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MVNU1WC9MLUbBoepEF0GKKtFs1NjYtIwS1nImjtRSoSVKX8anftiSuIIQEVEUBmdE5NiMjYUAgJr65tNSQrHTxy0yAVCiyKSU1y9T12B9nCfz59Xoy+iTGUhHRERxw+CMiIhcpaCpwq8FNw9+uyEUzCeLRonozG8z2EqB2Cws4GwOk2oTETUnDM6IKGap0FpA8aOv75dW1WF7UQXeWZCHG/+7PHGFEpAJvIyObaOQJhXOBP1HSvcxOCMiSibpiS4AEaWuyrpGAEB1fWOCS0LJRB+cXfHqQuwqqUpcYYJUVcW2osMY1L196DWZ4KzRYJlu7VsJX7fb0pYI+jKy5YyIKLmw5YyIHNPG4Ly3MC+xBaGkoq/wRwZmiWplfWv+Tpz37FzkTJwSem3zfuuJqI16Pqb7xLfPFIjNwlr3fGkK1u8pg19mAB4REXmOwRkRxayihtkaqYlZY0zx4dr4FURnce7BqNe2SgRndqVCiKMPkFflH8LFL87HW/N3JrBERESkYXBGRDGrb0yFKinFi2I4IgvINGhx8pqou6FMpsIx/boYvida/4WZ2/Dx0nzpcr2/KA8Ld8R3rjH9d6E1mG3cVx7XMhARkRiDMyKKWSqMs6H42GRRyU/UodIg6LbXqU2m5Xo+k2bArHTxLfTx7zdLl+ufX2/AL/6zRHp5N4h+A449IyJKDgzOiChmZsFZVV0D/vTRShRV1MSxRJQIi3NLcMHz8zD2sZmGyyQqkG/0R89R1rNjluV6zfGxg2h4WYIaNImIKAIvx0TkqS9X7cGUtfvw7IxtiS4KeSy3uNJymUQFOw2CrrexpNIHgJFHdRa+XlZdj8Ly5H0YIfpMZl1RiYgofhicEVHMenZsjR8NJhhmj8eWQyo1fYKyAorKJnNsmi3z2q9PwJNXDRe+N3lFgWzR4k70kdRm2UZIRJR6GJwRUcxem7MDN1hMMMwhLc2fTJr8F2YmpgVVNOZMJhwxC1ratUrHiCM7ifdnM0lOPKcYEKXNZyZ9IqLkwOCMiDzFOl/LsUOiW+PK/NI4lCSaqMVubYF1WaxiJqOEjw2CMW5m+t07FYtzS2yt45Sw5YwnKhFRUmBwRkTeCtb62HBm7cpXF+KNuTsSXQzH3pWYjFyUmCMeRNM9PPDNBsv1rIMW8ZHtZHqJeduKba/jhLiLJ6MzIqJkwOCMiOKiuCIxkw+nkhW7DuHRqfJp2FNRosaciYJCmaJYLWLUXbeh0X4QGq+kHKoaPUcbQzMiouTA4IyIHJF90q4tNd0gYQi1LIka22R3DJjG6jivNwjCRGPcLPcFFb/4z2LM3lJke11b+1HVqOCMcxUSESUHBmdE5Iio7rk872DUay2xzldWXY+CQ1VSy7700zY8MmWjxyVKHolqObMKlj5dlo/1e8qiXrcqbnVdo8H+rFvOIgO/0qp6LNxRgj99uNJyXSf8fhVF5TVQET1WjglBiIiSA4MzInJE9KT9qtcWRb323dq9ob/XFURXfpujc5+Zg1OfmCW17NPTt+I/83Z6XKLkIRucfbVqT9ixEyurboZ/+986XPzifME75uU1anEy+5wvz9qOnIlTkH8wPID/cEk+AKDSIOCLVf/7pmLMozOxLO8QfBH9MTnmjIgoOTA4IyJHZCvZy/IOhf6+/p2lXhUnqRQ5GF+3+6BcS5uX1u8pc5wxcFX+IeuFIB8E3PHpatz60SpHZRExazkzK5NVcY02a3Z+PDNjq/lGAWErnls27StHWuSYM8ZmRERJgcEZETnipDLHcS3Gig8nPmHKxS/Ox7VvLLa93vQN+/GzVxZKLdutQ5bt7bvBLFgye85gdcS2ShffRs22qZVlhsk4zJ0HKvHST9s86wbKMWdERMkpPdEFIKLU5KQyx3EtxhI1FssNMvObaU7q38X0/U37ypHdNjPWIkUxStwBGI8P8/tV0/UAYHgf8STUjX4V+8qqAQA9O7YWLvPeojzD7T7+/WbsKa3GgK7tcMGwnqZlkJWVkYaa+sDnie7W6MouiIgoRgzOiChEVVW8MnsHrhtzFLpYVJAdBWcpHIDIcjp2xyoISGZ20sY3mmRNrKipxwXPz3OjSFFaZfiAmgbhe0a5O/rfN9Xx/uob/Rj32E8AgLzHLxIuY5ZBsry6PrAdj84ZJSI4m7GJ2VSJiJIBuzUSUcii3BI89cMW3PfFOstlndQZaxtSNwCR5bQFIkFzM7ui0caHFo39+nr1Htz7xVrsL6txs1hhLh/Ry/A9O+WXJRNsm01UrX1PkS1csdDPoxaZrbHRrzIpCBFREmBwRkQh2pP8yjpxC4Oek4pcXQq3DsnStyjaaSmUSb2erOxMnizqvnn7J6vx8dLdplkKK2rqMcuj+b9EZVq4/UBM29xfbj2G0Kz1uXObDACAL4a7dGVtQ9h5qo/zMgQbbgEN20RESY/BGRFFkYm7ZCtyg7u3j60wKUb/tXy1eg8A4IcN+3HvF2tN10vlMWcvz94uvaxZK9VLPxlv585PV+N37yzD3tJqW2UL7dck9hV99794c4mj/WjW7C4N/X24Vvyww6x1ranbobOWs/1lNRh6/w94a37TNA2RweDwPh3D/m32/RMRUXwwOCOiEK0+OF+i1cDoqf+09fuwLO8g/H4VhyrrMG5AtptFTHr67+VgZR0A4Ob3VwRahmobcMUrC7C1sCJqPX13v5yJU/DDhv3eF9YldTa6q363Zi9yJk5BlaB1ttGk9TCvJDDVgFGgY0V0vHZqk4G1BaXSrZZaa5ZdRuPszAJyrcUrsvuhrN3BSdCnrW86jvQfMy0NOGNQ17B1nv3ROsU/ERF5i8EZEYXY6Z5mFJzd8sFKXP3aIjz741aMnDQDB5IgRXw8mbU6LtpRgpX5pXji+81R70VW1L9atcftoiWF8mBSjt0H7bWApQejFLMkGmZEgVBpVT0ufWkB3lmQF3rNLLnJ57eMM3zvkuONx7QZMfssWnEjE3eIFJbXIGfiFHy5qqBp/eAG9KvrWy0VKEhzcTwbERG5g8EZEYXYqatZdX38YmUguIjshpYMky17Sf+9RFaszb6yyEQZyZ48paa+ER8u2eU4A6coWDLbUrpPMVzPzM4Dlfhq1R7T7pT68WVbBK2aALDugfMwsJu4i+7Oxy7EC9eOsFUuAKg3abGzkw11e9FhAMDny5uCM21t/QMX/XeXptg734mIKD6YSp+IQuzU1awqyRU1gVTgVRFJHk57cpZhavHm4PZPVjlaLzLIiXdq/Uqb3QWf/XErXp+Ti85tnM1J9u7CnXjyquPDXhMdU6/O3oG6Bj98aYFniWYBjcj5z81FbYMf1554pOEyawrKQn+v3HUIC7eXRC0TOWmznlXrlhoMlXImTsENp/Zret3kFCqqsN/ivHBHdLmNTmpFUWy1lBMRUXwwOCMiR6ye7Gvd1zbvF7dENFfTNzbNFxWZ0dKsKnzHp6vDl41zs4Y2YTIQaN08sksb0+UPVATG09kJ6tpk+kLB+j5B2nxRcPbEtPAuoHazhGotkLItbv/8eoPwdbPgTDPqqE7YV1YT9dn8alPw/aYuQYcMp0eB1dekGLScldfUY/fBKgzt1TH6TYG/TV6L/l3b4uYzBjgoJRERRWK3RiJqoqusWVW6OSWStVi+o3iGZh8u2YVDVfWhf+dLdD3VgiQ7LTy9OrU2fV80B5pbYp3LLD3N+nb5xR9PwYK/jY963a+qMe3fSSuq1lpnFFMqEB9jv3lrKS56Yb70fj5dvhuPCcZQEhGRMwzOiChE32PMqqJsZ0xMS2VUIZ+52Zv5upzYtK8cf/9yPf7y2ZrQazKtRLXBgOGpH7ZI78tqs6VVdRJbcRa2Oh0bp5HNmihqjfKrquOpEjbuK8fRf/8eM3QtsjK0Q8+o62KaogjLujo4BQAnpCYiSgwGZxRl3rZiLM4VjF2gZk9LugBYJwtI4Wm5PLMgYgqCyPptMn5lWhp8Le0/AGT4rCOResmEJW0yfaG/txYeDv0tylSoJbYw4zT7Z6ytcrLdTEXLjXlkJsqq6wVLW1uZfwgA8NNmh8GZ4Zgz88/E2IyIKDEYnFGUX7+1FNe+sTjRxaAEeHNe03gYq8oZW86i/TJi4uK1BaW45vVFjraVyEx6PokufDK//xmDuuKrP50ifG+R4AGQTPx07xfrrBcScJqCH3BnIvWdByodrad9zXZPN61bo/44OjGnc+jvNEXBlaP6GK7P85uIKDEYnBFRyPaipuQdVt2amlu3p//7YAVyJk5xdZvfr9+PJTsPhv5t5zvTupd5Tau8240F6yWCnd+dkoPWGT7L5eyojsj+KUt2ommRLm2dZaTUc5p9U/uWy2vstbyJujVmpoff8nt0zDJcny3jRESJwWyNSeLG/y7HjI2FzTrFOCW/dF9T5c2qctbcKm/fr9/v+T7stJ6UVtVLZU30glkQ+cOG/fh8eYF0sOF2+WVbdO76bHXYOLPIYPLm0/vj9bm5UttyoxXzD+8ud7Se9ltMXSd3fL48azsqahowbkA2AGC+rqut/quzmoCaLWdERInBlrMkYXewt1uq6xrx9vyd8PtV5EycgpdnbU9IOSg5nH5019DfdRZjilh5Czd/2wHLZYTzUJmw21qSM3EKXp+zw9Y6In5VxewtRcIg7eb3V+DHTYW2xnDddvbR+MdFx8RcLkCue19FTT2+WLkHX63eG3otsuWsf9e20vu0+7uJ1DltObN5mj31wxa8NmdH2G+3+2AVVuw6GDFBeuD/CyZGZ5c0229VnVUWVxUfLtklmdzFW2t2l+IfX61rdq38RNS8MThr4f49fQse+m4jpqzbB8Be5jVqfvpmN7Vy3P/NetNlY+gl1iz96q0llsvM2Voc9vfagti7LtbUN2JvaXWolchxWnNdQ8q7C3fh+neWmbbW2Mk+eNe5g3DDaf2dlSuCzEOBh7/bFPVa5MOGg5XOEnTIaJXu3q3V7PM2+lU8M2MrSquiP4v+85725Cxc+eqi0Dg0ANgWTM7Su1NrPHz5cVL7nbWlCMf+6wes2HUw6j3Nhr2B7J93f74G0zfsx+b95YbLeu0X/1mMDxbno9JhV1giokRgcNbClQYziDkdx0HNy/3fNE3Aa9UStHGf80rXz19fhKKK6EmIk8HCHdYtYG747dtLcelLC0yXkXngf+tHK3Hy4z85zkZYWB7MfqhbfcPeMgDAW/Nz8dWqPcL11hWUOdpfrBr8Kv63osB0mZLK6FabZXmHwv4tk5HSKTeTuZgFZ7O3FOGFmdvCzlvNHz9cabpdfUve+cf1kNrvguA1YeWuUmzeX45thU1jVP1+FYdrG0KTfpdU1uGm91fg/OfmmZaDiIjCMTgjAAh7okoEWI8pu/vzNeYLmFi68yA+WJwvfK+uwe94Tig3HPKwRcULP24KzJnmNOHFrR8FKvEVuknHc4sDY+NW5pfijk9XAwjMhzZrS9P8bE676eld98ZivDlPbtyX3l8+X2M6b1lmunV05GbrViSjucWcMDsXtHF0NfXRD9dEwbpRnCcqrdkpqELF+c/Nw7nPzg299vzMbTju/h9QVp347owa3tWIKBUxIQgB4Jw2FK1aUOFz0/I8cdeoQf/4HuOHdMPb15/o6f6NrN9bhouG90zIviPJnJeKEljOaoygkVqJ9XYUH8Zv3l6K4grxHGPpaYqjlrtFuSXClPoyjPb24sxtUskz9Mlv3OZmy9nm/RXWC0ky+s5EyUFE47TMPte3awLj+0oO1wXXt108IiICW86SzurdpciZOAWfL98dl/1pXVd2HayKy/6INGZJFn7aXGT4ntdenR17Qg23GLVoq6qKt+fvxMHKulAlONfhPFoyznt2rmFgBhhP8Cw7cbMTRkke/j1jq9T6Pg/L5uaWK2qiE3A0NPrxxcqC0HcgmzlT1MIGiIMu27F2cBvJFJM1zRGXTKWKdtlL8/HMdI73JqIABmdJRhtLcc/ktXHZX8GhagDJVSGl+Htx5jbHc3x1yGIDfLxt2FuOh77biLs+Wx16ba4u2YjbEtnN1IiTIp068IjQ34mc5NvIzWf0xyc3jbVc7o15ubjrszX4MjgeUKb1EwDWGowTFHXDNBvrJnpL6wr75UrxGMVESr6jN9yagjK88BMzJRNRAIOzJPU/DOoAACAASURBVFNWHZ/xLmXV9Zi+Yb/puA1qOWRbG0SOyo7/PFwtxaUvLcAhQXILbbyXPktfMgZQg7u392zbTqZySEtrCkKs5vlKhHsvOAYjjuxk+P7E/63FiY/8iKJgEhdRlkYnFEFNQPT9yrSEbkpgdkYjKjPLElEK4SPvJPPNmr3WC7ng+Aenx2U/1Px51T2svKYejY0qOrfN9GT7qWLV7kMYP6S78D199TlykuVk0KNjVqKLECZdH5wl6aPJrAyf4XufLAt0d3e7m57oDDbbhdneQ10JYymQA6qqYs7WYpx2dFf40sI/ERNeEVEqSdLbExGlDIngLD3NfgA3etKPGDlphpMSNSuiLmeib/NgpfGYsObIUcuZ7lh1M6NiJLtj7abdcRrm3nOW9PKfLTefSsAuUStio1/F58t3o7ahaZyatlRtvXFTVKLGd83cVITr31mGN+Y2Zf/UgrIkbFQmIjLEljMism1lftOcUTLV0EDlz14NyY1U7c2CyRe8ZnfTJNZOK+wn5nTGsrxD6JCVjnJB8olkJYoBSqvM07jrEzQmU6/GIT062Fpey6S61CDjqV2i7+Lkx38CEEg087fzh4S998MG42yYiQqECoPzJuYfjE6Mk+wJQYiI9NhyRkS2VNY24K5PmxJRtGsl8YwniSrCqaZb+1ZRr7mZBfHEnC4AkFKBGQDMESRAOXDYKjhTcPKAbJxzTDdPM0mmGrNWxP1l0ZPFm01A76RF08qq/EM49YmfUFEjHmO3tqBU+LpWFLacEVEqYXCWYF+v3oPNSTiAmsjII1M3YdfBKnTvEAgafjayN/52/hBcPqKX4TqpVg3eU1qd6CKEOJxbWn77KVpxzSuJbiGxCgzSFAUf3TgWb/72RGT6kveo3Dzp/LjuzyxO3a2fZiVBX9nT07eg4FC1MNvk9A37celLCzA5mOlYdAhwzBkRpRIGZwl2+yercf5z8xJdDCIpP20uxEdL8nHTaf0xpl82ACDdp+D/zhyAq0440nC9ZG6k2LC3LKrb0ynBLl0y7vpsNW55f4XbxQoRZs2zWOdQZR3KJDP5pWqXrwZBApQ8i7ne9IkizjmmO246vb/r5QJij2HMkoLE2/Jdh6wX0tE+u1Frltu0IH174WEABsFZah7iRNRCMTgjIiklh2vx18nrMKRHe9x13qCoSv2J/TonqGSBAOONuTuQW3zY1nozNxXiohfmY/A/pzne9xcr92CayRicWDnpJjZy0gwc/5BcRtZUrbdOXbcv6rWbLIJkfWbRdF8a7rvwGNfLBQAn5ATOhVgeSvz76uNdKo17ZJKonHNsILNoMgVE1XWNyJk4BZ8t353ooph6f1EeciZOScppMYgofhicEaWY2oZGFByqsl7QRaqq4t4v1qG8uh7PXTsCrdJ9oUq9NnbHLKW+AgXXn5wT9XplbUNYtymnrTj7ymrw6NTNuPvzNbbW21YUCObqJCfxTQTxfFNy69ZLJFVJ1bkON++vsL1OmoOsoU5oQV/fLs7nALzyhD44c3BXt4pkys2WOtF1oORwbUzXLO0UEP16kQGjvguj9tf+8sC4uRd/2ua4DPEw6btNABA2ti63+DCKKqLH/RFR82UZnCmKMlhRlNW6/8oVRblDUZQHFEXZo3v9wngUmCiZnTBpBv788SpP93Hnp6tx6hOzpCrebvl8RQGmbyzEPRMGR2WW06pGkXMLhS1j8NYv/rMYpz05CwCwq6TScVKK2mBwVSKYsNnM499vNnzPqotcvMQSO8mEIikamzkSp9jM0dQRIvHsDTywWzvLZWQeCjQKHiaMeXQmTn1ilpNiAWhKSiLKThlZJtHzHa0lyqs5Gd2iZah9ZsbW0Gvj/z0HYx6ZmagiEVECWAZnqqpuUVV1hKqqIwCcAKAKwJfBt5/V3lNVdaqXBSV3rCsoY5cJD5VU1uFbjycSn7mpCADi9jvuPliFB7/ZgLH9u+APp/ZreiNi92bZ7xSIK3ZrdAP8z3hqNq56dWFMZVUA7DxQiUM2gzSRsmq5MVtu+uzmcVGvxdKyJbMmkyW4T2vtjLWlLp4ZJd0KXBoEx2us16rc4IOST5Yad0sU7kENL5NoPjcZtQ2BbpEfLN7laH27SiXHixJR82S3W+PZAHaoqhqfKxS5avfBKlzy0nw8+O2GRBeFYqC1Ei3d6c4cR2Ya/Sru+mw10hQFT199fFhlU6vU6+s77Q3S6iuKIlUx0roZ2qXvDnnW07Nx7rNzHG1Hz6+qyJk4BY9N3RTztmQN7NYOP951Bv545oDQa6KWCNnenzLLJdPYIK9NW+/d2EA9LRbxKQqyMpyPHvAiNLtwWA/h678ae5ThOhU19aislWvVrjfpIhxra7/ou3x4Svj5KTqctQccTuNPLbnOcz8md7dIImoe7N41rgXwse7ftyqKslZRlLcVRRFmA1AU5SZFUZYrirK8uDh6XhoS09KUu6myLnBzXZxb4vq2Kf7sZlFz4o25uViWdwgPXjYUfTqHj5/p0aE1AKBDVkbotQ6tMyCiwLyiuclk3iQ7tJYGq/mudpVU4ntBQgk9rYL9+txcV8oma2C3dujUpul7FAVPsklCZFrFvMrWeMXI3p5sNxaibrN9Ord2fT+NupaazZMucLwdfTAhNZ+ghJzstsLXzxrSzXCdYQ9Mx8hJM6SCxekbCw3fc9qC1u+IQJnHD+luuIzZcRxry1nKzQVCRClNOjhTFCUTwKUAPg++9CqAAQBGANgH4N+i9VRVfUNV1dGqqo7u2jU+g5ubg/ZZ4kpuLLSB07J1sVRNFNBS1NQ3erLdK0b1RpoCHNWlDZ6ZsQUXDuuBnwkq2n89fzCev3YETjv6CKntmtWLntWNsXBCdKRuLazADoPsjec/Nw//9+FK823GELT8emxfW8u3zwqveOsrkTM2FqKwPDwhgOypKfMR3DrNf3lSeMvL3RMGu7Nhj8nU15+2mTkxFJxJdGs8/shOUtt0K4g2GhtqFbgkMmnO8X06AgCG9elguExlXeB6KB5zFii74+AshPdEIvKenZazCwCsVFW1EABUVS1UVbVRVVU/gP8AGONFAVuqNpnuz3Oj3ZNlu469NneH4XsNjX78tNn4CSmlrjRFwdBeHZF/sAqd22TikcuHCce+ZGX4cNmI3lLjYtLSFNx61tE4sou4laI6xkBTlM3tvGfn4ux/i7s3yuwvlqDlnvMDgcmQHu2lltcSSGgVcP13+u7CPFz56kIUldfgwOHasOXc4CRVv0ivTq3xr4uPxcKJ45H3+EXo1Sn6tx6T08WVfcWb1nIjS/tOfSZ32HH9A/MEDu1lHHDoj2i3fnFfmoJ7JgzG57dEj2+0EmtsIzrWftiwHyMfmo7aBuNz8qvVgXG8Mqn8w7M1Bv7WelM6bzgLrHjIg7FgonM5XolriJLdocq6FpknwU5wdh10XRoVRempe+9nANa7VaiWwizhwKDucpW6SKqqYvVudyb/fHLaFsP3Xpi5Db9/dznmbmVX1UTx6v6dpjRVYp68ajg6t82MeZsZvjR0bJOB564ZIXw/9lZA9y/eVjeEtQWlqKoTj8PpkJWBb289Ff/7v5Ol9tWjYyCQ0Vo1IitnBYeqMebRmRj98I8A3G05c+ubUxTg96f2EwZlyew3Y3Nc36b2vfvSjG+xFw4P3EIvHt7TcJkfNzU9AHMriPYpCv501kCcGBEoywQusRZBdNw+9O1GHKqqR1F5rfX+JY7WTfuip1jQxm06mX4BaPpuvKgkijY5tFdH1/dDlGoqauoxctIMPDIlfuO+k4VUcKYoSlsA5wL4Qvfyk4qirFMUZS2AswDc6UH5mjWzVN1Ob8SfLy/A5S8vwMdL8wXbdLRJofzg3FQlldY3VPJGj45ZnmzXl6ZgwtAeuPu8QThzsPE4FJHfnZIjfD3TF6jdGB2DsbachbbrYsRqVhErr6nHpS8twG0m0yYM69MRbSXHCb33+xPx/LUj0KlNIBA2m5YAkG85M6vMFpXXYOPectda4WRaNR67chguGmYcjABApllzkwduPL0/AKC1YK6vkUfJdTmMdFzvjvjNuL548dqRhssM790ROx+7ECcPkOsW7FZjqVFXS5nfT5SJ0Q6z+5pMcFhiMZYUCB+/qu1O69YIQDqxSbyIvpPuHl3biVJJZW2gXjBlnbcZsJOR1F1QVdVKVVWzVVUt0732a1VVh6mqOlxV1UtVVTUfXd9CqKoq/XQt3Wd8N3J6I94eHGNz7xfrot5z68kr0PQE0p+8c/c2W9oYr54e3cCV4JP1W8cfbXvd43qLn/gO72Neya2qc6dbo5tEWRI1WkufW63U3dpn4bIR8gk03Gg5O+3JWbjwhXmufXcylesBXdvh5V+OMl3GKKmMyIPfbsDJj8U+B9TCieOx6N7xMW9H40tT8NBlx+GobONJqNMUxVaq/FqXxnwZzcHWLsv6QcIbMSbHUQUfQdSV10hkZkZZO4ubHoQ2NCZXFynRfZnjvYma7ikt8XSI7yPKFuDdhXkYcN9UlBy2blFKN+nyYjeQ2lVSiZyJU7B+T5nhMl4EZy3wnEk4USXmzXm5rgUKsYx3yI7oApmmAJ/fMg7PXGOeUOGwzcmnGxr9YXOZace2m10980uMW7abumAlZnCIbGvXB4t3Gc4dp1X23bouuPVN2JnA+Z0Fedhb1pQsxWlLV69OrUOtll548broFrREzYds1CrrVjZIM6JjTfv9vPg6tO/4hZ+2h16rizGdv9tEp999X0Y/XCVqabTztyVN96JhcOay/60sAADsLa2xWBLITDf++u0ejGc8NRsAsHCHcZp8Lw5wNwM+TUOj3zTITAWztxThjx+u8CRNubZN/aYfnrIJl7+8wJXtxzIZ7dHd24eNs/rm1lNxYk4XtMk0r/iNG5Bt+F5FTfTYzAe/3YiRk2aExnxp30WhxLgVWf/82ng+wJv+uxwAQgk6NFeO6oM7zxkU876tDhvZJ4mPfb/ZcsoFt+qqdg4bURdCjT54aGszMZJfjc58mQyygp93eJ+mluXYMwc6k6j9AtEP8/Rjls2K5bSrq+g8cjLXmpeVQ9E9NNaeBETNiaqq+GDxLry3MC/RRYkbBmcJsq6gzPQJsRdBjxfb9KLp7PmZ23Dxi/OxYW/qBmjXv7MMU9ftx/5y6yDdKTe/+i66Fi87Xa1ETujbNOWhUTfHSJ1NWi1+2lwU9dqU4BxlWiVGO7YPx2k8iVEynzH9OuP2c8K7g954Wj/X9+/mubzzgLOJvwHgmtFHhv6WGbOkOWWgcTCuD86y28nN93j7J6vw5rxcQFUtx+slwqDu7QAAvx2XE3rNpOOEp8y603st8rjN07VOi4LG2VuKsLWwAh3b2Jtaprqu0TDJkJOkHjKJSJxqia0CRFK0MaOqin98tR73f2P8wLS5YXDmsvV7rCfTnbZ+Hy55aT6+WLnHcBlvWrnc36YXN60ZwUlM90m0PiY7L2+8bm5b38LnxpP1Pp1b47oxR1ovGGSWRvv7dfujXtOXcMWug7YSFbjRKmv0HYled5K90KrF1W5wZra9jIhWiWN6mqV2D6cPMOwcNmbF14KHPp1bC7d57rHRExF/vXovHp6yCSrMW36NpnLQ7Hj0Qjx51XDTZZzom90WWx++AFee0Cf0WktsOYs8bq1Kcv07y3Des3Nt90A45l/TMOaRH4V3J0fXTd06bs8v6clDU6JmQLutt8QxmAzOPGJ2/9sRHJy8tcg4rW/kpLNu8OImINrkhr1lePi7jY679Gnj2RpSLNuI6PN6eUlxIzDevL8cNfWNYVuK7KrnxPy/jcdjV8hXcj9eutvwvVlbigwzrG3YW44rX12EJ6dtNlw/cvLcWDNDAsa/q6jVxpu5kewtbxa8RrakvPXb0bh8RC+p7cbayiqS6UvDMz8/Hh/fODaq8p7dNhP/+c1ow3VV1bxMkYFoJF+aEha8aPOyHdEu9vFoWjd2bc60RDXw2WlZtDP+T4bZcWv2npO6WXlNg7CVzCzRj6a0qg6Lc0vw5LTNyJk4BTd/sCL0nvvBmaubI2o2WvKDCwZniWRy3FmNE3G0Oy+CM8Fr17y+GG/O34mKGLuY1SdZVi0roq/XmzFnxvuzo6yqHuc/Nw/3TF4btq1v1niXttZuVa93p9aobfBj9hbxfHrFFYFAcuM+4xbrv3y+xuZerRn9rqKKr5OWuuOPdDe7pdk4m8gKbK9OrfGcSQp4Pf2nNRtDG8ns0FUUBVeM6oMju7SJCrSs5o0rq643DSjsHn/3TBiMH+86A32z7U1CLSe+0VmPDoHsrnaCM7db2cwqW2YPm9yspMl0a/zt20tx7RuL8crsHQCAVflNyZbcvqR7cY8gag4YnFFchTLQxDnXoRdJqnYeqMT4p2eHtbaEUiPHuO1UazkTXUi8vLYUltegqMJ5C2tVfSB4XrbzYNJWEPaUVuOIdpmYui58po6SYKbGjXsDQZlZt4dvI4JNJ8fl+H/PxiUvzg/922hvosqsUQXXrIvdyKM6G74HAH/6aKXp+5HM6qOxTKyr/2zXnCjfjdXseNPHDtqfH984Fq/9ahRyjjAPkvIPVpkGH3aDjXRfGgZ2a2drHVnx7l14bK9Ad1U7CX/cLuOHi6Pn39SYtpy52LxkduzVN/pRVlWPNQXGD1TcvlKy5YxITDtVveihkewYnMVRo18N6xIR7/pwLJUwI/+Zl4vcA5X4ft0+rN5dinnbikM3m1ifutpJMJAMym2mg3dKCwIfnrIJYx6ZiXnbxK1KdiRpbAYAmDC0B37aXIRqQWuR9tntlN/JYZlbXIl1uhawyK6SGlFgYNSTrotF6va/nj9YvoAWzJ5ALssTt9LLjD2rDGbLPGtwV7RKt5dZEQDG9u8S+ltr8eqon+cs+HV2bZ+J848zn7xaY5ZoY5hEgppeHk8ArF2HY8mK6oQWlCSy5WzpzoPhL+i2b3YKu3nrMurWuH5PGY7++/c4/qHppuu7/SCrJbcOEJmxe27UNfjxweJdzWKMWvLlHG4mRPe02z9Zhe/W7gtVuqyOO1VVXX1i4EVwpn0Gv4pQKvesjJYZ8781P3qC1nhk3VydH/v8ZnYSasTbRcN64sMl+ZiztSiqgr6rpAqA3DgSNxl9X6LKrFHGQatJf/945kA8OW2L/cIJiCb/tVxH4jvVWi5tbzv4/9OO7orFuYEK+29PzkF6moI/6LJbOrn6iYKeAV3b4qmrj8exEgHnyQOPcLBXeaHgLEGDztJsBWfu7ttsjjGzClWGixkmI++DByvrMGrSDNe2b5fspSu/pMp0UnOi5sZuteSV2dvx3I/b0DrDF5Z8KRW1zFp0gny3Nrxrlr5bo+jmI3NgnvnULMNkCHO2FuO6NxaHbnpeVmD1Y1q0ctvd26fL8nHsv6a5V6g4E329XgQ9kZt0Mm+Pngo17sGNrD+PH4gx/bqgS9tMTBVkbdQqe3bGYJk98BjSo73pugd1E1+LiCrcRl/tGYO6mm7LTV79vtrntfsQSSuO/rqXk90G9154DLq1j265iiz+rWcNNNy2KPjwpSkYdVTn0HxjiaQ9XJEJkv545gDX92+nxa7S5fm2nF6rnGQ8BYDjekcH45G95bcVGifmEnH7TJJtiXt06iaX90yU3Ow+3Nbuz6K5UVMNg7MEECV0EB2DMgdmXklVaNBypFs/XIlFuSU4HOx61GhzDJedp6ZhTyNDn8/eifWvrzeEVbJTrbuHqLReNK9HbnNp3kGDJc1p3UYLy2vDuunp5zxLtBFHdkK6Lw0ThnbHzE2FrmRKMzusreaA+mqV8fQXgLgLo9F54LTb7ub99lurvDqXRgfntPvNuL621psTnHy44FB16LULhkV3W9S6VrZpFd7KKKp0a0TBRyLTx0fSfguZIMnOtAayHM7n7IoGkyRPTjM5msktrox6LfJcsPvgwu1zSfYWUd4MKpxEdjjtQtwcxqgxOEsg1eBvTaw3Ae34bAzeEI0eWvYzGGQvejq9rqAMq3dHd6PT32C0csd6C3tmxtYYtxBfop/LixaLyONC6xbmlr+cN8jV7elpx9pFgoq4iHYMX3BcT1TWNWLetgMxl8Hswn3dmKNM1z1UZd5yJgoCjLoTO71/nP/cPNvrOHlIoE1pYaZnp9bIe/winDm4m+3tA4GEQhrRGLwnrxqOj28ci95RLScmGRkFbyVTcPbe78fg+pNz0L2D9QTbXnR9TGTFJep6qPu3eSZHh/uTSKVvN++U25d02ft8qj2sJIpVSz7kGZx5xI1kFrEemFq3Ge1mZNRy1q6VeOyLTzCy/pKX5ofGlunpbxzaX3bLH1ln0D9VTwWi7JtmT4qd8np4mJeJWLLbtULe4xfhilG95coSPCjGDchGx9YZ+D4ia6PbLh5uPr/Xiz9tN31fVJnWfq+rDPrAj+nXRfi6m6yOmUyHzSnd2lsHGGZa67oZirr5tclMx7gB2VGvm8UXouuOWZIQkY9uOAn/uOgYeytJGtKjAx64dKhUkBRrcCZ68BbvRCR6kU/C9d2+q+oa8bfJa1EqeADi9Am6aFqFyAcVXreclRyuxYa9xtkfRds7e0j0w44kHhZM5AntmC+rbnmtxgzOEkC70YR3a4y+8sbcchb8v/b00KjlzGjsg53964OQ0Hot7GYi+rqsxig52o9L24l1rFosZFsytKUyfGk479jumLGxELUNsXVtNNtzrPVWUYIM7XyInLtsVN/OWDhxPN773ZjYdirB6lw2m2TZ7Dv52Ui5INtIWGZGG8x+JtEntRuQnDzwCNxwWn9b63gh1kBKtHoiGxEjfxt9UT5Zlo9Pl+/G8zO3ubY/0b0tsjVtWWQGSQt2g6QJz83DRS/Mh6qqwmuX+GGCfAs8UXPldLqpRNZt3MLgzCNm/cO1OZpUQWuTXqxZ+LSnkk3/N0j/bXCztnNa6J8+an8u3lliYwtATX1qn1CiAPs3by+Ny36cuP2TVcLXZ28pcmX7ZmQriPog7sJhPVFR24AF22Pr2mi2bwXAyYKWGlkVgukUtMAoQ1fh2vDgBIw6qjN6dWqN1pneJ6mwqtgNMkmEYna4xdpFLt1hi53ZfkXnR6qOQfDZzFL4j4uOCWuJTabunACibir6f2r3KVHLveNLnnAsd/i/X5pl3hoetb7NIEmbA/Tp6Vsw+B/ToqYEEY4396t4a/5OHK5tup40NIMKJ5Eddrsc7ysLzPv68JTUT57D4CxGX6wsCLuAav72v7WG62zYE/10XXSB/iZi8ly7tIqidjMxenpudAO3EwSIukz+46v10us3B/F6sOnW2IOVBsH/7jh0J5VuOdMtdsrAI9A+K12YtdEOs26biqLgL+c5n19M9KRPlDq9rUFX4kiiblmOymVxyPTs6CwbXqLIfiv/vvp4AMDvTsnxrCxeshtc3XBaf3x28zjd+m6XSMyoy26kyMNQf83cXngYgLjMTp+gi66VsV4/na7/6bLdAICK2vAHt6LtzdxchEnfbcRD324IvVbnQRd5omRm91w75EFPpUThPGcxWLO7FHd9tgaXjSjG89eODHuvuKLWcD1tfiOrw87qwJQNnrTtGI1/MurWaOe8KK+ODlBb2mDOeH1erx+guj3JqojsWBp95TQzPQ3nHtsd0zc4D84O1zbgS5OMiwrkJio20qVt9Bgs7TNomSDtTwIc++9hdS1JVAPLwG7tcN2YIzF+SHdb65mVd4cuQ9+VJ/RJ6fluZH4WX5pi2DIar5Yz2XnIIq8t+n9rWWdFRXZ6SRJ9LbF2D3S+evCDRaxvdm7qu8XH47pMlMqa0xnC4CwGlcEU9YXlNVHviW5VbTN9qKxrRHstOLO42FpVwmVvEtrNyCjBhtG4hi9X7cHdE+RaEd5fvEuuMM1QXYMfNQ2Nccum1Rxu0rJ1xsiK1IXH9cQXK83T2Zs55fGfLAcXZ6Y771Bw6fHRCUX+dcmx6NwmA+cP7Yk7scZyLrUwLtWtrZIe2D2kFt07HpWCHgOyenXMwt6yGpx/XA/07tTPeoUIMsdPLEF2spA5Vlpn+IS9N+LLvSBQ1AXVea9G62yNdjm9zivi2Mz0Pj57S3Hob445o5amJWcoZbfGWNgci6G1mGkXWavDzmxesnnbirH7YJVlEYGmi7/RQGujTGZ7SmPr3qb1tW/ubvjvcgx/YHrc9uf1BSse10PZJ/p7I47BU48+wjC7qAyrwCzWhgZRN8Qj2rXCg5cdh9aZPvz392Pw/h9Okt6eW1Veq4B+4Q7jcXy9OkZPCt2zY2sM7GYjyIygXZO8atf59di+eOkXI60XTHLaPUPk+D72gk8vx93Jblrm0iLa1vaiw7bKoxHFM7E+3HK6vtFqZtvTZ7NkcEYtjeiQ/3z5buRMnIISQf0yyUbYxoTBmUdEB4nWQiV7kTXrYv7rt5bivGfnhv49oKt4rjLAujKfdIPGU8zc4IS68WrRivUeXdvQaFoZjwfZYy4y61JWhg9nH+NsTi0ZsU4jYPW5Th/U1dYk324lC7FqhW/0q+jeoRUuGh49/9xPd5/perdHrUXD6bVH1I1ab9Llx6FvtvE1MVXopxqIpHVHT4aW9LvPGyw1PYaqAtM37Eddgx9ztxbjk+A4rPCFjNePnBvOaoyJKIlGrN3CnV5/tYeVkT+XdA+YJPidieJJdG27Z3Ign4NozlP90n6/mhTXRqcYnMXCZr1CiQjOrI4bo6xQ2gFXp7vLmKVsb/SrpqlFGZy5I16XAScTCus9MmUTfvGfJYbvOx18b4fssCvRg4wLjpObwFpP9juzOhVOGZht+nDF7nxaVibfMs56IQkyY86W3HcOXv7FqNBrr//6BNxyxgBkZfgwoGs7AMCJOZ1jymapGdyjAwAgK8PZF1ZTH9t0CqlCURS88stRePG66FZAs0N1fHCerHjVTbq0zcQzPx9huVx1fSNuen8Fnpy2Gb95e6mwRez1ubmG6zf6gce+34TtRYEJ0vcLdi862gAAIABJREFUhhToiU7VG/+73LKcZszO/90HqywffEVeX2Wvt2w5o5bG7JAX1Wn1wVj/+6bivi9TNykdg7MIucWHUVUn2X/f7FopuHNq3QRluzVWGIwjEKWcP1Rl3F3Lr6rYVVJp+P6crcWG75G8ePWP3mnyW8rYvL/C9P24dGuUjM5ErcdnDu5qe39PTNtsex2RDF+a6dM4tx90yHYd7N3JPNti5LG5ozi8UixqMZwwtAcmXjAEANAqOA7vsSuG4aMbx0qVyczLvxiJT24ai05t5FsR9VpSNfXCYT1xVJc2Ua/ruylmZaThujFHhf791/MDY4VFFf9EPkzuG/wcuw/JdcmPdOBwLV6fk4tfvxWYosRpNtP7vlznaD3A/Dp/2pOzTB98AYKWM8mWvIJD1Zi6bp/cwkTNgvG5ZlWPAYCPl+a7WZi4YnCmc7i2AeP/PQcXvTA/9o2Z3AC17glWTa5zDYKmStngMcjvB7YWOuuzT/KKyr0fYxdoqo9tG1bHXTzqbrJBjKisWSZdvYx8vqJAajmrYvlV8+/HTiZGN31yk3nA9M3q8Gk57M6h+NqvTsCfxw8MtaDFqn1WBsb2d94Cl8K9VRwRTiat+3vzpAvw2BXDdO/F7ziM7GooI9bfz6+qKDlciwKH46I/WuK80uZG2c3+beaPH66MbedEKcSs5eyt+TvjV5AEYHCmoz2V2nnAvGWiqq4Bn8QQkWsp7Z1e5LUsadIZ71QVWwutnzKkgpr6Rny0JD8p+xKv21Pm+T5yLY5NGcvyDpm+f84x9tKaOyEbw+hbA2JxsLIOa3bHNqk7EHhgoh/rGSnePYRf//UJePM3o62Xi+gqlm5zcuMju7TBX84bnDSTObfkLF5nDAq0HGsPAob07GC4rKoCH95wEj6WbO388a7T0b5VOo4x2abetDtOw/Q7zpBaFpB/8JMzcQpen7PDdJlTn5iF372zTHrfbon12ItcvaV00SWyK9YhHKmMqfT1dMdBo181fAo+6buN+HjpbvzxzAGh156Ythm/GttXajfaWDGnY3sqawMX89YZPlTVWV/Yv1q1x3TetURQVRU7iisxsJu9J/FP/bAFb83fiex2mZgwtIdHpXNGm53eypytxZi6dh86tE5Hh6wMdGidgY6tM8L+3SEr8FpWRlpYhTgeKbPP8TDhhka25Ux2smYZV7+2yHIZmRYHs4c3GW4POrOgnQMymVvXFpRiWO+OeOCbDVFzvSVJzCWt5d6ygbvOHYQ5W4sxrHdH3HHOIBwrCKQiJ28HgP/MMx7LpRnYrT3WPTgBT07bjE37yi2X79ulra2kNXYCm8e+N++KXJ2goCbW+mLk2LG7PlsT2wZdVt/oR4bPvevY+j1leGX2drxw7Uiku7hdav5a8nWewZmOPljaecA4cDhwOJB8QwuMNu4tx+Lcg9KT42oDGe0+gJu6bh/+Nnkt3gg+Kc9MT5MKzt5dmIejbQZBXvtwST7+8dV6fHbzOIzp10V6sLOWPlV6XGASqKlvDOuK9/6iPMzaUoxMX5plBSPDp+gCtnTUNng8AzXiU1GPdWzW01cfj7s/t1epkdllrJ9ddiydHZMuG4p/fr3BdBmZcl/60gLcf8mxeG9R6s9J2NKeqOo/7vFHdsJHN5yE0TldLOfkc/ot3XXuILwyewc6t8kwHc9s93xZFexOG2tglciGU6N7VXlN9Pck6uERGaDmS06JY8fe0mpc+8ZifHzTWMvxqHo7D1TirKdn47lrRuDykdbZN2Xc9skq5BZX4q5zK2OafoNanpbcQ4LBmU7kAGsrkRfeHcVNT9TNDiktOLN74D0yZRMqahuEk15bseqqGW9rCwI36Z0HDmNMvy6Yu00uKYnMN1ZUXoMxj87Eu787EWcO9r4VyMqQf04LK4tfBYb26oBvbj0VdQ1+VNTUo7ymAWXV9Sivrkd5TT3KqxtQXlOve60B5dX1zWbuOLPzSybwausgxbxUcBbx7/ZZ6aioSeyDAO2YP7ZnB2yUaM0w8+C3G2MvUBJoaZnrIjOTnRxsDbPDThyV7kvD29ePxuAeHXDK4z8Zb9Ngozec2g9vBseEXDisB6auC39wmehzKhZGXepLDkdnTBYdprEeuocq69DZYjqOz5bvRv7BKny6bDfuOneQ9La37A9cX75fv8+14Ey7gCVLl2hKITbPFdHiBw7XIsOXho6tM1wpUrwwONPpd0TTvDhmT/a1d7QDQfS03KzyWd8QWFM2S1Nov8HdyKbi12vwqxjQtW1YAJkMVBWYtbkIy/IOSi8PmHc/Wx0cW/TB4l1JEZwBwNytB3TBmRq6UWWmpyG7XStkt5MbVN/Q6MfAv3/vWTkDvL+Jtsk0vvQ4zcBmRZTlNFJkBUK2Etk6w+dZNyutlahtK+OANNaKT6pVm1pacFZns8Vc9HsO7NYOMzcXoUs7uQyZ44eIx562yWzqTh95n+zSNhMHK+sw4qhOurIk59HltPue0aEnumzN3FQoWD+2Y3fSlI1S0xYAcNzE6GaDhfZ5k/MooGRm9zIvOm5//toiDO3dUTgdSTJjB2CdR6duCv1t5+YvCuSG9+kkWDJAG3NmtxVE24/TyShfuG4kfubW0zAJvzYZg6e/Yf/u3WV4Zbb54O+o9U2u9NpPl0zztzXoInG/Kp8QI1IyfaZYZJgkpLDqquUlJ9kWfWkKZtx1Oj664SQPStT0EMiskuukJVEvr8T9rlVe0l8D4zFGMtFGHmV8PxFplR44Hnp0yAq9dveEwfjwhpMw6qjOjsqgZQTVH4WRR6R2/qTrxl6KxlYnw2Vs/nbz+ciMGAVX+muz369if1kNbnp/hfT6srZJZF52GhBrD3ncfPYReoidDD86pRQ3ujX6VdVxfSuRGJzprCtoyrZn56AQ/e4n9DW+AWpPQe1m3tOubf5Qy5m4jKKKb5oCDOjaLi5Pr7QB6l0sul4A9sdEyCyv/XbJdDNo0N3tVFV1XDYvxjRFMguc3GIWBMk8zXaj7uBW2vtOrTPQp3MbR13NZPibojPjMrTJxNTbTsNfbHRhSmX6h2cNLaAVzaylWeSo7DZ4/toRYU+LM3xpoeQgTuRkB3qW6K9dRi22+nNLdJtKhqEkTjP+GgZnus/86pwdGPvYTOFysbb6junXxXKZ2oZAy+any3fb2rbuV7NXKBMHKwPdPTmfavPQ0OjHqnzzjM9usXsUis6t+kbn9a1EYnCmo/9ZRT/yDxv2Y8bGwlCQFOpiJ/jdzQasO03qINtyJip73+y2yMrwSVdIx/XPjgquZG9m2s3LbHntO5u9pUhqm3Zo+0/UnFMiDboxI43+5HyS8+SVw3HPhMEY1ruj5/vS/za/OyUHJ+Z0xlUn9AEAdGtv3cXTjcrd8X0Cn7NvdvQEv8lE9rw7tlcHR3PApSL9fGstrYujrMtG9LYcm+SI7toVeR2TPS9XxzithRu/uNaZoU9n+YQZgPgzVtc1ht3z55mMoY712iXTs0BL4lJoc+5NLdh2M3jWuobLZAsV2VVSiQUOWznJff+esRU/e2Uh1sdh6iC7LWeRY3MBYE9pNRbtKHGrSHHD4ExHXwkSHRQ3v78CN/53edTroqeHZinPtada7WymCdf2EhpzZrCcqK6iZWu8+YwB0W8KZKSnRX0HsufJtqLDpuXTM8sEJqL/jUY//CMe03VF1Wjfz5TgvHXJQH/N0I85c1ssc+Z0bd8KfzprYFwGbuuDs96dWuPzW07Goz8bhg9vOAnHH2ndhcvpNBR6+4NTH/iS/Kla0zhL0px/XNM0Gma9FMg92mkS1q0x6twJHKyNYT0FvC2XU/kHq/DfRXm2M3+KHgYc869puOWDpi6MZuPJL35xfkwPFLz8PrXLstNdVNc1YtJ3G4XZlJ22Xpzx1Gz88s0lttdraPTjmH9Ow2c2Ww/J3Ma9gaQxcZmeyeaBWCcIzgBgv4MkeonG4Cxo/Z6ysKDG4DcG0NSfW6sgilpBIid91dNazuxeoCMTgtg5cAd1D6Sw1Scq+fuFxwCAcJ6cjDQl6qYlO9bNTsISu11LQj28FAUHDtcKv+dkT78ay5gzALhm9JEm247hs8ex9i9q1cxMj63blV3lwSe68egqGosLhvVA6wwf/nr+YMtlzxrS/Mdfabp3CLSw3nR6f8y550zbcyaSPdpZIvPwpsFutqsYDe0lN2m23kPfbcS/vt6AvZLzU2oie75o98kNe5syqeYeMB8XZjfBi57T7pgymnoFqdhedNh2Zuh3Fu7EW/N34o25ufhmzV5sLawIvRfvniyVdY2org8Ei5QaDlbWhY65jXvLTR82i+qtDY3JXfezg9kagy5+cX7Yv2NNCGJGuzCLmmDNaDdFq5YzkaO7Byou+vE82SZZu9J9SlRwZbfib7Z8VKApS4tLTbYd53qBoZMHZGOhoDldVVWkxTBZ8RNXDTccS5AisVlYa5WTljo36idaXSHJYzP06dwGmyadL7Ws0wAlJ8m7dop8f/vpWL37ENpkpqNvdjpuOWMA7v58jdQ0KOSA1nJmcr5o56U++LDbyn3W4K6YtcV8fJLbp2yGT0G9ZMXu/q/X49xjmzJZih5aWl2f6hr8tibvDtu2o7Xs7+OcZ+YAAPIev0h6Pa1yXN/ox20fr0JmAied1uoISX55T10efLGjJs0AALz6y1H4vw9Xmu9esH83etQkC97FDMgEFqoa/n+7rAayj8kJH/ib5jSgQVPLWXdd9i7tSZZoa+m+tKjX7X5OueQdxu9Ffv7w9aJXrG1oxDsLdsb9qa0Ro6A90HLmzS0jlpazeA6a1T9FbeUgO2P/rm2tF7KgtZil4mBhtw3pYb/lIdG6tM0MS/d+1Ql98NWfTsHcv56VwFJ5a2x/62QQXtEyMHaVmPZj3IDs0N92L0lejZs81aRVXstuKSOypc3J/bimIbpF4NoTjXtE6Ml1w3R2H3BrzJkW6Oq7mcXa4ldUYa8VryknQOKu758szcfKOCXPiDsP46AlO62nVhL9rMN728tqm8zYcmZA5oKrhv7v/lE6pEd7dGoTPmmeVom0m53Ml6YIK7PazVZ/0fzf/43D63Ny0b19VlRF382WM+2xi2kLmOiJZPC7FjVfvzY7F8/+uNVWGcP251eRf7AKOUfIVfzX7ynD499vDnstMz0t9NTY6J4QGHPmuJimYsmN4NX8YiL6G2a2g6QFQ3vFnrREa72L9eZ93lDxfFBemHzLOCiKgitfXejqdptLfDpCYrxiqrLTguGmj244CXtKq9GlbSYeu2IYzhzcFeMeM56YGghPpW+XzP2tyMF4F6+61YnuUyWV0RNS62n1i7eDE3UDwAXDeuLxK4cjZ+IUi/05KKSkfaWBAKhWEDzaIbqvWxW7srYBrdLTkG7Q2varN5dg2u2nW3ZDzy+pQqOqhiYdTuS1beIX6wAk7tz1Qjyybjp9yJxMeQZixZYzA2bjqyJPdtnjyHZWqKj9BucgsUilH6lvdhvhk0HtGqg/EU7o2wVv/GY0MnxK1AnitAuimQEm3bCEwZlJa+X2Yuv5X8y8OmcHznx6dlg/eTN//3Jd1Fw5+gCnvFqc7GRVfilKDpvfvJ3atK/ceiEDiRp7pU/uEE/a+ST61BcP7ym9nYuH93KpRNZG53SRGl8z2maSjGvHHOW0SNTMnTzwCFwdHOd63Zij0LOj8X2saUxw9GuyvMq+6VVM46S82r3tId14KNmrr9zDYGfX8vu/WQ8AWJxr3XJhxslPOPT+H3D7J6sN399aeBj975saNuWRyOlPzcJZT89Oyil1SI5U40jz6cEoxODMgEzXAe3gkL0Q2WmZUJToMV/a2vU2r3xnDhInCegaTFl+5uDA++2zmhpSFUWJ+lx2L7gyXUPNJssU7S+Upl9wg/p2zV57BYywLC9wQ9pzqFpqeWF3UN1vvEZ3E6kMZu/MD072uzGGIMrMT5vlpyaIfJIcz5YzvUR1O9F2K3rIf3S3QDfgZGyJsapsrPjHOfjA5oTYZwzqGkuRiAAA5x4TaEVuk+lDr46BLvR2K1GJmLfOzoPTyJZ+J73oRd+J7GVQ7vt09h3G0uIZtnfB7mXKLdPysWSnXFp0Zrl118dL8+M2pUGsD2gSVZdxE7s1GjA7OJoCCg+zJgm2r103tTmzKuvkuh7865Jjha93a5+FJfedjey2mRjbv0toXBoQGN8W2TJnO7NijNkaRe9pXdhFP8+oozphZb7z+XO0X1W2SV20mFGXjH3BDESyGS+dspMFLPIYT6ashbPvPhPlNfamWbCr6eYd/bntxIvxfoJn9TNlS4wJIvLCwz87DneeOwhtMtMx8y9not7vx12frrG1jUaPxgyb3Ws275frLQEAl4/sHfZvJ9d0YXAmGUbI3J+cfoUZPgUGHT4AAIXlNWHj1o28vWBn1GtuDf+Q/bq1/bHhzB33BrtoOvXY1E3YuK8c7//B+sGhTHIes7HqkefIaUfHLwu0W9hyZsDOBdft1LbnHNMNihJ9EdIu3m51+1CUQIKQdF8axg/pjj6d24S9F3vLmcm+Q8uYBGei14LLi9aLdSC53cHQopuNVcXZ6zm19BlAv1u7F9uL5CsdyTTfV84RbTG8j9etVlq3F+MlkugrCUmmydWJ9DJ8aegRbDFrnelDh6wMXH9yjq1tWHVbE5E5T924TbfPSo+6/8bSrVFP9lpjds+sa/Bjed5Bx4FQhuDhYm1DI+78dDUe/m4jTnp0puMeKmVV9ciZOAU/f31R1Ht26lDSny0JEoK4TVVVvDV/p+k8usnq9bm5mLdNruVN5gGEWRKfyFPy1rMGSu03mTA4A7A8L7p/9bZC4/FLkdkA3Z9XS8GmfeWYtSW8i5pWJ5NN+WvFrHtUmqJEXTDt3oRkLqJmS4gTgmjvyS1vh90JOEW7M/qK1uwOtOjFs+Xs1o9W4Zxn5kqv29Iq/aHfyuI8MPLbcX1x6fG9MKZffDPoNafKBjV/px59hK2ECNr8g8nIlxY9FtvJfUcYnEmva/ze795diqteWxQ255odWiKTbu2bWt9HPTQDX67agzeDyUtE9SUZ2u+6VJCJT/+ZDlbWYf0e4wD90ambDd8TbbM5XS1nbynGpO82YtK3iZ+7zcu09TJdm0W3weMNhiGk4j2TwRmAT5dFzxn18BTjg/+HDYUAmi4yNfXudsPQWq0ij0/taYlV4gvZ/rZmlXHRmDM3uzVq54rZOSjqmqHd1ERjAmPvDaOE7cOKaDGrALbB5tx2Rox+uroYtt/SgjPteD7TZLyV2TeyOPcgXrhuJDIdTAVARPZcEGPiIBWqaTp9GeXV9dheFH7/ddZyJnjRhTFnC7YHxmPpx487cYrue4ocPuHFkED9dzhq0oyoeWdl/OyVBXjgmw2hfzfHbo1Vwd+iotbbLv+JJlNPEnZFNjg5UvEYYK0C4krpX84bbLnejuJKAEC1ySzmThgdR20yAxfcgkNVpuvLVrKzTJqFQ61IuoPd6KLc1mAyTbNgTpEIhETvaRdx0ZOVWFulIuevsyJazCotvFstZ/ouqHp2xpxFindwdmSX1rjp9P5x3afeEcGxWaKKzPWn5ODyEb1wo0n5cg/Elh00Vjec2i/mbdwzYTB2PHqhC6Uh8pZZK7aoO57IhBgDPL8KLNwRnpDCSXAmujdq98SRR5l355Z5SCozT5QZu/flWIm2WVnbgAob445X5Zfi3YV5oX9rv0sC8su4bm9pNXImTgklLZMdn5iMthdV4IpXFph2zZRpOTsomK7CaK1U/LYYnEGcCKFT6wzBkvHR2iDY6dUp0Jc/J9t8Hi7ZSnarDOOfX7sR6s8Ro4ty/67idPgyF0XzhCDGr4merMR602j61mRbzqKXy25nHpx5PT92LJnO4h2czfvreNx34TGO1880qZBdFEyF/5FJ1sLTjjZuMeuQlYHnrh2JkbpuEp/dPC5sGbOHG17Le/wi/ONicaIfO9IUpcW1mFLzc8sZA0J/n3dsd3xz6ylRy6gqcJ3JRM89JBJdiDjr1hj92sDgtDIvXDsy6r0MX9M5KrO/WOMns4d8XgQ7os808qEZGPbAdMfbvOG95QCAYgdz4iUb7YHAh0t2AUjNliDNk9O2YGV+KeabjD+Tm2g9mtFxn4rfF4MziBMhJPJpiz599yHB0wGrCrjsvB5m2W5WB8dI/bBhf+g1oyeE6wz6h5v1SQ51azQJVkTrhyahFnZrDH+tc5v4B9hWfZvdeupo1OxvtfkVu4yfqCZTQhAZ15+SY/je89eMwMaHJuBkk25MMn3mu3XIwj+DQdCw3hETX6fW1yWUYj85JZFrRhsHOp4wOVbbtQq0frfN9OGN34wOSyb0l3MHAQhcG42y6QLA1NtPw3d/PtV2saxazjoKHvSK7gPa1Daih6b6xWVuIdrYm5Mcjof9fv1+k3fNesQ4I/oOY+miDzR1e+sQYxfPRPrvojwc+69pugRqgf8nwxgqL4fPO+1hZHxPT/z3ZVeLD85UVRWO33GjEu00Fbh+Ul79BUprynZj3NLY/l1MT/BtwSx/7+hS4tr9SkTNzhqZbI1bBUlZtIu49n/9bxd5QrfP8jY4E6dDtr+OE2XBfMeRAUOnYEBaVFEjXO/KV6MzZWlSrQXl3guGGHbJS/elhboBRzp7SDe89/sxTan0FQXvXH+iYSvbH07th7zHL4pq0U6tb4vIPXmPX4Qnrhqe6GKEKABm3X0m5v71rKj3Okj2gunSNhPH9jSe4H14n47C163qCt07RE9tccHz8wyXt3pIJooFt+yvwMuztof+nRV88OpFHd78gar724yV1iKZiv719YbQODOg6VhLhnuPp8GZROvIkV3k5yZMRS0+OPv564vw3qJdUa+7cdyVVoYHZ7JPO7roxi3pL/za6lYtZ1Z90rc9cgE+vGGs6TLaDWJZ3iFhWWRMXWf89E37LqyejkV2r9A+uhag6gOKBpeyWMoSPaWx+ondajm7/9KhOKJdJi4b0QsAQhO+Hh28EW0XBLa7D7ozVjFZKA675J2Q0zls0mUFwFlDupm2shntP9Wl/iegVPb/7J13mBzFmf+/PbNJu6tV2tUqa5UTyglJSARJJBljMhhjG0y2jQm2D2PO4XzmOPt8/mGfw/lw4BywMQbbZ8ABbGyiQASRUUACCUko57Shf3/0VHd1dVV3VXdP3PfzPPvsTE93VXWqqrfedMXCEThv5hCtfcOeVcuyMKK5QZrjz4vC6/S9YQJYWK5H1S9Ra6W6liy6+8t+Puu7T+Drf3qTa1P+xsLQ9DeSn8YPcPKnhglJ+YxiXAn9NLs67DKVwlAd9569EzEPAfSeX5lAT2aNFQQvfPAcTCGPhGmo0WlDe2P97ct8+Rv4Z5Q9YLJQtDxRz3V1NmM0qd2+/0iu3PQ70Eff3Bb6u1gnEzzbu1gkJs5TTGhe3BfyXzTD1MouR9TAmtY1PH/WUKy4dSlW5nICbdrjT3Itq+XRVcFrfeokT0tbbsIZ4+K5w0J/nz+qn++7eI/KseNOi+587kTxaW6sxdfPm6q1b9gkO+w5ZgIX63qvPmFUYJ9PLR6jPF4mVPALoFETybSFA5km7rAQlMwdH/Ow/BJ2unEn7PkUJovRxf3hpU1Y/Z5+jtEoxAX3UhA4405ldBK+6zwPMiWEUjiLLK306PbCmYp/e0gvl0YY4oMS9cBJzSvjRILipuYzIiI/6fBaLmdKMfzwxGvGvsrMGkVh2LTzYLszQSeK9/YG9+P7zHGtPQO/p30NxYSg7HmRnfsRSVTRes5Uz3SFt1QY2CvckV88rSRnyUdILNPL5WN2W2FztBEEj8mCUNieUTk7gXBrmDDTx+mS3Em89UrUght/irwQqLJwkZ0Kv6fOGNKZRztBVbtXbtiNA5JFbXZ9wix68rHwy0ijnz7S0antpvLom1vxiV+8gKXf1M8xGsVn7n3J973QY4/83unfs1WGgqrO8yB7D5QeZ2U4WJNwlkfEB6U9wv5B9gDxz2jUKtjg3o4N7sBeni2urr19GF5IWrMOdNbwPonrFk0VWRvY9rBB2VRzyd+fXQeOSgcaHpmwzbfnsuPaAr8zc8wFo/sFfkuDsEfsXx94PbCNN+PRzY9Xaly5aBS+8oFjtPdn7wQTTCYNkvuSyJjBPdOlfrVOHKeORsngAycQRKExWRAK657Cipk2tDemD+uNL4RENw0rmwXH4uHHpehFV0v6Oa62SGccZuNAocLev7f3MM78zhP44ePrJPs7/8NaYnotTCIwpjExP+/7T2GKZuTIB1/enLg+hqrphQ6lL7s/JqEPHnl9q2Sr+p5rac5kAeNUCx6RpZUeJJzFgPmEMWFIBf+g2LaNzREamRuWjA1s4zvCKGHj5EmtAPxRGNN4KNnqpmlHH57kWq+Mji6Fz1luezbErNF0XDrCJROf/pW/YNIX/xS6f1T/ceoxAwPbvphLkvnR+clzVMkwvUf8bQjztyhlaqoyuOTY4crfxYGMaQuXTRmIZz+/BHMMIpqxqHDlwI8vnYP1ty8L3adMbzlRIZg8f2GT7LBy6muyuP/aBTgmFzxJtmuYkChLMt/OjUtRpnx80Xw7n3prR3BnOH1MVcZSLq7odPFMc5YPhdRvX9wU2Lb3kFqrxMakt3J5YWWYCmdhwcbywUsb5RGpZejm3EvCb57fmPc6eGTPuMlcw3ThV8vnzOCRKUPFGQlncWBClyx5rW8/7vPh9uhlhrbmYGJh/gWICnghewHSWDVig5OJpURNNhP68uqu/ATMGoUk1GEChenAZBq6N0pzJguhzOytkySLVmFZnAmJptaQfzzK1ecsiptPG+8LAsDfIxa+WpeFY8yChpQCYYtI5WjuQVQORmaNobtGmzXGLdudbHM78WNxlOuBZVmoy4XH58erB16Sa1iqshmsue10XDBb7kur4+oQ19olLltDNFlhQhnDtJ2lPFSlKZyVwmk+vno79h0OWhH1NkhVZLoQQ+gNAAAgAElEQVTwq8qdy6OTjL2cIeEsBuyRiJLufblJNCbLsomSThJoRjaTGwBSmHDxvihxOvqqrJWKf9UfX/VHfPTMGh3hxu9zlowjHUGfrDBk10P30udjcS1jWTE0Z+Vv1hjFMYN74cFPLXS/JxFC+Xe0XASbe6+ZF70TQeSZOkn+LpNJW7hfmX47ZO9/2LvMfIc/Ot/TzvPpbHR8yf/x2RPxx+sX+saHXz67IfQ4fl9+Iqrja1No4ezOx95KdLyp5qyUu14+YTjjcHsnfvCPtXkNfJIPNu46iA/9cDlu+NWLgd/CUj4c7ejCVs4nX76n+vh+XMRyFdL3QBkQpIQfGAUknMVg90FHhR8dmYg3a4wuV/74eAc2S8IE87DJNf/OxH0kr1/qmVh2xOjoq7OZ0I5It3N9WLBVZk1wNWc+s8ZkHd8RDe0mj+z+ixOIP9+wSHpsPoJvWPCuD9+01zfvlfoCAECG6wHKNSCIKWnJoOVytXgfVIIoFh+cEzQ9Nkl8L4tSyDCJ5Lh0Ymtgn7A+oaVnLdbfvgxnTfdC/rdzY1vUPCBjWejfsw7jBzQZ+tjJ99UZh9s72ZitXV0iki5UmQuRxel9/2/lpkhBVLbg8M2HV+G2B9/A7158N7KOvYfb8dsXnP2KvQC4P+d3/6YkwmLYs/XZe1dizm2PuH78MoF15cagLydDJ+qn7JlRKUHKcWpDwlkC3tkRnq/BrzmLRvYA/fIZb3Ut6nnNyoSzmA9lDafa6eoy7+irI80a48HKZIJfWOdlKqwtGhsdQKG9swvX/Ow5vL55r1YS6tYmeSTBfJgQZizLy4fCbT/tjsfwlT+o0gN47ahUs0aRtITQC2YPTaUcgugOfH7ZhMA2k3fxusVj8IkTR0t/M3mjZWZnsnZMyJlCyyZ8vOYsytyf71ZN2qnaVzauifuy8VF3DNxzsB0/ffptg9ali6FHgZmvolnRoXzy7hekgbV4ZM8SMws8cDTaOufT96zE9b96USoQFQuZ2WqYNdhDrzgWT+w57F0f1IR979G1yuN1THdlj3YlWTqScJaAqGTQ/M86naTspf7bm57mKMo0kk2u05h88kXE0ZzVZK1YmrMoAUGM1pjNAN/52xrccv/Lgatj+p5WSVZ3RFa9tw8PvbIFN96zUvq7KCw2KfwS86Kl4n3ONO+VylmdiOaSeeogJARB+MlmLLzwz0t9PpAmZo21VVl8+pRx0t+S9qeyZrxvihPQSTaMtfPRGiMDgniFG2nOJLOzbEbuLiBuYgGzdBdUP/ublfjn376i3TaRpEOHuVmjfo2Fnq/LnqXHV293PmiMy1ty5oC/XrGh6NYZ/x6SUkpniuFa8hjWG19zJoc0ZxXCGVMHYURzQ+Jy+IdHp++RPT98pxVVhqs5k2wzhT8qahVuZEvwWlmWhU27DxnXy+fdksGuAVOXZy0LX//Tm/jF8ncC+5quouis1jDb5dc375X/bjk+Csy/wrIsjEzhWdLBAtzeSffcee1vsU0oyo1yMgO9+4pjMUrynhJEIenTUIOGWq+PF82d3j91UKxyk76KsoAHbA4wol/wvfGNywb5S02EUd5PhtWQzVhaE1cWcEp3QXX7/mTRD2VzABUy89RKCggiM9V9Z6czzuqcJVt4vvPxdUUXKv725jblb7J7tvytHXiZi2zZabhY7B4XW3NWOaozEs4kVGesyJxkOvgeMC27xuAmfoUu6rlzAzpwb3R9TbzQ3/xEnZ2H6pLcuDSYAuDd3Yew62C7zylUB1E4EyMehpo1CtfHNM+ZlgAd0VlaAP54/UK8/i+nuttOnxwMqZ8P/GaNeuf++Jrt+No5U/D9D83MX8NKjLS672IPnCbMG9VPy2yXIPINL3TUVfv7+7kj4yVFz8e7eNoxA/Cba+bhvFlDAr/x84N7nwsPa84v4hg1U7JzdcaSTkDFTXtzwmahAlBMNsiXKAvOYKw5M7iShe6mw10too/nhZ5SDmQhO5ULfvA0zvivx3EktzjwskEKAh6dyOAmglgpX0cVJJxJqMpakWHrddDJUdaTy5sU1WlFPYxMS3bwSIcr5Fy5aKR+gzn4lSm2+qFa3QoLHbvzoHxF7n8ekweoqMrZcnw4ZzJWK+SYYU145I1gUsOAWaOp5kzjgKhJQFXWgmVZvg6a2fKv286FFM6HVaPF+QcarC2cP3soTj1mQPoNqnDKSXMGlOcARVQe/GKVKJzpPKP/dvbkwLZ8PNuWZWHm8L6KKMreWPFARNLhuKbjsv6lKpsx6tt1x8CkGgeT42XXQEcbyGPS9aax0G5C2LhQSZodnVXO597e6exqeNqmzwODzBornKpsJpD8OA5+wUq+z74jnjmF7AHi26FKWsl4Zp3zIqzeuh9NdY7GSZZrSwd+sOvsCjeRaIipnZPBBEz2X1yVFFfYeE2b2PGZvt4mZo0qshJHgT25BJ3rd0TnezGFT1xuAdKAIN2Nb180vSD1lJtw9sG5TgCT8yWaAIIoFGfPGOx+7pETzs7ImTPqvFIyU32Zf5YJpibdUf7mPHxOSzOzxiB7DrXjVyvCQ/DzvPnePiOBoCHCrUDFtpA8ZyJSYTePofSff0cdFTAfhLlz6JymjhZRJ9R8vtGNGtp28wO4XhKKPwwts0btjRUqnFmWNc6yrBe5v72WZV1vWVZfy7L+YlnW6tz/PoVocCGozlhGna9I39yLY2rVKJvs8Q/p5j3hJoK8IJb4YeQ1Z7mxRfYuXjRnKBaM7pewMg82dqkmvmwVjPnP9OGiACUVSNIwa6zWHHzT6iv6Nnrnb1mWe48Kld+mFDlD4bcSd6FCRbn196P798T625fha+dOLXZTiG4MP7Yy39xvXTgNb912utY7JRsbeAGIMaiXPFKuDNN32USYONTuRegzEQL9aWK0Dwuw/0jQn05Fj5jCWVQEQx7ZJTA1ayzl4S1MeNZpNj92H1Vo/eJqltJEpwlrtu2PVXZcc1yl5qzsRmsN4cy27Tdt255m2/Y0ADMBHARwP4CbATxi2/YYAI/kvlcEVdlMIrNG5tS8dqv3YLLVq7BEv7JfTFqxLBddaiA3KMU+C+5ApjmTvTBXLByZaiAJWVATHmbLvHZbtBbKZDUP0Ovwos5UJ+IjkF7wjVnDvTWR/Uc68KMnHHPRijKfSIk5I+L5s6goN80ZQZQCw/vWu59rqxxhwLIsZDKW1qKibBfZu2jSx5q+yiaTx0Nc+PT3Txnk67PTbFMS2LUqhI+aVDjrJuPVT59aj7abH5AuJnR12TjS0annl1YCyax1WvDAS+EmvyrSDghSjkO1qTHAYgBrbdt+G8CZAO7Kbb8LwAfSbFgxqa3K4EhHdD4KFSwC1Wd/85K7jT1rYf5ZsgfIpM9iZdt28lV93kfuf59yfKZkpp5pdxFskFW9TOIqoM+vT9KYg0f1Vw11BJqoAT+0iDz0pywXj0htdbwV0O5AWvMAi4zCCcIY3rRPXMzSEaiSjpNR/PWm4/HwjcdLf7tu8RgAZsIEv5DYq74a914zX+s4dp5jWxvx/Q/NxJy2eItLJrHI0vC1j65LZtaY92pLgvW56Mg/+Ecwx9ct97+Mcbf+UcvqpQRks7xa58QtuwQuS2qYTi8uBHB37nOrbdtMLN4CoDW1VhWZ2qos2jvt2KtIVRIBjAk7YZoVaadl8JAyrRMvWMXVoPCn/uomJ2z81/+0Srn/dYvH4OeXzw1sN63eS6Qdbtbolh9Rnok6W2eA4BWffSV2338IWSni70u+F3JIqxMk7StC15ggklEtOIvJrB0uWzACnzttvPu9oTbo4ywLuPWpJY4g1dwYDN0exsiWRozu3yj9beGYZgAF0jDBcv+feswA3HP1vFjl2AaCj8qMLk3SCAiSD/9tFfmwQvnxE+sD2375rGMOqXMtChWFM4ywZvK5DOOg53MWHbWUUY4jtbZwZllWDYD3A/i1+JvtPL3Sy2JZ1pWWZa2wLGvFtm3qnAmlBLODP9weT3smNV3MXZ2aEM2Z7Aky05w5BaTx3spy0chye7Em37h0LBaMbg78/vuVm4zqjdKcidfjubd3eb9JHkET4VbLrJFr2BjFAK6ikJYb3dnnLJp0rk0p59ohiHIgKyxWyvJVfuGMibjq+FHu95MnBteBZd3d+bOGYv3tywIRIZOQMTD/mzFMP7y8jL2HnUBSb763z932/qmDMLxfveoQKXrjmvNfN7JhErO6NAKC3PXket/3fJnxH+noxE33rEy93LDWykweRUpjfFe3QcxfaEpcs0YV5biOaqI5Ow3A87Ztv5f7/p5lWQMBIPc/GNscgG3bP7Bte5Zt27NaWsojzw7T3sS1g66ShI5iJTHNmexhkcp0Rpozz6yRmbXF9W1ivgAAcOmCEbHKAIDnOeFJB3bp0nLgNOnEtELpc59lux+KKdAn4dIFbbjl9PG+beRzln9Ic0YQ8WALmOJCppbPmWQn095upuD3pdtdsrmBzlgxxSD3l4x3ciZwPBkrRlhygyjEujJSEh8x2bVLqglaszVe4Ikwdh04ikt++Azue+Fdrf1/9vTbaLv5Aa19wx5z3kdRRSkIZ2G3TKd1F88dpvwtfih9dUiQcsNEOLsInkkjAPwewEdynz8C4HdpNarYsEkXv5pjMtmVmS6yw1n2eJl2TTbomDykjTlt1+y2PvjxR2fjupNGG0WsUsE6zmtOGBX4Lap1pu/YK+862rk3twS1dFHI6jLp82Wrd+J952+RaQfJ757mvP6LZ0zClYv896bAqV26JSSbEUQ8WN8pjoNxFzxMF6OuWBhvwZG1l/fNunRBm3RfMUenirGtjXj6c4sD22WXwrKskAmoHK1xyvCybxEiR58wTn/hXdaepMLGxl3q8PVxWLf9AM7+3pN4ccNu3HHhtMDvMmHyh4+vS1QnexUOaghnpW7WqPXIhTxzOhpcWRVKs8YyHKu1eg/LshoALAVwH7f5dgBLLctaDWBJ7ntF8NArjt/Qgy9vcbeZ9B0ywYt1PhkhjxcPv4WZP+q8g6y+prpq/PH6hfjmBdPQ1tyAG08el0pUQNb2FkPbfSBsJSOcVe+Zr4SZRO+RIbvW4uH8d9MBhb/n+Q7tmo+VxHKHvQqpBQQpw9U4gigFWF8rWpnEHa5M56rHjYlnxeMu3HKdiMpVQVc4+84HZ2CA5iKqhfxozkyF29PveMz3fcrgXtrHbth5KBBwLbEmKMWuePlbO3DWd5/AnkPt+MXlc3HmtMGBfV7cEMydZmLKJxdQnf86aZxKQDYLVRzo3M+wXZ5YE57T17TMchyptXoP27YP2Lbdz7btPdy2HbZtL7Zte4xt20ts296Zv2YWlje3ODbeqzhbb5N3QSZ4seMzruYseOn5geljbGVPo2JWXyZjYfyAplRt7AHvgY/TgeZb+967Pjx3lTgwHTzaget/+QK27w86nkvNLUISW7+0cQ90+Pq5UwA4kboYPWryF+pvxfqd+Pc/vpG38rs7zCeVIIhkiD5n41p7xizJcKFMkAJ1j3ZdHriFfdW4yFwL2iJ8xFTjtXRhNYZZY9KJMg9LUr1PiJpsOsxv2u3XvJlaeojtTWvyff8LG/GhHy5H34Ya3H/tfMzKRcicN9Kfy/Wc7z0ZOLZGUxgH5MJVT0mgm9AyiiyhdYTcNB1NZuLWl4CAmk9oliFBds9NBBNZuHy2MhW2Mugze5PUqzJRZJozccBJiySrWmm8P6d88x/K31Srgp5vgH/7b57biN++uAnf/Esw8qSOuQW/wihb4ZJFBuvfVJc7Fjh98gAAwIxh+cvZ/tb2wkWy6o7cd80CXLd4jNFgTBBEENHK5LOnjlfsmS6yBVST4/hFO9XwyDRn7SmGp49j9qmVN0tzjD+gMLlLqvky9TES907q/2vbNr75l1W44VcrMWt4X9x/zQIM79fg/r54Qv/IMowiQ0vOt6WnM3dYNFZPq3tEI3BIPtENHqMi6cK9PFqjvNA0c/EWCppdaGLS+ch8zv78qhNH5e2ck6+YrwsQOnxJvaoWsI4p7YWEL7xvoq8NcTrgNBxX+WhVgfJVwhm7JkL9ew87113WmctC6ZvmX/nvS2YEtrF5gG3bqK+pwuDePfLaWZRfN1QYrl8yFiNbGjBfElXUhImDmnDj0rEptYogui+icBZXKz19qNlilzSisgae5swbGFQjHBPOZPlBeVSTXFkLLSTzdVbuI9kmW2icrDBfNFXiiOeWVAsUJZyFRUA80tGJG371Iu54ZDXOmzkEd102x2flAqQ/uZfdE9cCSrOqfblonsXip0+/neh4WfTvfFGOcyISzjSJ63PGnER3HAia0TEevG4hrlo0UqrW5vsslZ0782NLO0LfZceNQHNjrduGOP0ny5GWLzoUQVtUmrOv/+lNAH6TVYZs9S6gOYtoT5/6YO4zz0/BGYTyvYhTjqtEhWDCwCb89aYT0KtHuCksQRCFQdRgiVYnjRGmXvddOx9v3Xa6L7G1DpmMhZVfONn9rjt2skU/LbPGXMTjKJ8v1e+DegctZXYfasdmIRhHFDp+37JTkPnMvfyu3JTfdOohDlFJA1z0awyOuzwyNwYA2HngKD5053L89sVN+Mwp4/C1c6dILSJ0Hi+TYVf2zLD8uDqh9AGgvchmjSx4W1xkfnsMndyE0hgDin3LcUpEwpkE2X00E868y/qVP7wGAJg/ylmtb20KPnQTBzXhc6dP8E2q+Ta8nUu4yLeBd1n7zgdnYMHofugtEQySkrG8Va04sp9uRxMXn3DGbY8KebznUHDVSTZAB80aw9sj+5nd1i7bRpdtxzapieKk8f2VK5sEQRClwvgBjm+ZuJBk2jdmLctYMGOI2hEd2Ljrj+Qs37e2Ws+sURUA4qTxTj43/vT+8ppjgcOHW48SLONqzkzuhenCsGgCmCQ0v1N/+O8y7eTabftx1nefwMqNe/Dti6bj4yeOVi5spp02RTYvYesSHSmawZYrcTXb6oAg5SedmXkgdhOOGdwLT67dgf6cIJXUrJGtCA7rW4/39qq1aIyrTxiF7z66FgCw48BRDO/X4NMC8f5lC0b3w3Fjkplqqdi67wj+vspJHh7XRLGry449gIq09KzFtn3e9etUDJIq4axPfTV2HWyXJvKUjZFBi5TwayAzz2Ad+99XbUOXnb/8WBnLOd/y64aIQvP1c6cYr8ATRFrcfcWxWL8j6BtbLUZvjCin0CvibOFVR5hggT6mDQ3Pd6YaD6qzFpoba/DZU4J+eLw2LEqBojNqvyfpC0wmyKYzA1Gbl9SsMWpuIgpnT63dgat/9hyqMhbuvuLYQN47kbTXU2WnywSIKDNYRiXnMtUKYiPdpvI5S9igItDtNWeDe/cIbLt+ieNPMmmQp4WIelhYFCNAkYTa9mufJg5sAqC2sW+qk63qeW3ghZ18m7GxSdzqEN8vkac+d5L7WRY5cGDM/Gth4Yn5F5MNLGI/d/7soQCAqZIBU2ZaYao5k3W6bPD93qNr8yo8WZaFVzftxU2/Xhm570fntwGgyIPdlfNmDcV1i8cUuxlEN6VPQw2mS4IiidEbo0hrRVx3nsuGdl7bpZob9KjO4g+fPA7fvTjoh8wztrVRut2yLKy4dak7Zvl+4847am6iM9HdsjconJksqJoKV+JYaxwQxHD/ox3e/r95biM+/KPlaOlZi/uvXRApmAFAVjKnS4LUnzC3UdfEs4Jls9ipAirpmnT7mZlcvRz04Yq65809PS2bzByAPWysnMF9gkJhFDLNUCH57YubtPfl/Xrue+HdwO9RA4aq89V9+VSaM6ZxlA0mWtEaI+qVlcHfKtvO3yqOySNx9oxg7haCIIhiImprxJDtIoVeEZeNH2GJb48Z3AsNEr+5US0N3H4xIjAiWjiMal8U+dSciW02Fe7EvaOuQUdXF2zbxjf+/CZu+vVKzBnRF7+5Zj6GRaQ5YOjmrNNFlWAcSDe6Z1L6xDD9TQMd4Vu2T+lcueR0e+FM9iK4yWq5bXaEppk3M5QlI2SdKXug2D46fZIsz1i+wuanBS88yvJhRL17qgEr7KXlf9qaM318Zp0//Z4sTw1D1sGz6I6yOmTIyuDPpcu286bp1DWXXH/7Mozu76zWlqMtNkEQlYmuQMB81pKaiH943nCj/b3xI1o4Cutbf3LpHKN6Rfgqo63g4k1ZTa5tlHAkBtkQ5z2mAUEefXOb73vUuLz/cAeu++WL+PZf1+CCWUPxk0vnGAWGqk3ZwkT2bLAtpaQ5mzm8b6zjTBJyy4hr1qiixKfLUrq9cCaz73XvI98BRkoT3scqSZ4zVhYrhZk+mgTM4FuQlg9XHKYOiQ46wZt2ygRgVf/DOsxPnDRa+ntYvyW7R7945h3fdy9yYnBfWZCQT979vO97VOQr2WPC36qHXtmSuv26V08Z9kAEQRA5dC1CFuZ8rKOi9EVx2YIRGNirDmdMHaS1v8wiQzUihHXHfRqStZuvM1+aMxPrnCjNl7iYHDRr1G+XtP6Ik/zgncvxfys34Z9OHY/bz5kszUUbhs7+JqOv7NKyS6Trc1YIiuXXlrZZYzlGsO72wtl/nDsVAPDwjYvcbYfbnZfj58u9ib1RQBDJm8eOZsXIgoZEwXeAxdSc8Z226rLwl+BQezBxpeqlZ75704fJnajDhKPt+48qf2OERXE8eCTYTt1wsZ8/fQI+fuIoTBrUFLlvvrRVOo9EUx3FACIIojTRnUT906nj8fg/nYjWpni+y4y25gY89bnFGKDpA83Gjw4Ns8awCX3SBTp+/Iz2OYtXh0kb73oqPOeVOCcShbOkAUF0jv7uxTNwzQmjYk3U0174lLWB1aGtOSuAEV/cGpKaZmppzqS7qLTY5Ue3F86WTGzNmXn1dLexnGQPv/6eu83kUZMKZwHNmcnjYgfaUIxADhNyQUx0Ojd+H1lno15tdI5rqJELEcbJLoWmysxSGDpOyapdBvauw2dOGS+9NmKo5HzJ1TorneNz95Dl4Ln5tGAkMIIgiGLCzBZVVGUzGNJHz18oTdgE+vaH3sCRDmcxT7XQGLYAm3Sy79eche/L2rlh50E89/bO8J15UhyoREsfcfKdPJR+tFnl6ZMHxi4/bWsXaUCQ3H9VagWRQii14kboTkrcasP8P8uNbi+cyZBpNqIeUv4IWafsrnLkyokT0INvwvodB42PT8rEgU0Y3LsHRrfIo0uZEPelN1Wzi7u7EZE0gn/IYGkFourhaRdMV4vpc8YWBbIZC+tvX4aP5KI2EgRBlALrb1+Gr551TLGbIYUft3fkLDWUmrOQCH+JhTOb/xw+bn3jz6sAAAu/9jec872n8IoikbRI1BTFZCzOcuMOIDFrTKo5izg8qXBlcr/66pishpg16mvO8k+xoh/Gnh+m3I5iQsIZx1XHj8Q3zpsq/S1uEmrxeFZMrAhNRYwTetEPnsZTa7fDsoAvnznJ3S6exvJbFuOP1y+MLE9lxsAunepUk14CJnhLozVqmHr/3iBiJaNd1JwZl6CHziMl9YckCIIoIRLO1fOGzJ1AZV4WFn09rrBwIQurz1UZNZnn84ICjtZPB76JsuAZt9z/ilY5gCfceG4F/t+T5zkL/z2xK4HG4QdyicHrNCI7ykPpB01mwyjEfLBYmrO0F+/LMfAZzdQ4PnfaBJwzc4j0N5NnpVHi1yP6nJl0zl60Rv1j0uapt3Zg057DsCwnuebI5gZf2xitTXUYPyDa70pp1siEJ8UFT9pZsIFUN1qjyLC+5qY0ouYs5ZQpXrkGmjOCIIhSpVTzFfHmeayJqnE5zDombiqccTlzzyRJqGXDBJ+nlcGPJ7K8pHcLwbbCYGuCVQqf73ybNSY1VtEZWw/lhLOjssmFwCBJfl3XrDHi+DiPzr7D7fj58rdh2za++sBruGfFBvNCUqS5sQbNjbXK33XnuuJ9jxOcp1Qh4UyC7EZGTdzXbjvgfj54pDOQH8JNQp17fOIE9CiEA2gU7gpEYodm+XbW8ajO1PQK7D8iD4Uvu5+qFcjfcnnaZrVFJ6wUEaMv5WsVR6fTLkZ+PIIgCBOKtWIfB1VTw8b4uKbt7Ch+qEpDgyJrT5oT2qygOUs7IEi05iwZOsMmuw86EbjX7zgQ2JbR1Jy5eXijm+Ty+ftfwefvfwUr3t6F/3lsHT5770tax5m8hybPYb+GWoQZ8fBlhT2HulWW46yHhDNNTB7S0f0bA50F+3ogFxEwzkoRX2abZvLEtEnaYW/bdwRrtu7zXc/jx7Zw5Xsra7IO0bQTX7N1v+87e+l1Ek4zPnffy+5nXZMDntlt/lwhxQil/50PzgBAmjOCIEqfMpLNApNSZlWSj3Q3D72yBQDw9Fs73G3mQbIkgljEfuxz3PE/m/PDdzVngVD66VjEqEjq562jOWMt0IlUyCKC8+j6nLG2mFyy7fsd09YjknrDMKnDZN/a6ozUeonBXwITRYayDWU47SHhTILsPpo8eJmMv8Pesf+I++au2+6smDy+ert2eXbgA7CIE2gKiXttYvals7/6MJb85z9815PX5rBPSX3Ozp4+WLqdvfSyDlDVJ/IJKKNMDmT0E9X3edKxhw1AC8c2Y+LAJty4dGxe6iYIgkiLUrAS0UVsKVvAi5pUzmnrizsunGZU13Nv7wIAvLrJC+oRnedMw+dZFqBCsluYKVoYnubMGUtFYSzGsOojMg1tUpczg+PbY56Ml+dMTzgzmYSx62N6HSLTNGgkY5dRnc2E7s//xi9yiO0XSyCfs26IiXBmwUJttWfD/cgbWwODjcmqmswUr1iPWlr5PlTnMiK36lhXnZEKG7q3YfsBec6zMP891YoVn6/mDy9t9v127swhmDSoCceP0xeW83XvxEfqgeuOcz831VXjwU8txJjW8BDVBEEQxcY0SXAxESeEJ43vDwDoXR8MosFzz9XzcOY0+SKisi7JNlMTUNkQLhuT+LGefYqbwofNd6pUZo2Jfc4i6i+E5izXhpSTJvQAACAASURBVDjWNXwdUZoz16zRRKuVe3IOS3LOhh4XUQcvZJucdnXWCj1P3+I9d+2j7kP5LOlEUz49YAGJ43MmHn/3Fce63zu77EAkwNae0UkvF4zu52sP34KiPYSW8F+TR7iccYC//bwQ9s0Lp+HOD8/CkD710ip078OeQ+3S7d98eJXyGFXZbEBZv/0A3tiyz/fbsL71eOC6hWiqCx+IeQpl1jhpUK/8VEQQBJFHZg3vg0+cOBrP3LK42E2JRJxj3rpsAp7+3GL0rtcIqR4TXhOgE2XYf6xkm6bP2YjmeGl0RJ8zcahNGko/MtVRAQKCpKXtjboWcc5FJjjuOyyfI8mOU8FrCdPUnPHwllWiNjqgKVMUSQFBKgSWoJdHfJDCbrYFx++M0dnlvbYsKtK1J46KbMfVx/v36bLtoj9kcavfsNOfl832rbh4n5vqqrFkYqtTl6Qy3fe/NnLlVWLWqArvn2vICf/xaOC3zXsO6TWII395zrzPi3OrtwRBEOWGZVn49Cnj0L8pehGzWDATdxuexQfgpCsZIIlumAYys62n1+2Q7OkxfZg/iJUsKJRsSFrN+Wuz31XuAlGwOlkO2DQ0Z/y1UB3N5mFJR1ydITtpNG3deUGcgCBsX/4y7z4YLZxF3ZfbHnzdq8OgQdmMpR/Mw5J/BiRmjaoydBtWQpBwJoEFqPgol6BXfPHCEkyKL1lnl81Fa3So0TDbYEIBExps29PiFMthOi3Bgr+eOtGNAKczPqSplo+KSihbbVQ5Jb+721wACyNfHQV/b773oZnu5/mj+uWpRoIgiO7JT55cD8AZlwq9aMrX949V20L3nTLEb0GhGxDkiGSs1cqlKRl7A0mohbFWtTDaWBtMS8Tgi1AJERMHOml9kgcEid4n6ZxM16ImTkAQWeACHYFYtQcz3X1iDR+YRr9BVZmYmrNMcG6tQ74WxPMJCWcSMhkL2YwlqLL9D0HY5F/8xbL4nCi2e/yPPjoLf7p+kbocix3jrRK5L2aRDBvF6IdxDSz5l0p1LuILtXabWHd85NEa1fu/uGG3dHucDjlf/cQr73pO4jW5RJhv3XY6fvaxufmpkCAIopuy77CTpsW2i7syH+WfJ451sqmLbBirkpRrWRYmDw43l5f502cFnzPdaI3zQhYWfeelGIdZvck1ZzolJJuT6bZRNQfctPsQ/vMvq6TaVbavX6CNrkslQDHlAr+wbiacWfrCWYjP2ZNr/YH11AFByg8SzhR0dtn40RPrsGXPYQDBBzksJLn4HmcsT4XLEjT3aajBSeNb3aSSMrwVEts9vtiasySYOqO2CJGhTJx6lZ1KTmiRdUxhYfo3K7RnsYSzPHUV7ZL2ZzJWXkI6EwRBEM7EN61AWXEY2leeVierEIRkyMYxX0AQi22LjkYoi1LJyqrKWRxt2OV3c1AVGTbP4pusGu9ZvQUJpW8wFxgsS0KtbdYor+/Kn67Atx5ZjUff9DSptz/0BtpufgDrtvuvN6CpOVPswuZRfp+zyOJ85q26vpL8/EV8HMS5VBlOi5WQcBYB0xTtFKL/sbwdSyY46l1e/S6+ZM6L7Tw2X3r/JPz66nkY1RLtWOuaNdp+jRtQSg+hfqd3xyOrE9UkrhDWVqkfX1WnMm9kv9zvMs1ZDLv3OHcibwFB8lMuQRAE4efe5zYCcEzkCyWbsdGGr2760N7SfT9x4mgAepNm2XgoE4wshEfZUx1XxU3KAeC2B9/w/a4SIGXaO/cY3udMqTlz/icPCJLseBGpdktz/qESFF95dy8A4NKfPOtu+9Hj6wB4ec5M61PtUysRzkySUJsEBOGvfdRCs6rIclygJuEsgpvvczKpf+n3r/q2sxUgNzljSBmW5T00tVWZQFJiFex5en3zXrdTZp2VbXurF+WADWD3wfDw9iJiHySakspMSy+cPRSAWtASzUu9Ntihg5jqpzhOwPnqJoq5eksQBNEdsWEXLI+SO2xxfb1qgZAJRF8U5i7SciXb/PlHnc8ZS26COJILiCKbCLNtqjFKZdYYqjnT8Dlj53DoqJnVjohJEmodZOerO5cw8TkTnw1e2NUS2hXbPc0Z78MWXR4jm5JZo/jaqV1k9NtWKpTP7L5IbNzlmLOJJnlVGa+zAhA6435y7Q5I+tRImOD31Qdfdx9kPgHhs7cswbOfX6JfYF5Qv2BP3HyS+9lZbTN7Q/hr9fLGPYEXU2Y+wa6ZqlVsdUfsSKI6lh8/sU5RXvhxDJYWAQD2H+nQO8iQMlwcIgiCKGtsu3CTv4VjmgEAA7lokCrzMGbdIyIds2RmjZLZoWUBb207EHq4XOOm/g2IjpQchWoYZhZPScdcnWaYaI6kbhW6miRm1qghDopF3vGIl0oorL63tu3H/z613rcPrwxgVkymofTZNarOWvrCqG+RwI/4Xak5K0PpjIQzTcR7nhVWgsJu/f+t3ORlaDcQUPh+TPQ5A4Be9dVo6VmLYqBzFrxdddIkkxt3HQx0RvskHa7rcKzSnNny9kS179n1u9zPLB0CoG/W+OOPznE/v7ppr9YxppRjRCKCIIhypssuXN/78Zyp4jDOz0w1AoVFlObZdeCodCzl8dwq5GXy46dMc7Z83U4A6qBeKs1ZmHWQ36zRf3ytRLOTBJ3JvYnmyESQE8kaaM5EmOkjEJ4f76zvPokv/O5Vny/gtCGe+Sy7HnHznHn57qKP8WlwA5oyPcpx4ZqEM03EZ6g6KwhnkZnL7dx++nXyHQKrP052+HxgWr3TcZkdNX2oPz+Lzjm7TtCKfd2oRcJ2FvhFBz6ClO59KIQJajl2QARBEOXERXOGCVvsgkWDk5m0RZn0iYhj0Yq3d0n3k0X2EzVfbNzk95VZtDB2KXJrqfzYdP3K1T5n6dyZtDVnsvPVvY9paYHChKk9h5z75NNoctUy68gujXvA5wBkMLcgHYHWf77+cw9ozhRlFMrsOE1IONNE5f/EVomi3hf24Jr0FXwADCZUMIfaQglns4b7BSTePM9B74RkndGMYXJHZsbXzp3i+65zyu6LHKE54zvSg0c7cPXPngvNqcLDh9VPsgKWNk111cVuQlE5cVwLLj9uRLGbQRBEBfOx49p837tsuQlgPnCHN240FIegs2c4iaLHD/RHgp6WCxwySIgUqBrB/cJPzq1CmMBs3uO4ffAT/TgCkUpQCBPO+GNUk3ydfLI6pO1zJo8WLd83YAqqaMr5s4YYtUln6tLBNcoXmENyPXQ0Z0yJwc5JJ08ZX1Pko6UorhyNikg400R87pgNs24/5D24+k+JrPNxVdoFitd46QL/ZDf4/um1Qx4NygtuIqOuOovWJsds08kor6MCd/6r3nl2TVmf09Vl49O/XonXNu/Fty6a5jMXUbF9vxfYpHREM6C1qS56pwrmx5fOwa3vm1jsZhAEUcGIE1PbLlxAENfjXCI4Mc6bORRPf24xZnILqyvW70TPOmfxUfTv0tMKOf9FQeFwe1egPVUKXzfZ8QzVJF1mcXLrsglOnXz7ID+ntDRnWsUYTAZkgoxqTqfKYycWIUtHEDZn0hGm+PvCP+My01WltZJs7pdlmjONixYhFPrqUlxD8jmrYMSb3quHo6XQ8TnjMXlG2nLq4ObGGvcBL7RZo2rhyfRRl724rhYwpFf7fxdMB+B00jrnnDH0OfvWX1fjwZe34HOnjcdJ41sxpn90ioNLjh3ufo4TrTFf9G2oKXYTCIIgKhpxwm+jcCblnubMXz9PNmNhQK8634T03O8/hcdWOwl7xTFLnJMwIY6HD0j240tnc3Xn3AQShoFX5TmT7e8G/eKOWbHeb5rJhMa0SNunUBYARTWXEIVdLyScmd98sD4N4Yzbx/IJSZLyDCZD1QYWYD6jRqHeph5+ayHdyN/lAAlnMRnW1xGctH3Ocg+NyTPSWFuFQb3qcMK4/u6LW+gVAPG84lYvWxkLy2HCqM8F39DteNjqzrhWx6RjtCBssVK6bOCBlzbj/z28GmfPGIwrFo4EAHz1rMkAwn3EGuuqcNGc8JD9xeCq451zuOeqeUVuCUEQRGUijsFOIOJCjcvBQAriGMSGVdVcQdxfHONZJEi+DvapKmvhxHH9If7AD+/NjeogZarLFJVEmmfzbseU8k+vbnG3/eTJ9dLjD7UnC6Ef1g6RpGaNKgG3SrCZ3bTb8fMTA4vJ5lhhbdKRpTo75cKZzK9QLRjxsRP8SgYTU0jAmz8zdxtRE6sqjTRn3Qgm+bN7Lrv1w/vxEZXs3P5mD4llWc5Dz4Q7ycpZPhFfwv2H/VGdot4tzwVMZtbolX3rsgn47KnjgvXn9unotI20hTVVGYxsacD4AX67e9aOV97dg5t+/SJmDOuN286a7N6XhtpcJMaQuiwA80c1R+5XaOprqrD+9mWYM0Ivjx5BEASRDMessTCw8ZQXTIKaMBasTF6GOBaLu7GIjPxezHdLFAC8xU7e/E2NWnMmH0hl67evbXaEkntWbAipidUXuYsWOuWYLNRKzRpVmjOhciZw/iaXBJ2hinipQjYn+8QvnsclP1wuLdNnuhvT54ztUW1g1ujXnPljPegq68pPNCPhTJuFY1p8372kis53WZ/ztXO8gBY3/Gqls59hvZblCHZdwopDoRQ21YIGaeXGPUbHM+Gu0w4KV7x5yOULR+LaE0YHj+dWWEQ1flu/oH8YLwRbCF4n9n3L3sOoyWbw/Utmoq7aC43vXt8Qqcuy5I7ZBEEQRPejYGaNuf93P7MB67c7+cbESTYbc1ULwSphjlHFzTGYz7frrybU5QbY4ra1q2wUofYBU2rOcvvzgchYGTrCCBMGl0zoH7GnXjlhmMzJZOdrGnXzjKmD/MfLNGchbZIJNn94abNr/goA7+094n6ONGvUynPm/I+Kqs3D18s+q1ImqbSPZag4I+FMl8mDe/m+VwWEJCvwAMgcY00fEsty6mDVuKF0CyQUHDoabhYQdT6sc+3sCuYcqQ5xHGa4mrOuoHDXEBJdMZsB1m47gMdWb/Nt54vo31SH/j39QTRkoYpFLFhYMqEVp08egFtOnxB5DgRBEERlII55XbZdsDxnfD1PvbUDQHCsihIkoibR/ALl3z9zIl77l1OU+8p8zo50qIWz3vWOj5Bo3aHUnLk+/d45sfN74Z3d0mN4vEuR//sTNSfjb4vUrJH7zAs/KuHsi79/1fe9w9AB3tQlw29eKNOc+b+HBWNxhSutaI1cvZa/bFEYU5VWjjlgSTjTRHyQxTwNlgX87aYT8P0PzXT3kT37plGdLDhRCv+xyhEyXn43p7kqkMJm72F5XhJdzpnhhHcd0qeHLywr4JlPhL2frCP+xC9eCJxyD07jxWCJN2urnN/2Hu5A280PuL/zL7Os7/AGJkjNLNlxddVZfPfimRjSJzq6I0EQBFEZiD40tl14zRkAPPjyZqcNwsgYFdb/lXf91i/iBJdfeK6rzqK+Rr0I6qWm8bYdDdGcWZYzFxjSxx/OX23W6Hcf4beZkPT+yKITikS6eOT+V2UsRZ4z7zPvj68dETzfwhn/WdKmgAZXRzjT8jnj2+DXCqssoyoBEs40CZrkse05Mzo40RVPPWZAaDmxNGcA1u84YHZgSsxuC/dfinoZPnSsk7CzubEWKzf4V7rWbt0PAHhm3U7l8by9tfjy11YHH9/zZw3FlYtG4volY6Tl+XMqBm8GW6k7f9YQqZmlc2D5rcIQBEEQ6bJ9/1FHc1aoUPo+0zKmffDvEyW8iK4J4hCe4RYoo+B9zli1R0M0Z1bOwkicN6gm6TKNh0lwB+bbFGZlo4N4ScPyr6nLcApRan2479VchbrnaypsmQoy0WaN/u+ytAl3fngWFo5pRjYbvTAvgxXJjK5KKVp22pBwpon4DMicZqOOiUNnl43fvbgJm3IRitIsWweZXxegryb2Bi0b63cc9P22Ze/hyOP5gUY8Z1n+j7rqDG45fQJ6CgmZ2UoVX8ab7+0LHJ/JWHj1y6fgXz8wWdkmEs0IgiC6J7zFxgU/eMqZ5BZoUNi8xxszbeE/wzQyncpnjd+sKvLQUSdAWJcN10UgTDirqcpgw85DuP+Fd331dnbZmDGsd2B/Ngnn5xsmeaVPGt8fNywZiy+dMUn/IAniNR0saP6AcHNOvgxPa+T/3Z8rjtOcaarOOg0nhck0ZzKzRrkGlmfJxFb89GNzXSFLJwUDX5co4PJ16qZzKBdIOFNw09Kxvu/ijWf+Uuzh0O0PTZUuG3c5Qtk9K/yRed4VhLV8oRLCtPOauBpGyW8aF8MnnAVWZoKPr6q93/7ragB6qv+G2qrQ1UdSnBEEQXRP+jbUYPF4J8DEW9sOFDTP2c4DR93PzNVBnBSbCmdqzVv0WHnd3S86e9o2euTS3sgCgnzmFMdFoInLobb7oOcy0WnLU+uIgdf87Ysmm7HwqSVj0Ku+OnrnEMRLGksOYMEsFJEv+ftY5dOc+Yu5eO4wafGmZo2Pr9kevRNHRiIkAd5cUHwOwyIyulpf0+soCOt80RUmm5FwpqIPl9D3aEeX0umWdUR8VJsw0nJMDDMFLCRRp8M0Z7KXUKeP9XfETiEnjHMiZ8oCiqjKfHKN4zytsm03oVAmLARBEETpcexIL3qgXUCzRmnQh8DcxKxMMZGvbEw/a/pgAMDIZn/eUOZfxvzTALnmTKzDaadXUVeXrRjP9bb1Vghfad2XYG4783kEuy97DjlC6b1CKHz+1oYtSg9o8gcxY4g+/VH899/fMtrf7/fnfWYWUYHF89z97JCo9Njp6UV45OME5DRnrnBWYRIZBwlnCvgHccOug0qnWabZkiHXFqXSvJIh6t1w1deSVTidFTBZJxW2Mqj67Zn1jjCbRtJo0pwRBEF0X/gxwLYLNyZ0SLRSwSTUZo2pz2m8pgxxIlLLIhZfMHsY3rrtdAzoJRcMbAA9cj7gsoAgsqTFFjf77OyypZYwMg0Lf37b9zuL4h+YNljarrTuiziveFtw0YhTxs+eftv33edzxkk/q3O++YysIsq1oWwWg3A/OFXQPNmCuOXeV7P5GHuOZKH4K01MI+FMAb/iYtsSZ8fcyyNbFWA0N9YEtlWK1kXb5yy324uSsLdaZo3cPrtzK066wtmEgU2B39MQzmQDpA7Hj3U0fnzOFoIgCKK88EVshDPunDNjCM6dOSSv9S6d2BrYFsfn7Jl1O7H7oGMiyYZEdpS3oCqUGyL0ddm2K1DIhlhpWqHA8WpLGF5w4ecEG3YeDPyuqiMJaZQTpX3z+5ypa5T5cgHmSahN8ecb877szc3LxDkyu5+DegcFelkwGx0tGHsGZXlmK02LRsKZgmVTBvq+BwOCOP/DJvsjWxoD27qf1sU54TsfX4eGGn/oe50VPn5AONzemTsupDbut/49awO/p2HWuOtgvPQC/33JTPzu4wvw88uPTdwGgiAIojiIgoVlAd84fyr+47ypea1XZh4Y8DnTGFfP/++ncMkPnwHA5Spjx8cwGeuy7dDxXCZ48aWrjs+4GhIueIjEzE3V0nxpzgDghXd2GZUhFiHORXhBI+xaZhW5EtKY24TBt4i/nZ//7csAJJqz3EStT31QSSGbP6seN347uyyyoCqVJZqRcKakl9AJBnM4OJduuCKaoYqkfcUVC0cAAAb3DkYLKk2869ZY5w9nqyOc8atE7EUMSxTNd6J/X7Ut8Hsa/VdNjDC6gGOTP3VoMCIVQRAEUT4EzRoLs+oqExKC/vB6Zb22ea/v+B37HU1a35y/vclQadvmAgXf7iizxiYu+jIfcCRsLuCQzn2xJEO+aNrYMyJcv3jvRE2XL8+Z5Fqy+6I6o4Cwl7ImyRcQhGvfwSOd0vrYOcg0ep65KiecGbRBJrRXmOKMhDM97MCNZ3koRuQcZE+ZFDQ3kJeUjEE5oUwUHksV/rrVCUmjdXKFZH3CmVOYl4dF7WiqIo3VpTCTA4IgCKKyEaPVFWpEkI1vqlD4Kgbl/MZUk3cWdTGsHDHsvZOI229yxuMmtvYd5H3ssuUaP7aFT19wtMM7UGbexpOWj79WBMyIXUThVYyu6I/W6M2NmC8gwwZw8sRWjB/Q07f9ZSG5eNqKNJVZY0aixQK8eZLsMfN8zrxtqueRv7de9M6gdlf1DJQrJJxpIt54V0Cwbbz4haX49kUztMqRhZk1wSSzej44z9Cmnm/lssl+U9HLFjhawHrB3JHHHxDEKS1s0IjqRE2Fsw9MGxTYVil+gwRBEIQ5Ps0ZCueuIBt7xCEtyqyRaTLYYSqftTBN2E0njxPaYHsCmGSIZePuqi1eblF+TtXZZSNszZMv8rLj2gJttW2gHxdh+5jBjr95WhpNqVAsXjnN4GiMgEZJ4XM2rG994PiqrBU5l0l7jshH4WSpJPh2icKmG1FRUpbMl1BPcyaUXVnymA8SzjRRZT/v7LLRu75G29QtLICIDrW5FaRiac5MWy8msuQ7/IacGUBDiDkAL4gx59GwsSeqLzbtsL585jGBbZW2QkMQBEHoww8zvNYo7/VqaM6i2sLmMrb7X3TZcI5XBZ4AgkoiG+FC4aic/32PGkWesy5brjmTTOLnj2p2P7t5VOG/NjU5p6Z8as5CZCspoqAoRlfk5yZiwBl+m23byFhB4axvg9+3K23h7JE3trqfB3FuNaqcZbwCQ8RLRWXmc8bmgzJtXaUJaiScaWDbwRvPOjDTCDmqfBy6jO7fiH85cxL+64N6mrq0SfLC27a/U9fpOPkOe+VGJ+IjE+ZkAmr0wGTWfllxv3xmg1EZBEEQROXAT55ffndPwWwpZOOROCmOMmsUNRxBzVmuHAPz/S7bduvlq++Z8zNn/4f29Sb11/78eenxPLoyrzOseztbkrYkQaecKB8vsQhxLsLfFn5uJLMYymaswNyzSrAyyoew8r+XzcH3P+Sfe6oCyIQJ90+udRJgf+fRNe42nUVvdgmKbUFWCEg40+Bbf10TeHCyISr8MHpLIteYYAH48Lw2tEgiERYEw9Ui8brJ7JZ1+89v/9V5kU8Y1x9feN9EfOGMSYF9eOHs0yePDfxualUqaxtLIkkQBEF0P8RFwEKZNUo1OML32urwaV3UhJYJCbIAHSpsWy7M3XfNfHz65LEY2rce/37OZPzgklnub+/u9nLEdnaFR3tUUeOGbrb9cwv3f1pmjdGaM90yWFFh0Rr9Cbqd//z1yWaCmjP+2+NrtivbN39U/FQ+i8a24NRj/O4pvPbStz3E9HDrXic/3Vouh5tSc8Z9ZnNG2fy70uS08PAyBADgDy9twvgBfhtr9uBF2f1WZSx0pOiZWSjzCRVXHT/KaH/+hfnuo2t9IXXjmhxkM8Blx42Q/paRCH88pistYhATgiAIonsjDi3FjdboH9NqwnLNQBbVT/57mOZD5gsu239Ma0+MaXUCV1wwe5iy3V223KzR3Vex3eIEAMu3nX1QFmmEjlAcNbPgw8C3d9oBjSdv5shfCqYh80w8HS1a2H083N6lnOukLcQwAXi3kGLIDQgiuTL8uZjVlStbYjJZae4mpDnTJGDXrWnWmLbatZiy2Z+uX4RxQoSgqOaIp8+vZMUVNMMGwqhB0jQgSHU2g/88P7+5awiCIIjyQRxlCmbWKNkWCKUfseq593CHWILvGxsjwzRZs9v6up/ZkBplTinC1+oEBAke36Pa0R/wofR9ZbDgJrZglQMzq5wodBaSo6Z67L5kNUzyWPvnj+qHE8a1AHBcWhgyzRl/Ra2Q8nkh5s7H3nI/s6TkprDr/ufXtvi2yxJNe+0Lzp/VPmfBH1gONZ3jyxUSzjSwbbVdd5Sd8fumBKP9JaGYmrM4VQdWM7gyDKwmfOheA5a0moe3t184pjnwuwzeARkAbl02Qes4giAIovIQx6BiBARhkYTDJvl/vmER3jdloPJ3IDipZS4TYcdlJJozftv4AT3x8RMjrGy4elVmjSdPbMWtyybg5tPG+7bfceE0XxE2bL8JY+5jWvdFtuhrmkeMtaU6N/ERhSt/QBBg/e3L8IsrjsUH5wzDC/+8FEP7OFEbq7MWLMvC3sPteOT197D3cNDN4vt/X4spX/6ztB18tf/6wOvu5637jhidj9vW3P8FwjzJNT2UaLQG93F8D9fwZo0KzRe/lV3Dmqye5Vo5Q8KZJqpEj1EPx21nT85TiwqPdNUu4pjaKr9ZIF9G/551GNfaE/9+zhSjduiu0P3q2WDgDn6lhUWQimJALi8MY0ifckkAThAEQaTN1KH+PF87Y2odTOGFBGZyHzYGj23tqR1JmtHSsxYvfelkfPzE0Vr7yzRnf7x+ET5zynjFEew43qxRLkhlMhYuXzhSGdHZizgpas5y//MoMwf1VuGzITHQSjAgiNznzLIs9GmocYXmoX3rcfcz7+Bwexc+dtcKfDwXWIUvbsXbu9SaJMX2HoYuHCy4y8qNe3LFygOCyNpx5aKRwWZpyFnssrBnmp9/s09RixHlAvmcaSI+eFOGOJ3zCeP6y3Z3aYzIGm9KMTVn/MqYbit4VbxITVUGf7phkXk7NCuXrSiqOkCCIAiC0EE0739m3c6Ct4GNZVGuE39/c1vo7+LRFtRmhPLjc2aQBtEdxXodzZn+sUxIXbttP8749uOYMqSX1OeskDlJo4SLTbsPA+AiDYb4jMmsiq45YRQmDGzCSeP9c87XN+91jo9oHzOFTMs3a1RLIzbs9IK6BBUYTHMWpFayYKBsFfeDKJx1+ELxR5vjlhMknGkiKsgmDmrCG185teABI+KaAqaBqU25DL6IfQHbd90ydNshCQjC2T/HP53KePkJgiCI8oTXGoURNUcJ+IUbDm/s+CTzg86IgCAibM9fPbsBh9o7sXzdTgzmcm+5Pmf5HKoNZZyjuVDRLNqzGCjOH0o/2PDqbAZLJ7YGtm/f72hto8wsmZbp2fW7pL+b+mzp7i9buKiSSOI6ZqLsvrKgNx0SzVmlLLqTWaMukgenEILZMkFFr4KRqQAAIABJREFUW8iVIBFfhKaYZfDtj2svLOvDX/jnpXjjK6f6th2R+JzxZo1xr2SFvPsEQRBEmeIlk46IGB2h0RKPN51jdBlqLFiu14NHO/H9v691ylAEBFHBdm1X5MZh2qH8ymaC5iti/2k5U1iWeFm8XqY+bMH2BBNRm6DSwPZR5OaNilZ5SDL/Ysgie+pYYbL7Xu2aNXr3nzWfhLNuho30ss2bMHFgk+97MTW2aTzzfBlxOyPZClufhpqAsDy0b31gP14gNFmpIwiCIIhis/yWxQA84SBqGP3iGRPz2h5Xc6Y5nvIh17/1yGoAzqKpiTkaEyCfWLPd2+abW7g75o3AdY+4D716+IWcakF7JAt8YUpUGoUwVMKZ6r6I8zfx8LBUDOK5y46XwaymqiWaM7jCWXQ55QAJZ5p02XbsXCY3LQ0mQ45LMRcFsjF8zkQOHvVWU1ROvlHovnxiZyjaeFfIO0wQBEF0E1qb6pxgDLnhjA1ri8a2YMqQXoH9R7f0DGzjCcyJDQdGU80Zz8GjnbBtG7YQEOShTy3Ety6arjyO7coP6T7hjG3L4ygfFhBEdinY9VkywTFNXDDanwza7w8fXvexI/sGtjnXMPw4hsw8UmXIpCsoBgKChAiK0mdFI5Q+O8qLlh7cnzRn3QyTB19k9ojgi6TL4gl+589CJbuUkfZDf8zg4ECig+414E0eBvfuEVgZMrmWY1v1IjsSBEEQRD7ZsPMQHs9pjdi4dtels/H7TxwX2DdsmNt14KgkF6kZSX19ZHnVJgxswvunBtMQsfQ3spp8glgBtChhmh6Z8MGuz+y2PqipymDlhj144KXN7u/84nHUtVz93v7ANttAgXC0I2gOqrJk0hW6xcNf3LBb6zj3eA1nGXZ6Xpj+4PGVYhFFwpkmXXb8VZgkiajHD/CbNRbzsUtLOAtTd6fZDl5LN6utTyBhuMnp/PmG490VL4IgCIIoJiwvlaslUgxoYZPr/Uc6ApNi0wVgOzfPjzuud2pq3tbfvgw//dhcAPKxm9/2T6eNw/B+9bEXgHVobvT7d/HTC9m5MEVSV26h/93dh/DxXzzvHc/tG3ULxN8PHe10XG80Z/Sy8lWas7NnDJZuHya4jYiHs8AnuiiTUEu2sfbzAqVnXmtUbclSIaeRH3jVrw07vklhOpFLARQ5lD5X9ficL1wc08SHbzweP7hkpvb+584comzH5MG98IX3yW3q//WsYzCnrS8G9+6BXQfbsXKDk4+DhXGttIzyBEEQRPfC0Ziofw8Tel7YsNsN8R4XtvgcV2PBYjqYzG1kkZ75o2cO74u/f+bE2K4TYXx0fhsAoElwm+CnE7LgJuw+dNm29Fz5+UiUgCzOXa79+XOArX8NH5WkV1AHBJEHGbnp5HGhdUQ9DqdOGuCzSEqixAC6abRGy7J6W5Z1r2VZb1iW9bplWfMsy/qSZVnvWpb1Yu7v9Hw3ttBM4VZdRJtoE9JMYl4qPmdfO2cKfnXlsb7wtbq0NTfg5EkDtPevFqJN8ffh/z55HC47boT0uBnD+uCeq+ehtjqDf6zahvP/+ykAwJGcSp9FijKlMl59giAIIg0umDW0aHXbdviYFDZnuO7uF/DpX6/0729af+6/brTFkc0Nvu+e5ky/zuWS8OyFcvlwTepC5nVMUPX56UcKXPo+ZyJ/ywlbca7Agy87ppUq4UipkRW3C8dHzZcty3+IMlqj5AfWJt/xbJGgOwlnAO4A8EfbtscDmArg9dz2b9q2PS3392BeWlhE+Hvc1RVfc5ZW0j+gdJJQ96jJYu7IfiF7p4cquaEulfGqEgRBEKVIa6+6otS793C7UhPD0BWajhvt+HOJCbZVNNQ40ZG7BOEqyv3j6hNG+b4znzOTcV0mvBRqnFfVwwtXzMSTXSPAuw9dXbbP5YLBL+Jv2ROuzZTNKPcd6Yg1P3xzyz6nTMU0VVmiKJsJP2sJZ/zxSrPGoOmiJftNs95yIVI4syyrF4BFAH4IALZtH7Vt28zTr0zhVwycUPrF15wVkyRhWpMQEM4Mm5Hey1ohN5IgCIIoe77z1zWwEa4d0w3ocM7MIXj+n5dq+2mdN2soetZVccKZ3sAs+qZ1SQKCRCGdyBdoTs4WqcUcaz6zxty14Be0PbNGebm85uqtbQditS3OVIfVqtacyY/jo2E/u36ncTJzUYg3UWJ4Pmfc8d0wlP4IANsA/NiyrBcsy7rTsiyml/6EZVkvWZb1I8uy+sgOtizrSsuyVliWtWLbtqCda7nQFWHXHUbS5IJ8vcWMRJM0kEdaGGvOUm52MSNmEgRBEKVFsUaEHz2xDuu3Hwgdk3THK8syS2KczViOYJWb3lS5EfTC5ztic3QDgkRRqHvANE3/9tAbyn3YOjY/V2GfVdfHJCCIirC50QemBaNfAsD2/U5gGZXQqNOUnz/9dmCey9py2jFqFxZbw67R74vH2hSM1shI+hyVCjrCWRWAGQC+Z9v2dAAHANwM4HsARgGYBmAzgG/IDrZt+we2bc+ybXtWS0tLOq0uAlF23WEkydoOAFcsHOl+LuZjF/eh79+zNlG9Ymdm2oy0NGcUQIQgCIIAgDH9vWAGxVqvq85m8NArW0LHRN1x2/QUetZV4cDRTteHW3fhWNSYsKh+Joue8gh+hbkJOw44wsybW/b6tvuiNebawreIj9Yow+dzFnOuFTbX6VEjD47y/Nu7cu0K9zmbNrS3suxsJiMxa3T+K/OdiWaNytK5fQTtmF+2636h9DcC2Gjb9vLc93sBzLBt+z3btjtt2+4C8D8A5uSrkaWAbdvIZCx87+IZuOsys1OdMkT9UJtSTHvauJ3fnR+ZVRLtSK3+otZOEARBFJslXDTnfCY7DuPanP9WWP26Pmem9KxzzNoOHO3I1YPItsi49f5XcsfrH9faFFzwLdQdYNElw4TebDao2fECicjFEF9C7ZhtC7uENVn5j2+4Pmdqs8YVty7BL688Vlm2zKoq0ucM8F0gpc+ZNCBI7jcENW+lYuGVlEjhzLbtLQA2WJbF4mYuBvCaZVkDud3OAvBKHtpXMnTlojWeNnkgjh9bPA1gOVrUJRUoP5ILXRu3vI5KcfojCIIgSoJPR4QSLwSXLxyJwb17hM4LdIdL02GaRVG+87F1AAw0dMJuuw4ezR3vfB+kEVzlmhNGR5abb3ghVBRsZIImm7eoNFR8GSaRHXkOtwcDjTCUGqwcqmlSR6eN5sZa1FVn5TvAEUaDPmfeOXz34hn4xeVzA7/LkkiH4SUsD56LGzWUew6PHdnXF66/nNBNAvFJAD+3LKsGwFsALgXwLcuypsG5JusBXJWXFhYRX7RG2y4JjUkxhLO66gwOtwczyuuSNBHkpEH+400XRtZs3Z+ofsbCMc145I2taGuuj96ZIAiCqFj8YdKL04a66iy+ecE0PP/OLuU++u4IZidRlZsg3/vcRudozYswMZcjleGZqll44yunai2+yoKTFUp76SX9Vu8jM61zfc4EGWTd9gMY0dyQSuC49TsOKn+rUmjOGF2KBvz4yXXKdEWMNVv3Y1SLXwhiGqyuLhunTx4YOObljbuxfsdBbN13GP171mm5jXTk1JbsXGQBQXjB+JdXzosutETRCq9j2/aLOb+xKbZtf8C27V22bV9i2/bk3Lb327a9Od+NLSZORKTii2fFMGt84Z9Pxmv/ckrB6+U5ZrDXoRfLtPMj89vw7OeXYHR/vVDDBEEQROVTzJnBnBF9cfXxo5S/8+PlCePUVj+mw+rBo/5E0EyTtnBMc+hxY1r94ycfEKSuOouaquhpqTSUfoFuAtPEDO3rLdKKgkXWFcS8Hy5d0IZzZgzBVcK92rH/iHHQuDhy3PunygOCMFTC4WaNJOXPrNsZOIceuTQCKm0eEySXv+XkrFP5rPEwzVl1bmHgv/66xv2tO/qcdVsWjvY6Mtu2ixais5HLcl+MJvSoyaJe4UxaKK5a5HVoxXr5LMtCS8LgJgRBEERlUej1wgevW4ifXDpba19+uDxjSvgE3YRn1/sTQVdlMnj00yfgOxfPiDz2/FlD3M9dnHCmSzEj8jEBl7fIEQUL1j7e4qixrgrfOH+qLwQ92zdgEhjRho/MazNpMgBgYK8eAIBJg5qkv//p1S3S7XHdQuaNcvLgjo3Im1ebE8ZV0R757efMcJ6bkS1OwPhDEsGvUnzOijvjLnEmD/HM6bq6ime6cNXxI/Gff1kFoHIS7JkygLNDr5B3jyAIgiCMmTioCRMhn2SL8BY/YaZtpsOqKCBlMkBbc4NibzW8WaMuMiumQlk26bSTBdnghQeV2WVVJhPwQ2usC5+azxwuzVwVSl11Bj+/fC4mDGzCTfe8iL+96U9t9ZMn10uPi3tZbzl9Ai6YNRQTFcIgY1BvR2gM5LO1LIieaBfOGYYL5wwL5Jjjj+9OofQJOKs7xRKMaquyXn6HynjujJnd1tf93F0FVIIgCKL0KAWXBx3SyIfGEMfhuONyZ4wk1AAwtG8P3/dC3QFZO3XMElWXx+JCys8d4cxzqiOCd8S51NXZDBaMbkbfhppAkLUwdC0uZaadU4f2jjwXVfmhQW5k5bB6STjrXnR2FU844ymXQUDkjAh7ZxPSugQ3Lh2bTkEEQRAEUeKEDZ2mw2pa5mMbdzm+R6bzK3HSv+q9fam0JwpZJEYd+UV1dnXVnuaM/Y8KYqYSaObnTAll8PcrH3NZMdqibhVPrN3uHC8Kd27qgeAxsnkwE5ArxayRhDNN7nvh3ZLQWpVCG+Kgyk4fB9OOpa2fP7ri2dMHAwDO4+zeCYIgCMIEFnnwH6u2RexZGqQ5fxDDmced8HfFNEcb2eyPDliolDkyn/dOjbp5gYIPcGbbngDy3t4jidr25NodWvXnYx4pN0uM5o6HVzvHQ+5zJkOqOWPmsSScdT+SPNCiE2hcSkF7F4c0+03TayDm91g0tgXrb1/mOsgSBEEQhCmHOxyfouXrdkbsWRqEhZs3nVqI1mpJpyYR1m8Brlw0MlmFhrDzk80/ZD5QgeN9n71vXZxwpqv1SXqtZc/BhIF6PowqdKItyo9zjgzmSXP+y/LChZ1/vpKuFxoKCGJAEsFo+S2LlckHTSjXxy6Nc2eYLoyI5g8V8u4SBEEQxaQwyprUCPfjKZzP2UguJ9bkwb3w8rt7Sn7h2QlPIRcidTRnGYXmqsu2Y0WsTILsUp85bRBe37w3dplxNWfsOPEK7jvspGrYui+oTQxz7yGfs25Iks6jrjpZOPo4EY1KCdM8HmGY+t2dMdWfALFc/fYIgiAIIi5h81bTYVE0HzOZE1+x0NN6sXJMJ9Vpzil0YPMGmRDb3qnRFu4wfg4SRzgbkzDXqqwWHQHTqA5tzVnuf8L7We5zZBESzgwohVters9dn/qa1MoyXRi5Rkj6WKaXkCAIgiASYKUWMCFYTrw8ZWxSXi7maLJ0BB1d0WaNPHwJtu0JKGGpDnj41EJR9KyVKAUk1XQlFM5E6yjTRfCkoiEzjyyTxygSMms0oBRueim0IQ5zR6qjCJliujIidhKVsrJCEARBELpYlpc/KimBPGcxh9UjuUTNpoEcZGfwxM0n4bAkMXEaMM1SXXUWo/s3usmTAWDvoQ7fvjOG9cbz7+z2beOFH34KYtuAnZPtxCArYXztnCn4/cpNeHzNdnfbzOF98Nzbu3z7/f6Tx6G3EPNApv3rFISrbMaK1KaN6d+I1bnIkiwXrzHMrDHhI8mOr5TpHWnOIlj5hZPdz6UwqTe1C69EktoUl8BtJAiCIMqdMhtLQkPpmwYEEQ6I6y7wZi4Evum4LvNjH9y7B0a1NEr2Tg8LwJA+PXztPXjUL5zxeVkZvPCTFcwamdbHRKt5/uyh+Nnlc33bJg/uFdivoSaLPg3hlku33P8y3tl50LdNpyV3XTbH/RzXLNKL0qg+fsHo6MV9dnSlzJFJcxZBbbUnv5bCpL6cfR1/ffU87DnYXuxmlPU1JAiCIIg4hCahNpzUDhNS1CQdV0th8VsHy3KEKF4YEcUK2XVuqvO0Vz1qsu5nx+fM+ZyPYBYyjaTYvF8sfyewTzZjRaYnSOOW2Rqas/+9bG6k8MfMY8vkMYqENGcR8De6FDqPUmhDXGa39cWSia2Jy0lqM08BQQiCIIjuhmPQKJ/kmg6LF88d7vuedG5iKpjMHZGeq4QZFjKWIJwpwsDz1HBmkGflcq0CTih9pgVMKpu19KwNbJPdl/7cfqr51MIxLQCAr3zgmGSNUnDtCU4sACYAhsle2Yzlu36Mwb29dEhlFjg1EhLOIuBXk4o5qZ8+rHeuDUVrQsmQdHWpQyeyEkEQBEFUEJaV3LeHERiHk+Y5M5zcFCtkumXJ/LH8F/XdXYdCyzh7xhD88COznCNt270nzY1B4cqEaklAEdllGtnSiIc+tRBj+jcqtWMsZUBziEmk7NCblo5Fn/rovL7i7VYtGqiYOqQXxrTKTVh79ajGx08cJf2tXCCzxggylvxzofnJpXOwfvsB0voguZD8/Du7sGzKwOgdCYIgCKJCCNNuJZ1aJNWcGcTCKCoWcsKZrdac7Tsc7b5RW+WYNtrwTPLmjeqHoX3r8eF5w0OODGubzIRRfl8mDGySaqOCx6t/k0V4vOaEUfjk4jGR5YqI13BQrzps2nM4tGF89V5AEAsrv3iy/Jgyokxeh+KhShxYaHr1qMbUob2L14AKokEWWpYgCIIgDLh+yVgAzvhcFlhq86+kgRSSLl6XU/JgUXMmyig6GjB2ul1dns+ZBQv/dOp4DOzVQ32gwLLJ/oXmD84dFmirCh0rIlNNq+7iufi8ifWM6h8e2CVjibnRcj5nWrWXPiScRcA/Z6+8Gz97OlE61HPOuARBEAQRh3m5FDGz2/oUuSV6WIAvBLzvt4SzWlPh7jfXzPd9j5Pn7MeXzsb3PzQTANCjujDjepfttNXvc+Z8Xjy+PwC9a8mEmC7bM+mLI59+5+IZXjtgoybrv79hZbJImdL2adxPmeCmewpRZo1RQt6rm/bisdXb3WtPofS7GWRGWHmU0QIdQRAEUaK09KzFL66Yi/934fRiN0ULy7Jw37Xzcdzo5tTLNh1X28RojzEG5hPH9cfwXDmmPkvxsZHJWD6TPjeMu8F8kZ2uzUVrzMd0M6m5adhVlV1z3erE3URBrzrieTja4SSHY0JypYXSJ+GMKBsmDWoqdhMIgiAIwmX+qGY0lompvAVg/IAm/PRjc6S/JS7cAHFaH1eIKPT6eZftRDjskERrZPKEjoDg05y5YeATRqKW1GtyXfnn+MtnTsJ5M4dg8YT+yv1lAUG0zyFiP10zVzdLWoVpzsqjRyEIAPdcNQ97DiXPk5ZWtCqCIAiCKHVam2rx3t4j7sRVNoEudEAQMYl0HLNGwBNICjWu27aj5euyg2aNTKDQORVXcwabE+7ykOfMoEheIGptqsPXz5saur+d4KJHas6yerojWTLySoCEM6JsaKitomAeBEEQBGEAm/SHa3SSBgQxO16cU8edZHtCTmGwbTvoc+a2RV844zVn7NzTEM3Euk3uiywUfxhNKQbCEU0kqzTb4iaxpoAgBFHeVOY6C0EQBEEEYRPWMC1KUl9sU6WPKIup8m2lXW9SuuxgtMY4JnVutEYuz1ka6QQ+tXgMzp81xP1u0ibTiJlJ8rIFAoIIt1+3LV0UEIQgCIIgCIIoJ1wzxpCJq64ZmQpT4a6ph98KpjOmcFZoXYkNOyicMa2NqzmLbhPTaDkBQWzftiT0rq/B1871zBFN/NiqCphsLhBKP9AWvXa7AUHcAipDOiPhjCAIgiAIokJhc+4ws0adhMQifRtquG9mk+L6Gr9wNrKlwbh+gBMKC+hzls1YOHC0Ext2HgTgBcbIRMvALkxm+uoDr0sDaxQDXVPCNOBlxgNHOgL+a1XaPmfOf09ATqV5RYeEM6JbsHBMszv4VKj/KEEQBEEE0PGF0tVU8Nx79TyuDuPDfcTV3DHNUKFC6ds2sGn3IQDA5XetyG3LBQQxCqXv7Lt22wEwyTKu5oxFsj5t8oBYxzPiPANx4avae7g9tubMtm38esUGPP/ObgCVojejgCBEN+GnH5uLOx5ejW8+vAp11bQmQRAEQXQPvIAgaqpjaM6G9vVylcURLPr3rMXWfUeMj+Mp9GScFwIPd3TmtuXa4gqKZiTNc/bAdQvjHShQSLPGi+YMw3/8eZX7XVw0123LpT95Fi/kBLNKgmapRLfhquNH4oYlY3Hx3OHFbgpBEARBFISwEPqMhhrztXpeIIsjWCxIIRl2MQKCBARRwaxRxzqHLyJNn7MkmAYEAYCL5w6LVZdo1iqKtMzS6ebTxoeWIwpmSXPFlQqkOSO6DXXVWXxqyZhiN4MgCIIgCoZOtMY4E3P+kDiCRRrCCCujvTO/Zo2LxrbgH6u2OaH0MywMfi4YRcAs0awtYhLrYmEaSh9Iz9UvmOfMwvrblxmXUxmiGWnOCIIgCIIgKhaZz9nZ0wcnLtdKqDmrr8kmbkPcEPymuGIXpznr6oLvfyYTLyG2l+Ot/DRnceEFQdsOCnlx21IhijMSzgiCIAiCICoVT6PjzVwzKU/EwxNcy7lucXJLlvbOrsRl6MAuoQ3bl6PM2eYgmjXOaeurVXapaM7imATGDbAmRmMM5DmLaMv1CisoEs4IgiAIgiCIkmbL3sO5T94MOO3IfHFiSfSsS+5Zc7SjMMJZY63T1mwm42nO3ATIfrNGGzaeuPkk3HXZHMwY1ltaHi/MesJZOUoWyTWXX33g9UAo/ajFg0G9e0i3x1kkKEVIOCMIgiAIgqhQ9hxqBwCsWL/L3ZZ2Tqs4k+I0hBEmNOWbf/3AMbhhyVgsHN3sCg5MaedFa/T2H9y7B3rUZHHv1fOx9rbTQ8tmQl6hZbN5I/v5vsepPo3URA+8vNnYrFH57FSGbEbCGUEQBEEQRKUzc3gf93PaYdPjKOLS8HFqa46XvNqU3vU1+NSSMchkLDCLPFvQnMnOxtk//Dw9s8jCShbfumi677tlAadOGoA7LpymXUZaeWNNzRqLbQKabyhaI0EQBEEQRIVSX5PFwaOdGD+wyd2WtlljHH+lcp1gMyGq0xXOctsTBgQptOaspWdtYNv3L5lZ2EbkMDVrVAmyZfpIBSDhjCAIgiAIokKZObwPHlu9HTVcEAYxIENS4ggW5ZqTyhXOusSAIPGSULuatxSvxw8/MksrkuXQvj2wYechp/4Yok1Tj3TEiIBZY0RTVMJbuT5TIiScEQRBEARBVCjf+9BMvL3jgJvYF4iX0yqMuCZ5//jMiaiuStaWr50zBeMH9kxURixyEoUYbdE0CXU+ojUuntCqtd+jnz4Ro255EADwzPqdxvXcuHQc/uexdcbHiQTMGiM1Z/Lt+w93JG5LKUA+ZxrctHRssZtAEARBEARhTGNtFSYN6uXblrbPWVy5Yli/egzsJY+8p8v5s4diyhB5VMR8sDcXYKWpRzWAYBJq21B3xhRcxYg0mNTvr0cKueqA4DWLa9Z44CgJZ92G2mq6TARBEARBVAZpR2sszzDw8RjQqw4A0NZcD8ATrlyBwtCu8Uu/f9U5vvtcQgDAuFZP2ylqzqKeJ9W1qpRLSFIHQRAEQRBEN6K1qS7V8rqRbIZP5RIgzxjmRL/08pw5v5v6nL22eS+AyvGX0mVMa6P7OehzFn4tKv1akXCmQaUktSMIgiAIgjhr+mCjkOlRVPhc2UdtVRbZjOVGWWQsGN0MALhk3vDIMhpqgiEfutM1BPwClmm0xijhrdwh4UyDUyYNKHYTCIIgCIIgUiGbsXDmtMGJy2FBRrqTWSPgaMlsISDIgKY6rL99matRC2NYv3pJmd3rGvJnG0xCHX5syi6TJUeFn1469G8K5oIgCIIgCILo1rBgFt1LroAFy/U167L9AUHi0t18znwY+pypzBrTSopdbEg406C7dToEQRAEQRC6dDetDywvwqCdkoBarpfw/FlDEpchRmsUTUZFVM9b1HHlAglnGjCfs269qkEQBEEQBMGTmxeVq2ARl4wFL89ZblvS+ATlGuTikyeNiXWcLNcb4+HXt4Yfq9g+c3i0SWk5QMKZBuwBYjktCIIgCIIgCIfuFjjtcHsX9h9xcmqxYBaJNWdJGxWT48e2JDo+7nnXcznSAgqvmAqwMa1FSEaeB0g406A6m8GtyybgN9fML3ZTCIIgCIIgSoruaFn08+XvAOA0ZwmvQWNtMIJjIbhx6dhEx8fV+F04e5j72VQWqwzjRTXFeRLKkMsXjix2EwiCIAiCIFLjP8+fiiMdXYnLKVeTvDTwNGdm16C1qRbv7T3ifu9ZVxzrrGxCyTru0VOH9nY/i6H0o6gU3zIVJJwRBEEQBEF0Q86ekSyYQ1cuZGF1tjsLZ85/0yvAC2ZA8bSPLLhGXPk6DbncWHNW4cIZmTUSBEEQBEEQxnTkhLPaqmzEnpVLWmaNxdI+Ms3ZiOaGWMe3NCZPN2Uqa3UlV/aWNCScEQRBEARBEMb07+lMzElzljydQFLzwvj15j7EVEZV5QoY3b/R+NiBverQ0rM2UPmZ0waFHlfZejMyayQIgiAIgiBicN+18/HKu3u6tc8Z839KegWKF1QlecWvfvkUVMUQ0CcN6oVNuw8FNGdjI6IuZiWqpUG96ozrL1VIc0YQBEEQBEEYM6RPPU49ZmCxm1FUXLkioYyTKZJ0xuTqJNqohtqqWKat2Qzw2ua9+K+/rQEATB7cCwDQWBeuO5o3shkfnd+G+66dj4/ObwMAnDxpgHH9pQppzgiCIAiCIAgiDq7mLJlwldQsMi6s1mIE2WDX7NVNewEAt501GTVVGTRH+LH1qMniS++fBAAY3rceT7+1Ax87bkR+G1tASDgjCIIgCIIgiBikFRAkWyzhrIgmqWLVtdWZSJNGkX6Ntfjj9YtSbFXxIbNGgiAIgiAIgohBWgFBiu22VwpBNrrijQq2AAAZwklEQVSv56IfEs4IgiAIgiAIIgZf/P2rAJILFsWK1uiZNRa+7ode2eJvS7El1BKBhDOCIAiCIAiCMIT300oqVxTN56yE5KFSaksxIeGMIAiCIAiCIAz57L0vuZ+TBwRJ2pp4sOAbly5oK04DOEg2c6CAIARBEARBEARhyK+f2+h+thKqO4pl0tdQW4X1ty8rSt3zR/XDk2t3uN/JrNGBNGcEQRAEQRAEkQASK8yZOrS37ztdQwct4cyyrN6WZd1rWdYblmW9blnWPMuy+lqW9RfLslbn/vfJd2MJgiAIgiAIopicM2NIYBtpfcwRr1htNemMAH3N2R0A/mjb9ngAUwG8DuBmAI/Ytj0GwCO57wRBEARBEARRscjkMBLNktOzrrrYTSgJIoUzy7J6AVgE4IcAYNv2Udu2dwM4E8Bdud3uAvCBfDWSIAiCIAiCIEqBezlfMwYpzswRr1ljLYXCAPQ0ZyMAbAPwY8uyXrAs607LshoAtNq2vTm3zxYArflqJEEQBEEQBEGUKsUKhV/OJI1wWanoCGdVAGYA+J5t29MBHIBgwmg7iR6k6essy7rSsqwVlmWt2LZtW9L2EgRBEARBEARR5pA8K0dHONsIYKNt28tz3++FI6y9Z1nWQADI/d8qO9i27R/Ytj3Ltu1ZLS0tabSZIAiCIAiCIEoGU0HjkyeNzk9DiLInUjizbXsLgA2WZY3LbVoM4DUAvwfwkdy2jwD4XV5aSBAEQRAEQRAljKmJ3nGjm93P584MRn/sDhw62lnsJpQkutEaPwng55ZlvQRgGoDbANwOYKllWasBLMl9JwiCIAiCIIhuRcZQc8Z8gea09cV/nDc19faUAxcfO7zYTShJtMKi2Lb9IoBZkp8Wp9scgiAIgiAIgigvTPOcDexVBwCYN6pfPppTFoxobsCC0f3wxJodxW5KSUExKwmCIAiCIAgiAaaxLYb3a8Bjnz0Rg3v3yEt7yoVsxjHiO2PqoCK3pHSgVNwEQRAEQRAEoclnTx0X2BYn8uDQvvXImNpDVhhVufPv5pfBBwlnBEEQBEEQBKHJsSODpoimZo2EQ9YVzuj6MUg4IwiCIAiCIAii4GzcdQgA5TzjIeGMIAiCIAiCIIiC8/rmvQBIc8ZDwhlBEARBEARBaEJiRPqQz5kHCWcEQRAEQRAEQRQN0yTelQwJZwRBEARBEAQRk2WTBxa7CWXPk29tL3YTSgYSzgiCIAiCIAhCE4rMmD479h8tdhNKBhLOCIIgCIIgCCIuJKsRKULCGUEQBEEQBEFoIspiJJslh6I1epBwRhAEQRAEQRCaiILEVYtGFakllQOJZh5VxW4AQRAEQRAEQZQLkwY1uZ9f+tLJ/7+9O4+WpCzvOP59ZoZNmAEjiAIGCLKJyiCIu7iAGokbKrgr4oIkSCQmao4iioIKekCNC4SIS0SNG7jFiAdcQMVBJbiAoLigElkER3FQZp788b4908ztW3fvqun+fs65Z+7crnv77d+pqreeqrfeYtmmG7XYmhFhdbaWV84kSZKkaVrU91CuxQ7HmxemuI7FmSRJkjQLi3168rxwBsx1LM4kSZKkWbCmmJsltbjdbKPFLbekOyzOJEmSpFlwWOPcnHTIvQD47cpVLbekOyzOJEmSpFlwCvi5+cl1fwRgTbbckA6xOJMkSZJmYZH3nM1JYlW2PoszSZIkScNnbTaBxZkkSZKkodt126VtN6FzLM4kSZIkDd0Bu20DwJ0237jllnSHxZkkSZKkoevNp+LoxnUsziRJkiQNXW86lUzLsx6LM0mSJElDt/GSUorsfhfvPetZ0nYDJEmSJI2fpZtuxNkvvD/32G5Z203pDIszSZIkSa14wC53arsJneKwRkmSJEnqAIszSZIkSeoAizNJkiRJ6gCLM0mSJGkGnrB8OzZaHFMvKM1QDPO5Avvtt1+uWLFiaO8nSZIkSV0SEZdk5n6DXvPKmSRJkiR1gMWZJEmSJHWAxZkkSZIkdYDFmSRJkiR1gMWZJEmSJHWAxZkkSZIkdYDFmSRJkiR1gMWZJEmSJHWAxZkkSZIkdYDFmSRJkiR1gMWZJEmSJHWAxZkkSZIkdYDFmSRJkiR1gMWZJEmSJHWAxZkkSZIkdYDFmSRJkiR1gMWZJEmSJHWAxZkkSZIkdUBk5vDeLOI64OdDe8Pb2xq4vqX33hCYTzPzmchMmpnPRGbSzHyamY8ZNDGbwcylWVv57JiZ2wx6YajFWZsiYkVm7td2O7rKfJqZz0Rm0sx8JjKTZubTzHzMoInZDGYuzbqYj8MaJUmSJKkDLM4kSZIkqQPGqTg7ve0GdJz5NDOficykmflMZCbNzKeZ+ZhBE7MZzFyadS6fsbnnTJIkSZK6bJyunEmSJElSZ1mcjZGIiLbbIEmSJmdfPTmz0TiwOBsvm/W+cQd3e+YxmLloplxnNBeuP5rCFgARsbjthkgLZaSKs4h4fETs0nY7uiYiDo6I84C3R8QzAdKbDTU9aztAD5o0Ta4nU4iIkep759M4900R8ZiIOAc4ISI69dylNkVx54i4APh3gMxc3W6ruiUitm+7DV0WEftHxLK22zFdI9FBRMSBEfEN4Ezgrm23p0si4lHA8cBpwMXAIyJiu1Yb1SER8biIOBt4ZUTs2HZ7uqKvoH9bRDwUxvugaX0R8cSIOKHtdnRJRDy2HlieHBEPa7s9XVNPHh7bdju6qu5zPhwRr42Iu7fdnmGphcemEXEW8GrKccwWwBERsXWrjeuI2vesql/3joi/BU9ywNrj30uAI9tuSxdFxAER8UPgRYDF2UKrO7QtIuIzlB3aq4FvAjvW1zfYzzbPDgC+mJmfAVYAG2Xmr1tuUydExIHAa4D3A0uAoyPi4Pra2K4/EbET8EbgHcCPgBdFxAvqa2ObC5TPX7M4hVLQP6TtNrUtIjaKiLdSTgK9B7gZeHpE3K/VhnVERCyJiFcAbwdOiYjlmbnGYVlFLUzeAxwHnA38DXBkROzcbsuGI4tVwDnAAZl5LvBJymza17fbum6o/c4OwPeAV1LWFTJzTZvtaks9/t04It5F6YtOyMzX9L/eXuu6IyI2BY4BXp+ZL8jMa+rPO5/PBnugVXdofwA+lJkPy8wvA18EnlBfH9eN9qUR8aaIOLT+6HPAP0bEm4HPAztGxBkR8aK6fOdX0gV0IPDZzPxv4L3AUuD5EbH5uK4/1S7A1zPzHOB9lGEkR0fEHetB5diuM3W9uBLYBzgKGPurZ5n5F+AK4OmZ+QXK+rIV4LAjIDNvo+SzB3AsZV/jsKyqFiY/Ap5STyKeBNyHcpVkZK3fV2fmpzJzdf3/J4A9IuKEiHhwuy0dvr5sngxr97u/BnYDLgR+ExFHRsSubbazLfX498/AHYBPZ+an64nDvXuvt9vCztgeuCEzPxIRm0XEIRGxDfV2jS4fy2xwxVnfRvtUgMz8aP35IuB3wC8jYpM229iGeiblZcBhlCtkr6tn+C8GlgPbUDq/A4BPAU+KiJ3GaSMeULheBDwoIjbNzN9SDgYWA89vrZEtiIinrHeV4xrgyRGxSWauyswLKFkd10oDWzYgn4syc2VmngFsHhFH1OU2uP3pbA3I5Czg6ojYuF6ZXwrcqZXGdcCgk2R1WzoVuHNEPKMut1F7rWzP+v045SGw19R9zuWUwn4kb1GYpK9+XkRsWxf5LfAIysnDXwPPqweUI29ANm+o2fwVcHfg0no18SLgrcDb6u8taavNw9S33RxWf3QC8JCIOAX4DiWv0yPi0e21sj19+Tyl/ugvwMPrCY5PA88BTqWM8ui0DeZgYsBG+/q60W4Da8+sXA0cnJm3ttjUVtQi6+HAqzPz48DLgHsCh2XmVcDOwG/q4pcB/weMRWE2SWf4XOBySuf3sYg4nzIe+Rxg6TgcaEe5wforlOFWr+p95sy8AvgS8Oa6XFCGq90tIrYdl4J+snyA2/q+Pw44tndVsZWGDlFTJpm5JjP/HBF3BDYBLm2toS2Z7MAbuGPfYscCJ8Paq45jY7J+HNiiXg24NSLuRrkicFWLTV0wk/TVewOPqa9fkJmX1Suul1Gy+FNb7R2mSbJZDhwEXEspRD4PHE65gvbT+qsjfRV6wHZzfEQckZk/oRQde9TXngF8n3LyfWzuVxyQzwkR8YLM/AXlmO5M4JTMfCLwBuDxEXGPLh/LbDAHoFPt0OoyF1HOvj2+nVa2o+8AaQXwEIA6VO8KYJ8ol/6/DLylLnc45XLv74bc1FYMWHeOpezw9wZeALyWsuEeDvwZ2HkcDrTr1cJzKNvQb4AX9738OuDvImKvvpuxVwJ/GHpDW9KQT/SGd9ZhfL378pb2XQkYSQ2Z9HdyOwI3Z+a1EbFDRDxiyM1szST91L2BR/ct8yngxxHxclh77+tYmE4/Tsnrisz8fURsFxHLW2jqgmjoq38M7BkRu633K4+iFGYjX5xNcRyzN2Uo+TXAtzNzL+BpwMMiYvsuH2TPh8m2m4g4NDPfATwtM6/IzJWU+/KWAbe01+LhmiSfe9UrjKdSLk4srsv+iHLltdOjFjaI4myKHdpeEbFHXW4Z5WrISJ+NjPVuJO8rJK6iXPW5V/3/Vyhn3bYE3gUsiTIV7V7AszPz98NpcXsmWXe+QFl37gvcPTO/m5mfq8vtC3xr6A0dsr5c3gH8EPgf4OCIuCtAPSN3JvCuOiTgWcCdgZEvWqE5n1qYLWLd/vMVlPtkrgTuMvTGDskUmWTf0KLtgcURcTTlnteRzaRfQz91JaWf2r1v8ZcAb4mIayl5jbxp9ON71de3BlbV9eeLwN2G3db5EhFb1n97B4ZNffWWwLIoEz08OyL+F9gJeNUo3p84g2y+Shkm/VvgyMx8bV3+RuBBmfmroTZ8yBq2mx8B+0bE7lnmX+g5iFKYjfQ9mz0N+VwO7Af8njJh4LERsVdEvIYyquyaFpo7bZ0szmZYfGxJfShhLTZ2ALZlBEXEfhHxQeC46HueW99B0cXAbcCjImJJZv6Q0rHtX3dkTwcOzczDMvPaYbd/GGa47iytX71pwC+mnPX/xJCaOzST5ZKZf6nDZy6i7MyO6VvmJEqBdgSwO3BEZo7kGdwZ5PPS3utZbt7fBXg3ZWjJfepZzJEwi0xuq4seBDyOco/IYzPzw0Nr9BDN4sC7t69ZDpxB2c/cJzPfP8x2D8ss8tms/v+JlGnB7w48JsskIRuMKBMzLIuIz1KG/66d/KVvmxrUV28P7JtloodfAi/JzOfUq9UjYZbZ/IDSL++TmasiYnFEmchhvaJkJMxwu1nGuv3K0yLi+5Ss/nVUR//MIp+dM/MtwIeAv6fsV56amTcMteEz1KnibJbFx/aU6rjnaZl51rDaPAx1h/ZOyixfX6bcKH18lNlnFvUOirLcW7aCMtveK+uvr6KOy87MW0ZpR99vDuvOfevrV1LOyj05M0dmuGdDLtHr4KrrgXOB3epQtDtHuY/qA8CLM/PQUSzoZ5HP7jWfreuV+uuBf8jMQ3JEHlExh0x6J8U+AjwqM48ZtbPaczzw7vVTNwBHZeZTR2Wd6ZljPvvX1z8IPHJDXX/qweJKYGNg+6iTN9TPurouM6ivvhX4eX39gsy8cNhtX2hzzOZn9fXVozaMcZ72Kz9nBAt6mFM+dwUeWJf/AHBMZj43M38z4U06phPF2RyLj7UbbV1m5C7l1h3a+ZQO6yzKzeQJrO6dNYgy5e6ZwCWUlXf/KA8mvJEy/Ggkzde6k5lXZuZ3ht3+hTKNXLIORdskygxpqzPzq8APKDcUf4UyvIh6JnekzEM+XwO2zcybM/PH7X2S+TMPmVwQEbtm5jcz87wWP8qCmacD719m5mXDbvswzDGf3knET2bm+cNu+zzbA7gOOA14ZkQs7fVF49pX9zGb9czTfuUbmfm1Ybd9GOZjv1KX2XBuecrMTnwBTwa2qt/vCnwA2Ljv9RMoQ6x2omzc51I24PcCi9pu/wLkcX9gtwE/PxC4iTKb3inAPYCHAh+m3D/VW26LXp6j/uW6M+tcXkc5S71T/f+RlHH9b6Y8rLz1z2A+ZtK1L2BP4D8pQzfPBZb2vTaW+5pxzqe/r6ZMFgRlsoH3Ue7vPg04mjLc7MHj1FebzYyyGqvtxnym+LwtBm3xMTiXrSg30a+k3MS4ef15b8e2H+U+DoDXAycCf933+xvkiui604lcDuz//6h9mY+ZzCUfPLg0n9t/9oF9dX3tAcBp9fsXUa4UfYbyyIDeMiPbV5vNlPmM7XZjPtP7GvqwxojYKiI+R+n0D42IzevPe/cy3AQ8IzN7M848C/hZZj4jM6+Kdc9i+kNm3jTs9g/B5pQZqo6u3z8U1j3xPTNXZObn67KfpxRrN0IZlpQjehMouO5MZh5y6d1Ye16WoQEjxXwmMpNmg/Lp7YOpM4BlmajgB5Rn3b0T+N6o72t6zAeYpK+ufkGZnOCjwL9QHhB8VdYJLEa9r8ZsBnK7aWY+67Rxz5nFx3oi4jkRcUBELMtyA/TpwMcok3ncLyK2m+RX96U8RLk35nbkslmP685gc81l5KZpXo/5TGQmzTy4bDaW+cygr74jsA3lwcn7UIb/7h4Re8Jo9tVmMy1jud3MgPlUQynOLD4miuKuEXE+8FzgmcC7I2LrzFyVmbcA51F2ZI/o+71lEXFQRHyb8uDOE3NEpzcH153JmEsz85nITJp5cNlsXPOZYV/9SIDM/D5weJYZJ1dShu49K8sDcEeG2UxtXLeb6TKfwXpjOef/D5fhMXehjAVdA/yEUgkfk5nX12UeBBxKeeL7h+rPlgH3o9xLdS3wTzkis6H1RMTiLM9I2g04LjOfVYcJnQpsn5mH9C37MuBOlBkab83ynI8DKWO4z2nlAyww153BzKWZ+UxkJs1mmM+KzPxg/dnWfa9vQZk05cYWPsKCGvd85tBX35aZf6zL5qgdOILZNBn37WYq5jO1BblyVjfapDwc71eZ+UjgJZRhMaf3lsvyHI+fAXtExJYRsWmWB0kn8IbMfNwoHRBEeXjiicCJEXEA5cG+vbPRqykPAH5gfa3nDMrNjecBP4+I7bLc5zGqhZnrzgDm0sx8JjKTZrPIZ/eaz+aZeX3dny/Kcn/DyB0gjHM+c+yrvwT8tPbVax93MyrMptk4bzfTYT7TM6/FmcXH5OpnvoRyafYqytSffwEeHhH7w9rLssfXr56DgaOA7wH3yhF7aGmP685g5tLMfCYyk2YeXDYb93zmoa++lBHtq81mcuO+3UzFfGZm3oozi48prQHempkvycwzKA9t3Zky48y7odzQCHwauC4idqq/two4MDNfmCP21Pce153BzKWZ+UxkJs08uGxmPoB9dROzGcDtppn5zNx8Xjlzo212CfCxqFNQAxdSnk92FrA4Io6uK+cOwOrM/BlAZp6TmV9to8FD5LozmLk0M5+JzKSZ+TQzH/vqJmYzmNtNM/OZofksztxoG2TmLZl5a66bgvogyixFAIcDe0bEZ4GzKVOE9j9zaNS57gxmLs3MZyIzaWY+zcY+H/vqyZnNpMZ+u5mC+czQvBVnbrTTU8fdLgK2Bc6tP14J/CvwJuBhmXkyrHvm0Khz3RnMXJqZz0Rm0sx8mpnPOvbVkzOb23O7aWY+M7dkvv9grYyTwRvtPYGrszzLYCw22gHWABsD1wP3johTgRuAozPz6622rGWuO4OZSzPzmchMmplPM/MB7KubmM0AbjfNzGf65r04w422UWZmROxDeVjjzsD7MvPMlpvVFa47g5lLM/OZyEyamU+zsc/HvnpyZjOpsd9upmA+07QgD6GOiPsDF9UvN9r1RMQOwLOBt2XmrW23p0tcdwYzl2bmM5GZNDOfZuZjX93EbAZzu2lmPtOzUMWZG61mxXVnMHNpZj4TmUkz82lmPtLMud00M5/pWZDiTJIkSZI0M/M5lb4kSZIkaZYsziRJkiSpAyzOJEmSJKkDLM4kSZIkqQMsziRJrYuIrSLiqPr9dhHx8QV8r+UR8diF+vuSJM2WxZkkqQu2Ao4CyMxfZ+ZTFvC9lgMWZ5KkznEqfUlS6yLiI8ATgCuAK4E9M/OeEfE84InA5sCuwCnAxpRn5dwKPDYzb4yIXYB/A7YBbgFemJmXR8RTgdcCq4GbgQOBq4DNgF8BJwFXA6cBmwJ/Ag7PzCtm8N4XAJcCBwBLgOdn5sULk5QkaZR55UyS1AWvBH6SmcuBf17vtXsChwD3Bd4I3JKZ+wDfAJ5TlzkdODoz9wVeDryr/vw44NGZuTfw+Mz8c/3ZRzNzeWZ+FLgceEj9m8cBJ87wvQHuUNt+FPAfc4tCkjSulrTdAEmSpnB+Zq4EVkbEzcBn6s8vA+4dEVsADwT+KyJ6v7NJ/fdC4KyI+BjwyUn+/pbA+yNiVyCBjab73n3LnQ2QmV+NiGURsVVm3jTLzytJGlMWZ5Kkrru17/s1ff9fQ+nHFgE31StXt5OZR0bE/YCDgUsiYt8Bf/8EShH2pIjYCbhgBu+99q3Wf+uGzyNJ0kAOa5QkdcFKYOlsfjEzfw9cXe8vI4q96/e7ZOa3MvM44DrgbgPea0vK/WcAz5td8zmsvt+DgZsz8+ZZ/h1J0hizOJMktS4zbwAujIjvAyfP4k88EzgiIi4FfkCZXATg5Ii4rP7diygTd5wP3CMivhcRhwFvAU6KiO8y+xElq+rvvwc4YpZ/Q5I05pytUZKkOaizNb48M1e03RZJ0obNK2eSJEmS1AFeOZMkSZKkDvDKmSRJkiR1gMWZJEmSJHWAxZkkSZIkdYDFmSRJkiR1gMWZJEmSJHWAxZkkSZIkdcD/A89srUGCIy1AAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_frame['timestamp'] = pd.to_datetime(data_frame['timestamp'])\n", + "data_frame.plot(x='timestamp', figsize=(15, 9))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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timestampvaluehourdaylightday of weekis weekendday of the yearyear
02013-07-04 00:00:0069.880835003False1852013
12013-07-04 01:00:0071.220227103False1852013
22013-07-04 02:00:0070.877805203False1852013
32013-07-04 03:00:0068.959400303False1852013
42013-07-04 04:00:0069.283551403False1852013
...........................
72622014-05-28 11:00:0072.3702061102False1482014
72632014-05-28 12:00:0072.1729561212False1482014
72642014-05-28 13:00:0072.0465651312False1482014
72652014-05-28 14:00:0071.8252261412False1482014
72662014-05-28 15:00:0072.5840891512False1482014
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7267 rows × 8 columns

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" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "0 2013-07-04 00:00:00 69.880835 0 0 3 False \n", + "1 2013-07-04 01:00:00 71.220227 1 0 3 False \n", + "2 2013-07-04 02:00:00 70.877805 2 0 3 False \n", + "3 2013-07-04 03:00:00 68.959400 3 0 3 False \n", + "4 2013-07-04 04:00:00 69.283551 4 0 3 False \n", + "... ... ... ... ... ... ... \n", + "7262 2014-05-28 11:00:00 72.370206 11 0 2 False \n", + "7263 2014-05-28 12:00:00 72.172956 12 1 2 False \n", + "7264 2014-05-28 13:00:00 72.046565 13 1 2 False \n", + "7265 2014-05-28 14:00:00 71.825226 14 1 2 False \n", + "7266 2014-05-28 15:00:00 72.584089 15 1 2 False \n", + "\n", + " day of the year year \n", + "0 185 2013 \n", + "1 185 2013 \n", + "2 185 2013 \n", + "3 185 2013 \n", + "4 185 2013 \n", + "... ... ... \n", + "7262 148 2014 \n", + "7263 148 2014 \n", + "7264 148 2014 \n", + "7265 148 2014 \n", + "7266 148 2014 \n", + "\n", + "[7267 rows x 8 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_frame['hour'] = data_frame['timestamp'].dt.hour\n", + "\n", + "daylight_list = []\n", + "for i in data_frame['hour']:\n", + " if i>=0 and i<12:\n", + " daylight_list.append(0)\n", + " else :\n", + " daylight_list.append(1)\n", + "data_frame[\"daylight\"] = daylight_list\n", + "\n", + "data_frame[\"day of week\"] = data_frame['timestamp'].dt.weekday\n", + "\n", + "data_frame[\"is weekend\"] = data_frame[\"day of week\"]>4\n", + "\n", + "data_frame[\"day of the year\"] = data_frame['timestamp'].dt.dayofyear\n", + "\n", + "data_frame[\"year\"] = data_frame['timestamp'].dt.year\n", + "\n", + "data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "timestamp 7267\n", + "value 7267\n", + "hour 24\n", + "daylight 2\n", + "day of week 7\n", + "is weekend 2\n", + "day of the year 311\n", + "year 2\n", + "dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_frame.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "missing values:\n", + " timestamp 0\n", + "value 0\n", + "hour 0\n", + "daylight 0\n", + "day of week 0\n", + "is weekend 0\n", + "day of the year 0\n", + "year 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print('missing values:\\n',data_frame.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams.update({\"figure.figsize\":(7,5), \"figure.dpi\":100})\n", + "\n", + "plt.hist(data_frame.loc[data_frame[\"is weekend\"] == True][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (is weekend)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='is weekend', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 0.5, 'Frequency'), Text(0.5, 1.0, 'Frequency Histogram')]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"day of the year\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram\", ylabel=\"Frequency\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"day of week\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (day of week)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='day of week', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"daylight\"] == \"am\"][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (daylight)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='daylight', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"hour\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (hour)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='hour', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"year\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (year)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='year', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "tr_data_frame, tst_data_frame = train_test_split(data_frame)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestampvaluehourdaylightday of weekis weekendday of the yearyear
43072014-01-16 06:00:0072.8025606am3False162014
26152013-11-06 18:00:0075.72261118pm2False3102013
72312014-05-27 04:00:0065.4066134am1False1472014
44142014-01-20 17:00:0075.51543617pm0False202014
32982013-12-05 05:00:0076.6635255am3False3392013
...........................
29982013-11-22 17:00:0075.97342417pm4False3262013
55212014-03-09 01:00:0065.4154291am6True682014
24342013-10-30 05:00:0074.1608855am2False3032013
48962014-02-09 19:00:0070.75169719pm6True402014
65342014-04-28 03:00:0064.1702843am0False1182014
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5450 rows × 8 columns

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" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "4307 2014-01-16 06:00:00 72.802560 6 am 3 False \n", + "2615 2013-11-06 18:00:00 75.722611 18 pm 2 False \n", + "7231 2014-05-27 04:00:00 65.406613 4 am 1 False \n", + "4414 2014-01-20 17:00:00 75.515436 17 pm 0 False \n", + "3298 2013-12-05 05:00:00 76.663525 5 am 3 False \n", + "... ... ... ... ... ... ... \n", + "2998 2013-11-22 17:00:00 75.973424 17 pm 4 False \n", + "5521 2014-03-09 01:00:00 65.415429 1 am 6 True \n", + "2434 2013-10-30 05:00:00 74.160885 5 am 2 False \n", + "4896 2014-02-09 19:00:00 70.751697 19 pm 6 True \n", + "6534 2014-04-28 03:00:00 64.170284 3 am 0 False \n", + "\n", + " day of the year year \n", + "4307 16 2014 \n", + "2615 310 2013 \n", + "7231 147 2014 \n", + "4414 20 2014 \n", + "3298 339 2013 \n", + "... ... ... \n", + "2998 326 2013 \n", + "5521 68 2014 \n", + "2434 303 2013 \n", + "4896 40 2014 \n", + "6534 118 2014 \n", + "\n", + "[5450 rows x 8 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tr_data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestampvaluehourdaylightday of weekis weekendday of the yearyear
29312013-11-19 22:00:0076.71081622pm1False3232013
64362014-04-24 01:00:0068.2526531am3False1142014
17262013-09-23 20:00:0072.50710220pm0False2662013
41502014-01-09 17:00:0075.25463617pm3False92014
60712014-04-01 15:00:0070.31535415pm1False912014
...........................
13442013-09-01 07:00:0066.9472617am6True2442013
34642013-12-12 03:00:0074.9616613am3False3462013
28692013-11-17 08:00:0072.0194578am6True3212013
18792013-10-04 04:00:0076.8180984am4False2772013
17152013-09-23 09:00:0070.5149979am0False2662013
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1817 rows × 8 columns

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" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "2931 2013-11-19 22:00:00 76.710816 22 pm 1 False \n", + "6436 2014-04-24 01:00:00 68.252653 1 am 3 False \n", + "1726 2013-09-23 20:00:00 72.507102 20 pm 0 False \n", + "4150 2014-01-09 17:00:00 75.254636 17 pm 3 False \n", + "6071 2014-04-01 15:00:00 70.315354 15 pm 1 False \n", + "... ... ... ... ... ... ... \n", + "1344 2013-09-01 07:00:00 66.947261 7 am 6 True \n", + "3464 2013-12-12 03:00:00 74.961661 3 am 3 False \n", + "2869 2013-11-17 08:00:00 72.019457 8 am 6 True \n", + "1879 2013-10-04 04:00:00 76.818098 4 am 4 False \n", + "1715 2013-09-23 09:00:00 70.514997 9 am 0 False \n", + "\n", + " day of the year year \n", + "2931 323 2013 \n", + "6436 114 2014 \n", + "1726 266 2013 \n", + "4150 9 2014 \n", + "6071 91 2014 \n", + "... ... ... \n", + "1344 244 2013 \n", + "3464 346 2013 \n", + "2869 321 2013 \n", + "1879 277 2013 \n", + "1715 266 2013 \n", + "\n", + "[1817 rows x 8 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tst_data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from matplotlib import pyplot as plt\n", + "from sklearn.cluster import KMeans\n", + "from sklearn import preprocessing\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "data = data_frame.copy().loc[:,'value':'year']\n", + "# scale data\n", + "scaler = preprocessing.StandardScaler()\n", + "scaled_df = scaler.fit_transform(data)\n", + "data = pd.DataFrame(scaled_df)\n", + "pca = PCA(n_components=2)\n", + "# transform data\n", + "data = pca.fit_transform(data)\n", + "scaled = scaler.fit_transform(data)\n", + "data = pd.DataFrame(scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + 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" + ], + "text/plain": [ + " 0 1\n", + "0 0.010624 1.416368\n", + "1 -0.104163 1.344899\n", + "2 -0.098503 1.276361\n", + "3 0.020025 1.210569\n", + "4 -0.022053 1.140869\n", + "... ... ...\n", + "7262 0.466114 0.187009\n", + "7263 0.192947 -0.839546\n", + "7264 0.183136 -0.908461\n", + "7265 0.180124 -0.977210\n", + "7266 0.106913 -1.047668\n", + "\n", + "[7267 rows x 2 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# create an elbow plot to determine k (where the elbow occurs/line bends)\n", + "n_cluster = range(1, 13) \n", + "kmeans = [KMeans(n_clusters=i).fit(data) for i in n_cluster] \n", + "scores = [kmeans[i].score(data) for i in range(len(kmeans))] \n", + "fig, ax = plt.subplots() \n", + "ax.plot(n_cluster, scores) \n", + "plt.show()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 1.23529985 0.51741775]\n", + " [-1.14692926 -0.57631969]\n", + " [-0.08919156 1.18483671]\n", + " [ 0.34470986 -1.26121638]\n", + " [ 1.21146458 -1.07708729]\n", + " [-0.89750496 1.25146238]]\n" + ] + } + ], + "source": [ + "# predict clusters with your k\n", + "# k = however many clusters you determined from your elbow plot or silhouette method\n", + "data['cluster'] = kmeans[5].predict(data)\n", + "data['principal_feature1'] = data[0]\n", + "data['principal_feature2'] = data[1]\n", + "# plot the clusters and their respective amounts of data\n", + "data['cluster'].value_counts()\n", + "# plot the different clusters with the 2 main PCA features \n", + "fig, ax = plt.subplots() \n", + "colors = {0:'red', 1:'blue', 2:'green', 3:'pink', 4:'yellow' , 5:'brown', 6:'purple'} \n", + "ax.scatter(data['principal_feature1'], data['principal_feature2'], c=data[\"cluster\"].apply(lambda x: colors[x]))\n", + "centr = kmeans[5].cluster_centers_\n", + "plt.scatter(centr[:, 0], centr[:, 1], marker=\"o\", s=169, linewidths=3, color=\"k\")\n", + "#centr2d = pca.transform(centr)\n", + "plt.show()\n", + "print(centr)" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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eWILPVh0Qah8unVpE914TQkh9gsoLIQmKiKB2rKQSv31/JY6YCL3EG1z7znIMf36e4f6L+rePYm/0CzW2b55mekxIzItLcfpZR30Wn605Re6c0IIWjVKjch1CCKmPUHkhJEFZvLPAss0nK/Zjya4j+Gh5VuQ7RCLKOouU2NHO16VnebEyBmp3p6pyJLc0UAiufnu57nY1yUqxyyhZI60SExBCCDGGygshCYpaTsuYNBNTV+43bOvdRLRElP8u3RfV6+nJ71YyvdZtLFkV9LJ80vn43ZndQo5Zu/+4ZV+U09RGqV6k9nsQQggRh8oLIQnKyfLqoM9TlmWFtGENChIp9AT4w4VlpseYyfwNGySjYQPzmBkjlKxlX6w5iBvf+8XROexAwwshhDiHygshCYot1xUPFwGMBH2e+BGPfbM51t3wNHrKy7MztpkeY+nW5VApUD/eK/YedXYSG9RSeyGEEMdQeSEkQRFxXVGaTFkWXZeieKeiuhafrYxOZqr6it7zd7KiWqdlHVaPbIHDxBLa0x4uLMPmQ4WOziVCDd3GCCHEMVReCElQtMLjrvzikDZKi6Jyc6HSy5RUVKOovMqy3a68k/h4RVbE+5Mo6MWXHCupBOCzCs7afDjEQmEl8k9fl+2oLyUapensvy3AZf9e6uhcZtTUyiitrGbMCyGEhEFKrDtACIkNIp4r32+oEwazjpQgo03jCPYoNpz50nwUlVcja/JE03YXvL4YAHDF4E7R6FZccrK8Co99swXPXdEfLRo1COtcem6Lyra3FuzGa3N3okurhljy8HmB/W4L/Q99uQEr9x5D9ongWBulHxsPnsDgLi1cu17Px2YBAJqkceolhBCn0PJCSIIiIgYq9S8A4KUft0euMzHErlXp89Wxcxd7+vuttq0/x0oqLWNJRPl4xX7M2JiDdxbtDftcVSapvfYeKQEAHDwWrFS4bbCYvi47RHFRc8Wby1BZXet6CuViHfc4xsEQQogYVF4ISVDsCmT0dPEh4mIWKaYsz8Jfv9tq65hnZ2zFBy7ELBWWVgUC293IQldVbay8NEjWn5qsLC/tm6XrH1cro6K6RrxzKk594kf8Z0n4ypoV1VReCCFECCovhNQzlu46gtVZxyzb2VVG6qNsVWkiQBvhNSGzuEJMaO9zSlPDff/+eRcGP/sTXp69A4Cz+6bF7n3875K9GPXifNM2t5/TQ3f70zO2os8Tsx1bN5zG0tjhiMNkA4QQkmjQ8ZaQesZN768EAMsYDrvxA5U1UargF0WUAHE71NR4S3mpEay8qOfGdc/UdaisqcXcbXlB2/f53brCoU2TNMN9eorN8zOduy1+vMJXgNXpL6cuhhkpbvtoDWbdPybi1yGEEK9DywshCYpdy0uuRQFBr3PS7w62LacIBSeNV8G9ZnnZmlMk1E4vgH7m5sMhigsAKKL80eIKnPHifGw/LHYNq+vV7QtWpBbtLBA6p5Ur5IFjpab7tSjua06Vl4+WZ2Frjn7K5YmDOgR93ubgHhJCSCJC5YWQBEXP8pJzogwr9viK9JVX1WDsqW0D+5LqeaHKbX4hf8IbSzD+74uwat8xzNx0OKRdtUqwvubt5Y6sN9Ek30QRU1NYVoVJX2+yFdOzeFcBcovK8c6iPbb7pVfrJDVZQs6JMmiNW1N/2S90Tivr4EfLs0S7BwDo1a4JAEBy+Ow/9f1WTHxDP+Vyu6ahlqcck+QBhBBCfFB5IaSeUlZpHuugt0g9evLPuPE/v2DW5sPo++TsoJXq+q68qAXUwrIqXPfuCtzz2bqQdtUqyXrN/uP4eu2hqPQv0pworcLnqw/iXQFFRLlXKUm+KaTagSudnuWlqkbG6Mk/Y29BcM0hvWfv/vN7h2zr37G56TXtukqmJPuuK/Lk3z11LQY9PUf43Mk636msyllSAUIISSSovBBSTzFzfQLMBbm7p/qEdnVsw7bDRcjMrV+uLQeP1ylnorqZ1m2s1EJJdAs72eGOlVTisn8txUGbblIAsCP3pGWbWlnGrryTSPUL99WCcTUAkF9UjrMm/4zdOkVRFdSubsdLKkOe1T9feCoeGB+qvIw9tS1WPz4er147WPe8ymkWZOYjt7Dcsq+bDvlcvkSejVmbc22l3Y5GHA0hhNRHqLwQUk8prTIXpJxEbtzx8VpnnYlTrn1nReBvUVHyK42lJVrV0hfsyBdu+/2GbGzOLnSU4nfeduvrLNxRgAteX4xf9vqy2tmxvPyw6TCyT5QJp28e+txc/KSJu0lKkgxdudo2TUOzdPNcNLdMWY0r3tR359LDjpqxdr91pj9A3xVNgn4NGD1Olldh2qoDrtegIYSQeIfKCyH1lM9XHTTd70TojpaVIRY49YqLhjfd9HWHgiwV1RaxHYousbdALCuYWeYvM6b4Y0iOl4rH/QRqxURQ5r6g3yl45ZpBIdtlyIF0yXlF9lITnyitFEq1vPGgz1pj1VavlM1fvtqEAU/NwS97j1pe57FvtuDR6Zux7sAJy7aEEFKfoPJCSD1l1ubQYPMgHAiP9XuVV18LyT9p7l4k2VqXt0/WkRI89OVGvDgrM7DNKuOZ8jst3X1E6BptmjRw3kH4YlVEiYazlCRJuHZEl5DtW7KLHGWLyyuqwJBn5+KthbsFru3712pxQC/mZe3+40H/mpFf5Hsu3ai5QwghXoLKS4Iy7Lm5eHbGtlh3g8QQJ5aX+qS63PzBqqDP+UXlgYxjarZmm8f5RNryUuFAOLX722YKxLmYsTlbPx1wpLiwX3tHx204eAL/W2tukdQj258FTOu+ZoZeNjU1TjOYKSi/MUNnCCGJBpWXBOVYSaWwzznxJlbiq9cVkQ0HT+C2j1ZbulAZoa0dctfUdZjwxpKQdlaKQG6RdeC321j1SeSWbHr6Qpd6Y49whXYA6Nm2seNjndSkUbDjNqmXw0AdpJ+cJGFgJ/3saCK3SDEgJVF7IYQkGFReYsDUlfuRMWkmCsvE6ym4xfGSSroZJAgjurU03e/I8hJHbmP3f74e87bn4+Dx2NbG+GzlAVvtj5dUmhZo1KInyBr9DAePlWL83xchT0ChapaeKtwHN9iRexJ9nvjRsJZJjzbiCkk4CtCnv9j7vdSYZUhT2HjwBC791xKUVoYG3qtdxZIk4OIBzixIQN27SN2FEJJoUHmJAUqhNJFUnW5QXFGNC/6+CJsPFWLoc3Nx37T1UbkuiS1WdVlsZLeNSxRB0I4ioPC/NeKuQ266hZVUVGPoc3Px3A/huWwu33MUby4Ijb+YsjwLu/OL8e2GbKHzLPjzOFwzvHNYfRHlon8sRkV1LWZvzdXdP7hLC9eveb1O3Ivb1NTKKFfVZ/l2Qw62ZBdhi8oFcfaWw3jtpx1BrmRJSRLuGttT+P4fOl4aVDRVCTNSK3L/N2U1vt+Y4/SrhM2DX2zAkGd/itn1CSGJAZWXGKAIldFKsbo66xh25Rfj1Z92AICh8EC8T2FpnTVvpkXAfk6hfYvF8dIqLMgUT9kbSY4U+7JFLRMMSlfziWDFdgB4fuZ2ZEyaadrGKrPU+gPHcdm/luJosS8r1w+bLJIpqKjS8QG7/eM1eGXODizIzEdFdZ3grKzCnygVs+p2b9PYsCaKXXc8UXes/Uf1a89oC1O6we3n9HD9nFr+9OUG9H1ydsj2R7/eFPj7zk/X4V8/7w5StJMlCUlJEl6+OjQrmh5XvbU8UDQ1r6g88MwpSrwsy/g5Mx/3TVuPjEkzccuHqwzPFSm+WZ8t/OwRQohTqLzEACmMFWNCzPjvUvG6Hk5151umrNbdXlZZgxLBGhVuoBQEVCyZdrBjTBFJN1xlYcZ6ZsY2bM4uxLbD9gPbJ/+Yabjvlimr8dwP21BZXYsvVh9wzSX0pVnbLZVfLZf8c0lYCkgkijamRMGn6tsN+paOHAvLurKIJRqzohSd3ZJdiFEvzg8kSSgqr0LGpJn4TtOPBTsKQs5BCCH1AfNKXiQiKPn9Zdm3Iju4cwsGXRJXcCLIO2HfkRJ018QojJ48H8dLq5A1eWJU+qCw94hYLZMgXE4RZqUIKoK5kzS9SpV3Iz795QDO6tkGj3y92fa5jXh3sf3ilgBwtKQSPdoGb5NlGd0fnWV5bCTWcuK5ir3emJ+cJFkuau3KD84Mp8ThvL1wj3udq4ccKa5AanISmjeMbqwXIcR9aHmJAUpdiO83ZuOqt5ZHzUdYm12J1C8WZOYHrBGR5l6/+4qa4x5yF4mWSHvxPxbj3s/WBep2fGrDXU2hrMo6w5VIXZBYIWrhO6WZs0KZZkRSefly9UGc++pCx8cn63RNxFJUramp855f0dyRF1666/rOiOfn4fQX5sW6G4QQF6DyEgOU+UlZUY2UwCnLMnbmnURFlccjs4kl323INnTnigTRqCofSTYcdLcq+TXvLNfdnpl7Mii+ZbP/nbdz/0SqusfL76GnqJjF9rVqXFccs02T+FBerhraCT//aazh/o+WZ+Gthbvx8NebsM+J1c/PEX/8kxqROEit9e5wlBK/1AeYaZOQ+gHdxmKAEvOyct+xiF7niW+3YOrKA2iQTB21vvPL3sg+S1rMYrlzC8txoqwSfds3i16HYswWi0KWCk7cxpwItLFCL5W2WdfUqoVVdjwnODln3/ZN0aNtE8P9T32/NZwuBThwLDRxQZXfqiKZ2AbjSQCfsTEHZ/RojbZN3Vc8CSHECEq1MSBabthT/fUnKh0W8SPewe4ztf+o8xVjwNwacMZL83HxP0KLPRKgwi942kmWIGI9sJv8o2Fqsq32ouj14rBJVrujJXXWh0iMi3YD9t/89TDcNsaXoaxJWmTX9sz6driwDIOf+QlbskPjndxSnsKlsKwKf5y2HrdMiX5WM0JIYkPlJQZEYoWRJDZ2Hqmi8ir8X5guZjVxVKzSi5QLxLEo3D7GOt2vXeUlUkNQpk665N99ICbchlN40gi7iVAmDuoQUBabpkdWeWmUZqxAfrxiPwrLqvDwV5sM20SanXknMccgrX5VTW0ghXd2jIvEEkISDyovUWR3fjHmbM2NG/90Un8QVYira2px72frg2pt3HRGV1w6qIOt64nEYUSafh3q3NKywog9iAXFNlJKN2pgbSWJl7TrH60ITUiQc8JcuJ3/p7GYdd+YiATX2zlna1X8DQBMvW2U290JIlXAnVfJJBYLLnx9Mf7wyVrdfb0f/xH3TPUl7YiPJ48QkkhQeYki4/++CH/4ZC2OlYQGahISDV6YtR2Ldxbg+SsHBLY9f+VA/PvXw2ydJ5YxFj9uPow5W3ODYkHGCWZ9enfRHsuCk9Hiuw3ZloI9IJZCuKrG3u/x+MTTbLUXRa+gplXferZtgn4dm+Gec3vh8sEdXe2PHXVIq//3aNskonViRIyX8ezyaxazWV1Ti8xcsTiwaHOyvAoHdeKNCCHewVJ5kSSpjyRJG1T/FUmS9IAkSU9LkpSt2j4hGh2uD8TJIilJMKau3I8Pl2Xh1rO744aRXYWP05Pf3Frpv/LNZZj4hr34mLumrsMfPlnrqMjmW3FUC+P+zzdg9OSfLduJBOzrKQ1mjOvTLujzH8a6U4n+UBguRK0aN8AbNw51pR8KaSnhrc/Ne2gsMlo3cqk3wah/1/bN0iNyjWig93i+8tMOXPyPJdgTRtHSSHHtOysw5uUFse4GISQMLEd2WZZ3yLI8RJblIQCGAygF8I1/9+vKPlmWrauQEQDxXTiN1HG8pBJ3fLwGJ0ojYyn7x7ydOPOl+a6cy0q+Xb7nCJ76bivO7dMWj02wt+ouSVJINqHsE2XImDQTn/yyH+VVNTju0Jq44eAJbM0RX6FVZ1rSCvVmgeFeRkRPrKgWj6HRY0yvttaNPEhKmJkWM9o0xmUuW4MU1I/vnAfOMWxnVzFVc/E/FuP2j9c4Ph6wdhHVyzC3NstXdygevQwyc331cJR06ZsPFSJj0kxsdDl9OiEkctgd2c8HsEeWZfuV1kiA5AgHvWQdKYnronVe4f2l+/DTtjx8ouPH7wb/mLfLtRoNsonn+b4jJbjr03Xo3qYx3rhxqG3lWYJxJqiXZm3Hr95ajqHPzbV1Ti3bcoqE3EwKy+oKYWpd1zJzT+LgsVJTq5Bbr964PqHCfqTigPSEQy123e44oJEAACAASURBVMa0cD3FmEjdGrXy3byRcdX3ijBSI2fmnsTcbXmOjweALE1mQu3zqPfkKQk9nDxX09cdQsakmSirDE8ht0JJLvFzZj4AYP728O4TISR62FVebgAwTfX5XkmSNkmS9IEkSS1d7Fe9xm4GHLtc+q+luPpt/aJ5RJzABBzh38sN1wojubmwrAq3frQaSRLw/s2no2m6sZC0bNJ5utslybjuRHWtjG06GabsMuGNJbbTK1doMnYdOFqKMS8vwN/n7jA8xq1f8uYzM/DtPWcFbYtUBjYRtzFFABMlWrpKwcmKKF3Jmt+MsnKVNLgrEVpsEtV1527Ldb2oqh3SNWm131m0N7iBXmHSWkV5sX/v/jFvFwAgryiyxTeVRRyli3TnJsQ7CCsvkiQ1AHA5gP/5N70NoCeAIQAOA3jN4Lg7JElaI0nSmoKCgjC7Wz/Qrlw1dbmegJ1MRsQYRWiMdHa4XBesL0by7b2frcPBY6V456bh6Krx3T89o2WQO1iLhvqKjQTJ8B64XTCvuKIapZWhz29VTS0yJs3EP+fvDGwr11w71y/sLN9z1PD8x0urDPfZQYaMIV1aIDW57saEU23djEgIVR2aB8dYREpwi6ex6IWrBqKxSea260Z01t3u9us/qnsr/19iN/3BLzbiyjeXudwLcbSW2h+3HLY8RnmenLhIRysbp5LtTbmcmfWaEBJf2LG8XAJgnSzLeQAgy3KeLMs1sizXAvgPgJF6B8my/J4syyNkWR7Rtm399Ku2i9atpaFAKtRIUWgizC3ddQQlcSR8RBtFIfBGXZ7gZ+qWszIAAEt2HcELVw7EqB6tQ474352jsfrx8YHPRoKGJAF3nONOQLcVA56agyHPhLqgKX7/n/5yILAtXROMLWKh0OOZy/sLtz3X7y6mXEpdm+TC1xdj7f7j2HjwhJCrlyhOv5eaP/h/vw9vOR3T7x4dUlPFjWvoEYlsXeFUczerJfNrA8uM26//2b3aAAAuH9zJ1fOqFWkrampl3P7xGiH3Yu2zoS2cqes2Foblxey8bpKksbywdBWpDyRKJj07ysuNULmMSZKkLgxxFYAtbnWqvqOdDM7u3cb2Ocoqa/CfxXvD9rOfsjxLd/vBY6W46f2VMS2SFmvqXB8iex03lCPtxNvAv6p4xzk9cN3pXcI6d4PkJNxyVnf89oxuYZ1HFL30sHqCRY7GYmX2Lmw+VIgfN+uvGN8wsgtevnoQPrvduq5HRpvGAIAW/hgFbfzaG/N34Yo3l+HbDdmW5xLGBaEqo01jZE2eiHP7tMOwrqEevpFKCezE5dIqQ1hzAwuhCHpKmuJO1qaJvlK0wKZLnhU92zVB1uSJOLNn6IJCONiJe8o5UYa52/Jw37T1lm21t0yrAOpZ15T77CReUKlB9f2GHNvH2qGNv66P8n3oNka8zoLMfIx5eYHhXFefEFJeJElqDOACANNVm1+WJGmzJEmbAJwL4MEI9K9eEjJIOhg0X56TiRdmbcctYVZKN8pkU+oPltyZdzKs83sZ5Wcxivdwi7TU8MstaQWMywZ3xAPje+ORi/uK98NAaGzg3/756gO6+6OBSDyJmfBx2b+X4i5/UT0tyZKE607vgqZp1kLxpEv64v2bR2B4N5/rj1Y23+V/X/YVhO9CtjrrGK59Z3lYAdsKVk/wGT1a408XnCp0rh5+Bc6IrTmFWOF33XOSnOSXR8/3Hau5ub3aNQEglsBAzWe3jQoopnr1if54Xm/se2lCSGyHwsZDhbrbnRJPllyRrmgLZYr0XrG8fLHmoINe+Yh0muVU/7gWsLzQbYx4HCX+1O0xKx4RkppkWS6RZbm1LMuFqm2/lWV5oCzLg2RZvlyW5fqv6ulw4GgpLv7HYlspIbW+8XYCfWtrZdz20Rqs3OsrELZoZ3hxREaT14fL9gGI/ATiBSIlaygrvcrpyypr8MXqA45cjrQrygM6NccD40+15XOu51LTr0MzvHrtYADupPiurK51VCOmRmBVWaTgox7K9xb5fmkpyTj/tFMCn6s03yVgDbLx0Hy8IgtrskIL/j3y9SaszjruSiyNVXeSkiT88fzeQueycnOd+MZS3PifXwA4EwhbNm6ArMkTcYUmRXFDA+XCitG92mB0T591+52bQouxJiWZu5PZ4bQOzSzbGD1nzdLdjX00Q8naJ/K139bURhI5Zld++PNGpFWJNf50zoHFKeouxOMoY4ubbsvxSvhLvgnOu4v3IDP3JGaGYaazI8v99fstmLc9z5UMT2Ys2XUEgPum9KwjJTHNnOOEqhoZA5+eoytghoes+j/w/MxteOTrzVi6+4jtM2VYrIaL8uav64S7+87rhVn3j8G5fX0FDVOS7A0XR4tDM02d+sSPAcHWDu8t2WvZ5sctuQCA9QfEnq/mDVPRqUXDgPXELF2tEUaThB1R+K/fbcU176wI2a7Emx0tCT9jl6hw3qOt9XP0+9EZQueqrZVdHT/ciMvp3a5pyDY3LSEiQoNR6ZmLB7R3rR9WXPqvpQAib1UOh0gLYH+bnQmgznpa/8U9Ut9RLN0V1bW47aPV9bp2EZWXMKkWWBGeszXX1AfRzqSsrBa5RaQCdY0Y9+rCmGbOccJ/l+zFyfJqXQEzHJRbr/x7xC/sF5fbT5IQThCzmomD6kLZHrqwT9A+u5aX6ev04z5W7bOvBGpXf93ghtO7YNmk8wKCfacWDW2fw+j1cUMezivyPQ9bsp0tVIxRxdKJdufKIdZB5EbuVVp6PDYL//55t+CVQ7leE6vlxlClWDtfvnpQYJubdbdErIpGylK4BTWdoPdK3/XpWnyz/pDhMXq/w4yNOa7XFouWy3IgVTKDXojHUWIM9x0pwbzt+Xjwiw0x7lHkiJ6dup6i+PSaTX9/+GSt6TnsrDC5rWsYjddmfdpTUIyyyhoM6NTc3c7EKUcjVCVa1vzlZBVUlmVfoK6Lz8Unt44MCM5qrAKptUxbfQC3jemuu+o/6etNKCp3J22xFUbPshv1e4yU/7pMde5bLzu1aIhsARc5tbIpankxG18uH9wR32/MQZ/2odaLabefoWtRm7bKeZzUqB6tkTV5IjImzQzanhqGkN+wQTKyJk8EADz8tS8ZiZuWF5FU3EbXi0WhUL3n4sctuQErJiDm+vdHgcB/Iyqqa1BeWYvFuwqC6hXtzIuOy7Iy7lJ1IV5HSTgY7UXpWEDlJQ6YtTnXupEftx9KJ6c7/7VFABAQAuor0ZIlAhYY//R50kZ66s9WHcDj32zBA+PF4hVEGNNbP6V5n/ZNkW+j6ODeghKszjqOkYG6FnV8vto8kHfKsn34/Vndha+lpaK6Bg2SkyBJkuEz7kaGrX4dm5laRsJRXBQlJS0lKSho/6cHz8G+IyUB1x8j1EKy6Dc1E1QnDGyP164brGttdjtzlh7d2zbGuX3b4obTrYpN2kNy0eAhogcZWTBjEcjv5JKpyUmorq2xbijI795fhZUOrLFuwVTJpN4Sv16hYUO3MZeI1rzjdhVvEatPxqSZWLs/dpNLrIi0F4HiYrLxUCEW7MgPxBk9O2Ob8DlmbPSlE93rQnYrt2maloLPHa68P23jHujR54nZeHnODgDGK6puZPEyqhEjA1i517hYpgh9/RYObT8bp6Wgc0trFzf1kKR2B3SOhNTkpCDh+77zemHjUxe6cG4BZOAvF/VFl1aNrNvawE23sQIT5b6pPyDfSEmJ5BRi5IIlck2tsupG4g5ZlpF/shwLMvNjqrgAddYnZhsjxDtQeYkgX645iPUH3PUDdnt1SPR0X64+hJs/WIXbPlrjbgfimA/8GdcihZLx57kftuGWD1ejrMq3mmmnKrni8uAkg5dTRIvhXT6kI2ZuPhwohFpe5d5qrQhf+K07RvfTjZXuYV1b4n69LF2yjIPHnWU/E0HE5W2+3wVnZPdWwnEqyvjSVCfzVbfWPqVBbbF66MI+YdVdGddHvHBxpFwhGth0h3SKct+Mi8FGTn3JNngWlZT4ZqzRxLLYGZ/0+HDZPox7dSFGvjA/7FT/bqDc9e0RToJDSDyxO78YGZNmhqRC9wpUXiLIw19twlVvLQ/ZblUnQY+FO/LxwdJ9uhP40l1HHBclEg1SLCiuwKKdBZi3Pc/RdRbtLMBHBgUxiY9wZLPq2vCtCKKIClk3juyKiuraQMFGs1XpSKCkL39vsX6wvxtuY5Ik4ZazMkK2ywhf2DY73o61wM63VK44vFtdIcupt43Cj/ePCaQBNlKcRDKVqcmaPBFTbhlp2U5Jbxwp5cXqObj5THeKsyYHlBdXTmcLo3pedtxA3eKZGdsChSijhZmHgfIq/bI38bwLSOLyvd9r44dNkS0GGymovLhEpP1lf//hajz7wzbdCfym91cGFeCzoxwZ1WzQXmVXfniZX27+YBWe+n5rWOcgoSgTb7j1fuwgIvM/d+UADOjUHAM6NcO0Vb7aNZF4R3oKCMyVBu5hbri/APor95/+sh+vz90Z1nn1Cioq2On75UM6Wjfyo7iHqtOZj+7ZWrd+SVeN+9aTl/YTvo49IlsB3UoZ//Uod5QX5TqGbmMR9BszepbqsUt8EGaW6US5ByRxEJprPR7kReXFJexkDKvUWQUTPV5kgV1PwTEq8Daoc4ugz3sLinHdOysCNSbsXNcOLH7pDorAU14VecvL3eN6ITlJwtAuLS3bpvmXl284vSsyc09GrOLvr4Z1Nt1vJrS4FSDdqEGoi9Xx0iocVgpWOsRotRwQ7/vO5y/Br0eKB7gv2+2L0zmhypqlJ9x/fscZ+Pqu0UHbIiUEtvTX33GSytqMb+85C3+5qI9lO7eUXOUshm5jERSjjaxWkuSrx2Sk4NcX9IaB7v5FPjeyDhISTygZUisE5IJ4rvVkBpUXl7ATc6Bnqhc9XkTJ0TuVoYVFc76XZ+/AqqxjKHJQa8QOxyOUfphEjjN7tsaeFyegVZMGlm0VefeKIR3RMDUZ01Y6T5lrxqmnhKbtVbMj96ThAtNaG/Fod43riStsWDDcoMqkhpSIQP27M7uhQUpSWLEUjQzGjTN6tA6pLRSpmI1RPVrjrd8Mw6RL+rp63iFdWuCec3tZtnPDvVBNTLKKGQgokiRh+PPzcP/nzlMd26FMIMbGKee9thBvLtCvK6SnvJ3vL77rTdGNEGOU+C2zlPretrtQeXGNXJ26GEborXKJ1G0AxFwn7PiGi+pcekpTtAOwSSjKSnk0ERG+lDZN01Nx6aAOmLEpJ+xAXz0k1GXl0t1v0tXFJq52XVr5VvmfvLQfvr/3LDxycV/884ahTrvpiGqV5aWNRmEUkadvH9Mj7D7YWZGPpBA4YWAH4aQDbpMimKBCFONUya5eRgjlkuq6LpHkjk8il/Blb0EJXpmzA8Oem4t/zAt22dSbE4+VVOLLNQejlyqUkDjipH+B2igmNN6h8mKT2Vty8dXa0OrD7ywK7wH4WueceoikSrZTKVjUXU2v1fzt+TpbSX1HRMhSywM3jOyK0sqaQICgm0gS8Oq1gw33J0mSoxUmRWifMLB9iGtltDhRVue6dXpGcK0cESuHE2Ffe1oji63IsXrcPa4ngDqXHS+QkiQ+TT59WT9sfvpC03thnG3Mbs/Cx4104XZQ0sG7jXoeO1ZSiX/M2xW0X8+zYfr6bDz81SbspQszqSfYmeuOFPsW3EsiaA2NJCxSaZM7P10LALhmuLmvvV1E67eIKBtVNpSXkxr3MKMJVM9/PxEXrGRZjmhK03BokpYSEeuGljlbrVdp1daZYV1b4NRTmuCrteaFKdWkp9YJjDe+F1q5XUGSgP4dQ4PJ1fuNGNEtNHanUYNklFbWBJSXtJTorPbr1W1RZ2Sy42p0Wodm2H64CM0a2h/eB3dugQ0HT+DqYZ3Rr2MzjD21jfCxIn28fUwPPHyxu+5fkaZlY/FU0B1aNETT9FQkSZLhmG50nyIZP1vfa5iYuVgC5jGb2jmQEBL/0PISJxhlgyksq8LWnLpgZyu9JL+oXDclrZFY8fDXm0S7mDA89MUGPPHtZt190ain0kynxoYIdlbJw0EkOcCy3XUrrJIk4caRXXGkWDzOqWUjn5vU4cIyrDAp9ihBMlUmkyRjofCWs7qHbFvy8LlY+OdxeOaKAWjbNM3xb2EX5fsaMddGivI/XXAq9r00wZHi1aF5OgDgvL7tcOvZ3dGrnXlMkRoz1UXJyNaysXW8VLxh5z6KKHBGlpdIWkHcHLbsZLNsFaXf28pV2my/nicFIfWF+z9fj9lbQktpeH05g8pLnFBjsHJ0/bsrMPGNpYHPF/U/xfQ8S3dHxiyvh+hasJ1MbPHA9PXZ+PQX/QBzs/S1bnG1gFUv+0QZ5msE2niyB+UWBVvqrhraCQ1sFLhQHpmjVgqP5ZeWDKuL68mQrZukIaNNY1w+uCNWPz4eKVEqymGlFCuWoLGnhhZ1/PTWUUGfk5PMFTozlPvuJP6ivNrY/eCNG4Yi87mLHfXJSyiPi97tU34Soxo9FSb3z4w+FkkrACCvsBzfrD+E6ppaPDrd3oLVdSOCx6O9R0qEjz1WUhmV2Mjp67JN94t6NhBS3/huQw7u/HSdaZu9BcWm2S3jESovUcRMnjAaXDNzgwWvaavMXW+25uhXCT4qmN3LjswjOh1Esfh7xNFLcx0LJr6xBLd+FBz8GossRkZohfEWjRpgwsD2wsfnFpWjpKLa8nkU+c5GCr2bt+vxCaeFdbxIko0dz1+MD35/euDzQxeciv/deSbO7l3n2tW7XROMyLBOZW3EGT18sTXdbRacBMzTcmbmFsUs4N4NPrl1JF4zia1SUJ7Hz24/I2RfQDE0mHWdpDsf3bM15jx4jmW7F2Ztx4NfbMTPmfmWc4iW/609hIxJMx1nCuv75GxHx5kxY2MOnvthW+Dzmv3mBSYjVeCUEM+ieiXOe20RXpy1PXZ9cQCVFwBnvjQf93xmrpnapbQy1I/WTFaatTnUrOeEbQbKiyizNotnnRF1odKbODZnR6buR6SpipN6COo6HArR0l1ECkPqPRs32qg3AgDPz9xm2aZM5z1TY15Z270bdungDpZtbjkrw3BfZu5JSwtlWkpykMvRfef3Dgrkv7DfKZj70Fg0TReP0dBy8+gMrHj0PPRtbxxHZITZcJBXFF7Nm1gzpndbDOzc3HD/s1f0x/+d1R1n9/IpkiO7tzJsa+Q21qFFuu1+3XGOvYxyVkO23jOobDpSXOHYiuJ2UPwfp63H+0v3BT5bzUWidcoyJs3ExyuynHeMkDhFCdBX0MbBrdpnvgAQb1B5gS8YfeYmc+Vh/YHj2GJD4M7RSX1sJizl2Ui1bMa2w+EpL3YQXc3Sa/e5zurfD5tyUKgjlMcTVoGhopg9S04XCaNldxFZQb9yaKeQbaN6tLZ1nWmrDlo+DzknzIXiV3/aYRi34ub9MnOJ69g8HW2aNMDd48xrisywGIPMWP/kBfj3r4c5Pl5BkiR0aO6sGKT5eBA/VkGn6H0DJZanS6tG+Otl/XTdDG89uzsmDqxTbo2shX+6wLpgpprfj84IKEviGP9Gt3+8Bp+tMq7HtDPvpGMrip14NwWRRRIFK+XFjkvMVAOXYUK8TJaFu6dbxXijBbONqdh/tATdWusPmFe9tTzo89Pfb8UpzYxXyvQUFTuPRv7JcjS06Wbxc2YeCsuiJ/wbTRiyLOPLNQcxcVBHNElL0RXGtYLOgaOluPez9RjXpy2m3DIyEt11Be0kOHXlfny5+iAap6WgifJfekrQZ+2+JmnJQUkY3CJaWdBEXLXO7dPOlWu9Nnen6X4rBXrOVuNA91QX41mamAT23zmuJ353ZoZuIg01L8/ORLumacgtLMcDX2ywdf14CIRPJNecRy/pi5d+zMR7vx2OPQUlGKcTi6Tw5KX9AAAjX5hnes4GKUnY+sxF2JpThOveXWHZh6cv72+v0wDMZqG52/Iwd5vx+6J1YbbDjI05ptYoPZo1FLcgWj17r1uMI2pEhtGK6hqUVtTYeu/KKmuw/sBxjLatcIZSVVOL01+Yh2evGIDLB0e3eC6JX8weXav4zXhyOxeByouKb9Zn44Hxpwq1nbI8y3S/3mNgZ2of+cJ8tGmSZt1QxT/n61cXjhRGysva/cfxyNebsXLvMfz9+iFYuz+0krk2xqfM746gZ7FSOHisFFtzCnHxAGsXnUgxbdUBTBjYAQM6+VxI5m3Lw56CEvRt3xQHSkpRXFHt+6+8OirB/WqiNfaIrNC4tYgTThYhI0b3bI3le466qryYZaQSnRQOHS/DDe/9Ypr6OZ6pNrFKemxe1EU9Zt0+pgdG92yDgZ2bY5w9g4mpZbVxWkpAyO/QPF03RX2sSA2jWKeTVV2jemXHdeI3rSwvaw+EzkFGiKROvu2jNViy6wiyJk8UPu9j32zGN+uzsfDP45ARZp2j46WVOFFahWdnbKPyQoRIsXgHvbb0ROVFhV1Lhxl6q+B2BS2tj6IVGw+esNVej/TUJOHAUaOV/lJ/YGdBcQW25hTqFvDUTkyK/6VksnYw8Y0lKCqvtjVhuM1bC/fgrYV7An2okYGe7Zrgq7tGB7WTZRkV1bUoUZQZv0JTUlmNk+XVyD5Rhpdn73DUB6PYiGgJiEbvSVpKUiDdq1tWoN155r7yTvInKO9hOMKYHa4b0QWA+O8TjexMkcBMgLSTaS5eUSckSEqSTGNg9GiSloL8kxVCz8HWZy5CcpIU4qaVJOnHrfxqaCdMX5+NgZ2aB+IJO7VoiGzNYlA41rFkG8U6tUxZnmXbUmSUxEYvaYqZhRWw972190wPJ8U2layHbtSVUb5OfVgUIO5h9pRrF+u0r8Te/GKM//siPHTBqZgwMHYLxKIkvPKyO7/OFN4ojDoZ2slZ1/ISBdW2Z9vGeOPGoUHple3Q55Sm2HhIzKWpi05hPTWyDMN+aG+FyGBcFIfFxGRZhp4MLEkS0lOTkZ6ajNY6FrSi8ipD5cXKP9tIRjRT/NwkLVVfiGmgUl7csryctCi6ObqnWByNWuh79drB+M/ivRiRYc+NxSlKXERaipjwJyI8xSNmlsZ2zexZkeORbq0bhXX8lFtGYsamHLRran0vGqcFT8292jXB7vxiw3d/SNcWmL4+G11aNQwoL3q6xruL99rud6wwCrJXzxEnSitx6Lj1+yIasB9JlH67UTBUmS+9lt6WRBYzGdPK+lkjy9idX4ziOJSz9PD+cliYqAe+hg1CdbniimrTFcU2TXw+r78eFZxJKVYrIgM7NUf/juIrguFMyEZ3RfnuZnULtCthXnWXr6mVHfmKGtV6AESUF6PK3b5/9aq1u4lR39XCebT8Z3u1ayLUTt2fzi0b4ZkrBkQ9QLFpeiq+vms0+rY3r8vhJGVuPFBtIiF69f1W08KikKiWT24diTkP1KUx7tq6Ee45t5cjq+RVOgkw9LA6d2YUE7rocckA8XTpRuOcevy55p0VuPRf1gt1kSouvP+oeM0bZQxyoyuKVUov6ySJT2ZvycV3G8zrEYWLHQujVs5QPGaSPBK4n/DKi/qn1rrDVFTXYMBTc/DsjK2GxxsNitFaBdcysHML4ba92jUJqZZsZ1y1elFWZ4n7GatXo77fmIPle4zN8vHkVlMry45edjPh/ss15hWfje67JEmYce/Z+P7es233xw7q7zvlltPx7T1nAQD+fGGd83+0lBfRy8RLMOLwbi1tBSJ7iQv61RXQtfKvTgTG9G6LPhaKqihWj29dcVHzhhUxTPW+/2gJmqSJO3vojXOfrMjCF2vqMlXuzjd2K1V7VUQqmYSI1UdB+WWcFG0+WlyBTYfq3MKN4oFEWLv/GDImzURmrj1FdnXWMfy0VbyUAgnmzk/X4v7P7SVisYv5oxW802gsKC73hkKc0MpLeVUNPl2xP/BZa85Vqlp/bVK9VwlS1Qbwx9LyoibDxLKSnpoUsgpUbOGmE0QY84H2JatzG5Nw37T1+PV/Vhoe+/bC0BiaWFErO3ORCifewmiAkgAM7NwcrSKceUq98jmuTzsM6dICWZMn4gZ1HZcoPf+iiwTReB9HCWZTEm3nNdQplr+79yw8MTG8wp2kDqvnXBGIpaBt7vZBLXQ7se6OfWUh/rfWfGFGzU6deLcnv9sqHCuonkMiZXmxg6SyvCzbfcSWEnPFm8tw+b+XobC0ClNX7g/rt1XigxbtKLB13LXvrMAdn6x1fmHiOkXlVdhbUAxZlrF01xHThV3tK1BpoLyUecTyn9DKy6PTN2N+Zn7gs5MBrioenGlVaDMVmaVnTU1OClmRKrBRbyac2IubzuhmcKw1x0vt1wyIFLUO3cZSkpMcJx6IdUraZAHFK1oL76K3Phorzp/eNgrbnr0IZ1rUs/nNKP1nvz6w8M/j8PyVA9C/Y3PcNqaugGK48SKJjqXlxf+vemywM0zYHcKaC1gPB3QKP2ueEyuFQr5q7jMK/g8XO7dNucffrs/Gb/67El+uCa11ZoRi4bnv8/V4/Jst2JXvPG21YhWNdjZM4j6Dnv4J5722CK/M2YGb3l9pWlpA+woYZds0c/ePJxJaeflmfbBFRau8KJ/MBlCz9KB2uMyFdIe92zUJCfQ0E6yTJClEELajjIUjRGtd9MwC9j9ctg+Dnp7jynXNKCyrwjobKTWVvrgdO9G1lbmgZzTn7LUoQuUWZvE6Cg0Eg9PDJU68wQD4JoNGDVIwYZB5phYnz69XvLAy2jQOWpjY99IETL97dFCRRi9z3YjOePSSvlG7njK29OvgUwSs4qXsptdXUM5vhlrYFXELfOgC/bIDTW24jrmx6HDCn1YYAIZ1bYEOzY3rs9mlyoYCoBTcPXS8FACQdbTU9vXyinyps8O5L8pv98ocZ9kuo811767AGS/Oj3U34pqPLEp3AKGeRUYul0YWmXgjoZUXLdqVCBEZw43Vi47N04UzEZmhdRkD9IW7NU+Mx9d3nYlkSQrJwmLHdFlpsAAAIABJREFU+mQce+H710yo1x5rJtA9M2NbUKYxO7Lfk99uwcQ3lgi1vXXKavxKU4zUinUHTqDEjqudAAeOmU9qMbe8CAguRqlxx/QOv0CbmljFlplx06iuWPfkBYb7ncSDDO4iHssWT0iShGFdW0atgGqkefmawfjD2J5Ru96qx87H0kfOxTmntsWSh881VAL1hgQ7VguRcf+zlXWV50VqJBm9myk2XGbdiG+85p26gp9DurTEikfPD/ucCv+av0u4rbK4pCwoOvH0SPMv+inB1WbkFpZjxPPzsLcgWEhVp7y+8s1lQbE0WnblnUTGpJlYssuei5mbrNp3DLlF8VPvKB4ReZK0sp7RPfVKwhgqLypCao/4B38noqI9k73kin+yXuVeJbi6maoCeJsmaRjerRUkKVQQtlPrxqrLjU1ST2sHbsWsLyIY2xHeP/llP7bmiAUmbrBZJ+eovw7PugPh19exgxzjsUWRQ1+5ZlDIvlP8KXGNhFW3hVjlcfn96AxXzxsOkiSZxh21a5aOf94wBM9fOUD4nH+7OvRek/pP6yZp6NzSZ4ntYmKR7d7Wl3ilT/um6NLKF49iZ0oRSbmrdte1o4CEnkc8INiNWBX1CrPb5YacpDVX5mQnXhvKImdZpfWC2Q+bcnCkuAJTVUonEPzbbTh4Ak99b5yQaFXWMQDArM0M1HeCLMt4ZsZW7Mpz5uZXXlUj9A6IiESiKbq94jaW8HVe1GitKMpHJ4qF3Vzu4eZ+T06ScPWw0HSaSZKEZZPOQ+MGydicXRhkMk+SpJAX44werfHTNvOCX4E+G1leAvvNjg3+rPRDRLiNVJiR3V+gyiWXQbvE3PISCDwN7cd395wdlj+2Xby6on/FkE6YtfmwcPv0FPcK6BLvc26ftprP7fDDH89G/47NMHFQBxSXV+Om/xonPdEi5EGgaiJieXGjnonbgfZup4F1cjalC7WyjKLyKsi1wMKd+ejTvin6tjd331u1z6dMqC0va/f7tg3vFpwIRBmftX3UWn4Z+hI5cgrL8eGyLPxkUUTViL5PzsaF/U7Be78bYdpORCYQFRtuOStDrGGMofKi4uDxYHed2oDlxf7bbWdAOF5aiXwbgfJ6NGqQrCvIJUm+SsuAL3Vn0L6k8ARwQyVCNTgbHqvZV2NDU3RjUtQ9r02lIBpKxDVvL8ea/ceDgvtjrrwkKW4PofvaN09HexOfcrdVDbvnG6cR+mJJfag6T6KL8uYP0HERVrY1S09Fs/RUTLllJF75aQdmbMyxPO9+gfgL9bgjZCE3WWRq3jAVhWXWFhi3g8pF4vXMmPxjJt5ZFF62S8Wdrqi8CoOe/ilon2gSF7Wr8tVvr9A9Vh1HWlxRjfSUJKQkJ4X8dhttehx4mZmbDuOez9Zh0V/GoVvrxtYHhIlyq8NRwkUXk63Qig19TmmKHToWoZ5txWqnxRrOnireXRRcfVgZrJ08eHYE4dLKGizdbVzXRASjIdlsZTpJkkKysLhZ58Xstmn3KS57ItdPiZDQZ9/yEnn/rTX7QxMIxHqlTFm9dJLBx+3AczuyyJKHz8U7Nw13twNhcF7fdsJtG6fR8kJUAqlA266tG+H16wa7du10lUuxiBLQ0MRtWHQcKBVwj7JDuPWetIpLqoNYVUV5mG5SgsGK4gpr1x5ldC4qq8aAp+bgj9PWAxCLuSssq8IVby7DnnxfnM60VQcsjvAGSpHI7VEq1qooqpFecBSLzw6WV9o100/u4RVvBiovKoZ3axn0WXkgnFgnoi1fGj1wZqu7kiSFCMJ23jEjIVo5hx3Li7LCJvKSp0Yo9ZLd8SVWqSbDSR/qBtcM7wwAOFsnxsqKv17W39W+KM/9Hef0wNCuLXBxf+MK3l1aNQoSwCLN+NPMlRNRF5Yf7x+D1g6zSJH6hV2rs5uZEEf1qHNLEjmvWRtRJeLP/9sk1E4Uo1id3u2crTaf0sy9zGV2+GDZPss2yjShFPX8cUsupq87JPQE/ZyZh40HTwhdxwtsyS5ExqSZ+GXvUQDRE9AVeSZcUeH3H67CPZ+tM9wvspD4wbKsoM8xFiPChsqLimFdgzP6hKMtx8uD0aOtsWk060gJNh48oRGG7XRcv23A3c7M8mIQsC9izGjVOHqCnFahVZBlOawqx+EQ6/z8w7q2RNbkiejexr7Z3eyYRy7ui66tGuG7e87S3W9W2LNji4b45u6z8PDFfQLbfqUTAxZN/nvz6Y5r+ag5TSCNLUkMlIQq6SZWDTVuCmnqLIhN0+vqvDw+4TTMvO/skPayDCz48zjdc4n61dtNomLF9ad3AQD85aI+Qdudpna/Zlhn28fMtBHrFg56iu5DX27EF6ut68uEa6GKF06WV+G7DdlYvsfn2aJkLY3W93MrZmvhjgLM3GT83IjIqi0bBddm0ns+vPSzU3lREeLKZPO5KwtKXyh28GMTQmsGOBGKtavxiiL2monbgDIZKQWw7GJkkVK6b7YakFMYnKYv4DYm8BJG04XGyMReXStH1H3L7D6Mnvxz5C4cBf56aT/8YWyPkO13jeuJxQ+fa5gW+GVVdrO7x+mnq+3Rtgm+uvNMvPvb4RjWVV/xJMSr/P6sDDw4/lT831ndo37tLdl1rjaSBDx5aT/8fnQGbj+nB/p3rIvBUdeiMVqsuPe83qaK/dhT7cemjezeKmTbyfLguJpTmvosJdrSBFbKy+HCMszZWpdxSysIxiNGU8jREusiz/VFeXnk6024//MNyDwcHNsRrbpZivIS6fBGkcXy0T2DiyfrHeOlXz0hlZfd+b7c5VpCao/YlE6359YN7qKWlwv7hbq5OLH4aI94/+bT8emto9CuqbVZe8zLCwJ/21kpmPxjpu52kVghrQ+tHbexaGI0htfKsit9HX/aKUhOkgLpTevOr9/eqLCUl/i/s7vjgtNOsXXMz38ai6uG1q1yPnxxX0PhZ0RGK1zUv329mYAJUUhLScb943uH7f6o9TKwiwTg1rO74+nLQ91AFWtPOIlVnBTbzGgdmkp6ribYWXHV1FqkrJJnXPXmcvzhk7WBz0q2tXibr9QYLYDpbdbKOvVl7DzsXyQt09QLitbXU+JMSgRilLS47R4uEiLglXgXIEGVlzVZ+lXUF2TmB322++yo24voAPtemoAMnZUpJ4HQ5/YJ9q9v2bgBznZQENBOfI9RjnsnL11tQHmxbuvknVbMxnYxKrRWW+vOxPWf3w3HzucvwcFjvnup1AcxUvzMTMdeYkRG6CqpGU4m054mLpOEJDJf3TkaN47s6vh4M9dVxVptNDy2ELBaOJGh9BK5fC7gIgVYW160Bf0CC3Rxrbzobz9SHJrZtEoTzK1YJsxcdSPNXZ+uxUWvLw7rHErvtdn0oiWkK+9JsYNC1nbqITmpj6frNiZ8xdiTkMqLUbaqrKP6qZLFqWsvkolK+wLVuU7ZvCyA34xyPhGpqbSRQetXQ/VjCpzUYVEmAaF85Q5W9Pb5qxvbRfmJLugXbCmokWVX6s1IkhQ08Bzzm/QNlZfN1mlP6yNOiuKN6tHaulGc88TE02LdBVIPSUqSwnJlMZsnBnfxuZAZWU/M4t4UC4jeNGC1KKYoTY1U8UBKXRQr1GNwkzTrChLVNhbbwmFPQTF6PTbL0bF2ulZcHixcKxYqt2uZrdhzFPd+tk5ogfPHLblBqXydLIoqMtY2TXaxaFmWnBQiVbj1o9WWbZSFABGPGW0bfcuLWN/igYRUXkRXE+yuqqifjb0WwrJeLIUyIFo9iGP8FpVuOmbycLGT/renQYYWJ6tRNTYUNyfK3YLMfGRMmmmrMCBQN8hpfaR/2pqLz1f7XN8iIWBq0xoq7MzzvtuYwr6XJgi3VSxSb/56GL6+a3SkuhR1PrzldMx7aKzhfnUsASFuEo4AV1ltPE88fHFffH/vWeijin0RpS7ZS+ggbzUv2vk+AzoGJ8FYuKMgpA9mKH1xO2mL9jt+vfaQ4wQtdubJHzQW/UgJ97//cBV+2HQY5VX2V/6c3Aajb6FkHYs04STXWX/AOlmFnV9J+zzo9czI0yQeSUjlRfTFtKvpq5vv0in+o+aVaweFbFMEVqvBM81fbTsSA4ydlQKjycTJCkmNjZgXJ8PBvO0+l8C7pxqnG9RDfYt/d2a3wN9HiysxdeUBfxv3fwc7sUdOUhbHA2b37eWrB6Ft07qVW2VldOKgDoYZ4PSYOKiD8w5GgXP7tEMvkzSt0QosJYlHOJmQzBa5GiQnYVBnZzE1ysKXXs+sBEFlgUkbmKzHqB6tseqx89GmSYPQPthYxXY75mVNVrClKJzMZOH0LVIB5uFMlU6+j9H13l4YXqFRK2prZfx97k7kadwNI8WATtYZKUPun7724hkSUnkRxe7YrhbazVIUA/qKh3I9K3ckRaBRn8GtIdTOhGbU1smcaEt5iaKbsVrAVldnV/98IkW/7KKdqKtrapHl0PXNi1x3ehfMvn9M4LPTythDDTKXxRvXj+iiu93NOh2EqIlUsLnVq2p22VeuGYwxvduga6tQrwKruSk9NRnzHhqLf904TKSbaNcsHXrSmljBPzEvCbtoT6eN1bCDnZ5pFxwjFROirOznFZVj/1F785lSq2WnxcIwAJRUVMe0Htov+47ijfm78Jf/bRQ+Zk9BMV6ctd1Wv5XfqUPzhhYtdQL2GfPiPUQfDbuDu7q1k/cm25+y2Oq6iuIT7vhy59jQdLN2vrNRWyeToi23MZdLgE5bdcBwIFXLjuf11c+Q5SQewwqtO8ILs7Zj3KsLddu6fT/ihZSkuuHJqRDvlaw5RumhvZT9hcQn1w7Xr0XSUUDguX2M/ZTM2nfuvvN7Cx87sFNzfHLrKN333corIEmS0KtdEzQUrIHjOyZ0m4jbs5341MKyKqwUdFNydSwPQ3iP1LipnHbcqwsx9pWFto79fqMv3vMnVcpqPY6VVKL/U3Pw7593x8wNSokVKioXD9S/dcpqvLd4r2npitxCfUuOiPtiSMA+Y17qL3YDstUPh9WzpDc4fL8xG4D14KnIdOpzOBmn1AOlou3bWUkyMuM7srwoAfuqg5+ZsRXP/7AtpK2bCyo1tTIenb4ZV721XHe/yLucGgEbu/beLt5ZYNCy/pKsUgqdCvFeMVw0bKD/DHml/yR+eeXawUE1khREhtHHJ/bDnhfFY9OA0DFTW2vlmE6dkc4tfYqU2SKWURyggpN3RW8eFpkDA5YXgcno9o/W4Pr3fhHrkItzWzhGoXgcd5RssFa3PP+kT8B/be7OSHfJEKMyEmZo5/z+HUNdwbRZy5SfSSS2RmvRYcxLPUFv5dO2BUHV3Mr0pyeLKStLVteVdCwvDVLsP3R6qZ3tBNtrc+jXnTecmJe6bR8uy8J/l+5z5fwK2vuunEtvQgXqMlbddIYv3uXFqwYC8K0QKkTCbUw7gZpNqMqc3r6ZdU0fL+HGffWK29XlgzvhkYvrCtamp/qGZq/0n8Q31xm4JQJAh+bm44bdR1CrEBwpDh5bleLIahS3SSXOTW8OtMqEmeTgXTE6RHSOEZERNmcXCvfHTRu6HSuOtmWkPK5KK+3XO1FQssHa6lqMhs/tmuxmZny55iAe+mJDYI7Xk4UUjOZEEYU7tM6LjtuYh6abhFRe9H60Vv6Uc+p9Yeguli/YcR1hWTE1Wse8+J4w9cPYsYW1C4AWtZVDCcDUewkuG9xR93ijgonbcsRfXAXlukZKhBo3B1arU3Vono6syRNxhl+JUSb6PQV1bmaReOG1KynFJkWuerZrjH/dOBRLHjnX/Y7EEDcEd6+4XSUnSbhrXJ0bZySTchAC1I2jZqmLAfvvkLZ5qsB7fO95vbDp6QsDyoveuPzuor2m53DyrhjJfKIeCG5nG9MqQ+f3bWfQMpSQlfUwuhbfxTfN96utB0ZPhFVMcjR5+KtNmL4+O1BQc9rqA4ZtjVzURZ7Xehavb628SJLUR5KkDar/iiRJekCSpFaSJM2VJGmX/1/xFEBxiCIsqPOa232B1QKn1cpNXpFOoagasWxj+474lAa18iASsKVFfRWt1q8m3aKAl5Z3F5tPMgqZuXVKjnJdkToz4Qyr2ltrda+1lZfXH/SlL3zsm81h9MKaGo0GW1ltrLykJCXhssEdI+K+Fi1aNw7N+uM0SF+NV4X/5g19iyle7T+Jf3q28wlwp55iP6Wx2SKTVtkRiQmUJAnN0lXFK3XGZatAbSdrHUbjf/7J0PlZj+V7rGNZbFlANE3t1CcLDch2jtm06KTgov3rG3fA6n6qHz+j03RvHT/Ki5a8wnJkTJqpa71Rx4ECdd/VSeII/ZgX78w3ltKOLMs7ZFkeIsvyEADDAZQC+AbAJADzZVnuDWC+/7NnSfO7aahTQNpVXpJtxKDovYCiGUzcElLV3y9QdEvn2o9NiEyhPHWud63S0izduFCYq5YXi3MZFTRVEwk/Ua0OZ+bTWh9ci1Y9Pj5kmxM3kJBzeOzWbHnmIqx5YnygFlWSd/VREudMHNgBM+49G5cP0besm7HpkLgrlKKI20FvuBNNZGPvOvrn/HZDttDxIsqLHbS9saoXp0YkINsIbWFOs3udc8I4oNwtNhw0rnFysrwaewvE6p2tytIvUuqkFl20+HaDcSFqI8XNKh5M79h6b3nRcD6APbIs7wdwBYCP/Ns/AnClmx2LJHrPrZIjXl18S1SZPedUXwrdV37aIXysWQVhq/dKqeuhVFd1ivo61YrbmObivxrWCS11VsXdQL26UqEpWmW2AvD6PPFAPK0/t11BX1vQNFLC8OUa1zztYGTmKxyJmJtoEykFzGuKXZO0lKDK5LS8ELf4/eiMoM+SJGFg5+YRf8aCLCqC6MagWrlTq971d387XDfgWUvbpr754S8X9Qna7obVN9AvG+cKx10rRHmxYXvRug6ayS/RGFLLqoznu/eX7sN5ry1CaWWwBUiWZby1cLeQcuV2iutoEY6bY8ijpWt6sd+nWGFXebkBwDT/36fIsqxUUMoFoJ9H1iM0auBbeVC/NKJBe4pb1UbVaoGTlIfK4GOZbcw/GIa7eKAe7Gb70w+aeW2dq6pz4gbq7leYVGwO6xqae3SXJj201T3UWrn0rCxuzHOX+ospOjEDu2GhqK9EIo11NPF270k8oVc7BTB+xs7sYV3sUY06iYkas/Fpz4sTdLOZXdDvFGS0boSRGa0C26wE+x821a1YX9S/vVC8iNK1oV1b4NNbR6GxP82ynXTLVth5h8OJoQmJabBxqgKNm5zZvY6XBZVX5wQvYh46XoaXZ+/A7R+vsTw2HpUXM28ThVCZ1PdbCGUbs/hcdzZvIKy8SJLUAMDlAP6n3Sf77qju3ZMk6Q5JktZIkrSmoCA+0r3qKRaN03yDlVp5EX2+01NDBzprt7FQAkUqLQ5WVpPDLcKknpwU077Rtbc/ezH+e/PpYV1Pi/pS2u9SWFYFN9B+H60yon4W9CqdR8uqoVialIlBZDBSqA+Wl0iRTL8rQgAAN47sqrt975FQF5y1T4zHh7fUjfcirl9Tbx+FuQ+eE7JdSYOsR3KSZGgd7dKqUZAF2mpeXH9A42okIGRv9SeXKa+qwdm92+Dfv/EVuHQSB+QGdsZ9LaFuY+Ln+rOmmOJJk/okTqzZldW1+NtssfTBR4orQjwx9CjSpOBWlOQqi3pAQHwqL70FnjntT8qYFzEuAbBOlmUlP26eJEkdAMD/b77eQbIsvyfL8ghZlke0bevuyr1T9ASaBsk+BaTaQcB+Q13lxbnlxepYZeyQ5fBMuJcM7BD4W3GvCnkJ/B8bNkjWHbTCU6CcJ0cQRXterVVL/VHvXpoN4m4ypncbTBjYHs9e0R+AvRU4r7lGRRM33T8I8TJG1gQ9a3vrJmlBi3I3n9nN8vzN0lN1BTCtS6woSZIUNB/1E3ADc0puoc/ykO5P3OPmdGTLbSws5cX8sxnlGs8HrTKjxq7lZd+RElzzznK8vXCPUPsRz8/DLVNWW7bT/kYiWe0U4jGbWjh9ElJeBNwKvTRd2lFebkSdyxgAfA/gZv/fNwP4zq1ORZqxp4YqUYr/pDonu+jDpAT7q7E6Uj/mxfevVcKtRg1S0KJRKp6+vD+WPnIept89WqifZgTqvNgcPMNZwdCrM+M22v5pJwf1J70+nKwIXt3Re7ndWK1IT03GW78ZHvA9rq6VhScyWl6M6WSy6hvPeGkFjHgbkSctnOHZ6bOckiQFWSJGdGul205ZvBnTu03Qdu2wuOWZiwyvpRjkpcDCYGyE27umrgv6bGdhqlKjgNj5Cna+r6hcJMsyvlx9EBPfWIL9R0vxtt+qpaZKILtoJIiV5SVdR1ZUELmtRm12GZStCDpW4FxemnWElBdJkhoDuADAdNXmyQAukCRpF4Dx/s+eQG88+GWvL2vIG/N3BbYJJHAAoJ/9y0rwVGu9ygNdV5xI/1glQD9JAjb89UJcPbwzOrZoiGFdw89SbZgq2eJpDsfMrc42Fs6qgyzLeH3uTuzRyUASUuzRxLSuV7dGu8o00R+bonbBcFN5UFIh1tTK6PX4LKFj6BplzBCdwF9CSB1NhHzto9ARDclJwZYXozjSU/y1Ya4e1jlouzo+8caRXUIyagVfK8l/jHIt9whnbstorR+npMeHy/a5dl0zRKb8E6WVuHvqOjz89SYM7twCsx8Yg0sGdghxIbzsX0sd90P7PNgRRWKlvJi5tJllWFPQfudwJI+EcBuTZblEluXWsiwXqrYdlWX5fFmWe8uyPF6WZf2cdHGI3g+kt0305dcLCt5tlcpPdeqO/hotgYB9gxdLEZIj8doZJguwuFg4Kyc3vb8SC3f4vA3tjLMTVe5ugK+C8z/n78Lv3l8V0jbElG5iedHjov7tgz4rVey7t2mEK/0pRi/s516uCkUPrq6VhQdjGl7MuXFkV3x666hYd8MR8efcQOobIuOXkwQ04ZKSHKy8GC0mpqUqNdq0GSvr/q62iINQ5takQDyp3d4aE607p40TjZTyoq1BpmX5niO4+B9LMHdbHiZd0hef3jYqUIdu0iV9g9pm5prX7jElxE1O/PtGKkGQFTW1smveKuEeq3cqL4kSCblkq/cD6QmAoi+DupChMoB8+ot+ldSO/tiSbqoiSQFTtf+z0WUVK4CbiwZKlitlPLLrc2s1KVixdNcR33VtvJXalz/bnxoxWydFYojbmM1c+NpkDMpvUFMLNGuYipaNUoVqwYiSHLC8iA+uHlossc1nt43CS78aGNY5XvrVQJytcSkhhPhwstpq11X5zxeeavsayUlJwcqLwWCtlDnQrmqr53QrgVFRWpRD3BT8Rc7Vpol+OQI7vdB6QdgRku1c580F+rErldW1mPxjJn7z35Vo1CAZ39x9Fu4c2zPI9c3NTGXaPtv5zYpcSgjkhMW7nCeu0ibXsHM7ta6Beq6CXpIlElN5MYlbEKnOqkXtNvYfi+ryP9w3BtNuPwM3juwS2Ka80DM3+TJPG6VKPr27z+f3tA7uZUK55ayMoGvaLd70xHdbXOmHnYFH2/bHLYcNWoZ+nxBDkc05SvHQqpVl1Mqy62kjlRXAGLkCxx2je7UxzJJECHEfbW0rIHguzJo80bar8r3n9ca95/aydYw25sVoqDayvGSfKA/8XWUgyGuH7+OlPqH2/aX7dFo7Q0SHcCPpinbh0Zbyoml63/m9Ddsu2hkqfO8pKMbVby/HO4v24IbTu+CH+87GwM6hqbO1X7OpgMuiEeEU5YxlsrE1BoUzRfh81UEXe6KHd7SXxFRedH6gLn5fzE4t6nwynbiNVVT7Ui3fdnZ3g2sDZ/Zs/f/tnXe8HHW5/z/PnpKTdtJ775UUUiABAoEIgaAgHaUKIlJE/VnAgiWoqOgV773qRREVBfUiggI2vKBIlV4TagKBdNKTk+ScfX5/zMzu7Ox32vY5+3m/Xud1dmenfOeZ8v0+36flzHZdsST3ReF33PfOGIqHrzoSC8eVbhbZGXyvWLsdqhrbLOkoXIWyy06UEOdl4pWP43ZnXDfM8hJTe3Hk9ZMHXkdaSz9T4XRibQFFukjn55PvsWaq3e8jQopl+QnT8MfLDg1cx9Q/lmKsF3eAnhfz4tM5TbBT3LuLuwLIKWLYo4s509r/nDUHQLZGzdptlvXePUAPCmY3FdP04g2kN1GKrIjFWF68BF2qNk8tvFsfexPHf/9feGvLbvzorDn4xkkzMnXz8vebu+Ni4kW9lyXOBGg13CAdipmYLEbpihSwnxzdpU6VF8MFOnmOFex3kivoL+qN4nYbu+e5dZljmFIom47tLQbm57olgozvaKlwXibf+NMKbN8TPS2w23L07q59Ob8dMy16DMgbm3YBiJftxPtSduqzmIqk5VteCp+tAbLy2rJ7P1RLH+DmvMwvv/Wp0HWd+BvTYIMkm+MOGIJV1y5D94AgY0LicvaC0cYZcTf7DKOr5hK4xsa1UluWF3dSF/N65x8yGj87fx6OOyA3PnGpK17xc8dNMW579LTBWHXtskyWx6AsoEZK5F72zra28JViUozyErSpEy+yZdc+XPzLJ3DV7c/hwFG98ecrFmHp9MH+G8JUZ61wvHpPnNOtZqbk9iK0F+84KU7fnx/zYnAbK6hV1aEulRcTzoV13xxRi0W6H0gn7sKvBovpZvO+1P0ewnJUtnXPhj36xubI2x00Jqtwef1H41lRrP9xXib3rcw1Wzsvaa94TJYkr6IV9x3mvqavrN9R8mD5oGrUbq44agKOtTvras4iEUI6PxcfPq7ofZzhmvCKQr7lxbxeYyqFIyYNzJtImjUyaxXp2RJeZNOPIFfqsrsfxdj/Ik8JiLgu4DmHDdi2I6148NVNWHr9P/F/Kzbgc8dNxs0fOgiD7XjeILwxpMXUtfFe73iWl/IyM2CCwO+6OJORQZQyFouWl05CtkBkdlnUYpGmbGNpv1l5wyKvUuI3Y1KOrFLuQ5vOww+30uPzlWwNAAAgAElEQVSdqYuVMz4kPXQUHHl5d7FrX77r1d3P5bq5xT2u+5o+vnpLya0eUc3on3jPRBZgJIRUBKfAZTFuPoPswdlJBw6LtL435sXvXe1nFCrES8HUdwVZMMo9cbRrX3RvCG/biyljENYtnnXjo+jepRG/v+QQXLRoXORJN2+dk2LG4t4jxhl3lNvy0s/jwujGT2GLci8Vkx8pz23MsE6SvDjq0ifBMYHPGN4Lz67ZlvPb5+94DqfNs2aIwp5960Krsc6LQo23gWm86S3T4fcQltvy0txg9gs24e7EvIGSYXI77oDBGfc6p0MqZgbLr0aNX0aR9o50JkOY30vs2pMOwG6D8uOl1AplIYGbSXrhEEKSyR2XHoJBrf6DsiisWL7U2F+aaEilsHX3frTt70BLU4Nvvxh1f1EwHSFooBsjKWRBrN++N/K6XuWuGKtG2KTemfNH4ovLpmaU2qh4+7f8OIzobc63vMRpSXm1lyD5+SWPiHKtvde01NnGkkRdWl5SKcGqa5fhD67ARWeWxp1uMewBdm4cv+wsEQ0vOUqJqvqaFcsx0e4+9kC7Y/rgQeHZndwvobiBc+csGO1aN9o2QXRkFKBoAYs3PJDNCOckWPBy4uxh+JBP0gU3pY95CX8knQDVi48YhyVTBmaUbUIIKYQz54/IpM33Y9aI3kXHXLY0NUSeoHF0kstusarO+/UQpVReTAS5X724djsA4J2tezD6yrvxfyvWl7UtQXhDKeJaXnJd5oPX/fr7D4ituAD5E7DeAXScJnu73lhuY2UetwedR0cR5hPvORZVpNKwLEnOHHWpvLiZM8pK+dira75PbNiD5DyIRsuLauRimLnKS2VjXtz7vOnBVQCAuaP902CeffAofGTR2MAOKExuW1xxJ07a52JeJn5Kit/LbINrhuOPz5izpUUVdakvSQTdJeM33L9HF/zk3HnGe5cQQqLyjZNm4KNHFB/XUkocV6R7X7IKGftZEpobSzeMmTfaKkdwxKRs/EiUQfFdz74DAPjQzx6PdJxxA7r7/vbf970aaR9evLXB4gbsR8nsViz5Ckfu9zhZNr1dbxwrWNlDlQLkV4w7X49SJnAxxbyUbu9lp+6Vl1s+fBCe/fLRxt+ixrx0M8xAKGJYXlxXoUPV9yVdbrexWx+zCmu2NDbgO6fOBJB/fy8/cTquOm5Kjo/rlt2eIPgQufVw5XafMqQVQGliXqJaXna0Zf2I/XSwqLIu9SWJYnkpRU0AQghxU2teJFET2ZRSeRnVrxsA4NDx2XIEUdyv4vbNY/r3yPnudsP+9l9WxtqXg9fyEld5ca9dysBwN/nXNPc47r45jC6e+Jl4lpfo67717m785IHX0ba/A6f88CE8//a20G0CXQ2LkO3hkwaEr+RDfraxfErtSVJO6l556dLYgNaWJuMNFXaTOQ+iacCpalZUjDEvroVO8UMTO9pKXxXWmBEtwg3sftlefPMTOb+Fye2wCdkH0Fk17mSE++XjF7Dv147fPbkm83lYH7MbRNRH+K1390RcMxpRFBNv0CMhhBRL7Skvud/9mleKNM4OTt/nuIMB0ZSAuIM+7+qlGDOGlQUIw715ubKoeZWXvZ4aOHEypP3ykTcLbkec0zvrxkdxzd0v4b4VG/D46i346l0vhm4TNAYqxvKSH/MSI1Wy56wZ89JJMN1soem47fvGNOuiMFdfNwVXu5ek0/4vnT1lKFxobKNrkd+j4c505WT1euT1zRh95d14e0t2QD97ZHARL+cBijsbsdaVF9/P8hLlJeFNNuBQrRmIoGw+93zsMADA7JjVrQkhJIxyzbYXSlh8hENJlRf7/+1Pvp1ZFmWsWWxvUQrRd3QU5zbmvv7luhfCLlU5kwwUyjY78Y8TaG+KcY7TlvtWbCi4LcUoPl6SHvNSl9nGTJjutdCAffu/1/Dy6oadvtXXTcvcs+2W5cV8vHK4C5lSHLqX+EnA1JYzbngEALBq8+7s/kOeBmf/cWcB3C9mZ7bGu4soL++n3tya872pQbC/QwOziA3p1ZKjPJWSoGs8dWgr7rj0EEwf2lqWYxNCSK2wfnvuO9bbHw/v0xVrtuwJTNP78FVHRqpw72Dqr6IMiovtmksxJPXGgRdjeSmXHhs2KViMAlKuIpWOQnXvi1YyhgdfDa+HF9SWnXuju8Z5aS8i2D/Pbay25ipiQ8uLjbmybojyYj+IKRHcdvGCzPK2/R32/lxpiAP8ct0PdEeA21g5sqqYaoWkREI18KiK1Gsbd2Y+33HpIfjRWXOM68VNOekWUeYl7Q0GDNnnc2u24RcPr85Z9tmlk/Hq144NfMk61ZjLgVeuN18wP+f7rBG9M2meCSGkVBwwrBcWjuuHOy89pNpNAQD89vE1Od+93eL/Xrwgp981MaRXV4zqF/19bXrthykBqhq5zknmOJ7vxdTPccgL2I85OnWPO8rlUhQ2mVmMYaFcMS/OmkMiFOEsZP9xKEa5825pqiuTJIWGoyCbni35RqjwbGPOf8lkLQMc017u7L3z2e/muPr4qdbvaf8btBxx2qb4cJHwmzjqy9o96zVrRG8snT4453fnOOu2x7NkuF/MTufibVHYy/u9//WvvGVbdu8LVQ7KaVr1KpPu+CBCCCkXqZTglg8fjJkjgl19K8XyE6fnfPf2x/26d8FcOztYOXEyifnhW5A6AGd1Z7Iqjutbv+7NxuVFp0p2fS5fzEvw70UNzgtQSOKs3MdH7ua2xDlAdOIqpG62eereFeJtVEtQebFxbsxT5wzPLIsasN+Q8lhP0op0OneQ+5ljJgPw95d0HuoO1YCZnvKmSnZwx4H4HbEpSk5fRJi1sv8//dbWwPW8pE3Ki+dcgo79vXtfNrcnwrNbjqxvmX273u6XLrZSl95y4UG4/oxZZTsmIYTUGt5BunemuNx1zxzCXITTGuxmbMKJfXVPVl1+5PhI2/p5YEQpUhlUZLQSMS+hbuQVchszaS9/fn4dNu3MLxTprBpHJuWSXzG7/eH9r4XuK0G6C5UXL//7xBq89a4VsxH2MDjPoXfQ3JASKDQnOP9Dh47BqmuX+c7qOzMwadW8G+iwCVbaxnJYXky7/OsL2UJbfiJojBC0BpQvra8p21he3veAJ/F7975iXB4pONN1vcuZtdh50S8c3x8nzBpWvgMRQkiN0cXjau19nZfj1WsaWw9uNbsLLZpoWcU70mpMxBMFp39UAN2ao4Ug+/W9j7yeG4thsry07ff3pVbXT2WzvIR0mKFJklzMH5NrdYsT7O9dc+fedlz8yycw95p7M8t++q83MPrKuzMxKrHiZELWdY9f4qT69k7Ilto9jZaXhHPXs1bhwh95NFUvziDW6+rTIGKlShbgzx8/DP/89OLQYzr7SqfzY16cQWw5MmCZ9tmhGjqrFSXjBmCOqXFT+MOXm+QAyJ/ViRuwGLU9ue6A5dNekpRznRBCSolTjBcA1mzZXVSa2KiY9njA8F7GdReO6wfAUhJiW148bmOqivaII3c/y8sDr2zK+W4azHsVwpz1KxLzEvx7nMGzd2wRL2A/d2V31XtHbj954PXAbeLs30uhWcMKGdP4YWpjclQXKi9GvvnnFQCAt7dmU/4a66Fkfsv9cfe+dqi9fPLgVoy0C18FsdUu9Pjzh1fl3aBXLJmAgT27YH4Z/HtN5xXlARnWO/ycgPCZlmvufinSfvLJtrE94zaWu4b35d3dUEzUf6/+9O2WdWcoxgc1DHehNEIIqSfcM9Jvbt6d924uj+XFUPbA5xV//0or5e0N/3gt9iSWs3omFhbmLFSmQP6owf3thow1QbP87tMsV7cWHrBfuGtWVOXC8ozJxd2Pq+e/Q5S43H3taTz15pZQRcqdNSxIIl7PlSjnGNXbJUmKigkqLxExuXu12XVXvM/jl/7wQmzz22o7vfDtT76d9+KYPaI3Hvv8EvTq1hRrn1EwmbujNL1rc0NophcgultV3Fz9xmxjHryKRa+u4fKLYnr+ygnTjO0oNWE1cgghpLOSYyWQ/MFqOQzTzsDP/e7168s37LDiI17ftMt3Jn27T2HpTMxLKpux9I/PZBMDZAovB7QxDFO/GNTP+sW8lLIoctg1i+ea5Ynxibit4xnjxh3n63e9oxTF/NrdL+L9P3gIr2zYkVk2yjB5vT9ielX3M9CQkrwxjfH+iPhgmE4zqvWvFqDyEhHTbMf2NmumZG97bvHIddvbAI33cnVeNKYbtJzuQ6a4+9PmjYi0bSkzvYzuH82S45A2KC9eOT27ZlvOd794o7EDsqk0o7z/eraUXok0EfUlRAghnY2xA3pkPqdEyhaH4WVY76456fD9jutYEdKqvnEodz2zNvBYjiIiAowf1DOz/F+vbsrs22+bMExeAUGWl1zlJbu8MWJyniiE9WlxJn29ylnUbVOp/OQPbuXF2U0hE5PPv7MdQG5skam0Qo7lJUAk7vUaDM+AqY1RL5cpVfKW3WZluxah8hKRoBeGV1lNpzXjNhYZVyrlSgZNmQbio/rGUyRMDOvdNfD3R646Kud73FN2P3imGaZfPboa3/7LSiyZMjCzzO8Svr5xV+ZzLQWsxa0dkER++5EF+NTRE6vdDEJIjdGjSzaAXQDAE4tZrkk9EeTMYnn7hJMOHIY+3ZoyA/GX1u5Azy7mYHvfJnpiXlIi2OeaBH3xne1QT/IeZwI1qttYh6GgoSnmZURfq6/OLVKZ/VLKbihsTBQnpsN7elH7bpPlxa0kmAb1xWCSeXtORld/mexzryfRPEOi1gOsoaFOQVB5iUjQDZEXa2ErIHHerZPsWZfxA3vEyppRCpZMGZTz3f2CKTRwL2x2aLCn4FPco6RzMqPYJnb7/62PvYnP//55HDV5IP77gwdm1ovS2SX9gU4a88f0xWVHTqh2MwghNYzVp5Y3QYqDiDf+I7dTuGzxeDx19dGZ/v2NTbvwj5c3xjuG/d9RgFICLJ6UnWjb157OH2Db44L9EausmywvJu+Dcw4eDSC373OfTykzhpaySKV3nBS1704ZYl7c8UEZy0uJlBiT/PYXMMZrSEkkBc2d6CKIpA91qLxEJGi2w3s/daStGZM4j/ypcy1XrcWTBlTMPO7gfZ+Von+Iko1s0cQBmYJoUZWkcbaLlxoC9lWB3/z7TVx1+3NYPGkAfnDWgejSmH2Q/Y5x7PTBGNCzS6x2lJM4qRMJIaSz8/OHVlkTghU4lkBy+gFvl+C2ljj8+t9vGffl1504E2mOdT2twEWLxmZ+79D8rKMOTqxNGG4rRrZItslVyEoW9Kfnsy5um3fty3zeta8jb5tCkZCuLU7/mx/zEm3bHW3t2NeeznH3dyuEhQwBOtKK7W378cTqLXm/mRS2R17LprWOOt5KiURKJe2XUe5YnwLhSYWjpIgEKS/eh2bP/g5s3rU3llnb2X1aS5sOLwpBMyuFmubdlqrlJ0zD98+cnb9OStBhz3hEPeOPHWXN0rtF7szArFy/A1fe/hwOnzgAPzxrTkZxmT6sNfAYItkCYZVWHE28fM2xWHXtsmo3gxBCaoI3Nu2K74pdIB1pxR1Pv4MV66z4BW+fkFFeIoyewgbUrbbb9va2/Tl9rarmHberPaNuKqRowj2OcPpjU//26oadAICfPbTKuJ997aUL4i6l5SU/5sW8nt/YbasrvsPkNrZ+ezQ5A8DX7n4JM778V+NvpvHVLY9lg/+j3tEpQ9IKk3XINPk5om9Xw/IaGOwUAZWXAKYOaQ38fd7oPgCyA+mLDx+X+e3BVzfHsmA4fo+Kyisv9zy3Lud7KWItnABGBXD2gtF438yhees0pCT70oh4ys6sgltG7kwvvbo24X/OnpNjOnVk6+9+LBhnB4dOHRp8zQkhhFSeuK7YheKUSFj6vQcyx3XjDEajJFTxsyQcMXEA5o/ui+UnTrPXs5Y3Ziwx+ZaXPfvjWUDc/aKzX1NrnL7ayXhaTsJkFmfsE9Xy4pdM4dE33s183m9wG4vD759a4/ub6ZwLia01uY2ZdmNS1qIG+ycJKi8BTB7SM/D3K4+dguF9umaKWOW5X8U4lmNOVVV87Z5Ca5+UBne7C3WjcjKUBM3avLh2O1as24FNO/dGfpifsTOInfDfD+Kh16yMLO4XXtemhjyfT+fdcfyMfAXK+f2Q8f3x108swhkRM60RQgipDB128Ho1EjB6+8BshrDwxviNxXu0NOK3Fy/AxEG5Ywxn4rA9rXmDS6dOmSkZzswRvTHTU0zTHROSyvqN5W1byWLI4amSYwTsR6w23+RjIvvYrU9lPudaXuITpHSZJoPdq0eVv+U2Ft46k3UrZVJ8Ih21dqHyEkTI1Z0zqg/+9dkjM1lRvDdNnJeCs+beEppoo+LNlJISidxJLBjbD10aU9i9L7fAlvN9d4C/7Jot1gzXQ69tDn2QfvfRhbj48HF4693s7NBX/vAigNxZjO178lP9OVafcxaMwomz8hUYZ/OJg3qyqj0hhNQYr27YCVWtiNuYlzy3MVeQvQl3H+U3Keds6k1D7OzblHXU6ZumGDxCWlsa89yT3JaXhgDLS49mc6a0cuC9fn08teviFH32Xhdft7EI8bftEeq8xGmLG5PlpcXlwhWmsB09dRA+sWSirYCEt8XkpmZlWIum7CUFKi8BxL2JvQPfON5XzkP97b+sjHXMUvD5ZVNyvotENykO69MV/bo3Y+W6HTnL3XnOw0hFON6cUX1w5bGTc16+K9dbx3S/pE3BhRccOgYrli/FwNYW/O3F9Xm/b4zoQ0wIIaRyTBiYrfVSqWxjXrzjAEfh8IsVdbt3hdWI8e7D+fr3l9bnKy+Z4+cf94FXNuHJN7dizZZcxWmondUz5VKKvEQZ3Dvc+uGDce8nD4+8vhdv0701UH7+0OrI+4ruNhY+zHVn/yo0YN8Pk+XlPVOzGV7DFJIbzpmLK5ZMsGJevNYm0/FMlhcReOtiJlt1ofKSw/dOn5XzPW7oifceDcrf7aWaE/7eY8dpS8pOK+mdQYqai97ah0ChOGBYr9BtTbMFYamlRSTjSjaqX37BqEJE379HlwK2IoQQEpXbProw87lS2ca85FleGoLdxtxdVI8u5rS1Tnfp9HVOfK2jzLy2cZfBsqA5xx/cmltuAABesYPvAWtSr8me4c94jRmGrHFSIS8Y1w/jXQplXLwDa+85/jNGyunVm3djm8vTwm8Y0OQ5v/fPHpa3Tk5l+QjjPm9q7CDlxaQ7XXN3NjQgqrWpQfILmJswKUtiCvZPuPZC5cWF+7nasKMttuUl322s8G0riVfJEkR3G7MqH2v+DFKMF+K6bW1QBfr3aM7s04/Brfn+vnGC/C5dPD7yukF0eKcxCCGElJQuOe41NRLzEuI25lYQxvQ3D/TdqZJ/c9HB+NWFB1n7du3UOa4jgzbbpTxocs/pO9N2zIyTZSy7PH8b9zG3t1nKQLfmaLVC4uIdFzz91tac7586Jl7B4j88807ms58b1Dvb2nK+tzTlD3v3xyxSuX577j6DlIqwJAXudodlfi00YD9lDNhPtvZC5cVFzxaX76d6ClVF2H7e6L6lblJlKMLy8ut/v2VMKRglE4vDV+96EapZ827Qy+PchaPylsVRXkwm8iffzM/NHsZnl04GEJ6RjhBCSGE0egbzqZTgc8dNxvmHjK5YG/zqvPgNNH/1yJu48+m37W3D+6aDxvZDn+75E3dOt+bIwOnngpQnZ5EzmHa2zbiNGY7vnrzcYA/KB/asnGeBW0a9ujYFrGnc2PQxEFPBcXeRyqc8CpWJnz+0Kud7XLcxN+5Nnfp4pqQMDSmJVMDcNPZKpUxplpNN5SK1EoC7wq0ivmZ68Nhc5WWFJw4kCK+1YVjvrpmUjZWmkCKJ3jSOcdMtq2qkwpamDiNOkJ/pCFErFrs5Y/5IHDNtcKbTIYQQUlrc7/u0Wu/vixaN89+gDPilSvbzELj5kdW4+ZHVOGHWsLwBYkNK7CLWPoH8OcqL5i1zH9/ktuZs4wymnYF6JmDfcNz9LpepICWnXLyxaRfG2qUK4hoD3KtH9ZRxEh4Mas0qaG4ZvPD2tpyxoIkX3tkeuY1x0kM3NaTQtj+NKUNa88Z/DcaA/fxzNiVXSxmsNknXXmh5ceF9GcT1DCplpqooBbBKhbfVhWQf8Z56nJgXwHqOGuyTDnoHmX5rj2F5KeU1ouJCCCHlI6dwI2oj25jTtTkFJuPQ1+4z/OJhF03on/ns9HV5favjChYwRshYaSIU1HRXms+4l1XQpcgt32KO6jcM8E54OjE7J8zKxr485qr5UsqinEDwRK5XmcxahfJPRiTaRK1pgtfoNha6p9qGyosPplSFDo9+7ij86YrDSno8r9WhkiEVeVnSSlCk8ohJA2KtrxpcSMthX0e+YKKYUh2mhNTuIYQQUnuktbI1SbLH9WT9stvwsaMmhG6bN9ltfze5LgHAZ4+d7FrXtrx41nE2NQ1PnEXOhJ7Tp7pTMHs5bW62tlnWQpP9PG5AfpKbchHb8uJa32+85g3QV7XKQ7hru/z9pQ3ZFUp8j7nLSHhLNeQlgwgYe5nSHZswZxvLV5QY89KJ8bu0g1pbjLnWi8H7Ut7fkc5JE1lOytEddO8Sz3qjyAb9B836mCw6cWJehvfpFqtdhBBCqs8tj75ZEwH7DlHm+Lzxm86+/NITe93kgPzJxJZGK5jeVBPu7y9ZpQDSHsuLZNzB8s9lritWN+VSXpz6deVWGN27jxIs74dvkUqDrBsaJCfpzlkHZ2Npe0eIu4mToe2Xj7wJwAorWH7i9JzfvGOXxpS/kvnKhp2457l1BbXN5DaWbNWFyosvT765JedhqIaSeudlh+DxLywp+3GCBv+FnnZcee1sa8+8ZD59zCTf9UypjuMoL4QQQpJJCZwCYuPXvUSKlfSs4gwgo8R3OuvmFXa0Xc8+MH8kFozthyVTsjVDnIFyxvLipHV2mhPSZPeRMopPaEtrA/9hQO4ZqCoaU5Ljbu6Wy48feD30WHGtFv/89GL89Lx5hlTR5niqqJiaYQzYN9V5SfiwiQH7PnznrytzBsqFvDSXThtc8PEVQLfmRnSrQPXb3zz+VubzqH6FWSZO+sFDOd9fWR+erODKYyfj2j+tAGAVl0yJYNW1ywAA3/pz9GKdcQL2AWDWiN55KRoJIYTUNtWIefHrXtoj+HZ7N81mEDPPG7sHnlnlJXedlqYGvP714yCStYqMvvJuz3Ect7GUcXlYe9OajS8qt8jdu4/vNpbdwO/c8tylkE2ckF2W/bzWk1rZuM94zcRIe1zV5kls5Gt5ibhf03qR67wk3PZCy4sPac296UsRBxKHSmrF7kJP//j04pzfCj3rKFV7u3tyyceddQCsaxTX8vK/Fy+IfRxCCCHVpRpWAL9BcZ9u4QlbvJtmLS/moZc7CUw2YD/3rLs0ppBKSaA7lzfmJbPP0PZq5thOE+MU2y6E3KQMheMdBswZ1Qd9ujXh+BlWnIlTRw6wlDo/ywsAvBwy+aoK3PXsO4HrmPBeMlNGMWv//pJoN8T95uzDz/LCIpX1QUdacx6G9ojpdM+Ylw1+cysFcalkMJU720heOwrcp/NynjTIP0A+P4tLIcpL7uzFoonhiQK8HcdBYxJan4cQQuoIb0r+SuDXF4/o2w33f+qI4G09Peh1p87E4kkDMGFQeDyr1/Jy6eJxuHTxuJwAe99tPTEvWb8xy4Xp0c8dlbP+t06ZYf2s2XZXw/ISd0TtXtt7nX5yzlw8dfXROHRCf6y6dhkGtbYAALo3N+LtrXtw2xNrMPrKu9G2vyNvnHP0f/wz9Ng3PbgqVluBfEuYdyziZ5Fz84uHVwf+bpoEbmyQPDdHRTauKYkkt+VlxlJeshd73fZwUyIAfOOkA/Drf1tuWA+/vrng41dSKTbNrBQ725ISwT0fO8xYbMnBOxNQiPKS9lheWlvi39L9K1iQixBCSGFs2V34hGChBBn2R/cPzsTlHYvPGtEbx0R0J88E7Nv9YrfmRly6eHykbX1jXpB1YXLj/P70W1ux/K4X0ZFWNBZQ761YirK8pIPHE989bRb+8/9ewWRPxtGNO/ZGVprcsTJeF7AouBWLZ9dszVMeGiK4jW3dvS/z2aRYm4ZRTQ2pfDdHBSYN7oknVscv0l0L0PLiQ1o1735+9HNH4YHPLDZvYFOqzByVzLNuIqo/5Mi+5hiZmx9ZjalDW9Grm3/mjvw0gZGbl0GRa3kpRGxJCUgkhJB6o2cBE1LFMN9jiS+0L96zL39GP84EnV/Afhg797ZnMmk1eGbyw4pjXn7rU/jri+uxaee+gty4CyEn21jsmJfsZ+94QjzjiUmDe+K/PnBgnrVjt+E6+eFXU66lKf7gZefe9rzjOgrR/Ss3+m731pasq1nUdjemJM97SKEZF7NeETKs1RpUXnxYu60tZwA/c3gvDGptwQifwXqpiVO7pFiK0beKeb95X6Sml/QzVx+N175+nO8+0qo5AfvVVvoIIYSUjkq/0s+cb7llOd1RoV3xxh178/q4OApBps6L4/kVsOmpc4ZnPn/k5sfhhEU0RYx5Me3am2a5XMTx8vBaKtxZ2wr15GhPpwu6x4odoqXT+ff2+ggePs0hs7ym825qSGG/J1ZGNVu8tBpZ/IqFyksAbitbV09webmp5AvbdN9GfaEU00zvOZqSIvTq1hT4wvfGvFB5IYQQUijvnz0cZ84fif49LHfisPhTvyKOac33XzAFU/vhdRsLYkdbthDig69uzrgIOX3nwJ5WvMeFh401bm8KtfCGy5SLXMtLsKy9VriWpuy4zLtpVFm3dygUGmkS122hKLaUhiVfT7axCO4nYcmjTD+nUpKnbDlZ1/JbkQyovARQ6YGwW6Pesbc9YM3SUsxZejN9OQ/DJ5ZMDN/WI999hqJbYXhjXqLOhpx8YHamqhpVmwkhhIRTjQmp1Zt3WbEQyA5M/3TFYXguLygAACAASURBVHj4qiPz1p0xvLdxHw++timvc40Qj53BL1WyCW9f6ky8OoPhrs0NWHXtMpztKsboLotgmqysVMC+u+lhV9oZX5x18EgAwDf/vBLPv70NQP59ErXdjuUlipLY1aUsrd68O/O5kDu0sSGVp/QEJXlysrOGKU2m8YwgXzFUVzrsJM75UnkJoNIX9AvHT6nsAW2K6Ry8m060s4vNG9MndNtFE3IzgzmdRRzSHstL1LTJ3zplBr518ozYxyOEEFI5qjGweug1K9nOrr3tmf5xVL9uGNIrPwGN36DXFAgdx23MUUCiDKq9/Z5jeWkMSL37l48vwgtfOQaAeaCfdRsDTp87Aj86a07ktschHcOC4bSpu+0+tmnnXnzgx4/Y+8ldN6rb2PfufQWKaEqiuwREWOY7p86fXzxJQyqe0vOl900DABw6oX/gekZPGsk/Vo7lJYHaSyTlRUR6i8htIrJCRF4SkQUi8mUReVtEnrb//AMTEsR7Zw7NfK50EZ9T54SnQKwUTtDiGfNGBq7nVXzOXzgaf7zsUCwcF/yAAcDUoa05390vj+tOnYk/XXGYcbv/OXsOTptrWU6mf+kvWLEum5P9X69sCj0uYD20XQoIsiOEEFI5qllMzyruZ3/2caDy8/S5/cm3cdktT+YsKyRgP4rfVpOnrpqzbZBbUEtTQ0YJePi1/MyoGeUFgm+eMgNLpxdedNu03yVTBuW1LdTyYrIq2MvyY16iteeBVzZh/fa2SK7yvtfP0PAhvS1XPb9gftVwZc19uPEDrfTa3QtIbyzIP5ZqVp7JU12ip0q+HsCfVfUUEWkG0A3AMQD+Q1WvK1vrqsAgV9rctFoPQKVi5ysdV+NgeoCG9u6aqXYfd9sDhvcqqB1uX85TXAGIXo6ZNhhrtuwx/rYvpIATIYSQ5ODuY4LqhpWDFet2ZAbFfuPWIGvKrn3W7HxLUwpt+9MFZfCKovBctGgs/vLC+sx3J7OUt0ilH29t2Z23rFxuY87unKblukEFD7ZM8hPDfqz9R2/47U++jeYIqaHjyCJMGVKEK+Zi+ux2szPIy7RHETEeKzPmSqD2Enq1RKQXgEUAbgQAVd2nqlvL3bBaIK1asXSB1aQYi2FTo3nGpxDivGzq4LIQQkjd4+4WvLEd5ebyW57CXjsW069/itJv/fTcebjj0kPy0vSauGzxeDSkshXRo3R1XZty56EdOTU0RItp8JYAAcIDwwsl5bGU7I0R6xo0HstLlRyz+VFW95OjSTHwO/5nlk4CAJz6o4cjWF4k77P7WFGfBhFPbJFzfyTY8hLFb2YMgI0AbhKRp0TkJyLipNe4TESeFZGfiogxyEFELhKRx0Xk8Y0b/XNX1wruGy6txRdrTALF+Dt+86TcuJFirFRx3pWFFLT0o/NfYUIISSbXnToz87lSJQQOGd8PAPD21j341SOrAfj3T86AOqhAcs+WJswaYQ7s99LYIOhIaya1bcYCEtBTebtDJwamyc4QECY10+Db8UQrdf/otPXelzYAAH7ywBuRt80W3cy2aqtduDQ/YD9ey6OsHmdy1u9+meVK8OC3uw8cZLnrmywvuUpItLYIxLido9wmMUtrFOWlEcCBAH6oqrMB7AJwJYAfAhgHYBaAtQC+Y9pYVW9Q1bmqOnfAgAGmVWqKnBteNeNneEqMeJSLFpnTEdYqU4cW5uYFAAvG9cv5Xox/chyFpBS6SwKfV0IIqSucPhionOXFyfw5uLUFm3dZFc39+idHeQmyCsTpr/rZKZqdBDZRtvWuc9sTa0Lb5MbsjuVoL6VVX7zHamvPBr6HBuzbbTG5wxV7a0SZqPYeY+02s/s6AAxqbcHZB4/CTefN9x4ouz+f8ZKzilv0Wfc4d3sMbmOGZZblJd9iEyd1d60RRXlZA2CNqj5qf78NwIGqul5VO1Q1DeDHAOb77iGhpBUY3KsFq65dFhiD4eWAYYUrA9XgvIWjAQADXPE+UfHObhQzMRZnpqSU6Y0T/PwSQkinZvLgbGKXqNkki2W/HTPyxeOnYmgvK/DaN+ZFwpWXOHSxYy+W3/USgGiTet6B9yOvWwH4Tjrkg+wEPH58/ripAfsuLd7zcQ+gwyY/gxTFYjNmFaIkbt/Tbh87f922/R1YfuL0vMRE7mvl1+SmhhQWjuuXk+HN2a7d5eNn2twY8+JZnnEby2Qbs5YfMan2DQwOocqLqq4D8JaITLIXHQXgRREZ4lrt/QCeL0P7Ko773kyrFvTgJm0wPHGQNbP1hWWFpWr+wQcPzH6J+QJ58Mps3vx4bmOxDmPEMeO/z5VhjhBCSG1SKbcxJ/FLn+5N+NHZc/DpYyb5Tphl3cbMKXGBeGMCR3l5e6s1qx+lNsywPvkpnAGrdMEDn1mMjx4+LnD7vt2bozewSLyicCsiYcOHwbYiObA1f6K12FsjyiVyF8UEgpWt7//9VeNy99jFz12rI6245cMH4yg7IxuQvYcu/mU2g51pc9OyPfs7sHZbm6vdTluycTQrli/FjefOM7anFomaK/ZyAL8SkWdhuYl9HcC3ROQ5e9liAJ8oUxsrivshVi1shj9pcTIDWy3r0gmzhhW0fY5ZP+YbxJnVAuIG7Bcv49H9u2PVtctyXhCEEEJqk0q5jZ0wy5rQGjegB2YM741LF4/3XdcJbG/1qecBxBsTvLZxV8730+eNRLfmBhw/Y4jPFkCPLo2YPiw7w+8cr7FBMKJvt9Dge9MgulxJcZyu20mVvGFH/qDajw8fNhbfOXWmsYRDsXEbQWO9jx01AQAwZ2RuaLeV7ljRbhj3+GU+dR+nbb95HVPBbtPYKuo53/XsWvt4loteJubF1gBULcUsSQmqIikvqvq0HbcyQ1VPVNUtqnq2qh5gL3ufqq4td2MrwYcOHZP5nFYt6AEuZlx99fH+5ttaxUnLWAjuB7nSlhdCCCHJoVJuYx+YPxKvff04DGptCV3XcXtKSW6dODdxxgRb7Bgbh/EDeuDFry7FiL7dArdz11Zzjhc1pmGw4Tyz2a1KizNAdtzrH3w1v8aMH42pFE6eM9w4yC6n5eW8haNx6Pj++NiSCTnLVYE3Nu3y2crMGldaaq+r243nzsUHDhqJTx0zybsZdu5tz1sW5jZ264cPxl2XH5r57ihZjsUoScqKF1bp8+BOZaha2qxWUXArT0mhVEXE4li5TNWLCSGEdF4qpbyISOxgdxFBD58CgnGGEd7jFjK+zM6sR9vYZJkp17g2qH5MnKKN+duqb0FIL4MMbmdB2kufbk345YUHYVjvfPe8uLek+xy9247q1w1ff/8Bxvhjo2yMbmPZhQvG9cN0Qwy2s0q5avlUAiovAaxcv6OgizozYkrEzsKUwa3hK0UgjqxPnG12cTs1RmIFQgghyWGLnRa3lnAUlm179vsO+OO4jeUpL0VoEcXMrD/y+rvWhxK76jmTlCaXpzA3qKAxguUpU/j57mjLt2xkj2veryK+d05uOY7osjVNEhc7cUzLSyemkIfB0c5NptjOSKmKWcV5wXtnE86cPxJXHTsZ17x/eknaQgghpDb47UcWVLsJvvSw67vsa0/7jhfiDCO8aYCL6V7jDE6XTBlY+IFi4Di3mJIv7PeJE3F4e4t/auJ0FTxlgPjHdFsP41gSTavGtfo4ypLX8pJE/KsqEQCFm9NuOm8epgwpjUUiSRSTwriYF3yXxhQ+EpJRhRBCSPKIUJi+ajhdUSGz8Ca8CkfUPtWd/MZvX0EMNmwPlD7mxZmk3G8YeYfFzwZZKtKqFXd/Uo2fKMC9en4CCv8TMB3HlB76ny/7F4NXWzdkzEsdUKhmunjyQN+XASmeLo0N4SsRQghJPA1R8gVXiUy6WQW6NvvEvMTYX77lJdrW5ywYnbcszuA0xOhRckwZtcIsL0GWhjgxyp9dOjnSelGIG4flVkL++sL6nN8Cm2+KbzGstj3A/c1reaHy0olJsFWtKhQir/fb8StxNs0PauSFIoSQzkgtv93dykv3ZvOkWryA/dxhWdRNTe7bcSqo+9XQCasRExdn1n/uKCvt8LgB3TO/7bFT+fphsj44wfdxssOedGC02NiTZg/DSQf6l5BQjZ++23EzBIBbH3sz8nZmy0usQ2eVF/t7U4MTfxRvP7UAlRcDFy0am/nMQXE0zls4GkBhncyUIT2LPn6xOd4JIYTUJrX8fnfrGv7Dheg9Y2ND8RNz67ZbtVMaY1isvDL+3HGTseraZTj2AP/6MoWwfvteAED3Lo0Y0787pg3Nxq9uDUnIYBpkO8aauAH7f/vEIvzQXWDbwHmHjMZ3T5vl+/t9KzfgjqfeyVnW3Bgs82UB8gxqvffcTS5jbnoZ6g45+3CudXODpWxXKotfKWHMi4HT543ADf98HQAtL1H5xJKJaE+ncercEVU5flvIjA0hhJBkUstjqygD5jjjiHEDeuR8L2YMEsfbrrsnzXO5J247VNGQkpyBc5iSOsOY9lftbePF3E4Y1BNb9wQrS2Ey+O7fXs5b1q25wegS51BoXPCkQbmTvEGiuu9TRxiVF/W4jTU1Wm1JovJCy4sB9w1Ly0s0enVrwjUnHoCWpvixKOkS+F9ub6u9FJqEEEKKJ2yWuZpkijmq+g4o4/RsS6cPzvlezBgkjuXlrINH5XyvhLWrMSVoT2cH+mFHdBcNXX7CNADuOI74CRPCZGv6/eOeQpVeZtmlMj53XPy4mqaAzBQj+2WLlK7atCtQVmP6d0ff7s2Z7x89wnL9y+go9v9m+3imujK1Di0vBtwPQDVUlxNmDa2rTGWO1l9MprJ7nltXquYQQgipIWpXdckdL/i1s5i+rZhcBXEmBJsaKjzaUeRZXsKUVLcYz14wGq9t3IXfP/U2ACCdjq/oecVz5OSB+L8VGzLfTfL7+JKJOHBkH5zz08d89mlt07Ml3/Lhx/fPnI29+zswom+38JUBPPf2Ngzvk18w04/RtuKTjXnJjrmuP2MWDhzZJ/K+agUqLwbc9UaqYXm5/ozZFT9mNXFeWAlOfEEIIaRMjO3fPXylKpEJ2Ie/K08xXVsxY5A4yos3g2e5DS9pVdvy4lZeLGvAPp+sY15RiGQH5E7A/qprl0Vug1OTz+EzSyflKC9+4guSayFXq3/3Ziwc3z/y+vva03mulKP6dcPqzbsxbWj+xLe3MKhzbQXACbP8ExLUMnQbC2E3YynKTincxgghhHRO+vWw3FqG1GD5gUydF81mvvJSVNxKjG2vPyM3uDzOtoN7teD6M2YFZtcqJWmD5SWtirED/BVVbyHrlEgmS1rcmBcAGOgpJN7dk+rab39BhynoWsfcpj2dzlhPHIIyy223Y3vufnYtgKyFMMlDLiovBvZ1ZBWWWs5y0llwlJbmWq5ERgghpGo8ffV78Pf/d3i1m5HHrr3WeGHd9jacNncEfnRWfgYr76A7DnEG5PnB/vGOe8KsYehvK4rlHvlYlpdUTmHKsOGW93QaUpKZ/NQSFKn0Znrz21+QojDbdsGKYy2Me3+ISJ6sgiZ/X9+0CwDw4wesRFSOt0sx7ozVhm5jBva6MkUk99Imhw8dMgbv7tqHCw8bG76yD/1cwWmEEEI6F7271eY7fpgdeyBi1VpZOj0/FW5xlpfKjkIqdTQ1ZhsLPl/vL/luY5VpvammjsOZ80fi2OmDMdajSAYRt9mm1RsDJn+d5mYUvQKPW0tQeTEweXDWZ5CuTOWna3MDvnj81Go3gxBCCIlFDzvFcLmcNOIMQUrpKVL+mBfL0rG33e2aH2w98VoKUi4LhKX4FNcmb3Y2v92FKVhxFJeg4wThvdaNqWyxVC/ZQqr5MS9JhX46BtwKC1MlJwM69xFCCKk0USY4ve5IcYgzBinJeMWJ4Slzr6rGmJd4lpeUuDNoFXb+h4zvl/k8oGcXLD9xevZ4PvsLDNiP0ISrjs1NoxzXfcvkNhZkDXLkkrW8ONpLcse3VF5CoPKSDGq5DgAhhJDOSRTlJah+RxhxhiCmTFOxj1eh+fi0KgTAM2u2ZRSYsLgV72/vbG1De1qxvW2/tb8Cmu518zvbU+/GRNAljyK/bs25md3itvuR1zfnqZaNEe7DjLWGlpfODwfFtcs5C7IvGV4lQgghlSaK8tLcGG+o9Z9nZsslxJlALWUAdiVSJd+3ciMA4FePrraOieBz8P7m1Hj583Pr7CKV8c9/tl1UMg6B1qEIl7pY0d72xJq8sWmQ8pJprwL3vrgev338LQCJNrxQeQnjdvvhILXHV0+Yjue/cgwAYMbw+C8gQgghpBiCMk85dImpvBzqqvlR8YD9Kgxo3921D4Cd7riA7TtUCypSCQDTh/XCiuVLjfVhCo15CeN9M4fmfE97i7ZEwLuJ45rY0pR/rznN3bG3HRf+4nFc99eX7bYmV3thwD5JND26NOL3lyzEhEE9q90UQgghdUYUy4u3AGQY7viFJM+OmxjRtyveendPTsC5O6C8kKD7jrQW7DYGAC1N5uvTv6e5bk9wzEt4I7yZ8zoKMXN5Npk2tBcmDuqJD8fI2prke4uWF5J4Zo/sk8n4QgghhFQKUzD+FUdNKGqfDVVUXv74zDsAgHtfWl+W/c8d1RdArluac4paQKFJwHJBCwv2LwS/cUVHgKWkoMxh6fB1vHgTKnRpTOFL752Gob275q3b3ec8Eqy7UHkhhBBCCCkEk9tY3yLrjrkn9uMOyL9z6syijr1myx4AwGsbdha1Hz+c0zGN/xW5lpeeLdEmJdNptaw2FRrROm5uJgqJZ4lqebnOdW3jFKm8+HCzNSbJlhdOVxNCCCGEFIBp0FhMdjEgV2GJq7yM6NutqGM7lKvG3awRvXH7k29jVL9sOzMKTTo3DuPhq45CR4fi3pfW4xcPr/LdZ4dWtkjlgnH9fH8rpNZO1JiX7q4sZX51Xky0+LgtMualE8MilYQQQggxYRojdG0uTnnJrTUXb9tihyznHzIaNz24CvPH9C1uRz6cffAoLBzXD+MHZuNUHVcx9RSpdNy2Tp4zHCfPGe67z4502gr2r5DyEjQubG1pir2/qAqP+/y8WwTWefH7LcHDW7qNhUDdhRBCCCEmTLPXfjPdUXG7osUdkDcWafU5YFgvAEC35vLMbYtIjuLixlJA4u+zI+1YXopsXAw+5olruu9TR+DZLx9d0L6CYmj8yHMbK0BwSR7eUnkJgUUqCSGEEGKii52a9ryFozPL/LJXRcU97Ig7IJ853FI+Jg7qUdCxB7e2ACid+1kstDBXprQqtIQB+7+/ZGFo7NCx0wfnfO/Z0liQ1QWI42qmrk+52xTiJZTk+nh0GwuBbmOEEEIIMdHS1IBnvnR0TmaqLoZaG3GQImJeRATPffno2OmZHRaO74+bL5iPBWP94zpKjaPspVXRVMCYy0mVXKrh2uyRfTB7ZJ/AdaYMac35XsyhOyJmG3PrOHEC9v24f+UGnDZ3ROztagFaXkKg5YUQQgghfvTq2pQzeCzW8uKmkDFIz5YmNMcsjOnmsAkDinY/i8NAu56KojDLy3f/9jI27dxbsZgXE8UcO2q2sXmuOCTvJkEB+37say8gR3ONQOUlBOouhBBCCInKgB7m4oaF0JnHIDecPQdAduAdt9Cke92X1++saoxyMYeOmm2sv+u+8rqNFaI8VVPZKxYqLz602Gbfnix+SAghhJCIjOjbDb/76IKS7Ksze3+M6tcdQLbmi1Ok8lsnz8C3T5kRuv2Js4blfE+qrKYNbQ1fyYPX8lJIiuZkSsuCyosPX3nfNAAI9XskhBBCCHEzZ1RpUg135rBb59wcK4LacSunzRuBUyPEYlx8+DjP/pIjrM8unZz5PGGQOftaEF5lpZAzT5C48qDy4oPjL9rYkOCrSwghhJDEkqQBeVwct6WM5QXxBuHb9uz37K807YrKRYuylevjWj4WBhS6jIL3cLv3dcTeR5LvLSovPuzvsO6MxhRFRAghhJDKk+DxZSgZy4s9ErcyhkU/4fZ0bsB5pWM4hvXumvkct1TLzBG9S9qWO59+J/Y2Z8wfWdI2VBKOzH2YPNgy4y2a2L/KLSGEEEJIPZLkoOownHO7b8UGAE7MS/Ttu3gyqhWScasYTp+XdW3TAmJOimHr7v3hK4Uwd1RywyKovPgwY3hvPPnF9+AET0AYIYQQQkgYBwzrhfEDCysWWQ84usYdttUgrfGUtQM9Mcl9ujWXrG1RcKfErrSSuWd/rptYIapTkusYMpVWAH27V/ZBIIQQQkjn4I+XH1rtJtQ0XhcxVY0V8+JVGJqqGKM8oGfp0mNXikpbqkoJLS+EEEIIIaSqqBYXRJ5K8GA8Ks4p7u/Ijffp060p9r6SbHmh8kIIIYQQUkNceOgYDO3VUu1mVBRFvCKVXpI2Fv/1RQfjC8umxNrmmydb9W/2eZSXy44cH/v4SY6notsYIYQQQkgN8YXjp+ILx0+tdjMqSrpIy8uaLXtK2Jryc/DYfjh4bLyUyU0Nls3h/Jv+DQDo1bUJ2/bsx8CewYruuQtGZVJR//zh1RjUmjw3NzdUXgghhBBCSFVR1aLKvt+/cmPpGlOjeGsPXn38VIzq1y00McRXTpgOAEinFTva2nHeIaPL1cSKQOWFEEIIIYRUFG924SJ1l7rAG2TfpSmFuaP7Rt4+lRJ89/RZpW5WxaHyQgghhBBCqsYL72zD65t2YXtb8fVLOjPeFMnFuNklGQbsE0IIIYSQqrHs+/8CAGzaua/KLaltvK5x9am60PJCCCGEEEIqjBZUWrG2+PQxk7Cjrb1ix5s4qGfFjlXL0PJCCCGEEEIqSrfm5M+fX7p4PK48dnLFjnfCrKE53/+9akvFjl1LRFJeRKS3iNwmIitE5CURWSAifUXkbyLyiv2/T7kbSwghhBBCkk+pq9KP6Nu1pPurRZobcoft7em0z5qdm6iWl+sB/FlVJwOYCeAlAFcC+LuqTgDwd/s7IYQQQgghFUXqIAKk0aO8HDZhQJVaUl1ClRcR6QVgEYAbAUBV96nqVgAnAPi5vdrPAZxYrkYSQgghhBDiR2eIoQnDW+dl9sjeVWpJdYlieRkDYCOAm0TkKRH5iYh0BzBIVdfa66wDMMi0sYhcJCKPi8jjGzd2/gJChBBCCCGkstSDB1VTKnfYzlTJ/jQCOBDAD1V1NoBd8LiIqaoCZpVXVW9Q1bmqOnfAgPo0bxFCCCGEkPLRtbmh2k0oO00N9amseImivKwBsEZVH7W/3wZLmVkvIkMAwP6/oTxNJIQQQgghxMwn3zMRN503r9rNKDsNKSovQATlRVXXAXhLRCbZi44C8CKAPwA41152LoA7y9JCQgghhBBCPAxubQEAXH7keIzo263KrSk/IoK5o7LJfbvVgbXJRNQk25cD+JWINAN4HcD5sBSf34rIBQBWAzitPE0khBBCCCEkl99dshBPrN4CqaPYjyVTB+Hx1VswsGcXtDRRefFFVZ8GMNfw01GlbQ4hhBBCCKkHpgxpxUtrtxe8/bDeXTGsd+ev7+Km0XYdS2vnz67mR9Q6L4QQQgghhJSMUheqrAea7Fov6frVXai8EEIIIYSQyvPo65ur3YTEcfuTawAA7+7aV+WWVA8qL4QQQgghpOJ465T0695cpZYkh5Xrd1S7CVWHygshhBBCCKk43sy/t1+ysDoNSRAzhvWudhOqDpUXQgghhBBSdUb1617tJtQ8S6cPrnYTqg6VF0IIIYQQUnHqOOa8YFioksoLIYQQQgipAnWc7bdg6qikjS9UXgghhBBCSMU5ZHz/zOdvnzKjii1JDtRdqLwQQgghhJAqcM6CUZnPp84dUcWWJAiaXqi8EEIIIYSQykOvsfhQdaHyQgghhBBCqkCaQS+xmTq0tdpNqDpUXgghhBBCSMVRKi+xmUblhcoLIYQQQgipPOl0tVuQPBoY80LlhRBCCCGEVB66jcUnReWFygshhBBCCKk8aeousaHuQuWFEEIIIYRUAca8xEeovVB5IYQQQgghlYeWF1IIVF4IIYQQQkjFGdq7pdpNSCyTB/esdhOqRmO1G0AIIYQQQuqP2SP7VLsJieTVrx1b1+5jVF4IIYQQQghJCI0N9e04Vd9nTwghhBBCCEkMVF4IIYQQQgghiYBuY4QQQgghpCrccuFBGNana7WbQRIElRdCCCGEEFIVFo7vX+0mkIRBtzFCCCGEEEJIIqDyQgghhBBCCEkEVF4IIYQQQgghiYDKCyGEEEIIISQRUHkhhBBCCCGEJAIqL4QQQgghhJBEQOWFEEIIIYQQkgiovBBCCCGEEEISAZUXQgghhBBCSCKg8kIIIYQQQghJBFReCCGEEEIIIYmAygshhBBCCCEkEVB5IYQQQgghhCQCUdXKHUxkI4DVFTugRX8Amyp8zFqFsshCWVAGbigLysANZZGl3mRRb+cbBGVBGbiptCxGqeoA0w8VVV6qgYg8rqpzq92OWoCyyEJZUAZuKAvKwA1lkaXeZFFv5xsEZUEZuKklWdBtjBBCCCGEEJIIqLwQQgghhBBCEkE9KC83VLsBNQRlkYWyoAzcUBaUgRvKIku9yaLezjcIyoIycFMzsuj0MS+EEEIIIYSQzkE9WF4IIYQQQgghnQAqL4QQQgghhJBEQOWlkyEiUu021AqUBWVAsvBeICbq8b6ox3P2g7IgSaRTKC8i8j4RGVftdtQIXZ0PfCkRAA3OB94PdQ+vvwsR6RT9X7EoA1/rnR4AICINYSt2VkRkWLXbUCuIyHwRaa12O8JI9MtbRJaIyMMAbgQwpNrtqSYiskxE7gXwfRH5IFC/nZKIvFdEbgVwpYiMqnZ7qoHrfviuiCwC6vN+EJETRWR5tdtRTUTkOBG5E8C3ReSIarenmtgTXZ+sdjtqAfsdcYuIfElExle7PZVARJbaz8JyEamJYnvVQCwGisj9AH4CAKraUd1WVR57DPkEgIur3ZZqIyKHi8iLAC4CQOWl1NgPXQ8R+SOAL9h/CmpcPQAAEMpJREFUjwAYZf+euHMqFhE5GsCXAVwP4DEAR4rI0Ko2qkqIyBIAXwTwcwCNAC4XkWX2b3Vxb4jIaABfA/CfAF4CcJGIXGj/Vi8ySNnnfB0sJfawarep0ohIk4h8B9a74UcAtgE4U0QOqmrDqoCINIrIZwF8H8B1IjJLVdP1ONssIi0i8iMAVwO4FcBYABeLyJjqtqw82GOGFhH5Gazxwo2wrA0XiEj/qjauStgTWW323wwRORaoj/7Bvh+aReQHsPqH5ar6Rffv1WtddRCRFgBXAPiqql6oqmvs5TUri8TdqGqxE8AvVfUIVf07gL8AOMH+PV3VBlaHwwH8RVX/COBxAE2q+k6V21QtlgC4S1X/DOB/APQE8CER6V5H98Y4AP9S1TsB3ARrZu1yEeljD9hq9oVUKuxr/QqA2QAuAVB31hdV3Q9gJYAzVfVPsO6D3gDqboZVVdthyWIygE/CejfU5WyzqrbBmtQ4xe4zvgHgQFgD2U6HPWZoA3AngMNV9Q8AbodVKmJTdVtXHWwlZTiApwFcCUuRrYvxk30/7APQDcAdqnqHPdk10/m9ui2sCsMAbFbVX4tIVxE5SUQGwHY7r8UxQ2KUFxH5mIhcKyKnAoCq/sZengKwBcBbItKlmm2sFC5ZnGYvuhvAx0XkmwDuATBKRH4sIhfZ69fcjVcqDLJ4CMAhItKiqhtgdcgNAD5UtUaWGRE5xTObvgbAySLSRVXbVPV+WHK5uioNrBAGOTykqjtU9ccAuovIBfZ6iXnvxcUgg58BeENEmu0JjZ4A+lWlcRXG9J60n4fvARgoIh+w12uqXisrg7f/hFVsbo39jlgBS6HtVK7X3uuvqr9X1Q77++8ATBaR5SJyaHVbWn5csjgZyCgp7wCYCOBBAGtF5GIRmVDNdpYTlwxOtxctB3CYiFwH4EkA14jIDSJyTPVaWRlcsjjFXrQfwGL7WbgDwDkAvgfLal+T1Hwnbpv4PgHgdFhWha+KyHm2Vug8hG8AWKaqe6vY1LJjkMVXbNeYxwDMAjAA1mza4QB+D+D9IjK6M84k+MjiXAArYL2Ufysi98Hy3bwTQM/ONmgVy2f5H7BcYa5yzk9VVwL4G4Bv2usJLLehESIyqLPdD35yANDu+nw1gE861qeqNLSMBMlAVdOquk9E+gDoAuCZqjW0Avi8G84D0Me12icBfBvIWKg6JX79J4Ae9gz0XhEZAWsW+tUqNrVk+F1/ERlkr7IBwJGwrPTvAMiMJzobBllcY8uiL4DxAJ6xrU8PAfgOgO/a2zVWq82lxiCDL4vIBar6GqyB+mT7tw8AeB7WuKlTuhMaZLFcRC5U1TdhjZNuBHCdqp4I4BoA7xORqbU4Zqj5wZwttMUAvqCqtwH4BICZAJa61nkI1izS+6rTysrgI4vpAE5X1VcBjAGw1l79OQDrAdTcTVcKDLL4JCwFbiaACwF8CdZDeD6AfQDGdLZBq21ZuhPWs7AWwEdcP38FwPEiMs3l37wDwM6KN7TMBMhBHDc5223Kif/p6ZqB7hQEyMD9/I8CsE1V14nIcBE5ssLNrAg+78kZAI5xrfN7AC+LyKeATKxcpyNK/wlLNitVdbuIDBWRWVVoaskIO2dVvV9Vn7NdCZ+DpbjtqVZ7y4mPLGYBeA+AdbAsD/cAOB+WBeZ1e9NO407pdz+IyGmq+p8AzlDVlaq6A5YbXSuA3dVrcfnwkcUBtjXqe7DGkA32ui/BUmpr0jJd08qLa/bwcQCHAYAdy/AygGkiMtlerxXWjHtnnkHzk8VKALNtc+/fAXzLXu98WH6MWyrc1LLjI4s/wbov5gEYr6pPqerd9npzADxa8YaWEZcM/hPAiwD+CmCZiAwBAHtW6UYAP7BNwWcBGAigUylwQXKwFZcUsu+5z8Ly738FwOCKN7ZMhMhAXbOowwA0iMjlsFxNO40MHALek6/A6jMmuVb/KIBvicg6WLLpVEToP6fZv/cH0GbfF38BMKLSbS0VIec8RUQmejY5Gpbi0umUl5Axw0xY8YBrAPxbVacBOAPAESIyrBZn2gshQAYvAZgjIpPUiqF2eA8sxaXTxX8FyGIFgLkAtsNKaPFJEZkmIl+ENTm+pgrNDaWmlBfxZH5xzZS/Csvt5wD7+z8A9IKdn1xVt8MKPhuETkJMWXSDJY8fAGgUK/3hNABn27JJNDFl0dP+c1LEPgZrxvl3FWpuWfCTgarut2cQH4L1ErrCtc43YCkwFwCYBOACVU10Jx1DDh9zfrf93McB+CEsN4ED7Rm3RFKADNrtVd8D4L2w3EWOU9VbKtboMiEivez/zmxhWJ/hvBtmAfgxrPfCgar680q2uxwUIAunJtiJsFLFjgewVK0g/kRQwDm3ipVp6mwReRbAaABXaSdI3BBDFv+E9RxsAHCxqn7JXv9dAIeo6tsVbXgJiXk/tCL7PjhDRJ6HNVb4XGfw0ihAFmNU9VsAfgngUljvg1NVdXNFGx6RmlBeRGSuiNwM4GpxFZt0zRg+BqAdwNEi0qiqL8KaKXPnaT9DVX9WqTaXiwJlMQLAfPvlcyaA01T1dFVdV+n2l5Ii7ot59u+vwHo5n6yqibRABchARHISMWwC8AcAE22XoIFixXf8AsBHVPW0JN8PBchhki2H/rZldhOAy1T1JE1oJr4iZOBM6vwawNGqekXCBygpEWkVkbtgxfhksoa5FLuwPmMzgEtU9dSk3g9A0bKYb/9+M4CjknJfFHnOc9TKNPUWgI+q6jm2y2UiKVAWL8AapM9W1TYRaXDeHx4rRCIo0ftgNer3fngRVrKOhfb6vwBwhaqeq6pr8w5SI1RVebEF/V+w0lb+HZYAvyxWqraUM2OoVjzH47BSwF5pb74XwCpnX2qlQkwsRcqiDbavqqruTvLDB5TuvlDVV1T1yUq3vxREkIHaLkFdxMoY1KGq/wTwAqygw3/AcgeB3VknkhLI4QEAg1R1m6q+XL0zKZwSyOB+EZmgqo+o6r1VPJWSYM8g7gDQDGCY2NmD7I64w17H792w2v79LVV9rtJtLzVFysLpM25X1fsq3fZCKdH1v19VH6x020tNkbJYZf/eoZpcN7ES3Q8Pq+oDlW57qSnF+8Bep+ZDMKqqvNiCvg/WrM/PYGV/UQAdjolLrFSGNwJ4ApYmOV+siqjvwvLt7hRQFllKIIu/VKXhJSSiDL4Cq3bHEPv7xbACtf8HwAxVfaUKTS8plANl4MNkABthFeb9oIj0dCY1Ovu7wUChskhyn1GP5+wHZcH3gZv6uB9UtaJ/AA4GMNGwfAmArbBSvF4HYCqARQBugRWA7azXA0DvSrebsqAsEiCDJe7vSf2jHCgDP1nAyiAHWBlwboIV23c9gMthucIc2hnfDfUsi3o8Z8qCMqAsQs69gkLuDSvDzQ5YGQ26ewQ+F1YQKQB8FcDXAYx0bZ+qtrAoC8qiRmXQUO1zoBwog0rJwv5tAYDr7c8XwZpp/COs+iXOOol/N9SzLOrxnCkLyoCyiPZXSbex7rBMdJfbnxcBmbzTUNXHVfUee917YHXS7wKWz7d2guwPLiiLLJRF8TJIfKYcG8qBMnBjlIXNm7Ay5vwGwGdgVch+Ve2A4070bnCoR1nU4zn7QVlQBm7qXhZlVV5E5BwROVxEWtXKYnIDgN/CCjA/SESG+mw6B1blWyfAKPGCpiyyUBaUgQPlQBm4iSGLPgAGwCq0NxtWqt9JIjIFoCyQUFnU4zn7QVlQBm4oi1wcV4TS7VBEYBU/uwVWQbzXYGmGV6jqJnudQwCcBqs40i/tZa0ADoLlBrEOwP/ThGYHcqAsslAWlIED5UAZuIkpi8dV9WZ7WX/X7z0ANKuVLj6x1KMs6vGc/aAsKAM3lIU/JbW8iEiD7d7QE8DbqnoUrCrG78LSEgEAaqUoXAVgsoj0EpEWtYopKoBrVPW9naBDpixsKAvKwIFyoAzcFCCLSbYsuqvqJrFqVKRUdWfSO+d6lEU9nrMflAVl4IayCKYklhexit8sB9AAyw+7FcApqnqu/XsKlnvD6ar6D3tZDwDXADgEwEhYBZMSWyzMgbLIQllQBg6UA2XgpkhZLES2yB5lkUBZ1OM5+0FZUAZuKItoFG15EZHDYeWM7gPgVVhC3w9gsYjMBzI+dl+2/xyWAbgEwNMADugMgqYsslAWlIED5UAZuCmBLJ4BZZFYWdTjOftBWVAGbiiL6DSWYB9pAN/RrK/dbABjAFwN4IcA5tia4h0AjhSR0aq6ClaQ0RK1KkF3FiiLLJQFZeBAOVAGbiiLLPUoi3o8Zz8oC8rADWURkVLEvDwB4Le2qQsAHoRVd+BnABpE5HJbUxwOqyL0KgBQ1Ts7oaApiyyUBWXgQDlQBm4oiyz1KIt6PGc/KAvKwA1lEZGilRdV3a2qezVbX+A9sIriAMD5AKaIyF0AboWVb9rJoNDpoCyyUBaUgQPlQBm4oSyy1KMs6vGc/aAsKAM3lEV0SuE2BiATZKQABgH4g714B4DPAZgO4A21clNnCq51ViiLLJQFZeBAOVAGbiiLLPUoi3o8Zz8oC8rADWURTilTJacBNAHYBGCGrR1+EUBaVf/lCLpOoCyyUBaUgQPlQBm4oSyy1KMs6vGc/aAsKAM3lEUIJS1SKSIHA3jI/rtJVW8s2c4TBmWRhbKgDBwoB8rADWWRpR5lUY/n7AdlQRm4oSyCKbXyMhzA2QC+q6p7S7bjBEJZZKEsKAMHyoEycENZZKlHWdTjOftBWVAGbiiLYEqqvBBCCCGEEEJIuShlzAshhBBCCCGElA0qL4QQQgghhJBEQOWFEEIIIYQQkgiovBBCCCGEEEISAZUXQggheYhIbxG5xP48VERuK+OxZonIceXaPyGEkM4DlRdCCCEmegO4BABU9R1VPaWMx5oFgMoLIYSQUJgqmRBCSB4i8msAJwBYCeAVAFNUdbqInAfgRADdAUwAcB2AZlg1CfYCOE5V3xWRcQD+G8AAALsBfFhVV4jIqQC+BKADwDYASwC8CqArgLcBfAPAGwCuB9ACYA+A81V1ZYxj3w/gGQCHA2gE8CFVfaw8kiKEEFJJaHkhhBBi4koAr6nqLACf9vw2HcBJAOYB+BqA3ao6G8DDAM6x17kBwOWqOgfApwD8wF5+NYBjVHUmgPep6j572W9UdZaq/gbACgCH2fu8GsDXYx4bALrZbb8EwE+LEwUhhJBaobHaDSCEEJI47lPVHQB2iMg2AH+0lz8HYIaI9ACwEMD/ioizTRf7/4MAfiYivwVwu8/+ewH4uYhMAKAAmqIe27XerQCgqv8UkVYR6a2qWws8X0IIITUClRdCCCFx2ev6nHZ9T8PqV1IAttqWjxxU9WIROQjAMgBPiMgcw/6Xw1JS3i8iowHcH+PYmUN5Dx1wPoQQQhIC3cYIIYSY2AGgZyEbqup2AG/Y8S0Qi5n253Gq+qiqXg1gI4ARhmP1ghX/AgDnFdZ8nG4f71AA21R1W4H7IYQQUkNQeSGEEJKHqm4G8KCIPA/g2wXs4oMALhCRZwC8ACv4HwC+LSLP2ft9CFZg/X0AporI0yJyOoBvAfiGiDyFwj0E2uztfwTgggL3QQghpMZgtjFCCCGdCjvb2KdU9fFqt4UQQkhpoeWFEEIIIYQQkghoeSGEEEIIIYQkAlpeCCGEEEIIIYmAygshhBBCCCEkEVB5IYQQQgghhCQCKi+EEEIIIYSQREDlhRBCCCGEEJIIqLwQQgghhBBCEsH/B49dfZj1iIq2AAAAAElFTkSuQmCC\n", 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YtVh28cXet02ESZOAkpLQ5ur2vWv2JYp2iBBCEhwR4WU3gGGSJGVJkiQBGAlgI4DZAK4J1rkVwBRvmkgIIYQAaN4cQI25laJxsQydPG2ap80Sxky7kijaIUIISXBEfF6WIOCYvxLAuuAxEwE8DuARSZK2A2gB4D0P20kIIaQuM2kSUFQEAPBLgaErRfaH/W9Iomg1zNoxblzs2kEIIUmMULQxWZafkWW5tyzL/WRZvkWW5QpZlnfKsjxUluXusixfK8tyhdeNJYQQEiWTJgHZ2UBKSuD/ZHEUHzsWqKrCoQbNsL9xSwA2klUmilYj2A5F+ArRokXAH4YQQogloqGSCSGEJDuTJgXynuTmArIc+D/eeVDuuw9ISwMkKfD/fffp1wtqLYY+8DFeOfv3APQd9XVJFJ+XYJLNUIhkIJB089//jl+bCCEkyaDwQgghdYWxY4GyMizp2Bc+ZfU/nnlQ7rsPeOstwOeDH1IgqeRbb+kLMDrakxT4A1qLFIuh7MsvXWpwlASTbMpqzYsq+hghhBBrKLwQUldJVvMh4pzcXCzsfBKuH/0PvH3q72rK4+UTMnEiAOCeK59Et8d/iCgPo3v3iKIUWQYGDoTcp4/5dQoLo2mluyxYAFmtMSosBG69ld8fIYQIQuGFkLpIIpoPEW+ZNAmQJBxoFMjyvrVll5p98fIJ8fkAAL/0Ol23PIzZs6E1EpNkPzBzJuQtW71pn9tMmgS89RbK0zPCy30+4J574tMmQghJMii8EFIXCZoP/e/kS7Cwc/9AWTzNh4j3BBM8/uuMmwAAJRlZNftyc+OjfVNlm7cs9/shQworUnxeGpYVmV+nRQsnrXOf4PflS6m5v2rFhKy0NB4tIoSQpIPCCyF1kaCZ0F/P/yNuuvHFiHJSCwn+trubtQMA/NZ1UPj+eGjf7r7bVnmYoztqhJfGFRYT/0RxiNf5vrT3RAghxBwKL4TURYzMhBIlpCxxH81vqyR6/KbvOXjo0kcDhbHUvp13XsA5X4UMACNHAhMmRNZv0CDCbEzJ72IaMrlBg8QJQ6zzfYW0SRRiCCFECAovhNRFjELHJkpIWeI+miSIaX4fnh51Lx659FF81/ecmh2x0L6ddx4wc2ZEsV9KARYt0tf+vPNORH4URWhpUl7iSTNdRycRpSJEIisrYh8hhJBIKLwQUheZNs1eOUl+Ro8GVFG5KtPq4eNBl4a2yxQn8lho32bOxJHMRsh+/EcMeeDjUHFpeqax9mf0aMip4UOWonm5cc0vxtdKJF8SHQ1QRVq9wLMvK4tDgwghJPmg8EJIXcRodZ0+L7WbDRsMd111yz8Dpks62gEvWNmhNwCgoEGzUNnSTv0Cfxi8h/JdfwjbVnxeUoNCjJYybVSvRKBLl7DN4ff8F30e+Zomm4QQIgiFF0LqIvR5IRq2tMoG7r03Zv4hPily+EnzVwf+MHgP5X+FO96npEgBHxkDf5E+j3wtFGlsz+EyZI+ZivV7j1nWjRqNcHi0fmPdckIIIfpQeCGkLjJuHDZ16h1elpUVMYHy+2V8t2ovfH4Th2iSFExbtx/ZY6Ya7r+leYW+o7wXjBwZ4b8CAC1Lj+q+hwp+jWO+VFwMzJgRELqMEIg0NmfLIQDAZ0tjoHkcPRr9Mqt1ywkhhFhD4YWQusjo0fj3vS/UbHfpEshqrplAfbZsNx76YjU+WZwb4wYSt7lv0krT/Rl9epvud5UZMyCfdFJkG9q00n0PFbQidGpKUONiInR912eEZXNSgueJlYzua9Y8NhcihJBaCIUXQuoocqdOob+fePV7bB91eUSdguJKAEBhSUXM2kXiw9pYmEyp8P/1mYgy+ddfTTUQskbzkpZSYy429cEzMbRrpFDw0BerLduSEjQ7057fK/zUZBJCiGMovBBSRzleVePk/NnSPfjjJ5Er83LEWjeprSzddTim19OagAFAeZXP4pjwbUnl69K3fRMM6twMTlBkoJmbD+GblXmOzmEHX4yEJEIIqY1QeCGkjmI1UQSA0ByLCfTCePXXrZi1+WC8m5HU6AkvL07bbH6QxZzfqeZEEYLyiyvwyJdrHJ3DDnr3TgghRIy0eDeAEBIf7Ez0luws9LAlycfrM7cBAHLGXxLnliQveq/frgLznCxWk34RgVyEimofKqr9aJyZ7sr5tNBsjBBCnEPNCyF1FO38aduhyCzlSpUlMTYpSkQKSypiblpVm9ETRA6XVYb+zi+O9LOymvJ/tMhZYAmtMHHt24tw0rPTHZ1LBJqNEUKIcyi8EFJHETFd2bivKPT3seNVXjYnbtzx4TKc+885lvXOe/U3XPfOIlT79BMi1gWqfH78d+5OVFZH/wyqdbQPynm/WZmHU8bNwOOT14btd9uh/stlezBu6ka8NmNrWPnavEDwArcDVVz6n3nIHjMVFVV19x0ihJBoofBCSB1FxHJlxqYav46/fW+cnT2ZmbX5EHbmm5srAcCRsoDwFpNcIAZ8szIP87cV2DqmvMqHL5a50+bPlu7GuGmbMHHujqjPVWUiBP62NR8A8MXyPWHlbltb/eXrtfjvvF04WKQvpAx+foar11u/N7AYcEhPq0RtDCGECEHhhZC6is3JUkmFTmK9OsiBovK4XfuRL9fg5veW2Dpm/E+b8fjX61y5vvIOFLvwLlT7jN+/jDT9oSkeE/zsMVPx07r9nl9HTxNFCCEkEgovhNQyNu0vwvZDxZb17M6VauPUyonjdLJNMvcePS5Ur0frhob7ftlwANljpuKblXsB2JZ7dTHTvKToRLebsfEg7v54hek5n7hIP9Hmu/N2InvMVMfCz7+DARq8pLiciwOEECICo40RUsu46N/zAFhHwrKbw6U2RkjSM9+xwmeiMUhERH109HygXp+5DdU+P16ftR0AsD0Y1GHrQWvh2IoWDesZ7tMTEO/633LLc6al6q/HPT91E4CAwJ7qIOq3njDlNn/6fBU+vvNUz69DCCHJDjUvhNRR/DZ9hvccKfOmIQmCEmY370gZisqNgxMkm+Zl92Gx303vvl79dWtIcNGjrLIad320TFi7o8ZMCeLTtGXNnqO2z6/H4dJK60o6pDmReAD8sGafYfjnkb1bh23Ps+nLRAghdRUKL4TUUfRW2gtKKrB+77HQ9mndWoT+jsXqczxRIkyd+Y/ZuPw/87F+77GQ47iaapXU9+iXa1Ca4L5AOwSCEQBAaYUP43/ajOOV1rlSlDfh5/UHMGPTIbz8s0VySR2MhMCi8qqIfW/ONhag1JiZotk5j8KJ7RoDqEliaZf/+2wVLnhtru6+zi2yIsoOxdGfihBCkgUKL4TUUqwS9umtfA95fgYu/c98zNlyCNljpqKwtMasqrYLL2pyCstw6X/m49b3l0bsUzuaf70yD58uiV/0MTcpKKnA27/twDsCkcSUyXx60EyryoE2SqtdUTjp2ekR2iK9d++mUztHlHVr2cD0mnZ9XtJSpOD1res+9d06nP/abxHllQYCVarOPbkRCIEQQmo7FF4IqaXoJflTY5bn5bYPlgEAth6sSVy5cX8RduRHJrJMZvYdqzF3EpXNtFqB4y5ldXeTY8er8Pv3l+LAMfsr+Zv2F1nWkWUZuYWlSA+aU9nJfXO4tBKXvzHf1JxNbSZWXF4V4Z91z/BueP6KfhHHnd+3LWY9OhyvXDtA97zKT7dgewEOFVs/G5FnofDJ4t1h34sVKSISESGEkAgovBBSSymtNF/FdeK5ceeHy5w1JkG5esLC0N+iU8nJK/LCto00CG4zZ8sh4brfrszD3K35mDDHnpkUAPyy4aBlndlb8jH85TlYlnMEgHnYYy3frdqLtXnH8PZvYrli+j87PaJNTeqnG07+u7VqiIYZ5rFoRr+7JOy3N8KJf9Oq3UeE6hlpMsssvluFkopqfLl8D/PDEELqHBReCKmlfL50j+l+M82LESUViadlcAunVnGxsKb7ekUethyoifBlpelQZAklOpgVzRsYR/4y4735uwAAR48bBzjQojyvaObckoWoeUHfNnjhqv4R5TLkUNS8vCPiQQYkBDRGIhH3Vu0OaI2s6uoFRhvz9Vr0+esvWLKz0PI6Y79dh79MXotVLgUzIISQZIHCCyG1lGlWifUcTB5r9yqv/oTYyonaaiIdLbmFpXj0qzV48acap3grjYDyOy3cYT0JBoDWjTKcNxBARbW4UBsLYylJknR9YlbmHnWkTTlYVIFBz/0q5PCvCGdWiwN6Pi+KJmt5rrX2RjEJrKiyGTaQEEKSHAovdZQeY6fhyW/dybpNEhOrKZoTzUttEl2unrAgbHvv0eO6Jj/r9x2LKFPjtealotr+5NSuKdvmA9HlbVm/V9w3xGnkLjUX9mvr6LiN+4vwxTL7ARaUUNC/brI2qVPwWXxf0T4H5fR0nSGE1DUovMQBWZZR6WBC4iZVPrnWREki+ljJJkmWriSChdsLcMnr8xx/Syt3h5vbPPjZKlyl4wdh9Rx3ehzEQO/6VoKn1cQZADb87QKnTYoKN4S9bJ0ww6Ks22sujJpxtEzcPE4vj1KaStJITZEwsFNTx21R3gE6/hNC6hoUXuLAxLk70fOpn3DEYcK0aNhdWCbsEEqSmzO7tzDd70jzkkBmY09+uw4b9hU5TJDo3n18t3qfrfo5BaW2zKz0MGr+1oPF6P7kNOwRSEzZwMKp3W1W7zmK7DFTsdMg78ygzuIT+Wi0Fl8uz7OuZIBIws/52wrQ75lfUKyT6FTtpJ+aIuHyAe0dt0URUBNJdvH7ZSG/IEIIiQYKL3Hg65WBwfOgQKhONzhcWonsMVOxYHsBzn55Nu6oZRGjiD4FJebCsZP5eyJNS5QVZyfRvhRHcxF8fhnHbKy4m1FcXoURr8zBE19HZ7L5zaq9ePiL1RHlXyzbg2q/jGnrDgidZ+GYc3HP8G5RtUWUK98MmOnN2qwfNa1dk/quX/P+c05w/Zxayqt8OKjyi5q5+RBKKqqxSWWK9978Xbj34xVhGjFJAm4/Ixv3jRBr4/ZDxfhoYU5o2x8yG6uRXs4YPwvvztuJovKqqAVkJ4x+dwm6PTkt5tclhNQtKLzEAWWwidUi9pq8gHnMxLk7AQCLdx6OzYVJzFE7l8/fXmBa14nG4mhZlSOfAS9QokX9uNae5gMAvl8jfsyfPl+NAX+fblrHSoCasfEgssdMxcGiQO6deRa/jRo9TenT363Ht6v2YtKSXJSoEhsqq/DHBKN/tW9aH09cdKLuPqts9VpmGwglWoy0F07eRyuuHtTR9XNq+cP/luPUF2ZGlKsTnD7340b8vOFA2HuSKkmQJAmPXdAr4lg9xdJl/1mAZ77fACAQjlmJOJciSais9kOWZew9ehzPT92Ek56djqvetA4F7TaLBKKkEUJItFB4iQOKyYMTsx1CzPjXzG2eX+NxA63BoaJy5B2xNqtxC8XX5XubZluAvYhXIkkoq/UcHFS8Gcy3sv2Qfcd4ZcKqx9hv1+PJb9ahtKIaL/28OUyQiYarJyzA6zbfpds/XIbNB/Qd90U0V16YP+lF9HKbedvEBVE1qcEbFjWBU97DZTmHcdWEhdiwL/CsC0sr0POpn0KLUwobbSTYJISQZILCSxxQBulqn4w3Zm1zbcJhhdUEiyQ/P9rQKETDfJ0J29AXZuLMf8yOyfXV7CzQ96EwxeVJrdE6RHmVD5XV/pC2VYkcZmfdIsfi/r5fsw/T1u3HhDk78JlFbh9RVu4+iv/Msp/gsrg8si+TZdlScwV4E0AiNZEcQjToCS0ZadZDsnaBYFdBYFubPJWEs3FfEXILHfQVhJCEg8JLHFAG1I8X5+KV6VvR75lfYnLdBdup0q+t+P0y7v90JYp0Jo9eMP7nTTG5jmfESOvZ++mfMeq137AimLdjwmyxrPJqygXyeGwTTEbpNXqP1exRq+fvnZo7jyBmRFqqd8LLcz9uRPaYqY6P12uayFtZ5Quv9dyPGwEkzjuQqFz8+jwMf3lOvJtBCHEBCi9xQFlxU9T+XlFWWY03Z29HoYXjNkl+3p2/E1PXWiSlJCHW5DkPl6tH76d/NtyXW1izUr7HgVmdiHlpokR40oviZha2uVlWvdDfjTPdj37mxGzs5mGdTcNIj353MS77z3xbQR/02AGrYkoAACAASURBVHMk0sdH+R3NEp9W+xLjtyaEkHgR21iZBECN2dgmj22Sb3t/GZbm0Dm/LqCYjsQKM1/u1XuOYu+R47jkpHaxa1CS4CThpIjw4iRrfKwwa786R48XJl5OcqAM6dIcDTLS0KBeKkorI/2d3NJgF5RURJSJ/I6iwRi8RpZlvPjTZvxuUEf0atso3s0hhNQhqHmJA7GywqbgUnewO0ebty0/quv5TPynrnxzAe7/dGVU56+t1ESbEhc2WjbMsHFeMeqnp9qqHw2KyZwe4ZHS3O8Z7Wpe5j52Dq48uQMAsUSf0WDWtoU7CpA9Ziq+Wh7pw/SPnzd72SxhjpRVYeLcnbjpv4vj3RRCSB2Dwksc8GKQJnUbO+/UtoPFuO+T6IQLJ7lVSA2lFeI5OG4Z1sWyjl3Ni1dd0E/rI/PL3PnhctNjGgaTZXrRplSbPi+dW9T43ZzcqZnbzQmjcf10w31KBLNoTdOiYera/XjWINLdxn1FOBxMsuy1kEcIIVoovMSQH9fuw2NfrfFs4kDqLqLvVEFJBW7/cBky69WsvL9/2xC8edMgW9dLBNnlxHaNQ3/P2HhQ6JjjlT5sO2g/XLHbiIRfVhD5bc00YXo0yPDGYnjOlshcL1bJEpeOHYn1f7sArRpZa5jsYkfz0qJBvbDtd34/2O3m2Gbzgfi9q/d/uhIfqpJiqrn49Xm45PV5sW0QIYQEofASQx74dBW+WpGHQ8WRts6EeE15lQ9/+N9yFJRU4N3fDwmVn9u7jal/it78z62w2weLynHgWLl1RRU3v7sEV765IMw5/K7/ma/uKzz0xSqMem2uret5RfaYqUIJP0UERbtO3G/fHC6s1kt1ZyjIKYz0vbJqf1a9NDTMSMPdZ3XDS9ec5Eo7FKKRsRtnpmNwF++0L3rBDZIJs7Dfh0srMXHujoS8x60HizFl9d54N4MQEgWWI5YkSb0kSVqt+lckSdJDkiQ9K0nSXlX5xbFocG0gFonTiDt4GcWptKIa+1zKKm41R/D7Zfz5qzVYtfso/nX9QAzo1FT43Hpvq98P7MwvQbkNDYIep74wE8NejMxObsb87QVYveeooySvi3cmlh+YUcJPNSL3WWEWQUGHtk3qh22/eHV/W8d7QVpqCq4b0snVczaoJ+7bo9ctf3znUFwd9IFxG/WveuNQd+9bYe/R48j3eLFMT0D5y+Q1eGHaZqzcfdTTazvh/Nfm4k+frw61W5ZlLMs5nJCCFiFEH0vhRZblLbIsD5RleSCAwQDKAHwb3P2ask+W5WleNrQ24SQCDok9S3cdRrcnp2FFrjcT3mvfXoTTx89y5VyyxRrzv2ZsxY9r92PMRb1xYT97UcAkSUJrjUnP3qPHce4/f8OfPl+FrQeL8aug2Va0qB28tXLlOpfDH9vFq8mPiPxcaTOKmbYHatM409bxyYJo9nojsuqloUOz+tYVHaB+XV682ljjdFwn4pkoZ4yfhVPGzXB8PAAUlZtHN9N7PY+UBY5xssBQUe3D5gPeRuIEgGnrAv5ZU1bvw7VvL8I3K6mNISRZsGsrMBLADlmWc71oTF0hzWPh5fs1+/BSgkSkSWZ+2xqw31+0w5vknhuDobLdcH43myN8vSIPr8/ajuuHdMI9Z3czrHf5gPa65RKM/S7mbi3A+a/NxR8EzbaMmDBnO97+zTqBo3oiV6XRNuSXlOO/c3fqhqBVcEvp+cxlfSLKvFLSiQhF0UxwAfvR6kRJrtVs/YfgVW8tOrGPt0P8kdLwPGEioZqVPs1JcJonv1mPC/81z/Q7doPS4EKIkocpp7DU0+sRQtzDrvByA4DPVNsPSJK0VpKk9yVJ0jUOliTpbkmSlkuStDw/P7rwrLWFaFcDrXjws1WYMMd+Jm8SjjI39vr3WrXbOJSsKEbTm6W7DmPMN2txWrcWeO7Kfqb3Mu6qfrrlkmScNM+O47kZL/28BeN/Mhe4528rwLHjNRMp7YR9zZ5jGDdtEx75co3hOdyK9NelRRZyxl8SlpvEqwhsIpPc+dsLbJ0zy4Y5VTTo+cDEiy/vOc10v6Hbj8vff7dWDQCIC7tXT1hgGPUrFmSkhb8rj09eG15B5z4UodVJ7p7lQU13SXm1Rc3oUNqm/LxJJWcTUscRFl4kSaoH4HIAXwWL3gJwAoCBAPYD+KfecbIsT5RleYgsy0NatWoVZXNrB1o/iuaaKDckMVAGYK9DW7shAGgH3vZNAmZA93y8HJ2aZ+HtmwejXlr45/7erUPw6nUDQttpKfrdgQQJWRmxmez+tjUfi3dGarrKq3y4+b0luPX9ZWFlahQH4mITM5fDmlVkwN7ctFPzgAmR8rzVc7MXf9qEapu+JyK4IRM1zUrXbIf3OV6t7ieSgezQrs1NfWBeu26gbrnb99CxWSAcc0aa2PC79WCJYdQvNXYFhcKSCkcC97q91uaZvlDfafv0IbyWJdKCYbSVJlqZ3hJCEgc7mpeLAKyUZfkgAMiyfFCWZZ8sy34A/wUw1IsG1ka0K6mdmmcZ1PSepbv0/Tkqq/0Y/e5iV7QCyYrfhQFYBHcyi4e/Uxf3r/Fref/WU9AkKzKnxMgT2+DqQR1D20aT+NQUCR/eFpvP+9b3l+KGiZFJ75TfYq8qwEELTfJGpyZK0x48CwBwWrcWlnV7tG4UvFZgWy3YfrAgB18s34PHJ681FaDs4sRvQMujo3rir5f2wbZxFyFn/CU614j6Erq4826Hc0JQc+EEs9s8oXVD3XKteWK0/G5QB9x/zgl49Pyerp7XzpM+drwKg5+fgXFTN1nW1U7q9x87rtkfifLIyhyYMyrmXF5rXpQIe4oPaiKEfyckGsqrfBj/0+aozYiTATvCy41QmYxJkqT2+r0KwHq3GlXb0a5yOhmMl+UcRvaYqdh+KLo8AHO36pvy7SwowYLthXj867W6++sCfp0JqhcYaTzsoI1c3DQrHfVSU/DOLUOQ3VLs/TLyxaqXloLOLbIwxMOwsVboTSx2FZRq6hjPPv781RoMfu5X3X3dWzfElucvxJiLelu246ahnQEA/To0ARA5OX9rzg58sXwP/jt3p+W5rKjy+ZFTUOqKOUt6agruOLMr0g1sozrZcEpXtE8ipNlMEgkAf7mwl+1jzEhPlUJaR71n+fGdQ/HQeT0iglIouG2CWy81BY9d0BuNMo2TVDrBTqLSoqDfyi8bIpOKatFqZ7Smp+ogGgrKQoLeQoQVBSUB7ei786P/hsxo2Ui7+OHp5QjxnE8W5+Lt33YI+Y8mO0KzJkmSGgAYBeAbVfFLkiStkyRpLYBzADzsQfsSHlmWscVmIrHdGjtwu51mcXlVyIzgvFejy1lhNC8/UhoY3JhJ3Xu05lxO0K6O3nVWN8x5bASGdm0ufI40g4ltn2AyyLUC5iJeIfIemi2QT16Rh0IdkzEgsGKdkZYqpCU4r08b5Iy/BG2DZnnab3evg9DXFdU+3ft77seNGPHKHBwsspcHRw8r+btbq4ZYOnak0LnSLYTtP3+1Bte9vShwXQdGV38cfgKeuKg3zu4ZbmZ8Uscmts8FAOuevQBrnzkfAHBy58gQ4T3bNMJD5/V0xbetSwtrLXoiRJsMaQ4Fup6PF4XH5xFpvRsh4L0eehSNWsjnhWZjJMmpCub7KrdIDFwbEJo1ybJcKstyC1mWj6nKbpFlub8syyfJsny5LMv7vWtm4vLZ0j244F9zMX+buMOsdoXMjoCw5UAx+j87HVPXevu4x34XyD+xI58RWCQJOFRcbjscrRUtGwb8DpRVyoXbC5A9ZioOOZispmpmIZnpqWjfNPoQrx/fORRv3xLINJ5uc9KlZ8Y1de1+RyGNd+aXWNZ5f8EuAMChIntRipRJqxMTJ+23G7plGxPhXk/9rButbWEwyp2en45dRISI1o3EwiWfamFeN3lFHpbmBMxRnZi8SZKEe4afgJYaX0Cn5nOZ6anITA/4ujx3ZWRQCjc1q/XTrX3DjPJ8ndu7tWvtsOKHtfsAiL0XazXfq8jjKnLB5MvrSHUvTgsECFF+f2peSLKjDGF+v4ycglLXTV4TCXfSKtdh1u8LdOy7TMIsllf5TJP52RmUH/1qtXjjBDC6dLlHNpMvTNuE699Z5Mm53UYZozfsK8LQcTNxxZsLXD2/8uyVn0DRpq104Gekt6LshI1/vyD099zHzsFZPVqhSf2AeYvdyb2eP9X9n67EZW/Mt92uf07fKlxXVPtx9ckd8NEdQ0P31VXQvE6N0bdrVw6atflQRNn2QwGBbZ6NhRFDBNtz2+nZlnWGdRPT5n2yOBcHotAatdKY9WhNI53QMCMNANC/Q40Wx01FiEhXbvQdGZmtecHLv2wBoC+I7MgvMQ2H7ESb5gSvZQkl8EDIYZ/SC0lylL7lUHEFRrwyJ65RCr0mLd4NSHbW5gUyCJt154Of+zUUCUkPO31mtc/dDtYNZ2A7THTBFyDWfLsqkLxs0353E6cpT175CTx2rREiq14aOjWvjz2Hj6OzxgTGrvDy6dLdhqv0O/JLbL3LdkMBi9CqcQaGq0yTMgVWzbUk8nRneM9W+C3o0yb6yzXLMo582K5JJvYfKxfSLgDAU9+tj4hyZoeHR/VE15YNMOabgBbYjWfdpnEm/n3DQJzZvSUGPx9I3uhmUAE9/w8tRmZjXgQ3sEJP6zTyn7/ZFuSzx0xF3/aNo26PepFv6tr9ePOmqE9pCUMlk9qC8j0r2nqvctQlAhReomT9XusJbamFFmPquv14U/B6bgsbTs72yBerkXfkOL681zxvAhFDu+Jn5ycuKKnAJ4tz0dbFDOm/Pjxc15SxQ7P6oczZIvy07gCeuaxSNxT4yH/+Znrs4VL945xgtKLqRrJYo+9RLZC6PSn68PZT8OPa/Zi8Is+0nvr23DCN+sNZ3XC8yofTTogUSHPGX4LsMVMjyo/aeF+0ZKan4oahnUPCS4vg+6COpOeEKwZ2CNt2M49TpYCZhpHZmNeBQfQwuqI6GIaoL8iGfc4Wd5buOowVuUfwjzglVlaeO907SbKTAO50MYNmYy4Rq3HH7Q5WRBiatCQ3bEXsm1V7QzbtJHoUQWH34YC50/dr9gkf+/jktfjXjG2GIa+dkJmeigYZkesaZqvyelT6/PjaYoJtxCCDyGCivDFrW8hPxuibceNbevayvrrlMoCjZZVRCS4jegW0Qm0aZ2jKW2PsxSdaHq9eye/RRj8MsBaziWr7pvVx/zndIyKWuR0dzIgm9dOx5q/n4+Hz3A0x7OaAXyGQs8nISd7LMaSs0kAj5OCaovlpRLnunUVxE1zU0GGfkOSBmhcPOVpW6cgUxQxtgsuoETjd2G/XY8/h4zjvxNYJESknVngtoCmq3euD4USVR/vTeuvwpQpKHoWqBFw2HNKlGT5buht3ndXV1dVtEV6ZvhWfLtmNhU+MNNS8uPEtXTagPZ7RsyuWZczYFOnHYgdlhf6gTgACke9Q8Tfp0iILJ3UU84kyE7bqpQWuqdZYbR93kWGUOreRIevmK4oWo/DRTjBzVG9SPx3HjlcZal68/EKW7jqMEb0iAwKIXFO7MGInJLMeldV+HC6txLAXZ0Z1HreQ6LBPaismH3i1z4/JK/Jw7ZBOcTFZjRZqXjxk4N9/xTVvL4wod/KeHC2rxJ7DZbqakpKKalMHSzMMzV4024UlFbjm7UW4ekLk/YhwtKzSURjZeKKNsuM10cwJvMjsbkQ9wcneTad2xs6CUizaGbC7dSPkrx32B6/3y4aDuvvd6LCbN6iH1X8dFVEuI3oHYLOjRdqumLQ6MSlUhyked1U/XDekI87s3iri2tEILh/fORTTHz7bst4D53QH4I7Dvh5W77Nb5ouK0Gf023kp4Bv5l+05bN0na/ul4wLaJTN6PvVTzAUXs29R+TmUgCmEJDsiQ8/Hi3Mx5pt1+GRxrnXlBITCi8fo+cSIJg1Uc9ZLs3HWS7N1J7injpuBAX+bHtpWQvCKIDphXuEgApaas16ajTPGz4rqHMQYJ5msnSIyx7rrzK64uH87NKmfjk+X7AYA10NNA+YRmpQOfE0wqIYWN3xejCir9EUd4tgshLrR6r0e2qhdZijmRWrzp1F92uClawaE8hEZTbJfvLq/8HUA4KwerdCzTSPLev06BBzBvQouYqXFeicYKjxalOdmdD0vlZPVBpKfNmFybcVsnEu+NWdCzFFMIM3e7SPB8elIWfSh+OMBhReXsLNqrrcKZrVKWxw0R9Cb0GgDAtjJ3KxMDBQqq/2YvuFAhOQe7cSzWGNO4VRTRPRRokp5iRJetl0T65X8Hm0aIjM9FVcP6oBfNhxAQYm93CuiDOrczLKO0belzY3jFCWUtJr35u/Ciz9FZ8dvFqNftOkv/e4kW0LFe/MDuXKWqEyF9PK/jOzdGm+NHhRW1lbgvXCC5JFD9fVDOgnVa+aSqZoinNgRPN3CyNQrCa1FHGEm+MbapJUQr6gbSxEBKLy4hM+G2Y6eICA6MIuYouh11EamDw3qhbs9vfzLZtz98YqI/AxuL9BtO1js7gnrKLEcdx8Z1RM/PHAm+ra3znSuTAhGn9oZVT4Zk1fkeWJT/rvBHU337zlcZnhdQydmHcy0NF5NfkyFF4Frdm3ZANed0snWYoa2HzIyqXrvtlNwkSbql1fRsk4/oQX6tm+MP1/grqP++N/1x44XLras55aQqzwdQ7MxD3UARueWJAk3v7sEP69P/hzT36/Zhy0H9McVvUW/W0/rAqDuCHCk7rBge8BUWyTJeKzyNrkNhReXsOPEqJe4TTQTqshVzMxNtGirithAk8RhYQzjuKelpqB/xyZCApMyke3euhGGZjfHZ0t3e2L2Y9UUs7wb75jkHOoSzHHTpnEG7jyzK1Y8NQrLnzrPSRMdU2WSB0dk9f4/N57sZnMs8WoIbJSZjqkPnoXebaPPI6JGkiQh3yG3zQuNhDwvFyKMzi0hkEPp3k9WendxFYoJqRc8+NkqXPCvufh86W5s1IRt1ut7JElCYUlFYiTYIiTGKHO/bYeScyGZwotN9hwuw45gCFY1z0/dFNV5RZ2mRAQTO3NEUadivXoLd7ifOJAkPiITPnWVm07tjNzCMk8ELUkCJpr4JKRIkiNVuqId/fqPp+PpS/ugSVY6WjaMXQZ0IHxBY1SfNmH7RKKNOWmvdh5XZcNLXmQOeFaPljZbFH/sBHa46uQOGG9hpmd0vnhoAMySJ3vBk9+u8+S86vFpzDfrcPHr88L26w2bHy7MweDnZ6Cg2BuTVkJijZ0uJKcwoJX5cW1yal0pvNjkrJdmWybYc4JoMjeR1Ws9AcfopdbWNJqA7DsWqS06Ukq/lbrI+r3WUdjU79GF/dqiWVY6Pl3qLKrJXBN/HkkCzuhuPCE2m1Bnpht3f4rwkpHmbqhzI/Sc6tVJ/9JT7c9sG2TYb3v7JvUBAD1aN0T99FTDPDZ6iJgfPDKqJ357bATm/eUc222LF3o5j4y4sF9b3DC0s6nAE6PI0mF4FewgUbBa1DPbn++RPx4hiUyy9wjM85IgGJmd2c2+Xl7l0zVLM+KNWdsdZ6yurdr2WZsPol6q/sTP55cTNiZ6q0YZyI/BKqKIHe1OVZ3M9FT8blBHvBt0BhehfdD5u7i8Cr9/f6lhPQmS6eQyxSTD/XNX9Iso++re07C7sAzLcg7j82V70CgzNl1kC4twvNsPRWp7jfjntQPQuUWWLV8XhQGdmmDv0eP4v5E9cPmA9raOFekPThYIsJBo6AVkMELE78eojpmZYLTES3ZxK8y0FVZm22YWBpOXO0ukS0gysGr3EbRqlIGOzbLi3RRXofCSIPgMzDOe+X4D/reoZsW6f8cmmLPFeCXaKOqUUde9cX9kKGdRRKfw0ea7iDV3fLjccF+Vz4/UFG9X428cah0FqbzKFxGxLZFEqtV7wsMT33hqZ1vCizIXyS0sM69oedMSCkv1BbqGOkLPKdnNcUp2c1w+sD0eOb+n60lmjbASiLceDAgvDepFtuf2M7LxwYKc0HbTrHSckt3cUTuUbsiJn4fZ6va4q/oJhUVOdpTHZvb00gwCAJRHmT/FjPIqH3ILS9GlRQP8uHafrWMvPcnZ4hZgz/8yGqxycpm1ozKGObIIiTVXBXPz5Yy/JM4tcReajSUIRitHasEFAHZbTOY2GJj0eBGaWHRYSjLZxRTRwArRIDJhvuuj5Tj1hfBEb4mkCdOaqZzQqiFO7So+oT5QVA6/wMRH5JanrNafrJlFCUtPTdENEWzEwE5iGeyNEJnkTbn/DMz684jQdnqqhAfO6Y5nNKZd0QgJSrhjO9oGhVKT4Ag+v+xYoEoE7htxAu44o6tlPcUX6YFzu5vU0S93IrwYJUnVMvbb9Rj+8hws2VmIBz5dZesaeUeO428/bHC0CHXseBUe/XKN7eOs2HqwGDM21iSf/XL5HtP6dSWfDSFOyB4zFZNXJJcGksILArkNpq1z12lJb+Jltpi57aCYWcjOAnOTnQ379DUpoitgv27Uz0auh6gdtV69I4I+PomGUabqWDN/e2SwBK9C1WoxSwypoPe+3XRqZ1vXeeu3HZYCmdWvYTbhcvNxvanJeaKHWaZ7EbOwAZ2aoo3qHNvGXYw/X9ArtN25eRa2PH8hOjV3bh4w5qLeeP3Gk3H6CS1sH2v2W2ijPyUbf7mwt6lG9LbTswEAAzsGhNiHzjMO62zssG//hRx3ZT80zbI2zVK0C04Sp67ecxQfLMhxHIny65V5OKDjMxkN5782F3f9r0ZDbjW+icouv3trIVbkHrauSEiSEbE4ovkm3rdhGZEIUHgB8NyPG3HfJPNQkYeKym0l2ttZEDkZMVvp1ZuMOsFIeBHFTshnUYFIr9o/p2+JKNt+qMSTLOxu4pbmJbfQ2m/ELrFSvIhkbB/YKdK3wa5v1SvTt1i+D7ss/G9+2XAAHZrW193n5vPKTLPuSqc8cIbhvmq/jCU7nUdj++wPw/D1H0+POsBAZnoqLh/Q3lHuGvNEgNG0KvEZ1q0FcsZfgmY6Ph7dWjYI2zYKbPDUpX1sXbNeagqGdbMnZJr9Dp8u2R1h7qmmoLQC/Z75xdb1Qsc6cIq3o/2LxmFfzYrcI3jym/XC1yUkWbAyrUxzEBQmntDnRUVxeZWhk+tQjYnOD2v2oalp5uXIF8HrV2P93mO2nPWjxWyysnrPUfRr3xhpqSm69bSDyaGicpz36m8YfWpnjLtKPCN4rNGGFp27NR8/rd+PBvXS0CAjDQ0zgv9npqFhRmqovFFmzf6MtBTdcNsKTi0cYpUpWuQyt57eJaIs3WaYJVkG3py9w7SOlfbvlelbDfe5GXihvo4visLTl/bBNYM7oqLa3Czo/QW70LZJJoqOV+MfP2+2df3THGhK3MZsgljbspjfdno2PlyYg79d3hcLdxRgRK9WhnWnP3w2ZABn/mOW6TmbN6iH7x84A9sPleARAVOrreMusttsmI1CVmGMF24vMM2bZMbny3bj+Q72+vVurRpYVwpiZRZmZVamxqtX1eeXUVBSEaY9dYosyxg3dROuGdLR9fxHJHkx+wq0EStlTe1YWW64BYUXFR8syMGDI3sI1f2/z8zthvXeAztz0uwxU3GmSQhYPV76JVKb4SVGSoiN+4pw5ZsLcM/wbnjiohOx+3Ckn4520qmYkS3LMVbZHyurQt7RMqEM716xcEcBzkxpFVrN/3BhDn7bmo+MtBSUVYrZrKemSJ44ssaq7xFJkChSRwSrFVsnIWDP7N4S87cXoJ6AtkSUrHrGXaksy2hSPx35xeZapF82HMQvGw6iX4fGWL83+cysEsWk0ivUn+yYi3qjd9tGuP6UTrg1aDJmRJoNof2kjk3Rv0MTIeEl1thdfFDjJNKRURdZXB5pcuyzePe+W7XX9vXNeP7HjXh3/i5bTtCv/roFb87egcVPjAz5ljklv6QC787fhSlr9mHZ2NgmzyXJidX3m6BBVA2h8KLCzcmMnhRrd6Jl15QsGrMTJxg5VCtx8zfuK8LBonL8e+a2iDraR6GsApjlirh+4iJsPlAc16gZj3+9DvXSUrD1+cCqp88vo1+HJphy/xnw+WWUVlajtCLwr7i8GqUVPpRUVKMkWKb8n3fkOL5fYy/qj4KRH0eshBcjLUO9tJSQmZdbK+1GkcIUnFjxKW2MZjJmh+tOCfhKiD6S8qrENp00wmz1O8nGRV3UmrPM9FTcMNSeD5cokiRh9p9HoH56Koa9ONP6AAQCRqzecxTtmmRif9C/pEPT+th7NNxPJZrIj3aEMC3jf9qMe4efYOsYo/GltCJykcgoyqaCHYf9zQesM47biZyooEQJzS+uiFp4UW6nNnxXJDZYmYXtLCjFH/63HL8/rQvO6mGsSU4U6rzwknekRiuQZWL6YRe918TrgCcV1X50bFYfT13SB/d+ssLROU7q2MTSNlLByDFYfe/aiFgK2sFE5NmIDCqxQO2H4Zfl0IpFaoqExpnpaCyQX+PY8SpD4aXaIqu50YqkSJJANzCKhpaRWiO8uLWKY+Uk3K+DmMmEpMr38vhFvfGXyWvQv0NsNHjK+5BuFGZKw0GXnZtjhZnmpb2B31EyEa25z4TRg/HObzuEfMa6thQ3mQKAqwd1wOo9RzGwU1PsP3YAgH5Us6+SKKKQkXZafV/lVT4cLavCcYtIbRZdakxQFi+05jpOUBZCk8zSh3iM2TxKG6JdW7eq2o9fNx7EeSe29qBl7lPnHfa3qaL81HeQ06Flw8BAdOtp4Tb+8epUBnRsigv7tRWub5Zl3AqrezSbzGi1UKGVpCTrjP2y7MhEyiyPhpWTupEGTzmlk/fYDkb3q9Zcxsp+dpBg0kN1mwd3aYaZj46wlTndDZpkpeP1G09GdgtzE5pih34F8cYoV1Vtwa7w8sq1A/DZH4aFtgd3aYaJvx/iyNfqMVVUOTOsvrtFO5xr593I13VKtniSUuN+ruYen0sByQAAIABJREFUb/9gmZB2yqt8M3aiqCntdmMRUznHwSLvkxITd1iysxDztplrCKPFjnWPNiluadDsPVl8X+q88KJGu6Jc5fMje8xUvK5j9qRQswIS/oPHahVcy0kdxVeTu7duiNNsRqtRY/SdKI9ikYkZm5HZGBBwgl9nov2pTqCkYj6/7OhjNzvGygTCqIOSJAnv3zYE0x8+23Z77JCimny9cu0AfHDbKQBqwsUG2uJpE2xfJ1E65MsHtEdrFxx2E5HTbfro1XauGdzRtUAKliHDg12C+tvU6yasNBRecri0Et1bi+cg0uvnpq7dj5mbasL5m40xaqsKr/K8mAVe0aL8Mk789EoqqpGjSpPg5BwKWw4UI3vMVOzR8UU1Y+O+opibptcmrp+4GLe8t9TTa5i/FuE7jZKzepks103qtPBS5fPjxzU1+V20A4TS0U+cu9P0HEDAcVtNvOZK/TXCS2eTnA+Z6SkRJkjHBZ3OAXdW4mrOFfhfkiT8/v2luOyN+YZ1/zsvceKR+2XjpHNmmNmfWq2mGQqNAM7t3SaqPB8iqLUY1wzuiHN6t8bOFy4OS8wXs8hngosEsWhOzzYNher1bV87owOd0Krm/r+69zTcfXa3OLamdmH1nit9caycbts0tjZ90zLouV/x2dLdwvX3Hok0Gb3/05V4/GvzqGgK6omim2OVYxTNCwKRQe206fp3FmHEK3NQWlGNqWv3R6W9+XplwHTQbm67i1+fh+snLnZ+YeI6xyt9OBiMMLv9ULGhQAJEzhsqDaJfltqYA8aTOi28PPv9htCHDESqlpVxwKyTSbQIO1o7frNoTWkpkWGM7ajBo/G9uHawfsI3kbF3/zFnydK8wO9Q85KemoJ1z57v7Jpm0ksM0DN7SUmRwgSWWE2iRB+9W/l5zPj2vjOw9MmRGNS5qWm92jyp//mhs/DYBb1wSnZzPHnxiaHydlE6KNd1RJO1qvN0eTlfV8ylzejYLDo/p2gnUbtUmgqvzMbsoPSJP63bj0v/Mx9TVosHbFHyt/35qzW4/9OVtjQ+WpT+205ON5KYnPjXn3HqCzPx1pwdOO/VuXjZJOKs6M9dkSQBY+q08DJpSfgqkJMOzsq5WpRLbCbw06NbqwYReWrMJtapKVLERNhOhxaN6tooR45ec79YthsjXp7tynXNKC6vwvq9YsEK1G1xmi/EKKdQM9P8Qcad0E6LhI1uIXK/bkbuM0NUeInFON0gIw2tG2daJuN08vq6mZPGS3q3bYz7z6nRwO168WJ8ePspuOrkDnFslXuc27s1/jjCXtQsN+jROqDVOsEi90lLnSSZIogEvlD3u2Y+ewrPXtZXt7yRDV8zN0xYjh2vCoXi795aTDsqip2xqLg84Mu2I9hPbzloPwCNIpDZsZDQovx2ZhPdROKuj5bjgtfmxrsZCc0bs4xdGxS0gSIOFesvbJdb5CNLFOq08KJFO3EXmfBonZ6c0L5JpmmSO1EGdIxc8dWb3C1+YiQm3XUqUqTIKCx2BDhj34vA/2bjm/ZYs+s+/vU65BTW2Ofamfw99+NGXPPWQqG6f/jfclz6H2NzNT1W7j4qnN9FFGWgNcIr4U0UIeHFIKzqWT3c9YuIl2+ZGXee2RXzHz/HcL/IxE9LspqaSZKEEb1a15okle/fdgoev7B3zK635MmRmPXocIw8sQ1+eehsXDlQXwhUm93WlIn3EyIWBJ8trUn0KBI22aifsJPJ2w3h5QaVqdPZPVq5Gmr/jVnbhetuDwYHUh6Lk8XSjKBfrsiYc6ioHGe/NBu5heGLWuqoUzf9dzE27DNesNuRX4LsMVOxcIe9tA1uMmPTQUeCXl1C5E3SzvWMFjupeUlCtHHllc7fyVTRzvxSkiRXVPyn6ziHKgNIo8ya1a62TTJxRveWSJEiNS92oo9ZNbmhyQqbtuNWHCpFJsZ2Ju/vzd+F5blHhOouzxGrp1AYNMlbIXh+t5Dj3Lco86OXrzkpYl/rYBhYo8mq25NY5XW5zSJRYCyRJMk0KV/rxpl4+ZqT8NwV+ivTerx8zQA3mkaSjDaNM9Et6EvUq62xs7sSWrlnm0ahBLp2hhQRs0q1CbI2W7cdrBZn1Lhh7rVpf03CV7dTO+klYLZC6QOdmJxnBDXaZQJC3fdr9mH34TL8b1FuWLlaeFy4oxBPfbfe8ByLgw76P6yx5x9DAsiyjL/9sAHbHApfxyt9QgGKRKZEoiG6K33JoXmp83le1BhpXpwIFnZXx6ON/S5JAedpLSmShHl/OQcNM9Kwbu8xtG+aGbZPOzgM69YC0zce1J5Gv81GmpfQfrNjw7eVdohMbr2yX7Z7Vje0blb4/DL8shyWUDHumpfgb6TXjikPnIFtB43tsd1ef0/WFf1rh3Sy5TDrdfhrkhwoX9w5vcKTyJ3TuzV+eOBM9OvQGJcOaIfi8mr8/r0lwucVMhdWVRFJ8OpGPhO3+/oUl80vnZxNaYJflnG0rBI+v4w5W/LRu10j9G1vHi106a7DAIBSVTj1hdsLIElSRGS7UCRUzTm0mt+65vpSWe2PmVnzvmPl+GBBDqZvEJtTaTnxrz/jvBNb491bTzGtJzInEJ023HZ6V7GKcYbCiwq1gx9Q80I46YTtHHGouBx5Fsn4rGiYkaY7kUuRapJJnt0zfMBLSYluAm7o7qPqnA2PNTIbi+PE3G5EmlgIEVe8OR/r9xaFmTp4FfZTFEU7prcg1K5JfbRrYuyo67asYfd0o/q0cbcBUWBHIElSGY24jPLp99NJsKpEmlQS5X54+1D8a8a2sKA0RuQWWmsQ1L2OiOmjWTfVpH46jh231sC47VTuJCeXmrHfrgvzlXXSOsUP9djxKgz8+69h+0RN2tTCy03vLtE9Vp07rbCkAg0z05CRlhph3bBmz1GBK9YOCee7VXvx0BerMevR4SGNppdEYyKoMGPTIcs6ImfXfo+92zbSTfxt5VeXKNBsTMV788ND8CqTUyfqXTsT4SqfjKU5h21fQ41Rl2zmsJ8iSZGZ7m1c02rybva9avcpJnsi37jIqp8T7GtevLffWr+3KKIs7pqXkPBi//6jnTxosXO6xU+MxBs3nezq9aNhhGb13AwzE0xS9xB57Ts1z8I/ftfftWs2yKgRtkUiLJr5cYoqQIrKxU3MRIg235M2yE+GgxV8pQ3frtrruB0lAolslVGisLQSg5+fgbs+Wg5ATPAsLKnAqS/MCI0/an+nZKW8yhfSdm+NkQ+N4pPp+ZgtcHqtOVirRvoRA5PFmoHCiwqtM7HyvjlZ/Yn19NLohTNTjwZ8XsLL7HxjRo9FOYcdzUt1SHixboATh2cR7PYvsTAb0yPeKQtGn9oFKRJw7on2tRjPXdnP1bYo7/3/ndsdl5zUDpcNaG9Yt22TTGSkxc786rohHdHeJESw6CDx22Mj0MxhFClSu7BrBeBmlLpBnZuF/hZxurdaOBPhT5+tFqonilG7RXM0afE6p5YRHyzIsayjjBPfrAwISfO2FeDdeTshMmzN3ZaPg0UVtvLyJDIrco+g99M/Y04wAXSsJujKfCZaBeIFr801DTwkMm9657fwfIXxnkdEC4UXFb01DpHRSMvRvBhOEmoZHaPN+6Jmw74irNlzVBOowM619evWfLAmwouBw77IR260YuAFp2Q30y2XZTluic8KSyrjcl2FPu0bY+eLl4Qcg+3Q3uSYV64dgHN6tcL0h8/W3a8OOqGlRcMMvHnTIDx1SU1ukVuGdbHdPjd56ZoBWPjEyKjP06VFcqjxifc0rR8Io940S0yYdXOStlHl+N4woyac++s3now5fx4RUV+WgUVPnKt7rodH9RS6pttRppTAHk9eHB4xzqkPxOUmiyVGTLWZHNIpeuPv81M3YdLiXJ3a4USroUoUCkoqMHHuDiwPWrZUVgesBWJ1fzW+vNGdZ8vBYtPAQyKm5EpQDwW9hZBk+tnrrPBypDRyAhhhymRzbhpuwyt2sN5KtJM5sfaQc3u3BgCMvzoyIpSCEj1muyrhlZ1rG4VrVJ6b2fPTDkq+4HKQiECQGUPnZaPBv9ove+roaPYcLn59nncXjgH/vmEgHj4vcvJyzeCO+OD2oejZRj+q0hs3DQr9/fcr+qKFjjaiTeNM/PzQWfj87mGm0ZkISUZuHtYFL1zVH78/LfaCudovJkUC3rllMJ67oi8uH9Ae2aqJkbIIKEM29H+7eVgXU/+O8xxodYf3jDTDPFQcnnS5cTC3lnbyahTaXWH7oWJ8vCgntK1EVUzG1WsRk7PaIrw8+uUavDBtM9Zp8rfFKm2WYlHitrm0FpH38GRN8mS9Y5LpV6+TwsuaPUdx8nO/RpRrnaq02gErdjgQAs7XcSB25JCtOeSNm07Gzw+dhSYWCQ8B4HxVAig7137y23W65cqKj5mT2o9rw1effALammhwqiUx6uSUKGDRcs/wbhjQsUlEBnKjR7dyd2zDMnvBFQM74Lw+rW0dM+vR4WGTk9+flo0VT4/Srdu7bWMM69ai1gzAhCikpabgplM7C+VZMeO207OjCncMABf0bYtbTsuOKA99d1F0j0ZJjM1o2zjSRHPe1vD8JEbRxqw0L5f+Zz6enrIhojzewVPMsDPmacfqZEmKa0Vx0GdKe3+x07wEND1Hj9u3lnDbskProqsrvCTRmFknhZfNByKdoAFg0pJwdartcMeq+iJyT874S9BG1eHKUUzgbxjaKWw7q14aere1n9jOjhN6uUEyI7tCn/oYoYidDr5p0fDPWow6Ob8suxLG84mLTsSUB87E/mOBFUIl+3S1gTO8djBOVqxCgmpxMtgM6GTvGoTUFZ65rA+uGdzJuqIBZuOEMvE16h27eRTNSM+f5Y3Z+kkktZO0eha+cNqxzmfDRzNeGDVNL7N65OQ+8L9X/qUi9Bg7DdljprpyroiIajG6LcUv1miuZMYeGxFoneTH0zUbE75i/KmTwktqiv5tax2w7c5N1e+GYltph5C5leCh6o5lVJ+2tq+nR1W1+E3feaZ+PHAnc3o7DvtOQlcXllQi74iThGKB/y/uH/58q6pl18N4AkBxUKVvJBi9OUc8o3Oio/UxM8OJqaBdASleNDbx5dFLBEpItEiSFFXCRrNgJRf0DVgTdDZwZm9S31irophv6Q0DVivRynioDkGuTX9ghDoRoEhkv5ClgMdJUpbuOux4Am+nZdqxMZRI0+X7+3hxLrLHTBVa+NO+Y040Ecp97DsWbj4Ya58XJ9z07mLLOs2CGkqR60QIL7qaF7G2JQJ1UngRVZfbTzRZw6o95uY9AzpGTqyU1Xar6yr+LB2b1dgTu6VirLSheWluEAHJyWpUKKeOR5qXiXN34Mx/zMaLP22ydZwS6lC7UjdlzV689PNmAMDzLkfQAowHDT2hWM/3Ixn4+SF9x3w9FDOSKfefgbmPneNVk2LOrw+fjVk6zs4KHZvFJ5oRqf1EM4GrMFmcu+PMrljzzPmOInHVjAOR/Z/VRFrpo0Vu62xNZNGFOwpDf4tMBBUfTbdll2JNaOhZm61zfBhhZxyety1co++Vj8bzP24EEN3irh2M7uLdeTsN9rhLNMJf3pHocv9p0b4Oei2Tkkj3UieFF9FO265AoK5u5MyucPsZkVoLpdO0sqNVVIRe2CfaWSkwqutEkKoODQYimhf75ASdTbXhAq1QHrEE4FaVk2xFlT804JkN5E7x2QjD3Ke9ffPAROf7B84IRQYCan6HAZ2aonML8UmR+hyJSI82jdCyoXH0vNpie04Sj2gmVmZmYymSZKpdMaNhUAupN7ZZjU1KXplbBIIZ9GjTCDnjL0HLhpELPyJjkPLs3DAdVrNxX7hJ+9u/7XB8LjvDsHbMNjBOiZoadyhnC5zaAAxO0QprblNaUY2L/j0Pq2PkozqsW3PLOhHvtb70kjTUSeFFFLv9kvrlaNPYPJyvntwRSjJvMRdW5jPRyi56an07A5pRXSf9uSKwiQwGsTQzVg+iN52qPyhG6/iqh1aAPVZWhSmr9ZOaJbDZtWNO6tgUD47sEdp2uhIYrzwMdnnsgl665ZRdiFd45c8Qzbj0xo2BcOddW9ofm+qlpmD7uIsw5sLepvXU6AlJIsKLVwFm3DxbNOfyyqxKWdlfkXsEszbb80OdvuEgho6bibnBXC1mLNlZiOOVvriZQa3IPYJN+4swbpq4pcePa/eh99M/obzKfOFbjfL+Nsq0XiyIyOlHn5faSzQdk5Xfil6nuSwYi9xK86J0AOoOxklLL+7fLqLMjg2vUV0nq1HKMepbr/L5dVf43BwwZFnG6HcXY+Ym/Y60RlCUwkLvqn++9Cgj/+ihfYZ/+mIV/vS5fsI2J6tYyYBa6+BUA5Esk38jE0yj6EiEiPL6jSfrlrcy0fgpfHLnqchMj+zfzCaF2onv36/oG7Zt1n23bFQPd53VTXcBrNrCpDlFkpCWmmLLIkHv8xIyG7Pho7n9UAneNAgcoMXtsc0pngkvwdPe8t5S3PHhclvHLs8NzI+0YY+15B0pw/UTF+OhL1Y5aqMbHA8KIHYSWb84bTPKq/zIDwZU0EtwnGPgwyXk86KpQ5+XJET0dRJ1nA+dV3Viq2vovSPLdgU+TqsOTFHpRvueqTs35W/R0I8pknFdJx1wjfBSc+ygv/+KoeNm2D6X3esu2F6IOz/S70iVFX/tIJdVr8ap04sVTO0q457D9oMNJDvq5+rURDJZwiVrtaCK43KytJ8kLpcPaI8ZjwyPKBfppc/s0RIb/3ahretp39nVmkhP2m2gJniHmVBgpXlxsoak932JrL3VtNO67g0TF+PlX7aINcjFdaho5CCvup1o2vTBghwA1guspRUBweGXDQfjFvr3no9XCNf1+2VdwVwvEa3RnEvEYkZ7LH1ekhC9FYmzerSMWN2NJlSy1aqHXqepaBmsPk5JitS81HcQjUl9f6FoXzrX1ou575eBt+bo2+M66aD8cuRgUFxRjSNlVRF1o1lR0j52qzNd2K8tbhnWBX+9tA8A4O2bBwMAerRpGKrjxQRT6/NitoKjTHQfOKe76+2IJ274eySL4uKM7i0x5f4zQtvKvSdL+0li0711w4gypRvVCx6jRk/7Z/ZaaquLrD4/dUkftGuSiW4tG4a1TY1eYumwNrnYD4taIIiseJcKJIUMXVdzOqOIbSLY0chra3oVRO24DZMoI+w0LRm6zzs+WobuY3/C4eD7faQs8L/efaZrnJGU+/PZXWmH/jwqmdbK6qTwokdGWgp8/vDcHXaFF/UHb3Vo7uFI9V+VYAQT5f1SXnIAOEFncLJCfR3lvvUkeL3MxWa8N3+XUD21bafisH+gyNohL5rVmwifNYtzZaan4rkr+6FF0MSirDIwEH2+dE+ojhfOjdo8L0XlkUKcQsdmWVj19Cj82cBvIllxQ6OVTGZXAzrVZEBukBFYjKDmhXiFMrkVsZePPNYYrRAh4hN4Zo+WWPTEyJDTvd7EavxPm03P4eRbMRrjRcd+kYU0O0KE9ro9bIzr2rbYc9g3b0ciYdU0kdfgLE20uXgyZ0vAh0cR7D5dshuHSyt1tTGpmm9JuddqgQWCWuavby28SJLUS5Kk1ap/RZIkPSRJUnNJkn6VJGlb8P9msWiwV2QEk1SpfSzsrj6o1XJWHVZZReQKhHJtK9OtlbmBCBbqZFMisem1qC9jFj2lZxvxfByAtU2qwuYDxaG/7fjJuOvUaH42rT+LErXs65V5oTIvVK3a52H2fFJTJDRL0nDJCk9cFOlk647mJZm645qw142DE8pkaz9JHs4P5ga7sJ/9HGF2ojXVc2DPpdfbWUXwdGI2ZjTULg2acFvxyvSt9i9qgrY5M22ESo50yI6iHSZzkAPH3In4ZYaySKiHHWEwt1Df3NoLP1W3yCksxaDnfsW2QyUR+4yGRCf58fR9XpJnvLH8BWVZ3iLL8kBZlgcCGAygDMC3AMYAmCnLcg8AM4PbSYHej1YvLfAowoUXsY8kOxi69bjqg7Oai+t9gCHTKYuDh3a1DosnQpjZmE8/x0z7Jpm4d/gJrlxPi7qDrKgOH5jMEve5FS4x0Abz/dpVw1h92loNWHG5cWcezyzIbnGPzjvmRkeabI9mxdOjkDP+ktCKGkMlE6/o074xcsZfgr4OQq3bWWxq3cg6MIAWvX7Z0hfUQX9hNIldkye2AOc20ZhEa38TO9oTdc44wNzf18wKwC30/KIU1uUdw4cLjK071G+BkSWH2yGu3WTxTmPB2egndRL2vNZrXjSMBLBDluVcAFcA+ChY/hGAK91sWKxRMnirc3aIdiRdWzYAANz7yUrVsebH6HbOwUtbdTqKHWwzHV8UO6jvr6AkoMXRftTDTmjh2QRKfSVtrhSziesni3cLX0MbsaOXTS1SmmZw02uWG4sVz17WJ2zbTueqVSWTGtK8SlgQIyi7ELcYo6PdBLzX7ikLg3o8e1kfPDqqZ0T59ad0AgB0UeV0suoR1QmWlzw5EjcEz2FGswaBMfSt0YMs6zrFzvONxlpLKI+HAVrNvdkcJN7a4JmbD+HZHzZibV64gFNWWY3sMVPx1Yo8gyNrSGThxQwdLxUADlNM6KpenLQqPtgd2W8A8Fnw7zayLO8P/n0AQBvXWhUHGgRtbY+rVNOi73emjrO8lQCit1fRxli9iIodf7Tfn/rwXzceCp5T/6T3nN0N7906JLoLaq+vulSlxr7z2HF3Vne0JniXnhQeHtqu5sUr2jcNrHwpgqKdzrU2aF68Io2CHSEAgO6t9P0n9BzKR/ZujVevG2Dr/E9c1BuNdMyXzfzObjujK/5Plc9JoVPzLJx+QoswrY2VRcKrKhOuNo0zhTQ+iila06x62PHCxbhxaGcA0TnKa7HTA0WTODQK2QU/rNkXtm3WDKeLmcUua2w+XpQbtl1YEvABnjjXOhF1Igov/TpYa0CNFtSFfF4stoGkkl3EhRdJkuoBuBzAV9p9cuCJ6j49SZLu/n/2zjvOrqra479178xkMmmT3nsnkE6AhAQIIQEiCFIUIlKlPkRFnyiICOoDRJ/ok6YIimADBQtFRUCaYugtgQBpQEJ6n8zMvev9cc6+d59z9mm337nr+/nMZ+4995R91il7r70aES0loqUbNoQXFyoFJpetJvulqweRR804Ysr0lcujkcpYXoLXUzMf+ZiYAWd2qmnDrGBhz8vT/vrVoyfi8ImF1k+1GKEivUvcMW/edIHZ7yarjNutoFipBPt1tyxEKr4oTieWrHLrQjEp9yyhIFQKh0/sZ1z+/tY9nmW3n7E/PjF9SOb7CdpnP847ZDRe/eYiz/IFOfYbyQQ53oNhsaCed2aEZ//dDVbinPXbW5BMEI6ZYk1u9e5auBjCOO6v+Qyq3ROPcWq23f1vpzdDkNtWLgWDn3tvM4668clI6/7mP6vx+vvbQ9dzn12ciaqoJSFKSZTYML9m53LfdPiYF42jALzAzKqa33oiGggA9n9jZBkz38bMM5l5Zt++8bJWFYthvbp4ltXbswl6Wseo90MnU5riMMuL4WeljIRZbdSAelBzZ3xq/6E5BUQC2QEzkJ29j/sQxHlButFPM5/9BBH2Qne0wSD3tVucAX9mt7H8H/ipQ5vx63MPxFeOtDKGpdIcWTnNtfp8LSBWKUGw8HtPRXl/DWr2FsyLStyEL4q6BDn6o09MGxxre/dZfTkgG6PK9KQmpwqZbSvOG+jt9TvCV/LB3eY4Z+Dua255wlwGAYjnJt3ansZ1Dy/DJ297NvJE0lfuezVSZXr3JYrTDxZrvBFGUH+US4vUKe9ui5COO2Di1r2/aiDOqPcUZF3GAOCPAE63P58O4IFCNarY6DU6FK9/YGn6P348Wwk36uCxk8GnN6+A/ZDjNjUk8eNTp+MXZ83CtSdMxlvfPipSO4NQ7fU81CE3c15mbsPxc6WlLWV8IXmydgW84E2zMW5LS1/bFaFvDkGoYRw4qnfGBbE9ncbTKzZF2k5co/w5cFTvcjchJ9SAsvLmB4WORhT9vhwT1clEwuEO45fSuY+dxv6KxRMdy/WB2JShzbgooA6Wp65SAc83zq6+9zdn9jIVTxuFNz5wWiuKdc2iKnYrPtqB4296Gjc//g5OnjEUD14y17NO1KxuJjzZs2Jsm8+4JR+CXCj3hGTTA7zXVO1tzWav9dSzbci+9P1VA5GUFyLqAuAIAL/XFl8L4AgiehvAAvt7VWC6QCorxatalpGopkVTXEQcly71glLPk5/1o5cdVJdmxuLJAx2Wk3xRx4xrTnXXI4nDj/6xIuOmF2ema7/BzqJqe1pTmPD1h/Hdv3qrGLsVGrcbmX5c5UKgM9Tl+6xiZs4+eGRGaR3dN3oHE4Ye8/Lp2/8daxvBiwpE1WuoCIKQZWqFPhtuy4tfH9FYb72He7oqkusTTxMHBFt/1Ky9mjQo5Ng2HytOnFf7Q6+ty/m4cVoY5p3BzLjz6few+IdP4cNtLbj1tBm47sTJ6NqpDl9Y4EzOcPKtz8Y4svtAzq9xzrdcMS+t7WnfsaFeOsKPOGmiPdu6IwJqwW2MmXcxc29m3qYt28TMhzPzWGZewMy5q9AlxnSBTNcs6v1tSrf4zT+/EbyRtm91bKU4+D2DiSK8WBXZNM2uH0KOFaV6sh//fGsDbnrMsnTFUfaG9nKmdVSBgL/9zxrPum5lzGNaDznsjOHO8kW6oqAy4kwaFFyhOg5q/3Fmhjqy7jIqxsyjH3/7wjz88uxZBWiNIHQ8RvkE8uu4B01xA9pzcW1OJskxOeb3StSt1Tr6ezGsn1LWa7VNPoNEN1G6tm4+pQHyUSqKNUA3xUgp1m9vwWd+9hyu+tMbOGh0bzz8+blYNClbR2hMDsW0/XCfXZzTLXTygDjsNCTIiEohL2nNBOx3JEwXyOSPGVWT15WXR9+0QoL8Nr31tBno0pDMZDXRj/2YXZDK76XTUAT3IJVBTJ1rXEvKCkM8Z48qAAAgAElEQVQhpTiobC9xHkq3fB581Up6t2lXa+i6HtnGfBlkFUgGc9YaViiUT2y5fHIrjb98bi5evnJhXvsY279bTlXEy0k1dSJCx8LsSZD9fOeZ++OJLx8aa5+PXnoIZg6PV8fabXnxm+BSFvBWl4Kid+lh/RplLC/W9/Xb9wasHY8o4whTxtK4uCe88nGNOmIf/yQLX/rdy8blD776IRb94J/4z8rNuOa4fXHHGfujXzend0ghJ9rc90OcPrOlLXePkXz52VMrc972l/9yZliLYyhxy8v0PFWR4aVGlZeIFyiqNUDPY/+vd604hUWTzA//rBG98PrVR2KENqM8zo7ByQ7kzce9ZMFYnDJrKE7VFJ98abZN7e0pK0Dc8/yHyOqEm58pSDvimXyd39fv8O9o3Pt1Ky9xZ9iU8rJ+WwvSzAW3euRieenIdG5Iokee9YyqkVG2K6Ipk6Eg5MPCgIEpEJ5R8dDx/WK7lwzt1YSDRseLP3NnG/PrItQz0uaqFfb48mx2U79UssdNHQQAaLT78OXrrMk4vwG6mwkh7mhANMuLbyB3rEm9dOD3INxt3DfAm2C3KzZjR0sbLv3ty7jw7hcwrFcT/vK5uTjtwOHGe8Qd85HP5F+UGI5KxF2QOw6rNrkSCMWY5oomnurRXmpSeTFZWZQL0Mkzsykhoz77+otny27LHDmsV5Nx4GF651+x2Fmg0G8g39zUgP/5xGR0bijcgEYNli+4+3mz9SPCHd/m0ibcrlZBvLPB6izijNXdSuWskb0AmIt2hlUdjvvCU5f658+usttc2IddFVX8ToRsK0LH5XsnT8UdZ+zvibkShHxYds2RuPnTM2JvV4hxYdzYvKgxL2cdPBJDenbGYlcNLz3V83E+mcq+84n98I1j9smkczZZaIImMY2ZRl24a5iZ2LLb6zUQF/eEV4TD+hI0magXlFYpkP/w4lp8bv4Y3HfBbIwOcEN0j70KmdUtXoxP+TSdfNz58i2P4dyXd5lYXqqQgXYl9v5aEHwubmP32tVdmX3S6hoGu26Tsd+9XYyaFSpQsaUtHZjb3Y1ewGzdthbHb71jzKaoWZw4D+VWVwFLpTya/LDdsvRaXuKhd8BbdrUWzfLinmEx4WfdE6qfrp3qcNgEc10OQciVxvpkqBJhGmzPG5t/mQNTHa0gkomE0/Lis96ovl3w1FfmO/puwJmpy88NqqmhDmfOGZmxCJi6oaDBZqEGk4VwYxrbzynfOJYXN0Hn1dqe9qRA/t35s/HFheON8b86KrlC9jg5NzEvRaicVhq/+CtT1lo3+Sh73iKmBrexnPdeempSeQkKzmfDMj/UoLnecNMxfG4Ew0J3X+L3sixGYLYui60xZn/qtJfUXpe5Ps7EQtT00DrPr9ri+K7kFaaoAN5iXHE7H90U/vDr6wquUEatS7Ly2sUY2lNm5QVBKD5xXb5MHLWfZRnpEtFzIKrlxa++x4GjesVsobk/COrPKslVaUhPZyKbPHLphPbh7hTIUb0t3N4o+QzG3Vc9lvdGzkeNxuEBE09+SmUUF7oc6rBmiOJmV02WF3OKiw6OyfqhXlqvrt2Gk2cOdSzzwxq4sjGQntlsKTHdHG4/UL8HuiiWF+3YQTnI3eiDbLfbWByFIFNfJo+3ierg3DMJG3eGB136HbZbYx12tIRnBSn0JZG0x4IgVCLHTBmE2XkqMTd+aiqmDImWmjmZILSnwrON+b0zC5X2NWiAXUi3JxPvbvSm7/fDG9+Zu+Ul7LxUCmQ9k1gU3JYZb/reGPJ0Xd442xZb6QySn185ig9dHixx9xuGJ2DfsE6cGJpyU5OWl4a6BB75/Dy8cfWizDI1I3CXls0hbECt3o0qTkEnzWy0skTJdOb3zimGVqwfu69d7CtKYSx9O08V+5AHTGU409fN52WSqVHjkptbqVI89fbGzGe/4z592Xy8efWRoccutEIZRXlR1+cAuwBj1MGAIAhCrvzolGmOLJm58PGpgx3JaoKoSxC2t7Tjz698AMB/cNoQwd0mKqYjBLmNqeLWqTTjV8+t9u1zSoE7KYFfkoIohG3pToEcFXd/6c2Alfu+4k2AFld7CWpLPrdIIZUu0zitmiwvNam8AMD4Ad3Q1JA1PA3v7X2hhhVsVBfa5DYGmBUVYwYObZGV8auUlpfs5/V2oc4z54wI3U63vLibG/YS0S08XexrkI/vcMby4kmdaF7/0WXrM5+XrjSXJ2qsS0ZKjFDoSxLFbazJbtcR+/THy1cuzCgxgiAIufD8FQvwm3MPLHczHKiJnP+650UA/gO3XGrI+KFS+3bX6q5Eme2+9/k1+OrvX8XYyx/Kuw0vrt4SvpKBsJpmYTitXMHbulMgR8XdX7rHCm0xrEVet7HqsLy056G9uPeb1/DD5DaWz/5KTM0qL4q/fmEebvHJvhLNbcwcaMXMRjesMMtLKs2+SlMxlBd9n2f/fCkAywJzyeFjAXjv75euPAIvf2Ohw0IQltHLjR5bowIp8zGH+hX39JNjqxaj88r724zrRBV1OSwvuoJTi2mEBUEoLL27dkKXTpXlRe6e6PPrIwppeZk7rg8A4KLDxmSPG2GsuX1PvMKD7pgI/Z1+/E25lR9w98P5pNsv1uA+LMg+jhzzCtiPvCbQ0pbCe7b73gMvvR+pyGRQU/LJNjbXlTgjjmukN2DfS6FcLUtBzSsv4/p3w5H7DjDe+GEPg7rMpgJTabPXmDnmRVdemH2VpjizElHxi8vxq6Dc3NSAHp3rHYrZ9/72lmOdsHfIUfsO9CwrRMxLWE0XhR60P2lQd+M6UR/hj3aE+6nGweSC6KZTndT+EAShsFRS8DngTVDj10cUUnlR/eGetmwtjjAPDCC+Bb4YY8TQgswh6KsXq0iye3LOnewnjtvd6s3OjJxx7t84nh5fvvcVHHbD4/jXu5twya9fwhV/eDV0m0DLSx6y7dpYuAmGQqZdLgc1r7woTJcxTFdQLzpTthMGG7VYU0CU023M3ydy0878c8G7Mc306+32e8fqM0X/fMsqBrZzbzu+/9flDsuGSTnQlT31AMW1vGzZlZVFXOUlyjpRLSqFrtSbNCR/UNzy6ekAxNoiCELhKWftCxNh8RGKQrqNqSP+4O9vZ5ZF6UfiW+Cd6xdCmclfeWHtc/7tMRHmWBCnzc/aBcEVxbK8PPW2Nb7ZYBfDXr89QiKggAOs2hxeBsGPVB4uZ+7n22x5yXn3Jaey7MRlxDTTEGp5sS+0+4Fct63Fzjbmv42O2wXL77hR0+jGIaprm2c7w4ns+41HPMtMVikTcScBdreloJIzZmNenOtEeRGqOB835XqIg67xwn0G4OL5Y3DG7BGla5AgCDVBsQasueKeofbrI+oClJc7ztwfOyNkjVSY3vtRZqjjds3u4xRiEryQbmPFyqIW5paUz2HjFbqOv99VmyzXMbfSZN7G/wAvx6in56aQroBVbngRy0sQYRdXDfyJCBfPz/rIbty511N9Pci0rT/QaWZfk21dwKx8rpgVLC0Y32e7qG3RC1h+edF4HL2fM0OJ2n/cl6Uuo8xL2+NmELzPzbta8Z0HlzmWfWnhONx3wUGBL9mDihgg71YKr1g8MftbgnDpwvHobWeFEwRBKBQqi+F580aVuSUWtzzxjuO7+31+7/kH4dIjxgXu47Dx/XDMlEGRj2malIviNhanzADgnSAsROykJ/Y0D8tLsVyKwsSUj9IUL2A/+rpqv29+uCPG/iOvGotCKpUmS2s1KTSivNiYKsOG3SgZt7EE4QsLsi9R6yXCjtkV9dFvl5+zA+TTaf8ZhGJYXkwubwkKtzxEfdnqwfkXHTYGNy1xJkdQ8oj7UOovatW5uFsUZnmZd/1jnmUtbWnMGB5c3CxCWErOuK/x2QePLN7BBEEQbHp0rsfKaxfjq0dPDF+5BKg+UeF+m08e0oyLXesUg6Urg7N/pdMcO0uT22sjSnV1hV8xQ7eSFXeW3hHzUqRBbFhCmiiKoh+x6rzE2rH1b/KQHpE3KZblKq80y+7vhiZWUxyMKC82A3pYqf90y0BonRf7v3uw355mj9vYUfta+/V7eHvZcQxp9s82VoxEdn4WhrB7uD6i5SXsBap+feT19YHrudFlpJQU97kEvQiffWeTMWtIlJdOMbK+Zfat3R+nHjAMRISLDhuNI3PIqS8IglCtjO/fzfHdkya2CK9h0z6fXxWsvKTYHN8aeBxkJz4Bqx88acaQSNv6TWJGyfo5sId/imOH5aVI8U9hfWc+g+dYCpdh3dWbdmNve8qzXMklzv6Lpbzks99rH3J6mZh2VWmuo0GI8uLiwVfXYdueNgAxYl4S5Hh5JROENLMjOP/6E6fg31873Nd9TA1aTdnGptgafzGKr5v2+fjyDaHbRcmKZe2/OAN9k9uYJ+97wJN4yk/+ZVwe5dl1JDQoYmxMryZrhu3LiybgltPM6bwFQRA6Im5rhLs7Lsar19RfdfVJIT2mX1cA1jghSop7nazlJbvdaHt/YZi8RABgjSsQ3FSkMijNry7fYg1iw/rLOMcd198przhucu4197SmMO+7j+Hw7z2RWfbsO5tw8q3PYldryt4mjqtZyPE1YcfJllesLHCZ/Yvlpbp56NUPAQDPvLMxZE3rSXS/8BJkvQiIgJuXTMc9nz0ADXUJ9O/uP+uh9pFm9sygNNuD2GLk4Dbtc0dLW+hLJqrlJeylnutMi96+rOXFuU4u+dSjWV70z6WxwgiCINQSneqzw5Otu1tL4tJieuPOHm2OcTxhumUpSafjK1Kq2wiql+aHX7zpr/+zxvHdtL+gNPu6fIsX8xIsqTiD5z6u2M94AfvOlVWG1LVb9mQUhC/97mU8995mbZvc9+9GvzZx7h23N0k+16maXMRMiPJi4LLfW3m8H3x1XWaZ6ZnLvIA8xZIszT5BhKP2G4jZo/uEHrPFziv/+LINnpfOJ6YPBgBMGNDNs12+mB4cw4SNh6gVdsPG33+xFcV8UPJyvxhzUV6iPM+61amY+sXEIlxvQRCEakAfaL/xwXbP4LRUk3l+XcIra62sUfe9sDZnC3zGbYwZe9u8LkumSUI/y4sbk9t0UGyNs85LpEPEJjTmJUaf7V436mA8mSDPNdVlpT6597fd9sgJgpmxaefeUBtN1HgkT60j9zkbtolqBTRtW03qjCgvEak3uEmpm9v94rrhkeWxzW9vrbcyWXz/b295BtDHThmEldcuxlCfwpH5YJoJidL2Hk31uOXT4a5MYQ/Si6tzSxuoN9HvReB+eQf5+yqimGWvOnafzOe2KJpejhw+sX/R9i0IglDJOAbaZIh5KcIxVXel9xV+/eHydVaf/a93N/nO+ocVXdTjVx54+YPsMTO1y4K3CcKkCAR5TDjrvGQ/N9YXsI5OSNPjpTB2x/hE2y5J5DlOu3ad1LjOvbtb//lu6L5vevwdzPjW37F2y57Msi4NXmuXfl8EyaSzVmrCCkcIbYIxCZMJc8B+pE0rAlFeImIy1W60i0a6X1CvfbAN4HjxEGoAnkyQZ9BdjBmm7M69i46IOGheNCl8vahtd/uvhqFLyE/hcFfg9ZuxGmWnCAWivQCH9Cy8EmmiGNnlBEEQqgF9so7gHbgVJ2CfMLi5Mw7SXMX8+gR1fGZ/Rer+F983b+sK2E8kCEO1fuUl26pjUpyiuiq3G8wnQXXX/IpURh0MR6GQbmNREhQY25Dwxq+0pb3nnstA/h/LPgJglWFQzBzhzV5qikcyoZ9igqKm7Y60a2MMz8ad4QU4KwVRXiISZEFwz76n09ZtkeszX8qgqe6N3mDEqUObI20bpJj062b5o/qZcv988cGO73FPWZeRUvz09vz19XW46o+vZ5IdAP4uXu9u3JVtRwUZTmsh5uWGk6bgsPF9y90MQRAqDD0lcIIAsKv8QJEm9YjgmB1z98czh1vlkdWY4KMdLWi2s4W68XUPcgXsJ4gcg/GlKzeDmR39oprMiuoWZHL9CgwO146l99txkxEEEa68RN+Xe92o46ZQy0uBxwAmV7027eJQgA1xj+ZKmCDyuo0ZmhrVrbCarCwmRHmJSNAN4X4e02w9/HGCuYc0dwYADG7uXPSMEjpEhAUT+7mWZT/nGtQVNMMDAPsOduZMj3sU/cWsXlqqrQ+/9iEuvPsFTBrUA3edc0Cs/Vb7A11tnDhjCO44c1a5myEIQgXDsPrVYiZIURC5+iNXn3D9iZOx8trFmbb8Z+WW0HTKnmPY/5VCkiBg2rDspGFLW9o7wM64kkXrpEyWF5M1/3K7ro8+7HhRqwJfSOUlzIoTJ+bFLYeofXfCEPOiT0Cr/RRKiTHJT7e8RL2lVRbbMMLGXopqH+qI8hKRoAfYfT+lmZEOMCWb+MzsEQCsOjOlzrXtzZaW/8sqSjayeeP6Yopt5YmqJHWzLUX6i0W98JiBB1/9EBfd8yImD+mBu86ehe6N5hkxHVWDB6iuVIGCIAi1wG+XrrHLDxQfAjn6I3efkHH10vrJnzz5nnFfYd2Jsq4zgC8e4Sx07dcXrd8ezbUnakHDHXb65CffzpZIeE/zRtjd6k0kkCsUMuKMM1maq9vYjpZ2tLanHdYWXdHLKC8xhgLMjPZU2qjEmsaOKtlDHCzrXPh6fkkZDp/gnKSu9qGOKC8RCYo/cD80u1tT2LanLZZZu057ieWSJSsfgq1KuXUX+j7PP2Q0rljsrdpclyCk7JdG1DP+1nH7WutrGyh5LV+/Axf/6kVMG9qMX5x9ALrZisukQd0D90kEXP3xSZ79louV1y7GymsXl7sZgiAIFcFr72/LZPAsNgzG/S99gJX2AN7dHWfjVML35TegVv2q6qO272lDndZnqglQHRX4HTUuIaUNyJW7mKk1b364HQDw48dWGPezt71wqccK6TbmVV7M6/lNPG/S4lLa2jXLiy2lj3ZEj//437+9hTGXPxT5+LqyG/WOThiSVpisQybXwKG9OqOrJ0SgAgY7eSDKSwAjtUBu0w2mzLzqfjrvkFGZ3554a0OsmBfl95jm0s/+u9MVFyLWQiU4YACXHTUB58wd5VknmaCs+TTiKatZBV1G+kusS0MSd541y1FYTL0w/RQxAmF4b+taj42ZOEAQBEEoLlbAPhclSN/Nms1WpqgF37cKFvpZXqIEsvtZEg4e0xtDe3XOTOqpLkxNYposL7tiWkD0eJv6RHZ84UZ5SazctNv7Y4EJG1rk4zbmN27ym3h+SXONazNYXuJw179W+f5muk9yGeMlDG5jpt2YzjdJ3oQXlTBRmw+ivASg+6CaBr5fOXICujXWYdJga2bffdPEec8qcyoz41t/eTN2WwuJ3u5cY15ULZTWgFmbt9fvwLJ1O7B5V2vkh/m1961ZomP/7+lMASn9Jd2lU52nIrK6dAt9sqMRAYeM64v7L5qD0w4cHqkdgiAIQmlI2cHrpVBeFO0Zd2Sz8hLFK8FvLN7c1IAn/3s+Jg9xxn6qiUN1vjrK8qKS4ejsM7C7x8NAj53NWDwM/WxRs5m6CLO85OM25retn2fJeXc9n/msx6DkMuIJUrpMk8G5ONckXUkdfI9nkLFR8YnfhIpClJcgfLJvKA4c1RuvXrUoE1fhvmnivBTUmi2GQlXFprMrwCtBFLmTmDWyFxqSCexubXcsV9+D/GXVTM9TKzaGPki/Pe8gnDlnBFZuyvrifv3+1wA4ZzG2GQpJHTN5EADgrDkjccyUQZ7f1eZThzaX9EUuCIIghLPio52xk+AUCo/bWCZDmHn9NVqKfl+3Mft/ncv3TO2bDR4Yqm+aPMSbDbR31wbPIF2f1NNja9yY6pAUC/f1c2c7jZIKWOHNNmZeL0r8rR7/kotVJEinMFleGoOyvrk4bHxfXDx/jK2AhK9vekasDGvRlL1qQZSXAOLexO6BbxzvK3XD3fDXt2IdsxB845h9HN+JopsUh/VqQp+uDZmCXYo4frKJCMebNbIXvnHMJMd6y+3CnvpL2qQsnTN3JF7/5iL0796IR99c7/l9QxXlNhcEQagVxvfvlvlcqmxjbtzjAKVw+MVS6Olt/Qab6jzc+1BfH3l9nW9RTpNb0JNvb8RLa7Z6FKdBdrFNdZx8UusCwD2fPQB//+Ihkdd34276mH5ON+07n14ZeV9RA/ajnJ9e5yWXMX1cy8sCrZZemEJyx5mzcOnC8VbMi9vaZFjfdF9aaZady6pbdRHlxcEPPjk185kNAXNhuO+ZoPzd3m3LN+PvPnScpiTstJLuF0ScwlYJIjA4U5MlKDmCKUAtLLU0EaGL7Uo2tl9hYlr6dPWa7gVBEITC8dvzD8p8LlXMixuP5SUZ7DamD367GeqoAdlgf2UVUFk31cBz1abdvnVM1PEHdG/07HfFhp2Zz+1pzgRvq/GFqf+MUwx59ug+HoUjDu5xjvscn3lnU+R9rd6821EMMmrA/vHTBnvW0S0vUUb1jy3/yPE9SHkx6U7ffjAbGhDV2pQkbwFz8/G815PIe5wqN7yI8qKjP1cbduyNbXlxD9hjBeyX0VvJrWQRoruNJcjypfSkW47xQly9eTeYs0XJghQ5veqywrcQmIHzDxkded1gqvzJFwRBqHD0tK9BleyLiSfmJcRtTFcQRvTuYlxHKT5EhD9cOBu/sGtd6QNPdVwlA2XRCVI2VN+ZTlsxMyqDmRpAmwpX6n31tt2W27Wf0pUv7nGBHjQPAJcuHIc46MmG/NygPtzW4vhuqoPSFtNtbIMrE1mQUhE2kRu1IGjUgH0/y4u4jXVgejY1OL6zz2c/5ozt4/geK+alnKEWeVhefv2fNVi/fa9nRifObM61Dy1zvGiDWDLLG1Afp6inSalSgf9x+MYxVmrlIycNCFlTEARByAXdos/MSCQIN5w0BZcdNaFkbXCP8TLZxnz6uOseWoZbn3jH3ja8b5o2rCd6NHnjZt0ZyNT3bJ0Z777UIjWYzhbB9I950ScvN+y0Bvq9uzQY1iwOuoxiK00B9Xj8MMXA6EUqn1sZPh64+fF3HN/juo35bavaNqqPV+m1XL8iWF5MMS+GeJnqVl2A4qjXVcpcTflgxNdMpw11BtKp/OlRcFs/Bjd3xvtb98Q6fq64b/WoFVp1WtqcUzpxq/Iyc+bBDapsa8qtH8fyUigd8Zgpg3DkvgNi+QsLgiAI0dH7ERXzcuKMISVtQ5QilTqPLd+Ax5ZvwHmHjPb0ZA3JBFpTad+xRcJxvtY67klQpZCYJkfVXtWAWPVPGeXFcNzWVDZGJ0jJKRbvbNiJMf2s2KZ8jAEmq5KJKUOaAaxyuL/pRSrfWrcDi0ImJfUinmGEWV704UtDMoGWtjRG9e2Kd13HSCYIKY98vAIzjZFMNWKqXXuRkZeG+2UQ9WHw2z7ets7vUQpgFYtcso+42+9X5dUPBpC0TzroBWa6JnEylBQym5goLoIgCKUhzVwWtzH33JjSL0wxJ27cXVOzbWHxi4c9VsuGmVVenOtkUzWb2mptoyb0ohTU1MsZJDNWHi1TWQmFHnc8ra/vZ3kZ2MN5nYb1bkLn+iTmaxXnH3ktm8inLUoZ+xgEWV7cymTW+8R7LmRSQAyYY146nuVFRl8+mFIVKl65aiH+9dXDC3o8T5pDr4pdNNwD+kIM8A8b3y98JQ1mvZCW/7m3Gl4scdzGpg/zppkUBEEQKhsrYL/82cZUG87LIX5S7ctv4kuPyVSH9cSTaumUPdjLlOVFWWmSAducOy97TH3fqoTCqL7FLtysx/nkvhe/beeM6eNZr04vkA3g3Y3ZRAeFvsc2atlMLz3CGdPjdjcLygqXjOo2ZtBUrYyuEvNSEzD8s411b6zHgB7hsy75kEozFkyMpwDkSiEeVfc+6mNbXjj74Aas12SwCsVxG+stWcIEQRCqjl89t6akVgCF3yAvyiy42wVadVV+tUf0cXMmu5jrpJVSYZrIu/2p9wBoyosrM5qpzbr7VEIbPDfE7MNzRT/nIJfxMPxTJTvlx8xIJgkpzY1j8X5Zi1ePzvWhx4oT0/v7F94HAJwwfQjOmDPC8Zt76FIfsN+3P9qJh15b51hmVnK8y1RiJce2/k2uCiTmxYc/vfwB8r28PZvCH4IgfvKZmSVJZ7e9xVvYURH18O4ZhD0BxSlNrN++F3XJBA4Y2QtnHTzSUf1WZ1BzZ8+yOJYXQRAEoTqphFTJikjuRa5t1QAySnIadVz3eLZPt07o2VSPKxZPxHsbd6FTXRLXPbwMgFXwGdAtL9Zx1C7Cekr9UBn3tNCW5oe+/7jjHX39OJvWJcgx6akrTVf/+Q2cdfDIwO3jZqJdds2RqE8msLfdOS5y7yeomKgJ03qmWCxjnZcqHzaJ5cWHXz+3xvHSyqUOy6yRvXI+PsOaLYmTcjhX7nthbebz6Qd5s3lF4cRbnnV8X7Nlt8+aWb557CTH92QC+M15B4UGy7mJY3kBgLPmBL+YBEEQhMqjEopUKqK4drvXSGcC6c3nobuTZSflnOs2JBN48cqF+PjUwfj8gnG44FCv+5rb8pJpT8iIVf2qlz8oaybUGPhdJ1OcbNLlNhZ3IJ/meG5XjfVJJBPkuX9b2pzKTByLjh+mMaMpXiYfK1clIMqLD2lmZ9BaDpKKU6TSTSm14l17sw/QNz++r+O3XM+gIcLMkvsZy6VjYtd1isKVx+wT+ziCIAhCeSmP8mJePqSn1wvAjbtrUimR/TJ66i5Lalt1yirYv1/3cNdnlT0rMxi2/6nmjHSl4p1qZ0pVA3LmbG2YfMYxUdBjTGIH7DtSJTt/+9LCcTh33iicf+hoTBjQzeEeV5dIoKU9hY+2txiP+x2tiKQf//ePFTFb671/3fVioljkdgR4ygBmBSiZII93jFheOigpdsa8bNrZ6r+yxv9+ckrmc5x0el5Kd2e1B6RVy7UVasbnuKmDfNfxZnHJRXlxzoAdM8X/eH4smtQ/9jaCIAhCaSlV+QAHPqO83l07YT5QxksAACAASURBVOW1i4M3dfWgPz51Oq5YPBFjI1SpV9uqseg5B4/ErafNwOL9BoZuq7p0T+YpBpZ/60j89QvzHItPPWCY9TNnj50skeXFsfs8RtRuS8inDxyOrx09ESP7dMHDn5+XUTabmxrw/tY9eOClDzDrO49abvOubW/757vmtmqNfXTZR7HbqFvc2lNpz/Wpy8Qc+cvhp0++l/lsWs9kealLJtDmVl4ADDMU/a4WRHnxIZVix42xuzWFcf27hgaxHT8tm4N++foduR+/hHEcppmVfGdbdremsOyaI/G9k6f6ruOXPz8OaWZHquS4VhhAUh4LgiAIZvLpit3d0YDujThn7qhIGa2yMS8q3TFh0aQBkbbNWF5cfRsD6FSX9PR5ao93PrMSIy77C3btTZXEZR1wB+zHQ1/fHfvqltMNJ03Bd47fD+MHdHMs37yzNfJx6zUXnFxSKuttWrpqi+e4agwU5Aq/py04nth01eoThHZXe5kZ/bpVbwIjGbX5kGL2vHgevmQell19ZEmOX8oYdNO7MKo/5PDeZs399y+8n/Hz9MMvf76bIMtImp2KXrWn/xMEQRCydOtU2rxC7ljVXCbEAGDLLu+gOI5CoI4b1yPhvY27sokBXEH3fueijqGyle3c257TZGK+5BOwHzae6NO1U8bCpNPSnop8XD3Dm75N3Lp2gKVsuY+rPHyefHuj73Z66mUTJuW2PpnwxGhZroHWuvkmlyoHorz4sH77XseDfuCoXkgkShNAD+T+wsyFcsXjuRUNk2xXXrsYt54203cfaWaH8hK3sKggCIIgKL5z/H4AsjEmuU4kbm9p8/RxYdXWddS2UTY5ZVZ2UH7SLc9kZu7rIgbrmo6RdRsr3QghbPLRbSnQSzJ4MndFbHd7inMKXs93hGZdIudedu1tD91Ojyc2ZxvzLqtLksdSxECk8hSViigvAZRSgfBQwkObDhXVbcxPRl0M9VjCts01GNOhvIjlRRAEocNQ6nf6mH5dceoBwzIDfzWgbm6qzwS26xy1rzk7ZlvKOySOZ3mx/kfpFjfvys7Gb9zZmpllV5aXob2acMbsEfjpZ8wTgaZjJFxWm2KhjzXCrrQ7GL1rp+w4w32bRFZe0s7YoiD6aspTviUakgnytDnKve5wszOsbjoNIvLIlpkDi2JWOqK8BFDqC3qkliJ4RwQNvBLws3RcdvTE0G3dCtLW3cFZNIzHd1teIl6z206bEftYgiAIQmkpx7jqnn+vxsade9GeSmcGlE99ZT7uv2iOZ93OPpnDfvOf1Z7Gx3HFiuM25g6/yBS4TGYVkKuOnYSx/bPxHl9eNB7H2gluTJOV7oB9v/PMlzhWD6VQnXfIKADAF37zMm78+9sAvAP/qHOh7ak0mKPJWS8iqcc053KP1ie9CsWugPp4+w3uAQDoXB/sRmmylBG8Vi1G9pyr0d0+kvJCRM1EdC8RLSOiN4noICK6iojeJ6KX7L+ji93YUlPq6/mJ6YNLe0Ab03mqbGFxfTk/tf9QAMCh4/qGrvvpA4c7vrtNpvsM7B66j9c/2O5QXkxVh00snDQAN37KSiZQSrO4IAiCEJ1yjqtaU2nfYpEKP2vKy2u34aMdLY5lcdzG1MRglEG1e+CedRvz3/aiw8bgh6dMAwBP8URAs7wQ8MuzD8DfLz0kUrvDUKejsn85Ck2GXGvT+fzsaStOxz1xGVVRPPGWZ9Hano6k7CR96vOYWGLH1/T3SW1NFO/e/urREwAAc8f1ib6RTYK8CpYe81J9qgsQNRLuRgAPM/OJRNQAoAnAIgD/y8w3FK11ZeDsg0dmgtbSzLFvsHw4Yp/ypOw1zXwcte9AXDx/B86ZOypwW/dLc/rwnrj2hMmRjtvZ5Vqmv2ye/ep8dG80B5G9+PUjcM9zq/HdR5bjJFdxzH++tSHSsQVBEITKp5zF9JjDLSB+Cslz723Gc+9tdiyLM0+WPW74uuP6d8M/tNS9akIv6uD0kdfXe5ZlS8QQDh4bf8DsR4IIKWZMHNgda7fscbQtrJ3BCYByd0N/YfUW2/oU3ALffRo2C8tMyxx+b+unm7F8OZQ97/Z+bmMml7TM+VSh9hI6rU5EPQDMA3A7ADBzKzNvLXbDyoV+4fUqsyU5dpksACblLJkgXLpwvKNolgnPA5HHQ6Cf/sAendHFJ8tMzy4NBTVhi91FEAShMtFn1Mf37+a/YhH4xbOrPMUi3USJY1H1x6Kk5VfnqI4bZQxyzBRn7RelvKjjhU3AmiwvdZrlpZAocan/+gA8zH3JpLyQYT/6/qPwwuqtkQYCcSayw67bm+t2hO5PHxOqz7rCE7U5lttY9ruSVTVXiYjS9JEANgC4g4heJKKfEpEqz/pfRPQKEf2MiHoWr5mlw51zvAzZAktOPpalmcOdaSVTeewsjqIonl6CIAgdn8m2rz8QXFC5GFz38DK8s2EnAP/+Kcg1S3Hu3FFYee3iSK5Miyb1B1G8mBd3zIrb8hKGqdsuVsC+GoS/vd6S62sfbI+8bdJOoqCfbzYNtPk4kdsVYR2/gHqTBcVvfyre9uv3v+Y79jIp6Wp/jm0M2xt3SW7lxfpfzW5jUZSXOgDTAdzMzNMA7AJwGYCbAYwGMBXAhwC+Z9qYiM4loqVEtHTDhupy6UlzduaiMcZMf6nz0peTr39sH8f3fDLDxFEUC2ERq8IYNUEQhJriK0dNyHwuVfHmBRP7ZT7//oX3AQS4jdkdV5CXQpzuqqlTHZitVMtRt3Wvs22PtW1dxMGpqd/O7LLAM4Wqn3934y4AwCOvrcv8FtYnK0uBPlbYYif6yTcrXZTTdB8i6H5ssseBM4Y75/W7auNDP7ex/Uda2+hNylqYtPYY22i6ls6TU2t09ID9tQDWMvO/7e/3ApjOzOuZOcXMaQA/ATDLtDEz38bMM5l5Zt++4UHc5UbX1pkZ+4/ohYvnj8H1J0aL4wCAyxeHZ9qqJM6ZOzLnbQf0aHR8z+cZiKOQ1IJFTBAEodYZ1adL5nM+lv04tNqphk+eOSSzzDdg3+63ClXUUSlBm3dZBQvVmCSofIG767zu4WUA4En37MfUoV7HmWK5sbv7+TiHUZYXk7UrX702ankInRUf7fT9rblzPf7yuYPxvZOmOo/jGGMGt2VfzeqoljkMLxGfByt22+ueF1W5rURClRdmXgdgDRGNtxcdDuANItKdLI8H8FoR2ldy3DEvdXbsR79ujb7buPGL1ahU1AOyYGJuCQPG9e+a+RxXg//MQdmMY3Fy4BfixdpYb93+1Xa9BEEQaoXeXfXaGqU5ZrudtfLjUwfjhOlD0L2xzrfPyVoDCjPYV0UIL/n1S/Z+w7fpVOf0DGlps2JYZo/pjXnj+uIbx0wK3P6M2SN8fyu0CuOWk670hQWwq8F2nSFYI1/rQZTL5675qdprOvRTKzZi0qAensREkbKaJQi/O/8g/PzMrE1AbffymmzIuUlhM0nBnW0sY3mx5ZlmxhWLJ+J35x8U3rgKIWq4zsUA7iaiV2C5iX0HwPVE9Kq97DAAXyhSG8tGOp2bxbSUQf6FYObwnrj86Im44aTo1iWdH586PfM57uzHpUeMz3wutdvYEfsMwJcXja86S5kgCEItUiq3MeUm3lifwPUnTsY/vnSo77rKGjCo2X+CM5csY4rBzVZKYXd1eZ2RmnUKyM7Sd2mowy/OmoUx/bqaNgukWKMYdz+vJzEI0z9UXRpTZta83cYCfhtry29UH6cc1SHbDfelnv3N7zimRAlq+f4jeqFHk9cV8f8eW5E9vkFVMYnh6RWb8OG2lkxhzUzMS8ZtDDhn7ijsP6KXd+MKJZLywswv2a5fk5n5OGbewsynMfN+9rJjmfnDYje2FBypVctl5DbDX2W6C4gIn503Cs1NDTltnzKYI6OiP5yldhtLJggXHTbG4YMqCIIgVCalchu77oTJ+PKi8Zg+rCeSCUKfrv6Kgxp7B7mNxXFJenGNM5nr6bNH4NbTZoTWgTtrjtf9O6orm9s6ABRvElbN9l902GgAwL3Pr838FnZ1pw/riZXXLsZEQw24vN3GAs5X1ViZP6Gf57etu1tjHWdve9Z82J5yNnrCACtQf8qQZs92uw0FLE2Pg75ocHNnzB3bB+9v3WPtw7bIKaWnUK6O5aCKE6UVh2nDsr6fzJzTIDmf2+G5yw/PY+vyUKjZsDgvy80xXxiCIAhCdZMukeWlb7dOuOiwMZEmL9XsdYIIp8waalwnjh5Q7xp0JBOERZMGhLZF96RSq0YdnBqTDRRpXKv6eberGxBueQkSQZoZ9RGLSJqsWEFbHjKuH/588cEON3fAau/GnXsjHVOxdsue7Pau3354yjQ8fdl8fHJ/733UbijAHSavpy+bj7vOPsB3O70QabUhyksAudZ56eZTXDEKcWJrKoVCtTmOqHftbS/IMQVBEITqoFSWlzio+Iu2VNpXwcglKF2RjwUkShpnP1QfW2iJZ+u7eH8Li3kJEgVzNkFBLuwIGFMkE4R9B/fwXF8Gx/bO6dyQbaNbGU+QZS0x7dMc32JyG4t+xfwKrFYDorwE8Nb6nTlppHPG9C58YyqYvtosRj6B9HFM62fMdprI9x9hWczuv2hOzscXBEEQKo8r7ZT8W+20uJVE766Wu/WW3a2+nhpx+rY6l/Ugqv5h6nvjuAU1u+IrXo9RfyUOqp0mRTSVCh54b9/jr2Ck07l5yuRLXAVAN6DEUcZNMT1xdXml2LjrvFQjoryEkFvMC2Fwc2dcc9y+RWiRAHh9dPcZ2B0rr12MqUO9vqKCIAhC9TJ5SI/wlcqEbt3ws5LEGUZ4UwnHH4PkMjg9Sov3Ne6sQKgmpQyp49oMrlE62/b4u4unObqVqlAGh1xEoyshXpd7/4YZlRfDejtaAhQ8VttFL4BaqYjyEkKuF/fpy+bjtAOHh68oZIjlF5zM/wUvCIIgVD6VPEOs+p4gt6U4rXf3bVFP/XQt3XEuAdl+fWih3caUFaq13auotIZYXoJCntLMkccQkw0B8bliyjQWhO7W9e6GXdG3MywzKTRPvOVfDN5rebH+51LjptyI8hJCBb8zK5J8dIg4m7qD/ap5BkEQBEHwp5Lf73rbjIHvyM/yEvXcVUplnTjKi1+sxD6GzF6FoH93b6xsmOXFNFhXbuvMHLlW3I2fmhq+UkTiJizST/H2p95z/BYc05O/21jW8mKh4rUqMZYsDFFeQqjcV2ZlMW9c35y3/ZqdhjAfKrhvEwRBEPKgkodWegC6oXaiTYyYl0RuyovO+u17jfsKwu3FdfpBw3HfBbNx1bHBBS7jsm57CwBgwgBLKVK1WwArbiiIoDF2HLexpoY6/PeR43Hx/DGB693z2QOw9IoFvr9v2LkX72/d7VjW4H8TAHDWqFEpjKNQiAKt6YzlxfqvauzkW+CzHIjyYuDvX5yX+VzJMz6VxPnzRgEAZo3MvchRPqI25UAXBEEQqp98CxAWkyhjhDh9Wy4V2f2IaokAvLPvw3t3wYzhPTMFOwtNWzqNUX27OK5tW4jbWF9DimM18E7HLG1x4aFjMHds8KRrt071gTV+zrzjPzjrzqWOZWHXy3QOmW0DtuvusuoFKRzfPHYS7vmsN0Vypkil/b1TnW15KVEK8kIiyosB/WUksRTRmD2mD1ZeuzgzmxIH9dzkI+uWNlFeBEEQOiKVPDOsd1t+zYzTs33aFStbqlTJn5jmLIJZigFtXYIchRrDlFS9eOP0Yc32Nsj8jzuGCDGSwBTCpI4b1sYTZwyJ1RYguP36xPCe1lRg/M/ps0dg9ug+me8qG2vGbcz+r6xEVai7iPJiQn9ZlCvmZXTfLuU5cBlQL6x8XtJ/ePH9QjVHEARBqCAqWHfJ9FvM/lVK4gyq3ZaOPEqXxOpTh/RscnwPq7mSN2zVtHEEvMcoUnnPZw/EMVMGZZSsXIqKu6+LO77HFDN051mz8OVF43332aWTdf1mDO/pu46biw4bjX0GdjfGLZn4x7KPYin0SpHKKIdakcopQ5vxw1OmRd5XpVBX7gZUIk7LS+mP//o3F3lyvXdklClTkiMIgiAIbnp2aSh3E3zRxwuFsLwE7T8u+RSpLDZpZtQlyJEyOY57YGN9Er27NGS2UUXFn7v8cIc1J4jujc4h8FeOmoDTf/Zc5ruphkv3xnqHBchNLtdrzug++PKi6LG/ramUR8/r2VSPLbvbMGFAN8/6SknLxLzYWxOAB6q0Np5YXgzo954pnV+x6dKpzpNNqyOjJl4qOR2mIAiCUB5G9+1a7ib4kgnYh78bUl5xKzG2Pe+QUY7vcfrUwT07Y+E+/TGsl2WBKba1i9kqyKlbXpiB8f29g2+FWzFIJijTThWw369bIwZFtGCM6ec81qg+To8XP4tZkFhzutYxt2lrZ4+i19xkKfjGa26vunqTlVxAbVrNURGivBho1XLZhQWQCfmjzL4SXyQIgiCY+M25BzqS6VQKauz94bYWnDlnJJYcMMyzTn51NKJvq2fuAuL1qckE4bbPzMSRdrHKYo98spYXZ8xLUJPdvyUIDstLvkMIt8eL3/6CEiGoAP9ujdEdm2LfH+RVLoMU1ZfWbgUAXPKblwBkr201j7hEeTGgW1tkPF18jp82GI31CU/AYBz6dK1ctwJBEAQhPw4Y1dszU14JqKKSRJbXxLeP36+g+49jeSmEtaRUQ540WwNuh+UFwQqX+5cEkZb+N//ssG4lwm9vQYrC5xeMw7Wf2A+L9xsY/bgFEHqQi6D6Ka3FB1nHrd4BrsS8GBjSM2tylFTJxWdEny5Yds1Ree2jkgM6BUEQhI7JwB7WeCGoD8rPbSxOocncj1PMfZn3z6hLJLBHyxQaFnTvHmwTUab+SdxUyfkQdJxOdQl8apbX+hZE3GYTvNcnKE5aKWXZmBd7eRUPb8XyYqBbYzaftoRhVAeiuwiCIAilJkpcSZx6K55tY4wwC1IPp0RjHqPlhYMH1O6fkgndbSy3yeZBPRozn/t16+RxvTMRdJwoTTjn4JGubeK1mzSLkyKZUAUnvetnLC+uVMnVPLwV5SUEsbxUB5VcB0AQBEHomETJDBpWdT2IOEOQ8YZMU7lS7FTJDEYyQXh5zVZXocnoisGuvSm0pxntqXTOMS8XHDo68zmRIEfaYD+lIkhhjRK/Mqy3My113Hav3rzbc3WC3MbUeXDG8lL9EfuivISQz4yJUFxmj+6d+SyqiyAIglBqokxwNtTFG2pdPH9Mdv8xxiDuGjG5kF9ygeik2apXAgB/euVDAHbMS8A2bmXizmdWAgD++PIHtstZ/LYHZbLz21vgcXIQX9xNfvjo254J20CFSmXEY+DlNVvx5FsbczpuJSHKSwgPv7au3E0QfLjzzFl46iuHAUDk4k6CIAiCUCii1FLpFFN5OWtO1q2oXPOnpYh5Uby3YRcAS6HJJYi8tT2NdDo3T5nZY/rgd+cfhDeuXhR5m6DjRLleh47r5/ieS4V79zbquKamqfbu2NuOj//4aVz6u5d9160WJGA/hJ1728vdBMGHhroEhvRswo9PnY5ZI3uVuzmCIAhCjREl5iWuRUS3tpTadb3Yh6tPEtpSzjolWctAbq5f7WnOK1Xy/iPM44eeTeYspsFWjvhuY6lctBfXJhMHdkeXhjp8adF4z6p+zS2Vla0YiOVFqHoWTx6Ivt06lbsZgiAIQo1hGsjqlpN891nq2fHHbFeuZ9/ZVJT9f2yyFRCfNtT/zjXdMTPnHLAfRI+meuPyoHigXFqQS6IFdxu6NNTh9jP2x8SB3T3r+rkeVnNUhCgvgiAIgiAIOWByGxvumlmPi77LuAPyKz+2T17HXrZuBwDgZbuwYaHJWFn0ZVDLOKfBfyrNVsxLiUa0H23f6/tbLt52US0v1xy3b/Y4MYpUXnjIGONycRsTBEEQBEGoMUyDxvo8sosBToUlrvKy7+AeeR1bESWWJxcmDugO4H1HimJ1iu64leevWIDWVBp/eeVD/PixFb77THF4prJCoicLcpOLFSUVcZs+XbJubO7jBF2vbo3moX41u42J8hJCFH9WQRAEQRBqD9MYobE+P+Ul6Yh5ibdtvkOWU2YNxa+eW4MZw3vmtyMfzj54JGaM6Inpw7L7z6TyBTv8rnp3tdzBz5k7CufMHeW7z1Q6nXOwfy7UBSin3RvNrmZBpCNaXvTzc28RlJXO97cqHt6K21gIorsIgiAIgmDCNHvdOc+UxboFIe6APN8J15nDreD1bjkMwqOQSJBDcdGx4lbi7zOVVpaXPBsXg88dPtbx/W9fmIfnr1iQ075yCdh3G2tysZRV8/BWlJcQpEilIAiCIAgmOtlWltMPGp5Zlm+9FWfMS7xtpwxpBgCM7tslp2MPtN25hvYsQ/kBzs2VKc2cc7C/ifsuOAjXnzA5cJ1Fk/o7vvfs0pCxFMUluqsZa5+i13kJ31v1IW5jIYjbmCAIgiAIJhrrk3j5yoXoqsUVdMrTbYzyiHlJJAivXLUQjXW5KVCzx/TBL86aFRjXUWiUspdmRn0OY66UnSq5UMO1GcN7Ycbw4PILkwY5Y4vyOXTKkHnNhK7jxAnY9+Px5R/h5JlDY29XCYjlJQSxvAiCIAiC4EePpnrH4LEQle4VuYxBujfWoyFmYUydeeP6BsZ1FJp+dqkDRm6Wl+//7S2s395SspgXE/kcO2rA/gGjsgplIdzGWtsjak0ViCgvIYjhRRAEQRCEqPTv3hi+UkQ68vzpHWfsDyA78I5baFIfn72zYVdZx2v5HDpqwH4vLduYp9ZMDjdKOZW9fBHlxYeednGiZp8Kq4IgCIIgCG4GN3fGQ5fMLci+OrL3x2A7rkaN3dnOGPZ/p07DTUumh26/5IDhju/VKqtpw5pjb+PWdziHFM3VPDkvyosPX+u1DQCw3zN/BUaMAO6+u7wNEgRBEAShKjBVOs+Fah5ghqFOTQWssx238rHJg3D0fgNDt//0gS7l5dG/l228Fld1+OpREzKfh/eOmFzhwguzxxvlTB2dixWlmuu8iPJi4u67Ufez2wEAdal2YNUq4NxzRYERBEEQBCEcfbyQx4C6Wq0JUaBrrgYA8CmnAHV1SK9aFWs4veWBvzj3x2yN1846qyTjtYvnZyvXx7V8HD6xX7yDXXghcPPN2eO5ovw37tjrv62PLBJVrAFUcdOLyOWXo609BQCoS7dby3bvBi6/vIyNEgRBEASh4rn7bmvCUxF3AlSbYaeGesf3DsOFFyJxzz0AAAYBqRR4w0YkXnst2vZ334309dc7FiXYHtC3tgKXXFLI1hoZsvyVzOf0jJmxFKYx/brFO9ittzq/u5Tav72x3ryd+17UOO/Ze+O1oYIQ5cXE6tWYufYNAMDxrz/mWC4IgiAIguDL5ZdbE546USdAXTPslEpZ3zuaAnPbbUjY1orbZh0PAEgTgVatirb9JZegx86tjkX1qfbsl02bCtJMX+6+Gyd89azMV37//ZwVVNTVhV/ftMvS0uRM1exr9zHdizZjbvsBsCC3wprlRpQXE8OGYdSWD7Dyuo/h4FUvO5YLgiAIgiD4Yk90nrn0ASx58UHP8kBuuy3e8mollQLZQ+7XB1juVwwCpVPRtt+0CZM+es+xqOeeHQVtYiCXX466XTszX+tT7TkrqMhBQW1L1ju+00svmt0TA5TBunQ78OijVRkSIcqLiW9/G2hqci5rarKWC4IgCIIg+GFPdH7j0Z/g23+9ybM8kJTP4N1vebWSTGYsLwomyit9b5I160TvIhfZdCmiPVt2GJcbueWWeMsNuC0tDDK7Jyb9aw7VKWvOeedFPm6lIMqLiSVLrFmO4cMtv8Lhw63vS5aUu2WCIAiCIFQyMgEazrnneiotMhESI4b7bBBOQnetOvnknPcTCT9FNIqC6hfcHyHof/r7bwIA2pJ1juXjN9oWFrf1J0DpzcQI7doVetxKoy58lRplyRJRVgRBEARBiIcaO1x+uTUTP2yYpbjEGFP87HdX4ZWBY4vUwArgppsA6pz9nkwi3as3aErEcybyDPaTrA3Uf/tb6xjF4tvf9gbCx1RQn7j1HKxqDk8JDcCaRF+1CktefAgvDJ6IjV16On7+dFz3RORXWLPciOVFEARBEAShkCxZAqxcaQVar1wZXXEZblke5r+7FJ9/+lee5R2Ka67Jfm5vBw8cGD01tMFK8eywydkvxQ7YX7IEOP307Pdk0voe5Tp37QoAGL51HeatfNGz3IitFNXZMUGfP+ZLAIAZdnKpodu0bGMG6893//K/+NED1+HH9/8PAGDKB2+Ft7OCEeVFEARBEAShEqhVl7NEAuk33wR++xugW7ecgshX9ClhUqW77wZ+/vPs91TK+h6l3bfcYmUY06mrixTzkinfYXPG83/CshuOR/+dm60FRM57xY55Oem1R3HMsiexePnT+MGfbsBP77s6vJ0VjCgvgiAIgiAIlUCtxtwyY2vn7pYr086dwBlnBCsCYQH5xQ7Yzycd9pIlwJ13Oq/xnXcGX2N7v0lXyuQEp9GYarO+EAHnn+/cj6HGy3FvPI6+u7U001Vo1RPlRRAEQRAEoVLI1eWsyuAHHsh8/un+x2FzUw/8eeI8a0F7e7AicOONwTsP+z1f/FIQR61TE/ca2/td2XOQY3HGya53b+Cuu7xxPjfdBFxwgaeoZYYqteqJ8iIIgiAIgiCUjrvvBn8tq5x8a/453nUquTC4XwrigNTEhTje6/1HORaTiv1pafFXgG66yVKSmIFf/rJDWPVEeREEQRAEQRBKx+WXAy17gtcJSjsc5p4VxX0rH+wUxH++8xLcd9eXPMuLdbyPv/GEY/H2xi7Wh127osXbdBCrXiTlhYiaieheIlpGRG8S0UFE1IuI/kZEb9v/e4bvSRAEQRAEQahpVq9G311bgtcJcmcyWGUa2tsCfy8odpzIvuvfwYwPlnmWF+t4+3z0rmPxq/3HZL8UW2GrIKJagC08vwAAGUBJREFUXm4E8DAzTwAwBcCbAC4D8CgzjwXwqP1dEARBEARBEPzp1QtNbXsxZmOAkhFkFTBYZQbs2Bj4e0EpdVY4e7/1KWe2sc7te7NfKtnNrsCEKi9E1APAPAC3AwAztzLzVgAfB6DyxP0cwHHFaqQgCIIgCILQscg5vbFBSWA9KL3YQeilzgq3ZAlAhHpXqmRHccpiK2wVRBTLy0gAGwDcQUQvEtFPiagLgP7M/KG9zjoA/YvVSEEQBEEQBKGDEFZEMqhgow+ZspWJEoVzlzp+ZP78TJFKRZdWO27IXd+lgxPlCtcBmA7gZmaeBmAXXC5izMzQ7hsdIjqXiJYS0dINGzbk215BEARBEAShI9OpU/DvhviOjOUlne6Y8R8vvYT6VJtjUSbbmLu+SwcnivKyFsBaZv63/f1eWMrMeiIaCAD2/49MGzPzbcw8k5ln9u3btxBtFgRBEARBEDoqmzcH/26op3LkW89mv3TE+I9Nm1DvymaWcZSbM6fkzSknocoLM68DsIaIxtuLDgfwBoA/AjjdXnY6gAcMmwuCIAiCIAhCljDXrvr64N9d9VSe/+Gp+NpjP8su6KDxHwmXk1OC09aHjmhpCiCqY+DFAO4molcATAXwHQDXAjiCiN4GsMD+LgiCIAiCIAj+dO4c/HtrK3Dhhf6/2xaI/3rm1wCA3nu2I6kG8lVaNT6ULlZNl/9+/M7MouaWndaHjmhpCiCS8sLML9muX5OZ+Thm3sLMm5j5cGYey8wLmDnExicIgiAIgiDUPLt2ha9z223+v9l1T7705C+x8rqPZZcnk1VbNT6UxkYAQL0dtN9np1Ynp4NamvwoUUoGQRAEQRAEQUDG7eu8f93rv05QtXq/Ois//3nHVFyATIa2OjtdcklTQ1cYorwIgiAIgiAIpcNWTH457Wj/dYLiYkpdZ6WCWNvDqkyyqUtzdmENnLeOKC+CIAiCIAhC6bDdvlJBCkpYXEyp66xUCPdMOdK78O67S9+QMiLKiyAIgiAIglA6bDenBDuzZ33l8TuyX3bvLmWLqoZ6223MwSWXlL4hZUSUF0EQBEEQBKF02FYScikvF/z7vuyXGgtCj8q5z/3eu9COh6kVRHkRBEEQBEEQSkeYm1NDQ80FoYdiu9p13SsWKVFeBEEQBEEQhNJhuzk5MmbpdOtWMzEskbGVOaPEevcuaVPKjSgvgiAIgiAIQumw3Zx67tmeWTRo+0fZ3zdL6UAPS5YAhx+OhCrGqXPyyaVvTxkR5UUQBEEQBEEoOV9/9KeZz8/cfFb2B4l3MbNiBeCKEwIAPPhg6dtSRkR5EQRBEARBEEqH7ebUuX2v9zciiXfxY9UqT4Y2tbyWEOVFEARBEARBKB033ggQIW2KeZk/X+Jd/Egk0Gf3VuPyWqK2zlYQBEEQBEEoL0uWAL16gU3h5ytWlL491UI6jUPefd64vJYQ5UUQBEEQBEEoLZs2IU2GYWiNuUDFJWkK2K8xRHkRBEEQBEEQSksyaXYbSyZL35ZqIZEwx7zUmNtYXbkbIAiCIAiCINQYqZTZ8pJKlb4t1UI6bbY6iNuYIAiCIAiCIBSR4cPNRSrtSvKCgeHDzUUqa0xmorwIgiAIgiAIpeXoo81uY0cfXfq2VAt+sqkxmYnbmCAIgiAIglBaHnwQzWg2Lhd80GTT2NZiXF4LiPIiCIIgCIIglJbVqzGHDZnFVq8ufVuqBVs2S3+0BPWpds/yWkHcxgRBEARBEITSMmxYvOVCRjZ9dm9Dj727PMtrBVFeBEEQBEEQhNIi8Rvx+fa3gaYm57KmJmt5DSHKiyAIgiAIglBa/OI0aix+IxZLlgC33WZlFyOy/t92m7W8hiA2FbspEjNnzuSlS5eW7HiCIAiCIAhCBZJIAMz4++hZGL71Q4zdtMZaTlRzdUsEL0T0PDPPNP0mAfuCIAiCIAhCaRk2DFi1Cgveec67XBACELcxQRAEQRAEobRI/IaQI6K8CIIgCIIgCKVF4jeEHBG3MUEQBEEQBKH0LFkiyooQG7G8CIIgCIIgCIJQFYjyIgiCIAiCIAhCVSDKiyAIgiAIgiAIVYEoL4IgCIIgCIIgVAWivAiCIAiCIAiCUBWI8iIIgiAIgiAIQlUgyosgCIIgCIIgCFWBKC+CIAiCIAiCIFQForwIgiAIgiAIglAViPIiCIIgCIIgCEJVIMqLIAiCIAiCIAhVgSgvgiAIgiAIgiBUBaK8CIIgCIIgCIJQFRAzl+5gRBsArCrZAS36ANhY4mNWKiKLLCILkYGOyEJkoCOyyFJrsqi18w1CZCEy0Cm1LIYzc1/TDyVVXsoBES1l5pnlbkclILLIIrIQGeiILEQGOiKLLLUmi1o73yBEFiIDnUqShbiNCYIgCIIgCIJQFYjyIgiCIAiCIAhCVVALystt5W5ABSGyyCKyEBnoiCxEBjoiiyy1JotaO98gRBYiA52KkUWHj3kRBEEQBEEQBKFjUAuWF0EQBEEQBEEQOgCivAiCIAiCIAiCUBWI8tLBICIqdxsqBZGFyEDIIveCYKIW74taPGc/RBZCNdIhlBciOpaIRpe7HRVCZ/VBXkoCgKT6IPdDzSPXX4OIOkT/ly8sga+1TlcAIKJk2IodFSIaXO42VApENIuIupe7HWFU9cubiBYQ0bMAbgcwsNztKSdEtJiI/g7gh0S0BKjdTomIjiGiXwG4jIiGl7s95UC7H75PRPOA2rwfiOg4Irqm3O0oJ0R0NBE9AOC7RHRoudtTTuyJri+Wux2VgP2OuIeIvkFEY8rdnlJAREfaz8I1RFQRxfbKAVn0I6LHAfwUAJg5Vd5WlR57DPk8gPPL3ZZyQ0SHENEbAM4FIMpLobEfuq5E9CcAV9h//wIw3P696s4pX4hoIYCrANwI4DkA84loUFkbVSaIaAGArwP4OYA6ABcT0WL7t5q4N4hoBIBvA/gRgDcBnEtE59i/1YoMEvY53wBLiZ1b7jaVGiKqJ6LvwXo33AJgG4BTiOiAsjasDBBRHRF9BcAPAdxARFOZOV2Ls81E1EhEtwC4EsCvAIwCcD4RjSxvy4qDPWZoJKI7YY0XbodlbTibiPqUtXFlwp7IarH/JhPRUUBt9A/2/dBARDfB6h+uYeav67+Xr3XlgYgaAVwC4GpmPoeZ19rLK1YWVXejssVOAL9k5kOZ+VEAjwD4uP17uqwNLA+HAHiEmf8EYCmAemb+oMxtKhcLAPyZmR8GcCuAbgDOIqIuNXRvjAbwFDM/AOAOWDNrFxNRT3vAVrEvpEJhX+u3AUwDcCGAmrO+MHMbgOUATmHmh2DdB80Aam6GlZnbYcliAoAvwno31ORsMzO3wJrUONHuM/4HwHRYA9kOhz1maAHwAIBDmPmPAH4Pq1TExvK2rjzYSsoQAC8BuAyWIlsT4yf7fmgF0ATgfma+357smqJ+L28Ly8JgAJuY+ddE1JmIPkFEfWG7nVfimKFqlBci+hwRXUtEJwEAM//GXp4AsAXAGiLqVM42lgpNFifbi/4C4PNEdB2ABwEMJ6KfENG59voVd+MVCoMsngEwh4gamfkjWB1yEsBZZWtkkSGiE12z6WsBnEBEnZi5hZkfhyWXK8vSwBJhkMMzzLyDmX8CoAsRnW2vVzXvvbgYZHAngPeIqMGe0OgGoHdZGldiTO9J+3n4AYB+RHSqvV59+VpZGtz9J6xic2vtd8QyWApth3K9dl9/Zv4DM6fs7/cBmEBE1xDRweVtafHRZHECkFFSPgAwDsDTAD4kovOJaGw521lMNBl80l50DYC5RHQDgBcAfIuIbiOiReVrZWnQZHGivagNwGH2s3A/gM8A+AEsq31FUvGduG3i+wKAT8KyKlxNRGfYWqF6CN8DsJiZ95axqUXHIItv2q4xzwGYCqAvrNm0QwD8AcDxRDSiI84k+MjidADLYL2Uf0tEj8Hy3XwAQLeONmgly2f5CViuMF9V58fMywH8DcB19noEy21oKBH172j3g58cALRrn68E8EVlfSpLQ4tIkAyYOc3MrUTUE0AnAC+XraElwOfdcAaAntpqXwTwXSBjoeqQ+PWfALraM9B7iWgorFnoFWVsasHwu/5E1N9e5SMA82FZ6T8AkBlPdDQMsviWLYteAMYAeNm2Pj0D4HsAvm9vV1euNhcagwyuIqKzmfkdWAP1CfZvpwJ4Dda4qUO6ExpkcQ0RncPMq2GNk24HcAMzHwfgWwCOJaJ9KnHMUPGDOVtohwG4gpnvBfAFAFMAHKmt8wysWaRjy9PK0uAji30BfJKZVwAYCeBDe/VXAawHUHE3XSEwyOKLsBS4KQDOAfANWA/hmQBaAYzsaINW27L0AKxn4UMA52k/fxPAx4hokubfvAPAzpI3tMgEyIGUm5ztNqXif7ppM9AdggAZ6M//cADbmHkdEQ0hovklbmZJ8HlPTgawSFvnDwDeIqIvAZlYuQ5HlP4TlmyWM/N2IhpERFPL0NSCEXbOzPw4M79quxK+Cktx21Ou9hYTH1lMBXAEgHWwLA8PAjgTlgXmXXvTDuNO6Xc/ENHJzPwjAJ9i5uXMvAOWG113ALvL1+Li4SOL/Wxr1A9gjSGT9rpvwlJqK9IyXdHKizZ7uBTAXACwYxneAjCJiCbY63WHNePekWfQ/GSxHMA029z7KIDr7fXOhOXHuKXETS06PrJ4CNZ9sT+AMcz8IjP/xV5vBoB/l7yhRUSTwY8AvAHgrwAWE9FAALBnlW4HcJNtCv40gH4AOpQCFyQHW3FJIPue+wos//63AQwoeWOLRIgMWJtFHQwgSUQXw3I17TAyUAS8J9+G1WeM11a/AMD1RLQOlmw6FBH6z0n2730AtNj3xSMAhpa6rYUi5JwnEtE41yYLYSkuHU55CRkzTIEVD7gWwH+YeRKATwE4lIgGV+JMey4EyOBNADOIaDxbMdSKI2ApLh0u/itAFssAzASwHVZCiy8S0SQi+jqsyfG1ZWhuKBWlvJAr84s2U74CltvPfvb3JwD0gJ2fnJm3wwo+648OQkxZNMGSx00A6shKfzgJwGm2bKqamLLoZv+pFLHPwZpxvq9EzS0KfjJg5jZ7BvEZWC+hS7R1/geWAnM2gPEAzmbmqu6kY8jhc+p32899NICbYbkJTLdn3KqSHGTQbq96BIBjYLmLHM3M95Ss0UWCiHrY/9VsYVifod4NUwH8BNZ7YToz/7yU7S4GOchC1QQ7Dlaq2DEAjmQriL8qyOGcu5OVaeo0InoFwAgAX+UOkLghhiz+Ces5+AjA+cz8DXv9zQDmMPP7JW14AYl5P3RH9n3wKSJ6DdZY4WsdwUsjB1mMZObrAfwSwEWw3gcnMfOmkjY8IhWhvBDRTCK6C8CVpBWb1GYMnwPQDmAhEdUx8xuwZsr0PO2fYuY7S9XmYpGjLIYCmGW/fE4BcDIzf5KZ15W6/YUkj/tif/v3t2G9nE9g5qq0QAXIgIgciRg2AvgjgHG2S1A/suI7fgHgPGY+uZrvhxzkMN6WQx/bMrsRwH8x8ye4SjPx5SEDNanzawALmfmSKh+gJIioOxH9GVaMTyZrmKbYhfUZmwBcyMwnVev9AOQti1n273cBOLxa7os8z3kGW5mm1gC4gJk/Y7tcViU5yuJ1WIP0aczcQkRJ9f5wWSGqggK9D1ahdu+HN2Al65htr/8LAJcw8+nM/KHnIBVCWZUXW9D/Bytt5aOwBHgVWanaEmrGkK14jqWwUsBeZm++F8BKtS+2UiFWLXnKogW2ryoz767mhw8o3H3BzG8z8wulbn8hiCADtl2COpGVMSjFzP8E8DqsoMMnYLmDwO6sq5ICyOFJAP2ZeRszv1W+M8mdAsjgcSIay8z/Yua/l/FUCoI9g7gDQAOAwWRnD7I74pS9jt+7YZX9+xpmfrXUbS80ecpC9Rm/Z+bHSt32XCnQ9X+cmZ8uddsLTZ6yWGn/nmKuXjexAt0PzzLzk6Vue6EpxPvAXqfiQzDKqrzYgn4M1qzPnbCyvzCAlDJxkZXK8HYAz8PSJGeRVRF1Myzf7g6ByCJLAWTxSFkaXkAiyuCbsGp3DLS/nw8rUPtWAJOZ+e0yNL2giBxEBj5MALABVmHeJUTUTU1qdPR3g4FcZVHNfUYtnrMfIgt5H+jUxv3AzCX9A3AggHGG5QsAbIWV4vUGAPsAmAfgHlgB2Gq9rgCaS91ukYXIogpksED/Xq1/IgeRgZ8sYGWQA6wMOHfAiu27EcDFsFxhDu6I74ZalkUtnrPIQmQgsgg59xIKuRlWhpsdsDIadHEJfCasIFIAuBrAdwAM07ZPlFtYIguRRYXKIFnucxA5iAxKJQv7t4MA3Gh/PhfWTOOfYNUvUetU/buhlmVRi+csshAZiCyi/ZXSbawLLBPdxfbneUAm7zSYeSkzP2iv+yCsTnozYPl8cwfI/qAhssgisshfBlWfKcdG5CAy0DHKwmY1rIw5vwHw37AqZK9gO+C4A70bFLUoi1o8Zz9EFiIDnZqXRVGVFyL6DBEdQkTd2cpichuA38IKMD+AiAb5bDoDVuVbFWBU9YIWWWQRWYgMFCIHkYFODFn0BNAXVqG9abBS/Y4noomAyAJVKotaPGc/RBYiAx2RhRPlilC4HRIRrOJn98AqiPcOLM3wEmbeaK8zB8DJsIoj/dJe1h3AAbDcINYBuJSrNDuQQmSRRWQhMlCIHEQGOjFlsZSZ77KX9dF+7wqgga108VVLLcqiFs/ZD5GFyEBHZOFPQS0vRJS03Ru6AXifmQ+HVcV4MywtEQDAVorClQAmEFEPImpkq5giA/gWMx/TATpkkYWNyEJkoBA5iAx0cpDFeFsWXZh5I1k1KhLMvLPaO+dalEUtnrMfIguRgY7IIpiCWF7IKn5zDYAkLD/s7gBOZObT7d8TsNwbPsnMT9jLugL4FoA5AIbBKphUtcXCFCKLLCILkYFC5CAy0MlTFrORLbInsqhCWdTiOfshshAZ6IgsopG35YWIDoGVM7ongBWwhN4G4DAimgVkfOyusv8UiwFcCOAlAPt1BEGLLLKILEQGCpGDyECnALJ4GSKLqpVFLZ6zHyILkYGOyCI6dQXYRxrA9zjrazcNwEgAVwK4GcAMW1O8H8B8IhrBzCthBRktYKsSdEdBZJFFZCEyUIgcRAY6IosstSiLWjxnP0QWIgMdkUVEChHz8jyA39qmLgB4GlbdgTsBJInoYltTHAKrIvRKAGDmBzqgoEUWWUQWIgOFyEFkoCOyyFKLsqjFc/ZDZCEy0BFZRCRv5YWZdzPzXs7WFzgCVlEcADgTwEQi+jOAX8HKN60yKHQ4RBZZRBYiA4XIQWSgI7LIUouyqMVz9kNkITLQEVlEpxBuYwAyQUYMoD+AP9qLdwD4GoB9AbzHVm7qTMG1jorIIovIQmSgEDmIDHREFllqURa1eM5+iCxEBjoii3AKmSo5DaAewEYAk23t8OsA0sz8lBJ0jSCyyCKyEBkoRA4iAx2RRZZalEUtnrMfIguRgY7IIoSCFqkkogMBPGP/3cHMtxds51WGyCKLyEJkoBA5iAx0RBZZalEWtXjOfogsRAY6IotgCq28DAFwGoDvM/Pegu24ChFZZBFZiAwUIgeRgY7IIkstyqIWz9kPkYXIQEdkEUxBlRdBEARBEARBEIRiUciYF0EQBEEQBEEQhKIhyosgCIIgCIIgCFWBKC+CIAiCIAiCIFQForwIgiAIgiAIglAViPIiCIIgeCCiZiK60P48iIjuLeKxphLR0cXavyAIgtBxEOVFEARBMNEM4EIAYOYPmPnEIh5rKgBRXgRBEIRQJFWyIAiC4IGIfg3g4wCWA3gbwERm3peIzgBwHIAuAMYCuAFAA6yaBHsBHM3Mm4loNIAfA//fzv282BSGARz/Phr5EcbGUinZSGY0SYlslIVSlGahhElJ2Y2yGgsxZVY2koVYaSgbf8BMaoiIaahRNCsrqbmmxo8yj8U9NMYl9/gx9+j72dxz33ve53nP2dyenvMeVgHTwNHMHI+I/cBp4BNQA3YCL4AlwCugH5gALgCLgXfA4cx83kTuYWAU2AG0AUcy88HfuVOSpH/JzoskqZFTwMvM7AROzvltA7AP2AycBaYzcxNwDzhYnHMZOJGZXUAvcLEY7wN2ZWYHsCczPxZjg5nZmZmDwDiwvYjZB5xrMjfA0mLtx4Erv3crJEmtom2+FyBJqpyhzJwCpiKiBtwuxseAjRGxDNgK3IyIL3MWFZ8jwNWIuAHc+kH8duBaRKwDElj4q7lnnXcdIDPvRMSKiFiZmZMlr1eS1CIsXiRJzfow63hm1vcZ6v8rC4DJovPxjcw8FhFbgN3Ao4joahD/DPUiZW9ErAGGm8j9NdXc1D+5HklSRfjYmCSpkSlgeZmJmfkWmCj2txB1HcXx2sy8n5l9wGtgdYNc7dT3vwAcKrd8uot824BaZtZKxpEktRCLF0nSdzLzDTASEU+BgRIhDgA9ETEKPKO++R9gICLGirh3qW+sHwLWR8STiOgGzgP9EfGY8k8IvC/mXwJ6SsaQJLUY3zYmSfqvFG8b683Mh/O9FknSn2XnRZIkSVIl2HmRJEmSVAl2XiRJkiRVgsWLJEmSpEqweJEkSZJUCRYvkiRJkirB4kWSJElSJVi8SJIkSaqEz8/nl+xSKoqKAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Support Vector Machine (SVM)\n", + "from sklearn.svm import OneClassSVM\n", + "\n", + "svm = OneClassSVM(kernel='rbf', gamma=0.001, nu=0.03)\n", + "x = data_frame['value'].values.reshape(-1,1)\n", + "svm.fit(x)\n", + "pred = svm.predict(x)\n", + "\n", + "res=pd.DataFrame()\n", + "res['timestamp'] = data_frame['timestamp']\n", + "res['value'] = data_frame['value']\n", + "\n", + "res['anomalies'] = pred\n", + "res.plot(x='timestamp', y='value', figsize=(14,7))\n", + "a=res[res['anomalies']==-1]\n", + "plt.scatter(x=a.timestamp, y=a.value, color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Isolation forest\n", + "from sklearn.ensemble import IsolationForest\n", + "\n", + "isofr = IsolationForest(contamination=0.005)\n", + "pred1 = isofr.fit_predict(data_frame['value'].values.reshape(-1,1))\n", + "\n", + "res1 = pd.DataFrame()\n", + "res1['timestamp'] = data_frame['timestamp']\n", + "res1['value'] = data_frame['value']\n", + "\n", + "res1['anomalies'] = pred1\n", + "res1.plot(x='timestamp', y='value', figsize=(14,7))\n", + "\n", + "a1=res1[res1['anomalies']==-1]\n", + "\n", + "plt.scatter(x=a1.timestamp, y=a1.value, color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Support Vector Machine (SVM) for all features\n", + "from sklearn.svm import OneClassSVM\n", + "\n", + "svm = OneClassSVM(kernel='rbf', gamma=0.001, nu=0.03)\n", + "x = data_frame.copy().loc[:, 'value':'year']\n", + "svm.fit(x)\n", + "pred = svm.predict(x)\n", + "\n", + "res = data_frame.copy()\n", + "\n", + "res['anomalies'] = pred\n", + "res.plot(x='timestamp', y='value', figsize=(14,7))\n", + "a=res[res['anomalies']<0]\n", + "plt.scatter(x=a.timestamp, y=a.value, color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Isolation forest\n", + "from sklearn.ensemble import IsolationForest\n", + "\n", + "isofr = IsolationForest(contamination=0.005)\n", + "x = data_frame.copy().loc[:, 'value':'year']\n", + "pred1 = isofr.fit_predict(x)\n", + "\n", + "res1 = pd.DataFrame()\n", + "res1 = data_frame.copy()\n", + "\n", + "res1['anomalies'] = pred1\n", + "res1.plot(x='timestamp', y='value', figsize=(14,7))\n", + "\n", + "a1=res1[res1['anomalies']==-1]\n", + "\n", + "plt.scatter(x=a1.timestamp, y=a1.value, color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ChychaMelnychuk/Feature Engineering/ambient_temperature_system_failure.csv b/ChychaMelnychuk/Feature Engineering/ambient_temperature_system_failure.csv new file mode 100644 index 0000000..d9d6bb2 --- /dev/null +++ b/ChychaMelnychuk/Feature Engineering/ambient_temperature_system_failure.csv @@ -0,0 +1,7268 @@ +timestamp,value +2013-07-04 00:00:00,69.88083514 +2013-07-04 01:00:00,71.22022706 +2013-07-04 02:00:00,70.87780496 +2013-07-04 03:00:00,68.95939994 +2013-07-04 04:00:00,69.28355102 +2013-07-04 05:00:00,70.06096581 +2013-07-04 06:00:00,69.27976479 +2013-07-04 07:00:00,69.36960846 +2013-07-04 08:00:00,69.16671394 +2013-07-04 09:00:00,68.98608257 +2013-07-04 10:00:00,69.96506224 +2013-07-04 11:00:00,70.55619466 +2013-07-04 12:00:00,70.30750511 +2013-07-04 13:00:00,70.24625215 +2013-07-04 14:00:00,69.85490839 +2013-07-04 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