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Ga 1 5 issy

Merged Isabel Slingerland requested to merge GA_1_5_issy into main
2 files
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@@ -96,10 +96,21 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 2,
"id": "87dd870e",
"metadata": {},
"outputs": [],
"outputs": [
{
"data": {
"image/png": 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RUo0gCCICIMUaQRC9QpgN1MbaMH/n/G6fLdxViFONp0JYO4Ig+oM+Vo+yOWXITMrklWtHbEf4TXdmUibK8stkd1sid7XIR5g12r+vhdfl6GuHyxGV48tkMGHPw3ug0+hgZa3I2ZAjer85C/Rle5ZFbBuEEuHY9h/vwnEm93gnCIIg5IeSFxAE0WOE2UBT4lPg9XlxvuU8AECtUsPr8/LPcjHX7lx7J46tOIbhqcOVqjZBED2AcxM733IeiTGJ0Kq1qGmqQfb6bABdcRMTYhIwf9d8WTP9cvVobG0McCXnLGtSE1LJfWoAIxxrg+MG81mlzYyZ72NGx6CpvUmWsZa/PR/2FntUji8mjkFaYhqsrBVW1sq/35xSzcpaoVVrKeFQPxHKsT0P78Hyvcv58X7xykUAgFFvxOszXsfMrTNlHe8EQRCE/JBijSCIHiPMBsolKeAQKtWAqzHXXB4X8krzULW0ihIYEEQYw73ftc210Kg0QeMmnrl0Bm6vm39ejs2fvzuqv8KlpqlG1vIJ+RGONbvaDrfXjdxNuSjNL0VReRFqmmr4BDhyZJW+0HohascXl3xo3Lpxonmcy+hNCYekQSjH8krzAHQpLbnxDnS1eV5pHq/MpCzqBEEQAxdyBSUIosdwC3LhglsFleiZIfFDoFFpAACx6liYDCYY9UbKeEUQYY7JYMKhxYeQmZQZoFTjcHvd0Kq1GBw3WLZ3mqtHVnJWUHdU2vgPfIR9zI0pLu6XUKkmV19XFFVE/fjSqsVn6/XOelgYCyUckgjhGLeyVgBdFmqcUg0AGlsbRUq1aBl7BEEQkQgp1giC6BVmxowjS4/wCz8ffKL7F9suwuPzwGww4/ijx/G3ZX8jtwaCGCCYGTP+PO3P13zG7XXjcvtlWRMYmBmzSLmWvT5bpPSgjf/AR9jHQgse7r9y9nWGISNqx5eNtWHCxgmwslYY9UbRPbfXjXPOcxTnSyKEY9zKWgMs/UM13gmCIAj5IcUaQRC9xsyYsW3utms+s3XuVgxPHU4ZrwhiAGF32PHjfT++7nOJsYmyW6GaGTNKZpeIrlGm4cgiWB9zyN3X0Ti+7A47JmycgNrm2gCLNaDLai17Qzbue+M+Uq5JhJkx468P/PW6z5XMLoFKpaJ2JwiCGKCQYo0giF5jY20o3FV4zWcW7V4EG2sLUY0IgpACfaweiTGJ132upaNFVos1oEvOLNq9SHSN5EpkEayPOeTu62gcX/pYPZLjknnXQ879s2ppFW+95va60djaKPv7HS2cajyFmWUzr/vc/J3zkb0+G9O2TCPlGkEQxACEFGsEQfQKG2tDzoYcPmZIWkIaH1ON+2xhLHzsmkjepBBEpOFwOdDS2XLNZ7RqLbbO2SprHCBhIPms5CxULa0SxcQiuTLwEfYxZz0l/K+cfV3nqIu68cW2s3B2OLF59makJqSK7jW2NkKturolEP5/ou/YWBvySvPg8riu+6zdYefdRUmpSRAEMfCgmZMgiB5jd9hFSjWj3gidVgePz8NviBpaG+D2ukXKNbvDrmCtCYLoCXaHHbmbcrt1E+Nwe90oKi+S7b3m6iGMeTXePD4goQHJlYGLsI+FgdsriysDEhrI0dd5pXlRNb7YdhbTtkzDxI0T4YMPFsbC/7OyVszeNht2hx0mgwkWxkIJhySAG+PceqmneLzBE8cQBEEQ4Q0p1giC6DH6WD1SE1Kh0+hgYSw4sPAAjHojvyGyMBboNDpk6DP4rGupCam0QCeIAQD3fmcmZeLWlFu7Va5p1VowOka295qrh38wb2EgcJIrAxvhWBuZOhKZSZkoyy/DWNNYvo9HpI5AZlImGB0Dr88raflDE4ZG1fhydjjR2NqImqYazNw6E6/PeB1VS6uweupq0XMvT38ZVUurKOGQBHBj3Kg3iqz6r0fyoOSIGnsEQRDRQvdH0gRBEH4wcQzeW/Qe6px1MOgMMBlM2LdgH5wdTpgMJlQtrYKj3YEMQwaYOAaHlxyGPlZPC3SCGAAwcQz2LdiHs5fOomBnAW81xGWuA8B/bmpvgrPDKcu7zdWDkytCzIyZ5EoEIOxjr8+L2dtmo7C8kFd0cX185tIZzN85H/N3zpdU2VNeUI4r3itRM75MBhMOLT7EWwnO3DoTL0x+AQU7C0TPPXXgKRxafCiifrtSCMd4naMO2euz4fF1b42mUWnw2ozXcH/W/dT+BEEQAxCyWCMIolcwcQyGDR3Gb0iYOIb//yaDCcNSh/GLQsoIShADCyaOwc0pN2Nw3GCRix4Xg4pTtg2OGyyrVYVQrvhDciUy4PpYrVKjub1ZFN/MZDDB4XKgcFchaptrJQ+mzx0MBSNSx5fQIq+mqQb52/P597m8oDziY8wpATfGx5rGoryg/JrPDokfgucPP4/5O+dT8gKCIIgBCCnWCIIgCILgcXY4cbn9Mq9U849B5fa6cbn9MgXYJiSBs6YSKnaO2I4ExNmTM1lGtGBmzHhxyouia9vnbsfs22ZHdIw5pbGxNvxk/0+6vW+INaChtQFW1gq7w06ylSAIYgBCijWCIAiCIHj0sXqkJ6ZfMwZVemI6xQEiJMPfmip7fbZIqcaNQaJ/2Fgbfrr/p6Jrqw6ugo21RXSMOSWxO+yYsHECaptru33G0eHg/39jayMcLke3zxIEQRDhCcVYIwiCIAiCh4sNVOesg0qlEt3jYlA52mnjR0gD287C2eGEmTGjZHYJstdn8/denPIiDDqDgrWLHGysjc/6m5mUiZemvoSnDjzFW6j5x7eLRHdYJdDH6qFT63r8vAoqwCdjhQiCIAhZIIs1giAIgiACWLZnGSZunBgQb8nn82HG1hmYtmUaxQIi+gXbzmLalmn4/obvY++ZvVi0e5Ho/rwd85C9PhtW1qpQDSMDu8Mucq39aMlHmHXrrKDun5EaY04pzl46i381/6vHz2+atQnDUofJWCOCIAhCDkixRhAEQRCECGeHE42tjQHBzDmrl5qmGskDyhPRh7PDiXpnPWqbazFz60xe8VNeUM4nzzh14RQeKH2AlLj9QB+rR2pC6jXdu8n9Ux4GxQyCTqODGmrEaeOu+WycNg73mO8JUc0IgiAIKSHFGkEQBEEQIiigPBEK9LF6DNIMEl17JvsZrDq4Cm6vm7/29cWvcfbS2VBXL2Lg3LsPLzkcEK+Oc//ct2AfWapJDNvO4gd7f4CU+BS8+fCbOPPEGfx+0u+7fT41IbXLFZQgCIIYcJBijSAIgiCIACigPCE3zg4nXF6X6NqKt1egpqlGdO3WIbfi5pSbQ1m1iIOJY7pVhJP7pzxwlr9W1oqV+1fi8/Of4+cf/Dzos1q1FlbWShlZCYIgBiikWCMIgiAIIihcQHkhJbNLZFWqse0sTl84HXRzaXfYcbrxNLkFRggmgwkfLfkImUmZQe9r1Vrsmb8HlcWVpPghBhz+lr+zt80WWWJycG7PWrUWjI4hl1yCIIgBCCnWCIIgiLCGbWe7PcG3O+ykZJGJLxu/xAtVL2Dejnmi64t2L8KGzzag7GSZ5EHl2XYWuZtyMerVUcheny1KnGBjbRj7+liMXjsak0smU79HCGbGjK1ztkKrDkxU/5e8v2DGrTNIqUYMWAw6A1ZPWw2tWguPz8Nf16q1WDdjHTKTMnmlmtvrRlN7E8WuJAiCGIAErmIIgiAIIkzgsgY2tjYGuB9ygfRTE1IpPpDEfNn4JUb8dQT/2ag3Yse8HVi0exFqmmqwdM9SAEB8TDy++uFXsDAWScqtc9bhdONpdHg7YGWtyNmQg8riSgDAuHXjUO+sBwCcbzkPZ4eT+jwCsLE2FJUXBbXkebzicYxMG4mxprEK1Iwg+gc3f51vOY+s5CxRnMC/5P0Fv678NZLjkoEkIDkuGU3tTUhPTCeLNYIgiAEIWawRBEEQYQtlp1SGT+s/FX0+33IeGpUGz+U8J7re7m5HQ0uDZOUadAak69P5z1bWinHrxuHu1+7mlWpatRY7C3ZS4oQIwO6w8+9xMNxeN3I25OCTuk9CWzGCkABu/qptrsW/Lv9LdO/xisdR01QD1sVi+9zt+HDxh/i4+GM6JCIIghigkGKNIAiCCFsoO6UyzL51Nm4efDVYvNfnxfh147F873LRc/sX7sfdGXdLVq7JYEJlcaXIAq7eWY+G1i7lnVatRWVxJYx6I7mCRgD6WD0Gaa9mBdWqtSgvKEdWchZ/ze11Y/7O+RTQnRhwmAwmlOaX8m6gWrUWrzzwiiimWml+Ke7OuJtPLkFKNYIgiIEJKdYIgiCIsIayU4YeJo7BJz/4BOtmrOOveeHl/79apcbBRQcxKWuS5GUbdAa8PP1lxKhjAu799YG/oqWjBd/f8H1M2zKNlGsDHGeHk7c25ZSms2+bzb/v3PXBgwbL4h5HiTIIObE77LybM6dMe+ydx0Sfi8qLSGlMEAQRAZBijSAIggh7lMhOGe0wcQyWjl6KH9/944B7f8n7CyZlTZI8eQTbzmJSySTM3T4Xnd7OgPuP7n0Uk0omoba5FvXOenIBHuDoY/Uw6o3ITMpEVXEVH0tNqEwfkToCu+fvltyShxtro18dHTRRRvb6bEqUQfQLfaweqQmpyErOwva520X3ts/djqzkLKQmpFJMNYIgiAhAUcXaRx99hBkzZsBoNEKlUuHNN9/k73V2duL//b//hxEjRiAhIQFGoxGPPPII6uvrRd/hcrnwox/9CEOGDEFCQgJmzpwJu51OfgiCICIJG2vDot2LRNcW7V4k2gwT0lP2RRn+fPTPAdd/WPFD7Pl6DyZunCip5Zizw4l6Z31QpRogtpoz6Ay0IR3gMHEM9i3Yh4+LP8YY0xjRPTNjxuElh/Hh4g8lS44hhIt/5fK4+EQZNtYGG2tDzoYcWFkrXB4XGlobSIFL9AlufJfll+HJA0+K7q06uApl+WXYt2AfnB1OUt4SBEEMcBRVrLW2tuKOO+7AmjVrAu61tbXh+PHj+I//+A8cP34c5eXlOHv2LGbOnCl6buXKldi9eze2bt2KyspKtLS04MEHH4TH4wn4ToKQEytrxfrj67HxxMaAe0frjuLFIy/ib7a/hb5iEsO2s926LUhtvUIQAPB3298xbt041DTVwMJYULW0incLHbduHP5u+zuNPQnwf7f3fL0HRbuLgj7r8Xnw0LaHZEke4fH2bP52uByk8IgAuNhSwZAz5pR/PD8uUca4deNgZa0AAAtjQWVxZcTEcKT5O/Q4XA7M3zUftc21fAzBzKRM1DTVoLC8EF9f/Fp0QEH9QBAEMTDRKln49OnTMX369KD3GIbBwYMHRddefvlljBkzBlarFRaLBSzLYt26dSgpKcGkSV1xXjZv3gyz2Yz33nsPU6dOlf03EATQtSC/5c+3oN3bDqBrY7hs9DIAQLW9GuPWjeOfPbL0CO4x36NIPfsLlzq+sbUxILYVl6UxNSGVsloRklFtq8b49ePhg4+PuWU2dLmJjVs3DvXOetyz/h5k6DNgZsw09vqI/7v9ecPneGjbQwHPpSakorG1UXTtT1P/JJniwdHuQNOVpus+F6uJRUVRRcQoPAhlMDNmVBZX8hZqXOZZ4KpSLVLczWn+Dj1c1ltOqeb2uvHkgSeRGJMIrVqLmqYa5GzIgdvrBgCcuXQGhbsKqR8IgiAGIIoq1noLy7JQqVRISkoCABw7dgydnZ2YMmUK/4zRaMTtt9+OI0eOdKtYc7lccLlc/GeHwwGgy/20szO4+8n14P6ur39PDCz8+/scew4qqDBI3ZXd7Efv/Agqrwq3Db0N979xP38dAM5cOIO70u8KfaUloLmtGWwbi3PsOUx9YyoqiiqQYchAnaMOeaV5OMeeg06lQ3NbM+I18UpXVzLo/VaOFlcL4tRx/OcLzguY+sZU/Pa+38J5xcm/W5dbL8MQY+j32IvWvvZ/t/809U8iuQV0BZEXtjkAxGnjMHzIcMnaKy0+DXffcDcaWhrw/7L/H368LzC+GwCUzS7Dzck397vcaO3vaCVYf6fHp2PLrC2YUjJF9OyWWVuQHp8u69hwuBxo6WiBUW8MuFfvrEdibCIMOoMkZUXj/K30+z1IPQimRBN0Kh3WzVyHZXuWoba5FpfUlxCDGP6w6DvJ38GGhzZgSfmSiOyHUKF0fxOhg/o6ulCyv3tTpsrn8/lkrEuPUalU2L17N2bNmhX0fnt7O3JycnDrrbdi8+bNAIDS0lIUFxeLlGQAMGXKFNx000149dVXg37X888/j1/+8pcB10tLSxEfT5MYQRAEQRAEQRAEQRBEtNLW1oaioiKwLAuD4doHXQPCYq2zsxMPP/wwvF4v/vKXv1z3eZ/PB5VK1e39Z599Fk8+eTWIqMPhgNlsxpQpU67bYNeq48GDBzF58mTExMT06TuIgUN3/f1p/ae4/437g/7NmulrsOiORUHvDTS4E+7a5lr+WmZSJn8CHmkI+/uK9wryt+fjQuuFgN/LtcvQhKEoLyiXzNJASRwuR1j83k/rP8XUzVN5lxkhUo69aJfl3b3bQmsL4XU53vk6Rx3uf+N+nGs5d83nMpMy8e6Cd4Na+/SUaO9vJbE77Bj7+li0u9tRXlCO//n4f3g5c67lHKZunoo4bRzefPhNLN+zXBI549/fdY46TN08FTZHVxKUGxJvAAB+7JkNZuxfuF+Wea3eWY/pW6ajtrlWVI7wHTQbzNhZsBO3DrlVsnKjaf4Ox/e7uq46wDqSI1L7IVSEY38T8kB9HV0o2d+cZ2NPCHvFWmdnJwoKCvDNN9/ggw8+ECm+0tPT0dHRgaamJiQnJ/PXGxsbMX78+G6/U6fTQafTBVyPiYnpd2dJ8R3EwMG/v++58R68NP0lPPbOY6Lnim4vwtK7loa6erKRmZKJ12e9juz12fy112e9jsyUTOUqFQJiYmJw+cpl2FvsqGmqwf1b7udj1dhYG+7fcj9qmmrg8rlwxXsFKTEpSle531y5ciUsfu89N96D/536vwHvFiDP2ItWWR7s3f71pF9j4VsLUdNUg6zkLJTMLsGi3Yvw1eWvRGNCCuwOOyaWTITVYRVdtzAWuNxdGRo5NFoNkuKTJOmnaO1vJbnYfhFNHU1we92YVjYN6YnpqHPWIWdTDs63nIfH50Gbpw0FuwpQ56yTVM7ExMTgH03/wOTNk/m4ahbGgkPFhwCAj994tvksJpZMRNXSKsnj+d04+EbsmL8Dd669ky+nbE4ZFu1exCdqafe1Y0XFCknjbfVk/rY77NDH6iMmxle4vN821obFexbjivdK0PvRsI4KBeHS34T8hENfs+0snB3OoHNEpMlSpVGiv3tTnqJZQa8Hp1T7xz/+gffeew8pKeLF1J133omYmBhRkoNz587hyy+/vKZijSDkotpeHXTjX/plKdYdX6dAjeTBxtqwaLfY+m7R7kWwsTaFahQ6TAYTDi0+xGelzN2UiyO2I8jdlMsrHg4tPhQxQdXD5fdW26vxxLtPBL0XLWMvFAR7twt2Foj6erx5fMCY6C7TYG/Rx+qRmpCKWHUsNCoNACArOQuVxZU4+oOjIus0ygo6sLk7425UFldCq9bC4/PgfMt5DIkfgjpnHTw+DzQqDa9sk1rOOFwOLH5rMS62XkSsJjYgUYFWrUWsOhY6jQ5pCWnQx+olKdcfJo5BWmIagK4kSNnrs3mlGndN6qy7NtaGBeULRNeEMtTG2kRZKglp4BJEcLK0vKAcWrXYvoHmMoIYWHBJYSZunBjw7pIsjT4UVay1tLTgxIkTOHHiBADgm2++wYkTJ2C1WuF2uzF37lx8+umn2LJlCzweD86fP4/z58+jo6MDQFfm0GXLluGpp57C+++/j88++wwLFy7EiBEj+CyhBCE3VtaKo3VHA7J/+rN87/KIUK75Lw6rllbxqeNzN+UGTCyRlDre7rDjaN1RGHQGlOWX8YoF4WaoLL9MMpdItp2F3WHnx5h/Xdh2FkfrjsLKWrv5Bmkw6AwomxP4e7OSs1A2R7rf2x3v1byH7PXZQd1AAaCmqQYTNk6gDUk/6e7ddnvd0Kq1KM0v5RUPZsbMK9dSE1IlUzwwcQzeW/QePir+CHek38ErVMyMGWbGjOrl1Xhv0XvITMqEUW+UTeFByAsn224dcivK55XzyrWLbRf5Zzw+j0ipJmV2zpaOFly+chkd3g4MHjQYO+bu4C1xczflwspaMSRhCHbM24GDiw7KZm2gj9Vjx7wdAe7Mbq8bVtaKzKRMSRWK3O/jslQC4LNT5m7KRbW9mpcBUiv0ohkuOygnW0vzS7Hq4CpetgLifqC5jCAGBs4OJ863nA94d4XrqfMt50mWRgmKKtY+/fRTjBo1CqNGjQIAPPnkkxg1ahT+8z//E3a7HXv27IHdbsf3vvc93HDDDfy/I0eO8N/x0ksvYdasWSgoKEB2djbi4+Oxd+9eaDQapX4WEUXYHXYM/8twjHt9XIBS7bmc56D2e8WW712OjSc2hrCG0uK/ODy0+BCGDx2OwXGDRYtCznol0k5rxr4+Fvesuwc563NQWF6IFya/ILrf0NKAeTvnSfJ7uVOw7PXZGPZ/wzB+/XhU26sBXG3X7PXZGL9+PIb/ZbhsyjWuHoW7An/vC5NfQOGuQln794NvPsDkksnw+Dz8tazkLLw1/y3RaX9tcy0mbJwgmeVUtBHs3R5vHo+PlnzEK9eKyotE7WtmzDi85LCkbmqcS8VY01h88MgHOLzkMK9Q4Vwq7s+6Hx8XfyxpuUTo4GTK9zd8H/dtug8rD6zEf+f+d7fP/zXvr5Iq1QDAqDdiz8N7oNPocL7lPObtnCeyxLUwFmjVWvym8jeSliuEa4d5O+YF3Kt31kOr1iI5Llmygwv/d7yyuBJZyVm8cqemqQY5G3Ii0vJaaThL3KzkLJTll6GovCigH0akjhAdUtJcRhDhjz5WH7AHEs4lWrUWg+MG0yFglKBojLXc3FxcKylpTxKWxsXF4eWXX8bLL78sZdUIokc0tjai3d0OL7yi68/lPIc/HPkDvPBCDbXo/i0pt4S6mpLBLQ4B8BYEdocdza5mfnHO6BjoY/Wi0xqg61RnoG+C293t8Pg8+PLClwC6XOSEuDwuWFkrtGptv3+vs8OJxtZGkcIsZ0MOds3bhZ8e+Cnfrly9GloaePchKeHqUdNUE/B7C3YW8FZkcvVvgjZB9JmznDLqjUgZlMLH3NKoNBg8iBYvfSXYuw10Kc8+WvIRcjflBrVMk3LjzSkaGlsbcWjxIZFCgZMnqQmp2Ldgn2RlEqGHkym1zbWwq+1we9147oPnun3+B2//QOSmKRWcG6aVtfJumABEbpgAcOzcMdx5w52SyzdnhxP1znq+nLSENFEMQbfXjUtXLkkmW4O944cWHxLN026vm7eSk7q9oxkmjsG+Bfvg7HAG7YfDSw5DH6uHw+XoVtYSBBF+ODucoj0Q59UBdK1X3V43ml3NEbEHIq5PjxRrX3zxRa+/eNiwYdBqwz43AkH0i9E3jEZlcSVyNuTwCoZHRjyCPxz5Ay9kK4sroVap8dG3H2G8eTzuMd+jcK37jnBxyG2ouRhc3OK8qb0Jpy6c4gMwR9LJ9/6F+zHhjQl8XwdzTdSqtXj1wVf7/Xv925Ur76FtDwWUV1lcibsz7u5XedeqR2l+KT/GtWot1kxfgyfefULkIihX/441j8Xflv4Ns7bNQkNrA9xeN/K35wMAvwnN0GegvKActwy5hRYufSTYuw10KbtUKhW/8RO2r9RBeYVK3AkbJ2Bw3GA0u5pRml/KW3gAwJlLZ1C4q5BXslGfDyyCybbuSE9Ih5W1IndTruTKHpPBhIqiCnzvle/B7bsqy91eN+qd9bAwFri9buRtycPItJGSuIReK8i10A1WWBepCPaOmxkzSmaXiBIZbMnfQko1GWDiGH78BFtHcc8Ek7UEQYQn+lg9yuaUoXBXYcB8JjyoiIQ9EHF9eqT5+t73vgeVStUjCzIAUKvVOHv2LLKysvpVOYIYCIw1jRUp1944+QaAqwqPsaaxACCb4iPUCBeHHP4n39wiXY7YOEpyl/EulMwqQWF5YdD73OnUg6UP4vijxzFs6LB+lRfMosC/POEYkwO7w46i8iJeieb2uvkEHdznovIiHF5yWLaFwzjzOBz9wVHkbMiBlbXyWfwABAQdJ/qO/7vtb0EmvOdvQSbFJtBf4cJZM3GylYtNJFzA0inwwMTMmLF66mrM3Drzms9daLuADH0G72IjtZxp7WiFD+K1bb2zHka9kVewAV1K/P6OtWAWmVw5DS0NInd3TrZearsEtp2V7DcL33G2ncWZi2eCJiIqyy+T/KCCMuddJdg6ioM24AQxMBDK9F/l/gqL3lwkkuMAkBCTAKfLCbadjRr5Fs30OMZadXU1vvnmm+v+q6mpQVxcnJx1JoiwY6xpLNZMXyO6tmb6GlkVHuEGd/ItpGR2ScQpPEamjQzI5MWRMkiQubhn5xDXJVi7coRijAljw2yfu110b/vc7ZIHr+8OM2NG2ZyygOtlc8oiboyFC0ILsu6C8kod4FyYFEFoGapVa/HC5BdEsYnoFHhgc0f6HRikHRT03toH10Kr1mJQzCDsLNgpi5yxsTYUlhfC4/MExEM97zzPK9U45X1/x5r/++RwObBuxjqooArYjG2fux0WxgKXx4WZW2dKHm+LbWdx36b7MH79eFGyEj5BzYZs5KzPkSx2J2XOIwgi0hDK9KLdRQFyHAC+uvAV7t10LyZsnCB7ojFCeXqkWJs4cSK++93v4sYbb7zuv8zMTEyYMAGDBgVfLBFEJFL6RSn+/Z1/F1174t0nUG2vxttn38aXjV8qVLPQYWNtQU++Iy271bmWc/B4AydPoMuq4YbEG7DxoY1wdjgl2SQEa1cObozJAZe1j3MfKssvw6qDq0TPrDq4CmX5ZbK443Hlc/+1sTbM3zk/4Ln5O+fDxtoiKvtsuMBZkHGbbf+gvHIpt4IpkzkXYGG5pFDtP9z7FQy53ykVVBiaMDTovd9V/Q7l88tx6vFTGGcaJ3mSjHpnvShRQbo+XXSfi4uaoc+QzCLW/33K2ZCDM5fOoLG1MeDZJw88iTXT1yAzKVOWg4uzl87i84bP+Y3gS1NewnjzeJTml/LWcl9e+BIPlD4gyRhQQklPEAQhJyaDCa89+No1n/HCi8a2RnzR8AWmldDhQaTTI8Xahx9+iKSkpB5/aUVFBW644Ya+1okgBhSlX5Riwe4F8MEHFVR45YFX+IXpPevuwYyyGbjjlTsiWrkmXBz7n3xHUur4w7WHMalkUoDrkJALrRewoHwB7ll3D+7ddG+/JlH/BBD+cG5yUivX/K0LHC4HCssL+U2oUW+ETqNDTVMNCssL4XA5ZCmfyxqYvT4bY14fwysA1FDzVoN2hx1jXh+D7PXZZPEgA0ILMs7NW27l1rWUyUBkWsIqgZJWRJxs45K9ABD9t6apBiv3rYQKKgBdGxgplfeJsYlITUjlExVw7p/+/G7S7yQda2bGzGcjtbJW5G/PR6e3E0CXZVx5QTm0ai1qm2uRvz0fCTEJ2DZ3m+QHFzen3Ixbh9zKf56zYw52f7Wbd/vnaOlokUTZpZSSniAIQk7SE9OhgSbgOjd3Cfn60tf4+sLXoagWoRA9dgUlCCKQ4+eOY+HuhfxnH3y4IfEGVBZXQgUVr4Dx+ryoba5VqJbyYnfYAxbH483jAxbRkZA6fva22dd9xu1zwwsvfPD16wRe2K4cWrUWb81/C1nJV+NXcsq1o3VH+1ROMITWBTkbcpCzIYdXqgFdm9C0xDRYGIss/SvMGvh5w+ewslacbznP3/fCC6/3aqbd8y3n+dhrZPEgPaF08/ZX0nOKBiGRaAmrBEpZEQllG3cIlZWchcriSt4FmFOuyTV3GHQGrJuxDkBX9k+TwRTUErn4rWLsPbtXUuUiE8cgJT5FdE2j0uDlaS9j1cFVIhfoM5fOoKGlIdjX9LsOVUursOfhPXwfcBah3PuWmZSJj5Z8JJmySwklPUEQhJwY4gwYmhhoeR3sAF6tUkOtJtVLJNPr3vX5fNixYwcef/xxzJ07F/n5+aJ/BBFNpCakIiE2QXQy8dC2h7Dr9C6RUH1txmt48OYHlaii7AhjcAkXx8JFdKSkjh8UMwhqqBGjjrnuszck3oC/LftbnzclXLtaGAsSYhL4RAUzb53Jt+vwocOhVWsRp41DWmJan8oJhtC6wMpa0dDSwFtzWFkrvwnmNsJS96+w/GAxK4Au5VpaQho0qq6TQp1Gh4qiCrJ4kIFQuXn7K+lL80t5RYO/NVMkWcIqhVJWRJxsy0zKxMjUkXw5Y01j+fqMSB0hmxskR4YhA0a9ESaDCQ0tDXyWYaPeiLSELnnq9roxe+ts3LfpPsmUaz6fL0BZ7PF5MGfHHJFiS6vW4taUWyWV7UKYOAYzbpkREDuTU3R+tOQjyZVd0RKLlSCI6EAfq4cx0RgQp9MfjUqDqqVVEZPIjghOj7KCCvnJT36CtWvX4t5770VaWhpUqkBTR4KIFkwGE049fgoNLQ045zyHh7Y9BAD437/9L//MazNew/LRy5WqouxwMbiCZfsyM+aISh1fvbwaF9svwuFyYOrmqd0qfVITUlG9vLpfmwVhu3p9Xvzr8r+g1+lhd9hF7Xr20ll4fV60uFokzTrkn5GUC+Ttr0CVq3+vlxEVAL8RNhvMeHfBuxieOlzSOhCBFmQls0uwaPciXhEjpaUJp3ABgLL8Mt79mFOyFZUXgdExaGpvki1LZLShREZnoWzTx+pFc4dQtnH35Zw7fn3fr1G0q4h3x9SqtSgvKIdKpcKM0hlobGuEx+fBF41f4Oyls/3eFAldYC2MBe3udj7GmtBSLSs5C6unrMaP9/8Y83fOlyWOJVcf/9iZAPDC5BdC5ua9aPcislgjCGLAwbazOHPpDC63X4YXXgwZNAQXr1wMeE6tUqNqaVVUJbSLVnqtWNu8eTPKy8uRl5cnR30IYsBhYSy8i9zT9zwtUqo9fc/TEa1U44iW1PEmgwkxMTF4eNfD3SrVgK7NmRSHDly7su0sfvbez3Cy4STSEtNEwbTTE9ORsyEHDS0NGJk2EgcXHZRUuVYyu4TfbAOB1gVy9m+w8oOxde5WUqrJQDA3b39FjJTKLX+FC6dk48rlFC4OlwO5m3IjxhJWaXrynkuNcM7wl1fcWJJToeZwOfDgtgdxvuU8hg4aikttl+CDD26vGwU7C+D2utHsauafvyXlFtyccnO/ygz2Ph07dyxoiIEXJr+AlQdWora5FmqVGs4Op+TtIVSac+6gHAU7C1BZXCnpRjCUSvprwbazQQ8Cga4+klOZq2TZBEFIB9vO4t5N9+Jk40m4vW4Y9cZu3fZ9vu7jMhORRa9dQRmGQVZW1vUfJIgoY8/Xe0RKNaDLcm3P13sUqhEhB/pYPZJ0SQGuPEIutF6QNCYPFwvJ5XHBylqRsyEHNtYGG2tDzoYcWFkrXB4XGlobJI2HpHSm1+sFseegmFvyoISbNxPH8IHq9y3Yh8NLDvPlctc5JZtcVjzRhtLvuRK0dLTwcRzPXj4LlUqFIfFDkKHP4OM1dng6oFFpEKOOQawmtt9l+r9PAPDUgaeCPluws4CPa7nn4T2SH2B0F+eOi2nIxe78pO4TyctTMharkgk7lCybIAhpcXY40dTeBLfXDTXUOO883+2Buw8+jF83XjJ5SoQvvVasPf/88/jlL3+JK1euyFEfghiQ7Pl6D+8GCnRZqnE8tO0hUq5FCPXOetgddjS2NYpO9/3p9HZi6uapkm1MTQYTKooqRHHOxq0bh3HrxsHKWvlnKosrJduAKZ3p1cbaMGHjBFHMIf8YFqnxqTAZTKhpqsGEjRMiRhHAtrPdbjDtDnvINl6ccmtv4d4AC0xOucUFgJer/O7Gs9RZIqMVpd5zJcY4287yLu1GvRGHFh+ChbGgw9uBTm8nGlobRElSgK7YZ53eTly6cqnfhxZCZTEAXr4Fw+11Q6PSwOP1YPne5f1uD//21sfqkRibyCvRMpMycWjxIcy+bTYqiyv56/N3zpdE2RUusViVStihdNkEQUiLyWDik7t4////XQsvvJhROiMiErkR3dNrxdq8efPQ1NSE1NRUjBgxAqNHjxb9I4ho4+2zb4uUam/Nfwt/mPIHvDX/Lf7aQ9sewttn31aieoQEOFwOAMCkNyZh9NrRARMjZ9UgpM5Zh3vW3SPJJMq2s1i+dzm0ai2vXKt31vObRK1ai6HxQ2HQGfpdFqC8dYHdYceEjRP4TLpurxsx6pgA5U5jWyManA3QqDSoba7FhI0TBvyiJRytGpbtWRa0Pj6fDzO2ziAriwGKUu+5EmOcK3P6lun8NTNjRmVxJS9TAQS1ODDqjZIdWnDKYKF84xgSP0T02ePzoM5Z1+9sx921t0algQoqaNVaJMcl8/OHUW9EakIqdBodhsYPlUTZFcwClSOUFqhKJexQumyCIKTHzJixb8E+xKgCE5q9Nf8t/H3Z30XJ7RrbGnH20tlQVpEIMb1WrC1ZsgTHjh3DwoULMWfOHDz00EOifwQRbWQmZUKt6nqV3pr/FmbeOhMAMPPWmbxyTa1SIzMpU6kqEv2kpaMFQJeyrMPTIbqnhhoenwdeX9dpVYwqhresShmUIsmmhDvp5qzT/HF73WBdrGQn3UpbF+hj9UiOSxZZqHm8Hnh8Hn4zyNHp64TH54FWrcXgQYMHfMytcLNqCGV9rKwVR+uOBr13tO5ot+Of6BtKvedKjHGuTE6ZVeeo6/HfXsvtvy/4yzeNSoP0hHRcbAsMeh2jjul3tuNg7e3scOLSlUvo9HbC7XXzFnlcH9Q765GWmIaNszZKpuwKFwtU4fjmEnb4x5GMxLIJgpCe4anDsW3eNtG1tQ+uxcxbZ2KsaSz+vvzvGBo/FAAQHxOP7w7+rhLVJEJEr1cL77zzDvbv34+cnBw56kMQA47bU2/H5499jtrmWjx484OiezNvnYm9hXuRmZSJ21NvV6iGRH8x6o04gRPITMrEV5e/6nLR+f8tG7zw8p8tjAUVRRX4pukbPPbOY9BpdZKUz510c/HU/NGqtSjNL5XspFvpTK9MHIMPF3+IM5fOYM72ObA77PDCyysxObh2z0rOQll+GW4ZcsuAdw/k+lqYHEAY5Fsuq4bugmqbDCaUzSnD/J3zZa2PlbVi+F+Go93dHhA0vdpejZwNOYjTxuHU46f4ZDFE/1DqPVdijHNlTn1jKgAgrzQPr896HYW7CnnL32AY9UZYWavkSTremP0G5m6fi39e/ic8Pg8utF0I+uzQhP5bInfX3v5YWWtAH0SqokeJhB3hUDZBENISLLPy76p+h2nfnQYzY8aYjDE4/uhxnL14Ft9N+S6tXyKcXlusmc1mGAzSuBsRRKRwe+rtAUo1jgdvfpCUahFCRVEFspKzAtyFOKVaZXElDDoDfrL/J6hz1kkSl0dId3HduEx2UsZDUtq6gIljMCZjDI4sPcIvRPxjWHBKtUOLD2GMacyAV6pxhNqq4XqueYW7CpEcl4zMpEzZ6tPQ0oB2dzsfNL3aXg3gqlLN7XWj3d3ebdYtom8o9Z4rYbljZsyoKKoAANQ21yJ7fTZ/UBGjjoFGpQn6dxbGIqnlHtvO4pHdj+BfTf/i55JgLqgalQb1znpJ3HGDtbeVtfJZza2sNaqsp5RM2BGNyUIIIhLpaYxSk8GE+7LuI6VaFNBrxdqLL76In/3sZ6itrZWhOgRBEOFLhiEj6Ek/0KXcsjlsssRLsTvsyNmQE9SyIi0hDQD4bKEDPcaYP2bGjLI5Zd3ej9STfs6qQYhcv7Unrnmsi8VLU1+SrT53Z9wtCpqesyEHr376Kq9U06q1qCyuxN0Zd0tSHqE8oRzjHBmGjIBraQlpSIlP4ZVbQgVbvbMebq8br894XTIlo7PDCdbF8gkKumNo/FBJlXrB2rtsTlmAfI1UmcpxqvEUcjbkBN0M52zIwanGU7KVrXRSIIIgpKG7GKV7Ht4DC2MJGqM0lMmnCGXotWJt4cKF+PDDD/Gd73wHer0egwcPFv0jCIKIVOocdQEnzRz1znrZTvy5WEixmtiAeD86rQ5GvRE6jQ5pCWkDPsaYP5zFVHdE6kl/KK0aehJUuzS/FE8deErW+ow1jRUp1x575zGRUk3oHkoMfJSw3AkWW+1i20U+G6iFsaBqaRUsjAWx6lgAXbI9rzRPskML4fsWzFINANIT0nG+tatOUin1grV34a7CAPkaqTIVAE43nsada+/krfWECTs4y707196J042nJS9b6aRABEFIR7AYpVyiMSDQ0lmp5FNEaOm1Ym316tVYu3Yt1q9fjzVr1uCll14S/SPCAyVS2RORT7SPq7zSPNQ01fDKLe6//lYHUp/4M3EMNj60EakJqXB73fzmLys5C1bWCq1ai3eK3sHGhzZKViaHUn3OtrN4v+Z9jFs3jnfXUvtNWRqVhrcyeL/m/YgZf0pYNVzLNa80vxRF5UUhqc9Y01ismb5GdG3N9DWkVJOAcJLfSoxxG2tDXmkegK6kQ/sX7ofJYOKVWxn6DF6BW7W0CscfPQ4LY5Hl0MLMmFGaX9qtxVqsNpZX9MzcOrPfypZg7c19P6dkigrrKdX1H+nVc71A6aRABEFIy7qZ60SZjoWJxnw+H38oolTyKSL09Fqxtnjx4mv+I5RHiVT2ROQTzeOKc8Gsba7lrWmykrNQWVwJC2MJsDoo3FUo6abE7rDzmyudpishgtlwdTFuZa1YumcpppdOl7QPlOpztp3FhI0TMKlkksj9lUsUwWUF5bKEWlkrJpVMwsSNEwf8+FPSqiGYq9iLU14UKdXkrk+1vRpPvPuE6NoT7z7Bx1wj+kY4yW8lxjhXJpcVtKKoAlO+MwVHlh7hM3Zr1BqoVF2yxWQwYXjq8C4F24rjOLjooKTx5uwOO4rKi4JarGnVWv4wQQpX0GDtHSzWD2fBFcnWU8OGDsOxFcd4paLQOpdTMB5bcQzDhg6TvGwuWYhwI87BJQvZt2BfxMQKJYhIhZtPZ5TNgM/n46+bDCaU5pdCq9bC5rDhwbIHA6z/5Ug+RYQPvVasVVRUYP/+/QHXDxw4gHfffVeSShH9Q4lU9kTkE83jKjE2EUDXxmNk6kh+cjTqjfwzsZpYpCemQ6fR8Qt2qZRr3Em3hbEgLTGN/34A/CapoaUBVtYqaR8o1efODicuX7nMf1ZBBa2qyzrQ4/PAB5/oHsflK5cH/PhT0qohmKvYT/f/FEm6pJDUR5ioQKvW4pUHXhHFXCPlWt8JJ/mtxBjnyuSUaFysNTNjxkdLPkJWchaMemNAmSaDCcNSh0mu7NDH6hGvjQ+4zo13rVqLlEEp2DBzA7bN3dav8oO1tz5WD6PeyCcv4H57NFhPmQwm7Ji7I6h17o65O2Td9CqdFIggiP5zrfm0qLyIl+FckpxoSQpD9EGx9swzz8DjCTxh83q9eOaZZySpFNE/ehIvhzTmRG+J5nFl0HVlQt6/cD8+WPwBDi85DJVKJTrlPr7iOI7+4CiOrTgm+Yk/d9JdtbQKFUUVosCoNkfXhO7yuGBhLNjz8B7J+kCpPjcZTDiy9Aj/vT74kDwoWaREU6vUSBmUArfPzf9N1dKqAT/+lLJq6M41r7a5FpfbL6Msv0zW+hytOxqQqODRux4NSGhwtO5ov8qJVsJJfisxxrky310QeAAcKmshoSvumYtn8PWlr/l7Q+OHwmQw8ePf7XXjQtsFFO8pxvyd8/tlSRisvYVzStXSKtFvV6I9/JHLNZmzNCksL8QLk18Q3Xth8gsoLC+MWMt7giCkoSfz6fa520V/E+lJYYgueq1Y+8c//oFhwwJNpG+99Vb885//lKRSRP9RIpU9EflE+7gy6o38ibPQCqCyuBLDU4fz7kNynPgzcQz0sXpRYFSuDzjlHgAs37tc0k0B1+eZSZnd9rkcmyAzY8aRpUf433Wh7YLIUs3r8+LSlUsAutriyNIjETP+Qm3VcD3XvNrmWhSWFwbdBEtVn7TENMRp4wISFQgTGsRp45CWmNbvsqKVcJLfSljuMHGMyMo4FGVyCF1xP7F/gvm75vNZQdMT0nGh7QIaWxt55ZpGpeFj9UhhSRisvblrwX57KNsjlK7JQkuTgp0FonsFOwsi2vKeIAjpuF5c2lUHV4meX1C+IDLjVhIieq1YYxgGNTU1Adf/+c9/IiEhQZJKEdKgRCp7IvKhcdWFElYXwsCobq9bdM/tdUvuCsph0BmQECOW71yfy7kJMjNmlM0pu+5zZXMCramInhMOQbUtjAWnHj+FI0uPBCQqGGsaiyNLj+DU46eCxoYieg7Jb2UQKnTm75qPwXGDkZmUid3zdyNW25V9tMPTAZ/PB6PeCI1agw5PR8RagivlmiyMgRTM5Vyr1qI0vzTi2psgCOkJNp8+k/2MKC5teUE57xY6YeMEUq5FOL1WrM2cORMrV67Ev/71L/7aP//5Tzz11FOYOXOmpJUjeofQrJ5tZ/FJ3SdBU9l/UveJbCb2SmccC3Udvr74Nf+9wnLtDjtON57mr0eSW0GwOEyLdi+Kyski1FYXnPm5hbGIgvoDXQkWuODTUm8Kzlw8gzOXzoiuLdq9CNX2an4TVO+sR52zTtJybawNhbsKr/uc1MkiwoFQyTK2nYWzwxlUSWx32GHQGbC3cC/WzVgXdDxLWRcLY8HdGXcHvXd3xt0Rq1QTzhP+fS68LkU7B5PfC8oX4BP7J0Gfl2P+Coe1QqgRug5x7tUvTX0JK/ev5C2OLYwFdc461DvrRUq1SFN6cv0bzJUqZ0OOrK7JXNIIocvtY+88JvpcVF4kSQiHaBznBBFNBJtPV7y9IsByTRhzLRKTwhBX6bVi7X//93+RkJCAW2+9FTfddBNuuukm3HbbbUhJScELL7xw/S8gZEFoVn+q8RTu3XQvb5bKBabVaXS8ueq9m+6VdFIPh4xjoayDw+UAAEzYMAH3rLsH9226jy/XxtqQvT4bo9eOxoSNE/D9Dd+PmJgd3cVh8j91JiIHG2tDYXmhyEJOo9KgpqmG3wRxCo9le5ZJNs5trA05G3L47HhpCWlQC6YsjUqDtIQut0Ara0XOhpyIGX+hkmXCchwuh2gTy5UzqWQSlry5BDO2zlA8m2QkwvXB9zd8XzSPAFfb995N90oyjwST35lJmV0BljdkBySHkKN/w2GtoBRCC9Da5lrM3jab74vK4soA69xItCQU9j+AAFcqK2uFTqPDnof3yPLbhda5/jGQts/dLpl1bjSPc4KIBvzn0/KCcmhUGv6+v+VaZXFlRCeFIbrokyvokSNH8M477+Dxxx/HU089hffffx8ffPABkpKSZKgi0ROEZvVTNk/BycaTohO4emc9UuJT+M8nG0/i7KWzspSvVMaxUNahpaMFQFfAeLvDji8av+AVDePWjYOVtcLlceH0hdOoba6NiJgd14vDJGWwfiI4XB9YWWtArCCj3shnC5WqD4R9bmEsyNB3ZdLz+LoS2HCxgDxej6RuqHaHXaRU41yjvPDyz3h8HmjUGr4dOOVaJIy/UMmynpbT0NoQFtkkIxGuD2qba/l5JHdTrsga9GTjyX7PI93J721ztomSQ3xS12W5Jlf/hsNaQUm6c8UFEBWW4P79DyCgPVLiU2SL78aFcCibUxYQA2nVwVUom1MmSQiHaB/nBBHJBJtPZ982G1VLq3jlmtBy7dDiQxhrGhuSpDCEsvRasQYAKpUKU6ZMwdNPP40nnngCEyZMkLpeRC8RuhnUO+uhVqmhUWl4pZpRbxTFkBiZOhI3p9wsS/lKZRwLZR24zbzZ0HWiyikYrKyVd9Hj2jtSYqSEQxymaIfrAwtjgVatFd3TqrWwMBZJ+8A/QcPflv0tQKGnVqlR56yTdJxz5eo0OlgYCw4sPMBb3WboM0T//8DCA7AwFug0OqQlpEXE+AuVLOtJOZXFlfxJq9LZJCMRYR9w87PQGlSqeaQ7+T3GNEaUeXX+zvmy9m84rBWUJJjrUOGuQpELZCRbgvv3/7h14zBvxzzRM1q1FvWOetmsuRwuBwp3FQZt78JdhbxHQn+I9nFOEJFMd/PpWNNY7Ji3Q/Ss0PJY7qQwhPKofD6f73oP/fnPf8aKFSsQFxfXoy995ZVXsGDBAuj1A2OD43A4wDAMWJaFwWDo03d0dnaioqICeXl5iImJkbiGPcfG2jBh4wTUNtcGvW9hLFg/cz3uMt4ly8stPI3jCHWckFDUgevvO3LuwMSSibxljT+RFiOFi8cUbDFod9ihj9VH5KTR3futRHucajyFvNI8WFkrspKzUDK7BIt2L+KtyiqKKjA8dbhk5Ql/o797JoeFsaCyuFLScc62s6hz1sGgM8BkMIk+A4Cj3YEMQwaYOAZ2h130uT+EiywHQidPe1JOOMh2OQiX/g7WvhxStfO15NUndZ9g/s75orWDnP2r1HhSsr+Fv9nCWFA2pwyFuwp5eWphLNgxbwduSbkFDpdDpIQ5vORwRChhODl+3nke07ZMQ6e3k7+XlpAGtUqNcy3noFFpcPvQ23G4+HC/ZLp/f9sddkzcODEgG66/W5dU7R2pcjNcCRd5TsiP0n0dbD6l910+lOzv3uiJemSx9tOf/hROZ8/NlX/2s5/hwoULPX6ekI5g2fuEuL1u/OLDX8hWfjhkHAtlHTIMGdfMWhhpMVJCHaw/nFEihordYcfMrTN5pZq/O66VtWLm1pmSukNyfc4tGIK5ofpnKJWq3GFDh/HjTfjZZDBhWOowfrz5f44UQiXLelJOOMj2SCZY+3JI1c7Xkt9jMsZgS/4WWcoNRrSNJ6HrkE6jA9Bl8V5RVMF/dnvdmLdjHqZtmQaDzhBxluBsO4tJJZMw+tXReHjXwyKlGsfF1osAulz9P2/8HMfPHZe0Dl6fF0lxSUEt78vmlCEzKVPS9o62cU4Q0YL/fEoxqAmgh4o1n8+H+++/H6NHj+7RvytXrshdb6IbgmXvE1LvrEe9s162uA7hkDEylHWoc9RdM2thJMZIIbpQIoaKUu64/rHW/N1Q6531ERPfLJwIlSzrSTnhINsjmWDtyxGKdg51/0bbeBK68aclpvHxMA06A46tOAaj3ohLbZdEsSrNjDmiYvJwc6bL48KFtsDD94bWBnT6rirbYjWxfIIaKWDbWczfOR+Xr1xGWX6ZSLnFZaBOjkvGtrnbJGvvaBvnBBGNUAxqgqNHirX/+q//wpw5c/DQQw/16N8vfvELDB48WO66E34Is/cJM5MACPjcAw/gPpU/YeOEbrX1n9g/kT0DUqhPDKZunsq7cfi3MRcrh04qBj7BYq5wMVQsjCVkMVS4wMuHlxwOOPGWchPGtrOiBYBwU8glKuDeLy4jaENLA2U4k5BTjae6jbuUsyEHpxpPSVJOT2SmnHLVf6wJsTvsUTGmhO3LKa2F/5V7Hgn1vBkOJ/tcLFR/5BpznOyuWloVELOQdbHQqrVweVwB80YkWYKbDCZUFlcGWDwHI0OfgeMrjmNY6jDJyhcmCiksLwx6GMa6WKhVfQo/zcPJtGDjXLheoHUhQUQGFIOa4OhRjLVIJxJirAnjRnCb3zpnnegZjUqD9MR0PtC4lDE77A47vr/h+6htroVWrUVlcSXGmsYGbBhGpo3EB498IMtCMZSxM769/C1OfHwChV8U4or3Ch/42cJY+IQRgDiBQaTESIk22HYWM0tn4smUJ3FHzh3ITMnk73ExxxpaGuDyuPjrAzmmAufi2tjaKPoNpxtPY8rmKahz1kGn0eHYimMYnjpcFHctEsa50rIcAE5fOI3Rr46Gy+MSxa8TtrVOo8PxR49j2NC+bzx7IjM5xanQ/VgqudrdWAOubnZTE1JltdhRur+FfSCcL0rzS1FUXhRwXer3K9Qxp0Jdnj+XWi6h8v1KPGt9Fvsf2a/ImBOWpXQsnlDHCbU77Mhen91tXFqga616ZNkRjMkY0+/y/N9v/3EmjFEqRftzMo1bAwrlJgDReiES5stwQ2l5ToSOcOvraI1BHSoiKsYaEf4IteUVRRUwM+aAU8Fbh9yK/Qv3y6I518fqkRyXzG8AisqLYGNtMDNmlOaX8tcvX7ksmxtqKE8MEmMTAQA6jQ4mgwkjU0fyGfT+vuzvfJbCYUOHSR6zgwgtzg4nLrR2ua3kleYFnHJbWStS4lNEfzOQY6h05+Lqgw8X27ri36QlpvELBDNj5i0waJxLRE+Pu/p5LNZTmZmWkCaLXFXCnTrc4PogMymTn0cOLT6EsaaxfPuOSB0h2zwS6pN2pU/2WzpaAAC1zbWKjrlwiL0VyjihnBWXPlYPo954Tas1tUp9zVjB/cGgM6BsThlvMZi9PptXqpXNKeOT4/QVTqZZWSsaWhpgYSy8Uo1bL6QlpkmewZsgCGWhGNQEQBZrACLDYg24qi3Xx+px7NwxFL9VLDoVzEzKxLa525AYkyhJ9rxg5Z+5dEaUxlx4GpiZlImPlnwk68IxVCcGXH9njclCckIy9LF6UbnCLIVcn5BQHbjUXqrF55Wfo/CLQtzA3BCQiROA6F0byBZrQKCrlv/vDZYBNFJO5MJBlgOhy/7aE5kJQDa5KrcFyfVQur+F2W6VmkdCNW8K1yj+5XHlyD1fcv39rPVZfHX5K37MLShfgNrm2qBjTg7ZFg4Wa6GyHvS3THW4HJiyeUq37riAdJmmhe93m6eNr8cLk19A/vZ8/rnygnKsOrhKEmvFYNlf/WWaSqWKiPky3FBanhOhg/o6uiCLNSLkMHEM9LF63LvpXj72lzB+SW1zLbLXZ2Ph7oWylT8mY4woWKPwNFBupRpXh1CeGNw65Fb+e4XlCrMU0knFwCfDkAGgSzktHNf+bnKRkgVIaD3i/x53t9mhcS4tw1OHi2Ix+feBFEo1oGcyU065eq2xNpCV0z2BUzjMKJsBn88namfOYmjZ3mUA5H2/QjFvCq2jHC5HQDY1zjoqVMqGiqIK0ZjjwliU5pcGuIdKneE5HGLMAVfjhArLliNOqNAyNWdDzjWValysWitrlTwhjrAeBTsLRPcKdhZIZq0olGlW1hpUptF8SRAEEXmQYi3COHvpLE42noTb6+YXiePN40XumCcbT+LspbOy1SEcXBwIQg7Wzlgr+uz2ukUxVCIpCxC9x8pj0Bnw4pQXRde4PoikwP7ROtaiyRU23H5rhiEjYMwJw1jIVbdwyx4XCsW2MNGPlbUGKNU0Kg2f/dPj8/DKtYaWBjjaAxMH9acewrWwVq3FKw+8Ivpcml8qScyzYDLtrw/8FSqVKujzcstzShJDEAQhP/1WrHk8Hpw4cQJNTU1S1IfoJzen3IyRqSNFsc6O2I6gqLyIXziMTB2Jm1Nulq0OlF6ciFRW7F0h+nyp7RIfQyXSsgDRe6wsbDuL+zbdh3k75omuL9q9CNX2asmtaJQkWsdaqCyGwoFw+611jrqAMSfMwCpX3ZSOMReMUCi2zYwZFUUViFXHiq5r1VpULa3C0R8c5WPTDk8dDrPBjJFpI3lrcSmwO+yitbDb68Zj7zwm+lxUXiSJUjOYTJtZNhPZ67Nlj2fnTyhj6REEQUQzvVasrVy5EuvWrQPQpVSbOHEiRo8eDbPZjEOHDkldP6KXMHEMPlj8AaqKqwLc1rKSs1BVXIUPFn8AZ4dTlkn0VOMp5GzICerikLMhB6caT0leJkHITZ2jK8MuF4OHG9fCTKBCzIwZh5cclj2znFyEi6tSNHPm4hl80fgFv+krLygXydJIsWbyj0cUbKxFskWFmTFjz8N7YGEsovnaqDfysZiEv/1o3dFrZlQMZ8LJ7TevNC9AvnHvmpx1Y+IY7FuwD4eXHA74TqXmjVAptoenDsfeor2iazvm7cBY01iYGTOqllbh+IrjKMsvw74F+3Bw0UFJ20Go1Nw+d7vo3va52yVTagabPy2MBS6Pi3dxPdV4CnaHPahVpNTyLtysRUOB3WHH0bqjQe8NZBlKEER402vF2s6dO3HHHXcAAPbu3YtvvvkGX3/9NVauXImf//znkleQ6D1MHINbhtwSkFWpZHYJxpjGwOFyyHJCdbrxNO5ceyesrJW34uFcHDgXgDvX3onTjaclK5Mg5MbusCOvNA9AV4w1f9cdK2sN6rozUGOohJurUjRid9hRWF4osqRYdXAVXpj8gshtqWxO2YC2ZhKONZ1GBwAwG8TKl5wNOchenx2xFhVsO4vle5fD7XWLrje0NOCzc5+J5upqezXGrx+P4X8ZPmA3hkq7/XJuiMJEBUL55t8PctQtnLLHhfIQxcba8O/v/Lvo2k/2/YQvw2QwQa/TY8bWGXxsQSnhlJpl+WVYdXCV6N6qg6t4hV5/2r+7+bOyuFIUk3X02tEY+/pY0UH0ocWH4PP5JF+fh5u1aCgY+/pYjF8/HtX2atH1SJChBEGEL71WrF28eBHp6ekAgIqKCsybNw8333wzli1bhpMnT0peQaJvnLl4BmcunRFd41yIZDuhCh46ou/PEUQYoI/VY2jCUABdAa/DwXVHTsLRVSnaEPaBMIFB/vZ8Xqk2InUEbkm5Remq9gvud1oYC9IS03glNQD+QKahpQFW1hpxFhUczg4n6p31AXGnPD4PHtr2ED9Xf/TtR8jZkAO31412dzsaWhoUqnH/UNrtNzE2EcDVQxKhfOPibylVt1ATykMUoQLPqDfCqDcCuJqkwMba8EndJ5iwcYKsFlQOlwOF5YVBFYmF5YVwuPoX0+1a8yenXItVx6LD04F6Z73oIBqAbOvzcLIWDQXt7na4vW7kbMjhlWvV9uqQylCKa0cQ0UevFWtpaWk4ffo0PB4P9u3bh0mTJgEA2traoNFoJK8g0XtsrE1k7QBcjR3ifzom5QnVsKHDcGzFMd46TXgqxi0ejq04hmFDh0lWpj80kRFSw8QxKC8oB4CAeC8D3eUzGOHoqhRtCPtgrGlsgIXPjnk78OHiDwd8H3C/s2pplUiBmLspFzZHlzLD5XFFpEUFh8/nE3026o0YMmiI6NryUctFStXK4krcnXF3KKspCeHgYm7QGQAA7y54NyD7Jxd/KzMpMyrc30N1iOJvmcq5tgstuO5+7W4+Oyun9JT6fQ+FIvF682fV0irsLRS7w7q9btgcNtktyJS2Fg0l+xfu5627czbk4NVPX+WVaqGQoVbWivveuA/f3/B9fGL/RHTvk7pP8P0N38e9m+4lqzmCiDB6rVgrLi5GQUEBbr/9dqhUKkyePBkAUF1djVtvvVXyChK9w3/hwG1WOPcGoQuRHJPp8NThog2S8FSssrgSw1OHS14mBwVoJeSC24wFY6C6fF6LcHJVila4PjjVeAqFuwpF95468BQcLkdEHBZwvzOYRYUw424kbv64+Zo7eLIwFtQ763HxykXRc8998JxoQzjWNFaZCveDcHMx5yymgtXtoyUfRYX7e6gOUYJZphaVF2H73O28cq2htYEf49vmbpPlfQ+VIvFa86fP58O/V4jdYeud9SGxIFPaWjSU3GW8C5XFlUGTVMgtQ9l2FrO2zsLn5z9HbXMtsjdki6zmOAXyycaTmL1t9oCfwwmCuEqvFWvPP/88Xn/9daxYsQJVVVXQ6briomg0GjzzzDO9+q6PPvoIM2bMgNFohEqlwptvvim67/P58Pzzz8NoNGLQoEHIzc3FqVPi4Pculws/+tGPMGTIECQkJGDmzJmw2yNr8dMb/BcOwawdbkm5RVYXIqVOxaIxQCtBEJHLqcZToriV/slgIi32WDRZVACBLr9lc8pE9xmdWKGxZvqaAalUA8LbxTyc6yY3oThE6c4ytai8CM/lPCd6dvvc7RiTMabfZV6rHkpZYwez2BQqeAHp5R3nxdFdQoVItsgcaxqLNdPXiK6FQoY6O5xgXSw8Pg8A8FZzrx17jbea4643tzfTnoQgIoheK9YAYO7cufjpT38Kk6lrMm5ubsbixYvx0EMP9ep7Wltbcccdd2DNmjVB7//hD3/AH//4R6xZswZHjx5Feno6Jk+eDKfzqhBauXIldu/eja1bt6KyshItLS148MEH4fF4+vLTBjz+C4dgJ1Stna39jiNxLZQ6FYvGAK0EQUQmXNIMYeZZLrA/525vZa2oc9RFzMI8miwqAPF8DSDgt7MuscL0iXefCAjGPVBQWqkxUOsWKXRnmfrYO4+Jnlt1cBX/vsthkcvEMdDH6oNaH5oMpi6liAwHFcEsNs0Gc0BMv8JdhZLJO86LI3t9dkAYGLOha5zrNLqItcistlfjiXefEF0LhQwV7kU43F43Vry9QpQcxcJYsOfhPbQnIYgIoteKtd///vfYtm0b/7mgoAApKSkwmUz44osvevVd06dPx69+9Svk5+cH3PP5fFi9ejV+/vOfIz8/H7fffjs2bdqEtrY2lJaWAgBYlsW6devw4osvYtKkSRg1ahQ2b96MkydP4r333uvtT4sYuAVMd/FMaptrZTuhUjqGSrQFaCUIIjLhrGhi1bHQqrV83Eou9hhH8qDkiLCkUXruUAomjoHP5xP99rUPrhU985v7fiOKFzSQlWvh6mIeznWLNMyMGS9MfkF07Tf3/Ub0vlfbq2UJ36FUyBB/q0gAIjdwo94InUZ3Vc5LIO84Lw4ra0VDS0NAkgQra0VaYhosjCXiLDI/rf9UFFPtlQdeCakMNTNm7Hl4D5/t2h/OBXr53uURY3FOEASgvf4jYl599VVs3rwZAHDw4EEcPHgQ7777LrZv345Vq1bhwIEDklTsm2++wfnz5zFlyhT+mk6nw8SJE3HkyBE8+uijOHbsGDo7O0XPGI1G3H777Thy5AimTp0a9LtdLhdcrqtWAA5Hl/VWZ2cnOjs7+1Rf7u/6+vdSU++sx/Qt03GOPYfbBt+GiqIKZBgy8P6C95FXmofa5lpMfWMq3l3wboAp+kAqMxjp8enYNHMTppRcHRebZm5Ceny6ZP0Tbv1NyAv1d/QQLn0dr4nH+gfWY872ObA77RikHYRz7DlM2tiVMEiv1cPtdcPV4UJzWzPiNfGK1rc/KDl3KN3f/r/9d/f/Dgt3L8Qg9SD+mZITJdg1ZxcW7l4It9eNyZsm4+Cigxh9w2hF6jyQUbq/CeBY/TEsLl8sGuO//ei3KJlVgmc/eBa1zbWYvGky3F43dCpdv+Sbf383tzWDbWNxjj2HqW9M5WVNnaMOeaV5OMee63eZwYjXxOPt+W+jpaMFXo83QN6pVCo42h2Yv2u+ZPIubVCaSIbGqeLwbdO3WLF3RUDZibGJiNfED/j3gqv/Q6UPIQYxGKQdhP0L9+Mu410YOXQkpm6eGjIZ6nV7MXTQUFxquxRwz+fx4WLbRSRoEgb8/K0UJMujCyX7uzdlqnz+Kamuw6BBg3D27FmYzWb85Cc/QXt7O1599VWcPXsWY8eORVNTU68rDAAqlQq7d+/GrFmzAABHjhxBdnY26urqYDRenVhWrFiBb7/9Fvv370dpaSmKi4tFSjIAmDJlCm666Sa8+uqrQct6/vnn8ctf/jLgemlpKeLjSbgRBEEQBEEQBEEQBEFEK21tbSgqKgLLsjAYuk9mB/TBYi05ORk2mw1msxn79u3Dr371KwBdrptyxDVTqVSizz6fL+CaP9d75tlnn8WTTz7Jf3Y4HDCbzZgyZcp1G6w7Ojs7cfDgQUyePBkxMTF9+g6pcbgcaOloCXriVe+sR2Js4jWzHQ6UMoVwp45cyva1M9Zixd4V/GfudLK/hGN/E/IRzf3tcDlQ76yHQWcIeK/rnfVwtDtgNBhlfa9DSTj1NWfNVNtc2+0zmUmZslsBhwKl5o5w6G//32532NHY2ojRN4wO+O3Hzx1HakIqxeXpI+HQ39GKUJ5ZGAs2PrQRdxrvxKf1n/KWRBwWxoJ9C/b1e73WXX8L14ocUq4Rr0eo5V11XbXIi+PAogMYmyFvEH8lZDrX38PHDccl16WgFmmhkKHv/uNdPLzr4es+t23ONkz7t2my1SOSIVkeXSjZ35xnY0/otWItPz8fRUVF+Ld/+zdcunQJ06dPBwCcOHEC3/3ud3v7dd2Snp4OADh//jxuuOEG/npjYyPS0tL4Zzo6OtDU1ITk5GTRM+PHj+/2u3U6HZ/NVEhMTEy/O0uK75CKlJgUpCAl6L0bB98YMWVy2B123L/lfj5Ozf5H9sPMmLH/kf3I3ZSLry5/hfu33I/DSw5LNqGGU38T8hNt/c22s5hWNg0nG04iLTENlcWVfJxCG2vDhDcmoKGlASPTRuLgooMRFYcoHPr6xsE34uUHXsbUzVP5DGNCNCoNXn7gZdllayjobu5g21lotBqkJAbeszvs0MfqJRl3Sva3/2+/KeUm3JRyE4DAeXOsZWBmBQ03wuH9jhbYdhbODieS4pPAxDO4wXcDDi4+CDNjht1hx7C0YdiUvwn526/GW14/ez0yUzIlq4N/f2emZOL1Wa8je302f+31Wa9LWua1COVa2cbasHjPYlzxXuGvLd6zWNa4w2w7iwe3PYjG1saAcmysDfdtvg+pCamyJQW5cfCN+G5M8D2p3DLU7rDjJwd/ImpvjUoTdA7/8cEf42PTx3RQ0g9IlkcXSvR3b8rrdfKCl156CU888QSGDRuGgwcPIjExEQBw7tw5PP744739um656aabkJ6ejoMHD/LXOjo6cPjwYV5pdueddyImJkb0zLlz5/Dll19eU7FGRCb+wWG5iVyY0CDSArQShJxwwY9dHhesrBU5G3JgY22wsTbkbMiBlbXC5XGhobUhYjJThhOnL5zGA6UPBF2QA4DH58EDpQ/g9IXTIa5ZaFAq0DhBENIgfIcdLkdA1vqJGyfi3k334skDT4r+Tu5swNGSgdjG2jBh44Ruk8J8Yv9EFvnJrR38k88Ik9Q0tjZG5LpBH6tHemI6LIwFt6TcElSpFqOOgVFvRHpiOu1JCCKC6LViLSYmBqtWrcKf/vQnjBo1ir++cuVKLF++vFff1dLSghMnTuDEiRMAuhIWnDhxAlarFSqVCitXrsRvfvMb7N69G19++SWWLFmC+Ph4FBUVAQAYhsGyZcvw1FNP4f3338dnn32GhQsXYsSIEZg0aVJvfxrRT9h2ttt03XKkTQ/GupnrsLdwb4ArsEqlwt6H92LdjHWy14EgIgWTwYTK4ko+g5WVteLu1+7GuHXjYGWtALpcdiqLKwGAFBxS4wN8uHYYVF/XQxFJNG/O5IZtZ3H6wumgc7bdYcfpxtMR9T6Hw/okGvF/hx0uR0DW+pONJ1HbXBuybMDRkoHY7rBjwsYJqG2uhVatRWl+Kcabx/MHzTVNNcjekI2JGydKPv5NBpOonNxNuThiOyJq90OLD8luqaXEe8/EMdi3YB+qllZhV8EuDIkfIrqflpCGTm8ntGotXp/xekRZ+hNEtNNrxRoAlJSUICcnB0ajEd9++y0AYPXq1Xjrrbd69T2ffvopRo0axSvonnzySYwaNQr/+Z//CQD42c9+hpUrV+Lxxx/HXXfdhbq6Ohw4cAB6/VXt/ksvvYRZs2ahoKAA2dnZiI+Px969e6HRaPry04g+orRlAVf+A6UPYFH5IlE9uPIX7l6IB8oeIAsHgugFZsaMyuJKfgHc0NqAemc9ALFSjayHpMcQZ0BqQuo1n0lNSIUhLjLi2/kTLpuzSINtZzGpZBJGvzoa2euzRXO2jbUhe302Rq8djcklkyPifRauT+ocdaJ7ZPkoL9d7h7VqLdxeN/8u+yt+cjfldqsY6Qt2hz1AfshdplLoY/V8DDO3142CnQWwsTaYGTNK80v5tv/64tcB74UUCL1FappqkL0+W9Tucrmhcii5L+GUZXmleWhobRDd02l1sDAWWFkrZm6dGRFjjSCILnqtWPvrX/+KJ598EtOnT0dzczOfsCApKQmrV6/u1Xfl5ubC5/MF/Nu4cSOALiuj559/HufOnUN7ezsOHz6M22+/XfQdcXFxePnll3Hp0iW0tbVh7969MJvlFdZEIEpbFnDl1zbX4ovGL/h6VNurA05FycKBIHqHmTHj5ekvB1wvm1MGABFvPaSUtYs+Vo/U+FRoVMEPijQqDVLjI9u9XenNWSQSbS7ewvVJXmkef50sH0NDd+9wZlImRqaODFn4DradhcPlCBoyRKVSYc/DeyIqZAgTx6Asv4xPHsC960dsR1Cws4BPFpGWmCbb4YyZMaNkdonoWsnskpDIbaX3JWw7i4aWLqWahbHwlpFCa/9IGWsEQXTRa8Xayy+/jNdeew0///nPRVZhd911F06ePClp5Yjeo5R7h9KWBcLy3V43tGotappqkLMhJ+ipKFk4EETPsbE2/GTfTwKu52/L59+xSH23lDz1dnY4cbn9Mjw+T0BmNaPeCI/Pg8vtlyNeIRCKzZnD5YgaV8FgLt7j1o0L6uIdCe+zcH3AZYGsrqsmy8cQEuwd3pK/BR8s/oCPueb//OElhyULbu9wOTBtyzTMKJuB12e8LiqTk+PL9y7H3of3yhZQXwmGpQ7D35f9XfSuZ6/PDtl7rmQsOyX3JXaHHTO3zoTL4+LbWGgZybX/upnrImasEQTRB8XaN998I4qtxqHT6dDa2ipJpYi+obR7h9KWBcLyuZM44X/JwoEgeo/QigXoig/CWVA1tDbAylphYSwR+24peeotDIKsVYuTeGvVWlgYS1QEPw7F5ix/e35UJUngXLy5DXe9sz7AxTuS3mdufZCZlAkAmFIyhSwfQ0h37zAXcy0YJoNJMqVDS0cLL8dnbp0Jn8/H10soxw1xhohTdHDverDDGTnf83CIZafUvkSYTE3YxsL6GPVGZOgzZCmfIAhl6LVi7aabbuKTDQh59913MWzYMCnqRPSRcHDvUNLsu7vylagHQUQCdoddpFSzMBYc/cFR7Ji3Q/Scy+0KSBgSKShtjfure38FoMvSQLg5sbJW+Hy+iA9+HKrN2YXWC1GXJMHMmHl3biFlc8oicq40M2asnbFWdI3WBfITDgoWo95I8RpDSDjEsuNCOATbF7w45UU+/pwccAkMQmGNSRBE+NBrxdrTTz+NH/7wh9i2bRt8Ph8++eQT/PrXv8Zzzz2Hp59+Wo46Ej0kHNw7lE5hHqx8JepBEJEAd+qq0+hEiQpWHVwleq65vTmirHn8UeLUm21nce+mezFtyzReqcZtTrjA0zaHDQ+WPRixwY9DuTmrKKqIuk23jbWhcFdhwPXCXYUROVfaWBtW7F0hukbrAnkJBwULh9JeFUrBHa5zFqkc9c56/gBeaoQWW6GIn+cP5/o7ceNEVNurA/YF83bMw72b7pV13cLEMSGxxiQIInzotWKtuLgY//Vf/4Wf/exnaGtrQ1FREV555RX86U9/wsMPPyxHHYleoKR7h9KnksLyObcp4X8jLZU6QcgNE8fgvUXv4fijx1G1tAoARO/47vm7YTaY4fK4MHPrzIh+t0JhjStMkuDscKKpvYmPGbl66moYdAbYWBuKyov464MHDY5YV9BQbs4yDBmKZ7ALZXxUfxdvo94YEOQ8kt5nbn3AxVg7sOhAyK2mohGlFSz+KO1VEWqCWZ1XLa0SHcDnbMiRXLGptMWW0PVXGAe2vKCcj7l8svEkzlw6I0v5HEolPiIIQhl6rVgDgB/84Af49ttv0djYiPPnz8Nms2HZsmVS143oI0q4dyh9KiksX5iooLK4MiChQaSkUieIUMDEMRg2tMvN3/8dn3XrrAAFeqS+W3Jb4/onSTAZTPhoyUfITMqE2+tG/vZ8ZK/PxoSNE64eXhRX4YNHPojYk+9Qb86U2nSHOj5qsM3235f9PSDIuRwbbiUQrg+4GGtjM8YqYjUVbSitYPFHaa+KUFPH1uF8y3kAEAXRF8Zca2hpgMPlkLxsJS22jHojyvLL+P2AVq3FC5NfwKqDq/jPbq8bhbsKZXvvlUx8RBCEMvRJscYxZMgQpKamSlUXQiKUcO9Q+lSSK98/fftY09XF84jUEchMyqT01gTRB5R+x5XkVOMp0am3UJmYsyEHpxpP9buMYEkSzIwZW+ds5TcBpy6cQm1zLd8HY0xjIlapxhHKzZlSm+5Qx0cN5uJtZswii3edRoe0hLSIeJ+FsquiqIK/Hg2yKxwIF5c4pb0qhITCkoltZ/HEvicAX/BEBVq1FrHqWAwbOiwig+jfMuQWDB8yHBqVhj+c4vqek3NyWnwrmfiIIAhl0F7/ETENDQ1YtWoV3n//fTQ2NvKZdTg8Ho9klSN6TzD3DqDLJZRbsMvhDsqdSjo7nAELKO5UUh+rl20BJSxfH6sX1UNYPnc/0jejBCE1Sr/jSnG68TTuXHsnXB6XKPvpocWHeFl759o7cXzFcQxL7XsCHy5JArfgzt2Ui5LZJVi0exGf3Zgjkl2XlOLYuWNY8OYCfuPFtX1NUw0mbJyAj5Z8JFubc/FRufHExUcFEBDKQYo4b5yLd52zDgadQfSdZsaMqqVVcLQ7kGHIiIj3WSi70gal4XN8zt+LZNlFXKXeWY/7Nt8X4N7tL3MPLzkseyxFzpKpsbUxwM2cU7qkJqT225LP2eHE5SuX0eHtEGWV5srgMnpvzt8csWM/VhuLIfFD0NDawF8rmV3C741UkC/p0rXm9EiO3UkQ0UyvFWtLliyB1WrFf/zHf+CGG26I2ExwA5Fg7h1csHHhgj1nQw6qllZJLsyZOKbbyTkUE4ewfP96cOVH6uKBIEKB0u+4IvR0ipNgKvTf6GWvzwYAaFQaeHxXD60W7V7Eb8jsDjspBfoB5wI1pWQKnG6naNNdml+KnA05qG2uxYSNE/Bx8ceyjXMzY0ZFUQWmbJ4iio0KdM3lO+btkDSL3XXfZfkS5ikC93s7OzsD7kWs7CJ4EmMTkZrQ5WETzOKaU2bJabXItrO8dZLQkunQ4kNQqVRg21nM3DoTNU01ALoUY/2R6/6KnZwNOSibUxag2OHKjrQ5xNnhRENrg0ipBoD36LGyVmjV2n63czC4vu5uTs9MyozohBkEEa30WrFWWVmJjz/+GN/73vdkqA7RHzh3h4aWBqQlpoks07jT8IaWhohx7yAIgpCbYUOH4diKY8grzYOVtYpOnbkT/4qiCj4OXX/h4nxxC3AA8Pg80Kq12D53O1YdXMVvyErzS1FUXiSJdUO00tLRAgB83J3S/FKYGXPIk0Sw7SyW710e9N7qqatRuKuQ+pkg+ohBZ1DU4trfSs1f4eX2unGp7RJcHpeklkxmxow9D+/BnWvvhJW18vMKVwYATNw4MSJli79HlTA5CwDeAl1qxXowi0T/OT0hJkHSgxKCIMKDXsdYM5vNAcKKCA/8M/gJT0I4947jK47j4KKDsi4eQp0Bh7LuyA+1MRGNcON+eOpwVBRVwMJYRBkjM5MyUVlcCSaOkewdCBbnC+hS/Kw6uAql+aWi+G4Up6V/cJstC2OB2+tGUXkRjtiOiGMxhSBJhLPDCbvDLrJU4yjYWYCaphrYHXbUOeskLZdkOxEtKBnrzT/eFtBlOWdhLLCyVtQ76wPCDUgFE8cgJT5FdI1L0hKpsb6+vvA176ljYSywMJYAS2AAsnhd+fd1tb06YE4/c+mMLBlJSZ4ThLL0WrG2evVqPPPMM6itrZWhOkR/4TL4BVs8mAwmDEsdJvuJXCgz4FDWHfmhNiaiEYfLwY/7U42nsHzv8oBYZwkxCXC4HJK9A8KgxplJmRg+dDgfG4fLalxUXoQXJr/AJzTgXErIna1/7Fuwj1dYcorTUCaJYNtZnHee5z+rocaQ+CEAwI+7hpYGLHlziWSylmQ7QYQGzi1TlCzBYQuYU8rmlEnuHujz+UQx1gBg3o55ooQ8kTaHPFbxGBpaGviQOGVzykT3Y9Qxsnnv+Pc1187CuZzLSCplwgyS5wShPL1WrM2fPx+HDh3Cd77zHej1egwePFj0j4helMiAQ1l35IfamIhGWjpa+HGfV5oHG2sLOO3++uLXmLp5qiTvgN1hF1lJfbTkI1QtrUJVcVfmOs4lsaapBvnb83mlmpxB9aOJDEMGb8XBEaokEXaHHVM2T4Hbd3WT7YUXF9suip7r9Hai3lkvmawl2U5EE0pb8wiz0HIKfP85ReosxP6JCvwTmslhIeePlbXiaN3RoPeO1h3lXTOlpOlKE1weF7w+L06cPxFgMeaDD0+Oe1LycjnMjBll+WW8Eg3oOiDhMpIKFazdjcneQvKcIJSn14q1l156CWvXrsX69euxZs0avPTSS6J/RPQS7ETO36VG6lMxJcqMNqiNiWjEqDfi0OJDyEzKhJW14nzLedF9LqFAnbNOklgtXIxMYfB8Jo7BGNMY/v27JeUW0d9syd9CSjWJqHPUBWy+pN7kdoc+Vg+j3ohYdSw0Kk23z8VqYrF/4X7JZC3JdiJaEFogK2nNw8XbEmLUG1G1tEpszSaB3PE/rKksrsSOeTtEz7i9blmT0FlZK4b/ZTjGrx+Panu16F61vRrj14/H8L8Ml1y5VlFUgcykTNgddj4hhL/F2KI3F+G+TffJ1ue3DLklYM4umV2CsaaxvNxldAy8Pq8k5ZE8Jwjl6bVibcmSJVi8eHHQfwUFBXLUkRhABDuR809vHgllRhvUxkQ0YtAZkBiTCACirJz+n70+b783J0wcg30L9uHwksMB75OZMaNsThlaO1tF10Ol+IkG8krzeJm2f+F+Pp6e/yZXDssWLj7qZ499hs2zNkMdZGmWmpCKiqIKmAwmSetAsp2IBoQWyEpa89hYG5+VkkOr1sJsMAcoRfpryeR/WAMg4PDgUtslWZWJDS0NuNJ5BW6vGzkbcnjlWrW9mk/acKXzChpaGq7zTb0jw5CBP0/7s+gaZzG2a94uXrn2ReMXOHvprKRlczhcjoDxxM3Z3Jze1N6E+TvnkzyXCLadxekLp4O+O3aHHacbT5MrLCErvVas/fCHPwx6vbW1FdOnT+93hYiBT7ATObldapQoM9qgNiaiDWeHEy2dLdd8RqPSIDUhVZJYLd0F1+Y2Y7XNtV3B9GWwbohWOFcsrm33PLwH/3XovwBApFyzO+yyWrYwcQx8Ph+W7FkCLwItGFRQYemepchen43s9dmS1oFkOxHpcBbISlrzCN0ydRodjHojn7xAmNAgKzlLkjlFeFgDQPRbq5ZWwcJY4PK4MHPrTNnmkJtTbsZtQ24DAF659uqnr/JKNQC4bchtuDnlZsnLviP9DtyUdJPo2s/G/ww/PfBTPrTCiNQRspQt7Gv/OKlcQgNuTpdaoRut8pxtZzGpZBJGvzoa2euzRWPaxtqQvT4bo9eOxuSSyaRcI2Sj14q1AwcO4Be/+IXoWmtrK6ZNmwaPx9PNXxHRRLCsdnJbVihRZrRBbUxEGyaDCVvnbL2me156YjremPWGbMHt/d15Di0+hPHm8ZJbN0QribFdFolcEggmjkFjayPvmmRhLEhNSAXbzspq2WJ32JFXmgeXxxX0fkNrA6ysFacunOJdk6WqA8l2IhpQ0prHX44fW3EM1curA+JtqVQqHF5yGPsW7JNkTuG+I9gcIlesLyHODifa3G38Z7fXjcfeeUyUtKHN3Sa5PHW4HJi9dXaAi+lj7zzGu4XeknIL3nz4Tcnn7mAuuP5xUuVMHBGt8pyLMefyuGBlrcjZkAMba4ONtfEZYl0eFxpaGyjOHCEbfVKsbdiwgY+n5nQ6MXnyZKhUKuzbt0/yChIDAy4orNCsXngqJqdlhbBMC2MJas1Baab7R7B+JYsZItI51XgKc3fMhcfnCXDP4yzV6px1yCvNw6nGU7LUIVjsNUC8SZTKYi4aMegMAIAND22AmTHDZDBhz8N7eEsSj9eDp8c/zcfpsTAW7Hl4jyQbIWEwdX2sHimDUqDC9V2KtWotts3d1q86KDlnE4RSKGXN4y/Hh6cOh8lgCirHTQaTpMoeJecQfaweax9cCwtjCXrfbDBLJk+F/OPSP/BF4xfw+DzQqrX4zX2/Ed13e9244r4CtarX22ARnBz1l+WpCan8XJFhyMCeh/fwyjWufO4wR8qxF61rdW5/V1lcyY81K2vFuHXjcPdrd4sOyiqLKynOHCEb2us/Iuamm27C/v37kZubC7Vaja1bt0Kn0+Gdd95BQkKCHHUkwhwuxTPnUmNlraKYDgCg0+h4wX54yWHJhJrwZEin0QEAH6uCu56zIQdAlyuAVKeA0UQwixluQcZdl7pfCUJpvr7wNe5adxc6vB1QQw21Wg2v96qLnsfnQWNrI2LUMbCyVty59k4cX3Ecw1KHSVoPzp3H2eEMeL/MjBmHlxyGPlZPcq2POFwOAEDxW8XY/8h+GHQGLN+7HACQoc9AnbMOc7bPAQB+wb587/J+zyXcvNnY2ohDiw9BpVLhQtsF+OC77t+WF5RjTMaYfpetxJxNEErSnTWP3BZrSspxpcrmXPNONpzsVml3znEOxW8V4+Cig5KWv3TPUt5CzO114z8P/WfAM6unru734cS0LdNwvuU8BscNRrOrmR9Hr894HXmleVi0exGa2puQnpiOv+b9FVO3TOX/XurkQ9G6Vne4HHhw24P8XFpZXMlbqAmz7poMJlQWV0a8SyyhLH1S1d9+++14++238fOf/xzx8fF49913SakWxXDmt1bWioaWBj5DHgA+xkBaYhrvUiPlqZjwZCgtMS0gVoWFsaChpcuFhtJM9w2ymCGiEoHhkBdekeuKEI9XEAJBpuRq3cVeAyC5dUO00dLRFUOvtrkWuZty8Wn9p6h31gfNBOtyuySbS7h5k9vssO0s0hPTEauJ5WPyBOM7yd/BhBsnSFK2EnM2QSiF0tY8SspxJcoWuuZdvHIx6DNuuGFlrZKvzYcmDA1IVODPj/f9uF99zv2+2uZafNH4hSh+2sytM2FlrTjZeBK1zbWwslb84O0fiP5+0e5F+MT+iWTeNNG6VvdPTAIAZXPKAp57efrLpFQjZKdHFmujRo0KmvFMp9Ohvr4e2dnZ/LXjx49LVztiQMCleOYWLABgc3SdCgpPTlQqleSnYsKTOJ/PJzqV4cz9XR4XpZnuB2QxQ3Cw7WzQcQB0nZZG0ji4dcitOP7ocdz/xv1oaO0+Y5kXXlgYCyqKKjBsaN+t1aKpbcMJo96IEziBzKRMfHX5KzxQ+gD0sXpoVJqATLANrQ2IVcdK4rrkP2/O3DoTf33gr1i2ZxnsDnu3m0GPzwOHy9GvsRBszv7q4ld82f5ztrPDiTpHHTIMGTQGiQHJ1xe+xoPbHxRZZ3IKBy7eVSRa8yiJyWDCmulrMHPrzGs+d+nKJZxznpO03csLylHD1uDhXQ8HyNHXZryGX3/8a/4wpa997i9HhfHThNZysZpYNLY28llJS2aX8Puj7A3ZGJk6Eh8s/qDfsjVa1+pcYpIJGyegpqkGY14fA7cncO58/J3HoY/V4y7jXRHXBkT40CPF2qxZs2SuBjHQ8Tc3zl7fpWwNRVBYJo7hhaRSdYh0hG3sDy1CowN/1zXh+8RZAqQmpEaUuzUTx0Cn1V3zGa1aix3zdmB46vA+lxONbRtuVBRV4PtvfB92hx2uK8ETCABAh7cD51vO96u/Ofznzambu9yEulOqAVct6/o7p12r7NL8Uv67ucDPDS0NGJk2UnKXLYIIBY9VPCayzvR/d3QaHVIGpUScNY/S3JF+BwZpB+GK+0q3z8RqYpGWmCZpuQadATen3IwkXVKAPP1t5W+xdc5WFJUX9duCy1+OAhDFUTPqjbxSjZOtY01jUZpfyivgvmj8AmcvncXdGXf36zcD0btWN+gMYGK7frfQ0lyj0iB5UDIutl3EuZZzmFQyCXek3YHDSw7TPEbIQo8Ua//1X/8ldz2ICIALCssptIDQp3gOhzoQRCTi7HDifMv5gI290L3G6/PC2eGMmAWLPlYPo94It9ctitUh5JaUW3BLyi39KsffLTBY23LPRUrbhhsZhgy8PP1lzN42m7+mVqnh9XkDnl26ZymqllZJslEJNmcJN4FatRZ/yfsLHq94nL8ulXVNd2UX7CxAZXElAPCxagDw2dRoDBIDjaYrTQEZdzn5amWtsDAWbJy1kca2xKhVagxNGBqQnRPosjSqd9ZjSPyQficRCIbD5cDl9stBLcWKyotQll+GW4bc0u8+DyZHOTY8tAHPvPcMTjaehNvrRlF5EV8PTtk2InUEbk65uV91iHacHU5cuHIh4Pqv7/s1/vzJn0XXvmz8UjJFJkH402tJdvToUVRXVwdcr66uxqeffipJpYiBSTikeA6HOhBEJKKP1WNw3GDe3SF3Uy6O2I6I3CAGxw2OqBN/Jo7B6zNev+YzrZ2tfAD8vsK5lAjj/QjbllzZ5afOUYenDjwluuavVNOoNMjQZ8CoN0o2zoPNWRxatRaVxZX4wZ0/QGVxJR97TavWIikuqd916K5sLpvauHXj+A1xrCYWFUUVNAaJAUlFUQWykrP4OLz+8rWyuLJfrvxEcPSxegwZNKTbuJEWxiKpPOWod9Yjd1Muaptr+flzvHm8aJ4tLC+UJLbbtWT4v7/z7yiZXSKK55e9PlsU5+/DxR+SQrefmAwmvDHrjYDrz7z/TMCh6PDU4aTIJGSj14q1H/7wh7DZApUUdXV1+OEPfyhJpYiBh9JBYcOlDkRoYNtZVNur8eE3H/IpzjnsDjs+qPkA1fZqyYLCEl0ngs2uZv6UVbhA5Fwtml3N/V6oCtPW+8OltQ8VNtaGvNI8fmGmUWlE97VqLW/B11/5Igww7L/4Jld2+ckrzePbe/XU1QH3uZhrGrUGr894XZKNULA5i8s8qlFpUF5QjrGmsQCAsaaxqFpahcykTIxIHYHd83f3qw7Csk0GE4bGDxXdr3fWizYkqQmptPkjBiwZhoyok69KzqVc2Q6XA41tjby1rVFvRFpCl9tnvbMebq9bMnkqJDE2MSSB/IVyVHjwwf2Xi595Q+INfNxnjpLZJRiTMUay3x5Oa6dQY2NtWPH2CgCAqpssUhn6DLy36D18tOSjPrd5NLcx0TN6rVg7ffo0Ro8eHXB91KhROH36tCSVIgYWwVI8+58M5W7K7VYYRUodiNDAtrPI3ZSLcevG4b437sO418fxSg0ba8PY18fi/pL7cc+6e3DvpntpopMIoVWVf/wnztWiv1ZVXKyxiRsnBiiqbKwNEzdOxLQt00LSp/XOepEbnFathcfn4U/YAYiUjFLIF86lRAi5sssLpzziLBvK8svwx7//MeC55LhkWBgLrKwVM7fO7HdfdzdnVRZXIjMpEx6fByv3rxSVMyZjDD4u/hgfLv6QV8D1t+zMpEykxKWAdbEBimMhFH+KGOhEk3xVci7lys5en41x68bxMszCWFBeUA6dVodYdSyALvmbV5on+drcoDNg34J9OLzkcED/coH8+xuzVChHucNFzvqRWycJExoU7ioU/b2U3jThtHYKNZx1IjeX7irYFfS5NXlrcH/W/f1SqkVrGxM9p9eKNZ1Oh4aGwAxp586dg1bbo5BtRIQRDimew6EORGjg4lFx1DnrcM+6e1Btr8a4deP4jbIPPjS2Nkqexj2aMTNmlOaXBrh1+Ac87yv+scaEClNu4RSqPuVOvHUaHUwGE0amjuQXzX9f9ndYGAt0Gh2GDR2GzKRMyU6/yZU9tCTGJgIAMpMycWjxISTEJoiCH3NcvHIRbq8bFsYiSV9fa876aMlH3c5ZJoOp3xYOwrK3zdmGJlcTOjwdAVlQhVxou0CylBjQ9FS+RoLliZJzKVe2lbXiYutFxGpiYWEs2D53O4rKi2BlrUjXp8OoN0Kn0SEtIU2WtTkTx3R70CelHM1MyuTXB4cWH8JY01h+3zEidQRMBhMaWhr4jLRyeNOE09op1AitE0vzS7Fy/8qgz/3o3R/1q62juY2JnqPy+Xy+3vzBww8/jPPnz+Ott94Cw3QJpebmZsyaNQupqanYvn27LBWVE4fDAYZhwLIsDAZDn76js7MTFRUVyMvLQ0xMjMQ1DH/YdjZoimega5ESihTPoaxDtPe30thYm0iJBgQGGs/QZ+Bvy/4myWk09XcX/sH0hUjlUuPvHicMOBwKtx1hX7d52lDnrINBZ4A+Vi+SL3aHHY52BzIMGXB2OPstX671uzOTMrFtzjaMMY0J+LtQyddIhevv733/e9BoNbhn3T0iC4s/TfsTfvTuj/hr6YnpeP+R9yWJxyScs/znL2G/ytHHwvKCyVN/pJSnSkKyPLrg+vuOnDtw/5b7eXmaEJOAM5fOiKythQljIiELs5Jzqb+r+e/u/x2e++A5Xrl0aPEhqFQqONq74pNmGDIkaetLLZdQ+X5l0PdbTjnqvz7gynO0OzC9dLrod/snJspKzup3IhpA+bVTqPFfq525dAbzdswTJcrgQjhwWBgLKosr+9wO0dbG4YSSc3dv9ES9tlh78cUXYbPZcOONN+Lee+/Fvffei5tuugnnz5/Hiy++2OdKEwMbuU+GBkodiNBgZsz4+7K/8y55AGRTqhFd+Ls9CJHaHTJcYuEwcQyGDR3Gyw+hfDEZTBiWOoy/LpVLSWZSJsryy3hX9sykTNQ21yJ7QzbePvO2yJKC3A+kw6g3oo6tQ52jjv9cWVyJWbfOwpGlR3hZ09DSAGe7NCfS3NgJ5mLCjSm5+lg4nlWq4DFphNQ565CzIYfCKRADEmEMxW1ztuGK+0qAK/8ndZ9ElOWJknOpsGy7w46Fuxfy2Ve5sk0GE/Q6PWZsnSGJfGPbWeRvzwcAXo5zyC1Hg+0/TAYTMgxdyW5C4U0TTmunUOPscAYo1SyMRRS3FOhKzNOfeSya25joGb1WrGVkZOCLL77AH/7wBwwbNgx33nkn/vSnP+HkyZMwm2lAEQQRGsyMGTvm7Qh6b/u87TTBSYw+Vg9Gx4hiiXAuDdwGhdExki0QoyUWDiB2KRkcNxiF5YWwsTaYGTO2zdnGt/ns7bP5uIHkfiA9+jg9YtRdJ6HBlMcAEKOOgT5OWrclpV1MuMx93aFRaRCriZXNZYsg5GZowlB+8zvGNEYUL1Sr1mKQdhDm75wfcVmYlZxLg5UtjM8qtXxzdjhxofUCgC5Faji46jFxjOyx3vy/M5rWThzcGipWHcu7HlcWV2KsaSwqiythYSyIVcdK4nocrW1M9IxeK9YAICEhAStWrMD//d//4YUXXsAjjzxCJvWEolCmlujDxtowZ/ucoPcKdhTgE/sn1O8S4uxwoqm9SeQ6I0wQ4va60dTeJFv6+lDHGrM77DhadzTovaN1R0Uno/2FW3xvn7sdza5mPtixjbVhjGkMygvKeeXaycaTePvs2wGB7yNhE6g0GfoMvLvwXT5JQe6mXByxHUHuplxYWStMBhOOP3pcEjdQIcLEIJxyjSs3FH3s7HDicvvloPe4pB2pCanYOGsjWX4TAwqHq8vVcM30NSLlhpkxo2xOGcwGM9xeN05dOMUnMIkkyxMl59JgZXNJgeSQbyaDCRVFFQDAZ+v2L6csvyzkhwOh9KYJh7WTEjBxDN5b9B4+e+wzfPboZ6haWiV616uWVuGzRz/D8RXHcXDRwX6H7YjGNiZ6Ro8Ua3v27EFnZyf//6/1jyBCDWVqiT5srA1jXh8jCjKuVl0VZ3XOOoxfPx73bbqP+l0i9LF6pCemX9OlIT0xXdL09XIF+u0JY18fi/Hrx6PaXi26Xm2vxvj14zH8L8MlV67dnXE39jy8BzqNjndZOGI7gpX7V/KWFW6vGwt3LyT3A4lxuByYtmUafrD3B9g+d3uAq4dWrcXQ+KGyKbeUdDFh21k0tlxNCGPUGwMy3w6NH4oMfYZsdSAIqWHbWczcOhMAMHf7XAhDSttYG+btmBeQqCSSLE+UnEuDlc255FlZq2zyTa/rWn9wLr7CckrzS1FYXhix+4FwWTspBRe6gwvfIYQL3cGF7+gr0d7GxPXpkWJt1qxZaGpq4v9/d/9mz54ta2UJIhhKu9EQocXusGPcunGiBbFGpcHugt2imGsenwefN3yOs5fOKlHNiCMULg3CWGPBrOKkiuPWE9rd7XB73cjZkIP3a96H3WFHtb0aORty4Pa60e5uR0NLg+QWsUwcg7TENADiDYiFsSBlUIro2UjaBCpNS0cLP48UlRfhhckviO67vW6wLlbWeUQJFxO7w4680jx0eDsAdCnV/r7s73zmW6Drt59vOY86Z921voogwgpnhxMXWy8CAGwOG28FbGO7/r+VtaLT2yn6m0ixPFFyLu2u7MriStEaDZBevrV0tAAQu5wCwAuTX0BReVHE7gfCae2kNHJ5MFEbEz2hR4o1r9eL1NRU/v9398/j6T5VO0HIhdJuNERo4WIpcHBZf3564KdYM30NNCoNf+/WIbfi5pSblahmRBKq9PWhCPR7PfYv3M9biE0qmYRRr45C9vps3oKnsrgSPvjw/Q3fl/QE3GQwBd2AuNwuNLQ2iK5FyiYwHDDqjaJ5pGBngei+Vq1FaX6prPOIEi4m/rFpuFhyZsYsik1z+cplLHlzSURaehCRiclgwv6F+/nPVtaKcevGYdy6cUGDnEeS5YmSc2l3ZQOBsSullm/cvOlfTsHOgojeD4TT2klJ5PRgojYmekKfYqwRRLhBmVqiByaOwaHFh/Deovewdc5WHFl2hO/3/O35fDygLflbULW0imICDSBCHej3WtxlvAv7FuzjP19suwiPzwONSoPK4koAQPb6bNQ21+J8y3nJT8D9NwacUi0SN4HhgpkxozS/lFeocnCfi8qLZGtrpVxMmDgGuwp2oWR2CdIT0/nYclzyjP+b/n8YmjAULo8Ll65cijhLDyKyyTB0uS+bDV3zSb2zHvXOev4+F+Q80ixPlJxLg5XNyTcuM+j+BftlkW9cNlDuAIyD+1yaXxqR+4FwWDspFeva4XLw5To7nDjfcl6U6dc/2VNf12vh0MbdQXHGw4c+Kdbef/99PPfcc1i+fDmWLl0q+kcQSkGZWqKLX3z4Czz3wXO4IfGGgH7XqrV4+ZOXFaoZ0R9CGej3etwy5BYMiRdnS0welMwHYOYW69vmbpPsBFy4AfG3WtOoNNg+d3vEbQLDBbvDjqLyogA3ImHMNTnaWkkXE7adxfyd8/HsB88G/M7dX+3G7O2zUeesQ2ZSZkRaehDRwbqH1gVcM+qNqCyujFjLEyXnUmHZ/vKtsrgSU747RXL5xrm1A0BmUia2z90uus8djkTqXKlkfysZ6zp/ez5frj5Wj+S4ZFGMvez12ZiwcQIfKzU5LrnP73Y4rU85lGx7UugF0mvF2i9/+UtMmTIF77//Pi5evIimpibRP4JQCsrUEj0I4+rlbMhB4a5C0X3uVJqsK4j+UOeoQ9MV8bx2se0i8rfni1xCx2SMkaQ84QbEwlgCrNY8Pg8KdhbA7rBH3CYwHNDH6pGkSwpo91UHV6E0v1S2tlbSxUQoS4vKi/jfyVkAC5XHdEhFDFSWvbWsR88pbXkSiYRKvulj9RiaMBQAsG7mOqw6uEp0X6vWgtExNFfKgJKxri+0XuDLPXPxDFgXyx+OCTP+cpbncsdKDTX++6FgbV/vrJc8RiolDgxOrxVrr7zyCjZu3Ijq6mq8+eab2L17t+gfQSgBZWqJLri4eiaDCVbWylv3CC183F531Al0Qjo+rf8UORtyePdPf8s1oMuSaaxprGRlchsQYfa0rOQs7F+4nx/bDS0N/LimTaC0OFwOXG6/DLfXHTCPFJUXoSy/TJa2FrqYGHQG0QmwsI+dHU7JZZrJYMKeh/fAwlj43/mz8T8TPbPhoQ2SKY8JIpRwroE2R9caULhO4CyP/deHSlmeRCqhcqFj4hiUF5QDAJbtWRawH3B73Whqb4LD5ehXOeGOElZESsa6riiq4MstLC/EC5NfCDgcA8DP65Fmea2P1eO1Ga8hVh0ryibPtb3JYILb68biNxdL2veUODA4vVasdXR0YPz48XLUhSD6BGVqiU44oc7BWalZGAuMeiPqnfW4c+2dOH3htIK1JAYqUzdP5a11qpZWYe2DawOe+dG7P5JUac/EMVg3o8tliVOqHVp8CFO+M4XP0ujyuDBz60xentEmUBrqnfXI3ZSL2ubabueRwvJC2RaJTFyXJUWwE2CTwQSHyyHLCTDbzmL53uUAwCvXHnvnMdEzy/csx6nGU5KVSRChwO6wY+rmqfxnC2MJyHjLbURpfSgvoXKh47KCdifHa5trI3o/oKQVkZkxiw5p/GNdq1QqWcrNMGSI5mnO0tqfSIyxx/X34jcXwwcfAHE2eY1Kg4aWBtQ763Gy4aSkVmuUODA4vVasLV++HKWlpXLUhSD6BGVqiVJ8gAqqgMurp64Wn1b5QlgnImKI08bxrp4AArJEAkCds05yi9gMQwaMemNQeVZZXEnyTCYSYxMVn0eUOAHmyrSyVrjcLtE9zkrT5XEhrzSPLL+JAYU+Vo8hCV1j2Gww8/HUhBlvdRod0hLSSJ5GCImxiQDAx4SMtv2AklZE3CGNv1KLi4Est1LPP9ayP3InIAo1bDuLs5fOorG1EXaHnVesCfH4POj0dgIA0hLTYNAZJK0DJQ4MROXz+a677XzyySf5/+/1erFp0yaMHDkSI0eORExMjOjZP/7xj9LXUmYcDgcYhgHLsjAY+jboOjs7UVFRgby8vIA2IeSHbe/ymQ+mGbc77NDH6iW16qD+Dg/eq3kP07dMD5rBz8JYUFFUgeGpw/tdDvV39MD19cickbjYfhE+nw/ZG7J567Xtc7fjR+/+CHXOOn6sZSVn4fCSw5KdzIVankUzwne7zdOmeLv7hzUomV2CRbsXybpYtbE2jFs3TpQtkcOoN0Kr1vIWlFKOcyUgWR5dXGq5hMr3K/G9738PNw6+UXTP7rDD0e5AhiGD5GmEwL3fwfobkF+Oh8PcrcQcAnT9vuz12bCyVtF1/9AWUs0hwr5Wa9T8b+4OudZrSsBZqjW2NuLVB1/Fsj3LAtpdCJf9WC5F1xHbEWSvz+Y/Vy2twniztN6NSs7dvdET9chi7bPPPuP/ff755/je974HtVqNL7/8UnTvs88+k+QHcLjdbvziF7/ATTfdhEGDBiErKwv//d//Da/Xyz/j8/nw/PPPw2g0YtCgQcjNzcWpU+SyEG2EY6YWQl5srA2Pvv1ot2nVt8/dLolSjYhOTAYTbtDfgPm75osSFcy+bTb+tuxvfMwWrVqLpLgkSU/ASZ4pQzi0u1InwGpV8OUgJ0sj3dKDiEw4Cw3/DMtA1zs9LHUYydMIJFh/A/LK8XAJ5q7UHOJvp8PFM+TiIFsYi6SugVysvCklU5CzIQc1TTXITMrEzSk3i54rmV0iXq/ppF2vKYHQMvHB0gfhcruCxpXjWDdznWz9TokDxfRIsfbhhx/2+J+U/P73v8crr7yCNWvW4KuvvsIf/vAH/O///i9efvll/pk//OEP+OMf/4g1a9bg6NGjSE9Px+TJk+F0RlewPIKIJvzj6kVbWnUiNOhj9UhPTEdmUiaqiqv4RAXCheuI1BHYPX83bc4IyQjm1lIyu0Q2KwMu5lB6YrroHrcpKiovwtY5WylJBkEQRDeEUzD3UM4hwNV5hFOgWRgLH/dYiEoVGL6lr3Dx9GwOG1/utjnb0NbZJnru5x/8HGVzynjl2uX2ywM+oD4X34yLu9vQ2hA0rhzHot2LJN8Pse0sPqn7pNvEgRM2TohK5VqvY6wtXbo0qNKqtbUVS5culaRSHH/729/w0EMP4YEHHkBmZibmzp2LKVOm4NNPPwXQpR1fvXo1fv7znyM/Px+33347Nm3ahLa2NooDRxARjDCuXml+KaVVJ2SBy2b2cfHHGGMSZ0Xkspl9uPhD3tWBIKQglCfAwky0sZpY0T2tWgsLY0FqQipuTrmZlGoEQRDdEE7B3ENtRSRck1cWV6JsTpnoPme9JuWanLNK1Gl0/LVmVzMutF7g73PJzG5JuYXvm/TE9IjYG3CxIruzzhRyvuW8pIo1tp3FvZvuDbCGHG8ej9L8UmjVWtQ212LCxglRZ+DQvd1gN2zatAm/+93voNeLB+WVK1fwxhtvYP369ZJVLicnB6+88grOnj2Lm2++GZ9//jkqKyuxevVqAMA333yD8+fPY8qUKfzf6HQ6TJw4EUeOHMGjjz4a9HtdLhdcrqtBeh2OLnPSzs5OdHZ29qmu3N/19e+JgQX1t7LEa+Lx9vy38Y/L/0Dx7mKcY8/htsG3Ye2MtVixdwVqm2vR5mpDU2sT4jXx/S5Pif52uBxo6WgJOmnWO+uRGJsoeSDSaMfhcoBt63LTsDXZYE42I14Tj/hB8fj28rdIjE1ES0cL3/Zpg9IAkBwYyISbLK9z1CGvNC+oTJv6xlRUFFUgw5AhWXnxmnisnb4Wc3fMhc1hCyjTbDBj7fS1iNfEh00b9Ydw629CXqK1v6N1/aB0f6fHp+P9Be8jrzQPtc21mLRxEgDgtsG3oaKoAunx6bLXLdRzCHB1Td7S0QKP24Plby7HIPUg/n6iJlHyeYT7nkOLDqGgvAA2hw2zSmdBDTVuTroZ+xfuh0qlQmJsYtc6Lj4eHyz8gP8cCTIhPT4dv/z+L/HjfT++7rMLdizAB4s/6JEi7no0tzWjzdWGGMRgkHYQNj+0Genx6ai9VIvi3cX89fT4dAxSD5KkrZV8t3tTZo+SFwBdyiefz4fk5GT84x//wNChQ/l7Ho8He/fuxTPPPIP6+sDgt33F5/Phueeew+9//3toNBp4PB78+te/xrPPPgsAOHLkCLKzs1FXVwej8epAWbFiBb799lvs378/6Pc+//zz+OUvfxlwvbS0FPHx/d+EEwRBEARBEARBEARBEAOTtrY2FBUV9Sh5QY8t1pKSkqBSqaBSqXDzzTcH3FepVEGVVf1h27Zt2Lx5M0pLSzF8+HCcOHECK1euhNFoxOLFi0VlC/H5fNf043722WdFmU4dDgfMZjOmTJnSr6ygBw8exOTJkynTVBRA/a08DpcD+dvzcaH1QsAJHHdiNzRhKMoLyvt9Mhvq/q531mP6lumoba5FZlIm//u438Vdf3fBu5KcPhFX27zB0YD1t6/H0i+XIs2QhnUz12HZnmWoba7ls0pR20cO4STLQynTlCxTScKpvwn5icb+jub1Qzj0t7CdOYT9ICdKyvNQjzuur28fdztmbJ+hSHsrSZ2jDtO2TIOVtUKj0gAAPD6P6BmtWot/G/xvcLqcSE1MxVsPvyVpv3994WtM2DgBLs9VL0Cu7QFg6uapGJowVJJylXy3Oc/GntBjxdqHH34In8+H++67D7t27cLgwYP5e7GxsbjxxhtFVmNS8PTTT+OZZ57Bww8/DAAYMWIEvv32W/z2t7/F4sWLkZ7eFWj3/PnzuOGGG/i/a2xsRFpaWrffq9PpoNPpAq7HxMT0u7Ok+A5i4ED9rRwpMSnYU7QnaGrzzJRMHFh8QPLU5qHq7xsH34j9j+xH7qZcfHX5K9y/5f6AlOn7H9kvWyDaaIRr86lvTAUAdKITX13+ChPemMBnk7rivkJtH6GEgyxXQqYpUWY4EA79TYSOaOpvWj8o19821ob7t9zPtzPX7lw/yJmVE1BWnifFJ4GJZ3CD7wbR+MpMyeTHIxPPICk+SdK+mbF9Br66/JUi7a0UdoedH2cmgwlenxf1znoMGTQEF69c5J8bEjcEb8x5A0wcI0u/a7QatHpa0em96ir5+qzXodFqkLMhB1bWilpHLf7Z9E+MNY+VpEwl3u3elNdjxdrEiRMBdMU1s1gskmb26I62tjao1eL8ChqNBl6vFwBw0003IT09HQcPHsSoUaMAAB0dHTh8+DB+//vfy14/giCUhYljup0oQhEgVk64zJNc4Nvs9dkAIHvK9GjGzJhRUVSBzys/5zMsCf9LbU/IjRIyLZLlKEFEI7R+CD3+2eq5dhb2Q+6mXBxeclhWuaqUPOeSPQVT6nHJnqRU7nAZR2ubaxVtbyXgkkVw61O7w341idaVq89dbLuIvNI8VC2tkkWZ2tLRAo9XbCU3b8c8qKBCnbMOAOCFF4+/+zg+eOSDiDugC0avs4LeeOONIVGqAcCMGTPw61//Gu+88w5qa2uxe/du/PGPf8Ts2bMBdLmArly5Er/5zW+we/dufPnll1iyZAni4+NRVFQUkjoSBEHIRahTphO4pusAtT1BEAQxEKD1Q2gRZsYUKi85ZU9WchZSE1IjIiNldzBxTLdKLJPBJKliJTE2EUCX62G0tTenxOTcao16IzrcHbCyVmQlZ2H3/N18P5xznsPXF7+WvA421obC8kJ44RVdr3fW80o1LnxKc3sznB1OyesQjvRasRZKXn75ZcydOxePP/44brvtNqxatQqPPvoo/ud//od/5mc/+xlWrlyJxx9/HHfddRfq6upw4MCBgKylBBFJsO0sTl84HTSNsd1hx+nG02DbWQVqRkhJqFOmE11xK7qD2l5a2Ha221Tsdoc9JDLM4eo+dkao6kAQBCE1tH4ILZyy4/CSwwHKS85ia9+CfVFhtRMKuJhd7y54Nyrbm4ljMGzoMPzq3l/hnPMczreeh1FvxKHFhzDr1lk4svQI0hLS0OntxJSSKai2VUtWtr915lvz3+LjvAkRenpEmtVgd4S1Yk2v12P16tX49ttvceXKFfzrX//Cr371K8TGxvLPqFQqPP/88zh37hza29tx+PBh3H777QrWmiDkhW1nMalkEka/OhrZ67NFiyQba0P2+myMXjsak0sm06ZwAGNjbaKJq2ppFbKSs3jzdlocS4+NtSGvNA9A10mb/3+p7aWDbWcxbcs0TNw4MaA9bawNEzdOxLQt02SVYWw7i/zt+QACFaqhqgNBEITU0PpBGUJpsUV00V0ihGhp77aONvjgAwA0tDTgxPkTALosxy62dcVb88GHWrZWsrWMv3XmqBtGYUj8kIDnTAZT1Lmeh7VijSCIQJwdTjS2NsLlccHKWpGzIQc21gYba+ODRbo8LjS0NkSN6W2kESxWx3jzeN68nVscd2ftQ/Qers25zFLcSVtlcSWykrP4BAbU9tLAyTH/jZ5wQ9jY2iirDHN2OHGh9QIAIK80T5E6EARBSAmtH8KLcLDMJiITK2vF8x89j/TEdKihhsfnwcytM/Hbj3+L7PXZfJbQ1x58Dc998JxkB4VC60wAyNmQg4bWhoDnOj1dSQ2iaZz3SbHmdrvx3nvv4dVXX4XT2bXgrK+vR0tLi6SVIwgiEJPBhMriSj5QpZW1Yty6cRi3bhysrBUAYGEsqCyujBrT20iDYnWEHq7NufeKi9sx1jSWb/MRqSOQmZRJbS8B3EmmcKN3xHYkYEMopwwzGUx8Wvja5lpF6kAQBCEltH4IH8LBMpuITNh2FrO2zsIXDV/gfMt5DE0Yyt977oPneKXa0Pih+J+P/0fyg0LOGvD/a+/ew6Oq7v2Pfyb3BCbDNQlJJlysoohWEcESKjkiERFQQrESjIAoWi8VPVZ/nnoO9OmpVU+r9JTTCrYgUsPFAi1YysUioYACpaCICFWIuRGCEGYGMAlJ9u+PdHZnkoAQ5paZ9+t5fNrZe2dmbb4ze9Z891rf5R7Q0Zqjp4/qxtdvVPb87Ih5n1/wqqBuX3zxhUaOHKmSkhLV1tZqxIgRslqtevnll1VTU6PXXnvNH+0E4MFus2vL1C3mBc29Oo70r6RaJA29DTeBXl0J//o3P3nmpPb8dY9X3Q7Pf3NXnYt/ex8JhZXrMpIz9KE+VK9OvbT/xH5WzwPQrtF/CB3NR2a7v1M8R0W7jyMeuBiuOpcctQ5zNsXR00fVOaGzqmuqzWMssiguOs5c1MDXNwqdtU4dPeU9Ui0mKka/GvUrPbLmEdU31psj2WKiYiLifX7RI9aeeOIJDRw4UNXV1UpMTDS3jxs3Tn/5y1982jgA52a32bV4/OIW2xePX8yPwTBArY7AsyXYzHodzet2uP/N+bf3rVBZuW7emHlBbwMA+AL9h9AQCiOzEZ4831v1jfWKUpRXUk1qqq1W7ir3243CDGuGenfqbT6OtkSrvrFeL259Ub8a9SuvY1/NfTUi3ucXnVjbsmWLnn/+ea8FBCSpZ8+eKi8/92pqAHyr1FGqicsnttg+cflECtMCaBdCZeW66aunB70NAIDw4jkF1z0y2zOpxg0ctJX7vZVuTVejGs953P/L/n9+eZ/ZEmx6ecTLXtsyrBk6VH1I09/x7lN1jOvo89cPRRedWGtsbFRDQ0OL7WVlZbJama8PBEKpo1RD5g8x57WnW9PNETbummv7qvYFs4l+QyFYIDyEwsp17tVAi08WB6wNXMMAIHKEysjscOKsdZ5zXyR9j1aeqmwxHbO56e9M1zsH3vHL64/pO0YbCjYoJipGDUaDKk9Veu2PtkRrQ8EG3dLnFr+8fqi56MTaiBEjNHv2bPOxxWLRqVOnNHPmTI0aNcqXbQPQijJnmYbMH2L+MEu3puuDaR/og2kfmIXXK1wVGjBvgD459kkwm+pzFIIFwkMorFxX5izTqMKmfot7sQp/t4FrGABEllAZmR0uHDUO5S3Lk/Svm2NukfY9WuGqMBcqaK5bUjfz/39vzff8dqPwym5XasvULYq2RLdoS0qHFPXt2tfnrxuqLjqx9uqrr6qoqEj9+vVTTU2N8vPz1atXL5WXl+ull17yRxsBeLDGWdUlsYv5OCaqaQ0Su82uZd9ZZj62yCIZQWmi3zQvBOv+kvAc+eLLVW8A+EcorFxnjbOaK2mtyV8TkDZwDQOCj1GjCJRQGJkdblx1Lh07fUySNKpwVMR+j+4o26HvvP0d83G0Jdrr/3955kt1S+ymaEu0ypxluvmNm/12o1CSOid29tofZYnSkVNHdPMbN0fM+/yiE2vp6enas2ePfvCDH+ihhx7S9ddfrxdffFG7d+9WSkqKP9oIwIMtwabNUzbr3YJ3lWXLUomjxCyImr8iX/WN9bIn27Vr+i71S+kX7Ob6FIVggfDgXrmuaEpRi+kw7pXr1k5a69ci27YEm1bcvUJS0+qggWgD1zAguBg1ikAJhZHZ4SgzOVNr8tdIairjEGnfo44ah3aW79R3l39X9Y31irZEq0fHHmowGhRtiVZaxzTz/zvrnGowGhQTFaMuiV38dqMwe362vjzzpdf+RqNR0ZZoM0aR8D6PacsfJSYmaurUqZo6daqv2wPgAtgSbBreZ7i2TN1ifpFkz8+WpLAviOoeTRJp5w2EG1uC7ZxJq0B1iJPjk8+5z19t4BoGBE/zUaPuz5znaBf3cayeiUvhHpktqdWR2TkLc/w+MjtcZSRn6EN9qF6demn/if0R8z3qvjFQeapSXRK6SJ2kpeOXqoe1h1km6MRXJ5TWMU0nvjqhuoY69encR4vzFqtvt75+uVE46DeDzNpqUYpSl6QuXkm2DGtGxLzPL3rE2k9/+lPNnz+/xfb58+czFRQIsEgtiBqp5w0gPHANA4KDUaMIlECPzI7EKc7zxszzehzu36PuGwPFJ4t1ouaElo5fqkGZgyQ1Tb2UpLqGOlWeqjSTapsmb9KgzEF+uVFQearSK4nWqEZ9eeZLpVvTvRY0eOGWFyLiRsVFJ9bmzp2rK6+8ssX2q6++Wq+99ppPGgXgwkRqQdRIPW8A4YFrGBA8nnUU3aNGPZNq4fzDHIFlS7CdM0mbmZzp06RaJE5xnr56utfjcP8e9bwxUHyyWBNXTDRvDJQ4SpRuTfc63t+JxtSOqUqISfCq7yZJb094W1umblFMVIwSYxN1WZfL/NaGUHLRibXKykr16NGjxfbu3bvryJEjPmkUcKEcNQ59cuyTVu/QlDnL9EnVJ2H3JeLmOW0hy5bVakHUcLxDta9qn4YuGNpqIdihC4ZqX9W+YDcRQDsUqLv9FLMGgo9RowgXjhqHDh4/2OrCODvKd+jmN24Ou4L+7tVAi08WR9z36LluDGTZsswF7Nz8nWjMsmVpw70blNoxtcXrplvTte3+bdr3yD5l2bL81oZQctGJNbvdrq1bt7bYvnXrVqWnp7fyF4B/OGocunXRrRowd4Cy52d7XThKHaXKnp+tAfMGaMSiEWGXXPIsiBofHS9Jsid7X2iHLhiq7PnZYXWH6pNjn+iGeTeoxFGiLFuWVyFY90ION8y7QZ8c+yTYTQXQjjhrnQG5208xayA0MGoU4cA9Uu2e5feoMK/Q63tk5f6Vyp6freKTxerVqVfYTHEuc5ZpVOEoSTLPK9K+R1u7MVDfWK8SR0lAE42ljlJNWjlJFa6KVl83rWNaxCTVpDYk1h544AHNmDFDCxYs0BdffKEvvvhC8+fP15NPPqkHH3zQH20EWuWeZ17bUKsSR4mGLhiqUkepSh2lGrpgqEocJaptqNXR00fD5g6Nm7sgapYtS6kdU82VQSWZSaajp46qxFESVneoZPj4OACQdKruVKt3+z1Hl/niWuq+djefcuZ5BzpSivwCwcKoUYQLz8U48lfkeyXX8pblqb6xXjFRMVr6naVhMxrTGmdV9w7dJUlr8tdE5PdoazcGKlwVLQYd+CPR6B7d39qNwixbllbdsypiEpzNXXRi7ZlnntG0adP0yCOPqE+fPurTp48ef/xxff/739dzzz3njzYCrcpMztSWqVvMTHiJo0Q3/fYm3fTbm1TiKJHUNER1y9QtYXGHxpO7IOrW+7dqy9Qt3h1CZ1OHsLahNuyK8PZL6add03eZo9M8iw67R7Htmr5L/VL6BbupANqRdGt6QAqaB7qYNQBvjBpFOGm+GEf+inw9M+QZr2OWfWeZBmUMClILfc+WYNOKu1dIalod1FMkfI82vzGw7t515uwlT/5INHrW8nPUOLxuFErSsDeG6YHVD5jJtXBPcDYX8/WHeLNYLHrppZf0n//5n9q/f78SExN1+eWXKz6+ZUABf7Pb7NoydYs5Qq3CVWHucyfVwuUOTXO2BJv5peFetts9114K3yWnr065WlumbomY8wUQGO5OqL+vLZ7X7ubC5SYIEKrco0YltTpqNGdhTsT9GET71vy76+E/Pey1/+kNT2tg+sCw6h8nxyefc184f4+2dmPAbrNr1/RdGlU4yhx0UDSlSJnJmWai0Rpn9Umi0XOE5NglY7XqnlWyJdhkGIbZLqmpn+PL120vLnrEmlvHjh114403qn///iTVEFR2m12Lxy9usX3x+MVh9SVyPpFWhDfSzhdAYHBtAcIbo0YRjuw2u3424mde21674zWmOIeZc5WTcA86aG2UmC9Xn20+QnLskrFmMq/56H5fvm57ccEj1vLy8i7ouBUrVrS5MUBblDpKNXH5xBbbJy6fGNYj1twcNQ4d+PJAq0V4F+ctVt9ufcPuwnauosOMWANwKbi2AOGPUaMINzvKduju39/tte3lbS+rMK9Q+SvyzeSaeyQT2hdHjUOuOpcykzO1dtJauepcssZZzSnr1jir1+g0dz1Yf/z+C9To/vbogkes2Wy2C/oPCCTPhQqkpjo56dam1Wk9FzQIV44ah25ZeIuyF2S3WoQ3e0G2bll4S9isCipRdBiAf3BtAQC0N6WOUn13+XfNhQpW3L3Cq+aae0EDpji3T551zUodpbIl2GSNs2rkWyOVPT9b2fOzzVXLM5Mz5ax1+mwl83NhdH/rLnjE2oIFC/zZDuCilTnLvJJq7ppqkszt7uTa1vu3huUdmoPHD+qjqo/ML9PCvEINzhyswrxCDV0wVPWN9fqo6iMdPH5QN2bcGOzmXrJz1RbwvHPCHTkAF6vCVaFbfncL1xYAQLvh7hcXnyxWr069tHT8UvXt1levj35dU1dNNZNrS8Yv0RVdr5CrzqVyZ7kykjPCbjZLuPKsa5azMEebJm+SxWJRhavC/A3sPs5Z6/Sqdeaqc/klzozub12ba6wBweaeZx4fHe+1UIF7QYMsW5bio+OV2iE1bO/QXNH1Cl2Tco1iomJU31iv/BX52la6Tfkr8s1k2zUp1+iKrlcEu6k+ca7aApG0xDYA3+sY15FrCwCgXfHsF2+esll9u/XVrYtu1ajCUWpobFCWLUspHVJ0Rdcr5Kx1Knt+tgbMG6ARi0aE1WyWcNa8rlnOwhyvhJrbuWqd+Rqj+8/tolcFBUKFLcGmdwveVbmrXMnxyV4XD7vNrq33b5WzxhnWd2VsCTa9N/k9HTh+QBOXT2wx133x+MXq2zV8aqy5iw676wx48vXKNwAiR3J8MtcWAEC70rxfXOYsU4WrQrUNtSp3lSvDmqHfjPmNnLVOr1k+R08f9dtoJvjeueqaZdmyJDUl1QJR64yZQ+dHYg3t2tcWoD33asxhw5Zg06CMQVo0bpF5UZWa5roPyhgUxJb5B0WHAfgD1xYAQHvj+d3VaDTqZM1Jc1+5q1y5v8uV1FTyQJIssmjpd5b6/HvNs8B+c2XOMm5OXSJ3XTPP33qLxy+WpBa///w1HdM9QlKSVt2zShaLxWybO7mW0iFFzhqnHHGOiIs3iTUgDDDXHQAAAIhcR08dVV1Dndc2d0LNLcoSpWhLtE9f111gv+p0VYvfHu6pgykdUrR20tqIS7b4Smu/9SYun9jiOH///vvt2N9KkqatmuYVb4vFotX3rJYhQ2OWjInIeFNjDWjn9lXt002/vanVue5DFwzVkr1LWp2LDwAAACA83Jhxo7ZM3aKYqNbHzkRborX1/q0+X9CseYF9d50tz3pcVaer5Kpz+fR1I0Vrdc2ybFnmQn1Ztiy/1zpzJ0/HLB6jU7WnvOK9vWy7hr0xTPeuvFejF4+O2HiTWAPasU+qPtH1r11v3o16NfdVDbEP0abJm8wL7sQVE3XV/11Fcg0AAAAIY4MzB+vNO99sdV/3pO6yyOLzhQtaK7C/rXRbQIrph7vW6pq5a6t5yrJltYhBmbPMZ+0od5arwlWhQ9WHNHHFRBXmFXoN5DhUfUh7q/aq+GRxxMabxBrQnlm8H45/e7y2l22XJNXW15rba+trdfTU0UC2DAAAAAHgqHGc80d0mbOMFSAjyL6qfZqyakqr+ypPVyp7QbZuWXiLT98TjhqHLBaLV2Ine362DlUfUpYtS6vuWUVpmjbyXPnVPe3SGmdVujVdWbYsZdmylG5NlzXO6reVzB01Dk1bPU1SUwLvUPUh5a/I189G/EwxUTGqb6yXJNU31vt18YRQR401oB3r172fdj+8W8PfHK6jp4+qvrFe2fOz1Tmxs74886Uk/w37BgAAQHBR3wpuZc4y5f4ut0WdNU/1jfX6qOojHTx+0Ce/DZq//5oX2K9vrNcDqx/g/ddGzVd+bb5NktfCEP5Yydw91dc97dSdXMtbltfiWH8unhDqGLEGtHNXp1ytnQ/uVLo1XZLUYDSYSbWYqBhtvX+rBmcODmYTAQAA4AfUt4KbNc4qW5x3MqVbUrcWixX0695PV3S9wiev6fn+G7pgaIuC+hWuClW4Knj/XQJbgq3FtEr3tszkzBYJtNa2XQrPqb4ljhJzhFprClYW+Ly+W3tBYg0IA3abXW9PeLvF9jm3zyGpBgAAEKaobwW3g8cP6uCJg5KkKEUpw5qhL898qQajwTzGIotm3zbbZ4kX9/vPs5h+ujXdvOHvVuGsYEpyO+aeZpply2qx0mxMVIxW3L3Cr4sntAck1oAwUOoo1YS3J7TY/tifHzNrrgEAACD8eNZW8qxvFcn1jiJRasdUJcYmKiYqRtumbdOyCcu89kdbotUhroMu63KZT1/XYrGo0Wg0H7tHqbmnDZY4Sppqu73p29puCLzmo9WiLdGqb6zX0xue9lrQwNeLJ7QHJNaAdq7UUaqBrw807x5EW6LVLambpKaL35DfDtEfP/1jMJvoMxTnBeAPzlon1xYA7ZrdZteicYu8tkVCvSP6hv+SZcvSvkf2adv925RuTVfBygKv/Wkd07ShYEOrq0peCmucVd2TureYcrp4/GIt+84ys8D9ia9OMCW0nSpzlmnogqEtRquldkz1WtBg8fjFPl88ob0gsQa0Y2XOMg18faCqTldJahr2vfX+rfr79L+bQ7Ab1ai7lt6lVZ+uCmZTL5m7OOqwN4a1GF5c6ijVsDeGaeRbIyOqAwXAN/KW5XFtAdCulTpKWyRSwr3ekWffsNxZ7rUvUq/fWbYspXVM85oKvPX+rerTuY/KXeWatGKSz98TtgSbFo1bpNSOqV7bJ7w9QXf//m7VN9arV6de2jxlM1OS2ylHjUNHTx2V1PQeW3fvOq9poVm2LKV0SFHfrn1VNKUoIherILEGtGPWOKs6xXUyH1ssFklNdy1/PerXXse697VXFOcF4C/HTh/j2gKg3fK8XnkmUsK93pFn33BU4ShzeyRfv8ucZea5Z9mytGnyJg2xD/GaKjx0wVB9cuwTn71mqaNUY5eMNad/um/uV7gqzJUkN0/ZHPajJ8NVmbNMY5eMVW1DrbJsWdoydYtyL8vVlqlbzAUNJOm3Y39rLqoQaUk1icQa0K7ZEmzaMX2HfjPmN4q2RKvBaNDQBUM1929zNf7t8ZKapob+4e4/aEzfMUFu7aXJTM7UqntWmcONmxfnzbJladU9q7gTBuCirclfQ+FvAO2SZyLFfb1qnkgJ13pHngs3FJ8sliRtL98e0ddva5xVXRK7KD463mu7Z/H5o6eOasofpvhkJF/z99+WqVtaLKhW31jvkxv8TPsNDmucVSkdUsz4uhOknrUd063pyrBmBLmlwUViDWjnbAk2TRswTVvv32rWMHj4Tw+rvrFeMVEx2nr/Vt151Z3BbuYlc9Q49MDqByTJTK65i/O6a0U8sPoBvlQBXLSM5AwKfwNolzx/9Hperzx/9IZzvSP3efbq1EuSlLsoN6Kv37YEmxbeuVCpHVNV4ihpdcRibUOtjn913Ccj+Zq//yS1mJJ8/MzxS+6fM+03eGwJNq2dtFZFU4pafJ7sNnvETv1sjsQaECYGZw7WnNvneG2bc/scDc4cHKQW+ZZ7uH+Jo6TFijT1jfUqcZRE3HB/AL4TqYW/AbRv/OhtOs95Y+Z5bYvk63e/lH7mNL3mI7FLHCU+Hcnn+f6T1GJKcpYtS7UNtRq7ZOwlTUlm2m9wuad4tiZSp342R2INCAOOGodWf7paj/35Ma/tj/35Ma3+dHVY3L2xxlm1ePxir0KZbhWuCnM6QCQN9wfgO5FY+BtAeIj0H72ljlJNXz3da1ukX789Ryz6eyS2+/3V2pTk5gm+tk5JZtovQh2JNaCdc9Q4NHT+UI1dOtac/vnaHa+Z00LHLh2rofOHtuvkmnv494S3J6ihsaHVY6pOV8lZ6wxwywCEg3JneUQW/gaA9s49YsmdbFlfsJ7r9z8FciR2IKYkM+0XoYzEGtDO/bXkr/r42Mfm4+UTluuhgQ9p+YTl5raPj32sv5b8NRjN8wlXnctcWajcVa7UDqktjqlrqNOowlFhWZwXgH+NKhwVkYW/AaA98yyc7062DM4YzPX7nwI9Evu3Y3/b6pRki8Wi1fes9smUZKb9IlSRWAPauWtTr1VSbJL5+Mn1T2pb6TY9uf5Jc1tSbJKuTb02GM3ziczkTK3JX2OucPTlmS+99kdbopVhzVC6NT1si/MC8J/uHbpHbOFvAGivPEdJrclfY27n+u1de8zfI7HdM0vGLB4jwzBatGPYG8M0bfU0n7wW034RqkI+sVZeXq57771XXbt2VVJSkq677jrt2rXL3G8YhmbNmqX09HQlJiYqJydH+/btC2KLgcDKsmVp/6P7tWriqlbrKKyauEr7H91vrpzZXl2dcrX+lP8nRVui1WD8azpoTFSMGowGRUdF6zdjfhP2dUQA+N6Ku1dEdOFvAGiPPAvnZyRneO2L5Ou350g+f4/EdtQ4dPD4QXNhAc+k3Y7yHbr5jZt9trAA034RykI6sVZdXa3s7GzFxsbqz3/+sz755BP9/Oc/V6dOncxjXn75Zb3yyiuaM2eOdu7cqbS0NI0YMUIuFyuCIHJk2bI05ooxrdZRGHPFmHafVJOaOgnT35nulVSTpGXfWaY+nfuoxFGisUvGRuxwfwBtlxyfHNGFvwGgvYr0hRtaE4h6Z9K/Rqrds/weFeYVeiW5Vu5fqez52So+WaxenXpd8sICTPtFqAvpxNpLL70ku92uBQsWaNCgQerVq5eGDx+uyy67TFLTaLXZs2frhz/8ofLy8tS/f38tXLhQZ86cUWFhYZBbDwRWuK9oZ42zqlN8J8VExXhtf3rD0+aXeaQO9wcAAAAk75F8/hyJ7apzmSPV8lfkeyXX8pblmYuqLf3O0kuugca0X4S6mK8/JHhWrVql2267TRMmTFBRUZEyMjL0yCOP6MEHH5QkHT58WJWVlcrNzTX/Jj4+XsOGDdO2bdv00EMPtfq8tbW1qq2tNR87nU0rCZ49e1Znz55tU1vdf9fWv0f7EmrxLneWa1ThKB1xHNFVXa7SvDHzNH31dBWfLNZtb96mNflrWgyRb0+ctU7948Q/dLr2tGIVq8u7XO51jpNXTNZbd76ly7terqToJJ/HJdTiDf8h1pGFeEcW4h0ZnLVOnao7pe4J3SV5x7vCVaGOcR2VHJ8crObBT/h8e0uKTlJSYut94tTEpkXALvXfKjUxVX+Z9BeNKhyl4pPFmrpyqp696VnNWDfDPOatcW/p+pTrL/m1kqKT9M5332n1s52WlKaN925Ux7iOfvkdgOAK5mf7Yl7TYjSvMBhCEhISJElPPfWUJkyYoB07dmjGjBmaO3eu7rvvPm3btk3Z2dkqLy9Xenq6+XfTp0/XF198oXXr1rX6vLNmzdKPfvSjFtsLCwuVlJTUyl8AAAAAAAAgEpw5c0b5+flyOBxKTj7/DZmQHrHW2NiogQMH6oUXXpAkXX/99dq3b59+/etf67777jOPs1gsXn9nGEaLbZ6ee+45PfXUU+Zjp9Mpu92u3Nzcr/0HO5ezZ89qw4YNGjFihGJjY9v0HGg/Qinezlqn8pbl6djpYy1GprlHsnXv0F0r7l7RLu/QVrgqdNvvblOJo0QxUTFad+86DUwfaJ5b8clixUTF6OqUq/XOxHf8co6hFG/4F7GOLMQ7shDv8FfhqtDtb92u4pPF6tu5r2bZZ2nEiBGq+qrK7DP06tRLf570Z6Vb07/+CdFu8PkOrncOvKNJKyeZj2ffNluzt882P3O+nD1DrCNLMOPtntl4IUI6sdajRw/169fPa9tVV12l5cuXS5LS0tIkSZWVlerRo4d5TFVVlVJTU8/5vPHx8YqPj2+xPTY29pKD5YvnQPsRCvHuGttVq/JXyVXnalEUtFfXXlo/eb2scdZ2W7y1Z5ee2jB5g25+42YVnyzWvX+8V4vGLVLBygJztaPFeYvVt1tfv59jKMQbgUGsIwvxjizEO3z17NJT6+5bp5yFOTpQfUCyS3+v+rsmr5ps9hnW3bfukus9IXTx+Q68HWU7dPfKu1XfWG9ue+mDl1SYV6j8Ffnaf2K/hr81XEVTii5pAYPmiHVkCUa8L+b1QnrxguzsbB04cMBr28GDB9WzZ09JUu/evZWWlqYNGzaY++vq6lRUVKQhQ4YEtK1AMIX7ikh2m12bp2w2C6Jmz8/2WkJ8UOagdn+OAADg0rmLmbtXDsxdlOvVZyCpBvhOqaNU313+XXOhghV3rzD7654LGrCwAMJdSCfWnnzySX3wwQd64YUX9Nlnn6mwsFDz5s3To48+KqlpCuiMGTP0wgsvaOXKlfr44481ZcoUJSUlKT8/P8itB+BLdptdi8Yt8tq2aNwiOsgAAMCL3WbXvDHzvLbRZwB8q8xZppyFOeZ0z61Tt2rcVePMVTrdybUl45f4ZBVSIJSFdGLtxhtv1MqVK7V48WL1799fP/7xjzV79mxNmvSv+dvPPPOMZsyYoUceeUQDBw5UeXm51q9fL6uVjDgQTkodpSpYWeC1rWBlgUodpUFqEQAACEWljlJNXz3daxt9BsC3rHFWpXRIUZ/OfbR5ymYNyhwk6V+jRt0j1a7oegVJNYS9kE6sSdLo0aO1d+9e1dTUaP/+/XrwwQe99lssFs2aNUtHjhxRTU2NioqK1L9//yC1FoA/lDpKlbMwx5zKsfX+readsJyFOXSUAQCApH/1GYpPFkuS1hesp88QII4ah8qcZa3uK3OWyVHjCHCL4E+2BJvWTlqroilFLUaD2m12FU0pYqRaO8bn+eKEfGINQGRzDzP3rI8yxD7Ea5h5zsKcc17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"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data=pd.read_csv(filepath_or_buffer='justIce.csv',index_col=0)\n",
"data.index = pd.to_datetime(data.index, format=\"%Y-%m-%d\")\n",
@@ -139,10 +150,21 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 3,
"id": "b07eb42c",
"metadata": {},
"outputs": [],
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_2021 = data.loc['2021']\n",
"\n",
@@ -171,7 +193,7 @@
"<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
"<p>\n",
"\n",
"<b>Task 1.1:</b> Use Forward Euler to estimate the growth rate of the ice, using <em>only</em> the variables <code>h_ice</code> and <code>t_days</code> (i.e., no need to write a function).\n",
"<b>Task 1.1:</b> Use Forward Difference to estimate the growth rate of the ice, using <em>only</em> the variables <code>h_ice</code> and <code>t_days</code> (i.e., no need to write a function).\n",
"\n",
"</ol>\n",
"</p>\n",
@@ -196,7 +218,7 @@
"h_ice = (data_2021.to_numpy()).ravel()\n",
"t_days = ((data_2021.index - data_2021.index[0]).days).to_numpy()\n",
"\n",
"dh_dt_FE = YOUR_CODE_HERE"
"dh_dt_FD = YOUR_CODE_HERE"
]
},
{
@@ -232,8 +254,8 @@
"source": [
"fig, ax1 = plt.subplots(figsize=(15,4))\n",
"\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_FE,\n",
" color='blue', marker='o', label='dh_dt_FE Forward Euler')\\\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_FD,\n",
" color='blue', marker='o', label='dh_dt_FD Forward Difference')\\\n",
"\n",
"ax1.set_xlabel('Days')\n",
"ax1.set_ylabel('Growth Rate [cm/day]', color='blue')\n",
@@ -262,7 +284,7 @@
"<div style=\"background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
"<p>\n",
"\n",
"<b>Task 1.3:</b> Use backward Euler to compute the ice growth rate and plot it, together with the previous estimation and the ice thickness.\n",
"<b>Task 1.3:</b> Use backward Difference to compute the ice growth rate and plot it, together with the previous estimation and the ice thickness.\n",
"\n",
"</p>\n",
"</div>"
@@ -275,14 +297,14 @@
"metadata": {},
"outputs": [],
"source": [
"dh_dt_BE = YOUR_CODE_HERE\n",
"dh_dt_BD = \n",
"\n",
"fig, ax1 = plt.subplots(figsize=(15,4))\n",
"\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_FE,\n",
" color='blue', marker='o', label='dh_dt_FE Forward Euler')\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_BE,\n",
" color='red', marker='o', label='dh_dt_BE Backward Euler')\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_FD,\n",
" color='blue', marker='o', label='dh_dt_FD Forward Difference')\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_BD,\n",
" color='red', marker='o', label='dh_dt_BD Backward Difference')\n",
"\n",
"ax1.set_xlabel('Days')\n",
"ax1.set_ylabel('Growth Rate [cm/day]', color='blue')\n",
@@ -330,10 +352,10 @@
"\n",
"fig, ax1 = plt.subplots(figsize=(15,4))\n",
"\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_FE,\n",
" color='blue', marker='o', label='dh_dt_FE Forward Euler')\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_BE,\n",
" color='red', marker='o', label='dh_dt_BE Backward Euler')\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_FD,\n",
" color='blue', marker='o', label='dh_dt_FD Forward Difference')\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_BD,\n",
" color='red', marker='o', label='dh_dt_BE Backward Difference')\n",
"ax1.scatter(YOUR_CODE_HERE, dh_dt_CD,\n",
" color='purple', marker='o', label='dh_dt_CD Central Difference')\n",
"\n",
@@ -387,6 +409,7 @@
"<p>\n",
"<b>Task 2.0:</b> Write the derivation of the backward difference second order accurate! Insert an image of your math below. \n",
"\n",
"(You **don't** have to use this formula later on)\n",
"</p>\n",
"</div>"
]
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