{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":3004,"databundleVersionId":861823,"sourceType":"competition"}],"dockerImageVersionId":30664,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **MNIST Digit Recognizer with CNN**\n\n![image.png](attachment:d0ea3d7c-6b02-4693-b7f9-ea3901a15cb2.png)\n","metadata":{},"attachments":{"d0ea3d7c-6b02-4693-b7f9-ea3901a15cb2.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1IAAAFRCAIAAADxTwvXAAAgAElEQVR4Aex9B0AUx/4/L3n/93vvaaLSrsPRQVGQbkXFAhhL1NiixhpjwxY79t5jL7GLGk3sGlvsPaIoVjAKiAKCioLS7+7vzHd3bm9vd28PhUeS20RuduY785nvd9p3p32tdMxHy3wpG7cFQqRcLYKqOIISmZNyJrPUEJECtwjKIiiREig7MkslFClbi6DKXlBWQhCWAhCSDiPMIiiGMIScFVNQFTNXQnLkCrNwwSUVDj+LoDiEwuVVMQVVMXPFJT8hPwsXQtJhhFkExRCGkNMcQQmqfUIgljCLBCwSsEjAIgGLBCwSsEjAIoE/kwTKXu0zRwktpeQsECIFZxFU2QnKItuyk63IlAmZpSyIKIQdf1tB/W0ZF64PxqEWQRnLhNPnTyWoslH7/lQi4CxE5Gnhglc0hgEWQRnK40/2VjbFV6LRFBcXl5SUlBSXoN/iEvSH8ilGb9gf+eD/sRciI1EobxyXioloCT2khaNgPzYEThESMQXByByVFEbC2UU5gvwbc1GWEBi3GPNLZf+jc/EBEFTx0VmCEuYQFIGg6oC++HBRo2AUi/aG8oWKYgABFQCnRtGT4jYPgqsSEnioa8bFDbioMKiaQOUYlz/mmuaC5ArzBfUDJa+HwHUNICjGcZYoCWIE7P8xIOhcYfHStVkAguIOS5hLUCgqlRZn8QlAIP6grIFrPkGJgKiIrZUqbihwJCSTgjKbC1LPqWojBgIXolbL7uI51L4SDZRPWf2lir+sksfyNz9xc3NlLj3UcrPy9deAMItlKDyzGTcXA3pec2OZRV9hIP5kOqgluxYJWCRgkYBFAmUpAQ61ryzhLGlbJGCRQIWRAPsj8ONkDD4ur1+/fujQoWPHjh21PBYJWCRgkYBFAuUugWPHjh08ePD58+do8ZIx52eg9mnxuub169dPnjx59uzZM5bHIgGLBP60Ejh9+sz58+eLi4uRNlc2Gh6nngiIkZGRVlZW//z0UyvLY5GARQIWCVgkUO4S+Oc//2llZbVn7x6dTkcNBLjLNlD7NBqNTqfz9/e3srL61NJfl3shWQAtEvhYEvjHP/5hZWVVqVKl7Oxs1qcep64mylOc7gj9S6tWraysrP7v3//+xycoJ5bHIgGLBCwSsEig3CTw6aef/vvf/7aystq3b59ptS8oKMjKyupf//oXjBzllksLkEUCFgl8LAnAd97nn3/+MdU+Uboh9VkJs31WVlYqlcrf39/Hx8fXl/pDfn19fJAb/fGF/3x9kYPy8UFvEA8HIzJMjwl8UTD9h4rCoKfi/ekhkFwQW1yCAm8sFr2g9Iwj0TLEypStgaBMQAjJlkDgTEKBcNFjCAggUeiygyI1zYUxBFQVvXCAKwygr1E0NFQqA8axXBk1CkRtwAURPiV/dhRIHUcBaUMEXFFJmYiBoIWD8sCu58jLNIQ+h9BamE2Jjq2n4WtKglxQ0RHTmHEmBINxLHwjLkhr/RgQf8IOAeopFguSIy5m+hcLFlcB0ioYskWkhB4Ej2szVGlGWUAy6K+fn1+lSpU++eQTKyurvXv3Cqt9JWS2D/XXSmWNGjU86ccLObzw/7SX4S8mMPCioxh4CrzQ9MYpUZGMA+goAqkaBNEp0L8GgejFOICGMA4xiow9aDr6l5vKwFckBEmRdtC/Bolxv5gLQYvCAsGWJ0iEKRdatmxKvneanpmGAS0EMIPpKAZknC9eXl6urq70bF9lQ7VP3HydXr0zlx5NLDIXea2srNatW8fqdPTJW1wWCVgkYJGARQIfVQIlJUiRq1OnDkwiMNQ+qj83XOTF1LDIa2VldfjwYUt//VGLw5KYRQJlKwHYp5GamgrfeZUrsdS+skWH1Flq348//qjT6QoLCzVcD7piorhYo9EUFRVxhXP44Vsi8CUGOCIHBcurpKSoVBAkb6z0OF4RBMq/uVyUCgKJS8wDgjIDgs5/Eb5tQyQEnFmHQhQTBUQEeRNDT9/pQtUTMVFKA1FcXKIpSwiqnpcUFYkuPtQiMPclJWK4JgVtTiUsAq5LyhCCEqzYGlL6DkF08ZVrazWvWyOFaLrES6jeBjo3Jn1xUZFOpwupE0KpfXtMzPbp9/ZZWVkdOnRIp9MVFRVrLY9FAhYJ/BkkAN95T548qThqn/BsH/N8mRidlHEcTQw5oikFhLmTnKWBMJOTvyeETluK4jOz9MoBojSV0EwuKiiE2EZK6EpRz0lckY5SQJgfxbzi037USsg/20dJyHC2j3GkA832HeKa7SPsMB3EjZI1eMFvtA/9yyLhjULo2akyAyA27UP/fmQIPHpQMvtoEEa1lIwEf08IZikTCRgJyaCKETItqxKRABwfvdE+9C/xoBFIAIli5DAgMXjBqdE+9G/5Q7Bm+ypV/t/P9vGpfdCTvnv3LioqKig4CMgg/3SJsH8h9OTJk40aNerQof2TJ090Op1AFIAoLCgcNWpUYFDQ8uXLUT3AvRw7afodUrtw4UJYWFibNq3/+OMPMRAlJSXR0dGBgYELFizAXQWpAXS6jF+AuHbtWosWLSIjI+/evSsMoaO7henTpwcGBs6YMQMlhj5CGIkaOgEiPj6+ZcuWzZs3v3HjhmkInNq8+fMDAwMnToyG9AQwAOLBgwdt2rQJC2ty+fJlBFGCJg74Hkht6dKlQUFBo0aNgsFJAAJK6vHjxx06dAgNDT1z+rRIiLVr1wYHBw+NiiosLBQuDq0Gsf306dMuXbo0aNDg6NGjGAKtkfE9EGXLli0hISHffffdu7dvTUDgcsp8/rzHN9/UrVcX9tdr8MIaHwTIdufOnXXr1u3du/fr16/FQLx69apvv3516tT56aefTAoKIPbv31+/fv1u3bplZWUhCCwNzlxBMeXm5g4aNCg4OHjTpk0IQkRTOnbsWGhoaMeOHZ89eyYcBSDy8/OHDx8eFBS0evVqYXoSeubMmcZNmnz55ZdJSUnEU4CLoqKisWPHBgYG/vDDD8Jck9QuX77crFmzVq2+SEhIIJ4CEO8lM3ny5MDAwDlz5lBlZ6q13rhxIzwiIjw8PD4+XhiCdAizZs8ODAycOnUK5IR0CEZqn+iTvLxqHzevnL4f1ZNfah8NxgLx0URplJBFtkYi4fb4MEFBR6xf5OVU+z4MgjvbDF/WIi+f2gd905IffnB2dl65cqW1tXVKSopAfwejgkajUavVU6ZMCW0U2u/bfjqdDtJh4OudELRhwwaFQvHjjz9WqVr1wYMHJiF0Op2np+eYMWMiIiO6dOkiQE/Qf/75Zzs7uw0bN1SpUkVYx4IpY51O51fbb8iQIR06dGjVqhUFwVMuwMWRI0eqVa26adOmKlWrXrhwAUPz6FhaLVSD+vXr9+7du0ePHk2aNIGxh0/HAnXt/Pnzn3322abNm62trUEB4pUtDRHeIrxz587fDRgQHByM5M4/aQFZiou7Ubly5Y2bNtrZ2//yyy9EgPoy07u0gA4iGjFyZK1atSCQlwushSQkJFSuXHn9+vVyhQK0E14udBREr169moQ1iY6OdnNzKy5CFx7xQYAmmpqa+vlnn61Zs8bJyWnZsmWCXFD1MyoqKiQkZObMmQ4ODu/evhOCwKN3VlZWtWrVli1b5unlNWvWLDEQ0dHRPj4+CxYulEqlr169wpWKu0oBd7m5ufZ2dgsWLqhdu/a4cePEQMydO9fd3X3ZsmW2trZpaWkCTQMgCosKlUrlzJkz69atO3jwYDEQq1atcnR0XLNmTdVq1R49emQSQqfTubq4REdHN23atGfPnoie/9sDakJMTIxUKl2/fn2VKlXu3LkjDAG6VE1v7xEjRrRu3bp9+/YC9ITB/fv329jYbNy0sUqVKr9fvSqUK60WtO3goKDvvvuuc5cu4eHhqHpoeD/s4Jvh5MmTVapU2bR5c9WqVU+fOkWgiUO/t2+POWrfIWq2T+jTR99ILS6LBCwS+F9LwEjt+6gXuIjjjkftQ9tNmA90wV9//XX//v01Go1KpTp58iTps5iU4AbWEhISZDLZs2fPFi5cWL9+fTFdcP/+/bt27arT6Zydnffv328SIjX1iVwuT0xM/PHHdf7+/gIjNN76jLrH70eObI21N09Pz20xMQgCrks0YgO4yMrKUqlUN27c2LlzV40aNSgq8rVuGAvkOWXKFNDefH19V69eJbDrWoPTyc3NcXJyOnf23JEjR11dXYvwdh8+bQYgFi5cGBISgjeD150/b54ABDWoFxZ6eHgcOnTowsWLjg4Oubm5ArIqLkaCWrt2jY+Pj06na9q06aSJE01C6HS6WrVqbd++/dateIVcQU1K8QkKT6Ft377d09NTp9O1adN2+LBhYiBgbunRo0dSqTQ1VWgKGSrtwYMHnJ2cdTpdt27d+vbtKwhBaZChoaHz5s1Lz8iQSKTCM0YAcerUKZVKVVxcPGDAwM6dOwvUKNIEIiMjoqOj37x5I5VK4+Jgfpd77C7BitHVq1flcnlubu6YMWO++OILgXaBg9A3xldffRWF51AVCsX58+cFopRgFfzOnTsymSwzM3PmzFlNGjcmWTWs4NQbMN6rZ89ePXvpdDpHR8ejR48IQEBTevz4kUwmS05OXrZ8eUgI+vbgq+SomHANgc8tpC+6uv38888mIdLT0xQKxd27d7ds2QK1lzP/4An1fNy4caC91ajhvXHDBoEaosEzrNnZrxwdHK5eubJv3z4PDw9ggY8RaK2zZs1q0KCBTqcLCAhYumQJEwIkSdS+PWL29gXge/vQ3j58pIOv/xLg3HQQ90eI6XhmUJQCwtwo5tKjKmkGB4jUXPpSRCkHCDOZLiXj5qKUgvEKD1Emap+ZguJW+/AkClN+0Dd17dq1b98+xcXFSqXyzJkzJrvghIQEe4l9amrqvHnzQ0NDxQwk3377badOHXU6nZOTE2xcAWhmZsAN0nvy5IlUKnnw4MHq1WuCgoKEB5KSEjQ5NHLkyMiWkTqdzsPDA5bYSrCWwweRlZUlV8hjY2N37NhRs2ZNIBPu5SdPmQz81qrlA6dkQM7GEJBOTk6Oo6Pj6TOnDx0+7O7uDiwLQyxYsCAwMECn0wUHhyxatIg5kLBQIJ3CwkI3N7cDB/afO3derVa/eyc0iQWCWrNmjbe3t06na9ykydSpU01C6HQ6b2/vmJitcXFxSqXy5Us0icXHBfC4fft2VzdXnU7XqlWrUd9/LwRBd68BAQErVq54+PAhfFEIVCqAOHDggKOjg06n69Kl63fffScAQXLbsGHD2bNnP3uWJpVKhXcOAMSpU6fkcnlhUeG3/ft3+7obhuDW4Uhuw8PDx40bm52dLZXKbt0SWijUaFBSV69elUglOTk5338/qm3btgJND0OgKO07tB80aGB+fr5crrh8CS3rQ25Z1YNk6c6dO/YS++fPn0+bNr1Zs2bE35ieJPVNz2+69+iu1WodHBxOnDhB/I2jQGt99OiRRCJ5/PjxkiVL6tWrRwRuTI+TQq118ODBX36J+HVxcYVTrsJcpKWlyWSy27dvb9y4yc/Pj0qZ79sDf++NHTcW+K1evfqWLVsEaohWi/TpV69eKVXKS5cv7d69p3r16gDBV8+h4cMcKlo38PNfsWIFEwLYIWof4yQvTlirM9zbhz8CLCd5OWuMxdMigYovAaL2fYpvbKpUucLM9uHZJqYAoW9avHixUqkcP368XC43vGuGSYvc0AkWFxer1erBgwfXqlVr/PjxAqMCCVq3bp29vf2kyZPt7OzS09PR2MPTZZN+1tPTs2/fvkFBQUOGRJF02BnC78DFzp07q1WrNm3aNGtra+ENRvpFXr/a3bp1axga2qsXmtvgG3hI0OHDhz/77LMZM2ZUrVpVeDsgWjXCcy3169dv3759ixYtvvrqKxhx+RR4QD979mylSpVmzpxZtWrVa9euCQzSWi21ryscb09s27ZtRESEMARkKTY29r///e/MmTOrVatGafl8+8O0lEw6tG/fuHHjLl26NGzYEKoBKSZWiQDE/fv3K/33v9OnT7e1tYVTibyypSF69uwZEhLcq1evgACk9Zpcqk5OTv7ss8pTpkyRSqWUls+/Vw/QhwwZ4uPjM2DAADK5y8cFLPk9f/68atWq0dHRKpUKtHxeLujKM2HCeA8Pj2HDh7u4uApvagToN2/e2NnZjR4z2sXFBbR8kxBz5sxxdHQcM2aMSqUSntwFiIL8AqVSOWzYsOrVq4OWbxJixYoVMpksOjpaIpFmvcA7DgVbq0ajcXVxGTBgQG0/v++xlm8SYsuWLTY2NlOmTLGxsU1NTRXTIdT09u7Zq2fdunVByzcJsXfv3ipVqkyfPr1atWqJiYmCTYlazA0KCurcuXOTsLCvv/4at3qeLRx0cZ84caJy5crQWm/evMmEgOzp1T7B2T6qs2CofegkL983JavJWV4/qgT4+uePCmJJ7C8nAaL2ffIpuqizMufevjLmmnu2z2jREwaGvLy8MWPGhIeHwwov5J8vgxB67ty5yMiIESNHCg88RFMsLCycNGlS8+bNfz38K7Nz5EQBiKtXr7Zq9cXgwUOENVECUVJSMnPmjKZNm8J6ihgu4uLi2rZt+23//pmZmSQdzizR+oF2wYL5YWFNduzYgej5d98THu/du9uhQ/tevXrBbnqhKGhkRX3OsmVLmzRpAlviEC5/PwQ8/vHHw86dO3fr1i05ORnninesIjyuXbu2SZPGq1evoXz4IWAjXUpKSvfu3Tt17iQ8fILoQFabN29u0qTJkiVLkSf7sJeBjGGuJS0trXfv3u3btxfe6UVDIB537vwpLCxs3rx5gEiXkUHiND3iMCsr67vv+rdp20Z46ycVBavC+/bta9q06fTpM6BBmYR4/fp1VNSQL7744vLlK6QOcGQIe0HxHTlypHnz5tHREwsKCkgBcUYB9Ldv337//ciIiIgzZ86KhDh16lR4ePjo0aOFJ4MJen5+/vjx41u0aHHs2HGREBcvXmzZsuWwYcPevHlD0hHgori4aOrUqc2aNTtw4KBIiNjY2NatWw8cOPDly5diIDQazZw5c8LCwmARWajp0Sdj4uPj27X7sm/fvhkZGQiCv4GTmrB48eImTZrE4F0lxJN8KBK1T6RxtgC47uXQYYvax1l5LJ4WCVRQCUBvjo50VDC1r8hI7QMJMnor3i3MTFkjelpRYMRlkrDdTDKmm01Hv2MICkMMPWsYMBEFJ1wOEOi4Hz1NYiJLTMa53LQf4xfEg6cuwRdzxCDgcTJzwnRzkJcDBIWqr3gfnwuaMcIslhlVu+hAjl9Cz6pdHKS0FyOKniM6kOOXQc+7bs6KxogiGoLmlRGXlarBK5OM6TYgYrwgmrKr5xiobCHoev4RuTBrto+at9fP9nFe4MKQeEVx0hWrDPPz14AoQwFZkq4QEtCrfXiRtyLO9hk2Ja0WWfXAl/cKTRQxhQt32BYXo/tEmf56t6G3FhsOgfuB9TSCLo1GA7kSCQG2ST4yhFEO0XW0+CJloxBuD8IF36K2cTR8V26xwBoWK0qpIKgriFlJ8b1qtVRZQN3mI2P6w523fNsrmZTgJpXQXAjYv2+coLHPB0AUG1Zn47Qpnw+C4GtKhmgEAk5sGAZyv5ndWvUdAu9eRhaS2RB/mQ4B9wjGrZWt9pkwzsa3t0+g3nEGcXqyyor1KhCFM4jTk5Um61UgCmcQpydJkzOU0xOicAZxev4ZIQQY4Qzi9BQWVCmiEEmyHJxJCS4GkRkmg5Q40zGgMHwpewiG2vcpxyIvZ4Y5PQ0zzn4TiKJl2+SlLnAxOtKhT5MzNU5PiMMZxOlJMDhDOT3/DhAfkXHOpMq+ngsv3f5ZWuvH54KvOEhDYDnMpUdzj6wk8CunJxByBnF6koQ5Qzk9LRBEaMRB71gli7z6Ix20DA2PdOAtBezZPnxUjaRpcVgkYJFAhZUAQ+2r6Hv7iAxLNO9vO0bmp4gPrwN3W2jKAcUo4Z2KM4pfokEYZkFgBPMgissYAk2t/a0gcDlqteh2PbOKmxIU//1t7ApSWgjjiRZ2yuSdQPDv2SK04NBoUXEjxlkB/K+YXFw9x4lo9E2JP1HDkIrZWitgh/A/bK1mzvbhc91stY9nU45hZbC8WSRgkcD/XgJE7fu0gu3tg1twjQWk36lHn9Xlnk7Qx9QPgiLVvlJBUCh/Zgj9zIxILpgzOVQUvbD1BWDoMk9QHwohai1Sn2lzGUf0ZQ8hLldmc0HqOZpsLRsuCIR+x6E+m4b1gnrTB4vLEjpFTRKioug9SAjToQ8uSwgKpcwgzG6tAoJiqX0ij3T4w5GOw/jePstJXmYVs7gtEqjIEiBqH2WTtwKf5CUjx9mzZ+fMnQs38gv3qhD6JufN8uXLd+7cCb2b8AAHUS5dujR79uyEBGSiQwzE23fvVq1eHRMTQ99yLFTmkOC12NhZs2fDUVAxEPkF+T+uW7dp06aC/HycK9MQN2/dmjVrVlxcnEguioqKNm7atG7djyYPUZIE7967N2v2rN9//5348GULxF5SUhKzLWb16lU5OTkioqCxM/Hhw9mzZ1+8eNEkPUBrtdqdO3cuX77c5KlqkmBSUtKcuXPgghjh6kG427Nnz5IlS16AjTLBOFC4T58+nTdvHlwsZ6CqkBSZDpzgwUMHFy1aRJ3TFAGRkZGxYOGCX39FJlIRa8wEjdyQq6PHjs1fMP/p06dEFEaElAfQv3jxYvHixfv374NXMRCnTp2aO29uMjaDBrGEIbJfv166dOkvv/wMXZMYiPMXzs+ZM+fhw4ciucjNzV2xcuWOHTvoI898OUL+kOcrV6/Onj37/r17xIcvDtDn5eWtWbNmy5Yt9M04fOR6iBs3bsyaNSs+/pZIiMLCwvUb1m/YsCEvL09klNu3b8+aNev69esseiO1by/rShahRV7aSge64dD0I1yepuOLoLBAiBASIikHQYnMyV+PrBxk+wEQYtW+D4AwWaTcF7gY7e2DvunEiRNyueL9TQc1qtcwqZ0Ad61bt65bt65CoVi8aDG5rYAzV2Cm6dKlS3K5vFnz5q6urtmvslldJCsiGDDo3LlzUFCQo6Pj9GnTTEDgtembN28qFIoWLVo4ODhk4KsBBe5fAMb79OlT28/PxcVl9OjRYiASExJVKlV4eIRcLodBF+73Z+UfXgEiKiqqZs1aHp4egwYOwhC8y+gg2CdPUtVqdUREhEQiuX/vvvDdFgAxfvx4Ly8vb2/vb775hoLgqVowfGZmZrm6uoaHR9jZ2cFwBdACXMyaNcvNza127dod2neALPGpTACRk5Pj5eXVokULW1vb8+fAkgQv48DF0qVLnZydAwMD6dsHISWOTEFAQUGBj49vs2bNbW1tjx5BZnwhHY4IdNCGDRscHB3r1q3bKLQRroG8nx8AodVog4ODw8LC7Ozsdv+yWwzErl27lEpVw4YNg4OC4e4bXjZo7ee9peNGjRpJJJLNmzaLgTh8+LBCoWjcuLFPLZ9CU3e+QP0MD4+oX7++XC6HK4VNCurMmTNyubxp06YeHh65pr4loPK0a9c+JKSOSqWaO2euMBdAf+33a3KFonnzFk5OTiYVfchw9+7dAwICnJycJkYj0zICXADE3Tt3lUpleHi4UqkELdxka/3uu+98fH3d3NyGDxsuBuLx48cODg4RERHoAnCsIpOmBNnj2NtHV1CG2kffwKlf5DU528fTwunEjX5F0jPJmG6j9Dg8RNIzyZhujhRL68VMlukubXom4lkgTAiIDi6FoMyNYi59KTR1Hgho+ampqXBds8FJXp4otFyMfkXSM8mwm1vtM9orAn1T//79v/6667t37yT2kgsX0AwQR5eKkyWsSWXIzsHUqVPBWBnp7IwYoJL6/vvvW7duXVxcLJfLjx07ZhIiKytLoVDcvHlz8eLFIcHIWJnA8Am5nTqVspymdlTv3i00SENSuTm5jmrHCxcubNiwoVYtZKxMAAXsWyxatBBsT3m4e1CmZo1EykwHmdBwdzty5Mgvv/zi7u4BUuJjBLhYu3ZtLR9k99bHxwdMzfIt9VDpaHXeNb137tx5/PhxtaM6n5q2ZFYIyBH6CxA7duzw8HDH9t/qgKlZExA6XWBg4Nq1ay9fviyXK16/fi0oKHT28+DBg2q1WqvVNm3aFEzN8kHggkW5bRjacMGCBbdv35ZIJDAbx1epgIvTp08rlIrCwsK2bduCqVl+COp+jIiIiEmTJj5+/NjO1k74Qm+A/v3336UyaW5ubvfu3b/5BpmaBWi9QBkuiNLhqw5Dhw7NyMiwtbUVvtAb6O/cuSORSLKysgYNGgSmZgUgIKhnr569e/eCe55//x1d6M0RhdFaHz9+LJFKUlJSkLGyFsjULJ9gSVJDhgz56qsOBQUFUqn09OnTxJ/BLjWvAUmlp6fL5LL79+/PmT0bjJXxVXKS1Pjx48MjwpFBSKXq4EF0dR8fF3CtY/arbJVKde3atZUrV4K1Rtxh89VzNE02ezZlOc3F2QUu2uQ7Vw65zXuX5+zsfOrUqW0x22pUp6w18jECuV2+fBlkpnr16mvXrmXO5wGBOLUP2TBGzUav9h0Sc28fN/MGhWTwYi49lrBBCiZfLBAmRVRqglLI1lysiglhbq7Mpf849Ry6QnRvH1zgUqmy4dKYubkylx5xAUNgZGQk7BWhTvIWc9vk7dyp06BBg7RarVqt/u2337i7YFyDgLW7d+8q5PL09PQlS5aATV6Y2OCsZND99enTp0ePHjqdzs3Nbd/efQhC0HJaUlKSQqF49OjRxo0bqV6ecVkgCwiYHTp0aLt27cCS2NatWzEE9yIJcJGRnqFSqW7durV79+4aNZCxMvTwzGIBRHR0dIvmzcEE58qVK5m9PBWd/oGJxtfZr52cnC5evHDixAk3N7eiQiR/voEEIObOmQMibdCw4dy5aOIE/OmE9b+QTn5evru7+9EjR65cuaJWq3NyhG3yIoGsWLECREsn1CgAACAASURBVBoeHh4dHW0SQqPReHt779q1686dO0qlMjMTm23gORUBud2yZQtYwujQocPQoaJs8gYEBKxbty45OVkul6ekmLbJu2fPHjc3N51O17Nnzz59+ghwQQx+NGjQYNGiRZmZmXK5/MEDtNkAaoJeprQLKi3SpNVqjaYkKiqqU6dOAjWKJNWiRYspU6bk5uYqFApqJpXHdghAXLx4UaVSvnv3bsKECSJs8iLdoN2XX44YMaK4uNjBweHcuXNCrRWfp4FZ8JcvX8ydN7dx4yYkqzSvBr+Qq+7du/fr1w8saP/6K7pfHfwNSPELCPC97WyFQp6a+mTV6tVgUZqvkpNiGjBgQBds5tjT03PXrl0CsgWI1NRUpVL54P797du3+/j4Ujnh6RqhEo4aNaoVNnPs4+u7fv16As3HRVZWlqOjw7Vr1w4eOuTp6Qm4fIwAxDT03YvMHIeEhPzwww9MCJAYUfsYNnmpTDNm++iKaKbaZ8yIxcciAYsE/jcSIP0Uj9pXHrmCXslI7WOrQdA3fT9yZFhYWPzteHt7e2EzDKDevXjxws7O7uTJk3369gErRvCxyskYQEydMjUkJAQZ87W3Z1kxYsWCfjY3N1culx84cGDY8OFt2rQRM1YtWrSoVs1ajx4/kkqlsGsNzJ6y0ieKV1FhkZPaafv27ZMmTWratCn484wj1LD3448/urm6JScnK5XK48eRAQO+4ZCMFl6enmvWrJm/YH7dunVQTvBNwcZZIkn99NNPKpUqJSXFyclpz549xN84CoHwq117wYIFq9es9vWlhkMSxIoFuT106JBEIklOTvb09ARbpQJcQFL169WfNGnStu3bPD09gVgY4syZMzY2No8fP/b19TWxsEgvcLVo0WL4sOH79+93dnYW3lkF7evatWvVqlZLSEioW7funDlzBARFKk/79u379Onz22+/KZVKwy8xlpwodfDe3btVq1S9fft202ZNJ0yYIAwBYun5zTcdO3a8dOmSTCajjBDynI4HLpKSkqpVrRYbG9v2y7ZRUaKMEA4ZPDgyIuJG3A17ib2YOcuM9AwbG5vz58936969tzgjhOPHjWvYoOG9e/fs7e2F5yzh8yY7O1sikRw9enTAwAHECCFbpvQ7CGr27Nn+/v4PHz6USCSmjBCiRpmXl6dSqXbv3j1mzJjISGR62+Sn5vvNx15eXklJSXK5HPaY8nVTUJnf75F1dXXdtGnTjJkzwPS2wHXYwMXmzZudnJxSUlIcHBwO4xk68CdVhah9ewWNs1EVTq/2mVzkpaVp+bVIwCKBiiABltpXgWzyGq1IQlYTEhJq1KghkUhGjRpFxkg+SULXOXHiRDs7uxo1qgvrcCS1lJQUX19fe3t7WI/jUxoAlAwMdvb2Hh7uV0zZuQIuMjIyAoOC7Ozt+/RGcz9Yv+LT4ih1bcmSJfb29i4uLqdP8axk0VKADL969ap+/fp2dnZdu3aFEAFGgIt169ZJJBK1Wg2H88ioQCes/4Wk3r59C5vJ2rVrB7q7SYjt27fLZDIHB4dffv6FjDf6dBkuSKqwsDAyMtLWzi4yMlJYwSKp7du3T6FQKJVKYTURxA5/27VvZ2tnGxYWZtJaF8jk2PHjKpVKrpCvXr2a4DLyrnciLnDBfv3117a2tg0aNMjCE5BQDfR0DBdU2vPnz6ud1DKZzKT1W8JI3759be1sg4OD6c1hvDsUYQ9rbGysq6urVCqdMWOGMBekaURFRdna2fn51X70xyPiyci73gkM3rl719PTUyKVgDlsAa5RanjCb+zYse+3J9asWVNYhyPojx49qlmzpr1EMnw42uImDAHFN23aNDs7Oy8vr9jYWOEokNrTp0/9/Pzs7e2/69+fSFvPqqELIBYsWGBvb+/m5nbh/AVh2YJGmJWVFRISYmdv9w1eZxBGAYiVK1dKJBJnZ2fhjzqS1Js3b0JDQ+3s7Dp27Ah8Ua1V4N4+mjXh2T50hgjaP03P88vbxZmi54wo3pMneeRNEiEOJrGwJ2coMzrLzUkv7MkZykqW+cpJL+zJGcpMk+XmpBf25AxlJct85aQX9uQMZaZJ3OIpIQqhJw6SFJ9DPOX/CALaP1nkrcR5kreMuRA524f7LySmt2/fwoYq9MKZNyPP5xkZb3PfYnqjMJA8/RcWTvPy8jLS00m3SAcyfo2Sef78OZxORWuvRqGMmFSe8/Pz09PSqZMcnPRGnpmZmaCXiIQoKChIT0ujBkKj1FCWmJ7Y/SLrxetsdIpFJERhUVFaWhqMQwapEYaNIF6+fPnq1SsKnRlKohg6iouL09LSqGGFk57pid2vXr16+QLZQkVZYoYapkzeSkpK0tLSYF3bJD3UkOzs7BdZL6gUREBoNJq0tDQwZSsS4s2bN1nY/jLFCMkuj0Oj1aanpcOOSb4NACQqcJGTk5P5/DnlKYILrVabnp4O+rdIiLdv3z7PEIQwws3IyHj31ozW+u7du4x0ZJcWPUapcXo+f/4cLHSL5CIvLy/dzA4hMzMz5w06ri6yKeHWmi62tWJes7KyYPeqSIjCwkLO1grtVz/btxfN3OsVOa3uI6l9ONOWPxYJWCTwv5UAS+0zONJRXjkTr/bhLpRazaD6RxGZBErhGTVmMoQSR+QcRpjkyK2H4NlGxorAgBB58Rs9jaEVWjBiohAIrQY5mUF8biJS4uCjBP8KCqGlZrnM5gLzI8wyhBLjdWIh8Hwus/aaRMHThKjUxEMAJSkUMRBQMURCkMxUYAgz6jniwuzWquHRK9nCpstCZz4Eyhc7Oa53UmrEwUWl9yOlZtwhsNQ+xt4+KrqQ2mfeBS76/IhwiZKDiHQESCwQAsJhBlVMQZmbK3Pp+b4jmZJhuf8MENBlkNm+ypUrCW8kYrHI/Wom42apfdTYKa6/Jtkz7ulIEKdD/JBAopNelfgIOygIcV08JFU6CJGjSIWFQLMlojXX0nFRSogKWAlLIai/Jxe4LQm3UGZoubVWk7OP7FyZ24Fw1RC22seyycue7cOL8QH+Btc1lxhtymFm9G/qNnMgLI2ULBClkdrfPU6ZqH1mCpVb7Stin+QlqaKvdHPHKvN7eZHf0MxcmaVg4X3e5rFBjT0E0rRDq9GQmSnT1KVTqTGEGb2P+VygGS+zZFuKGlIOEKVQXs2u51yDukDBl0JQ5cFFaVqrGTXQrGlXkB4WFO9eSU4JYybMylU5tFaAYOeKpfbpbfLSjAnN9h0+JHpvH52c2b/sDJudgOkIFgjTMrJQ/PklgOs5Q+371MrK6iMf6RDXlLjVPp6vR9KZitcEgEfx2gaBED/CER3R3DUdgmWyPhEIkaoASZk4KgIEOdJI2BHOFc48Gm7FcwF3p5EVSeH06ZRLAYEqd1lygTgWD4EYwedwzREUgTC1G5UWYjlAgEhRzsR9ExF+zW2t5QCBC0VUJ6jnArtoeQv9krr34R1C6dS+ANo4m5h7+4Q4MTtMlEjNTtUgggXCQByWl7+UBKDvQIu85WCTl6cpcap9RVxqH4xO+Xl5ycnJpNczKA8jCBg709LSXuA9/iImjVASBQUFSUlJ0BsapI86ciMPPDxnpKdniTDVhSOjJIqKipKSkoB3oxSNPDDEc/xgTYVNYPSOIIqLi5OSksA8FJuAh4usrCy4y0PE2hFKoqSkJCkpCU4qmIwCwn/54kVaWhrKj1Ee2JnEFFqNJjk52eQxXogLENmvXsFpVhEQOJ5Wm5Kc/PbdOyxbE9kCiNevX6emphplWMgjJSUFjhGYrIRAkJOT8+QJuhRQ1IOl/+TJE5OHkSE1gHj79m1KSooJhml4iPI0NVXkPhCgz8OtFdx0SvSvETCQPXv27OVLdOiHOxYdG/+iJPLz85OTkks4b5/hgUhPS8t6gU7kiIQoLCzErRVdRsh+eCAyMjIy8Ykck+0CWgJ0CGDdUSREZmYmbbuPHcPoHeUSWqtxh8BS++AyJmbXxJrtM7iu+RB1gQuXaIxywethJEReylIHWCBEiu6vISiRzP4tyT5U7fsYNcSE2kdDkKzWq19PrVb3F32ZwqJFi1xcXLy8vM6fR6a3OPRFPQRyZWZmNm7cSK1W9/gGXdqM9ROawqiSQI+5evUqV1dXd3d3YaseZJh5/fp1ixbN1Wo1+zIFo/TJ7Q9bNm92c3NzdXXdtw/fIG18sy6dRxjJ8t69a9WqlVqtbt2mNa2W0RRGKMDFzz//7O7u7uzivH37doJrQEsnABDFRUUdOnRQq9UtwluYVGgA4vBhdLusk5MTXMoNngIQOp2uW7duTk7qxo0bv3yJDucKjNOQ2qlTp6pXr+7kpF66dCk3FzQeOnKNx+S+ffs6OTnVq1ePur6OPhRCE+p/4ZKRy5cv16xZU61Wz5lr4hI+kuEhQwY7OTkFBQUlJydzV0IaBOrnzbg439q+arV68uTJwvQkdPToUU7OTrX9avNe70wXH0A8eHA/ICBArVaLugsJK1WTJ092dnauVasW711IhhBJSUl16tRRq9VwF5LwhgMovrlz5zi7OFevXv3y5cuENVo2+NcQIi0trWHDhmq1Gu7BRpNl/Mo+QCxbttTFxcXD0+PUqVOohmiMNBYaAmYcX758GdY0TK1Wd/3ajLuQXF1d3dzceO9CIhC4Bubm5kZGRqjV6nbt20N/aLKeb9++3c3NzcXF5eeff+au54YQBQUFbdu2VavVLVu2ZH1EgVgYJ3lF2OTV7+0rh0Veg/K3vFgkYJHAB0mA6FKffIIWeSuzrXR8UOIiI3OqfcU8NnknTpzYsGHDuLg4a2vrO3fucA8MGBj6zZycHLlc/uvhw3369Gnfrr0APek6582bFxAQcPfOHRtrm6tXrwpEAYiCggK1Wr1r165hw4a1aNECjfT861PQw65atapG9eoJCQ/s7OyoscdYjWNwodVqPTw8NmzYMHHiRMrWCP/oBhAxMTHOzs4PHz6UyWQHDhwg3BkXChlgfHx8li5ZMn/ePD8/PyAjQaxYALF//36lUvnHw4eOjo68miLNBSRVp06dmTNmrFq1ysvLC3z4IdDC68mTJyUSSWJioru7+5o1a4S4wCc/dDpd06ZNx4wZE7N1q7Ozc0FhIVG8WCyQYr1y5Yqtjc39+/d9fHwWLFggAEGitGnbZuDAgXv37lUqlHBrDx8X0L5u375tbW19Oz6+Tp06oMaBAI2zhCDwjvlu3bp17979+PHjEomEmjTinM2iP2MePXpkbW0dGxvbtGnTESNGCHMB6AMGDGjbtu358+dtbW1hWhFya5wrWEZMS0uztbW9cOFC2zZtvsWGMQS4gKDRo0c3bdr02rVr1tbWCQkJRIDGECDAV69eSSSSEydOdOvWrUuXLkQaxvSEwenTp9epUyc+Pt7a2jouLs4kxLt375RK5f59+wYMGNCqVSsBegLxww8/+Pj43L9/z9bG5sIFdA8flJFxroCL4uJiFxeXbdu2jR49GgxCIn9aCWPFAkGtX7/ew909MTFRIpHwfjrimKSm1ahRY83q1TOmTw8ODqbSFITYtWuXo6PjHw8fKpVKlkFIyINotQ9XUMt1zayCtLxaJPBnkQBD7fsEqX2c9/aVMTPcap/RIi/0TV06dyHG2U6cOEG6ZuM8Amv37t1TKBTpGRnIOFu9+mJ0sr59+xLjbLC7GaD5IJKTkCUMyjibn78xGdMH7LwNHzZMb5xtCzbOxqP2ARcZGRkODg60cTbKBCffQALynDhxIuigAQEBJoyz4fmG169fOzs7X7x48fiJE26ubrASRMYYJgvkTq95c+fVb9DgvXLWoEEDsGoP0Cxionjl5+d7eHgcOXr08pUrjo5qYYUJBIWsmgYE6HQ68cbZatasyTDOlknQjXMFxbp161Zvb2Tvrj0yzjaUcGdMT6QRGBi4bt26pGRkUyElJUVAdQCIvXv36o2z4Qu6eQVFT2c2bNiQMs4mk9+/f98kxIkTJ5ycnDQazZAhQzp1xMbZeGoUSSo8PJxtnI1HswQuLl26pFKp3uXlTZgwoWXLlgJNjyhG7du1GzFyJDLOpnI4d1bQOBuGvnXzllKhePHy5dy5cxs3RpbE+DRRgt6jRw+zjLM9THyoUChSU1NXrVoFChMpVuMSh0o4cODAzlgH9fT03LlzJ4E2pofcPn36VKVS3X/wYNv2bT4+lAVtY2LwAYjRo0eDDurj47N+nWnjbC9evFA7Ol6LjT148KBI42zTp08HHRQZZ1ssZJytVEc6SthWlfgYRv48+qlQFHPDLBAiJWYR1J9aUOYWH6aHfopxgQvLJq+hREoFYZgExxu32scz29erV6+vv/767du3crn8ypUreIAxWqPBIMBaUlKSnZ3do0ePpk6dCmqQyYEkasiQ1q3bFBUVqVSqkydPmuzlMzLSJRJJfHz84sWLKePuaLaPW1jQy08YP75JkzAwJLp//34BCJg4fJ2drVAo3htFXb9+PahBKHmeTUMAMWf27ODgEJ1O5+nltW3bNgRhpElDYcCwl5+X56R2Onr06C+//AI2aoUUJmykeMXy5bVq1dLpdLVr16bsVQhCaEpKPDw8du3adezYMVdXV2HNElSNzWhp212n09WtW3f+/PlidDJfX59169ZdunTJ0dHRhGaJFaM9e3Y7OjpqdbpmzZpNmjRJAIJcilunTp2FCxfevn1boVAIT8UBF8ePH5PL5UVFRV9++SUYk+BT+5DM8VRxWFjY5MmTHz9+LJXJTEzFYS4uXrxob2//9u3b7rQaBNWAo73RulTr1q2HDRuekZEhlUp514UZTenmzZu2trYvXrwYNGgQqEHAHScEBHXt2rV37z6vX7+WymQ3btww2VoTExPR1GNq6rhx46ipODy1JADRv3//r776Kj8/X6FQwC4OvlyRvs7e3v7BgwezZ88GNUioQ8D1/PuRIyMiIjQajaOj45GjRwRaKySVlZUlk8liY2NXrlzJMPsr1CFMnTIFug43N7eff+FZtMVSgNaam5urUqlOnz4dExPjQ9s5FO4QFi1cCOatvb29N27cyOwQQGKiZ/uwhm6Z7eOslBZPiwQqvgRIV/jpJ3+O2b7du3eDkaugoCDorfg+1snhuNBGjYKCguRyOdg45xsVSG9+9NhRGxub0NDQWrVq5eflC2g/5P6LiIgIPz8/lUq1ZMkSkg5n6cPG8/MXztvY2DRu3NjDw+PN69dCEOiAJlru7NChQ61atdRq9cyZM4UhgP7GjRu2tsjgmLOz83NsiYFPUCS1b775prpXdRcXl3HjxlGe3EMVNQdz/8F9e3tJWFgYWOYVMzczcNAgNzc3Dw8PvVFXQYjklGSZXB4WFiaXyxMePBADMXrMGCcnJ29v7969ewMXPOoxtbEv4/lzBweHJk2aSKVS4VVCIqhp06erVCpfX99OndC8msDlLyDz169fu7i6Nm7cWCKRUCaYTWkzixcvlsvlAQEBZCGSr/jAPy8/r3r16qGhoRKJxKS1LmgCP/7443vrtCEhIe9VTKiBwhAlJSV+fn7169eXSCTCs+BEUDt27LCzs6tXr17dunWhOQhB4JpQt169OiEhMpksZqvQLDiBOHDwgK2NbcOGDf38/OA8hAAEBDVt2jQwIFChUJi0rQeCOnnqlI2NTaNGjWrUqPEWmw/hhaBba+vWrX19fR0cHERuG7hy9YqNjW2TJk3c3NyE97Bq6SXmLl26eHt7Ozk5TZkyhZKGYFOKvx1vZ2cXFoY2KaY9Q2eqyBFgYJOofXtYVjp0glY6yvC6ZtKD8jBGwj+CwwIhUoh/DUGJZLacycpLtkTt+6Qs1D5xXIic7UMjE55CO3z48Pz58589e4Z8+HfREV0qIyNj4cKFMKmGkhDMFXTox48fnzt3LqzfiYF48eLFDz/88Msvv8AknxiI02dOz549+9EjZNtUDET26+xly5bt2LEDikwMxIWLF2fNmgUTOWIgcnJzV61atWXLFigRMRBXf/995syZt2/fFsnFu7y8H3/8ccOGDfQpE6F2BWURFxc3c+ZMmCsSw0VBQcHGjRvXrln7Ls/0yVyAuHPnzqyZs2AfpwkIXAOLiou3bt26csVK4dlE4A0gHiQkzJo16wI+VAQ+/JyjCqrRaH766aelS5eKOTYLCT569GjOnDmwVdQUBALXarW7d+9evHjxixdZpLHw5QoSTHnyZO7cubD5TORNIwcOHFi4YAF14FREa01LS1uwYMGhQ+hWEHzmhi9HmAVcHEeOHpk3bx4crDZRfLhOZ2ZmLlq0aO8edHABUMDB+RcY/+3kyTlz5iQlJSF6EVy8fPVqyZIlu3buguhimtK5c+dmz5qdmJgoEuLNmzcrVqzYtm0bKG1iIC5fvjxr5qx7d++xIFhqn3mLvOWh9nGWjMXTIgGLBEolgbJV+8RliVvtE1wuRAnTxzBNgDCUPDFjIUqY9KClhGBA8mROD8GE4yEGZkkgjls2EDTjf2oIItuy48IAghYaKSBjB6E3qF3GdMSHWfH4V/MJOStZJhyThuXWkzHhWETMV0al08dlEhi59WR/DYi/aGs1V+0zuMAFzioL7FrAtYJRd4xqCZeHufR4QOBKiN+vHCD4wXlDSpEr3rR4AiwQPIJhe/9lBUXUPmqRl32S11zGzaVHrdUstU+n05aUlBQXF5MVCnZZGb1rNZri4mLo2owCOT0IBFpdFfNoteZCoDu0MBdmQ4gXsfkQqCyKi0v0o7Up5ksLUSweQqMxV1DAhdkQJfwLrywxaLXaYpQpsyDMqyHlAKHTUvXcnLIwjwsCIXx1C1O8mnJoreUAQXcIZdlaqbIQ8d1BCZivtfKrfVT2De/tw5tJ9Xv78MQspfaJZ5dZ5ma5ywHCrPyUG7EQ40JhZmRQKBmhsD8PhBk5FSL9SML4X0EQtY9a5GWrfUL5Mi+MX1A8ah+vcTb8YcefHFe2eK9P4CIGP3OjmEtfOi64UfiFwU0vyDV3FAuEodDwmR0uoXD5lbZGUbsaDJH5DgshKu6yY8c3eOeO8vG44M1VOUAYMGrwws21AQn7xdwoaH6TnQZ+5/ZFQaWC4EqOyw/ywgnBUvv24OVv5vydodrHOtJhubePs5gtnhYJVFQJlJ/axy8BHrWP+0IALZ6i0Gg04mfvNOgpKSkpIZbB+POCQkoHgQBKNCIhdFo022cuFxgBMSOcfxJarhA8YxzJDDioksBFwgrie9VzIQ4Cig8J13xBiZz3IjWkPCBEz0ESQZnNBf9VL6xCwUJFbakCQpjVIeDWKr5DKG1rFd8hYBMa/6sOgaX2mbe3T9wiL6siWV4tErBI4H8mAZba95Ft8opjy1y1T1yqFBX/Pam8yYgc0kj8coDA8wD8n/AkKwyHuVwgCHF6FQExl94CQURnwlEOZSFymxojo2bWDhTT3BpSDk3prwHxcZuSkdq3h3WN0Uea7TOvB2NUPfFOC4RIWZVCUOZGMZcez3eLzD5FVg4Q5mUIU5ciV+aifBgES+3jvq75wyBMMiRS7YMhpLi4eM6cOV980RJO5grPrgF3cXFxnTp1GjJ4sGmbuXhk02g0ixcvjoyM3LVrF6qJggf3YIvh3bt3u3bt2r9///S0dBNR6MFzxYoVkZERW/EtFcKjI0A8fPiwR48evXv3Nn2+mF5eWrduXUREBJhBQxD85Qg8piSn9OnTp0ePHn/88YfwVSlkRN+6dWtEZMSKFStQKfNeVogDMeNpaWn9+/fv2rXrvXvoOKHwbBmIZdeuXZGRkYsWLYKKRMuPo1oBfWZm5pAhQzp27MhrQIwRFaLs37+/ZcuWc+bMgfEPPBlUeicEZWdnjxgxon379sJGXCAaFN/Ro0dbtWo1depU4dsKiWBzc3PHjh0LVjRMCgogTp8+3aZNmwkTJrBMb+lzT7uAi7y8vEmTJrVu3fq3334TCXHp4qV27dqNGjXK5BFmgCgsLJwxY+YXX3wBU0LCxQ1cxMbGfvXVV8OGDn31ypRZXlwVSkpK5s+f37JlS7AkK6a1xsfHd+7ceeDAgdTFRgINHGqbVrt06dLIyMgdO3aYaN30rSgPHjzo1q1bv379wDa0UK7oCr1mzZqIiIhNmzaROkAXF/sXBPX48eOe+IHzxeDJJqXfoTg2bdwUEREB1m7wMWkqmK327TFH7aNP8nLfnkpnwPJrkYBFAhVFAkZqXyUxF0Z83NzzqH3svX3QN61fv97BwWHC+Am2trYZGVjH4rGgCj2dTqfz9vZ+b0rLx8cXbDBAOpwsQNCuXTtlMtnkyZOrVq1Kd6nc66rkasDAwMDevXuHBIeQu+I40yeXjf366692dnbTpk377LPPhRUgfDUgQg8NDe3atWujRo07duwoPEjD0YRz585aW1vPmDHjs88+i42NFYii1VLqV2Rk5JdffhkRERkZGSlAT4KuX79erVq1GTNmfvbZZ2fPnkX+PMuFWryordPpOnbsGB4e3q5du9DQUGp4o4c9lsSgZt6/fx9BTJ9RpUoVXvOmOKYWL5PpdLrevXuHhjb6+uuvAwMDIU1SE4wgkCKckpJiY2Mzbeo0G2sbYRsMBGLo0KHBwcF9+vTF91qjRHghMHfPnz+3t7efNGmyRCIReXlkdHS0j4/PoEGD3l+jKKwpAvSbN2/e3wg9fvx4lUr1ww/IBoPJej537lxPT88RI0YolUphk8oAAUYIv//+e1cX1+nTp4uBWLlypZOT09ixY+3t7V+8eCEgKIDQarWenp5RQ6Jq1KgxevRoMRBbt25VKpQTJ060tramdSze1goVwNfX99tv+/v7+w8YMEAMxN69eyUSydQpU6tUqfLw4UNS/1nVCbgDRurWrdOjR4/69ep3794NtwvuLBH0EydO2NraTp8+/bPPPrt165YwBDSNpk2bduzYsWnTZl+2bStAjyDwbofLly9Xq2YNrZVl7xiqiv7ePjF7+4hNXlD7+O6CN5aRGT7836lmJCJMWgoIc6OYS4/qkXCmluu+VwAAIABJREFUjULNpf/bQhhJzrRHKWRrOlFDinKHKBO1z0wuuNU+HisdPXr06Nu3b3FxsUKhOHXqNOk3DeWI3oA1MEqbmpo6b948uAcf/I3pSVIDBw6Ea3gd1eoDBw4Sf+MokNTTp0/lcvmDBw9Wr14D9+BD129Mj5NCexZHjxkN5q3c3N3Bmi0IwTiKFiu1L1++VDmoYmNjd+zYIcKEBoKYPn16o0aNdDpdzZq14PueHwIV2Nu3b52dnU+fPn348GFXV1cg5mOkBJti+uGHH4KCgnQ6XVBwMFxLKwxRVFTk6el54MD+c+fOOzg4CN98CxDr16+vWbOmTqd7b6oLrNkKQ+h0Oh8fn5iYrXFxcXK5nFI1eKZzYLTbuXOnuzsyBPLFF63Ami0vBN0dh4SErFix4uHDhxKJBFQNvkoFEIcPH1ar1TqdrkuXLmBJjA+CKEaNmzSePXv2s7Q0e3t7uMtNGOLs2bNKpbKwsPDbb/uDNdtibGHCuEaRpvHFF1+MGzcuOztbIpFQM6M8+wg1GjSVExsbK5fLcnLefP/993CJtEnNslOnToMGDcrPL5DJZHBPNV8U4O7evXsymez584xp0yhLYnxck1YJ89NarValUglbs4WkkpOTZTLZ48ePf1iyhGFCg1NOOqiEw4YN+/LLL8GmDsuaLSsaQGRkZCiVitu34zdu3KQ3zsbTKwJEdHR08+bNdDqdl5cXTPjx1RBokq9fv3Z0dLx06dLu3Xs8PD3Ak7e14suw5s6dW69ePWRTx89v2bJlzGVcKBSi9rH39mlZ1zXjWqI/yXv4MDMtlkQsrxYJWCRQ0SQA/VRqaipc4FKB9vYVcc/2denSpX//b0s0GgcHB7iZVngguX//vlQqffbs2cJFixo2bEjGPM6CgKT69evXtSsyA+/i4nLgwAEywBhHAemlpKTIZLLExMQf162DGSa+/pd0j8OHD2/VGpmB9/LyotQ+nnkygHj+/LlSqbhx48bOXbtqeiM1CH+vcY8kMGBMmjQJbE/Vrl3bhNqHtaI3b96o1Y5nz509cvSou7s7JMLHCITOnzcPBs66deuKUfsKCgrc3NwOHTp08eJFtVotrPYBxKpVq2DgbNqsmRi1T6vVent7b9++/VZ8vFKpBLWP7/YQMF8WExPj4emh0+natm1rQu2jJyYDAgJWr1796NEjuVwOtwRDMRnXEKhR+/btc3Jy0ul03bp3//bbb0k1MKYne7YaNGgwb9689IwMqFoC9RYgfvvtN5VKWVxcPHDgwK5dugpUWpJUeIsW0dHRME14My4OReE5BAMQly9flstlubm5Y8aObd26tTAERGnfrl1UVFRhYaFSqbxw4YJAFBBgfHy8VCrNzMycOWsW2A7hEyxJqkePHr169dTpdGq1Woza98cff0il0uTk5OXLl9etU4fo2RxlQc+YDhw4sEOHDjqdzs3dfTe6kp13JhVy++zZM7lcfvfu3S1bttSuXRtS5m6rOh3U8zFjxoSHh6OliZo1KbWPx8gtLOai70CV6srVK/v27fPy8hJW+wBixowZ8N0bGBgorPaZeZL3r6H28ZUPZ70onefHh/j4KRpxZgRh5GEUxVwPoxSNPMxN0UIvLAHop5BN3k//HMbZZs2a5e7uvmrVKolEIrw1B7pCMNY5a9bMhg0bDhs2TKDLJkHLly93cHBYt26dra1tcnIyGSaNJQkQGk2Js7PzxInR4eHhffr0odLhqbowHG7evFkqlWzatMna2vr+/fsmIXQ6XY0aNUaOHNGuXTvKIFiJhp57YucLIHbv2WNtbb1l6xZra+vr168LQwAjgYGB3w34rnv37jATieqGIBfHjx///PPPt8ZstbW1PXfuHILgmS5Cq+FYpWjUqFGPHt379+8PM5FaDQphM4DfoWZevHixcuXKW7dukUgkR379lZSRcRSyVN2yZcv27dsNHzEcZiKJImUcBSBu3rxZqVKlzZs3KRQK2M0JAjSmxwyiea/OnTuHh4dPmDABZiIFVAeASExMrFy58vr1652cnDZs2CDABQnq169fw4YNZsyY4ebmJmxzDCBSn6Z+/vnnq1ev9vT0NG0hEH9jjBgxIiDAf8HCBSZnXqGMXrx4YW1tvXTpEl9f3xkzZpCscgoKZDh58uQaNaovW75MJpNRNsd4Zl4BIjc3VyKRzJs3r06dOmPGjBEDsXDhQmdn5zVr19jZ2Qlb7gGIoqJCBweHadOmhoWFDRw4UAzE2rVrFQrFhg0bbGxshLe9ksrs7u4+duzYVq1a9ejRnao23NWc0iDBit3mLZutra1vx8cLt1ZYBPTx8YmKiurUqVM7PBOJqoEgxMGDB6tWrbp161YbGxvamjm19AyFRWb7RBpnC7DCz6HDyKAKqJacVcHiyZYATzmxyfA7ohXals0Zid+Tp7fljyAUgvPGYIbhFIr2wWGkmX1ISrwjT3lx8SGZ/8C41JhR8dS+IiMrHVDW2dnZ3bt3q1279o6ffhLoHEEswN2ePXv8/Py6dOmSmZkpMEKToLe5uX369PHx8QGD5ZAIn5xh/evXX38NDAxo3779U2wyTsOz3ZBAFOQXDBw4sFatWqtWrUJcCDZGgDh16lRISHCrVq2EtxsSiOLi4hEjhtf09l68eDHx5OcCDQCXLl2qV69eeHg42HMTYBzKQqvVjhs3ztvbe/bs2QDB2z/R2wevX78eGhoaFhZ2S3BsQ/lEMkEtcOrUqd7eNWCqD3nzDW40xJ07d8KahoWGhv5+7ZqJGoJaPoKYO3eut7f32LFjgWWBXgUIHj58GB4eXq9evfPY2JqAoIjSuWTJkpo1vYcNGyasw5EMp6SktGrdKiQk5ITJ8xY042vWrKlVq+aAAQNMH+nAKnh6enr79u0DAwPBEpoQF/SWiS1bNvv4+PTu3edNTo5wpQIZvnjxokuXLn5+fthuoYkTPJCBXbt21a5du1u3bsKmaQn6mzdvevb8xtfXNyYmhkhPuJ4fOHDA39+/Y8eO6RkZOB3ejXfARd67d/37f1urVq0f160TAYE+DI4fPx4UFNS2bdsnT56gKKY6hMLCwqioITVr1ly2bDlhTZiLc2fP1qlTp2XLlsKaKElNo9GMGjXK29t7/vz54EnGN5baB2brmIqc0Enej3Okg+SFj+kP969gEOzssN8phsHuO+6pqD9oIzF68C+84IuV0AVOcG8V3LNk+BffF0Z7sShLNBCR+i3B153BHUeCf4uxyQF0wT+yhmDqwTQoCro1nPyAA3thmwr6VOg0qV8cDZEQfxa9PiZ2FetlgczaoxkGin3YL1+CTD6gR9/d8xQBb9Uzlx41O97EPlqACAjoatFsX+ls8oqAMMkO9C+RkZHw9QgnT/WdjiEE76hvEoZ/3z2rLP56EIYiNC0pfUNg0RomxBQUbxRWCrSseRXdjwfBRibvpYDgj0JSFXCIElSFh2D2WbzF/WFclAuEvqDKjIuKDsFinK327UXWivU9sE7k3j7DstfLgG+0E6A3iMx4EYjCGcTpyUiPwykQhTOI05OkyxnK6UmiWBzlKQH62guxmILXVdCjm2Fi5hZ32UMw1L5Prays2Be4cGaY09OQUfabQBQt1b+w1T6jIx2QJrkpF7oqPRA/BPc1tvz0pYDQ4M8n9jW2whD4a0Q8FwTCYFbmI0NgEPxdaCBYHhQkKHO5gIuzRUMg6140hEEuDF70mYXJGPjuYwuKP4oegknDdBsgoFkrBIE/kfUhgq3V7EqIIeBztKwhDCrhx+WC73J1ftmaLSjzIVAtx+I10H74s1Saek53CAb3qnxkiI/WWnnVPjrDQrN9h8FKB89WRH3dtbgYEkC2F8EQJvyArUcOd/GbN69fvHjxUvB59epVbGzs2bNnL164eIHjOQ9+58+fPwPP2bNnsePs2TNnz+CXs2fO4JczZ86cO3fu4MED27fv+MnwYb/ToTvR8xP+q/8FL9qXCjT5I5J+7549e+lH76J99u7du2fP7oMHD8bFxd3A/27cuBF3A5xxN/ALDoi7du1a4sNEMh/OKJ+/uJOh9lX0vX2kJOi+iHiYdpgbxVx6vu9Z0zkzh6IUuTIneURbMSHMzZW59KVg3AIhsmpZBCVSUKUgK4VsOVF41T6amqX2oWVs/Ulei3E2WkzifzUaTR715Ofn5+XjP3nIhdx54MrLKygoePz48Z07d+7dv3f/3j38D/+gF/2TmJA4bdq0b7/9dvDgwYN4Hgh5f+9rL8GnZ8+e/ft/5+tb28rK6v/+7//+H+fzL+T7r3/96x+f/ANW6Mrz7z//+U93d3cPDw8P+ItcBo+nh4eLi4u/v//8+fPnzp07T/8w3fPmz58/Y8aMn0TsFRNfrGzKj9VA2el+6DtR+z6taEc6eGb7yHSOwZe6oBio2Tue0wacUTkmAzjpaE+AgAvzaD8TvxQE2eFuuoZoS9DDu3HbGE+rxXa0zIGAXR3itT+A0E9piOACZsrMgUCM66fuREFgxnkXktmiomoIOcf6d4Ggpi3NbkpmCOqDIdhlxfFeutbKd/yIAwBvbWTP5XPS6T3p1qr3MeHSwgSkOa0Vdwgl5jQl1C6MW6uR2mfOdc0W42wmCtYwGDU2LbIBgFQ9U09BQWFKSsr9+/cTExMT4L+EROROSEC/CZTjj0ePFi1cOHLkyHHjx4/lesaB57ixw4YNGzp06NBhw4ai32HYAW7kHDpsaFRU1OjRo8PCmlhXq6ZSqRR8j1yuVCorV678ySef/PPTf3766af/RH8+xU78A6/IH7k+Qf9RDzjIK/b99JNPPqV8kBP9D784Gh3yKbUi2aBBg4b8T2hoaL269Vo0b7FixYply5YtW44fyrFs+XLKtWLlykWLFsFlRXBNmmFB/ZXfiNpXyr19H0M2Jvb2GUIwhyim25CK+YZ3v2IPaHHMME43M1mmm5OYTpjSFMoMQn8hsHgIor2I48ICoZcAf1mjECJPkWXBiKGPWwYQjEoonDoOJVygSV5RKrJhUzIPQiTjhhCkBvNjMbj4W0HomRVZCfWSZVZHLFiW2rfHxN4+rPWT2T76SAe3DXV2wYkoUXYUc98rOATOnmi1ryA5Ofn+/ftIz+N5HiQk/PHHH/Pnzx8+bNiYMWNGCz5DoqIGDx48ZMiQIfgP4xf5DRkyZNDgQd+PHBkaGvr555/LZDJ7ib1Egv9JqMcev9rb20ul0v/85z9WVlb/+OQfwo/VP8yYFBQg/QdO5z//+U+dOnXq1q2L/9TFD3IiL/zUq1svKCgoLCxs2bJlS/mfZcuXL1iwgLLtI6r7M7ciljH9B9RzsWrfB0CYZJ5b7eOa7YMu/u7du9u3bRe+9B9Agb6oqHDv3n1ww4jJAQ6iJCQmxMRsoy6IEawSQF9SUnzwwEG4RxCrBUJMQ5THjx/HbI2hrpwQAaHRaH799dfjx49DdMEY1JDw5MmTrVtjUvBZQojFmy26fN+fQPz111+hVoiBSEt7FrM15tHjx0xliBcFB5w6dergwYNQ6GIgnj9/HhMTk5Boxh6Mc+fO7du3jzZuIZQdEMvLly+3bdt+9+5dMVxAFHxT7u68/HyTUYD+9evXO3bsAAMMyIcWOGfmIMrvv/++a9cu4dsNITrQ5+bm7ty5Ey7rEQkRFxf3008/vXnzRiQXeXl5P//885UrVyl6EVzcvn17+/Ydpi2t0bpIQUHBnj174JI/kVzcv39/27Ztpk0v0hDFxUX79+8/c+YMLT3OQqA8QbYPHz6MiYlJTwezQEJsA31JScmhQ4fA6h2WlWmI5OSkmK0xqU+fiigLlJpWqz2KHzgmLKYppaambt0aA5dSQT4hWyy1j31dMz7SQfNMnxsnap/p2T46qpAMmGHm0iNhMOOLcJtL/xEhMLRWo8kX8RQU0GofzPBxaH4PEii1b8Hw4cNNqn1RUVF6jY/S9Ax+Bg8ePHLk90Tto5U99q+9RKJX+0zqfeaofTzrxVgbZKp99Wgtz+i3Xr16wUHBJtW+5cJqXylqiIh6Z0BSCghzo/DQE7UPrms2ONLBE8Ug58wXc+nppsSt9hld4AJ3yV65ekWpVPr6+tapU4dWHXiBYR2nR48e1b2qS2VSk1emgTTi4+MdHBxq+6Hn3bt30MMyGWW6occcMGCAh4eHXC6He1DBk0lG3ADx8OFDJycnf3//GjVqmLSGB6kho1iubkqlEm5LMQnx9OlTVzc3f/8ANze3DOqiCl5BQWqTp0x2dnZ2cHCIjo4Wvs8MxoysF1leXl7+/gFqJ7XwBYcoNWw0Yv78+Y6OaicnJ+oORWz+gQiH6QCInJwcHx8ff39/lUpl8loZ4GLlqpUqlYOrqyvYw0AC5+EbIAoLCwKDAv38/OVyeRy+tRjKiJkZ4gaILVu2KJVKDw+Prl3RxcgGlwAQUuwACK1W26BBg9q1a0ulUjBWYRJi957d7+8RrF69eltsegtN1fAM7NRFDjpds+bNfHx8JRLJ8eMnUK54LgAnJXv02FGFQuHtXbNFixa4LfJCoFC8+NimTZuaNWtJJJJ9e/eRdAw5pt5AUOfPn1cqlT4+Pg0bNgSW+bgAMYIhkxo1akilUriQBdLhhIAEr1+/rlKpateuHRQUVFBQIKa19unTx9PTSyaTwTXmJiHu3b/n6Ojo5+dXy6eWsBU7IpOoqCh3d3eFQrFw4ULiKcBFUlKSs7Ozv7+/p6enyQ9ayPC4ceNcXFxUKtW0adPEQKSnp7t7ePj7B7i4uNAXHHLf28ep9ukzDxVLr/YdEnNvH08T1KfKcplLjyswKw0Tr/8jCAyL1D68o09Y99OrfQyFDyl65MEvaLZvgUi1z3iCj632MWf72Ooe4x2rff9Gs30iHh5lzlxvpPyR2T4jfY/yQGpfsAi1b5l+tk+/78GgzvyPaohBHoxfzM0VBz10nfoLXCpVNtRCOKIY54PhYy49aq08ah+3lY7Bgwd/9dVXb968sbW1g1kHvuENWEtPT5dKJQ8ePJgwYUKzZsj8Efgz8qx3gqGkcePGRUSE5+fnS6XSkydPCnSpUFuys7MVCkVsbOy8efPA/BEa23gkARCzZs1q0KBBcXGxUqncv3+/AAQMk3l5eWq1+vSZ06tXryb3/vMtzAHEsmXL/P39tVqti4vLtphtCMJIkwbOAaKkpMTDw/3AgQM7duzw9PRiBukFRLtg4Nm0aVP16tXhKunVq1ebhMCW02rFxMQcPnzYycmJno3jlhRA7N79i4uLs1arCQgImD8P3TcGtYXOiP4Xc4GSCgkJXrFixblz5xQKRQ5cL0f2S+nJkQsgjh07hu1bFIWGhk6cOEkAglzC16RJk9mzZ8XFxUkkkszMLKwVcd/9BhAXLlyQyaR5eXktW7YcNmy4EARdP1u1ajV27NjExERbW1vq7jeyo86QC6jPcXFx9vb22dnZnTt37tu3r0BZoCCsbb+/yXLgwIFPnz61sbF58CBBoGkAREJCgr29XXp6er9+/eDOcODOMDvUGwT169cPbuCztbG9ceOGgDIKEE+ePJFI7B89fjRy5MiWLb8QoCfFN2LEiDZt2rx9+9be3h6uUeTLFUBkZWXJZLLbt+OnTZtG3xnOXXYYAi1dTp48OSwsrLCwUC6XHzlylEAbMw7KcU5OjoOD6tKlS0uWLIE7w012CAsWLAgJCdFoNI6Ojj//jA2B8NjWg9ZaWFjo4uJy7NixjRs3kjvD+TsEdAZjzZo1Pj61dDqtu7s73EhKOgSQmP66Zr1NXqptso50IHmZqfYZy+pv6gMfbxrxal8KWuTFm/iIrsdw6NU+UYu8UUOiDLQ8o5dBgwaPZCzyMtQ8thOpff8uM7WPc60XZvv+Sy3yCqh9QcFkkXcJ3zKvwWwfT9/6V62j0BXyq33lwbdZal/nTp0GDx6sxbaYTpxAsxrCvfzdu3cVCkVGRsaSpUvqY5OUYC6CkzFIqk+fPt988w2yxeTmBh++whBJSUlKpfLRo0cbN2309/dDKUPfzIUBzA4dOrR9+/bIFpO395YtWxAXPDoZFFB6eoaDg0N8fPzuPbtN2uQFiOjo6PAWyNxTQEDAyhUrBFQNGKuys7OdnJwuXrx44sQJN1dXYZ0MIObMmQPmnho2bDh3zhwhCNzZ5eXlu7u7Hz169MqVK2pHR0on45nEAogVK1YEBATodLrwiPDoCRNMQmg0mpo1a/7888937t5RKpVwQTffZbkg8y2bN3t7e+t0ug4dOgwdOlQQgirRgICA9evXJycny+XylJQUAYUJas6ePXvA7G/PXr369O4tAEE0ywYNGixevDgzM1MulwvbcQGI48ePOzk5aTQaZLmhY0eisnDVQerLp0WLFlOnTs19m6tQKCg7LjwThABx8eJFB5UqLy9vQnQ02HHhaxcYHekG7b78cuTIkcXFxQ4ODmfPnhVqrfjE1c2bN5VK5cuXL+fOm/feCrOAYElS3Wl7d87Ozr9iO2F8uYKm9N6IokKhSE1NXb16dXBwsGBj1YFd4wEDBoCZY09Pz507dwrIlnSnKqXywYMH27dvJzZ5uT9u6M+YUaNGtW6F7N35+vqux5dCQ/03Lj7ovrKyshwdHWNjYw8dOuTp6Qm4fL0OJDVt6tSwJmHou6hOyA/4CncCARIjap951zWbXuQ1ZuLv7EMd6TBvkZc6vcHQ95jOP/74Y8F8EbN9o0ZHDYmiN/UZaXzYg632oa193I9UKqP29pXXbB9rb5+Q2vfhi7x/6SpK+inqSEelSoazfeXBPPQ+7Hv7jNQg6JsGDx7cunXr9PR0e4n9nTt3BAYGYC0jI8PW1vbmzZvDR4wATQv8ORkDiHHjxzdu0uTlq1dSqfTq77+TAcY4CugT2dmvpVLphYsXJ0+ZAoY1TULMnj07KCgoJydHoVQIWxaGrjwvL0/loDp69OiiRYtA00L+PAoTcLF8+XJvb+93796pndQHDx4U4AIgSkpKXN1cd+3atW7dOn+saQmMiACxefNmF1fXvLy894fpwbIw+BsLigxINWvWXLdu3a5du0wqr5DU7j17lErlu3fvfHx81q5dKzDiEoEEBQUtWrToyNGjrqaUV4A4dvy4RCLJycmtU6cOLMmR4ZDFCLrSDsv8vUYyefLkCxcuODg4CCuvAHHx4kUbG5tXr16FNW06ZcoUpPbxX3MGleeLVl8MHz487uZNuVwOu9b4KhX437x5s1q1aunpGW3ath05cqRAcaMmg9W7zl269O7TJzExUSKViJlQTExMrFatWlJSMrEszFfcBL1fv35fffVVamqqvcQ+IcH0hGJqaqq1jfW9e/eQZWG8gG4SYsTIEeHh4ZmZmRKJRHiNHgSVlZVlZ29/7dq1sbRlYT7BEi4mT5lSv379169fy+QyYcvCUD1yc3Plcvnp06dnzaYsC2N/bsUPGFy4cGHt2rXfvn2rclAJWxYGiMLCQrWT04EDB5avWBGCLQvjuikEsXbtWk9Pz7y8PBcXl927dxPudFrqy1mv9pl1pIO6t4/VX3PmhNOT1ciYr4SeODhDTXoyCVhukjJxMAmEPTlDmdFZbqDHf80+0sG7tw+pf1jtmy9mb98QU7N9gwcPMtjbJ6D2yegjHRVP7QvWz/bxTfYtNZjtg6GUs0CJJ3GwitX4VTwlxCX0xGGcJstHPCUXBHR5ZLavUmXWIi+O82EQrPwar36KVPsgq7GxsUqlUiaTwYQcmqkyzh7tA1G+69/fzs7e0dER5hsELm4A+rt376rVarlM1hHPmnDvqqIhoNceMWKEnZ2dUqk8cvSIvj9lc47eAeL9eQ5XV1e5XN6qVSvox+GvQQxDiIkTJ9ra2ioUCoMu2yAC9QLzAWlpaV5eXnKZrFmzZrwGwQwh5syZY2tjK5fLtm7dKswF5Pbly5c+Pj4ymaxBwwbv3r7lVhMNId4fqLexsZXJZNSiMM/0EkkqNzc3KChIJpMFBwdTxwKMV2wNITZs2GBrayuTSRcuMrGtioygDRo0kMlktWvXhk2QPDs9kHihuHfu/MnO1k4qlU6fPp14chUFGouBl+bNm0ulUm/vGqY3QWKZHDx40N7eXiaTjR031gQEPbfcpnVriUTq4eEhchPkqZMnpVKpTCaLiorCuiDXJkhKtlqYEu7cubNEInFxcbl5M46Kws02ZZ358uXLCrlCJpPBujOq/HRh6ePRPtA0evfubW9vr1arL126ZAICr8zcunXTwcFBJpN9/fXXIGqOryECgecUBw8ebGdn5+Cgordw8C7yQpYSEhKcnZ3lcnm7du1Qtjk/uGgIqCFjxoyxtbVVKhXCX1ykQ3jyJMXd3V0uk0dEREAKJjuEadOm2drayuXyn3YiM5UQSy9Vhgs6hOfPn3t7e8tkssZNGucbHkWCuAy1z/ACFy3LSofhSV5utY8Bb3EaSABXFKT2lXZvH3OeD9z4JO+C4cNNn+RFJzoEH6T2fW/6SIfE4EiHKb3PinPJ1tyNfdSBYHF7++hFXt41XkO1z3hQMSizv9oL9GtE7TM40lFevIpU+4gq8CwtLS4uDlQZjlHEKNslJSU3b91MTU0lKRiR6D2gt83IyLhx4wYsdIqB0Gg08fHxsN7HNwlHMAAiMyvr+vXr0P+KgdBqtbfv3HmMz8yaPLkGEC9fvoy9HgunUkzmCrJ39949MPFJcsvnAIjs7OzY2FiT+9yZiTx48ACO5TI9Od0AkZOTExsbK+a0KUkkMTERFkaJD58DIN6+fRsbG/sqO1tMDYGk/nj0B5z85UuZ+IM+kJeXF3s91uRufYgFnzJJSUm3b9+GHJLUBBwFBQXXb1w3aXiagsDKUcqTJ7fib8FhKYGUSVBhYdGNuBtiDrQSST59+vTmzZvUBCqtG5EEjR3FxcVxN+PEnHAnEOnp6TfM7BBu3boFE5wmxQsEz58/v37jOhwZEdla42/f/v/sHQdAU8kyCp7XLIBAKKGHJiAIigo2wN7OU089wd57BQVFVJTnQVN1AAAgAElEQVRmQUXPhl1RUVHsHWzYUVTUEwVFBBUECx3yPruTt3lJ3guJp57371ZM9u2b3ZmdbZPZ3Zn0jAxUQRY5VKregCI3N/fGzZvgT7naLJD/3v17T548kSqL4wFQgDcH+bvhMmLffsnZPnFxis72qWbAhYM+9mQlugt7RuVTvz4KrEbAN3mrkfuKipG55moNuDBu8ioj9lUj940bP37adIkBF/b9XZwquclbnQGXGp9J7INiQOxz49ribdHCzc2tqYpXOqqdBZTvUMrMDrKlffVO+EXEPhVrobzYBxM9zKJI/6AUIvH9RBhtsgxneyaQJMIGJZVGdxsxLql3bA+kZBJhg5JKo1GI71RKvWN7ICWTCBuUVBoDBaf+g5mBlEwizLes8f9QEA6w8ockEjAFR1EJMI6gRqAHiLIDA0r4GihAWyhNMdvTp9SCrriSEwKtHUXfyjKKRqFCFpq3XwHFXx2tsmKfzCavrLYPq0xdnJ1BXQNn+7jOJrO18f97Guok4gDHQsgT3LoXiUSVlZWFhYXYTwd8FhUWwR9KxX+FhUWFxcXF6enp9+/ff/jw4YMHD9B/tvDnn4/DIyImT57s6+c7Q2FA93iR4T7xfxSXDuPGjcNXOlqB3T5usU9it69aqQ/O5Kms3JPLAOIjQ9uHrfdJ5D9iua8Fsdu3HMIK/IU+V6xYgT9WrFi5ciWy27cPabZBDPp/75eS+smJfd/M2b4y2Zu8hGgYNUpO2bAQVqKg1PwLWD4VhVLz778bBRpiKo0yVduCwpbF/m9QsB1iIENBKiJmlPL9HC1CeGAoJ/186lD6CihQNf6bEKR6A9sD11CSEfuqM+Ais8mL79GI1blsWP9LY+UAnBSmJUL2b4qicnJyMjIynj9//uw5Z3jx4sXyyOUzZsyYPXu2v39AQECAf4A/+qCj/v4owd/ff+rUqZOnTJ6Cw9QpU6ZCjPE5efLkmTNntm3btm7duvr6+nw+ss9Hf0q+4XSIklc65OS3v5Twww8/uLm5tWzZ0l0muImfW7Zs2axZs/bt269evToqKmoVCuQzShxdtWr16tXLli07cBBZolJ+7mBtyn9cIhH71Goixyc//fzNiH3lisQ+VZsJBpXyraMqvEpaFiDjK6DA6gzlxQZEl8pUQQYVJOpPQqH0os6kXxznpg31IqIhQygkHGCWQ7oNBqeLE/9wxy/pH/EEEiI0ASgLitMo0OEwJKXQRTGyMfBCVALFeCXJgBLR8VYaBQYi7SjJLMkhxX8aB3pNxxVTJaGcwLNgwQwBnAAmxg/pLBgY9NGUSCUpfJBCoRCSvFQ1i6rwhJ8EY7URMYrqmMMsR2WqIIMcik8T+1xg9T5yRBm7fUyy/3JcrgJ/uUS5Aj4BBc5SWlp66tSpQ4cOHT169OiRI0ePQDhKYocPHz5+/Pju3bs7dOjo6enZrl07Ly/0If7fThK82nm1b9fetWnTRo0aOSoMTk5OxsbGenp6+gpD1ZFqLMNV86Gnp1e3bl11dfXvvvuuVq3vkPNdyYfk6bvvvqP9qWH/asp/1KgBsPgb4jVq4m94g6L0f7pUAEOKRTU1tZ/r1KmLQh3WULdunR9//LHqhlePHj26yYTu3bp1696tO/ro0aOHl5eXn5+f4hPEcj3j/yGBiH01v4JPXo6hpOomL9CMPuULlE8BDS5ebyBjtc0Gv4lB9cu6pMmXgIlBc+oXRYEnbWUV0oQYdkUIB6MQCqV13n8/CumWAOaLm4GWFFlbREQhl6nQf6qpBY0C6yhBm4t4R7w4ouxsF1NkigUyoC3EcSz6oeLptiD0y9OMm56Go7PIoKApVfRNl6xER6WxSXzR0t0bi6z0azlsmCFitTeTwspKMVJJh2QrQwET5FChBCYKwkkJJBeKLz8hQJPRDJdQxBpj1kL5OedzjVYZsQ8cVjH1dzJn+5AZQGK377BY24cS/80Bmq2kpCQ2Nnbr1q07duzYzha2bdsWExOzatUqa2trp+qCs4uLhoYGmET+SyoyFTPXUM4Is1gWo0Wzr/atuDawp/zjjz+2bdu2NYQ2+Iv+bIMjHh4erq6uo0aO+ldv8n4FsY9jUmAV+8pkDAIw8lZUVIDVDEYaZxQG48ePH0tLSjmB5F5UVFSqiqKwsFD5E9/Q096/ey+HmT0BalFUhA4BIwi2xUw+p0gkev/uPcsqIg+Kl0+KooqLiulD5WxAMml4ZVMZRXEJfctEpjj2R5FI9Pr1a/H1GnYQSWp+fn5xURE8FxUVwRUKyWvpWFlZGSx4ZWVleXl5wKiysrKSkpLS0lJ5volEIvqWD2qAstJStKjjtnj79m1RIcIrbhn8VV5eATdRwFBfXl4eLdNQ796/A9RieDrnx48fxU1MiRAlxcUAhtDR1IorgXNWVCAUQGplZWVJMaIcFSYSlaAgXQucBc4UQSFlZWXFNIry8vLi4mLmYk+4VY4DPBYUFMBtqvKyci5GURRFGFheXk6GUkVFBdiHIiXLRKAiaLTiWsi85Xr8hAmh8CM9WrkKlU6vrPyECUG10YpQqDha0YRQpPyEgIYrKwroY5KbvMpc6ZCc7Tt8RJEhSmk+/h8/Qd8tLSmJi4uL2RmzmyPs2rVr375969evd3Z2cVcY3NzcW7duzefzeTV4tWrVUucItdTVa6mrq6mrqeNPNUlQl0RlYzXVataUpNVUQw818R9OxQIcFuqIZEer6MSynVg999UkPSlENLlI28hSCzW0cflznZ/bebXz8vLyZATy4OXl1b59ezc3t3HjxqFr8P9ec82YV7JeOr7GMGUV++SXHzgU/ib3zS+//CIUCgMDkUMFxSfFwVbLtm3b7OzsmjdvBh5RFfz+hpH77t273377TSgUzpgxA1ZQBVyowOeb9+6NdXBwaNKkydVryF1ptSiKiop8fHyEQosJEyYoKBxeAYrDhw87Ojo6NXYSm6Hh7qhQi7KysuHDhwuFyEeZmB6JiCGLExh15swZZ2fnRo0cjp84gWqBqyYLip8BhUgkGj9unFAoHDjQpxSfxYR01ixQ2qVLl5o2bWpnZ3fgQDXevaCokpKSIUOGNGnSpHPnzgoukIK+LSIiws7OzsHB4fr1azdv3HBzc3N2dl64cKG4RXD1CYXh4eFWVlbJycnFxcWdO3e2srIaOGjgkydPPDw9mjRpYmtru3z5crCLAdx7/Phx61athg8fAbU7e/asHp8P3g7Gjh1rZ2c3dsxY6C0An5mZ2bJlyypT4aNHjX737l2vXr2sra1//fXXDx8+jBgxwsDAoE2bNnC7vLKyEtbd5cuXGxsbC4XCq1evnj17xtra2sHBAVxvPX78WCgUzpo5C+oCtXj9+rWnp6eBgYGPt09lZWX//v0bNXJwdXXNycnx9fVt2LBh48aNwQxKBQ4URa1bt87U1NTc3PzcuYQrV67Y2NjY29sFBwc/e/YMtpKGDRsGtcAiPWLZ9u3bhUIhaIDmzp1raWnp4dH24cOHv//+u6OjY5VtSBgmlbQu8M2bN7169erUqXNlZeXrN6+7du1qYWEREhLy4cOHbt26WZhbgE1sVL50R4EesnHjxoYNG7q5ud1PTVVmKL19+7ZXr15CodDf37/a0QooYmJi7O3tXV1dxY5DqhtKHz586N+/v1BoMWUq8rAiR7hUNWC0HjhwAJwKis3QVIei6srm4MGDhUKLMWPGiIuT4Q4DCdTi+PHjTk5Ojo6OYIYGEhlQkigQXFFRMWrUKKHQYujQIeKfHHQLyIp9Mlc6sE9eSXGAiWj7/jPXLGENRYHYt3Pnzl27du9iCzExMbGxsevWrWvcuHELhaF58+YtW7bU0dHh8XhIKvsvEA4QYZSkMCMg9v38s5eXlwdD5pOJtmvXrkWLFv96sa8mEpFZ7fYxu/UXiLOLfWXILRIzwNy0cOFCp8aNjx8/rqGhodgALEx2xcXFBgaGmzZt6t27N/GgyiyWGQcUK1estLa2OXPmjIaGxu3k2wrWHkBRWVlpZmYetWrV4MGDundHpvYViH2AYvPmzSYmpomJiZqamoqdtJI1pmHDhmFh4ePHj/f0RKb2STqTfogDin179+nr61+4cEG7QYOTJ04qsOxFFngXF5c5gYEzZ85s1qyZuFiOtQdQnDhxooG29oULF/T09OBGFKTLk4RQ4KsGrVu3njJlSnBwsMR7Ab32yOQCHl6/fuPnn3/GFpV1jh49ylUL4EZSUtKjR38KBEaBgYG+vr6dOnaKjIwE9xiEYwCZk5Pj4+NTv379M2fOlJSUXLlyZc+ePTweLyUl5c6dO4cOHapdu3Z09AZAB5Wqmsmtra29vLxQYnm5e8uWPB5v6dJlB+Pj+Xz+tWvXwXwPOf+XkZGxb//+0NDQGjVqpKSk3L59Oz4+nsfjJSUlHTlyZN++fTweb8cO5DSvvLwcqDp0+PCZM2cEAsG0adM2btxo17Dh3bt3odiBAwfWqFGjX79+0LsAPisra+/evcuXL+fxeGmP06ysrJYvXw42zJs0aeLn5/fw4UNiWweyHDt27MyZM1ZWVsOHD4/ds8fCwuLWrVsFBQUJCQm6urpJSUlgvgfVAisuS4qLp0yZXK9evc2bN7969QqNiNt32rRp4z/Lv0oOPnfuHJ/PB7GPSJanT592dXW1sUH+/ebNm9ekadODBw+am5mNHj26devW9+7d09TUTElJkRkmQN6HDx/4fL3t27d3795tyJAhXM3N7OcREYvt7e1PnjypoaEBJnW4Rh+gKCstMzIyXrduXf/+/fv07iNDhkwnhKZfu2athVB47tw5DQ2N69euK8gCKCiKsrS0XBYZOWLEiE6dOqG+x33PhvQugUBw/vx5LS2thIQEBRVHKPCobNSoUXBw8JQpU1q1akW6twz9TEbFxx/S1dW9cOGCjo7OYexHl4xWiEi0fdWIfViGlYh9oO3jtj/OQhPHtMIC+clJfxOKEtD2xcSwiXwoDYl9e2PXrl3buLGTQqmvRYsWSOzT1tH+T+xjCnXVxtXojUsZVZ8Csa+S2ze8pAP+TT1KQsBnieFaEM2E2EvH5xX7lGOUSmIfOBIViUTGxsanT59WMD9C1R48eKCvr5+dnR0ZGenm7o6nYM77tjD9jRgxwsfHp0rPYWFhEadQKQUonmVkGBgYpKWlbdy4sbGzM2ocVHH2yldgV5tTpkz55ZeeFEXZ2tqKbSNzbGoDilevXhkJjG7fvrN3717i34LLuBfwMzAwEHwQN3ZuvPqP1Qr2YWCtevfunamp6cWLF0+ePGlhYcFp4Rn3PUARESH2Qezu7h4WHlYtipKSEitLq6PHjiUlJRkbG7//gPa4yUop06lJuqenJ4/Hc3NzK8e3fEg6E17c1qkPOnboqK6ufuXKlVu3bn2PPUbSSjvJrwgo4f379+YW5qCqWL9+PZ/Pb9HCDfYWN2/ebGRkBJvdAAz1DQ8Pb9GiBUVRiyMiJk2aNHr06EWLQsLCwjQ0NNu2bTt27BjoP7AsQ3zy5MlmZmYURcXExFT5X3ZyagxW0+Lj47/7rhYt/aBjUXDTPCcn+6effoqJiYmLi9PS0mrXvv2RI0dPnz7du3ef0NBQsZsZ+ighoJgzZ46BgUFJSYmbm5ujo+OgQYNLSkp69+5tZW3dr1+/x48fEzEF6pKfn6+hobF27drTp05pamp6eXnt27vvzp072traHh4eS5YsJo1CenGTJi5r16wtKCioW7fupEmT7OzswPzy+fPnNTU1wZYkNAGQFHcgTigUUhT122+/TZ48ubi4uGHDhr///ruxsXHA7IB69erKO6KA7CkpKQb6Brm5uaGhoUo6Zxs0aBAQY2pqevQY5w8DwoS0tMcG+gbPnz9fvXq1a7NqnLPBaB03bhz4ILaystqzZw/I/czuR+JQi6ysF4aGhg8ePNi+fTv5ecM9IaCe6efnB/7uHBwcoqOjFQ0lLEHm5eUZGxtfu369yom2lbUV4GUdGqSo4ODgNm2QvztXV9fI5ZEknUyhnyr2/XeTF7c//HwtKS1Fm7xI7FOk7cNiXzXavhYtWmCx7z9tX7WSnhSAWk2xBksFsY+eUslI/v+OwHyRmZlJePWNO2fz8fEZNGhQSUmJgYGBYkdJULW0tDRtHe2MjIxFi8SOklA6u0gmtnQ/duyYX3/9FSTLE8fRdicsZvI9AVBkZWXp6urev38/KiqqOXaUhPVn8uAoBbx8+vr5tm/fHrv9tdi3l+EoSS4ToMjLyzMw0L969erWrVsdHR0BSvEsv2DBAjfsg9jOzm7z5s3MWV4GCZTz8eNHExMkSR84eMDGxgbwKkYRGRnp5OQEbn9XrlxZLYry8nJLS8v9+/efPXvWzMwMDrFxoQACrl27Bv7cLCwsYmNjudoCCnn37t3NmzebNWvWv3//gICA3r17z549x9HRUcY+LQC/f//e2tr67NlzFEVlZDzbsWPHjz/+GB8fj1Q1Vpb+/sj/L2l3IvZ16NCBoqiGDRu2bt3awsLCy8vLx9unS9euDx8+ql+vPmwaVlRUAPFYfBSk4s3K588z9+7d+9NPP+3fv//Zs2f6BvpMVyhAUnFRkbu7++jRoymKKikpqays9PX1tbW17dS5s4ODQ/PmzfX09P78808kwSAM6NdLbGysgYEB4C0sKsrMzNTS0lq6dClFUXlv86ytrcWbGBUVgKK8vLxdu3bwq6YUn01cuHChtrY2jPpt27fVrl0bLACj8ulh0rx58/Xr1lMUdf7ChaVLl5qamsKOavv27Xv37k0kKsKxuANx9vb2FEX1799/xMgRyFmZgf7ly5ePHDkybfp0TU2tmzduQi1IV4TqPHiQqq2t/fLly8DAQNCTQToBY0agdYYNG1bV3OXl5QKB4Nw51Jqk1ZjAhMiMjAwdHZ3Hjx8vXry4NejJGDWVyQJFTZ48qVu3rhRFmZqZKva6AdS+evVKT4+fnJy8fv36Jk2aoDK5ZwToWrPnzAYx19raOiYmBtUC/z6UoYdI5O/eFQgEhhcuXNi9ezewmrySzwIowsLCmjZtSlFUI0exn0NIJxwjYt/+OGkvHbKbvNLavi9orlm+Kt9yCh4t4rN9MTEcUh/W9ok3eavX9rn/t8krJdEp9aDG2OSV0fAxH5mbvEpp+77lvqcibTBPfYteOjg2eTdv2qyjo9unTx8rKyvFcgOsc9i7uVO3bt2MjY3B4yrXqkCmv71792ppafXv39/ExKSgoEDBfEq2R1u0aNGhQwcLC4t58+aRclibArAfP4Y2qQcMGGBgYPDq1SsFKMAKHUVRXl5ebdu2tbW1nT59umIU0KYXLlyoX7++j4+Prq4ubBQqsFwIWXr06NECa4xA8lDAKIC/dfNW/fr1Bw4c2KBBAyUdgv3+++8uLi5Nmzb19vbGtahG8xoXF/f9998vXrxYQ0NDLLzK/TCDhhaJRMHBwaGhoSYmJkOHDunVq5ebm9uECeMNBQKxhw+sJgHgDx8+TJ06tWbNmv379z9x4oSf30w/Pz8ej3f9+vW9sXvV1dXJqTtCZEJCgoODQ7169TZu3HjgwIEVK1aYmpr26NEjOjraUCAYNWqUpaUwLy+PyL43bt7g8XhOTk4BAQG7du3yDwjw9/evVatWTEyMg4NDnTp1JkwYv3fvXhBH4LiUj48Pj8cbPHjQH3/8UaXymTt3rru7e+fOnc+fP7969eqWrVqZmJjkZOdgkpCKKDU1lcfjNWzY0M/PLy4uLjAwMCAgoH79+rGxsaGhoUFBQQ0aNPjjjz+gt0Brjhk7pmpH2NvbOyoqavPmLYGBgR4eHu3atTt9+nTVpnC/fv2EQuHHDxI/e5WVlWFhYT/++KO7u9vNmzfWr18/b948PT29+/fvJycn83g8OKIAhUOvuHv3roeHh5qa2moc9PT0evbs2bhx4zu37yxbFjlgwADQmMr0eWiXyspKOzu7Hr/8IhAIoqKigHLWcURe7dixQ1tbu2/fvhYWFjLyvUxGNFqxJNvEBR0VNTU1CwkNJeXIAMMj1OvgwYOampq///67kZERNDFQy5KFtlzTqlUrLy8vKyurgACp3w/yWQDFmTNn6tfX8Pb21tPTAw8lnKMVm6WkKKpTp06tWrWys7OHs5JQjnz5RN69cuUKjFZtHR2JZI8zQF4i9qlmt++ziX30jwzWOnyexC+JAvoEfbYvZjeH3Eef7VNikxfO9mn/p+1TStojQJ8k9nGuQ5+n431jpcBM/S2KfcxNTzxaycKwbt268ePH0+d4FI1kmDofPXo0ceLE1atXw69b9rNkYhTi5tm8efPYMWOTb8PBvupRPH36dMqUKZGRkeQeJUs7ExQ4snPnztGjR1+7dg3Ny+w0icuAg0GZmZnTp88IDw9nbj7KYgFK6bVn7969I0eOAp0o50KFi4C32dnZM2fOXLhw4fsPH2RWZVlE9OZs/KFDI0eOPHv2rJLwb3LfzJ4zJygoqFqlMmHJxo0bhwwZEh0dDX2VpDNJAvr37d03ePCgkJCQjx8/ZmVl+c7wHT9+/I0bN8jKR4h89+7d/PnzFy5cuGD+/OTk5OCFwUOHDgVV36FD8Vu3bmVmgfsiJ44fDwgImDdvHrytMmFx6NAh4O3KqKjRo0ffvIk0WNgSB2qGtLS00NCQBQsW+M7wvXrlanhE+ODBgw8eOPjx48eVUSsXLVo0efJkMHlGDJrs2bN74cKF06dPj46OPnPmzNChQ+fOnQtugimKunLlCtyDQeILFmGfPXsWFhYWHBw8ffr0y5cvL168GKE4eJCiqJUrVwwaNGjr1q0007DMQ1FxcfsXLlzo6+u75o8/EhMTh48YMWvWrNdv3jx69Gj0mNFTp0598OAh1AL4XFlZuWTJkgULFsyZM+fWrVvLly8fPHgwNPelS5dAxUu2LwHXjRs3Zs2atWDBgqioqOLi4jVr1owbN+7p06cvX74cPXq0n59f1suXpCGYjQijNTU1dfz4CWvXrq3A521YmxvUkPBKJBJFR0ePGzcu5e5d3GowBpgFS+KA4vHjx5MmTVq5cqWikwy4GIJ927ZtY8aMgSbmFMgwHmiajIyMqVOnLVmyRNFPUxoFYNm9e/eoUaOSkpKUnBBQD/f1DQ0NVSzsIqLoCSEuLm7kyJFwJ4w5Iagq9kkZcPk3XelQ1LfgHZzt2xmzk32LF872IW3f2mqvdLRojjZ5dbT/O9tHJDqlIp9P7FPU3JJJ5S/F/h4UROz79jd5mfMXcJo5c3HxnvzEZ11pWHMxi2XGWYHFayS9H6YMvAwlSmVBQOIeohQ8LZYpzyjmPtQXQ4GQqEASF8erS//ksURTVw2CivLyMvqgIamRTLNyFaEkCmb2ioqKsrIy1JNxYL5ijatKkkwhzOwyr8ijkhxmFqVMxVH9vnA//woocC9XrZ9LM0oJ7jJ6AjMvaSD5CBOMGSf6TjZtn5gSabt9WN/OuNLBMNesBOXylP2DUqTrx3iiu21paUnc/ridaJOXXfATa/vQlY7qzvYhbZ+7jvhKh1ISz39ANWsi2zRwO1WVs30qavsYLf+lei83Cu43ytJCxD7xlQ45Ay5/HYWYFO6CQAnXuXNnsMK4YQO6QQnn91mqIRKV40UXKGcBkEuqrKwsKy8j9yXl3ssliETlFWhd/woolDcYJFJQC1beitAhp7JysWk6uUqyJGAUyESbzKqAQFlR4HNUqqEQVYIROGVR4Oams7DQzEyqqKigIZFlYIhL2VKmayGicC8qQ4FAgs4DCmEWC3HUi3Agu2n47iqaLgCruLcQFCJkeA8CE4UIOjB+AQotggvEO2Sfr7yikq4L0QRXojRsE5cVRUUlkCGuRbn4iV6OxEgIivLycoICbAWL2QWmRmgUsGdNasHsUVApQjyJEEZBRyKjFSqO8MK1VgYKkheUrN/saP2iEwKTt0yGcMVVnhC4Ryv0GSL27VfGbh9D7Pt32O3DKlMsbXN+oDO5xcX79u3bsWN7TEzMTrawY8eOPbt3r1mzxsnJqXnz5i1aNIf7vM3RA/7DkRboubm7u/vfpu3jMBnDNCSDzOYhKQsFNRwgJk7D7zAMgIFpQBDMEAjJgeGZBUORuDBJVNnYJ93kVVHs4xqU/5B0mMgkm7xyYt9XqAeH2Ce5evkVaPgPxX8c+I8D/3Hg38kBGbFPtbN9/6ZN3uq7R3l5+fHjxw/EHYiPjz8YfxAHFD14EB7jDx48cOTIkW3btjVp0sTdvaWi4N6yTZs2urq6YMDla5ruA0cXbM4warAlfra0Gggx/YEjkAB+SoCqGjzFVvuQNKmytg9+7FbfvP8nEDJi37fkk5dd7BPh36zksqQyzQDmcCU+ppTIA0bIFFhAlSmjEjnoQoFFiSUDSj+qikIkQv7EPgGFWEVE41Xw/UVRkFYAL2dQFy7aABgs1BBIQl5FRbmM3kXMfcz/SmBUeQX4vYXsMvCkKGhigoLCKlJ4lGlKbFMZvYHf+iiGUCBHZQDPjQKp6AAG1VcRCkkvEhdbjq7sVosC2MhEwWQIs8VJK8gwh4ECKxRJHrp2YhR0uaAgBIwyjCKVhV1vMXOw6W8JhaR8uYiEQmV2hXF2MQqlp+5PR8FtwFymHuJO+A+ZEKBxibZPRbFPeS8dHApeGd79pccvgAL699On6du2bYuNjeXwvoGS9+zZs2PHji5durRp08bT09MDgqeHh6eH+AGnenp5uru7a2lqNkBBu4E2/mZ+0Cna2jrff/99Dewhg10bpqwKTAxXqxZ2qovc7LKH2rW/U1NT4/P5lpaW5ihYWFiYW+BPiMKT0MLCyNioc+fOgwYNGjBggDcjSD14e3vDM0lFkQEDGKkDBnj/PuD3IUOGtPVoW6dOHe0GDbRQwF8oKonghwaamppIApbxGsLgg1pN1cU+BQP7E3rUJ2RRtdP/NRQyYh+7uea/hqLaCqmk7WOuMcw4Fxbm2qEMvMwJLWWyiBhboMrAf7soaGZ9gVp8Yh9iUq/Z93oAACAASURBVMKMczX3f+nfFAdUbXW6A6JKKNncTDBmnIsPXwPFP21CkBX79n+KARfpnwtc7P8HpsMamZyc7OvrW+UzZ+7cIGaYGyR+hsjs2QENGjRQU1OrXbs2u2CFU2vVqqWkigxkPoZU8+lRRNX3tb///vvaKMCndKw2equmrmZqaor9NTlyBSenxra2tsOGDQP7/rP8Z/n7+89CH/KBfkm/pb/F8LNmzZo1c2ZQUFCf3/poamgaGBjocwY9fX19PT09NXWFYp/q2j5wrfMP7JufSLKc2PdTtVcsPxETdzYOsa9MJgdZQrZu3TpixAjweqTA/D1ZOTIyMiZPnoIueCpzQRWfYtu1a9ew4cPBXL7itQTeZmVlTZ8+ff78+YoNvkCNIEvc/rhhw4adPIn8ZyiD4vWrVzNnzpozZw74mVUmy5EjR4YOHQYW+ZWBf5uXN2fOnJkzZ8HtUWWynDp1auiwYeCigwse0tPT06dOmTJp0qQXL17s3rV74sSJs2fP3rB+g8xtSuiQVXaM586d++LFiyr7OwcOHPD29t63b/+bN29mB8z28/MLDAy8eOkSnAMD+HPnzg0bNiw4OLi0tPTGjRu+M3zHjht37lzCixcvxo0dN2nSJLBaDIo6iqI+fPgQEhI6dOhQcGy1cuXKyZMnz5kT+PHjh+3bt3sPGLBx40YoGdRaFEVdunRpxIgRc+fOLSwsvHv3rp+f39hx444fP/7q1auJEyeOHz8e7PMRFMXFxUuWLBkyZMjRY8coilqzZs3kyZNnzfJ/V1AQGxvrPWDAmjVroOcTFNevXx81alRAQEDBu3ePHj2aOXPmuHHjDh48mJeXN3Xq1DFjxty5fQd6C7C0rKxsxYoVgwcPhhu+0dHRU6ZM8fX1zcvLi4+P9/b2XrFiBblaDtW5ffv2mDFj/fz83uTmpqen+/v7jxs3bs+ePe/evfPz9Rs5cuT168gLBa4F6q0VFRVr1qwZNGjQbmymeNu2bVOmTJk2bVpOTs7Jkyd9vH2WLFnCvFoOhB04cGDp0qWVlZWlpSWRkZEDBw4EPm/auMnb2xvM1sj3Fkh5+uTppEmTwsPDwXGzPBiZFsiEsGPHjuHDh1+4cEHJoZT5/PnUqVPRjfX3igyGM0drbGzssGHDoBYKSCIEZGdn+/r6BgUFvX37liQSymUiUGD8wYNDhw47hnuLMihy37zx9w8ICAh4/fq1kiiOHz8+dOgwuOvNRCEj9il1to/45AUDLhVMywsy9fvkR9LCypegahYl4GHk3E25GxQ0NyIiIjQ0jDWEhoaFh4cvXLhQIBBoamjoaOtoswWk39PWAZUVPtym8IM+OVdTQVBFDSiW8iQiH5YAGR8g9hkbGzs6Otqj4ID+OeCIvYODA3pwsLdv1KgRcmc50MfPz2/q1KnTpk2dJh/Y0uSgENCUKVNmzZr166+/amhogGCnxxL4kKarq6uupl6zZg0ulnCe7fNimu3zlLLbJ2cVTNLjlOghEuBPi311FNClJWf7fv4cYp+KtWAX+zjs9u3Zs8fQ0HDw4MH6+vqKp1Q4gktRVIsWLXr37m1ubq6kDa2jR4/q6ekNHz4cLMeCeMHRnujqABjV6969u42NjRI2tNCv4sTERF1d3VEjR2loaDCdHLBhEaPo3r17hw4dHB0dq+x64PWY8xAqkHTjxg0dHZ3Ro0fXq1cPHHZBOhsKsYXb/v37t23b1tXV9bfffhPXmqMpoajU1FRdXd0xY8bUqVtXbIlGbqONyDTu7u4DBgzo2LFj7z69t2/fPmLECBsbGycnJxDcYRGCYrOyshwdHXk83u3bt+/du9dAu8Hs2bMbNGgQHx/v5+c3dOjQGjVqgO8Ncvtk2rRp/fr15fF4G9avDwkJMTc3DwwMvHDhwqFDh+bNm+fk6Aj+CSrQfQLEtxs3bvzyyy9ubm7169d/kflCT09v9OjRISEhmZmZgTjweDxi+xey+Pv79+2LUCxdsnTVqlUCgSAwMPD06dMnTp6cGzS3RfPmLi7IMC85fnDv3r2ePXu2bdvm+9rfZ2ZmYmuCQ4ODgzMzM+fNmz9v3jwejwe2f/EtB0TV/Pnz+/b9TU2t5ty5c7du3aqrqxsYGHj0yJGEhISq6nh6eIDHM9QhcC3S0tJ+/fXX9u3b1eDVePbsmY2Njbe39/z5858/f75w4cLg4GAej7dz5064lgFLe3h4+G+//fbD999Pnjw5Li5OU0tzzpzAuLi4pKSk2bNnd+nSxdjYGHoItMuLzMzevXt3wdetnqQ9cXZ27tOnT1BQ0LNnz9Aat2hhzZo116xZy0Rx7Nixn3/+2cLCgqKoyMhIE1PT2bPnmJubb96yRVtHJzw8/Oeff5Z3q0ikkCZNmvTt29fExAScEQPZCjrtgQNx+vr6Q4cO5fP5YgEIrozI5SETQqvWrXr27Glpaenr6wtNJgcrTgDsp06d4vP5I0aM0NLSev78uTITQsdOHbt06WJnZw8+dhXUAizFXr58WUdHZ9So0fXr1//zEbbILTeUaCLRgRKKonr16uXl5eXs7ALGt6FL0DBS3/Dqzp07Ojo6Y0aPqVu37m2xaSrxHALkcW7yiiiZm7wom+RKB/bS8UXEPqla/G0PYvalpMwJnBMWFhYSEhrCGhaFhIaGLliwQF9fv169elpaWpqcQatevXpcUssXTWcIeOxRJPapqRkbGzs5OSFZjyPQYt/AmTNnTps2bfpfC9OmTfMP8O/Vq5dCsQ+kPn0+X1ddXb1GjRocd05qcop9UlKflNin/M3Kv60XflbE0KUZXjo+h9inIoUcYp+stg/mpiFDhgwePLiktFRPTy8xUZHzSqja06dP+Xw+9tIRAs4rIZ2VRkAxYcLEXr17iUSUQGAE55W5Zm0oKjs7W19f//79+6tWrWqC136yhsljgcr6+/t36Ij8PZibm+/atQutmhy/N2D1zc/PNzIyunr16rZt2+3s7KBYmUuaBBegCAkJcW+JnNHZNmy4YT1ysQDpBIxEgNqioiJzc/PTp08fPBhvYWEBVeaqCBQVFRXljJ3ROTu7LMOeIVhRwH3VCRMmuLm5NWvWjDb2Rjk5NQ7F9nJJLtiAKy0tvXPnjqmpWUpKyoEDB/QN9J88eWJubrFq1SqKok6fPl21BtMmbdECBCwqKiqqV69udHR0SEiIUCjct39ffn5+SUnJ8RPH7ezsiN9YqDVgjIyMrF+/fnZ2Np/Pr/Lhe/XaVYqi0tOfzp4zW2BoyBTHgQ8VFRW6urrLli1btWqVkZHRnj17cnNzy8vKzpw507hx47FjxjJlCECxcePG77//PvtltrGx8cSJE0FF/fz5s+DgYH1s9JjIEITVpqamQUFB27ZurTpgszNmZ05OTkVFRWJiYvPmzQcOHIjg6a4CKGJjY9Vq1nzx4oW1tfWIESNA6ZWV9WLx4sV8Ph+0d+IOTCvx7OzspkyZcgD7f9u6beuLFy9EItGlS5fatGnTu1cvQhKqDlbiHDt+vMqOdEZGRuPGjX18fEALnpOTvXLlSl1d3cSERKg4VKG0tHTz5s22trYURR09elRoKezSpYuPj8/du3eFQuGvv/7atm3bkuJiGQUVDKVHjx7x+fyXL1/OnTsX3B9XO1pHjRr1+++/l1dUGBgYnDp1itkEpIdDBIp6/vy5np7e48ePlyxZCoajCedl4ElR06ZNA1/bJiYmcO5N8YTw5s0bQ0PD5NvJ6zdskPjUkS8dp0AjBgUFeXh4YGe+VmAYspzDyS309vfv35uYmFy4cGHPnj3W1tZQNldFAMWSJUvA17aDQ6PVeChBOqkmEfuU0vZJxD7lz/ZxsKD6ZI5fn9VnVB6CGwX0m5SUlMDAQCz2hUjCIkk0JATEvmBa7OMU+jS1NL99sc/RyQnr+djlPkextu/ziX3+/r16IW2fgQHaxlUQsNinVqMmt9jHONvnIS3qMZ+ktX3iH0DK95cvAsndCT8bOowCujTS9tH+iz/nJq9ytYDZR86Ai+yVDphq+/XrN2bMmMpKkYmxCey5KJ6CU1NT9fX1X758uWxZZKuWLcVLGgdhUNTw4cPBh4TQQggbIopRZGRk6BsYpD1+HL1xYxMXF9RAzON+0g0G6+jkKZN/+eUXcPO1Y/sONPNy+GKCBsp5lSMQCG7fvr137157IvYxjykxsAA/58yZAz55nZ2d16xZU63YV1BQYGpqeuHChRMnTloKLWX2XhnFoyigCKN91Lq7t4yIiCDpMsBwbSIsLMzExMRQIIiICKcoateuXRoaGrlvcplCBom/evXK2MT42rVrFRUVWGfW9scff9y4cSNFUa1atRo0CEk/QANR4QwbPtypMfIUd/fu3aioKFtbm+7du3/8+HH69GlGRkZDhgxBVGG5B1iampqqpaUFnj927do1fcZ0dXX1ixcvJiQktG/XXl9f//z58zQ9YoXrpEmTwG3do0ePVq9e5eTk5OHhUVhY6O8/y9TUtG/fvtCtiILz6dOnunx+VBRyWxcbG+vvP0tdXf3EiRNXkpI6d+7M1+UfP36cRkEBVQEBAaZmpsXFxenp6X/88Ufz5s1cXV0LCwuDgoKEFhbdu3cX11okJikrK0sgEISEhFQ53YqL2x84N7BWrVr79u1LTk7u3r27jo7O/rg4GRSLQkIMDAwK8vOzsrLWrl3Tpm0be3v7jx8/hoQssraybteuXREtk4EYkZuba2FhERDgT1FU/KH4BQvm165de8uWLampqb/++qu2tvb27dsJChgp+/fvB1nk+vXrQqHQ1NSk7299//zzTydHRwtzi5Yt3eX19FD9O3fu6Ovr5755Exoa6unhSYqV6VHwCLgGDhw4bNgwiqLMTM2OH0P8VDxaHz9+rK+v/+zZs9WrVxNXigrsE1EUNXbs2L5Y/21lZb0XPAQqHK0vXrwwMDBITU3dvn27k3KuFH19fbt07oI8pzk02rRpE+ne8hUH8ze5ublGRkbXrl2Lj4+3sbEBWVCx2LdgwYI2bdqAT94VK1YwUQDHJGIf7jPQ04AAaW0f1kM6O7vA6TSwOc6Elif6H50CXTMl5Q4t9nFp+xaFhoYGB1ev7dPS/Ju0fWo12VV8jFSJts9Rkdj3mbV9U6cGILEPafuUEfvU1NUUaPtqqn62T+ryJodw8Dn78FdAoZBc6NJfSuxTiJq8hBlDRuwrkzsrAnNTYGCgs7PzoUOHdHR0MhVuuJCfxXw+f/PmzT169Bg1aqSCVYG8ioiIsLW1PXHihLZ2A/ndKEI20TOVlJQYGRmtXr16wIABv//+O6xVXA0LtVizZo2pqemZM2e0tRvcTk5WsLzBVC4SiSwtLSMiIkaOHNWje3dlUOzYsUNfXz/hXIKOjs6lSxdR7bDbAyb9ECerRZXb+Llz506dOs3TE624SEbiWA+hFvHxB7W1tRMTEvX19U6cYHdeDGbnCgsL9fT0oqOjFyxYAAKBs7Pz8BEjmGsPIgYLspWiyjOnT2tqam7ZsqWkpOTp06dHjhypV7/+kydPbt68pa6uDs4SkGKedlQ1Z/ZsHo+3d+/erKwXd+7cef/+/fBhw11dm967d+/Vq1d+fn46Ojof8MlOoPxl9kvtBg3at2+flpb2JC3t4cOHjx49qlunbnT0hocPHz55kla/fv3g4IWIadiEHkVRYaGhPB6vans6Kysr5c6dgoKCyZOnODjYp6SkZGdnLwheUK9uvdxc5JwNUOTl5QkEAnd390ePHj19+jQ1NTUjPUNTU3PlypUPHj589uyZrq6un58fwEOWqKgotE+9YT1CkZLy9u3bOXMChUJh8u3krKysyMjIH77/4cWLLILiw4cPVpaWjRs3Tk1NTU9Pv3fvHnYPzQ8LC33w4EFWVpaJiQnRQQKKzZs38Xi8lStXZGVl3b17Nzc3Nzw8wkgguHnzRmZm5voN69XV1dMepxEUJSUlTo6ONjY2KSkpGRkZd1NSXr9+bWRkFBgY+ODBg5ycHBtbGx9vH3GHxM1XVl4WEhKiq6ubnpHuPWBAp06dLl++rKen161bt6rzA6mpqXXr1hX/mmIITyIsS7x9+1ZbW3vHjh2dOnWeOGECIUO+05JXwcHBjRwaHT16VFtbm6mglc8CE0JhYaGBvv769ev79O4zZMhgVE5lheLRunz5cktLy1OnTjVo0IB2DsSuHYChVF5ebmZqCh5N+vQR+yxWjGLjxo1GRkZnz57T1ta+Dp57ODZ5yWi1tbVdtHDR+PHjxc6LoXry1aY7ZGxsLF9XNyEhgc/nJ4DzYnpCgL5BxL44lez20c7Z/tqVDi72sNXnE9M+FQUt9om1fRxCX8iiECz2VbvJq6GpqfU3iX01VRH7nBy593gdPrPYB5u84rN9BgpUfXp6enxdvrq6uoKbvNJiH6e+j6ntE2/yqtpDVIVHK5yKnVdVeOVQSMQ+2rS1atq+T6BKrt6sYp/k1yONAn7mZmdne7XzMjUxgR+sQL9ckeIEmM7Wrl1ramLi0dYj49kzdgGLRgEzZ15eHhxyCgsLY4dn4AMUW7dtNTMzQ2v8nxzncggKvDS+f/++5689jQRGQUFBIGAxipSNAorYvbFCC4tmrq5V1x3YqZJGUVxc3K9/f4FA4DcTyRZktZAtHT8DisNHDltZWTk7O1/D5/pZeCuNory8fPDgwQJDQzjRyI5FRMGKHh4ebmNjU7VlsD8u7tmzZ3Z2dvInDgHji8zMFi1a2NjYtm7d6uTJk56enlaWlkvwJnLg3EA4d4hFUnGlRCJRr169GuIwY8aMefPmGRkZOTk63kpO3rhxo4mJiY2NzZYtW4BpUNNTp06Zmpo2a9bM2dl527Ztbdq0MTYymjhxYk5OTocOHUxNTbt16wb3WojnNG9vb2trazs7u4kTJ4aEhBgbG9vb219OStq1K8bUzNTaygpUqsg4CF5NL168aG5u3qxZM0dHxy1btrRv385IIBgxYsTr16+7d+9uYmrasUOH588zgSponREjRlhaWjo4OIwaOXLJkiWmpqa2trZnz507ePCgubm5paXlsmWRCF4kgmnq5s2blpaWzZo1s7e337RpY9euXY0EAh8fnzdv3vz2228mJiYeHh5paUiGA6M5FEVNmjTJwsKiUaNGgwYNWrlyZdUZA2srqyNHj548eVKIQ8gipDgkCsvU1FRbW1tXV9eGDRuuX7++V69fBQJBnz59Xr95M2jQQBMTk5YtW96/n8rk7eHDh21sbKysrIYNG3bq1CkXFxcba+uZM2fev3/f3d3d1tbWx8eH9boG/OSOWhVlYmzSrl07uNCjoBPChPD69esOHTqYGJtAD2GBZ/R4aP3ojdGmpqatW7eWcU0rAZTu5/kF+d27dzc2Mlq4EP0SUAZFTEyMubl5ixYt4KIPSxZpFIWFhb379DESCGbPns0+jiTEiX9XHDhwwNLSskmTJre4fjdKoygtLfX29hYYGk7DTr3xjoQYAtgiEfuq0fZhaxeSTV58tg/N1zQ+Bql0lPUVayKdg/1bQRbWV6yJ7EXTqXJZoPHusG7yhuBAb/Uqebbvb9P2qSb2OTlwy31isc9n4MyZsz7D2T6Gtk9fXwmxTw2f7eM8BamyARcVzvZxb+ShDiTXeTgT0QuO8OVRQJfGVzrEvJIS+75KLdjFPrkrHYRHZE0iKSjCSioNQRZvOqEa+P8PFBS9FSip9acxSgFvaX2bMihKSkqk9o5JsQr7eWlpaVlpKayFIB6hT5JXCrH4obi4mIi5paWlsKopyFJeXl5aglAgLJWikpIScUHcXyXFxWQtLy2lXaFwU1VRUUGKFYmURFFCUJSVITczmD5Omj4FRUmJmDkUpQyKysrKkmIJc0iNOGnCe/HglxYEJthBVgAPYKT5xJDcjIWOQRglKVlhlv8mBCajVBT7xJu8zuJN3q9wtk9C7N8Qg77FfrYvRBIW4bN9Sm3y/lPO9lUr9g38TGf7pk7zDwhQ7kqHHp/PF9vt47jTwbzSwanr85S60gH3qv6GvvU3oYQuzbjJ+7OU2PdVqGIX++Q2eYEWIpCxTPQc1KIpHi3n8M0BxEj+dBQYB6MkzugnomAcTeMsmn7BRCG7iNIwMt+wFpKMMm/lHwkkyyIqBw3tRbLgqnCuzOgtslKMTu7JrOusdYHSyCfJAsAEqYQoLBATeAAj1WeVPGiKxJlkUED/kpSPX5MCIQ8ploFOaq8Q0ykhSg6FnJ5JiVpUiuRRYM5iPEwUmNPKosA2pHHT0NeKmXVHZSMkqDRSWRTHd2xJIjMLiaO3WKMGGUk6V4Q0rsoTwpcerQylKRfxJJ1ZC85RQaBxBNhIMkq/ZHkikPL8V1XsQ/u5Em3fJ4h9SlaRpRZKJ30+FNCxqhX75K50cN7k1frWxT518U1ebK2F9U7H593knTptqj99to/bgAva+9XX10MGXNQVGnChNy5V8MlLH3dQunspB/j5OiEnvk9CAV0a3eRV5krHJ6HgJJh+wS72cWv78FpFZ1b2m0E6I6ogN6yCCgDkXjHKZUTlwCQJUiiUyqIUkASBzN6uUrmVAvpEFKjCKpePK8HIxYgyyWDGmRIDiksxmglI4khQYT6QOFdEFp6RnSPLt4qCrjeWA+kHjjrItAWTCZw50I4xXSzGwQ1J3tDwaKiTREURgkERkNQ7RrmMqBSI9MNfQiFdFNeThFHKVlw50hn4WFHIiX2qmGv+v3fOJiX2hYeFhNB7uiGyAV/pIDd5FYh9WvXr1wNna2C1D9zTgptaHKcT8Gt1dXUAY/+k36rjoIYf1dXQN/qH/tSgBHV19R9/kA6yzz/8+OOPtWrVMjMzc3FxcXTiDI0bI3PNQ4YM8ff391Uc/BS/Rm9nTJ8+e86c3r17a2lpCQQCA0MD1gDJ+vr6tbABF649XiLKqCD20cYRGCPl/zlKxL6atIj8jWv7QD+BTmGrMg1X4qB8QyJfVf+h4OCXlBaHwSjMNMRomXzY8Zc4XUShc2kAI6rE+hb6kZmrslLCf/yezoJ9hclosKBLABgzjnoIVjjJqzcQWCVyqga9iAWFXC1AV0dqx9RIgbMv+Q7JRCFmDta9cTGKEA+swMcEK8XXXBjUMhlFNIiQF9cI85+uuAywTC2YKKCZWGqBeS5mFNYvIibgG9QVuC3lURDFEkLHyI5RVD9ySVPKl8yagvlZfbHMvP+hYHJDRuyD29/iQwUYjvUmr3iTl77SIWt5gYngr8ZVlm7/KkJmfhjzKSkpc+Zgu32LQhaJA7rGgQL9Tc721a1bV1NTU4MRxE+aKFlTExlwqVHjy/q3hS34T/ussnFgYmIiEAiMcBB/0XGBkZGxsbGuru6vvXpVHYgePXr0GBXDWGn40aPHTJo0qWPHTt9//72Ghka9+vXr1ZcJkoRqbd98kk9eJS4kfYVO+LVQQJf+Upu8ytVCJW2fCAe8yCE1AqVEIGAkojjTPwCFEvUmtYAVWnGV4S3hD4pwoJAUyygRK9TQG5lyGCAoSgBk4jJg5FGWCCZJzDjJII2CkYxeSD3SD5+MgtSFRFCRbEiQhhMHwCnevMYPUnk57gow86JaMFAwpSu6QpgKJjquijPSpZoPk8ssDeIILQM1ZxzVAqEX56IjMp2QALAgorMogGHmIvyBWjBfccVJySTCBQnpXxOFDKMUEEaIRxFm03DkIbWQH30yYh+rT14aA32YV7LJS650cCBWhjiprDQqqUTFD6pmUQUe1sh79+4uWDB/yZIlERERi+kgiS1GyUuWLAkNCTE0NNRq0ICvy9fV1dGVCzo6ujo6KF1fX5+p04In/apb5gYG5IWurq6Xl1evXr1++eWXnuivJwkoih9/Qe96DhkyZCQdRtCRkSNG4jj6GDFixOjRo6Ojo7dt27ply5atjCD9hN7u2LFj165dMYz/+GGXOKAXu3bs2HHs2LHziYnnziWggD8hKn7AyZwfOBuCP5dw7tzZqtv+a9eu7dOnz0Cfgd7cwcfHp1+/fvXq1ePxeDU5wieJfbK6CpU7reL+yfpWlU4oLkDVLBzwROxTk9f2cWRhrQFKVBWezsIu9rGd7YOZ7uXLl4mJiXBOnMx97FRhkkQi0dWrVx8+fCg/38nnggJfvXqVkJDAet9QNgtd6xs3bty/d195FLm5uQkJCcq4hyK8vZV8684d7J6rOl5DLd7mvz2XcK4gv0AZqqDIO3fuJN9CBmVYAxRbVlZ27979osIibNw4/dy5c+CSrri4+Pz583ABEyDhs7CwMDEx4U98x7mkpOTs2bPgJODZs2fXr19PTk5+8uQJ9EOy5j1+/GdiYkJh4UeKov78889r167duYPuL2dnZx87dqzKnC+pEaAA1A8ePKi6rJqfn5+cnHzlypXs7GyKopKSki5fvgwLG1QKsjx9+vTcuXPA/7S0tGvXrt2+fVskEr1+/frYsWOZmeiOLbMWpaWlFy9ehNvHyO5MRcW9e/fevHkDFB45cuTjR0QtM8uzZ8/Onj0L6nNE4YXzUGxpaWlCgpghAE8yvnnzhtgMunT50pUrSUB5enr6mTNn6LsRdJ/D9Xnw4GFeHjIcA8wBQ9bl5eXnz58HhohR4EwVFRVXrlxJTr4FrLhy5cqlS5dgAEKf/1hYSIiBjNnZ2WfOnAEHGNBkN27cKCkp+fjxw4kTJ6BZiVQNWQoKCh6kPoCbuY/THh85cgT4/OLFi0OHDgHTSMUlPQ1TWFlZeeXKFfBUwQIjgUYxQmFiYiLTR5w0FOMJoxCJRNeuXyPO9BivWaKA4vXr1wkJCR8/SJqYBRSS6Ma5efPm3bt3CZGc8HQt8vLyEhIS3r17p0wWGK23cUDwyk0IBQUFCQkJ8kYTlRH7JPSDuXCJ2Hf4sKwdJgksidFcIQnVRFSFx0yopkyZ18qigLnp/v37oSEhK1asiIyMXFZl6F0qoIRly5YtX748YvFiY2NjPp+PRTqxCKePH8iHnr6esZFRI67gKH7h6OhouG+X/QAAIABJREFUa2Mzfdq0xYsXL1rEubMcgsO27dtjY2N37969Z/eePXvwB46gBxxiYmLi4uLKFZ6dkmHQV3sEDt9NSQmPCI+Kilq5AgX4hNhK9ID/r1y5ZMkSPT0+Evs4rnTUZJhrZtpnlomzGHCRrbCyPYSRT9UsqsJ/nn5OxD7xJu9PMlc6VKVKVXhUCw6xT9ZLBxl9VlZWFhYWXbt2FXObVg8wmC+OwnQ2bdo0MzMzQ0NDsD7PlABksgCKp0+e2Da0FQqFnl6eQJuC5QdKmzNnjqmpqYGBAZiurRZFVlZWo0aNhJZCd3f3apcrKC00NNTExMTAwGDtWuQLSwEKEd5JzMvNdXFxARMP1XoKrsAuAVauXGlsYmxoaLgUW0uRQQEW+N6+zW/Xrt0PP/745MmTp0+eWFoKNTQ0nF1cSktLf/nlF6GFhbm5+T0s/qJ9NNw03t7eeny9776rfT4xMSw0tEnTJnXr1t28ZcvSpUvNzc2NjY2FQiFQCNy+fPmymZlZnTp1OnTokJ+fb4L9Q3bt2vXZ8+fdu3d3dnY2MNDPyMhg7leOGDECeehWUzt37tyqVas0NDScnJy2bd+2b98+FxcXvq7uxIkTgWnQxMnJyUKhsF69eu7u7u/fv7eysnJwcGjfvv2zZ8/69Onj4uKio6MDMlNFhdggy8RJk/T09L777rvo6GiKolatWsXj8f5Y88f58+dNTU3btm3bsmVLoB+sATx8+NDGxkZDQ8PR0bGkpKRXr14WFhZmZmZ3794b6ONjY2NjaGh4LkHsZgZYff78eS0trZbYqPjaNWtcXV21tLTmBgUlJyebmppaWVn16NEDDRgcoOuOHTuWx+OBeqZTp04uTVz4fP7z589HjhxpbW1tYKBP3MwAigULFiBG1VT7448/Dhw44OLioqurO3nKlLzcPGtra9TnPT3htjUwKjs7x9nZuUEDbRMTk4KCAk9PTzAZ8+DBgwkTJjRt2rRevXonTiC/0sQrXUpKiomJCXjpOHHihLm5eZs2bTw9Pa9fv25lZdW+fXtbW9tXr15BRZgDECicMGGCmbm5oaEh+JKW6YRMeKDw0aNH1jbWFkKLjh07gkmXakfrTD8/UzM0WsHRcLUokL0hezuhUNimTRu48V0tivnz55uYotEKtperRfHq1SsnJyfE2+bNwcCkQhRoQ3XJkiXI/rmhQVRUlDITQkF+vqurqyU29Ai/E4ilPyCPGHBheOkQz+fSm7wyBlyUEvuYDfcPi0M/u3//fkhIyPLly5cuW7oM/UmHpShERkZGRESgDVC+LpL4xEGPjtDPenoCQ0M7O7uG4oAj5Imk2tlZWgrHjh07b9682QEBc7jD7Nmz//jjj40bN0Zv2BC9YcOGDdHR0SiC4zgSHb1u3frNWza/f/++srKynBEqII6/xPHy8goI5RUohp8gih7Ej+i7Ep/ywCc9xB8oAf3BOwyAH+E0CTZuBYd84JQFAqyoQPRQFHX9+vWgoLnhYWGhnCEkLCwsODhYR0eHx+PB4Uh5lR/RYP13to9rpEGXlmzyyop9XPk+Zzo0uoy55vJyWbEP5qZp06Z169YtOztbS0sLzPZyXb6GSS33TS6fz7958+a06dM6d+4MsgIX9YAiKCiobdu2eW/ztLW1wVUD16wNKD58+CAQCBITE+fPn9e6dWv59YyJDopaumRJ06ZN379/p6end/ToUQWzNsz+paWl5mbmR44ciYyMbNIEHIFwrguAYv26dXZ2dh8/fjQ2Nt6zZ0+1KJAbN1vbmJiYjZs22tk1BJqZOGBNzcrKWrRokUAguHMnpbCw8M2bN1u3bv3hhx/2798nEAiqVJht2rQB38fQrJWVFU+epOXm5tatWzdk0aKy0rLnz59bWgpnzZoFbfHrrz3F9mbpk3bZ2dnv3r1bunRpnTp10tPTtbW1Dx069P7D+7KyspycnBMnTtSu/d2dFKT1hJqKRKK0tLR3BQVampqRkZELFixo1apVdvbLysrKV69evc3L69q1K6CoKC+HGr1+/So/P3/Dhg21atXKyMjQ09Pbs2f3u/fvysvLs7Ozz58/X7t2bXCkRpo+Le3xx48fTUxMJk6cWFJaam9vb2QkiMSO2uzt7detW1fl47WoGGlAYUzl4hATE1O7du24/fsFhoKcnJxu3br16NFDKBQ+f/68f//+I0eK7YdDlmvXrvXv39/NzY2iqFevXuXm5nl4tB0yZIivr2/fvn1fvHihpaUF2rUKvPJ+/PgxekO0qZnptm3bKIrKyso6dfJk3bp1DsTFmZiYPHr0aNSoUf3790ck0bxNS0urcljXzNX1l19+qSgvf/PmTbduXfv06bNixQp37DxDW0cnMVHsbI2iqHfv3mVnZyckJPB4vIcPHjo6OoaHh+Xn54tEoqysrIcPH2poaICnE+JZuMp+9ahRo0DsW7x4sZ2d3dp1axs3brxlyxZDQ8Ndu3YZGhqmZ6QTRkFPAw5kZ2fr6uhU2ZEeP348uLEhnuiYgwji0DSzZs3q0KHD69evGzRocOXKFaisPDAalfgecX5+vr6+/pUrV/z9/du185IhQyYjoAhZtMjdzb2gIF9XV/f06dOk48kAk4FfVFRkbGx8+vTp0LBQJf2/Ra1c6eTk9OHDB0NDwwMHDlSLoqKiwtLSMi4u7o8/Vkv8v3H8AIZabNm82cbaprDwo5mZmcyvUwAgYp9q5pr/JVc6iNgnLe4tIyLg0qVI5ycW+3R1DSRin1jaI19VlusFAoGdvb2dwmBvb29laTl+/PgFCxYEBgbO5Q6BgYFr16zdsmXLJhI2khiKbN60GW3vbt1WxFDmy3ffvysFBv/Nm7fmz5+/OGJxOFcIC49YHLFo4UJdHV1FYt8neOlgO8r9d3HjK+AFhn+TYp/sEWGYm/r26zd+/HgRRZmYmCjjgvP+/fsGhgY5OTnLly93d0cLKlSZlbeAYtjwYYMGDcL+MYXKuOBMT083NDR88uTJps2bwUct3nVhV3yCMDRp8uRe2PmpnZ2d2AUn26Y2oTYnJ8fIyOhOSsq+/fsbNmSRyZjVARSzZ8/u0LEjRVEuLi6rViNvtpDOhIQ4SELIOZuZ6aVLl06dOiUUWpTSpvKY8MC6jIwMQ0NDkLkpimrRokW/fn3j4+OtrKwoivL29h41ahRBJ15ytmxRV1d/lvEsNTXV3t6+Zs2a8fHxFEU9fvz4p59+Ei+l+BI9ETQbNmw4aNAgkUjUpUsXR0fHxo0bv32bv37dup9++snW1vYt3tYEYECxb98+Ho/39OnT2NhYZ2dnIyOjiIiId+/etWvXjsfjLVm8mCylBEWTpk179uxJUVTPnj3B83hOTs727dvr1atnZmYGe8Qg7AKK4ydO8Hi8u3fvTZkyJTAwcOSoUQEBAe8KCjQ0NHg8HnG5Acs/YGnVqlWvXr2OHDkiFAopiho2bFjfvn1bt2rVtGlTAwODYcOGY6rQwRJonaioqMaNnasgMzMzPTw9eDzeli1bdsXEgO6zfv36ycm3IQuphZ2d3cZo5LZu9erVderUsbGxeZmV1czV1cXFxcTYpF+/fuJeRB/KunXrVo0aNQ4dOlRUVNShYwcej7du7drJkyd7DxiA+7zl/n1wkROdcoYW7//77+AJevTo0c7Ozqamprdv30lMTBQIBPXq1UtmmAsGRu3fv9/CQlheVp6ZmQm/zH1n+FIUZWNjw+Px+vTpQ7NI0rkA0e3btw0MDfPy8sLDw9u2bUsIkMAxYoDLx8cHpGdzc7MjR4+QVmYAiqOA4s8//zQwNMjMzFyD9alEVpOHR0XhUTlmzBiQnm2srXfv3k0aSz4LoMjMzDQUCB4+fLhz584qzzcARtpLJhe0+4wZM7p170ZRlKOj44YNGxShwLr8N29yjU2Mb9y4cfjwYWtra8CrGMX8+fM9sPed5s2bL4tcxkQBnJSIfdWYa1bGbh/r7MeaKMMP5iOBJxHWt9UmMgFk4qRkEmEC4EQwN88t9onlwKXLJNo+vq6uATqmxx5A7KtO6rNDYp+VlbJi31ppsY8p9WEREJ/q21aIj+agjkLqSyLMiqsaZy2EJJIIR7HQfW8hsW+eArEvLDxscUTEokWLdL6Q2MdKJ0kkEY5afHoyKZlEPr0sjpykZBwh8xRs8v70s8wmLy6EZOEoUjaZwJMIE0IuESY+OW0fu9g3ctSoPn365Ofn8/n8W7fQESUpf3qACKOgq/aiQYMGDx8+nDVrVrduaGKFdCZFJA7T37Tp0zt27FRYVKivr3/xAnZrJn+/G6OACSE3N1eXr3vz5s3Q0BCYWLFeQa6eGA2gmDdvXsuWLcvKyoyMjcAxK6QTSlAEUOBZHtQACQkJq1evbta8GV6rxAebpLIwUCxdurRx48aVlZUWFhZ79+5lXw7FKNBXaWmZmZnZoUOHtu/Y3ojDkSiwLiMjw9jYGE4ZDhs2DBa2s2fP6urqlpSUtG/Xfk5gICyZoIg9ffq0hobGEWzeqyA/n6KoHj16uGCd5cSJE5lSLFm3evXq1aZNG7Jv+Pr16x9++CEWu0PNyHhWp06dyEjkr4IAXL58WVNTE5SacABuxvQZtra2sIE+Z84cbW1t2Dsjt3oHDhzo6upKDDu/f/++bt26sCUHuuQFCxYwUSQnJzdo0AA0Wza2thYWFvXr13N0dOzZs2ffvn0vXLhQr149OD9KLgiPGTPGzs5OJBKdv3BBW1u7qKioU+dOAQEBlZWVFy9ebGhrO2/ePNIuMApWrVoFjmI/vH9PUZTvDF99ff3CwsL0p0/Dw8INDAzgjJ3YLB5ubgcHhx07kFvnDx8+vHz5sm7dukuWLEEn5JKuNG7ceMaM6cxapKenCwSC0NBQiqJgYz1obpC5ufmokaO6dO2CHJcZ6J+/cIGZJSgoyMTU5GUWOk8JvVQoFCtri4qKHBwcBmB5EfoGuJYmPnknTJjQrWu3ixcvGhsjt8ju7u737t3T0tI6duwYKQ36OWRPT0/X0tJ6+vTp1KlTevVGbs1ArynfyUn28RMm9OjR4/3793p6elevXmXPgvs5oMjOztbGCsWgoKCO+HcRpCtAMcvf39PTs6SkxNDQ8OzZswS1VBbGaM3Pz9fT10tKSlq6dGmrVq1oGRdDSOVBD8DSkJAQ12bNKioqTE1N4+MPkXQpcDEK9AUKxZMnT0ZHR7uAH3D6jKBUFvwAKKKiouwdHEQikZW11c6dOxEK2jkeADDEPpUMuHyC3T55Gr/hFOgf1Yp9yxhiny4+28cu9OnrI7HPUGBvV522z87eylI5sW9uYJUrKiltH1Psw/ENG6K3bdum1HH1r94WwOGbt27Nmz9/8eIITmVfWFhEBDrmqKOreJNXZS8dLDLEV2fC10QIDJdo+1jFvi9MkEpi37lz5xpoN7CwsOjSBXkux4IC+3xKHLb27t3b2NhYT08v/uBB9vmUriBw4+rVqzo6OkJLoYeHBwgiRByhASXfkGXQoEECgYDP58fExCiD4u7du3p6epaWli1atGDVq0kQ0AvDmDFjwEv1+vXrlUGRlpZmKDAEZ2tKnBZCqp0ZM2bw9fj6+vpEqGKSATXNyMho5tqMx+O1b99+27ZtPB7P3MLc3d39+PFj7u7u5ubmJiYmRPoBOp2cnNTU1Js2bTp7zuzJkya3adOmfv36CxYsKCoqql27NrM6sPyA3s7GxqZDh/bR0dHt2rVzdELavitJSR06dGjZsqWWpmbSlSSaCaj13d3deTxekyZNZvnP8vf3d3Nz09bWjoyMjIqKcnNzEwgEfX/rC70FUBw/fpzH41laWnp6ekZHR3fs2NHZ2blhw4ZXkpK6du3aqlWr+vXrkwUeWr9DB6QYc3V1HTt2bEZGxoMHD9zc3MaPH79kyZIqr8ftvLwcHBzy3qKrFdCfL1y4UOXD18LCws3N7eixo61btzYzMzMxMUlOTp40aZKXp5e9nV16univE85W7tmzR1cXbV8EBATAVjWfzx8zesyZM2e6du3WsGFDP1+kMyOSa0lJSe/evWvUqGFtbR0TE9OtWzd3d3dNTc3z58/7+fm1a9fOxtoGTiii8zZYRzNo0CAej+fi4jJq1Kjg4ODWrVsbGBp4e/vcvHkT9XmhsG3btmAfB+St1NRUNTU1QwNDNze3NWvW9OnTp1nzZgYGBgkJCQMHDmzTpk2dOnU2btqE2wId1Klqi9OnTxsbG/N4vAkTJsyfP5/P53t4ejRr1mzFihXa2jpdOncxNjIWU8XcWsEWYeAngYmJiZ6enpRoyOyIdBzm6osXL1a58RUKhR06dIA3nKOV1nf279/fyMiIz+fv4/o5RFBgCm/euqXL17W0tGzVqhXUkRMFLacOHz7c0NCQr6cHXgEhF12q1De0y4MHD/QN9C2tLF1dXZU87Dtp0iQsQeitXr2aHgtSJZMHMnKNjIysrKwcHR1lDvsCeUTsY5ztE5chfbZPWtv3NQy4kKp89gjH2sHEA+yrVuxjbvIibd9f3uS1Q5u8yol9gXNlN3llxL7Nm6JB7CuS3Nhi1rH6uBKMqr4QDgjgMNrknadQ7AsPiwBtn2Kx7+/d5P2SjOLgn8rJwPB/hNhHC3nU3Xt34+PjP36svgPD7FxcXHz48GG4PapgvgbeAcCDBw8OHDyozDVbgC8rKz169OiNGzcIkQpaArI8fvw4Li5OGSuJ0I8qKspPnDhx5QrSZ1TbswBFenr6/v37c3NzlaEK5InTp09funSJlXgo88OHD+fOnUtKSrp06dKLFy9u3rx5PvH8yZMnC/Lz8/ML9u/bD6IMAEOZ9+7du3z58vHjxx88eJCenr5z5044Nvfu/fvLly8zb2RDrjdv3ly7di0hIeHs2bOvXr06derU3r1737xBtbh48WJMTEwGlpYICpFIlJqampSUdPz48fv37z99+nTnzp1JSUgufPXqVWxs7KlTp+CaAv6ZgJiXl5d37dq1xMTE06dP5+TknDt3bs+ePeCEN+nKlZ07d4IrW4KCoqiHDx8mJSWdPHkSdMxV29lpaWlwbfnsWZQdNoXxdQuEoqCg4Pr16+fPnz9x4sTbt2/fvSvYv38/OIG9cOHCrphdBJ60Tno6ulx88eLFO3fuZGdn79mz5/Tp0yKRKO9tXkxMzPnz52Wkh4qKiosXL16+fDkxMTEnJ+fatWs7d+588vQp3F/euXPni8wXpHDoNGlpaVCLGzdu5OTk7N279+TJk+Bj7cGDhwcPHCB9Hur+8ePHmzdvXrx48cSJEy9evLh69erOnTufYhQpKSk7duwQXy3Hp8ogS1ZW1tmzyCDDtWvXSktLExMTd+/eDZevmdmZvGUOvaKiokOHDoHjaXkYmZ4JAPfv3z8YH1/tbxvCipKSkiNHjkA7Koni0aNHBw4cKCio/potnK8rLys7dvzYtWvXCVIZypmPQMOTJ0/i4uLy8t4qkwXkvJMnT0I/Z5bGGgcUz549279/P60wlswismJfNZu8+GCpizPtnA0bcIHtcFbc//REJcW+ZUuXRS5X9myfocDQvrpdXrzJq9TZvrmB1Wj7Nm/GZ/u2ic/2kYv330jTSMQ+pO1TcLYvbPHiiIWLqjnbV5P2PKH8lQ6ZiVWKLZJhIpX8OR++Ogo5se8nZQSRaqqsYi3YtX1lslc6ACmZpsn6Wh0xkmMMJK/iLARMaRSSYUTyfgEUYraqioLIOopJIsZTlFx1ZEpjUsWMy4CRR8Rb/EB/kzfsEZm2UCaXFAy26sZeNJ2qPAq4hgaMghEEcSmMdLEy/CQwMugY4DJRyXAiuGQgZB6lUchZpJKBxo/MLJLezAYJaQRepnYyOQiYtIlB0vgy4Fh5T1eX5JUFkn4mYMryk+G0heSVLlL2iYB9BRRfbrSSWsijkBH7ZO32iShF2r5/wZUO1CWxtm/R8uXL5a50SBKW01c6sAEXrj1evMmrlNhnp8LZPpkrHTLavk2bNmyI3vqNb/LexJu8EYo3eSMWLVpYzSbv36vtk509vsVnIvapYWM3P/38OcQ+FSvKLvbJ3eQlpSKLGvTNRJKoIAK+AZRcMqEcdN9cdRRguUMBJcxXn4gC/9JmlqMgLkaBLzAqACOvgFFoDaCXXvKKRAgM8Ed80x/zCpxSyPMZyIBzeCQOUiYrk1lRwNUKaHplUeD1DShkrHmoKn8RBXADbbZi3gIKGapkUIhEqEcBDGctsEMLACPZQdRgrQWofMgr3GdpFGBEgbmLiokm/IedYpIX9LLyzUHIgFeQXVwLsZ0G5LGDGUgWJgrFzSefXYaZTAD5OFAl08TyYCQFKPwKKBQcTCTEkMin1ULxaCWFQ4RuPukGo4+RkE1eWbGPkhL7kGsd7JPXBTxAHDmijN0+GUq++UcGi6C+91PFBlwkUp5MbOlSou3j83W593hB7FPibN/nutIBN3kZZ/uU+WGnbAsxGKVsFjk44DB9to9T2xcWFo43easT+1S32/fvPdtHa0Y/g7ZPrlkVJ3CIfbJXOiSFKPjRzdEJFeSQFCsdQ1mkU8RP7KlIkuDKwVqMWD/E+o4DBeBgzcGVyEnTX0OBayouQoICH89iKFclRGHeMOBp1jLTJdCINVjxQwsUEhSgqaCzM7Mgkuh0ZrHMOBOejjPLVqURcbl0IUp9S2FSJscXQiHmrZgC0mkxNjYamW2B4zJZWKrCRAHlApA4ztX5JCQRFCyFyycBVfLpuCOxJ2NKWF9xJbKxBsNy1eafg0JG27d/fzVXOtARTmKu+bDYSwdK/L8MYrGPttu3DNlpWbZsGfqPA4mAueYIExMTvh7fgMOxLJz5ExgJ7HGws0eGXCAuTmA8gLYveEEwMuAShCy4oI8g+IQoJM1dt3ad9JWOzZs2I40f/thEb/Ju/7uudKAxgseJeLCgVQKvFPhZLPbdvDVv3ryIiIiw8PDwsPCwMPyJvsNQwJ8REWiTV7HdPskmbzsvT09PTy/8hyPo2Qvv/Xp5gbnm8ePGw8Fk6t8UgOHobN83JvaVcRg0wbtFaIaBqUqZtqrE3nXJxly1WT4dBfZYWm35IPBVYHslqtZCerNMISqsOhIzipaHFGYQ3xWoDoXElS0UDhovrEFBWoCKCuSci4kI6oh1Y0jdAEu/2Fwn9uQl81sLXPWSJkZ6JlphieKMOw0ESyXWpcEjEwW4/QWqCDCJgNYHK7qQghORRPvMJTCsEaTwwJRDI7LCyCRKmCDNHBkw8kijoFREgfLJ8J+UKe54tDYXqi8GhlYBSYXReoRFoO0jUIhpWPGMefY/9q4DIIqj+5MYvy92lM7RkSoqKCCCDQUVFKyxF1CxYhQsoUm1gFIUFUFAEXtB7BpNbFgSO3ZUQLBgQUR6u7s/s293b+9ud2+PqPHLP6vczc7OzG/em7Lv3sy8R8lAaFKhWKAC8R/YBVmkegi1hl9vtGKNSIVmCn+lCQE7EIP6CbceQu3nTDUXi6dMCBI9BDqnSNt3MJM8mQQl0Czyivb2/f84yXv/wYMVK1bExcXFiF2x1Lu4uLioqCgej6espKymhpyw0V4qKiqNlkLNzc3NWC9zc3NDQ8O5czBzzUFBzNaalwUFBSVuStyKGefbkrplS+qWVPIT3WzZsmVLcnLytm3pf5fYJ9YRpW5ACrl161ZERAS4v1tDd61evTomOnrVylXsdvtILx0D+vd3FL+Ie/TtNGCAnZ3dnLlzYHqSqtQ/OUIk9oFm9Bsy10yv7cNfJ9jrmUvDEOnRC4tLeng1Yp+cNkWR6eVSxZG14lwlPKH8VHCmGiGgxNwhpCvPlJcaLxGGHsilKMgIkod0emqMOASfOM9BTSIKg1wFWcCCvegZQ4ioiXw9hEvNScCvAEFiyQxQ+UlNDFI4NUY6LBAIKPynhqXT4n3vW2OU/G0BpDVhzpFrtCIUpqaRZi5BBQ2EpNjH5UgHqe3jtLePBlS6hn8t5otBAOMePXoUEx2dsGnTho3o2oB9QRiP2LAhISFh3bp1llaWxsbGSKIzNUV/pqZmpugL+4RoU3NzcxsbG2upixJlY2Nt061bt0WLFoFrihWs15YtW3bu3Ll9B+OVnp6+e/ce4pT4X2O1zNzibQG/HcG9B2wrkfiECeL69evBwcFRUVGrVq1CfjrQxyosjIWwm6ioqPDwcFzb98MPzZCnjmbfIzdtKIjdNGvW7IdGS61t2rRxdXUdzHi5uLq69u3b18dnIWxwkUnTPykBRez7XkFBofXXN+AiwA1eSNrtk3IeCKOvvLx89qzZ3bp1S9iIzBYwCQ3QRvD05MmTDg4O7m5upL0MphYEiOrq6p9//tnKyiomJgZNrISqiTYXQJw7d65Pnz4ug13AdglLrQCivr5+yZIlVpZWK1askDl3Q2lXr1xBP1GcnMA7rUyIxrEWFBRkZWkZvAxZ0QMVOy0JJBtv3bzp7Ozs2K/ftWvXyEgyCzmU169f7+zsDMzcvXt3nz59bt26JRAIJk+ebGZuPn/+fNIkDVRyVWRkp06dXIe4vnnzdseOHZ0tOvft2/fBgwfPnz8fPHiwtY3N4UOYYR1C+5Kbmztw0KDOnTsD/zMzM/v06QPuUrZs2WJtYzN58mSw/yfALqFQ+PLly9E/jQ4ICGg0OLxr507LrpYODg43b958+fLliBEj7Hvax8fHYxQRRGC/AQQCwS+//NKlSxcfHx+hUHjlypUBAwb07duXpRGhMxQUFIwaNcrOzu4oZmJNQltJcgwCsK0tOTnZuru1p6dneVk5e4sDRFFR0bhx42xtbPbt249qzrqnE/i8fft2GxubiRMnltCdBoWO9+nTp9mzZ8+YMUMgQE4RAwMDR4wYXl9ff+jQoR49egwePNjNze1JTg72Axjp1CsqKiZPntJoHxu82y1evLhXr16Ojo65uXkxMTGWlpbDhw8vKChANRTwAaKysnLBggWTJk0SCISvX70aP368nZ3d6tWrKysrZ86caWdnt2jRIpAzRPt8Tf0jAAAgAElEQVQBME4BFUePHrW3tx8+fHhhYSH76CPh5s2d183KKn4dNDGbLA4QZ86c6dWr15AhQ+C8NkRKtBrcAkRtba2Pj4+VldXqqNXsbUeOmqyLF/v17Tdo4KAHD5CfbpkQDQ0N/n5+VpaW4WHhHCGuXbs2YMCAAf374+ZLpfZxiigien1oaKiVpSUME9FTYuVEpO0jxT4iI422TyT2gbYPc+9ILfQfFm5oaKiqqqqurq6qqkZfKIT/EXfovrKyMjc3Nycn5wnzlZOTk5eXW1ZWVs7hqqysrOJwVVfXMF6UR9ChxZqGaGOxyM90A3BlZWX3799/yHzdu3e/oKAgKSlJXV0dubA0NDQwNECXIfYfAhBhaKivr9+6desWP/7YAr9atsD+tWzZomXLFi1atmjVqlWzZs3AOdUuyrVbLLx7z5496enpYKaLhi3SHPiSjMLRvhYEzEdfyoALNyro9/ZJiX1gXDQ2NtbIyGhL6pb27TtIu3iithU0ZUN9vY6OzqpVq5ycnKZPn46t9zHuQoG3UXJysra29vb09HaKiuCvnWnWJnuLsbHxsmXL3N3dx4xF9uFYXtIAsWfPHjU1tV27drVr1w7MvrBAAErXrpaLFi0aP348GCzE0tPzFyCOHz/eoUOHPXv2KCoqXriI3G0x+blCshP2zrC3tweZoG+/fsS7RwQBNXz65Enfvn3atWt3/969qqpKdze3H3/88eTJU1VVVWvWrFm+fLmCgsL168huBVQDvEckb05u9n2z2NjYo0ePJiUlKSsrL1y4cMaMGR4eHvHx8cbGxnhjYQvft2/fjo+P9/T0bNu27evXrydMmNC8efOMjIzKysrWrVunpqaamZlFRiGDw/CjETzkKisrgznuHTt2pKamavG0wDSdnZ3dpk0JPB6PaikG6nb48GEtLa2srCxVVdVTp05179592bJld+5kfyotJcindigUhoxTpkwZNGhQRHhEx44da+tqmRKjeOw3Q0HB8zZt2qSlpTUaeV67DjM0TVjKlQQgIObNm9e7d+/oNdHa2trspkmAde/evlVUVASPfBHLl6OqikNAzTMPHtTT07O0RK4jrl65grmY0/nw4cOzZ8/27t07b968Nm3agLEVaO6ioqLY2Njw8HAFBYVGq0aWlpaBgYEXLlwoKSk5duzY+fPnf/zxx/j1SN6qr68DiJMnTxoZGYHLlsjISAsLi61bt+rr62/atElLSyszM7NNmzbSwwqoqKmp0dTUjF4T3adPn7lz55IMl+YS+WjDhg36+vppaWmKiopPnz1lkbEAQiAQGBgYRISHuwx2mTx5MpfRum3bNk1NTXDfApZlWEYr/L4yNzf39/MbNWoUuIFhSk9ScfDgQRVlld27d7drpwg2WVhHKxqV1tbWP//885QpU5ydnYmeJhqtVI5Bu5w5fVpRUXHPnj3t23eQcDEHCWjEPqIUVrEP39tHvzpDlPD/5ZvP5xcVFb1C12vsU/wDxb1++fIlOKX+xzMFhlxpaent27ezma9bt2/l5uauW7fuu+++a92qdcu/drVu1bpZs2Z6evpHjhw5ePDgwUz0l5l5MDMT+8ZvMw8dOrRv3/4szDY91PMf3xwkgTAfvXjxgvRf/M0e6YC5acLECbNmzeLz+dra2r//9js5b5IUkQEgLSfnsYaGxqtXr2JjY3v16oW/FeinR/ylPnPWzAkTJgiFQgMDA1wRJf4GlYAoLCzU1NR8+vRpSkoKOGfDlFD0GCDjLlq0yN3dHdxVgX9MiCdLJgNAxft377S1tW/fvr1v3z6qWwsyGTUARYWGhgwYMEAoFFpZWW3atElisw41PfT5srIyfX39ixcvnjp1qmPHjqB3FxsOAlyIyc/P19PTu3EdGSksKyszNTWFo3+NHEtPT2/VqhVYs4Oaw2dubu6PP/64H7OO+/HjRyUlpYSEBE9PT0dHx9DQME0NTZgGITE09Ny5c8Gva319fSdz88OHD1+9+oeWllajN1gvL69JkyaRFAG9y4KXDRqEnNFhHkdqNTU1IyMjHz58qKys1K5du6CgIGpXAYiDBw8iUSk5WU9f38fHx9DQ0NnZeezYsWBdDyojzSihUGhra5uUlJSXl6eurg5KKenEkBGAjhw5YmBgIBQKJ0+ePANzyMbU3KQE2bdv39WrV79580ZdXT3nMVK/sUOcPfu7to5OfX393Llzx2K/PSQtqQnw7r19+/auXbpWV1ULhcILFy6QbujASZ2HhwfOKKz/Qv23bNnSqhU6499oehqZ3Q4Kqqqqun//nru7u5KSskgSIiAyMzNNTEzq6+uRa0Qer02bNr6+vpUVlSYmxm3btQW3hKhrUYYIUAdmzN+/f79y5UqOztk8PDw8PT2FQqGuni67hWeAyM3N1dDQKCgo2LBxQ48ePXCGU2pCbXEg39vbe/Ro5FDOyMgIXMVIiNRkFoB4/fo1j8d78OABYjU352z+/n7gNhq52tuCXO0x9RDYflpSUqKjq/vnn38ePnzYxMQEfraJjVayTkRRK1auAJchNjY269ato0IAmaTYdzBTxpEOpFAVafv+34h9MK0Tn2gLJj7RC/CTZjByXr58WVhY+OJFIbrwr8JCdPui8MWLFy8KCwoKiopeC7DtrkRpMr7RUBFLInGLnmHn4PBaQXrYA0CONLEBR+kfXy4IPbK09NOdO3fuMl+3b9/Oy8uLj49v3rx5+/bt28m62MXC1q2Rtq/x1+2hQ4cOHDiQceBARgb6hC8sgMKNroT27N0Dq0hMI0f4D71gnvpS2j5uTIMJTuYiL8xNEyZMmD59Wl1dnZaWFtVnvDQUkJaTk6OqqvriReHqqKh+mBIL4qXTk2LBrJmzfhqDZnl9PT3YuALQ0llI7qmpqT1+/CgxMdHW1pZ8c0unxyDQr+JFixbBLG9ibIx7+ZT2/4blB3XR+/fvNTU1r9+4vmvXri5dukDJTH0V+BkaGgqzfJcuXdi9fEI55eXlurq6Z8+dPXbsmImJCZAsAQH0FhQUGBoa3rt3DxYBzc3NT2Az/7Vr1zQ0NOAYIDV7eXl59+7dfX19kewi4Lu6uo7G/G7l5+cHBga5DnE1NjYmlz4h47Zt23g8HvhyqK+vt7Do/Ouvv/7555/q6ur19fWe2IWYiZ37AXpB2wqcGT16NLB3w4b1ffv2nTVrlp2dHWmImGwggUCQkJAwe/ZsDQ3NwMBAcD7Rr18/b290uqteWtYnhAMba+sNGzc8efIE+0WBvJYxdSog5+jRozo6OkKhcPz48XPmoD3ETC91sm59+vRZuXLlq1ev1NXV2dciAeLc2bOamhq1tbUzZ84kZGJJrTaAwlowhC9evGhiYvL+/XuhUHjz5s2WLVuCpha86gFR165dU1dXP4x5uHn16tXNmzeVlJSiolaXfSpLS0vT09NbtmwZxgEEB5XJzMwEH747duzo2bPnvHnzHOztd+/ebWdnt3jxYlNTE+mlT8C6f/++qqrqmzdvwsPDBw4cyMJYEsvDw2PS5El8Pl9HR0dCiSUxAAEiLy9PVVU1Ly9v7dq1Dg7gpJtoV4kMBDnzvb2HDx8uFAoNDQ0PHTpEQkslx7tBUVGRhob63bt3t27Z0q1bN9SmKCk9CjSEv7+/k5OTUChs3Me/fft2+u6H4cGQ/Pjxo5aW1pUrlzMyMuDXEdlzpGsFECtXrgS/f2iHDObYA+JJckixj86AC6XywEdS7PtsXjooENI0yBHDUg7LIzkAGJoSK5zfwH/16hUS95ivwsLCoqIiiblVEp+lqiyPJEthvWcph+URa5ESD4FGLmJfLiH2KbZTbCvrkiX2gbZP7/DhwxkHMpiugwcz9+zd+88U+2Q1HwzhvyT2yYKQ6AnStzD7SIp91JO8GAS8UdbHx2tq8nx9fbW0tD59YjOaD12uoaHB0NDQy2umubl54yl4co6TrAYFIm3r1kYPqkuX/qKmpgZaKJC9JLPAbyks1sLCYsqUKd26dYNdYlBVyfQUiAMHDii2b+/vH6CkpIRvjWLYQQg/8YRCoY2NzZgxY3r2tPfy8uJCxalTp9q0aRsUFNS+ffvHjx6zvEEFhNOqfv36ubm79+/ff/y4cRiEmEk24Oen0k9BQUHNmzf39/f/8OFDfHz8f//7o5eX171791RUVIyNjOPi1pLL1pBl0KBBjR6fQ0NDz507N2fuXAUFhV9++eXQoUNXrlzJzMwcNGjQxIlIdUeu2F68eFFBQWHQoEGJiYnPnj1LTU1t2bLlpEmT7ty+o6KivHjxEg0NjR3Yq5G0hHf9+nU7OztNTc0//vhj6dKlCgoKPj4+R48eHTp0qKOjY6PBhXaK7V68eEEyASoGPjxWrlhhYGDw+PFjHo+3fPmKTp06xcbGMnEYWnbGjBnW1tYTJkyw6wH+kbEf25Ltje5hY19hYWG7du38/PxVVVVxdRGDlE/i+vj4WFhYTJs2TaaUD7S8f/9eSUlp8eIlPB4PPAtLdEIY6U+fPB02bFibNm3279tfVPR6xowZ//3vf4FeNzc36u8iSP/69at27dqZmpquX7/h999+A8+fysrK8evWpaVthb0K8+bhq7GQJT8/f+zYsS1+bHHgwAFPT08QMrR4vEmTJhkZGe3YsbNVq1ZnzpwhKQW2ARW1tbW6urpz5swxNjGBba8SVOA8pgylpES0I2jx4sUaGholH5BzPChKujXweIHQxMRk2rTpnbt08fPzk6iGKBcFYufOnUpKSn5+fioqKq9fvUIQskarpaXlhAkTbWxsCAMRkiI4AqJAHDlypF27doGBgR06dGBSNkPdsB0ZKKe9vf3IkaN69+49depULlScPXu2des2QUHLFNsrwm82aC8yL6vYRzIGTRaIGFLsw490/NP39pEMYA/wGxowsY9N7hMT+7BOgJdJDbPDNPnp14WAIfeJk7YvNz4+/ofmzRUVOYp9LZiEv9at8UXew4cP4zo+OtEv8+DBvSxi39dlVJPbU0ZGBipg5P9PLPJCF6qprg4ODh42bBiI6eTMRUs+PL169erwESMCAgJknl4HiPq6+hUrVri5ucHLiQvErZs3R40evXjxYnZJlHwn8fn86OjoIUOGHDuGbJ2CcEBLAimp3L9/f+zYsT///PMH1ncb9jbBGzs+Pt7F1TUjI4PEZYd4kvNk4sSJs+fMATdl+GuSyAN8aFy4mDZt2qxZs+bPn//48SO0Rc/La/bs2adOnVq8aPHs2bNHjx5NfanX1daGhYfNnj37p59+SsAuLy+vsWPHRkdHHzlyxNnZ2dfXl2QaQFy5csXLy2vmzJmTJ0/Ozr6zdOlSLy8vj6lTHzx4cObMGRcXl5iYGOAYaV5k+/btkydP9vDwSN6cnJKS7OXlNWHChLCwsMePH3t6erq7u4OyimxKeG2/fft24sSJI0aOuHTpUuNq+OHDhwcPdgkLCyOPpBCki74F2BHyt2/fzpkzZ8LEiSyHP8g8gJWZmenq6gqLa+gR87lyYHtJScmCBQvGjh0rWkIlS5QKwBrfiRMnhgwZsnrNGurZZDItyE+nT5+eNGnStGnTYmJibty4MXnyZK+ZM3/55ZeSkpIlS5bARhfgEh+r4fPnz+d5e8+ZM2fMmDHHjx8LCPAfMGDA2rVr6xsaVq5c6eTk5OfnR24LAYiLFy9OmjRpxowZEeHheXl5s2bNGjJkyL59+6qqqn18fF1dXDdih7HIipEBwL2UlTVs2LBly5ZVVaNlaIlOSCYmH9XW1oaFhbm7u587d44cLNRk1DBAXLt2beTIkb/88gv7pkkSoqG+ITIycujQoadOneI4WrPv3Pnpp598fHxI5lCrQQ0DgQKBIC4uztXVFToqC9UkjY8ePhw/fvy8ed6grGXJgi3/IcyEhAQXF5d9+/aRpEFNoOG4iX3EHmGR2IdNYaTmkEobNczwAqImoYblTI5llTOPnMmptWMO8/lyin3MRX2xJ1+EcPHa4hDQKT+Vlt4hF3mz70pf5CLvD82bt+Mo9jFKfS1bY0c69PSQtg8T++iEvoyMg5msYh+ih5lRTXkiziH8rikFMefhCgHzoEjbJ2XA5a9D0FaFGsmg7ZPhnA29EJjfnWT5KA2RjEt6iQmRUxZKTTilF3+Zccry9SEkGl7iFucvfSzJfI4BrBTZRVEZRQ1zREHJmEHECiQ6DFPJZGJKsxBp6SDI9BK9i8hD801mwSDECxW/g8xYevwBmZemXLEouoLw4sTSSd9QIZhLkc4nIwYVSzCfCsGSjZqMGmbM8lUgyJqQAcb6YA+oyahhxlyUnofSc2gDarHUsLS276DIbh9eLuuRjn+63T7GNqB78L8g9tHV+8vEQT8TE/vu0lyk2NccafvayVrjbcuk54N4MbGPeZUX29v3D13kldWaMsU+WQV8hucMYh/9yTAwPFFfX8900k26QmCMrb6+XmKyk04JMSQE/QITXTZ5IYSY2Zr6+vovCIFtIGsiBLMxCMwMW30duhA/6+shXMfn8+vqRGEqk8g0sIyL5a1rqK8HV1HS7YIVBanqBHwRBObfjN9odgTLQkVAC8R4sRgGFQKlxkxGiWXAbrD6N5AsamhAYen6MGREKWH4SCeQjiEK52qMl+yE8kPUk5KTdDVI3tbXIzduwCggmZYcrLnxtgCfcsAiIeFHTppdlGIRBEqP8R8oAj5IV4yMIRj1DY1Wsi2+4Gj9WycEObV92Owg0vb9vznSQfZRloDci7wsZf3vP4I37t+3tw870kGv7ENHOvb+e6Tje2S371vyyUsv9v3vDwURBRx+oosSNy30FSCaVrFvJde/DJKzJQhlnBzZmpBFjtL/QUm/QmekhfhrYh93bR8t+Odtv78TAmE3YEc64Mgu7aGOl9jZXtGRDtoK00b+7YySt1bYSWehUIjv7bt3l+lC2r5c/CTvZzjSgRtw0Tt8iHWRl31vH8ltealmXVQiSxULfAUIMTz86JlokZfWXHMTaiWOwn4nl7YPliQaMF0Fe7HkU9JIOEdtH9o9g3QOuFd7shyWQFMg+BgEqxleKmKTIPiIim8DAil+MFUcrFqC5o+LKgspBVFONjO8n4VRTYGArf0cBghBBd3WfmrtyTCo01AnxEqXBdHAR30W67ooAL7UyMLIAJ8vQN2uAbnIgxVnsp+D8lVyjGA2WbAsOP+BENhhhpWEF0VCQIDsrrgXO6xKXJobz0jUUKJY2ltU9pcerV8BAuvnf8tolRL7xA24CIRsi7zESV7OPZu2Df8pkQ38z3SS9x/BEJhNuC/y/vADp0XeVq1atWrZsmWrVi1RAP+HR7VqiY50/PCDnr4+trcP0/UdpGr88JvMzEy2Ix3/CP4zEQETMUXsQ9a5uO9AYipWrngGsU/m3j627d5kBajbXiRfaWQi8QA1GTUsnop6J3onc0svVnNuWb4ChGiDELcqNYEKxDRsbxVJDhmg8lMUbkrzEXRgVMgoH/tpJkrDlXAKBJcsf5EKmRCUjV4i1nEJkSXT7CCky88xGbQyXQEy4prCKIoukSSHFUb+5v6nQ0iIfZS9fTgjacQ+0icviH2SViJZW4DrQ1FLcc0hd7omQLBm4WNi3wvSgstLGpWf2Ele2hqzQtDkkDc9Nu3RlMMS1SQIGJDcTvIS2j6ZRzratGnRosWPLUgvHSgAfz9isS1btvzu++/19HRxu3102/vAbt/ePRzs9jWBcBY20j766hBfROyTkwp6sU/KSwf2LkFFnz5zOiwsLAdzIcU+0cPTkpKS6Ojo9PR0GhPEUq0AWc6fPx8aEnr//n0SVCohHgHpy8o+rV27NjU1taamhmOWK1cuh4SE3L59m2P6ysrKDRs2JCUmVVZVcsyCOTkMAU9rXBhVU1OTmJi4YcOGsvIyjhB37twJCQ6Bk7BMEBD/4MGDsLCwtLS0urraqqqqhISE0NDQggLMARfltUrlM57x4YOQkBA4p8kEQeRC3aOhoSE9PT06Oqa4uJgjFU+ePgkLDTt9+jSWnu3kBwAJBILdu3dHRUXRHnkmKoN/Q53z8/PDw8PhFYkecBgjBzIOrFy5CmxfsxAOj87+/vu2bdsEfMGZM2diY2Pi4uKKioqo5EOygoKCVZGrNm7cWPoReSIpKytLSUkBtxBPnz5NTU2V/tV39OjRoKAgODgvFAr//PPPzUmba2trr169GhcbF70mWsKsIADV1dVtT9/u7++fk5NTU4361YoVK8A0CRMtEF9cXLx69eqdO3fWYyZBGLqGGG9///330NDQh48eUumVaAW4BYjS0tLY2Ni0tDSWI9tkdsiSlXUxJCQk++5djhDl5eXx8fHJyclU3zBkmRIBgPjjjz9CgkPA+BHESCQjb+EpDKKEhE0VFRUca3Xz1s3g4BBobiqEhNgnabdPUtuHKd4l9vZ9EbGPpPhLBDiMwCbANsgy4ALGnEWLvE3AoGb5MlRQEbhMVWLpKTfQybiIfbl5ufHrkLlmZMCF/VBHG3S1btO6devWWAC7p3y0bdv2P//5j1HHjkeOHMlAZpnRNr4M7BM+kOsOzHvHvn37/pl2+yhNQBskxT7CS8c3o+2rk9T2wdx08uRJnqami4uLiYlJeQWre1PCHJ2Li0u/vn21tbVXr0YuNaEcWm7Ao4sXL2pqag4dMlRfX1+GtRQCYvSoUQ4ODvr6+mymATFIYPjNmzc1NTXd3dx5WrxXmCUwsJdBUyvC88GUKVNsbW2NjYzA7jELFQDx8OEjHo83bNgwNXU1dktgJE/mzp1rZWXVydx85syZpJ0ImioR1omf5z/X0dEZNmyYiooKiMgALZaFYBF4G1NQUEhOTvbz87O2th4xcoSdHaPdO5gx3rx5o6+vP2zYMCUlJVpPwVQs4ElYWJipqamNjc2wYcOACqoOiZoeID5+LDU2NnZ3c1dSUgLhsoH5RAtAxMTEdOzY0d7eHveLxaxtA4iqqioLC4uhQ4YqKSmByR6W5oNHm5M26+np9e3bF0wKM73XgeF5eXktWrRo3759WVmZjY2to6Ojl9cM+F1EtggUGxEe3qtXr+b/aQ7WH1esXKGgoODr61tSUmJk1PG///3vfcwKN6zMYs6OX/Tv39/a2rpZs2bPnj2rrq7m8XgKCgpFRUUjRozo1q3b9OnTG+UVam8BoJUrVxgbG3t4eHTt2vXgwYMODg5aWlpduiCncOiSkuZIHbCTk1N/x/48Hg+M3chk1G+//aapqenq6tqxY8dSVkOeQqIruru79+7dW1dXh800IFZNMIVz9epVTU1Nt6FuOjo6uCFPqfoDWUKBELKMGzeup52doaEhm2lALA80UHZ2Nk9T093dXUNTo6AQ93GMlyn1BTyZMX26tbW1qakpWBdnYRRANLoR0tLSGjZsmKqqKm3fIA24cNL2icQ+7nv7pCjhGvFtCzckFaAMr6utq62twf7XwmdNTS31qqmpqauthamBzPt5At8Yo4DGD8UfsrKyrly9InFdvoxHZGVlZWdnR0VFKSgo/Oc//2lOXD8QAfz7P//57rvvVFVVfXx8fBf5ok90LcI+RR+LFi36+eefQ0NDP378WEJeWJD8+FhS8rHk44cPH8rKkQzB6ZKXt/KmR9Mip4r8pUQYBMwIaJG3WTMFBYXWtHv7mgzDjQp6bR/VXDNWAZjXwAlBZVWVmpoaKJmY5jsgrbCwUF1dPTc3Nzw8XOTuiaFiUJTvIt9hw4bVNzTweDyw1MUO8e7dOx6Pdzc7e+26dRzdPYWEhDhhntP09PQPYC7LmNw9wcApKyvT1dW9fPny1q1bZdrvhdpGR0eDUX4TE1Ow30vjdgJjLEDU1NQYGRmdOnUqI+Ngo4th4B7T1AQQSUlJ4HvK0tIyPh4cs9IfxCEP5KqoqKxatSomJsbe3n7s2LGkfCndIACxa9cuUxMTME4LL2noLdJdkqyqtbV1SnLKH3/8wdPULIUdCwzGdQHiyJEj+vr6QqHQ2dkZXtLMEPi6dp8+fWJiYu7ff6CmpgZKNWCXdK0A4uzZs1paWnV1dSNGjJg3b54MLx2Y0Dl48OCQkJD8589VVFTy8vKochUVBXBnzJjh7u5uY2NTWlratWtXb29vMNBN8oTMAtrobt26TZgw4cOHDz179hw8eDDIDUePHjU0MMy+c4eKBfqws2fPKigoFDwvWL58+eDBg6ysrF6+fOk6xPWnn366d/eeBO1AckLCRktLyxkzZowYMQL4CRaVoSbSFYNCcnNzwd9dQEDgoEGDUE2Y93QCkLe395gxY2pqazU0NM6dPUv+hiFJJgMA8fr1aw0NjcePH0dFRfXGvDUiw4rS/Q/LBhB+/n6uLq4CgUBbW/vokSOsEKigkpISbW3tGzdubNqUCN4awW8WWRNqACBWrMA9pxl27Lhr1y4EIe0kBssGrKusrDQwMDh37tzOXbtkeukAiPj4eGtra6FQ2KlTp6SkJGonhASk2Cep7RPS7+2zVsCu48eR6VGmMUMl9d8wlQPSY4D69POHGbr45wSSggAai4uLz507l5WVdZH2yrp4/vz5Wzdvrlq5SkFBoVmz79H13fffoQv/RjfffweqKXV19RUrVqxEF3xiQcrHqlWrwsLC1q9fz5E0yVpL3nMs5n8pGUyFmNiHTvJ+ZrGPGydgxpDw0lHHIPaNGztu3rx5AoFAT09Phi8m7IWBvIJq8oqKitatW9e7N+aTl8nEPqEInD59+pQpU8AFJxdfTPn5+TweL/fZs61bt1pbd8eEdiZtAD49LlywYOSIkUKh0MLCAhxOwJKWNMOggd68eaOtrZ2dnZ2RkWFh0QmSMc0bwM+goCBwb2Vtbb1J3BeTBAoY+y0t/aivr3/50qXTZ84YGRmxL4gDRFRUFLg57t279+rVUcyTvwCoCA4O1tbWrqmpOXHipKKiYosWLZZHROBChtRYA4iNGzfCi3Pw4MHLliG/uhAvQQKmP0JF8Pn8zhYW+/buu3//vra21vt3yMFBK+8AACAASURBVO0YuDGVzgILU+np6eDmeNTo0QsXLpQJIRQKQbLE2l2Ti0/egwcPGnU0EgqFHh4eM6ZPZ4HA5ANESO/evWNjYt+9e6epqclkFBoUS+fPn+/UqdP27dt1dHRych7v3LVz+vTpLVq0AB9f8EYH2qEVUlNT27Vr9/r165leXrNmzfKe5z106FChUNjoEEVbW5vqvwE6WHV1tZWV1dy5cwsLC406dtyxY4e+vv6ly5eOnzgxZ86cNm3bRK6KpEpCgPLnn39qaGj8+OOPc2YjZ3S379xWbK+4c+dOakpqi4A9pjt37vB4vA/FxVFRUf37O+J9g5qOEgbSkMVpzG+NgYHByRMnmMoni3ry5AlPk/eisHDTpk0iZTOlWGoQesicOXPGYX5rTE1NwdZxPYOTFaD9xYsXWlpajx492rlzp6UlruBkEi2hPy9ZsgRaoatl1y2pqSw9BCCK37/X1dW9fv360aNHzcxMIZJ9QggPD+/viFhqZ2e3bu1aKoSE2Ceftu/zHOmQGv/UZvg84a8CIcAu9DMCwWFfZLNgFYA7PFkTCPsqVDShXrRZgNji4uLz589fykL/aK8LFy7cunVr1cqVmNgHch8m/Il/NMNUU2pqaqGhoeHh4WFhoWF0V3h4eFBQUFxsHLvTYz5xiTgqCtFSIxUpb3roEVLFsEV8GQhynmp0n9UUsa8JtZIiEiY+CbFP9HYnIGBuWrp0aaMPsZs3bqiqqkpsKpIoGI5AfvjwQVVV9eTJkx4eU6dMnkz/VhCHiIiIsLGxuXf3rqqqKruPBOjVFRUVPB4v40DGfG/vkSNHkC8YsfqIQ6xdu7ZTp06PHj1SV1eTWCMTy0UYdq6vrzcwMNi2bVuAvz8IczQqCnGI1NRUA0MD9JLj8X7/7Td6wjEwcloyNzffsGHDqlUrQZhD8RLiqzjEvn37eDze06dP9fR0wbsAVcjACSGWvRo38ykoKBw9epTP53fp0iU8PDwjI0NJSam0FG0yI+uAzZYoKxR14sQJVVXVJ0+eGBsb79ixg4wX4xJWK3Ii7d27d0BAQFpamrm5Of3rUEQFOp168eLFDh06PH70qEuXLomJiWwQQlx+dXFx8fb2PnBgv6GhIf3mLQICKnDz5k1FReQRq0ePHmvWrGGBIDvPTz/9NHXq1JMnTuhoa5NeTCSoBoXQgQMHjIyMzMzMFBQUAgICqqoqBQJBx44dwVUu2SIQOHbsmIKCwqZNmwQCwdixYzt16tS+ffu27drl5ubevn2bXObmw8sLwxs40Lljx44fP348c+aMqZmphYWFgoLCtOnToeF69+oFv5FwIGIhdciQIZ6enleuXFFUVPz99995PN7UqVMrKipra2rFqCBugFFv375VUlb6/fffx48fP2PGDHZGAWJQUJC9g8Od27dVVVUfP3pEMpAoWPQN+yg+ffqkrq5+9MiRmTO9QJgDaFE6yuQMEFFRUZaWlg8ePFBTU7118yYLBHTj6upqHR2d3bt3L/L1BWEOQRBdAgcibgEiISHBxMQk5/FjDQ2NrIsXEQSDZAkQfD7fyMgoOTk5NDQEFjGw0SpGBIkIENu3b9fV1X365Im2tvbJkyepvIUE8mr7uhPavuO4CEmQJF4L7I72EW0kTWZKFEsW2ke0kZTyaILyZmFPT/uUNpKmKkQUe3rap7SRRHk03+zpaZ/SRooXDZ31/XtM7GOQ+bKyspC279atVatA2ydD7FNXUw8LC4uICGe6IiIili0LXrt2LaCLakRbYdpIUR6pEC7QS8VDBG1ptJEMBaDoLw8BUx52kpdukZe2wrSRf4EKerFP6kgHVPXZs2eWXS3V1dUCAwPF5l+6WoFJjoiICFVV1a5du4jtP6NLDxAvX7ywsbFRU1ODXXQi5SBdFpgxY2Ji1NTUzM3NSXe0ePNJsQVKe/funYODg6qq6pw5SBci6p/MEJs2bVJXVzcxMaZ60CJndioOlFZaWtrf0VFVRcXDw4P6lDYLULFt2zZNTU1DQ0M43ACRtOkBoqqqymWwi4qKyrhx42A/HE4IhQoUg906OzsrKysbGRnN9/Zeu3atvr6+ibGJv78/Ip9ulQ2Kqq+vHzF8uIqKyvDhw8WOy1AgSOqgwsePHdfBrt27d4vebXRDiZRpx48br6Ki4uLiIuatix4CSYpnz57V19fX0tJKxRQzIkbRZQGUaZ6eKioq/fv3F9stSpceljWvXr1q1LEjj6e5fsMGdiqg0968ebNnz55Pnz4dOHCglpa2g4ODmA9iYjum5zTPNq3bdOrUyc3NraqqqvFUh6+v75KlS9++fWtmZqaqqmpra1vwHO0tg1F5//79Dh06mJmZGRgYgK4uPz/f1tb27t17EydO5Glpde1qSVUQYvIKYtH27dsNDAyMjY19fX2TkpL+85//dO3StWvXrhK7ysi2IzMGBwerqqpaWVmJ6ThpGYWthj9//rxbt25qamq//PILhwkBmRmJjIxUU1Pr3Nmi8UCSKAsdBIzWoqIiOzs7NVXV+T/P5zha4+Pj1dXUzExNxX7U0UJg/ePDhw99+vRRVVWdgWkuRYOOLgv0t5SUFA0NDSMjI9wrHayG06WHoVReXu7s7KyiojJp0iQ8FXwRu4f/sthHbcx/w/9ygHixyRT7Lsgl9qmrh4eFR4Qzyn2Y2LdsbdxaXGlBNyT+nzcORexrkrbvc7CPXuyTWuRFUFgLVtfUlJSUcEImWrykpAS0MqL5lCk/lqWmthZez0ypRPEExMePH+E9yhGirq6OKwQB9rG0FNwKSyrhiASib6xW9fX1xcXFuCgmesYWKv30CQ4GcoVoaBBBEKygBeA38GtqasrLy0F6e//+/dt372hTiiKxAhv4/OLiYuioHHlbVl5eVoYOI3Okgi8QFBcXi6Q3UQ1oQiDGlVdUgBIO75Q0CYkojAoBBoHrsFkZRda6srISNGqyIbAJFhhbWVn56tUrnF1EFchvPp9fW1tbUV6BhgNGCXK3grkbqayorK2traqqpOYFK3pVVVUVFRVQeYFAAEA1NTUvX77EKSIBsAB0uZKSj+Rp4rq6uoqKisrKKmrh4plEVH4oKQEIjs1dU1PzoeSDZGm09wTnSz5+lGtCqP0qE0Ix5m6btuK0kaVoQkDHeDn2c7EJgWAF+aOCu9iHZOe/dKSDgk1L2GeI/BeCIxObwCjOWWAieF/8Hi3yXmJU98mn7VNXZ9LzQTwS+4KX0Wj7JBjCmQqJfHLcfqsQMAu/ePGCOMnbWtqCg4jML0MFvdgnpe2DaggEaAFK9BtdVDnGENBILgLKfJeQKdleUeJoIghuxnWpEEybfsQRcMPaaO+X3BAIDZUmq/lIejmaCCapwNqEEwQQhdcH1/OxVQuDQNoj7hACAUov6iFsxaNkIggshEVh+Zk/JCGYUxJPBJCF5JjMtpCvn0P7EmA4UQwHWaipZPcJSmosKMlNRBjBcGpaUROTXKU+Zg6LhhK3TkuylOy9zGXjT/4ahCQHaOFEEE0YrdA5ZOHg9KJVdSyprPQko6SHEvzgoYh94uaaGY50SC3y0nLi38j/xxyAWQAX+7IYL0mxj2GZF/b2qSNtX1g48ypvRERE8LLgtXFSi7z/jxtCgnSYO7iKfRKZP9MtvdhHq+3DEMn5izu+vFlIcxJfEAITOLiXTwgosmZ3SoloYRO9O+XJgnGKUoaMIHcIYCkqHiuSe4twhyDryr1wsSxfklFNaT752gJnLU47c5tDAqId0O8I0BVJxItxBntGdiQ8L+Z7iSyHTE8G8Jpg2ZgKJxNTA2RGaiRLWN70TWoLyk4MlqpQHslbq6/Qz5kgJMS+g5mZ5Co/EERjrpnU9hFHOujP8FMY8heCzL35LxQqnvXbhJC3VvKmR0NBnA+f9Q5mB2KR9ytq+5ahRV6pH8N/jbYvySi8Zl8LghT7mnikg52R3KigF/sYtH0wZaNqQ+HcIEg7ZOz1JZ8iHQY6B4RFcIQg1JBkIeyBJkBgihWiNsQ3CwrSDGKnmVAaDukx3vJxbSK3LE2CwA9GcKyVGAQLtZRHwFvuPeSrQCB9LYuQRKk+HpSLCjwxlpUdCGnnwDChAJ1xJnU/fDJeqiqkBEN0WtSZsDB6wt615KICkNnrL1U7qImco7VJbdH0CYHD6KPylp2lJAc+14QgIfaxGnAhzuyQYt/x48SRDrJeEgEOxIvlkDc9t6nqHwghRhK3mybwllvBolQUCJjv4CRvFvMi74ULchzpUFPDFnkZt/aF43v71hJ7+0Q1kydEoUKebPKk/fsg2MQ+eWslb3pitNKLfQzaPuobSPaOFgwCFqGIX7qy24UKwek9jb0+oVyRzMSKIzcExQrJvxCsrBWSK7AcGYWkBux9TjYKe/kg8cjV3E2DwGsle62W2ACA1QnM8TDRQvZnSeYQv4zJBDgT0O8fwtsq4VqdqXBpvpEpUbEEhHQyUQwxlECTKIpnDlEhJCtPm4uAQO3IgbfQ3FAyiUVbMDWSXPj+n4CQR+wjzhiLxL5jYLeP6CVUNojC8r4c5E2PzfQiOC6hfyG4cKlpaXDewrB5//7z7u1TCw8PiwgPD2PY4ocWecX29pENTQY4EiVv+v+ZTigp9rWS2NsnL+HypkeMYhD7JL10oKbC3hzlFeVPnjyBqUr2z2Isy/Pnz2WY1yc7Apa+srIyJycHKiYTAvo25mjxNVZHWUzAIKqrq3NycsAcLkeIly9fvnr5kmADWWO6AFaF2toa5BoL8xcn86ULVLx+/RpOgMqsEiSoq6vLyckhzrLIIBwg3rx5U1CAzoqiS0YOlKS+of7JkydcPFCRzH/37l1+fj4gcIHg8xuePH0Cp0Cgknheui9IUFxcDFaUURIOVAgE/KdPn0paq6Ern6SipKQETBSxQ0B9CgsL79+7B+ep8/Ly3r9HBgtpacnPz4cmrqurff369fPnz+Fo0cuXLx89egSH3yXq9f79ezjjXFNT8+jRo0+YzZ3ysvIXhYWFBQWECRuJTDh6WVnZkydPSP2iZCKJe2xo5D/Pf4cd96Gtv1gOLH1FRQWaEOCHosy2wLIUFBRwcayHsLD0VVVVOTk5YMxSZnNDtV+8ePH6NUwIYlWmucHqXFODTQj4aKVJRY0CiFevXoHvPplVggS1dbU5OTnEWRYRpyTEPordPjyN+CKvhHM2XOz7kou8VNL/DTeNA+SeDNR34AcM+sSCxFYP6Fa4Jp+wa8fy3dDA8pDP58OYfP/u3blz57LQdTHr4sWL6Bv7IKKIvX3Ibl/z5j9gVzP4+qEZCmB/zZo3b66goKChoREREbF8+XLsEwUkrhXLV4SEhCAnP9jQlT02msbP/+VcssS+r0EbR7EPqlpQUGBr20NPT9fT05N4sYnmL4nqwnQWGRllYKBvZGR0FjPiz2QQizwE8ObNGweHXnp6emDWC5UJ/UeidOwWIOLj4w0MDAwNDcFkPQsE/PovKSlxdHTU09MbPnw4kE8MOBoMgEhJSTE0NNTX19+/fx95+I4mNTZmhUJhRUXFoEGD9fT0XFwGg1gmE2LXrl0dO3bU09Pbti2NC0Rtba27+zB9Pb3+/R3pbctR6gdUHDp0yMjISFdXd9OmBC4QAoFgzJgx+np6Dr0cWEQZwAGI06dPm5iY6OrqxkRHy4SArjNlyhR9fT1bW1vcAa4s52xZWVlmZma6uroR4eGo2zCYWEO1wqZVoVA4a9YsfX19Kyur3GfPyJ5GYY8oCILXjRs3LCwsdHV1/f39WNLDoIhbu9bCwqJfv36FhQUrVqzQ1dU1MzO9du1PakZgzpo1a9TU1Nu0abN///7z58+rqqqam5uHhYXduH7D0tJST09vOmZNGqkMsTcDmDtp2bLlnj17hELh4MGDlZWVDQ0N379/7+3traur27lz59NnkC9jKJ8kAyqW+yzX2tpaT0935kwvYrSSSSQDUEJERISBvr6xyFARoxYJIF6+fNmzZ089Pb3JmFVObKjKmBBiYmIMDAwa3eudPv0re/MBxPv37/v06aOnpzd69GiIkTkhbNq0yQC7wN47Sw+BUfnp0ycnJyc9PT03t6EyPQUDo7Zt2wYTAu7Vg7kTAkR1VfWQIUP09PScnZ0lfkRBgaIjHQfl2dsne5FXsqH/vf/qHCCmoa8MDD2vpKQEOWcjrsuXr6B/xHX58uWsrKw7d+6A3b7vvvsO7EFKf8IjpQ5K/v7+gYGBAQEBgUGBQYHwgQeDAoOWLQtaunRpVFQU8cJjnA6+Mje+HTiYxTC7fZgBF0lt39eoKYPYJ/nrEeamwMBAR0fH+w8edOjQgYst5dLSTxoaGmfOnJk5a9aI4Qy2lAkqASIyMrKHbY8nT54qKSmB2S2IJ1KJvvH5tLpaV1f3UOahxYsXg5NW/N0gSigKQVEbN27s3LlzXl6+qqoqu68RgODz+cbGxtu37wgLD7e3t4c3KNGrRYVDCCDS09M7djQqKCjQ1NQ8dOiw9IuZzEaW06VLl4SETXFxcVZWVvCUfEQmpkJkZmbq6OgUFBTo6esz2lLGMpCrYz3s7KKiolJSUkxNTaFwdogzZ86oq6s/f/7c1NR006ZNiAqm1X+0uovO8Pbv3z8oMGjP3r36+vqg6WSCgGa6cuWqsopKbm6ulZUVeG2GDilBMtxCFnd3959//vnYsWM8Hg+XdxkkRUifnZ2tpKT0+PFjBwcHsKLMBoG9vydMmODp6Xnu3LlG446gqJbuVEDX++LiDh06JCQkvH379sWLFyoqKlevXh07duzUqVOpjQ6Jb9y4UVhYaGlpOW3atP379xsZGeXm5lZWVBa9fv327dslS5bo6OgCpZC+urp6zZo1WlpaiYnIndeVK1f+/PNPBQWFCxcuurm5zZ8//93bt7gOTJxf0AkXL148ePDg7OxszCD2Y6oYKp4c96RSXPxBTU3t/PnzUz08xo4dS62/RHryUVhYWK9evR49ftyhQ4ebYEuZQQACiioqKrS0tE6cODF//vwhQ4awVImEiI2N7dat27PcXGVl5ayLWWS8dJUAoq6uzsDAYN++fQEBAf369cPlXYafjsCo5ORkMzOz58+fq6urS9hSlkABCKFQaGZunpq6ZVVkpK2tLaQhH0lkAYg9e/bo6+sXFBRoa2vv37+fSgUkEIl9ch3pOE7rk/ezvGrZC6F9ShspwQ/qLXt62qe0kdQy5QrTlkYbKVex4olRz8Dm4OrqmirRVV2NwtgHFgmhmpqa169fP378+OnTp0+ePH1Cc+GRjx8/fvjw4aNHjx5hHyggdeXk5Ny6devUqVOnGa5ffz198uSprKysqKgoXV1dY2MTYyP6y9jY2MDAwNraOjExKSU1JZm4RCEsJiUlJTFx065duxlGnDhrqHe0bKeNpOb662ESggz89TIlShAvGd4lpNjX6rP45BWHkMCX1rnKJfaNGzdunre3UCjU09M7c+YMdfISAWEVANIePnzI4/HevHmzbt06cD6B2zsQpRaFYPqbMWMGvDKNjIxgdzONf0wKRH5+vpaWVm5u7tatW0UuOKXpxHBAalm4cOHIkaPAOdv27ekS5+bwCmEQIMq8efNGR0cnO/tuRkYGeBJj0Z0AP5ctWwZeTa2trROYnLMBBGaAo7S01MDA4PLly2eQc7aO7CoHgEBeTXv3bjRf3KdP76goBudsOAT6qq6uNjExOXXq1B9//KGnp8u+qAqMSkhIAEeigwcPDgpicM5GgUDO2Tp33rcPOWfT0tKCtUJpgQk43NCAflqkp6dbWFgIhcLRo0cvWLCAvi2oTSIU2tjYpKSkPH/+XFNTExasmSGQsiozM9PI2Bg5Z/P0mDZ9GjsEvLz79OkTG4s7Z3vE4HwC9ILXrv3Ztm3b3r17d+vWbc2aNcbGxp8+fQoNDW306isxOqCSubm5P/zww/79+y9dumRgYIA8pkSE8/n86TNmKCgogHs6nBy0HxZRbmNjDT6XhULhurXrWrRoUVFR4evra2Jq2r1793Pnz0kLT2B0euTIkYsWLaqvr9fR0bl44YJEfahMhR2Ed+5k87S0Pnz4sHp1lMiDNp5O8gtG65QpU7xmzmxsRwMDgxNMztkwKoAo8Fvz4sWLxMREkQdtptGKSZBz5s4dP368UCg0NTXdu3cv1nxSOkgKxIsXL7W1tR8/frxr1y5wWs0yWqGfL1261M3NTSgUWlp2TU1Noe8heD9Hv22Ki4t19XRv3Lhx7NgxU1Nuztkiwvv37w/O2dayOmfLzJTLgAut2CfZWP/e/50cAAGooaHh+fPnz549y83LhQv7Rh8QkZeb9+zZ01evXm3dunXmzFm+vr4Lma4FC3x8fGbOnOnh4eHJcHl4ek6bNm3K5Mk+Pj5bt2zZvHkzksqwD1xgI8KbN29OSUlZt27dihUrIiMjV2EX/gU3EBMZuWLFivj4eBj5QlkXqWyQlfD/3XOYCkmx79vxySutDoG2njZt2oQJE8rLyzU0NK79iZaxmPoAkPYcc2bfuEcqJCTEBXsR4q80uqaGohYsWODm5lZbW6ulrc3FufubN2/U1NSys7NjYmP79OnDMsWj2mIe1oOCghwdHQUCgb6+PrtzdxD7SktLeTzepUuXUlJSbGyQP3UWFICIioqyte0B7yr2ZSCQM6qrq/X19U+ePLlv3z4Qg2RCJCQkdO7cuVGs6WppuXmzmHN3Ce4CBJ/PhxfnqVOnkNvfWuSnCx5JpCebNX17upER8mbbs2fPmBi0aCvdMSAvWY6lpWVycvLly5d19XTFvG5IYUBzg85SIBAMcHIKDQ1lh4D5097ePjo6OvvuXR6PB0vPTJ0KIM6cOaOhoVFbWzts+PBFixaxQCB+YOcMnJycgpcFP8vN1dDQoPrboBIBoDdu3FBUVHz//t3o0aMdHR1NTExevnz1888/jxkzhmQjxmcQFz507tIFHFqAli4xMbFDhw7FxcU1NTUbN27873//m5uXC2IceUbXzs4uKQm17+HDh9XU1C5i3sOgIXr37g0iESbnYYIJVkUgfOLEiZ6enh8/flRXV799+7a0dEiSA7Q8ffpUWVm5sLDwFz+/Ye7uLOlJ0mbPnj169Oiqqioej3f50iUyniyZDADEy5cvVVVVHz16tHLlSienAVwglixZMnjQ4IaGBh1d3V9/RevCQB1ZMhkAiOLiYg0NjevXr2/YsMG+Z0+WTo6KwiaE8PBw+FHasWPHjIwMFgjo5+UV5To6OmfPnk3fvt3KyhIqQA4Bsj4QAIi4uLhu3boJhcJOnTptSxPbxQHkkNq+gwflEfu+hgEXCYL+vZWbA2hk8vn8wsLC/Py858+f5+ejP+wiA/n5z/Nz8/KKXhft2r3L19d3WdCyQIYrIACtrfr6+nh7e89nvn7++ec5c+YEBgSmpaWlpqZuSU3dsiUVv9ANxKCotLS0devWNf6yDwkJCQ4ORn/YRQZQZEhIUFBQVFRUZWVlfX19bW0d9r8Wu+rgC30SQU6bruXm5D8hA8xT/0Ni3+HDh5WVlXv06GFvb0+awKVtCVLWd3JysrKy0tDQSE/fxjKfko9+/+03ZWXlnj17duvWjX2VEDdOIRS6u7t37tyZx+OBXo3prYAgsNXAq1evKisrOzg4dOrUiV3pJSAMJowfP87MzFxHRwcWIlkgoE2zs7MbV5B79eplZGRUXMy4wR+9k4jX2IwZM4yMjfX19RuHGMkNWt4CxNMnT9TV1Xv17q2np8e+K46EWLhggT62rWqRry8XCPBq36t3b20tradPn7K8pEmIwMBAHR0dU1PTWbNmsUPAa/L9+/f6+voOvXppamqwbxsgS4tctYrH43Xq1GnSpEksVSLf92VlZSYmJvb29urq6mLeuuiYCy27Yf16dXX1rl27irw8i2QqPBvUv7q62tzcfMCAAdra2idOnHByckLOytTVD2UeIiuMBZDYN22ap4KCwoABA/z8/eLj43/66SczM7NJkyZlZGSMGjXKwcHBxNQUlq1BKc7n8+fPn9+oHezUqdOJE8jrXdu2bd3c3BITExcuXDh27NgOHTps3bqVCgSVAyr279+vrKxsY2vTF/s5hB4xrLyQo7Vv377dunfXUFeH3YQs/RwenTxxQllZ2c7OztbWFiRRJumHhHAZPLhr166ampopKUivJhPiwoULysrK9vb2Xbt2Yd8mS47WUaNGdbKw0NLSAr0aCwQMpRs3rquoqDj06mVqaspmMB8fragpp0yZbGJqqquru2L5cnYqAOIh8ims1qtXL0NDQ4njLFA9itjHYW+fdXcxc82gtKTrz38hTqrH/4WyGLJ+BQgG5K8fjcS+gsK8vDxC4MPlPupXXm7e66LXO3fu9PHxCQwM9Ge+AgICFi5cMHfu3HnMl/d871mzZvkH+KelpaWkpBASn+R3SkrK1rSt69atWxYcHMp8hYWFBS9btnr16urq6oaGBuRdiPX6PGLfV+ghXx0CZgSK2NeKfdLh1FflpAIma1dXV9jECXNxPa3dPuyd8dtvv21Yv4HLyVx4ARQXFyckbDx16hTzS0dEFmS5cOFC/Lr4V69ekW9uUQrxEKT/WPoxMTHx6NGj4g/p7yBLo5f6tWvXwhIhxNCnJvRhZeVlySnJmQcz2RNDIZDm+vXrcXFxublIecOeC55WVlVu3bp137598Bpgb0bIcufO7djYWHCfygWipqZm+/b0XTt3gaqJQQbAOQEF3n9wPzY29v69+7KpwJbq6urrdu/enb4tnV1kpzIqJycnNjb29i2kjmKnAmaSBn7D/v37t2zZAr7y2LPA09y83Li4uGt/XuMIIRAIDh3KTN6cLOtXAWql3Ge5a9asgcXWoqKi+Ph4OL1ErRiw+s8//zxwYH+jzvj48eMPHz5cE70mLS2tpqbm7du38fHxGzdukOjzjYvmGRkZ+/bu3blz5927d8+cObN3797ExMTbt2///vvvy1csB4ew9MIc1oF+Pf3rxo0bCJcfJAAAIABJREFUZR7HIdny7t27DRs2nDmN9m9Q6087OiDB2XNn18evlxBlWNJ/KPmwadMmWBGmTUaNBIisS1nr1q578QLO0bONDEj/6dOnzZuTDh9Ge2plXpDljz/+iIuLgxPoEMOUEZ5WVFSkpqZmHMiAOZwpMcRDlps3b8bFxsLPJyqEhNgnabdPIBQ/yYv9chUZcJFpt4+9av8+/Voc4PMbCgoK8vLyqHKeRDg3N7foNRL7Fi5c+BnEPm/OYt/WrevWrgteFhzGLPaFhoUuWxaMi33olLCMi22Yfi2ef5s4pNjX7PtmCgoKrVp/DrFPTlLpxb56OgMu4m8C6szFhElNQw0zpZd42XDJgtIQ8guX9N8mBHrHfmEqyGOtEhz4jG1BLRlrF5ay8Uck1dS87NnILKQCiWP6JkBQmUaPQpndqFbiyErS52KOlTcjS3rRI25HCUXpxUc6c2XFRENqdqYsKA3BMS7pJZqMSxYMAsfgkv5vh5AU+1hP8uLGviliH9jtkzyCx9QA/8Z/PQ4QHR0Q+fyGwkIk9rFo+3Jzc1/jYp9PYGAAs7LPH9P2LZSh7cPEvgB/Wdq+1JStW3FtX1gYo+AXFhq2jNT28fkyhD509E+c/q/H928diRT7vm+GneT9LEc65CSaQexjnEYaGpCgT1jllw0mECDTgDC1yU6Npfh6EAwnQKXrSVLBvSvzgVG0EHSlCAQCxNmGBrqH0jVCMXxs9HHRN0B+HKK+nuPrkISAxXH6SojHfgUIITDqS1IBy3b13CCgFaCH8/lsvb2hAZ8tGzCTWzBzgvAKYemmhLGARhyfLx2WOay+3lAifrSIdweaO3Io0TxjiMKpoB1KdFmaANGE0YqaTK7RirU+bRPD9llYb5G5tw+dZ+ne3RpSH8O1fVKHXOj48m/c38QBNKXz+Xyu2r5dO30Wyl7kXbCQk9jn7x+ALfJKru2S92iRF7R9wWzavjCk7cMXeWG0sEt+ot93fxPTv1nYb1bsq2Ow04FzkrtgAhnkTY9+gMvZaPKm/2Yh5CVE3vTfLOEcGxyJFzjN6IudfNFTkUqYrUuK0mOpKLcyJjFKrWTUiVImSknc4lQRt4zMkJlAOqe8WeRNL7MV/nqV/tEQcmn7cJ8wor19/57kle5e32QMv4Gz2Ldzpw/7Iq8fpu1bwFHsk6Xto4h9oWzavlBybx8XsY+c2r7J1vg7KyUS+77/39D2IV0OpqiQqWYg2cqHqwG54SQjWQJfA0LYNCpwo+gslac+agqjCLvr1HJYwvJCIFdfTYXg1HhocfAvQMjqIXwGs/S0LAL1GCZZoeaGfgVUQJeUUHkSHQ8nFE+P6eLI7LRA5FMyC5RPk5gYPvDjn0+0BRxOQrkaZDgORilYbCCJQxIUIRzxJ4x3+GDF2MWYiPKAAsFV3wQQiA5ZzQ04giaOVrlYhU6W4B2GQh1LEGuszzMhSIp9Muz2SXjp4LK3j+PYZSFX5qN/IWSxiDzSkc98oSMdsMjrI3tv3wIOYt/MWbP8ZS7ygti3Du3tY9naFxpKr+1jOtshKfbJ20PkTd+En4aymozmeRNqJVUKRexDe/skDbh8DggpTPEIAW6Sg9ORDvEdP1wmbfF9NuLQDHfUl/E3A4Eox+tLfDNUn0hFpqdkZckCBj2JzCwJRY/kZpR484kKYg7JC4FGHoVw5oJFT6jp5cwqKkSuEKcdgVgiuYr9CrOOvJWSl7coPdEGxLcMHnyTEJQh978wWhnFPqLyrEc6QNuH2cCU0Vb/Pv6bOAAzDr+B05EOQuyTXOT1E9/oFxAYsJDrIi+m7UtlOMmLRcPePnSkg7q1jxoODQ0Lo+zt43KSl+i+n4frn7c02jp9LQiK2PcFtH3cqOC4tw/m99q62rCwMGdn5/37D4DGgpZ/EAnUXbt+ffjw4V5eXvjhX2b/6wDR0NAQGRnp5OQEnifYVRsAkZ2dPWr0aA8PD8KOCTPlxJPYuLhGoxupqakyJRWAePTo0dix4yZOnAiuYCGSnna0XIdgNiYkDBgwYONG5AaN+naUzgXWAXNzcydNmjR27Fg4mcsOAQWmpKYOGDAgNjYOL5P5XQ2nDQoLCz08PUeNGiXTVAp5lGHHjh1OTk6rVkXiJMiCKCoqmjlz5rDhw69fvy6zh0Ct9u/f7+zsHBYWBl2RllfAjaNHjw4cOHDc2HHPCwpu3brtOmSIu7v7lStXJICgz2RlZY0fPz47O1soFC5durRfv34rV62CI8xbt26dMGFCURH4bMUVbDU1NcEh6B8w89mzZ6NGjTp06HBdfb2vr6+zs3NycrJYUxLnJLakbnHs5wjmrI8cOeLq6jpt2jS8KxLsAqLq6+tXrFixdOlSoVB469Ytd3d3V1fXa9eu//7770OHDp00efKsWbPgMCkfM+JN7SrAgeTNmydNmoT7zJU1lGpqapYFBw8cOBAOh7L1KGzrkVAovHr1qru7++zZs4vBrbAsiPr6+uXLlzs5O4PBFy4QN2/dGjly5PTp04teFyF+MkPAOOIL+GvWrHFyctq2DVmAYktPUHH//v2ffvppypQp7Na8EXuJCSE+Pn7AgAFJSZvFmpjaAEQYaHzy5Mn48RPGjx/PbtgIIKD1k5KSBgwYAJa3Ub8goBnFPgJRQuyDvX1iBlxg5BDp//3+GzhAjHQ6aDRT8Bvqkbnm3Nzc/Pz8POzCv+AmLy8/D5ltJo50LAwICPCTvPxRBHz4+y9YgAy4wIVZcZk7j2LOZe68ud7YkQ4/Pz9kt4/ZgEtqaiqIfSEhIeHh4WHiF3EfHh4eHhISHB0dXV1dRe4ypt3eV1dXx301kI5f//A4mEFevHjR7Ftb5JUy4ALtmLQ5SVdXNzw8XElJCTydM0305Mvb1NR04cKF3a27e2PuPVj6AzzatWuXhobGylWrFBUVwfoJCwSgWFlZzZ49u1fvXh4eHrgNLWJKlehAAHH06FEVFZXVq1e3bdv2/n1kmoQNAnstOTg4TJ061Xmg8+hRo/H0rBDnzp3r0L7DmujoNm3agN0QcJwgUR/svYMfzhs4cOCYMWOGDRsGDh7QWh7DVAK1vXbtmqKiYnR0dNu2bc+dRa4amHmLVjmFQuHIkSOHDh06btw4cO8Bv0Klq0Qy5MGDB+3atVuzZk379u3BPg4zBI4+ZcqUAQMGeHp64h5TmEVeoCI/P699+/ZRUVEqKiq7d+9mogIS79mzJyMjQ0dHx9vb+7fffluyZImpqam9A3KXR1YMmPbx48eBAwd+9913x44dA0vIGzZsUFBQePTo4bt371RVVZs3b37tGrLnAjMY8heyfXvbtm3t7R2gpTw8PBQUFJYvX741LU1PXy8pabOiYvu3b95gzEFtD1W6ffu2kpLS9h07NDQ0wU9rXFxc165dJYwv1mNmgQ8cONChQwdwHZGRkeHn52dhYdGzZ88HDx5ERUVNnjy5VatWz58/JwsnmwawcnJylJWVW7RoAbIsSTKZjAzAo/j1yFd1SEiIiooKu8cUYBqf39CxY8fFixd37doV7FrLhNiatlVLS2v5iuXt27cvLCyUrjlZJQSBDRkLCwtvb+8ednazZhKWHVmH0oEDB9TU1CIjI9u1a5eTk8MOAYQ0+neeMWNGP8d+EyZMwNOzQpz69ZSSktKaNWvatGnDbteatBXar1+/iRMnurq6uhN2rQGapJcMQNtdunSpvWL76OjoNm3bXr50GdWK8GIHTBbZ7ZPPSweXRV6yLv8GvhwHKIK8BAgxuvivXr0qLHzBchUUFLx/937v3r2LFi1atoww1xwUhJttRt9BgdjtsqBlvr6+YK6Z+Jw/f773fOwGGXHGLDnPmTMnICBgy9YtuGcO4islJZnqVG3Lli2xsbF+fn6Yl116I9FBQUF+fn4rV66srq6qb2ioq2Na3cVFQfJnjQQ3/r2FGYFit6/1Z7DbJydb6bV9DGLf5MmTvbxmNDQ08Hg8ME7G9GIA0p4+faqhofHy5Ys1a9b06t0Lm4IZJmDizT1nzpxx48aB/7cjR45Q3+gSlAHEy5cvNTU1c3JyNiclgaiBCUv0KFDbpUuWDB2K/IGaGBvv3LkTc9tAvzMJVAvFxcXa2to3b97Ys2cPR+ds4eHhjo7IH2iXLl3AxQLTD3KYE8oryg0M9M+fP3/ixImOHTuy6L0whqBz1nFxcT16IH+gPXr0iF4j24VGXV2dqYnJkSNHsrKydHR0JPzBS/AWGJWSktKlC3IE0r9/f5Bj2KlALkO6dt2xY8edO3c0NTWLi4tRi0sprgALIPbs2WOCeU5zd3Pz8fFhcqEBXHr79u3y5RFKSko7d6FWQ47p+vYZOXKkdCfh8/kfP360sLDYt2+fUCjMysoaOnSomZmpUCicM2fOkqVLe/fuBWIfn99AmvnduHEjOKM7efLkiBEjpk2bFhDgn5uXq6Oja2ZuNmXKFFyGwKCh/ufOnVNUVDxx4oSZuXlkZOS8uXMNOxqamJrcunWLmpiESEvbZmlpWVtbCxQNHDjQxcUFaPHw9Bg9mvhRAVHEJ3R1D09Pf39/BweHO3fuUAsnUom+oW5jx4zx9vauqanR1NS4xMGFxoMHDzQ0NN6+fRsREQGexABXVC4lBBDTp02bOnWKQCDQ1tb+9ZRsFxr5+fkaGhr5+fnx8fF2dnbsqjWAWLBgATSxoaHhgQNokQHiKXXBg1DbN2/eaPF49+7dS0tLEzlnY3gJgYfAwMDAgQMHCoVCc3PztK3IhQZ7Py8tLdXV1b169erBgwdNTEygKeFTulZQVGRkZK9eDkKhsFu3buvXr6dCADmk2Cdpt08oVKBWHogkDbjI56WDflbE6szySJomlhiWclgesRQo/YilHJZH0uWwxLCUQ/dIwEcuyeFntPQnPKmvq7//4P7Nmzfv3Llz+/Zt9Cd+3bl9+9atWw8fPkxKSpozZ46v7yIf7Fro4+OD/kTXQux2zpw5Xl5eM2d6EZco5OWFwjNnzvT08Fi6dOnOnbvS0rZt27YtHX2QF7pLT8c+t6dv3rw5JiYmjvWKiYlJTEwEc8316GrAPuEDDzegyAbkmoaOUSws/+c8kkU4DGHZYh9LOSyPuPERZiXJvX3Uk7wYBMxN48ePnzlzZkNDg7a2DpiKZZ+CHz9+rK6u9urVy+joGPCcRv8ioUB4eXmBvykDAwN2DRMUVVBQoKGh8eRJTnJyso2NDf4ikWYLFgNKF18fXze3oZjnNLPdu3ZhUzC92AfLhe/evePxeLdu3dq7dy/4Q8NQpPiLQyCZLDg4GLyaWiLPaWjliP1F8ulTmZ6u7oULF06ePGlsbAyJ2V8ka9asAa+mmOe0GJkQNTU1RkZGx44dvXTpkp6eHrvYB4xKTEzs0qWLUCh04uA5DThvYWGxa9fO7OxsLS0tEPuYVuWg5+zcsdPEBDnMHTZsGIvnNCjk9evXsbGxpqamXl5eQqEwPDzcqGNH/JcSZa0Q+FZbW2tubg42e8+ePTtr1ixDQ8OYmBgDA4PAwEBVVVXw6QK9CBi+cWOCvT3SHfbr12/cuHFOTk6urkOOHTverXv3oUOHOjg4lJSU4B2MosWMiIgYM2ZM+/btY2JiPad5Dh482NzcfMuWLUgyIzQ6SFjBxlR6enr37t0BbvXq1Xp6emDo+OHDR61atbpwkcZzLjDqyuUrGhrqwcHByioqsDmB/qAGPpTQGY5Ro0bNnz+/pqZGi6d1+TLSMLGP1rt376mrq717927FihVOTk6MkiUOgYbM1ClTPTymCoVCXV09Lp7Tnj17pq6u/vx5/vr164HV9J0cIDAV6bx580aNQh60jYyMcM9pWLzU8MP1r69evdLU1Lx///62bdusrKwgGY3enDJaf/nFDzxoW1hYwFIy9H9pCKjthw8l2traf/zxR2ZmppmZGUTSEEKBWL58ee9e6HevtbX1hg0bqKMVGoVV7CMrgrwGIb6TYt9x0Pax7O3DKkEWIDsgb3o0IGSX+ldTfMMQAqGwtrauhumqrqmurq6tra2qqhw0aJCBgUHnzp07MV3mnTp37qypqdmiRYvW+NWqVetWrYgb9I3dtGjRwszMzL5nT1vbHtiFvmzRDfqP/dnaOziYmZn99NNPt27dOn/+fBbluoiFL2bBd9a5c+cePXpUVVVVVlZWjv3HP8rKy8vIOBSsqKjAOjoSbrGpkGhY8e5PM96IhJy+v+Hm5lR/SMRABSn2fYZFXgYItkpiWeANxCb2YUXA3BQVFWlgaBAXF6empvbuHeZzjPK6pWJBL6ipqeFp8YJDgu3t7Rf5IneoTC8e8lFCQgKPx9uwYQO4B0Vdi8FeF97x+AJDQ8MlS5cOGDBgJuYVXibE9u3bVVRUwB2qzGUjIApWptzc3CguUKnkisKAfuhQpqKi4ubNm9u3by9z2QgIsbW1nTZt2tixY93cSHeo9I0KEL/99lvrNq2Tk5OVOnQAXQ7TOjLGQiQHODo6jh03ztPTE3Q5rIu86OVy9erVlq1abk5OVlFRYX+pkxBu2DVv3jxSlyM+H4gYBZ3/7t27LVu2TExK0tDQYHKHije0QJCZmXn9+nVHR0cnJ6edO3cqKCgsXrz47NmzVHcdkLi+vj4jI6OdYrtffvnlwYMHBzMPnjhxolWrVv7+/j4+Pq4uLgoKCqBcbMDOxgqFwlevXk2YMAGcLy9fHjFu/HhlFRUrK6sRI0b06tXr+PHjLVq0uIFtWAT+A1BlZeXly5f37d2ro6uTnr69g5JSRkaGk5PTuHHjyS6NyU+oKd++fTt9xnQlJaU//vhj957dCgoKCxYsOH36NJKfpk4FRaM0u4BR9+/d8/T0dB0yREFBwc/fj1q4iKdECGoYFhZmYmISHR2tqanJvowAoBUVFerq6hERETY2NgH+AVwg4uLidHV118XHq6qoFhXBXj36U8N4u9TV6+rqBgQG9unTZ773fC4QKSkp6urqCQkJSh2U2HfWkqwzMTHx8fUZPHiwaNcHwRmJb2DU3r17Oyh1SEpKat++/YMHDxjlXUzWBxQrK8tZs2ePGDGSSUFLAgHE8ePH27Ztm5yc3KF9B0LNjDMKEnAT+4hfEiKx7xgnc830EwlZR8mAnMkls3O5bwKEvFnkTS+/AIsvLAlqa2uZpL6aGkzsq6mtqq7u169fo5tF2x621pTLhhK2tra2s7Pj8XgKCgrfffcdmGZk+jQzM+vZ097WxgYX95DQh4l9WMDW1tbe3t7M1HT06NG3b9++cOFCFlyXsi7hIezrUtalS5fOnTv3+PHj6urq8vLyigr4X4Gu8nL0H8XAXXlFZSU5zIRf9mpC88n7A+TvgSDFvu9hb18ryUVeOaslZ3Ks1RjEPkkvHdDWnz59mjFjeo8ethkHkcNyqD9T48PTY8eO2dnZTZ06tfjDB+znAf1bAXuE6l9ZWTl37lxrG2tYyOMC8duZM/YO9uPHjy/Ctl4xiYkkRG1trY+PT/fu3VMxlQxLepLGrKys3n16jx49GjYwsWQBRvEbGvz8/Lp167YxgTjSwfwDCGi8du2ao6Oju7v7s2fPSFxa3pLjLjQ01MrKKjY2FidNFkR2drazs7OLi8uDhw9lQgBKZOQqKyurlStXopoQp1VoawVUPH782NXV1dnZmV3YhdIAYm1cnJWVVXBICNyS1FFRIDI6OtrS0tLV1fXJk5yUlJQBTgNcXFzGjRtXWlpKNi6kLCsrGzdunIuLi5ub+4kTJyZMmNC4tOrv719bWysUCj99+jRv3jxy5yi8d/fs3dPfsf+ggYP8/f2hkPj4+G3p24qKitzc3Hr27LlmzRoShQyUlpaOGjWyh61tWhpaHFy1apVtjx6jRo7Cd/oTC9wAcfjw4f6O/Qc6DwwMDExKTIS2GDNmzNs3b6dOnQpbGkCbQ6UdwlClkpKSuXPnFmC76GR2wo8lJR4eHnZ2doexzRJchtKhzEzbHrbTp09nFxNJ8svLy2fNmmlra7MXW0znAnHy5MmePf+PvesAiOL4+qeoSYwN5eDgjrvjjipVRRRRSWLU2HuP+tlirGhijSVGsKFGjTFqxF6iYuwoiFEUQUAFOwoqKIp0pNe7+5x9u3N7Zff2sPxT3ERudndmfvPetLdvZt7z/nrkSOpgioEBoaysbNq0aZ6ennv27GFvtPjtxYsX27dvP2TIENLZHcN3I6aiqqpq9uxZLVu2BMU8YizzUAo0RkdH+/r69uvXj/TnZgjitaWbhQsXtmjRgjrSoT40rSX2HVV76SALoXWkA/GLJvaF0DWHuu3mw5N3zQFC21dRXlbGJPmVlZUT2r6yL7/80tXV1dvbG8lnSEgD5RwS1kBJB7KatbXo9bbiOnVM8FXbpDYRhr8oyOPxmjdv3q5dO0LDBwo/7b8+7do1Z9D2RdIuEPtIbV9BQVEh+q+wCOn5iihtXxEK0bV975qp/+b8YQRRL/LqiH3vgXgGsQ+tVOq51IIFqeXVE4f+iDZ6wrxFf6k3TI9GD+uNjB6+HwgKhVORaCuAeGphLD+8oElU/2AIglqSIHVTYSOdTiw9zJbmDd4plcrKStJnDIuMglyNV6IvHxaFqG4p3rz8VCvTzRuVBJ+QYym5RkpcBQQZGq/03tDgudKCIQhW6c1V46HxEPSS0MMa2dJv3g8ERTinIrEOCFpin769fTTyoO7VYt+HIx005vxPgqTYxyT0gbavoqKstKxTp04uri5t27b1Yrhat27t7e0tEiGxz8TEpDbDBYuDHMQ+cpE3IT4hQnORN5J2kWIfoe1DC7qsF9obROtg/xOG/9NBtcS+v5NPXv1iH1hnrSYujsyHyNVVyF4ulyQ1gVCQIEZCoGRcigRaBMBg2qmmlY9SiZazq6trAsFxUlcSK+bvFALW4P4+ENimLjKWq1BUEWfJiF35Ok2LMIwMe43BDC+4UIMWQrQxbQ91EIFwuEW2CrCmDA0SZVJVpTviYUvLhNFmVOlKBWkMXKtJQCtCRSLkToVCAUfh0O5noiq51Du0KyPbOWqIuoXR+wQa+bvtrSTGOx0QyBHBSEbVpLe++YDwZmIfdy8dOn1Ebwt4o4f/VQjDi7wVFWVlSOxzNSz2teMq9jk5sWv76Hv7Ll2KiGS46Iu8XMQ+9Txeg+o2Nomx8TX1QJwa83uH0BL7tM01Q6FrUCpO1JKRjNP21bhIxlJhbPx/QnVzqhZjCWe2G8AI90+GqPmY8yaMUq/IMTKVfAG85c5hHBMHDCHoip4GUnDPGWdkbBJj43/orZjV1HZn2t6+oxrLtkoVl0VernI9DfdD8O1wgDrSwbLIi450UGKfqwFtXzvO2j5DYp9Pu3ZwpCNB50hHJO3iru0rLESb/NQeJd8O//5zueiIfZ8a3FLz1nnEIPZp7+3DuKA74fgZDctkxOc94w4enDMOUOoZrpMJVhBynxFrDMGdcAqCK+GU9o6rFgTrILloiTBvQdXCnQqs68I5GAwYBYHrDlycMWWOo8GYU014mQMqwOOcbtUj7R2hr8OMgqOvTPWiBQHRAIIMM5xegreo/MRaHqgkmQiB5ygJcSJTDaqWZxmTUpG5tihMuLHVrf+MMEO52Jmjm0hNBdf+jfYQE1zlmoCCMMKIhNEQhMs49karRTsFoV19Wto+2t4+MgM9Yh/2yQsGXOCUuBbem95y5fYb4NQAwtgkxsav0ReJMdo+17bebIu87dRiH7XEq2exF/b2GdD2+fjQxb5LkQwXEvsiyCMdhrR9+CQvUenG8tbY+DWqC6ObYw1KZSyGJsQ7Efs0IQwWUL/Yp2O3D/Khzx/0sEEUkP+MjfbfgqAqjtuuSbSXCvOTHsYPdQM4xbuEIEvFcTuZbiENPlETi8xZMBq1NpgPSwQMQVCB+WyAbSgVFRfnoIuiRFa+qHi6rxmfqJNwTK6ORjkUYcybfPEGEJrb1wwBoffq4rHGpkejh1kTkS85xqdHo4ffD4SW2Ke9t09b26fPJ+9bFvvUzYALB2oU598FwWbAhdrbV1paymVvH03s0yPugSRoYoKceiEDLqxHOtphsS8h/pKhvX0PEh+UlREGXFj29oG2rwaD13uo7ho1w/9JIiz2UQZc3kzbVyPeMoh9erR9MCDevHVzx44dpKc11gYA8cvLyw8ePHj+/HkuHIYk9+7d2x60nTyFxwGisqoyODj47NmzXIZsiPOQOAoKvpvYU2H10rFjx06dOlXNfGQPEwgZPnnyJGhbEBwXZYeAYylKpfLUqVPHjh2DGmGvTMjw2bNnQUFBYIPGEARZurNnzx45cgQOtLKylpyV09PTg4KCwJcJR4jw8+EHDx4sLS1ln9oht9yc3KPEdeZMiJZDMygxRMvMzNi1a9fZ0FDoMhEREfv37y8qKlKpVM+fPw8LCysvL9eCu3Ilctu2bXDQMioq6tChQ8eOHSsvL09MTNy4cWNsbCyODxA5OTl79uw5ffo08P/KlSt79+6FM8I3b97csWM7GNjTZUJUVNTBQwePHTtWUVGRl5e3bdu2y4T5Pd2YGPHJkyfnw8OVCkVFReWJEyf27dvHruaHrIqLi/ft23f5ciSRD25u+gOQJD4+fueOnVngaY21viF+WVnZHwcOgCV2/fnSnkKS23dub9++nbTewgHitT3Fw4cPg9kaWmb6gwCRmJgYFBSUlpaGGag/NiVKVlUj8z0hIWe4KMIBIvlRclBQEHksl50KQrRXKBUn0HWSy75JgEhNTQ3aFgRHvOEJUKEt9qlP8pJU6tH2qY90cN/bx8Qzg8/ZhyKDyblE+IdDcBH7ysqQ2OfqamCRtx33Ix2GxD6fdrQjHQb39iUmlpWWsWv7CpExF7Dbp1mpxlafsfFRv9dENHhnbPwaQBgsg24EolRY7KtNnMjWv7dPNy3HJ9wI1y/20c01E3BgeDYqKkokErZu7enVunUlYQuDPn5plQtMUQwfPtzNzdXS0nIbYbWYZZQEbiQkJFhbW7dp4+Xm5sZuUhiAhoLEAAAgAElEQVQb/Ro/Ybyzc3OhULiOMGViEOLBwwcSiaRt2zaODo55pFkZRmZBbn4z/BwdHcRia/+l/iQuQwqg4unTpzK5zNu7rUwmAy92LFu/sasAOztbqY107ty57BDA88zMTAcHe2/vtmKxmN2eGZEbOqOzfMVymczG1lY+dcpUtAJYzWioAiBevXpFeA9rK7SyYrdnhiF++eUXiUTi4OAw5v/GsEMAo+7cudOxY4cOHTrweLwdhItkOOJAtiXKPO3UqVMdnZx4PN727duPHj1qZWXp6OQ4etSo1NRUsVjMNzNLf/EC1jQh27t377m7u4uIKzc319bO1sen3cCBA1NSUsaNG9e7V+86depcvnwZ+AxVPGfOHEdHRx6Pt379+nPnwgQCgbOL85DBg69fuyYUCpFxrdaelLiM6h5YVFlZKRaLO3ToMHAQMu7z+eef+/r6WlhYgJloraYItzExV5s2NX3tNk2lUgUHBzs4ODRq1LBrl65Qfq1OBLdKwhBMjx7dW7ZsaWFhcYTwiK2VOT0hvLp48aJQKGzl2aqddzt4wtpb0eLjwEED3T3cBQLBbsIeDQsE8DkuLk4kEnl5tW7ZsmVZWRlmC70wOAxjyOjRo1xcXaysrDb9uols5ziGZoBsIXfviMXiNm3bODs7FxQUsENAgSdNnuTU3EkkEq1atYoLxKPHj2xspG2929rZ2ZFmZZglP4CYPXu2vb29RCJZvGgRCcE6ILx48cLW1tbbu61UKk0jvdiRCSBD2t6+Yxp7+5CXDtoFTGnVyhPMuYWEcLLbR8vgQ/Btc0CpYlnkLaO0faTY5+LqzXqSt107w0c6wN6bU3Ou2j7CXPOlSIaLPNKR+KC0jFHsI8/3qs01v20e/pfygy6MDLgQWtu3LPZx46Resa9SR+yDsWnKlClDhgwpLCzk8/lXr15lGVKBtPT0dIFA8PDhw4WLFnWm7P4zDI+kJed58+b16N69vLxcIBCAjhCgdakBiLy8PJFQGH/jxurVq7Hdf0YIgq5ly5b5+voSvkasjx8/zkIFyGolJSVSqfTSpUu///57Cw8PKIl6PU+zZLDe8ssvv7T29FSpVLa2tvv27kXjOIMhfZiJq6qqHOztT586dfDgQUdHR/i2YZqkgSE7d+5wcXZWqVQuLi6bCeuAUJWaxUF3OB83N7cD+/efOXPGxkZaoaMeoycEiODgYFtbW5VS1dqrdSAxgxqEaNOmzebNmyOvXBEKhYUFhUiUYZ5BMefDw8NNmzZ99uypXtFHqVTm5+crFAqJRDJr1qzBgwcFBATEx8eLRKLbt29v3bpVLpeDKgg1CaLuQRF46NBBHo+XmpoqkUg2btwIM3p2Tk7o2dAmTZpo+SsDDxxOTk6TJn37f4RPowcPHtjZ2fXu3XvkyJEFBQV8Pj86OhqXGbhaUVFhYWGxadOm4uLi+/fvm5qaZmRkDB02dPz48TgmZiy02GfPnvn7+zu7OBcXFxcWIhZNmTJFIpGQNaXTdiHVgwcPzM3NMzIyJk6cOHjwYN3MMQp+NX78+FGjRuXl5ZmZmd24cQM9JzYU0mNCGCCePn1qYWGR8iRl9uzZPbp311sXOC20kJkzZ/br16+kpMTcwhyL0TgOPQAQWVmZVpaWd+/e9Q/w/8zXl2geDFsm0VkH9K2yePHizp07V1ZWWgmtzp45g6mjZw5hMGRYUFAgtraOuRrzyy+/eIHbHhVt9V0zGfRWGDqUSqVUKgVvfkxjDgwI5eXlcrk8/Fz4rt27XVxcSHSGdg4QW7Zs8SCGDgcHB/i8wQMCYGGx7+hRzSMdDGJfKxD7KOdsb3akQ6fNaXLpbdz9iyGUqvLy8lLmq6SkpKysrLik5IsvvnBxcWnTpk1rhsvT09O7rTeYa2Yx4FK7NtrbR5hr9ibMNRMeOgjbf5QtQGQUEJlrJuz23Uy4eenS5SsMV1RUVEREBGmu2YD9FqTtQ73J4MUhinYexiYxNj4aX7UxDdwbG58bBAyFart9DbTNNb/9UunkqFfsU8/uFOEwNg0dMmTqVKQoktpIz4eHswzBQNq9e/eEQmFGRsYvv2xoT/gmgucapdCEGDdu3OjRyN2Tvb09bHNhGoIhq5SUFJFI+Pjx4127dlE+eXVEMgoCfC75+fkNGIAcubq4uOwFmUxHzIUSAkTGywyxWHz79u2jR48y+uRVQ6C5auHCheDuqXVrT3ACpmapBvGkTPYqP9/GxiYqKio8PNzOzk6/JlUTYuXKlR06dEB+aTt2BK0GO0RZWZm9vX1oaGhMTIxUKgWBA0uEZKE0IbCP2m7dui1cuFBLCUFPAvkoFApXV9fDwYfv3bsnEokoe7xUppCAfkdszlOpVJ07dwb3J3rrGrRE27dvb9SoUXJycvv27bdt25aamioQCPJyc2/evCkSiWBLANQXFsjc3d3HjEFKxzlz5nzZ+csmTZrcvn375MmTIpHIUoCEDyzZAMShQ4fq16+fmHi/S5cua9auycjIeO3erUWLFrNmzVIoFDZSG1iaRIWk7CxWV1fPITzEIKEwKrp79+5ubm5mZmaTJk3S7h0E4UDgiRMn7OzsoAqSkpKaNGmyZetW7fhUO4EkUVFR1tbWpaWlCxcuBI/SenhF8Rb8tfTv1+/777+vqqoSi8XsMhlsXUCcFApzc3MDAwPBtaDB3jpy5EhwjSOXy8+wymSQVVJSklAoTEtL27JlC/bjQhFK/VJUgN530qRJ0DacnJwOHzpEcEm/eSmASEtLE4lEDx48OHDgAPbJqz3gUxDQZWbPnt2rVy+VSuXh4QGO75i6EkBkZ2dLJJLr16+fPn3a0dERHrJ3paU/LQXXON7e3uvXr6d3JahHLPZp7+1jF/tI52z6bAtR7GT4pVjA8FrfY2OTGBuf26ypUbK/J4RGEdXrAl26dPHw8Gjfvn07b+92+IKgd7t23u28vb07dOwgFosN2e2DIx3OPj7t27Zt681wtW/f3sXFZeDAgbGxcefPn79w4eLFCxfJCwWIf+jpxfBz5+7du1taWlpQUICcsTFeBUVFRdDQtZt7DequBkneT3Ubi2JkfDxOgfjOSdtnJARqgKxJYIDTds6mc6QDxqbp06f36NHj2bNnFubm9+meHnQggLTMzEwzM7Pr165Nnz590KBBeJbVWySAWLBgga+vb2ZGhsBCcI3whQVZ6SaBhvfq1StLgSAiImLhwoXd6SoKnSLhaXXlylWenp65ublCK2FERAQqFRg200kCEGVlZWKx+PSpU4GBgb6EigI9ZzAIAlT89ttvzZs3B5ftMDLDcyYqFAqFnZ3dgQMHtmzZAp6FiYrTkV+J8QSy2rN3r0wmKygosLezO3jwIKaOCUKlUrm5uW3ZsuXAgQOuLq4wMpGEwA3tL0AcO3ZMKBS+evXK1dU1KCjIAATBvbZt2wYGBp46dQoJr5TFY90iARTU7I0bN+rWrRsTE6NuHrRGC6dKT58+Xa9ePdDEfPbZZwsXLrh48aK1tbVCoYiOiraysoJtmuoTHkpVt27dvFp7YSOqVVWVfD5//fr1VVVVpSWlIpE1uADGB28vXrjw8ccf7dy5U6VS9ejRY/q0aTExMc7Ozl9/PbJPnz5Pnz41Nze/d1fbc1d5ObLAX1FebmpqCn5479y5Y29vv3Yt8pKssWBNEAWMDQ4OtrGxKSkpyc7OFovFE7/9lqRdX6MCLiUnJ5uamiYnJw0fNuxbIj5Ti8LVNHHixP79+z958sTC3Jz0GgI7U3XaOUA8f/68WdNmt27dmvjNxK+//pqlX2CIWbNmdenc+cWLFxYWFrdu3VLXoC4EoSPIyckxNze/Gh09e9asvn37ssTHED/99FO7du2ys7MtLS1B28o+IBQVFwuFwvBz5/yXLu3cuTPiOqgndIqEIdatW+fh7p6fn28tEoXTv2Z1kkBWlZWVNjY2R//8c8P69bDCQI4GOvExRFBQkL29fUFBgUwm0/iaJQx8qlSqNxb7aL33Q/A9cyA+Pv7ChQuXL1++pO+KuHQpMjIyIiLCw8PD0tJSJpNJ1ZcNGaR+ZTKZqakpj8erXZvxSAcs8kptpG5ubi7U5QwB4gfC7u7uQqFw2LBhOTk5ycnJT/RdKSkpqSmpjx49yszMrKysLGP2NQIjaUVFBfQBslO9Z0b/K+Bg/Kq5tu9tMEG/2Kej/YKi3rx5UyqVCgSCCRMmoPGUcX0GlQxUDtOmTePz+YQqCy2QkUO2vpLDq4cPHtra2goEghEj0MTD3rpg5ps3b56ZmZlYLIZFYWbXtCT606dPnZycBALBgP7IxTv7BRD+S5eamZmJRCLwoEXOuPpSAk8yMjLc3NwsLCy6d+8BHGYhBHJbu3atmZmZlZVQQ4bTC0FMY/n5+Z6enhYWFp2+6GTw/ARAbNmyxczMzNLScvv2HXhC0odAsr2kpMTHx8fCwsLHpz3HbVXg71ggsNy4cSM7BH47duxY0ASjg7KaCwj4SefOnWvXru3g4DBlypRjx469Xlfl8/m/bvz1/v37EomkXr16nTp1glVa4HZERASPx5PL5UjS3br1M19fqVTq7e197969Ll26ODo6SiSSmBhilwLyyYum6759+/J4PEdHx7Fjx4aEhFhaWvL5/BUrVjx69EhsLRYIBLBui9esobk+evSoZatWcrnc29s77fnzESNGuDi7fP7557n69oxCLYSeDbWysjIxMRkzZkxAwDIej+fs7NymTZvU1FSmDgKNatSoUXw+397e4c6dO0wxoTahC1y7dk0sRiWfPHkye3z89ttvv+Xz+XK5XMtvrG4jAfLv3r0rk8kEAsH/EVs52QcEkOC/++47MzMz2DWBcImTqbr54yI9evTY3t5eIBAMGTIURdMnWuHkwOFFixaZmZm93iJ89mwobmY4Dj0AVDx//tzZ2dnCwqJPnz5kC9Rsh/QkALFyxQozMzOhUMjkSBonAZ5kZ2e3aNHCwsKia9eu9B2iuHjcxT60nqt9pINhBwkuhEaAlYMaMWt881+BID7TlMrfNm+ePXv2okWLFjBcCxcufO2Q0dLSshaP99FHH9VjvViXd+EsLzrJyzfnS6VSMcNlbS2WyeX169cfO3YsXbdc4yqlJdSpXZ0HtMgMQWOTGBvf0EjBUCwjH9egVJQMxFXsqxGEQTL0i3062j4sgWVlZd2/fx/GPvYhGN4qFIrExET1KUhWKmDMzcnJuXfvXiWUgXn8RaQRuSmVyocPH5InJxi38ZCcAIi8vLx7d+9qjb/6eUUVOCkpiTxqqtKvhMPJAeLVq1d37941uM8dp1KpVI8ePXr29BlVUPobnTDBlsLCwrt37qhlPqqoOrHVD548eZKSgsQLdLHHJyCKi4vv3LmjPlvDnoTINTU19fHjJ4BgAIKI9PLly1ev8sn4DKXKz89/8eLF48ePMzJeqlSqZ8+egfqqtLQ0JSUlPT09LS0N2iTUTXl5eWZm5tOnT588flxaWpqakhIfH19SUqJSqV6+fHnt2jWQEck5nsB+9epVenr648ePoSE9f/48KSkJImi2eW0WPH78OCEhHmrhyZOU+Bs3oF3p7oGB3IoKi1JTU1+8eJGe/qKoqCgjIyMlJeXp06dVhHJUzQd6iMCsqqq6f+9eTnYO2Rm1C0JPQArumZmZiYmJ3HtrdXV1YmKi+pw+B4js7Oz79+/DMGKguoncFArFgwcP1Cd/OUDk5uYSAwLpLk+DTq0bIjcYEEhTANx6a35+/t27d3XPg2tlj26pAicnJ5OHiw1BQEsoKCjQOyBA7dDEPmP29qkXefWU9MOjd80B1BZe7wndtWvXTz/9tGrVqhUM18qVK5evWGEtsq5bt+6nDRrUZ7s+rVevXq1atUj5juGHx+NZCCyw4tDGhtAWwo+NjZS4tbOza9SoEWxzqayshG9orb8K8lISH0DQexDT1AbqNRcg8Ic4+7z8rvn+j84fvjXT0tIoAy5G7u17G8TrF/t0tH0Apa50au+8oSKgFNA16FMsSyrjISiNIPKTRQ3JLABEP6VKpdCdm/UmxYWHbeN649AfqqkgQvRXTOH/JgRwg2glnOoO2hKZioMxHTq3caXAsIb1dvQ4uDxUQEFY2UNlI1aQdeOSTzQy51zpWtmxsoBgEq31aqXVvcVFQo2WNWsq7d8bQmlsb63JgIC7IcUT/b842psPCFpi39FjnE7yah3p0L/bUX/ZjX3KqekYm6lm/H8oBFXsHTt2LF68ePny5cv0XQEBAcuXLQ8ICBCJRHXq1Klfv/4n1PUxFcC/9T/5pG7dulzEPoFAIJPZSKUScplY60citbW1bdiw4ZgxSNuHDhZRpdVk/du4e3c549L9iyCw2AeL9Zz29mE+GAxwY5R+sU+ftg8AwQkpOepxgNCIb7DMRASNJNwhFAaUcHRwoyGIWR+tBkJ5uJcKvoo4xAfBAjWJ/x4EnkTpdUQPI3lEgb5IISYRJBilVCrQDSmv4CRI50s8BKkN4kNaej44PvllohcCVb0amp4EwvC9TBaMNSbEp5FCkEV9b+vmrPVEo9FqvWO4ReyhmMZl2K8RBI05HNo5CYG7EkPJ6Y81SsUF4t33VuXbg9AS+1iPdFBnoNSLvCEhb3kJjwN/6XVTk3ANIGqQxNiS1QCCSkKKfSuW65P6lgUEBCxbttzfP0AkEmqJfVjaw4H69etzEPvQkQ5C7JMxCH1IBgSx7+0v8lJUG8tgI+L/qyHepthXU0bpF/v0avsICMLgv3FgaHLjqBOmQ3AEgSTcIYjGR1LxLiFAL8NlrkUlqhEVpOrr3VKBlKkca88oKlCmQDWS0EjVG6oXHRkOhguiGGpS6aXSm4SQFSgISEySYQhCpy5Qag6KZK0Sso1yOhBskWnvjIYgao+WgeFgDSHUNcMKYSzhEB+oeEcQRHnfy4BArEvoUGGM2EedPlOLfafBbh+7ARcdTNY6Uq9jG4hGf/1fhMDj4o6dBrR9y5YtCwjwJ8Q+k/qfqrV9WNqjBQyLfbA4CGKflo6PfkuKfYS2D2xY0CvszcLGVjc1xRmB+q+F0Bb7PtVa5DWWcGPjo7pgEPv0eOkghAykPCB3W3NDA6PN8L3Opc5xTPY1NXpWBATqglA2+iu9YU0ITmQgCKKTv0sISpXFbe2yRlTUAAJNKIQkxpFRhiGU1OlFEFvJFkWIGxDWlTzwcyoyKYVhJmhVNM5BreuiYuCs8KANb+A5EtYJ9Ru8BT0iFdb2pkplieZJ3M61slXH0QwRKkqqK2m+YrrDEHAGhSkafg6EkL0VP2UNGA1BYBg/IKD6oRjOWiDi44msdFQZBiLDa4IKFLdGEJwwcLt6cwgtsY+2yEuWRNNcs5ZzNlLse5eLvJx4/p+MRH1HGlzkRdo+fYu8NGmPDFKLvLU1L+2tfkjbZ4H29jFr+ySUtg+ZsMJWIpnriVO7Z07O5c2/A4ILpWxxYMhQH+nQFvvY0r6td9zFPqizyqoq2A7PpQAwBRYUFJSWgasuLolUVQgil1NUYlZQqVQFhYUlpWjDPseJobq6Ojcvl2MrBCrAMw13CIVCkZuby1UIIMpdVFwMdoY5UUEoKHLzcrlPPCqVqqSkhLLYx4HBhPSUm5cLM5NBzSUQC+afDDKqrKwM2l5VVVVOTg5QgZiWkwPPteoyPz9ffXhFpXptwQ4M4apUqszMTCCKnqSiogLxn6CysrKyqKiIONKhrK6uzsjIAOMy9PgqlepV/is49qFSqQqJC3hUUFAAJ3OZ9CBAeH5+PnWYwwBvoX4rKirAJ5uB2MRrEuJVPhw74FAXKFllZWVefh6X/EEER0x49QrOIRmGIPIleqtxEGhAIH33cSoa9FZOUakBobCwEKqSU1ciBEQ0IHCLDdGKCFdVBts5WWziozQ3N1dBOFyh06Il9h0zzjnbW1/kpRftQ5iVA9BalCoViH0rli9nXORdviwALfJq7+3TFfs+4bS3j7bIyyD3SdSLvITYp3f9jpW6Dy/fEQf+xmKf9tcjFDUzM7N79+5yuXze3Hl4nmBiDgxn27dvd3Jy8vT0jCf8BLDIKHju7Nu3r1wu9/PzoyAYxTOAOHDgQPPmzT08PKKioth1GwBRXFw8ZPBgmVw+ceJEKDzLcA8Qx44dc3VxcXV1/YtwLkza+dNHOWRVUVExauRImVw+evRoyMEgRGhoqLu7e3Nn59On0LoNpNKHAGpHpMmYMGGCXC4fMmSIwROIkFtERETLli0dnZyCDx/mAqFSqaZNnSaXy/v27UvJo4x1AZY4YmNjW7du7eDgsHv3bl0IzISAAH8bG5v4eHQA9rPPPhMIBP379y8oKBg6dKhAIPD19YWTngqFAkru7+8vEgrt7e3Pn/9LpVKFhoY2bdoULOuOGzfOxcUFzCNjHdKzZ0+9vb0FAgHwv0ePHi4uLu3bt097lvbtxG8dHBzat2+PTf0BxNq1a61FIqlUGhkZeeLECbFYLBQKDx06FBcb5+HhYWdnF7AsQG/rgia9fPlyOzs7X1/fp6n6fY3gqoT4KSkpX3zxha2t7fJly/Rmi+Pjt+vWrXNwsG/Xrl3Sw4f4IT0aDgNEenp6165d5XL5IsLUNkvXI2oKqR63bNni6Ojo5eV1+/Ztdgg4ypCTk9OrVy+5XD7r+1lUb8Wl0A4An3fv3u3k5NSyZcu42DgDEMS0WlBQMGDAAJlcPmXKFDJHZuEMIA4fPuzs7Ozu7n7p0iUuEKWlpcOHD5fJZePGjYMmihuqNg1Uxzx16pSbq+tr14VhoQZsxEBWVVVVY8aMkcnlI0aMUNuzJHKHMtNO8hpzpCNEr09exk6qS05Nn3yAQO2d5B6HvX1I7BO+NbEPGXChFnkZ5D5K7BvzVgy4UJRqNBe9DzVivPHNvxECBmKs7fvUWC8depnKziidtwzaPm2xD8Ymf3//1q1bX7hwwdTU9MGDB/qHVAICBruSkhKhULh///6hxIXiM5vpAoj169e7uLhcibxiamoaHx+vPwkNorqqWiaTbdu2bfz48T179qSKpEMnwSuA2L5jh1wuv3o1plmzZpGRyLE9PNdgJw1CpVI1b9583bp1M2fOBO8FeA1RIwkN4nDwYZFIFBcbZ25uHso0MVAQwKtWrVr5+/svWrSoTZs2KCdCmaebPy7t2bNnX9sFjIuLsxIKjxw5gp9rJCHZQG5N69Chw9w5c1etWuXqSjPXrJGAvIHFvsuRkc2aNYuNjbWxsQE7xtr2h9VpyTW7r7p1mzx58qZNm+zs7KBp0WdQCGdkZIwbN65pU9MLf10oLS09fvx4UFAQj8eLjo4+d+7c0aNHeTweto8ISc6cOXPlyhVLS0uY+728vGrXrv3ayu7xY8cEAsvr1288f56GykIx7enTp2fOnFm7di2Px3vy5IlEItm+fceTJ0+Ki4uvXbsWFxdXq1YtrFYBiNDQ0KioKJkMzf13796NiIjw7ejr6+ubnv4yKSlp4sSJ4EWXTg4CJFbknz57ZmpqGh4e7uPjM28e+iJiZhTZ2Kb7Te/SucupU6f4fH76i3Sq3aoZCuQgCEI/lJWVZWZmdurU6S5dukwhXCrrabRUani1cOFCHx+f8PDwpk2bPn78mBUCNZTCwsLXnoiDDwf3798fPOUYhFi1apVHixaXLl0yNTVltCZItXOVCnmxEovFu3btHjVqVP8ByGomizAK6L9t/s3B0TE6Krpp06axsbFEO9dZbadBKJVKOzu7TZt+mzx5MnjKIdbEyZ5AcYj8BYi9+/ZJpdLYmFgzM7MLFy6wdCVc+25uboGBgXPmzGEyOYmBAOL48eOWllZxcXECgQC3bYgDEWhin1EGXPSKfRj8Q+BdcgC3KS6LvAEBAUIORzq4aPvIvX0WAmKR14DY9/aPdLxLlv4X8tYS+97ySV5uHDRK7Bs2bNjkyZOVSqVEIuHiMDcxMVFoJXz58uX69evJ8ZF5azwMfxMmTBg5ciR4sz1+HH34wnNdaoB7qampQqHwtU3dHTt2gHM2/A2mmwQm45mEI1GVSuXs7MzFOVtmZqZYLL5169aRI0cYnbNRYMDPxYsXdenSBeyqGnLOhuawgoICGxubK1eunDt3ztbWVksfQOVN/gJEYGBge5/2KpWqfYf2XJyzlZeXOzg4nD179urVqxKJpIjwBounMS0IWD/dvHlzq5atVCpV165dGZ2zESkhH6VS6erqeujQoTt37wpFwuysLN15HWIWFhZid16vM/hxyY+WlpavXr167fdv165dn9Sv/+QJsvwHVQx/k5OT69ate+bMmd82/ebn5zdp0qTly5evXLnS1NS0Y8eO48aNo0mZaCVXpVJNnjzZ0dGxorKydevWLVq0GDlyZElJSVhomJ2dnbW1Ndjno0OkpT1v0KDBli1bVCpVUVGRtbX1/PnzXy8iT5o0qVatWgsWLNBtjQAUfj5cKpVWVyumTps2ZMgQFK2KcZM9IH711Vc//vhjUVGRlZUV6TAXXMVo1QTV/q9evWotsi4pKflhwQ89evbQLQk9HXxcDRgw4LuZ31VWVVlbW7M7Z4Mi3bp1SygU5uTkrFy1ktE5GwUDhI8aNQqsWNvY2HBxzpacnCwUCp89e/bb5s3wecPUAjGBkydPHkoYanZwcCAd5jLwFqh4/vy5SCRKTEzct38/ds7GhAJtZu7cufDF6Obuxu6cDaT83NxciURy7dq1k6dOMTpnoxgFEP7+/sDSNm3aGHDOViOfvNqf6RT6h993ygFS8Nu+fceiRYvQuQ1/f39/9CcggPiH/hKPAgKWLl0qFOo/yatlxoXDSV5S22cjs5EwGHCRaBpwqaqqAl0Fy18tTmGhFj/XfYJffQhw5wCMU1jbxyT2KZVoGmMaudjhqgnnUyxxYFTSds5WpX2kA4/yo0aNKisrEwqFsKIKz3XzB9IeP35kzuenpKQEBCz78ssv8USuGx+P8lOmTOnfr59CoRCLJWoXqPoSAER6+guBhcXdu0i9NLkAACAASURBVHd/2bgRHCWxMArOM82bNxe8Ntna2oLjc3Yq8vJyhUJhTEzM7t27W7RoQZaFoQ8AP5cFBEBhnJ2dyeVOhs0VsE29pKREKpWGh4cfO3asuZMTkMBECFDxy4YNLQjn7q1aeW769VcWMw6QT1VVlYO9/Z9//nn+r7/kcnlZeRmhSdJPRhUhguzYscPR0VGlUnXo0GHlyhUGIcD/286dO2Pj4sRiMYhxWlTAbUFhoaOj419/oRXbQ4cOCYVCcMQXGXnFysrq1KlTuD1A/Ly8PHd39wU//ACaVx8fHxsbm88//3zE1yN69er95MmTJk2aYOEJGsbvv2+VSiRg1bmysjItLa1hw4ZB24KqqqouXbpkYWGxdKk/oABEUVFRmzZtpk+fBgq2Pn369O+PHDdXVVWlpqbOnzePb8YHO8b0ExXQci5fviwQCEpLS8eMGTOW8AJsUOzr2bPnrO+/z8rOFggEGn4OdZo6OMy9ceOGOZ+fl5c33c9vMOHnkKnRYtYNHTr0m2++KSoqsrS0Iv0cMkiWwLEHDxL5fP6LFy8WLlqk4edQp0gYYvz48UOHDq2srBSJRODnkKlUAAE+7pKSklavXv0Z4ecQnutDUEEjnDlzBshkNjY2p4kDDOwQmZmZlpaWCQkJW7f+7uXlxdLIicpF0vnixYs+++wzlUrl4ODA7iMHemtBQQFI0n8cPOhGKc619oliiqC3rg4M9Grdmugg7kHbttG7EpCDtX1Huezt82xF2u0jPT8yDC64EDUJ6B8ZapITY5q/JwTnUpF7+5Sqvfv2LV++fO3atWvWrF5DXurA6tWr165dExgYKLYW16lT59NPP/3kk/qfoOO81D+0xQ+efKLHgIs+J208Hg/8vNkwX3b2dg0bNhw7bhy9tTHWBecX6qUuzozinLdOxH8jBAx5NLHvU9jijWdKpVJZVVUNVihYxHSNV3DqknoEfMSOR3XYimY1lUqlLfbp2O2DsWnv3r3m5uZ9evd2dnZm30+GSfD09OzapYtYLP7ll1/wbKFbDPzq2LFjzZo169+vv62tLXX4QH/d4+bXsWPHzz//XCaTLSO2STHNChgiPDzctKnpoIEDxRJxdnY268RArV1+9VX79u0dHBxA/cMCAcuj0dHRpqamgwcPtrKyAlP+zNMbCTFgwAAvLy9XF5dp05DkwQqBFIQ3b95s2rTpkMFDLCwskpKSuIjUo0aN8vDwaNmyJVhuNwiRlJTUzMxsyOAhfD5fw+OqvvqD3KZMntK8efO2bdoOGoxdMKurjxSwCgunTJlSq1atAQMGXLhwoW7dura2ttOmTTt27JhYLDYzM/vmm2+wOA58692r1+vl2lGjRq1du/b06dPbgrbZym0HDOi/Z88eoVA4evRoJycn6Dswy16Li+PxeB4e7jNnzjxy5M/Zs2dPnz69WbNmR48dnT9//g8//PDxxx9v2rQJ+AwQw4cN5/F4Q4cO3bx587x583g8Xr++/VasXLF169a5c+d2795NKpUWFhRqtRagqLCw0MbGpl+/fubm5sePH2evPmDU+vXrX39LfNX1qzZtiTV96iyCLmsBoqK8wtHRsXevXpYCwb59+7hABAUFWVhY9OrZ87XEDN0c90otFHiuVCo9PDy6desmEolA5cnSQuDVoUOHzMzM+vbt6+joUEKe0lBXNx0F91Zvb+8vv/xSKpGuWbOGCxWnT59u2rTpgAEDbGxstIZHev5QL7Ag/sUXX/j6+trZ2v645Ed2CNikGxERYWpqOmjQIJFIpHYfopU7eUv21l69enl7ezd3csKenfVHpzTW165dMzU1HTJ48Ov9pikpKfTeCpzEYp+23T6lSvMkL7GrQG3A5cORDibGv4fnRKNWqVQrVqwcPnz4hAkTxo4dN27c2LHjxo4bSwbHogA8Hcvn801MaiPnbNS/euCn7SP0Cz7bPvroozp16rA76UCLvLV4fD7yPygUCkUMl1QqrV+//vDhwysrKzMyMrKzs3OyqT8ooA5nZWUVFhRWV1dXVlZWVaI/VZVVxD8UrEIP0QPiF2kN1bsa3wOT/3UQWOyDxfpPG+gR+1QqVX5+/p49e3JyKKdM3PgAQ3lwcHBCfILWXEXPQL/Yp6PtwxPDnt27Z82aBXIGuzEzGIIfP348Z86c7du3k3KP/kmBKBG1U/uPP/747rvv7t67i4rNvCiMiXr27Nn8+fO3bN5SSRSbyoZOpToMhPz5558zZsxISCA4wwHiZXr6okULf/nlF3ZhF2AA4tSpU35+frAbiQsV2VnZPy1ZsnbtWuoEIgunyFMdYWFh06dPv3LlCmaFmk7NEBQpPy9v2bKAlStXFhYWcExy8eLF6dOnw4YnyEQzY/UdvC0sLFy1alVAQICu9zOMCHGIb+M1MTExW7ZsCQwMXLhwUURExK5du9asWTN/3vyLFy/Sp8bg4OC1a39etHAhqE5fu64PCwuLiYlRqVTbtm2bMWMGHEEAi3wqlSolJWX9+vWBgasXL158/fr1n39eO3nSJKBiy5YtEydO/OOPP2C6xeLI8ePH165du2jRot27d4eHh7/eF7hkyZJNm367fv36rFmz5s2f/5A4SKHLBHhy8+bNmTNmwCZL3ThqNlHiXVVl1datW+fNmwcnSwy1ECTo379377vvvjtw4ACZG3MDgQIoFIqdO3bMmT370aNHiPkG2jmCSE5Kmj179q5du0gSmCGwcmvfvn3ff/99YmIiBwiUXWpKyry5c3//fRspU7JAUFw7fPjwzJkzySo2QAXK7vnz5wsWLNi0aRPlfZHKSN8vUHr8+HE/P7/r169zpCIzI2Px4sXr168vI20UsJEBEGfOnJk+ffrVq8gTNL0utMU+Vm0fKXXSxD6w2/dhkVdf3b7bZzB0oIrv1r07j8czNTVtxHA1RFcDE0pvV0vTOksN7mrVqtWwYcNmzZo1bdoU/kCgWbOmzdDVtGmzpnw+v06dOj179Lxz+/bly5ejoqKio4iL/EHhaOK6fPnyw4cPSktLCwsLigoLiwqLCguJHxQqKipCf9B9IbohhwaWvVTvlu3/+Nyx2FfbBC3W0xZ5FcTsoMzNzd2yZYtEIjE1Nb17525BQUFWVlZOTk5Odg4S3HOI/7LJe/QUPcsmXuaAlYo+ffrweLyZM2c+ePAA2ZrS4RmD2Kd3GEHtHGdAD+OHWgF6HHpYKxrt1mgIPP2gwZRWPFqe2kF6NHpYO576nnLO8S4hcNlRkdRsVhdCK0QvOT2sFY12q+bt3weCVjyuwerqaqy7ohNODzPlRY9DDzPF13rOlIT+nB7WSk67VdcF9HTaK/1Berb0sP7Y6CkdglPXoGdLD/9PITRKzqlUuCO9y96Keygq0pv1Vi2x7+gxA0c60LJ0q1aePOI6HfJB7GNun+/4DephRGvr2bNn/fr1rYRCC/ISWAhQiPhDBAQCcwuLOnXq1GbX49XmetXi1WrYqJGZmRkh5On/Y25hXqdOnV69et27dy86KjomJiYmFv1BFxGIjY2NQf/FREVFJScll5aVIeGO9SouLiZI5tDk3zHz/7nZM4l98Pz1qcMePXrweLxatWrVq1ePz+ebm5sTf8z55nxz9D9xETcoBDHIpyimhYVFgwYNatWqhRw3E6c+6RoU4Jtesa+Saa8I2mWIlL+k6o4D6xUKBaEwJpeqOaQwGkKpUFQRF6cBmCgBEh2MoUKppCBokwo7LQABG7PYY8LbN4BgPD2ghUvsGUCc4jR9EolJKhj2hGnlD7IGWRfMjFKqlGjRgFhKQM2DWFaorKwkwuSN1onvqmryObbVh/ctVCEhULtBKpUKtFZBXIQVGBQH5leQGtFasObQhVoEcVUTMSEMOQNF7G1eoUAtitRg6fJF9wnav0F0JR1Dbrpx4Ql0JaMgEG+Maee4t3JdxnkfA4LK2DFHPSAwN0ItJv8PBwQtsQ8fMMclZF3k/XCSF/PpvQew2NejR4+PP/7Y0tKSmnz1/ILu7a2JfbVqNTIo9pmb1zEhxb6oqChS4NP8uXoV3RNiX1IZ0vYZFvvoipb3zvJ/A6Ba7Kutqe0DrZxSmZuTs2Uz0vY1NW16965a20co+JCqD/2fA/q9HHQR2j70m5OdSdikBW3fjBkzQNunNdXhvZ7ae/uYxD7guuZ8yaEmjE7wPpoW5ymBA4EMUT5AMDBG57HxLUQnCwMP3kNdGCjBW3ltPKOMTmF0AuN763uAMJ7b76GF6IPQFvuOsdvt0/LSgff2sbBU7yu9D9mZxpJE7yu9D/9FEEaLfSZvT9uHFnkNafvMzU2Q2Nfz3r17hsS+K8nJScQir2Gxj7vOQKOq9TYGvQ8hGcsrjXxpN3qT6H1IS2RcUG9ueh8y50sT+5DZbdoiL5kRcBj29uXWbG/f4eAEwvqd/spScj3SQRJBnCnGihY1ZcyEg8Vd7ZPIzPFVaghNJRZzEuMh0IEJuNQkIFWVxh39RknYDTaCCuJMRs0gNJbimYsEe9WNhEBHwvVUH51UzTDE19YwMZcKTp2zQ+A41dUKVN1IR4bMMoPTNqhNreaKXhMXGmkVaipwVlqqOPwcSk6lpiBIOA0y6K0IVzdkC+hIAamRguSUOnNi/z4uJ3qtLz5UHDpMQLwFXDXXGZKAnl4jc0jDHJ/WldC+PfXFnITOBC7x3ycE90ZoNBVv0Fs1GiozY1l6K6PYR+XGQdtXrXdTjroGP4TeBQd0xD4rPVo+6hHS9pmYMGr7qG1/HFd5a3HQ9vHNzevUMYFFXkNiX1RSUlJpadnfV9tHdYZ3UY9knu8Lgib2aWr7qI9CmL3gYxramBF/iSO9QBHLNKx3kRce6nKYPsbRw7oxKU6q1105xdfcjsMpCdpbQ1YYp/h/VwhceBxg5Crxgh6NHmZJhaPhAEtkWLHFEYxNghoqk9SDM/0nBDgS/q5JoReDHmbBpUejhxmTUP1Iq+oZ49ewK5H5cSpSDSH+SQMCo9hH8V1L7IO9fRoGXJjGayqHD7/vhAOaYt8nbIu8FmgLFnFEtxZHwY49GhzpMLC3D4l9HLV9UcnJyaVlHxZ530k70coUi30m2kc6NARPEP44jpJaECwCH8TUL/bpGHCBGVypUm7btm3kqFHg9QiMl2oh4ls4rfbo0aNJkyYtWbJE1/gFjqkOEHTv3r3766+/BqN9iGoNZqjjosmJWA1/+vTptGnTfliwQO/pUY0E1Cxy8ODBEV+PADNgBiCIuTA9PX3mzJlz5szJykQmiNnrAt4ePXp0xIgRfxLGV7lAZGVlzZkzZ+bMmS9evCBI09TQaJIBECEhISNGjPjjjz/IIrEwiqAiLy9vwYIfpk2blpqaahiC4G14ePjXX3+Nz89iCVuzOOgOilRYWLhkyZJJkyaBwTxdJRx4g1iyZMmIESPOnj2rVCpXrVo1ePBgoOL3338fNGjQ5s2bqxVodsPO1iIiIkaOHDlv3ryioqKbN2/6+fmNGzcuJCQkPT194sSJE8ZPuHWLdCYGxSgpKVm2bNnw4cPBnMqGDRsmTZr0/fff5+fn79+/f9CgQRs2bMA2saGQ0dHRo0ePnjVrVk5OTmJi4tixYydPngynd8+fDx86dCiYB9KqSqVSuX7Desi8qKho7969kyZNmjZtmpaRDswuKF7w4eAVK1bAOdPz4ecXLVqk18ahOhVRF3fu3Bk/fvzKVSvBZy5kheNoBIiWoFAotmzZPGr0KDjrrVUXGvGprvTw4cOJEyf6+/sb9MWHe+WOHTtGjhxJnfVmbbQEFU+ePJkyZcqixQZIJotHELJv376vv/767Nmzhts5AZGWlubn5zdv3jwu1g/IGgkOHjFixIkTJwxDEF0pIyPj+++//37WLEMGXxAdAHHixIkRI0YcDg7WgtAS+wwe6UAspp3kDcE7dbRq9MPtu+aAhtj3CYe9fSYGLLOwi3r0t1y0febmxEle4kgHs7YPbe67EhWVlJxscJG3sLCIOtLxrln7b84fi321tfb20T673zX9HMU+GJsOHDjw2rTVxIkTBQIB+5BK6ODQmO3l5TV8+HB7ezvSaRXz4QCAOHnypECAfHA1a9bs+XMkAGksetLYoSS8m6tUKl/fzwYMGODq4gKeuyAfWkR1EF5duHDB3Nx8+vTpTRo3fpSMbFuwzIjwqnv37j179vT09Bw1ajSxXsM4vUH82NhYPp/v5+fXsGFDg+5NoVSDBg3q3Lmzj48PWAkmjl3rl+MA4u7du3w+f8aMGQ0bNoy5ikyZsFABEGPGjOnQoWOnTp2w0yom0QGyevz4sbm5hZ8fggBnuGhZluECiGnTpnl5tenRo4dep1WQ7Y0bN4YMGfLZZ581btz41q1b/gEBs+fM5vF4CQkJqwIDAwICeDwe5SOLPKuxePGi0aNH83i81atX//rrJolEsnz58oiIiPDw8JUrV3bo0KFly5aIA9XVAHHv3r2hQ4Z06dKlbt26z549k0ql33777Zo1a54/f75ixYqVq1Yh/2/EHI+PgyxbtmzUqFH16tWbOXPmuXPnVq1a5ezs3LdvX7Aw/PPPPx85coRudwNYV1FR8bovTJ0yZdWqVRUVFe7u7sOGDVu5ciXl8FejBoFFYWFhjRs3lsvlVdXVd+/etRaLmzZtSvdKosVgAKqqqnJyaj523DiRSLR6NSeLd7t27RKLJePHjxcKhQbESmrAadGi5ciRI1+7ofvxRwMW74CWI0eOWFkJJ02axOfzMzMyURVQWelQQUo/7dr5DBkyxMnJ6bvvvoOlT62Y+BYgQkNDLSwEU6dONTU1TWX3d0wNCF9++WXfvn09PDwmTJjApbdGRkby+eZ+fn6NGjUCSzQsXQle9enTp1u3bm3atBk2bBh714P48fHxZlRvBbviGALIZLTbp1LxsIiNkbDYd9qoIx0arRHzmQiwvNKMaOCOJR+WVwYy1XzNkg/LK808DNyx5EN7RRf7PmE/0vEOtH3cjnRwWuS9EnUFneTldqSDac4wwNJ/2WtaM9CmjOUVERV6Ps1ccwP99khZ8mF5pV0a/ff6xT76kQ4CAsamMf83ZsyYMRUVFVaWllyM8j9+/MTS0vLp06crVqzs2LEjHrW0i0KDmDZt2qCBA1UqlVgs5mKUPz39pdDK6v79+7/99punp6fWl7QaiIAAW77z5//Q7auvwP8baZSfwd0TtPC8vDyxWBwXF7dv3z4XZxfIU8/sRoNYvnx5x44dwP/bNk2j/OoiESGAKCkplcvlf/3118mTJ21tbauJvTpM/Qs8QGzcuNHTE3lO8/T0/Pnnn1m++SGf6upqJyenY8eORUREiMViduuAUN27du4CZ3S+HX1/+ukngxAqlapFixa7d+++ceOGlZVVbm4uqg5CAUOnGprcunXrGjVqVFJScv/+/dGj/6+5s3NpaWlKSsqsWbPEYnFqCtJHQgfB5Tc3N9+wYcOmTZtEItGePXvARNGZM2fc3Ny0bFwDRFBQUP369TMyMiSE2HfxYoRKpXqS8mThwoVWVlb0CR6zWm5r6+fn97rigoODbWxk69atCwoKMrewWLBgAbhSxTEhQIp9U6dCd3BxcRkyeEhYWBgUQEs5ShJSVf3HH380b968sLBQqVRevHhRLpeDaT0sCtDZBQ/j4xPAf93Mmd/16d2HUWCidaXhw4dP+vbb0pJSgYUgOjqaMQnF5wcPHgoEgpcv05csWfJlp06Y//TCoDAN4ptvvhkxYkR1dbVQKAwPP2cQ4tmzZ1aWlo8ePfr555/beXvrbR5qCKJXfv/d9336IHqlUukxQncOjVO7VIgKVLKsrCyRSHTr5s3tQds9CDc2hKdmnei03vrjjz92Iuh1cHDYs2cP0c41NxZTqaEGCwsLpVLplStXgoODwY0NOexQ0ei/MOasWbPGm6DX3d0d7ISTLYQyzM4q9uH8kGCrb5GXZW8fQSfOwHDA2PhUgzCcM47xHiAwFveA8aWii30ff8y6yEvY2ahTx6RW7be2yMtN7KvTsyfbkY4Y4ijvlagrXLR9RUVFxcXYbp8hzhrPT3WOb5JWnQtrqAYQxiZhiI/FPjDXrHGkgyEJIyXGxqd6K4w+Bk/ywlA7dNjQSZO+fW0GViKRgGct5iEYqYUS79+3tLJMT09ft25dhw5IDGJZF4asxo8f//XXI0AmgzUXdojU1FQrK6vk5OTt27eD2Kc119I5BsTOmDmjT180kTg7O+/fvx/NVXQxl5YAKigzI1NkLUpISAgODnZxwWKffo4DxKJFi8AZXctWrcDhAR7ladmjIEwkBa9eSW2kkZGRYWFh9vb2eP1RKzLcQlaBgYHg/619+/arV682KJOVl5XZ2dudORMSHR0tlUrZV/EA4rfNv4Ezui5duixevNgghFKhdHF1OXjw4J07d0TW1qQHFMKtACYEWHrr1q2mTZse2I8sD+/fv//LLztLpTaPHj26ePFinz59rCytQNuHVJ7EGQ5wjOvm5qZSqR49erRz587Wrb06duxYUlLy008/OdjbDxgwAHLG68JJSUnm5uYgc588eXLp0qUmJiYhISHXrl3r37+/QCCAjwoCgpQvZ8+ebW9vX1FenpubO2/ePLFYMnPmzAULFjg6OKxZs6ZJkyYarkoIwV+hUJw+ffqnn5bUqVMnJCQkNjY2MHB1/fr1mXzSQGM+efKkk5MTVEFCQoJUKqW0g3qUqZAkOjpaKBQWFxfPnz+/V69eLAIWIa4h2aB///4zZsyorKy0traOjEQ2vdm70q1btyytLLOzs1esWAFiELAU1x09AFmNGjVq3LixKpXKxsYmNDTUIERycrKlFfoO/O2330AMgvZPzxmH4eNn8uTJgwcPBs9pwUeOGIR4/vy5UCi8f//+vn37PDxIV4pMO0Wgnc+ZMwec0bm5ue3cuZO1naMKysnJge9AqEcggYkQgPD39/clnNG1adMG2gY8x+RwE/sIhbbGIi/hrg7nhXmnGdA/VGnGod8ZG5+aTOh5GAj/GyA0xT4Oi7xvyW6fSe3aaJG3YcNmBuz2WdStW7dnz5537tyJjIwkDDPr+XP16tXIy5cfPHxQUlJSUFBQWIAu9LeQCtNuCgsLFdUKJfqPy2WgEbC+rkELYc1Pz8v/DQSMqmpt36da2j5jS2VsfNRbYcTQEfv0++RdsmSJu4f7kSPB5ubmz58/ZxHjQMdTVFQkEAi2bt3ao0ePSZMm4TFOTw1Qc9LatWvtHexPnDhhZmamd38YTgvjbGVFhUQiWbdu3eDBg7/++ms05xlaR972++9iiTgkJMTMzExjIsdZUwE8lDs4OAQsCxgzZkzfvn1JLQgDs2E6/OOPPwQCQWhoKJ/PB7v8TKXCEB4eHvPnz582bSr4C0byMSvE6VOnmjVrGhYWJhAIwsPDWQjHo5NPu3bTpk+bN2+ej48PKXHqUVoi4oGKiIsXGzduHBoaKhKJjh9j8zmGF9y7dOk8ZuwYf39/7LwYE0jyTaVKS0szNTXt0qXL/cTEWzdv3bhx42rM1Xr16v3666+3b99OTExs3LjxsuXLUDGqyEVbf39/Ho+3a9eulJSUGzduZGRmTJ061d3dPT4+PjU1dcmSJY0bNwHlIpQ8KyvL0tKyffv2t+/cSUpKSkhIePDwgamp6a+//nrr1q1Hj5LNzc3xrgNIsm7dOh6Pt2XrlpSUlCuRkc9fPJ80aZKrq+uqVatcXFzi4uIsLCxu3ryJqQC6cnJyX69ZJyYmNmrUKCgoKPFB4rNnz6ytrfX6CYQk5eXly5YtMzc3j42Lraqu2rFzZ5MmTcANMTF9atc6jBIZL1+amjY5cGC/j4/PooWLcB1RTVXjFyiaP2+eZ2vPgwcPCgSCjIwMg701Pz+fz+dv37G9c+fOM2bM4AKxfPlyZ2fno0eP8vl82DDKJCkC7aWlpUKh8NdNv/bt23cc4SwUiqpReuoGXm3cuFEml506dcrMzCzxPvIFwg5RXV0tl8kCAwNHjBgxZMgQsl9oM5XEAIjdu3YJhcKzZ8+YmZldv37DIAR8Mf74448TJ37To0cPMj4rxJ9//snn80PDQs3NzS9fukyWiigFlAGLfTSfvGSOWkc6kOCJF3lDjFrkpTj74fetcAAPrNzt9r0tbR+PV6txo0Z8Pr9Zs2ZmDJeAMBDdt2+fR48eXb9+PUHfFU88vHbt2rNnz4gBF5lVwBc2oICfGPrAUPOVYI769kMIc8CQ2IcjvsMAg9inbRAAipqZmdmjRw9bW1vQYDGNv1Bc2Ae2c+dOW1u7rl91Bde0LNo+mBjy8/P79esnk6P1NZbxl4JAWo2DBw/aOzh88cUXjx8/Zk8CEMXFxUOHDrWxsVm+fDkxFzIM2AQGDMrHj59wcnLq0KH9/fv3uUCUl5ePHj1aKpWCkgxwmWoRIMLCwlxcXNq2bQsGd1h4C7lVV1dPnDhRIpXMmT2bzJlBhsPz96VLl93d3T09W1GSqB7dEmSFC+zn5yeRSKZPmwZP8HNdWqC6Y2PjWrVq5eHhcfEC4V1NUwSHOH/99Zejo1P79u29vLz27t3buXNnGxubyZMnvXjxomePHnK5fODAgaApBG2fSqUaM2aMO3HNmDEjMDBQJpO1bNny2rVrhw8ftrOzdXFx2bFjB9QL8C06Orp5c+cOHTq0atVq39593bohj7pTp07Nycnp37+/XC7v3bt3eno6JAGiJk+e7Orq2qJFi2+//Xb9+vV2dnavb08cP15CWE2XyWRUayGZBr4H0549a9++g1wunz59el5eXu/evWUy2bBhw/Tu1oCKDg0NdXNzc3V1nTBhwtWYq15eXh4eHt27d8/MQnvj9HIYiNqwYYNMJuvXrx/7tlrcPtPT07t2/crOzm57UBB+qFtx8ASq5vfff5fb2vbo0f0lwRyW3gorqjk5Ob179Zbbyn/99VcOEKi37t27187OrnPnLw2eKwJWFBQUDBw4UCaTgUqbpV/gdn7kyBFHR0df3XY+2QAAIABJREFUX98kwp8eSxKAKC0tHTFihNRGunTpUqYqwHyDSjx9OqR58+btfNrduU2eJcIRtAIAUVlZOW7sOKlU+sMPP1AQ5LADGWKxT9snL9rbR7uAGLXYh+320eJ8CL4fDmiKfVwWeevUelteOmrV+vTTT5s0adK4cePG8NOkcZPGjYk/6FnjJk2aNW1mYmLy+Refh4SEvN5Wcpi4Dh0+fAgFiD+HDx0+dDg4OPiPP/44GxqaEB9/7dq168xX3LW427duF6NzHfSrhH5TXFJcXFRcUlKidyB7P/XyN0eBLoy1fbo+ed9D+TmKfVASNvnoLZX13wHxlpjxn8iGtFJE0crle5LuaEShIDWCVAZ6fsE9CX7BBYJ+BF6J9iYwi8gKUmUO0zmXzHFJ/umBD731zWvwzcQ+7tq+GtcV94TcY2qxjXtC7jHfPQRd7GM/0mFB7O0zqfPWxD50qrcWWuolLhQk7gmzgOgReg1/6tSp89FHH9VTX3XVQQh9VK+OSR0+n+/o6GBna2vHcNnb28tsbFq39oqNjU1IiL/BfF27du3OnTuYORr1YGz14fg4oJGdvhvuMSE1jo8D+nLVeMY9pj4ILbFPY28fhnkzCJwNU8A4sU9JzH9KFek7i0PZwCwtVtswLVzi4pF7s5QqUD/g5ywByBz9hdMDhkqFt38ZD0FN/+8MAu2aAAmDEwRSnxhLhTEQ5Io52s7BrEqkVw3UBeaw3uom3iJZDXbuQc7VBATUoLZZbGJdD8Q7NJgQ/CGSEzVOjC8wd+KSMEBU4+TsEFAFwChMixYEYOHBDTKE8iuQ6Wnm+iM6ERCvQnv0UY2TTRcToC8A+wS41wVZ8vfZW5mJxgQBc9QkG0qCqTC2nUMLQbgcId5tVyL7tS4VOmKfpk9eJbu2jxT70EDw4XrPHMCdn/siL6O5Zrp1lrcbVkuHpJCo9QNmRCwsLFq0aOnq6urGfDk7O7fzbhcXF3fr1q0EjevmTfXtzfj4+Hv37rGNgO+5nv5mcDpi36d614beaakZxD7tvX30MrDMaPRoOMy0nxpH0A0YD6Gbh4En7wXC0ISjU0ZjE9Sgc/3NIbhQhMZbzDpaED/TDWimUKfWjQlPiCGd/pItCb2F04Ho6d9KuAaZc2OPunR0WtRPWUN/SwjWEut7aSxvlYblSW0YvRBaYh9tbx+ZnG2R1zgDLtrlYb1na/CsCbm//HtCcC4VXez7hNVuH2j76tSpg3Ryxl5GOvDQzd6ktknt2uiPCcqKCNRGYSJjExMT5CLMwsLC3d3d2dnZheFydXVxcnLy9vbWJ/aphb6Emwk3bty4q1fs48xYdQsyNomx8Tl8FKoLU+OQZqnUYh9prvltiH2aEAZLql/s0zXXTGWkVCLjaHrHLyqK1q+SWIVjXCPTig0rZUZCoF3epJJMNzt9T4iFRaOoICCYrdbpgtTAyDai4T1BcG0lJKN0jLDo0oufEK6xkNc1/EQ3AO6zoBURLaoa1F0k03RWVNFzajEX1D9Y6UUwTY92jQ4BjCV1eIT3P93Wwg6hqx1EW9lQXyChOUOgiBThqGsAcxREqVi6FVZ6AYt0y6/LZKIr/S17K6Hq1VtgvQ8Jko3vrTqtSG/m8LCGEFT1seSMX0HF6VaxltinvbdPW9tHQGrt7WOyRICxjQuw9VzjcmKM/a+AoIt9H7Pb7SMNuLzVRV5d+a5GT0ixz9zc3cODVexzdXJyauvdNi4u7ubNm/EJcBqEJvBRwfgbhLaPrmR/D9XN2NT+di9g7E5LS6MMuLyZ2Fcj3jKIffq1fbidg3BmmKHIcRpZLBxgT2U0BG0X/L8GgktNviGj3gcEVfVsNc6lHPT0xsavwefce4Aglq1xczVYlTimxlBqiL3qVLQ+Queldvg99Nb3AEEjls4BbWJp9wb5T4tLBnHOKK3ua50nLBDaYt/RY1oWZNi0fe/jJC8X+nQINu7BPxMCV2qPHj3Y9/aZ/+3FPnMLc3d3DxdmbZ+LCxL7vAmx79atmwnx+sW+mwkJN0DsY+kXNahuY5MYG78G84RxTZyITZQKi321CT2r/r19NcgcknAjXL/Yp8+OHYxvz54+PXfuXElJKQfJD5VAoVBcvnz5zp07HOKTMuKLFy/CwsLYDctRXEEQSqUyKioqISGBO0RGRkZoaCi76wI6hEqliomJuX79OnpoaHUHGJWdnR0aGkqaLGbpAmSO6OfatWsxsbEkLmv1AUReXl5oaGhWlmF/cUSeKMf4+Pio6CjuEAUFBWFhYXDo1eAEBxFu374dGRnJBAFxHjx4EBoaClsakpOTjx8/Dk6unqc9P378ONhqhpjwt7S09Pxff8XHx6tUqvz8/NjY2EuXLoGtu8jLkX+d/6uygvhQIfgMSZKTk8+ePQv8f/jgwZUrkTExMdVV1ZmZmcePHwfzyCQEIUyVl5dfvHjx2rVrKpWqoKAgLi7u0qVL4DwjOjr63Llz5WXliCgaxJMnT86cPQP8T05OunLlytXoqxUVFbk5uSeOn3j44CFukLByWllZeenSpdjYWNieWFhYePPmTbDRSLb5wiKchGQgJcS8TH8ZHx+vUCiqqqrOhJyJuXqVKAyOpR0A0lJTU8PDzxl25kbRVV1dfenSpXv37ukWQxuAKlhaWlpYWFhxcTGHJOSAcOVKJBhOgkLq5oyfQIT09PSwsFBO3h0puTg6OvoG0VpQDhy6UlZmFm6QhkpFZhcbGxsXF4eKym1AyM3JDQ0Nzc7O0WKUtth3jJPY58kjrpCQ01pCIubdh8C75oCG2Me6yAti31s+0lEj3Z5uItoir4ezi7MLw+XqShf7brFo+27cuPFhbx9L26OJfbV5PN5bFvtYgGmv9Ip9lTpiHxT19q3btra2Dg4OXbp2gcGRcYhEZzLQPuNp06bZ2tpaWVkdPnwYW1ig4auDAJGclOzg4ODo6NixY8fKygqtIVIdmxhtAWLe3HkymczKSgimVuGhRkzqBjPc2dnZycmpTZs2BqYrigr/pf42NjbI5BhhqIIFAmb0rKwsD3d3JycnDw8PA56CEQQyl/Pz2p+lUolIJFq1ahU7o4DnBQUFrVu3dnJyau7sbMAxKEXF1i1bJRKJtbUYzMqgBUqKM1q/AFFWVta+fXsnJyd7e3smJ7M4IfBk3959YrFYIpF8//33iAqFBgTwPz4+3t7evkmTJt7e3ikpKV26dGnZqpVUKn327OngwYO923o3NTUFyQOtUFKtSCQU8Xi848eP79q1q1GjRq1be23bti0kJKRt27ZCoXDkyJHANIBITEx0cmrerFkzFxeXwsJCFxcXNze3Tp2+TElJGTlyZLt27Ro3agQSXjVxqVSquXPnAsTevXv//PPPBg0aeHl5bdiw4a8LF9q29ZZIJGqnecTqYUpKipurG5/Pl8vlBQUFXl5ezs7Ovr6+yY+SJ0yY4NPOp2GDBuC6GkMs/WmpSCSqXbv22rVrszKz7GxthUJhYVFRamqqvb29o4Njhw4dwVEv7lYQKC8vd3ZxbtCgQVZW1sCBg3x9fW1sbDYxN0Vw5XDj+g2ZTGZvbw+25di7EiT5duK3RG8Vgi9jlnYOfL5//76dnZ2Dg0OnTp0gMi45bhhkgGqE3333nVwut7KyIi2la5r4oacCiJQnT5wc0eXj42NAfqUgFi1cJJPZWFkJf//9d/auBBDp6ekwqXl6ehYWFLAzCshcuWKlVCoVCkVgZ4qFUTAg5OXmtWzZ0snJydXNjTRjTn0KQlpswOUo4YkEhmXgBpu2j9rb92ZHOpiGAXptvGH43wihIfZxW+T9Hxzp0BX0NJ/gRV4PA4u8aG9fW3JvH9siLxL77hp/pMPYFmJsfEJiMK4VvxsIGHSwARejxb4alEqHbANiHwUBY9PMmTP79O2Tk51j1qwZqL6YxjsgLSsrSyAQ3Lp1a+6cOeAPDZ5rlEITYvHixZ06dSosLDQ3N78UgbxpMUHABFNYWCgSiaKio5ctW9YRHIHoft9rQqxevbpt27alpaVWVlYhhN0rdoiK8nKZTBYWFvbrxo2erZA/NGJi0CACaxQgqy1btri5uVWUV0il0kMHDxqkQqlUOjk5BQcH79mzx7l5cwqCKjd5TyICxP79+5FLiYoKR0fHIMIwG32qoBcOz8QtWrbYvn378ePHkUNYQrLHr8j4FCBAnDx5UiKRlJeXt2jRAqY3PRBEEjwA+vj4vPbI8tdff1mLRLoiNcBlZ2cXFxcHbd9uYmKSlpZWUFCwb9++Bg0apKSkFBQUXPjrr08+/jgmBnkZxvXy9GlqWVmZyFr0008/bdiwoVUrz7S0tOrq6tzc3Ly8vMGDB3/22WcQHyDy8nILCwoOHTrE4/FSUlIkEsmO7TtevXqlUCgyMjKuXr1av3798+fP05OkpqZWVlY6ODp+9913O3fucG7unJqaWlVVlUdcY8eObd26NWivAeLVq1f5+fkhISE8Hu/xo0cODg4bN258lZ+vVCozMjISEhIaNmwINq6xuZmnT1Orq6q9vLwGDRqUl5c3e/ZsmUxWUVGxbNmyzz7/HNr8xYvI3iEmHAIrV65EdgTdXJOSkpycnFatWtWpU6eAgAB6TFSDmtUH/i0yXmY0a9aM3Sw5ln7Mzc0TExP9/PzAHxrIgvS2pAUxd+7c7t27IzvPZmZXo5ECEpdcIxXS+qPC5eXlWVlZXb9+HbmxYfL/pklFQEBAx44di4uLsVlyJgiol5KSEolEHBERgf2hoedUnnrbOWpRnq3Kysqsra1hax07RFVVlZ2d3alTp37//Xd3d3fIE9DVVFOIkNWOHTuaN29eUVFhayvfS/h/g489zDEs9mnv7XtXdvuo8qlL/NZDf08IY0vFHB+PesRJXg52+0zq/K3FPnSkg0HX5+JCHuloi4503GRe5E1Ai7yctX3MvNXfGI2NTxsT9Weo+/TdQ9DEPnSYpoG2lw7dMqlHdn3vavJMr9hXpXOkAwavIUOGTJ06FfxjgmcIpvERSLt3755QKMzIyNiwYUP79u0JaYlgqz7eQlbjxo0bPXq0SqWyt7NjH4IBIiUlRSQSPX78eNfOna0omQyN8nohCC+ffn5+AwYMUKlULi4u4IITvNzqJgGIlxkZYrH49u3bf/75J/ioRYxmgAB+Lly48CvC7W9rT8/ffvtNvQ6jUyqYLfLzX9nY2ERHRYWHh9vZ2qlVPjrxcVYrV64EMbdjx46gICRlMp0kAFFaVmZvbx8aGhoTEyOVSAsLC8nq0IlPQCD1waZNm8DfXbevvlq4cCGG1mUUQCgUCldX1+Dg4Lt374pEInL1WaEx6eLZsVWrVgMJ58vLly2vV69e69atlUrlrl27mjRpYmNj8+LFC5Cx8LwYcvo0j8dLTEwMCwtt166d2Nr6hx9+KCkp6dWrF4/H+/HHH3F8BEGoUjp27ABOt0aNGtW6dWuZTPbkyZOjR482a9bMysoKFnChiqHtRURE8Hi869evR0ZG+vj4SKVSPz+/8vLyQYMG8Xi8WbNmqSGoJc5u3bqB18EJEyZ4eXmJxeL79++HhoYKBAIzMzO6cW8AuhYXZ2JiArq0CxcuiESiysrKyZMng4MZe3t7UPZAeeCYS0pKSqtWrU6ePOno6JidlRUYGMjj8Ro3agwbJ/ChEHrnh4f9+vWb9f33VVVVYrEY6x3p0XAYynbz5k2RSJSbmxsYGPj5559jYnWrG1fKyJEjv/nmm9dGmOUyWciZM/g5zhkHACIpKUkoFKalpW3ZsqVNmzZcBoRJkyYNHzZMpVI5OToeOnTIIERaWpq1SPTgwYMDBw5gmYy5t6J2Pnv27N69e6tUKg8PD40vKJ2uoVCiIzjZ2dkSieT69eunT592dHQE0ohWh8lVB6BX/rR0Kfi7827rvX79enpXgrp+72KfuoQfQjXkgKbYx8E5299T7KuNhA9zc3NDJ3mJRV5C7Lt16xbe2ae72otO8t69x36mr4Yc/1ckg/Gi5tq+t8EEGJV0nLNpe+mAsenbb78dMHBgXl6elqMq3YIAac+fv0AulRIT586dS+kPGI/0AsTs2bO7du1aXFxsaWkZFYV2oUFWTBC5ubkWFoJr168vX74M3OCymEAD8W7p0qU+Pu0rKiqsra3PnWPzHw8yymvVlEgkunjx4q+//gqORPVOhFBCgFi3bp1HixbIT5RcTp/IdakAiMrKSplMfuLkyT1795D+4ynBQjcJMCooKMiBmHKaN2++e/dulukQIFQqVfPmznv37j1x4jiaq4gTgfiVFgpAHDp0SCqVVldXt2rVin11G+fTqpXnr5s2XbhwQSaTlZZqbwDF0YYMGeLt7V1ZWVlRjq6HSUl169YDTxtZWVlmZmbgLwHbTI6LizU1NQUZHbL190fL7rA7c82aNQ0bNszOyYbWAihjx4718PBAGkdCCqysrOTz+eAO9dWrVyKRaNZsJMZhiNu3b5uZmW3evPn1gm8ZUfINGzZYWiIftSqVauvWrR9//HHa8zQ6xLRp0xwdHWERHxRjIpEI3LKVlJTY2dlNnDiRDpGcnCSwFIC3CZVKdenSJYlEUl1dvWDBgs5fdi4pKbGysrpyhXCeq0DiCBzQDA4O/viTj11dXV9rLkePHi2Xy8+fPz9q9CjwzKu3d0D1jRkzZsSIEZlZmRYWFuSiOcPhVsgkNTW1abNmjx8/njHDb9CgQYhS5pOqADF9+vRevXsXFBQIBAJYNNdbHtyLMzIy+Xzz27dvL168uFu37vi5VvODW+hKCxYs+PzzL8rKyoRCYQS7+p9QKL569crS0io6OnrNmjXgBhe3Ol0UgFi5cqWXV5vKqkqpVAqemoE63fiQVVlZmUQiCQsLe73NAHTAujHxE4DYtGmTi4trtULxejX/oKb6H7BqKvaB3T5imwiGNBDQEWYNxK/B6/8GhCGxj29OXHzil8/n16lj8ra8dGiu077RHSzyEmIfl719YMDlZgLzSd4b8Ry0fca2EGPjg2LGqKb7HiCI8sAQyVXsq0GpOFCtX+zT0fbBBBB5+TKfz7eRSsE1LRoEqR0qulBA3bBhQ4VCoZWl1RlWZQCeAG5cvy6wsLCxsenatSuZJwsEMS2NGzfOkriCg4NZpB8Mcf/+faHQSiaT+fr6VlahowBsEwOx92j69OkCCwtLgeWuXbu4QKSkPJFIxDKZrE2bNiUlJVwgfpg/39ycb2lpuWnTJnYIkGtfvky3lctlMlkLjxakuUdmMyswtSxbtszMzMzK0iowMNAABMHzvLw8JycnmUz2/+xdB0AUx9cnmviPxk69ox5FkKJSBQtiQbGiYO/Ya+w1sWNBjQWjiIodS1TEIAJiQcReUEBUBCzYEAuCdO7uc+bdDXt7u3t7WD6TuInc7OzM/Oa9mZ15+2bmPRsbG26nrqS09evWaWpq6gv1Qf1Gmz7hNioqWkNDw8LColWrVps2bfL0bGdvb29manbmzJlOnTq5urpqamrGxyO/pcQ8Svv2HTQ0NOyb2E+ZMmXBgvnOzs462jqrVq3atm2bk7OzkbERbLwj1YiPj9fQ0DAzM2vevPnWrVu9vLwaN25sZWV19cqVbt26ubm51atXLzo6GtJDR/Xx8QGI8ePG+fv7Ozs76+rqLVq0aO/evU5OTqamph07doSUQMX169c1NDQ+Tv9urq7BwcFdu3ZFVJiZXbp0qWfPns2aNatbtw6R+CHj4MGDP25PbNKkyYjhw8+dO9egQQMNDY2+ffueO3dOqC80EZm0b98e+jwoSKFbfvjw4cmTJ2FhYUKhMDY21tXV1dXNzcTEZPny5bhLM2zrghqePn1aS0vLxMQEZDjUbdhfJdiC5uvra2BgAECEmcqvNsLFr96lS5d0dHREIlGXLl1knZwdQsaEQYOEQqFAIDh27JgKCCyk3r59WyAQmIpEbdu2hRI4qADCx4wZI9DTE+gJ9u3bxwciLS3NwMDA1NS0efPmxcXo4I7KAWHatGm6ujoCPcHWrVv5QDx58kQkEpmamqLtg0TRjjkLda6s2PfdORtj9/wqkUTs69q1a82aNQ0NDQWoY8suHER/hAKBUCjUEwh++uknZDeP+1L1nOT+JFmPkpki9jW2RhZc8P82ssuWBGxtraysXF1dL1++DCu5bH46kJeOpGT2ceCrtM03DAKjGMWAS81vxlwzXdtHhsL79++fjD2prMhRZjO0e0lJyalTp+6kqnE2MD09ne/ZQCwKl5WVnTlzJgk7x+QYr6GGkODRo0fR0dHvubdvyzKgH3zCMQ4OC3Oo+qgQWVlZUVFRb9+9JayDpwx/MRUSieT8+fOgMuEJ8eL58xMnToCWSyXhgHvx4kXYNsdQDcUoKPDVq1cnTpyQyXz83uQrV65cuHCBMS2UmZubezsp6fKVKwnnE968eXPlytXw8PDsbOSR9ubNm2FhYXBEl0pRRmbmzZs3z507d/fu3WfPnh09evQqPnKb+y43MjLybFwcWRaHXHl5eUlJSVeuXDkffz4nJ+fKlSvHjh0DiKTbSUfCwjIyMivaBfP/4cOHGCL+zp07L168CA8Pv3QZbVbLy8uLioo6ffo0OU8AEPkfPiQnJ1+9ejX+XHz2q+zr168fPXoUjjzfSblz5EhYWloaDeLx48eJiYlwsD0nJ+fixYs3b96EPbIZmRnRMTEf8hnOw8LnXklJSWpqqlgsfp2TEx4efuXyFRAXGPlMcO/evRsbG1tUXERiFBu54g6IKioqio2NvXv3rsr0JEFaWho+2q/i2wanR3ClpaWnT59OSUkhJVRUQikEtcrMzIyOjuZ1tF8+IJw9e/bWrVuoPDYGybEA4vHjx1FRUbyO9mMIMFBw48YNDCEvi+UXIJ49e3Yi6oTy0X6a2Bd2VNFLB/fePvmRDobxmqUy6kdDB1Q/nxo5/pkQROzz8vLS0NCoUaPG/ziuatXg8PXn+oucbRD3bDTPG+QWJaCIeMxBtMirp6vn4ODQqFGjxixXkyZNbG1tW7RokZycnJaWdvfe3XtM1/379+/evZuRkaHqvVOjd6Ck/8weQidSPnZIpVK+2j56Earu+TGKp7YPwGD8ko3X/NpVIYuqKlNnAvJOqcz0bUIA+78oFZ8EwaN7oMpj7leSCh4Q1MaVo6E4apiahhqmruaj9KrgaFR8IxBUYhmpAEPNUFti6pmai8oTapgQiItVxR2cUyELtSyWMDU9CbOklUWTZCTAP30lsnAXDk8/tZ/zwOCAoIl9nEc6kC8/tEuGZq4ZBnEe1fie5LNyQP5O7dmzZ/68+UuXLvVnu5YuXbRosb29vZWVla0taNDwX6JMo6jYGjdu5ODgYI8u+a+9A/nP3h49cnJy0tPTq1atWnV0/cx2Va9evdr/qjELe/LYqlWRbFijRg1tbW0t9ktbW7te/frGxiYLFy7wX+q/ePFif3//JUvgHwqgsL//0qX+C+YvQAcA+ckHn7U9/hmFEW0fuMVT+yTv56CSWexTMuBCoKjOD0gkR0AtpwJQTuUh5K8hR33+VRDgJYJ9bVeJD9jXRXm5SgmJZJQ5olADAhltQTMZe1sgOQYlQRfINHiDHcoATS9byyOVkMfDPjx5j0IQECZrwSSHHELmRUPWozAVakBgKtSCgJrzhcBcwFmQw1ZlKgg5KCCf8WX1EXNxmGRUXSxJigNy3rJuwFVMju6+aQj2TkgjpPJU8Ieg+HShoqsj9iF2o0X9CrHvONjtY1jpp2DwrqMsj7rpcfek4PEI/isgsGQjkUhu3bp1/vz5S5cuXbp46SL+/9JFdIciLl66cBHdJCQkdOzo1aJFi7Zt27Zhv1q3bt2+Q4fOnTt3Yr86duzYzbubmZnZzz//XLt27Zo1a9VkvGrVql27do0aNeQCHuPvD+Cj7YcffuBWQ0KCX375pX379h06dED/mC4vr44eHh69e/eR9wHS0CQgf6LiV930/5hOSMQ+mZcO+kledQlXNz1ilJpiH97Np54cjz50eX6mQ0fAs7latKgNgdVJ3yFUvHj4sXptB4zl39zQcrJ2xzccdZIXq9Dc1BJoeXF6aOWKLLIezNSHKUWhXOiWsIApPaSBBQgZgDwZpSiFSlXEkwwYoyJeITm6IVSQHJCEI4u8jO9vq5wTqn8RO1Wnqkgha42KCNUhZgh2sU9WH0W7fXivsZLY9yUXeVUT9i2nUKtR1SQEly0Wiy9duhQZGRlzMobxio6OjomJOXHihKenp6urq7u7e0v2q0WLFm3atGnfvr2np6dne0/8g4IVF47q2NHLxMTk559/rlWrVs1ffmGS+mSR1atXV+kIuCp21ivz0Uvc9YIrX+y7F/n0xS4l6tSp49PDx5f96tWzV5cuXYcPH45HLtri7GdqC65iuJ6p0bqfqRhGRCL2ybR9dLGPMdNnjmQW+0pZnbNBnWGo4lMVsUyjg/QZfNJj9Q/6dsUaI17c/xQInmM9LK6BaoonFcAiFSocSlnqQkixF1fMKL7uSikQStoBRk5XCkIsQfVh6CFKEIQ5JL1ELIazBRTGoCBOIOs/mAoEgbzbyv3blkPvokCQwgmjqOlp5YPWCoCgowIVEA+dhAZBOgP4jyYdicRD5ahAULIsARYb4CmFCnq7YEfEmCo5aSBuyCqJcrK+VhLES/SUoS2o1aKEgWnAKEo0a5AQyx/iq7ytWIuMewhr1SkPUO+Co9NyD8uUh8xBaDJCPnMiaqz8jajolvKnwLqKIx3fnHM2eUW//zJyQCKRXLl8OSoq6tSpU7FM18nY2FOnTsXExCCxz821VatW7uxXy5YtkdjXoQNIfe3x5Sn7wb9YFOzUqZNIJJKJfUxCH8TVqlULiX2qt/cxKgIVIkHsq127dvfu3Xv49EB/mS5fX59OnToPHTqUkVffI8lMU7G379sR+1gWeWFuA0mRTwvC9zP/WUSu25BWAkI2K/OoVqWp4D+3EQieGgTCKLUheE9UsOpKBCwefAI9k7T9/0UDAAAgAElEQVSMPwQuVCKRlLG7XiC4wCJkw6UE+WJBZlOKikBMIWloAcgCcgz4NKOF2dLzKRyKIpKZXMpCRZaXlxM4KoREwtpRS0pKGGkh9mKo5cBQUCrnA+0RoZoWzwZBkpFOSGK4A6QTMtacMW+lIb7Nt5WRRuVIwii139YyJI/SCqSLffycsznCktzX8MlLq+/3W0UOILHvypWoqOhYNrHv5Ekk9kXzFvvatkGrqOyXp6fn/4fYhzyJIbHPm1ngAyHQ19e3U6dO38U+xT6icAfDKxH7fqn57Z7khdHq/fv3fn5+jRo1Ap8N3NMDPP37779dXFw6dOiQ/iCdSLoKXJDfAERhQcHoMWPs7OzAPgV12748YcUvWJE4efKkm5tb27Zt76Sg88IctQKI0pKSX3/91c7ODoyMoEj6UEyBwPqS+HPnWrRo0apVKzi7pxJCLBbPnDnT1tZ21qxZUJbSaE+HuHLlSisPj+bNm18Ea4XsJtPIZtl58+bZ2dlNmjQJ6gPUVZRLCUGCj1tQ2rZr93Gd4czp0yDNUJIoBuW6qKVLl9rZ2Y0ZMwac3qqEuHv3rpeXl7OzM5f7E/k2tUOHDjd1dfXy8nrz5s2KgBWurq7e3t6PHj2iNiIgPnv2zNfX99dff5VKpYmJia1bt2ncuHFsbOy1a9dcXV0dHR337t1LckGW0NDQpk2bXsK+axcsWODq5ubdrVvOq1ezZ89u2rRpyxYtiOMK8P+2bds2a2trNze3hARkLfLmzZu2trb79u1LSUlp1ryZg4PDtm3IVAfRzL1586ZHjx4WFhaTJk2SSqWjRo1ydXVt3br1kydPFixYYGdn5+3t/ezZU8gCU3toaKitrY2jg8O1a9du3Ljh6urq5OQUEBDw4MEDd3f3Jk3sN2zYgL588B5EoCIyMtLFxSX25Mn8/PyOHTu6t2rl5uYWEhKycuVKOzu7Tp06UY1OkyaEvO/evh00eHCjRo3A5iJHpyWsCztyxNnZuVOnTip98QFEfn7+iBEj7OzswBihCgjcpU9ERjZ1dfX09Lx37x7BJTWnBgCiuKho/PjxdnZ2S5YsIZ+F1GTUMAwIp0+fbtaseevWrUkTU9NQwwBRVlY2depUW1vb3377DT1lXoyV5QMaL1y4AIt14JYXcKklkzBASCSSOXPm2NrZgdNCKiFKYp86J3nVEPvYxzhS108N/Dsg1OSCRCK5fPlKdFTUqVgWbR+IfVjb5+aqWtvXtk1bvmLf//AiL4e2r+YX0fb5MOn5ZGKfDxb7/P7/tH3ffCeEEYSIfcxHOr4wFcyLvEraPhibVq1aZWVlFRoaWq9ePcb5hrwxMNiVlpYaGhr9seYPLy8vPz8/LGqwrkkBRHBwsImJyV9//VW3bt072MoD21wCEFKp1MLCwt/f39fXF7w+sKUngs6+ffsEQuGRI0fq1q0rG7VZFqDlwo/0o6e1OXPmDB48uGPHjrKJmaVdgIqIiAgtLa2jR4/Wq1+f5m6LsAgCsGYnlUpdXV1//fXXsWPHuru7y6YeFlERxJSzZ8/WrVs3PDxcS1ub28asVL7a1bZtu2HDh0+fPt3RibiYYyYDeHj16tVatWuHHQ0TCAQHDuwnDKSRgG8lMPN5e3fv06fPggULrK2tyYRHSw9+up4/f66rq7tly5YHaQ8y0jNq1ap15MgRc3NzMJgMbMSIaNvSjp079fUNwM+Bl5fX5MmT161bZ29vf/3atatXr/bs2dPW1hbJEOWy9W7ssa1P9Z+rR0ZGvn337ueffz569KixsfHBgweaNWs2e/bsS5cuvc/NBT7DOun+/fv37dunbyBz79ulSxcNDY25c+dmZmQkJCT4+fmJRCJoeqDryZMnmzZtWrRokYaGRjp2zhYQsOLy5cu5795FR0fHn4uvWrXqzl3IymNZWRnw89ChQ/tCQz/6IBk5cuShQ4dEIlH8ufj09PS7qakJCQkTJ07U1dUlvUIqlRYXF48YMbJ69ergW/bvv//et29f9erV161be/HixfPnz1evXj1wQyCCUDS0Cdzz9/e3s7PbtXu3pqZmVpbM0DStLahwRUVFQqEwMDCwTdu2xNA0Y3rSEwIDA80tLPbv31+3Xj0wWMP29gHTxGKxSCQKCAjo2rXrgAEDoMm4IXbs2GFoaHj48OG6deuCTRZuCOTPo2HDBQsW9O3bl6eJ+MOHD+vq6oYdDatbry6YiC9n+egib6ujo+P06dOHDx8OfZLEK9MCbREdHV2/fv3w8HBNTU2aiXhIQFnkVUfskxtwoW8OUK7H95gvxAG8yHslKioqlk3si8XaPhD73NxaeXiwr/GibX9teGv7/gd7+zjEvs+3yFulqlzb1707l9gH2j652Mc8vXyhlviHFAvjlwqx7wvTwiL20ff2wdjUv3//MWPGiMViIyOj03KXpowVBNLu3bsnFAqfP3++Zs1acM7GNmSTiWTUqFEwH5iZmnH7g4einjx5rK+v/+DBg23bQsA5GxEHlStWhp2zTZs6FeaDhg0bgpYI3CEopweIV69eGRoaJiYm/nXoEMU5G3OPBn4uWLAAXIbY29uDHMO2bC3Gsl1eXp5IJDp//nx0dIy5uTksKbIRAkWtXr26mZubVCpt1qw5mF9mg4BySkqKLS0bREZGXrh40djYmNsKGjAqOHizfZMmUqnU09Nz3rx5FR6llDgFEBKppJGd3YH9+5OSkvX19Wku50km6EsxMSdr16rVqVPHfv36vXv3rm/ffv+rVs3a2vrVK5mzDZIe6FoZsLIl9u/XuXNnT0/P6TNmmJiYPHnyeMGCBR8PqxGvHiDJoVXd4uKGDRv+9ddfHxWE3t7eP//vZ2tr66Liotat29g3aTJ16tTsV69IYqj/+/d59evX37JlS0RExKBBgyZNmjR58uSPaebPn1+7Vi1Q3ELlSXddvXq1lpZWfn6+o6Ojq6vr7Fmzi4uLr1692rp1az1d3QcPHhCFFkAUFxcLBIK1a9dGR0fXrlW7b99+xyPQWcxly5bXrVt3/PjxJD2pW9OmTUELKJVK//77b4FA8OHDh6SkpA7tO2hqaspctCl+t4DU0rNnz8mTJpWUlhroG5w/f57UmTCWBGDJNTk5WSgU5uTkLFu2XME5G0lHCQAfhg4dMmzYMPDWGBUVxQEBr1JGRrpQKHz8+PHGjRtdqc7ZKCWTIGwVmDBhQm/sMsTCosGhQ6g1SROQlBAAiOfPnxkY6Kempu7Zs6fCORstqfwWutbs2bPBiZ+dnR24imF7lYhnYWNj46tXrx47dszK0hJwoX3lBVf8QlFLly4FlyHOzi7r16+nvkpADhH7wvjs7XNydIJF3uPgU1zpM70Cv9Ih5vGt0sUxZawEhLpZ1E2PXjumqjLG4ZRI24cWeaNULfJGw94+Dw8Ve/vatoFFXtmOvvZK671qL/Kq3NxXVWEbH+MNbW8fm77PB+3t6zRULvapw00mFvNvC6bcvOK+OgSMFxSx75fPYK5ZTSpgVKI7Z1NUHpChdsCAAcOGDUMTiYEB8aPAyFsgLS0tTUdH58mTJytWBPCcSEaPHg1OBUxMTLgdexDu6erq3r17d1NQkIKXT6Zqgfvz6dOnd+zohdz+NmgAYgHbRALHC16/fi3UF167di00NLRRIxbP63I44OeiRYtaureUSqV2do1CQkKoo7w8oewXZov8/HxjY+MzZ85ERERYWlpCfbgnkjVr1oCY6+LiouDlkwYgOwqKzORaWFiEh4fHnTsnEom4DW4Do7Zu3WptYy2VSj08WsMSG9t0SKoKbo5v3LhpYGAIXsvII1IvoA7pKbW0klNSGjVqNG3adK+OHefOnWtnZxcSso30N8gCoCtXrgRJ+uHDh0v8l3Tq1MnWzi43N/fipUv9+vW1sbFBfthggQ5L0iUlJTbW1jExMe/fv3d0dJw/f76Njc2uXbtKS0tT79wRCoXgZZhssf/40d6xY8ePqkqpVNq0aVNPT09nZ2cnJ6fXr19fvXrVz8/P3NycUAR9LzY2Vk9PL+7cOalU+upVdmJiYu3atTdu3JiXlxcaGooctfn7Ay2ECb6+vuBUrbCwMCcnZ9asWXp6erm5udevXx87dqyRkdGLFy+w5Feh6XVzcwNXEFKp1MnZaTx2iv3kyZMjhw+LRKI5s2djnZmCugc43KtXr7FjxxYWFgqFQrDRzdbPgZw7d+7o6Oi8fPli4aJF4C8E4knDUQNQlJ+f38CBA8rFYkMjo1OnuHYOQFGZmZk6OjoZGRlr18q+AwlnqIVDGDrhxIkT4SPN1MwsPJzLsQdAvHjxQk+gl5R0OyRke4WTbpa5HLrW3LlzQWlHvgPZ+zlarHj37p2BgcGFCxcOHT5MvgPZCIGili9f7urmKpVK7e0daN+BwEki9tHt9kmkiid5sYBfcZL3u5cO5Y7z1WLkYh/e28d+pAMv8kZHy8Q+Pkc6+C7y8tT2Mcpx6kZStH1sMl+PHj3wkY5Oft+PdLB3QhiniJeOX2p+DrGPHY7xCYxKSmIfs7Zv06ZNAoFg3LhxxsbGNBdDtMJhEBSLxZaWDYYMGWJpaUnVx9ASwy0Mf3v27NbS0vr111+JO1S28RTHoxevcePGffv2bdSo0YwZM2kSAw0IINDaa726U6ZO0dbWli1+VUyyCjnI2o2bm1v37t2dnZ3Hjh3LByI2NrZ27drTpk+vX19T1eKXbDNiu3ZtvTp6tWjZctDAQXgiZ10Nh25z8eLFWrVqTZ8xvV69etyLX9jkGxILvL29PVp7tPP07NGjB2iV2L4RAOL27dsIYjqCuHjxImRRYBC5kch0MAMGDHB1de3SpUt7T+RnDO2EU5pxofD799Pq1qvr7+9vaWk5e/ZsLS2tzZs3m5ubyaQxuf4CEl+/fr1Zs+aampqRkZHnz58PDQ1t2bLlpEmTTp48uWnTxj59+giEgg8f8kkNS0pKVq9eXa1ateHDhx88+FeNGjW2bNlibm4+ZcqUkJBtmzdv1tTUDA7eDE0JvWL06NEaGhpTpkzZvXt3SEjI/PnzRSKRi4vL3r17goODhw4dWr9+fXCxAOnTH6T/9NNPjRs3XrPmj5iYmPXr12/888969eqFbAvZtGlTyPbttevUnjt3LhVi2rRpGhoa48eP37dv36FDhzYHBfXs6evm5hYVdeLPPzeMHTv2l5q/PHv2jFAhFou3bt1at07ddu3avX79OiIiokqVKhkZGeXl5QEBK3bv3q2trT1x4kTlDgk1XLt2rYGBwejRoxn9I5OmI2pF7BjadNiwYebm5gEBAcrFUrMAxLZt23R1dSdMmGBgYMD9yUreYhtr64EDB1pbWxOxm1osNQwQBw8c0NSsP3nyZF1d3RcvX5LaUlNCmLytTk6OPXv2tLe3nzwJKWuhHOX05FFkZGSdOnWmTpumpaXFvamRHN11d3fv2rWrq5sbmKpQCREXFwevUv369VNTU0kTkzpUiH2c2j7Z2WyK2Ad2+74bcGFs368RSbR9zDv7YmNPnsQneUHsw3v7WrqzXrKTvEjF54n/lx3ipR7w8PT07PjVT/JWwQZc5Cd5WZd5ffHePr8Kbd/XaIJ/FgZMaUjbhyVp5r19X5gkZrFPPukScBi1S0pKli1b1rtP70uXLlNHLpKMGiATdt9+fRctWkx8W1HTUMMAUV5evnr16p49e57DShQohJqMGoanSUlJAwYO+O2337kXLsmEIZFINmzY4OPrc/JkLE8q7t27N2TIkBkzZ757J9sQRq2GQhhJkEia2rIluEePHhHYnCr3wRTQKWZmZgwfPnzy5Mlsa6MUFDTBfVxZ27lzZ/ce3Y8cOUJIo6RRCEqwmY+srKzRo0ePHz8eVEoqaoUh9u/f3717d/BtikDZ5ES5TvHly5cTJkwYNWrUx5MNqFYsdp6h/vv37+vatWtwcDBm1xZvb+958+bRHJTBhBoWFjZixIgxY8bs2L79+PHjnTp2/P333yUSSXx8vI+Pz5AhQ27cuI7hZHv7Pnz4MG3qtEmTJo0dO/ZuauqOHTu6du26cOHC3Hfv5s+b17lz5z///BNKJrJCcHDwr7/+6ufnt3SpPzw6ePBgTExM0u3bvr6+AwcOvHQJCb7IOg1WuKSnp0+dMnXy5MlDhgw+FRs7d+7czp07b9++o7y8fOnSpZ07d162dClNAbljxw6AWL58eWRkZPfu3UeMGP7o0ePk5OTevXv369cvLi5O1pSY+R/tWf/+++8TJ04cOXLk7du3IyIiYDVfLBavWrWqc+fOCxcuZHQwCOwtKipasmRx3759weMfn1fpypUrffr0Wbp0aXExOl4N5Sj0JPkNPCotLQ0ICOjVuxecg+EDkZiY2L9/v/kLFqj0VQ0QYrF43bq1vr6+Z86c4fm23rlzZ9CgQbPnzOH+NKUSuGnTJh8fn6go5KaZrdMC6dD6Dx488PMbOm3aNKIAljNG6Vc+IISEhPTo0R0UllQI6GxE7FPpnA19wDlWLPJ+F/uUOP7VIvBbivb2Xb0aEx1z6vTpU0xXbGzs6dOnY2JOenl5tVQy19y6TZs2rdugv/hC5prbt+/UqVPHjh074j/4t1PHTh1RHI738vLq2rWrubl5jV9q1K1btw77Vbdu3V9+qcnHQZtK3V9VubbP29sbmW9huXr4+HTs2LHiJC/7hPHVWulbA4JR8hsU+0qVxD5gHWUakEke3CxF6fGrQR1hVWeRp6DAyaOUfv8dEPjwoOwN4UM1jZ+8smABB/iHmabESqUIarHUsFJCeYQ6EAoFfpbBQd1C5D1TXvuK3/KyMrK9Ut16qpu+AhVCalNBL4DcU2rC/22V5abkJeUxBCjJ+EN82X6OqiRvWUr1GCpPoqjJqGGSgBb4vBA0se8op7ZPtjRQoe07Hsmxg4RW7++3X4IDErE4ISEhIiIiKirqBNMVGRkZFRV9POK4k5NTgwYN7OzsbNkvGxsbB3uHpk1dnJ1dXJxd4B++cUEXinVxdnZ2a+amqaWloaGh0ruGhoYGj517KqW+KiD21alTp1fPnr179+7FcvXu3bubt/eI4SNgilJ3NPsSDfStlVkh9lVBp2S+ZW0fsE6CvXqUlZbxN7slFovL8MVnPMUoyHEIgmA5TKfciOpDoMOVGEJhR5RyySSmEhDlWHaAMZ2UwxGoFER5WWkpfwiJRNYWcI6EozLkUXm5uhC4+crK+ECgwsvK0BYuiQT94lvGfiLGlvNKMbEURqFJEHoX3YIGsqhXChf2LwepysBsIdzIZQMZrSDqlZaWkn1dqEJolVoGQeuQEolEBlBail17ySHwqqIcQmHYA/t/ACEWI9rxIV+kQISwclOifoovrGRENYHqAq/KyhBFpLFoAWRAUQbBumGAloXwk7VQxQz/mgEBNQYac/4fBgQAJdo++t4+KW1vHx4WK8Q+srePo8UYHzFGKrYu/Y4jC+Mjxkh6oYr3HFkYHzFGKhZJv+PIwviIMZIUil1KPXr06N69e2lpaffvp6HrvjyAo+7j2Hv37m/evHnt2rUb0BW4IRD9kV2BgYE4Aj0IDPy4lSo4ODh4c/DmzcHBm9GFQvJf9GTz5m1bt82ePXvYsOGjRo0aSb1GyG5G4Gv8+PFdunT5QeNz2GvGMkr16tVdXJq6kqupa9Om+Bb9aera1NXNza1JkyZwQkphbGJkI2Mk8JbxkWwljXBfMcCWRTGV6jvGciAb4yPGSHYYithXlUHsYyyNMZIdAj3hyCK3N6u0t0/NvSKcEAy140jPVmGOLIyPGCNJVRifMkZCFsZHjJH/RAgOQhgfMUZyM6oSWQgnaQG2d/8zQtAQye3nhWAsjTESKsD4iDGSVJgxwJGF8RFjJCmZ8SljZKWpYCyNMfIfCMEq9skJ5DzSAdq+cjXHa9J43wOfxgH1HYl+Gh4ld1ZW1s3Em0lJSbdlFwnI7m/evJmRkbF9+3YNDQ2kzftkpd8PVar8+OOPOjo6ujo6uiyXQCCoWasmHKFHYp+8E1Mq/l8PUsS+f4a2DzYgs3kaoDcnbnHw2UDOS9LTMN2Xi8v/FRBipLHko7OUMwqRrY5LjHLxF4dA6h9cK6aGYogDdRqiAnb18XjrKw0B1jT4DCwEQmV1JGJJOSYYvZv4nEp5uczqHp1a7G4LEpP3ApoPKf9wIbRRDysFy8uxqwbyXiB9ooQCSoWBCuCiEISsVKSRkvO5DHZtUjNRw9CjYJxRwSjMGqTaVLcT4vQyCCq2cljez9WG+FcPCKxin5yBNLEPNX+Ftu/7Iq+cTf9fvxJ0zgdt+JUF0I/CBV6qJGKke0dvP+1SiqA9V75FSn6pNDk5+dSpU3FxcXFn0R9yoTscc/r06atXr64PXC8T+5Do90nXD1V++Omnn4wol7GxsbER+g/+GBkZiUxMtLW1HRwcYJD6/2qUbxmXiH2wbv4NLfIqGXABNlKnMZkGV8VEWqGZUdD4srcKNdk/GIIyx1IpYqe7QsnJMz1DW3CWjh/KWuvLQZBaIQj29UdSU5Ke/yhBsvCEoKq7eRIO1atIjEdxUudvIVBRN/baEEZV8Fb12yorjk/5uMtWlCjLUhHBWLPvAwIS2amsoYl9Ko90oAX7CrGPLPJSi/we/ldzADrQ3bt3486eTUhIOM9ynTsXd+PGjQ0b/pRt7/tEbV/VKj/8gMQ+AwMDQ0MjQ5bL2NhYU1PT3t4etYBCP/9XN4k6xBGxr8o/YW8fdLbjx4/PmTMnBfvPoI1fNNLh6aucHP+lS7du3VpSXFwx/dCSym8hy8mTJ2fPnp2YeJNn+rfv3q4IWLFp0yZuW3QAAhBn4+JmzZp15coVnhB5eXmr//hj/fr1Kg8LkwIvXLgwc9ashIQEEiOnkv4LVSooKFi/fv0ff6zOlXuPoKej3EOWa9euzZo1C044QgwliUIQnhYXF2/ctGlFwIrXr1/zrNWtW7dmzZ4dExOD0yuUSbsBiNKy0q1bty5duvQlp60NyAtZ7qSmzpkzJyIiAkVSRRUagPxWLBbv3Llz0aJFT58i12d8CE978GDub7+FhaEjzxhEXhblF17G1NTU1atXL1y4EA6Sh4SEzJ49Oz0d+RWsAMKjmVhcvm/fvhkzZkDKI0eOLF26NGBlQG5ubnx8/KRJk0L3hcp0YFgdIJVKMzLSFyxYsHr16o8+zZ4+fbZ27dqFCxeeOHGiqLBo1apVc+bOAX9lCAhDSCSSw4cPT58+PTYWHTmPiYmZPn16GD64XV5evnvPngkTxrPZ7oHaHjt2bO7cuXexxZCK+lOoJkF4+jL75eIlS7aHhMhPtJDnDAHIEhUVNXvO7KTbtxVYxJBcxsDXb14vW75s8+bNKo/2kwJPnT49a9as69fxYW1FmYmGA1XKzc1duXLln39uKJCbcqQlo95Clvj4+FmzZoErP4ihpqGG4Wn+h/w1a9GV9/49qSc1GTUMWS5fvjxz1izoLVQImtinam+fot0+uZcOfou8HNMwxyMqKSrDHOVwPFJZLDUBRzkcj6glqAx/rnI4gD4BAnrP3dS7Z3mLfUjL94liXxVk9PmnH38yMDRgEflQNBL7tORiHwf5//RHn9B8fMU+DgiOR/wYq9qAC4aAsen48eNCob63t7eZmZlK4wiwBufp6dnO09PIyGjZsmXESBW9ahSIs2fPCgQCHx8fQ0NDmSkTFiMgxJqDt7d3Kw8PMzOzuXNkZtLo5aOBGcUBw69evSoQCHr27Kmnp/dU5rSKlY9AeP/+/Zs1a25lZfXrROQWFiIZUOQQKSkpAqGwV69e2traD9IqXDUwZoHSRo4c6ezsbNeo0TA/5PYAHSBgqRRQkZGRoW9g0Lt37/r168OkKxMymDAAYsqUKY2bNHF0dOzduzdwg20OhSXa58+fGxkb9+rVu169ejAjcqxZl2MPKPPmzbO2sXFzc+vcuTOGoE5wCjWDB2/fvjUzM+vZs2e9evXkfl9Yzx8AFQEBAQ0aNGjVqlVrj9Yw47JhQHxBQYFVw4Y+Pj71NesfO8Zq7xcEnUWLFhkYGIwZM+bEiRMbN25s0KCBr68vLFmQ2R34nJ6e3q5dOxcXl2r/+9+zZ0+tra27du3666+/Pnr4aM6cOZMmT9bQ0Dh06BCcs4Sa+/v7t2nTpmrVqrNnzz527Fjt2rXHjh27e/eehISE0aNHe3h4NGjQAHgEEFlPszq07+Dm5vbjjz/euHGjf//+rVq10tDQuH7tekBAgJ2d3bLly+l2jiivUtiRMH0Dg65du1paWhYWFJD6KzSD/AZ45eHh0aFDBwMDgz9W/8HazykQMTExQqGwe/fuJiYm3Hb7yNvXqVOnNm3ampiYLFq4SBUE6gkJCQkCgcDX11dfX//lC2y3j31AIO5JWrZsaWFhMX36dFYITDjwOfFmokAg6NWrl66O7qOHD6HfyhlD/4WmHDJkiKurq7WN9ZgxY2RvKz2h7B4gwF9R7969NTW1QAqHeFI9fkc65N6s6do+jr19LIMIS215a2ioxVLDrOVSHvBMT01GDVNK+tQgtVhq+FPLZcn/mSDgXVWp7YujaPuw0Pepct8PP/zw449Y28eq7MNiH9L2oUVe3p1JiV2fiVFK5VIiKgGhbhaW9LLBPSurqrK2jyULpd6KQXXTy9tEtdiHcWCwGzlyxKBBg4oKC/X09FjdPeGaAGmPHz/WE+hlZmYuWbLEw8ODDP2KVZfdAcSUKVO69+heXl5uoG/A6u6JApGdna2vr5+cnBQYGOji4sI9t4Hd//nz53t6tpNKpSKRCCZmgFaoFYaA9+v9+/fGxsYXL17cuXOnnZ0dJINHClnwDUCsWrWqWbNmUqnUysoK3D2x+X+DcoqLis0tzGNiYo6GHW1g0QC4xw6Btvds3hzUxB55TrO3t6e5e6LVCsqRiCU2tjaHDh06deqUsbExt2YUGLJ3716rhlZSqbR58+b+2OEEOUnKCIFWn5wcQ0JCrly5IhQKueUAgAgPD0SDvaYAACAASURBVDc1NZVKpe3btwfvZ2wQWN2GWqVlyxZr165JvZOK7PfKfFowS4oAcerUKUNDw7KyMl8f33HjxrHZuwCx77fffrO2tj59Gjmc6Nmz5/ARIxITE+vXr69sxbekBFm2Cw8/qqGh8fjRY0tLy2nTp4MWPDs7e9euXTo6OhcSLpB5HU7+YuvijcaNHRcWFqarq3vixIm3b9+Wl5ffuXOnW7dutANwUKVTp05paGjcSrwllUpTU1M1NDSOHz/u7u7u6+u7Z8+eN6/fKPd5IHzw4MEjRozIz8/X0dEBxTbEK7Qd5VVKT0/X09PNysr6/bffeXrpGDd+XJ8+fUpKSgQCwenTyK4eN8SzZ88EQsH9+/dXrlzZvHkL5ZpT6wZFzZo1Cz4hjIyMjh37mwMCtjm+efPG0NDgxo0bwcHBFfI6yycUvK3+/v4eHq2kUqm5uXloaCiCkJ+YptaH1PbDhw8iU1FcXNz+/futGyI3NuQRLT2uLdLErV+/ztnFWSqV2trabt6M7ISTfg5k8hP7kNtp2t4+Pnb7cCMrV401Rt30iHzWwpgfqJv+PwvBwD4Y0O+mpnJr++LOncOLvBvw3r5PlfmqVIFF3h/xIi+rvo+m7WObwxiookdVoofQi1B1XwkIdbMwpCdin2yR95eaijMlQxZOQtRNj14lFrGP2UtH3z59xo8bJ5FITExMTvHwyZt6J1UoFL548WLd+vUtWiBnZWDslJEKGP5GDB8+eBByUwGexPAQjAY65Qu49/DhQ319/fT09B07djg6OqFk8jUy5SxA7ORJk8BNha2t7d49ezlGeYB4+fKloaHh7du3jhw5YmtrKyuWRVEGEL//Lps4nZycaL6YaLUCvVpubq5IZJKQkHDy5EkLCwv5EhtzgwJEQEBAixbNsRjUko9P3qKiogYNGkRFRV26dMnExIR7tRogNm3c6Ij35np5efHxySsWi+1sbQ8ePJiSkmJgYJiDvetSLdNSaQeI3bt3g3srX19fcIAL8dSUECb8dnJy2rp168OHD4VCIRiFhmZSzgI9KiwszMLcXCqVDh06FOxJMUJAIdeuXZs3b56ZmWnfvn3j4uJsbGycnJx0dHQeZoISSCZfwmj27t27Bg0sQaW0bdu2MWPGVKtWLSoq6uLFi83c3LS1tU+ePEk+daD8oKAgTU3Np0+ffpQjFyxcAJ58CwoKZs6cqaen1717d6gbbAmXSqUfPnxo3LgxqJQkEnH7Du27eXsXFBaIRKJBgwY1dWnq6+tLIAgHgHCfHj2mTp1SWlZmZGQUH8/lkxeUuLdu3dIXCl+/fh0QENCmTRvlYkn5WJpBb+WgQYNGjkAmukxNTaNOqPbJm5aWpo9bLSgoyNUVOStDnGTu5jLBaOzYsX37Io95VlZWf/2FtKdsMhlwOCsry8BA/+7du6GhoU2wR2lUbU6ImTNmdOnSBfz9bA/ZTpXJqCRjhqCCXue8NjYyunbtWkREhJVVQ8Blm+CgQRcvXgzeKV1dXWkfaTSxj+KTV1Zp2pEO1AUrtH3fj3TQmug/cAtd7W5qqoq9fXFxN67L9vZ9jjVe6t4+VrHPhLq3j/3F+w+0EiuJZJxiEftYM37GBzAq0Q24KH3swtg0e9bsli1aXLx4ERxrckwMMNm/e/tOR0fn2LFjAwYOGDp0CErPbhkLIJYuXerg4HD9+nVtbW3QnQCXlEmGzl9QUGCgb7B///7RY8b0ZJoCqRkBIjAwsKFVw1u3bunoyrQg3BBlZeVmpmZbt26dPmO6lxdy5ouObVHLpYQBYseOHSYmJsnJyQKhQOZdgIVwMlvY2NisXbsWOfNtieVj9mMEAHH48GGhQJiSkmJkZBQRwaIFwRUjJTk7OS1evHjNmjVOTlg+pu5Xo5BAJvXo6GhtLe3k5GRzc3Nw1AHQimnRHT6/gVjSqlWrGTNmbNmyxcbGBkgjBNJyQVEJCQn16tW7ffu2ja3Nli1bCDQtMdxCM3Xu1GnM6DGh+0LNzc2LOTeMQvrEm4l16tS5ceO6k5PTH3+wr11iDNDqzZw508bGpqioKDs7e8H8+VZWSOWJyUQ0AkUlJSVOTk729k2ePXv2Kjv76dOnBQUFQqFw2bJlz58/z3v/3szMbPTo0UAREBsWFqahoREUFPShoCAzM1MilWzcuPHjCmZycnJ+fv7evXurVq0KrvwgvVgsbtWqlaWlZUZmZmlp6eDBg4FXBQUFpqam+/fvDwgIqOgtUEX8F7JPmTy5bZu28fHxurq63PIxfIy9evVKS0sr6sSJnr16jRo1irstAGL+/PmuTZteuXJFW0f7/v37XAMCFtvz8vIEeoIjhw/7+fn1798fDwjMmlqCvmrVqkZ2djdv3tTR0UlMTFQJUVxcbGxsvGvXrom/TuzWrRtHegKxefNmC3OLpKQkPT092IwrFjN/apIubdmgwaaNG+f+JnPmi14xCv+pQWBUaGiooaFhSkqKvr4+7JSFeFIH3to+xb19kd+PdFCZ/d8IQ2e7e/fu2bi4hPPsRzriQNuHjnRUQeaWP1Xhh450/PiTITrSwXoZmxhramrJjnT8N5pDXSphWkJeOvAi7zfkk1dJ7IOqPnz40NnZWSAQLF6E9uVAJBvVIOEFBATo6ek5OjrCdnWOLPDo+fPnzZo109PTmw0+5vEoxwYBQ+eGDRsEAkHjxo3ZtreT7DC9vXnzpnXr1rp6upMmTSKzOElDCwBESEiIvr6+tY31ZZlXOuZZgZSWl5/foUMHHV1dmD5JPK1wuAWIffv2GRgaWlpanj17lkwGjOnhrS8uLvb29tbR0Rk8eDCZjRjTk9LCw8ONjY3Nzc1PnDhBIhmzQIHl5eW9+/TR0dHp3bs3twKSlBYTE2NqaioSiY4cRucnyNymjAIQUql0yJAhH2d0b+9uKr11QY+KP3/ewsLC2Nh4z5493BCE7WPGjNHR0fHy8spl960H3e/33383NDA0NTU9c+bM33//bWFhYWdnB5sNSNeFwLVr17S0tOzs7KysrLZs2dK+fXuhUNilS5enT592797dyMjIwcEhKSkJXhPIMnLkyPqamg0bWg/o33/1H38YGxsbGhnt378/MjJSJBIZGRnNmDEDM0rmeTUlJUVPT8/GxsbK0nL9+vWOjo7m5uYmJibBwcF79+7V09OzsrI6g5dWSd2Az3D74MEDBwcHoVC4HG+rpaWhtQgo/Pz9/fX09FxcXOAUC0cWeJSVldW0aVOBQADKYI70pKXWrFkjEAjs7e25P+rI8JKdnd2yZUs9PT3QqpJuQ6s/3EJ/C9ocJBQK7ezs4BQIR62gtHe5ue3atdPV1R0/fjz0GVYNpLxL79q1S9/AoGHDhgnn0Zktlf28oKCgc+fOOro6w4ehnbukZ5K8lRX7+Gv72ORSqI7yX5KeBJTT0GL4p+STkbE0xkhaaYy3jBm5IxmfMhYOkYzpuSMZn6qCgF6rcm8fOskr1/ZVrYoFv0+y30K0fawyn+xIBznJi5TsihQq3nEQKntE0pOAyjz8U0JRJD0JfGEIMnRyneTlX5lKUcFT20c4UVpamp+HfN6ji1/d8vPzQWjgmb6srAzOi7BCKOF+yP8Ae614QpSXl6sBgeE+fPgAuiWeEGKxOO99HvCJOQuVChwuKCiA440oPfWprBT6D4Z4L5sIVabHCQoLC4sKC2WMVZkFa7by3qsHUVRYVFigDoRUkvf+vWxuVlklnKCoqAhkRJ6Mkkqlee/zZOdRVEHk5OQUl8hOnb969Qr6FZu0UVpaCgmKiope56Dz0bBE+OrVK0ZRQCwWl5SUwEv3+vVrGaOk0vf4guy0v2UYAvhTVlZWUlwChLzPfV/RW2h55Lfobc1X823NU/ttzc/j3c9xxdCAgHdG8unkIBhV4m0twW6F1YBQ9239UFBchPoJz04Ib6usZSidEPoJRewLU1hlltC8dNC0fTKxj/UzVN4Tvv/+ezhQIfbFxSUkJMSfjz/PdJ2LqzDg8tUWeWkGXCj9/N/D/0+khJfY94kYqrKrJfbh5ULUkrJJWlXhJCXJqDIHSYkhePUaqAzKyLr0qgD7CRB8CadAoKACPMuNjArevK00BGkUlopURH8lCNxqBKsCniUklsiWBXl2Qglak0dZ+EPQWMQTiAaB+iOPDokLl/UQZLqZn5wis9IsP9nJyCpCL//6q8uoT4LgwRwqS6mMYqSXRFZQUQmIr/620sQ+yt4+GUFce/vUM+BCOMQnwGvU4lMQe5rvEOy8UXhCYxTuo6mpqXFY7DuvfKGF34Q4EPsC5Uc6PnWNF53pALt97Ad5yUleZLePVmulewUSmW/oRTCnqohVNz1DLSsK+2whxVrB8EQWeWvW/EXxSEelYBUhVBahlthHHYVVlkwSkLmBxKgKoByq0ig8/yYhkJyhUEtVN+pT8bUg1KGjklR8eQierYE7H64NeF5irxg2SI2ToyGOkg/fMI5yWKrD+RTFUDamUSHw21fR4qh3qSKJrViOnqh+Fkw4R4lKj/6rEBVtR2UJTeyj2+2ja/uw2x8nR0cNfMHePrZDLlQYNcLsPV6NQriTfofg5g95ysQomFdSU1PPnDkTj6/z58+fjz9/Ph6p/eLRXxSIi4u7fv16YGAgNtf8mfb2/fSjir19tCMdMAoyUUFI/K8FiNgnN+DyOcQ+NZnILPaV0k/yklKxDoPfR7Q8D3Znr0bDyyDUyIH1OepUSg6hBoZEzEt5IycaDfHgd4vEqAzgLOpUqZIQrJvoGWr4FSBw66klIgNvGWrLHsW/LcCXEpREDSuXTW1iaDtQ70mwEo6RIlIgFn2gUqjF2ShSgkAuoKAmsizyW+XqcRTLmBgiv8LbWlkIdV4NxGh10leyn38GCLrYF3ZUYZFXymuRl5+5Zo5m53ikBo0cpXA++g7ByZ6Kh8Ao/Pf169dPnjx5msV6PXr0KDf33eFDh9GRjqroTMcnXhQvHYZsFzrJqyU/0vEVmrWCNZ8c+gq1xRBE7KtStaqGhsZnPtLBjwpmsU/pSAfwlHym4wAvPhOfoWS64s6mCMGLhu8QvHkrE/h4p0etAdID7yxfAULWK3hXCQlIalGBElOEBmpYufeSHkt7xBYPNaElhls2iqhFQRhVSdXLQXKhYlUlllfgKzTfdwiFxqCLfUd5iX1Ocm0fH7t9jJ3tG45U4M+XqedXgPgyFUfDBy75/fv32dnZOTmvXuW8kl3yAPy+ePmiqKjo72N/I23fpwt9Mrt94JyNTepTWORFFeX8Kv1iHPqmC6aIfVU0NDS+HZ+8pUxiH8xJubm5KckpICzKO6CcySyv0oO0ND5+tMh0mJeXl5ycLNtKT5uvGCBQVEZ6OpioYJs45VVEahUwh5aclFyEd2TTsyhD4CwPMzMfPnqEK0kKYw7AHFtYWJiclFyAz0/QIZTyQYLHjx9nZGTygQDOFxcXI9sfPDxQEd5mZWU9eIBcjfG4ECNKS0uTk5Pf8/BARSCeP3t2/34aj/JRDlBspKSk8NzeAIx6+fIlHAzngYIgxOXiO3fuvHnDYNlYoQTc9GlpaZkZGRD/6NHD+/fui5XGLqjGu3fvbt++9aHgg1QqzcnJSU9Pz8jMLC8vLykpuX7t+svsbMITgnL//v3MTNTEJSUljx8/TktLy3716qNNwUePHt26dVv+WqHkAPH+/ftbt27BgYbCwsLbt2+/efMWSsvJybl0+RKb/UVSw5SUlDIW40GkVtRA2v37z54/JxWgPqKFSQ2Tk5NlZ7b4va0PHjzIwt5xoARasdRbSJCfn5+cnMxsrAc3GTULdKrMjIzHjx/zp6KgoCApKbmwqIh/lkcPH2Zilx5KvUOxOqhCqJZFRUXJSckflNyl0MS+sDDFIx3c2r7jMgMun3akg4GJdBo+9f47BE8O8mEUTvMuN/fFixfZsusl5VcWfv78eWFBQXh4uMxc8ydLfny0fYpHOvgQw5MvSskqUXYlsijBqojgAfGpYh8PCBWVlBuLp9ntqxD75BBQ1czMDAcHBxMTkwEDBsD4yKFGgOFsyZLFIpHI1NQUTNdCpEKtFCGePXvm0tRFJDLx8fWFQZ9jboDS/vhjtUgkMjExCQ8PJwYRGCFAbfP69esWLVqIRKJOnTvxtEsSFLRJJBIZGxuzmq+TUyGbqPLy2rRpIxKJ2rZtq9IuCVCxa9cuU1NTIyOjbdu2qaACzzPFxcUdO3qJRKIWLVuolJkA4tChQ2ZmZkZGRusD1/OBEIvF3bt3F4lELk1dPlqwwy0uU9UosBffAERkZKS5ubmRkdHy5ctVQcjK6Nu3r0gksre357YtR0o7e/ZsgwYNjIyMwGgI4CrXB2KgOfz8hn60KWNnZwdW8aAzK2SRyGxwrFq9WldXt0aNGjt37jx+/Lienl6tmrXAfYjsILBUCmdKsrKe2DdpUq9+fVdX16LCwtatWzewtHRpikyfjBo1ys7OztDQEAyIlONLKpWuCFihq6tbvUaN/fv2nT1zRlNT08bWdvHixVevXrW3tzcxMRmEDZWL0dkk1J9evXrl4uJSv359BweHFy9edO3aRVNT08jYKOvp03Pnztna2jZv3lzBzYy8EwKBaffvN27S2MTEZOjQoXJpRp5CgXh0A2ycN2+eSCQyMzOTWRFSNl8nLwAgHj9+7OTkZGJi0qcPsqgsR4Eg/S9ALF++XIQvVitCihDZL1+6ubmJRCJvb2+w4KNyQAhcvx4GhMOHDxPSFGojh4Ci3r1716qVu0gk6tChA7NwSckMVGzbtlVkigaEXbt38YEoKCjw9PQUiUQeHh4gxBMqoEDKSV4e2r6KvX38DbhQaPhKQTmXvyDcfxMCU52bm/vyhVzak0t/1F8k9hUWysQ+tML7qau8YLdPtZcOYsBF5QeRuj3jKzS3ulVSPz0MnfhIB1rkrUn30qF+iernYF7kLaXvFYGxac6cOZ6enmlpafXr17+Nna8zzKC4DmQ8FQgEcXFx48aN8/b2rjggydR8ALFs2bJmbm6PHj3S0tK6ePEiqGoYyQKIwsJCIyOjyMjI2bNnt23btmLiYYfYsGFDk8aNnz59qqurC07uAVoZBSDKy8stLCwOHjiwbNkyNzc3lAwMrLBD7Ny509LS8sXz5wYGBrBHmxtCKpXa2dlt27r1zw0bGjduDDVB6OwQR44cMTE2fvHihamp6e7du5nnHlwQKcfFxWXNmjW7du2ytLSEhiOPaLRDbcHj6vPnz62trTdu3MgNAbxq3br1woULw44cMTExAfMibBBQgYSEBB0dnaysLCdHxxUrViAI7NuXVh+4hSxdunSZOnXqSewNNjc3t6LFlfJA+sTERC1NzczMTHd3999++40NAup/+/bt7OxsNze3bt26vXz5Muvp0wEDBjRs2BB3XVlzQMrXOTl37949cuSIhoZGenq6paXl5qCgN2/elJaVZWZm3rlzp0aNGvv3HwB1pqzwW7eys186ODgMGzbs0KFDFhYWDzMzCwuLXr7MzsnJmT59ukgkknUuPGC+e/vuzp07UVFRGhoaFy5cePDgwfXr1zU0NKKiotq1azd06NBHjx7JPioUaYfmmzJ1SufOnVNTU+vXr5+amlrx9ikmJgzMycnR1dW9ePHi8OHDe/XqVfHqsXfCBQsWeLRqlZGRoampyW0kDziQl5enr68fGxs7ZfLkjh07VlSJHWL16tXOzs5PnjzR1tYGB8Tcr1JJSYlIJPr40i2YP9/d3V1GHYtFJCgqODjYxsbm+bNnAoFAdkaCRT8KVEik0oZWVnt27169ejWxfC4bE5R4CxD79u37aL77xYsXxkZGBw8epL5KkIC32IePdFR46fhurlmJ4/+RCCT2vXyRnf2KKupRw8+fPy8oLAgPP4YXeT+j3T4D1iVeQ4VFXubp6z/SPOxkwrREOclLc87GnvPzPWEW+5QWeWFs6tu374QJEyRSqYmJCbfABKSlpqbq6+u/ePly/fr1LcAFJ2XLFI0IgBgxYsSQIcifh4WFBbfABBAPHz40MDDIyMhAztkcHGll0m5BpJg8ebIP9udha2vLLTABxMuXL42MjG4nJR05cgQ8iaFimSYqshd73u+/d+jQQSqVfnTttWnjJhJPqw+ZcXNzc01NTS9cuBAbG2thbsFtKw6ajHhoaOnuHrAiQCVEUVGRpaVldHT05cuXTYxNaCoHWsWAUZs2bYJZzcvL6/ffflcJgZyz2dn9degQds5m8AovX8JMSSufyF67d+8Gf3c9e/YE69nUhU5qLlKOs7PztpCQR48eCYVCWMiDZqImhjD0KOTmuEED5JzNz28YNpbLBgHlpKenV6tWbSvWub59+1ZHR0cmLCqKApB4wIAB0CV8fHzs7OxAQImJidHX18eebNB6OqSEv/fvp1WpUuXo0aMXL160tLS0trb+/fffy8vFfn5+GhoawAFIiaUutHY3ZswYkakpyNArAgLq1av34MEDW1tbBwcHc3PzVatWEQjCAVBM+vj4TJs2rQw7Z+MWmADx1q1bBgYGb968CVi5EjyJkZqQkkkAeDt40GAwSG5qanoikssGOBSVlpZmoK+flZW1efPmpk2bkv5PiqUGoBOOGzu2X79+4JyNJjBRExMmZGU9NTQ0vHfv3r59+8gXFC0luQWImTNndu3aFTlna9IkBLc7dw95/fq1ibHJ9evXI44ft7KyAtJI/ySFQwCKWrx4Mfi7c3V1Xbd2HfVVAk7yFvsY7faV0z/TaZVQuGUZuRTSfOLNdwieDPwERsnFPqqkpxCmavvQAu+nKvtk5ppVn+TV0pR76fh8gl8lGKVuFnXTswsBrI2PIWC84Cv2VaJWrPAVD2BUoi3ylrFo+4YPH96vXz/kYUkguHbtGpmZKoqTh4C0x48faWtrP3jwYP78+eBmHuLlqRR+YfibPHlyly5diouLDQwMzsZx+auAorKzs3V1dW/durV69epWrZA/dbySy8wsGOXnzZvn4eEhFotNRKLjx9GWaIBWqA2+gaH8/fv3+vr658+f37JlC/hTx1/2XBArV650dkae1y0tLQ8cQCofgGaDKC4u+riWeuLEiYMHD9rZ2UEytokEigoKCgKBqVHjxlu3bsUQzIM/lCMRi62srA4cOHAiKqpBgwbcq9vAkL1795hjb7aurq5r1qxRCSGVSu3t7YODtyQkJCC3vx+QoWBWKrAUFR4ebmhoKBaL27Rpswi7fmGbcVFBWAfWrFmzVatWIQeyBgavXyMLyWyOnoGKU6dOfXT6Ulxc3K1bN/D0wGjvAjYA5OTk2NjYzJ49S4o3Y3l4eAwcOBCooA5h0PeWLVtmZmb27Okz1F74KKhAIASd5fNnz0WmpuD1oby8HBZts7OzGzZs+PvvSIAG/m/dsrV+/fo5OTnl5eXBwcHVqlXLwNsKyYHf9YHrjYyMHjx4IJVKDx8+rK2tfeXKFalUKhQKT56MXR8Y6ICdJtOYDIQPGjhw6NChb9++/ejt99btWyrf1vT0dC0trcePH8+cObN79+4c6ckrM3bsWF9fX/BKJ9fNM28zA449e/bso9OX1NRUf39/T09PIqspvxfklZk5c2b79u1BeGXdKILzEx88AoHg6tWrGzZsaNYcOa3GzOF6W5csWdK8eXOJRGJmZgZb67gHhA8fPhgZGZ0+fXrXrl3yCQ7BcFCxbt06SGltbS371JR/WgNWZcW+79o+Rq7/qyPhbee7yHsM7e37HGu8fMU+re/O2Ti7HwyFWVlZcgMu37q273hkpBY+nQ2rJ/IhlYFIZFIMK/a8vLxsbW319PRYd8XJc8PwdzburJaWlqOjo4uLC7doIpHrUXx8fBpaNRQKhTydul69elVbW8fZ2blx48YfOM9DIAi8qDJo0CALCwt9A4O1a9eSOU9ecYVfaNPklBRdXeTkysrK6i3eg0+bmKl5gPAxY8bA3r4lS5bwgcjIyBAK9V1cXMzMzJ7jPfgcFisAYtr06UZGxiKRCDaroUjmqUoKYsqzZ8+MjY1dXFyMjY3hIAJQR608CQPEgoUL9fX1zc3NJ0yYIKOCBQIY8ubNG3Nzc2dnZ319/Tt37qiQA7CkuGr1KoFAYGlp6efnB+lZJlyZxJn/Id/a2sbJyUkgEHAsRAJpI0eO1NDQaNmy5YwZM+bNm6ehodGsWbN+/frJtzYiYqBLJCYmamhoiESmXbt23bFjx8CBAzt16qSnp3fy5Mnhw4f79vStUaN6SEgIMKEc9yJQ6bm7u0+fNm3t2rXdunWzsLDw8/M7fPhIly5dnJ2dbW1t4YgGMPPevXtVqlQxNDTs3Lnzju3bRSJR7dq127Ztc+DAgZEjRza0bmhhYQG9BW16o/AZsocdPaqlpdWkSRPY/EDkZtJkJIDeVszEtm3b2tnZ6enpse6Kk+cBiJiTJ7W0tBwcHJo1awZsYevn2Gg2qmKXrl2tra0FAsGunTu5+3k5VmwlXEjQ1tJ2cnJycHAo5jxyQQaEPn36WFpaCoVC7p0JpLPdTEQOfzH/bVSeXgLChw0bZm5mbmhoGBCAFO0QKeeNwi/0q3v37gkEAhcXlwYNGtC04JCXiH1hR9U60vEV9vZROpYCZZ/x5jsET2ZSGMVH21eA9vbhRV60xvup6j61j3TwJIpPMgrhfJJXJs3XgoARga+2T11K+FHBU9tHJLz48/Hbtm1TfShSruZ59+7d9u3bYYc4mhI4awVzxqVLl7Zs2UKdaNlIh/R5eXk7d+6MPXkSJVNlwhayXL9+PXhzMEhLIJ5yQxQUFOzZswc2oWNWsCXHVcAz6K3bt4KCgp7AcUL2pW3C2OLi4v379/997G+oIZsoA8CQ5s6dO0GbgkA/xIeK0tLSvw79FXbkCMw0fCDup6UFbQq6f/8+qicnFbDsXV5eHhYW9tfBv+Qiu2pGZWZmBgUFgYdWVRAy9v4dEbFv3z6Vu+8Jb588ebI5aPOtRKTxYoMAbty6lRgREREafKN9oQAAIABJREFUGnry5Mk7KXciIyMPHDgQFna0kHIiG5j/5vWb6Ojoo0eP7tm7Jz09PeL48XXr1oHkevr06TVr1iScP4+rC7VA/T7xZmJExPG9oXtPnTqVlpa24c8NBw4cKC0tzcnJ2bJ1a0hICOnzAPHu3buYmJjw8PC9e/cmJyfHx8cfO3Zs185dKSkpxUXFISHbjx0Ll2uR6e8VlBAXFxcSEqLyxA9h1Ju3b0JCQuLPxZMYjvYDiIQLF7Zu3ZqTk6MyC6TPff9+x44dp0+flqWnV1wBELJcuXolODj45cuXKAtnJ4T0+R8+7N69Ozo6Gsri089v3ry5efNmmcEBHhCFRYWhoaGwVoAJUag27QZqlZScHBQU9OghtgZAgaCJfXRzzSpO8n4FsY9Gzffbb4MDfMS+wsKC8GNI7MNS3yeLfVWq/PjjT6oXecmRjm+DUd9aLb6s2MePWmaxT74AQSsDxi8UifUDtKcMt5QxvSIvQ7qKKGoyargiBS30/wBBgaRVRn5LrTk1LH+u9IuKlBWL038ZCPkE+I+GqOAnP7NQFenlnyJK3P+cEWrDKZ42oGbnUy2O9BWPvsLb+hUgeDYf5dXBHKDcszC0glFqQHy2t1VdsQ8tolcc6cCbVFg3RsgIVs0CRc6om75i8FIsh+PuK0BwoLM9qkSt2Ipii/9sEExin8LBXmzAhZzk/VSZr4rMbp9KLx0meJHXQU5/pemtdEY5surfSkCom4UhPRH7ZIu89JO8DFk4SVE3PXpb1RL7pFJJeXl5WVkZdaDkrBJa6y0rL4OhjTul/KkMQtlYmjwB/Vd9CLQoU1ZWBvynF8d0L5FIgAr+LBaLv2EIufzHRKtCnFgsVpdRYK+Efw+pHERZefmXgIBWKytDPRYqhoPlyju3oEuUoUZGHYnaoyCs3OflBVYUXo6pkEgk5WWoJFqfR/G4/AoIOZwsS3k5Z4es1NuKCVboBFw3lYKo3IBA0ZBx1QiLbmqOOdL/x7eVXeyTta2iT1680YFZ7OPsC9ws+/c+/QpM+UwQjMXIIhme5b57B3b7Xipe2fLbZ8+eFSC7fUextk/liY4fVPrwgEVeQ0NDI0MFr7zoRh5hYmwM+8BkPUqh4go3le9yXMVwPVMD8TMVw4hIxL4qVbC5ZrrYx5ipUpHsVDCLfezO2ZCoyFtogLridVf2GjAR9I1CMBLOTlllqPgOwdQfaHFYtcTEd6Y4qsSGWoQxDRWAokTEx0gUM9DuKtoLFV1RekU8tWiKmhwlVUxPsihCoHTyMmRb8OCWpJc/Vf7FpJDcys8ZYhRqxfCcIaoy/byCJoYClaO+UQjGJmDnNyMVdLHvm3POptwa32O+AQ7k5+W/fv36jcJVcfv6zZtX2a9KS0sjIiKwc7bP4JO3Clrk/VGP89IXCmvXrtOkSRM5h9jfBnmK/9rv1xP72DnLLPaxL/KCfkJZk8GGAGcSsRdOVku/1LxYw4EUOZWA4Km9+woQsMtbTgWvnk8YxZMKBQjG6YfKVhz+FAjGGUsJARkrwZcENvgrJ1COIT2KLwTuG8imsaJFFeWSYc8+PkeLmgABQeXY2SWrPT6WWxHGBzJo5VN7ETjhhfRSXD3ylJpLXC5G1cYXeNRF7wW+IKDc50GPCPWlMgqIwq8Va+8idVAullorahh0nF/nbWU7f02tD3xkEsJpj9hugcOy5mBLRImXYGPd8reV8oA9qC4Ex9sKrUOOdKi3tw/MDKpa5GWn4/uTb48DZaWlRUVFxcXFxfiPLAAxKK6oqKiwvLz85s2bERER0dHRUSxXZGTkuXPnVq1aBSd5P/FIR1XsQFZTU3P8uPETJkwYj/4wXBMnThw1atTcuXO/Pb5+KzWiiX2/1Px2T/ICy3hOzIS/FG0GiVMR+AYhsFqGdXJlpEddKr5DMLKRIRIr+hjiVUVRW4Rd6lNVyj/qOZVkPhX/d7ytmIp/0tuqJPapc5I3kv+RDvV4wqfDKKX5DqHEEuYIVkahB8XFxfn5+QUFBR8UL3Kfn59fVlZ26tSpoKCg7Tu2h7BcW7du3Re6b9bMWTIDLioXcTkTgNgn0BMsX7Y8YEXACpYrICDA33/Jxo0bmQdZVsKZ+VSZ2G8egib2Mfvk/cJU8NT2wRRSXFw8d+5cD49W+0L3EfMHbE0D1F24cKFTp05DhgxReWwWIMrKyhYtWuTu7r59+3b0rc+5oQcgrl+/3rVr1/79+suN97KzDPdFiUSyYsUKd3f3oE1BKtesASI5KblHjx69evUCC2oQyUy4vLuvXbvW3b0lGHyhruYp54LS7t+/36tXrx7de9xJUWHHhMiImzZtcnd3B0NxmBDlsmUxYNvlYebD/v37d+3a9ebNmyqbD5ojJCTEvZX7okWLQDfDIUlASz19+nTIkCEdO3a8dOkST4jQ0FAPj1Zz586VH/5lbT5Az87OHjFiRPv27ePi4jggJBKkXb548aKPj098PDqaGhFxvF27duPHj2c00gGt8CDtQe/evdu1a3fz5s2kpCQvL68OHTqcij1FBYJq5OXljRkzxs3NDUx4/Pbbb506d/Lx8Xn+/Hng+sBmzZqNHTv27VvkPxcUe1Kp9MSJEx4eHl26dLl//35KSkr37t09PT3//PPPp0+fdu/evU2bNn/99Rfp81D/q9eu+fr6njmDDFguWLDA1dV18qTJpSWlGzdubNG8xfDhw2WHfxVfE6hhYWHhzJmzPDw8/jqIiuXqtPKn8fHxXl5ew/yGMRZL7V4AUVJSMm/evFatWoEtOm4FHlTgyuUrnbt0HjhwoMpjswBRXl7u7+/v7u6+dQsyTslnQEhMTPT29u7Tp49Kq0NkA8CqVavc3d03bNgA7UWllBYGKlLv3PHFF/iG5uItkCGVBgYGuru3XL1qNSqQco6HLvap55NXJvYxG0ukVf377T+CAyUlJR8+fChgvz58+FBWVhYXF7d9+/a9e/fuUbzI/a5duw4fPvzbb7/B3j5OoU71QxD79HR1Fy1cuGTJksVK1yIcs2TJknnz5q1btw52cbCO5f+IlvgylYTBgmLA5Rc+phY+b11YxL5SGgqMTZs2bTIxMVkZsLJ+fU0YtdnGOxjrJFKJhYXFzBkzXV1dx40bBysdtJLJLUDs2bNHKBSuWbO2Tp266enISi0HBHSqRo0aTZw4sXXr1jKXpkxLcoACEOHh4dra2uvXB9auXTspKUkFBBbjXF2bjhgxonPnzj169OBITwg8depUvXr1Nmz4s3bt2pc5BSAiE7Rp06Z///49e/Zqj83YckxvwJDLly/VqVPnzw1/1qlT99QpJJcAdYSfJIDWsLAJtG7dunXv3mPw4CHNiRlbuZBKEkMAIJKTk2rXrr0hcEP9+prHjrH4O8YZYJlMKpX279+/Q/sOY0aPIWZs5bMeDUHWrBkZ6XXq1Fm3br2uru7evXu5qJATOHr06JYtW06ZPMXKygpIVoaAmMLCQl9fXw0NDShZU1Nz2bJlFg0sljP5CwaSu3Tp4ufnN2P69ObNm58/f/7o0aNeXl5AC2EvFP7w4cM5c+aMGzdOQ0MjIyPdyspqzpw5YWFHX716tWfv3iOHD//www+7diGHreRMzLZt25YuXaqrqzt69OjDhw8bGBgcPPjXtWvXEhMTDx78a9iwYXp6esAmgCgpKenbt6+GhgaY4547dy6YEgw7Enbs2LEjR45Uq1YNJBXaKh9Ude3atebm5suXLdfW1s7OxtZPsChMbwn5bt2y8jKRSDR37lxHR8cpU6ZwtAV5tG3bNkNDw9WrV9erV+/RI2SahONtBdyGDRtOnTq1RYsWI0aMIOUoV4k8OnjwoK6u7rp16+rUqXP37l1uCOCbg4PD2LFjPT3b9+2LPAWzVYlAnDgRqampGRi4oXbt2jdu3ODIQt7Wli1aDBky1Nu7e5cuXTjSYwj0+REff65u3bp/ogGhDnyEkC0K0FhkkTeMz94+4pP3ODbXzGh/nJGnakR+hRm7EhDqZlE3PYjkarCJWGBQJw9nrUqKi/mIfWfPnt22bduePXt2s1w7d+48dOjQ3Llz5WIf+2Fe9idEHgSxT1dXd/Gixf7+/ktYLn9///nzF6xfv17Nzbss3ONkFEseNaO/OgSMR59Z7FOTCmaxj8VLx8CBA0eOGlleXm5gYHDmzBkybiozGkhLS0sTCARPnz5dtXp1ixYtVI2P6JN1zJgx/fr1lUqlIpHo2N9/q4TIysoSCoX379/fsmWroyNyzgZDv3KVcFHIj8WMGTO6dEWDtaWlZWhoKNVREi0XaFxev35taGh448aNAwcOEudsbCjAz0WLFoF7q8aNG2/evJkTAjVYfn6+SCQ6dy7uxIkoc3PzUsx/bog1a9aAeytXV1fw0EWb+wktUE5paamlpWVERMT5hAQjIyNuO9Xl2NvT1q1bGzVq9HHSatO27fz581VSIZVKGzVqFBoaeuvWbaFQyMeFxv79+y0tLaVSabdu3iBqsFIhH0eaNm0aFBSUnp6hp6eXlZXF0anEYnFJSYm9vf2BA/uTbicJBMhXx4QJE3r27EnrV+TohoeHx+DBg1esWGFiYvL8+YugoCBdXV2gnYh9wFio544d22vWrPnmzRtbW5sOHToEBQWJxeI7d+4MGjRIT0+PKqaQ1jQzM1u8aHHE8YiaNX+ZMWMGeN3YsWOHqakpSEJETIGNfW5ubiDbSaXSa9euVfnhh+vXrz99+nSYn5+2trZMTFHc5ghV7d2798SJE4qLS4RCYUJCAo1k0j0IA+/cuSMQCF69yvb39wdPYqQm1MQQBgi/YcOGDEWuFI2MjMBOHo1LJCMUlZmZKRAIHj58GBi4wdXVlc/b+uuvv/piV4pm5ubcRqQB4sWLF/r6+ikpKTt37apwzsbyeQONOPe3ueBK0drGZseOHZz9HMlw7969MzY2vnz50tGjRy0tLaFlSfsSkiEAEMuXL2/REg2Ajo6OgYGBVAjgGBH76Hv7JFLaSV5Ug4qTvN+9dND4/c+/5avtO3t2W0jIXpVi329I7OMh1xEBjzkgE/v0dBcvWsQu9S3x9/dfMH/B+nWfSez757emMgUwThEvHb/U/Ga0fUoneWFs6tev38iRSOwzNDQEC8zco/y9e/d0dXVB7GuF3aKrnEhGjhzZty8S+0xNTSMiIlTOVY8fP9bT08Ni3xbwh8Y2/pKhdurUqV26dAYvn/v370fxirMmaSmo7atXr/T19UHsq/CcJpdCSGIIwCi/YP58j9Ye4OUTfIdAPC0xmvbw8lxeXp6xsXFcXNyJEycaNGgAidkIgaerVq1ycXGRSqVubm5//PEHoY4BAs95JcUlFhYWIPaZmJhwi30AsXnzZqC3bdu2CxcuVAkhkUhsbW2x2Cfz7opECpYZF3pOaGgoOMzt5u09bdo0lRDg5jgoaFN6ejp8URCphUY44V6TJk3Cjx69deuWri4S+yZOnNC7D1IC0boutPXNmzeHDx/eokWLRnZ2r1+/3r//gIeHR6tWrUrwG0HKhMSJiYk6OjpHjhyRSqUpKSnHwo9Vr15927Ztz54+Xbx4sVAokHmJwEvs0NCjR48GcSc3N/fGjRt+fn6GhoZ5eXnh4eHe3t52dnYVhtDlfHNt6hocHPzxi+hl9ktLywaLFy+WSqV3794NCAgwMDBYuRJ5iaC9VkCar6/vhAkTiouL9fX1L164oEwy4RhkT05O1tXVzcZiX7t27ZSLJelJUUPwJZFKjY2NuT2nAUQGEtZ1kdi3YUOzZs34iH3jx4/38fGRSqXm5hbcntMA4vmz5wKBAMS+CpUzteqUMPTz2bNnt+/QXiqV2tjYyhS0LAMCNOLbt28NDQ0uXboUdvRow4YNoTzSNyjFoyBALPX3b9ECeYpzdHL6888/STzhJBH7uLV96ECQotiHnEsCBg34++0X5oCaChbetSkuVrXIm48Xec+eDQkJ4avt+2S5T7bIq6e7SKbtW8yo78PavvmfTdvHm2n/oITwCiNtX1VswOUbPtIBE8mqVauMTYyXL1+up6cn1+Uwd34YBEtKSgwNDWfNnuXs7DxjxgwyxjG2EUBsDt4sEAhWr16tpaXFvfuHjLMWFhaTJk1yd3cfM2YMH4jQfaGamprr1q0Fr/Yc0xuGQAQ2atRo1KiRHTp0AA+tqKrMdMuEib///rt2ndqBgYF169a9ffs2NwToFF1dXQcOHNijRw+ZO1SxmBvizJkzv/zyy4YNG+rVqyfbSMeyuk1Wptq2a+fj49N/QH8yqRMe0loEeuaVq1dq1KgRuCFQU1MzNjaWi7cSZPnsoyOK/2PvOgCiOL7+oUm+xBZBeu8dFEQQuyYBBGkRLNFYsBt7N5ZYEzV2wY6AioJiQcWCqMHeC4iNjigigohSr33OvL293bvdvcWW8ndjuNnZN/ObeVP27ZuZ9wKDgnx8fIYOHUq+1Lkh7t6926hRo9VrVuvo6Bw8eIALQiao9e/fv1OnTmPHjiWtBChDgMgkFosPHjzQokWLYUOH3r9/T0ND4/fff7e0tAR1C/Q3suKQye3bt2F/2+DBgy9evHj8+PGRI0fq6OhUVFSQMgowp7CwsHnz5q6urvv2JVy6fCkhIeH4sWMaGhpr165NTEw8feqUtrb2pMmToEaAtXDhIoFAMHfu3DN/nTmJr19++cXe3v70mdNHk47Omzfv66+/lu1PRS93iURy5MgRbW3tfv36PXn6pE2bNpqamjHbt589e3b37t2pqanGxsbDhg1DvYsupgDcokWLLC0tFi1apK+vX15eTpafrDIZgLpXVVXp6enNnj2rlYsLOA5WYBFJTzbTmjVrQPTU1tbm3g4IECKR6O0nx5Qpkz09PcePH0/mQ82ZDAP6tqht2traK1eu1NDQ4L+O/Msvo7t16zZkSBgBwTla9+7dq66uvmbNGnV1daqCliwJGSC1wq1btx4cNrhHjx69evXC/FcxWo8fP960adN169aqq6vfuHGdOiFANeViHz/nbG4CfB1J+iz2ka3zHwnU1KpY5H395rVIKDzz15mtkXwWeWFv3/vKfaS2D4l9jBIfjiTFPmJSZhl4/5Gmeqdq/GPFvjolAy7QiK9fv/7ll9EdO3YEPRyUn63q8PTEiROdOnUaPnyEym2LAFFdXT1x0sT27dvv3buXOjkyogDEX3/91bVr10GDBik4u1ROAhB1dXUzZs7w9PSELV9s6ihIDhCXL1/6/vvv+/3U78mTJ6hULHukyDerWCyeNw9twN+6dSsZqVweKsStmzd9fHxCQ0Nzc3P5QEil0j/++MPDwyM8PAIgKPbdFKGgFhkZGT169AgKCgJnaxCpSAr3+P0mlUpXrkJLyaBNRChsoqhM4ZSZmRkcjDY8paenq2g+2Znc9evXe3h4LF78O4nMXCQZRH5+fq9eoT7ePtfpr09qKmjo2traoUOHBgcH+/n5Xb9+PTExsa2Hx9SpUxm9usHbNyYmpk2bNkOGhFVVVR06dMjT09PLywu2TpLsIpn5448/9u7d28vLa//+/UOHDnVzc1u0aFFVVfX48ePd3NxGjRpFqO6wkRapVLps2bLAwMDu3btPmTJlV2ysp6enj0/3O3fuXL58uVOnTl26dCH6vIz5IpFo5MiRgYGBQUFBCQkJI0eODAkJ6dat29vTTr/99ltr19ZDhw4lXJbJVINUHpaXl48YOaJTp07Hjh1T0RYy3iYlJXXs2HH06NGMp16UOVz5pnLcuHEdOnQ4cBBt/SRZRKUkw/D0VEpKly6dhw4ZKtdrkhT0ADRiTU3N1KlT2rVrFxcXxxPi/Pnz3b7rNuDnAYzMoYIAxFvr0bNnz2rbtm00dhMMkVQyahhqce3aNS8vrz59+hQUFKBSqZoQJBLJwoULPTw8NmLFLRVCQew7wGdvn3yRl/9JXmolFMKf4N38GUKB5+y3qhd5sbbvzJm/tm7lre1r0EClvWbmxV1ZbH329s39313k5dHPYQah7O2rpwEXHhDsnYt4AusDvr6+8PUIYop80YAOQZ2t6E+YcahSAjUtjZqeEZWMGqYlYblhpf8AEEQWHw+C5NXfCUFnLLUk1DCdinZHkpEB2mOlGyoZNaxEKI8gyciA/BlHiCIY8UnIh4YDjeERvRMyELx/FB2ivlUgeyDXhwo7BIXBrDV5bwg6PAcOfsTKAXo2VDJqmDV79IDIgpWeN4Si2HcA6bzlM7CiT16s0peLfeTePjoereiMjxgjacmUbjiSMD5ijFTKlRbBkYTxEWMkmSPjU8ZISML4iDHyY0LU8lvkPXPmr8h6iX0yAe7dfkmxDy/ysqr7YG/fauUjHYxsZIzkbot3SEI2Fp8A5Yw9AzkjOmMkQ2IiiiL2NRQIBIoGXBhzY4xkh0BPOJJIiPlFUexTOtIBCMghFTiroi8qcUCI8CUU0f25sRfpHSCQYyyRqF4QyBcWvmicYy+VWCRGALxrgWz2Egh00wo8IKBXEAXj6ITvAIFcUKFq84WQSutdC+TM7R0haLyh3dBbqT4QQqGorq5OWIe6H7S4SCjz6sYEAWZ4wf0gnKiAVKgE9LaQSCQoZ3wBJfheAyAiTLerIhLhwmAGiUUi1KlwW9CA6KWC/OEssFAoBEAR9gXHCEHl1DsMJags/37+DhDvMFrrO+e8A8Q7TwhgGkk+WqkNQA2zj1ZWsU/WE+hHOhT29oG2D5/AosJ9Dv97OcDjJO9roUiITvLyWOSd9Ste5G34YbR9yIALx0neRQvRIu9vFG2frBP/e5vjg5ecIvb90/f2kXV/h2Z8hyQkHM/AZ4jPjOLJAdVk79qZaOloN8yYNBLaDTO9YiyPJDxI3iFXWpJPAEHD43fzDqXil7Gc6kNBsIp9MigFsQ99R8q1fR9kkVeG9Pn3U3NA8VMS4WNzzRXIVPNr/N+b1ziM/+JQRUVFXV3d6dOnt27dsn379hiWKyoqas+ePb/+OrPeJ3kp+wDJoOxIh+6CBciAC9reh37gwuGFixYuWrh40aLffvttzZq1fJT/n5rb/ww8Uuxr+E870sGi7YO9NdjJFd9Jj9SycGgEFVpDpjv5BBBo4zyfi1ILvqWS1UIGoSodCcG6bKRU0PpCSKWExos/hESmWFICZ4uoPwTyskZXQLLljXePwdkRWIjkSAj8hJqS6jQiFdZHKjQIyX90kkKmGkQjFMJCkfIeUFJdh8eFCC4pOt0iBu2RQj3IbDECjVGIBUIhTQtLTwxVIAcgkhVUT6zo3Cd4NqNnxnpHlpCVQukBAUHXaypRySPkEAoNICdRDAEEB3MUEnxKCP5DSbEWsuoriH37+R3paA2bcj47Z1No+//ALbkoQKr6FQJg1/7cuXMxMTFxu+N2xe7avYvh2rlz54EDB+bMnctH7FNr0ECN82rQAKmmdHR0fps7d968+b/NY77mz58/e9bslStW/gca4iNVgRT7gKWKi7wfCZWerYq9fXRi6hxHDdOpqHeyuQ3M6cnvqDS0MDVbaphGRLuRZ4ro5Xc0IuoNNVtqmEpDD8sz/TdDyNf7edaCKljwY9THhaCWAX0ms8s9IFdBI1LJ2ML05n6HO3kPeZfElIpQgvKcqNWRx6oK1b+y8lqgtPI7VqTPEO/PKCWxj3tvH32R90i9tH08WpS1qXk++AzBwiiwp0B8GzL9wNYEqURSUlKSmZmZk52TzXJlZmUVFBTs3bt3+fLla9etXbNmzVq48O+atWvhftWqVZs3bx47bhwS+xqSajvFrX1qamoNGjT44osv/o/z+vrrrxs2bGhoaLhq1ao1a9asXrNm9erVb0+/QxgCUJLlK5ZHRkZSpwYWlny06H92J+Qr9n3MWjCLfUzaPmjHa9eurV+/vhAfaOVuWXhaVV319nRkUlIS3DK+1cjmB5rbt29HhEfk5eeDboZ8qhwA+tra2p07dx48eBD4yQ0BOpuMjIzw8PCsrCyeEEKRMC4u7q2rG2AXH4iHjx6GrwsH301QTuXyQww8FUvECQkJcXFxtbW1uFRs5CgekuTk5ISHh6ffRWdmuSHIV/jBgwd37txZVV2lMglkWPC4IDw84tatWyrpyeImJSXFxMRw2wWkVryoqGh9xPqrV68SEIy9XXbs9/bt22BK5q3Z7crKygMHDmRk3FMoG5T89evXiYmJcPI6Jydn+Z/LwZ7wm9dvIiO3nThxgiww0D8rerZl85aEhASJRFJUVBQfvycyMvLatWtCoXDHjh0bN24kLBZR2j41NXXt2rX37qECnD17dvv27bGxsZVv3ty/d3/58uVgzxw4DxAlJSWRkZFxcfG1tbWVlZWxsbHR0dFwwv3s2XNLli5VrgtZtTt37kAPf/Dgwdq1a8ExHdmsZF3IACBevnJ5w4YNRUVFZD4kgUIA6CsrK6OiouDkL06iQEW7hSQ3btyIiFgPdrMhhkZEuYGnNTU127dvP3z4MJx+pbCTQioLQpK0tLTw8HA44c4Hoq6ubteuXfv37weJihsCJoT79++Hrwt/9OgRT0aJxKI9+JJ5FJSVmOkXILKyssLXhUNvodZCQexTNNdMO9KBNcm0RV7ySAcTMIpjHE5sxPzpqdlSwxw5k4940lPJqGEyH45Afen5V5wDlPURKo1YLKl49epl+cvyV6/K0YX+vsJ/8S36U1ZWJhaLIyIi2nq2DQwM9PP1Y7x8fX0DAwOtrKy+/vrrJk2aNm7SuAn616Qx8Qf9on+NGzdt2vSbb75RFPTo97DU2KxZM2NjYwMDQ7bLyMhIR0fH1dU1PS3twYMH9+7du3//PvpDBPDPfXRlZGRkZmVxuJmSqrw+QfP9fRCk2NcQK1Bp2r76lqq+9LJ+ziz2KRlwgbkpNTXVwMCgXbt2Li4ujFYwUHvKSgK1C+0V6urqqq+vv379em4zXUB//fo1Q0PDDh062NvbU42lMfYUKNWgQYOcnVti+2HL+EBkZGQYGRt37NjR0tKypKQEFZn9zQAQv/zbHQaHAAAgAElEQVTyi4ODg4mpCaPDBmrZoBY5OTmmpqadOnUyMTF5/LgQQeCvdColGQaIadOm2djYWlhYTJpEGHsjCRQC8L4sKnpqaWnZqVNnAwMDlZ6CAWLBggWWlpY2NjYjRoyA5UKFnMlbYEhZWZmdnV2nTp10dXW5vdiRbF+5coWZmZm9gwMYOBSLkfESMltqAOLfim4tW7bs2LGjto725cuX2UoF5T98+PAXX3zRtm3bOiFyHrh8+XKBQAD2IIWyTe2QbXVVVffu3QUCwbFjx4RCoYGhwZAhQ96a2Tt06NBPP/3k6uqqq6sL1jrgu1sqlU6bNs3JyUkgEKxdu3b37t1NmjQJDAyMjIxMSUkJCgq0t7fv2LEjFA+aOCsrq02bNhaWFs2bN3/+/Lmjk1P79u1De/XKzs4eO2ZMaGhogwYNjhxBVtXQcSN8BGrevHkAMW/evD1799ja2n399dcDBg78668zWlpaYWFDtLS0aTZHZMJu6YtSPV29xo0b5+bm9u7d28HBQSAQHD16lGQ7lbFk5MmUkwYGBm3btm3j3kb2uaLUFrIIqFRQUJCbm5uuni6c6IdiK2QOt/Do4sWLBgYG7du3d3Z2rqysZB5KJAQ+hPrTTz+1auViYGCA/HbKbDEyQkCRbt++bWho1LFjRxsbG5VGoKBUw4YNc3JyMjY2fnuskA/Eo0cPjU1MOnXqZG5uTuM/U7EAYsKECXZ29mZmZjNnzuQDUVBQYG5u3qlTZyMjIwXrg5AhabePU+yTWWik7O3jY7dP1gJM9WGKqy89ZdZnyo4p7n8OQiwWV1RUvCovf8V8IRGwrKxMIpGsCw93d3cPDAz0ZZH7fH19g4KCTE1Nkdc1NTVY7mf4qyYQqAlAmUeX9Gh3IHw0bdrUyMhIX1/fQF/fwEBf9h+6gVsDQ0NtbW0XF5fbd+7cy8i4m3E3A/1VuFBEenr6w4cP322FgtJV/rM9BOY1uQGXxgoGXOpb8frSo9HKIvYx++QdNWpUnz59Xr9+ra2tffHiRY75Dqr2pLBQV1f30aNHc+fO/e6779he6tDW4BBs2rRpPXr41dbW6unpcZsIBojS0lIDA4Nbt26uWLHC09OTePGwcAKEg4ULF3bp0kUsFhsbG4OVLJGQft5W1vlAhnjz5o2pqcnZs2e3bNnSsmUr4iGLNAO1WL16tbt7G6lUamVlBV7q2dxmAsRb/YS1tVVS0pE9e/aodPcE74nIyEhHR0epVOrk5ATeIKApZWWX/wIEUO7evev48eOmpqasUjtOBxDx8fFWVpZSqdTDw2PJkiUKdiXkABS52d3dfePGjRcuXDAwMCBsv7Hs+gKIo0lJJibGYrGoW7dus2bNYoOAts7Pz58+fTq4pMvJyWnbtm379u0nTJiAUxEtSDRZZeXJkyetra0TExNramqMjY3nL5jv7u6+ecsWc3Pz/Pz8SRMn+vsHUDvwK2yQ2draevLkydHR0ZaWlrdv36qtra2qqnr8+HFISIi3F3LkACVBusYqpDFNSkoSCAQ52dk2NjaLFi96+vSpVCp98eLFiRMnlG1cA0PauLcBi9xSqTQ0NLR9+/YnT540NzNbtGiRq6urgsE84NK0adPeGsts3br1w4cPpFLp06dPGzZsGBkZycYuSDUkLGzgwIEvX77U1NS6fh2bCFY4gC9rQqhUXl6ejo5OXl7utOnTu3fvjirLQk/ybfz48T/++GNVVZWOjk5qaioZL8tY/gsQxc+e6enpZWRkLF68uFOnzmi0cn0OIVeKs2fP9vLyQrK7gQHsZIPaybOWhUC/UF5ebmRkdOXKlfDwcDc3NAbRXgXOCWHp0qXgpdrMzCw+Ph7VQum7F0Cgd1VXV5ubm6ekpGzfvt3BAY1BdHFOCOvXrweXIba2doRILYOA6pBiH8VLB1FohSMdaLNwPcU+ooSff/5GDmBtXwWIfGyiH4h9ERHhHh4eQUFBLMo+P6rY1/CLL9AhXYWrQUP0H75oIp7SjRo+4CsQCEDswzIfEvSUL0Ms9rm6ut65k3bv3j1liQ8EwHsUse9v5PY/GRqmQnax71OUvV5iX5/evceMGSORSk1NTfnIZBkZGQYGBs+ePVuzZg34JuKc5dGbe8iQIQMHIi+fVlZW8OHLNssD93Jzcw0NDbOzs6Oio8AnL4fuDio7fvz4nj/2lEqljo6OO7Zv55jlAeJZ0TNjY+O0O2n79u/j6ZN39uzZ4OXTzc0N1JysMhmWil6+LDczM7tw4cLJkyetrCxl67zMLyvIaumSJaB/6tip09KlyEMXKwR+IVVVVVtbWx8/fvzy5cumpibcmlTIKiIiws3NTSqV+vj4gNsGbgixWOzk5Lhnz567GXcNDQ3BejabJVt4s27fvh2E15CQEHDbwAYB8Rs3bgTnHAMHDpw0ceKYMWP69euHWpAiPcC7uaamxsraGjyn9e7dWyAQODs7HzhwwMzM7OXLl4sWLf7hhx9IMQ762I4dOxo3bpyTk3Pz1q0BAwaYmpr27NmzuqpqwIABX3315YgRw+GjAkkRmKVCobBNmzZQgIULF/r7+zdq1OjChfOnTp2ysrLUbNGCqr+Ekyj79+9v3LgxxF++dLlRo0aHDx+ufFNpYWEuEAhCQ0PRmMcfymTZ0tLS7B0cEhISsCSKPL6MHj3azta2qpJ1pV6E9Wo/BgdPnjxZKBQaGxufTT2LuMQixokx/e3btw0MDEpLS5cuWwYepaH/M05DkNXPP/88fDhii7m5OYf2kazLo0ePDAwMHj9+vGHjxrYeHlBXxvxJUX7UqFF9+/YFV4qETCbT7CokJKdTQ0PDBw8e7Nq1i/TJyzyQZENm6tSp/v7+Uqm0VatWHMI0Ki3uZiUlJSYmJtevXz985IitrS3gQpdQKBI5KhcsmA9ujtt6tgU1J9nPgZOk2FdPc80qF3mVS/Q55u/ggEQsqaioQDo99gvEvvDwcHcPpO1jUfZhsS+Q0PZxbNpTkvGYIvDGPorYpyzvETGk2JeWhsQ+0PYp6PrQ7b2M9PS7oO37O9j8L8Ak5yk40vEP8skr+xIlmQhz04QJE3x8fLKys7W1tbm9GEHVnj9/rqmldfHipdGjR/fGjlDJY5hkzmQAIObMmdOhQ4e3LwYdHR3CzTzljU4Sky+MV68qQC84Y8aMHj16kC8YKiUZBohlf/7p6upa9OyZvr7+2bNcr0NSgDAxMTlw4MDvv/8Or0MUz/pxj4TXDRs32traPi8pMTY2hp1SAE2WhAwAhEQisbax3r59+7pw9KUHT9leJJDVzthYU1PTkhcvLC0t9+zZw/FSJ/Np2bJleHh4TEyMs7MzH4jExEQ9ff3nJSUOjg5vPUNwQwCKp6fn77//vn//fpWehaEWp06d0tLSevbsmVsbN+TIES+JksyRBySEyLJq1SpnZ2eRSOTr62thYfHtt81btGiRk5NDbXcoSVlZmYmJyeFDh69evdasWbPc3LzOXbqEhIRYWlpev3594IABYWFDoEYgJJ04ceLLL78E1ezzkudSqXTVqtWGhobgLS1ya+T//d//PS54jJMQp7P9/f2dnJwqKl5XV1e/fv1aKpUaGhouWrSouroaqW+trEEkQseNsVx17tzZ//u//wPV7L379zXUNaZOnSaVSidMmNCxY8e8vLymTZueOnWK5DNIxqgVdPXs7OwEAsFv8+ZFRER88803t2/fplZZzigcAt6OGjUqMDDwwcOH2jrasI0VRqUCMZnPk6dPW7Rocf369SFDhgwYMIAshjI9+WjatGndvvsuLy9PW0eb2y8LSP9lZWXaOtqpqakTJk4ET7tsRSIhFi5Czi2ePHmiq6sL4jL3UKqsrDQwNEw6enTub3PB0y6GYBb8IKvVa9Y4OTkVFxcbGBpQ+a9ccehaQqHQ3Nw8Pj5++fLlHTp0kAnqXBDbtm2DLSWmZqaJiYlk7aSyji0X+1SYa8azIUXbl0SKlsrFpcUwF49GQrsh6ckA9TH/SGoqhTCZCRmgEnBHMj6lJlcIM9JzRzI+VciWestIL4sEsY9d5ENPqGJfUFCgL4u6D+3tky3yvqfYh6U+dERXpu3jK/axafvQyu/d9IcPH5FvHSqH2LTuNBrqjYx79UhIJqHmwxEm6ckABzE84k+pQI8TwpRHavsaM/rkfT8IxRoo5QYfnYrmmpXEPihqenq6pYWljo7OL7/8QrwtlDIkGwhedZMnT9bU1LS0tLx69QpKgt9/iqXC9wCRlZVla2uro6MzOGwwIduxQ8CsPXfOnLe+Ss3MzGCfO7zFOSAeP37s5OSkra3dp28fRMYowslAAWLJkiWamprGJipkOFxgJBOUlDxv3bq1trZ2UFAQ1IthFNAh1q1bq6WlZWhoCAoqtncbwROp9NWrV56entra2j4+PqwrtnSIyMhIbS1tAwODHTt2yF88TJyC0lZXV3ft0lVLS6tr164g1qisRVzcbh0dHT09vY2bNvKBEIlE3X26a2lptWvXjnRlplwi6KU7duzQ0tL65ptvhg4dWl1dLZVKBw0aBPsUSXZBCV+9etW5c+dGjb6xtrY+cOBA+3btnJycLC0tL1++PGXyZA2NFrY2NnfSsK9kme2YoOCgBg0a2NraDB48eOHChebm5jo6Olu3bt21a5e5ubmBgQHIcOR7+urVq2pqahYWFvb29hs2bPj+++/fivgeHh4PHjzw9/e3tLQ0NTU9d+4c9HnoA/379xcIBLa2tv369Z86dapAILCzs/P29t4WGWlubu7s7Ny5U6fS0hdkE8NQgq2BV65csbOzv3H9hr29vbq6hpWV1dzffiMlNgWOAdytW7fMzMx0dHRgHRxFyvqDnF4WA0nGjRunqalpbW198+ZNPqP1/v371lbWOjo6w0EVKmZaTpVBQBvNmDFDU1PTwsLiwoULfCByc3PfclhHW/vnn38GzjB8cNEhFixYoKmpaWpqCl71OCYE0N4VFRW1atlKW1s7JDQEOKMSYsWKFZqaWkZGRocOHeLTz8vKytzd3bW1tXv06AGdmRxKwBaK2LefJshJpNyLvLzFPnmbfw79DRyQSJC2j6/Yh/b2Bfn5Mct9WOwLhL197y32oWO8crHPAO/lY5L9+Gr78CLvo0dob9/fwOV/AyRMtaTYRzvS8anKz1PsQxMufmmUlZVlZ2dDyfmUUSKR5OTkvCgtRcSqegJAlJeXZ2VlkS9yPii5ubnP8eEM+YkSlmQAUVFRkZmVCXVnIVSMzsvPA2fzPCBQ2tdv3mRmZtbWKu6SVMyXcl9QUACHLilxXMHKyspHmZkg8zG80ZmSFhYWwuFWpocMcdXV1Y8yH1VVIRmLJ8STp0/gXCdDdkxRNTU1jzIz4UAAGwR0nIqKiqKip8+fP4eDOIjJ6HqjXDaxWFxUVFRSUlJUVAT7827fvg1ipUgkys7OLisrw6nkU9ObN29KSkoeP35cWlpaXV199+7dJ3ijnlgsfvjwYU5OjsI8JhQKX758WVT0rLCwsKamuqio6O7duyCMlpWVpaWllZeX4+rSIF6UvCgsLCwpKamsrCwtLS0sLIQzBMXFxWlpaRxNKRKLy8rKRCLRq1cVz58/f/z48avyV0zsJOKgn5eWlubk5NA8SXCkwTsXs3OyS5WYw5gIIF6+fJmVnc0hWimkRRNCbg4ci+Y5Ibx69SorK6t+ozUvD/YYqOy1xITw+nVmZiYcy1UoMNttfn4+tB0bgUL8G2JCQOf0qZeC2EfZ20dQcYl99TPgQoVVGZb3W5Wk70rwvwRRP7HPwz0IHelgvj6O2NfMyMgInd5guRTEPoblXYhCi7zpDxnFvndo7vomqS8977eavIu/N4SS2NdY5VE1OTpbqJ6l4i/2YbENbTsCHQNPHKBHyVi29ivUA+9rQnlL0CFQhYfMtxQIYvWNmU4WS4fghUG+8jn2JsqyR79yCAnrUVYqPSSBGJ4iNQUCBRVyY7wlyf7VEFA1svqMNaVGkrXG/ZbgFc/kVEbxSUKjkUh59mBKCYniUctP704KT7huycJQa8GVAPdbKhw3MZUSH9lWSY4IoLKobCybNxRyIWuBJ4R69fP6Q3yK0ao4ISiKfQqLvIraPrxc4taaZq6Z7QSKAiv/t255dZX3Y0l9IEDs47m3z4P3Sd731PY1oO/tYxX6sGUXbW1tV1dXFXv7MjLupt/9rO3j6FgwHVO0fR9C7OPAY3rELPbVseqo8HTNT8rAcDC/U15sTIWgxxEQ/EEkUjxd12MQYgjF+ZdeCvod3sXPU3KFlP/LEPzVSyAHcNh5oTYDSADUtiZlAioZyX+CHrcdCSHBts+UO6SMWAYiFkNzY3oJ48EUhiS407I1vQI9ukV9EKVhSyKvF64FKWlBVvKnLCGcbf3GBX/piuQz7w80lAJti2U368NYD9XMUUj2r5oQFMQ+VQZc3nlvnwKP+N/Wo//wz5RO+T8AIZFgAy6qjnRIJRJ0pMPdPTCIy4BLYFCgqakJtx1mphMcinFg3gUt8jZDBlzYlX3IoB9V7Mu4q2S8RaYATL/7Weyjd2/6HSn2NWzQUCAQfOAjHfyGErPYp7S3jyw4flfJlGr8IKjvaTIfjgDM8gQBTwji7cmRK+0RAQGZf0wIQnb9OBAgLHwSCH4VwDzmKZEgWqSOIYRvSKUsjZHNRs1WoYegVEoFlDUxekDLHIl9KILMmQxQOiqZgkiOBFmlFAABWZEJcL1YIQgsSsVR8VjKQxaMDPCnhCSoVKRSTan8ZLbUwD8TAk2VUH6etcDtQa0Xd1jWlJjq00K8m9jnBnbakpL42O3jrns9n/LjTj0zpZP/uyBAJUBOALKAfNbBMWKx+BVhqLkcXchaM91Yc3l5WWmpmBT7AgN9feXLvPKQn5+vb/fAwA+8tw/MNbPZajY0NDQyMtbR0W3dunVaWtr9e/cIGQ//ym6IVd676XcfPsJHOj5BO9I7zr/ijhT7GnwCn7wsTcAo9tWxiH2o/+K1WuY1HSYIqCPMqnwahQ6hlKNSBKw4o3cnUiLI5FFOJAyBKEmZg0bOBSE320ZLonRD1rd+EBiafy2AEmmlmIQYpULJ61t/CMQz5QyVY8j6qoQgW4GPnIGylW0SwDmjwgAWIxDKHBdYmTmgiSQJyCqQ+ZABeERSyuMxJ1A8LhKo7Mh8YCmZlDWp8WSGZFbIeyy/Tivv5wiPdz8HJpAyE7U0TO0JBSN7L5WcMUwygWx3GtkHg/gvj1YFsW//fvqRDpqXDtTpkaUA8iTvEcKAC2G1ksZ9/jdM7cQ/NS/K/ygEOQBUMkEikbxGV0UF/qH9qXgNkbAdOGJ9BNjt8/Pz6+Hn16OHXw+/HnDBr5+vX3BQsAk21/wFu9c1Rc0ey33Dhg3V1NQaN2qko6OjhS5t/FcpqKPdvHlzJyen27dvg03muwpXOnGfnp7+4MEDct5UyZn/NQKYZNEi77uJfR9iKKkQ+6gQ+BVSW1srO9mgurng1VtaWgrnQJX1JSgLKgTOsq5OWFxczFPOALKysjIwRKecGyOESCQqflZMvn25awIQL1+ibzPG3BgjxWLxs2fPYE7nzh9EBCk+nAubO3nWQiyWFD8rhhbkCVFRUSE7zaAyBa6WRFJcXMxzqzsw6vXrN3B4grkWFFiRWPTkyRPIvLq6+uXLl69evWJoFNxDhEIh0Yuk0pcvXxYUFEBOaDqtqKClwvTV1dXPnj2DeDJzCbZPXlBQAGcv5F0Ph0pKSsBaslgsqqioeFlWBmSlpaWKm/cxfU1NTVFRETRxTQ1RfiTJicQFBQVV2J6zHIIoLvoRi8UF+flEj5VKCwsLVXIMeFtS8oLr7AsVTDZanxcXU1jOFQSIFy9KwbEec/PRIFBudXV1eEKgPmBFAYiy0rLX2Di2agick1AoLH5WvwkB+hJKzVgupch3mBDK8cUfQiwWFz8rVp4QFMQ+Xnb75Hv76uWTFxX28/WBOSCRSGpqaqpVXVVVVSUlL0rwRfzADeVvcfGzmpqa1atXt3FzC/AP8PHx6c50+fj4+Pv7mxh/gEVebNEZLTVqamra2tpaWVlZWVtZW1tbox8iCLc2NjampqZdunS5d+/ew0cPHzx48JDlun//fnZ29mexj62fwTsJ7+1DnG+i6KWDLd2HjGcU+4RKPnlBR1JUVPTDD9+bmZlNnDiRFFbYSgOH+zZu3PDWiEbLli2vYKertNczPSW8EkpLS319fc3MzEaNGsUDAn3lxsTE2NraOjo6gp8AlRCvX78ODg42MzMbNGgQUQSl1wBZNJiU9+zZY2dnZ2dvB35dOczQQC2qa2p69+5tZmbWp28f4DDEk9lSAwBx+PBhBwcHGxub/XhPt/LrgUwCWYlEooEDB5qZmQUHBxMSBn7Tk2TUALRFSkqKs7OztbVVbGysKqsTROoRw4ebm5v7+vkqeI+gZg5h4MmFCxdcXFwsLS05vHtB+SsrK3v27Glubh4YEFBdXe3r6+vg4ODp6Ql28shGhEB6erpLq1ZgGDkpKalNmzatWrWc+9vcmpqaXr16ubi4PH+OnOyJ8eLpW8MueXl5bdq00dLS6tOnb52wztvb28HBoX37dgUFBUOHDbO1sXFv456bkwsSGLB66dKl+vhKTT2bnHzCxMTEzs5u+fLlV65cdXZ2trCwAL98pFqrqKiofft22tragYGBQqEwKCjI3t7O3d09Jydn3Lhxtra2Li4uCrYtoeLl5eU9e/Z0dHT8Ffv1GjJkiKOj45ChyIggImDqisCEpUuXWllatmnTBvy6kixiaAushnxc+Lhbt27m5mbTpiHrgNwbLqH51q1ba21t5eLiQhhwYddEgqbz+fPn3t7eZmZmY8eO5Tlat27d+raTOzs7X8BufjhqQbLL39/fzMxs2LBhyjVViIGmjI2NtbW1dXBwACN8KkdrZWVlSEiImZnZzz//TJSHqRUACyD2799vb29va2t7GPvfUwlRV1fXr18/MzOz0NBQBWPskCHFgMsBmgEXRW0fPtJBavvAbwnPLz8FZn2+fV8O4F4ikUiSk5N37NgRFxe3m+GK27VrV1xcXGxs7E8/9QsICPjxxx+D8RVE+UvEBAX16tXL2dnpq6++atasWZOm6D/yIm6aNG3SpEmzZs2++uorFv1d/aK//PJLgUAwcODACxcuJB05cvzY8ePHjx87dgz9j8LHUAyOPHr06KlTp2pqakQiUZ1QiCxLCdGFnU+KcBgiUCQS+96Xv//N9DDFUI50KDhn+xS15in2wdw0f978tm09L1y4oK6uzv3ugTZ/8+aNvr7B3oSE/v379+rVC96ybLUCiJUrVzq3bHn16lUNDXXCoxTLuwcg6uqEZmZm0TExo0aN9PX15QOxZcsWK2yZrEWLFtwepciea2trFxERMXXq1M6dsUcp9h4NtYiLizM2Nrl9+7aOjs7RJFbfqdQ3vYuL65KlSxcsWNCmDfYohYQAZlYBRNKRJF1dvTt37hgaGsq8FzAv9ZDfXR3ad5g9e/aqVSsdZR6lyAoqIMFrLPWvVE1NzVu3b1tYmIP3AoBWIEa1kK2we3t7jx8/fsuWzZaWljIv9YrVgEx27dplaWlZXFxsYmx84OBBGxubLVu25OfnExCyRHCbkJDg6uoKfg769esXHBz8559/urm5paWlBQUFYcfHyJAyKZM9fvz49OnTa9euRZ7TcnJMTEyio6IKCgoqKytv3759/fr1Bg0aHDhIvF+BCadOnbpx44aZmdmkSZO2RW5zcnJ69OjRy5cvs3Oy8/PyR44caWFhgSGI+eyt2HcyJWXr1q0CgSArM8vGxiYiIgKUfLdu3UpLS/vqq6/A+DP5UobAwgUL7Ozt07G5lt27d+vq6l69epWwqiOrNZXDULziZ8UtWmgmJyf7+naHLyKCUVRSWRge/Trz106dOqWmpmpoaHB7bQaI8vJyHV3dxMTEXqGhhEtldiubAPHHH3+0dnO7dOmSurp62p00jtEHENXV1UZGRrt27w4LCwMPdRxiH0CEh4fb2ztcv35dQ0Pj0qVLKiHEYrGlpeWWLVvGjx8HjlgAWsYb2i9AxMTEvP38uHXrlpaWlszUH+tQgvSOjk6rVq2aNWtWu3btUAxTwwElQOzfv9/AwPDOnTt6enoHDx6kfnQBAW+xD8+GcrEPtH0sfktodSVv2MtKkrxv4H8FAtVTIpEkHjq0adOmqKiobZGR29D/kZFEYNs2fLNt27Ytm7f4+fp26dL5+++//47l6tatm7e3t4WFhUAgUONwtov3dap0tstT+vvyiy8EAsGQsLDr16+npKScOXPmzGnifwiQd6dOnTp//jyHx0Zat2F7fdGIeN/8h3pU/cS++lacH329xL6+ffv+8ssvEonExMTkZMpJ6uSl0H5Qtfv37hkYGBQVFa1evbo9mLNnkeHIrIYNHQoeAiytrODFDNOiQv7k7J+Xl2doYJiVnR0VFeXaujUiQ/2NufLge3fixInBwT9KpVIHBwfCcDHLXkaoRXExcs52586dffvkztnYhDLg55w5c7ywC9e3RptVOGfDo+NVebm5mfn58xeSk5MtrSxr65BxL7bXFUAsW7YMPAR07NiRj3O2mupqGxubY8eOXbp0ycTEpOJ1BQcEMGrDhvXg787b25uPczYJcs7mFL9nz9272Dkb9nUhP1Iga0Jo0JPJJ7/++uvx48e30NDYsmVL9+6+jo6OvUJ7wXIqte5Q36XLlsIr9uzZs/CBGh4eLpVKL168aGJiQtURSmRWwYcOHepgby8UCj09PVu2bBkaGlrx+vXRo0dNTU2NjIzAfy40MfzNy8v96quvDhzYf/jwYV1d3fbt22/btk0kEg0bNlwgEIDLYLI3QmDixImmpqZCobBbt25v970EBQWVlpaePnPG2tpaW1s7N5fiPgSfIJZKpQMGDHjrXrZNmza//vrr3LlzNTQ0Onbs0Lt3b2LdWWm2BKBLFy8aGRlVVlbOmr0dzkgAACAASURBVDXLr4cfOV5kTKX9gtTes2fPSZMmCYVCIyMjbm80UP07d+4YGBi8eFG6dOlSns7ZBgwYAEo4M37O2TIzMw0MDAoKHm/YsMGjLemcjWu0jh49uk8fZFbdxsYmfg+Xw1yoRWFhoaGh4f3792NjY0nnbOwTAnL7Ox35AUcOflq2bKnKORsqaumLFyYmJteuXTt8+LANP+dsCxcu7Nq1G3Jv3dZDhXM2BQMuito+BbHvs3M2Ws//xDeoN0ikkiNHjkRujdwesz06OiYmOgZf0SiAw9EoNmZbVFRwcLC3t7efn58v+s/Xl/ihBLv7BgYG2tjYCASCL774AlZgFf42IO55CnWqyb7AYt/gsLCrV6+eOJF8KoV2kbenTp06efLk2bNnYT6Sr0vgwYtvYRgzL1h84ob5J8PBPPX48eOG2FD2P9lcM7T1wIEDf/7556qqKn0D/Yt4jQbilZkMVcvOztbS0srJzV24cKHcBSr0DqU0kNWYMb8EBQWJRCJjY2M+bn+fPn2qo6OTnp6+du0a8KeOlVtKueMIIfZJOnPmjO+//14qlVpYWKhw+4v3zpeVlRkYGFy6dCk6OtrV1RWypsolVDCQUX7/fbGnp6dUKrW3twe3v0Ihl/6gsrLS1NQ0OTkZFo8gc1YIXIu169bCW821tev6iPUKC0PUIkE+IpHIxsY6ISEhJSXFwtKC1bEHTgltERUVZWNjI5VKO3TowEeyxC9O523btl25csXY2JhYF5YdxaAWCcTy1L9SV65c2aJFi8OHD0ul0re+m9XV1cF3GbVfkWIutNqQIUMGDRq0ZMkSKNuNGzcsraxAWES9TiZdrVu3ztzcPDcXVnIlz4qLmzVrtmXzZrFYfPnKZR0d3d+wlwuRSATrleXl5a1bt54yZQrsV5NKpfPnzzcwMHjz5k1xcfGcOXPU1dVJFOje27ZtMzY2hpVckUj0svyllpbWihUrpFLpjZs3jE1MJk2aRMhnuM9DquDg4GHDht2+c8fMzCwkNMTX17eoqEhdQx28VlArDhyDVDdv3tTS0iotLR07bmxvrDhXpiQ5DI/69u0zdOjQigrkvRAU52xGlQHiwYMHWlqahYWFs2fP8vNDkiXEk9lSAwAxbNiw3r1719bWGhoacivOIauCgnxtbe2HDx8uW7asS5cuBATnhDBp0kQ/P1+JRGJqanoUCzlsFQeI58+f6+np3bx5c+PGjeDnkNR2U8sPYehav/02F7T41tbWhOKcc7RWVFQYGRmlpqbu2r1LpZ9DgFi+/E+3Nsi9tbOzc+TWSOpoheqQ2r79B1Qc6UDHW0ht30c010xyi6V5yOcfIPAvhcDFlkgkhw8f3rpla0x0TDTjFRUVEx2zbdu2oKAgLy8vX19fpg17KM7HxyfAP8Da2vr9LbOoFvdkFCD2hWGxLzk5+VTKKcbr9OlTJ0+mnDsnE/tYNCsfoDP8h7PAHQbmqY+1yMtvKMGspOicTWlvH8xNu3fv1tLS8vb2btmyJdsSHtFoSNZAJWjb1rNLly5vjf6A0ottyia1F4cPHW7RooWvr5+NrS1sLWeTftBnFlaNdOvWrX379qampsuWLSPzYew7oJ9+u/ynoaGBNgyZmxMOwZRULGRyaKMePfzd3d0tLS3nzJ2jAgJ/jV+5ckVDQyMgIMDIyAjW7zh2Vonw4bzevfu4uLjY2dnBvkkORkGR0tPTW7RoERgYqKenl52dzeclPWTIEAdHR2dn52HDh/OpRVZWFuxd09bWuXv3Lh+I8ePHW1vbtG7d+qeffsIQDGdOodXe6ud+++23AQMGuOHNaqNGjRo5cuS33357/vx5BCRbXgQ+HDt2zNraulGjRtuitvn7o7bo16+fg4NDWlpa9+6+AoFg1KhRb95UkpW6cuWKQCBwdnIaPXpUfPyecePGDRs2TFNTM/FQ4qRJkydOnPj1119v2rQJ6IGfffr0EQgEISEhfy7/MyJi/dixY1u1atWnT5+9e/eOHj36+++/t7S0hDMlUKT09HTwtDZixIj4+PiJEyeOHDlSQ0MjYd++adOmT5o8uXHjxiACkk0JOtRVq1aZmpr6+/v7+PgkJCTo6ur+1Levra0tOK4gDyyTPRDYVVdX5+Dg6OXlraurGxcXR9aUJKMGADE6OlpbW/uHH7xat24NdWQbSmS8m5tbt+++09fX59iaCUAAkZCQoKmp2b17dwcHBzZtJVEw2Wjt2LFjp06djI2NQelFModafirE8ePHNTQ0evToYWllpWKDqUzi9/b29vT0NDc3X7RoETejgC3nzp2D0WpiYgK+PUiGKJcKkgQH/+jm5mZtbT1jxgw+EDdv3NTQQKMVKzvRaSRyQgAOkGJf/ez2fQqxT5kH7xbD74X0bnkTqT4xBIaTSCRHDh9BYl8Ms9gXFRUVExMTGclP7Av45GLfl2iRVy72MQp9OPLkyZSzZ89Bf/2s03vnjgozyMcS+/gVi1nsU1r0JOWi+Pj42bPn5OSg1SuOyZF8ml+QP/e332JjYwlixoFJDB9iKWb//v2//vrrw4cPyUzYqgJ5Pn36dP78BVFRUUSHZIcgJcUjR47MnDkTRBk+tXj+/PnixYs3b97MJezKcCHD5OTk6dOn37p1i2ctysrKli5dGhERoeL1iXkBEGfOnJk+fTqcleFTi1evXq1YsWL16tUq5GkKxIULF6ZNmw6iGB+IN2/erFmzZvny5RxvaMjn1atXC+YvmDNnTn5BgVAoXLVq1eTJk2EtkgoEYyT1r7/+XP7n6tWrDx06VFxcvHjx4l9/nZWTk1NYWLh06dL169dv2rQJKgX0+fn5mzZtWrt27e+//3779u2IiIhJkyZBLaKioiZMmLB//36Z+RUkj0il0qNHj65fv37RosXx8fGXLl2aNGnSypUrkUOtrMyZM2fOn78AZGtSdfTkyZPNmzevW7du0aJFN2/e3Lx584QJE06fPi2VSnfu3Dl+/Pi3I0VBpoF61dXVbdq0ac6cOXl5eW/XLnfv2j19+vT0u+kc/QSK+ujRo1mzZoHLZjTryvqb8uiA0SqRSHbt2jV37lxYAadylSEJVsrm5ubOmTMHxEpEwwiBI8kJYe/evbNmzc7KyuIoP8BBAR4XPp43b9727duhpch8aEWSQcDTxMTEmTN/Ba2qilrgBM+ePVu4cGFkZCRMbhwQ5IRw9NixGTNmpKWh7Yl8IF68ePH7H39s3LhR4XwGrRayG8gwJSVl+vTpoHalQtRX7EOrBqS2j9+RDsZmlJWO4be+9Gw9hSHr94h6h1LVF62eELhnIW3fkSNbt3KLfdHbIiOxtu8Hbm2f/6cX+/AiLz+xj7LIyzw31JfhHPT1bAuOnFgf/T0QpNjHsshb31LVlx6NVp5iH3COOltRw2x8Re9IWffgQ68w5/JJ8gkg8HuA4C2fIr1DLRCE7O1EBti4+m5tQb7hFIrHgUItCTXMmkSm0eEPAZRkJ+GX8B36OVFkGY/RLa8a0avKJ4lKCDIT3OayulBYR8ckSy7fsUrmwEgpS0CrILVUbKk+wVD6BBD/utHKLvYRfYPukxfv8JCLffggMUzispmWrX0/x78HB2TjlJYFHlV4kVeV2BcdE8l3kdf/Ey/ywpGOsLDBV69eRYu8rNdppO1TucjLyCga19775l8OQYp9DWBv38cz4MLOKBaxj8U5m0QiFAnrhHVQcj7tJxaL64R1QhE60M2HXorMnonqBSERi9GJcXxmnB+E9ENCsFSr3hASJIIz14ITgm3DljIrJO8Owbwx8X0gyMKg47f48wOZAsAvNeVsUS+qE9bV1eGteERzw7ldIXqA+UZ57UHm8EQsFhPGBXDmYHUA5UOhh3U6EoJIgHuUWEy0C9HnZW0hh6hDw0GEMaD8RFioCAH1olYccIVCIW1AySAU+ABDiY1FCsToFo9WIeNo5YSALbAMGSpH1X+0EhNCPUbrB50QWCpe/9HKPudwQihb51YQ+/bv5zbgonCk47PdPuVO+Wlj0CLvEe5FXnykg5/Y5x/wqcU+xb19LGLf6VOnU1Ioi7w8X+efti3+FWifTuxjZweL2IcOuH2+PnPgMwc+c+AzBz4qBxTEvvrt7eO3yPtRy/+/nrlEIkV7+1Qt8kZGRgYFqj7S4f/hjnQ0bNBQdmyD65cU+64hbd9JFqkPRaekUBZ5WT5u/td7A4/6K4h9H9gnL48CkAfKFI90KO3tg8ywBwKRSCQmd9yrBAFFCFKu8P48EKHrU0DwV5y8cy34QwBvxSK5FzI23hKUiENiiQRpLqF4bPT4hIRILEIaKfC7JcJhmoaJkpjIDY9raAuoBRsTyPLAmQ+cBBWJjFdggkI80CMaSl0UegvuEegPLIxCEvDqBmGFurwDBFbYYRzC5RpSMsGmOoBg2ekm5z/iLao35jPj+WUKk0HPx19TS+WtAnPoucrvgAkfdShB9/uoECSjFHqRvJ5KIbaOqkQoj8BNjBpOHsUZEksQMdlDOGmJh2wQAEo50lGfk7xJ/LV9n+A9/c4QeFgTNrHQZgbCHgju6PgGb8AFKj68ptFQSwXzB/Eqoj6gpCCj8cYLSIHLRm6zIChgHMJJ3i1btmADLgxHeeFIx7Zt2wJ5nOStn7ZPTY1LoJPJfcjkCxMdmIIBa1h4b981zkVeZMvl7NlzoChCayUkoyjMUxF8hyQqclR6/I+HUBD7mA24fORa1EvbB/2cYDQPMY5KQkur1FZkBI2Mmp6koAfIoch/txYVghqmZyy/w/MQccuzr1OzpYblmSqHPnJDKwOqjKGWnC2sMpN/JYGqnXafvlLvwH9qEuKVyllu6mijpWVPRSOjpmdJIt/qy3tvZb0hKOI5LS1LkRTmDT5JCMEEZ/j+E4Ki2KfKJy+jARe+4io7E/4RT5TnQIghuIyFv/cpKLQuIcmpygjI8OercrkgMYoHsW/z5s3R0THRUcxXdHQM0vYFBXr9QD/Sgbyv+WAnbCjkjb2u8dnbp9aAU+CjCHlq+MIGnhn+qCEDgchF2OCwsGvXOMU+woCLTOzjMdpVMfh/9LmS2NcYXLLymXo+FMtYxD7FvX3QyGKxODw8vHfv3mBRT0HFolAkqMWDBw/CwsJmzpypsmpkP9qyZUtoaC8wTcDNCnianZ09fPjwyZOnlJQgD10cSbCMiIZqTExMSGgoeD3noCdzKygoGD169Lhx44ueFpGRCvWFW/KVEBcXFxISsnv3bm56/BQlFYvFy5cv9/PzAyN2jIoHKOqLkheTJk0MCQk5fvz4W33D3Llzg4ODdmJ/a3imopUL2ujwocM9e/44ZcqUN69fX7p8uXfv3qNHjyJt2pEJgPjixYsTJkyAc6ZHjhwJDQ0FWycXL17s27fv0qVLydOLUJ66urolS5Zs3rxZKpVu2LBh8ODBY8eODQ8Pf/78+ZzZc0JCQk4kJ0MFgb68vHzGjBkhPUMSExOlUunvv/8+eHDYhAkTX716tWHDhsCAgNWrVxOflDJna8nJyb1Ce02YMKH81asbN26MGDGyf//+iYmJjx8/HjRw0IABA25cv0GFePPmzZw5c3788cc9e/ZIpdI///wzLCxszJgxZWVlUVFRgQEBy5YtIy0XQq1TU1P79Okzbtw4OPeKWvyXX44ePSaVSpOSkqZOnVpaWqbQlFCdAwcOhPTsOX/+fLFYfPbs2T59+kyZMoXbMBAk3Jewb9asWeBjF2LIhlAIwNNbt279/PPP8+cvUJkEhpJIJFqzZk3v3n3OnD4DzFHIlnoLEBl3MwYNGjR71myOg9iQCiAkEsmGDRt69epFOC3k1HECxKNHj4YOHTpt2jRuFpHjQiqVbtu2LTQ0NDHxkAL/qeWXlQqN7rzc3JEjR06cOBG8h3PwlhytO3fuDAkJ3bt3L0+IJ4WFY9A1trCwECVhrzgJsXfv3pCQkJ07dypAKIh9vPb2kT55YZYUsazOKDOoHjFsog5HFvVNwptepnJDXy+YofAZAzpAuXJQNvcDEeIz/IdSISyUDcF96L8cdanPo+PHj0dHR8fGxsbuVLwgJnbnzu3bt/8Y/KOPj3ePHn5+vn6Ml6+vb2AQYa5ZrqFj1NQhwY6X5PfVV1998803XytfsrjGjRsjLx1Dhl65cuXEieSUlBQw0XyK+CUjUk6ePJmamgqeWxEneTdffXhJp/0vQsD7hmLA5UOIffVkFLPYx2K3b8eOHUZGRuPGjdfS1gIvqGzzHTnVurq6Dho0yM7ODgzhMkoz0NLw6MCBA3p6epMnTVZXVy8oAANXDLbfiDGMB2/7Du379u3bqpXLiBEjYEmI3nXkdwBx8uRJbW3tqVOnNWvWDMzEQEPI6eQhCTzy8vIKDg5u27YtuIVV3pdNphBjI3wXL17U1NScPn16kyZNwYYLO4QUmmDub3NdXFzi4uIuX77M9pKGTG7evLFs2bLBgwe30Gzx8OHDpUuXzpgx463pJUZ2QUOsW7du48aNjRo1WrJkydGjR9etW2dmZgam9YR1hIgPmT9+/NjV1bVhw4Y3btx4+vSphobGtGnTmqurJyQk2NnZjR07Vkdbh7R4BzaoV61aJRAIAgIC8Bs6cvr06ba2tj4+Pr/++quLi8vcuXONjAxBxgL+37xxY8CAAV5eXo0bNy7IL9DT05syZcr69eufPHmybNmy5cuXCwQC8KYqkp11mD9//ogRIwQCwZIlS8LDw83MzVauXHn+/PlTp06tXr26S5curVq1gqaHWtzLyHgrC/r792jYsGF+fr6pqenYsePWrVv35MmT5cuXr16NCgw+ssjjFEuWLBkxYnijRo3CwsKkUunw4cgzB1g/MTExad68uYJ/MwDKz89v2rTJuvBwPT29zZs3W1tbL1y40M7Obt68eWxdEZhw/vx5XT1dAwND0gQ02YUUAtCCdXV11tbWo0aNMjY2WbJkCVvmkBYgtm7damJqMmbMGF1d3bKyl8T7TiF3fEuOVmdn5yFDhlhZWSm4JFFOBBDx8XEGBgYTJkxs0aJFURH6IgK2KNMTL26p1N3D/eeff3Z0dBw3bhyfWiQlJeno6EyZMuXb5s3BbhQrhMxDYJcuXUJDQ93c3AYPHswNAaP1r7/+0tLSmjZtetOmTTMyMjhqgQQ8fKbCz88vICCgQ4cOoaGhnPQEQ65du9ZCs8WM6TOaNGly7do1ahLgJGWRl36kQyJVOMlL0/b9i/f24RcVPqtVx3XVovNar8rL8/JyHxeovPIL8gvQvwL4i2/piZ48efLo0aPdu3fHxcXFx8fHoSs+TvaLb4k/CQkJ06dPHzRo4IgRI4bhazj80G9GjBjZqpWLgYGBqZmpCddl/O233zZpQnGyS3rbpQSaNWv6f//3fyodr6mpqX3zzTdNmzZrwn59++23DRqoeXp6RkVFrV27NhxfEeHhERCC24iI9evXr1ix4vTp00KhsKKi4g3H9fpNZWUlOZKVB/nnGD4cgBmE4qXjQ4h9fIApNCxin6K2D+amgQMHhoWF1dXV6evrnzmDVAgQT8mPCELVsrKydfV0CwoKlixZ2rFjR+pkp5wEsvrll19Ce6GZ1NjYhEPvRWb15MlTfX39+/fvb9iwwa01soNPvsOUIaCyM2bM6N69+1v7apaWVqCNYzu6CCZVy0rLjIyMr127Ghu7y8HBAbJl+9YBiMWLF3fq1EkqlTo6OoIaDOKVi0QOok74mj17dnoaNuHGrj8Qi8V/pf7VpUsXqMW1a9d69uzZunXrmloGl27AjaKiohUrVmhpaR07fkwkFm/ZvMXAwGDDhg2oBWUOCeB7QSQSPXz40MzMLD09LT4+3s7eTiqV9ujRo3Pnzq1ataqurh40CGnXYFco7BSUSCS/zvwVCgMVtLOzi4qKOn36tJm5Wbt27UaOHEm2F7mddPny5ZqamsXFxXp6uqNGjwJfqA8ePBg7dqyiszUs3AuFQi0trfDw8LdW+vT0kYz15MkToVB44MABOzu7CRMmUHsjcHvz5s1NmjQpLi42NTUNCwsDjVRWVtaUKVMMDAyoEj/ZZ8zMTOfMnp2Wlubl5dW/f39ws3Hu3Dlzc3MqPdnNqqur27dvj+XOlnl5+b169fL09HRycgSXGzAKFBodsMRi8bFjx6ysrIqKnqHcOJobW66+ceOGnp5e+avySZMmg4TNNvRIPvTt23fU6FFVVVW6uroXL1wg4xXKQzbN/fv3dXV1i4qK5s2f/91335HxyvRkVsOGDevfv79YLDY0NEzGOl22UgEr3tpTBOviq1at8myL3NiQnFdGgawmTpwYFBT4VkNvZmYG6nluiOLiYgND5P02ctu2Vi3RxwBCUc4dx0A/mTt3LjiAsbW1jYmJQV2UxcktNNOrV69MTE0vXLiQkJBga2MLebNVBCD+/PNPz3aovq1atQKnguSEANUhxT5e2j6KAZckckSx1PG9o9mY934Zy4aBpKampramlvhXi68a2d+a2pqaGqGwrqysLDMzMyc7OysrK5u8KEEyjjuQlZWVl5eXnp4eEbF+w4YNGzdsRH82bNi4Ef3DQRyNQ1u3bO3fv3+XLl28vb29vbzQX/zrhcLwz9vLy8vHx6dFixZ8vOgyLLIyRamU+ZCiT02tcaNG3377bbNmzdD/+A+6w/8goKGuoaam1rVr12NHj8XHxyck7E0gr70Je4m7vfv274uNjb11W7WB2fdr8M+pCQ7AVIi0fQ0bCAQC5r19H5lbMPuoPNIBc1Pfvn1HjhwpFotNTEzAMi33FHz//n09Pb2nT56uXLkKxCBUZZZpBLIaOmwYaNQsLSwPHULLOtwQeXl5+vr6mZmZW7dGtnFrQ7xI2CDwYsjEiRMDA9GLxN7efhdeGyVFHwVmQwMVFxcbGhreunVr7969To5OQMM9y8+ZO+d7/OJ0dXXdtHEjx8wM+YhEIidn5xEjhoeFhbm5IeGV8Y0omyrFW7Zs6dixo4uLS2lZ6b59+7v7+FhYWIA9Wygz5EC+ue/duzdu3FhdXd1Vq1aVlZXNmD7d1NR0PFa3SNCrjOAXWV9jY+OHDx9u374dfE+FhIR4eHi0bt26rq5uxPDhP//8M2oXzEzoP7NmzwavplKpNCoqqoWmpkiExBpbW1uXVq1CQ0NAPwpiIvJdduOGhobGAbyN6dixY4sXL27QoMHp06evXLnSu1dvPT09kCHwySEkGEul0qFDhwJncnNz4+Pj2uGrqqpqyZIljo6OAQEB0E9IiHv37mlpaYFnvOTkE3/++WfDhg0PHTp0+/atfv366erogrYPIKDi48ePd3R0lEql3t7eYWFhQUGB3l7eUqn07t27piamudhEOcleKFVlZaWPj7e7u7u1tfXFixeHDRvm6uJiYWGRkJCAWIQ1Q2RbkAEo6tmzqZaWluCcg8yWpCEDQHzp0iXwFDdz5kyVYh8osX7s2XP8+PG1tbVGRkZgqpp7KN1Ju6Onp1dSUvLHH3/wFPsGDBgAylEzMzOQqrkhMjMz9fT08vPzIyIi2mHvhYiNbKMVy16jR48GjZqNtQ3BVdmHCskiCAAPCwsLDQwM7mVk7Nixw6WVCzyCxlKgJ0flW5vn8NHi7OQcHRVFxivTA0Rp6QtjY+MrV64kJiba29lB5twQCxct7Nyp81ur4O7u7uvWrqNCAMfkYh8/52xuIDAcSTpCzUu5xP/cGDyqxRIxEvg4rppaoVBYVlaWlZWVm5ubU++LliQ7Oyc/P/9uRsbmzZu3bNmyZSu+iB8U3oL/ocCWLdHR0UOGDOnu0z0wMDAArsCAAAiSgYCA4OBgHR0d5EX3yy8bEtcXDbFDXeRWlwiiALoaNJDREL8N0MGLhg0aon/wh88BXDU1tUaNGiF5j/1SV1dXU1N7+71+8ODBHTt27mK5du/eHRUVBSpofDwQvRHQiTz8Hw6I5X+xu9KP2KlY5oIPifgJIDiLC5PIP1Dsq1PaKwJz04IFCxwdHXfu3Kmjo014smfpBvBZ/ObNGz09vbVr13p5eY0Z8wuHDEc+Wr1qlYWFxZ74PZqamtw+x2CeFQrrTE1NlyxZEhwcPHDgQPyuFbE1LNQiMjLS0NBw/779LVq0uJuOVGtsL11yKreztZ07d27//v179uwJ9NwQe+LjtbW1Dx48+NZ11ZUrV7ghAL1du3ZTp05dtmxZmzZIeGUU+8SY2+l302/cvLFz584vv/xy3759t27dSklJEQgEsFWO+t6FN2ptbe3Jkyfz8/Lc3d39/PyuXLmak5sTEhLi5EQTYQl+ioQHDx5s2rRpdHT0mTNnmjVrtn//fjMzszVr1ujr68fGxjo4OKxZswbaC5KUlJSEhIQ4Ozvn5iEHuDY2NuPHI92bl5dXr169ko4mNW7UGJoSZMS8vLxmzZp5eXndvHkzIyPj6tUr165da9q06bZtkVevXbtz506zZs3++P0PBCFEB5DfsmLu3DkCgWDr1q0PHz68fPlyXl7eyBEjXV1drl279vDhw9mzZzdv3hz23kH1i4qKtLW0OnTocP36tXv37l2+fPnOnbTmzZtHRIRfvXYt416GlpbWrzN/hVpAkmXLlgoEgoiIiPv3748fP97Hx1tDQ8PI2Cg/P3/79u1Nmzbds2cP0R/wCwtSHT9+vHHjxtevX/fw8PD399fXN0hOTvbz8wNJhdoW5EwAmVRXV69YsVxdXf34ieOorWEfEklECUiw7FhcXKyurh61LcrDw2OezJswhYoWBNxZs2a5uLjERMfo6uqCzzHoPzRSfEMqsbS1tTes39C1a9fJpDdhZWocAxBLlyyxtbUFn42MewzI1GStDQ0NV65Y6efnN3z4MKIXkUT0AECsX7/e1NQ0YW+CJt7SwD2U4KmlpeWiRYt69er1U9++EMM9Wnfs2KGnp3fgwIG33g65t2QQHUAqdXJymjlz5uDBgwMC/PlAQOaJBxO1tLQIERzvBgEOSKVSUuw7UC+7fTLnbO93pIONPfT2eK87x5r0pgAAIABJREFUJQiYm8RiCbfYV1NbW1cnE/tycnKys+st+FESZGdnI7Hv7t1NmzYhsY/92rx5c1RUVFhYmLe3d0BAgD/7FRQYqK2t/Sm96IK2D4l9WNvHJvgRYl+XzocSD+3cGbub5YqPj4uOjgbvMWB/AVag2P7y6gZKza06VX2T1JceZlnV5Xg/Ch6lkot9YK65SROV5x5oZeIBQaNnulGh7ZNBwIuhpKQkODjYztY2cts2jvkXcOCFvTM21s7OLiAggBATlfUfJAR+m5a/Ku/Tp4+NtU1ERIRKCLB/sW/fPgcHBx8fn1zs7YpBhqNDVFZWDhg40NrKavmKFagvsK+v4UkZiR1JR486Ozt/162bwkqfnKN0iNq62uHDh1vh1w+CwFWTE9NDwKjU1FRXV1f3Nu7wVmCsBUSeP3/e1dXVzs5u5cqVWVlZ7du3t7W1nTRpEjQlDUu2l3nC+AlWVlZdu3Z9lJm5csUKS0vLtm3bwjI9CQSBwsLCbt26eXi0RcSPHs2eM8fczGzy5MlSqXT58uWWlpaDBg0ijxSAlnT16tUuLq4uLi5LlizJysps184z89EjqVR6+vTptm3btmrVaumSpcAEeJGfOX26VatWXbt2bdeuXVxcnJe3l5Wl5axZs168eBGAXRP169evrAydn8CzEGLW8OHD3d3dW7duPXny5BUrV1hZofLfun17X0KCja1Nq1atYnfGAj0o2C5duuTq6tq1a9e3erhdu3b18O9haWExefKksrKyXr1CraysQkNDYb8/THRSqXT8+PFubm4eHh6DBw8GTi5auHDTpk35+fkeHh5tPTx69OhB7MPDwjfwubKyKiwsDKkbAwPy8/NnzZrl6Oj43Xff3b59W7H3ynoIMOHChQtt2rTx8PAI7dVL5fkJaJoNGzbYWFv37t0bmENraOhRMgjYnPDs2bOAgAB7O7vt27crFobeA9FTLF5HR0fb2toGBwezHoaQQQB6WVlZSEiIrY3tJnygh+xLStmjCICIi4+3t7f38/N7/Pgxc6noEK9fv+7Xr5+1tTV8bHBDwISQmJjo5Ojk9cMPWWy+qukQ1dXVYWFhVpZWS5cSHZWx/BAJECeST7Rs2bJLly737t3jUwuhUDhq1ChLS0vY9EltO+gPcrHvAH1vn5Tn3j5ZlRiKzviIMZIhMSWKIwnjI8ZIWX7AArFYXMOt7SPFvswspLj7MGJfhrLYh7V/cjGQJvb5B/j792AT/AL/NrGv8bd8xL7OnQ8dOhQbG7t7F7PcFxdHEftEyOwW9yVrQKVf/OmqFCuLYOwMjJGyFAy//wkImMLwkQ50hlpxkZeRJ4yRDAySRaliFLPYp3Skg8iOIr7QCkK7kUHTfylJ2ffaYOmATMc3iSwBX3oKHSXIWapPAEErConHXCoYmDIitM+cDLMtmSETf7KLlpyjh9CTyFKrkGKpYi4NiEyvFKC+BUkX9UpU8ghELyvbx4AANxtQEWrZ5CWgh6iyCK38cpbTE7DdcbQFJYms6jiKA4JCR6Oi3VDypQQpSZl7IEFLoaMEOZPIUPjSU+gowX8qBBtvKUWnBFEtWMU+WVb0Ix14qCvu7WPZiihj9T/xF7ggFktUiH01tcI6tLcvKysrJzf3A4l9PLV90RRt30cW+1iP6zZgvNQaqDVq3IhT6msG2r4uXbpgsW8ns9C3e3d8XDxF20dYRoVZlfHvP7Ez/avKRBH7/ul7+4CvyACszAwvT06DiV1Sp6IyFYZAfQ9mQxX0eGZEGxKwpQ/q25cjIWReLwi8uQFtePioEHiUqYZAZorxRxlUXCJrEQ4BBRVbZgwZVwHXBSt4lBiFHqGc8YcfNB/1r1iMWoeaCjiJaLDeFHoIqECg3RWaEuiRZWNkm5r4vCT7CbHwR4cgiwRNIMGKQCKMuIYKrFwkEgIw+ENAVqjwSFhGRpjxpheKbC0DI3sRttOMGEdWXEbC/IsSAp+pIjszLRFLlJ+35XOAIEvImTcdAjcKH/p3g5CNVlovYoPDEPWbEHDH+uijVVYLhl6hXBdoBeIv/TGr2CcjUxD7UA9TFPuUNuXI0v5zf2ESUbnIW1tbK6Qs8mZ/GG0fEvsU1HtyRR8O0bR9AQHsyr4ef5+2j5fY17lL58RDh2I/8SKvyn7Ha+yrzIWT4J8KATIEOsnL50jHx6lF/bR9nGz+Fz/8OLylMeTDQqDclHJUiqAXgKJK4qakJaPf0KUx+jOmO4pajukxEUeVI6lh9iSUCnwsCHZwhifU8jA8/hz1L+MApT0/VsllEEpiX728dCR9/JO8H4cBsr19KhZ5a2rlRzpycnM/oNj31pwBx6Uo9vkzXz38/QOD/ra9fd/CKV6WzX1I29dArXNnrO3byaHti4uOiSH29r3PIu/H6Sf/vVxJsa/Bu+3t+xAcYRb72L8exWKkh+P3bkblk0iRVgNqyrO8Yqzqqw8EOjL5USGQCgo7Q+NZBVgf5Mko0AFA+YmwiHW/Iei9gDnUsFSCdsJhRFoZFTNHtcDNh5R/QC97/8jSyfJB8Sgs460EN70yn/9eCGppZTVAv9R46FFUDiMmUKlxGGn3sO4NOi3RfHLGKqeQZ0FlgjyWM0QtISch8fATQeAG51MeoKn/aP0nTgjAW/5zjmxCQB4FeV4yCEXtoILYt1/F3j76Iq/sSAc/H+q8y8qzSgxkvCHIKUzFIi/S9skWeXOw2PcehzqyKUc6iMO8LKJfPcS+wKC/60jHt5yrvLKTvLDIy3Gkg7LI+25iH+9GZ+gwPKM+AQTPkgDZe5QH3jEUc80sRzreA0JlVZjFPpa9fWg9TVZrMsgNQZKRAZX0nwKCrIcsoLJURL2RbombFj2FTRHyJKpTKFHwQJGnwWfu5bcfI1Sv8rxbAT4+BLUTUsMgJjKUmmeR0FZDgpQMMORGiZKTUdJSnjMEySRkgIGIEvVfG63vxigeLfgOo5VsAhR4PwgFse8Ak9gnQ8CfILRFXpXaPllSSsfgDNaXHn/ac+ao9BBDAAe59vbJjnqQJ3lzQOyjnMytb5Aw4HIXHengVPZtURL7mPf2IW3f3yj2qdT2qanB3r6dsRxiXz2PdLxDD1HqAioi/pkQ9S0VCz0p9jVU1vaxJGFlV33pZaOVWexj0vbBOM3Ozj50+HBFRQUIN6zlwaIP3qclPJly8sYN5DuLnCvZUgFBfn5+4qHEly/LVSfB71qxWHz6DDL5huukghEAUfikMDExEUymqSiVLL/Us6lgg5et8GQ8ZPjs2bODiQdZT0RiaqAsKXmxd+9eYFFlZeWxY8cuXrxI5kYEZMW4du3akSNHgP83bt7Yu3cvuKQTi8Wpqan79u2rrq4GvkHmZWVlhw4lglmKoqKi1NTU5OTkwsInYpEoKSkpJeUkvHVkKAjm5s2bhw4dKi9H/AfrMFDx7OzsuLi43Nwcsl0Aory8/PDhw7BK8Pz587NnzyYnJ+fn50skkuP4qiMcgaDMIUla2p3ExERwz3Xnzp2UlJRz586JxeL8/Py4uDjwhwGU8Pf169dJSUngv+TFixfnzp1LTk4Gnw0pKSlHk5IIT2v4DQxJMjIyDh48APzPzs7ev38/eF2rrKzct28fHJcmmQxJCgsLgVF1dcLTp0+fOnUKRsfFixePHTtWWVVJlp9MSMZUVVUlHU26d+8+GUOlUQgD3P0H95OSkqqqqlQmAfra2prjx4+nY5NDEKOQLfUWCDIzMw8fPvzmzRueEEJhXXJyMjCBJ0Rubu6hQ4dUHkZGZcOjVSQSnTp1CsyE8YQoeFyQmJjIen6ZVm3Akfz111+XLl3CT2Qjh0pGCUMZnj59mpiYqNK7I86dSHzu3DmFXkTJlRYEiOLnxYmJieDLhFpxPmKfPDvYPUrZ28fHbp8KFshzJ0L1pUdtq5QJdwTxTYJP8mKjzMhqM7blIpP2CCvONTV1dXWlpaUPHz7MysrKzMzMzMJXZmYWhMgAEY1JUCT+P4tKjx7l5OampaVt2LBhE7o247/MfyIjIwcPHuzl5eXv79+D9fILCAz46No+4sAHMvvXoAGy8qemptakSRN1dfXm7FeLFi0aNmzYtWvXw4cP79q1i/A9Eg+/xE9cfNyePXu2b99+/cZ10GDDNxDHX9yu9W3ud+kh3B2I6Wl9S1Vf+g9TC1LsIxZ5Gyto++pbqvrSo1qwiH2KXjrAAOzNmzdNzUzt7O26du1KLIfJlBzKrQDT2cgRI6ysrPT09GJ37cJSIG3rPTUVZPjg/n0LCwsHBwdPT0/SayqVjBoGiEmTJllYWujr62/evIUPRF5eno2NjaOjo6ura0XFa8QFVbWYM2eOmbmZgYHBqlWr+EA8e/bMwcHBEV+EcKm8bIuHllQqHTVqVLdu3b768svjx48vXrzYwMBATU1tBTYuA61DIiYnJ5ubmzdp0sTX1/f+/fvdunV7a7vEytpaKpVOGD/BxcXlp759Hzx4ALorqNRPP/1kbGwsEAjOnz+/aNEiTU1NT0/PAwcPbt++vWPHjpqaLcC/hVAoBNMn58+ft7S0/Pbbbzt06FBaWqqvr+/u7v7jjz/m5ecHBwe3b99eXV09KysLF4lYWB8yZAhAnDhxYu2aNc3Vm3t6eu7atWvv3r0dO3TQ1dEZOnQookcIaIXrxo0bNjY2GhoaLi4u5eXl5mZmbm5uPXr0yMvL6927d8eOHZs2bZqGhRsRPloilUrHjBkLEAkJCVFRUU2bNW3XznNrZOSRI0c6dOhgaGjYp08f4BJA3Lt3z97eXlNT097ePjcnx9PTU09Pr4WmZn5BQffu3X/44QdjY+ON2Iw2gsDnME6ePNm4cWNPbEN47dq1xsbGDRo0+HXWrydPnjQyMmrcuBGY+KYdmsY9B/gcGBBgZ2+nr6+fmpqK+E8/YqLcac+cOWNsbGxjY0Nky7lDESrVp08fW1tbPT098BQMxabmTIZF2CbclStXTExN7Oxsvby8iEfs/RwGeFhYmLW1tZ6e3l4wN81eCyhSelqaubm5vb19x06doK+qHEpjxoyxtLLU09OLjkb+MDhqARBZmZlWVlYODg7u7u6VlSpEZMht+vTp5hbm+vr6YARKJURhYaGdnZ2jo2PLli1Vfm2K8KnZBQsWmJmhCWHZsmUqaoHN/ZSUlDg5OTk6OdrZ2T17VozmHNlRHigeacCF4qWDmM8VjnSgIfT/7F0HQBRH98eWfP8YG/W4BoeAICCIBVDsscSW2BHUaECRGBUVS+wFe8WCXbEbe8Peuwi22MGCSAeRLu3u78zbm9u7293bI0rI97HfF5mdnZnfvDft3ZuZ9/QU+0jHKE8BTB04ZysqKiwqKixEbtjQ3yL0Pwjh2OLi7OycxMSk5OTkpKTEJPwkw5+kpGT8f+UbpEFvJAF8Iq+pqalvXr/eFha2ffv2HdvJPziIXqln27bte/bs9vf379ylc6+ePXv8/HMP7efnHj1+7tGrVy8w16zyoouFs1L/U6lSJWSLuxL6vzJEefNAr8qoqlWqVKtWrWo1pqdqtarVqn777bcGBgaenp779+/fsmXLtrAw9P9t27bhf1AAB3ds375+/Xr4SQ3nWjhkPjS8SyFmlKd+94/XBeY11SavpthXFhXkKfbB3DR69OiePXt++PDB2NgoIiKCY3kD0pKTkwUCwePHTyZNmtSxI3J4APGMhAHE1KlTO3TokJOTY2pmyu3/jdiYFYvFd+7cmT9/vqenJx8ZbtHChc2bNf9UUCASibj9v8Ealp+fbyWTnT9/fk3oGldXV6g82/IGVKwNDW3o0rCoqEgmk4H/N4jXJlwul6ekpIBLiS1btuTn5xcUFDg4OAwYMIBufh/gUlKS5XL57Nmz69Spk5mZmZGRsWjRIolE8vLlS2Nj45UhIc+fP6dM8io1K4mJiZmZmd/93/9t3bJ1/PjxHTp0iE+Il8vlaWlpycnJLVu2JEAAkZqaWlxcvHz5spo1a75988bExOTw4cOZmZnFxcWpKanHjx/77rvvKL+lWCaQy0sSEhLy8vIMDQ1XrFgRPGeOp6dn3Pu4kpKS9PT01NTUH3/s9BN2rlVcVAQQ6enphYUFmzZtqlatWuxb5K1r165dHz9+LCkpSUlJOX/+3HfffQe9izAtPj6+sLBQLBbPmjVrZUjIZ0fPb2PfFhUXZ3zISE9L6927NzjXIocpMzIy8vPz9+3bZ2Bg8OL58/z8/Js3bxoYGHxWiDo5OS5ciFwFrlixgi4pPnz40NfXt1nzZp/NBCbEJ4BLOk/P5nl5eSUlJWMCA0UikXbTQ39+9OiRqYlJWlpanz59hg0bhotlPW0FRA0YMMB/mH9sbKyRkeFLbOaQbWhAfEx0jImJyfv373/1/bU/tkJMmKPdqeBTwPDh/fv3T0lJMTIyYrAjSMsGEPHv481MzV6+fBk4JrBbN7BCzPojDSDGjx/ftWvXzMxMExMTUAmz1QpGK/yQ+KxNnDFjRtu2benSD606VBCKmjN7dpvWbcDF3NmzZzhkLOhdOTk5Uqn02rVrS5ctc3d3gwmBbaUCiBXLlzdt2rSwsFAilRw6dFAnRGFhoY219cmTJzdt2gRubDimHYDYvGmTo6NjcXGxtY01+H8D8ZFgEbFPP3PN/1KfvJRgoVAUFhZmZmZmZ2dn4Sc7C/0vC/8HMZmZmfl5+S9fvty/f//x48ePHTt2VP1B75px6inU344fP7Fv377JkydPmTJlytQpU/G/yn9QHHmmT5/erVs3Nze3li1aenp6Nm/u2Rz/h8PNPfFrc0/PFi1b1qlT50uZa65UqdI333zz3Xff/R/7891331WrWs3GxqZxk8YNG7qqHhxu6OoKcU2aNLGrZzdo0KBbt26dP3/+4oWLeAsD7WKgB21nXLxw/sLFS5dOnz79/MULoi1AAwksZOF/obFANwJjTHusVsTw5wDMtjSxr9z45NXa5IXJq5+X1++//y5XKCwtLc+dO0fmLG2SgbQnT56IRKLEpKSQkJWens35iH2+vr7gbMPW1gaOuQA0G8SbN29EYvGrV6+2hoU1atQIJ6NdWVXPBjLu6NGjwdmGo6MjWLIlSjX15JSQmpSUJJFKHz56dPDQIZVPXhbFCRQ1derUjp2QmNukceM1ocjuNCME6ITOnz9ft27d76pXv3btmkKh+OysrFrVahCm0w4jLjsnRyKRBAUFKRSKoKAgAwODXr16Xb9+vWbNml27djUxMdm3bx9pF8geGhr6f//3f+np6Xv27GnVqpWZmdnixYvT0tJatWplYGCwatVK0i4AUVBQYGNjM2IE8qri5eXVuHFjW1vblOSUjRs3fv/993Z2dikpSF0BhgABYvuOHdWqVYt/H3/06NFWrVubm5vPnDEzMzOzQ4cOBgYGCxYglxvQJQBCLpc7OzuDk7eBgwY2bdpUJpPFxcXt2rWrdu3aMksUJlkA4tChQ1WqVIl+GX3u3LnWrVuLxeKgoKDc3Nzu3bsbGBhMmzaVpCdTU7NmzUCXBoS4uDh/bogpU6Z8ptrIyIjuyw5aZ/Xq1cj/G5YRHj9+/J///Gfnjp0KhSIpKcnExHhucDBhLOknULezZ8/KZLKSkpJRo0b17dcXJ2MV+4APHTt2nDVrVnZ2tkgkgv19KIqUTAIQf+PGDYlUkpuXN3Xq1C5dumjXhKRHfMASeY+ePceNG1dUVCSVSkEHyQYBVXrw4IFILE5PT1+0aFGbNm0IP+klkzAUNXDgQBBz69a1Cj95kqNWAPHy5UuRSBQXF7du3To3N0omI2VqBMD7X0BAAIi59nZ2f/75J9tQIrWNi4sTS8TPnz/fvXu3szNqcQ6ZDNp9/Pjx3bCzDRcXl02bNnFBUKq7NAsLi8jIyBMnTtjZ2dE7tgYJpKhZs2e3xd4aPTw8lq9AOwbUhMBht09ZFre2j+kmL6OUyxipxGD4S9KTAD0R/0h6LloYRmlOTk40ZYf5tcYDplqio6NTUlLXr99gYGBQs2bN77+vXr06+q86DqGA+kP5QKvC8ih9o1WuXImPNg65x63E9tC+4NL0NL3HhI8tehgaGUqlUjF6JPhfKigRS+Dd0sKiZs2av/322+pVqxYvXrxkydIlS5coHyq0dOmS5cuXz5kTvH//fjQ2cMelsV8ryLpoaqUkEaQPkAD5VIoAYyEkkgRKUTJ3FlIyCXCnR9OJzhTqCUh6HID5goh91Rm9dJAs6iWxvpH0JEBPqhUJsw9Pn7wBAQE9e/ZKS08zMzN7+PAh6k7att8wBJCWkJBgbGz89OnTCRPG//zzz8zpldWDhWTCxAkdOnTIzs42NzeH0zlgFl+ZCv/FEHLckz98+GAmEERE3A0ODm7fvj2C0N5OVWYGiODg4GbNmn369EkikbAKrzSI3NxcsURy8eLFlatWNm+OhFfq94+yWPpfgAgJCXF2cSkqKrKysjp8+AjzcoghiouKwDVL48aNvb29X7x8UatWrY1aPg+IQObp6QmiTHZ2dnFx8a1bt/7zn/8sW7ZMLBanpaV17dp11OjRsKjATh94WgMywbvGcP/hTZo0gSNl48YFicXigoICzDe0fVRSUtKhQwfESTm1MqWmpn733Xew4iYkJNSoUWOZcqcbdgbPnj1bo0YNcHGbi4+RTRg/wcHBAQ4gzpw1y9jYGMLQKxQKxc8//9y8efPCwkJgV3Z2dq1atTZv3qxQKNLT042NjWfNmgVMAwiQa3dhB8oAETwn2MrKCs57LV22rEaNGuSMI/DKx8fH1dU1Jxsda5s0aZJYLE5PS4uLi6tdu/btO3f69evXu3dv0i5qYp9CgUQHsXjKZOS9LTMz08XFBSRUVDJuNdLiQBG4GE5PT+/Vq9foQOSYjs3LM+Fz3759/f2Hv3nzxszM7C2ndxmAeP78uaGhYXx8/ODBg319fUnNSU3oAeAq1gt6JyUlmZqZ0WVcekogByCw6tEoJiZm1KhR/fr1wxCa105JXoAYHTi6a9duHz9+FAgEUZHo/C7raMV7msnJKSamJg8fPiTCK+kSpGQSAIip06a1bt06NzdXKBJevXKVmXDaaM3MzDQXCm/cuLF48eLWrVuj0YrNNpJi6QGAAI+IBQUFFhYWJ9mEVwoC/fn06ZOFpcXpU6fXr1/ftGlTVCD7dROAWLt2rYODQ3FRsY2NDf2HGSFHpe3T8Mkr1/DSoX6TN/wEk9hHJ7G8hmGU5ubmvoqJefvm7RuWJybmVVpa2ubNm6pVrWpqZmpkZGRsbIz+NcJ/qICxkTEKGRoaVqmCzr2pHiSbgTMzJMDRJDWa2EcFK4EoqPyg/IvO0mk/anEYArvW1U6oTwwYcqtTp45YLBYKRVqPUCQUiYRCqURSo0YNP1/fRQsXzpo9aw7LM2/evMmTJ1P+i1iu6GLLpHL+ZnXLa2/6N9ULpjwi9ml66SgTUniKfSDe3bx508zMTCKV9O2LVBowctmqCdQNGjRIYC4QiZCvUjLHMWaB9A8ePBAKhVKptGtXtM2EH/WVVhlL1piAgAAzMzOhUAiSB8yztFSqIEC8ePFCKpVKLaQ//PADJOYgBBKMGxdkYmoC25F8qPjsyNXKykpqIfX09CR3LFT1wCEALSgo6NOnT5MmTWvVqrVv374BAwYYGBggOWPAQKgtJINqhIWFGRgY2Nvbt2vXdvXq1cgtm72ds7NzSnJyu3btZDJZ3bp170bis7lY31NcXNywocs31b5p0KDB5CmTx4wZ4+zsbGxsvHPnzoULF7q4NDQzMxs5ciTIIgBx4MABAwODevXsWrZsuXHjxhYtWtSrV8+zuWdUZOTnO2Gurq4iofDe/ft0JjRv3rxypcoNnBoEBQVNnDgRIDZu3Lhq5UoXFxehUOj7KxJTwIAFqDMNDAxsbGyaNWu2cePGNm3a2NvbNW7cOCoqqn379o0aNTIzM7uBL7WQTVvQGjZo0GDUqFHTpk1zdnE2MTEJCQnZuHGjs7OLRHm2j/g8uHr1ioGBgZWVlbu7+9q1oYaGhmZmZg0buq5ciQT3pk2aWkilq1avhi5UhE9r7dq1y9jY2MDA4I8//hg7dqyBgYGjo2N/r/6zZ88yMDBwcnRs0aIFXCKBdoHWJD2nffv2YrFYZmX16NEjIttptDi8Ap9PnjxpbGIsFouHDkWuaellauZSihQ//fSTUCSUWlhwe3km4+LKlSumpqYSicTHxwekH82Sae9QAS+v/uZCc7FYfPnSJVQrXWf77t69KzA3l0olPXr0UE4IrKMVIHx9fQUCgVAkgv1J4AatIqogpH/8+LFYLJZKpZ06/QiXQgjPVUmVISht1KhRpmam5kJz0HTohHj16pWlpaXUQtq6dWu4fqQT4o8//jAxQRNCWFgYfSwoK6L6C1TEx8db29hILaQeHh4aN2ygekTso53towrh0vbpZ8BFVSseIdZ25JGXRxJgMRL7XsW84RL7YtLS0uBEiJmZGRb4jNQeLPBBjKGhYdWqVatQKr3KNI2fUstXpQqOxaIcuR+hFOzgI06KhLUqjPKehhiHClETATW+6/eKtX116tSRSCQiJrkPCYJCkVQqrVGjxtChfouXLJ4TPGcuy7Ng/vwpU6bs2oXO1GPBjrlVUEOUQtXHXBhn7FfuUQi7DCA4SWT+qF4rmBG+sNinDsFcDVosT7FPOacrXr1+dfXqNeVlC1pBWkHYBS0sLLx+/Tr9bqZWQlUETAWxsbFXrlzhc8MRchYXF928eROuMnDM15AYErx///7y5cvZWBWkMwuMmtu3b8OZNp0MhgITExMvXbrEfcMRUr59+zb85ElgUVzc+ydPntyJiEDk0PaRIWVGRsazZ8/u4ScrKzMiIuL8+fMfP2Z+vtLx8WPmubPn3r17R1oKqv327dvHjx/fvn07NjY2Pj4+PDwcFD/p6elnzpyNjIyETggaTFzOx2fPn92/dy8qKirjY8adO3fOnz+fmYkubj969OjUqVPgl5YwTS6Xg3Pz27c64A++AAAgAElEQVRvv3nzJjEx8eTJk48fP4aizp07F3HnjnLdRUpShUKRlZX1/Pnz+/fv3717NyMjIzIy8uzZs6DyfPzkycmTJ+Pj4+lUKBSKd3HvEFvu3ImJiUlOTj516hQom7Oysy5cuHDr1i3oxoSKnJycFy9ePHjw4O7du0lJSa9evXr48OHt27fT0tIyMjIgO50EdJ4vIeHevXt//fVXdHR0cnLS06dP70bcffLkSXJy8rNnz6Oiou7fv88owUM5Obk5ly9fhr1pUrKqZ6uHIMGLFy9u3LgBNac1tXpS/Abp8/Pzr1y5AqpBnhAxMTHXrl0Dba4uCIRUUFBw7dq1mJhXGvxnqJPyV9+bN2+uXr3KyBnGXEVFRddv3HjxAnlt5knFu3fvLl++QjxBMxZLjwQtOHjL5aaa1CE+Pv7Spcs6L3gRFLlcfufOHepWNYllCQCZSUlJly5dggvydMI1xT4mAy6qguH3d+NGjeCQPyU7ax3KUWUo3yEs9r1i0fSh6JiYmLTU1E2bNlWtVtXMFGn7WB9jIyOk7atKae30E7jKReoqlZGTVkMQ+5Bmj/FBShGk7fPzW7JkSfCcYBapb+58JPZN3bUbeSsnF4jKd3f4n6idlthXbs72URY3NFuBzFYcu5xqeZSKCjK9qn1leimPELT1iVSPqe6qOMwf9MqXUTgrz8JVMFRIDYRPIfQ0KKxrbVQDoHFDqyaqiHIIodEc9Bqq6l2qEOEPCegshqDjLDqT0zsSyqE7A62Z+Nbqv2O0lgEV6rzl2RbQaNptoSH2MdrtU0HAmqG6yavTbp8qa/kKQScGsY91i5cu9ik3eVnFPiT1oU3eciHBla4SVZDYV8cQa/sYRT60x6vU9oHYx67tmz9//tQpU3ZjCxrKH/flqw/8b9aGiH0g5Vf/vtyIfUWaBlxIA5VT1wLFlHEQUk/uQLmiAiqDOgO2xkq5xVDad6ATgr3PlsCDwpRbDiQEsLnQQIkRb9B/4LsWeh1x+aAhQ0CxjBCqetLrhDcQaBDIiQsNApXEDoH8hdCpKAUEdpirGwK4ihZd4mtEXXhCX1SMQl5+VUyggpoodDYQftIjucN0wrlTwtcKCD5cAuGedEKeWUrRFtBDeJYPqndyaIGeq3RiX2Olto+P3T463N8O8/rJwQMFDz9+2r60TZs3Va1a1Qyf7WMV+5Rn+3he1yidYPa1c2FtnyHa5GXT9inFPqTtW7wkODh4LsuDtX0VYh+Prli2SYjYV5mPT96/WTeW0cp/k5fC1/65SirGAsGRg2RVC3Bk+GIQWH2ihqp8+VIQoOpTlqr29+9BYCmKKoKwCgIqAYsGQdLAwXP0imujilerHFEsoVRqxWI9ijK3Wh56UVQWTggoGY5iqEGgDwhUrXTliyolToAOpOBH+Z3xL0pBP/LBVrhmZt0lM+ZgrrlmUngvKwjmOjHH8mGpOjWYCubCmGNLAYGzqMNSb18K4quNVnqtcV+kR6Cwhth36JAOn7zIpg7R9p2gtH2shnY00crRO2o6pdjHqu/Dm7zobF/VqlVNuTd5jYwMjfCVjq8tmn298uFsH9b2sW3xikQiqQRv8uKzfcFzWM/2KTd54Wwfy0ApR/3hf6UqGmIf803er8wMRrGvkOWsCOhm0FTFpItirGkJ9gBLMjKmoUfilGgSKyMIFgmDXiX8Sx3ppUpBhbauS6Nk8gopuSGQr9hilRtQqBKIUNCXtOHgJiworugnXlFKvJhCRlU1kPYNX+ktLsGbv9R0QSrGBiGnHNqqphclRdr3FTTcOquygL4TVYYWR+pGDyDVFzZKTI/UCNPqTHmR1m3HABeBeYCYoFcnBI0OT7ESazlLB4Fqp0Ep4yshX08q0M1XfSDKcrQyEqoZ+XfmHJ7Np+zbejNKe/hoiH287Papzvb9a2/ywskSpdj3hu0hYl+1qrrO9pFNXtUd3K8noH2tktEmL3Wlg2WXl4h9lLaPW+ybAmf7eI5nzZFU8f4VOABtga90oD3978uRuWZWq2NyuRzuc/DhB8yhYH6dT3qlrucrQ2BxSV8qkCV5liOP2qQB4Z8+feK5ioDwiQ3Ts26vE5QSdBmfvCHZDfGtRJ6bm8sIV1BQAEsLCIgkzSf8oIJopYHsQmcOSo8TyOV6QxQUFFBFqUNoSEg0CFwddhM8QAL5NycnhyJNq3xgEL27AtMI+SoOMoVKSkrgJgTTR804KLOgoIDj6qtmHrw5XvDpk3Y8YwyBIE3JmEwjUl5SQm9Kja8arwBRWFhALAlrJNB+hV8O+kMgJwzapTHGlAWE3hMCqinP0QpEAW8ZJwRNsY/PlQ6i7YMrHfy5ycjifyQSRiMS+2JecRpwiUlN5a3t+5ef7YPDXnUMDcXoJi+z2EfO9vG70jFlt/Im7z/SyhWg2hygiX2VkdjHaLdPO9sXjWHU9hUVak7KMG1lZGT4ePvUr19/4cKFsHJz1AXunB08cMDV1bVt27bEaRhbFoDIyckZMmRI/fr1Z86cSVZ3tiwAER5+oknjJi1btHjwAJsSZNeFkMl3+PDh9vb2kyZN4glx4cJ5Nze3Zh7NdNrOAIji4uLRo0fb29uD6zO2+kM8UHHjxvXmzZo3bdr0ymXs3UudCihWLpfPnTvXw8Pj1St01/LTp0+dO3ceOHBgZlaWVz8vBweHwYMHkzuV0LumTZtmZWXV3LN5UlLS9u3bXVxcXJydDx8+fObMWWdn54aurkfArCDWB342a/z8+fPmnp5WVlbBc4MLCgq6dOnSpHHj7t27p6SkDBk8pL6DQ//+3tlKj8wAMW/evLp167q5ucXGxh48eAAgdu3adfXq1YYNG7q4uFB+SoAiPN2Hhoa6urqC64iff/65SZMmHTt2BP+5QUFBbm5uCQnITwaUD5uCYJ66YUNXDw+PX4cMycvLCwwMdHR0nDhxoiqlktHArg8fPnTv1l0mkw0bNgxEk7Fjxnp4eCRj71hU4cos8BecScTGxnbt2tXJyWnrlq2ocG3jlLRcUM7atWudnJx+6v4T5XoLVjVaMhIEiMTExB49ejg6OoaGhmrXnySGAECEbd3q7Oz8448/Uve12YVjID89La1fv34ODg5Lly7jCbF3796GDRv+8MMPMdHI/x4ji6BKAJGVmTlo4MD69evPnTsXDSX2KhE2HjlypFGjRq1bt378+AkfiLy8PD8/v/r29tOmTuM5Ws+cPt20aVNkdQi7AtdJRWFh4YgRI+zt7ccHjUfUsfyEoNoCd4Yrly97eHi4u7uDbxKdEHJ5ydixY+3t7Uf+PhJYB6Vpb/LqeaUDtH3YBBEp8Z8PcHIQqge/JUHbpxL73mpq/V7FvEpLxXb7qlUzMzMz5nyQF9qqVZF9vrJ9aJZi6EG6BRkUX7VKlarwKP/iN/KCApUqVzYyMrKwsJCwP5aWlrVq1xo6bOjSpUuC586dx/IsWLBg6tSpu3fvQcNMp7nmv9NpeDT33yke5f0vgoDJ4gsbcCH85cconmIf/CRduHCho6PjgQMHiGNWtvkOpraCggKJRLJ69equXbsOGjQIT/2sp1AAYm1oaN26dY8ePVq7du1Hf3GZQFPOnnJra+tFixZ59fPq2bMn90ICEDt37hSLxeEnwmvXrgOuCNmUNAgCs9HJyWnGjBm+vr7g3hQvb8z8BYgjR46YmpqeOnnK0NDowoULZHInjUMCWNGAinJzcwsKCho9enRz7M4EQ6sggM/R0dGdOnUyMjICT/bLli83MDBwc3N7//79lStXwBcZGJWADVC5XL59+/b9+/dXrlx561ZwztY+MjIqNTU1IiLi4cNHrVq1+qH9D6C6gJnh0aNHO3bsGPHbiNq1a79+/drExGTPnj0PHz5KT0+/ePHi8ePHDQwMbt2+DRRBE+zcufPgwYP/95//CwkJmYOcszWPjIxMSkq6dy/qwYOHXbp0cXd3R+mRcza0O5mUlNSnT+8aNWoAZwwN64SFhd29i8wNXrt2vVatWiYmJsqmV/YWLEWBNZlGjRr17ds3LCxMJpPdvXv39avX2tIAVCw+Pn7Lli2LFi0yMDB4Fxt7586d76t/b2Zm9vQJq8ABzefv79++ffv169eLRCKlCR7mfVUQdBISEmrXrv3nn3+6urpOnzEDE6usOWlpZQAggoKCmjdvvm3bNlNTU5B32WwsAC3YI6Lx9m3bPD09x44dy9GjyKfZs2c3bNjwz717DQ2NYmNjOYYGQOTl5pqbm69fv75jh45gTRCqqqy42l/4tHz5cjs7u8OHDtWuXYf7dx1AFBcXW1parli+vGePnuBGmUOkBojNmzdbWloeP368du3a9+7d00mFQqGws7ObO3fuwIEDu3brqkyvGkp0MgBi374/safjk3Xq1AHvOBwTAhDSsGHDyZMnBwwPAHcmOJILAplpNDY+deqUsbHx6dOnSRuRALHbp6fY9++/yYu9dLx5zfJER0enpqZu3LjRoFIlQ0PDWrVq1mJ/atasicw1l63MV7ky0tl8wad69epGeMPakOUxNjb+z3/+M2TIkPnz58+YMWMWembT/qWCwcHBEydO3LFjh3IM0Ht+Rfgf4wAR+6rgnlOOtH1aWzAwP3p7ewcEBMjlcqlUev78eTJnaXMQSHv+/LlQKExISFi+fDk4zEXxzNMjdbR52LCh4CW2bt26lPnlIuYVFCBiY2NFIlF0dMzmzZvBORsRpLRrBTLu2LFjf8IuQ+rXr78TDwq2TRKASElJkUgkDx482L9/P0/nbDNmTAcvsa6urmtD16p8MWnVCVaRrMxMmUx27dq1M2fOWFtbM9qMJfRKpNJHjx6lpqb+8MMPa9eubdYMuZHdv39/3bp1GzduDGotKBayPH78uFKlyrdv3w4ODjY3N+/v3T8qKiozM9PPz++bb77ZuHEjvR2hoQf98kvTpk0zMzOlUmTDdgYWZY4ePWpvb+fg6AguN0DiAYhXr19VrVr1/PnzK1euNDEx6dev340bN/Ly8kaMGPHNt98uV3r1IPJZVlZW3bp1z5xBLlZlMlmLFi0mT5lcUFDYo8fPoWtDPTw8wPIfFA48A4o+fPhgaoqcNY8fP14gELRv34FohbX1a0DL4kWLTExMPmZm9uzZI3TtWnd39+fPnrPNhIDSslXLJUuWgEdpbmkGIC5cOC+1sPjstnjEiBGUfwuWTktwf/yx0/Tp07OyssyF5veikDQDRWl1ECr+9u3bIpE4Jyfnjz/+6NoVSTNs6fEnJKT27t0rMDAQfBlfu8ri3wLjAZ8fPXokFArT0tLmz5/P0znbL7/8Ai5DLC0tT508xVErgIiJiREKhbGxsaGha1TO2TgnhBEjRoBxeFtbW8q/BQtvASI+Pl4sFj99+nTnzp08nbNNmjSpc+fOCoXCyclpy+YtHKMVfhqlp6dbWFhEREQcO3asXr16gAs9R7v5YG4JnhvcqlUrhULRtGnTkBUhdAhoRyL2HdLw0qHg9NKhvNKhuTujXY/yFgP8ysvLi42Nffcu7h151INv37zNyMjYvm27oZGRtY2NzNJSxv5YWlp+80018MtRdrJflcqGhoampqYmnI+piUm9evXs7OzqsT92dvVsbW3d3NzatGnTijytSYgKtGnT2t3dfcrUKevXrVu1atVqlic0NHTJkiWwiCJuswyz8tYx/uvrA/PF19L28WOfXtq+AQMGDBkypKCgQCwWaTuNpQMCadHR0aamprHvYhfMnw+e1yGenpKEYfobPnw4eM1CC8kp3QvJ+/fvkf7m6dPQ0FDQKrHNv3hNQtPj+PHjO2GHubY2Ntx2/EGySUtLEwmFERER/BeS2bNne7bwpBaSLbCQMAuvUNvsnGwLC4sLFy4cO3YMefnEG0kahADrYmNjLS0tEhISFi5cKBIJe/XuXb169YsXLyYmJq5bv75WrZrEVQk4qUtLS3N0dAS5LTMr67N55K5du7Zs2fKzE7abN2+Cq3EgE9sHQeLCmjVrZDIZmAXO+Jhx5cqVqlWrnj59OjUldevWrXXq1N61E3mqJdYosrKyGjVqFBQ0TqFQZGdnf8zM9PLyatSoUVFR0Z07EX379nVu0EBpMRjJ5GCx2c7O7hJ2BfEh48PNmzdNTEz8/PwkEom3t0/16t8tXrxYQ4aAjjpt2jRbW1uFQtG/f//evXvfuHGjdu3aYF5Yo2vB6+nTp01MkDewS5cu1ahRY+DAgd99992yZcgpKqPYBNVr1apV8Nzgz65jBQIB7KdrFK7RaS9fvmxubv7p0yc/Pz/QahexiCZE7OvcufOECRPS09MFAgEoaNkgIP7u3bumpqYfP34cO3YsaLUZ6w8Vg099+/QZPnw4cmsmFMLhBLYsAPHkyRMTE5PExMSZM2d27Ig8SrNViXDv1yFDfHy8i4uLJRIJt1Ybinrz5o2pqWnMq5hly5a1aNECQ7CuRlDbUaNGde/eXaFQWFlZHT16lECTJiABgEhKSjI3Fzx8+HDzpk3IwzK6osu6SQRuf6dMmdK2XVuFQmFvbw8OANmaD7rHx48fJWLx9evX9+/f7+joABXQGK2kVtBvFyxY4O6OfBA3bNhw3bp1HGKfftq+L+alg7UVCCF/O6AJAac24Vc667/QCSIiIoYOHTouKGjMmDFjx4wdw/SMHTt21KhRhoaGBgYGZWS9rwpy9vbtt//x8fEJCAgYOnToMKbHf9gwPz+/gICAI0eOnDp1KlztOUm9nQw/GR5+8uTJo0ePPnn8OD09PSkpGT0p+F/Nf1KSkpLy8vKQ2aGiouLi4mL4B/9bjKMgGj5wuCv9241aUYDeHIB56m+JfZpDSe86MIt9dG0fhoDRt2H9eoFA8Ouvv8pkMg0XQxrAMAnK5fL69et7eXlZW1vPmzePdcqmQezevdvY2HjYsGHgFZ7ohzTKh3hAadSoUY8ePevXrz/5D+RElXlto0EcO3asTp064NKNcgjBciYJ34VEOVu0aNG5SxeXhg3BlZlOiIsXL9asVWvEiN+NjY1fxeg4JgXdoFOnTu3a/eDm7j5kyBCKClxnIBwksw/pH0aNGlW5UuVxY8edPn166dKlP/30U82aNTdt2rRo0aL58+cbGFQiywYwp1WrVpUrVw4KCtq3b9+GDRtWrlrVoEGDoUOH7t27NyQkpFXr1i4uLgABPeH8+fMGBgZt27ZdumRpeHj4/AXzp02bZmxsfOTIkQULFixZsrRy5cqwb1BUVAT7kl26dDEwMBgzZszevXs3b968cuXKJk2a+Pj4HDhwYMWKFZ1+/NHW1hZuwwClubm506ZNq1q16uDBg2/dujV37tzZs+cYGRnt3r173bp1Ab8FVK5UOSQEaUQIn4H81NS077//PiRkhUKhmDdvrq2tbWBgoJ2dXXZ2tkY/AaCYmJiqVas5ODjMmz9v7969a9asCRg+vFKlSqspt2wMgjgg/vHHH7a29Xr37t2kSRMQGdgWdYj/8OGDQCAYOnSomcAMzKOSmmv3W/g0b948S0tLb29vJycnqC03RG5urlQqHTx4yGd3nRuwy2ZmCFo/X7VylUgk+uWXwTY2Np/y8zVYRK8YQBcVFdna2vr4DJDJZEuXLqXzn54YtAaAvnXrVlNTUz8/P6mFhXI3nNZradkIdQ0aNOjTp69tvXqgptVJxYEDBwwNDf2HDzc3N09JSUFUsI9WQHF3c+ve/ScnJ6egoCA+VJw+fbpW7dq//TbCxMTkHbUbzkYFJQq3bdu2Y8dOjRs39vf31wWBfkpdu3atZs2av//+u5GRkYb+GDhAtH1k/BLm0ZyzIcOeqNdqXukob2f7SN1ZAridEIu1VfQaOWBsRERE+A31Gzdu3OhA1mfMmDEjR46qU6dOWYp9BgYG33z7rbePz3D/4X5+fkMZn2FDff18hw8ffvDgwRPhJ44dZ31OnDhx+PDhR4/+Sk1NTUhISGR5khKT4uPjlW6sNBjG9KqTy0yZOOOYhwdnFn0//tdCQJeOi4sr/5u81MJQWLR06dJBgwZF6jorTVQFDx8+HDx48MKFCz8VoEuLZPbX7gTwqaSkZPXqVQMGDLh56xa3MoBAPHv2zNfXd86cOTrdNxFF94YNG7y9vS9fvsyxikANQbKJiYkZ5u8/bdo0an+TaxxRINu2hfXv3x88EXNQjXmCFobY2NjfRvw2adKkDx8+aDMKfrDFx8cHjhkzadKkiRMnwqWHZ8+ebdiw4cOHDxMmTOjTp8/OncgTD8leWFi4YsWKSZMm+fr67ti5Y8+e3T169Jg+fXpeXt7Zs2f79OkzatSoGCyVEmMfkVGREyZOCAoKGjVq1PXr1wMDA/t5eZ09ezY/P/+PP/7o3bv3li1biXYQmmD1mtWTJk36vPZv2bLlwIH9PXv2/OzWNis7+8qVK/369fvttxHgDg5+0IPTtgkTJkycOHHChAl37twJCgrq26/f0aPHoOZZWZkhISFpaWmEChTA10Gio6MnT54M4kVOTs7MWbMGDRzEeGwf0r99+2bKlCmobr6+t3B3yviQERISkp6eTi8ccOFfaKnsrOzp06cPGzaMcirIImdQWXDdrly54u3tvX79eqo09h4CEHl5ecHBwb/6+j55+pT0ZHpN6GEg5/bt2wMGDFi5chVlkEUXREFBwaJFi34ZPBiuzsBsQy+WHoav9+7dG/TLL0uWLGE8ZkBPD1QUFxWvWLFi4MCBERERPEfr48ePh/w6ZN68eeTuEb1YehgGklwuX7s21MfH59r167gncC0HwKgXL174DR06c+ZM7p+mqDT8P4VCsXnz5v79+4PCUsdoxc395vXr4cOHT5kyRdvZGp0EHEZaLYVCsXPnDi8vL9jBoEOwi30UpTSxT+kmWSX2naCZa2bnDPsXrdqWTQR739XYiyRi39ChQ8eOHTs6kAh+tMDowNGjR2Oxb2RZin1o2a6ExT5vb39/fzWxjyYCDhs2zNfXz9/f/+DBg+EnThw7duz4cfQffpR/jx87fuzYiRPHsdj3KCUlJQHkPiz7JSSiP1QQ/42Pf5+fl6c2i2HlKeIe6lz4/+Bpl87qMugH/yiEnuDsyUvzhXHkMBRExD44FaptwIUhD2PZfyOSRdvHbEZENVvhNVwnLNUBcTpVXs5s9GT0MGsmWk14pVcXPXll4YZgaiR6sfQwXyo0ytR4xaWUlJQUFhZCF4J/oXAi2rJi4cmCfMVlMwGQFDhAp0JfCChAvTyGN6AIVkE6RdpJYXuIiqefWmGnQy5H7OJTOH0uxS2vXqj6G9QBM4f6QGeUds1JjCoZrXcpKSKpVAGUXjmBq/KqvjOEVMm0IRiSK5cL/EmVlykliaMlQxgknjXwd6hQH7kcEKQmJMCaGH+gJ6OHWXPR+InSa9Ct8aoLQkPsO3ToMH0LWMF9ti/832u3j5W7ah9gIqA2eceOY9P1jR4dWPZiX2Vqk/dbb2/v4f7+Q2miHl3rNwxv8mKx71B4eDgW+44zPqDt++svHdq+xMTE+Pj4/DwuBb4aEyteyhMHoEurNnnLvd0+uVyOrFUVFXGvynQel5SUFOGH13yKf4BTEJxWM/4WBNjcwqcf6OVwhPWmAm9QFn5pCLlcXkg9RcBPqBi0C/BZgwqwLgYSDzoDomwLQpFGU4LshUFQK0N6tDLhpqcg1Bc2fSFQUcgGInrUIHDVgRbG3oLJpwgnJGvUn04+jV2UfMxRuEZGoJSjcHp62ObDIwMxSuMT4yuf+mtkJM2nF0TpRmsZQDA2sQbJ6FWOLeQVFbHdrtXOQjoVX4h/dELQEPs4N3mVxy1V2r5/7U1e7WZjjIERCGLf2HHlTOzDNzG//RaLfcOH+w31o0t7JIy0fX6+NLGPUeRDkcpNXnRfj3OTF4t9+NyG5m8ORiZWRJYnDkCXJmJfefLJ+++7GVaeGraiLhUcqOBABQd4ceDviX38tX28fo3wqjFroq8AAWvkHbjSwS72BQb+A5u8lStXrmRQiRL72M/2YW0fTexjlfoose8vXWf7QNuXh7V9rBbtStEW+mbRNz3+DcfaeRg/lAEEIy53ZClqRStQQ+xjNuDy9yBoaMxBlk1eVrEPrg1BzZlLVI+Vl5RAFv6/vCkI3to+cFFfXEQ54FLHZ34rAwhEdlExh1kyjZqVggrEWnR5Cx0N5POUCqIEbonxKR+2R6nm5jwPRy8NX0dDmeiRHGFCBf8LaggCPxzF0j/RIPjyVgXBb8D+HQi9hxI+jkYnkC1MUVGKocQbonxOCP/gaNUU+3T55EU9kmj7lDd5+Q4etoYvt/Gw0kRE3EE3ednFvtGB/8Amb5XKcJMXtH3+LHu8Q8nZvkOHDoaHhx8/Ts7zaQqAlLbvr0cpKVzaPmqTF25pVaj7ym3fZamYlthXPSMjA9ZOlhxfPppF7NN5to/rcgapJf3YC8+1ip6MHiZlagTKAIL+g4pPlTRakF8W1REhfunV+M83i3KK4Juetl+pbxacXrcERC+WHtZoZforSSZHIR4QtDQkL71A7TBJhiBoTNBOCTH0avBJr9ZDygJCrbd8FSr4Hbz7W4ziB1FWo5Xiot7NrUWFhtjH62wf8ckLYh/YoWFr11LG6x5ZpSxYlY0HBCX23cEGXNjFvkDGs31Vvq7xPnWxbziH2OdH3+TVJfb9hY2yqjZ5kzQv9CbB2T7Y5FVxUz3Eg7dqGfRNj+YwtQJ0v+ibvhQQuiuhlaIUtdIqQ0eEOsRXEfvUIXTUBx9qUSgUnTt3BjPjmzZtQgeKtZyzkYXq4KGDY8eMvX//Polhg4AJMTEx8bMFkNWrVuu8uEcKPH78eGBg4J2IOySGGyI1NXXWrFnLly3XeXGPFHjmzJnRowOvw91AznUdqMjIyJg7d+6ihYsyMz+SQrhrdenSpdGjR1+8eJFn+qysrIWLFs6dO4/jnilBhFrduHFj9OjRYPSfe/mBr3l5ucuWLZs1axblFoIH4Xfv3g0MDDx+7DimgmukA8SnT59WrV41bZsZiuMAACAASURBVNp0yjIOD4gHDx6MGTPm4MGDQB1XDvytqKho/fr1kydPjo19y5O3T58+HTdu3J49e2BwcEHguaykpGTL1i0TJ04k15wJ57UDQHh0dPT48eO3bdsOg5q7OaCQnTt3jg8aT645a5dMYqC0t2/fTpo0adOmTfBTTQcEJnXfvn1jx4579Ah5u+FOD1/j499PmTIlNHQt3eg3qYZGALIcOXJkzJgxkZHIyQofiM99b8aMGSEhK3PzcnlmOXnyZGBgINzF5gORnp4+Z86cJUuWZmVn8YQ4f/786NGjr1xBfhH5QGRmfpw/f/6C+Qv4/FCHAq9evfrZB8+5c8jKPR1CQ+zTPNsn1zDXjHX7RNsHPnm/itin0dr/0Csl9unc5GUU+76u1IdKr1TJADZ5/f39h7Ke7RuquskbDjd5jzM+yisdOs72qW3y6rne/0PNWAGr4gAR+5QGXMqNtq9QU9sHc9ORI0dEIlGfPn0sLS25LRdgFQbqkW3atOncubOlpeXs2bNZDVxhlgDEuXPnkCcJLy+hUAjSSQnbKo2MWKEdjy5durRv397GxmbChAk6ILDRq5s3bwoEAh8fH2RKGsx0sXkslCvAy1mfPn1atWrl4OAQEBDADQFVevjwoUAg+Gxuw9DQUMNMl6r5ISSnrNMNGTLEw8OjYcOGAwcO5LboARAvX0YLhcKBAwbWqVP7/n0up1Wkwr///nvjRo3c3NyIFzu2OYP0TLFYPGDAgNq1a4OITJkO0aQBvUPz/TFpUoMGDVq2aAH2flE3YPlRCCtfamqapaWlj49P7dq1wWkHlMOEQEHMnTvX3s7uh3btWmCD2AiApYdAfHZ2tq2NTX+v/oaGhofwDppOiJCQEGtr6x9//BH8vmis0/S6AURBQYGjo2PfPn1MTEy2b99OuEFPScKAvnnzFksLi5+6d3dwcOC2lgIQcjna2evZo4e5ufmaNWv4QOz7c59YLO7Vq1fdunW5fxGR0erp6dmtWzeJRAJOt3UyKjw8XCgU9uvXTyKRcP9ckStHa/v27Tt16mRlZTV16lQ+VFy5fMVcIPDu7y0QCChPzSzNrVBC/Pzzz23btrWzswOP2BxUQD+/e/cuGq0+PsjKJvZ2DfGkyVQB5Wj18fZu4enZoEEDPz8/PqP1yZMn5ubmAwcMqFOnjoYHGqgesdvHS9unEvv4n+1TEaFniG2S0LMYruTsENASypu8YwMDA8cob/NqBJhv8mKFn75aP+302jGVKyOXu0qxz2f48OFsYt/QoUN9/ZQGXMLDVcZbQPSjbfkqr3T8xb3JS2n7NAy4cPFXn2/sbaFPKZxpywCCE5/5YxnUCkOQxbVyFeTWj/lsH3MVecTyo4Jlk1fzbB/MTb5+voMGDcrPzxcIBFd5uHt6+/atubn5mzdvgufO/ezji5ofWSoGEIGBgT179CgpKRGLxadOnuRYGIB7SclJIpHo8V9/rVq1qmnTptQKzQqB6Jo2bVqH9h3A7j+3uydYcT9+/GhhYXHr1q1t27d/ds4LrIdP2s1QjC2nLly0sHnz5mD3f/PmzRoWGei5oJz8/Hxra+uzZ88ePnLExsaG0UsHyQWMCg0NbdiwoUKhcHV1XbECWTCGpiTJSAAgSkpKHBwcDhw4cOHCRQsLC6WxT2ZOAcSOHTvs7e0VCoWnp+ecOXN0QsChoy1btkRE3BUKhRkf8IkFlkN+AHH48OG6VlYKhaJjx44gtbNTQYl3np6eK5avePrsmZmZGSUHsBwsA4hz585JJZLi4uJevXuD1M4GgTsP+iHRoUOHWbNmxb57Z2Jiwi0HwPXSm7duCoXC3NzcIUOGgNRerMtLR48ePcaNG5eammpiYkJ56WA5own9HH5IIHvdo0f36NGDY1yQTwMHDhw2dGh2do6ZmRn4ngaGkI5BAgARHR0tEAjev3+PB0h7bmkGigoICPDy8iosLBQKhXy8dLx//97c3Pzli5eLFy+GAYJsQDL3QUrKnzBhAjijs7Cw4OOlIy0tTSwW37t3b/2GDa54gCDbfCySIozWOXPmtGndRqFQ2NjY7AQPNCzNB+Vk52TLZLIrV67s3bsXBgjHDwOAWL5iOcxOTk5Oa9eqeWsETqrEvsO8DLg0ht2Z8HCa3T7Snv9FAeiad+9G+Pv7T5gwYezYcfgJChoXBAF4HzduXFBQUGBgoImJSeXKlb/55ptqej1qydVeOIr5plq1qlWrVq9efeCgQSNGjBiuegKGByhfAoYHBAT4+/uPGDHi8OHDJ0+ePIGe8PBw+Bf9oZ5wFHvk6NG/HiMDLshOH97eTUpMTEL/S0pCoSQIJcQn5OVTdvuo4cMyihRf8KmA+BLMhC6NbvJ+DbGPXw0Zxb5CupcOXA7MTV5eXr/99ptcLre0tLzA7ZMXr2FPnz4VCoWJiYkrVqygfDGxmdhXqov8/Pxg4bSxsTl65AhZw7SpAe69efNGJBLFxMRs2bKF8sXEbnwCiA0MDISF08HRAWb5IhYr9wCRlJQkkUgePnhw4MCBz47OoCZsCwlATJ06FSTLRo0baczyGoQAPz5+/CiTya5fv3727FlbWxtu9Q9ALFxISZYtWrRYtGiRTpksPz//s7/HU6dO3bp1y9LSUtuzBb1iABEaGurq6opksk4dp02bphOipKTEydHxzz///OvxY4lEnJqaikQHFk0qbExt377doX59hULRq1evMYGBOiEUCkXjxo03btyI21347t07DukEOu3hQ4esra0VCsUvgweDbgaoo9NLhZXyQYsWLZYuXZqcnCwUCrmVtQBx9uxZC+yTd+TIkV5eXrjTav5wIhDQqT5rQ2fMmJGVnS0Sie7dwz55sSpau1YAcfPmTbFYnJubO3nKlG7dOH3yyhUgjPbs2XPMmDGFhYVSqVSHK0V8n+bBgwfgk3fBwoU8XSkOHDgQWGplZcXHleLLly+FQtRqa9eu9fBwB2mJbTGBHoIky379FAqFnZ0duFIsYrn9Q6ZTsUj87NmzXbt2EQ80bKIl9IQJ4yd07dJFoVA4OztvoVwpMjcfQKSlpVlILe7evXv8+HF7ezuI5J4QZs+eDZKlu7s7eKAhnRDal4h9h/Wy2/dlrnSwtYB2Zyx1TGkhgLk3b9708vJCV2J9fX390D/aj5+f3+DBg2vUqGFgYFCpUiUQi8vg36pVq3bu0sXb27tv3779mB4vL68+ffp6e/vs2bPn8OHDBw4cOKh8UBD+DzGHDu7d++f9+/eTk5Pfv38fz/7ExcWpfrjry1t906NhqmfD65v+fwmCzFOUuebvv+dzUkTVAKXgrSozFYLZR/NsHxH7lBAwN02ePNnDw+PSpUumpqZv3rzhWHFhZ/bjx49mZmb79+/v16/fr7/+yizDqUPMnz/f2dn5xo0bJiYmTzkdGMA8m5+fL5FItoWF+fr6gst24KoaoeoQq1evsbW1jbhzx9TUFM4kMWTB+QGipLjE2tp6zZo1gaNHd8Eu21F6ZZkUkPIVGLVt23apVBoZGWkuEMCBITarY2S1cHR0XLhw4dSpU0EtiuKVZTJCHDp0SCAQREVFScRi6oQPy3IoRw8qo2nTptOmTVu4YAEoHhhUFEpEoOLs2bNGRkZRkZFWVlZ//vknR/MhBKzVa9Omzeef3GtWr2ZVixIIrKK7efNm7dq1IyIi7O3tN+NzpQBNkQx/lFmgmbp26+br6xu2dautDYt8rJ7+4cOHNWvVvHnzpmvDhqAW5YLAP1f69+/ft2/fffv2WVhYcMvHUKWXL6Nr1ap1+fLl5s2bg1qUAwI+DRs2rHPnzieOHxeJhJRLEhadJUC8f/++Tp06Z86c6dC+PethBiXhADFu3LhWrVqdP3fOzMzs/fv3XKMVt11aWhp44evR42fWwwzqEDNnzmzcuPHVq1dNTU3AownUVq358At0wezsbHNz8927dw8cOGDgwAEcPYp8Wrp0WX0Hh9u3bpli38ocVABEQUGhpaXlxo0bAwIC4NcdQ5XUqdi4caOVldXdu3fNzMzgBCFDFhoVIIOuWLFiwvjx7dsjtajO0bpnzx6RSBQVFSUUCs+fO0eoIwGV2KdD28d0tg9N4kqStFnP/IkjPUMRQD3bBxax4EtAQKPGxyecOnXq0sWLFzifc+fOhYWFbdq0acuWLZs3b96yZfOWzZu34L9b4IGIzeg7itiMHgjjv8rPOBNOQCXByXAuyEIlxAVt2nT0yJEzZ86cpj+n6C+nT506debMmefPX8TExMRER8fERKMAeqKpt2gIxbx48SIlOTk3Nzeb4clRxuVkZ2UXFKCTWMAf9oZRfgGPHco3zb+MLcUYqZmT9l4BQWMGRxAmF2y3rwrDJi8j2xkjOTB0tQWz2Kd1pQOq+u7du2bNmolEovkL5qvNv0y1AsMiy5cvF4lE7u7uaqsCU3qQG5KTk1u3bi0UCqdPn84DAhkuWL9+vVgsbtSokdqhGUYILP5kZGR07NDR3Nx8/PjxagOHKQusoDu2IzHO2dlZTUxkSg/DMCcnp3u3bgKB4PeRv2MIZQsxZQGIAwcOWFpaOjg4gGKGsvzC1HwAUVBQ0KdPn8+7cqBuQQBQODtEeHh43bp169Wrd46+8LBDlJSUDBw4UGBmNmDAAOgn1CTDDnHx4kVbW1tra+tjx5CzNSANVYwpCzBl2NChAjOz3n16q136YUoPPLl161Z9e3srK9leuiTKAgEVHjVq1GcRuVu3bmq+9RghsOx1//79Bk5OlhYWW7du1UkF2JGZOHGiQCDo2LGjmls5dohnz565urpKpZLQ0FAeEGjredbMmebm5m3atIGtbUpvzg7x5vVrNzc3sVi8ZOkSnUMJeLto0SKhUNi8eXO1H3VMEICeEB/fokULkUgIwq5KWmLKAp1h9apVYpGoadOmampUpvTQdmlpae3atRMKzSdPRh63KapJb1cOLPgLEJ9XZolE0rBhQzWvdOwQWZmZnTt3NjcXjBkzBo9WZVLlXzoIQOzZvcfCwsLJyQl2zynCmdIDFfn5+T169BAIBMMDhtNLUygPC/IW+3AHVZ3t+28316zGrIqXCg78+zlAE/u+wtk+fvxhFvuItk+rkOLiYlietb6wRuTn57PtyzDmKS4uBgU241fGSATBXmftLCUlJfpCfPr0CfZetUtjjCkDCLlcri8VBfhhrDBjJEBQ0h5jCq1IfSEUCkVeXp5eEIWFhXDVVAucNSIvL08llLCmUn0oA4iioiJ9h1JeXh4lSatqyhUq3WgtA4ivPVrzP3362hD6TghsoxW4zV/sQ790VWJfKa50MAmnXJ2oFN++NAR2GV5cQn/IGwkgo5Ml4IeI/m9REbyB3x3mf7XSs2VRxdOzINup2DQoMv9Ygl7gL3lBccUleNtF/R+mODwV4r0exEbl71nMUvQJqS6w+uJLM1nVzl+vZILxPwxBxL4qfM72fR1GMYt9Wto+aC60k4d7HP8VFFJCX0eF6KKCpCwNBNweKAWEriyECspEsK70mAqkoSlBGXBqXVloECgjP0YpIXCj6MxCsVR54VFnejzZlgpC6USKjHL2gBxqVYInQH6E69sJKQjceXm1hf79XAmBG/7rUvEVIair8WQM8ukh/y0TAtXPqYGnx2jl2aPQYKImBPXRqiX2HdI44WpAHzwwWlRiX4W2j86dinAFB8o9B2AIx8XFKQ246Hm270sQyCz2sWvO8E8NXZOiesXQKqJzAaFlKQMIta0cGjRHUF8qyikEOgyid/NxsEX7U+maT7scjpjSQuhBeLmFKG9DqXSMKm9U/IOjVUPsO6TjbJ/6Jq/ySgfzDRSOIaTHJz1GjR6lqiUtAwg1PH4vZVCrCgh+TaGP/MCzRK1kZdUWROwr5ZUOrYqrRfCjglnsY9H2weSINFjqP1jVcLVesGqeX21wXlAy6Q+BfkyjhwdU6SGgcH0hqJrp+AN7GFT9vxIEUksp76OUEwgFqpNewqhcXypKA4EVePybu7QQlBDOpy1AecxiEIexbyn7Of7IA4JSR5UGApfOGwKmPsY6a0cqqdAfAurDo1ZlDUEjUkPs0zTXrEDmmpUUKBX1emj7lFlpiJxBfdPzm3DVIP87INRI4vdSCsL5FaxKVQGh4gVnqBSM0jcLS3oi9jFo+1iysFKib3rlaGUW+1i0fWT3hwRY6wMflBYxQF7UkRh/JiWTgI5cCIIS+HiKDqRkEvjnIdBxja9MBe3W19diVLmEwPpNNDz466VQx1D2RtWay9FLlP1cPwgMgqAoNA4AVAtlpVQBzgxANyYcd3TuxOhrGUF85X6OqPg3QfAR+1RtBxYBVGLfCT52+/RdHPRNr1xMVNXUGaqA0MmiUieo4C1P1v0zjCJiH6Xtq66xyatvrfRNj0Yri9in6aUDJcWLU1p6WlRUFHW5QcdyRdXn8ePHb9/q9qNFIDIyMiIjI6kz+/wgnj57CmZ1ydLI1vCQIDMzMzIyUmX5iC01iqeoePHiBVxG1lEjJaOyc7IjIyNzsrMJXewg1JZXdHQ0XG+kwTJnAipy83IjIyMzMzN5QKBqKRSKV69fgVkcnRCQPv9TfmRUJE+7QlCrt7Fv4Uo1T4iCgoKoqCi1C7DMROPyMBVxcXHgcAyi2JNTVBcVFd27dy8lOZkPo4CKhIT4Bw8eUEopHU2OGFtcXPzgwYPExET+EEnJSffv34dVX5fkhyDk8pKHjx6CKRaoJAfhkCA1NfXevagicLrDgwqFQv7XX3+B6xqeEOkf0qOiogoKCnS3hXIoPXnyBG4K84T4+PFjZGQkdf2FFxWKZ8+f8XGsRxorKysrMjIyN1e3vzgsHSNaX758+fLFC0w1mSSYGwTIzMnNiYyMzM7S9BenIfbRvHRQM4/62T4NAy68xD7malXEVnCgggNlzwFdYl9Z1Iin2AdVjX4Z3cCpgUwm69OnD6ocVm6w1RKms2nTpslkMgsLi5Mnw9EWEottOdhdUigUce/eubq6WlnJunXrCqAcawNAzJ8/X2ZpKZVKD+zfzwciJSXFzc3Nysqqffv2On2Pwh3kkJAQmaUlMhC4bZvK3AYT5VDbjx8/tmjRwsrKqmXLFtyG39DxbcyTTZs2AcRaukUPdoi8vLx27drVtbJyc3Pj9otFKrx7926ZTCaRSJYsQRY9KIGDHaKoqKhz5851raxcXRsqjYZQehTtTFDa0SNHrayspFLJ7FmzuNuCNGvPnj2trKycnBzfvH5NuoF2+aTC586es65bVyqVTpw4kRuCqK98fHysrKzs7O2ecVqCJBDXr1+3tbG1sLAYOXIkd5WwQzC0PPv5+VlZWdnY2Ny7F8WdBQwbRUVF2dnZWVpa+vr6opHEYrQP+AADYeTIkVYy2ed+ewP7ki5hMe9M0J8+ferg4CiTWXp7eyvlG0qS0GYvNN/EiRNlMpmlpSWY+NE5Wl+/fu3s7CKTycBCHiqWXSwDiFmzZsOEAC43dEIkJCQ0btzYysrqxx9/hMmK9Bw2KpYsWYInBMmePbtJm2onxoxCDElPT/fwaGZlZdWmTRudPwVhtIaGhsJoBSfmOodSdnZ2q1atraysmjdvpuHWEvKqbvLqZa4ZLHYCXxgprIis4EAFB8oVB8qx2Kd5RBjmpgkTJ3bq1OnNmzeGhob379/H8yayJ6D9gLnmDx8+mJub37hxY9SoUd26dSMLknZ6MjsHBwd7enrGx8cbGxtfv36DxGtngdk/NzdXIpWePXt2ytSp4FqAbPFoZwEqQkJCXF1dk5NTBAIBtx9YgCgqKrK2tj548ODCRYvc3NxgBWVbewBiy5Yt9vb2aWlpEonk4MGDOqlQKBSOjo5hYWFr161r0KAB1JwbYt/+/TKZLC0t3draOiwsDENotpqqHLzcN2nSZOXKlbt27bK1tYV6ckOcOnVKJBKlpqY6OjquWrVK44Ihnb14exBhtGrVKjg4+NixYzz9v129ds3MzCwpKalJ06bz5s3jgCCdp3PnzhMmTLh48aK5uTmoIWEc0esDYYiPunfP2Ng4Li6udZvWf/zxhw4IrEzp27fv8OHD79y5Y2JiAgo8bojnz58bGRnFvHrVtWvX339HlhqBvdpVIp9+9fX18fH566+/jIyMXnPKuwAdGxtrbGz8+PGT/v37D/5lMCmHA2J0YGD37t2jo6MNDQ2fPHlCGKidBTyppKSkmJmZ3b17d5j/sF69evGBmDptWtu2bd+9e2dkZBQREcGRBXpaZmamSCS6fPlyUFBQp46dOKpEilqEB11iYqKpqemlS5dIvDYVAPHp0ydLS8sTJ07Mnj0bPAOheBZhFJpp7dq1Tk4NUlNThULh8ePHdULI5fJ6dvX27NmzYsUKnV6bAWLnzp02NjZpacgD9Z49e+gQkEAl9ul1pSOc0YALo3DPGKnNRRJD0pMA+YSmQPqLMswYqfzI8JekJwF6Iv6R9FxsYf6lMaZkK1ZnPGNpJJIEdJbDkYCxEBJJAhwl6PzEWAiJJAGd5XAkYCyERJIARwml+0RKJoHSlcORi5SMAzChY3PNyG5fdUYvHSQLR7H0TyQ9CTB+VUayaPs0BQiYm7y8vGBVI/oAiFcWhv/SSHvy5KlIJEpKSgoJCfH0RD5qKQMoahmoFyjKz8/vl19+Qf4xbW3gdDODe1MaxJs3b8Ri8atXr8LCtlJTMO2IkgYOuHsKDAyEVc3R0XH79u3McgCGAB1MUlKSVCp99OjRoUMHHRwcoExYYzTKJ0VNnTq1I17VGjduHBq6hsSrpQcIfA7p48ePSItz48a5c+dsbKxhy4wbYuHChbCqtWzZcuHCBZwQCCk/P79evXqnT5++ffu2paWFmuFitWqhF2DUmtA14O+u04+dpk6dohMCOWdzctq3b/+Tx4/FYnFKSgrHug6+Srdv3w7+7nr37j169GgOCLLSNGnSZPPmzW/fvhUKhbAdySaTQY86dOiQra2tQqEYMmQIuIphV45Qh/patGyxfPnylJQUoVD47NkzTirQz56zZ8/KZLKSkpJRo0b17dcXM5D55xApqmPHjrNmzcrGztmiopCCkHUoYWXwjRs3JFLpZ7t9U6dO7YI9iTGkV7Yj2F7u2bPnuHHjioqKpFIpuIphyEINJVTbBw8eiMXi9PT0RYsWtWmDfNSyMZbUFrn9HTYMubeua3US2xJhh0B64pcvX4rEori4uHXr1rm5U7+gSMsqq0/9haICAgL69++PHGPY24GrmCJth7kUFQgiLi5OIpE8f/589+7dzs7OUBbbUIJ+Pn7C+G7duisUChcXF9DeMfQQ2mhFztksLSIjI0+cOGFnx9c5W9t27RQKhYeH+4oVy+n9HMikiX16GXBhFPs0GFnxWsGBCg6UGw5oiH3fM4p9X7m2eol9fn5+Xv28MjMzBebmav4qtCoJpL17987Y2OTly5dkrdK5kIwZM6ZLly75+fkikYh1rcJwUBSoKO7fv79o8WKVWzOt+kAESJDTp09v1apVcXGxpaUl61qFM4BLgKysLLFYfPXq1fXr14O2D31k0x/gNWnx4sUgMNna2rK6NQMIXM6nT5+srKzCw8P37NnDU9u3bt06kEGdGjTYvHkTWYmBUvq/sObJ5XJ7e/s9e/Z8RqlXzxbanXU5xKLGrl276tati7y6ubmBWzOG5ZBGhUKhcHV1Xbdu3dWrVy1lljk5OaAZpVeGhGG1O3rsqFgsKS4ubtOmDXh64ICA2jZv3nzRokX3798HGQVBsOyQAsSFCxcEAkF+fn7Xbt3ArRkbBNoUxpdYO3ToMGXKlJcvX5qbm8fHx3MIQLBHeefObRMTk8zMzP79+7O6NVNSDv22R88eI0eOfP/+vZlAEBMTzQWBqQO9YHJy8jB/f3BaDdQpS1X7C58GDRr0yy+/pKenCwQCOArJNvog/tWrV8bGxm/fvg0aP55ya4Z1n2pFK18A4rfffuvZo2dOTo5QKAS3Zmy1AoiEhARTU9MnT57MnjOnQ4cOHFST/jxx4sT27dsXFhZKJJLz3H7AMaNgh+HOnTv4p6YnRw9EEHi0BgcHN2vWrKSkxKpu3SOcfsChB+bm5kql0vPnz28NC2uEnVZzoABESEgIOAi2t7ffuWMHoY4EiNhHO9tH8Vr9bB8mklzpKAsDLsom/1f+xdL61615BQRP/pYBo3jW5B9NBlMh0faVf7HvzJnTxsbGjo6O7dq1pTjHIv3gfRXUzN26datXr55AINi3bx+Z4xi5Dmeerl27ZmJi4tSgQbNmzUAhxCaayJXaiH79+llbW5ubm6u50mLCAIbfi4oyMzNzdnZu5OrKfZRHrtTB/PrrrzKZTCgUwl4n29pGlrFnz56Zm5u7uLg4OjpqHOXRqBeBGDlypFQqFYvFCxYg1Z1OiLdv30gkEhcXF1tb22TOywoE4o8/JolEIqlUOnXqVB0QuFmTkhKtrKxcXNDhLW69GiltbnCwubm5TCYDP1ccVECzZmRk1KtXz9nZWYo1NISBGlyCVyhtxYoVZmZmdevWBT0TdBvG9ACRl5fbAD8ikUh5MkHHCcVNmzaZmJjY2tr6+PhwVwkgioqKmjZt6ujkBEcaUBZdAtPePXuMjY3t7OyUfmNZLdmR/t+yZcv6Dg4CgUDNtx4T5cCo48ePGRsbOzg4dOrYkZJLWEcrpebs1LGjnZ2dQCDgln5Ic1+8eMHY2NjJyalVy5ZQT1JbjXqR0dqzRw8bW1uBQLBr1y5SjkZieIXRevv2bVNT0wYNGrg1bcqtBScQAwYMsKpb19zcfMOG9XwgHj16JBAInPHDfRKXDCV/f38LS0uRSLRs2TI+ENHR0SKRyMXFxd7eXuMkLjSWSuzTscmLO1bjRo0M8EN542axvMDIVr6RFYs0X079r6Yrgx7y3wihJfZV53llkquf6cko0Hx07twZphFqj4PJbh9M6Hfu3Nm1cyef26OQPis7a/fu3Tdv3OT4QUzIgSxR96J2bN+hMTmSNPQAzgPTYAAAF0BJREFUpM/Nzf3zzz+vXLnKH+LRo0fbtm2DXUgohF4sPQxfP336dODA/gsXLiAI+memMGR5+uxpWFgYdROCZbmF3JC+sLDw8OHDcNaQqVS1OMjyMvpl2Nat796940E4qnVxcfGxY8fCw8Mhu1qJWi+Q5s2b11u3boXDZzxznTx58tjRo7CYcfMKCoyLiwvbuvXly5c8qKBqefbs2UOHDsF1ck7WUtfPExITwsLCnjx5yh/i4sWL+/ft13njhxSYkpKyfdu2hw8fkhgtjtIicKWvXru6d+9ePrdHgVEfPqTv2LEjKhLtCOtsC0hw69at3bt2c2/oQ7UgfWZm5q5du8DPLE+Iu3fv7tyxg8/EBQXm5OTs2bPn+rXr/Kl48OD+9m3b+dz1Boi8/Lx9+/ZdunQZQ9DYzhSELI8fP94WFpaUlKSzVpC+oKDg4MGDIH8zlaoWB1mev3getjVM+yK2htinabdPjuz2qR5YM4i2r+JKh4o1FaEKDvwbOEDEviqVq+CzfV9C7NOTcGaxr4jBgIvGhAhzGTcaPQ09zJGLnoweZstCT0MPs6UvJRVK4eIrQaAt468OoZIVvhYVNHEEQXALfbiF6DWhh3k1H7pIzpGQ+kQvlh7myKlKxn5OlJ5dlZ7GAXoC7bAqSxlA8KuVqkr80pdyKCl5QYdTxjH8pSejhxmS4iiURtkr+KQvBRVfdrTqEPuwuWZCLLYhjnzyNlZq+/jY7SPZ/yUBZft9xepWQPBkbhkwimdN/luSEbGvMh+fvF+HahaxT/NKBwFHTqaLiuCiLomkAkw9RC6XFxcVwdSmmZ7lvQQhfGWIkhK9IYr1pAIgGI+dsTGqGD1MH5k5VVJ6CL4gyMN4URF0VOZKaMTK5ZiIYp4rLmyh6gmB1JaIUUpBWaMK2q9ARTFjW2inxjH6QshLcD/XF6KoiD8V1FDSBwJGq94Q7FaWtLlVJhOC/qNV3zmntBMC34GET6SgOUer+TTEvkOHdFzpQLdviLbvBOWTl/UCkXaDVcRUcKCCA/8gB8qt2FfIdVaEuDDgyzmePgJoxf2PQiB1HP9lBPFL7wz65yiXECrFJa3XcAb15WwpeFsBwdkCqo+oS33lfl4GEF9qKGmIfYf52O1Tne2ruMmr6lcVoQoO/As4oBL7KiMDLt9reukoCxL00vYhfQPWsvDX3pWUFMtLsAtVfjN9qSAAAHub5cGz0kGAw1ztH+uMgHJFKRhFEFgvHGhgkbbguYYCADSHRlFsryoIfs1HQcjl/FVrSgi+bnnBIS9qRC3FiS4q+EPIS6h+rl9b8HcujJzA6juUcHq9IJS85asMgiqhRuTX3KUbSng6QCBs7UWPLx0E9EO+EP/oaNUU+/hc6SDaPl5n+3hOD3Su6xuugODJsQpG8WTUf28yTbFPw4BLmfQQZrGP6UqHxiEYPs2CftTzWz9IaaXQA3x9CKT6ITXkE9CfCr31V3pD8D6wRQjUF6KUPYTg8QvoWyt90/9PU/HV+3kZTAj/stHKKvYppxzOKx2g7StmPZTDb0xVpGLigLIBmL59obgKCJ6M/C9ilA6xjydD2JLxYxRPsQ/Wzry8vHHjxjVr1ixsK3ILwf1jGr5evnz5hx9+8PLyoq6wsf/EB4jCwsLJkyd7eHisW7cOQ3CRARC3bt3q2LFjr169uL0dkOW8pKRk1qxZ7u7uYIuOWywAiHv37nXp0qV79+7POY33oqZQ1nfBggXu7u4LFiykcJXx2s0FEE+ePPnpp586d+4Mt0EhUjsxBYGX5+XLl7u7u8/CbtBwPCsGlBYdHd2rV+8OHTqAQwUOIyPErdnatWs9PDwmT54MJXDwCizexcbGenl5tWvX7trVa9x2TBBbsJG8LVu2NGvWbNy4cdzmOUj6hISEQYMGtW7dWulAjEtpBCb9du/e7enp+fvvv+u8NgtVSk1N9fX1bdmyJfhs4GKUchQcPHSoRcuWw4YN03nJHXj48ePHgIAAT0/PA/sP6GQUMD88PLx169aDBw+m7rRi7jH2EIDIyckZHRjYvHnznTt38hyt5y+cb9uunY+PD+VcWBfEp0+fJkyY4OHhARYAuDqtklHXr19v36FDnz59dZoEAio+n4ebNm2ah4fH6tWrSR9gpJrQGHH37o8//tijRw9wos1RK4CQy+XBwcHu7u5LliylRisbgJKKhw8fduvWrWvXruB+mgMCTQh4XC5evNjd3X3u3Ll4qKpkU1axT1kHDbFP7WwfL22fsqCKvxUcqODAP84BmCzi4uKqwCavhravTOrHLPZpne2DuWnVqlUymSwkJMTQ0DAO2w1hm++U82mJlZXV1KlTPVt4+vv7cxu4AoiwsDChUBgaGlqrdq2XL5BRDy4IPJ/Wr19/3LhxHTp0UFlZY5F/AOLgwYMmJibr16+vWavmg/sPuCGAkMaNGwcEBPz8888//fQTpGdTiwDEmTNnateus3Hjxlq1at24ocPFHBDYqlWrX375xdvbux225o8PJzGTAelv3LhRs2bNjRs31qlT5+zZsxy8RUaIsbWvzp079+ndx2+on4eHB+pc7AegAOLBgwfff//9hg0bjI2N4aQ5UMfYMeFT3359O3fuPGrUKJ0OEgAiOvpljRo11q1bZ25uvn0b8piiE8LX17d169YTJ020tdVhdBp8jr1//75WrVqrV6+2sLBYswZ5TNEJMWbMmKZNm86cORO5mMvN5ZA2oHukpaUZGhouW7bMtp6tTrOLgD59+nQnJ6f5C+YjF3MfMnCnYm5ugMjJyTEzM1uwYEED5wZTpiCPKTqpWLJksY2NzbJly4yNjbldzAFEYWGhVCqdOXOmm7vbqFGj+ECsX79eKpWuWr2qTp063C6VAUKhUNja2k6aNKlNmzZDhgyhIJjppgjcvXu3wEywdt3aWrVqcbuYI0PG2dl51KhRXbp0AdfhqKdxQhw/ftzI0GjDhg01a9W8e/cuagsWs4sIAovCHh4efn5+ffr0+fHHH5UTAjMGNNOlS5dq1aq1cePG2rVrX76MLMuQ5oMAzW6fjisd6FeOfpu8jOO1IrKCAxUc+Cc4ACtfeTTXrLXJC3OTj4/PsGHDSoqLJWIxGLEjk5cG/4C0Fy9egJ+DpUuXenoii/k6nbP5+/uDLyaZTAbO2rkh4uLihELhZ6dPGzduBOdsbAIZnmrRZkhQUBA4CLazswObsQzunjA9RPcjkUju3bv3559/8nTONmvmzLZtkXsrFxcXUFuCeK3BJaJayM7OlslkV65cOXXqlLW1tdIiHfNCAkUtXbrUHbu38vDwWLx4Md3dkwYKrLgFBQX16tU7ceL4jevXpVIpt1la4PmGDRucnZGD4Hbt2k2fPl0nhEKhaNCgwe7dux4+fCgUClNT01CLY+9zGlUiy96ePXvq1aunUCh++uknsPDMxiiycjdt2nTdurWvXr0SCARxcXGw6GqXTyCOHz8uk8kUCsWAAT5+fn4cVJDmaN2q1cKFC5MSE83MzF68eKET4tKlSxKJpKioKCAgwMvLC0OwHqeDodG5c+cpU6YghzcCwf17yL0121FFSB8RESEUCrOzsydOnNi1a1dCHQfhffr0GTlyZEFBgUgkvHYNKV+5h9Ljx4/Nzc1TUlLmzp0LvRegOSCGDBkyeDByEGxhIT19+rROiNevX5ubm799+3bVqlXu7u6E4RwQI0eO7NUbOQi2trbev38/4i3LRWOobWJiokgkevzk8fbt21W/PUjvUUeCzjZ58uROnZBFawcHBzD5ztYJYShlZGRYSKW3b98+cuRIvXr1IJLIteoICihq/rx54EqxcePGK1eupHdCaBQi9mna7UMGXGjzABBJxL4v5qWDBqFBgH6vHOVwfNILg6Mcjk//gxB6kVyR+EtxQFcnhCH8t8Q+XRA6SYFZSdNcM13bhyFgbvLu7+3n51dUVCQWSzR+s2oAAWkvnr8wMzN9/z5u8eLFrVq1Yl0+aRDDhg3r16+fQqGQyWQnTiCjVNxr1bt37wQCwYsXz9evX9+kSRNqIdFmC44B8W7s2LFdunRWKBT16tXbu3cvgtD28onpASE1NSVVJBJGRUXu2bPHyckJKGUQLikIJFnOmDGjNabX2dl548aN9Fleg1GwWmRlZVlYWFy+fCk8PNzW1pbbPQk02ZIlS4Bed3d3cBXAvVYVFBTY2NgcO3bs2rVrlpaW3NudwKj169c7OToqFIq2bdvCVjI3hEKhcHR03Llzp7rnNO3GQDyAZt29a7eNjQ325tI9KCiIg1GEb9jNcWh0dLROz2kAcezYMQsLi88OYb29vUHlzEYFkUJatmy5YP78hIQEgUDAvVEIEBcvXBSJhIWFhf/f3rXGRHXl8eERY2G6DGQir8pGtm6D+kFWizhkQAEHXQqmQEqT5WFNEM0IG0iwkCWyFkEBNSEKpjQmdmMkEaWCuql1wxp3K6Ga+GG2u/EDO8mmJUq3YDR2CK+7e87/3nNf517uHeXZcz/MnHtev///dx733P8595zy8nIwOdNfJDAT0DR2795dV1c3Pj4eFRXNT+trWJjgGJKhoaGoqKjnz5/X1NSAyZneLjAEBOXn57vd7gnfRGxM7P37aL90ehLBoO7xeCIj1zx9+rSxsTEzM9NIay0tLS0pKZmdnY2Li7tzR8/kDFoPDw9HRkZ6vf9ub293OByIcOo8Mt+U0ND5sPswHGTy9q/e1jc5A8TIyEh0dLTH47l48WJiYiJUG/3WWltb69q1i+O4DRs2Cod000ft0FrHxsbWvvXW4OBgb29vQsIGAUJVz3ktUIfQ1NSUkoL03bJlC5icSSWEQtEd9pG6P8vNzNAmednaPkKR3w5V8fmdk2ZCBqFJjTxgRRMF/dQymuQ9ffr02rVrGxoaoqKixsbGyGNSXmboDvpHNG30y7iqqqrNiYm1tbU6Dx4S9NlnXZGRkcePH7fb7fwRFxrLAcnr9Tvv/PrQoUPbt293u90kH7VIJKi7uzs8IuLEyZPh4eHDw8Oajzd+FhRVwc2bN+/bty89Pb2kpITkowNx8+bNN3/xZmtrq81m83j+oQfBoS9TOY5zpDg+KCzMzs7Oy8sT4tNr/zTu+e/evRsaGtrW1maz2YaGhoQkVKH4TV5drl05OTkFBQVZ+LQunW9CoWY+ePAgJCSkta0tPDx8YGAAQWgYWkhQXl5eRmZmcXExGHfJvJtaLID457ffhoSEnGxpsdvt/f39RrgtKS1xOBwHDhz4zVzHoQKE1+u1Wq1Nzc3R0dGXL182AnH4sDsxMbGysjIhIQGqGalsCkVmsS3zyZMnYWFhx44di4uL+/TTOQ4Eg8d8XV1dQkLCkSNH4uPj9c8CAehnz57Z7fY/1NevX7/+1KlTRrRobm5et25dfX19bGys/kEdAOHz+WJiY2pqajZt2tTQ0GAE4tzZszExMcc++WTNmjWjoz+Qhq9gifjPTKNVHxUVFVu3bq2urjYC8fnnF+12e3Nzc0REBH8gzVwdwsaNG8vKypxOZ1lZmRGIa9euhdnCWlpabDabvnGX1Od33936u6Iil8sFUxM67QKK+6vbt61WayturYoTAs0M+4QWSKx9t/CbMRlCqnkHH3pHohVbal3UjKMMWAAIJeSyvDfJkz86akNoh5jE0c7InxAquD8ZaadZQhBk2BeosYHLa9OCqjT2hB5DZe1TntIBD4aXL19WV1dnZGR8efu27jgDZQ3a/XVgYNeuzIrKCoNL3ScmJurq0NKfvv4+komW+ABx/+uvs3ZnlZeX//fHH/EDRnONP2jxf9tewx8b0tLS4JhgGHXpQzx8+DA7O/uj/R/xxzdJHzzyQgKI2dnZEyeaU1NT/4SPXUcmDXk0KRxo4fF49u7NLSoq+g+euJRJJU8LEBzHnTlzxul0gjUReVJsGjwOQDx+/Dg/P7+wsBAGu/oQgNLR0eF0Os/CanoDEF6v98MPC/Py8v6l/vZFrgX5auTChQtOp/PUaTSUQddcWnz/3XfFxcW5ubmUb180IC5dupSamtrU1AQ8EAJ5RMkfBI2Oju7fvz87+7ffPPhGWQkVEEI9v3r1alpa2tGjR/Un6MkAaGxs7ODBg1lZWX/7OzqmDATjBdGAuHHjxs6dOz+u/djn85F8JLKLTtDixYsXlb+vzMzM/As+VFAGIcblXRB6585XGRkZVVVV+msACLrvp59qamrS09Nv/fmWUgsNiHv37rlcLrfbPed5bqDF5ORkfX39jh07wNQnq7QaEENDQ3v27CkrKxv9AY9Epa1VngQgZmZmGhsbU9NSL3d3I9W04xMdHz169F7Oe6Wlpd+PjCiTyIsPIDiOa21tdaY6YRIZeQr1XDHs6xX37eMzUnzSIV/bx/btk5cou2MMLHEGoKsVJ3mXwL59XXhGcmJiAk4pmJ6eRrvwCxd5qYXNtGYkgfJocId+Sa8neuHc5PFlOFBq/kDgTEnOxCHkLnqYgUDiilrMoExIRsQheIoeQt1DG/jNRRSGEB426EgJOQTJFDvInTgPZRCCPPgVEAo4ARwBCVqg+cHpaSwZuPAv/Mi0U2ohSktc2AF36NcYhIhHtJjliSIZK8pFCsE/QUF2koA4pAxgPfk3B7y5Hr34cFoRgtQQgRNeYAMQmjVkRqw5KBvTEMKssR9NyagWQvH5ASFyB6XCE4b+cJDI3Cu0VpKbzKEFweF9SWX1WSaVKBIpC0VTwkXGp6FqAdZHKQS8JyQnJ8Nxa7S1faSJCO8HorWPP6WDbeAi4Yg5GQNLmAHFsC/UunTO5GXdyBKuN0w0xgBjYKUwoLD2mRz2Gbf2yY2Q88IegzBIqx9EmU1iNj6yWRuUXohmNv7PFkIgDP4Vwz4rdQMXP7iVo+jfKSZ54+PjU1JSkpKStrGLMcAYYAwwBuaZgaSkJIfDYbVaAwLQWU1ffCHfwGWW05vk7e9D62F9Pt+U6ppU+ZjyMJLcSBwdUCPJjcQxBaHOUO2jk6E6SJ3ciI86H1M+KwNCrbJaL3WcZeejUAr2p/V6vfzavsWz9uXk5FgsltWrV4MkMN3AfhkDjAHGAGNgARgICgp6443VFovl+vXriu/ZKcM+8UxeNsmrb9ZgoYyBJcaAytr3OiZ5TVoHpda+4OCgBejgGARjgDHAGGAMKBgIDg62WCy9ijN5ldY+vGCTrO1LTk4uKCjIzc3dyy7GwLJlAB2DMM/XkoJ4//08l8sVGBBgsVhCQ1/HsM/k0BbWJg8ODvb09PT19V1nF2OAMcAYYAwsOAN9fX1Xrlzhd60SvvPl0HbNkgtMBdu2bYPZmYBA9ORgF2OAMbC8GAgICFi1alVgYKDNZhsff4bWPUravKTFm3SaNPuZzJ1FZwwwBhgDjIF5Z4Ay7ANrX1AQm51ZXs96Ji1jQGQgYPGsfdBpTU9PT7GLMcAYYAwwBhaVAfWxJbJhH5gEenqutLe3nz9/vrOjs7Ojs6OjsxP9Iyf6w3foVrjrgBhCJEkSPhFJwifu7FAkgaxeFQIyJdLKpUIQWGC1FrxUKD5JLFVcooUZCMgLJeZJQ2rzEAJXEMSjQjRTECgJzlQCIRQLhpIUH1aJLwqcDrmxeCQxjiIjipdGoYUWhMitrhZQQzAXCAyTIKUGhwM1KqIUEBBLrQUVQlIUxiAEbrGoUHxAoIJbUYtXgcBlKSsL0AJzwLPFlxhUWSguDaI6OzvPnTvX1dWlv18/p7gWwJ7HIBSca93+bIkyq7jZ+BzHmU1iNv7ShNCqaTr+fiiukxs1iEFQaVF7vj6iZMM+NRDzYQwwBlYOA9SOg+qpr7PZJGbjL82n5qJrQRWA6qlTfPrxqaFUz0WH0JGKGkT11NdCJwk1iOq5uBD6TYkqMNVTRwt9CGpCBkGlRe2pTxQ1lOopz5ky7JuamppkF2OAMbD8GZianNQ7w0veF1DvDPQh1HQmPBcAwoQ0KyvqAnDLIAxWGUaUQaJYtPlm4H9nrVllwqPLWAAAAABJRU5ErkJggg=="}}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\nimport tensorflow as tf","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-03-11T11:25:44.743437Z","iopub.execute_input":"2024-03-11T11:25:44.743975Z","iopub.status.idle":"2024-03-11T11:25:58.362446Z","shell.execute_reply.started":"2024-03-11T11:25:44.743929Z","shell.execute_reply":"2024-03-11T11:25:58.361242Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test = pd.read_csv('/kaggle/input/digit-recognizer/test.csv')\ntrain = pd.read_csv('/kaggle/input/digit-recognizer/train.csv')\ntrain.head()\n\nprint(\"train shape: \",train.shape)\nprint(\"test shape: \",test.shape)","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:25:58.364827Z","iopub.execute_input":"2024-03-11T11:25:58.365798Z","iopub.status.idle":"2024-03-11T11:26:05.598445Z","shell.execute_reply.started":"2024-03-11T11:25:58.365749Z","shell.execute_reply":"2024-03-11T11:26:05.596838Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(train['label'].unique())\nprint(train['label'].nunique())","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.600364Z","iopub.execute_input":"2024-03-11T11:26:05.601207Z","iopub.status.idle":"2024-03-11T11:26:05.619194Z","shell.execute_reply.started":"2024-03-11T11:26:05.601147Z","shell.execute_reply":"2024-03-11T11:26:05.617777Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test.head()","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.622613Z","iopub.execute_input":"2024-03-11T11:26:05.623127Z","iopub.status.idle":"2024-03-11T11:26:05.654360Z","shell.execute_reply.started":"2024-03-11T11:26:05.623066Z","shell.execute_reply":"2024-03-11T11:26:05.653073Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head()","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.658822Z","iopub.execute_input":"2024-03-11T11:26:05.659338Z","iopub.status.idle":"2024-03-11T11:26:05.683530Z","shell.execute_reply.started":"2024-03-11T11:26:05.659303Z","shell.execute_reply":"2024-03-11T11:26:05.681958Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train = train.iloc[:,:1]\nx_train = train.iloc[:,1:]\nx_test = test\nprint(\"x_train shape: \", x_train.shape)\nprint(\"y_train shape: \", y_train.shape)\nprint(\"x_test shape: \", x_test.shape)","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.685161Z","iopub.execute_input":"2024-03-11T11:26:05.685640Z","iopub.status.idle":"2024-03-11T11:26:05.695639Z","shell.execute_reply.started":"2024-03-11T11:26:05.685595Z","shell.execute_reply":"2024-03-11T11:26:05.693792Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Normalize\n\nx_train = x_train/255.\nx_test  = x_test/255.\n\n#Reshape images\n\nx_train = x_train.values.reshape(-1,28,28,1)\nx_test = x_test.values.reshape(-1,28,28,1)\n\n#One-hot encoding\n\nnum_classes=10\ny_train = tf.keras.utils.to_categorical(y_train, num_classes)\n\nprint(\"x_train shape: \", x_train.shape)\nprint(\"y_train shape: \", y_train.shape)\nprint(\"x_test shape: \", x_test.shape)","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.697511Z","iopub.execute_input":"2024-03-11T11:26:05.698159Z","iopub.status.idle":"2024-03-11T11:26:05.845880Z","shell.execute_reply.started":"2024-03-11T11:26:05.698106Z","shell.execute_reply":"2024-03-11T11:26:05.844277Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(x_train.ndim)","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.847521Z","iopub.execute_input":"2024-03-11T11:26:05.847908Z","iopub.status.idle":"2024-03-11T11:26:05.854191Z","shell.execute_reply.started":"2024-03-11T11:26:05.847877Z","shell.execute_reply":"2024-03-11T11:26:05.852450Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Printing original labels of top 5 rows\nprint(train['label'].head())","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.857207Z","iopub.execute_input":"2024-03-11T11:26:05.857647Z","iopub.status.idle":"2024-03-11T11:26:05.868386Z","shell.execute_reply.started":"2024-03-11T11:26:05.857618Z","shell.execute_reply":"2024-03-11T11:26:05.867313Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#One hot encoding of the same labels\nprint(y_train[0:5,:])","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.874222Z","iopub.execute_input":"2024-03-11T11:26:05.875107Z","iopub.status.idle":"2024-03-11T11:26:05.884424Z","shell.execute_reply.started":"2024-03-11T11:26:05.875055Z","shell.execute_reply":"2024-03-11T11:26:05.882694Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Sample from data**","metadata":{}},{"cell_type":"code","source":"fig = plt.figure(figsize = (11, 12))\n\nfor i in range(16):  \n    plt.subplot(4,4,1 + i)\n    plt.title(np.argmax(y_train[i]),fontname=\"Aptos\",fontweight=\"bold\")\n    plt.imshow(x_train[i,:,:,0], cmap=plt.get_cmap('gray'))\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:05.886068Z","iopub.execute_input":"2024-03-11T11:26:05.887421Z","iopub.status.idle":"2024-03-11T11:26:09.059865Z","shell.execute_reply.started":"2024-03-11T11:26:05.887372Z","shell.execute_reply":"2024-03-11T11:26:09.058107Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Defining the model**\n![image.png](attachment:d5a976a7-fdf1-41d1-868a-9bb47c33d1d2.png)","metadata":{},"attachments":{"d5a976a7-fdf1-41d1-868a-9bb47c33d1d2.png":{"image/png":"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"}}},{"cell_type":"code","source":"#Defining the model\nmodel = tf.keras.models.Sequential([\n  tf.keras.layers.Conv2D(32,(3,3),activation = 'relu', input_shape=(28,28,1)),\n  tf.keras.layers.Conv2D(32,(3,3),activation = 'relu'),\n  tf.keras.layers.MaxPooling2D(2,2),\n  tf.keras.layers.Conv2D(64,(3,3),activation = 'relu',padding = 'Same'),\n  tf.keras.layers.Conv2D(64,(3,3),activation = 'relu',padding = 'Same'),\n  tf.keras.layers.MaxPooling2D(pool_size = (2,2), strides = (2,2)),\n  tf.keras.layers.Dropout(0.25),\n  tf.keras.layers.Conv2D(64,(3,3),activation = 'relu',padding = 'Same'),\n  tf.keras.layers.Conv2D(64,(3,3),activation = 'relu',padding = 'Same'),\n  tf.keras.layers.MaxPooling2D(pool_size = (2,2), strides = (2,2)),\n  tf.keras.layers.Dropout(0.25),\n  tf.keras.layers.Flatten(),\n  tf.keras.layers.Dense(256, activation='relu'),\n  #tf.keras.layers.Dropout(0.50),\n  tf.keras.layers.Dense(256, activation='relu'),\n  tf.keras.layers.Dropout(0.50),\n  tf.keras.layers.Dense(10, activation='softmax')\n])\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:09.061431Z","iopub.execute_input":"2024-03-11T11:26:09.061791Z","iopub.status.idle":"2024-03-11T11:26:09.293378Z","shell.execute_reply.started":"2024-03-11T11:26:09.061760Z","shell.execute_reply":"2024-03-11T11:26:09.292122Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Defining the callback function to stop our training once the acceptable accuracy is reached**","metadata":{}},{"cell_type":"code","source":"class myCallback(tf.keras.callbacks.Callback):\n        def on_epoch_end(self, epoch, logs={}):\n            if(logs.get('accuracy') > 0.999):\n                print(\"\\nReached 99.9% accuracy so cancelling training!\")\n                self.model.stop_training = True\n    \ncallbacks = myCallback()","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:09.295226Z","iopub.execute_input":"2024-03-11T11:26:09.295699Z","iopub.status.idle":"2024-03-11T11:26:09.303932Z","shell.execute_reply.started":"2024-03-11T11:26:09.295658Z","shell.execute_reply":"2024-03-11T11:26:09.302225Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Data Augmentation - for better acc** \n![image.png](attachment:fd57eb85-7a97-4b0a-891a-44b65e5b8111.png)","metadata":{},"attachments":{"fd57eb85-7a97-4b0a-891a-44b65e5b8111.png":{"image/png":"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"}}},{"cell_type":"code","source":"from tensorflow.keras.preprocessing.image import ImageDataGenerator","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:09.305596Z","iopub.execute_input":"2024-03-11T11:26:09.306019Z","iopub.status.idle":"2024-03-11T11:26:09.318810Z","shell.execute_reply.started":"2024-03-11T11:26:09.305987Z","shell.execute_reply":"2024-03-11T11:26:09.317175Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"datagen = ImageDataGenerator(\n    rotation_range=15,  \n    width_shift_range=0.1,  \n    height_shift_range=0.1,  \n    shear_range=0.1,  \n    zoom_range=0.1,  \n    horizontal_flip=True,  \n    fill_mode='nearest'  \n)","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:09.320743Z","iopub.execute_input":"2024-03-11T11:26:09.321259Z","iopub.status.idle":"2024-03-11T11:26:09.330962Z","shell.execute_reply.started":"2024-03-11T11:26:09.321213Z","shell.execute_reply":"2024-03-11T11:26:09.329368Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"training_flow = datagen.flow(x_train, y_train)\n#validation_flow = datagen.flow(X_train, y_train, subset='validation', shuffle=False)","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:09.333122Z","iopub.execute_input":"2024-03-11T11:26:09.333503Z","iopub.status.idle":"2024-03-11T11:26:09.425290Z","shell.execute_reply.started":"2024-03-11T11:26:09.333471Z","shell.execute_reply":"2024-03-11T11:26:09.423725Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"img = x_train[7]\n\nfig, ax = plt.subplots(1,2)\nax[0].imshow((img), cmap=plt.get_cmap('gray'))\nax[0].set_title(\"Original image\")\nax[1].imshow((datagen.apply_transform(img,{'theta':-10,'channel_shift_intensity':0.05,'flip_horizontal':True})) ,cmap=plt.get_cmap('gray'))\nax[1].set_title(\"Example transformation\")","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:09.427102Z","iopub.execute_input":"2024-03-11T11:26:09.427529Z","iopub.status.idle":"2024-03-11T11:26:09.981024Z","shell.execute_reply.started":"2024-03-11T11:26:09.427497Z","shell.execute_reply":"2024-03-11T11:26:09.979388Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Compiling the model, batch sizes: 32,64,128**\n![image.png](attachment:65025308-b3c5-41f2-9fb6-97814151445e.png)","metadata":{},"attachments":{"65025308-b3c5-41f2-9fb6-97814151445e.png":{"image/png":"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"}}},{"cell_type":"code","source":"#Compiling and model training with batch size = 64, epochs = 100, and optimizer = adam\nOptimizer = tf.keras.optimizers.Adam(\n            learning_rate=0.0005, \n            beta_1=0.9, \n            beta_2=0.999, \n            epsilon=1e-07,\n            name='Adam'\n)\nmodel.compile(optimizer=Optimizer, loss='categorical_crossentropy', metrics=['accuracy'])\nhistory = model.fit(training_flow, batch_size = 64, epochs = 100, callbacks=[callbacks])","metadata":{"execution":{"iopub.status.busy":"2024-03-11T11:26:09.982538Z","iopub.execute_input":"2024-03-11T11:26:09.982925Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#  **Plotting the results** ","metadata":{}},{"cell_type":"code","source":"# Model Accuracy\nplt.subplot(1, 2, 1)  \nplt.plot(history.history['accuracy'])\nplt.title('Model Accuracy')\nplt.ylabel('Accuracy')\nplt.xlabel('Epoch')\nplt.legend(['Train'], loc='upper left')\n\n# Model Loss\nplt.subplot(1, 2, 2)  \nplt.plot(history.history['loss'])\nplt.title('Model Loss')\nplt.ylabel('Loss')\nplt.xlabel('Epoch')\nplt.legend(['Train'], loc='upper left')\n\n# Show the graphic\nplt.tight_layout()  \nplt.show()\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **With this predict %99.5 Acc**","metadata":{}},{"cell_type":"code","source":"results = model.predict(x_test)\n\n# Select the index with the maximum probability\nresults = np.argmax(results,axis = 1)\n\nresults = pd.Series(results,name=\"Label\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(results)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.concat([pd.Series(range(1,28001),name = \"ImageId\"),results],axis = 1)\n\nsubmission.to_csv(\"submission.csv\",index=False)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.read_csv('/kaggle/working/submission.csv')\nprint(submission.head())\nprint(submission.info())","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}