{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Prostate cANcer graDe Assessment (PANDA) Challenge\n# Prostate cancer diagnosis using the Gleason grading system\n ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"**This challenge provokes us to design a model that predicts the ISUP grade for a given tissue sample.**","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Gleason Score & ISUP Grading:\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# 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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Imorting requiered libraries:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import tensorflow as tf\nimport warnings\nwarnings.filterwarnings('ignore')\nimport os\nimport cv2\nimport numpy as np\nimport pandas as pd \nimport skimage.io\nfrom tensorflow.keras.models import load_model\nimport albumentations as albu\nimport glob\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Hyperparameter Initialization:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"tile_size = 256\nimg_size = 256\nside = 5\nN = 25","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Loading pretrained model:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"multimodel=tf.keras.models.load_model('../input/all-model/multiclassmodel.h5')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Preprocessing: Tile Pooling\n![image.png](attachment:image.png)\n1. This tile pooling was applied by https://www.kaggle.com/iafoss \n2. To get more information of data we extracted 25,256,256,3 tiles.\n","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAApcAAAHrCAYAAACaZLa2AAAgAElEQVR4AeydB3icx3aend7jOD1xepzeE6c7dpxix75O7Njx9fVt6o2SKKqwiBUkwU6CvYMgCgt6L4td7C6Axe5iG7YvKsGmLopibyD55XmH+uklRFJsEiTxHz7Lxf5l5sw3M2e+OXNm5idkBxsBGwEbARsBGwEbARsBGwEbgUeEwE88onjsaGwEbARsBGwEbARsBGwEbARsBGSTS7sS2AjYCNgI2AjYCNgI2AjYCDwyBGxy+cigtCOyEbARsBGwEbARsBGwEbARsMmlXQdsBGwEbARsBGwEbARsBGwEHhkCNrl8ZFDaEdkI2AjYCNgI2AjYCNgI2AjY5NKuAzYCNgI2AjYCNgI2AjYCNgKPDAGbXD4yKO2IbARsBGwEbARsBGwEbARsBGxyadcBGwEbARsBGwEbARsBGwEbgUeGgE0uHxmUjz6iS5cu6b333tO7776ry5cvmwSuXr2q8+fPP/rEHiLGTz75RF6vV+l0+iFiubdXr127ptHRUR08ePDeXrCfuonA9evXTV3q6Ogw9ermDfsPG4E7IIC+SSaTOnDggBwOhz7++GNRj2iHuVxOdXV1am1tNfWKa19WIE10YX19vU6ePPllJXNP8Z44ccLoH76RayoC5XL06FEjx7lz56ZChG9EmtTX/fv3mzozVWX1jQDqSxDSJpdfAqgPGyXKoqmpSf/4H/9j/ef//J/1n/7Tf9K/+Bf/QkuWLFFNTY3cbvfDJvFI3r9w4YJpuP/kn/wT/dk/+2e1c+fORxLv7SKh40KZ/vjHP9af+3N/Tn/9r//12z1mX7sDAp9++qkWLVpkcPtbf+tvKRQK3eFJ+/K3AYErV65o3bp1+qVf+iVR3n/tr/01o0/+3b/7d+Lzb//tv9U/+2f/TD/zMz9j7tMBTw4MYp9++mlt3LhRa9as0V/6S39Jf/Nv/k3F43HNnTtXhYWF2r59u/7G3/gb+umf/mlTpyYmJiZH80h+X7x4UXPmzNFf/st/WTt27HgkcT5oJCtWrNBf/It/UatXr7456H/QuO73PQjSqVOnNG3aNP35P//n9Rf+wl/Q+++/f7/RPDbPL1682OBEHbYMNI9N5qc4oza5nOICmJw8hG3Xrl2CsEEAGB3zGR8f1//6X//LKNeWlpZbXoN4nT17VijgrzIwej5z5oxefvll/dE/+ke1ZcuWLzV5lMM777yjP/Wn/pRRGF9qYt+yyCEbH374of7bf/tvpkMKBALfshza2clHAJ2APjh8+LD+0T/6R/rjf/yPG73y0Ucfyfp88MEHOnLkiH7913/dkMf892nbb7/9trmHTiKuvXv3mraHbvq5n/s5Yw3iusvlMu3xzTffFLMtDxuIA32Wbwnl70QioWeeecZYSR82jYd5/9ixY/r+979vsM2X8WHivJ93IfDowb/39/6e/sSf+BPfilkI6hsDYL4fNNBPTn7/0KFD+t73vvelW9YfVOZv83s2ufyalW42mzXWhBdffPGWkRaNhmkhrJiTySUKHsVORzEVYf369abT+bLJJXmj40GpMmq3w/0hQEf4u7/7uza5vD/YvtFPY+X6zd/8Tf3JP/knzSzD5MxQJ5g6LCoquuUW7Qxr5/Tp029e59rx48eNpfI3fuM3bg5mGfRhPZtMCG++eJ9/jIyMCOvgZCsovyG6kwnEfUb/0I+T/lTLwezWf/kv/+VbQy6pOxB2cH2QgKvEc889d7NOWnF8HcrKkuVx+7bJ5desxJ1Op/7Mn/kzxho4WYliferp6TE+TpbYKFymqZgmZpQ2FQFS+af/9J/+0i2X5I2ODHcBm1w+WEn/4Ac/sMnlg0H3jXzr9OnT+n//7//dkVySKfRMvu5g6hUS+Qf+wB/QW2+9dUu+6cSxghIng9pHHawp31deeeVz5PJRp/VNjg+XBWYhvg2WS3Q6BhMGMw+ynoD6O3/+fGNlf5D3v8n14Ossu00uv2al4/P5jP/iX/2rf1V9fX23WC8RlRFef3+/kRqyySIaLHko/N7eXmO9ZKqaQCfBVOjAwIBqa2uNAz6dTb5jM38zPRYMBk1axJ/JZNTe3i4W6txu2ocOgGeam5vN1BD+WJPJJQ0eiwiLARobG03akx3grWf8fr8YiSMr/qQ8ZwWeYQqIRSjkG+st03L3Si7JA9Zg8o/Mt5s6ocPkHjLwdyQSMR+enZx/8BkbGzPY8DyLGpCZRVeTLS10vkyhDQ4OmhF5KpUyf1vPgT1xcJ+FCpQT8t4ugCXvkw/yg5yTZeM9FDVpUheIj/fA0Ao//OEPb5JL5MOPlcVYYEx9ssO3C4G7kUvqH/WF9m/VJeoALjgNDQ36fb/v9+n55583v5le50Nd+cN/+A/rl3/5lzU8PGyuWfWGOLBgUk8ZBFOniH9yoI5T51kgRFuiDRCYFl22bJnRJUxlsnAP2YgDWdFrQ0NDpn6TFnmz5OKb9CzCi0zWPdpDvhy0B+o9MuJ6hJsA8d9rQF7yDgG3cON99AW6g3wgB+mTx/z0yQM6G/2KvFbb5H3iZfaJ97HgYcG13rees2T8InKJjkZG0uEbq7MVkBk9imsMuJAuuLa1tRkdbKVFOdEvUOa304XkkTygv8Ph8C3vkh/Kh7StMgQH1hJQvywdiFyUAf0dfQj6lLKxLJiWrOBKnUTOfALJ+8XFxWbm7Od//udNvUImq05aeUM/W2Vl4cC7yIRbh8fjMXnJx4nnrGcw4CAzmNAPgR3lZIc7I2CTyztjMyV3UHS/8Au/oD/4B/+gcRp/7bXXjCKwlB8NxFKgEAeUP870+Dz+6Ec/Es9DKlAQrPDEaZ+FNpCzf//v/73+9b/+16ZBER8N69VXXzXklIVDECwWAODkj6P4P//n//yWtHkHYvOd73xHBQUFRnFBVv7hP/yHt/hc0rBZQcoU/qpVq4zS+h//43/oZ3/2Z03HQzwoKxYF/P2///fN+6T9T//pPzWkkSk3AkqERUy/+Iu/aOJDiZAHLLv3Qi5RAixcWLp0qVEe//N//k+TBp0figIZ6MzACFx4HjnJOwuUILEQfLCkU6ioqDDpIycK96mnnjI+sD/1Uz+lv/t3/67KysqMUkMhoXCJ62//7b9tpvhmzZqlv/JX/opZPBGLxUz6KMr//t//u5YvX27K6v/8n/9jsEDJ5wc6mH/1r/6VWaCBIqR+UDYobqsj4HnqAxYffOVY+IWPLrJiFbDqjEUuSQP8iQeLAfJzzapn+enbf39zEbgbuaSdMpiFQFgBUkIdwjIJuaTeoSOsD5bvP/SH/pD+wT/4B8J1h+vUd9pqaWmpucYKcuoyg17aFwMyAkSGQc9v/dZvGUJA26Z+khZErby83OgWrHG0SRatMD1OvWbBEfqDegphop5CUqjPLChCHp6xSAvfDMTQTSxsgqzwDvnDGsvitn379pkFk+g7ZM5vSxYe+d/gRRtBB7Ggh3dIB5KBnkNmdAbE44033tC//Jf/0rQtFlRVV1cbeXFLwQcWnY1s4AE+yEL+wAP98OSTTxrdgq7j/d27d98i353IJXmkPL/73e8aPGjjLMJCZyMnOh9XB/L8X//rfzVEl7IiXRZsgSNWbHQkuokyZBEVepSBgBXop+gD5s2bZ3xx0UnMKFVVVZmBL7qS/KDfu7q6jE8v2JBvyguDA7JifECPos9x3aBOvf7664ZkgzeGC+IhPvAGO3yEIY0EyCoDEQY81I0XXnjB6DUw5R5yU1bUGatu8B7yv/TSS3r22WdVWVlp3MrQhQsXLjTyUxcYBBA3s4JMuaPT6dMoD7D67d/+bVOfLEzs71sRsMnlrXhM+S8aAKM3FBVK/I/9sT9mGi2rMidbtWgAjEBp2ChkGiqdCUqcxgWZoXFALIgXskmcEB0aLtYvOhcaNY0eRc0IlPTpYLi+bdu2m6NeRn8oVho8iop0UFaMGInX8rnkOVa3/9//+38NgaPzgWxCwn7nd37HKEnko7GiuFCgdDAoxR//+Mdau3atSZNOAUUECSMtOgi2IKLT+yJySf5QdpBGLKL8RmkjA/KCEx0NaZJ34sM3jU4ASySKF2swK2vJD8qcBQX/8T/+RzPCRglSJnQOEHywQulA+MCajm/lypUGF3yJUKZ0npB3LBqUG8qMDhlFCUaMuFkogeKC1KJ8yTcEFUWPvOQDZU15gyVyEcCGToLVvXTGlDkdBBYBOgisQATKGFkhCeQTbLdu3WrINB0S5WKHbw8CFrn8I3/kjxhShfWHD5ZyBkN03OgAKzB4pW13dnbq9//+32+ICPXO+qAfiIu6RgfNdd4hLjpgrlH3sFahKxik0Uaot7xLetRt6i2yPfHEE6Y+svKaARwWJNoi5Ap9x3N80EmQUnQFpIFgtTPIE+2aga8V0I20QQZ4yEhbQgbaLfWdtGhzWAdpI3wguDx3p0A+absM4iEz6CLipP2ieyFPyAEpJq+QMUgj+SHfrHbnOjqCAT/YoCPRw1jGwOsnf/InzeAQGcEJokVbhyDlb/UGJpOnxZGdPKOz+CZ/tGf0EP0IegrLMhhb+oq+gHgtfcViSQb3CxYsMHlCVkgYcm3YsMHoI/I7c+ZMbdq0ydQVZEF+8g/Bw7hBWZA3ZEcnUecwIGDkYLcPSCeygR+4owspW+SjbLgOfjzLlDd5QReyQwHYU98oD/QeZYiupqypd1a85AkdSd+E/qW+ELiPTqbPQedSX6kjEGV0L8YIniEudDxYUX7kmXzSjzBwp1wZ7Nvh9gjY5PL2uEzpVRoWUwOzZ882FRglT6P/D//hP5gphPwRNg2dRsX9fL8pGiikBIJmBRo9DQ2CQUMl8ByNGgLC+1bcKEsUJc/S0GiYND7iRElYSpjnUUQ07nxyiawoLis+GiQWQUiS1cjpiBgp00iJk2fJD+lZ97AAoESswD0UAO/cLYAhCivfSRxCh5Jm9GsRdb5RinQuTM+gxJADMsZ18gUBJL9gRadHp8AIHaWKbChEpgnpdLnPs1wHbxQhypp8IRNKjDygcFHYEEEr8A4DAMgzVlZ+U04oYjoZ3icgG1NIEGBkImDdxAJJZ8B7BNIk/8gGQSZQnpQrFhirDqBg/82/+TdmlA8Rt8O3BwGLXDKzQWePtZAPW7Sw8hqrTD65JOfUHwZ+6J3JPpeQPOKiY6ZTJlBnGFjR0dKho7v4YAWiTTBog0AwCIaAQl6twACHjpuBF+kye0D7xgJl6QmeJS0s/Pnk0roOEYPEQHaswPNY1hjUEogbYkDbpV1aMjIN/Su/8iumzTGozU/TimvyN1ZE0rPIJfdJjxkW9At6xIoH3cCAlLZpzZjwPOmDGYSSGRSLaNM2GeBauoV7yIcewVBghduRS/QWljh0EPmy8shAgfcxNqB7wJ900G/oREtfUHbIj05GJ1jXkRvdTdnxPvUFSyezN1Ya1AsGp9QNyh08IGnoOCzI/Cag74gfowLYENCJ6B+IJPkioEMhl9RPiKF1jfKkXmKRtfoW4oEAgpP1vnlB0ubNm40OzyeXrGsgfWZ0rDh4HszoM0iT/opAOyDv6HBkRy7KFv1PmtQZO9weAZtc3h6XKb9KJaYhM8Xyq7/6q6YiM1WOlQ1fISvciVyiGCAaKBJLIUBocNLHamURC95HYdOoaORWQNHQqBj5QWBoWCgjPozo8gMNON/nkrixaEIQeZeGytQHBJjRtkWSUJzEh+LNJ1ncZ2RP40Ux5Qfihhx+EbnkHZQFMpB/lB8dJTIwHUXaBPBBhr/zd/6OkdlKi3Qg9yhlvvkNVuSDzs9SPjyPsoGsYR1gGobRNAG/Mq5hOcgPpAlJx+JCOecHZKXjIl1kt5Qs8nKPjhGrMkqcztoil3QoxEdnYQXepUxJz+rsIJeUK/XKCmAPmWUKNP996779/c1FwCKX1Cm2EqIOWx/qFDs9PCy5hBBCViCsWLfYU5APvxkUQQqxZNFpMwClLVkB0kH9s0jBncgl77CifTK5pI6jayBOWM3IL4F6T522flP/kQ2dki8jcjJoxp0IUpdPNiwZJ38z/U48+eQSncUgH12GrrECVkmsXLRN9JEVIETMqjB1jj5FTtowugW9bQXkgdyhD4jbase3I5fIwHQ308b5eYQAzZgxw5QF71H+kGxIvYUP6SETg2z0oTX45rpF8iCP4Io+wxgBibTKmrLhNziCD4N0ZrggjBA0K6CLGBRDYiGmBOKcTC65Tl7RocjLM8zYIAODb3ZHsbC4G7ncs2eP0acWuaRf/LVf+zVDevPdQUgPmZk5Y0BEPaVu4esJEaVsrPR4lsE8dQAXJDvcHgGbXN4elym7ijKxyBdC8JtOAB86lAvkkJGfRcZoeLezXPIuipv3mHqiY+FvCOq9kEsUYT65xFqG4mF0bhEzCyQaYj655DpEiBEi1hGmFvBrQaHlk0vLakingxK2AgqQqSc6REbd+YFOBuV3L+QSHOk4kQHlhzx0grcjl3RMWFfyA1MvkFEUjtUhW36WkLz8wG8UKSN6FCGBKWfIJVN++YGyszoLFFh+QIFhqfyJn/gJY8XhPnlGmZE2bgqM3sEmn1ziAkD5fBE5vB25pDyZrrfJZX5JfDv+hjxgZaQjpNPPD3S01MV8MsR9rt+P5ZJpauInHtq91Vasb/QQVi7aP6SHTvxO4W7kEiI8mVwSD2mi49BBpEO7Z/rVmknhGa4xvUt7pL5bsuV/084mt8fbyXk/5BIyhUUN9558cgmhhFDhPpRPLiEyTPPmB8gT2KGPrcHk7cglg1qIEYPh25UDeaVsefd25BI5bkcumdFCfogdehqrMmSZ8s7Hz/qb8gXLO5FL+hDyYuFxJ3JJWZAP+i50OD6XJSUlxnLJjJZF9u6HXFIX0XPMSOUPsMGb9CCLlusY8d+JXNIv0Tfg6mCH2yNgk8vb4zJlVyEkTBVNDjRYfJcgVShY/P8INOjbkUsUDb4/kAZ8anifbxrOg5BLa2oEEoMSyg+TySUKFT8Z0o5Go0aZMSXFqPxeyCV5YiqXjgBCnB/ulVzSmUDqmHaCYBInciPDvZJLnMAho0zvky5x3IlcUm5YT7AGWJbLu5FL8saUkdVZWHlkMME0GuQSaw/pYllhTzv8tYgbvy/ezSeXKEyUHRbnyR0kZQ8eBJtcWkg/Ht93I5cgQF2hjvFNPSHcL7lkepHBDtYhq57lo0u8WIkYfDG1ag2+Jj+DHA9CLmkzWLhoq+gNCBBT8bQFKyAXi48Y1OX7Zlr3+YZ0TW47+fetv79qconbATNWX2S5hDihVxhM3C4f6I6HJZfodvoVyGG+RdLCBkJGOfJ5GHKJ/NRdFkBBarGeUobd3d0PRS6RCx2NkQU3jsk4MfgBQ6zuYGWTS6tk7//bJpf3j9mX+gajKRovjWBysKYUIJeW5QzCw/QPxMLyuaRRsE0QjQT/ICs8DLlkCoPRKuQWYpvfKCeTS6aIGQHjfG2NLu+HXKIkGZlChBkl56cFLlgu6ajuFsgro3M6FIvsoaTvRC6ZFp9sucQPDCWKtRAZ7kYuyR/kEt8c8CfciVzSuTJ9xeiZzjQ/0FFizaAjQW4UOB03ys7quG9HLum0mSrH/5VOMj/gz2pZp2xymY/Mt//vLyKXIEDdpk6yyIdA/b0fyyUdMFZDpnmxCua3VyxPTKNC/tAfkCTIXf4zpI37C/XWIpcsPrHqOzLR7u9kueQ+upFBGQQTqxJWStqSFdBDtGNmfvBLtPSSdZ+BJzMV+e9Y9yZ/f5nkEn0DVvkByxzTyFhArQBWkxf0gBcDZ6zI+H3mY8zfDNQh+rz7oJZLcMaPn/IG48kDBXw1wZHyul9yiUzoWALlgw8tOpL+xAp3I5e4H0zWfZOnxcEBwsogA5/cyc9zjb7FMmrY5NJC/v6/bXJ5/5h9qW9gncT/EQJnkRQrQaaRGXWhoC3rIY2DbSZQKCzCQTlCMvF/QZFylCSB60xfMWJj1SWdDg0Z5Q9ZxY8RxWEFa1oc/xTrWRbjQFjxd7GUCvEy5cx1lAky0wkgDw7dKDwUGqNEy9pGfKRFR4QllPzkLyQhTqvDQuFYRBrZkBd/H9LjuTsFpo5RTBxNCUbIhfWVvELsUIJYDa2peWRgdGwFZMZPCZ8oa5rKIpcoH6bfrIAiZDUknWf+VAudBIQPy2N+IG4c0lFw+ChZHR2KD0xQ3Cy64DfbL1FmKD2wJB9YYskbnanl18o1OlbIP+WM9QaskAF/ITooAlZr5M/32yVNrMxM6YOLHb49CNBOae+0R1YuTw7UMdoBvpGWDxp1jJXKLJxgcJYfIIbUafz6GAQSSIPdLWiTLCBj8EMbp03j78dAl/qI7zj1loUpWBWpn9RfFuRA2GgHtHsGaRAA5CJuPpAVy+fSWuCRLxdtw/J7ZnCW3w55jnwiFyQNGWhP6FDaNINKiBL6k7x/UbgbuUR29IwV0HNfNC1O2wQv2in6ySoH4iBf+BrSrvPbLDqN6WUGntZiPfQheoVZD/QWOgHcwQ+XIPKI7iHP6FWe4Z4VwOOLpsXJDwN33IjQNwxm0RnEQ5/BNDHykw4zR6SD/FbgfWtanPIgkHdWuJN33Hooa+LC1QEDAy5BBLBAH1Iv0Zu8xwCcOkT9Zpsg6lS+D+9kckk8Vh2jH6CvpG4QwBQXKHbssDBltgiDRP5sH8/a0+IGsrv+Z5PLu8Lz1d+EXFKZ8cdhNE8lhwDRgBnJsRCElWoWsaIRWwtPWHzDvnI0ZhQwDRP/TJQ309QsaIGoYKVDudKAIU5YPVEqWCdR8HQaNCoaO+QPh3mL8JE+CoNOB78mOiy29sHXh5E0o1ZGfRAYGi8KBgsmi4kYlWOR4zedFH6c/EZJMdK2OitQp6HjZ4PyhPTgd4OCxCcGRYuCYaGA5R4wuaQsIomyBxOexSJMWuSLfe7oTCxyCQYoLouUoZhReFgvwZhgkUs6UUgrnSfXIHCQM8goyg5lxXX8TCH4TGmTjlVm3EeRgxvysJAA5Ux8bHfBCBzCR6CTJz2IKx01FkwUK7jgn8VvcCQ9Og+uU3+YHmQfNtwCUM7IRZzEzTOUEXijyHmfaXXqABZYi+waAez/vpEIUMeot3SeDBxpn1jsGEBB7Phwj/pFO6P8aXO8B6mjrrFwgnpNJ0494b61nRnPU19Jg3fQOdRH6io6g62KGIxCKOnseYZFcOgE2hrEhulb6iPWdGvwA9HjfXz8IC58ICS0H3QOxBDLWb6usAqIdLDcETftYXKgXrMfJelDkGnfrKBnkEa7I493C+SBdsTAnffRIcgG6YEUMfBnAI1bE3GRHjqWNojuQ6dynQ/6Dz2MPkV/0DYhl8QLQUc/gDc6Gf3BIj4rzxBgsGcGh+ch0siAfLxHvig7fNmZ1cL4wEJDdCLlRdpgAMbgjZzIxOwGupXr1A+ukyZ1hOvshUxfALbUD/oB4sFiTXlDyiCX1Bfyg/UZXcPiTOIhPt5Hn4MTOh+5ySd1gbywVRRxoIeYokZ/kp8dO3aYfg4di+5nAIHuA39kB0v6HPo5Zr2ow5QVfSN1H/2PjrXKkOcoEzBHJuSlz4Sg0s8gF/FiNGCwjz6ljnKd/NMfES+DIAgt8drhVgRscnkrHlP+CysdjYsGiTJlxESngPWBiszonEZjBRQNBJTnWIWHwzMNmWeIh4aPAmUEh4JmZMbIEX9CFBfpoMz4MG1kdThYHYkTH0PipAGhmCBdyIKlgo4H8ojFEv8/NjxGQTGSRImjtFFspEGnRqMnbYgNSpfrLNwhbUbc+T485Auihxxsa4QyoRNkxAiJpUOi4aPIbhdQAqxiR1nQgSEjChmCjVzkCSWBckJJo2jAiw4DxQNRwwJIvq3A8+CBsoHkYpGk88OSC3bgSyBtyonr+AuhwCDdvG8FiCYjdzBBKbOxMaQRJYiyswJxcQ0FixWZPNGJQpR5j4GG1emQPrjTGWFZoHxQmKRL2bERMdPnWI7IJ8qdcmHwgYyUBZ0GHYsdvtkI0JEzhchqXto8A08sQVgoqXN8+JtBEm2J9kCg3TGopT5Sd6kTWOpom9Ql2g9x8Q46hT0Tqct0xFjWIAnMLNBe0V+QF2tQxTNMe9PeIYEQVNoc9Y10CdRlBmV05qQNIYUoMGVPnafu0k5Id3KHzrvMmlhTmibCvP94HiLDgJi2ASGBdDFtbxGPvMc/9yf5QG+iG5ADebDK0h4ZmKIb0NHEB5EjX7glcR28aJsMaNGxEGTKhQ8WWa7TBiFd6NF83UL7tHQLQtGeyQP6GTmI13J7IY+0acoPfFkciJUZowXyo/NJmzLgfeTDcEG/w3XkpJ6QH/Ql70GmeRYDAfUEWdC7DDTQrQwYINDIARbIx+IbcAIP9CCEG32ODgIP0kcHQXSRCxci/GQpF8qPukI66Cv6MPLJIByZ/vf//t+GzFInrXrDTBWyMKDmOv0fOhi3KuorZcUztAsCep+FprxD3JBWBhgQdeoR8WK4wDBBHuiDwZz6TLzUW+IlfowsVryfqzSP8QWbXH7NCh/lh6KjcqNUIY40QAgHDcJqTPliW8/SsPMrOY2E0RajMkvBW6NK3oFw8Jv0rA+NGuWQfx05rHh5j2eRi4ZOGjyLIiA+K3Adksl14uQ94uU3hImPlSbfxEHe8wOKkncZjdOoUU7EQ56Q6YsC7yIjuJAeARnAg3sEi1xCxtgChLhRtqRlvWMezLNcYqGhkyR/yEX8+XkHa6scrTzmY2jFR/5QgqRH+ZK2JZf1DN/EDQbIbZUD8eX/tp7nWeSy8mA9T14gypY8fJO2VX7WdcohPy9WvPb3NwsB2gnla5Xr3b4pc+oBgTp5u2dpN7e7Tp0irfx3qXtY8mgDxJcfeJb00B/Ud2ScHGgDtD/qOM9Thyenf7u4SYt88OzdAnHSdqw2N7md3+ld4p/chpCDNJE1Hx+u8SGvk6/TvvKv8S5tFnKJbkHfW7qF78k6Af2S/z5pTMaR35QB+gkdZ5UDaU+WifyTjztdz08LWdbuVrMAACAASURBVC28+EafU95WXwB2tysvyoR85MeVLzdlwj3KxeqrkJn3qCfUBysPpJn/20qT68RJXHxuV1ZctwLyo7upB9RHq75xn7Qov3x5uQ+uYJV/HRktma247W/JJpd2LXisEcgnlyjiuwWUCKNuOoB8P9C7vWPfsxGwEbAR+CIEIEUWuczf5/KL3rPv2wh8XRGwyeXXtWRsub4SBBgBMy2O7xMj2LsFRsJ0APg05m+ifrd37Hs2AjYCNgJfhADkkulofBuxXNrBRuCbjoBNLr/pJWjL/8AIMLWBXxrHsLHwB1+a/Gm+/IiZCmHPTvwZcRzHl+1Obgr579l/2wjYCNgI3A0Bpl/RLfiHs0gGH8zJ0753e9++ZyPwdUTAJpdfx1KxZfpKEMBZHaduHNFxomeBEasU8/1yLEFYVY+TOwuDWGDDwhpWFdq+NhZC9reNgI3AgyCATyGLoyzdwsCVxVOWj+GDxGm/YyMw1QjY5HKqS8BO30bARsBGwEbARsBGwEbgW4SATS6/RYVpZ8VGwEbARsBGwEbARsBGYKoRsMnlVJeAnb6NgI2AjYCNgI2AjYCNwLcIAZtcfosK086KjYCNgI2AjYCNgI2AjcBUI2CTy6kuATt9GwEbARsBGwEbARsBG4FvEQIPRS7ZmZ9zR1l1a39sDOw6YNcBuw48XB3gyDn7hKRvUQ9rZ8VG4DFF4KHIJee4/vRP/7R+9md/1pzRyjmt9sfGwK4Ddh2w68D91wHO2+ZMbo78+7YGiPPFi5d06eIlXb50WZfOX9TFsxd08dxF8ze/zYff1of7Zy/c+J1/3/r7/EUTF8f5PeiHfWyttE1axHnhki5fRMZLvydLXprW8ze/ef7S5QeWYbLsHJfIHpiTr9/P7wtnzuvC6fM6d/qc+Vw4d0HnuHbugjmOkTSM/JTH5XuT3bxz6d6fvx95H+ZZSy57C6evh/Z4aHI5ffr0m2eNfj2yZEthI2AjYCPwzUOAk1l+7ud+7ltNLvfv36/9FQdUvqlcrbVNKlu+R2VvbFXJW9tUvbpM1YtLVLWoWFXzi1U5Z6cOztyuije3qfiVDaqYvUOVhaWqXF6q8rd3qHLFXu1bWKyKxcVqLKuVp6tL3u5uczAChyPcz2dF4XJVrixR1bISlb2xUXUry1S3+YBayhtVs7pMFQt2q3JpiWpWlOrgqnJVLtmjyuV7Vb2sRPuX7dWBxXt0cF2FWvc3yev23Ffad5KTfXTpXz2e+4/P6/XK7fFo87Q12vTUCr39O4s064mFWj9/swpeXaFVb29Qe0u72ts6VLJsmw5sK1Nrc5scHZ3ydLnlvUuanZ2d2rBhgxxtHXK1dsrV0ilns+PGp6VTrnanuhwuubvc8rg96nJ2yeVwmeudLQ45eLa1U07ea+uUs71TXa6uh8aso6PDHG4BQbXD1CNgk8upLwNbAhsBGwEbAXPs37edXG7bslX7NlWodv4+Nc4pk6esXa3rqtQ8b7+6i5rlnndQba/uVduMMjnfqFDDU9vV+OIe1U0rUe0rxepYVKWap7bLOfuAWl6vUOOsfWorapBzS4uGBrIaHx9/oM/M196Uc1WNujc2y7u6VoFSp3p3d6prdZ08RU1qW1Uv9+52NS+ulnN5rZxFjerd2qa2VbWqm1WipjkVaimsVs/uDg1nhh5IhsmyZzIZfec73xFnjU++90W/Dx06pLFDY9rw5AYV/NpyvfLzb2vaz8/WzF9doLUvbtK2ebtUt6NB3nafypbsVWNZi/atrdKBtdVKD6Q1Ojp6xzRTqZSWFRaqp9qplpd3q3F6iRpfKFbtj7aq6oVdqpxXps7iVnUfdCo5kFBTSauCTr88Ox1qeKtCJc9vV/3r5aqdVqKDb+1V/boqhQNxHRo/dMc0vyi/3OdI3nnz5unChQu2NvkaIGCTy69BIdgi2AjYCNgIPA6Wyz07itXwVqnSK7sU2dKtMU9KjoUNiq/v0eiBiAaXu5Vd6VFmRZdShS4NLO1UfLlb6Y09Sq3rVWB2h8KLHQotd2u4PKJYZVjDDUmNNyZ1tGdUV69c1bXr1++7Mi1buFRDO3uV2+JTzw82qeM31snz22sVWdKmscakIkVeDe2PKVcW1MCGHqXXepTb2qeMI6nwik4FCzvlX9qhob39uvDRGV2/ev8yTBaa88affPJJM109+d4X/eaUsSsTV+R89aB6nqlQw/d2yfdSrXqn1cj7zEH1vVqryh8Wq/g3t6rjtWp1Tq9S77xmxVZ3KloZ0cSly3dMgqMpOVHoSOKQQovb1P9anVwvVcn9UpUqf1iixler1LO6U5FtPfpg5F29P/qe3h19V6c+PqXDXVmly4PKloUVWOtRpCKkj49+qKuXr+phEcOdZNmyZcaV4I7C2ze+MgRscvmVQW0nZCNgI2AjcGcEHgdyWbJrjxrnVSi+3CX/ModaC5vlea1ahyvjyu4KKLrcpfhKl+KrupRc0aXcMpeSy1zqmt+mwOouBVa6NbCxV+ntffKt9Si83af4xl7F1ruUrI/reGBcVy5N6H755fKFS5XbEdDYwai8z2xX9482KbmrR0ccGUWL/TraNaTxrkFlD0QVWNmpziXtGqgKa6gqpsw2vxKr3IoudSpXEtTRppQun7740ATzYcjl9avXdPnKVUXm1iv8o2IFnqpQ6PmDCk6vUe/MRrW/cECtL1eq5aUqHXh+nzyzGxVY0KbEyi4N18c0cfnSHSuqRS4/PXFSR7zDan6rXq5Xa9X7UrUhl02vVMr1arUiC9sVL/Lo06Mf6tSp0yI/p8+c0elPT+vEhyf16cenNXHJmsJ+WGop405ik8s7FttXfsMml1855HaCNgI2AjYCn0fgcSCXe3eXqGHhfgXmtsk5rVLBtU6lN/Vq7OCAhrb7NbjKq1RBp9LzOzSw3CX3wlY5326Vd1aT+le4FF/qMs8n9vRrcFtAiW0++Ys8ShZ55d/kVt2CVn167JP7JpdL5y/W0G6/ice5uEXhsqB6N3rk39qtkdq4DrfnlG0aUKLcr57iXsX2h5TaG1RiR58G1nQrtrFH2c29Sm/wKrWlR8c7B3Xl/J2tf58v/c9feRhyefXyhE5k35Pr+7sUeWqvwi9VKvxWo1yLWxRc6pDr5Wptf3636p/YI9/z5fI9f1D+mQ0KrnHq/IlzunZl4vMCfXbFIpfIN3HhsmIVQbXMqFX7rKYbVsuZ9Qq9UqP2t+oVWuHScE1Mn7xzQqdPnNapk6d05vQZnTlzWlevXtW1aw9PKi1BbculhcTX49sml1+PcrClsBGwEZhiBK5fu6ZrV67qysUrunppQtcuX9W1q9fEfN39WsIeJCuPA7ks2blHDXMrlN3Uo0N7IxrcGdBQcVDZXf1Kru9VuNCl5KJOJRZ0KL7Mqcgih4KLOhVa7FRklVv+pV3qWtKpSFGPIht65S/qUWCtU76VnfKu6lRbkVPj7kHd74rhpQuWqGNJi7rnNatvu1c9KzvUt7FL4T1+jVUNKL49oCGm7Q9ElasIa6QyrszuoDLb+pTZHtDwvogGK8IarohopDKqbGVEJw99KKan71cWq+48DLkcd2U0Utqn4LP71PtkmfqmVan/lWr1zWtRdIlTvlmNCu0PqfOJPfK+Wq3uRc3yPVOuw3VxTVyY0LXr1ywxPvedTy6vX7+mS2cuaLQpoci8ZkVeb1Df9FpFF7Sqf1G7vAvbldkV0PHgmI5mjmgkOqozp07p1ImTOn/6orEy08auXb3+0G3MJpefK6opvWCTyymF307cRsBG4OuAAATg8rlLOtSQ1WhlTGPVAzriHNInwx/o8sVLN0nmlynrY0Eud+1R8+Z6Zcv7NVodV3aTT5ktfqW2+5Xd3Kf0Uqei89uVXOJSqrBL2QKnBhY4FFvqVHilW+HVXvUtcZhp8nBRtzoK2hVd5VJfgUP+1V2KbO1RpiIkLHf3E5gW717pkL+wU8kdfco0xBUvC2i0PKqRygEN7u5Xeluf4rt8ytVHlawOa/BARNm6mMacOQ2WBpUrg3TGNFgbU6Yupvdz7+rqxFVdf0Dr3MOQy57NLvmf2avwj/fK//wB9U+vk+/FSgWmVcr7VIUSc1oVeuGg3D/YI/8rlfLOa1F4lVuj+yOaOHflrlP6+eQSRgiBnrg8oSO+UXnfrFV0VqMCb9UrsqhDvoJ29S12aKg8pHHPkI6ljirTlFT3wnaFcIHYF9GFT85r4tJVmVHc/RTapGdtcjkJkCn+aZPLKS4AO3kbARuBqUHg2jU6/mu6in/a6Ys67h5SYJ1H0Y1eede5Fdjao/DegNKVUTNV+GVL+TiQy7LSUrUXN6p/RacG13VrdHdIAzsCSmzxaXBTr7Lz2pVa0KHsEpcGl7gUXNChgYJOZVf1KL2oU/0FHepf7lR4fY8a3myQY06D3G+3KrPTr0CRV8ESvyE5lOv9hOUFhYqvdim2wiX/8k7FN/UovaVXo9UJJbf0Kr3Grdy2PoXWdCm0waPoth7ltvs0tMOn1OZeJStCGmpKGKvpSHta4fqIjg+/o4krE1NCLrO9WXU8UaLW39klxw9K5H+1Rr4Xq9X3zD4NvFyp6PMHlXqtVsnX6xV8tkK5bQFFljjkWdeli6cv6PpVyN7tQz65xKLPwAyCeeajMwrt7FH/5m5FFrYqsqhdgYVtCuLSsOrGAq5kcVADa73yL2yXe26zIfNd69z6IPXuDZw+myVgQRR+o3xj1byXYJPLe0Hpq3vGJpdfHdZ2SjYCNgJfEwToEK9cvqKzH5zSh5n3ld0bUv+sRrXOa1b3Gpdq5jSpan6Tds+uUfHcKo15h750yR8HcrlnZ7Eq3yhRfJ1XyXXdyu0MKLKlV0O7gxre3qdMoUuDKz1KL+tSfHGn0iu9yq3yanhNj9LLvQrNg1y6FFzhUmJjr0IbvPLNb1F6Z58i670KbunWsCtz30awZQWFSpUGNFId1eHqAaW29GqsKaFccZ9y2wOKb+5VtiSgkfKIElt9ym3nep8Gt/s0uDekQ41JDXdmNerKaqAyLF9Zn97PvqOrVyYe2K/wYSyXxwKHVPJksQLP7ZP3u9vV+3S5gq/WyvuDEkWfLlf/y1XyPrFX3c/uU/TVWvnmNmqgoE2+OfU6Nf6JJli9fQdfkHxyebNRQDCvXtPJYx/reGxcQ3UxuWbUqm9Oi6IruhSZ167YnGb1F7Sra3ajvNPr1PdclWLTa9Tyeq2i230698lp45Zy6ewFnR45oXd9o/p09COdGP3AbGJvBoN3kAk5bHJ5szS+Fn/Y5PJrUQy2EDYCNgJfFgIsGrg2cc2sTL105qLpwC6euqB4c1K+/QEFdvYpWuRVbJlTnjfq1VLQprLptaqf16L6uc3aOe2AhttzX5Z4N+N9HMjl3l0lal9aqeROv7IbejS8xaf0lj6zaGZwU5/SCzsVmd2i9Fqvwstdiq10aWil15DN8KJOBRZ2qGduoxLruxXe0KPwLr/8q91yrXIqttOv/nVe5Q5EdOncJUOOrt/jBjdYLnP7QsrsCejQvqhGqgaUw3JZHtGxjpyO+0Z0pHdUR9yDGqqKanh/WCPlYQ3vj+lwQ1KHXTkNNyV1yJlTqCKowZ6cPhx6T1cuXjZWvZuFfB9/PAy5/Hj0A4XnNin5dqv6nixV8JkKhZ4uV+iJvfI9XS7f9Cr5nq5Q/xOlij5ZItfr1QrMqFHPrAa5Czs05MqZ9nI7gnkncsn0Px9I4MVPzim70a3I6/XyvbBPyVn16p3VqIHFnQq+2aTuGXWKzm5W5vUmeV+rU//8Fn0weFzH/SMa3NOvRKFDA+tcChd5lNrVp4HyoC6fv3zXbaZscnkflesreNQml18ByHYSNgI2AlODAJ3d5fNX9H70uAb3RzVck9Boa0bpvSGliv2KlAXk3+BV71KH2t5ukvu1WnUu6pB/uUvOZSzq8KpvnVuJ+sSXnoHHglzuLpFnY5NGDw4osaZL6VVdZr/ILAtidgaUXeVWarFTqbVeRQscyi3rUmKJU+FFDvMder1B3bNazJY5/tktGtgVVHhhhyIbexVY2qns+m5FS4PylQd15TJWwztP7+YXaOGipUrsZIq7R6m1bg1u9mlkf1TjEMfGtA63ZHTMO6TD7pyO9A3rk2Mf6f2h9zTWlDR+l0c9QwrtDqh/D4MVn7ItKcUOhPTO8LvG7SI/rXv9+2HI5dWJ6wrs8Kr22XKFplWq9/u7FJ1WpcCPStT/g93qe/GAQtMOyvdshVzPVaj8yVKVQzznt6rpuQqVPlOqk+9+qmvXP+8LeVtyicfkdRbl3Pjga3o4PK7G6QfU9HSp2VczMLNJ4ZlN6n2lVrE5bYotaFemwKHQyzUKv1Kr1BKH0gvalFrUroECh8JzW9T3VoN8K5wKrXLp9NGTmmAfUzNlfiOdfO8Hm1zea836ap6zyeVXg7Odio2AjcCXigDOWjdWdVsdnNnr78wljTmGVLeoWW0rHApu7lbfercim3oVW9Gl/kUdiqxwKbTKLd/CNsWLuhWF4GzoNvsesqeid6NHo55hs+DA8jEzady01NzwOcPPj+sPGh4Xcund2arxppSGtvRoYLVH8Q09iu3qU6oiZEhdfGWXEkXdZnEP0+MRrG+v16v/zUb1zqhTf5HHTIs757eqa61bfatd6l/jUWptt3qXtit0oF895T6d++iUrhty9MUlsrxwuQ63JJXeFTC+lbndfrMhOlaz4aqYjjkGdaQjq+FWpr+TGmxLaagpqnCZT6POrMYaUjfqVXVEY/Fxheoi6tvRq5HgqC7d3Mvxi+XIf+JhyOX5E2cUfL1W3uk16vvdXYo+V6bYWw1yf3+3PE+WKzKzUe4Z1ep8/oC6X6/TvhcOqO2JUrlfqFbzcwflKGzTmRNnddWwt1vr9J3IZb7s/M2uC8MtCUWWdii2tVu5Dd1KzG9T5IUqJWc0que5SrP3ZmxajfperlHP9DoFZjcrvsSh5HKXWdGeWd6l8Lw2M7Nw1DeiE8Mf6PyHZ25slj9x7TM/zRvy2eRycglM7W+bXE4t/nbqNgI2Ao8AAYvs4ffFNkIXPzqr90NHdKgppcS2biW3+RRY61Z0fbcSe4OK7A4otKFb0XVeuRc75FviUKjIa/ZfjBa6lGNbnE29iqx2a6gsrA8Sx3T5/CVduXBZVy9O6PrEdfOZuDShU4dO6L3IYZ0+/ImZfn9Qgvk4kMvSPXvVvrHOTCkP7g4a38bsVr/iO/yK7QlqtGpAqXVes7gntcajgWVOJTb2KLLcqegix41V4Uscptxi67vVOq9RPRu9ap/fqt5lTsVXu9W9qVvxAxExNXyvi0HwufQXNKv5lYNqf7pc7hf3q+O1g2qZVyfXzDoFC9qUPRhVpnJA6Yp+JfeF1L+tW+mqiHL1AxprTKl3c4+iZSFF94UULe1XYl9Yo95BXTp/+YZFD6J2K0+7a81/GHJ5cvxjBd+oU2hGjSJvNKjz6X1mOtz/3AHjexmcVqm+J0rV9Gy5Dj5ZrNW/ulZNT+xV/Yv7VfXSQbk3OHXi6AlNXGVD+luFvldyyTZFF0+dV7q8XwNzmxR5s0G+5w8o80a9kq/VK/BClRIzGhV/uVaRF6uUmdWqzNwOJd9oUO7tNuWWOBVZ4NBgYZeCs1uUXONSZINbmU09GmtI6NNDHxsXF9Jh1fqHH35on9Bz1xr11d60yeVXi7edmo2AjcAjQoBO79rEVbMf5aXTF/Vx+n0dDx5SendA6d19yh6MaJATVEpDiqzuUnBxu4KFDgWWOuRZ2C4/W6WscsmztkuepR0KYjFZ41ZmuVvR+a1Ks5Bks98cMzjeklK6pF9jByI62pTWJ4Mf6PxHZ3W4a8isJDbb12z16VhzRiePnTRTocbKeR9s4nEgl2VlZepr8Ghkb78GN/YqVdSt5PoeDWzolbOwUwN7gxqqHFB2Y68G8Z9cxjGQTg0UdCiypNOchMPq8fQ6rwaK3Mpt98uxqE3BZU6FV3nUt6xTgRUO9eNDWxHSxU/P31NtW75kmT4cPG72bLz46QWdO33BWO3Y7/HCmQtmmyIH+zfuCRgrq3etU33behTa0aN0RURDVXEdbsroWN+Yxv0jOhwY0SFH2hDS08dPmsUu93ss5cOQy/MfnVF8UavSc1oUe6NW3c9UqPulavlZHf7cPvU8WSrvcxXyvFytol9ZJ/9r9ep9pUbds5vlnt+iSGlA44FRTVy+fGM6IA/F+yGXrCI/NfaRQtOrFX6lSv6XqxWfVq3kW80aeLNB7mf3KflKjTLTqpWaXqvcjAbl5nVocFmX0oscCrzdpsSrdQrw3tZeRTf1KFzo0KDZG9Wv4dqozn9yxugBm1zmFdLX4E+bXH4NCsEWwUbARuD+EMCX8vyHZ3W8d0Qj9Qkd7chpcF9Y6bKg2VMvvsZrtjyJl/UrvP1Gp+Qr8qpjfou6l7QrsLlbseKgPGvccmGV2uaXb1WXmX4LrO1Sd1Gbgis7jO9fbm+/0jsDZuFJcmO3QqtdylX0a7AyoszGHg2V9Cu6qF1Y2rCEprf59VHqPUMoIMD3uqjkcSGX/rYepXb5lFjnVZzjHNd2K76mW9GtPrlXOHWoOa1DjSnlWE2+pluDW/qUKPKqv7BT0YUOBee1KrLMpcDKLvWv8SrAIGGNW+6l7ernOguBNniVWNSmk+n3bmxkzmb4dwmrVq3SlSufWRjzfAcpv6sT13Q88466plfJPa9J8S0+M3UeXd+jLBunV0d1qCltBhqHeobEZ7x7SIPOtEY6Uhr3Durch6dvyHGrEfAuEskcl/igZ4tfvX5Nx505OZ4skf+JEvlfrlLgjVqFXqlW/ytVcj29X73TqtX6QpVcL1Yq+Fqdwm80yL+4Q/te3KeKGZU6nj6qiQn2C71V6HsnlzLT1uc+OKORkqD6Xq5SdG6rBgu6FJ/ZrIFZrfK93qDwjHrFXqhS+Nn9ik6rVoa9TTmhaU6bcnPbFJhRr/hSpzKl/UrvDiq7s09DZRFzOlJqa69p7yeG3tW7R9+1LZd3rVFf7U2bXH61eNup2QjYCNwPApYfpaFony0Y+My58qPkcQ23JZWtjiq3P6TBPUENbvdrtD6hxKYeJVZ7DGmEtGR3BhVc5ZF3cad8hU4zPR6c1ybvgjbF13drgJXHhU4lFneaxSOBhc2KL2w3q5b9+GJu9im0pFOZnQGz0jmzGXLUrewar7Jru5VZ7lJmbpsShS7FNndruKRfx8NHdI3p80md852y/ziQy/LycqXTGbP6OrWiS9ElnRrgVJ5Cl/qXOOR4u1H9G7s1WDVgtv3JgW2hW7k1PUqs9So4r11JzvFe5VZkYYfZlzTEBuur3Aqu7lLnglbVshp6ZpO657UqvM6j9/vHjTvDZJKUXw6QyxtEKv/qjUUqExNXNerOyfnSAaU392qoNKwRTuKpiCm3J6iRg1GNNqc04shotCunMfegjnmHNdycUK4hrsPuIb0bPqQLH5/+3BTzrand+uthLJcMvsabk4q8ViPXj0rkeqJUfU9WqPfVakPqIjPq1DWtWi0vHZTjrQZ1vVkv98xG9c5tUcOMGlW+VSPvNo+x2j74tPiN9nr68MdKL29Xbo3bLNhKzGtVjEU8bOw+q0m+NxoUmVal6EtVZo/TzCqPwks6FS10KjSvzRDL9PaARooDGikNabghqWzNgLxbuuVc2qGenV6zojy6r1eFi5fq4sWLtwJp/5oSBGxyOSWw24naCNgI3CsCbCV09cpVnT7+qc4e/cT4WeFj9enhExpqTmiwJmpOZcntDAqLZWpvSIN7w4qvcGtghUfJLX2KbetTcKXbWLWwbA2s8yrGiS7rvYqt896wOq7sMht2J5e7lSpwKTK7VQMLO8RJMJG1HqWKehTd4tPAwk6FCrsUX+IyhDRZ1KPUSo9yqzzKLHUpvr5HmU29xp/w1NiJeyYUjwu5HPBHNNoQV3JVl9LrWZ3drfRKjwKLHXLNalLH283K7erXeENKiV1+Bea1q3dOq/oLnUotdSk2t00DSzuVWORQbI1Hg+u7FXmzUek1XsU29SjA9jcL29U6r0U9RR5j4Tr3zsnPTe/m1z+LXBpXBjbtNhuDXzcLSAaL/QoUdihbEtLYvqipD8P7B5QpDgq/0fGquMaq4jrSmtF7fYd0rG9Eh9ozej95XCPOQY3WxTVaGdVIU1yXTp67qxz5Mj0MuWSV/EfZd9X94j6z/ZDn+7vlf6VWwVeq1PPMfnW/UKnOp/fL+UKlosucanmzUTUvVqnsqTIdeHG/Dr5Vo1BlSBfOXvxc/b1nyyXDquvXdebD0+rf6FaooN1MgSfealJkZrMyc1o18HqjfC+y32WD0q/WKzO3Vel57Upv9SuzpNMs7Bna1KdUgUPZsrAO74spuyNoFnW5Vjjl3e5WpCqgjnVO9Ra1aOmiJTa5zK9EU/i3TS6nEHw7aRsBG4E7I2CmlK9c0/kPTuvd8GGNOLMaakvpg9x7Onf2vN6JHzZnGg9XRpUpDRtr4VhFVJltfmV2BMxKZDZvji7vUnSlW97FDgUKOxVY4pB/ZqO6ZzQoUNBuSA3TrTGOHFzkUHKJU+kNvcru8Js990LFfsWLg4pt9im+0Wc6v9gChznvOrOg01g141gxV3kVW+hQZovPTI+H13v1nmfMnDRy51z+3p3HgVyWlZapYVGFslt6lVnvVWapU4m13Uqt71Z8pUfRlV0Kr+xSakufxnb3a3hfTKktfsXYH7HQqfTGXiWXOo0/bH+BQ72rHUoWdim30qvwWo+Sqz2qn9uqPTNq5S1yaWB9tzLFffpg8IPfA/o2f90kl2xzM3FdHw9/pNgWj3reqlFyU7cGKwc0sMEt72tVxqI2vKlXx6sTGt8bUm5zn47Up3S8Oat33MMabUgpWTugdFNCbLGU2uJTalOPciVBHXezwOeS7nJ0903pHoZcssobghmaXSfviwfMEZDeV2u0/5kbfpZV39+rlqfKnPeVLQAAIABJREFU5Z9eo7bXa9T68kEF57eraXaDWmc3qm5GrVyb3Dp/6gI8+5Zwr+TSvHRdxj3kxLET8qx1qJszzl+uUnxOq/zPH1ScNvhyrbqePajAGw0aXOQwU+bDTH8X92t4d0jsfzq2O6DEOo9xOYls7NZIcVD+Iq8cBW2qX9ikYLFP7avrtcQml7eU1VT+sMnlVKJvp20jYCNwWwSY1pu4OKHj/lGNd2Q1VBnRobaUhmtjytXH9U7iiMb7RzXamtLQwaiGyiMaKe5Xdk23mErNbuhVbFmXwoVdZpuh2CqPIqs8iq/wmI2cI4tdis3vUP8bjQoVOG6Qmvk3iGh4ldf4+jG9fqR72GzO7V3eqdj6XqU29phpRX+BQ4m1PTfOv2aKfIVbmZUeJdf0aKCox1heopt6NVyVMAuObpvJSRcfB3JZurdUrevrFd3gUWatV4mFHYpxfGNRjxL4T65waXh3v/o5IrDQqeTGHg2WhBTi+MW13YZIDm7xKz7fob75DXKvbVFwTpPSq9wa3hlUaoNXzXNaVD6jXrVvt6hrtUvxHb06e+zkJLRv/XmTXF67rk+Pn9DAFq9ypSHjzxde5VLwjVp1/LhU3T/Yo/bf2qLAi/uM9XS8PKrxgzGN18TNrgJjzUkddgxppDFtfEqD67w3FiItdii22q3Mlh4d7h4yC1C+yFviYcglC2muXruqwPQD6n2mQu7pdWqdXqOm6VVyvFanVb+8Tgef2KuuFw/KP7tJjc9VqPftNvXObFLl69WqebNWFXOq9Ml7n3zOreO+yKVkTii6fPGyPs68p5GqsFgcl1zUoeD0Og3MqFfolVol32hS5K0mDbDH6SqPRiGWmwM6UhpRblNAY+VRDW/sM9bi+PIuxXcFlN7pV25Ln3IbexVb61HLmgYtWbTYtlzeWrWn7JdNLqcMejthGwEbgTsicE1mw+T3fOMaak1prDGhw61pZWsiGmoa0EhXWuPdwxppTmnwQFjp4oAyTIkv7lS8oFMhOso3Go310r+0U72LHOpnKnuFW8Oc+LLEpdCCdvW/1aDYUofCSx1Ksu/lEqchm5wOM9Ke1UhjSuldQeObGV7RpTRT4/MdShT1yEyfb+pRhCk7OsXVXmU2+Mw0e3pbnyIbe3S4Lqmz754yZ5jfMa+f3XgsyOWeUrVtrtMhfCr3hhWe06rQrBZjtUyv6zaEM7sjIOfcZvm2dCtcElBiT0BDNXGNuwbNNHRylUexWa2Kzm9R77IWZVZ7lNrqU2ZXUH2ru+RZ5lDN3BZVL2yWp8htjnU8/8HZu8J/k1xev2b8M9/pG1F2b59CRZ0KVQY00j8i91a39v/aGtV/Z40839ut6PJOU76HDg5obH9MiR1+s7hrsCqq3tUus38qG8EnlznNQCdZ5DUW2+GKkE4d+VjXrX0a7yDZw5BL9lxlW66BtxtV91yFOl6tUf/sZjmn18n1So2cz+zXnt/YopYXDqjrpUrjfxmc36q6Fw+q7e0GdRS2qXVVuz45/nm3jvsll2anoKtXxcbql85d1NkTZ5Re75VvXpMSM5sVm9euxJxWpQo6NbYjoMO7+jW22afMCjaz71Nmi1+ZLX0aLO5Xrjiood0BDVZElSoOCqLZU9ip7BafPKtbbMvlHerSVFy2yeVUoG6naSNgI3BXBMyUOHvX+Y8Zy+WhlrSGa+JKHghruC2lbGNcubq4hmoGNLo/oqGKsNm+JrvEpfhip2KcQT27VTEWjCzvknt+mzg+MLrAofRSlwZXeJRYyCkgrYqsdSu71qOhzX2KzW1XjIVApSHFdvvNtkbBIq+Caz0KLnMp9kaTwq9DWt0aXOw0vpXRAqcy633KLncrt6FP6RVsDN5tTnthG6SPYu/cXDl+t0w/DuSybG+p2lZUKrO9TyMH4sosdirB1kJrvEqwMnhuu5lG9i3rlGNZhxwLWg1pO9yY0TvRIxpuTimzokuxxQ6lVrqVXN6l0R39ZlsirMkc48m+ly3z27RvXqP6dvuUqol+Ru4nze/mFcbvkcsbxxdenZjQ5SsTOvXpKZ38+FMNdSZV/cOd6vrdner53k4llrTrUFlU41VJJdZ6FFjYrtSGXqWLupVd26P+hQ71Y60s6FSyoFOxZZ1mMcvQNp+G9oV02JXVFabHJ88558n0UOTSrHi/Jv92r5yzGtQ1t1n9q1zqertRlT8sVduT5Vr/S2tU+t0dany2Qp7ZDeop6JDz1RoF5rYouMUj7waX3s0d/9zxlfdLLvOyZFaPQ3wvfHRWsRVOZQudisxpVWK5V0NF3Rpa41FmQ4+GNvg1uj2g0e1BjWwPmkHd2N6QRnb36xCLeg7EdOhA1Jzcw2lK2S196t/osH0u88Ge4r9tcjnFBWAnbyPwbUbALJD4bGsX8mmRRhy5zD/zfcMv6/KFy5q4eMUQMc4CZ4/B98OHdag9rUMNCWWrI2arocHmuIYaEsrVxpUpD2uwNKTR8htnPeeKes30aa7QpcTsFsU5Yg7rRkG74oscSi92KrrEqeRKt9KFLqWWuRQv7NTgCreyG3zCd3K0OqHU5l6FSgJyLWwzWxTh68eigsTrDQrNbDKLgbC4DW72mxXl3B/a3iesaqlVbmG5ZLFJYluvBuuTmrjy+S1dJpf7Y0Euy8rkWF2tITZM3xdTZK1XkeVdZkFPbGaT4hwNOLtFuU29Gtjap8Aat+Lb+pQuDipdEtJQXcJsWZRYzHGQDnOKzsiesIYqYupd5jLT7awgXvvDPVr99G6l2wb0TnTc1KXJeOf//j1ySR29cfILlr+jnkH1zaqTf0a1el86qP6ZTRre0qMs/qA7g8pu98u3zCn8PwMFHaZ+4RMaLehQaGG7BhZ13LCms83Vjl6Tj/gGj4b2h3XuozOmrufLkf/3w5PL6zp34qwaCtu098clalzUoIbpVdrxvZ1qfq1azU+Uqf37e3Twyb0q/9FOtS1olOO1WjnZ73Jlh7qLu3X+9PmHnhbPz5M5xeradV25OKFc04AiK52KvVWv5BqPserGN/YYf9qhjT6N7AgqW9SrIfaa3eIzPri5nQGN7o8pUxFWZk9Io3tCCm30arwkrP4NnTa5zAd7iv+2yeUUF4CdvI3AtxoBFt5yTOJnBNNszQNxvHZNF0+fNx3sJ0dP6p3YcY04snrff1iHWrIabknrqHNQR3pHNVI5YPy0RqoHzBT4aG1MI40JpcpDylZFldzt1+DWPsVx+F/rNVYwTtnh6ECIZXxJp+KQzUKXsktdSi1wmCnsCBaz5S7lino0hG9fcVCHG1Ia2xVU/2q3ete75VzsUJx9GN9uVfT5SiVeqlFybpvSi7vM2dcR0tjsU25zj1g1nmHz55VYX3qV3upTfFOPhg8OGP/RuxipTBV4XMilt6RNyV0+ZTf3KrfVr+w6r7LLXMaiHHyxSvEZ9Uq82aTQwg71r/PIxzZDa7zyr+9W3y6fott8Cm/1ybemy/hFHqpPaqx6QMnSoKoLmtWxvEOlr1epblmThhtTN7C/dmerJeBb5NJqi2ZQdPW6rly4ovHOrMb3x3T4wIBGdoc1VhwydSaD9Ztzz9kuZ167clhhGayscCu61PnZFktO9S1uV7YtYY6OjG30Gv/A3PY+sw/l5bNsUm6leuv3w5BLKyaOQL149oJKXyiT9+1muWc1qfz5MjlePqiW394m71NlavrdYrXNqFXD8/vU+XKlPK9Wq2NmrY4Ex3Xl8o29P634+H4Yy+XNeD5b6HPl/GVzRGSmNKgwZbvRY/woR3eFleWI1iUdyq7pMa4PLNQbLAkqg291RUSj5VGziX52Q7f8hQ65CuttcnkT4Kn/wyaXU18GtgQ2At8gBGCLNyyQltA3LZB57MmQSUjlVVZ7cxbwhC6fvaR0/YBGO9Ia7cxopCmpkY604lVRs0gnVxZWdn9EI5UxZSujypWFNFgTN5ujD5ZHlCoJKlfar7HauDliL7cvqpHauFLFfeY6ZI59LtMbfRrEN3KhQymsYpwVvqBDSX4v6lRqiVOpNW5DRDnDOre+2xDLQ80pRTb0qn+lW7ENvfItdZiV52x9E5nRoOgzB5R6tcZs/J0q8t6wUi5xmn0us5wYsr7HpM8UXWJzr1k1ntrpV+ZA1FhkP7fs1gLws+/HgVyWl5XL39qjTElA8SKvEks7ld3s+4zwdynNnqLTqhV8qVrJt9vMNHPfii65Z7coWNCp/nVusx1UeJlLiXU9Sm7rE4OOd8Pjunj2vD4cfV8nxj/W+Y/P6OzJs2J6Gwv43aafgf+25JJTBa9d18nBD3SsKaWx8oixVI7sDCg6v0M5Tg5a2Gmslv3rHHIsaJd3frviK7qUWu5SnC2vCjvN1lRJFvOs+2zbJfZV3dytw/VxXbrLCUKPhlxe15VLE0o0xdXxWrU8bzaoeXa92p+ukPuJMrV8v1QN392usl/frLrn9qntpSq536pXaI9fF05dNBvITya/j4RcflbnKZeLpy9qoCaiVGNU45UD5iz31NY+43KCH+7orn6NFIfMgA1LZnJdt4Y3+TVem1CsPKjRlqRGm5IKlnq0tMDeimiSWpmynza5nDLo7YRtBL6BCGBluX7D8nj18oTOvXdKZ459orPHPtW54yf1UfIdfThwzHzeDY3rCIswWlM6/cFJvZs8psGDEaUqI8pWx5Spj2ukLq7k/rASnNdcEVb/Dp/ZviVdGlKuKqrBA1FzCspo5YBZDT64N6QjDUmNO7KGWCarIorv9JvtgAY40WVzn0a2+jWyxa8cq76Xus0UeGpZl1klnl7QocziTiXndii1pNOQl1xJvwbrE+rf1K3mWY1mP8WBTVjV+sy2M4mXq83Zx/H57UovcSi9vlvR1e4bJ4hwygxnYZeFlGEF646Asut7lVzrMe+PVoQ03p415PqLCM7jQi7j/TEdD49rtDah5EqXuuc0KljgUHxZl3KcI/5ytaLP7lfkuYNKcXzhCrdiW3xmEVVqs1/hLT5DNKIrmUrlXHKfPhz8wKxKNoMaY3a8v7Y1mVzmv33ug1NmtfIgRBYivLxLqfltCs1pkntmvYLbXHKvcSi0qksDy13GeplZ41F6BT6hTqWW4ffr1OCmHuM6MbjDr9GykA7VJ3Tm6In8pG75+5GQS/brvHJNp989pbonSrTnib1qfq1KDc/sU8+0g2p9qkLNPyhR23d3qf53dmnXb25X58JGDdTGPtt4/haRzI9HSi6ZdGcf28sTOvX+SV04fU4nD32kQ/sjShZ1a3RPv4bW92pkm1/hwg5DOCOFnRraETCLp/pL/KYe4Xsd3uW2LZefL64pu2KTyymD3k7YRuCbgMBnc3ZmWlvCF/LSJ+f1TteQ3nEM6VBZWOnPjkAc3h/VcHnoxuKaspBGmtMabEqaTaQ/PvqRhmpjZtugRHm/ctUDGsEqWR7VWFPKEMsYxyyWhZQ7GBMrbjm2cehgTEOVMQ2XhTSMv9XesEb2Y+EMKbsvpMxOvyIru2QskBt6NLLBJxz8TQfOAoA9IbNVSQ4rl1mN3G2mYemwOF4wuzekyG6/Ohd3yLfWLc/MJiVWdCm+ym1Wn8dmNiv8eoMG8f1b323eCRV0yFfQob6CDuWqYhrHJ5Rj/tqSYuERG3xnSAtcdgU11pkzm8DnGXZvW/CPBbksL9dgdlAXT503VutsbcQs7kkvdyvDZupLncou7jCbbaderlX89QZFXm1QarFTSbYu2oL7Q7cGdvQps6NPiQ0ejdfGdHLs4y8yDN8Wc+vi3cjlmdGPNbStT6OsWC7qUaygwywSG1joUM+8FsXw9VzsUHZdj5nKxec2vtKlNPt1rnSbrXWw0g5s9mqwOKCh4qAye4M62pn9bFN1S4pbvx8VucTPkZXa7AfbNZv9XevV+GSFHM+Wy/lsuVqe2af67xWr540GuV6uUay4V+9lj9/YLulWkcyvR0ku86M3K9whmhPXzOb1h+oGNLSuRyNb+5Rb6zWnbI2VRpXc2afu1a4b+2BWxXWoManx5qx6ljRo6UJ7K6J8TKfyb5tcTiX6dto2Al93BJjavnZd1y5P6OyxTzRenTRTg8nNPUqv9Wh4W5/xmxvc6lOqpF8Du/0arYlrrCauTG1cw5UDytWydVBWuboBRYv7FC8JGotk+kBYY/+fvfd+bivLszz/mt3Y2d6en3Y2NnZcT3fXVJsxbadsOnkvUV6ivJco70XvCZIg4Q1BgPDeAwQB0Ml7Q1IS5Ujqs3EvpSxVVilLSlEmUw8RCIDAw333nftAnPc155iy9KoTFNUJAme908S0KUqxIUahKUauKU6xPcVAS0LKkPRXBGUKu1gXIVkTIHLYiWevDfcWA9E9XTKqWBQp8d0OQrtt5E75OC8+3xgje8ZP+pRPpq5Ft2m+NU7inJfEaR+RQ05SghSINPoBB9kjXpKiOUdYE+60kyk1ExHi6rvs0llGjHvRP8SV1CUSB+zkBJFsiJBXR8kKyaJjHnlPHOnhiv8ik08n/6Ax4rtL/7mQy0KhIMn2Zc8g2bYEg9oMucMuwptNssNekHsZaV5nJLJKS2x5p+ziT222klill+UNQjg9c85HYL+NQl2Ih1fHeC6cdX7g7Y+RS1nuMfWcK5o06QM2+g72yOhqcm83uTIHsd1WwkcdBE+4pRWo0GdMHvVM63fuskkpHaG1Gttrp3jcLdUMsifc9J72SUItIpeP7z167Yxngly+OnjwlEtGLQ1zG3EsaMP6myrK/8cJ9F/WYV3WTmS9gcjOLgJ7LTwS6frXwPm+yKXcn6jFfD7Fw9Fxbg1fJ3/OKzMAufKAtNoU37FwnRdvhZt+TZqBziS5qjCikzx4vEtJi7+64B/5uUIuP/ICKLtXEPhkERC1lZNTPLo5xgVrH+njdtLHXFJT0F3WTU7o9p3wSvu7fkH2jrpldCTXHCXZGGVALYSlwyREylgQTE2KbGtcRicLrXH6BIlsTxGvDJJuitLbGiNVFyVbH5b1lcXWpPQJzzXH6G+OU5BuKF4KlWESJ7xkz/qJ73fg32Qk1xaWDR2xSr8U3k5stRE7bMdZZsa9Ui2jXcWqEJlTfkInPeROB+k94SF1xCVrNOOHXfQe9hATDTrH/cQ2mIiuM5EWdoP7emQ01LvZQOa4hyF9L8XuXoaDgww5CiT22sk3hLk7fJObvVfIHHJJW0OR1ssf93IjcfmFFNH3r/TnRC7FBcuTh0/o9xXI6ZJkj3sIbjPLRhghU5TY3kVubw+ZI05JzrJHXbiE1NAmi7wAiO5ykBfNQA1hzpuyTD6ZfCPXm9etwHfJpUyvi8uBySkGm6LkTjiJ73PI9HbvATsJEZE0JuneYpTSQyJSLWp8C2XOabWC/U4Z5ZRR9CMeKRIv0urFM9MXN6I2eKAtxqORh6+bEjNNLt1HHRjm1tP5z2cILm0jOF+F9ss6LLPqCa/SEinpwLWyk55SPSM3H7yOW85MQ89rj3qaXN4fHeOCpZeh9gSiFKZQF6G3NkSxKiz93WX2ojIotVILDTEutKXwlZmVtPj34Pqh31LI5YdGXNmfgsCnioCIVMj09xSPx58wcmWE26kr5BpCxE/0MNAYoe9skPS5AIXGKENtaVk7JnyV++ojDFQEyFYF8e62SNs+4cUsCvNTNSHSqpjUqOxrjJAp95FtjtErCGVLjERViGhFkFRLdJqAinrL+jD9bSni1UGKzQmyNRFEc0x/dZh8eYDUMbeMKPpPOonXBriev8Ldq3e5c+kml+MDXAgMUujKUDDGidZ6SZR7yZ8LItxdZF1mRVDaD6aPeSVZzuy3k9xpI73XKbX3end1kxD1mcJ157RIhzpJiJStKkK/sZf+4CB3B29xK3eNzKEeBtrijN0b5d7lWzIlH91pJ7XbxkBFmNGL92T0908t+2dFLp9PMfF0gry7wIXkMBd9g/h3dxPZYpVlCYk9DuIbjQTW6sjv7KZ3n5NEmYv4fiexLV0ERWPWCR8FbZLRK/eYnJi2bfxTGL/u/deSy+fPuZO5Sl+ln2iZnfxBJ6F9NnzH3bTMa5B2k71H3PQdcVPcayd3YJpUSgUCUUZx1C3T+fmTvmmh7+1mtLuMpPQJwqoQD+7ef92UZpxcDnT3Yl6kkrWVrgUtxJeqsS9vI7BMhWNuC+bZzdgWt6Jd0MKd3LXpCyJhh/mdGb63yOWL/QjbyiejjyjUBmWddaHMLbMFQhFClMUM1EXprQrS3xhjoDnOoCrOcEMc+4Y2dihp8e+s1sf7UyGXHw97Zc8KAp8UAiJaI7T9Ho8+YtjRR6/o1lbHSQhv5XN+4occMnInLO2EFqSoHRtsjsmayP6GKL0n3ASO9sgu7/6muCSCfRUh+tUpMi0imhmWRLPQGCfRFCLdHCXTGicq6iZrQ2Sao/S1JOR+eytC0lLPdaSHguggrYuQElp3jTHp+Z065CRSE+DW8E1G7o4yemeMa8XLXMgMc61wkaIxQqJKaE06iB6w412tZUCQy6oQogM1d9ovdfUKovu8IU6xPEBidxeZoy4ZGUnv7ea8OsGA9Cr3kTvlZUAV56J/gAdXHjDxdJKpZxNMPn4miW7mkJN+Q4oBY5bsSa/UPIxs0HErcYlnT4XG5Z++fV7k8rl0YBq5OcK1zGWu9l4mWe0nU+akd6NZEnnhhiQ8wwW5FM0xotM/uaWL9FYbfXvspPfZyZ5wcTV8nqlnkzx/9l0a9Kcxf7nFd8nly9fF48OLI/Sf8dB/xkfxgBPh3lT5y3MYF6vIH3EjhPuFGHhhl53iITfZA05yBxwUjnjpFcR4i0WWV7St7sC8zUTohJPUUSfZmiAPLo+8tpN9JiOXot73yaOnhHcasSxoofG3NbiWtqKZ28LpfzxDzW+r6JrTiO7rOlyr9VwJDknyPykknL4D6/sml8K56MGFu6T2d0vheaFBmy1zMNAQpb/5hZpEbUjabl5ojhGtCpLa203ksEWJXL564n7k5wq5/MgLoOxeQeBjI/CSVD59+IRLkfPkKvz0VvrInPOSOSNkfsKygSJ13EPmtFfWXBbO+hiojsiUeLYpQuGMkAZJI0hmsTFKX1t8+segRjTexKYjlPUR+jTTLjuiO1ukwWM1AZlOz7bFKHakZDSiT3iFV4fIiVS7kB+qCMsoVe64lwEhByNkf467iTdHuHt7hPtj92XUsGHeYZb+X/+K6UArNy7cYDg8KD3DY3u7iQpZGKGrqEsQ2mMlfczDYF2ECx1pemv8DBvS3Oy9xujQHbJnRaTTT1EVpe+sn1y5n2FNimvRS9O1k69qJj5/zkj2GpmTbunmk6/wS7u//ooA9wZuyu3ftNPkcyGX+b48j+6Nc7Gnn1R5gPQJD/n6EEO2PjJH3fTud8ra2chuO5kDPUTLeoiI8oVzfrJHvWT2TfvE54+65GdTpzxcjp7n+eQP/yZ9H7kUFxBDQgqrzMngCQ+RHVaaZ9cR3G2TdcfhrWbp9iSad/IHeqRrUHaXg+JWG4n1BpL7u8kfc0kyLI4vtcsmlQpSu7u4qE2+tmRipsmluHDs1cQxzGlAO7sRfUk7R76q4My8ek5/VUPTl3WUf1GHbZ2eyFkvj8cevZjb77PL904upyZ5em+cgnDiEf7hp3z0n/QyXB9mqCnOYGNYXtT214co1kfpr4+SPOAmUmZUyOUP/wrM+CcVcjnjkCoDKgj8uBAQUZ97uevS/SZU7iZR7qJYFZRNB6nKgExR5065KZ7yUKwMEd7VxVBlmGJlkIvtSYq6NMMiTd6ekkQsXhWU6XGRAi9UBCmq4vTp0uRF5EGbYsCUpagR0cwIokZS1EJKMqpO0l8Xpb8hQvqsj7zoPm+MyfSY8I0eqo0wJDrJa8L4RbeoOcPo3XvT5HJ0DOc5C8f+v2Vs/rdfcfSfthFp9xPZ103imGii8BLaYZHRxbQ+Tuq4m+G2BOe1We6krzEx/lTKoUw+m+TJ2CMe3rzP45vjPLp9n8cjDxFizxPjEzK9Lcj4qzcRaRm/PMJ1Y56rml7uZq/x7METWa8nieV3tn/1s68+/yzIZV09YbOP7EkXyT1WKX6fPiI6+XsYaosh6mtFbWL2QI8UyJZ2ivudJDdbSIiO8UMugod6iApB/N12ipVh8sfc9LUnZEf0q3i+zfPvI5fPn01xqStL4pSbdJlIeztJ7bPh3mWh+1gX6S0W4lvMJHfY6NvZTWqHnfRGM8l1RukQJdxnhE92bl8P4T02YmX2acH/Ux5pX/p4ZJyJp8+kM9Crc55Jcimij+K8LZh76V7QhP2rGnSz66lZ2kLKnKZ9p5nW+c1YFrXiWKunaXk7/tYoT8af/UEt63snlwj5pAmGjRmKNUHOqxJSdaF3p5HCUZd8XqwIcL4u8qLJJ0yhOkisXOhc7uTx48evwqg8/0gIKOTyIwGv7FZB4KMjIOorJ6dk2i9XF6bncDfRCg/Rw06KFUFJDEOHHQzqM9Nevo2Jab0/0UxzYNqL+7yhl8umPgarpqMKfTUh2TXe35aU0cy+c0GGLb3kdSkKTWHSlaIJI0JWFUVEPIVjSXiLgdhZt2za6W+NkxOEVpDb6gBDTTHEa8WzfgrlIQYqwwxWh4gJP+eDNm5fvS3J5f2xMe7duIO/3EnFf9vD4X+/BucKFckyB2mhRXnESfpkD5laH0VdkkFNmku6LKO915l6OilrTV/N/0kCKTjkq8Tw9znl7y2fjP4+mWDq8cQLUvl7b7/RH58DuaytqsF+XIcoa8iecXPJM8BAe1x2WIuu72Frr6yp7RXR8+NCMNtJ5qBLesFnD7hkJDO930lO3h2ESg0ymt7XEGXi2bM3wvmPbfS95HJqipHcNfJHnVKrUojyO7ZZ8R3ppvekm5hwedrvoCDSt6KLfYOZfKmV3FYbhYNuUqIpTNiO7nOgXt1Jw1o1FctbaChpo25tG8ZTVu7fGvuDutwZJZdMW6wOWnIID/auRSpaZtVRvbSNrK2XqqUq9CvU2Fd20vYH1LNPAAAgAElEQVRNPRWLVFStUvHgzsNXvxYSuvdOLp8LOaJJhixZmUWJHuiiX1xYVoQYOOlnuDnGUG2UwXI/Q9UhhurCXNBnSHQE2bldIZd/7Pz+GK8p5PJjoK7sU0HgE0BAECIRpTuv7yVc7yfU4MOzz/ai7tBL/JibzCkPQ6YskiwKsXERoWyOSQmfvsoA/U1RBkXdomjoqQkT2GIgvMvKkKiTrI1IaSIhuVLoTNDXGsVXZiNRGyLXGSdZ4SW520Z6v4VYtZ9cXVB6hA9UhyhUBSTBFRHUITF+oxBL93K+IcZwY1xGVhMHergYHWJsdIwHY/cZvTPC1fxFsq1BwgetxMu6Zf1msSbM3cAF7vffZvzWA6mx+OzhEybGn/xO3Px7iOOHWqrPgVzWlFdh2ttGRkSkPAVGb49wu3BNeseLMgQhqi+6+HOHXGQOu2VkUxDJ7D4nKRn9E/WMLmnjmdtkpu+Yk9QJLxfNOUSE8Yfevp9cPpe1tVeMvZJchgWJFOoCoqnsgIO+A05pM9q3xyHrQ5MbzGS32eQxiIhldLOVwO5uTs2ppmJ5E45zDnTldownujGdtdOfHGJ89MH7jVwKcjmFrH92bjZi2qDDMqeBE3PqaSxRs/dfz+Le1U3PRiPt85oQ9aGtGzU8vPuH3ezvnVwK6bNnkwx198mIdKTSx0BthLxw0zrloyh83U8HOF8bYbAqJC82hdRYpNyuSBH90C/Ae/icQi7fA6jKkAoCnzICIhgntSufTXLFM0DylIeeIzbMguQd7pGafbFDPdOpqLM+IvVBUo0RBoTwuYgkCpmhxgjF+ogUhb7QGKe/PICvVENoeRsRES3cbaXQECay1UyhLSE9wBNCh7I6QLolQrY9RvqUm3y5j/QBK8GzHhJnpzu6s+UB+XryuIv0KRf5ci/9QoBd1HaqIlKIXZDZwUpRp5djbGSUsbsjXIwWCB+3ES6zye72oj4l09sTD55MN3z8keaET2mdPgtyea4K6+5WCvVhLrqLjFy7w63CVYq6OIOGjFQhyJz00if0IoXDzQEnfUe8ZEUEUEYuXSQ2WcntspPaaSN2wCnlrh7dfvAHkb+3WdvvJ5fTKeVnD59yxTcgz3XvVjOBHV30Hu6Rc8ltt5ErNdNb2kXvHgeJAw6Ek4x/iwVHqRHLCQcRY4Lh7AVuX77Nzcu3ZdR95NZdxu8/lOYEU69GyWGGu8WfI8bvN6aJHbQT3GKm6otqNEtaOfNlNT27zDi2m+lZrcVd0sH+X5ZTsbqNB3cf/AGM75tcTk0+5+n4U3lRm6sOSjmyix0pisK9aYsJy9o2hoW3+Okg/cKkoCHKcE2I4BGLQi7/YLU+3gsKufx42Ct7VhD4aAgIwemHl0cYao4TP+PFeawH90EHqVM+Mqf9ski+rybCYFNcioNnygPSLUdIDomGHZGuLoo0pogeVIZkJ3bioAPP6nY8G3SkD9lldFFEDUW0U4pHV/jJ1gfpbQ5T7IjLJg7hsNNXEyRbH+KCKcc1zxBjhVvcK1znhr1fiqkPCbFkS5b+zgSDGuHsk2BAnSAn5ITaYozcvsf1gWvEKkVtpYdLphyXPUUe3Xo3wvGhF+ezIJcV1Vg2NdAr7DFFqlOdIl8ZInfEJeVmekWH+HEfQt4nLWw69zlk1FK48/j3O8if8JPcZ5d+3YmjLnJnvPQ7+qYvHr5Dzt5m/b6PXCIvSp7LmkWhSymkcESjUW6/XWpZZrd1yTR4doOFVKmVfLmf0J5uYju6iJea6VmnJ2XLcP3CDfxtEVp3GNDutdC0W8PlwmXGRu7LlP6UMCwQpSov2rNnPC0+9ZzRi3dw7zFjXKbCuKQV/1YL3k0GAhv0RPbZMW020L3ZSMuKdsyHrIyPPvo4afGnkwzY+6YvYE96SJU5pFB6ttyH9qszWGeXkzjkpHtBvSzJGW6KE1Uil29zyr/3bRVy+d4hVnagIPCJIfAc2cV82TlA3zm/FCdO1oeJHxMduQH6BCEUEjx1YVLCEeegi0y5n56DNnL1IdnFmW+KyuaafpGiqgjSXxvGPr+a7tm12L6qIl8Xoviic7zQEiO21UDqtJtMY0iSy3RdiExLmGvhi4wN3eHB1VEmHj79NsIoakEnn0wwMf6Mp2OPefrgKY/vPeTBtRHGLt3lZviCTLunaoOcDw9IctpXHeRu9qocR3xWjPFdGZVPbCV+bzqfA7msq62j51in7JyOlzmljaJIfwvBeeH4lD3qJnNSNPz4yAiP9uNuRMOPELvvPe0ne0q4LHnpPe6errVsT/Bo7N0bOL6XXL5YpSme8/jBI/pFo5qwGC1zktpuIbXWSO96I/lSi0yRp/c7iGyzkd3dTWavA29ZNxl7lkB9gKYSNfZSE65tFoKHHbiO9VDsysgo3c38daampr6NwM44uXz+XDamFTVxelZ34F7ZiWVVJ12LW7Gu6cS620rTyjZM24xUL2hCv9/C+L3xP5BKeu+Ry6lpm9l7/TcpqKKyREa4YAkFicShLtr/+yGcc+vwleqIrGile5lKZlkCZ21K5PL3/qN83D8Ucvlx8Vf2riDwwRGQtZYjjxluSRA75ECQMmGHmC0Pkirroa88QFHUPQpnjOqItLzrPesnUxskLSJFdRGKzTGKtSJiGaJ4KkDosB3zghrMX5bjnlWJiFiKWkuRShdEM3HYQfKojYxo6mmJcMlR5OHth5LkvvxBFfN63U1GdKTAu7CjnCaeI6lrct69tQGG7X2MXrgjO75fRppeN9an+vpPnVyKNTx9+jS6OjWakmq0y6vQr6zFuLER0+YWzGvq0a+pQ7euDtP6BkxbmjFuacG8pRnDdhUdW5vpWNeIen0j5s3N2M8ZSQbiFPIF+vv73+m+du1a8vn8945R7C9S6MsTMnux7mrDsLqWmq+OY1hShXlBBZbVdRjXN9Gxqhbdihq0K+tQldRQt7KGY0vPsP3LQ9SsqKRh3jnqV1RTt6SC9tJ6TAfb6Spro6feQrFQoL84fTypVIq/+Zu/QZwX73p84vPFoph/gagzxPb/uYuKXx/hxL+UUTf/FM2zT1GzrIKTc07QsLiccysq6DzeQSaR/oN9JxIJSkvWY6o3EexwE2x14lY78amdBNun71FrgOIPXBPxOTHXfG8f8Z4w8a4gSUeEmDmAp6WLnioDfpWDmDVIzOTH09Yjn3e3W1m/dh2PHr3eUvNT/e7/FOelkMuf4qoqx6Qg8BoExA+8kNt5cG0M0SGeFLqVNSH6hbWiEBY/G6DvbEB2hfdXhaRguRAIFxqDvZUBqTHZXxVmoDkmHXkKR4Q1og/hLZ4r98m0dKJUS39zhGJLlGJHgmJVgGxDmFSdn5wmyb3Bmzy9//htVHq+PRrJP2UX97Q15ZORRzy994iJJ0Iy5ccVqfz2oF48+RzI5YEDB6iqrMKiN2PRmLBoTbSVN9O8o4KK1cepWFRGfelpalad4Ozig5xdc4zj88o4O2sfJxcfoHLdCarWnKBm21nq15+mtvQMjbsraTlRT+2eCoyderptNuzdduz2N7/PnTsXq9X6Rp/p7rJh1powNGtRn2mhYkEZ52YdoHJ2GYd/s5s9c/ZRf7iWI6uPseLv17Pzlzs4+uvdnPxiL3t+tZPDX+/n+G92c+rr/dRsPsOxlUc4PH8/R0uOcHrHaTqaOrF12dBqtPz93/09Fovljeb1RsfbbcdmtaFT6zF2GOTdrDHKtTBpjJh1JnlsRq0Jq8lCt637D/bd2dnJ4q8WcHr1YWrXnqR23SmqN56hdus5andUyMfGg9V0Wbv+4LNvNMe3WLdXx1Or1axcuVIhl9/9x/KR/lbI5UcCXtmtgsCHRkAQS9EdPmTOUWyJy4aD2CaT9OLuPemVLjTFM36K5SHp21wUlnXHPOSPeiic8svO3XxDhMwRF8XTPgaqpmsthbuNaOgpnguSPupEdpE3RxjuSEw34DSG6RV2jsYMY5fvyXS1mIty+30EfurkUhxtfX09hULh2wMX58HE4wnu9F2jX5emrzYodU+LDeKcCRI82UPklBshTZQp95A60UPykIPEXgvRLQYyJz3Ez/qmyyI6Ygz7iwglgLc9v94kLf5y0qImUkTbpyYnZOnGNU+R7B4b8R02ejabiLbHKPoHqFjRQsuCZhybTNITPbJaR3izGdtqLbE1eqKbzSQP2HHts9K93UzVyhaK/iL98QHu373P6MgIX3/9NU+ePHm560/iUaTFD5fuJ366R16U9p4OUGyKTddktyfJ69Jc9A0w8Vhod364Kd+6dYvdu3crOpcfDvLv3ZNCLr8XHuVNBYGfDgIisnc9eJ74Sbe0J8zssBFbriFWaiJb5qRwzEPfcT+50wEKpwP0HfNKOZWBihCFY156j7qlW4+owew76KRwxsdwe4LwCad018mf9NBX7pN6lvnaEEPtcXJVAfItEYqdiWmrO9m08NPBdCaP5HMklwI/oVwgLEfPd+dkFD1fEyJ0xI51qw5PWRexXVai6zT4lrcSXKHCN68a18JKMifs9ImaPEOKfEeCaGOQQleau8O3phtjBLN5Q3bzNuRSzlm03Qi71KnnPBi+S2Z7F/6NJk7Or6Wrys2hryvQLG7BuVJDfLed+FYrodU6Qrts+DeY5PPEGh3xrWZ5kde1WUdrSTvdzX76QnlG79zjfGKQL37zhSRLYj+fyk2QyyObykiWuyk2xqUta7YqJDv9BzQpSS4HzFme3H8s8REJhQ9xU8jlh0D5zfehkMs3x0rZUkHgR43A1MQUV7qL+HdYSGwRdyuRDUbSG41ESk3kT3ilSHn/yQD9Z4PkREPFXjt9J7z0n/LLaKWooyyWB8ntc1CQXeXCpjFIqiYoOzsH1UnOtwvJoqi0aDuvTnO79xr3r41Mi5X/qBF8v5P/nMnl+M0xCo0RkoedeLaacCypx7VFQ3h+DeGvynF/dRrv7HP41jbQW2FHOEb1qWKkm6Jk6yLkOuJktQmK+iRD9l6ePBBlF9ME8E1W7W3J5csxxQXbw+sjssnIuc5A/ZwGjv2yHM0yNf41OkwLWrAsa8e0vB3j4jbsq3UESrRENlvI7XXQV+YivM2CcZWGxqWtVC5tJuvOkfcXySXy/PPf/iN3z9+QPt8v9/mxHwW5PLqljEiFi/72JH1NMWLVQVJNEfo1KSTBNGW4/Z0Gpfc9b4Vcvm+E3258hVy+HV7K1goCP1oEhMi0kH5J7LYRXq8nvdVKZrOZlLjvs0v5F9H5LUShiycFmQzItHj2mIhQRLgWGuZacIjzHSlyJzxcMvdx1TfIlcgwl7qLXPQPcv/CPR7dGOPh5Xs8GL7DM1FbKaKV0/5zP1rsPsTEP0tyKYKLk1M8uvuQ3uYo8QMOYnutRLdo8f36FKGltWSPdhHfZSTXHJSi/n3CzrPURGKnjcBeG5mzfhKi2awpTK7CR39bnPG7QpT8xXn3Bov3LuRy4ukEBX0G1y4r2hUd6Jersa/WYi7pQLNNT9ySIh8o4qnzYVmuJrhSR2ydgfwBJ8nDHgKlJvTrtdjW6qj+uo7KFa10HrHSecrEX/+7n5FpDpG1ZBgfeSiP6Q0O571uIsnlzsOEq11kW2IIDVxx79UkGfYUuTlwnTsXbvL4/vj0d/8No8fvOmmFXL4rgjP7eYVcziyeymgKAp8sAuJH/Iq1QGaPjYQQgN5kJre1S6bskrvt5ETaW0QvRYPOMSFk7aW/PEShOsyt2EUe3X/Ms8dPeDr6iPFro7K2bfLZhGwQElJBonZO7EP+qAtC+Qml8j7ZRXllYp8ruRT1i08ePeFa8iL9jT68K+vwza0isrKF4EY18dVqMkd6iG03E9liIrrVQmKjCf+KTqnP6NugI3jEQbLcQ19DhCF7H8/G365O8YeTy+n6ywfXR+g5Yse93YqhRE3L0ha6z/Vwrf8qA/4BLCe60e02YVqvIbTBRGyDib49djI1YfzbLXSVGrGv0qJe0MqefzxF+bJmzi6p5j/9+V/gOWrDvtvMBV+ByYkJUUjwylnz4Z/KmsttB/FWOEk0hEi3ROltiVHUpCjq0lK54ebwdR6/vLD8QNNVyOWHPxe+b48Kufw+dJT3FAR+QggI0jcyeJviUSfJrWaS6wzkVuvpFSk6QTY3WxB1mMK/V9RfZg+7yZ3zc83zsjj/ZQ3by3TjdGToWzIp3n7x0ydee9N6t58QxO90KJ8luRS2hM+nphtkJqa423eZ2Jpm/POqZLOLf7MR45wmXEvbiW+xSPeo4BYD0ZUafAtbiazSSIHtzE4rsa1GctV+Rq/de+sI3w8llzIgP/VcSmpdTVzEvNuIs9LFcPKC9LovevupmF8nfbxti1sJrDfQs1ZPZL1BWkTmD7nJlDlxbTBgWdGJdbUO/TI1R7+qonJVE//h//zPNCxvInbCi/9gNyODN6ep5QcibH/shJ4ml2UEal0kG8Lk2+Ky5rW3NUaqKUqhPUGhLU6/NcvTh0/fei3+2D7f5DWFXL4JSh9uG4VcfjislT0pCHwgBP74L49MP448ZKg1RnCVhsxGM9nlncQXqIiXaMiu1RNfbyCzu3taIPq4m8hpN9d8g0z9yATJPxDQM7qbz5VcvgTx+fMpHl0bJbnfhn9VJ571OvSLVLjmN+OfVUukpB3vcjXh2Q34F7bhW6DCt95IYLOJwDYT/q1mgpt0XE1dfOvrmh9MLl9MXlxLjY+Nc+f6XW5fvUPUkKDrrJPOzVqavqpFP7cF58I2PCs6CG42E1neQXqtgfhGE8ktVnwrdeiXtKFfqsa2UkP7inbOLarjP/7ZX3Dki3N4DzsQVojnDWkpuTX9ffzj3/OXeL6vR0Euj+w4SKTJS299hOwJD+naIInaEPHqANnaIL0tUVLqKPdvjMqmnvc1l1fHVcjlq2h8/OcKufz4a6DMQEHgnRCQNY1Tz3n29BmX+65xtXidp1IGZPrH57lwvJicYnToDoOmXhJbzfhKOoktUZNe3EZ0bguJRe0EF7cRXNZBfJ2R9M5uRK1losrHtfRVJcX9Tiv0Zh9WyOW0g8yAKkaw1EBwvZHYBgOu+U14FzXh+qKS0Jc1+H5ZTmRhK/GFrfiXtGOf24JrmRrNslbKf12B50AXk4+fvRnoL7Z6d3L5HGGpKjRk+7x5qmfVop3TiHFJGy2LVbSv78SwvhNnSSf5s0FiK7V4F6oILmonUmomvslCz6I2Gb00r9dTtbgZ/WEzf/Mf/o7ylU0Yt+rJtMbwn3by7PFTnk9Ml5+81UHO0MYycrn9IJ7KHnpb4+Rb4winLOHo1SukygSxVEXpN2UYv3VfiVzOEO4/tmEUcvljWzFlvgoC30FApKAnJyYpBgeoWdaMdp9J1nmJRgNxez4JD288JFoRwL/JRGBxO/ElHUQXtpFY1CqjKP5lHXgXthJd1klig4nkZiupHV1c6iny5L7iePEdyN/Ln589uRTp5YlJbqcvkzjQRWSzgZ4V7YRLOvB8U4vviyq8v6wgNque6OJ2fLOb6fqmEd03jRz/p7N0lrTS/E0NTd/U8PDG2Fut0TuTy6nn8gJu7M59mkvVmJa2YVrajmq1muoSFXlfnnBHDPVSFZFtVnpWaEhtMuPeYMC7RkvfMR+eZe10l2jo2mKmZnErNZtU/OW/+xlhXZjqb6pxnXQSqvLy4M59uS9ZevJWRzkzG8vI5daDxJsDpFqiZBoi5Boj9KuTFFRxcu1JMqooffok47cVcjkzqP/4RlHI5Y9vzZQZKwhIBKZrHaeYej7J+NgjGlarMJbqCB7rIXbKy+iVEaZeRFPy6gzeHVZCi9tkOi6xopP4EjWehSq8q7RSdy+2vJNoSSfJtQbS261Scmhi/MPVTH3uy6qQy2lrz7HhW6T2mglvM+Jb2UFwYROuhc04FzQTXanGv6CF8NI2ur6uo+ZX5Zz+13K2/fUBjv7iFEf/4RjmpS0yHfs259O7kkuRhxfZgZsXb2M5Z6d1hQpvc4CEMcVgfJgL6Ut0bDfQNr+FzlWdqJa0ElxnxLPJhHuDkfBGI7FtXfjX6KX3uHmVju3/dJz/8n//jKgpjmp+k7RQTVT5uTN0W6aaPy65LCNU4ybTEpORylxTjHxLjJwqxoA6RZ8uTV6b4mbvFVlT+zZr8UO3VdLiPxS59/M5hVy+H1yVURUE3hsCklS+EHB+9PAxT8efca14jSNflqNe1U7PRgOR7RaGg0M8e/KMh6PjhA85ca3V4xeNEaUmgss6CSxoI7lSS2yVjkSJhvhKLeFlaoIbdOSrQtyMXVbS4e9tFf9w4M+dXAqCJs5tYQ060BIluMVIbLMJ/3odmvmNuJe24ZzViO3LGly/OEv7fzvMuX84Rf3X9TR+UYXqNzUYv67BvaRRKhr8IcKvf+VdyeXLC72JZ5OM3bqPcZ+Jq0PXGbl9j7glTfVyFc2LVLSt15DSpenYYsS9zoBpZSf6NRopB5ZYbyKy0YxjpZ6OFR2cXljL//z5P+BvC+JYqSFxyEmhJsRwR4pHI+NMisyEUGT4QFI/L9ETkct96/fSc9JGtjVGpjlKnyrOgD5Lf2eSQkOU/s4EeUOay7HzSs3lS+A+s0eFXH5mC64c7o8PAVFTKeRaJqemePZ0grvX7nGjeIPR2/eJ6ONEdUka17ZTu6aVc7Nr6F6vIbDLyrX8FcZGxxi9M0L4mBOfkDtZ0SFlUIQzT2+JhtQKLanVemIlGpJr9aR32bjUnubp3XFZQ/bjQ+vHO+PPnly+WLondx6SPmQnUqonKGouS9TYF7Rgm9WA4Vc16H9Th/bLWjr++1Hc/3SMxl9U0vJlLdW/KKdpVi3h/Vamnk2+1YnwruTy1Z09efgEwzEr/eEBnNVetv7Po5T+t6MYy2wE1VGyxgxqEZXdZKZ7hxXTOg2pfQ769juxbTbjXK3DVmrAWe/hH/7rP+Co8OBYoyO2v4fIVgvR1Tq8Zd0MuIvy4lEIuX/Im6y53LAfX5mFaHmAZE2QdGWInDoupYgGtGn62mMkm6MMuftlRPdDzE+JXH4IlN98Hwq5fHOslC0VBD4KApMTU9y/95AbwzdJ2nJUr1bTsFaN8VgXXlWIlvWdnJpVR+sWDXUbWqn9qprgQQe3hm9wf+w+d27eYdg/SPRwD/71eoLrDYSXdpBc2k5scTvZrV0kNpuJl3SSO9Ija7peRkc/ygF/pjtVyOX0wj8eGSdZ1kV4jQ7HCjW6uQ00f1lN9exaDvzsEB2/rEb/21o8X9bj+UU5Xb+qxDKvCduXtXjnNlBoi711E8lMk8uWLZ2Y95pZ//My1v38EKcXNRDpjDOcOI/tpAvNOi3xXXaiO7qxbTLj2WMnucWCdrka57YufLts1Jaq+dn/83NMR7rpXq0js7Ob8PIOmpaoaNusR7fLzPnUJSYn345Iv+vXS9ZcbinDd8ZBui5MuiFKsj5CuCpAnzpOb3ucRH2YoiFN1pTh2Vs2V/3Q+Snk8oci934+p5DL94OrMqqCwDsjIF1tQP5zTnVlOTm3lpPzG9n1y7Mc+G0FFUubaVjdjmWrEes6HZrtBty1PjrWqhmw9DJye0SSy5y3j/6eHKkzPsKbTITW6UhsthBdJbQCVdL6sW9PN97VnaSq/TwdeSQFKwXBVG4fDgGFXE5jLTquLzoLmBc2ceYfTnDmH09gndeE6ctajF81YJrVRNP/qsD2i3Isv6rEu6AF7a8qsf+v09i/ruJK4sK0I9RbLN2Mkcvn8PjhE+rXtnDkX86w5N/vZO8vzqDeqcd2tIeKFa20runEvryTyGodwVILwV3dBPY7CJWaCKzS4tlgomu1ltOza/kPf/ZfqF7TgWOVTorGq+Y301SqJ9+dZcjVR/cpF3eu3H2hFfphvq+CXB7aUkao1iOdkVJ1YVL1YWJVAVINEdK1YbL1YTKNIdLqGNcGrr/FSvzwTRVy+cOxex+fVMjl+0BVGVNB4Aci8NLVRhA7kQoXjyMDtwnutmHdZsK1xYx2vY72FWpaVrRxcnYdnj02ogfs6Haa6djQifeMkxtD1xm9NyYJ5uXIsBQ1Du62kig1El2uJr7HRnZ/N4m1GnJ7ukjuttJvznL/+ugHS2P9QIh+sh9TyOX00opz/tHoOMFzDjSzarHObsQztxHNlzWo/lcF1jktOGY3YJ/TguY3VfQsaEe7uAXneh2VC+u5NXzrrcsQZ5JcPn00QcaX59CX5zj+i3IO/NNpGks1ZM1ZzAft6FZpsKzS4Fymxr7OhE2Qyp3d2EvNOLdacGyy4C01o13YyF/+H39B+5oOwnu68Ww2U7G4haZtBq7krjDgyGM75sRe5ZbRS6l9+QG+HYJcHt92iGSTn7w6Qao5SrIxTLY5RqjcS/isn2RNiD4hTdQc5XLm4geYFSjk8oPA/MY7UcjlG0OlbKgg8H4QED+m4i50Ku+PPETUbI1cG+H+3TFpuXjJO0BsiwX/ZgvJ7Va6NxpxbTQQ22TGud1MWngtC8tGdYpsZ4JMV5ZQR4Q7F28y6OijUBchtMs23ciz2YB5dj2ezXp6z3q5FbnAaPE245dGeTz2SBbfiw5z5fbhEVDI5TTm4rsg6oufjD0icqIb9W8qcHxTh+qLWjp/XY3z6zp8X9Xj+qaJUIka70oN4YMO4mfcuPeaeCoVDt5u/WaMXArpr+fPmXj6jIvZS3hOuPDsttAyrwkRdexa2o5/jQ7zqk6c6wy4NpgI73Pg3WIhuLsb+xYTxlU67Kt1WBc38fM/+0valqmIHHXTubKDc/ObqVyjQXfYwY3B6/Sbsqi2aBi5cZex26Nvd9A/cGtBLo+WHiB5zkVBlaTYnqTQkSJ+LkhffYTe2jCxCj/ZxgiDxiwjF2//wD293ccUcvl2eL3vrRVy+b4RVsZXEPgTCIiC/CePnnLz4k1uXLpF2pIkq45RdOdl0f6VzAWCZQ78G03E93TjXq1Bv6CFYKkZ/y4b4X12/Acd3L10myv5i4zdGmXk1j2K7eplWcQAACAASURBVHHiO630CG3LHVZcwpd5jQ736g5idX6pBTg1NfnW9Wl/4nCUt38gAgq5/H3gBEkbu30ff0sA7cJmupY0E57TSGiNHvdaHc75TXi+qsG9SkdosYromk6yRx08HXvy1ioHM0kuXx6FbMJ7NiE7u/vVCUKbhH6smcwRN2GRCl9vkNJgzqVqXMvVWBa1Y1vUhnVOE5alGjoWN/Pzf/vX+Pd0Edhto3t7F56tVk7Na2Lnb2pw1gW4cfEm5iMOzvde4NqF62993C/n+jaPglweKz1ApNxFukoQyijZ6gAiPd7XEJWEs68pRrE5LmWJRs/ffZvhf/C2Crn8wdC9lw8q5PK9wKoMqiDwpxGY/vGZZPTGCIGWEO27DXTuNhI45MC23Yx7ZxfhHV2Ednfh32Ojc4OOng16GcHULG6lZ7WW6AoN/s1mEsfc3Oi7wtjtO9y6eJNUQ4jYATvdqzT4NxlJiMhnqYH4LgsXXEWevdCvlHWdSqDyTy/WB9hCIZffBfk5E5PPeDByn9gOg0yN25e24l3eTnSNhuDCZkIlHUQXNNJ3LsRga4REmY3BjqQ8v6ed7r875h//+72QS1naMomwXX384Ann/cNkqoNEj3mIn/BMd8Kv0eJdpSeyuI3A8g5Mi9S4lqqxLmzDurKVn/35XxE77iJ/3It/uw33Wj22UiPn5rdweH4znbus1Je0ciE9LHH640c3s68Kcnlk434SZ530VUfI1YSkM09vQ5QBVYK+tjjZuhD59rjsIL+Ruw5T04pJsuxHqCfN7JTkaAq5fA+gvsOQCrl8B/CUjyoI/GAEnoNw0BlOXMRXFcB7xsOF6BAJQ4bGEg3dGwx4dtpkpMOzVo9lpQb3dis9m804lmvoXqQmuLiVzjkNOFdqMC9vJ1LpI1nhI6uO4D3YTUdJG6HFrUTW6ois05Hc08XohbsfJLrxg3H5jD+okMs/vvhTk5NcsPfh3aQlu9tGaruZ5Ek7kbNuEtuspPdaSe3qIn7USWKXGf9us4zKC1In/Mrf5PY+yOXv7VcQqqnn3Bm+RbwuiH+nlfROG8ENRtyrOokv68A9X4VzXivmeSrp4GNZquJv//yv6VneRnJPN/71ZlI7bNiFLNHubmw7utBtMBIps5PSiU70od/b5fv6Q6bFtx0kdNJOsTrMcHuS4bYkg00J+moj5ESneHuC3qoABVWMsesjMjsiym2mJqaYmph464arNzkWhVy+CUofbhuFXH44rJU9fe4ITE7XVop0nyi+v5G4LMWU+3RxrmQuEzMlqVilpnOdAfs2C74NJmLrjXjWGtAvaMO2tEOmwq2rtHSt0dM9T0Xn3Ca081roXtFJ1xoNgWM9pCq8OEs6aJtdj3V5GwEhjF6qJ1bl4/71MYVcfqLnoUIuX7Mwz2Hswh2CG7X4N2pxbtUT32EhvcVKcLWOwaYw/fVBIuu0pMoceM66uJm8KHVap4TI+BvcPgS5FOG68fFxMj1ZCo4cF3uKuJa0E17eSWiZmq6FbTgXtBFYoUWzqIVTvy7nb//sL/EvbCG9p0c2+ViXdGIRGpibjPj32HFsMGDdbCJZ6SXvzX+QEhdBLg9vKsN7wi4jlrmGMJm6kHTrSdaGZbd4TlhCtsboVce5d/UOj0YfMnblHreHbnE9efG9NA0q5PINTvQPuIlCLj8g2MquPm8ERCRl4tkEE08mePrgCemTbuqWqEhoksQNKfZ9XU/NcjWujUZsGw2YNxqxr9bgWqHBNrsZqyCYG4xYVukwLOvAsqwD1cJWXOsMhPb1kK4KEd7VRWRXN8ESDabZTZhWaQgK7+KGsLSDFN7N7yUn9Xkv7YwcvUIuXw+jKOMY0MbomXcW2y+O4P3yNJmdNgLrzcQWtRFYqye+p4vUwS6y57zcCJ9H1DJPvaGc1nsnly8OTZShiItLEcV8MvKIobY4tjlN+Ba2YRMXibOaCSzrxDW/mZavq/mbP/tLLPOmsxPZ/W4Ma/W4S004tpoJbzTh2WXDt6cLf22A6xduyHHlPt7jl1zWXG4+SKrOR7jcj7fcR6YpxmBnmlxjlKIqJrVGBzszDHSkKGhSiJpToT9a0KfI6zOMXrwzPdc3JP+vPzN+945CLn+HxafwTCGXn8IqKHP4SSMgayufPOPxnXEuRoYp2vIUm2PEtllxr9FyZkETZ5aoOLawBY8QUBYWcOv1ODYYUX3diOZXVbiFi85RL13rDHSt0tIxp5n2WU20fFErI5yJYx7Sh91ENhrxbTETWqXBu1JL18oOhtVpnj18Mv2jJuud3iya85NelE/w4BRy+fpFmXj8lHxTD94vTkvB/8DydmKrtQQWthCa00R0QQuZkx56z/hJnPDQ3xj5Vsrr9aP+7p0PRS5f7lFmLwT5fTbB/Qt3SG/QEJ9dR2h+C11zWrAvbEW7pIH//G/+gp41Hfi3dtGzrYtTv6rGI/Qx1+uJrjNI4fXYzi58VX7pxCXSzmLs98gtkTWX6/YS2Guh0BSnUBcl3yAIZZJhbZa8aOYRBLM6zGBznEF1ivPWHOdNvQwYM5KEXk1ekPJJb1i18BK2731UyOX3wvPB31TI5QeHXNnh54SAIJaPxsbJNsTIn/biOGonXOMnfMxFbLuV7BYrnhUaLOv0mNdqZU2lcOKwrxJ1VQ6sG4w4lquJHvUQO+HBNrcZ13wVxjnNWL+ow/yv5/CK6OXSDqLbu3AuaSMpyOUGPV3L1YROuXl4676M4rzPH5zPaU3f17Eq5PL1yArC9HR0nL6jTiKrNYRXdJIs0RJf3klijZb4diP+JS141utk9D5ZZkOIscsGktcP++07H5pciu+ijGCKEpmJSe5fvkdgkwHr3Cba5zVjmduEeUUbf/Xnf4WhRDTv6aVd5Jm/O0LPvDaCG034VxuIrDfi32Lisn+Ay32XuNV/ncknk9N2sYJozmBk8CVYMnJZWkbooI2+8gC9NRFJMAdaE/Q3xuivjzDYkmCgJUG/Osl5XYYBXZpBrSCWSYqtUQa7czy690DO8+W47/qokMt3RXBmP6+Qy5nFUxlNQeBbBEQB+/idBzjK7EQOu/AccdC9x4ShpB3XGh3+rVa8G40ywpg64sK1y0rqsJvkXjuZ3Q68aw1SRqh7lQ7PNgvhoy4CKzqxf9OMYa4K1+wm1L+pxjG/mcAmo4xaBtd1EtxiILbZwAVT77cRS6Eq/YYZwm/nrzz5sAgo5PL1eAsiJnRYfbtNuL+pxfGbcsLL1bhXdJIWSgi7LEQ3GuhZ2YFnhZrQUhWP7z58Y3L1wcnly0MV38vJKUS5ytjVe3h2mOheoqJ9bhP1X1bwX//tX9G5rh1biXrayWdlJ/bZgnyqMC3vRLdcjW+jkbg6RvKgg+jebi56Brhy/iaPHj99L7WNMnK5fj/BfVaSx71kT/vIVAYp1oTJVwYZKA/SXx0mVRNgoC1Ovi1OrjVKsS3JeXOWIVOGYneOG4WrPH389CUS7/yokMt3hnBGB1DI5YzCqQymIPA7BCafTHDJXiBw2kXHOg3l8+tR7zMS1sYJGeL4aoNYjjqpW6fDvElYOOqlWHJ0u5Xwsg6ci9twr9PTtUGPY4sB51otrmXteGc345jdjHdFJ971Bm5mLjF65R4jF+/x+N44j+495PHoo/fyw/K7o1OezTQCCrl8PaKSXN4fx7FLjXeLFs96PWERqd9sxr+ji+hWM475DQR2mKWdaWxth4zYT71h3vWjkkvhxDU5Jb+v92+OYdttwTivBe2/HONv//yv8JbqiJ/yEjsXIHTcS3dJJ13z2zAsaKV7kwlXmUPqYPqFwkSpgZZV7TRsVEsDBiFGP9M3GbncclCKqA81xRmsj1I8FyB/yk+xIkR/nZAnCtJXFSLfIFx6wqRrAqSawuSaI+TbomRaolzsKTD59NmMTU8hlzMG5YwMpJDLGYFRGURB4BUEpOzIFPeGbxGodHF0bjWtmzqpWdAo3XPOLW/G3xbiYuwC9hNOzixVYVmixr6yE/NGM07RyLNWT88qLW2r1Og36PFsMdJT0onrm3pCQopoboOMDty9fA8RIRVRSdEZ+1w8f2EbqVRWvrImP4KnCrl8/SJNTk7xZPwJw748RVUE/yEbxq06PKJTeruN2K5uaWfqXaIiMr8R9+wGAmU2nj6deP2gr7zz0cjlK3MQRFioSNy/NopzZRum35Tz9//mL9DPbyS434FLXFwedJDaa8eyXCtrL73brXSu00mt2/g2K8n9PbSt6+Tk4gYe3nsg6xpf2cWMPBXk8vj2QyRO99BfGaIo7udCDFSGyJ/xM1AV4nxdlIG6sKx9zWtTDPbkKHb10m/NUDRmGfIWeHRvnKnJGZmSHEQhlzOH5UyMpJDLmUBRGUNB4BUERJTl2ZMJrvReJt7TS02JivIVzTQuVdGxz0LVslaa5jVhPuRAs6cLzfIOHCs1eFZrsZVo8K8z0DirHvPCVrpLOtAuUqH5dQWWr+oILG3Fvc3Iwyv3JJF8ZbfK0x85Agq5fP0CStJ15wGZCh/uuU34l6jxlGjwrtYQW6Ems0ZPbGEr2VUafGs0dC/voHNxE1fSl18/6CvvfArkUtZhTj2XahKD1l6sX5XzN//7f6JrWSvBRe10z2nGvEyNY7MFd6kZT6mJri1mPBuNRLZZie6wktrehWpdBwd+W0lQE0eQ8pm+CXJ5YM0egsds9J72f5sWzwt3ntaYvF+wFyjYsgxZeymqE/TrM+S1SfqtWYaceW5fuf3tRfBMzU8hlzOF5MyMo5DLmcFRGUVBQFpQiAL6Z4+ecefKHW5cvE7cnGH7P5+kfG4DupUaVELPbp0e00odbiETtMOGe40e33Yb+qUdWBe0YlrQimt5J4ElHdgXtWOY24RphZroSR+jl+797p/yy65QJUT5kzj7FHL5+mWceDZF1pmj+utytHPqqZ5TS0+VD/upHpq+qiW0shNniRr34lY8S9uwrNeQ1iYYuzP2+kFfeeeTIJcv5iMuTu9duE3bnCr+/t/8F1xf1+P4qhH/AhW2Ei3mZR2Y1+oxLu/EsbyT2I5u7MvV2MRr63VoNxlZ+XeHqFul5v7dNzv+V6D4k08FuTy4di/eXQbCe7tJH+ghedBF/LiHQm2YQlOUvCZFqilCujlCUZ8mp06SN6UZcvVxJXdJuglNTk7KSO1LYfV3bThUyOWfXLoPuoFCLj8o3MrOfrIISKu3Kem6MxgeZCAxSFeVi+Ozqqn7pgHXGgNdyzowrNJgWavHu1qPeZ0B3Rot/g0mfHvtWEs09MxT4Vncjn9JB7Y5zbhmNaGa3UDqrI9nj59Na8O963/hn+wi/LgPTCGXr1+/iYkp7ly7h+GMjbQzx1DqPLpTNs796jT2pe2Et5jomlNPoKQT8wo1Z+bXcXJtHWN3779+0Ffe+ZTIpZjW5NMJBrtT/Ox/+490zWpAN7cF++J2tHObUM9uxrhSi3G1lq6F7WiWttM+qx7rOmEFa+HcvEZ2/PIMlYsaZfZEkNWZvAlyefLwSaKWOGlzhvBWM+n9DnK1YZJ1QXobIwxp0hRaEmSrw/S1J4iVBxjUZxnuLjDoLUqSORzsZ8jey6A5y+ORh7yrfpJCLmdyld99LIVcvjuGygifKQLCWm76Pi2MPH7vIZfD53GdcVOxqoXm5a1oVnbiWK1Hu6Qd7eI2KRsULtEQXWsgV+YiutFEeI2eLpHi2mDCs7xTEkzzfBVdc5pJzGkkfcorvZKFrJHklTP7W/GZrt6nd9gKuXz9mggx9MnnU4zfH8er8tO4qhnVv57F/k0dvlkNOBY3E/2imp75TSTPeTEcMRHQBXk4Ov76QV9555Mil6J+enKKkdt3+cf/92/pXqSSChGBb5ro/KqB9m8a6VrWSfeCdgJL2/Cu0RFcpydQasG71czhr2upXNKC/pCZx+NPpmuxZ5BgCnJ59uw5rly9yti9UfpsvXj2dBHZayd60EWuPECqLc6APkNfS4y8Kk5vfZi8kCHSpunXphjQpshpEuQ0cc7bslwM9k+bj7+yJm/7VCGXb4vY+91eIZfvF19l9J8oAuJ/tXDbGbs5wrMnT5l8NsGNyHl6a4P07LPi3Gmme5Me9coOLJuMuEUn5/JOcvt6yBx0ERWOIju78e134NnTTWiPHds6PcEFKqIrOokuU+Odp+L8Kc8LOaGfKJDKYX2LgEIuv4XitU8eXr5HepuZ1EIV/lmNUkA9ud2KeYtummjObZbd4qmzbp68MA547WCvvPFJkUsxr+fPGR0Z5V9+/k+4F6kwzGpE98+naf7ns1TNqqdzoQrtrAa657cQX64hsMlEcLMBw3otp+fVoz9goS9Y5FL/VSYmJnk+MXO1l4JcnhPk8vIV7t9/wMX4eVwb9QS2WfBst0qSmRLyROU+EuVeUpUBCjUh+puj5IWDT0ucvCom9S6znXHSzWEuuvLvGrhEIZevnNCfwFOFXH4Ci6BM4dNCQKSRpu+/EzoWZFIEDF++JwSaL6UvyTTdvVsjPBh9wIC/QE4VIa1LENxvI73LRmiblfA2C9n9PURLzUTXG3Gv1WNYo0Vd0o5tkxn/9i7sm8zyB8K9tAPfBiO+FR34V3Uy+TIVLieghCw/rTNlZmejkMvvw1OqjvPo7gPiB63E5jUTWdxKXJSQrFBT+9saWv7lLIGlKsLbDZz3FHny4PGnr3P5ukOees7Y2Chf/Pq3pFQB7L+txj6niZ65KnwbDHQsbMU0twntnCY84gJ2nZ707m48e7vY90UlqvWd1G9S07i+VZbqTE5OTP/vEv/F3vHfiCSX585x7do17o/d5961OxT0SRJVHtzbTKQOu6RTUrY6SLE8yEBFkIHGKAVVjN7aEIWmGKmaML1VQXJVflLnfJzvyk0bPbwOjzd4XSGXbwDSB9xEIZcfEGxlV58+ArI+6YVrxvj1Ucb6bjDad52R/lvczl7lauYy1/yD9J/1ET3p5tyyRnL+AlcHrtK114JvfzfZCj9CFiS72Ur+mJdcdZjiYQ9JUWu5uJ3gVgueVVr8u20kdzsIrdLh3mAislKLbYGK0Gq97P68G7s83RH+jj8Gnz7qygwFAgq5fP15IOS1RAPI48dPuewvEvmmnujsJsJf1xGd00j0/2fvPYPsurL7XmfLZZddLtku+YNtPX+yy09+UtWTqhRsWdIbUaOZ0WhIDslhAggCIIicc845NYBG55xzDvd298055+7bER0ANNA5J/xe7dO8GBADkmCjA0ieU3X73L7nnB3+O5z/XmvttQ6VEvNRArlrUtCcKmf4wSD33Z2S7eJXp/rrK6+d5BIYGhpi1arVPLrXi3pbPvUbsqQd8tbz9ZR9nidt/tPtLkJ9ohrXbR3u62oCUTqcF+tRHSknY2cuyji1pGGRQtDOzkrO2l81ao8glxePX6DmVjGtrhYGegd42Hwfa1QD9jO1eK9rMF6sxx9jQASH8N5SE8514b+pwXtDTTjLSmOOQwoTKWKPN5fPR/AZezz6dFH/65Z5+W8yuXx5rJbjTplcLgfKch6vPwLzYsn5UGztfTwwtxHOsOJP1NOUaaMxw0IwzoA314rzegPuM7UYLipIP1JE0BpGl22i7kSV9BGh2SS195FKPCdq8B2pwnmkCuvOIiwbczHsK6VgUw55Owup2V+GYW8ZVbsKUewvxXWlQSKf91RhaSU/b2cps8vXvwO9egllcvnVGAobxEeOdpqyTbij6vFGqWlMNWPeXYxuVQqmT5LRrkuj4tMMTGtSsZ2sQHuhlvv++1+d6DNXXldyuXrVKh613Ud3tFwKEysWpv48Jw37yqnYlE3VoVJ8iSbMUQ3SBhoR3UtzvobcnQXc+DiBqFXxeJVegrpGRofG58nlK9pfCnK57e/XsPl3f4ryaj5DgyOEavxoD1fivlxH6IoK/zU1/ttaXDfVhG5oCd3UEDhaje+0Ev/FBkKCCF/V4DpZS/CODsPFWu7b2nnyCpJVmVw+06Ffg68yuXwNGkEuwmuAwBOYGpmUSKWIf+u8pcJ+pR6PcK8Ra5iPoXtbiy6qAestFd6zCtRnqsk6UUybpw19joWaA2U0HK5Af7oWzfZCKe6vVmzQ2VaEam8ZVjH5XtdQu6eE+jgd3jI3ldfqyN2UQ9n2AlznFFguNuC8a0CXopFW8a8BMnIRlgkBmVx+NdBikdXn6cZxuAzLqUpcp2up25yPek8Rqs8y0K1Jp35jDuoN2Wi35GE7XE314VJCtjCSq5vZr1cHv77kcjX93X0Y9xZjP1iO+ZySULQBw20N6kPluJKN9HU8Yrh/mC5nB7Unqkg/WCgFbai6Xkv89kyufxTDrVUxZO7PZfBBP3Ov6LlckMutP1/N5v/5DvYaC487HtCsa8QTY6DxuprwLT2hOzqCt3W4LjbMSyxPKPCdqcclyPEVFW35Xjy3dfiidLSVe2lVBWk1NUu2oZL26Ku7wldekcnlV0KzIhdkcrkisMuZrjgCEWGgZMr1hKn+MTpKPISitQTvaKUdj+4oNf7raoKxegJ35n/Xnq2h+Egp7qsqtKeqid+YgTpdR6O5mfQd+ShPVFJ1sAzDkUoMp2qp21pA1Z5CDAfLUW0vkPzS5X2eRc6mXOoTtHQHu4jbmk3WwRI0W/KlzT797vuMjYzPr+JXHCi5AMuFgEwuvxppsVt8emSSxmQj2tUpGD5Oxrwxl7rVaVi2F1AvbJWFH8jNuaSsTabsRjU+Qwh9tYXpmWlJI/HVqcPrTC6HHw9hPlJC/boM9NvysR+tQnummoYLtbjidYwMD/L4wWPCDX6qz1SQuScPU56N+D2Z3P44nvIDxVQcKCFlaw5ZRwqYmni1kIuCXO54byPKxCoehjvpcjUTFLvCLzYQvqkjcFND0x0DXmEKdE6J/6oa/7k67MeqpWhKIeET81I9ngQToVIPPqHSv1aPmG9nhI35AiWrMrn8uh6+/Ndkcrn8mMs5vg4IfEEqhSuhka4BmvKduKLUklrae6EOR7SGQIEN3zUV/ig17ptqaSUeuKWl+lAprvMKfOfraThZRcL+bB50PMBR5iRpe7ZkL2kWdpQ7S8g/VIQ2XkfN5hwpVnjt1RrUyXrSt+ZQuL8Ea7EdjYg6kmSgbGMOzmjdS29CeB1glMuweAh838mlIA0HDhxgx44dnD59+lt/Tp44yY5VW9nx5nq2vvkZG3+2hrf+/F1+8We/5Kf/99/xk9/7CZ/89cdsenMtm978lL2f7+LQ1n3s37qPQzsOcGTPYY4dPvZFvqe+lP8bb7zByZMnv/TbQsr4dc+cOnWKY/uPcHjXQQ5t38+RXQc5GvnsPsSRnQfY/9kuDm3Zx9E9h9m3dTe//z9/n2NHjrLr4y3s/XALOz7cKn12frSNvRt2snfjbo4cOsrxY8c5sv8we7fsZcOvNrL+3Q2s+bs1bHtnI1ve28zWj7aw5ePNrPnlek6e/HLdv67ML7p26NAh/v7nf8+hg4cQdTp18hSnTpzk1LGTnDr+5c/JyG/HTnLy2In5e8T34/Mf6bnI9+Ovhr/oW2vXrmVs7OXcTy3eyJVTehECMrl8ESryb98bBCQB5Rf2lMK9R2TDjjg/mZ1j/OEIPeZWmrPsOE/V4jytwHm6Fvd5Ba5UI66rDZKDYEEyA8JO6JpGUokHb6rxnFViFTu9T1ejiFFhybdRcb5aindsPVaN+5SC6jsKAnV+4j+MlxwgJ+/MosnajK3Mxc6/PM+1NYnkHi8hak0y2lNVjPeOvrK/t+9N4/3AKvJ9J5eiOZOTk/F6vUxOTi7sMzHJxPiE9BkbHWXo8SDaNA3Ve3Mo/TSJrHUpXPowhujN6Vxbl8zxn10nZX8e6jsqrDkmqm7VMPhwgLHRMSmNSDnOnj3L6Ojowsr0MnWZmGS0b5jGPCv+BB2hXAvBXDP+LBOeOOGuR4s/xSBJIn131QTSzBjv1vPWj37O8PAwkxOTTE5MfPER35/5PJf/xMQ8PgIn8Yz4P3KWvj93fwSDlz0/ePCAu3fv8ujRo6XDawFl7OrqksiuqKN8rDwCMrlc+TaQS7CECEgefOaezEe2EecnTxgZHKf/wSCP/fdprvETrvDSmOtE+GaznVXgOlGL41gV1uPVOM4rcZ9VYD+rxHWxntANDZ7jNdgOV+A8q8R/RonhUCWGI1WYTlRRebiCmHWp1O0txXygnJRtWdJuz6JzFWSuT6N4VwFJu3Ppu99H6YVKNv3pKbb+n3MkfJBEe0PLglVCSwihnPQyIfBDIJepqamEQqFXQlRs+hAbfCbHJult68Vwo4HMdRnErk0jTkSquVBHxt5Czr15m/zD5dzakEnl0TLKDpRw+YM48vcX0ha896W420uqFhcL2bknzE5M0VUbpDHNQkuWleYc4ffRTGuJm6ZsG80pFoK3tARTTJIrH/P5Ct574y2mpqZeCa/FflioxRMSEqTd7Iud9qukJ6vFXwW9xX9WJpeLj6mc4muCgBBYzkzOMDE8wdDjYcnvXY+3G1umGVeBnWCWlVCVl6YaH+3mFjzJRhwX67AJR8DHqqRNA85T1fgu1hE4X0fwkorgdQ0BYaQuNuccrCB4QYX3cj3OY1V4TtSiP1VD0rYcEtakUC9sLHcWoE3X87jnMfknSlFsyafwRDn9D/p42PFAUpuf//ktLv8qloFOYWy/eM6OX5NmkIvxkgjI5PKbgRJjWthfjg+N0ea7R/6xQmI+TiT2wxQyN2SQtjmbqnPVJGzN4fIHiaQfKubu5myStuaiv9FA8s48cvfmMfhwkNnpX4+1JSWXX1RLEMzHni48t7WEUk0EMkw0FjoI5ztoTLfSlGUjcFeH/mg57hQT1lv1vPvXb8rk8pu7hXSHTC5fEqhluk0ml8sEtJzN8iIgJvKpB2PcqwoRrvLjUniwl9npcrRjybGivq2iVR2kVRWioy5IuNiDv9AtSUH0x6qxHKnEfrIG73klwgbTdaYG1xklwatqApca8J5UXQVfPAAAIABJREFU4D1QQfBYrUQudadqsJ5U4DinxFPtozq6gaRPU1EfqCR9Qwb3Ap1U31FSuCaN4o1ZFB0vpuJGLUk7M4n6JBaXyicTy+XtIq9dbjK5fLkmeTIHk2NTeAudpHyeSsqaZDK3ZlN5vJqKXUVSRKzqi9UUHq/k6q+SiF6fTsGhElJ25lJ+vpaiUxUM9AwyNzPzNMPlIJcis+nhSZrK3DSmWwimCyfjOgIpBhrz7VIc7qZsQTadhHPteIvMvPuTt2Vy+bSVvv6LTC6/Hp/lviqTy+VGXM5vaRCI7DAUu0rHphjtGiAcZyaYZsGfY6WpyoerwIY5yYA2VY8l00yrrpEWbYiWhhDtdUFair001wTwRWlxn1bgOl+H57wSxxkFrgt1BK+oJHLpudSA66wS59Fa3PsrcRyrJhStw3OpDuM5JeUXavA1BLi4Oo78jblUCB+WtxUMPBrAmG8leU8WPcEeJkYnmRiZYGxonMnxV9vBuTSgyqkuJwIyuXxZtJ8wPjxB5oFc1AfKSV2fStr6dEp25lOws5Cs3QUEFH4KTlZQeLSUqrMKsg6XSl4eknbnUXNVwZyQWs4JOej8sVzkcnZqhi5jM4EMM94UE4FMC947GswHSnCfqyGUaiGQZyOYb8eea+DtH8tq8UgbfdNZJpffhNDyXpfJ5fLiLee2RAgISeV0/wT99m46ywKEky14b2lpTDFLDtCbFQHCigChcg8NNxpwFThorQvSrArSXh+iSx2mvdRDY44d3y0d3jNKHMKX3sFy3Bfr8d7Q4L1YT+BCPcKVhjgHTivxnFYQFCTzUDU+YZd5oQH9iWoq9hZz7u1bVIqoO0crpNjHIwOjTE9OM9I/wvTkzCuHYVsiKOVkVwgBmVy+PPCzM7N4FH4y1qVz7d1oCnYUkLElh4p9xZQfKUd5Q0XhyQpUUWqqryvR36on/2gx1lwzw/eH5v0p/lorvmyuiOamZxnq7qfT0ExTkRtbih7HtRps15TYrquwXVbgjtHSWO7BmdTAO38jq8VftlfI5PJlkVqe+2RyuTw4y7ksMQLCB57wU9mU40B3pQ7T6VocF5WE0qx4E0z4c22Eq320VQZwJBowxuppzHHSrgwRKHDRXuKhtcBFMM2KM0qL5YxC2riju6LEdFEp7Rh3nlLgO60gdL5+nkieqiV0qR7/aSWBA1WEDlXhO1aD91wdjkNVOE7VYjxdgzlWz+ijIWkDgbRLPbJrfYkxkZP/biEgk8uXby8xjoT/x9gNKVz8eRTJn6RITtMT1qeRvDGTwgOlJGzJpOJCLcV7C9Fcrqa1PsjI42FmZ4SnCOGUYfkll8KmWjh1nxyaoEXpx5dpIZBmwpukpzHDRCjJhONGParTlZjj63nnJ7Lk8mV7hUwuXxap5blPJpfLg7OcyyIjIF4M0kQ994TR+8O0VPqkHZjeGAPmU9U4L9Zhv1xHINZIY74Ld7SWcJ6LttoA4QofLRVePEJlnmWjpdhNc6adliw7bdlOrOeUmI5VYT5YjvZsBeqz1bgu1+O+piEUpZVIp/1wpeTM2HepjuBpBf4jVXj2V+A5VIH3bDX30h00xerp8txjenxKCuW4yBDIyX3PEJDJ5bdr0OmJGcYGxnCkWUhck8K1d6KJX5tG2fEKsg+Ukr0jD/P1OnxVbpqrPLRpA8xOT32JVEZyXC61eCQ/ySZ8bJJmdQBvgQ1Hog53lhVPhh5vooFAigX9tWrZ5jIC2EucZXL5EiAt4y0yuVxGsOWsFg+BJ3NzjA2OMj48RndlCPXNepzxekKJBhxpZsnFUDDBItlPBgoc+O5q8d/V0Vzgxp/vIFTtwR6nIZTtwBNvIBxnJBxvpDXbJX2cNzVYjlShPViG6mg55vMKjFeUeL5Qi9vP1GC6Vi9F8AlcacB/sR730Wq0B0p4UNso2X1OT0wzMzMz7xT910KSxQNBTul7hYBMLr9dcwoV89z0DBMDoziSdOjPV1FzpJSCvQXkHSig7HgZrptaXFfrsN+oo10TZHbq9SGXczOz9N/rw5tjwpthllTkwWwrgSIH9lQz+rgGmVx+iy4hk8tvAdYy3CqTy2UAWc5i8RAQK35BLCd6R7Gn6eiwteHOsOC8pUZ9rY7GZDPhVBveFDO2JAO+ZLNkPB+M1hGMMxDKstHj7cCWoMeSaMB2U0MgyUJTqpXWBJPkiiicYiUcZ8J3tg7P8WrMB8swH63ElqSj+ngZNTvzMZ2pQXu+CvvVeuwXlfiEPeZ5JYEbDQyFehGRf2Q+uXjt/kNISSaXC2jlJ0iaAW+eBWeyHtPlWqwXa6VxqTpVRZuxme7QPfq6e+lwtzE7JenDfyOj5ZZcRgogNvj0WFrwZVgJ5doI5Vjw5tnwF9nQxij4pbyhJwLVN55lcvmNEC3rDTK5XFa45cy+FQIRdvbFWajCZyemGe3sp73WT7jUyT11I/fqg1j3luCMM8zHAU+2YDtZjSHZQCjHjj/Hgv22mmCMnuYqNx32VhyZJtTX6/Df1hJMMtOS7cRzpAzVmlRMO/MIROvxX1PjPFqN82iF5I7Ic6lesufM/TyDws8zMZ+tRXdWgftSHaZTNQSvqWnLdEjuRkQ0IPmQEfg2CMjk8tug9et7Z6ZnCKsChMu8uKPVBIQGI8eKP8OKO8tMl72VJl2IDmcrYyMTLxyaK0UuxZw2NTpJU60PZ7yGxhQrnptqHHEaLElq3npD3tDz65b++m8yufx6fJb7qkwulxtxOb+vRUBE35Ckfl9E05EkldNzzIxPMT02SY+3k3ZtI22lXkkS6b2toUXsurygxH1Ggf+OHl+0DsdVFQ3RDQQybbjSjFhvqvDEGgmXuAhXefHk2HAmGHBF6/HGGyX1mWpzDgU/uYzinTu4T1XRFGsiGKXDf6EO64kqfMIt0TkFhpPV2E7VErhcj0faSa4mnGqlvdLLQOujeTX419ZSvigj8JsIyOTyNzF5mV9EtJ6pkQmCYqzH63He1eC+pcIXoyMYbySUZ6NJ7afNFKY32CnNL8+nu1LkUqg3ZmfmGOjow3itnlCSmcZ4A/ZjVWivVvL2G29KIRYRmhCxEZD58zNelJ6vypL/L0foWXKIvxcZyOTye9GM359KSNLJyRnGe4boNXXQF+ih29RKV0MjjnMVeBJ0NBe7aC714r6rw3NLi09EvEgwERC7wu/o8CSbCWY78GWa8KdZ8MUacd1QSfaVHcogbYoAwQIn1rta9IfLMZ6soinZSs2nyZStTqT47VuoN+UQjBFOjo00ipBsV9U4zyrwXWkgcEVN6KYG73WVFA6yqyzA5OAYMxPTzD7jmPn70ypyTZYDAZlcLgxlsQCdmZqhXd0kLTj9wtXYTTW+O1q8WSa8aSbchRY6Pa0MdPeLbeK/kdGKkUvmd61PDIwRLnTgizNiO1CA54oC5eY03v6rnzMxPo6wz5Q+s3NS6Msns09eWI/fqNgS/CCTyyUA9XuYpEwuv4eN+p2rkpgnZ+aYm5pl+F4/9/VtCMN2X7QW97U6vElG2iu8uK7WU78lE/eRErr1zZgvV+O+oZDu895QE8q04r6txZlsoqnAQVtdSJJm+O/q8Vyux59ilnxadlQHCWbZaNhbhOlmPYaz1VIe9vO1aM9VYEzRoNmaTTjRTGuW2PVtRKjEnReVeAShjNIQjNXRkm7lYW0T08NC1fabL6zvXDvIBV5RBGRyuTD4JXI5Pcs9RxvuKDWm4+X4bmtw3VHjjNFguqzEn2qiRR+UfMy+duRybk5SjTcXurHdacAep8edpKf+ZCFv/39/z8jjQXypBu472rinbWRqSJDNOZlcPtddZLX4c4Cs8L8yuVzhBvjBZ/8EiVSOenvp0bZgTzfhyLJIu7mb8+0E4/SE7uqkjTqhZDP2Cwp8l+rRH8zEl6TBdqhAkkx4o9Q05dolCabwVenPtNFS6CZc5CaUbsV1pZ5gvInOhiaaClwYTlbSomlkfHCcoe5BfNdUeGP1NJyv5H64G/P5KppznfTZu+m3ddNV4iOcYKKtwM2grUey+5zsH2N2cmaeWMrk8gfflV8VAJlcLhDBuSeSVK+vuZemHAuWs5UYr9ejOlCII0aH6Xwtzlt1NFd7mRx/8UJwpSWXYmPPQ1cX9gQ9tjgt5pgGTLeV/PJv3mS4b5Delvu0q0I0ppsZ6uyXyOVKLWhlyeUC++kP7DGZXP7AGvx1qa5kPyReCtNz9DX10hhvJJznwJJpwl5sp1EbpE3bRDjHQThah/9KHa67emzX1Xjv6FB8Go3zZi2G7VmEChy4b6oJZ1roUjYSiNbgSTRIBv32ZINkJN+YaScQo6O1yENLgZvKz7MYeTA0b8c0O0dzvhPPXQ3mc1XcD/dwTxVitGcIMekLqers+DQzg5PMjk0jVFJCWiIdMql8XbrUd74cMrlcYBMKW8TZOSZGxugNd9JU6Sao9nPP1sqD5gc0lrlprvHSWO9n+jVxRfSlmgoh5OwTxu4P4Y/R44nVE860YU3SSBF6RkdGGOrtx59hRHelmgeCaDo6JDv0lXBJ8XXkUsyKInqScBEnTBWkQ8yRYr58JiLSl+q/SP/IkstFAnKRkpHJ5SIBKSfz7RCQVFkiBvjDYbr8XVjjNARTzPiyzDiyzHgSDDTWeAlm2PBFaXCdrsEfb8Ido6fxjh7PFSX2qzW4LisIJM3bWlq3ZdGa66Ip1UzDmjs44vXUXazBK6nYdTQXOQlF6yWCWbcxi+GewafqbFEOd5SKQLKRvpZeZoQPPRHJQ9Z2f7uGle9eMAIyuVwYdJKd9uwMk+PjDA8M8bj1Pg8CXbSpQ4SVHlotLXQFOun0tkl+Z+fEojZCeL7IciUllxGCON43iitaQ2O8mXCyCUeiml/+6Bd0+doJFFjx5poJFDuw55pxRmvorPYzMzr964XuwuD71k99Lbl88oT+rn68VW4mBsfmF+8RrJd4MpXJ5bduyiV9QCaXSwqvnPhXISB8VQ609NJS6MJ8p15ybN6YbcUdr8NzswHn+WpC+Xb8ySaCwo7yZA0t+U5CeXYCd7T4U4w4TlXgS9TjuqKUJJz242WEhK/LNDPKH59Be6YMfUw9rmQj1stKGtMthO7qaYo3odmay6Omh0/JpZCgdupb6KwLMTk8Pm/PJBPLr2o++fclQEAmlwsDVZDLuak5Brv6GR0dZmRohP7uXhrzzdhTtWjTdZiLrbRYwoyNj0l+MWcmp5+OfZHripLLL6o9NTJJc6kLb7SO5kQT5qha3vqrn9PZ2EGns5V2Ryu+VBO+JAOhRCPN2TYm+sYkqefCkFvYU19HLoVbqHZjM94yB2PDY8zOzkp4Tw1PLLmNqEwuF9aeS/WUTC6XClk53a9FQETX6PV20m1qoanCSWO1i3vuNu6ZmrFHKVBtSJLU3b5kI/5oPbbT1TSmmGirD0q2kf5bGvzRWjx3VWg2JeFNNuK7rpIkmaE4HeatKZIz5bozFZjO1WI8U01znoNQnJ6mOAM1n2cz0PJrt0Ei1vDs5DSTIxPzuzGXeJX9teDIF3+QCMjkcmHNLoaq0ISIBeLU5BS97Q951PmYhDUJ3FkVT/aObBI+T6HmjgK/NczDQCf97b3z0ssvsnwdyKWYe1orvTTenY80ZrtVxy/+4mf0tHTR1/OIdlMzwXQznhgNjUUu/AV2HpjbmZudlTQsy2WD+SJyKYQFM9PT9Lc/wldsp1kTYGhoiMmpKUlFPjU8vuQSVplcLmz8LNVTMrlcKmTldL8WAeGbbqDxIcM9/Yz2DxOqcPGgpYdHHQ/p0Dfii1XQqvRLm3GEpNF5Tik5PA/EGvDeVOM+X4vtSp0U1tFxuBjL8TK811RS+Eexqhd2mk13DahPVqE6U43rUh2NWTbJfVFbjhPLhRru29uljQBPCyoklbK08ikc8pflRUAml6+O9+ToJKVXKugKdnH0jYtcfvcOSZ8kk7Iti5SdWdzdmILibgMhVVBaSEZyfB3I5VjvMGJh7LihoineiOWOgjf/8uc8vP+Qh+EeWpVBnDE6/IU2TMlaKs9X0VjulXaaC3K9UuRS5Dv2eIT7/m5ClR4aaz2EFD76O/uYezLH3NycZBP7RLa5jHS3H8RZJpc/iGZ+xUouAeGSVFnCd9v0jLTyHro/QG/rQ/oePOZBxwMGHvbRXOenKdOGCMfoOl2N+5wS99UGgtdUKFbdwrgzG3+UCvP+AvTbsxAxvsOFdoLxOhoT5yWe+vM1eG5paEo2Sa6KGjNt3De28dDSRre66cvk8hVhkh+XEXgVBGRy+SrozWtdx4cn0MSpaHK1cvavL3L3owTiP04ka38B6btyubsuiajV8VxdE8vgwwERskGS+q00uRTz4XD7Y5yXlJLdZfCuDntMA2/96O95eO8BrquVGPZl4bhQiyVWS9gcxpysx1fs5KG9c17bMid2Br0ahi/z9LOSSyEkGO8bw51jwZllIljuIlThIVThpst1b55YClYpiZdfJvWF3yNLLheO3VI8KZPLpUD1O56mmOjE7sXpqRkmxiaZFDulp2cXfd4SE7uUqMhvToRBm6KnuQdvtZvH9x5Kk5Q/0SD5sXScrsFzToHrVDXOA4UoV8eh+TQR7xUl6s+S8F9WEkox89DaLoWE7FCGaC/x0CSFdrRz39DCo0APIz0D0g5w4ZBY2gke2fX9HW8zufjffQRkcvlqbSjmrfGxCQbu9/Gw4yFxn8QQ834sMZ8kkbYji/x9+eQfKyJ1awZX3rlD0BJmdnZGmutWmlwKkvbQ14n/toamJKNkc+lIUPH2G7+gJ9yFcV8GdZtTcF1S4Lijxl/rpUUdktwWtRS5nkovXw3Bl3v6WXI5PT5NS50fR4oBb66VYJGDlmo/7fUBOq3N8+RymeZYmVy+XPst110yuVwupL9D+Qg1xmj/KPe8nRRcKKU6tl4yzhaT95IdwlPF7ByP7z0m1BCgXd9EY7kbX5yewE013rMKXGdqJXJp21uEdkMmriPlhJKN82EX3d1MPBqR3HPMCDI8Pi1FzRlt72NyYFzyRykcDy9pHZYMHDnhHwICMrl8xVYWa9XpOWYnZyWSaau0c+5H50ldm8LNd6KJWZdM1oF8qm/WknYwB2eVi0etj6RNJytOLmfm6LK2Ec61EU63Ek404rit5K2//DlNDV6axEafNCPBNAv+EgehSh+d5mbcNxpoSjQwcq+fORG1ZxmOCLkc6B/gUdMDQkU2QqUumsrdBAqcNOXZcZwtoL3ejdjgI+wxl+OQyeVyoPzyecjk8uWxeu3vnDeqnmVGSOVmhJH3S9rhCHuduTlJkjd4rx+PKoA6w0Cgxosyug51mo6+rj6mxqeYnRUEbQmgEORy7gmTY5MMPR4kVOygXd2I+bKS4G0NoUt1WI5VYjlVjf1QBbodeYSSTHTXBJganDcWn5eEisJ9UW/xspH+nf9fJpZL0G5ykouGgEwuFwFKaXOP8Bs5x/CjYa69c5PyvUVkbswic0cO5SfLyDtUhDnHSEjpx1Htkua0lSSXYu4Vm5F6Az2ECmwSOWvMsEp+fH/xv36KP8NEKM+BV+wUz7QRzLbTUuhESCytJ6toTDUx1PF4yTfMRFonQi4f9fTiydXhy7MQKLTTXOaRwm2q96Ri3p9Bc7WL8YERSWgQeXYpzzK5XEp0v33aMrn89pi9Hk+8gOCJuNZ+TSNN+jBN+haG7g/OTzgvuPfZSkg+Jyem6Wt6IBm731qTSOaRPMovVhCs8dFS5cOUbkSfZeRB20NpNfrs84v2/QlS2hPjEwz3DtGpacQXrZEi9IRuqrEdr8B1QYn3Uj2tFV76Wx8x2TcqvUgWrQxyQjICK4SATC4XD3ixkJyamKb4cAGJ69LI2ZFH7eVazDkm3PkOWjWN1NxWErc9ZeXJ5ZMnkqeKLlMz/jQTjalmvPE6LFdqeet//YxgkhHPXT2BOKNk5uMWroqSzDQlmyUb9OYiF4+CPS811y8GwhK5jE/gnquVxgIrvgQVrtu1uK9Vot+ehCOqgrDCT4ejlZ5gFzNTs1+YPy1G7l+dhkwuvxqblbgik8tlQ11Iz+ak3XPiLEkKZ2YlW8bpyRkmRiYYGxxjemJSmuyEFO/5Q5JEzj1hdmaOmclZxHPCLnJmcv7zqP0RufsKydidR+UlBaXnKhkfGJc2zAh3FULtLGwnRSxs4edNqCyEH7JZEdt2fIo2Rzs3VsWSvj2TvFPF5B0swpFtJVTmpuhYMRl7csg8k8/oUMQ57vMlfPX/hS2kqKfkqsjSIbkPEmoWb5qBYIaFjnwn/d5uZqeekcz+JlSvXhA5BRmBZUZAJpeLB7iYQ4T2xlcXIGtfDnXXFbhyrbjz7XTpmmmp9lJ6s5rM4/nSfLqykssnTI9N0a4I0FjooCnTTHuqDasgl3/6UzxRDQSi1BhPVEp2587zdfhOVdMUpaUxyUSrwk+nuUUil8sxFQpyGR8bR6jGiftmDYZPb+M4movvXBm+a7W01fjpaAhxTxumXR9moOPxsti3y+Ry8cbPYqQkk8vFQPEl0hCr6PGRCcmWUbhoeNTWS5O2iSZNE84yl7SKNqTp8ZS5eRTunVdBi000X9irCPWuIIfC1UaztR19lhVjthVdnhV7iQu/0o+/3EfqliwKj5eRf7yMzP35BKq8DHb30eu/x2BPP/ebH9Bla5Fi1XZ77nHf18ngg34edTyiLk1D/Oep5OwrIGlzhmQAr0vWYkzQUXa4GEO6gd7Ox0yOT82r3F+i3gu9RZKmjk0xPjCGcMArYoBPjEzOx/J+AfFeaD7yczICrwsCMrlc/JaYmZqiJ9yNI89K8cFiSk+UYoxV4y2yc//eAzpCncxMzK6cE3Whxp+dY2pkgqYyN4FcO+FsO+2ZDrwxDfzij/8W09EKbOeVBK42ELimwnepDv/1BgIJRlpz7IRz7DTn2STPF8tFLuNi4wgqHBg3x2G7UkZTgZPWGj/36kPcMzTTbW4lVOLAl2/BX+FiTJguCWfCS3jI5HIJwV1A0jK5XABozz4ijKglH2PCiezsjKTeEO51xIQh/S5W0NOz+Cq8NFyrQ3VHhTnFQMnJMgoOFpG3t4C8nfnk7ytAdVmB9qoC5cly/MUe2owtknp4vG+coc4BHnm78ec7Sduay611qcRvyODWqiQSNmZSdLwUZ6aVqiPl5OwpInt/EUVHy6g/X0W7rhHnzXp67z2kUeWnxdKIN8+MP8uCP9MkqS+EcXvqjkwSNqaTuT+Pq+/eJnVDGnl7CnDmWqmLbqCva+CLOi2Dx4uIvegXZxGu7dnd5c+2gfxdRuD7gIBMLhe/FcXifGJ8ms5AF4qbdaTvzCJzTzbuCjezc/Nam5m5uRUnlxOPR2krctIsNsSkWggmmDBeqeGn/+8bOC7U0JRkoTHHRkupG1+KBWe0Hm+CUfL5azlShvOOkunJLxb9S8wwJcllfDzdwVa80VUEEg20lnnosrZyz9JCU70fV7KWkNJHuNZPW0OQkYfD87aXS1g2mVwu/vh5lRRlcvkS6AmJoaSSfm4niyCP05PTTE1NSwOnt+MR7bUheoyt0g7l6eFJxh+P0uvppu54BRUbMinckEXVvhKKBKHclkvu5mxK9hRSuKuAukOlqHYXU7s5l/q9xVSfLMMTb8BwXkHVvmJUe0pQ7CmhdlcReeszqNxRIN2bf6QExeFSqs5VE7s5m8TtuUR/loHispLqS7U4Mgw4b6m439gl7cIO5ttwJxuwXq0jkG6m3dGGNk1LzvZsktemkLYpg4RVCVTsLiBxfRp1N5QM9w1LG25eAi75FhkBGYEFICCTywWA9pKPCDOj/kdD1N6uJWlnOo87H0smSpHHV0wt/gQmB8fpUTfhSTMTSLbQkmjCF6Wj7lAhf/tHf437Wj3+BBOd1lb8yQY8MXpsNzQ4rtRjOlGJcX8hTeUu7jnamJ2YkgQAi+43LgIUELG57O/rk8hkKMdKY4Vb8hs6+HiAcI0P7a0GVHcaaFEH58PqmpvnyeUz6Sz2V5lcLjair5be945cCv4nSbi+JS4R8vil89wTJoYn6HZ3Mdg7SE/LA6YnpiXfXcImsD/8mLC1hbC7hampKeri1div1KE5XoX/RgONCQYst1ToD5Wh2VdC/fYCCj5JpXprHvr9paj2l5G9IYOafSXU7iykbHMutbsKqPg8i9INWaT/Kp6GbQUYDlWg2phD7WfZRL8XT9XGHCp35FO9t5i6PcWUHC8jbWs26Zuzid2YTeLufG5/mkHFuRoUNxsoO1KCI0ZHU4UHX7aZYKIRV4oe8+U6Op0dhJU+7Ck6rvzyNtfejSb2owSuvX2TuM8Sqb1YRae/SwrttZQT1rdsLvl2GYHvHQIyuVzCJn0C0zMzNJTo0BYZpIWycLkWOVaKXAob84fOTny3tFKwB/9dA8E4I46bKrTJ9bz1N7/Ac0WJ56YGX4wO3/UGGm/pcN/S4r5aj/NAMcFbDdJO7TZ9E0MirKUUDnLpRIQSuUxIYGBgkP5QN6F0M83FLrqNYXpcrWgvVuBIt9BY46PL00arOkC3o5VeRwcD/k5JuxfBfTHPMrlcTDRfPa3vH7n8YsOLUEtHDmnzzPQsws/hiwiSIJRClT07Mc3M2CTjvcOMtPcx0PwAf5yRkk2Z6GI1XP08lg53G/1tjxh9PIz1jpq6I2UEzY087nlERXQtDQdKMBwpp2FzLuZjFVhFXOuTlVRvzyXro0QK1qRSsT4T044i6nYVUratAPW+UpQ7C6nfW0T5/kIKPs8g56MkSt5PoPazDLQ7i9DvLKJyXSapq1PJ3pZH6oYsFMeqMJ2soU6kf6CUipMVnH3rNjfWpFB9pZ6qa3UUHi0jbVsO+QeLMV1UEMyy4o/W4Y3RYTxVQaDCRXODUF34ydibzY2PY0jalIK1wia58hAbhoRKWj5kBGQElhYBmVwuIb7CE8XsLFMTk0+1UM9OaytFLieGxnHEaHBmmCR1cpuGcD39AAAgAElEQVS5hZ7Gbvoe9NHZ2cU7P3sL86ECPDfUhGL10qbGwPUGLEdLqFt9S3K43qlvpqXYTUdNgLZqH8Nd/fNmWcKUaAns0yPkcnBoiKmhcVwJ9fiSDXizzYTzjITStdJ7JpRmxLQtBeW7FzAeyMPw4S1Ma6N57O1ZEnd2MrlcwvGzgKS/H+RSMooWto0zkorhka+bgeZeZiammRgY476tnVCNn25NI4PNjxjvHWFyZJzJ0WmJcE70jdGtb6a1JkhzplWSPjoOlGLZU4RhbRqqTdlU7srn1icJ2JN1OK4p6fF14jpWhmlvOaVXKrGmNlB0owz13mJUOwrQ78rHcKgM25FyTNvzUa1JliSSWWtTSHzzBtqNQkpZiPJgGaWfZaLclItiUzbZH8eTsyaVknfuUv5eLGWrU6han0HdhmyyP0rm5qokDFkWCk9XcvXdu+hOVaHelIv2eDmZW7LJP1ZO6akqKk5Voo3RUna8kqKDpeQcKMQXpSGcacV9U4U3SoXtQq1ELh+Guxl63M/jnn6aLGFaHW2MDQvfkV8Q9Gdn4QV0MvkRGQEZgW9GQCaX34zRQu8Qy+Nfa6V+M5WVIpfTYiNPnhVnkp6hvkGGh4YZHR6Szt1d3fzyJ7+g9vNEPNE6/He0+KO1uOM0qLckEEjX0aLw4Uwx4YnV0ZhqoaMhgDvNwJBQ+wv/mZE5/DervOBfIuRyaGiI2ZlpBjt6sV5R4EzU01jmpjHZjOtaNZp3r2KTQvTWYdqdjut8FcEME32tvVJUpEh7CLOzxWCbMrlccJMuyYPfC3IpSNDU6CTdng4CBXbCGVaCuTa6jc04b6mJ+ziRu+/FUrMqgcodeVgOFmGKqsOaY6XX3Ulzrh33BSW6a3V47qhx3tZg2F8iSSHtW3Nx7i3GsqsQw95iDLsKafg8A+2mbKpWp6JYm0X6+hQ6PW1oCgySWjvlV3FUrUqm4ZMU7Buy0K3PwLQ6GdWGTIrWpJD+YTxFn6RRsSmH2q35qIXUclsBpWszKfs4hcoPkyj7VQKVa1JRbswib1UydZtySP5lNBffu0vlhRoqLyqIXZ+B+kAZyt2FFGzMIG1VEpk7Cyg7UUn5/lJytudTvKeItO15ZG7LwXyumkCCHtdtFYFoDcIQvEPXyEDHQ8ZGRunvGsBb5Wbg0aC0CelFUt4l6YVyojICMgLI5HIJO4HwtiFtDnyx2dRKkcuZmRk6HW1Yb6rwl7l5fL+XocEIuezivZ//EudFBf5EI9abdTjOVuC6psR9vQ71mmg0n0RL3313dPhuaOhQBQnV+wjbwstCLoVkdGpoguYKN+EiB+ECBy35NgyrY3CdLCOcYJLU+e5EE/48O5ZoNeEaP4Nd/Yw+HmG45zH3vR1Mj87bikqEc4HdQCaXCwRuiR77TpNL0bGFL7OJwXFalEEC5U6CpS4CWWLDihHHqUos52vJXJvCrffvkvpuLInvJ6D4KBnl+7EU7S/EdrAE92UltpsN2A6V4T6vwB2lRv15Bur16XguKXFuyaVyQwbqzzLQr06m6oNY4t6Lo2J9KvXrM6nbmE2br43atAaUW3PIWJWMOk6NVhBTYV+5JhXTJ6mSBFS7Ph3NZxnoNuVS+3kO1Z9mULo6lZyPk7j946tkfZBI5fvxKD5OpuGzLKrXpFL2QSKmDdmoP88ib0sOeWtSyRCOgVenUbgxi4bdxVRszKL+80yiVyURsyqJov3FVO4tImdHPjffi6H0QDH2aBWNBU68qWaaSj20KoL03etlcmKcqWcMwUWEn6VQpyxRH5aTlRH4XiAgk8uVa8aVIpeCTI30DhFIM2G+UY8jqY6++48Y7B+ks/0e7/z0LVw3FNgO5eM8U477Sj2O45XU780nEKXFn6InGKvHdlkl2dJ3G5rxlbi472iX3LdJUsFFhvVZyaUov/CY8tjfjSdRT7jAju10BZr3o2iKM9GSaZUEPA7xPk7U4YvXS7vhvYkGmorsmG+rsZ6uoM3QwszUzLx0eYFSDZlcLnJDv2Jy301yOa/jkBxtCxcHthwLoXI33mQTgVIn/iwrmqsK3MeraDhYSvGaNE7/9Dp337pD1odJksSx9qNEao+UYdhXgudivaQKF4bRlr0luIWk8mQVugOlOM8pce8vx7izCNX2PPT7ion7VRy12/PRfZKKaX025Z+mk3+9jNTDWei3FlC1JQfFjnychyqxbczBtCkHzfoMDFvzsO4oRP1xIg3rMjFsyUP1WRZp78QR8+YdqtakUyR2gW/KouqTNIo/TaN0TQY1q1KwbMkj/cNEStdmoFydTO32PGqPVFC5u4CG3YWkb0ijYlsG2VuyifkomVwhrRSS0q153PkgHusdFc3VXu4ZWqRVohjIUqztuSfMCZcckyIGrGxb+YrjSX5cRmDBCMjkcsHQvfKDK0UuRcFFIIuh7sdSJB79sXKsNyrpf/CYRlOIv/69P8d4ugzfmWqMR/Pw3BWmTXaash3482yE4nQEhNQyWktzmZeWXDu+FDOBJBMtFV4mRyfm9xks4tT+LLmUeODcE8YeD9MoiOSpKgwbUzAfLsAXb8R9W0Nzlp3QLRX+JBO+u1oC0XqsJ4oxivs2p2M7U4Ov1Mlwz8DTsMULaVCZXC4EtaV75jtKLp8wMz7FUOMjWoxN+CqcBDOt2GI0hEvc2GP0qA4US6TRtLeYkk/SSXk/gaQPE8n4VSI1HyRIpE7s3hZk0LC7AM/JSoJ3NZg3ZGNam4ZtfzmmY5XYL9Rh2ZpH/voM9DsKMWzIwnCsEuvaDAyfptOwPhPVhmwyThcQtzkF5bpM9EfLMZ+qQbMpB/NnmdjWpqNflYjhoyTUG7LRrsvAsjEb685iVOuyUGzMpWprPhWf5RD7bgxpa1MoP1BM0aYsabd4zboMKt6Lp3J9FpUbs1HvzEN/uhbtuRpptSsi14hQj/5aP/Z4A4lrU0ldn0ryujQu/+I2hQeLGH0wKGEWiYAjmVGKCUcQSrH6lO0ql26UySnLCLwEAjK5fAmQluiWlSSXYlE/NzVLX7AH140GNFeq6HF3kP7pXf7kd/4faj++iydKjSfFSHOmHc8NFd6bGuzX6wnc1hK8oyOYYES9rxjz1jxp80/D7QaM0SruqZuYGZ/myfSLN7MuBM4vkcsvEhhsfojuQAHW3fmYNqcQiFYTSjTii6rDfqQU13UV3jgDrmgtzuOVuI+UYzhZjidFR3ONl4AmQKshzND9IWkz0kLKJZPLhaC2dM98J8mlCF1439QquflprPXRWO3FG2uQNqmEyj2YLivRHijDtKMY3b4yzBuzyXw/gYRf3qX6Z1dRvxcrqZ7r1qRj2JiNaXsepkMlmPaWYNpXhn5jDrpNeRj2l1F7uAzNrmIUsQ0kvBON4qMkzOuzMH+Sim1fKfW7Cil/P5Gs43lcePM6DeLZnfnoD5Ri2lmI7tN0VB8lYxMbcVYnU/9xIpqNOei35aPekIVmcy5Zn6RSuS2fut1FlOwuQHuojJpteeRvyER1sIz8z7NQ7inEflvF4+ZeyaH6Q083922dDHX0zUsdJWftM4z2jaKKVZG/Kxf10UqufxBLb/NDSXUh88elG0hyyjICr4rAD4FcJicn43A4EJtBXqfP2bNnJf+NK1KmgUHJrc/DjgfYY+tpOFeM8VYFZ//Pbv7k//oDbJcqMVyqxhOnxnCuDNX6OCyXKvAVmHHkGPCm67CIPQQXqzHFqai6XIHiehWeNC3uJDXBXDMDj/sXDe/Ozk5u375NT0/P0zS7m+6hPF6A9nAhxsvV+JL16I7k4rxVie1qDYarNThvKDGcL6Z+YxwN+1LxFlsw3K7BWmTBUWRGm6fFmKNncHDwabrfpj3a2to4deoUExMTrzoU5ecXAYHvJLkUm3cay7zYjpTivlsv2VeG4oyYDxQSLnHgvFCPfbuQMuZIm2kcn+Vg+CyLqrdukfLjy1R8kED1e3EoVqVTvykb/aYcTOcrcZ6swSwi0hwow7YlD+veUmpOlaPZXkDN7XqKblRTuzoZ46fpmNdn44vVYdxTKhHIqPfvcviNC2jXZWJen4lmQxbarXkopTJkShJMx2fpWHfkU78uA/3mXHTrMlCvzaBOOE3fVYRidyG1p8vIWJ9Kzb4inClGBtr76Av3MihI5Mws0ua/LySOgixKBtCSOns+drlYBfe199GqbSaka2Skb1RyXiupvBdRNbIIfU9OQkZARuAZBL7v5FLMVdXV1SgUCvR6/Wv1SU9PR6fTvVZl0mg0XLp06bUrl1qtJiMjA61W+9rhlZ2dzeTk5DOjSv66Ugh8J8mlsBUc8D3AdroM4748QgV2/BlmbAeLMZ8owHWgFPuhCswHyzB/loPp40TMW3LRrU6k4uNUKj5MIX9VGnXrs9BszMSwrxT7vhwMJ8pRf3AL084idFtyUK1Lx59rxbo1n6zVSYQdrRRuzMC5Ix/HgUJcF5Q4T9WgXZNK+rsxkm2jenUytjWpWNZnYvgsA+O6TNTvx6FZLSSXSVjWZ2DckotW2E1+lIh2dZJEgAs/TaViay4FO/KwljgY6RuRSKGILPFtj3nV9zzx/LbPyvfLCMgIrAwC33dyuTKoyrnKCMgIrAQC3ylyKe1Mm5l3OxSu9OC+osC2Kw/biWL8yUZsJyqoX3WLllwHnvMKXFfrUX2YgPHdWOxr06Ud2mUfJBH9d7ep+iiZilWpqFanot9ZgHN/MeazNdSvjsJ1cF6lXbMumXvaIKa9RRRtSsdQbKO/tZfOmiBjQ6P0ONrwnK/FcbQMxZZsEj6Ko25DOrbPM9CtTcH4cSIV78ejWZ2CdXcRSqHm3piNa08xuo1ZGDbnYtqag0V8NmaiO1pOSBGU/HXOb7aZDzv5bTuGwEk+ZARkBL5bCMjk8rvVXnJpZQRkBL4age8UuZwSDtE1LTz0dOJLNRIQxsGXlFgO5GK/VY/5RBnGTSl4E7RYj1ZiP1mDcWs2ml/FYvgkhYYtudStSuXK29FUr04l7d04clYnUfdpKoajZRiOl2E5X0A4W8dY7whDDwYYHxyjv2eA+kQVQ48Hn258EWrmh5om7teEmOgbZfTRCBP94wz3DjPQ0Sf5+rJsz6R+XSqFG9MxnarEcLYS64FSPMcqaE4x0Zxn476llbFHw0w8GmFmeHLJ469+dVeQr8gIyAisJAIyuVxJ9OW8ZQRkBBYTgZUll19I2OZtB7+iWpLj2/kwVvcVbmybk/AmG3Am6vAn6LFGaXBfqMFxshxftAbDZ6mY9udLkQzUW/LQfRCLdnMWpk9TSV+ThGpzLsnvx1GzPhP9p2kUrU+Toum0l3kYDPfyZGY+L8mW8ckTZmbnJBc9wpeX9P0LH1ySFFVEQHgyL12U4pl/EW5LEM/xh8P4ci20GMI8cHcx+mCYqZFJxh4MMdo9yKzw6TUn8pp/XkrnC9vJr0BC/llGQEbge4yATC6/x40rV01G4AeGwAqTy3lXOE/mhNPuOfh1OHCpGSTyNTsn+bMcHxilS9uI8fMk/PFanAkGgnEGvHd0eKI0WG6o0V5V4NxTiPdcKebNGZSsSUe/IRPttnwsW7Ix7ClCs6uAorXpxLx1m+o1KWRuzWBsZFzaGPMDa3u5ut9TBETUD2HUHvmI/1faVGJ6epqxsTHpI8r1quURz4s0I3V8/izqLPwHTk1NvfAe8fu3DY0n8nw+n8j/4trzuEeuibMoS+R4/r5IOWRyGUHou3kW7fhsf1tIH/ummj/bB7/p3sh1MU5EWcSzLzrE7+L6+Pi4ND4Xu9yRsRFJX4yHSJ9/UXkW+tvL1FPc8zLlEOUT94qd5+J+UWYxbhf7EPOCSP+b2iYyd35dO0b6n0gvUuZn553FLvs3pbfC5PKJ5NNq8sHIvCTvyXyMUQG0+IhY4b3++3QaWrinC9Nc40K15jbuG/WYr9bRnGPHeqwU7zU19rtqjFF1GI4Uo37zCtZTJVjPKqjclIt5fwlaYUd5oATz4XK0u4skt0INe/MZuCdisIqJ/8UD75sAlK/LCLxuCGRlZbF+/XpWrVrFxx9/jNgJKyallTjEOBbuRM6cOcNf/uVf8sd//MesXbuWrq6ur5xQX6acYvIUO2lFPVevXi3VU9R1zZo1bNy4kaqqKux2O7t27eLTTz99el1gIvI/cOAADx48eJmspHtEPR49esRnn332NC2Rn0hv06ZN9PX1UVBQwIYNG57iLq6Lj/itqKjoKcEUu5JFGUW5161bh3ChItKXyeVLN8dreaNwobN3714++eQTqd1FG4fD4UUt6+joqJT29u3bv3b8iP4kyJHwSSnGye7du184B4j7BgYGOHToEH/1V3/Fn/7pn7J582bJzdBiEECRhsDl7t27vPHGG/zRH/0RH374Ic3NzU/Hw6sAFKmnyCMqKorPP/9cIlbPpynuGx4e5vTp0/zoRz/iT/7kT6Sx/KJyCBIpxuTRo0f51a9+xdtvvy3NIaWlpRLZFGm96iFInyCMDQ0N/OxnP6O7u/s3khTYiTlq586d/Pmf/zl/9md/JvUv0V7Pt41oa5/Px7Zt23jnnXekMou5xWKxfO3C4jcyXcQfVpRciiYS7TQ1PcWsUDELKeXcnBTXemxghAfeLsI1XhrL3XTom2lWejB8GkvgRgPhBAO+OD2em/UEb9Xhi9bhTdFTui0dw65s9O/dwXaqAt3eEiyHyjDtL8Z5WYHlaBm2fSW4r9czeL9vEaGUk5IReD0QEGPoxIkT/It/8S/4B//gHyBeROKltNyHmITv3bvH7//+7/PP/tk/45/8k38ilUeU6Xd/93d5+PDh174gv6m8op61tbX8zu/8ztN0xYujtbX1abqC2O7bt49//I//sXSPwET4NBSSiG97iPy8Xi//+l//66f5/bt/9+8k8hxJSxBEUZ5/+A//oXTPv/yX/1LC4PkXkslkku6rqKh4+tKXyWUExe/uuampif/+3/+71Pb//t//e8mN0KvWRvQdQUZE/xNjRvThf/tv/y0jIyPz78tnpOIiL0E0hA/K/fv3P+2LP/nJT17o/1Hc9z/+x/+Qxmakz4rx+Qd/8Ae0tLQ8HUcLqYMotyBNgjxFxn8kj//4H/8joVBoIck+fUaQQOE4/fjx4/zn//yfpTEnSKMgkc8fYvEniO0//af/9OnYFPUUdXe73U/rKXAW7oz+03/6T/zhH/6hdO3x48ds2bJFwl0QNkEKF3qINhQL45ycHIngCjz+0T/6RxKZfT7NxsZG/st/+S/S3BXBTZT5f//v/y0tZiNzisBBkOZ/82/+DX/3d39HR0eHhLsgpP/qX/0rrl69uqD57vnyfNv/V5RczkzOMD0xJTXWWP8oj8O9PPR30lbjosPYRLsxTKsygLfEhvqummClF9+tWvRrYvDdVBNKMBGI1eG6WEVLto3GBCPW89XYTlag3ZWFcVU05uMVBOL0tOZYGWzpZdDVQ5+nm5mJ6SURc3/bBpDvlxFYCgTy8vKekqDFIpeRl1xkUnu23JFrYvKMHEKl9Itf/EKSABQWFrJjxw5pchcTpPgIAvysqkmkIf5/UfoiTXHt2fTFb/fv3+f3fu/3npI98UJ9njimpqbyW7/1W9I9v/3bvy0R0kgZxVmk+VXqo0iZIveLOgnJVKQO//yf/3NJChu5Ls5CUhQh0uKlYDabf6Pc4sXxF3/xF5JkKfKsTC4jSHx3z4KICOm86B+LRS4FGYmJiaGurk7qL4IkCWma6OfFxcWIsR4ZM+IsiIaQXgliEemnLyKXos//7d/+Lf/1v/5X/uZv/kYiaJFFmHjurbfekqSOkdYQaUdIbuS3Z8/i2rPjSJBfMea3bt1Kbm6uNA9EyiRInqjDs4cYh8/OB89eE3kL0vzsIcbZ+++/L5GqCPl6EbkU6b777rsSURP1FPWNjE9Rzx//+MeIdhOHGJf/7b/9Nwk3Ic2NzDfCp6dYSApSL+oiDlGmr5s7nq+PwEapVEpS0EgeIv8XkUuBg+hH4j5RZkHGxX2R9hQamwjJtVqtUl8T10T6olziEPOeWAiLxa6Yg5b7WFFyOfxwCHeRnVClm2CNh2C5i7ZaH5YDGdivlNFS66fb2EIgz4I5Xoct2UAgy4L9eBGa96JQfRZPQMQuTTTjj2ogkGLBdl2F8UQV7ssVPDSFGWrqZWZset6R+CKIs5e7geT8ZAQWgsCLyKWYdCKfr0rz+euRiUrcL1TZQpUrpJHP/i6uCcno4cOHEaojcYiJ1WazUV9fL/0v/ohnhAQg8iIQKuZnXyZixS1eFkIa8Xz6YiIVakaDwfClF9jz5PLgwYNfSy7/w3/4D5KqKFIo8YIWUWMuX778pbKI6+Jl4PF4JDIpXpTiEPUS6ifxchSTuXgZi2efPYS0RkgsIy8CoZZ/PmqIUOGJNnrWXEEml8+i+N38/lXkUvTn5/v0szWMXI/cEzmL/uZyuaR+FpFCCRVzWVmZJJkU/U/0NRE15/lDhLSMkMUXkUshOdyzZ89Tybvo44JsRoiXkAYKLUDkECp2sVA1Go1PSVfkmhif169fl8aSKLM4hBRXzAeRuoi+Hh8fL40LQZT+f/buA0q2ougDuDmjmBUDShRUQB85iyg5CpJzEBHJCEiSJDlnUXJQogSJkhRJj5xBclCSCgqY7e/8mq+X+4bZmQ1zd2d2q8+5O7N3+nZX1+2u/ndVdTWLRknkgAXoTjvt9IZxqDwWA+Z0QLsx/exnP0sWecZbM3BpPKKbW4uEVnKmjOFPfepTeUz7jQtRsUxwsSkA7t57702f/vSncz1kjISWww8/PP3kJz+ZRCb5DRAG9IDrRlDsd7wsC95m4BKYpZEtcqP0q/I+acdpYyU8K1Yq9JTFtSD8APF73vOe7LKTM4/gn1EFlwKEv/Liq+nJmx5ND152V7r/ojvTgxfcke75+cT0221PSncefXl64je/Tw//9v705M2PpJsO+lW6+ydXpt+fcWu67xc3p5t3uiBdt+Fx6eb9Lk93n3JTeuyK+9KDp03MIPOx3zyQ/Tn/V3Zz25kd4HIEu1ZUNZocqIJLfjjMw8xcwB4QV9UwoNPYABABQqen8GEi0OQtvwM/00wzTfrSl740ic+k5whRk9+RRx7Zb7PVwR8UuCRQL7zwwkkmqdtuuy2v0OeYY45JTOaE+GqrrZYmn3zyrDWoCuvhgksTKt8qGom99tqrjy/445hCEwrzGMBbEoFP62gy05bpp5++77mSZ/nll+/TNNA64GdJnjcJMnFWU4DLKjd683sBAfoGzSWQ4N1bFAFlwErjPKSvWbDxv+Ojqb8bg2XhxczL747Pon7F946pmYl2mWWWyVrNAuiqXDvqqKNagku0NsoBCyd0o5+GD10l+T7ffPOl6aabLpv7SzvQCwh96EMfylrT6oKpPFs+9XGgCiC2wCoJIDrkkEPyfYC30KVdFnjG4cwzzzzJOCzPknUFqDUDl2RfVWZ4DrBWpnYC0YCwdOKJJ6bJJpss38eH8847L8so78P/TM80gpL3SrayhpB75R2o66KLLsr3manLwjQ/9P9/8KyA2GbgsplPupOtiuaXtQZAlfiPl/ZrCyDu3ThFCb3o5uc90mlUwWVprF3hz97zdHrg4jvTfb+8NT1w/h3pvjMnpolbnpoeOee29NR1D6WXXnwpvfDIH9PDl92VHjjv9vTg2Ten2/e/PF2/w/nphh3OT09f+kD6+19ezeF+hPz51z9f8+MsdcRncGA8caAKLjmlE3KEIEFmlUuAVwEPYctHx8RBYBLSM844Y16VF74RWCaHqaeeOv9GABZg2ThZlGeqn4QvzaXVtzOAywRSzQPQAWMAHfBVgCUhyReqceIaLrhUN+Fv9a+OvffeO0/q6Jhiiin66KjSaNI3wZiYXHha1dDKy2fN/ZKHRqSABWYswKBx0glwWeVyb36vgktgS3+nZeJzqD/oF1dffXUfwLTQAKpomIxT2rLPf/7zeQFnbFWTvACZvrPyyitPUk41X/neDlyWfNVPG1mMP/220Swu32OPPZYB5rTTTpuBs/G5yy675MWZMd04Pqtl++24447LQMimOu2pJr/Tfhb5ZLxUgWXjYqw82w5clnzVT0CZHNNOZvGiBbzvvvv67vsNADXWDz300EwXvld9OslQZn+LU/wGLG0m9L8FQOMYLzS0A5clX/XT5pwCSFl9ilaV/zbZXmSN/mahYjMhXgL+6hvp1B3gUiiEv/0j3XnaTenWk6/P4PGuX9yYbt7ljPTAGRPTo1fen5688eH00Pl3pFuP+W269Yir08Pn35Geu+mx9NyNj6anrnkwvfSHv7wWN5L54T+vxaoUOzJScGA8cqAKLglRGhTCnIbRRMcktO+++2Zh6D5ASRAxpQGRgKPJ5aCDDpqEfX4jgGk1OJszk1tNV7UQkzzw//+YKJiPmNyYaWyqaQYuZafBBOwmTJiQllxyyQz6OMA3ah/k7QS4VI5JgFmf8LZbtgDcqsby/5uSP0z8RfNBewkY4I1ES4V3fi8uAIB7mWiY94HXouko5Qa4LJzo3c8quDTOjDcaJj5vxgwAMNNMM/XtIhfRgKsGrRyzrT4u6oCFXdFM4QYQY7MarZpNbPwBlV9MtM04NhRwaewBxczMzhAvfbpaPoCpP2uPfg5I8fMs5thq3vLdb9plAWf808Q2gmd5AUwyhyaOb7MxhDetIjsMBVzS0H784x/PPDzrrLP6xqIxyczOSlLAmsUw8Mafu4zh0i6f3o1FBNlRgGYrYOmZoYBLrhAW8S4a7vJuyFGbFsnvQjM56z1yoWgE8VXa6/zeFeAyN/B/Kb3y/MvpoYvuSr8/77Z071kT0y07nJZu2fvcdO8JN6T7Tp+Y7j7OjvDfpBcfejb95+//fi0uZtlyXieXouzgQI9xoAouAcciFAtwK5OcFTwAZbJwz6rXpELIMpFbsTcmv/FBIrzKyrgRKFWfUTdTd1WT5zvtadHmVXrB9DwAACAASURBVPMTmkyIBLx8xx57bL8TVyO49Iyd6LQ/5WIWKiCv0eeyWi/zGUd5eYFLZfeXgADAoQhzk2HRrADczFAm3OLXhU/cEvCaWbNoSqrlB7iscqM3v1fBpX5nUSfRMtHW6S/6ChcMSYgqQED/AFBoxYSascApPoLy6TfAEA2nHd7MtMAlENpfGgq4FMoHsKRBNR6aJeOTpYNpFu38GVsBGLTzcSz+gnhgXDTzA1WfsoQQM/a1t1mYnipdQwGXwLn3YONT41gE1mza4YtZxjeZYIMNUNosKcNCGM1kaFW72Sz/UMAlII/fgGSjJpIcpRgA3gvNaKFppSgYjdQ94LLs2vzHv9NTtz6a7j3j+nTfqden679/XLp973PSk9f9Pv3lgWfSf/4h4Pr/+0++pigYDb5FncGBruZAFVxWd4tz/DchEUAEN/OJSWTFFVfM9wjR4n9oQmwGGglOwt/kRgADc7SZrRKNhIm0GjaIcOfTWVbg5XmCc4011sjaArQQ1rQljfnkbwSXBC8wC/yV6/jjj88TiTb3By61k7kaqGTyoyFqtrmg0IgWO0sLeMQ3gIGGZcEFF8xg2O+0NEXYi4F42mmn5Umg2WQc4LJwt3c/G8Fl1deNtl4/0R9M+saEHeDFxw9w4I5iA4/+WO3vAA9fOotB94EJ/dW46C8NFlwCgTSFX/3qVyfxqW4sX9+l5QdkAF5+2Bak/SX00lzSuAr9U8aDsU1zW03aLTQQOlhGAF2L0GZyqDw3WHDpHQHGLmO0ymdl4jGzM19qO/MLKAbWvJ9GsEvO8B+3sOVW5H2y0jSWW+j1OVhwSVOpfLFILT4aE/lLW8rtgkYZrfiMdrK0EUA3Pl/H/10FLksDgcd/vfLP9OLvn0/P3fFEeuW5l17b7Z2PRyy54jM4EBzojwP9gUvgh7mZ4CGsCEVC8NJLL82maPdNgIAjwEkQVxMgKiAzMxHnd+CQkKYlpM1slUwQhLlJpUww4jxWJw6Alq8QrQ8zUPGBAjCr8StLPY3gcrC7xZVj4ma2BJRt1FEmIGDytNmnmXbVc8DBwgsv3NcWk5HwKDStysRXmzDK5GQSLpNTs4knwGV5q7372Qpc8icEIPV9Wi5mYUCBS0UBnUCBBY4NIY1Jn6n2m8b/G/MPBlwagw4DsLCilayOyWq5BVga/xZTxqfDETzXnxm9PK9MYLi4BzDvnnzyyeXnXCdgCVQCSWRLMZFbmPVH02DApTJoLY3FZiHC1MmKY1HofXFNoM0t742GWQi1kgqwtFAH7miVub2QHa0A5mDAJflDFttdr/xqH0AHuUv+ck+i0WZBIZeK3HHfxqSRTl0KLl/bvZo1lM72duWBNdLsifqCA73Jgf7AJeBEM2GCIxBtLpAIMI7oJokC/ABMfk+AksS3iBaB9o+Tu2cIayt9fmQDAZjGMV/PsrK+5JJL+iYNwNKJN8oHLAlu5TtFw2RA4+p7VbgOF1xqG4d4mhKTpMlEnWhxqpBJwoaFZgBTPr6ghV8AAjrxqSR+ZjS08mizOvozmQW4LFzr3c+BgktxF2nz9GVgQLgq400/0Y/0x7KDeajcGAy4tMijdaNJLONdnze2jUOpAEtyw8Y3AMkYsOgrAFP4m+r4bKRdmca2sQD00ORLyinAknyiHVRO1QezP4A5GHBp4x05QmNcxrT2Mh2ry5inLeXyQ9Na3o9FYnk3zPneHb5oi4WwDZMW3trhEyAlOyw0m/FjMOBSGTS+tJfKl9Rt8xXaRQxgQbEoKb6YQHKxUOlPXHTKe8wFjMCfrgSXI9DuqCI4MKY5UAWXfL0KoKmaxWnaCCiC0idAZUKrxrqzWmYuk/gbCUNEY1kVVASeScgOb36I7ZLNLFbVtABVzajdkLQaBDZBX5Ly+SsSlvyKqr8NF1zSHvGztNJnOioTgU/8oMEEGAnrZsnzVd8sLghlcpafZorpsGim+HJVeVctM8BllRu9+b0VuKTVBqqAF9ovfUz/ML70IyBCXwFiaPWOOOKIYTGhCi6N6WauGCpgTbBpho91AVzGHJcZNJXnLOzmnHPOPAaNjTJW5AUwATA72cmTVomsYTUB4PR5yTPAI6sKoFfK9lsBmMZZNe5mqaMKLvlFFllXfi+ftKZ8v8WfLGMQ7Tbg2bHPnab4xXLfKSZ7eUSqKC4ugCQ+WYhaJAB3FpSFZp8AJk0wvlY3ZhVaGsFls3bJa+FLi0ubXOQKemgiLWyVY1Ggz3BPKvFO5aEI0Nf8ZjFQni801P0Z4LJuDkf5wYFR4EAVXDIzE3YSIUUrAtwBgoQToSpcBRMXoWSC9AyhBFyWjQUEatnR2tgkzxGiJklJXj6WdoU2+oWph5mJ8C1Cvjxjoi0TXLUOghFdJqEixP0+WHBJ60K7UpKy8ADd1XL97n8TmzZrX7OELnHm8EqbgPNqOb7zT6VZEIOuCqYbywtw2ciR3vu/Ci6rfQ1As0mngABaOsnGNf6L+ryxwEeTxotWr1XM2IFwpgoumXoLSKw+a0FFU0hrCtDa8ax+n8AUd5nS9/V1Y7xxDCpPHgCrgE5tYRXhQmMTYXVMWKgB0bSdBYj63fcqSKvSqTwa3kJL9bcquATEiqyr5nEPD4Ctxnb634JZ2eQgXnDdoc0tSVvKBkauMuiVX3v7kx2t2tMILvnZNiYmcJYkskN/aHw3RZPpBB+yB08tFEqy691zLic5jXQKcDnSHI/6ggMjwIEquKTxo1kkEO3+JkxpCIqJmYCkveMzRPCb6MqpF8zizcBeuyYoU70ENTDLh0z9JgmgkqaQwHdvOIkWpKzcTdwbbbRR38545ZoATLJl442J00kgnUroBygJd350zXhl4wUBbxe5SaW/FOCyP870zv0quNTnhOjSJ4pmXz+gDS/ad5op/dfkX/I519pCZLi7fLlzFL87Y7Es/Ao3gU2n3hRzvPFTvYCZor0rzwz0E2h1BjYwR+NIywZskQvC41i0WhgOJvUnK5xKU9pAe9e4eQWv+UEW95RqG323AUeAcglgY53x7oB+PPJeaHBZWvhkN5Y/mDbIqx3aXmQSbTYgW22fd1VAYyO9/ufzWvjHEgRY4gE3HDLWxTSvzbTJ/WlzB0v7YPIHuBwMtyJvcKBHOCB2GxMWYSOEhZM1nOUr5qXzvpmZi5mEAOXkzqztGfk51ctXtJaDbTbhRgvAf5JJGKA1iRKYgi0TdlVhOtjy0cwnyq5Ok4GyXUCzjQY0Q8CzoM3iA5bfndXLfOf0iuFOEoVmk49AzGVzVLlfPv2OLjQ107yUfAEuCyd69xO41L+AGZtRZp111hyGx/vnlwxYAVglAQZ2JNvoZXHHrAsI2phRxmfJO5BPY4r20+KQRrL0exviaBGZhPVHiWUByCt5Gj/nmWeePjPrQOqu5gHoaAP5YRcXGKCZvyJNPj61GgvVsvr7Dpjz/Sa3uPigXztpiPlyFwDPvI//je0r/+N50fjhjXFqoQioWlwzL3t3wFp/2tP+aKze924sGCxumdNL/T71GaZ35UsWxFW5Vs3ru8V58e0ma2lWtQO/ueaglUneQobrxXBkbbUNg/ke4HIw3Iq8wYEe4UAxd9MWWAUTMMBUMV1XJy6CR37CquST13NDnQCUqW7lEJj8uQBVdbg/3IQu5QCphW60+45uAtdEYSKnIfVbufwPnFZ5MBx6tJUGVZ39perGiP7yBLjsjzO9c1+f4mai3+lj+qMxZxz4XgBPaZE+ow/rkyWfftqqL5Vn+/tUh/Fc+nv5RJcxU4BGoa/83vgp/1DHiDrQoUwaNv7UXF7wAG2Fhv7aMJD7pZ3KrNLerJ2NMqAxfwHc6i3v0PuQT/mF7qHKw9IeZeO7d16lobH8qjyu5ivfG2Uz+pVZ+lmhu/q+Cw0j9RngcqQ4HfUEB8YxB4YrlLudde0my3a/a1+Ay25/y0HfUDig7w+k/w+l7HimezkQ4LJ7301QFhwIDowjDgS4HEcvO5oaHBjjHAhwOcZfcDQvOBAc6A0OBLjsjfcUVAYHggPtOTBscGl7ftndZodbXMGD6APRB6IPDL4PCF1j40CJK9pefEeO4EBwIDjQnRwYFrjk8GrrvlAccQUPog9EH4g+MLw+4GSS4Wzm6M5pJqgKDgQHxhsHhgUuxxuzRrK9dryZqJ2KElfwoFv6gHNsAaBIwYHgQHAgOBAc6I8DAS7748wo3xe+xVFV3A7iCh50Sx8Q//L0008f5dER1Q+VA0KhCFfCvzOu4EE39QGxJilVIo0NDgS47NL3KD6V47+cHiAQtKC6cQUPRqsPOGFH8F5B2Eug3y4dOkFWCw4ICeWouU9+8pP5lA8nfcQVPBjtPsDf2FGHIVtaDN4e+ynAZZe+MHHBnANNU+RklfDD6tIXNQ7I0hcdAweQOI98qIGVxwGreqKJNJdf/vKX0+STT56PnbvyyitTXMGD0egDV1xxRTrjjDPyOeaOoA3Z0hMiZEBEBrgcEJtGJxMTgcncbnxnPkcKDowGB/TDzTbbLEeCcGxkpN7mgJNNfvKTnyTnrF933XW93Zigvqc54CQaR89a6Nx222093ZYgflIOBLiclB9d9R8TFo3RFFNMkXbaaac45aCr3s74IcYmHhr0ZZZZpiNHN44fznVnS2min3nmmTTNNNNkq0hoi7rzPY0HqoTdYg5fcMEFQ7aMsRce4LLLX6hwT0sttVT2dXM2c6TgwEhywDm4hx12WDaJX3/99SNZddRVIwdojDbffPP0wQ9+MN1333011hRFBweac4AG3eZAffCSSy5pninu9iwHAlx2+atzID1fmI997GPp1FNP7XJqg7yxxoEnnngi++fNM8886a9//etYa964bQ+rCBeHT3ziE2nHHXcct3yIho8eByhOJkyYkDWXL7744ugREjXXwoEAl7WwtbOFMmFxwHd6R4Rq6Cxvo7T+OWBhc/bZZ2cAYmHDnBpp7HDg5ZdfzlYRbjdkTKTgwEhxgGyZOHFiskv86KOPHqlqo54R5ECAyxFk9lCrEpbo5JNPTh/96EfzgBxqOfFccGAwHOCGsfDCC6dZZpkljiQcDON6JC9fS6GtbKY4/vjje4TqIHMscOCll15KSy65ZPr4xz8ehzKMhRfapA0BLpswpRtvPfnkk+lzn/tcWmyxxRJflUjBgTo5wGzKHYNWa5dddokQIXUyexTLNsnPOeecaeaZZ040mZGCA3VzgGx55JFHsh/3JptskvwfaexxIMBlj7zTV155JW233XZZe+k890jBgTo5AHSsv/76OXD6Y489VmdVUfYockD8XIc0vO9970uXXXbZKFISVY8XDpjLttpqq2wSF4ki0tjkQIDLHnmvxQGfJmnLLbeM1V6PvLdeJLMETf/sZz+b1l133QgR0osvcYA0e9eCqjt9SVSKCEs0QMZFtiFz4KmnnsqhzbjccPmKNDY5EOCyh94rbdKyyy6bN1g8/fTTPUR5kNpLHBCmZo899shB0zndRxrbHDDBs4rQXt55551ju7HRulHlgL524okn5iNHr7nmmlGlJSqvlwMBLuvlb0dLp1W4+eabs2ncCRuRggN1cOChhx5KM8wwQ9ZkRfihOjjcXWWyinB9sLli66237i7igpoxxQFRCfj3ki+UJZHGLgcCXPbYuxUbbPbZZ4/YYD323nqFXD54xx57bN7Ic9ZZZ/UK2UHnMDkgWP4qq6ySAeYf/vCHYZYWjwcH3sgB4YeuuuqqrBzh5xtpbHMgwGWPvV87xcUe/NCHPpQuvfTSHqM+yO12DtAszD///GneeedNL7zwQreTG/R1iAMlLNFkk02WjjjiiA6VGsUEB17nAMXIEksskf0tn3322dd/iG9jkgMBLnvwtYo/OP3006cFFlggHKJ78P11K8kAxjnnnJO1lgcccEBsGuvWF1UTXXxtyZQvfelLEZaoJh6P12K5Xtxxxx05/FBsSB0fvSDAZQ++ZyYsGy6cyXrbbbf1YAuC5G7kgCPYVlpppQwu7OiMNL44wGx50kknpXe9613pggsuGF+Nj9bWygExVLfYYou8cBXjMtLY50CAyx58x8KH/PGPf0yf+cxn0gYbbBDhQ3rwHXYbyfrUb3/729ynTAJ8LyONPw44XnbaaafNhzVEWKLx9/7raDHZ8uCDD2ZzuENAIvxQHVzuvjIDXHbfOxkQRVaCq6++eg7p8Oijjw7omcgUHOiPAwIb2ynsFKjQhvfHpbF/36LCiUzvfOc7ox+M/dc9Ii0EJp0fLhrBTTfdNCJ1RiWjz4EAl6P/DoZEAa3Cfffdl0852G+//ZLVYaTgwFA5cP/996epp546L1jiGMChcrH3nyNH7Bb/8Ic/nDbeeOOQK73/Ske9BVxsZpxxxjTbbLOlwYQ20xe5gNlj8Pjjj+fLhkML4TLfOQCgfB/1htZIgDYL3cR1aaBXOSYauMe35557Lh8dXfhaLYe/dadTgMtOc3QEyzNQv/a1r6VPfepTyU68SMGBoXCAtmrffffN/lAXXnjhUIqIZ8YQB/SHtddeO33gAx/I7jdjqGnRlBHmAD9eMuVjH/tYOuGEEwZUO/AD7Dgacs8998xxMSdMmJCjWCy00EJpt912SzfeeGNyDPK2226bAdOACu7STNoLPLZK+LDCCiukVVddNZ+a5uS0FVdcMS2//PL5Wm211dJ6662X1llnnew37z4eKfvaa69Ns8wySwb3t956a3ajO++883I55fmDDz64VfVD+i3A5ZDY1h0PGbiXXHJJev/735/OPPPM7iAqqOg5DtBU0Sosuuii+SjAnmtAENxRDtjZ67AGG3v22WefjpYdhY0vDtAsfvOb38yay4GEH9L3PANMCbf33ve+N4cvApSefPLJ5ICHU045JX35y1/OJ9WRW7SbvZqAP25twJ3v/SVHswLoXJeMTe4Fk08+eXrTm96Ur+985zsJcAQkv/71r6f3vOc9OWQhfq6xxhrprW99a3rLW96SwTirJ+vUD3/4w/TmN785P7/mmmv2V/WQ7we4HDLruuNBqm0nHnz1q18NR+nueCU9RQVBQ6PwyU9+Mjn1qZWA66mGBbHD4oCFq0nq85//fE9P3sNiQjw8LA4ANsAO2fKDH/ygrWwhe8xnyy23XAZD73jHO7KWsph3q8Qw8wKYwGUdJt1qXXV+B/KWWWaZtPnmm7fkj2OfyeeyGYqJHF8LuNxpp536+MCKaeMU7SSeHnTQQRmIy3/qqaf2hZg78sgjM5+VEeCyzrfco2UbeIceemgS/Pg3v/lNj7YiyB4tDvzlL3/Jws3iJE5mGa230H31AgZOaHrb296WrSKx6Oi+d9TtFIk88P3vfz/vEh/IplPAadddd80aNlo2SpMCppq1deLEifmwh2aaS4tm7h0+B5r0cYsqfb9VGmjZyumPBnUBxYCftrYDl5ttttkksWdbgUu0s2heffXVuRlM7sI/OeK1CsSPOuqoPL5bgUttwJOhjP/QXLbqRT3wm5fOjGCX77e//e1BDaYeaF6QWCMH9J3LLrss++zyYyJEIgUHCgdM2l/4wheyX7dJMlJwYKAcIFvuvPPO9NnPfjb7BLbrP/Izm3/0ox/N2jhay2OOOaZldZ6hEa1qNn23cYXG1BGTjpv0f7V+YEsoP2Z2V9nY4vsZZ5yRoyQ029SobJuLmKVPO+20rMxxilm1bMAT8NMW7WfCv+666/JpZwXoott+if333z9HZWCaXn/99dMTTzyRF/h+b0zaUJXP7cCl8rUTwC9ttbGquqGqFbjUJhrQhx9+OGtAy7PNaGuktfwf4LJwooc/TQKbbLJJ9r184IEHerglQfpIcoDwIdQsTO65556RrDrq6gEO0FrY6MVfy4Q6mImlB5oXJNbIARpHfoSf+MQn0g033NC2Jvl33333PjPvu9/97gGFwiLDSr8EvgT///SnP53dxH7xi1/kAyGmm266dMUVV/RpQUXGYFKnMaS1synIZhm00tSzArIGVkEr+mxMsuvdZhrP8Ae1+BK1BQ3qB1DnmWeetOSSS6bDDjssfeUrX8llOlFPvRKQyd/Rhrli1uYjKVST/FUQ2R/j2oFLzymHH6YTt9SjbYcffnhfkf2BS+2+5ZZbsubYhh+mdDy1aUi9A00BLgfKqS7OZxJgduAAzfeiDLYuJjlI6wIO3HXXXRlYCjlTNZd0AWlBQpdwgFXEhkG7UIvmpUtICzK6mAO0cIDXggsumLVn7UilYRP5pIAtwG2wp4SRZ06tAxrF6tVfgSsbX1xlpzRagEOxXNXHF5HGkpbTQtu9aaaZJmvt5DW/XnPNNdnCA1xqm53qDjFR17zzzpuBHO3iF7/4xQxOf/WrX+V5WAgloM7FD1IyP9OW0rqqi+aSDOaiBLwNZP4eCLgsda211lq5noGAS22laJhyyilz+5jTvRvKK++EGV+egaQAlwPhUg/kAQ44BjMrmBC6LRnoVn/opGm1qjKIdNSBdtZua1Mv04P/22+/fQ4/dOWVV/ZyU4L2GjlgjH73u9/NE4vJcyATX43kvKFosoNMYe5zMWcW2ULeRBp5DpD1wJrdzSeffPKACACW+H0XcPm+970vA7ABPfz/gM0C6O1vf3teDOmrEj9ydCiXRrGE7Ntuu+1yNAT3KWT0GybuAnDNo8CmpF/ZcS2vne/AljlWdA1aTs/oa3waPYcG/qKSjUe0sJ4VO7YkfXTnnXfO94HLdj6X5bnyOVBwKT++qH8g4BIfNt100wx4tUHbzdenn356vkeDqe6BpACXA+FSD+QxoB3fR73+05/+tGsoRpfBaNW411575Vhc/PsAGoPZCm+gnbVrGjUGCKEVIDy+9a1v5RXzGGhSNKEmDvAd4wNns4Xx3A2pgEqxEDfaaKO09NJLZ1OkOIC//vWvs5+Z3bXjLXUD+OeX+I1vfCPNOuus2d9xIO/AHDD77LNnEAQI0ZI9/fTTA3k05zHHFDMz87a5RUKL/5UJ+PEhlKrgUrgtpmDAUxzNAgT1I6kcXen+4osv3hfEHX3mMaBSAsScbgUkn3/++fn/Sy+9NI8dz9KeltSt4FKbmPDRy5x+/fXX5+uAAw7Imt4pppgibw4q7Wj1GeCyFXd67Df+J3POOWeaYYYZJnEyHq1mGEBU7FZ4QIyVIHPC3XffnVe0hEkxM4wWjSNdL+FPkI3mJGBi5ntD6P785z8faRZEfT3IARobJziRMaOdjB2aIxpVNJnAmRQBX2ZIvn5MloJKj6dkXBdQNVrt9m5sEiRbLEYGKuf0KwsEoMZF20chMdAEANIietahIsV6VwWXfucfKQ0GXFLaFO2n8FytlCHeAe0f0LnEEkukLbbYos/83gvg0twMQOJjeYeUQuUytgYaVSTA5UB7bw/kA+aOP/74rO6/+OKLR5Vig4xwsPpZeeWV32Di8Pvtt9+efVQExh0vieARnmM0J2krdEJy7rnnjhNYxkvHG2Y7aWKY1ex+HW3tpcl9ww03zCDCxoPGxERpp7DNCOMlAXE2jNiBPJqJBtG7sYlmMHLd3CUuo81jgA1/SKbYdqmAV3W1A5fAHRAqDQZc/u53v+vbxU5xY9NOs2ROY46nSGECt3CvmsV7AVzyWy2a3mmnnXZY80OAy2a9pIfvEbwCH9utprOPVqJJsBLlGMys1izx5eCT07jDHd1CIbiaTWTulfs+aQKrbfW95PFZBJDPcr/ca0aXPMqQh9BDR7V8z5Tf1N3sd/k9W/KVcsQiFZ6DCUU9I53Q88tf/jILEDsiR4OGkW5z1Dd8Dui/AMN88803qkHV9Vcx/JhALdIax2VpKZDj1JJq0veNV3KnUWbIp2zAVL7yvfzvd/eNdc+6yvj2m+/u+V2+ZkmZ8hXZoOzG/I11N8oWz7qnnEKj7+SJBaOTbdDht9FIogrQGm+wwQaZzsHQYO5iyQIugUyav1bt0G4maTyzWLehlf+iXddFgysMj/+ViS6bcaTBgEum9LLRR7878cQT+/qdur0TF22pDUxo94l2IYmKz2UjuNxvv/0yXVWfy/76TiMf8aq/IOqNeQfjc4mfU001VaYLQLaRqdDks/Tfxjqa/R/gshlXevgewbPDDjtk7WV/oG4kmnf55Zfnwc5HheDrL9HkMV1IOi/BSEDxXfnxj3+cTSwmA7+5fBdu4pxzzskTgWMvt9lmm3yOahFEtBnnnntuDv4MSBn0njXQaWDcM4gIhGryPHoEj7bbkP+JUCwcr63oSvlFkBAyW265ZQ6hgWa/q8ekgYYf/ehHWWMrJAUztFAWBJzdtxze+ZuOdLL5QdgNQKGs4keahqivNzmgH9uswA+rceyMVIvKohWQEMuwv2QSrMo/Y7OcRW1zhg0UJk75JJ/cdvhsAqbKZnGRl6lde+3w3WqrrXL4LiG8+OoZT8rGG76fNsnJV01FJgiHw1TM39npKDSrjvMDgORxAUlC6DDpO9+dORIg8hsaLcQ9Y5FKfhjL5BAgBqRwi7LzmL+gZ0Yykd3ax6yqjww24aOwRQCcttBeamN5R6U87VIXxQTZb86ThPfhG2wzEFkv2e38kY98pC9QOfkuVcGlEEhktnmimc+l/vC9732vL3SRcEHmD8/4jVz3LJMy7T5w6T2Y98S4RBNwq11oRX/pM+5rq0002mkuHMh708eKhlEZ+nNpW25g5Y9+JA+6KBRK0gfR67c1///4R+0RsB1NdsLPMccc2eUEv9W5xx57DFibGeCycHqMfOqYhJeOLHzAQDpqp5tOEO+99965MxuUA6XB4CAgrHoNVAJUaIdVVlkld2ymD0LdIDEAxBszKOSxkQkgVBdQKCaXgWPzkAEjmQjQBSw2G8R8a/iHWmkyLxE0VnGEHFB40UUX5fIJLFqCHXfcMQM0AFQ+goTJmbBioiFk0WmHncnwiCOOyGErCD/gUnkjnZxqoS1oJxwjBQcGygETqFAvK6200qj1HQDReNKHTfADSeSRsWmDCbni/7PPPjuDGN54TgAAIABJREFUEKDQRG/BOssss+QJ9ZBDDsnjlgwwbu0ypimSaLFojIztogVznzkUwLMIbUzkDjM9GUFW8cNzVrQQNmQL9xSaNgtnk7cQPgCne37zv/qNXYDXMxbfZCH/QgCT6RYYIPPlY44d6UQ+ax+LVX9Apx1NABaXLhYvCxn9DQgCuskrl01c5L56yu5v5eIZDaP5AfD0DL5bzOszFgmS9w3Mvetd78ogCs8AQTzDb8CKllEf0VekO+64I290wWMX+owD79xuc3SbfwpY82ljjAWENgBw5hWKH31FuYC0NqqPuf2kk07K8xX6WiW/M83zA/WsSx/Ai0JveR5dq6++el8+4N89l7lQWzzPlF+UONzZbH7ym3bYoMRKwBo60N3/6g9wWd7CGPq0OrLiBjCLeWAkm6eTGrBWbIDcQJLOzueG0CYkJIMIwDQoCV2JoAbOCOYSB42vkUFq4CpHEvdT+2kTPCMZeARCCVORbzb8IaQNWhoMwggNgsgqa+GFF84rVFpTmr+iGSF4mLpNGhLtCrOIAUqAqJ9mkwAzOTA3EHwjnbQFP/B4IIGNR5q+qK/7OUBzZyyY3Aa6aOxkq0zgxo+NPAPdWADo0CSJ0VcSWWDStSsZWNEWoJIcAW6MFcli13ipygyLSdowQLLwgNzg7072NUvu24AEmJIf6gcYTdpoYKUBDuyydklkBBBJjhQgCwCh0cJaGfLQKikfqAIYRiOhxYk6ZOdwNwniqTkAnwFr8wh+zzTTTNnly0ZQJ+QUWV9tL80u0OmdAfBM4kL0uY9GiaZR+CCAzkU7x9LF0mSB4R7zvP5RXLbQZGFSlA9o4n4mIkHRnNLska/eJ1pplMl8ygZzFrrVU5I+RuGAxjJXtZsXgGt8RptA8KUNIn+worEYFnqUf/TRR2fAXPLpWyx3lBvmqHLffHrsscfmZ/HV0ZFApXa6zG8nnHBCHw9LG1p9BrhsxZ0e/c0gYpa16hBCYKQTMEVjqVNaKQ0kGZj8uWwAqiZaxwkTJmQNAiFqcFkJMmuUpL3qYg4qA8tvVrcEAI2LROMojwHfXwK6SlDdksckYGVHYAGSJhpmJ5OWy2qOgDB5SPJbSQrEi+aS5B1NcEnTQ5jwwWnFg0JvfAYHGjkg+gONT+Oxe4356vrfBA/A0AIOBFySDTR5tH1VSwGwYCKmtWHdMBHTkAFu1bFB80V7WdUEsozQGBrv5JNnWSjQ1l8C/shEE3aVbvIGWAaElMOcqy5yjtme9aQKLskei21atWoabXCJboANSCluTlX6hvrdewK6KRDs9C7m7nblUaoA5GgpoLLdMwP9HQDUB5qB24GW0Qv59Ed9VVt9H2wKcDlYjvVIfiDLYGcmGErHGE4zCQSrTitpK3P/t0uEBlMD8FNNBjK/TWZv4LAZuJS/GbjkN2XF+LOf/SyDPD5SzGqthE0zcIl+ZmSrZ2FPJEILcKehpRFhput2cMnZ38Q82pEEqu83vvceB2iGyBULwpFOAANgaaE3kN3I5CDtEnDZ6ONMK8X0ZxEKKDQDl7RPjeCSPGABYWpFAwsK+dCKH/2BSxYWC2BaJLJNPlollhPaOYvzXgCXtGEW2GTsQOT9SPebqG/kORDgcuR5PiI1AlAcwwlPG1RGesDzYSqm5FZCtzDDihy45KRc1fYRtrR9TA2E+GDApQmDmWO22WbLq1iTIpN1q9QMXMrP/wp9wifR3vC5tElHHSYpE143g0sreWYZdFdNfK14Eb8FB5pxQBxD2suqSbBZvjru0RSyPlg0Ohu5VSI7XMy0Fp/MftVEQ0g+MvVbgA8UXCqDed5CzcKV3ya50UrGoqOZ5pJWiG8eGadtXHuY8GnrPGNDT7eDS5peblhMyRQAkYIDOBDgcgz3A0CMb9ICCyzQUvDVwYIicKz6+Rg1SwQ6fyf+HUzJzl5l8navJCZ2PjOc8aXBgEv5rf45dNPaMSVVzealjuqnSYIw51xdkknDLlDgjOaEAzcfFxODNFhwiScmkpFMYsZplziFrTS3I0lT1NWbHLCg4r5iPHD1GOnE15kpmT8eENYskRtCvRjvAI/F6SKLLDJJVj6TwCULhzE+GHBJDmm/RSWTdvETn6SCyj8FXFblhp+ZellrnKrmOy0m/0upFbgUJaOa5GUpKs9Wf6v7u53h3AT4nOsbkYIDOBDgcgz3AyCCmYJfEb+jVivrTrNBXbR8JiGbX/goVkENYHnjjTdmsw+B5DeTBm2n+HTFlE/TaBLhhC0R6vIULWGhm2aCM3UjeKSxY67hkDwQX6ACLvlhqUtisufIzfkaaEYfoAYUm8RMDEAxUxazOz+VZZddNk8UVRApLwFcgvnawQpU1524FtBY2snJDBcpODBcDujzXFVEWChjdbhlDvR5Y5zpmBxgTmZJKIncYeGwEadsgjGOaQ2ZxvlZSvJtu+22eTdvAUROH+FzWd0EqZ3qqfpJlrpYhoxlfpmNcqfkKZ8FXPLnNu4l9Srf4p+c41fI3M/33DhFK59L9ZN/fDBpW7WD21E1aSMZRO7gh1igIyHvWZnwkVvQTTfdVCUpvo9zDgS4HOMdgKCkueNXNNKTAMBIYNrcQtNgtzWtH1MP05aYW1WhTFCZNPgyOeWByUkYIuYvtDPn8m8Elp0ewPRO6PN9tGpnluETWW0nAUvrKA5Yu514ugJwCYzSMNAC0HaihbkKEFSeOtBI6JsYmAeZ35nJTFD8tHxnumNOL1oNdJlYPGelT7MyEkmd3A3QUnU5GIm6o46xyQFyRR/najKQcdVpLgBmwAx/bL7QdsEKzWMXrV2zFpJVcAXciVxhgQVoWohaJJbFH+2lIy6BJLKCNYKPpvHtHt9xGtDqAtlGQb8PJF5sAZfGIZlm0U+moJffJlrxke8mywYNpgWuBSzAKbQaDSE5TvbQmjbuPLbbGdilSW3n/tOp92ExbfGvHaPRDzrVjiin8xwIcNl5nnZViYQhIMcsxIxbFbgjQaj6ARraP6AMIAR2CKKiMajSAYAxtRGkwhABdCUf2oFRGkDCWt5m96rl+W6iIWwH0nbgknaB+Zh53hmxwCEayvPqBXRNQGhBEzrV47u86Cu/VSckz5qYgeLSrkZ6O/m/+r797W9nza2d7pGCA53ggLFAOwgIif1YxkYnyh5oGUW2kCXGIq0eWWMMNqOnjEuyqOQrdRkntH/GreeV3exeye9THeocyDgu4NIilEYVqK3WVcorNPrNdzT4jt7SXv+j1W/VJD+ZI+9IJO0/8MAD88IV0G3G85GgI+roTg4EuOzO99JRqoAkmj2r4kaB1NGKWhRG8BSB7bNdkmcg+dqV4/fBCL0CLpm8Cs3Nnnev8X7j/61oG0zeVuW0+41WhBaE5qVoado9E78HBwbCAYDOYQH6FsAzmqnZeOyPnpEae9X68YfG1OkuzUzs1by98h2wFnqI1rjqStAr9Aed9XIgwGW9/O2K0oE0Jwkw74yGA35XMGGARNCY8qdk2u71ZBLlD8UUJ8jzaEyqvc7DoL9/DpArK664YtaKB7jon09+oVHkJ87/vJwU0/qJ7v/VJkEuRHzRO6UI6P5WB4UD5UCAy4FyqsfzCSAsqDo/xtHSXnY7C5mNaWGEWXHUFaDJ/NSrifmPHypfshJIvlfbEnR3Jwe4rtBeCsczUubY7uRE/1Qx29uQYxw6EILfuLHZy4kbkIMlbNgsG6d6uT1Be+c5EOCy8zztyhL545TwITEJNH9FfK2YjoU3sSscn3pZ22chQQtrYRELiubvPO4OjwPGCD9Cx92N1CaS4VE88k/T6uETq1Hxtez18cgSYqORTVJjZT7xTrh62NxVrur59QC1DZ52+JdNmiPfm3qnxgCXvfOuhk2pc0aFsbBJJcwYw2ZnVxcAHDtqzvmzJR5nVxMcxPUsB/gni0hxxRVXDGhzS882NAjPHGDNsdveKU2OGR4riSLBzn9h22jjXc52l/zGDUA/tznW7n0Km0j9cyDAZf+8GXO/OClH2I7llluup829Y+7F1NAgK29aS6eSjBXNQg1siiI7wAGafn69wvLQ7kQa2xywSZDvqNBPY82Hn/byBz/4QQ6u/6Y3vSltt912+WUCl2SpOKgC73ObCnDZup8HuGzNnzH1qwEitpoV2WiFDxlTDO3SxjDv28Fpl7g4dN57pOBAXRzQv/bYY48cy1bw77CK1MXp0S8X+Np9992zSZy7zViULbSVoqtUwSXOCz8n5jHlTMjV9n0xwGV7Ho2pHFadTtYQFiM0WmPq1fY1huDjD2XVHYGN+9gSX2rkgMWqgxLWWmutMafNqpFtPVc0X8O55porH9U7EpsELZRFIrDbvlWiRZSP5rzd4kZZ8vJ/bZYXuLT5tRFcyutZMrWdzyzQLS9rYSsALo/4yO1CecnH1akZva34Mpq/BbgcTe6PQt06pxMigI+BBhYfBTKjyiFywPsV8kQgeMdp9pIwGmKT47Eu4IDJllwR7kz8w1YTaheQGyQMkQMnn3xydoE46aST2gKsgVZBRok6MOecc+b+46je2WabLcsvcUG5XEw55ZSpxB6ulqvf0aDaVOZ5G8u+9rWvJefGA6bVxH3D6XA2ts4xxxw5koboII4LrcrJRnCpjmOOOSbXoX+jxSlOklObHNeJZr+hlwJn5ZVXzqewuWevQ3U8qEusU3mmnnrqbGVC0yKLLJJPnHLq1KabbtpHv1PunCzlVLfTTjutZ1zaAlxWe984+e6M2ne/+935OMDGAThOWDBmm0mzQPiJa2rVHCk4MFIcsLnDiT2OGW2niRkpmqKeznGAPFlsscUygHvyySc7VjDgZZOQc+ppC12OyF1mmWXSWWedlUGXI3/dE3+4CtQcvavPzTrrrDl+KA06MOpo0osvvrjPOsc3FO024zhZyiZHp8VZhDu+8r777usrtxFcqs/zjgNGG5M5Db1k/nTinHL95hPA5H4GWKKb7/ttt92W8wOWFl/TTz99noMd2Qn0As78Od/xjnfk8+4deFJ8Oh2ZLDye8oHoXpHrAS47NkR6pyDmcKYNq7w4taV33ttAKD388MOzMBOjs53pZiDlRZ7gwEA5AFCKTmCzB1NfpLHFAeCPxeuAAw7oA22dbKHYnwCUy74AYYHMVYBgAW80hGXhwiwPHAJw6667br4PCNIIAmp8zks/FDrpgx/8YL5PNgJ5FuL6KxP4Ouus0wfaGsFlaaMQRGirgku/3XPPPflMd7/ZMEtryuzOLck9wPCQQw7JxWjPBhtskDcFofGqq67K95nzbRSS30Yp/xcQDVBzZfObWKm9MmcHuCw9Z5x9/vznP88D9rzzzutbIY0zFoy55nJzmGaaafKigfN5pODASHPgV7/6VdYkXX755X1mvZGmIerrPAcAOuF3hB8CnupIgCAABSwCkcVUTTs4++yz9/0mlB7gJY4vTZ9ndt111z7A61QyIfeAQHEpaUVp/PwPpDosQyIvmdI9DzQX7eJwwCVtJc2iOg8++OBcNlrsQJf4Ts4999z5PtoLLdrzvve9L9+nha3uh+BrecYZZ6T99tsvm9N7RWkQ4DK/8vH3xwAwEOwqHmvhJMbf23ytxfyWrJzPPPPMSYTTeOVHtHvkOUCb9OlPfzqbKZn7Io0NDtgkONVUU6UtttiitvmiCi6B2JKYh50GBAS6mMIBz4033jgDRvcOPfTQvsXM9ttvn8Gl+3wjmaHNdf5nWqdplMyBLHju05RaGEnDAZdAMc0icElbqWwgcptttsllA+lLL710vk9zecMNN+T7AKP/5eczWgWXMgDY7hVtZn6oy/8EuOzyF1Qnefvuu282FcTGjzq5PDJlE1qc1E0AHNR7SQiNDIeilpHggEl/n332yT5v9957b7hmjATTa64D8KF5s6Hk6quv7tModrraVuBypZVWysAL+ALa9LPll1++D1w6frTsH6iCSyZmZ7mj3bOTTz55U3BJo/nLX/4yN6lOcImXNK9ALnN88SG9+eabs8bWXghayqK17TSPR7K8AJcjye0uq8tON518jTXWaBvqoctID3IaOGA1LhTMbrvtFu+ygTfx78hywFnTH//4x9Oqq66aw6eMbO1RW6c5QPM388wzp2WXXTbVGX6oFbhUN3Do4tJl8bzVVlv1hQwCOAu45OvIFC0v/1A00yj633x39913ZxZVzeI2BdnoKtUJLpVPA3nppZdm96UZZpgha13tELexyMYeWs/GRMuqHb1iEkd/gMvGtziO/rc6srKzqhMaIbRdvfnyCRy7F71HQazjPfbmexwrVDNjWrDqjxaw0R97+80Kw2PjzDnnnFOrf34VXIp4UfoN0Fh8I2n7ygEgNI0FRNp1XUzJNswwMdNGssp5npaTedrGmNtvvz2/EPU5IhfoFAqIhlMaCLhcc801+15qdUMP8zsfyf7M4h4yPi688MIM1u1ov/HGG/OOc/WXHeJ9haeUwfCCCy6Yd6Eff/zxTcFnNX+3fA9w2S1vYpTouOmmm/rOUG22YholsqLaQXAAoBR6wy5Jgi1ScGC0OUA7pE/uvffeoUkf7ZcxjPppzOaff/4MbLjb1JkKuAT2+ED++te/zsBQ3EibXWz0oeErAIxvI9ps1OGTabMMgGnzj3vOCC/HkYoVCSADp+JiKoMfKRALcB555JEZtAG0zOpl5zbtKCWM+2W3ODqc0lPAr75OI4puCyoaRnPpgQcemO8BuptssklmnbJsiAJCV1xxxWSHvPwutBaAXOVzVRMLDHsnvZACXPbCW6qRRoNgoYUWyip5HTxS73HABC6WGiHXS2aT3uN0UDxQDpRdsYJE1w1KBkpT5Bs8B6644oq8k5r2sm7lQwGXwJuNiWuvvXa2rPElBxaZ5sm4Auq0RmxVIfVsIgMQATruQfPMM0/Wmhd5CLSdcMIJGfz5zabHcpjIZpttlkMWAX7KX3jhhXMMSv6PQv8AoQCu/O657OgWKsliHm+AS/e5g/CZ5BoC3LpHg6oN7gG1RxxxRAbKQK1y7B53mYeZ/21YKuGWtBGoVQbAK35xr2zADXA5+PE25p4QTNbgEP2/+K2MuUaO0QYJOWT1TWDyIYoUHOgWDlxyySVZeykQdjONTLfQGXQ05wCAA+zYuS3IeN2pCi75SHLVOv300xOTN0AGzFWBJXr8z/XCxhjB+y20gTsxLAuwLHRb8EycODGJBSyv0D6XXXZZ1gQqx0WraNf4ueeemy9aTqb1Bx98MGs8y31mbcCWttEGnXJfaD//sybJU+77jn4AVvghAJims9n1/ve/P4PkoqEl15nDtU1bG9tV2tdtnwEuu+2NjAI91OwCHwvL0Csq91FgU1dWyQ+KMzrfnVgYdOUrGrdEmRRtUiBXIu5q73WDYja2U3wktGVVcFkNRWRh0g5QAW3yuRoBaCPngTb5fLbL2/jscP9HJ1M4kzhtK7N+9XK6EM0tH8uqplj7XSNN73DaG+ByONwbQ88yKVhNOcqqrJjGUPPGZFNeeeWVbFaZccYZ84kQY7KR0aie5YCJUCBppkKnu7QDCD3b0DFIuDmAuZgPIb98oKju1B+4rLvekSwfqLXhiELASUEWXdXLPeZyGmN5ezkFuOzlt9dB2p0Vy2/PrrrYFNJBxtZYlIWAuG3CbVRXuTVWGUUHBwbFAaZNWiibzcIqMijWjWpmZmXWLBtXRiIYPvBqFzgzMc2dBUnV73BUmdHByslpJx05EpIbGkBNw++i0Tz11FNzrGLxRHt9MRbgsoMdp5eLMritVB2DxV9kJFaqvcyv0aadZmGFFVbI/pbi0PWSuWS0eRf1jxwH9FOaGhowvmvRT0eO90OtyTs6+uijM8BzjGfdliz1CcOjn/C1dDnGVmB0i5OxlMyrjz32WNpxxx2zImfLLbdM3//+99Omm26azyJ3f6xo+QNcjqWeO8y22ClHXS/8AufnSN3LAQ72H/zgB9OGG26YmMcjBQe6lQPiAAKXzn+Ovtqtb+l1umiYncVtJzMNZt0JuNQvgK7qxZo2VvsLwE5rCTyXNjOP97opvNpXAlxWuTHOv+vYiy66aFbLhzasezsDYbzDDjvknbh2MYaWuXvfVVCW8kJ1kUUWydooIV0idTcHmGSZpe3ADneb7n5X3UxdgMtufjujQJsjsGjEeukkgFFg06hWCfjbVSigsEDCkYID3c4Bx93pswDLWNLOdDvfB0sfP0fxGaeaaqoc9mawz0f+4EDhQIDLwon4zBywmcdRWK4XXnghuNKFHAD8beQRT61uf6gubH6Q1IMcsClkttlmy8Gkx5ofXQ++jn5JLifZsIyMVZN0v42PHzrKgQCXHWXn2CjslFNOyWGJfvOb3wR46bJXKt4c4G+iLkebdRmJQU5w4A0c4MoheDXtpeDqvb4T9g0NHAM3vJPvfOc7eVMnn27vLFJwYKgcCHA5VM6N4eeYXQV4ZR4RIiFS93DAxOycXbs5w7zYPe8lKGnPARpLMVkFkA650p5fI52jyH3hhyJs1Ehzf+zVF+By7L3TYbeobBjh1G0HeWwYGTZLO1KAE3icLeu8ZmbG0Cx0hK1RyAhxgAuHsCsWroJFR/8dIcYPoBrvwkEaYh3fcMMNoVkeAM8iS2sOBLhszZ9x+6tYl8Dld7/73dg00iW94LbbbstaS7HRYhdnl7yUIGNQHHC+8pRTTplG6kjBQRE3jjPTVNrE89WvfjWHyBnHrIimd4gDAS47xMixVgwtgyOoPvOZz6Q77rgjCxxxueIaPR4ItPuRj3wkif8WWp+xNuLGR3vEz2V2/fznP5/uvffe8dHoHmilzYFky5lnnhnuNj3wvnqBxACXvfCWRonGu+66K5tJnJgwwwwzxDXKPHDmLH+1CHA/SgMiqu0IB5z64iQwZtjwG+4IS4dViPBD88wzTwb8IxE0fVjExsM9w4EAlz3zqkaeUKEollpqqfSVr3wln9jg1Ia4RpcHN910U/hDjfxQiBo7yAGbeRZccMH0xS9+MYlIwd0jrtHjgU2CYhvvtttusXDtYD8f70UFuBzvPSDaHxwIDgQHRpgDxx57bPrkJz+ZQQ1gE9fo8sAmK7v5w91mhAfCGK4uwOUYfrnRtOBAcCA40I0cEKP197//fbrzzjvj6gIe2MAZmwS7caT0Lk0BLnvw3dls4yQdAbXrupTvaME6ylfuSNBfB+2lzF5vA/r5WkWYqR4UAGOEZKG19EGgpo5L2Vx76ii7lKn8utqgXP7VrlJfpz/R3yqgPU0mv9hWeYbaHckefSDS2ORAgMsee68G+0MPPZTWWmuttP3229dybbPNNulb3/pW8llHHVtttVX69re/ncOR1FG+MlddddVay99www3TRhttVAt/0L/55pun1VZbLW233Xa11KH8nXfeOU+MPTYEgtwxwgG7xXfde490xInH1HIdetyRaZOtNq2l7ELzquuung7+yWG11HHYcUemLXfYOh149CG1lK8Nu++7Z7r/gQfeYA4H/CykbfA54ogj0oMPPtjRXgesPvbYY8lRtgMBmPLw1W0V3F0e8X8Fg3fJ22lQrDx8cTTyc889l6On+E4TD4QD/wB7J5MyvQefnXZboKjCV3zrtKIhwGUne8EIlaUzHHfccXnwGECdvoS6EfaGD06ny1beE088kbbddtvaylfHgQcemJ599tla6Ff+BRdckOx6rYM/ymQuPPTQQ/Ogr6MO8Qb1IdqRSMGB0eDAPffck5Y+aeO06uN71XKt9OBuaeYfLFJL2YXmKZeZOa1wx0611LHS73dPc+y9XFru5h/WUr42LHzmd9ITzzz1BtBCW7rJJpvkUHROBLviiiuG3UUAIwBQ2QCa8gVtN8+U+1Xw5DtABbz94he/yDE4t9hii6YgSD4y2dG4H/rQh/LliFyHgCh7uAktZKVjMb/3ve+l2WefPS2++OL5uMxvfOMbaemll07nnHNOnneEdepUAvjOPffcJFLIb3/7246CZW0y188666x546730skU4LKT3ByhspiUTz/99NpqswoD/phO60jA0o9+9KMsYOooX5lHHXVUrcCJALnuuuvqIj/xgfrpT3/aVJB2olIC3RnyhHKk4MBocIDP5coXbZs2TMfUcq376uFp9r2Wq6XsQvN0a82V1nz+gFrqWO/vh6cFjlszrfb0PrWUrw1LXrVlev6vf3rD66ehM88sssgi6b3vfW9HwCWQBwA6v5yC4ZhjjsmbumgALXSBtrLYBXzMQ4ccckiabrrp0pve9Kb05je/OSs9GjVs/j/ttNPyprB3v/vd6a1vfWvO7xkHgTzyyCPDlqO0kT/5yU/S5z73ubT++uunxx9/vA+Qa9f999+f40IDtmjpVGKl/NSnPpXe8pa3dBxcmt8dyPHOd74zwGWnXlivlxPgsv0bDHDZmkcBLlvzJ36tnwMBLluD6tEEl+XtA1Lvf//7OwIuAbSddtopg0AnAU2cODEtvPDC2ULz4Q9/OImnXOJsWvQClkCnneytwOXTTz+dpp9++uwGddJJJ6WFFlooAybPuJZffvlJFCXAIBN2I0jVZvfUXdV2ynvCCSckNK6++uqTlFX45JMpfr755st0l/tAunYDy43JPRrc/kz3gDbaHfkLMDfTXNI2Mm03S9qB9mZ1e4ZGdP7550+TTTZZgMtmDByP9wJctn/rAS5b8yjAZWv+xK/1cyDAZfeDS1rGD3zgA33gEhACTJoBFj3G/ZIHUPN/FcQBWtdee23aZ5990lxzzZVmnHHG7B9/9tlnZxNtY68D8hxB3ApcnnXWWenWW2/tA2lAGUD2tre9LT/HVM6nsCRaRj7nNKZV2nz/05/+lDbbbLNJrFJisDoa06lSXDn6S9rNDL/rrrvmLNr+1FNP5f0R1fr96Dfz+BprrJEcVtKY0EKz65jUHXbYIb3jHe94A7hU30orrZRjxFbBsLKAyhNPPDHtt99+b7BOqZtblH0P3A2EBBPPOszijW9hHP7NrHz7AAAgAElEQVQf4LL9Sw9w2ZpHAS5b8yd+rZ8DAS57B1z++te/zlo2nz//+c+zqZlmDFApCeh0PPCll16aLrzwwrzx1DvmBiXJC2TttddeadFFF00rrLBC1swtsMACyQZJIK5anmeUyf+/FbiUpzGhga+o577+9a9nE3vJg+4f//jHGfTxywfk1AtY0kzy1weCJaBtzz33zEB1mWWWaevKxdRM21oSwKY8R57aKyGpi8kfuFN2Y5vluf322xNfTnO94PbNwKV8jmaeY4450o033tinbQUs0YBeZvXGpG7+rnxEgfIAl40cGsf/B7hs//IDXLbmUYDL1vyJX+vnQIDL3gGXNFwAEi0moMNULtoEs64EIAE4oowANuedd17WqvGXLAAHYKOFBPrWXXfdDIyYZfmv29jzmc98JgO8as8bCLis5i/fr7rqqmzuZU52XnqjZg/ABOzWXnvtbM62aUh0joMOOqgPWCqLdpOp++1vf3v64Q9/WIof1CdN6gEHHJCBNIAJ3NE49gcs8RSwFE0B8G0FLhECiNICX3/99Zl2/LfBqPC9Siw+8B215wHwBegDXFY5NM6/B7hs3wECXLbmUYDL1vyJX+vnQIDL3gCXNvTYHc2fEYDZd999825svno2BQKWABHtozBqAJHEf1LIvIcffjj/z4xrt7VNPbSZNJg23AB2zMl8AOWppqGCy/333z/Z3MOcTZvaLAGYe+yxR9YgLrbYYpNoLEt+AG3KKafMm5oOO+ywcnvQn+pCkw1Syy67bL/AEu/4pQr/VDSy7cAlYoBEAJOWl0tA4XmV0LIAAKjtEi/PBbiscmmcfw9w2b4DBLhszaMAl635E7/Wz4EAl70BLoHIiy++uM98CwABmO9617uyhow2DoD72te+luadd97sZwgkAkfOjhfPsjHRYop3bCc003R/aSjgkkZu2mmnzRpSWtEC0hrrALZswgGcAbPqDvCS16ajT3ziE1kLKibnUJO68GmmmWbKfqbFVaBanjw0rjbxMG2XNBBwqY20kTTAXBKatZnZf80110zXXHNNKTo0l32ciC+ZAwEu23eEAJeteRTgsjV/4tf6ORDgsjfAZXVDT+kVNGPTTDNN+uIXv5jBJEC39dZbZ99EpnCbUWgzixazPFc+ASnmYT5/vveXBgsulfXLX/4yTT755BkAl9BGjeXLB+zxewSUbZpZZ511MtCt0qOP2sVOe3vkkUc2FjOg/5VXfCwBQJuZaC8bQ/0Bf0AuMM58re0FNHJFuPrqq/PmnCp9CADkmcLF3eRHyYdV3qoWGFi10ejggw/OpvNS9s0335zBM20nXFF9ZkCNa5Ep4ly2YE63/hTgsv2bCXDZmkcBLlvzJ36tnwMBLnsXXBZfRH6S5fQeMmWDDTbIGk2+jnZp89UcDmAZLLhkiheLcuONN57EH7QKyHynObShSLgjwBj44gPZCDBpNuecc84h+1xWgWXxsQQcAdrGDUJ8OmeYYYYMePlklgsfxbkUYgkYFiO0tAd4ByxtkKJ5lW655Za04IILZi1o4T0Qb2c+AFrK9fnNb34zuw9MMcUU2V/WRqfyzHAlQIDL4XJwFJ4PcNme6QEuW/MowGVr/sSv9XMgwGVvg0smcFrK4r+nxwCDTNG0ZwCm2JCnnnrqkDvTYMAl0AYwCp9U3WgESAr3U0CT+ZPpuQDLQlwVYALPEuApNJEA7gCcZ9ulAvzkk7/ZrnDtosEUAqhoV236sZFH7M/qNfXUU2dw6SQdO98FhS91MNV7pvoO1EsjyU3BuwBAbfqx2aparu+AsyDqH/nIR3J+PrNo60QKcNkJLo5wGQEu2zM8wGVrHgW4bM2f+LV+DgS47F1wyXQrcLnNIYAcE7ONOgCexKdSjEWbaoDQqg/hYHrWYMClDUJ2SdscBIC5brjhhqyNBK6KiV6cSzvIAcfGhM6TTz55kniWtH5M4zYfCXHUKgGyu+yySwayAKAA70cffXQfGKw+C+zauOM0tlapP59LvN59993zjvZmz6Obi4DNRP2l2C3eH2fG6f0Al+1ffIDL1jwKcNmaP/Fr/RwIcNmb4BJoOvTQQ/Mu6ssvvzx3FJtyNtpoo+SdlkT7x4eQBm2o2jDPORayxLlk7i4gsdTj0yYW52/TMLqYkV2+25BUTMbVZ/r7XrSC5XeAE1C2gWnChAlNg57LK4bnNttsk83W5VmfjeUN9LeSrz9w2a7s8nyrzwCXrbgzDn8LcNn+pQe4bM2jAJet+RO/1s+BAJfdDy5tAgHOaASZloE9plag0ZGIRVMJXPLzY252Ko1EQ/iVr3wlhzAaam+iAZ177rkzuAQwHRtZzMilTHQx6wKS8jRetI58J4eT0CFskc1NjqPkM2lTE+0n7aS4nuutt16O3dkKTA6FhlbgcijlVZ8JcFnlRnzPfhynn356bZyws23bbbd9w262TlXIdGDXXPGL6VS51XICXFa58cbvAS7fyJO4M7IcCHDZ/eASmHSmtY0uQvbwOxRLEXCsahCZxbfbbrsc15JvnyDpTrtxrONQtJZAKzM3rWU5yQdwVbZ75r9SPzN0NY981YvPZCfmGu2488470xZbbJHBNV/IL3zhC3lTjFN4zGudBpZGJBO+zTclqHonRyn3BqDYRp6hui70R0/4XPbHmS6+H5rL9i8nwGVrHgW4bM2f+LV+DgS47H5wqRcAccAe8OECshpBlP/5EJZ8Pl1lE81QepN6SjmNn9VyW+UrNDTSOxR6PKMc9eEDX0aX7+jpVB2NtBW+1lF+aU+Vn431D/X/AJdD5dwoPhfgsj3zA1y25lGAy9b8iV/r50CAy94Al/X3hKhhLHIgwGUPvtUAl+1fWoDL1jwKcNmaP/Fr/RwIcBngsv5eFjWMFgcCXI4W54dRb4DL9swLcNmaRwEuW/Mnfq2fAwEuA1zW38uihtHiQIDL0eL8MOoNcNmeeQEuW/MowGVr/sSv9XMgwGWAy9p7mTO699tPVHER3muvLip4nQMBLl/nRc98C3DZ/lUFuGzNowCXrfkTv9bPgQCXAS5r7WWA5e67pzTZZCl99KMpXXddSv8f5L3WeqPwzIEAlz3YEQJctn9pAS5b8yjAZWv+xK/1cyDAZYDLWnvZ00+n9LnPpfSWt7x2feQjATBrZfikhQe4nJQfPfFfgMv2rynAZWseBbhszZ/4tX4OBLgMcFlrL2MGv/XWlD7xiZTe/ObXACYN5vXXh4m8Vsa/VniAyxFgcierEJfKaQgOub/nnntquSZOnJjWWGONdMstt9RS/k033ZQ22GCD5OzTutogsK7TB+oq/7jjjsuBfOsq37FqTmZwTm4ddQiMfNhhh3UkuHAn+3eUNX44cN9996VlT9kkrfbk3rVcKz+0R5plu0VrKbvQ/LllZk4r3LVLLXWs/PAeaY59l0/L37pDLeVrwzfO3ig9/fwfa4vROOq9mRn89ttT+uQnXweYwObEiQEwa345AS5rZnAdxTuz1YH1N9xwQy3XFVdckU9auOqqq2opH3DacMMNU13l48smP9gsrXLNjmnVG3ap5Vr4yLXSN45dt5ay0bzMuZulOX64VFr1+p1rqWPZC7ZIOxy8Wz6+rI4+GmUGB9px4Oqrr07zbbtsWvD4tWq55jt6tTTVihNqKbvQ/KmvfyHNffC3a6ljvmNWSzNsOF+ac/8VailfG2ba6hvpdxOv7zvtpt0768nfAczbbkvp4x9/HWACmzfdFACzxhca4LJG5tZVtOMZTz311HxSgNMCOn39+c9/TltvvXU+zqrTZSvvhRdeSDvvvHPSjjrKV+Zeh++fNvjb4Wn9fx9Vy7XE5ZunpX+7TS1lo5nWZb5jVk/r//PIWuqgtdjzpIPecE5vXX02yg0ONHLgwQcfTN8+b+u03t8Pr+Va+y8HpVl3X7qWsgvN06w6e1rt6X1qqWPtFw9OAPIqj+5ZS/nasMRlm6dnX3y+8dWMvf9t7rn22kkB5hRTpHTjjQEwa3rbAS5rYmydxYbPZXvu7nPUgWnDvx+ZNkyt/ZqG+vuSV26Zlrlu29rKX+XRH6cFfrpG2uC/R9dSx+p/2Df9+JSD8/Fl7bkZOYIDnedA+Fy2lk3A3wLHrZnB61DlVLvnlrxqy/T8X//U+ZfbjSX+4x8pXXPN6z6Yb31rSp/97Gsm8v/853WKff/vf1//P74NiQMBLofEttF9KMBle/4HuGw9cQW4bN+HIke9HAhw2XqMBrisof8BmFdc8ZoG801vSgnAnGqqlG65JSWg8rnnUtp665QefbSGysdXkQEue/B9B7hs/9ICXLaeuAJctu9DkaNeDgS4bD1GA1zW1P/+/veUzjsvpY99LKUCMKedNqVLLklp5ZVTErLoxBNT+t//aiJgfBQb4LIH33OAy/YvLcBl64krwGX7PhQ56uVAgMvWYzTAZY3979VXUzr33Nc1mG97W0of/nBK7373a5t+1l8/pZdfrpGAsV90gMsefMcBLtu/tACXrSeuAJft+1DkqJcDAS5bj9EAl/X2vwRgnnXW6xpMWsxyTTddSo88UjMBY7v4AJc9+H4DXLZ/aQEuW09cAS7b96HIUS8HAly2HqMBLuvtf7n0hx9OaeaZXweVBVw6MvL000eAgLFbRYDLHny3AS7bv7QAl60nrgCX7ftQ5KiXAwEuW4/RAJf19r/0xz+mtMwyr5nCC6gsn46M/M53UnrllZqJGLvFB7jswXcb4LL9Swtw2XriCnDZvg9Fjno5EOCy9RgNcFlv/8u7xuefP6UPfvC1XeMFWJbPL30ppSeeqJmIsVt8gMsefLcBLtu/tACXrSeuAJft+1DkqJcDAS5bj9EAl/X2v2TX+DPPpHTVVSntumtKEyakNPnkrwPND3wgpTPPrJmIsVt8gMsefLcBLtu/tACXrSeuAJft+1DkqJcDAS5bj9EAl/X2v0lKBzSZyS+/PKUddkjpq19N6UMfSmnTTVMGoZNkjn8GwoEAlwPhUpflCXDZ/oUEuGw9cQW4bN+HIke9HAhw2XqMBrist//1Wzqg+fTTKf3qVykdf3zKu8r7zRw/9MeBAJf9caaL7we4bP9yAly2nrgCXLbvQ5GjXg4EuGw9RgNc1tv/2pYuiHocBdmWTf1lCHDZH2e6+H6Ay/YvJ8Bl64krwGX7PhQ56uVAgMvWYzTAZb39L0qvlwMBLuvlby2lB7hsz9YAl60nrgCX7ftQ5KiXAwEuW4/RAJf19r8ovV4OBLisl7+1lB7gsj1bA1y2nrgCXLbvQ5GjXg4EuGw9RgNc1tv/ovR6ORDgsl7+1lJ6gMv2bA1w2XriCnDZvg9Fjno5EOCy9RgNcFlv/4vS6+VAgMt6+VtL6QEu27M1wGXriWsg4PK///1v+vvf/570N9ff/va39M9//rM980coB1r+/Oc/pz/+8Y/p6aefTs8991x65ZVXErr/97//pZdeeinTPxRy/v3vf/e1W9uVG6mzHAhw2XqMjja4fPXVVycZA9009o3PP/3pT31j/5lnnsnyybiXjP3/2IzTofSvf/0rl48n/SV50PSHP/whvfDCC8n/rdI//vGPTL+2DCapwzXY59rVoby//OUvuWwydLgpwOVwOTgKzwe4bM/0AJetJ66BgEvC5pxzzkmbb755WnfdddN3v/vddPXVV7dnfs05CPg777wzHXrooWmppZZKc889d1p44YXTiiuumHbYYYf0y1/+Mt18881p5513zsJ7sOSYoEwQO+64Y273euutl3784x8PtpjI34YDAS5bj9HRBpe/+tWv0pZbbpn0f+Pf2O8E6GjTLVr+DDDec8896aijjkpLLrlkmnfeedNCCy2Ull122bTddtulM888M91+++1p7733zsC4ZWED+BEAfOyxx9KJJ56Y5ct99933hqfwBNg74YQT0je+8Y003XTTZZp+9rOf5cXvGx5INqH/Jx1//PFppplmStdff32zLE3vPf/882nRRRdNX//61zvSvlIJmff444+nb37zm2mFFVZI2j3cFOByuBwchecDXLZneoDL1hPXQMAloUkj8K1vfSu96U1vSu973/uyUG/P/fpyWFn/9Kc/TVNOOWX6wAc+kBZZZJFkEnzkkUcSsHLqqadmAf/pT386feELX8gTw1CoAWBPP/303O63vvWtaZ555hlKMfFMCw4EuGw9RkcbXNL+ARr6v/F/9NFHd1Qb2KJrNP3JmPz5z3+epppqqvSud70rLbjggumss87KY//hhx9O5513XlpsscWybPjkJz+ZLRlNCxrATZaK+++/Px1++OHpS1/6UnrPe96TPvaxj6WJEye+4WkyaeONN8553vKWt2Re4dd73/vetM0220wC1MhU1iBazQ033DDzljwD7txvlfy+0047pXe/+91phhlmyIC2Vf7B/Pbiiy9mJcI73vGODNg7YakJcDmYN9AleQNctn8RAS5bT1wDAZe4/PLLL2eh02lwSSvKdFTMWNU3SgBboTeafZjlt9pqqzTZZJMlQnDVVVfNE0i1DN9pHWk0p5122j5wqUxtaSY0i2A3mZYkPw2Idg8GXLYyhxm3JogqvaW+8fgZ4LL1GB1tcKlPfuc730lvf/vbOwouASvjxBhrTO75rXHse2bffffNwOrNb35zHt9cYhrHknsrrbRS+vjHP56effbZvuKNbdq4xvwykAlkQ5Wem266KW2xxRZ5oQrIkgPNwCW6rrjiivTVr341A/Gll146feITn+gDmB/84AfTXXfdlenQpmuuuSbttttu2fJy8cUX5wXyvffem6677rpsaXnooYea0oi2Cy+8ML3//e/PZTeCS3QAuT4bk2e1vz/w6j7NrMW6dtIGN5OTjeW2+z/AZTsOdeHvAS7bv5QAl60nruGCS0K6nU8ToVYEts+qYP/d736XzVpMMSWPt+o7Yfy1r30tm2nKM+o67bTT0uSTT54F4Oc///lEEPeXmK9oNpi0JMJ16623Tscee2z2nSrPKd9vzGzM/2VSQ0d/4BItha5Sjk+CffXVV8/a00azkjqY1nffffdJNBnV58fb9wCXrcdot4JLY6M6Zpv1W+Oj5PG9jBefZWwavyWPMowr95hmjb2S5LnssssysAR+PvShD00iG0q+8sn/mrbRAlUypr/3ve9li4e5s9DiNwtWY3/77befxMzsGRdaaUH7A5dA6Q9+8IOsPUU/oMZ9oIBA2kumeslvyyyzTG7HjDPOmH77299mc/7ll1+eWFre+c53ZnN+lSf5wZQyX774xS/2Af1GcPnggw+mxRdfPMvOKsBUFq3uyiuvnK666qpJ2q5sNN92220JPWUREeCycH0cflqhHHfccYkqu47rySefTJtssknWANVR/hNPPJHNBTRMdZSvzN0O/HFa+5kD0tovHlzLtcj530tLXL55LWWv/ZeD0wp37pzmOXSltNafD6qljpUe3C3t/rP9UisHdUOrUXN5yCGHZEFqtc4kxfdRnmoCrABEK+3f/OY36e67784rdoK8JCt1pm2+kvoDIeiSl8/SV77ylfTUU0/1TT58mgBKWguCnj9kq9W13w488MA+n0t9gibis5/9bDrmmGMyzSYZoO/ggw9On/rUp9K2227bB/zQUgWX/DqVeeutt2aQS1CjqZpMRuuss06e/E455ZS+skxogCWNxh577JEnGXnxiIbkxhtvzBcNBl6a0Mp9n+57TzQxJgI02LzU68mEuOK5W6V1XzmslmutPx2YZt11qVrKLjRPvfJsabUn966lDvTPe+QqaeWH96ilfG1Y/NLN0rMvvgbCmvWnqubysMMOy2MfeDrjjDPSLbfcksdPFawZ+xYNwCAZoY+7zFkSMON34AhYKgCzAMs555wzj/877rijjxygzH3j3rXKKqu0Xdga08adhCa+o1NMMUU64ogj8n00k0f+JxMARLKgMZFNn/vc5/oFlzY5lXrKs7Sn5BdauRL9+te/zj9pI1/w73//+2mDDTbIGtY55pgjywx83nTTTbMbUpWfHsQ74JCPObCq3EZwCUDOMsss+cJvAJMM4y7EJ1X+a6+9tk+eKlc95uA11lgjm9vLwj3AZXmT4+xTh3jggQfS8ssvn370ox/Vcplk5/rmfGmN7TZM6/3o+x2/Vttm/TTn4vOnNbb/TsfLLvTOtvi8acIPF0+z/mipWq7p15k7Tb/23LWUPeFHS6Uvb/719LllZk4Tdlmyljq+tNlCab1tvvsGYNg4nKrgknmIAKRZoBkg6D7ykY8kk04BqYTaueeemwX5t7/97bTPPvvkDTcf/vCHs6Crls9ERLBzTifECUWmbEKSxpEwLslkVcw2b3vb2/Kqn/BslUwqrpKAQYK9AEy7zAuw5BtVBclVcMmPymTBnFW0B7QMNjk07qAFQNdee+2kvfw/mfj23HPPbKbbZZdd+gAxumw4+uhHP5r5iJcHHHBAnlx80pbw86IBwUMTDJCJ9yYLoL7XE+31fD9YNi3wszVrueY9atU01QoTaim70Pypr38hzXXgirXUgf4vbDBvmmPfb9VSvjZ8eYuF08133voGjVbpW1VwudlmmyVmX+MTaGLytYGuAEcLJoBy6qmnzv3U4g5QoRUztkuSz8KCT7TxZD4DMmefffY0zTTTZNBa8hqHFqJVX0Y+iu3GvrFclR+AJMuERSRAaez7/MxnPpOBJ0DYLLUDl82eAVJZXiyEyUfAryTzN7AM6C2wwALZh5S1Az+q9Jb85OlBBx2U3YEA7gIAG8Gl/HxEbRDyfuQF4llvpp9++rzIr2o05QeKWVLIJ9pTGmHANcBl4f44/KSF4SNhANVx2cQx9+ZLpjWf2z+t+/JhHb+YZGfZftG05vMHdLzsQu/ch6yUrPzL/53+XOyi76clr9yytvJXvHfXNO8Rq6R1/nZoLXWs/PCeaY/jD8iCrtUQ0r8IZUIHqCN4aLaZnoo2AegzqUgEFuAJiNLuEZhWz7SOzQARzSaTkA0zQN/MM8/8BmCpXCt9fpZFG0B7N5RkEgEw1WmzgsmmEVgqtwouTRJAnsmIACe80QFg0t40pirAXG211fIEA1gWAF7y+59GFF/VYdIEVk1O8803X66DqYop38QAkDLfXXTRRf2CgVJ2L3zi5XI/3zSt8dz+tVw0il/ZYfFayi40f265ryRWgPJ/Jz/RD7iuePcutZSPVhaYP7zwTL/9qQou9UlAEDCjPeSLbFzY6AMwWrwBVXyizz777NyXASvPWUhWk/zAD+BDNhhTPhvHtXwWdcZbuSw0G7V71bL7+w5gAsg0mDSBxj6NZgHHzZ4bCri0oNQu8sr4rwJh8pB7D74BfsY0wIgW46HaLt/JUOZucz7etwKX6JcHwATav/zlL+fFOvN7I7AkZygB1l9//bwAlifAZbMeMM7umcDtZK0rmdwW2Ha5DGw2TK39gobyO1M1jSLAN5TnB/KMVT+fpYHkHUoewHKZ67atrfxVHv1xWuCna6QN/nt0LXUM1efyyCOPzN2OsLrkkkuywAeOCEpClKCm1TDxEHA0FkCUXZdMuo3JMyeddFIWxDR1wFqjIPQMh/mivQBmmwHVxrKb/U9g8/MUMkR5SyyxxCSO/+WZKriUb7bZZsuTJa2DCcNEB/gVf6ryXPlktp4wYUKug5XB5FCdOEo+Qr1oZGlH+YnJS6tRfKDQ6j5AT3M8Fkzi2g9crHxRfWNo3VcPT7PvtVwt46fIjOnWmisvksv/nfzsNp9LvolFuwY8AkjGAdcWwJL2EUA09mkri9mcKRhIakyA1Q033JAXaXZAX3DBBW8YI8ClXdUFWPoUuqfZWGosv9n/xo4d5ca0TwvlVmUNFlySGxbTQCC3n0cffXQSMsg2O765yJCJ+EmesGDQHlZpQdtcc82V5ZVyaTfbgUv5yBTlAbfkU+OiVh7hnGx6VKYU4HKS1zR+/wlw2R7wBrhszaOhgksTTElAWgF8zD8WJS4+kyYB2jimM1p2oLMRNBKkVtpCi5iU5J1//vmzH1CZxEpdtB8mLeUCr40ajpKv1af6jB3mOmZnJjhaDBpD2sZqIoCrPpclFJEJcc0118x0ANVi1TUmZTE10QQw/fkUQgUwrU4enqNJ1faiHTUhu5jM0ae9JgpmND6utESNfGysv1f+D3DZeox2G7ishiLi0mD3tP7J4gBEAW58CPVlF9eQ/fffPwNP46aajO9i/ZBPGUy9yqmOEeCS/796ymVRW81TLbfVdyDLOGS1IKPIAACPRrO/8gYLLpVFG0geAmyNST3o0PcLT8gkWkttLUke5nJWCzJCueRRWYiin096VU6SWayOtMc0odrHEgRIVmUGzaqyLeotZJUN2BbgyiLVbMd+oW2gn7FbfKCc6qJ8AS5bC2XagwCXrXnUCXBJuDENE/omCIKNucWmn6LV8JsVNId54KokQpaABSxpOQhxAg6QYnpXVlVw2oxTQoLQ6BHc/U0IpY7qp7zGjckOoORXDBwTsoSwgMfVFf5AwaXnqgmwtGmHoN51112zkBbgGX9+8YtfvAFgosvkWfjI7C1YPW0Pn05tBaqZ1bknDCbgcpWubvwe4LL1GO1mcMkKYdwY34AMCwVw5NAFfb0sOlkjmNCrpmfj2kYS1gBj0aY1Wk+LKYsx47KMbXkBwAIsfQJcxudgkrFt/KGVTzR5Q6aon894fwBzMOASgLPo5cfJsljkl7aU9gyUZlpc/OW3TrPpEjS+yEALVr8VvuKHDX8W5+rnbuSdMI0DmPy1C8DUXjJ3ueWW6yub33spWxinYi4fKL3N8gW4bMaVLr8X4LK1UA5w2Z4/nQKXxQ+SQCKgJSCShsC9om2k5aPBLAkw5fhPyJlMymTBd7MATCv2IpTtIi8+QSYYJ3BUwWApt79PNHGMN5kAcHxJJea8AjCdsFEmhKGAS7TSWNIuAJZlsw9tLoBJm2HyLUK+0Eproc3a5VNgeGZwGxk8474JY6211sr0lkqiYFUAACAASURBVOd6/TPAZetx2u3gssRztEAsgNCY5BNsnBXZYLOaxWUBWfo2Dac8tPSSccdEC2Byp7G4lDxDVgCpxoEL8CnjNGdq8qfIDT8Zy8z46gMsyRWJvKruIq8ufkuRAwWX6mDG5r5TtS6gE5AejKxSN79MvqsWneWy0KQRxgPgnQVHnRINJNckWllWjiJjRJ7gg8nlBn/xxYZB76SU67OxbCb96kakwo/BfAa4HAy3uiRvgMvWQjnAZXv+DBVcFp9LQsqEAjS6+F25R3thlUyoAk2zzjprBpiEoeMZSyI8rartCi/AsvwGYBJu/LHKJAIMEpDqIlxtGiK0q5NIed4nkxPTThGyVvV2utrdWkBwyQ9gAm5M78U8PhRwqU7ttQOz1FvqKACTn1Nj/eo0oeIRMA7kAqYmQZoIE4qJGu8LP0q5vfwZ4LL1OO02cFn1uTQ2mcX1TRo1fRWAskvZOPBuyQTAxXgtPsvGlTzMugVYlj6sb3OTMRaAwZLIFIHRizaUCb1xDJW8PuUHYH1KxhIagdICLEt+5Yh/a0Fno1JjGgi4JIPIEDEsWS2UQ/aggZmfX3fRMDaW39//TgICfG1AKhcZVfjJhUjsTvVKfNCByCqwLGUzizN1C1+Ix0Ij0dqWcn2SzaVsIPyHP/zhsH27A1yWN9BDnwEuWwvlAJft+TMUcEl7QPsnAU/nn39+nlxo6i699NJ8n7AmTPXRInQLcKIhLMlvBH1/4JDmokwO5RkTT9kwwITDJA2YVcswebnnSEin+aCjJJNfM+2E301A1QmgCi5NanZ1SyZOceFMmIAuf81qUoZnmyW0oKFKb8lXtAkmbJNBSYCqzQ5MZEPxMy3ldONngMvW47TbwKUTcvR/iYnZuKc9K6GBjFmuHGWTDJBVNs4ZP0WTb1wXUNTYL40dwKw6howX/pzClBWAaVw0jn35jG8uJY6srQJQi9NGeVLqNiYbyyq/WUBb6BrvrApM+I1J2SwV5COzu7iYLtYG7jEWnJ1INI/FL7IxFJG2kz39tdHitry7ZrTEhp5mXBmH9wJcthbKAS7b82ew4JLZhJmG6QUoNHEsuuiiWaDyqSoTh74prEgJ8WESoa1jhgH4hpMIUCt6pnSCnMlYDEi0EKzooimwKlcnk5BnhpK058orr8yTCu0ME74JiJDmq2SyoWUUHL1RSzmU+kxiJiOTYhXkAtQmKpqb6v2h1NFtzwS4bD1OuwVcGmsumn39VD+0g9uY5gtYgCJNHQ2ge8AgawE5AIQK4zWcZBwDV2JhosWCi9+0OtDjskFor732yiZ3VpPhaPmBNOOd72LZuKQdYtcCo6VsgM2ObCCbTGi8WBz4SncitQKXwy0/wOVwOThGng9w2VooB7hsz5+BgksClikZ6OFLxfGbqZZGAhgC7or/ouHlu0DfzFBMMcJ9MGNxIh8q0GsctsCkU3Y4qts8QJvJ14nZHLC1AcDkNtSETpOTMCDKd9FI4IMNQdrjHnBLKyvu3nATgGpi5hJQJi5l4ifwblKranOGW183PB/gsvU47QZwCRhZqDkHW1xYIbIE8ednKaJBdZwBeOJiisvIDK4/0zYWLWMn+hxtJLcRsoVpmAwy9l20eeQRmoYra2g/tV07jPMiB7jjiJNbjpUF+Nwrvzd+khssPJ1IJV6wOvis8rPsVHJKmHeqbDK7PwvPYOoLs/hguNUleQNcthbKAS7b82eg4BKgIcSKZtKKnoaARq2ZcJPfJEO40yTSHjbL14mhhBaaC0CQnyfh2wmh2AnahlIGzU8z05X7VQA/lLK78ZkAl63HaTeAS0CtjCmLHn7O3pux3bjYMR5p9uUz5uXTd4cL9Jr1XWWijXwx9oG8ZmOn2bNxb2Q4EOByZPjc0VoCXLYWygEu2/NnoOCyox03CgsOVDgQ4LL1OO0GcFl5XfE1ODAoDgS4HBS7uiNzgMvWQjnAZXv+BLjsjrE8nqkIcNl6nAa4HM+jo/fbHuCyB99hgMvWQjnAZXv+BLjswYE/xkgOcNl6nAa4HGMdfpw1J8BlD77wAJethXKAy/b8CXDZgwN/jJEc4LL1OA1wOcY6/DhrToDLHnzhAS5bC+UAl+35E+CyBwf+GCM5wGXrcRrgcox1+HHWnACXPfjCA1y2FsoBLtvzJ8BlDw78MUZygMvW4zTA5Rjr8OOsOQEue/CFB7hsLZQDXLbnT4DLHhz4Y4zkAJetx2mAyzHW4cdZcwJc9uALD3DZWigHuGzPnwCXPTjwxxjJAS5bj9MAl2Osw4+z5gS47MEXHuCytVAOcNmePwEue3DgjzGSA1y2HqcBLsdYhx9nzQlw2YMvPMBla6Ec4LI9fwJc9uDAH2MkB7hsPU4DXI6xDj/OmhPgsgdfeIDL1kI5wGV7/gS47MGBP8ZIDnDZepwGuBxjHX6cNSfAZQ++8ACXrYVygMv2/Alw2YMDf4yRHOCy9TgNcDnGOvw4a06Ayx584QEuWwvlAJft+RPgsgcH/hgjOcBl63Ea4HKMdfhx1pwAlz32wv/3v/+lp59+Ou20007piiuuqOW64IIL0pdWmCst9qtN0pJXbNHxa9Hzv5emXX2OtNhF3+942YXeL2/+9bT4xZvWVv6c+6+Q5jlsldrKX+jU9dJMW30jLfHrzWup4xtnfSdts++O6eWXX+6xERDkjhUO3H333WmJYzZIK9y1cy3Xcjf/MH1ps6/XUnah+bNLfDkt/dttaqlj+Zt/mCbsulRa8sotaylfGxY8fu306NOPJ/NKpOBAJzkQ4LKT3Byhsv74/DPpa/usmla9Y7darhWu2yF9Yd150rI3bJdWuGPnjl9L/+4HacaNF0jL3rh9x8su9M6743LpNxN/lybecUst19E/OyYdd9LxtZSN5vMvvjDt+KOd0k2331xLHRf/+tJ06GGHpldffXWEem1UExyYlAPA5SFHHJpOPev0Wq6TfnFq2mnXXWopu9D8/S03S8efdlItdZx8xqlp9332TMedckIt5WvDoUcelu6999703//+d9KXE/8FB4bJgQCXw2TgaDz+/Et/SkuctnHa4L9H13Kt9ZeD0szbfDOt89Ih9ZT/5wPThF2WTOv8tZ7y8WWxI9ZNL73y1yw0Cc5OX7TG1157bcfLRed//vOf9PDDD6ef/OQn6d///nctdTz11FPp5JNPTv/4xz9GowtHncGB3Lf/9a9/pTov/bvO8v/5z38mV1111F0+/gSwjMFYBwcCXNbB1ZrLfOGvf05Lnv69xLewjmvtlw5Js2y7SFrnb4fWU/6LB6dZf7RUWvflw2opH08WO2q99Le/12fyvfLKK9N1111X25t+9NFH009/+tPaBP8f/vCHdMoppwS4rO0NRsHBgeBAcGD8ciDAZQ+++wCX7UF1gMvWHTvAZWv+xK/BgeBAcCA4MHQOBLgcOu9G7ckAlwEuh9v5AlwOl4PxfHAgOBAcCA70x4EAl/1xpovvB7gMcDnc7hngcrgcjOeDA8GB4EBwoD8OBLjsjzNdfD/AZYDL4XbPAJfD5WA8HxwIDgQHggP9cSDAZX+c6eL7AS4DXA63ewa4HC4H4/ngQHAgOBAc6I8DAS7740wX3w9wGeByuN0zwOVwORjPBweCA8GB4EB/HAhw2R9nuvh+gMsAl8PtngEuh8vBeD44EBwIDgQH+uNAgMv+ONPF9wNcBrgcbvcMcDlcDsbzwYHgQHAgONAfBwJc9seZLr4f4DLA5XC7Z4DL4XIwng8OBAeCA8GB/jgQ4LI/znTx/QCXAS6H2z0DXA6Xg/F8cCA4EBwIDvTHgQCX/XGmi+8HuAxwOdzuGeByuByM54MDwYHgQHCgPw4EuOyPM118P8BlgMvhds8Al8PlYDwfHAgOBAeCA/1xIMBlf5zp4vsBLgNcDrd7BrgcLgfHx/P//ve/06uvvvqG61//+lf63//+VxsT/vGPf6THH388XXvttemf//xnruevf/1ruvrqq9Pzzz9fW72dLPi///1v0o5m/Cv3/v73vyc8riZ8df/ZZ59NTz/9dG4vHvznP/9Jf/vb36pZ3/BdnieeeCJdfPHFtb6fN1ScUm6ruqvvrFm+uDc+OBDgsgffc4DLAJfD7bYBLofLwfHx/DPPPJPOPvvstOqqq6ZvfetbaYMNNkjf/e530zrrrJP23HPP9NBDD70BHA2XMy+//HLaf//90xxzzJFWWGGFPkB18803p5lmmikdcMABw61iRJ4HGgGt7bbbLq244opp3XXXTVtttVXaeuut8+dGG22U1lprrQwEC0HA4wUXXJB5vMUWW6R99tknP7/TTjulc889Ny2//PIl6xs+1Xf44YenWWaZJc0zzzwJuB2p5J0deOCB+Z3pJ+1A8EjRFfWMHgcCXI4e74dcc4DLAJdD7jz//2CAy+FycHw8TxP20ksvpYUXXji9+c1vTueff36aOHFiOvHEE9OUU06ZZpxxxnTdddd1FGDS0j388MNprrnmSossskiisZReeOGFdMopp6T7779/1Jj/3HPPZTBYtKmtCAHuXnnllXTyySenySabLK233npZG/vUU0+lJ598Mt14440ZrAOEEo0s4DlhwoR0ySWXJMD+xRdfzPd/97v/a+9MwKYe1z9+Do6tUJHSQipK2bLECZGIlISjtEhI9iSUNWUpylJRJy10kH2L7EtZUpYWlVKoEBIq++7+X5/7XM/7n+bM/OZdZuadeef7XNc07/tbnuX7zPvrM/fyPDNci+22267IkhvfNhZP/q732msv22OPPdzSGX9Npn5HD75o7L///tamTRv/zGSqLdWbHwoILvNjntbrpeBScLneB6IUvwguSyFaAd/Sq1cv22CDDRxegBjAafz48bbJJpvYgQcemHZL1TfffGNHH330enCZC/IvWbLErrnmGofG4vYHUKxWrZqdf/7560E4Oi5dutQmTZrk+g0ePNi23357e/rpp9e7jnaAfNoGHNeuXZu0aeblqKOOyjpc0qE1a9ZYhw4dBJdJZ6ewTggu83C+BZeCy7J+bAWXZVWwsO7HHR4Ll4x+0aJFVrlyZatevbqDRVAEaMLiRswgIER8ZnzhGlynWAIBSWITORZKIrgEsHC/BktmsAzSFj9TH9Y/6oov1M29WAO5Jj7OMf76ZL+nCy7pD30gtpL4y9mzZ1uNGjWsRYsW3s9E7XPt0KFDfQyJznMMHQC8YLnkHjRGm1h9w/2cRw9e/Bx7DXqnmkeuYT5ogxhZvhDIchnULex3wWUezr/gUnBZ1o+t4LKsChbW/YngcuHChQ6X9evXL7KmAXbPPfecESNI3CTxmcOHD3d4AXwowOZbb71lV199tV1//fVu0Rs0aJCtWLGiKE4wFi4BHFzid911l3Xr1s1jQIGlhx9+2OMYAa65c+d6HGirVq28bc6HAsThVqY97rn88stt4MCBNm7cOH/RVnFLuuASd/nzzz/vYAbUoUOlSpW878n6gn5owb3JSixcoifjPPzww61Lly72xRdfrAePy5cvt5EjRzqwHnvsse6S5xrqAHgfeOABu/jii23EiBE+j7zHWk3RmDAJYm+Z6/POO89jYgWXyWansI4LLvNwvgWXgsuyfmwFl2VVsLDuD3BJNjDWLeIwL7vsModLklQAJApZyiST4O7FTUpcYaNGjTy2MEAciTmHHnqoTZs2zaERSCWms3379p7pTD3xcLl48WK76qqrbJtttrGJEye6e55YxSpVqniyDBA1efJkO+ecc6xq1aqeVU49gBLxm02bNrXHH3/cwZbfiV3ceeedHeawZiYrWOSIj2TcvIDUvn37+vjCMTK6gbFkJbjFjznmGE/WeeqppzxmtWfPnj5OdDryyCNtq622skcffTRZNcU6znixHgL8t9xyiwMi75tttpnPV4gVBSJJlgLKsVoSN4vlFHgHYJmjnXbayQEYoAQ069at6zDJ/PMlYsKECdaxY0djbpgvwH3rrbeW5bJYM1XxLxJc5uEcCy4Fl2X92Aouy6pgYd0f4PLWW2+1+++/3y699FJPPAEsgRGAg3eAbciQIUWwBewMGDDAXecvvPCCW+oAEurjegrXEHcI3GDlxLIZC5fBDQ6oAjh33HGH34flrU6dOnbiiSc67NIHPteAI1ZKCnVRJ3DF9RRcuVjqiINM5R7HonjGGWdY7969/UXfiTElyzscO/vss90l7JUn+CfAJckuWHSBcrK+gWnGCcACv0DxK6+8kqCG4h8KcFmvXj0PS0ATxkgGOQAfIBgrJLrhjn/vvfds/vz5/iUA7dDp5Zdf9i8AWD+pgy8ANWvWtFGjRrl+JFXts88+PhfoSQHSDzroIMFl8aerQl8puMyz6eUP/cs1q63N+FOtx1c3ZeTVZfkQa3LWwdb1k6GZqX/ZdbZ7v8Os6yfXZ6R+dGk9vLt9vPKToniiEFeUrneWBeE/jXTVF1/PnDlz3PLAfzzx59LxO/FyJGSE/2zy7M9A3c2yAgEugRE+O1i8sOgFSxjd4TOLJZGldGLjLIEX4jKx+AElDRo0cFdqsHZyL0CDtQ3gAjoTwSVtA00BLrEcUhewFgp/G1wD/FLoH3ALXAJIFGCIBCXiRWP77yfj/sH1i2UxvOgDSwthrQzHksWVhqoCXIaEHtoHxAA17sXlf/DBB7t2uMrLUoDL2JjLUNchhxzi4Bdc6q1bt3aL7+233+56oilLPLH0ERpyHe+ME9AklIA5xI0OrALsrBaAJTcU9FBCT1BD74LLPPsMAJcffPSBtTmpg501on9GXqcO7WMN2zWz/a4/1lqM6Jz2177XdbQmHZtbrxv6ZqT/6NLqX0faDcOGebwQ39LT/SK+qE+fPmmvN/QTNx9xUri0wrF0vlM//2GQ5KAiBVIpEOASyyDPoESFLGeW3HnwwQfXg0usX2RBY6177bXX3ELJ5y8WLoEt1rVk+SG+UKULLgE5XL61atXyvyPcubj0iUNkaaBkY0k0Po6lK+YSQAPc0IC/QZ4nxFzy916WUly4BMpZdzPAZmgz6MFxYmexzmKpnjVrltWuXdvhki8OxNJiyWRZqlAEl0EJvaOA4DIPPwd8sye4HatTJl5keR5wQXu3Kp76022W7tdJq4Zb+8u6+Tf2TPSfOvmGzcMuU/UTW0bMWKbqJ45pzJgx/h9PJtrAUoQrMvY/+Dz8U1CXs6RAceBy5syZHjeIJTEWWrBwYk0kOQTrIaDJF6fY5BCAEpcqbud0Wi6Rh884SSctW7b0ZCAs9sAcbZa0pAsuY9sFgLEO4hZHg2Rf+ABHLKnAcbJSXLgE4skoB+IDUFInVlSeN1OmTPE1TIFHYHLZsmU+hzxX+R396C8JPeH+AJfE08bObbK+6njFVkBwmYfzSwzSfffdl7Ge8/A6eMCxdsr3o6y3pY5vLOk1PdeNsGMH9Uz6EE3HwP79739nFJz4zwCLSKYK8EfAPP9ZZKIo5jITqlbcOgNcAhkBJuJHS5IIMZGNGzd2cAvXAZTEYrJbDQBCRjfXEecXruHz3rx586KYvmC5xMIYYjNxSeOKJcubwtI3uNL79+9f1BVcuVwTjlE/dbFrDG57+g/sxsJv0c3F+IFkILLTAbDiFr6IEt9JbGYyNzx9BKyxBpJ4FP+lj+cAOpCVzbXJCteR0BOWIgrX4RZnmaMwbmI/sTKzqw6QzXjQjrU2eUd3EnpY8J06FyxYUGT9pQ7c6STvnHvuuUWwy33t2rXzmFQgVaWwFRBc5uH8Cy5TT5rgMlojwWW0Pjr7XwWwUmGFIhaSHXrIdMayFqAwXqexY8c6hAAtwCZeECyZgFWwZk2dOtXBhcxuABG4AVY6d+7sCTlY8gBAgGjffff1awCal156yeP+COfgGQjwkATUqVMnt+jRV+CPY9RFPwEjrHCAFICM5Y0X/cTtizs+2Vjix8bvgB2Z1LSVqjAO+nDnnXd6fCdJRPzdJbqXfgK+xF4CzHyxJD4V/egjYyVRivjVZIVxAO9YP3F701f6AJQC7kB/WGoI3UkiQhdgf9iwYa4jVl20xmW+7bbbGs9RQhmYK8CXbT/ZcYh4VyCWBCCAFHBHZ+pkdQDuSbTeaLK+63jFU0BwmYdzKrhMPWmCy2iNBJfR+ujsfxUgPIPkDaCHbGeWqiFhBxhKVLDMsZxO27ZtPRsZ9ylQBOgEiAOuXn31VU/+wKJIogtJMgAl11DH6NGjfXceMpy5H3ghIYhMbWI3WXaInXIAKZbxIS4QKxugw1JIWN4eeugh7yfHyZam/7vuuqu/sKRi4WQ5nlQZ44nGWZxjjIP4U7KysRqy/iP9Y5vERAVNAW2WXGKcuJfZbYc+ch9AGFXQjqQc3P9ogJUzJA4xf2jFXIbxMrf0CSBEH3Tm/xYKcwE80m9iywFdwJL+kNBFHVib2XO+WbNmRoIQ0M7vLLn04osvFllJo/qscxVXAcFlHs6t4DL1pAkuozUSXEbro7P/VQAQxJIV+8JlG0AxmU5cDygRYoP1LFGhHtynWDRjrXlAFlav0CYuW64Nvyd65zzAE3uOYwAe+6DzwoqI65Z+kUwD5GEdDW73RH0syzHGHd9vxhI71kT1M376ipURMEafZBrG3x87fn7mvvhjsXNH/9AjURv0lX4EGGVO4vvOMeYQDfmZmFDuU5ECgss8/AwILlNPmuAyWiPBZbQ+OlsxFMCtzFqYWEqBHsAtWEex6uHuLS64VQxFNAopkB0FBJfZ0TmtrQguU8spuIzWSHAZrY/O5r8CQCSWyoYNG3qMJ2s4Tp8+3ZfPuffee6179+6+XmesJS//R60RSIHcUEBwmRvzUKJeCC5TyyW4jNZIcBmtj85WDAWwSvJZZ+/yvffe25NajjjiCGOnoUy5wyuGchqFFCibAoLLsulXLncLLlPLLriM1khwGa2PzkoBKSAFpEDpFRBcll67crtTcJlaesFltEaCy2h9dFYKSAEpIAVKr4DgsvTaldudgsvU0gsuozUSXEbro7NSQApIASlQegUEl6XXrtzuFFymll5wGa2R4DJaH52VAlJACkiB0isguCy9duV2p+AytfSCy2iNBJfR+uisFJACUkAKlF4BwWXptSu3OwWXqaUXXEZrJLiM1kdnpYAUkAJSoPQKCC5Lr1253Sm4TC294DJaI8FltD46W1gKsAsNu9Ww0Hp5vNhJSEUKVCQFBJd5OJuCy9STJriM1khwGa2PzhaWAs8884x16dLFOnXqVC6v6667rrAE12grvAKCyzycYsFl6kkTXEZrJLiM1kdnC0uBkSNH2kYbbWSVK1e2LbbYImuvzTff3Ntt27ZtYQmu0VZ4BQSXeTjFgsvUkya4jNZIcBmtj84WlgIBLn/44YesDvyLL77wrSkFl1mVXY1lQQHBZRZETncTgsvUigouozUSXEbro7OFpYDgsrDmW6PNvAKCy8xrnPYWBJepJRVcRmskuIzWR2cLSwHBZWHNt0abeQUEl5nXOO0tCC5TSyq4jNZIcBmtj84WlgKCy8Kab4028woILjOvcdpbEFymllRwGa2R4DJaH50tLAUEl4U13xpt5hUQXGZe47S3ILhMLangMlojwWW0PjpbWAoILgtrvjXazCsguMy8xmlt4a+//rIVK1bYueeea5MnT87Ia8KECda4/T528MQedujk09L+ajn+JNvnuJZ2xx13ZKT/6HLKKafYnXfembH6L7/8chs0aFDG6h8xYoT16tXL7rnnnoy0MXr0aBs8eLB9//33af18qjIpkI8KCC7zcdbU51xWQHCZy7OTpG/ffPONAR8ffPBBRl5z586103v3tnnvzrMlHyxN++udObOtT58+Nn/+/Iz0H10Ap4ULF2asfqDvwQcfzFj906dPtyFDhtjSpUsz0saMGTMM6y67kahIgUJXQHBZ6J8AjT/dCggu061oFur79ttv7b777jOsmJl4rVu3zvr37+9WrUzUv3btWrf6saZcJuqnzjFjxjg4Zar+l19+2QC0TNW/fPlyGz9+vP3xxx8ZaeOzzz6zu+++23755ZcsfGLVhBTIbQUEl7k9P+pd/ikguMy/ObNsxFwOGDAgYy5T4BWXciYXLFbMZfQHWzGX0frobGEpILgsrPnWaDOvgOAy8xqnvQXBZWpJBZfRGgkuo/XR2dxX4Pfff7dFixbZXXfd5fHVxFiX9tWtWzfbYIMNMvqFN5GiYYeeXXfdtdR9D2OeNGmSEU6DLipSoLwVEFyW9wyUon3BZWrRBJfRGgkuo/XR2fxQ4LfffvPYbRL46tata5tsskmpXuwr/re//a3c4BKwLW3fq1SpYu3bt7enn35aYJkfH9uC6KXgMg+nWXCZetIEl9EaCS6j9dHZ/FHgzz//tJ9//tm+/vpru+2226x58+YGLG644YZ23HHH2dSpU2316tVGrHeqFzHU2SzEVBMelKpfX331lc2cOdP69u1rlStXditrgwYNPDae+Owff/xRYJnNiVNbKRUQXKaUKPcuEFymnhPBZbRGgstofXQ2/xQADLFk8nycM2eO4equU6eOw1jTpk2NJdZWrlyZNwNjPMSnP/vss9amTRvbcsstbeutt7bWrVvblClTjMROEvKyDcR5I6A6Wq4KCC7LVf7SNS64TK2b4DJaI8FltD46m98KYM3EmofFj2cB1kzgrFq1atajRw9744037Ndff83JQQLIixcvtoEDB1qNGjVsq622skaNGtkll1xin3zyiSdaKq4yJ6dOnYpRQHAZI0a+/Ci4TD1TgstojQSX0frobMVQAKseEIkFcN68eUXWTECzcePGvtwX1szytv7R/po1a+z55593y2TVqlVt2223tYMOOsieeuopP4frv7z7WTE+FRpFNhQQXGZD5TS3IbhMLajgMlojwWW0Pjpb8RTAmkl8I/GXrCHbrFkztwpus8021rVrV3v77bc9djObI8etvWTJErviiiusVq1ablndeeed7dJLL3UXPq5vj9IChAAAIABJREFULJkqUiDfFBBc5tuMmWmdy2LMmeAyWiTBZbQ+OluxFcCaSRLNggULrHv37la7dm3DWoj7edy4ccYmAyTbZKJgfWSXteeee84OOeQQj6OsWbOmtWzZ0uMrSUxi5yxZKTOhvurMlgKCy2wpncZ2ZLlMLabgMlojwWW0PjpbGApgzfz+++9t1apVxjqRu+22m1sPiXU84YQT3JVO7GY6QA8r5UcffeSxkyQaYTEl4/vKK6/0WEpc97JSFsbnrhBGKbjMw1kWXKaeNMFltEaCy2h9dLbwFMCaidVw/vz5nvSDNRMAxJrJ84S/mZIm0gCvWCmJm8QyCbRipWzVqpVbLoFaWSkL77NWCCMWXObhLAsuU0+a4DJaI8FltD46W7gKAIQ8Y8nMZvcfrJnVq1f3ZY2OP/54t2Zi7YyyZpJ8g5Xy4osvduskyTlYKQcPHmwffPCBu+RlpSzcz1ghjFxwmYezLLhMPWmCy2iNBJfR+uisFEABrJkkALFuZq9evXwXIKyPAOeoUaM86SZAIlDK0kePPfaYx1KSoMOrbdu2HktJVnq6XOyaHSmQ6woILnN9hhL0T3CZQJS4Q4LLOEHifhVcxgmiX6VAhALBmvnhhx+6NXPPPfd0F3f9+vWtU6dO9tJLL1m/fv2sSZMm7vZu2LChXXPNNZ4wxBJDJXWnR3RFp6RAXigguMyLaVq/k4LL9fVI9JvgMpEq/39McPn/WugnKVASBbBmfvnll74d45lnnmk77LCDx2YSo9mhQwePr/z4448VS1kSUXVthVNAcJmHUyq4TD1pgstojQSX0frorBRIpUCwZr7//vv26KOPuutcVspUqul8oSgguMzDmRZcpp40wWW0RoLLaH10VgqURAGSe6ISfEpSl66VAhVBAcFlHs6i4DL1pAkuozUSXEbro7NSQApIASlQegUEl6XXrtzuFFymll5wGa2R4DJaH52VAlJACkiB0isguCy9duV2p+AytfSCy2iNBJfR+uisFJACUkAKlF4BwWXptSu3OwWXqaUXXEZrJLiM1kdnpYAUkAJSoPQKCC5Lr1253EnQONuJ3X777fbFF19k5MUOEr1797Zly5ZlpP6lS5fa+eefn7H60eWGG26wFStWZKT/1P/QQw/Z1KlTM1b/W2+9ZTfeeKN99tlnGWljwYIFNm7cOF/UuVw+yGpUCkgBKSAFKqwCgss8m1rgEuAYOHCgTZo0KSOv8ePHG+u38Z6JNoCac845xyZMmJCR+ulz//79beLEiRmr/7rrrrNhw4ZlrP7bbrvNBgwYkLH6R48ebbfeequxTZ2KFJACiRXgebt27VqbNm2a3XPPPb5jD1eyE8/YsWN9956yZIn/8MMPvqPP66+/bixtpCIFKooCgss8nEl2e/j2228dDICDdL9++ukn31uX93TXTX1sgcbevJmqnzbQJ5P1858CY8iEPtRJ3zM5x/SfdvQfWh4+ANTlrCmwbt06I8SmTp061rFjR/+bp/FZs2bZLrvsYq+88kqxlyACQuNBlPCU/fff3zp37qy/xazNqhrKhgKCy2yorDakgBSQAlIg7xT45ZdffP/watWq2dFHH10El1gzCY1h0fTiFkB19uzZ613Ol8jXXnvNt4mMB8/1LtQvUiDPFBBc5tmEqbtSQApIASmQPQUAwBo1aqwHlyVtHW/TU089ZUOGDCnprbpeCuSlAoLLvJw2dVoKSAEpUHgKYN0jnOPrr792KyKhKUuWLPGkN6yMofz2229+DXuAE4ZDEiHXUqiDkJOPPvrI78WiGG81BCiJbV+0aJHXvc0226wHl7RFYh91hxLqJZGQumnjjz/+MK7FYrnPPvvYueee6/GahKVQgE6snytXrgzVeF8YIy5zEu9Wr17tdYQLaIexfPjhh34tq4csXrzY61CYS1BJ7+WtgOCyvGdA7UsBKSAFpEBKBQA1QPKmm26ygw8+2Pfy7tevnzVp0sRfJCACbcAYSX0tW7b0pESS7xo2bOirLwBfABvJeJdeeqkDI/GOwFkAM1bjuPnmm+3KK6+0a665xnr27GmVK1cugstPPvnEk+GARe6jAInvvfee0dZVV11lxx9/vPXo0cOPAZonnXSSbbnlltaiRQsbNGiQPffccx7X/vjjj3ss53nnnef10AfAmWQ7xnbZZZfZiSee6MlDuOLRgJUkgFTGvXz5crvooots7733tn333ddjQVMKqQukQBYUEFxmQWQ1IQWkgBSQAmVTAIB755137JRTTrGqVavahRdeaEOHDrURI0bYzjvvbFWqVLEXX3zRLXh33nmnbbzxxtalSxe79957/Z6RI0e61fCoo45ySMW6+f7771vNmjWtdevWnkT366+/Wp8+feyss85yyyPXsORYLFwCi6xGscUWWzjgMiqOtWnTxsEPq+OcOXOsXr161q1bN4dFwLNWrVq+SgaWSiyewOJ9991nWEW5joK1E1hktQ4sqlg9icmsXbu2QysWVZKJ9thjD9t8881t8ODB7m4n27xu3brWrl27somsu6VAmhQQXKZJSFUjBaSAFJACmVUAy93DDz9sW221lVv/sPQBgMAVlsEDDjjAXcVY/wBC1tPFjQyYAn3Dhw+3Y445xt54442i1xFHHOH3YhXlOPVgEYy1ZFavXr3IcskIX3rpJeMYEEndp556qls4AUYKbmviK1mrFpDEVb7DDjs4EMcqRDsNGjRwuKQ96sPK+u677xZdBnACjVtvvbW79wFMLKGMjyWRKGjQtWtXjw0tulE/SIFyVEBwWY7iq2kpIAWkgBQovgLA5SOPPOLWRuIoQwGygDKskCEmkwxvlhEKBask7uojjzzS19hlnV1eY8aMcTc0AMjastQB0IWSKKEnFi65Frf0FVdcsV4MJrAYYjmLA5f0D5c/Vko2sAiF46yxWalSJV8Tk/GdfvrpDtjhmgC4WEFVpEAuKCC4zIVZUB+kgBSQAlIgpQLJ4BIXcvPmzR0MibvEchkPl7iYW7VqZZ06dfqfdgBBXu3bt7ftttvO4yHDRQEuOUfyDCUWLgFb4h979eq1HpRyXai3OHCJhRNLK5npseDMmLGobrbZZg7CgsswM3rPZQUEl7k8OznWN1wvuH14SFP4Vs6DnIciD9GKXnjI82Bn/GG8vHM8qmBVwLrBvdkuYc7Ko+1sj1XtVXwFUsFls2bNitzi8XCJBRCwxJ29atWq9cQiZpLsbGIfidX8+OOPi/7GA1wedNBBCeES4CSZZqeddnL3d7BW0ldiLQHfWLgM5+lArFuc/rEzF7GjzzzzTFH/qOftt9/2GM/nn3/enyOyXBbJox9yVAHBZY5OTLJu8aD59NNPPSZn5syZ9uabb3qczvz58z1zkW/sAXyS1VGa49TLOm1t27b1bEvqALLIuCQ7EsDMh0ImKMuLkHHJC934D4AM0rlz57qe7K0OlFH4j4D4KSwJPNhxo02ePNkTC5gH7mXJkkSFeUC3Z5991kgiiLVGJLo+3cfCnNE241SRAvmuQIBLAHHhwoU+HP5GWXKoadOmdvvtt/sxPvtAGlnXoXAv8PaPf/zDE2b4+wX8gErc4fyd40bfdNNN/TzQSN08M3A34/rmZ45huSQGkgQjvjySZER7xFjSF+plqaBRo0b5z2SY47Y/44wzHFBpi3qAy/r16xft0MNzCLc8caBALYXnLAlKJAgBxRw/7bTTPDaUMVGCW5w+qEiBXFBAcJkLs1CCPvDtlm/ZPFw23HBDf6D27dvX44hwzbD8BpDEgyudhYzJQw45xB+oZCtSsFrSD148TMursN5cccfLMiVs2Ua2KUkB/GfEThv/+c9/HJJ32203+9e//uVrzwGHPMwvueQS++c//+kuKWBy3rx5HhuFHixHQoZqosIDf8qUKf4fBQ997stmoW3cgPwniFtNRQrkuwIBLsnUZkkfXNK8iMPcb7/9HP54RrJEENewZE98/CR/t7iYgTWSe9h+EQikbqAPKyTPB740A7B33XWXgyOWSb4oAp08M/ib5m8M2MMyueeeezqE0g8SbngW86wMXzIPPfRQw7JK/CRLJQGNfOkjy5tz9JMXsZs77rijf5nn2caX3cMOO8zjLUNdfGGkfdplvHiUTjjhBNtkk038mRWgM9/nW/3PXwUEl3k4dzxgAEgeJFgOKYDMq6++6stT8GDim3u6y7hx4zzYPMAl9fNg5SFZngUYLMnDFBcxGhE4z8M5trCYMTCJhYL/tNjyba+99nJrZyzAMgf8x8A5/qNJVpgXLL7lAZf0ibX/GKfgMtkM6Xg+KRDgki+GWCWPPfZYhyosj1gM+bvks866kcAWkAeEhsLfMCB2wQUXWKNGjdwaiScieCq4ji+guJ0bN27sX6hxSfMlEtjEXc7fO0sF4WI/++yzfaki/s55lrD0EfdheeQZDfhROE9GO1/2WDuT5wvXX3zxxX4Pa2necMMNfj1f2oFlAPLwww/3dvBQMXbqYY3OHj16+PqX3I9HhGO49Bkzx7DGqkiB8lRAcFme6peybR6gLFURC5dUhWuaoHZihlg/Lb7wAI19iMaf53ceXlwTC1LhOlzCderUWW+hXvrCQy9czzu/c5yfqY/fE5Vwngcw15e28K2edopbaA9XVDxc0h/6wXIgrEUHuG+77bbuBk80BnR68skn3WWVrG369fTTT68Hl9QVNQ/0IZkm4Vyy8/SDcVA/7UycONHnTHCZbIZ0PJ8U4DMdmy0e/h5KM4Zkz7lQVzgf/p54T1W4hr95+lXWEsZWnHbL2pbulwLpVkBwmW5Fs1AfD51EcIlFDjcPMUWAYChYFnHvEiQO6BAjiMUx9qEFrGDtnD59uj+8seDhIop9SMbCJQ95XDjEEr3wwgsOtlzPfbiO+GbOORYwxh3MudhCn7A0sEDw/fff79++sRRyX/y1sfcl+jldcInFILTNOIjhIk4Ka0WygmbEYiYrsXDJFnBcT7wWO3OENfHCvWgN1LLeHtYU5jjEfXENXx4IicAVRwwWrr/4eWQM6EgYw8svv+wLTLN4s+AyqKz3fFaA5w7rXJJRzd+JihSQArmpgOAyN+clsleJ4BJQBEyI+2Fx3QATwM3o0aPdjQLkAR0s5ovrFxDhPh7YACLJOriAcN+w4wXuZmAoAGYsXAKWLNpL8DlAixsGV9T222/vcUV33HGHxylSD8H3uHxCPYAsQMaCxwSw0y/imXBTcYwt1JIV6gBMY1/EKzGW2GOMKVmhfSyX9J3kHgCOmFFiocLixfyMK5ut4eIhMFm9iY4HuGRhZsYMCONio+6OHTsWWXUZF33p3r27zZgxw6GcJAJ+DwB5/fXX24EHHuj7FD/66KMe30WCAuOhoAHbxeHSA2SxXmNpVsxlopnRsXxTgL8RvvwRJ80zBbczf/MqUkAK5J4Cgsvcm5OUPeIhCwTh/mYLNEAPCCTuiEB0II9rAEcskYAMFsFQcCsR0A6Y4PohZgcI4Z37KEAfcHPOOec4tHAsFi6pm9gklufo0KGDt08/iAXiwU+sH9BGQDr7ABPczu8UMiSxCgK4FOCIPhFHNW3aNIcpPxH3D21iRcTVG/sikYl40NhjAFoYS1w13h5wSXsE99N/YqSA2wDl1157rWeNkt0JtJW2BLhE74EDBzrEAousZ8eXACyRFI4Rj0UcJz/zYocPkraw7KId1hr6hV7A8+677+5hEIAxYyVJAF3RnMI1J598suDS1dA/+a4AIHn11Vf7Fz7+XsnQxoqvIgWkQO4pILjMvTlJ2SNAArjcaKONfFswIIQMwyuvvNJdoQANBbhgR4oWLVqs5wIHXIKFEXDiPsAKy2coAAzxm7hUQ9JLLFxyHTDJfrrAGffilsdqRrZlABzqZ69esiRxg1OwqlEv1sxQAE6yO3H3JivAJS5f3MqxL5YIwfIae4wMy2TWS8YGXALBQCi7YaAnwflYbiloQkwrmfjoVdoS4DI2oYdjjz32mO+4wXJSzCdLmmDdJGkgvEhGoI8E6PMlAMgkpAHrDdZUkokYOz+jPxZpEhVil4UKSVgBmks7Dt0nBaSAFJACUqC4Cggui6tUDl0X4DI+oSe+i0AMy1xgNQTMYgtboGHlBBCBQdzXsXDJtcAWwMPyO5TSwCWg069fP9tjjz087pN6AD+ytXE5A02MBwse7tvYTHRvtBj/pCvmEqsoa9NRgFzGTgYmGpW2JIPLJ554wjP7gVsgmDACLMUh7hRLc3gB6Mwflhv6d9ZZZ7nVmWWTAly+//77rh8hELGuQurFKi24LO0M6j4pIAWkgBQoqQKCy5IqlgPXlwQusRACjvFWvFNPPdW3RwOcsIARf4hrPbYMHz7cATTdcImFk0Qf4izJzAai6A9uLs6VtKQLLmPbZX07rLu77LKLJybFnov9mbmI1zb2fHHgkmvC4s6JFmTH0so1Q4cO9ZhNLK20S0hCgEt0xDqKxTXW0iq4jJ0N/SwFpIAUkALZUEBwmQ2V09xGceES6MFtTWwmmduxhfXhiIXEskhcJTGBWA1jQal///6eLc1OFpQoyyWAGNziJKwEt3giyyVtEN/J4usPPvigJ55gWcOKWZqSCbjE+te7d2+PyyR+NFHfmAdgkHjReMtwGEdx4JJ6SPYhyx+XODBJfbxweaM7oQTMEQlZ1Mk9JPcQd4n2WH5xobMgdOyXBOJQtc5lmA29SwEpIAWkQDYUEFxmQ+U0twFcABtAI8k7wFoiuOEY0IL7nJhMgAkoIQEEdzkxfNSFZRKX7HHHHecwQ31AIXGSxHPyM3URvxeWtQngA9iRiEJyD9cBjCSVBCAlPpC4RSAoWOVYFon7SEDBckqyCtfh/qWPicYSJSExn4yjOIW66Sdueay1QFmy9nA1A8pYWFnGCYsg7fACABkjGdwBpBO1D5QChCQPsRAyhWPEXG6++ea+8D3HGDuZ/gAkiyyjFV8IsOaSRc56mmxLR3toxlJJLJNErCyWTPTnywKufDLd0RPYx9rJ3PI5iP3ikKivOiYFpIAUkAJSIB0KCC7ToWIW6wAQyOQG4ipVquSxjGxnCJwkKoATO1ngMsXNDeCQdEPmMoAUCusuko1M8ghJLcAomdIhDhPoY+mhatWq+daHABqu2F133dV3pOAeYIz4TtzJrKcZwBXoIdkEQOIYYIQ7FzgGfAEq4gIBpV69ejnghn6l+50lk1iHE2semqANcYxAd6KCe5ylloBqxo8VEUslWatoRCJSsoL2gDQ6ohv7DqM5lkV2+AA4gXfmlPb5wgD0ognaML/EUHKeWEx0BRTJlGXJIZYpol4Sf/jCwDgAVGJp2VmIHUROPPFEb6ddu3a+5FOycSYbg45LASkgBaSAFCipAoLLkipWztdj9WJdSLKLwwvIAy6iCuDHuofE4LHcTSLIICscixquVNzUsfBJEk5oj3euJcM6HAOM6Ef4nTXogEhAOByj31gpeWFRA2h50aexY8c6/LZu3dqXMYoaS1nOAYP0NfSJdxZjBnqTFTRnbCT50M+wHmYqSyDnsSqGtmiX32kv9hjgGAo/MwdYdZmnWKsqerK+JX2hbtzh8V8ssGqy3SQxrcw5cBx/TWhL71JACkgBKSAFMqGA4DITqqrOpAoAaoDPueee+z+AC/DiCk60dWXSCnVCCkgBKSAFpIAUyCkFBJc5NR0VvzNY5lg/kwx11ngENkMMI5ZQ3P2xlryKr4hGKAWkgBSQAlKgYikguKxY85nzo8Gdy/aSLOxObCGxlvXq1fOkGZKTBJY5P4XqoBSQAlJACkiBSAUEl5Hy6GSmFMBaSfwjoElcYGx8Z6baVL1SQApIASkgBaRA5hUQXGZeY7UgBaSAFJACUkAKSIGCUUBwWTBTrYFKASkgBaSAFJACUiDzCgguM6+xWpACUkAKSAEpIAWkQMEoILgsmKnWQKWAFJACUkAKSAEpkHkFBJeZ11gtSAEpIAWkgBSQAlKgYBQQXBbMVOfXQNle8u677y631xNPPOH7c+eXauqtFJACUkAKSIHyV0BwWf5zoB4kUID1LjfddNNyezVu3NjYh1xFCkgBKSAFpIAUKJkCgsuS6aWrs6TA6tWrHSyxXq5Zsyarr44dO1qDBg3ss88+y9Jo1YwUkAJSQApIgYqjgOCy4sxlhRoJcLnZZpvZI488kvVxde7cWXCZddXVoBSQAlJAClQUBQSXFWUmK9g4BJcVbEI1HCkgBaSAFCgYBQSXBTPV+TVQwWV+zZd6KwWkgBSQAlIgKCC4DEroPacUEFzm1HSoM1JACkgBKSAFiq2A4LLYUunCbCoguMym2mpLCkgBKSAFpED6FBBcpk9L1ZRGBQSXaRRTVUkBKSAFpIAUyKICgsssiq2miq+A4LL4WulKKSAFpIAUkAK5pIDgMpdmQ30pUkBwWSSFfpACUkAKSAEpkFcKCC7zaroKp7OCy8KZa41UCkgBKSAFKpYCgsuKNZ/lOpq//vrLvv32W1u2bJktWrSoTK9Zs2aV6yLqNWrUsBkzZpRpDIsXL7YVK1bYTz/9VK7zosalgBSQAlJACmRTAcFlNtUugLa+++47e/XVV+2kk06yRo0aGZBWvXr1Er+qVq1arnC58cYbW5UqVUrcb8a63XbbWdOmTa1v3762cOFC++WXXwpg5jVEKSAFpIAUkAL/VUBwqU9C2hX47bff7JtvvrE333zTrrrqKqtfv76D4gYbbGC777673XLLLfbggw/a1KlTI1/PPvtsuezvPXfu3Mh+0e8nn3zS7rvvPhs8eLDVq1fP/v73v1ulSpUcKkeOHGnz58+3devW2Z9//pl2fVWhFJACUkAKSIFcVkBwmcuzk+d9w03+448/upscmDz66KOtTp06DmPHHHOMPfzww/bll1/mFYD9+uuvDrxjx461ww47zOrWrWvbb7+9nXzyyRZg+Oeff87zmVP3pYAUkAJSQAqUXgHBZem1050lUOD33393ayZxjFgzcZnXqlXL9t13X7v00kttyZIlDqIlqDJrl4ZY0pkzZ9o555zj1lf6vvfee9vNN99sWDplpczadKghKSAFpIAUyHEFBJc5PkEVrXuAGgkuJP1MnjzZsGBizdxhhx3shBNOsAceeMBWrVqVE9ZMYiVXrlxpWCnbtm3rFkr62bNnT5syZYqfUzxlRfuEajxSQApIASlQVgUEl2VVUPeXWoE//vjD1qxZY6+99ppdeeWV1rhxY0+G2W+//eyKK66wBQsW2A8//FDq+ktzI/C7du1a71OfPn3cSlm7dm2jT8OGDbPZs2d7RrxiKUujru6RAlJACkiBQlBAcFkIs5zjYwToiFNk2Z5JkyZZx44di6yZXbt2tfvvv9+++OKLjFozsUB++umndvvtt3tsKHGUwUr5yCOPeJylrJQ5/kFS96SAFJACUiAnFBBc5sQ0qBNBgWDNZDkjYjFZ0oelffbff3/PzJ43b17arJnBSvnKK69Yv379bLfddjOslC1atLChQ4fanDlzZKUME6N3KSAFpIAUkALFVEBwWUyhdFl2FQD8sBRizZwwYcJ61kzW0CQ28/PPPzdgtKQFKylWSuol5pOMb6yUPXr08CWSqJescBUpIAWkgBSQAlKg5AoILkuume7IsgLEN4Y4yIsuusgtjDVr1vQ4yCFDhngc5Pfff28AabLCOeI7p0+fbgMGDLAmTZp4tvoBBxxgV199tWERZQF4xVImU1DHpYAUkAJSQAoUTwHBZfF00lU5ogALtGPNJDayQ4cO7sbG6sg6k6ybidWRZY9CSRTLSTwlsZxYP4nlpE4VKSAFpIAUkAJSID0KCC7To6NqKQcF2Mf89ddfN7K6iZfEmsm6mcOHD7d33nnHpk2bZpdffrntsssuHrdJLCVZ6WzJSBZ6lKWzHIajJqWAFJACUkAKVAgFBJcVYhoLexBYKj/55BNfj7Jdu3ZuzWTtTBKB2JqxU6dObqVkN6BYq2Zhq6bRSwEpIAWkgBTIjAKCy8zoqlrLSQGsmbNmzfKddLBavvfee77zj6yU5TQhalYKSAEpIAUKTgHBZcFNeWEMuDRZ5IWhjEYpBaSAFJACUiCzCgguM6uvapcCUkAKSAEpIAWkQEEpILgsqOnWYKWAFJACUkAKSAEpkFkFBJeZ1Ve1p1kBYid/+uknX44odt/xr776ypchKus6ldS5cuVK344yzV1XdVJACkgBKSAFCkIBwWVBTHPFGCRgScb3sGHDrEGDBvbGG28UDezMM8+0tm3blnlnHda+bN68ub355ptFdesHKSAFpIAUkAJSoPgKCC6Lr5WuLGcFsEquWrXKrrjiCttggw2MPcFDYaeeM844o0QLomOljF9AnTqPPfZYzzIPdetdCkgBKSAFpIAUKL4Cgsvia6Urc0ABAHPq1Kn/A5cl7RpQOWbMGN9jvKT36nopIAWkgBSQAlIguQKCy+Ta6EwxFQDUeAF+v/zyi+9+8+uvv653N0sDcY5FzDnHtoxh7Unew33EUyaKm+S+H3/80dhD/Mknn/wfuKR+zoc6aTxZvdS1dOlS37lnwYIF3nZok3f6Fr/YOuPD0kkb8edohzExhvBzouvWE0S/SAEpIAWkgBSooAoILivoxGZjWEDW2rVr7fnnn7e77rrL9+nGGnjKKaf4jjjr1q1zEPvuu+9s7ty51r9/f99Jh33Br7rqKmPBc+ogGWfChAnWt29fw729bNmyIoAD1gDK6dOn2+DBg307x5EjRxbBJefpw6uvvmoXXHBB0X3Uy77h99xzj/Xr189d6Z999plD8KeffmqNGjWyKlWq2KBBg2zSpElGX4FH2r7kkkt8i0g0BDY599JLL9mFF15oAwcOtBdffNHb5BxQiat+3Lhxdtttt/lYeO/du7cv5h4P2dmYF7UhBaSAFJACUqA8FRBclqf6ed428Hb22WdbtWrVrGvXrta9e3dr1qyZVa9e3bbaais777zzHLbYKad+/frWsGHLD+EBAAAGP0lEQVRDh7z999/fdtppJ3vrrbc867t9+/Ye47h48WJr1aqV1apVy7AoBrA87bTTHEZJ5nn33Xd9S8cQc4mVEejbfPPNfV9xrIcUYPaQQw6x+fPnu+u7TZs2fh9gyVaRQOLWW2/tYAxQApYjRoywXXfd1fv/2muveT1ff/21nXTSSQbQrlixwoFx7733thNPPNG++eYbmz17tv+85ZZbWq9evaxjx45Fe52z/eTy5cvzfJbVfSkgBaSAFJACJVNAcFkyvXR1nAIAJtnVTZs2tXnz5rnl8MMPP7TddtvNIRFIw0V80UUXOYQ+8cQT/jtWRGDx+OOPN67Buokl8/3333cwPeGEE9zKOHHiRNt+++39PE3j/r7xxhuLLJehO0Ap/QAuAc4999zTram4synPPfec1a1b12GSOoDF2rVre3uhDt5vuukmY19y+oT1E2vpEUcc4dZJzgO8Dz/8sAMogEpdgCwg2aFDB1u9erVfs3DhQttmm23shhtuiK1eP0sBKSAFpIAUqPAKCC4r/BRndoAA4n777eduYKx/FKAM1zDWS2CNOMoBAwY4gH7++edFHfrggw/cotmjRw93aePWxhKKlRG4BDaBxG7duhXdgys6UULPUUcd5f0ALmfMmGGVKlVyeAUGKUBmcIvzezK4pN/ALHCJ1bJly5Z26qmnums+dIJ1MPfYYw9r0aKFX4N1tF69eu6yD9dgDQVScbGrSAEpIAWkgBQoJAUEl4U02xkYayK4pBniMGvUqOFQGeASlzOWzlCAsh122MGTa8Kx2Pc1a9ZY1apV1wO04sAla1XGw2WoN8BmceASNzjQ2LNnzyLLKfXgDseVj5v/448/dtd7PFziDgdSBZdBeb1LASkgBaRAoSgguCyUmc7QOJPBJQuc77jjjm7BTAaXxFVuu+22nvwToI9uApC40oG4zTbbzGMaw/niwOXjjz9um266qfGOFTUUXNjALXUUBy6Jz2zcuLEvzo4VMxQsqsSX4vrHEpvIcim4DGrpXQpIASkgBQpNAcFloc14mscb4JIEF7KqKYAgsZU777yzZ3HHwmWsWxzXMXGPXEfGOK5rYBCL5bXXXuv1kQhEgk+AO8CQuknomTZtWtFocIsTc0m85Zw5c2yLLbbwhB4AFaikXiyRWDVxnY8aNcrjJEki4nyAV9zixGbiFgciiaPkdxJ3wjXUSeJOp06dvD3BZdE06AcpIAWkgBSQAia41IegTAoEuCTuklhEABEo69OnT1EcJsk6ZHRjySTZB0CkYJ285ppr3DqJFXD8+PE2ZcoUj7Fk6SEgkCWLyAQ//fTTvV7qIkkGuCTZB2jkRdJNkyZN3H1N/Z07d7ZNNtnE31lGCCvmYYcd5nGYtA2gknBDO2SgY9EEMrFo1qxZ05599lnv52OPPea/s5wR46JP77zzjpHxTmwnbQGzQPJZZ53lfeEY8aQc4z76pyIFpIAUkAJSoFAUEFwWykxnaJwBLnfZZRfr0qWLAx/rWQJaLPnDOo+TJ0/2JYqAOZbrWbJkSVFvsFKSyFO5cmWHTJYHGjt2bBGAAnSsm8l5XNRAJMlBACeZ5oDdvffe6yBHfCbgCcyx9iTnQ73ERM6cObMI9Ejuoc/0ie0ksbq+/vrrdvjhh/v6lyQRsdA6sIy1k6WTGB/rYmKxZCF3YBTXOfuasxwTyzA988wzfoxYS9bRBHjJLleRAlJACkgBKVAoCgguC2WmMzTOAJdYFrFKvvnmm261A8ooABgub9zhvLAQsih6bOEaXNZYAoG++IIlENCbNWuWWw9Z7mfRokVFl4W6w3twX1MvSxuxniYWz3A83Eh2OxDKdRTc3aEO3rGshsL9LLXEK7b/uOFj76FvhAHEHkMjFSkgBaSAFJAChaKA4LJQZjpD4wxwyY40YSmiDDWlaqWAFJACUkAKSIE8UEBwmQeTlKtdxBKIJZJEGhJ62IZRRQpIASkgBaSAFChsBQSXhT3/ZRo9azwOHTrU17MkppEEG2IkVaSAFJACUkAKSIHCVUBwWbhzr5FLASkgBaSAFJACUiDtCggu0y6pKpQCUkAKSAEpIAWkQOEqILgs3LnXyKWAFJACUkAKSAEpkHYFBJdpl1QVSgEpIAWkgBSQAlKgcBX4Pw8NskxpLvnkAAAAAElFTkSuQmCC"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"data_path = \"/kaggle/input/prostate-cancer-grade-assessment\"\nlabeled_files =glob.glob(data_path+\"/test_images/*.tiff\")\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\ndef get_axis_max_min(array, axis=0):\n    one_axis = list((array != 255).sum(axis=tuple([x for x in (0, 1, 2) if x != axis])))\n    axis_min = next((i for i, x in enumerate(one_axis) if x), 0)\n    axis_max = len(one_axis) - next((i for i, x in enumerate(one_axis[::-1]) if x), 0)\n    return axis_min, axis_max\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def get_tiles(img):\n    a0min, a0max = get_axis_max_min(img, axis=0)\n    a1min, a1max = get_axis_max_min(img, axis=1)\n    img = img[a0min:a0max, a1min:a1max, :].astype(np.float32) / 255\n    h, w, c = img.shape\n    mode = 0\n    pad_h = (tile_size - h % tile_size) % tile_size\n    pad_w = (tile_size - w % tile_size) % tile_size\n    img = np.pad(img,[[pad_h // 2, pad_h - pad_h // 2], [pad_w // 2,pad_w - pad_w//2], [0,0]], constant_values=1)\n    img = img.reshape(img.shape[0] // tile_size,tile_size,img.shape[1] // tile_size,tile_size,3)\n    img = img.transpose(0,2,1,3,4).reshape(-1, tile_size, tile_size,3)\n    if len(img) < N:\n        img = np.pad(\n            img, \n            [\n            [0, N - len(img)],\n            [0, 0],\n            [0, 0],\n            [0, 0]\n                ],\n            constant_values=1\n            )\n    b = np.argsort(img.reshape(img.shape[0],-1).sum(-1))[:N]\n    return np.array(img[b])\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def glue_together(tiles):\n    \n    img_glue = np.zeros((img_size * side, img_size * side, 3), dtype=np.float32)\n    for i, ptch in enumerate(tiles):\n        x = i // side\n        y = i % side\n        img_glue[x * img_size : (x + 1) * img_size, y * img_size : (y + 1) * img_size, :] = ptch\n    return img_glue","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Model:\n\n![image.png](attachment:image.png)\n\n\nThe above result is the summary of our model(ResNet 50 + global_average_pooling + flatten + dense + Dropout + dense). 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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def get_id_from_file_path(file_path):\n    return file_path.split(os.path.sep)[-1].replace('.tiff', '')\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Testing:\n![image.png](attachment:image.png)\nThe maximun probability is considered and the label of that corresponding label is the ISUP grade of the preprocessed test image. ","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"image_id =[]\nisup_grade = []\nfor path in labeled_files:#Keep it train/test/.labeled_files\n    img = skimage.io.MultiImage(path)[1]\n    tiles = get_tiles(img)\n    img = glue_together(tiles)\n    namer = (path.split(\"/\")[-1]).split(\".\")[0]\n    img_path=\"./\"+namer+'.png'\n    skimage.io.imsave(img_path,img)\n    img=cv2.imread(img_path)\n    output=multimodel.predict(np.expand_dims(img,0))\n    print(output)\n    output=list(output[0])\n    isup_grade.append(output.index(max(output)))\n    image_id.append(get_id_from_file_path(path))\n    os.remove(img_path)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"final={'image_id':image_id,'isup_grade':isup_grade}\ndf=pd.DataFrame(final)\ndf.to_csv('submission.csv',index=False)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Time log(with GPU):\n\n1. Preprocessing(25 samples) - 1min\n2. Training(each label) - 2hrs\n3. Testing (1 sample) - 1 sec","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}