5G9VWtC233LKxTC2n66yzzkTtp7Wma4wG8l533XUArLjiigAsueSSAHzyk59svEeDhHVu9L06gF2UTGO77bZrvKZW7T322AMY3DJq9VFZWGmllQDYfPPNm77PNddcTevruqVUn5Ba1xUJVaINRUCcwKB+Sol75plnAimarsiIotv6rGswcDkaqujqqquu2uPf0v1A16DyJLuazFCJVGzw6fOo3g0nnHBCY9l6660HpNTsu+22GwA33XQTMHHPnYqS/vSnPwXSc6iuFRpoDuk+onKnhDbvvfdev//+UHAExMzMzMzMatNVERClQFUrwxRTpN1T/zi9phYmtUCoRqqWi4mhFgn9rXKt0q1RQ0PpUeW+++5r/Kw0dYPZqqwUeBdeeCEAyy+//ATrqO9/tdVK+6XWkUUWWQRIqTjLY0U0oabVQ+fs5ptvbvpejr6qL7dapFQWlJ5X6RrVgqnrRrlvv9Y56aSTgJTO2bqfzqOiGV/96lcbyxSZ1QSpos+6xnJdffXVAFx22WVAamWFlNbZYzq6hyah03X+nnvuAdLzhdKw63lAzy5PPfVUYxtK033ssccCKZLabmygXl9rrbUar6lcaRyj0y0PPh3jk08+GUg9YQAOPvhgIN27lbJX47M0BlnloJOxO4piaBt61tF442984xtAc08JvUfbP+igg4Dh93zqCIiZmZmZmdWmqyIgaglSP21li4DUIqna6Be/+MWmda+44gqg58xZnVKLl76X++s6G0X36SRLxMRaY401gAkjH+WsaDvssAMAt9xyC5DKZrXVSmX4/PPPB2DjjTduLKtmxLHBoePcrkWx3Bpd7VercWA/+clPADj77LMBOOSQQwA47LDDJtiesmstt9xygCMg3UyfT2WsUjYcRSfLLaIqJxp7eO211wJwww03AGnsgDLe2fCg64OyLyrC8fvf/x5I1wCdf11Hyi3Qmrz2m9/8JgD7778/kDLwlXt4lKl1G2D06NFAmlh5IJ5vrDN61jviiCMarymqdcoppwDpWqBysu+++wJw9913A2lclyadhJQ5S+dS40h0rkX3jPPOOw9ozqqmfTv88MOB9Pw73DgCYmZmZmZmtemqCIhqhGpNKPf711gPtUYtuOCCQMoUoj6aA6EaASlnvnIEZGg88cQTQMqdruxnAJdffjmQskfceuutQOo3q/661Tk+ytGGauShuk678SXKEw9pHJLmkVFObuX8V8asrbfeGoC11157gu25fA0OnUdFsDTvx/PPPw+kSNazzz4LwOuvv954b7Xft8w222xAynKjDCk9Ud9yG3qKqivP/9577w2ke4zmgRK1bv/xj39svKZc/VdddRXgz+9worF6ymzYKvqs+Z6UYVFl5dJLLwXgySefBNL9odU4HrV46xlFkbUZZpih5X7p/lFex5HxoVOOOv3yl78E0tguRcH1PKLeGCuvvHLT9/7Q/UXPIg899FBjmaIyypg3XMePOQJiZmZmZma16eoIyBxzzNFYpn7yhx56KJBar9THbiDn51BtUvtTnp/EWSiGhjJBaHbpcn9IZRfRd5WFF154AUgzBysiotbucuYaRSvUgqlzrn6Y5ZmLy9SfF9JsuPPOO2/Te9SK1a7Pb7n1Qhm9bGCpvJxzzjlAOldS7cNdjoAo+va3v/2t6T2a+V6tXz3NW6RzrIiLDQ1loAM46qijgJRRUWVE1wCN31CmG2XAU+snDN+WR0sZzDR2qxyRrmbIEwLbAAAgAElEQVSqmnPOOYE0S/lWW20FpKi3emKUn0N079D1QXM7tYt8iO5XkMqay1l30H1C2RJXX311IM3/oujWmDFjAJh77rmB5nFj7bKgiTJoaW4RzVml6xA0z003nDkCYmZmZmZmtYmhbNGPiKY/rj63ypGuPnCQ+liqVUEZszbYYAMAbrvttgHbL7WEqQZabn1Qju7BqIFmWeaOnoVq2VDr8k477QTA97///caycqRsOFB5UmaTn/3sZ41laqGv5vN22UiqZaMTum6MHTsWSLPO1kWRWrWcDsR8ReKykVTLhvr3K4f+Pvvs01imVm1FO9XCqGuLIiDlCPhw47KRVMuGxpUus8wyAHz7299uLFOPi04zLFZ7TRR/D2gf+RY9g+l+cPzxxzeWKetWORPnQHHZyPXnftLDtoB0zpXJtdyDQtGQPffcE4Bdd90VSHNSfeYznwFS+dTzsJYPtjrLhSMgZmZmZmZWm66KgKhvpLKMrLbaam3fq9z7GhswkBEJ9dFTVqVy31BlvNEs1wPJLRJJu1YJtTAstdRSjdeUR3ullVYCUouWIll1ZxBRa5gyKr322msA3HjjjQBcc801QJo7oDzPRLvPo8tGMjEtVvPPPz+QZo7dfvvtgYHNTqWWKmUogTQ3iLLmDCSXjaRaNpR/X32xNS4MUgYb9bHWWJ+RNNeCy0bS7rqhKEd5HgZFzLbbbjsgZV9Uq/RA0Nwwuk6ceuqpANx3332NdfRcMxjPaS4buYGMgPTFZz/7WQCuu+46IPXyUO8HRe033XRTIGXaG2yOgJiZmZmZ2YjkCoiZmZmZmdWmq7pgKQSlVLvHHHPMBO9RWrrNNtsMgPvvvx8Y2BCluuwo/FreDw0Qevnllwfs74lDoklfwqLVgV/qbjFq1CggTSalpAYKuZfT4an8aBtapu5RSq+o5YstthgABxxwQGMbes/BBx8MwLnnngukCeyU3rM/ZdVlIxmIkLnKgNLxKhWnuu2VJwNTuuYll1yyx20++OCDAOy///4A/OUvf2ksq05iOJBcNpJq2Vh66aWBdL4ff/zxxrJy18eRymUj6e26UU6jrUmQ1fVKKbeVZlWTyvaUersddc097bTTALjsssuA1F2wrsksXTZyQ9UFS9ek8847D2hO6Q9w9913A+lZt64U7u6CZWZmZmZmI1JXRUAmdW6RSFw2mrlsJC4bzVw2EpeNZi4bictGM5eNnMtFM0dAzMzMzMxsRHIFxMzMzMzMauMKiJmZmZmZ1WZIx4CYmZmZmdmkxREQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq40rIGZmZmZmVhtXQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyBmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PauAJiZmZmZma1cQXEzMzMzMxq4wqImZmZmZnVxhUQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq40rIGZmZmZmVhtXQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyBmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PauAJiZmZmZma1cQXEzMzMzMxq4wqImU2yIuK8iDg2ItaIiMc6fE/H61r/RMTOEXHzUO+HmZkNjn5XQHyDGDgRcWNEfLX4edgf15HwPwwHETEmIsYN9X6MBFmW3ZRl2eL9WTcinomIdXp7X1Fxea/ylUXEFydm323wDOZnLCLmiIhbIuKNiHgrIm6LiNUq6ywUEVdGxLsR8XpEfH8w9mW48z3HWnG5aC8ijoqIC/u6bCAN+wjIYD+ERcSZEfFYRPwvInbuYb0bioeJKQZrX6xvhrJsFBe+jyoPm2MGa1+s+xUVlxn0BWwMvAf8cYh3bUQbymtyL3/7PeArwJzArMD3gCv0noiYCrgWuAH4ODAvMOgPBdZ/g1xhXSwifhcRr0XEmxHxp4goN4ScXrnffBAR7w7GvljfDGW56GZdUQHp4hsEwH3A14G7e9jGdoArHoNgmJeN28oPnFmW3TigO2h9FhHLRcTdRYvyJcA0xetNN4iIWD4i7inWuywiLomIY6vrRsQFwGjyB8f3IuKgPuzOTsCvsyx7f8D+wWEoIuaLiMuLG+gbEXFKadkPImJ8RDwdERuUXt8lIh4pzs9TEbFHadmYiBgXEQdHxMvAuRExaxFJeK3Y3pURMW/pPbNFxLkR8WKxfGxETA9cDYwqPdSNiojJIuLbEfFksb+XRsRsxXYWKBqido2I58grDy1lWfbvLMsey7Lsf0AAH5FXRGYrVtkZeDHLspOyLHu/WP/+Do5nT2X3wYjYpLTulJFHVpYtfr8sIl6OiLcj4q8RsVRvf2+k6eJ7zizA74HFgbmAO4HfaWGWZV+rNHBcBFw2gH9/kjZcy0U366gCMqneIACyLDs1y7LrgX+3OTYzA0cCHT94RMTnI+LR4iJ/CvnNp7pOf45rj8dwMLhstC8b/TyeP46I5yPinYj4e0SsUVo2beRjFsZHxMPASpX3PhMRB0bE/UXZuiQi9IBde9noNpG3KI8FLiB/yLsMmKD7U7Heb4HzivUuAjZvtc0sy3YAngM2KW78HXWRiYjpgC2B8/v8j4wgETE5cCXwLLAAMA9wcbF4ZeAxYA7g+8A5EaFr5avkEaSZgF2AkyNi+dKmP05+7uYHdie/151b/D4a+BdwSmn9C4DpgKWAjwEnFxXDDcgrAXqwexHYF9gMWAsYBYwHTq38a2sBnwDW6+AY3E9+Dfk9cHaWZa8Wi1YBnomIqyOvJNwYEUv3sq3eyu4vgO1Lv28IvJRl2b3F71cDixbH4G7gl73tf90m1XtOlmV3Zll2TpZlb2ZZ9l/gZGDxiJi9xTGanvza1uv1pbhvHFyUw/cjYorS/r4bEQ9HRMvrXzdxuei9XPRw7KaMiIsi4jfFNQRgqoj4RXFsHoqIFUvrD0z5yLKsxy9gcvKW3pOB6clbDFcnb535L7Bbsc6ewItAFO/bCFiY/OF6LeCfwPLFsjHAh+Qh56mBaYHZyT8w0wEzkj8cjC3tx1XAJeQtRFMCa5W2Na6yz/sBt5OHrKcGzgAuKpYtAGTkF+LpgWl7OwbF+24Gdm7x+qnAN0vbnaKX7cwBvEP+8DFl8d4Pga8WyyfmuPZ4DAf6y2WjfdkojsH7wOvA48DhvZWN4n3bF//vFMABwMvANMWyE4GbyB8s5gMeLP9/wDPkrR+jinUeAb42FGWjG7+ANcvlsHjtVuDYclkp1nuhst7NwLGtylVx3Nfp477sADxd/huT4hfwGeC16mej+Pz8o/T7dMVn8+NttjMW+Ebp/PxHn5s26y8LjC9+nhv4HzBri/VaXUMeAdYu/T43+fVuitI1ZKE+HodpgC8BO5Veu6bY7gbAVMC3gKeAqXrYTm9ldxTwLjBT8fuvgYPabGuW4n+ZeajLSWmffM9J292MvPLYatmORVnp9fpCfv26l/yeMm3x2lZFWZkM2Ib8Xjb3UJ9/l4uJKxeV9Y4i79I5bbHf5wGTl5b9m7yBYnLgBOD20nsHpHx08s/4BpG1fchckfyDW95ubxWQHSsnMoBxNFdA+nVcezqGg/HlstFj2VgIWLD4gC4NPAwc0o9jPB74VPHzU8D6pWW7M+GD8Pal378PnD4UZaMbv4Btgb9VXruICSsg2wJ3tlqvVbmifxWQ64Cjh/qYDPUXsDVwV4vXdwZurryWAYsUP29AfvN+E3iruGYcUzo/L1TeOx35Df5Z8gagd4rtTQ58Gni9zf61uob8s3j/W6Wvf5NHb3QNmbKfx+OR0uf9d8CfS8sCeFvLeyjjbctu8fsfyaNGs5A/OMxTvD45eSPHk6X/LwMWHupyUtp333PybcxLXtH8Upvl1wNHdbitZ4Cv9LLOvcAXhvr8u1xMXLmorHsUedT1L8BPaG60OAq4rvT7ksC/Brp8dNIFaz7g2SzLPmyx7GX9kGXZP4sfZwCIiA0i4vbIB8W8RV6TmqP03teyLGt0XYmI6SLijIh4NiLeAf4KzBJ5iH4+4M0sy8Z3sL+Qh9l/G3lmkbfIT/RH5P3j5PkOt9VSREwGnEZeWFsdm3ZGlf92lp+96r7067j2cgwHg8tGG1mWPZVl2dNZlv0vy7IHgO+SR716FBEHFCHht4v9m5l0bJrKDvnDVNXLpZ//STrmdZeNbvQSME9EoxsP5N1xOllvvh62m/VlJyJiPvIb0i/68r4R6nlgdPShf3VETA38BvgBMFeWZbMAf6C5K2v1nBxA3kd65SzLZiKPFFC853lgtoiYpcWfa3Vunwc2yLJsltLXNFmWvdDL+zoxJXnjBcD9/dhOJ2X3fPJI61bk49S0318GvgCsQ37dWaB4fYIuwkNokr/nRMSc5NGx07Isu6jF8vnIW/P7cn1p+vsRsWNE3Fva50/SfLy6jctFL+WijVWAZYATi2fRsuqzxDSREmQMSPnopALiG0RrM5FHQC6JvH/g34rXx0Wp334LL1G6IRQ3ip4ebho6OK49HcPB4LLRuYxezkNRbg4mbxWetTg2b5fe11R2aP3w3E7dZaMb3UYeUt838n7OW5C3frda7yNg72K9L7RZT14hPTR2Ygfg1izLnuzDe0aqO8nL9YkRMX1ETBOVVLQtTEXeZeE14MPI+3Sv28t7ZiQf9/FW5P2sj9SCLMteIu+jfVrkfbynjAh9Pl4BZo98rJ+cDhwXEfNDfuMvykifRMQqEbF6REwV+fiug8kfPu4oVrkQWCUi1ikecPYj79L5SA+b7aTsjgWWB75B80PqjMAHwBvkLcXH9/V/qsEkfc+JiFnJHzJ/n2XZcW1W25H8+vJUJ9us/v2iXJ8F7A3MXhyvB+nue4XLRe/lopVryLtXXR8Rc/W2cvG3Bqx8dFIBmWRvEMV7p4p8IG8AUxb//2TkD4ajyENwy5LXnAFWIN1AWrkKWCoitig+LPuSD5jsRG/Hte0xHCQuG63LhlpW5ip+XoJ8DEhvmSlmJH9Afg2YIiKOIK/oyqXAIcX/OS+wTx92t+6y0XWyLPsPsAV5WH48ed/Vy3tYb1fybijbkw+U/qDNpk8AvlO0Bh3Ywa7syCQ++FyyLPsI2ARYhHww/zjy89LTe94lv25eSn4ev0zelaAnPyLv6/w6edetaurjHci7PzxKPsB9v+JvPUrehemp4vyOAn5c/L1rIk9zejv5gPm+mpp8DOEb5N0mNgQ2yvKB7mRZ9hh52Tu9+D+/AGxalM+WOim7WZb9i/zBa0Gay/8vyKOqL5B3Gb29H//TYJtk7zkRMRPwJ+CWLMu+3cOqO5L35++v6ckffF8r/u4u5C3c3czlovdy0VKWJ075FXklpJMoxsCVj076aZG3tI4lv1C+Tt5fbGd67qO7F/lBf4s8w8jFtOlDXbw2CriRPDf648AelMZUkA+qPb/Y5njg8tJ7f17s21ukgTH7k2dQeZe8T+vxxboLlLfbwf9+Y7F++WtMi/U63i6wfvE/vk2eieUvNI8B6e9x7fEYDsaXy0brskHeqvIKeR/rp8i7YPXYL5y8D/Y55P2vXyLPrPYMxfgC8lbJXxT/y8Pkg1LbjkWgGGQ2VGVjJH2RNyrsMtT74S9/9fWrVdkFjtC1Ybh9Tar3HPK03VlxT3mv9DW6tM5niuUz9uF4Nt03iteOIx9f9TpwEqVnlG79crloXy7avO8oStcA8rGQ9xb/Q3VZ0/4MVPlQJgAzMytExFrkN4bXge3IW6sWyvJWLrOu1VvZLVpu7wF2yLLsr0O2o2Y2SeuKiQjNzLrM4uRpHd8m7/e7ZSeVj4jYLppnI9bXQ4O9w9Z9BqM8RMToNtt8LyJG00PZjYjdyPueX+3Kh5kNpUk+AhL5LOZntFj0bJZl/ZoFNvLBxFe3WpblM5TaMOCyYWZmdRmke85o8i67rSyZZdlz/dmu1ae/5SIirgZaJUU6PsuyIU8yMclXQMzMzMzMrD4dpywbDBHh2k9JlmXdnOauVi4bzVw2EpeNZi4bictGM5eNxGWjmctGzuWiWZ3lwmNAzMzMzMysNq6AmJmZmZlZbYa0C9ZIFBFN3yeffPKm3wE++uijpu9mZjY0ppgivw0uu+yyAMwwQ54L4l//+hcA//lPPu/f+PHjm76X1/nf//7X9L0/YysXXHDBpm08++yzTcsnm6z39kLfU7qHytWUU04JwMc+9jEApp12WgBee+01AN58800glRk9M5Rf07mvljPrbtNNNx0Aiy++eOO1pZdeGoD11lsPgG233Rbo7PM9GMrPpnVzBMTMzMzMzGrT1REQtSBAqh2qtqZWhammmqrpd62n1+eZZ57GNvTe999/H4B3330XgP/+978A/POf/2z6+2p9KLdm6e9U92PLLbcEYMUVV2zaj4UXXhiAqaeeurGNhx/OM+J96Utf6uUIWFX1fENq9fvwww+BCVshnelt0qDWpvJ1Q59xlwFrZ4455gDglFNOAWD++ecH0n1B15dXXnkFgAceeKDx3vvvvx+A119/HYBnnnkGgHfeeadpG7omlVu3RfeK/fffv+n3H/7wh0Aqz6NGjQLSNbAc7dA97cYbb+zwv7bBsMgiizR+/s53vgOk8rTMMssAMM000wCprJx22mkAvPHGGwCsssoqjW2o3Hz84x8H4LHHHgPg7rvvBuCOO+5oeq8jYENLzyVf/OIXATjooIOAFPWA5vtTKzrnKh/jxo0D4KWX0jRUzz//PAD33XcfAG+99RYACyywAAAzzzwzkKJuc889N9AcidG6Q8kREDMzMzMzq82QzgNSTX+mGtkXvvAFADbeeOPGMtXk1Do044wzAqm/rlqFtFwtTWptKFMNs9pirv68im6oNaF8jMqRDEi1WfXr7ES1X2fpdafFK1TLxi677AKk/pKKLAG89957ALz66qtA6lur1u+XX34ZSK2S1YgJpH7eOjdquVT/XL1XZUXr63VIrRB6r7avdavlTa0l5VYrvbf6uXTZSKplQ9eACy+8EEitPQC77rorAA8++GBdu1c7l42kPyk1P/nJTwJw1113ARNe46vKn81qn3xdi/T9gw8+aFqu+0V5G7oPzDvvvPofgNTyqXvbbLPN1rR+eRv//ve/AZhlllmq++qyUaiWDR1XXT90nYYUUdI1Wvd3tSzrHOj76NGjAfjJT37S2Ea51bsn1Uh9J2MBdC955JFHALjmmmsAOPHEE4EUkevl77psMHFpeHWu9Nk8+OCDAfjmN78JtI54Vt17770APPHEEwBccsklQDqn+myXnxM67d1RHZNcvrbNOuusALz44otN73EaXjMzMzMzG5FcATEzMzMzs9p0VRcsdXdRaGg4U8hdYbNyePfkk08G4PDDD296j0OiSbVs9FRO26W+rIYf+5Nurl2os1U6RCUxUDcqdel7++23gVS+tZ4SJDz++OONbWhA4p///OfqfrhsFKplY6uttgLg4osvBpq7MKhb1o477giMzMHoLhtJf7pT6HN46623Aqk7zXBUvca5bCTVsnHkkUcCqVuvBvYCnHnmmU3L1OV3rrnmAiZMeqOu3kqEMVTOOOMMAPbcc8/Ga+2ueS4buYnpgjXnnHMC8NOf/hSAbbbZpmm5ng+efvrpxmvqtr3ccssBcPTRRwNwzDHHABOXSEBdPNWdU6m8+3LfcxcsMzMzMzMbkboqAqKan1oVyoOEtUwtPEpJplZmDfbRoCxNFqWBZgDzzTcfAKuvvjqQaqcvvPACkAbjaPCyvpdblTQYTevefPPNACy66KJAGhyv1lilxyun+NXgwmpN1y0SSbsIiI7ZCSec0Fh23XXXASnKpIFWKhPTTz89MGHrVXmAmKIWOtdqQTjwwAOb3nPRRRcBKf1duXwpVWI1VbO+q7x96lOfAmDllVee4P8+7rjjgJTCsfT/u2wUqmXjd7/7HQCbbrrpBOtqgN+nP/1pIJ3nkcRlI+lPa6Y+r2q93GuvvQD4xCc+AaRByq0GlFYTlXQabW01CL36Hl0vOtmmBrtXk664bCTVsqHni57OayeDiPuqXaS+J52WBSVc0aSWkAYxt9gPlw0mLgKiFMsPPfQQkJ41dI4V1TjppJMa79H1Rs8QSre75pprAhMXAVl77bWBNJB9/fXXB1KCjU44AmJmZmZmZiNSV01EuMEGGwCpxUmRAkgRDdX8VdNXq7dakappD8stBWPGjAHg+uuvB1KaM7V8VdOdtYoOVVuzqy1fMhL7mg8lRbyUYnXZZZdtLNOYGpUFtTpoXf1+xRVXAJ2dG/UD32233YDU1/Oee+4B0iRh5W21a5Wqvr7ffvsBrSMg6667LjBhBMTa+9znPtd2mdKSqiVzJEZAbOKoTKjV8IYbbgBSVFsTwynCplZPSNcepd2daaaZgNQXu/rZVwupxoWVt7/55psDKZ23Wk0VjdW1SNH0K6+8srENRQGtcz1FNwYi8qFnBE0eqBZvnStF6o844ggAFlpooQm2oZZrjRPQe9SyrVZzldVyrxEbfPp8VyOPGst5/PHHA+m5tPwepYZfYYUVmrahFND9oajt7LPPDqS0wFtvvTXQfc+ljoCYmZmZmVltuioCoojExFD0ZLXVVgNgqaWWaizT+AzR+IzyZHL91W01y5Fmk002AeBXv/oVABtttFFj2Q477ACkfphf//rXgdTX8s477wTg0UcfBTrrY/nKK68AcMsttwCw2WabAak8qYWs3OLUQ7aRpv1ZccUVm5ar9RRgiSWW6HXfrJk+8634c2mdUiRE4/sUZb/tttsAuOyyy4Dm/vVaVh1DVqXXNYawfA2qTh54++23AynKqr+n6Ojpp58OwNlnn914TzmiYp259NJLgRTZ0vUZJoyA6PzqHqKJ/nQt17OFxiMCHHvssUAah6aW7WqUQttUzwxFySCVwauuugpI17OxY8cCKeK24YYbNu1HucXdBo8mP9Z39brQGOBW50HnUL162o0B649rr70WSOV1jTXWANJ1pzwWuRs4AmJmZmZmZrXpqgjIxNDcIeeffz4AG2+8MfD/7N13mCRV+fbx76NkBBaWuLCAZJCcRTKSBAUkCAIuGURECZJeRaKAgiACEkSC4AJKlKzknMMqOWdckAUW5Weq94+qu0917fRMz+xMTc/u/bmuuWamu6u6uup0VZ3znPOc7muV/VHjtHo8+uijAGy11VYA7Lfffo3nXnrpJQDWX399IGWmev7554E0F0Rvskuo5UJZrzbbbDMgZVBTS5NaMdqhZaoREOVuh9R31Nqnvtbl+T9EefnVJ9+sXSpXGlum84yy1pRfU1WdH0Ito9tvvz2QWtAhnbfkxhtvBFKGR72vxio+9dRTQHPk1Hpv5513BmDRRRcFmufwUMZEHV8dryeffBJILczXXHMNkLIP/fSnP22s44477mhrOx566CEAzj//fCBlYStvR5WuZbr+qGeA7mkc+a2HImW659BxUeSqKzpGs846K5B64vQUtSpH6FQuZp99diD12HjttdeANOeYxq7qdeVzVydwBMTMzMzMzGoz5JsFVQP92c9+BqSxAu148cUXB2SbrP+pRWfMmDEA7LHHHo3nZpllFgBOOOGEpmXUH1ItDH3xwgsvAKl1QuMNyvN/tEvz0GjmZbWuqc83pNZOa5+yCCn6qUwgkPq+9uV4mXWlq6iHrkM6F2kslzI7KlObMt4oqgIps5Eeu/POO4F0zlMk5JFHHgEmbp4AS9QfXpkN++LCCy8E0jldY4J6Q+VJ2bHKERC1YKv1u1xuylRWHPmol+4H1LtBx1Lf2a4oGj///PMDKSpRHRukKKoyfipbGqTzicYLKeKx//77A+neVpES/XYExMzMzMzMJltDPgKi/rOjRo1qelz9L5XFCGDfffcFUq1VrVU29JRbCzSz+EILLQSk/rnKWjMxLYbKLjMxWUXU51Mt9eprrOxrypJifaPxQV1lAlL0q7sWKbPeKGdIUgv18ssvD8Cee+4JpCyMGptYHZ/U1Zik5557DmgdmXfko/Mo29EDDzwATNwcDi+//DLQHMVQy7XuWdTSbZ1h7NixQJpj7Otf/zqQxiCXx3fKiBEjgBQ1071qNXqlMV9nn3020H22R40nOeqoo4DmOfQ6mSMgZmZmZmZWmyEbAVHu9FNPPRVILUrqT6+xIOVMIYsssgiQMilVsya16l9pnaecwWyppZYCUj9ZtRL1x3gKZRlRFhRFzXozpkBlc+211256XPOWaN4B6xu1SHfVQlQdw2PWW4peqJ/3Kqus0nhun332AVJ2PEU8+uLuu+8GnN1qKFG0XdGriaGIeDm6r3Nbf8zMbv1Px0o9cJShrru55RQdUYY8zf8i88wzD5DmAdJ1bdy4cY3XKFPelVdeCcDPf/5zII0rmXfeeYEUVdE8JZ3GERAzMzMzM6uNKyBmZmZmZlabIdsFa8cddwRg4YUXBtLgr9133x2Ajz/+eIJlrr32WiB1wVL4zKnrhjalohN1peuPLnXV9IYaQD7jjDO2vQ4NVF1ttdWaHr/pppsAD5CeWEpjqv1cpvOCv+PWLnXvVJcrpcHUJIJbbLFF47VdlbkyDRxXylddc8pdtVQ2r7vuOqD15IY2tKjblM5P6q6l31VK3VyecE6JNT799NMB206beLrOHHnkkV0+r+5WkLprafLAG264AUhdPY877jggTV567733Ni0HKWGBzi9KwHPsscc2rUtdj4AaDhQAACAASURBVLuapLcTdOZWmZmZmZnZJGnIRUBUk9TgP9GEQBrY25UrrrgCgI022ghIE5e1apGwoaFV63Z/tHorcYFaI5R2T4PS2/HFL34RSGn31JqlgWRunZ84ikp1NQh9YtJi1kGt7UpUoBYtt4LXTy3WiqprQrhtttkGgNlnn73lsvoOv/322wA8+eSTANx+++1AmkRQrZg77LBDY1klyyinjLfOpu+tWpZVdtZZZ53Ga5SSdckllwRSq7V6Yih1q85Ra6211gTvo7KhCJp1tlapsrfccsvG3yuuuCIA55xzDpAGlyuxjcqQkunoXKHy0xVFUY4++mgglUtF34444ggAvvWtbzWW6YT7DkdAzMzMzMysNkMuAqL+uGqlUroz9ZvrrlancSGqUaqVUa0ZnVAjtN6rTkCnWn+532VvaR277LILkMaZaHLDdiaEUqv2JptsAqRWsmeeeQaAZ599ts/bZ4kiS9NOO+0Ez7322mtA5323NRnVtttuC8CXv/xlAB577DEgTWD1+uuvN5bptM8wqdD5/wtf+AIAp512GpAmE+yu/7Qmuvzd734HwGWXXQbA888/D6TWTUXplC6z7OabbwZSym/rXCoLaklW+mXR9xkmHJuoMYB6zXnnnQfAQQcdBEyYph1SVMyTUA4Nusbr3nK55ZYD4OSTT268RmNTdY7Xeb0aDdfjmmagnIp5vvnma1q/xjVXz1Xajj/96U9N6+wUjoCYmZmZmVlthlwERJO4qLaovm/tTD2vZT7/+c8DaRyJJpdT/91XX30VgN/+9rdA1xm1bHCVa/IPPfQQkLJJzTTTTEDqu33GGWcAKSOEli23Fqj1XBP4KMuaWrrUovmzn/0MaG/ckDLdVPv2/vnPfwa6n6zI2qe++V21VHfaBEzKnnbxxRcDE7Z6brzxxgBsttlmQGrZghQ5s/6llsUf/OAHAKyxxhptL3v++ecDcPjhhwPpHFRtaVx11VUBWHzxxYHm88fo0aMBt3IPBTp+ipJVoxztUHnbddddAVhmmWWAFIEr87igzqZeFprUes899wTSGLBvfOMbQHO2vBNOOAGAxx9/vGld+v4rarrooosCcPXVVwPNWT3bnQhZ5UcR2k7jCIiZmZmZmdVmyERA1Lq55pprNj2u1qNWfdsU9YAJW8QV+WhFLRTlzAHdZdmywfHEE08AqaVAfWx/8pOfACl/vyJcaklQnn9IfSqV7UotG48++igA3/72twF4+umn294ujVOaZ555gNTCceuttwLOdNRf1Ge2K9XxQYNFuf2POeYYoOv+3mVqDf3lL3/ZeOxrX/sa4Hlj+ptapOeff/6mx3WeuPPOO4EUaVt66aUbr9H1pVXkQ9etDTfcEEhl9f7772+8RuN+rHPpOOo60CryUT7+mvNF0S6NAxKVnZVWWqnp8XJLtyMgne1HP/oRAIcccgiQyonGfcrZZ5/d+Puoo44CJrz+q5ycfvrpAJx00klAunZ0FfV48cUXgTQGWhFzZXrV8yqLncYREDMzMzMzq82QiYAox78yAigv9l133dXtcuWIybnnnguk1gvVCseMGdO0TvXJXH755QG46qqrGutQf/633nqrrx/F+plaH/fff38gRRrUYqzjqd9S7oetrFa33XYbANdccw0Al19+OZCy3bSTRUItWyp7arnQzKeKqlj/6G5+hk4ZA6JsOXvttVevllt33XUbf2t8iOYzsv6h68Ddd98NpP7aytN/0UUXAXDggQcCzRGQnmYYVja99dZbr+nxSy+9tPF3p89VY2k8X7k3BKTrgTKZKUsipD7+Kl9bb701kOaXGTZsWJfvpTEA4PGnnUrfe52fW50HdCx/+MMfNh7raU6XX/3qV0CaO2iVVVYB0thkSJF9jTXROqtZ2Tp9nKkjIGZmZmZmVpshEwFR1EK/NStkqz7eankq513Xsn/5y18A2GOPPYDUB1ctFZq5tJoPHlIfUPX9s86hMR6au0PjOtSfXn1w1SpQnmNByyoXfztZrlpROfvqV7/a9LjKXTtziFj75phjjpbPDWZmoXLe9v322w9I/XlFraSXXHIJAN/85jeB1MpebllTP2NHQPquvD/VAq1xGRobeMEFFwCpxVHZ85Qhr0zZF1tFRmeddVYgZbRR/35lwutuWescimJXx34oQq4Z7svjs6rHVT0t7r33XiDNhF5tPS9HdHWfoQxtHjfYGXRsFfEaPnw4kKKoc845J5Ci1uV7AZ1fdCyr5UT3oSon+t0dlaFqdEU9NzqVIyBmZmZmZlabIRMBUWuVWhB7atlcZ511gDRTJKSa5c477wzAww8/3OWyapXUnCPlLCVd5eq2zqJWRs3dod91WWihhQBYdtllmx5Xa4mzGPWvagtiuUVpMPe1+o1DcxQV0nbpXKRMbsqQppa0cuaTFVdcceA2dhKniLii25BmoNa8QcqVf+211wLw6aefAmn8ocaQlctXTxmslAlP87/oXPTKK6/08ZPYYFBkXBEvRcOUpUqZDlVmIGVSVDRd9y5bbLEF0PP4IUg9LnTtKGdPs8Gjc8App5wCpFnNFS1VFir9Ls+Erjmenn32WSCNDylnP+stRVOqmdbGjh3b53XWwREQMzMzMzOrjSsgZmZmZmZWmyHTBas6UEch9fJEg2WakKX8vMKl7U78pBRqd9xxR+MxDRDTej2A0ERlYoUVVgBg2mmnBWD8+PEA3HfffYDLTH+rdscsf+d1DAZDeWK7asrNBx98EEiJCVQmlFbxueeeA5q7DLU611lr2u/q6qbfkFK6i9JmX3zxxQAcffTRACy++OIALLjgggC89tprjWU0sLgVnQt07HTt6SkVp3UWda3RwHGl0v3pT38KwBFHHAE0H9dqFyx1uVJiAlFXcHXZVDmDdP468cQTAdh8880BeO+99yb6M9nEU9enaiptpWVWd87yIHRND6A0u0qCMTFdsKrv+5WvfAWAP/3pTxO9zoHkCIiZmZmZmdVmyERANJhGLQwa1KeBXdWp5ruanEwDgXqbmrPcqqH3NavSgOFq9E2tni+++OLgbNgkrpxOuWqJJZYA4MYbb6xrcxqUjAAmHHD6wAMPABOet/S6VunFrXe23XZbAI477jggRc67otZmRUmU3lkDjNVSqVZNaJ1SW8exOvmpWj2dTnVoUYTyN7/5DZDKiAb9KpGBfndHx/76668HYKeddgLSPcsNN9zQeK1SySuJxa9//WsglevyoHfrHIpmaOJKRT0gRdNuv/12oH+joZdddhmQJlTW5MedyhEQMzMzMzOrzZCJgGg8xl//+lcg9a1Vf0n1pRb1vyx76623evWemkhsrrnmajzmSeSslUUWWQSA1VdfHUitZqNHjwbc73ugVCeDK4+V0PlhMMZsdRWFlRdeeAFILeUjR44E4OCDDwbgi1/84gTL9Ecf4cnNoYceCqTIxzvvvNN4ThFJRTh0DHTer04kquvH6aef3nisVTRd0RRFQDQOQK2eNjQpRf93v/tdIEXWuvuuK+KhFMwaz3HppZcC8PHHHwNp0rhjjjmmsazSu+o8oZb0XXfdFUiTZ3pcYWfSfeuFF15Yy/vpfFQ+z3UyR0DMzMzMzKw2QyYCopqd+nKvtNJKAOyyyy4AHHjggUBqCeiqr287E/+UX7fXXnsBsMkmmzSe23rrrZvexyZv5dZ2jf3QxGXKlnPNNdcALjMDRVFRTRY2yyyzNJ7beOONgRQJUat3Hceiu3Ecw4cPB+BnP/sZkM4raoWX8naqtdXapwnjdCz22WefxnPKYLXaaqsB6VhUsxTJ5ZdfDqToVXc0FkDRlTfffBNI2c1saFI047zzzgNSRETfX0XPIJ3/Ncno008/DaRIR6tz0G9/+9vG36ussgoAu+22G5CuN8ceeywAb7/9NgBXX3010PvxrWaDyREQMzMzMzOrzZCJgIhG+auv9N577w3AvffeC0zYSqWxItBzvzj121UrmfLAl7OelDNUmM0wwwyNv7fYYoum51RWOj0TxVCnyIcyDK2//vqN5z7/+c8DcOuttwJw9tlnA2m+DY0fUR99ZdtTv+zyc6JWTkVZlf1MkS+1oC+22GItt1n9vMstpmVqHVVLK6QWeus9Rb7K0bF9990XSDnzFZVqRcezPLdMtWyIyoJeq7JZnS/AhiZ9Px999FEgRUK6ek1vo63KkgRwyCGHACmCu8466wApwqZoiSIkGlfiLGs2FDgCYmZmZmZmtYnB7JceEb1+c7UYKhLy9a9/HUjZqdQSoDz75Vz8d999d9O61EqljDP77bcfABtssAGQWqtWXnnlxjLqxzkQsizzVMeFvpSNwbD88ss3/r7//vuBVEa33HJLAK666qqJfh+XjaRV2VDO9fPPP7/82m7XVW2l1HlE/bTLf6tVUa2PmrlYcwGotXtiZl/Xe/3yl78E4KSTTmo8N378+FafwWWjUC0bOq7qG19uGdYcUlUaL6K++xojonXtvvvujddq1vTqfC4LL7wwkCJtiszvuOOOTesaaC4byVC5pnRF84HoHkZji0TZlo4//ngAfve73zWe0ziRahl12cgN5XIxEOosF46AmJmZmZlZbYZcBEQWXXRRAO666y4AZpttNiD1yb3llluA5owlapkeMWIEkFqv5557biBlv1Ir5He+8x0gRVtgYFuu3CKRdHqrhFrW1Y8c4JRTTgFS9pNVV10VSC1QE8NlI2lVNqaffnoALrroosZjm222mZapYct6T2NNzjnnHADOPfdcAJ555hmgvb7cLhtJqwhId9Tn/o477gDSbNOKaGrc0EYbbQTAK6+80lhWWdZ0vETXo4cffhiAM888E6g/k5nLRtLp15R2bLfddkAaG1bN9qny/vrrrzce0/g3zd5eeq3LBpNGuehPjoCYmZmZmdkkachGQETjNdRqVc2j3w71D77tttuANBZE8wu4v279Or1VQpmPyuM71BqqTCTq790qU05vuGwkPZUNjc0AGDVqFJCOhcaEKXvZQERGdD4pR740tkSZlFR+brrpJgA23XRTYMJ+2u1w2UiqZUP7d6655gLg008/bTynmc01h8L1118PpAi4jqPGgGg+n3ImraOOOgqAI488EkgRK40v0dxAyoJV9zwgLhtJp19T2jHFFHni0m233RaA0047DUjj0rpTPde5bOQmhXLRnxwBMTMzMzOzSZIrIGZmZmZmVpsh3wVLllxySQBOPfVUIE3YU6buDRokPGbMGCANHtZkhv/617/6a7N6xSHRpNPDourmo64VkCa923777QEYPXo00D9d+Fw2kt6UDXU7UKrc2WefHUhdsfS/vvNKVFFO3z3HHHMAqfuOElto0kINBFXXHHXdfOqppxrrUEpvTSa4xx57ALDXXnsBqQtpX7hsJNWyoYQjSrlePrfrmCiFaauukjq+J5xwAgDf+973Gs9pklpNQlrtQjfNNNM0rVvduurispF0+jWlN3Re0ySaSj2uSVDLlL67PGkuuGzIpFQu+oO7YJmZmZmZ2SRpkomATArcIpG4bDRz2UhcNpq5bCQuG81cNhKXjWYuGzmXi2aOgJiZmZmZ2STJFRAzMzMzM6uNKyBmZmZmZlabQR0DYmZmZmZmkxdHQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyBmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PauAJiZmZmZma1cQXEzMzMzMxq4wqImZmZmZnVxhUQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq40rIGZmZmZmVhtXQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyBmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PauAJiZmZmZma1cQXEzMzMzMxq4wqImZmZmZnVxhUQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq00tFZCI2Cki7q7jvcyqIuL8iDgmItaIiGfbXKbt104q/D3tfCrL3Tw/PiIWGKD3ziJiod4+Z2ZWB1/DBkZErB0Rb/T3eierCMhA7cRi3bNGxD0R8X5EjIuI+yLiSwPxXtY3WZbdlWXZon15bUS8EhFf7mm5iFgkIq6OiLER8feIuCki2npPyw3m9zQiliyO2XsRkQ3ENnSxTW2VrXZkWfa5LMte6o91dRLfWJi4LPSfnho0rG8G+BrW7T1GRIyKiEci4qOIeCMifhoRUwzEtkysIVcBGcwd2cN7jwd2AWYDZgZOAP7YqQfeBsww4BpgUWAO4EHg6kHdokEwhL+n/wYuA3Yd0I0cBBHx2cHehqFuMG8sitfsFxHvRMSHEfGbiJh6ILbFejaQZaFY/9kR8WxE/C8idqo8t23x3IcR8beIuCAiZhyobZkcdfA1rKd7jOmA7wOzAqsA6wEHDsyWTpx+r4BExMiIuKI4ib4fEaeVnjsxIj6IiJcjYuPS4ztHxNMR8XFEvBQRe5aeW7uoxR0cEe8A50XEzBFxbfEeHxR/z1NaZpaIOC8i3iqevyoipgduAEYU3RTGR8SIiPhMRBwSES8W23tZRMxSrGf+yLsW7BoRrwG3tvrcWZZ9mmXZs1mW/Q8I4L/kNziz9LC/pi1OHh8U++Cg8kmttG0fR8RTEbFF+0dj8hQRy0XEo8U+uxSYpnh87cq+XT4iHite9/uIuFStQeXXRsRvgXnJb1THR8RBrd47y7IHsyw7N8uyv2dZ9m/gZGDRiBg+gB+51/w97fp7Wjx3LvDXXu7PVyLi0OI7+kHxuaYpPb9pRDweedTl3ohYuni8y7IVEasXrxsXEa9H8w3IzBFxXXEcHoiIBUvv0+gKFXnr5q8i4vqI+ATYPyLejdLFLSK2jIjHi79XjjwiNC4i3o6I0yJiqhafd/Viu9YpPfzliHi++PynR0QUr10wIm4tjtt7EXFxRAzrzf7tTzFEbywiYkPgEPIbivmBBYAjB2pbJwcdXBYAngD2Bh7t4rl7gC9lWTYTeTmYApisIhmT8TWs23uMLMt+VfTg+FeWZW8CFwM99sbp6RpWvOaAyCu8b0fEzqXHN4n8Xuqj4rpwRE/vpw/Tbz/AZ8m/NCcD05Pf+K0O7ETesrh78ZpvA28BUSy3CbAg+Q3BWsA/gOWL59YG/kPeUjk1MC0wHNiSvKY3A/B74KrSdlwHXEp+YzElsFZpXW9Utvn7wP3APMX6zwJGF8/ND2TAhcXnmbaNffAk8K9iuXPaeP3xwB3Fts5TLP9G6fmtgRHklcVvAJ8Ac/XncZuUfoCpgFeB/Ypjv1VR9o4pH//S675XvO7rxXE7pquyArwCfLkP27M58PZg75fKNvl72sP3FFgIyHqxT18B/gKMJK/M3FMqS8sDfyNvjfosMKp4/dRdlS3yCsnHwHbFfhkOLFs8dz7wd2Bl8puOi4FLSstmwEKl135IfvH5THGcnwI2Lr3+SuCA4u8VgFWL9c4PPA18v7puYEPgdWDlynPXkt9EzwuMBTYq7cv1i+M2G3AncEo3+3IkcEWxjveB08jL5t3AicAHwMuVz7Fzsb0fAy8Be5aeWxt4AzgYeAf4LXmZu7Z4jw+Kv+cpLTMLcB55+f8AuKooW/8E/kceSRtPOjcfArxYbO9lwCyVsrkr8BpwZy/K1CzFssOL/38H/KT0/HrAO22sJwP2Ap4vPsvppO/0guQ3O+8D7xXladhgn6NcFpr2wd3ATt08/znyc9/1baxrOfIKzcfk595LSOepnvZDy/06COVisr+Gldbb7T1GUV6Pb2M9r9D6GqZ9c1TxOb9S7LuZS88vVZT/pYF3gc17fM9+LhRfLArvFJXHdwJeKP0/XbGz5+xmh32v9MH+BUzTzfsuC3xQ/D0X+Ulh5i5e11WheBpYr/T/XEUB1kU4Axbo5X6YhvzmYVQbr30J2LD0/27Vbay8/nFgs/48bpPSD7AmpRNO8di9TFgBWRN4s/K6u+nHCkhxonkT2G6w90tlu/w9zbr/ntK3Cshepf+/ArxY/P0r4OjK658lXayayhZwKHBli/c5H/h15X2eKf1frYBcWFn+YODi4u9ZyC8iXTZokF8wr6ys+1DyivtSlddmwOql/y8DDmmx3s2Bx1o85xuL5v30dun/J4BvlP6flVIFpZv19FvlsM4fl4XGOrusgBT74sNinZ8AG/SwnpaNc8XzPe2Hlvt1EMqGr2FZz/cY5JXGN4BZ21jXK7S+hq1NXuGeovT834BVW6zrFODknt6zv8OPI4FXsyz7TxfPvaM/siz7RxGd/xxAESL7MbAIeQ1qOmBMadmxWZZ9qn8iYjryk9JG5CcFgBki7+M8Evh7lmUftLnN8wFXRsT/So/9lzwELq+3uS4g7+YBjC5CfY9nWfZENy8fUVl/03tFxLeA/ckLKOT7bNbebM9kZgTwZlZ8Cwqvtvm6Xh3n7kTEbMDNwBlZlo3ur/X2E39P6fX3tB3l93+VvIxBvu2jIuK7peenKj1fNZK8BbWVd0p//4Pi+LSxTQAXAU9HxOeAbYC7six7G/IxCMDPgRXJj+0UwCOV5b9PXqkZw4S63K6ImB04FViD/MbmM+QtrF1ZmXy//KBUPu8uupW9mmXZOcU6LwDOID/+72RZdl1pHXdExM3F+6n7yv+AH2dZ9n/F//8ELtcCEXEscFvx91zAxuQ39trOO1psL8CewD5ZlqnL5hHAaxGxY+k1R2RZ9kk362hSdPM4nfzcL58jv+EU/T0DeWt7d47PsmwcMC4ibiO/kboxy7IXgBeK14yNiJ+Tf8c7gctCN7IsuxuYKSLmJq+MvdLDIquSVzxOKa57f4iIRvnKsux9WuyH4vme9mudJvtrWE/3GBGxOXkPmy9nWfZem6ttdQ0DeL+yv8vn+FWK91qS/No2NXkFtlv9PQbkdWDe3vSrjHwQ3eXk4dQ5siwbBlxPXsuWrLLYAeT9ZFfJsmxG8tZsimVeB2Zp0ce4uh5t88ZZlg0r/UyT5X3nuluuHVOS98/sztvktVgZqT8iYj7gHGAf8hPgMPIQWWCtvA3MHcVZpzBvm68b2cXrpO0yEBEzk58Yrsmy7Nh2l6uRv6fN2vmetqNcfuYlb5WFfNuPrWz7dKWLRnW7XydvaewPTesu9td9wBbAjuRdUORXwDPAwsXxOowJzzVbA5tHxPd7sQ3HFduxdLHeHbpYr7R9Y1H82bixiIj7Ix+8PY689a7cUDPBjUVEnBURr0bER+Qt/8Mm8sZiXPHeTzMwNxbjgfJAY/39cRurbVk5jIhLIuLNYj9cROc0cE32ZaEdxXf6RvLuVN3ptnGuh/3Qzn6t02R9DevpHiMiNiK/d/xqi8aiVlpdw3ryO/LxayOzfFzSmbRxn9rfFZAHyW/sjo+I6SNimug5Fa1qS2OB/xQ11A16WGYG8laLcZEP4mm02BSteTcAZ0Q+gGjKiFCheRcYHhEzldZ1JnBscbNPRMwWEZu19WlLImLVyAdmThX5wPKDyU86D/Sw6GXAocW2zk1e2ZDpyQvk2OI9diavYVpr95GH2PeNiCki4uvkLWldve6/wD7F6zZr8Tp5lzZuUiPPRHITcE+WZYf0euvr4e9pi+9p5KYpPi/Fvmk309B3ImKe4rMeRt5tA/ILwV4RsUqx/ukjH7Q3Q+nzlsvWxeQDurcpyubwiFi2t5+1GxcCB5H32b2y9PgMwEfA+IhYjLxrS9Vb5GMP9o2Ivdt8vxnIb57HFee4H3TzWt9YtL6x+CuwTOn/ZYB3i5brvupN5bBuk3VZ6KUp6LnRoqfGuZb7oc39WqfJ+RrW7T1GRKxLfg3ZMsuyB3u5+lbXsJ7MQF5R/zQiVga+2c5C/VoBybLsv8BXyfuVvkbe9+wbPSzzMbAv+Y34B+Qbfk0Pb3UKed/N98j7W95YeX5H8r51z5D3U/t+8V7PAKOBl4oWihHAL4r3uzkiPi7Wt0obH7dqavKQ+fvkffK+AmySZVlPNcijyPfTy8CfgT8A/1ds71PASeQ3y++S3zDc04dtm2xkWfYv8gHlO5GXp2+QD2Js9bpdgXHkF95rKfZ9F44DfliUm+5S2m0BrATsHCkDxviI6CoKMyj8Pe32ezof+QVHWbD+ST5eox2/I795fKn4Oab4PA+Td5E4jXzfvUBePqWpbGVZ9lqxXQeQDzh/nOYbz4l1JUVLbaUryIHkx/Vj8kpTlxefYvvWAw6OiN3aeL8jyQfif0jen36C72OJbyxaN15cCOwaEUsUFZUfko/zmRi9qRzWbbItC8WyUxWNIQFMWXz+zxTPbR8R8xYNGvMBxwK39LDKnhrnWu4H+rZfB8xkfg3r6R7jR8BMwPWl525oc91dXsPasDdwVPG5Diffxz3LBmEAkX+6HQj0beCOwd6OyfGHvBV858HeDv8MvR/6mCVtELf3xU7dXvJW2atImZlOpch8VHldecD9d8hvCMeRdysrZ/dZmwkHhI4Abie/+X6OvO9+RjHIknyA/gXFOj8Arigt+5ti28aRMh/tT15R/bjYtz8pXjt/eb09fO5RpAHF40s/85Zes3+xTR+RZ2aauo31NvZT8f/5pX3zBfJxPuPJK7oHVPeVy0L9ZaF4/e3F68s/axfPHUt+0/1J8ftsekhGUCy3IvAYKQvWpaV909N+aLlf/TP0fxiEa5iyRtggiXyQ2wLkrRMLk7cQnpZl2SmDumGTgYhYi/xC8R6wPXnr1QJZMSjXrF0R8QqwW5Zlfx7sA2mqnAAAIABJREFUbelJRGxJngVokSyfD8XMzCZjg3ENG3IzoQ+mIuw5voufbicti4gbWix3GHlo8yzyFolbySeeOmPgP42R93d9grxryAHAVu1UPvpaDqweA3F8iu4OXa2zo7rX9SQibicfbP4dVz7MzDrP5HINcwTEzMysBhGxPXmDU9WrWZZ9oY/rXIN8nMIEsizrLkWzDaIBKgvzkk822pUlsnz8lllHcAXEzMzMzMxq098TEfZKRLj2U5JlWaekPxx0LhvNXDYSl41mLhuJy0Yzl43EZaOZy0bO5aJZneXCY0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PaDOoYkMESkXdxm2KK5o8/3XTTATDNNNMA8N///rfpf4C///3vAPzrX/9qeo0H83eOz3wmr1cvtthiAJx++ukArL322n1e55gxYwD4+c9/DsAVV+STOX/00Ud9XqdNGnQ+0e/uVM8TPm8MHTqvTDvttBM89umnnwIwyyyzAPC5z+XJp/7zn/8A8OGHHwLwySf5xPO6bgD873/OhmzWado5n1dfq/OBfktX5/lW536tq/p8V9tTfUz/6551xhlnBOALX8iTqq244oqN1952220A3HPPPV1uRx0cATEzMzMzs9oMahreick+MNVUUwEw99xzA/Dxxx8DqSWqWgMEmH766QEYNmwYABtttFHTa5dcckkA5pprrqZ1zTzzzI11qCX8r3/N54N55JFHmh5/++18Hrt//vOfQO9aOJ2VIulL2ZhyyikB2H///QE46KCDgNQq2Y52Wh0AHnjggab3Arj//vuBgWnRdNlI6sha8tnPfrbx90wzzQTAvPPmczV9/vOfB2CRRRYBYIkllgDSeULR0XKEVWVCLd9jx44FUpnReeTZZ58FUst5O1w2kv4sG4p0rL766gBsvvnmAHzpS19qvEbXoeeffx6A5ZZbDkjnHB3vv/3tb0A6vm+88UZjHXfffTcAd9xxB5CiJSpH//d//wf0LVrmspE421Ezl41ctVzonlL3juVrQauIg879ukbo+69eNbo/hXRf+e9//xtI1watS+9XjpJCOtdAumedeuqpgXSt0T3QggsuCMDCCy8MwEILLQSke1+Am2++GYCvfe1rTe/jLFhmZmZmZjZJGnIREPXrHzVqFADbbbcdAO+88w6QxmgMHz4cSLVZmHCMR7kvb1+pleq9994D4Pbbbwfg4osvBuDOO+8EUt9faN2S5RaJpC9lQ7V+tSar5VrH6Pe//z0AN954I5COGaRWB7VUqmxsvPHGAGyzzTZAav1Wa8W4ceMa6zjwwAMBuOCCC4DetWL3xGUj6UvZqLZcqY+uzgVqIVLr9gYbbNB47SqrrALAbLPNBjS3iPUXtYrde++9QCrDKrMAjz32GDBhuXLZSPqjlVutlyeeeCIA22+/PdDcAtmfdD2oXsMUTb/88suBFHV98cUXgeZWVV9TetafERCdT9TirJbocvRbrdL6vqpFuzpmrLvrhMqcjq9eq//1fvq/+nh3XDZy1XLx8MMPAzDHHHMAE44VLpZp+q0xXyoH1ee7u8/Wc70Zc9Jqe1r93xXd/+i6VtoeR0DMzMzMzGzS4wqImZmZmZnVZsh0wVIo8tZbbwWaBwJ2on/84x8A3HTTTQCceeaZjec02FCDC8Uh0aQv4XJ1o1FXFYVFb7jhBgC22GILYML93sN2AGnw1tZbbw3ACSec0PQ4pG52m222GQC33HJLbz9CSy4bSbVs6LiuvPLKQHO3uFdeeQWANddcE0jda+aZZx4gddHU/+pS0R11bxg/fjwAL730EpDKlbrOfPDBB41lXn31VQBmn312ICWpWGmllQBYeumlgebyVF4nwLHHHgvA0Ucf3fQal41kYrrZ6Lt+5JFHAvDDH/6w6fHu6DqqrnT90b23SuvWQPZzzjmn8dxvf/tbYMK04C4bycSUjWo6UyWw0XlF5w8NLIZUBvRd1/VB5xh17Xn//fe1fUBzCld1j1H3LXW70/to3fqtbjU6J0Hqsjd69Oimz+SykauWi0k5Nbq6owOce+65AOy9995Nr3EXLDMzMzMzmyQNmQiIWg7VklieHLCv1CKhaMXrr78OpJamrlokRo4cCaRB7hoUptaO6gQ0otSKAKeeeioAhx9+eNNr3CKR9KW1atZZZwXg0UcfBdKxuv7664GURrPcSlV6v6b/W30vdHyVBOHXv/71BM/94Q9/AFKChP4YjO6ykVTLhloHW333ekMRhyeffLLxmAaG//nPfwbgqaeeAlKkRa2S1XSK5TSKrcqTBrQrYcJSSy0FwOKLLw6kpAcAf/nLX4DU2l1at8tGYWJauXVNueuuu4DmSbsgHUNFviClUdY5Xa3Niqzp+K211lpAajnX9aNM1x21Zivqr+Qp1XNUOcKmc5uSnpS22WWj0Jeyoeu6riGKeLQ615S/8/q73eQFXQ0gr6Zird6T9CYhRhfXOJcNJiwX+h5qH3c1oL/6mM4d1X1cTaUN6Zjq2LWatFDTRmid5fd87bXXgHQPq/Xr/crnKEjXKPXIAbjuuuuA5pTgxfs7AmJmZmZmZpOeIRMBUR/Ll19+GUj9J7X9quGp379awZVWFVLfWfXRfuihh4DUb/Ldd99tes9q6wOk1Gwab6DoidJ2qo+5JqRZb731gOaWCtVkq60XbpFI+tJapZbCP/3pTwCsttpqQIpsqUWzXCZELdBqydBrWn0/NPGQUmNCmvRHy2piS006NzFcNpK+9NnVd1mtyzpPKKKqMT1Ko62WbGjuN9sdtWqffvrpAOy+++6N58opU/uqVUpHl41kYiIg6pt/9dVXAykFt8rOwQcfDMCVV17ZWEapc3UdEJWF448/HoB11lkHgAUWWEDbOcH7q3Vyjz32aHqNziPLLLMMkM495SjdVVddBUxYzlw2kr6UDY39eOGFF4DU0qwyoIiTzvHldPtqSV922WUBmHPOOYEUQb3ssssAePzxx4HUI6I8hq06XlFlQuletX26bu2www4AfPOb32wsU52aQFw2ctVyscsuuwApAlH+blevIzoOP/rRj4B0X6heD/r+K6paXlbHTO+j+0KN+1FUVfc1muwU0nHWvau2S+9bvWbp+XJkRD1BBvN64giImZmZmZnVZshEQFQLVKuPJp278MILgdTqrT75yirz1ltvNdah1gTVNKuT+KjmuckmmzStu6s+gNUWrGo/T22vaqrqowuw6qqrAqnmK26RSPrSWqWI0mGHHQakbDY6fspOpb6PZYqo6bh2NU6kTC0f5UxXysymcqaMKeXW9L5y2UiqZePaa68FUj/78v4eM2YMAL/85S+B1AKtjDCKemrMRblffW8dddRRQGoNW3311RvP3XPPPX1eb09cNpL+mGxuq622AtJksmrdXn755YGuI6ii/tz77LMPAL/4xS/afl+1jOo8omx+VV1FTzwRYc/6UjZ0PK+55hogZRnTdb2dCf9a3Ss88cQTQIqirbvuum2vs0o9LzROrXwOVGTl6aefblrGZSNXLRfVe4Hyd6v6PVM0UvtdUUplX9QxVaS9vI5Wkweuv/76QIpq6l5D2TwhnaOqkdf+4AiImZmZmZlNkiacY75DqXVILRF77bUXAD/5yU8A2HLLLYFUW1T/umo2gO5suOGGAJx44okA/PGPfwRSnu6yak242ldT/59xxhkAXHDBBY3nqtlVrH+on+NZZ50FwLe+9S0g9ctUy4JaEsotTb3NVKVyprEjZeqHrTJrA0utQerjPNdcczWe01iPBx98EJgwe57GdH31q18FUtSzN9T6uOeeezY9rqxsNrQoQqqxIGrV7GpMYJWyJqlMis41iqzq/NHVsorktYqATMrzFHQaHTeNz1lsscWA3h0DvVbRFP2vPv0rrLACkM5NfWnV1jLbbrstkFrgof0xbJbrzb2Ael2ox4soqqWIeldRrWoZUvnQ/Uq1V43GskLPPTSGCkdAzMzMzMysNkMmAqLaolql1Gdb2Sk0fkPmn39+oDlTSE/UuqGWVOVw7yoC0i61mpVnqL3tttv6vD7rmTJDnH/++QAcc8wxAKyxxhpAaq3oTXRM1E9z0003BVI5LNN4g2pWNRsYyjbz5ptvAs3jvqrUN1otUmp12m233QC46KKLmp5vx3e/+10gzVUk7cyqbp1Hkcsf/OAHQIpklbMTtaKyqPFAyy23HACPPPIIkKJz5blcqn3B9ZpWWc+sfpp1XpGrnub1gXQPojGl6vmg+ak0pkhjQXUtUVnpDZW75557rtfLWt/pO9pq/o92oqbVdSnja3WdiqpA38YJdSJHQMzMzMzMrDZDJgIimnlW/a2reZml3A+8XdX+4V317+8PbtEaWGodUGv2QQcdBKS+lcrHruhZb2jZH//4x0Bzi5danzQGpTetH9Z/uvt+zTfffECKfKgvreaMWWKJJYA063h3ZphhBiDN26BWL/Xd7Y/sZzZ4lLmmnMGmJ/rOKyuOsuSpTK6yyio9rqPVLNs2eBRh0G9RK7WiHYqaQZqLQ/cRGltQHQek4/3//t//A5rHD00qLd2TKh3T6hhg3Uv2ZqZ6Zd/SNUp07ijPWD6plAuf6czMzMzMrDZDLgKimuZrr73W9Hh5BlJItcneqLY89WUd1jk0BkMZyLbYYgtgwvlX2qGZ7TXPzCKLLAI0lzvNO9LdPAE2uDQjtVqQjj32WACOOOIIIM0V004ERFFYRVt/97vfAbDddtsBLgeWWsgVLWsnqj6ptG5ODpSx7LzzzgNSJARSJqoTTjgBSGM/NaZ0qaWWAuDSSy9tWtewYcMa69As5taZFBHTvYbm/tI4YmVhbGf8mMamlssQpKhq+Z63pzFI+q1lq3PedQpHQMzMzMzMrDaugJiZmZmZWW0mmT5G1RBXVxM99WSgBp3b4FB4VIPQFQpvp2uMuk4suuiiQErDuPrqqwNp4qdvf/vbjWUuu+wyoPPCnJYsueSSQJosUimTd999dyClzDzuuOMay1S7xCg998EHHwzAHXfcAUyY4rc6MNEmferGq0QEX//61wE49NBDgdQ1o5pis0znFp9HOtfMM88MpHTK6mqz3377NV5z8cUXAyktfPV4vvzyywDcd999QLq2lAchuwtWZ9M5Xuf+ddddF4ARI0YAKbWyUsRD6++1zg3VLliazPCll16aYBmdR7TsyiuvDKQpJdQN8KGHHgKaU9R3QpIcR0DMzMzMzKw2k0wEpEotFO1QLVK1VnEL5qShOlFddzR462tf+xoAp512GpDKhlKtaqKx0aNHN5ZVSj7rPPqOq0Xq6aefBlLr0jXXXAOkCQmVjhfSgHRFSDXYXFHW733ve02/1YKt3za06ZygqEZ50ltNNKhypEkL1RKpFM29uR458tH5dNw1aZy++4qoQs/HUdeLk046CUiRD5Ul63yKIjzxxBNNj0877bQAfPWrXwXgzjvvbDxXva/UtUmJbRTNEEU+yj03FGnVpJaKxm+zzTZAulZpegqlBVeqZ4Bnn30WGNykF46AmJmZmZlZbSaZCEi19blai+yOapNqgVCNsJ0Wcxu6yv2w1ar5rW99C0hpWZWyV2MG9t57byCN93DUY2hQ67UiWX/4wx+A1Ep5ySWXALDXXnsBsPPOOzeWPfzww4EUDdNkcgcccAAAY8aMAVLURP1sq5OWWWfTdUD9+XWct99+eyD1q9aEppAiGypHOqd4MsFJmyYTlGWXXRZIETBoPfaj6tprrwXg3nvvbVrOOp/uFW+//XYgpVjW/ad6Upx55pmNZRR917lCZWbUqFEATDnllE3v8cgjjwDN1xOdi37yk58AKX18ldJ/b7755kBzuf3Od74DDG5581nSzMzMzMxqM8lEQKpZsKotFN3RBDCaUEx9MMsZA2zSodbwrbbaqvGYxnQssMACQGqdUBaJww47DIDf//73gCMfQ42im2ptUiuUKBPNX//6VwB22WWXxnMrrLACAGuuuSaQJqNURESt3ZqsUuv2hHKdTcdNUQxFv3bccUcgRTo0BqQv1N9bY8dUJrrLuDgx72f1UNRT1wdFTFddddXGa84991wA/vjHPwKpR0U1y5nGEYwdO3aAt9oGisqBMiIq+52uCYccckjjtccffzyQ7kOUgVETJVc99thjAMw999yNx5SlcdNNN21r+3Q/oyyPABdeeCEA1113XVvrGAiOgJiZmZmZWW0mmQjIRx991PR/bzJYqf//jDPOCMDDDz8MpAwCNrRNMUVezBdeeGEADjzwQAB22GGHxmvUGvHuu+8CqZVCGY/UOuUMNUOTstWoJejJJ59sel4RLY0N0RgggLXWWgtIef333XdfIEVZ1YI+++yzA6nF0zpPOfKglsddd90VSHP+dDdHBzRHPz/88EMAbr31ViD111Zf8EcffRRI8zmo7/b111/fWEf1/RStU4TGkbTOox4Xyjp0xhlnALD88ss3XnPiiScCqZ++shldccUVQMqYpWuOry1Dl6Jamhdmww03BNIY0vK9huZ7qY5LrJ4HFDVV9ivNJQQp8qFzhMaH6Lxyzz33AGlsiKL32h6ArbfeGnAExMzMzMzMJhMdFQGp1gB70yJQfe0000zT9rJzzDEHkGqT1RmNbWhRH2q1aO6///5AqvEr0lUuM8rTrcwQGgvgVqlJQ/XcMmzYMCBFOjT2R3nbu3LWWWcBE2a3Ui52Rdo0b4gNvmqO/V/84heN59Zff32gdcYqZYdRjv8bbrgBgMcff7zxGl0rNF5QUbFW5w1dU8rRdY1BFI1FdASk82mG6fXWW6/pN6RxACuttBKQZrjWeEJdj37wgx8AKRtWJ8xQbb2j7/tdd90FwKWXXgqkzFblcV2f//zn21qnrjMqU+Uois4NOo9oTIjGHSkCq/sYzUtUvi/u7lpXF0dAzMzMzMysNh0VAVFfa80iqdYF6DlXcbWFU/3r2qEWJ6lmyLHOptYAZYnYb7/9gNS3WxEP0fH92c9+1njs8ssvByYcS2STBrVQq6XqggsuACbMRqRWp/IM91tuuSUAJ598MgBrrLEGkFqfvvCFLzStQ+MAbPApsqUWyWWWWabHZVQGNO5L84IoG40i5pDK0zvvvNP0fysaC1KeY0pj00RjQNRaOX78+B632QaXrhtXXnll47Grr74aSPczioAcdNBBAHzjG98AUtlUpqRTTz21sQ5Hv4YWfb+VVVPHT8ca0vlE96war6z5P3Q/o8ioxqqVoxcah3bKKacAKbKr+cp0HtIYNN3zLLfcco11zDLLLH3/oP3EERAzMzMzM6tNR0VArrnmGiDV/JRTGVLmmaeeegqYsKWpOntkb2aiVa5meeaZZ9pe1uqlvpTl2YhVNpTxoZwvG+Dtt98G4De/+Q2QWpjKedc91mPSpr76asUuZ6uB9J3fZ599gDSzbXmZY445Bkgt1FpGERC1Sum9bPCpRXqppZZqexm1NC6++OJNj1evT5Ay1Wy33XZN79eKsuVozBlMGAHR9Ugt5h5T1Dl0/dH1orsIhZ775JNPgNQff7fddgNS1F0ZtI4++mgA/vznPzfW4WM/tKhcvP766wD86Ec/AuCmm25qvOZLX/oSkM4zzz77LJAiYIqwakyhfpfvUTQeTWWnGvkQZWt74IEHgOYISCdwBMTMzMzMzGrjCoiZmZmZmdWmo7pgzTDDDE3/r7vuuo2/NUHYOuusA6RBf1IdaNzToPUypdGU1157re1lrR5LL700AN///veB5hRys846K5DCjy+//DIAl1xyCQBnnnkmAG+88QbggX2TI3WVUepLpchUNzylwFT6wrKf//znANx4440APP/8803Pa6CzJhTTQEQbfO10vVLaUw0+16BQDSxWAgN1XygnPJl66qmB1F1LA49bnWP0+C233NJ4bJdddmlarwYt65znbjiDT8dGXTTVTUrdqnpDqZrVpU/nnNtuuw1oHrDsYz806Xuu+9Ry10xNFqgyNXz4cCClY26lXBYOP/xwYMLkKlU6tz333HO9+wA1cQTEzMzMzMxq01ERkO4stthiABxwwAEAHHzwwUCqaVYjIL2JYigCopYJR0A6j1oMq9EOSIkJTjrpJACuuuoqIA3AcsTD5KWXXgLgxBNPbHsZtSKNGTOm6XG1YGliKUXeNBjdOtuvfvUrILVEK7KlSIgGjCt6tummmwLNaVJnn312ANZcc00gpcXUsq2UUzXr/RT5kHKiDRtcGjCsFO86F/QlAiI6f8w888xNj1fvZWzoK08uWT03KB2uBptXKRKrSXMhlbue7m10n6REPOXX9yZR00AZ/C0wMzMzM7PJRkdFQDRuQ7XF2WabrfGcamt77LEHAL/+9a+BlMJMqTGlq77cVWqBUCuWWsw/+OCDvn0AGzCKfKgG/8Mf/rDxnFLRqaXAKXWtDjp/KG3ifffdN5ibY20onxsefvhhIPXn7ylypXGI5TTtm2yyCZCuHYqW9KQ8hlEpOxdZZJGm12ywwQYAnHDCCUAam2L10/2HJjjWpMkqQ11NFqnzg35rvJDuVZQ2fv/99wfStU1jzWzyoNTO+i06V5199tkA3HzzzY3n1FunXZo0t9PujRwBMTMzMzOz2nRUBEStSZpURdPZA2y11VZA6h+p/nCjRo0CJuwvq4xH7VDfW2WxabcVy+qjDBBLLrkkkMoDpEwQaiH429/+BjT3uzTrb+qzq3OS+tla5ypnsPrFL34BpPGFGhPy6quvAum6oIkCV1ttNSBNPAmpBVxZ1Nod/1NuMdckZdUIyAorrADAggsuCKSxblY/jdNRBiNF4L/5zW8C8OijjwLNfexnmmkmIEVNRowYAaQJJlW+1Ftjr732Appbum3SpzJTvV/ReMVzzjkHSBNa9oV6E1WjLIPNERAzMzMzM6tNR0VAHnroISD1U9OcDwCf+9znANhoo40A2HLLLQH405/+BKRWKfWNU+2xO2oNU4YLRUA6rZ+cwVe+8hUAzjrrLCCVA4DzzjsPSP2q1Rf/6aefBtLYoldeeQVILYnlcUIaP6IWTJcB68mUU04JwPTTTw+kyJt1jtGjRwOw7bbbAs0REF1TlH9/xx13BOCyyy4D0jwcinyoJbscIde5pasxAN0pt5Tr/fbee28gtVLquqTtOuywwwCfmwaDWqeVfVPlSON0dD9SbmHWMdY9icrN3XffDcAdd9wBwO9//3sgZWHz8Z28qMeP7n+VUU/jnBWR7Uu5UHlcYoklJno7B4IjIGZmZmZmVpsYzNp2RLT95qrB3XPPPQAMGzYMSJlB1Dql2uRcc80FdJ+PXX241fKgfpxqzahblmXR86smD63Khvrbb7PNNo3H1HdW40OUbaQVtUgp6gEpKnLvvfcCKYKmVm2NKdIymu26nI1CmSYGYgyRy0bSm/PGQFLkQ7Opa44ijSWoi8tGUi0bmmNB874omgApgtUujfPQXB8ADzzwAND7CEiZxgo8+OCDwIRjQZR9SzNk92ZeI5eNpD/PG2pZ1vVo3nnnBdKcDpCuESobuldRT4vBjra7bOQG+3pSjVLMM888QBpfpihrX8qJsodqrqMvfvGLjecU1avOP1JnuXAExMzMzMzMatNRY0C6o9zrP/3pTwE49thjgQlbuzUOoJ1WaNU8lY1iYlqxrB6KQJx77rmNxy6++GIgZRfZcMMNgTQuSNEwzVg999xzA80z0K6xxhpNv6vU6qjfirSVc/M/99xzQMpq89hjjwFp1lKNOVFUzn19Jw06jh9++OEgb4lVaU6nffbZB4Arr7yy8Zwe05wOGnMhynx0++23AynzoiLl0D/fYZ3TWmXDqs4nYYNPrccqX547zPpKZUn3CeqNoXuNvpxjNG+NIh7LLrvsBK/RWKTB5AiImZmZmZnVZshEQFQbVP9qjdNQrnS55ZZbgPbysauWqD5w6r+plia3UHeu8rHR2AtlvdLvasuhxgmp365msIY0F8Dyyy8PpLKg/tmKrmjZkSNHAs1RlDnnnBNIWSy0jWpJ1TgS9fVWREQzIZdfc8kll7SxF2wwafyPyp/KinUeHSON44B0rVCkVPNtKN++vosvvvgikCLk/X1d0PrKM6yXKQtOb8Z+mNnQ0p/fb/XuUW8Q9fLRvQjUP1axK46AmJmZmZlZbVwBMTMzMzOz2gyZLlgybtw4IE3apAGCCjHddtttba9LaRg1+FCDgWzSoK4N1a5Q+l2eOG7MmDFAmhSqOuBTIU1115ttttmA1H0DUhesBRZYAIDhw4cDqZuWJk/cfvvte9x2d8HqfOqC9eSTTwLpHNSdGWaYARi47jzWPnXLUrpL/R4sSumrxBZKsKLU8y4rZtYO3b8oVbz85S9/afztQehmZmZmZjZZGTITEU4OPDFQ4rLRzGUjcdlo5rKRuGw0c9lIXDaauWzkXC6aeSJCMzMzMzObJLkCYmZmZmZmtXEFxMzMzMzMajOoY0DMzMzMzGzy4giImZmZmZnVxhUQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq40rIGZmZmZmVhtXQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyBmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PauAJiZmZmZma1cQXEzMzMzMxq4wqImZmZmZnVxhUQMzMzMzOrjSsgZmZmZmZWG1dAzMzMzMysNq6AmJmZmZlZbVwBMTMzMzOz2rgCYmZmZmZmtXEFxMzMzMzMauMKiJmZmZmZ1cYVEDMzMzMzq40rIGZmZmZmVhtXQMzMzMzMrDaugJiZmZmZWW1cATEzMzMzs9q4AmJmZmZmZrVxBcTMzMzMzGrjCoiZmZmZmdXGFRAzMzMzM6uNKyDH9NtLAAAgAElEQVRmZmZmZlYbV0DMzMzMzKw2roCYmZmZmVltXAExMzMzM7PaDEgFJCJ2ioi7B2Ldk7qIyCJiocHejrq4rJiZmZlNXibpCEhErB0Rb9TwPqOKisNuA/1eNjAGsqxExKwRcU9EvB8R4yLivoj40kC811DmymjfRcQrEfHlwd6O/uKy0H8i4vyIOGawt2OguKy0FhFHRMRFvX1uKHN56JvuGr8Hap92fAUkIqbo5PeOiJmBQ4G/DvwWWXc6uKyMB3YBZgNmBk4A/jiY22utDWZlNCK2jYhnI+LDiPhbRFwQETMOxLZYzwa6ESsizi6O9/8iYqfKcy4LQ8gAnzcWiYirI2JsRPw9Im6KiEUH4r2sfwxweVgjIsZXfrKI2HIg3m+gTHQFJCJGRsQVxRfj/Yg4rfTciRHxQUS8HBEblx7fOSKejoiPI+KliNiz9NzaEfFGRBwcEe8A50XEzBFxbfEeHxR/z1NaZpaIOC8i3iqevyoipgduAEaUDtCIiPhMRBwSES8W23tZRMxSrGf+4iDuGhGvAbe2sQuOA04F3mtzfw2PiD9GxEcR8VBEHNNFzfLLEfF88VlOj4goll0wIm4ttvu9iLg4Ioa1876dYHItK1mWfZpl2bNZlv0PCOC/5BWRWXrYX9MWNx0fFPvgoPIJrbRtH0fEUxGxRftHY9IWQ7cyeg/wpSzLZgIWAKYAJtnW6zp0cFkAeALYG3i0i+dcFmrWwWVlGHANsCgwB/AgcHUd2zU569TykGXZXVmWfU4/wKbk15Yba9vAfjBRFZCI+CxwLfAqMD8wN3BJ8fQqwLPArMBPgXN1Iw38jXyHzQjsDJwcEcuXVj0n+c3ZfMAexXaeV/w/L/BP4LTS638LTAd8AZgdODnLsk+AjYG3SgfqLWBfYHNgLWAE8AFweuWjrQUsDmzYw+dfGVgROLO711WcDnxSfMZRxU/VpsBKwDLANqXtCPIKz4hi+0YCR/TivQfN5F5Win3wJPAp+YXk11mW/a2HRX5Mvq8WANYHdqg8/yKwBjATcCRwUUTM1dN2dAJXRruujGZZ9nqWZeXGjP8C7Y4JWzYinoy8xfzSiJim2L5u98Ngm1zLAkCWZadnWXYL+Xmh+lyfykJELBcRjxb75lJgmtJzPe2Hlvu1E0yuZSXLsgezLDs3y7K/Z1n2b+BkYNGIGN6LfTdlRIyOiMsjYqri4aki4sJi3/w1IlYsvb7jG7gm1/LQhVHAH4p7me7212cj4rDScX0kIkaWXtJl4/fE7NNuZVnW5x/gi8BYYIrK4zsBL5T+nw7IgDlbrOcq4HvF32sD/wKm6eZ9lwU+KP6eC/gfMHMXr1sbeKPy2NPAeqX/5wL+Td66NH+xnQu08dk/CzwMfLH4/3ZgtzaW+TewaOmxY4C7S/9nwOql/y8DDmmxvs2BxybmGNb1MzmXlco6pwG2A0a18dqXgA1L/+9W3cbK6x8HNhvsY93G5/osecvvycD0xT5ZvSgL/wZ2L17zbeAtIIrlNgEWJL9xXwv4B7B86fj9hzyiMDUwLTAc2LIoUzMAvweuKm3HdcCl5BWAKYG1uikL3wfuB+Yp1n8WMLp4TmXhwuLzTNvGPniyKLsZcE7ludWBD4vnPgE2aGN9r5C3io4gr8w8DexVPNftfnBZGNyyUCx3N7BTF4/3qiwAU5E38uxXfI6tiv14TDtlobv9Otg/LitN690ceLuN1x0BXFR8ruuA84HPlp77FPhKsd+OA+4vLbs1+fnkM8A3ivI312CXA5eHCfbDdMDHwNptvPYHwBjySFqQN3IPL57LyBuJh5E33o4FNiqe6/M+7XZ7JrIAbAM83MXjO1G6qS59uIWKvzcuDsLfgXHkF+KjSwftzS528FnkJ9aPip+s2BErA++12L6uCsA/iuXHlX4+JW+RVwGYso3P/l3gN6X/b6fnCsicxfqnKz22JxNWQBYq/X8+6eIxO3nU4M3iM4wHXh/Mk4DLSs9lpcX7PQ0s08NrPgWWKP2/YXkbgW+RVzq0bf8Bdh3sY93GZ3dlNOu5MlqUsyOARdpY1yvADqX/fwqc2dN+GOwfl4XGOrqsgPS2LABrUroxKB67l+Ia0tuyUN6vg/3jstJYxzzk9wDbtfHaI8gj7neQdxWPynN/Lv2/BPDPbtbVUQ1cLg+NdewIvFw+tt289tlWx5BuGr8nZp929zOxY0BeB+aNXvSTi4ipgcuBE4E5siwbBlxPXnOSrLLYAeQ1tlWyLJuR/CRLsczrwCzR9ViI6nq0zRtnWTas9DNNlmVv9rBc1XrAFhHxThGqWw04qRwC7MJY8pvEcveHkS1e25Xjim1butgPO9C83zrZ5FxWujIledeq7rxNi7ISEfMB5wD7kLdgDAP+wtAoDyOBV7Ms+08Xz72jP7Is+0fx5+cAImLjiLg/8kGY48hb7mYtLTs2y7JGV5aImC4izoqIVyPiI+BOYFjk3QFHAn/PsuyDNrd5PuDKyAeOjyO/kPyXvD+2vN7muvT5Ps2ybDRwSEQs08Xzb5L36b1kgoW79k7p73+Q9lt3+2GwuSy0oRdlYQR5o0z5vPSq/uipLLSxXwfTZF9WImI24GbgjOLc0Y5VgaWB4yvlAiY8Z0yja3REfCsiHi9t+5J0TlkAlwcZBVzYxbHtykjyrtutdHkNqT7Xh33apYmtgDxIfpN0fERMHxHTRM/pRaciDz2NBf5T9CPboIdlZiDvyz+u6C/3Yz2RZdnb5H3tzoi8r96UEaGbzneB4RExU2ldZwLHFjdwRMRsEbFZW5+22U7kff+XLX4eJu+H//9aLZBl2X+BK4AjikK9GHkrdrtmII96jIuIucnDaUPFZFtWImLViFg9IqaKfGD5weQnnAd6WPQy4NBiW+cmr2zI9OSVn7HFe+xMfoEYClwZbdZdZXQK8tD2xOhuPww2l4X/396Zx0tVl3/8PaWWhWRuCRko7gIKymIv/IGItAChEmIqoEgWi5ao5YrhgklqmEqhiaZAkoFLmCJo4IKSkhCaIAiILIorqWXaMr8/zv3M98y5M3fj3nNnLp/363Vfc+8sZ+bOeeZ75jyf5/k8NacmsfA68OVMJq92u1Xs96LvQw3f18Zkm46VTOS4ORf4QzabHV+Tx1Qwlyh5+Vgmk/lSdXeueK5ySHBt0/FQ8f98hUhpuauGD1nP1h9Pkq+hzuvGVp2AVHyh/hZRY9xrwAaiWsGqHvMBUXPvPURNvacQSYRVcQNRLd7bROU4yU7/IUQy1gqipuVzKp5rBXA3sKbijLMl8IuK55ubyWQ+qNhe1xr8u8n/Y0s2m31DP0Sy3fvZbPbv1Tz0LKKm4TeIGqLvBj6u4dNeDhxOVBP8R6KTmbJgW44VopOoScA7RNJ5H6BvNmp0r4oriN6ntcCjwEwqYiWbzb4EXA88Q3Ty1J7INacc8MlokZPRTCZzaiaTaZWJaA2MBx6r7fMkKPo+lADbbCxUPHaHTGQWkAG2r/j/P1VxW11i4Rkilf0HmUxmu0wmM4Co9LTa94G6va9pss3GSiayX34EWJjNZi+s7eOz2ezPgN8SnYTURMUohwTXNhsPMYYAT2ez2apUjTi3AVdmMpn9K9aVQzO1MDIoQt3XjepqtPzTsD9EzU53Nvbr8E/p/xA1fj3e2K+jnv6XVkR1ou8QnSzeSPX9QKOJFvUtRCfvMwj9UUdTud62JVFv1ofASqJ+qywVNcNEzdp3VmzzPeDe2GNvr3htWwiNmOcS1dB+QCRjX11x373j263m/+5B1Dj5AVFf0+NA99jt44lOOv9RcXkrFU2C1Wz3VeDY2N/jgGk1eR8a+2dbjYWK+y+ouH/85+itjIVOwJKK1/a7ip+ravg+FH1fS+FnW40VojKbbEUsfBj7aVXN48ZRsQ5U/H0VUS/HLgVuy3s9FfH3bsX7/HOitarKPlfHQ3prR8VjVlCLvk+iXthLiZKaHwDPAXsl36OKv38Te1/q/J5W9aMOdpMSmajsagciJ4LORFLVd7PZ7P2N+sJMyZGJLHXbEGU19ydSvW7OZrM3NOoLM8YYY4zZCkp+EnpjUiGBJ6dNfpjJZKqcep6J/LQLPe5UIjnvXqJMxj1EZTQeKFTmbEWsPFzkcRcTnajeQpSp+BNRnPyy4f8bY4wxxpiGwwqIMcbUIxWJhlsK3LQum822reM2WwEvFbn5kGw2+1pdtmsaFseCqSl1jZVMJvMw0UDaJFdns9mr6+v1mXTZFuLBJyDGGGOMMcaY1KixfVlDkMlkfPYTI5vNlpLFXaPi2MjHsRFwbOTj2Ag4NvJxbAQcG/k4NiIcF/mkGRfuATHGGGOMMcakhk9AjDHGGGOMManhExBjjDHGGGNMajRqD8i2xIgRI3K/n3vuuQAccMABjfVyyp699tor93uvXr0A+OijjwD45JNPAFi/fj0Ar7/+OgCZTFTaKOMF7QeA8847D4DRo0cDMHPmTAAefvhhAPbdd18ABg4cCMDzzz8PwOc+97ncNr785S8DsMsuuwDw/vvvA9CjR4+8x+6///4AfPaznwVgu+0qfwz1Wk31HHbYYQC88847AHz44Ye52/71r38B8J///AeA//73v0CIAWOEPnNf/OIXAWjfvj0Q1ppPf/rTAPzvf/+r9Jgddtgh7+9///vfQFiL9Pc//vEPIMQjhHXg7bffBsJ69cEHHwDwz3/+Ewixq8fGY9jxbIwpN6yAGGOMMcYYY1LDCkgD8ZnPfAaArl27AtChQ4fcbZ///Ocb5TU1BT71qeiceejQobnrLr74YiBkAZWhVEZx48aNQFAalEE85JBDKm3/wgsvBODwww8H4MADDwTCPpswYQIAa9asAaBFixa5x7Zu3Trvvh9//DEQMqqKCVO/SI2S2qEsM8C7774LwObNm/Puu3z5cgBefvllAF57LRqdIBVFahpUVk2cbW6aaH3o2bMnANdeey0Ae+65Z9HHSPFIKpbJWNFlIQVOa5qUDikgb7zxBgBr164Fwjq2cuVKIMRs/L6vvvpqtf+nMSYdtKY0b948d50Uzx133BGAN998EwiK57aEFRBjjDHGGGNMajTqIMJy9l/WWax6A4455hggKB69e/cGQqZLPQUAV18dDaPctGlT3jbtyx0oFhuqtX700Udz1/3f/xUa+lneFMioOjYqSMbGpEmTgKAy7rbbbrnbdtppJwCaNWsGhJ6dZD2/1CopIBs2bMhtQ+qJrlOWWZnqdevWASFDvWXLFiDU/ce3r+fTZbIvqS7rsWMjsDXHFK0tgwcPBuDGG28ESk+xVlz9/e9/z12n2Isr7eDYiFPO3zcaAsdGRDIuDjroICAcI3RMgNDTteuuuwJhbZCKuf322wOhv7dv374AdO7cObcNHZNUEfHXv/4VgOnTpwPhcy0VXscTHUMgHD+k9qvfVCqqbpfiqsfGe890n+Qxx3NAjDHGGGOMMU0Sn4AYY4wxxhhjUsMlWDEkp7Vp0wYITcpHHHFE7j6dOnUCoF27dkCQr1RO9fjjjwNw//33A/DMM88A+fJZMSyJBqorwdL7DHDkkUem86JSxCVYxUnGht4rNfxJBo//rs+2GopVOimL1d133x0IFsl77LFHbhuyV06Wc0lC1/OrCT5pnwqhjOu9994DQjmXDArULD9jxgwAFixYANSsJMuxEdiaY4r2o4wlvv71rwOhJENNo/HY+NKXvgSEmFDZhvabYkRxp9KNhsLrRnFK7ftGY+PYiEjGhWzcVVal8iYIa7ys9nV80edOj9GxaGvs9JOmOnH776SpRdKARWWaKuNSmfCSJUty25gzZw4ATz75ZPJ5XYJljDHGGGOMaXo0WRveZOYToFWrVgB06dIFCJmutm3bAtCvXz8gZLF05hs/a9Rgup/+9KdAOHuUwmGLzoZFTVSLFi3KXafG/3Id3hfPbEgxMzVHnzllfeLN30KNfVIqZccrlLlSdjueqZbhhLJJ2v7RRx8NwK233goEdeOee+4BYJ999sltQ9tVNr1jx45AUEC0Xu28884APPHEE0DIcJmGR3Ekc4Fp06YB4Xig9SWusEnhSGZCtS1drzVKsfKFL3yh3l4vhAyoMWbrkFGJPstSPuuCjhlxNVwKi5rLpZYU++5Y6BiQVFySw0l1qetVOSLlBsK61phYATHGGGOMMcakRtkrIMmMkxg7diwQBstBONPU4BfV70rVGDJkCBCyj1JACmVUTeMgtUAWmRAyCd27dwfg0EMPBUKWMZ6xTBNlHxQ/Gha2evVqIAwUW7ZsWe4xqss06aD14/TTTwfgyiuvBArX6qu347nnnsv7Wzz44IMAnH/++ZUeq2xTMmMuZUSZKVn8WvloPKpT1OJDKqtD8bX33nvn/V2IFStWAPDII48A4fik2NBjVef9yiuv5B4b74kzDUcy81wfFBtauTXE48xVGbXju9/9LhDGJehzCMEyV59nfcfQe/zss88CcMcddwAwf/58IN8yW9UyuqyucqOq/Vfs+2/yscl+EiiNY4wVEGOMMcYYY0xqlJ0CoszD8OHDARg5ciQAjz32GBAUj4kTJwL5mUxlxidMmADA7NmzgaB43HfffQ362k39oUwxhP05efJkIAwB0v5W3b1cjKSE6RKgf//+QOV6T2U/k64WyijI7QyCYqbLVatWAcEB6aWXXsr7W5lMDTeC/EFBpuFRve9FF10EBLeiuDOIFFOtJd26dQOgefPmedtSRjqeZRK6LplNV9+IKT2S2W79Hc9YJteDYoMm5bZW1VDDu+66CwjqbtLdTWjb8XUj/rupP7QP5HqpY4suk/1BhZyKkvdJxsxbb70FwPr164F81yXtV/UlqX9Ax47k8ULPFR/Oq0F68V5WUxypF4sXLwbgjDPOyN0mtzt9t9D+GTduHBCG4kodt/pUNVZAjDHGGGOMMalRNgqIaqZ/8pOfAHDyyScDcP311wMhg/nUU08B8MADDwAwevTo3DaUSTr77LPztq3afFM+FHKA0aUy1k8//TQQ9nsykxmv45U7jeJKSBWTg5pmjuj5x48fn7uvFA5lwZSd0t/OhpQe2jeqx9Xfl1xySe4+ciZTvKj+97e//S0AnTt3BkLs3H777UCY7WFKE60DyhrL7UzKVsuWLYHw2d9tt92AfAcrrS3KhL799ttA6OdQVlvzZQo5z2jdUi+YHHO8XjQ+2teaz6P9WJ99hcmeo7iqofVIcaU1Zfny5UBQRrR+SdEdNmxYbhuKL7l+mqrR/tDnUf3EEHo8tHbcdNNNAFx33XWA+4VrixUQY4wxxhhjTGqUtAISz1DfcMMNQPDe16UyTJpW/LWvfQ0ICkgcZRb69OkDhJrbmTNn1vMrN41JckpoTdwe5DyTVECU4Vy7di0QFBBlQDRBG2rnjmNKA2UHp06dCoT5PqrpBRg0aBAQ+jXU6yGHEykghx9+OAADBgwA4LbbbmvIl25qgT6vheZCqadHdfOaC6XbNaulNr75qrt/4YUXgKqzz8pqa42x8lE6KAbUR1gb9ysp8Tr+JHt3NJtBqoVmAOn6OOo9kPqqtaYmJGcemdoR3+fJvr+NGzfm3ac6VyqTjxUQY4wxxhhjTGqUtAJy2mmn5X5XZrpnz55AUD7E0qVLAfjxj38MFD4TVSbrqKOOAoLzkZwlTHmSdBcp5EJUHZrtoIy46sFbt24NwIIFCwo+pzJj4Bke5YjWh5tvvhkI7iZxJWzKlClAmO+hTPVDDz0EwA9/+EMgzPhQRtM0PlItNJVeHv8AAwcOBEKWuz7r+uWYJqW+KjZs2ACEOn9TOmh+g9RtzZzS8UAxc+yxxwJBxQAYMWIEAH/5y1+AytOppa5LlbvzzjuB8D0F4Jprrsm7Tmqr+pM0o0LujYr3eCyPGTOmtv+2iSHHMQj9gN/+9reBMCukV69eQHBjVT/omjVrgPw5IOrxSvYdbou9olZAjDHGGGOMMalRkgqIskeqx4aQkdQkyiTy0q7KZ719+/ZA5amVpvyIe+NrvofqMFV/XRuUhVRN57777guE3qJi22zTpk3ud9d/li/KSi5cuBCA4447LnfbCSecAIQeATnvyS/+ggsuAKB79+6A5wmVElI3NOFeqgdUnq8hkjM95Omv2v3451u/67Mv9UvHoZr0DEj5UEbUlA6bNm0CguPd9OnTgZAJ137v3bs3ALNmzco9VmpFdeuBtqHnis+ZUZ+qYlHKRrJ/RNdLAYk7tf3tb3+r/h81RYm7kl1xxRVA2LdaX/r27Zt3qf2liop4lY2+S+i7hlxYNdtMvUPqTZbTWVPECogxxhhjjDEmNXwCYowxxhhjjEmNkizBUiN5vPF37ty5VT5GzaOPPvooULgMRveRJBlvDDLlgeTpeOmTZNCVK1cCwdayNqVQagxbvXo1EEqw1PxXzKjgK1/5Su53lVvUxPbXlBYa3HXjjTcChS1XNYhOjYdnnHEGECzC9bfXldLhsssuA+DEE08ECu9XDQ+TZa4aSVVmo9IIlUhVVYKl0isZnYwaNQoIA+wKobXH60bpodhQmaXK8eJlORC+n2hAIOQfo6pCMaQ4iDeyJ41VFIO61Osx6aA1QqYDw4cPB4KVt74PqHRbZjZxY5I99tgDgIMPPrjK51L8nHvuuUDTLO22AmKMMcYYY4xJjZJSQHTWKKvEHj165G6r7uxPDeXKWhVCw3uKNbKb0kcZxsGDB+eukyXzokWLgLplCpR9VDO6ULOfMlHKPMlyVaoahGFRzoCXD2pEPumkk4CgYinrBEEx/epXvwrAqaeeCoSstix8ZZShbOmf//zn3Dac3W4chgwZAhRWPrRuTJgwAYCHH34YCE2fajqvjT2m1okXX3wRCLEzadIkIMSMtg3BAjyZVTelg4aQFkP77v33389dp7VFl7LK1Roje1c9Vs3JcQVEzeVSYkzjojVg1apVAFx88cVA2McyxJHtd6dOnYDQvA75w4vj29SasHnzZiDYNzdlrIAYY4wxxhhjUqOkFBANzLnnnnuAkEWqCcp+J4lb2nXp0gWAn/3sZ3V9iaaR0H6UKnb66afnblOWMz4wqLYoCyELvOTzSnmRuqE6Tg0qhFCzuWTJkjq/DpMuylwpKyWlQr1kEOp+582bB4RstlSSkSNHAqHu/5FHHgFg4sSJuW1ce+21gGu206aQ8iHuvfdeAH7zm98AoQZ/a2qt9VjZbz711FMA/OhHPwLgW9/6FhAGlUE43tmGt3zROqLBgBCUtHPOOQeAfv36ASEm58+fDwSLX/UZSimBoMArNk1pIXVU6oW+H+h7wdixY4F81UPHAPUN/f73vwfg5ZdfBoIyq6GXTbH3Q1gBMcYYY4wxxqRGSSkgffr0AeCss84qeh9lpJPuEMWQm1H8d9X6mvJBmaVLL70UyM8kq866PjIFGgqWRIOd5IgjBSSeYVWPgBWQ8kG11WvWrAHgkEMOAfJdi6SAKL4UI4rFadOmATBu3DgAjj/++LzbAY444ggg9Lc15eFSpYSOD4UGAh5zzDEAdOjQAYBly5YB8NFHHwG169sptvZICXnooYeAoKzFa/r1e1POdDZ15H4UV8SlWgwYMACoPPhSiukpp5wChF4gqR7J303pou+j2te33347ENyvpHYBXHjhhQAsXboUyO8H29awAmKMMcYYY4xJjZJSQJR1LNT7cdBBBwGhf0PzGaSaFKutPvroo3O/r1u3DghuE6Z80IwF9fFoXgOEWsn6oNi8D2U45Eyh1xGnffv2efd1RrP0UZZ7xowZAPTt2xcI8QYwe/ZsoLITjbLrqueXM1vPnj2B4K4EYZ2aMmUKEOZSbE3fkqke7Tv1XsSVEH1ep0+fDoQs5cKFCwFYu3YtEHoztL/jyohuk9KhLLeeR5dJpT7+OqS4qH5cxzJt0w5q6SBnQwgzf9544w2g+D7QnAfNLosrFkm3owcffBAIn3mpovvttx8Q1JO4qi5HrGRvoiktFDvq91HPqPrMpHxD9Y5qQmuJ4kQurhBmnj355JNA+aooVkCMMcYYY4wxqVFSCoiyQlI34pNE//jHPwKwyy67AKHuvzratm2b+12T1avrGzGlx+jRo4GQhVbGGurHP1+qhWbRJJG/u7Kihdh7770BT0QvRx544AEguBb16tUrd5uc1+LOWIVQFkouWHGnIz32G9/4BhDUkltvvRWwWtZQXHXVVUDo/2vXrl2l+yjzLGe9oUOHAiFTrc+xjhvx44fWHu17Za+1BiTVUF3GFRApHRs3bgTCnKpZs2YBYcZVMXXW1A/f+c53cr+ff/75APz6178GgpK2adMmIGS4R4wYAcCwYcOAkJmGkOnWftNnXrGivhHt50KxqbkSprRRj6pUVSmjmv9RU9UDgguaZozIbTE+TV2q6ZlnngkEFbfcsAJijDHGGGOMSY1MY2beMplM3pMrGyh3EjkPQaiFnDlzJgCjRo0Cip9ZKhO1fPny3HWXXXYZkJ89LyWy2Wym+nttGyRjQ3G6YsUKALp27Zq7LT59tq6o3lLZqP79++fdrlkjylL+6U9/qrSNxYsXA9CtWzegfusyHRuBZGzUJ6qznTNnTu461eSrj0N+7dURn0F0zTXXAKFWXM5aRx55JLB1Pv+OjUAyNlSTL0Xr8ssvz93WsWNHoLI7UakgtzW55shtrTbzQhwbgWLrhtSo+Ge+d+/eQFC7pHyrP0iTruV8qM96vNZfior6V+Wwp8+6HiP15Lbbbsu7HsLsEFWA1CeOjYj6OJ4ceOCBQFAv9X1F/RtxNbwYikMpHuohVDzEjxFS4PR9ZdCgQUD9VPekGRdWQIwxxhhjjDGpUVKpnx/84AdAOFuUawTAlVdeCYRMRHXKjTKLmtcAnv/RFFD2ub7dg5o1awZUrsNVjfeqVauA4Iqi51cmAoITRjyDZcoLzXCRwgpwxx13AGE9kkOWsqHFsk7xOn9lQYX6haTyetJxwyAV8rHHHgPye7iOO+44IOPw6bMAAAozSURBVMxtkQuj1gKp6MnZU1VRrOej2P2g8IwSCE5M6jPQ8Ut9CKZ+KTRzQ/tGPUTxuWIQ9q+y1b/73e9yt3Xq1AmAY489FghObHJGUj+j/j7vvPOAoJRAcNTTvnf/ammyefNmIHw2pZDJrTOuvEol0ZqvGNJ3j4suuggIsacZQupTBJg8eTJQ2Zmx3LACYowxxhhjjEkNn4AYY4wxxhhjUqOkSrAOOOAAIJS9nHXWWbnbalpyc9111wEwcuRIIL+MS4OeTPkii7r4sKb6sLtV7MkaUajkavXq1UBoAFWDaLwEy5Q/ksNVFgFBKr/llluA0BCqoai//OUvAXj33XfztqUhZRDsGYVsxL0mpYNKseIGAjfccAMAd911FwAtWrQAoFWrVkCw1tSakxwuGEfll9tvvz0QbDL1vEmrcG0TQrnGgAEDgPyyYYA999wTyLfhNPWHPvPPPPNM7rru3bsDNS+n1XDj+H6+7777gFBCp3WiQ4cOAPzhD38AwjqRXD8gNDeb0kbr+E033QSEY4PML4466qjcfbUGyVBHMSMDFI2aEFofZCkOIWbnzp0LlG9pnhUQY4wxxhhjTGqUlAKiJi1lDurSaCzbM2WLFi1aVE+vzpQCyhLst99+uetktVxbS+l40+EJJ5wAhAymUMPYli1b8h5TaPihsp7lmo0wgfg+VAOosqKXXHIJAGPHjgWC3aaGl2nooAbMQWhSVWPq9ddfD7j5vKFR9lD7In5M0XsvlfP1118HYOnSpUDtzCSSjeq1aUKXwnHooYcClRUQNbh6EGHDoH0kRQxCvGgwre7TsmVLAHbddVcAOnfuDMC4ceOAcJyAMDJg3rx5QBhCKlvls88+GwhqvpSQ+Nrz3HPP5T2/KU20f371q18B4XuEjAV233333H31OddldRx88MFAfmz94he/AEKMlStWQIwxxhhjjDGpUVIKiGwQFyxYUOvHqnZ/r732AkIWQfaLpmkga0oNdgMYM2YMAK+99hpQ3JpOWUfVXytzDfD973+/4GOUvVKfiWq9mzdvXum+qumsj54UUzoouyULV/WXaW2RuiHlVgPFrr766tw2NGRVl85opsPs2bOBMKxUvVwQhomq9n/9+vVAUDIb8nMc7yNRhlOXQjEyf/58ID8DauofKU0Q6u21n3Ts0PqvS6kZ55xzDgATJ07MbUM9RRdccAEQ4kuVHrJ7Vp+Qjl/3339/bhs333wz4PWiXJByJoX77rvvBqBt27a5+6i3TMh2V/0+ihMp7eoNivevrVu3DrANrzHGGGOMMcbUmExjnllnMpm8J586dSoQ6u7laBVHGYnDDjsMCJnrk046CQhZBNXRxl2NCtXtlxLZbNYT7CpIxoaykqqTjWcnFy9eDIS6yMcffxwImQPFjPpG+vfvD4T6TICdd9457/lVb62BlnItkgIjtSPuWHHyyScD+cOo6gvHRiAZG42FsqIaKqj1ShnOV155JXdfDVlVbNZn5sqxEUjGRlXHN60hUrbkSqS66pUrVwJBPamPfaa1SNlxgEmTJgFhMKLQ82q9euKJJ4DaZcMdG4GGWDfkgnjppZcCoQ+s4vkAOPHEE4HQSyaXNQ0hVRyqF0kOixDUkYbAsRHRWMcT9X7p+66+s44fPx4IPYZpf0dPMy6sgBhjjDHGGGNSo6R6QOSvr9rpuGKh2rqhQ4cCwVd/xowZAPTo0QOAM888E4Cddtqp0jZM+TJ9+nQAhg8fDuTPAenatSsAU6ZMAeDJJ58EwiwH1Vwqdtq0aQNU7XKzZMkSANasWZN3vZxzli1bBsB224WPkNyPzLZBsjfk1FNPBYL3u2p7IfSHKI61xm3YsAGwc1pDIdVA7ojxuT1aQ6SMqo5/8ODBADz77LNAqMl/6qmnANi0aVNuGzouFctS6jl0PFKfh2ZDAPTr1y/vMdrWnDlzAHjhhReqfA7TeMhV7YorrgDgrbfeyt122mmnAWFGiGJFyprZttF3VikfiqU777wT2DY+71ZAjDHGGGOMMalRUj0gykirll4ZRQhZBDmWzJo1C4A333wz77Gqp/v5z38OwMKFC3Pb0GwQ3afUcE1mIBkb7dq1A4LKkHSSKIQyTlIp4mpFMaSYqWZ/8uTJQMhGqIZb02zjdeEvvvhi3n3rE8dGoFR6QKojnm0fNGgQELz/1XMkBy25pajuvzY4NgLJ2NAcB81gGDVqVO429RHG1dRCfPzxx0Do6Xn66adzt61atQqoPANI21R2U/OLpMRUtX7JBUdKjJSXuqhkjo1AGutG/Bijz7imZJeaY5FjIyLt44m+q2rujL5rqHJDCnpjxYt7QIwxxhhjjDFNkpJSQLYG1dhKEdHUYvnuQ1BD5N1dapNlnZEIJGNDmSVlkONzQOITzbcWKWvf+973gOCklURKSPzz05CfJcdGoFwUkDjKesn55vjjjwfgm9/8JhCmb6v+V+tYTXrYHBuBYrGhNUIORAADBw4EQt+gesMaC01il/+/+hulrtQFx0agHNeNhsSxEZF2XGiGjJRUqaOXX345AOPGjUvz5VTCCogxxhhjjDGmSdJkFBB58Wteg5xDdAkhq12q7gLOSASKxYYmkMddZEaPHg3kZzdrQrzeXk43yj68+uqrQOnEimMj0BQymVJENNemdevWAOyzzz5A6DuQGxvAe++9V3Bbjo1AdbERd77Tey9HxWHDhgHQp08fIPSPVNcjUhfi9d3qa1Q/kJy76kOhd2wEmsK6UZ84NiLSjouWLVsCYbL5jjvuCECXLl0AeP7559N8OZWwAmKMMcYYY4xpkvgExBhjjDHGGJMaTaYEq1mzZkCwSly0aBEAp5xySu4+GiJXqlgSDVQXG5ItAbp16waEQYTVlWJt3rwZgDFjxuSumzdvHhDsnkul9Eo4NgJNuZRCcd2iRQsAPvnkk9xtGzduBCrHpmMjUJfYkKGEjiFt27YFYMiQIUAYYBq3Va4rKu2cOnVq7rpp06YBYaBlfdpvOjYCTXndqAuOjYi040LltsuXLweC7XbHjh2Bxv+e6hIsY4wxxhhjTJOkySggTQFnJAKOjXwcGwHHRj6OjYBjIx/HRsCxkY9jI8JxkY8VEGOMMcYYY0yTxCcgxhhjjDHGmNTwCYgxxhhjjDEmNRq1B8QYY4wxxhizbWEFxBhjjDHGGJMaPgExxhhjjDHGpIZPQIwxxhhjjDGp4RMQY4wxxhhjTGr4BMQYY4wxxhiTGj4BMcYYY4wxxqSGT0CMMcYYY4wxqeETEGOMMcYYY0xq+ATEGGOMMcYYkxo+ATHGGGOMMcakhk9AjDHGGGOMManhExBjjDHGGGNMavgExBhjjDHGGJMaPgExxhhjjDHGpIZPQIwxxhhjjDGp4RMQY4wxxhhjTGr4BMQYY4wxxhiTGj4BMcYYY4wxxqSGT0CMMcYYY4wxqeETEGOMMcYYY0xq+ATEGGOMMcYYkxo+ATHGGGOMMcakhk9AjDHGGGOMManx/+yhSQlkHB2rAAAAAElFTkSuQmCC\n",
"text/plain": "<Figure size 792x792 with 36 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(data.classes)",
"execution_count": 7,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "['character_10_yna', 'character_11_taamatar', 'character_12_thaa', 'character_13_daa', 'character_14_dhaa', 'character_15_adna', 'character_16_tabala', 'character_17_tha', 'character_18_da', 'character_19_dha', 'character_1_ka', 'character_20_na', 'character_21_pa', 'character_22_pha', 'character_23_ba', 'character_24_bha', 'character_25_ma', 'character_26_yaw', 'character_27_ra', 'character_28_la', 'character_29_waw', 'character_2_kha', 'character_30_motosaw', 'character_31_petchiryakha', 'character_32_patalosaw', 'character_33_ha', 'character_34_chhya', 'character_35_tra', 'character_36_gya', 'character_3_ga', 'character_4_gha', 'character_5_kna', 'character_6_cha', 'character_7_chha', 'character_8_ja', 'character_9_jha', 'digit_0', 'digit_1', 'digit_2', 'digit_3', 'digit_4', 'digit_5', 'digit_6', 'digit_7', 'digit_8', 'digit_9']\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "len(data.classes)",
"execution_count": 8,
"outputs": [
{
"data": {
"text/plain": "46"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Training: resnet34"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn = ConvLearner(data, models.resnet34, metrics=error_rate)",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit_one_cycle(4)",
"execution_count": 10,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=4), HTML(value='0.00% [0/4 00:00<00:00]'))), HTML(value…"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 02:38\nepoch train loss valid loss error_rate\n1 0.737694 0.459541 0.140145 (00:39)\n2 0.311525 0.174669 0.053188 (00:39)\n3 0.194254 0.110949 0.034783 (00:39)\n4 0.162790 0.098285 0.029058 (00:39)\n\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.save('stage-1')",
"execution_count": 11,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Unfreezing and fine-tuning"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.unfreeze()",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.lr_find()",
"execution_count": 13,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6b26e83fae6940c79fa70e548d755477",
"version_major": 2,
"version_minor": 0
},
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.recorder.plot()",
"execution_count": 14,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit_one_cycle(3, max_lr=slice(1e-6,1e-4))",
"execution_count": 15,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=3), HTML(value='0.00% [0/3 00:00<00:00]'))), HTML(value…"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 02:23\nepoch train loss valid loss error_rate\n1 0.125162 0.085671 0.026522 (00:47)\n2 0.104390 0.067089 0.020725 (00:47)\n3 0.076836 0.062726 0.018406 (00:48)\n\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.save('stage-2')",
"execution_count": 16,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit_one_cycle(1, max_lr=slice(1e-6,1e-4))",
"execution_count": 17,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 00:46\nepoch train loss valid loss error_rate\n1 0.082046 0.059405 0.017609 (00:46)\n\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.save('stage-3')",
"execution_count": 18,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit_one_cycle(1, max_lr=slice(1e-6,1e-4))",
"execution_count": 19,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 00:47\nepoch train loss valid loss error_rate\n1 0.066919 0.056689 0.016522 (00:47)\n\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.save('stage-4')",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit_one_cycle(1, max_lr=slice(1e-6,1e-4))",
"execution_count": 21,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 00:48\nepoch train loss valid loss error_rate\n1 0.054720 0.052721 0.015217 (00:48)\n\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.save('stage-5')",
"execution_count": 22,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit_one_cycle(1, max_lr=slice(1e-6,1e-4))",
"execution_count": 23,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 00:47\nepoch train loss valid loss error_rate\n1 0.045404 0.051595 0.014928 (00:47)\n\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Clearly, overfitting now, so will stop here. But, look at that error rate 😎 (1.49% OMG !) "
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.load('stage-5')",
"execution_count": 24,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Interpretation"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "interp = ClassificationInterpretation.from_learner(learn)",
"execution_count": 25,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "HBox(children=(IntProgress(value=0, max=108), HTML(value='')))"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "HBox(children=(IntProgress(value=0, max=108), HTML(value='0.00% [0/108 00:00<00:00]')))"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "interp.plot_top_losses(9, figsize=(15,11))",
"execution_count": 27,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 1080x792 with 9 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "interp.plot_confusion_matrix(figsize=(12,12), dpi=60)",
"execution_count": 28,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x720 with 1 Axes>"
},
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},
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"source": "interp.most_confused(min_val=2)",
"execution_count": 31,
"outputs": [
{
"data": {
"text/plain": "[('character_19_dha', 'character_4_gha', 7),\n ('character_19_dha', 'character_17_tha', 6),\n ('character_17_tha', 'character_19_dha', 5),\n ('character_23_ba', 'character_29_waw', 5),\n ('character_17_tha', 'character_26_yaw', 4),\n ('character_18_da', 'character_14_dhaa', 4),\n ('character_24_bha', 'character_25_ma', 4),\n ('character_2_kha', 'character_32_patalosaw', 4),\n ('character_14_dhaa', 'character_18_da', 3),\n ('character_17_tha', 'character_4_gha', 3),\n ('character_29_waw', 'character_16_tabala', 3),\n ('character_29_waw', 'character_23_ba', 3),\n ('character_34_chhya', 'character_36_gya', 3),\n ('character_5_kna', 'character_13_daa', 3),\n ('character_7_chha', 'character_18_da', 3)]"
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
]
},
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"execution_count": null,
"outputs": []
},
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"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
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"data": {
"description": "DHCD (Devanagari) dataset ResNet model fitting",
"public": true
}
},
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"language": "python"
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@sauravrt sauravrt commented Jun 3, 2020

Hey Suvash
I'm running your notebook hoping to reproduce your results. My runs resulted in an error rate of ~2.45%.
In the notebook, you mention using DHCD dataset available from UCI. I obtained the same dataset, but it does not have an explicit validation set. However, the output to path.ls() shows that you have a 'valid' folder. Did you manually create the validation set?

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@suvash suvash commented Jun 3, 2020

Hi there. From what I remember, I did create a separate validation set. I'll have to hunt down the script I used to do that. Unfortunately, that's not included in this notebook.
I could actually update this notebook to use the newly released v2, and post the results. It shouldn't deviate a lot. will update here once I get around doing that. Give or take, in some weeks I'd assume.

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@sauravrt sauravrt commented Jun 3, 2020

Thanks for confirming.
I'm using fastai v2 and with that there is a new function cnn_learner() to init a pre-trained model based learner. This function has a parameter to specify the fraction of dataset to use as the validation set.
Anyways, will look forward to your updates to this notebook.

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