diff --git a/site/en/tutorials/signals/analysis.ipynb b/site/en/tutorials/signals/analysis.ipynb new file mode 100644 index 00000000000..ec35feef0db --- /dev/null +++ b/site/en/tutorials/signals/analysis.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"markdown","metadata":{"id":"TBFXQGKYUc4X"},"source":["##### Copyright 2018 The TensorFlow Authors."]},{"cell_type":"code","execution_count":1,"metadata":{"cellView":"form","id":"1z4xy2gTUc4a","executionInfo":{"status":"ok","timestamp":1701343508864,"user_tz":180,"elapsed":26,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}}},"outputs":[],"source":["#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n","# you may not use this file except in compliance with the License.\n","# You may obtain a copy of the License at\n","#\n","# https://www.apache.org/licenses/LICENSE-2.0\n","#\n","# Unless required by applicable law or agreed to in writing, software\n","# distributed under the License is distributed on an \"AS IS\" BASIS,\n","# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n","# See the License for the specific language governing permissions and\n","# limitations under the License."]},{"cell_type":"markdown","metadata":{"id":"FE7KNzPPVrVV"},"source":["# Signal Analysis"]},{"cell_type":"markdown","metadata":{"id":"gN7G9GFmVrVY"},"source":["This tutorial shows how to analysis of signals using a `keras.Sequential` model and load data using `keras.utils.signals_dataset_from_directory`. It demonstrates the following concepts:\n","\n","\n","* Efficiently loading a dataset off disk.\n","* Identifying overfitting and applying techniques to mitigate it, including data augmentation and dropout.\n","\n","This tutorial follows a basic machine learning workflow:\n","\n","1. Examine and understand data\n","2. Build an input pipeline\n","3. Build the model\n","4. Train the model\n","5. Test the model\n","6. Improve the model and repeat the process"]},{"cell_type":"markdown","metadata":{"id":"UZZI6lNkVrVm"},"source":["## Download and explore the dataset"]},{"cell_type":"markdown","source":["This tutorial uses a dataset of about signals datas of strain gauge sensors.\n","\n","The dataset is adapted from https://zenodo.org/records/3229743"],"metadata":{"id":"ec4jsxwV_1BN"}},{"cell_type":"markdown","source":["\n","\n","\n","---\n","\n","\n","![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABKwAAAJ3CAYAAAC5jsmfAAAgAElEQVR4Aey9f+wmx33fd/8YCVAlqhvbMnk/ElWyLdmpIsemKVsKpUSQ5NqyKNY2FUOsHam81FST1AZyhKgGaOBYFGWkiBGeqaJGip4pNAiaE4UCTnG9Jn8kFF0IEO78R+PwEMCoeTAqxKphuGBri9IWr4d6332+853dZ3ef3ZndZ98D7Hd2Z2fmM/Oa2d2Z9zO73zONnQmYgAmYgAmYgAmYgAmYgAmYgAmYwCIJfO5zn2te+5rXFC9bLbvFK2qDiyPw4osv7vr8mcWVzAUyARMwARMwARMwARMwARMwARMwARPYEaglHNWy62Y3AQtW7gMmYAImYAImYAImYAImYAImYAImsHACtYSjWnYX3hwuXgECFqwKQLYJEzABEzABEzABEzABEzABEzABEziEQC3hqJbdQ1g57XEQsGB1HO3oWpiACZiACZiACZiACZiACZiACRwxgVrCUS27R9yUrlpPAhaseoJyNBMwARMwARMwARMwARMwARMwAROoRaCWcFTLbi3OtrscAhasltMWLokJmIAJmIAJmIAJmIAJmIAJmIAJZAnUEo5q2c1CcOCmCFiw2lRzu7ImYAImYAImYAImYAImYAImYAJrJFBLOKpld41t5DJPS8CC1bQ8nZsJmIAJmIAJmIAJmIAJmIAJmIAJTE6glnBUy+7kAJ3h6ghYsFpdk7nAJmACJmACJmACJmACJmACJmACWyNQSziqZXdr7ev6niZgweo0E4eYgAmYgAmYgAmYgAmYgAmYgAmYwKII1BKOatldFHwXpgoBC1ZVsNuoCZiACZiACZiACZhAG4Fbt241169fb15++eW2KA43ARMwgc0RqCUc1bK7uQZ2hU8RsGB1CokDTMAETMAETMAETMAEahH4/HPPNR977LHmM88807zrgQcaxCs7EzABEzCBpqklHNWy6zY3AQtW7gMmYAImYAImYAImYAKLIYBIdfv27V15EK8+8cQTiymbC2ICJmACNQnUEo5q2a3J2raXQcCC1TLawaUwARMwARMwARMwARNomt3Kqs8+++yOxc2bNy1YuVeYgAmYwDcI1BKOatl1w5uABSv3ARMwARMwARMwARMwgUUQYGXVV77yleZDDz+8ey0QH9HKzgRMwARMwK8Eug9sj4AFq+21uWtsAiZgAiZgAiZgAosjwDerXn/hwp1vViFU+aPri2smF8gETKAigVornWrZrYjaphdCwILVQhrCxTABEzABEzABEzCBrRKQWIVvZwImYAImkCdQSziqZTdPYZ5QVvdST7bU8eNJ27k0ro+nJWDBalqezs0ETMAETMAETOBICfC6mlf8TN+4FqumZ+ocTcAEjpNALeGolt2Srcjz/W3339+89jWvaV566aUTpr/w/PO78Ic++MET4T6Yn4AFq/kZ24IJmIAJmIAJmMAREOC/133ssccsWk3YltevX9+9Bvjpp566kyu/cvPRdcJu3bp1J9w7JmACJrB1ArWEo1p2S7f35cuXd8IUfnRPPvnkLvzatWsx2PsFCFiwKgDZJkzABEzABEzABNZP4IUXXtiJKxatpmtLftFGCOTj6ux//rnndoz5lpU2eNuZgAmYgAn4o+tz9wFWVrHCipVWcjybCGNj364sAQtWZXnbmgmYgAmYgAmYwIoJSLT6xBNP7K0FA1sPbvdi2v0XQMQpXg1EvGJlFaustNKKc3C3MwETMIGtE6i10qmW3UPbGwGKVVFDnsUXL17ciVO8BojT64CssrIrT8CCVXnmtmgCJmACJmACJrBiAognfM8qOl5dI5wVQohZrBhCaPHqoEjp1X0YpZMHRCqtqErPwZLNzgRMwAS2TqCWcFTL7hTtzXenWDHFa37pt6ly+SNwsZpKApVeB7xx40YuetEwfshBwFnLlj7Px8CyYDWGmtOYgAmYgAmYgAlsngDfWUKQktCCj1gVw7wy6GQ3QdiTkBcHsuy3CVNwJo2dCZiACWydQC3haGq7CEePP/54ke2hhx6680ofQhR2tXoq1594HukVQAQi9pfysXW1g8q3dB+x6VBnwepQgk5vAiZgAiZgAiawOQKssJJQFVdcEc5rbZyzWHW6WzD4FzeEvSha5f4LI+f1sfvTuTnEBEzABLZFQIJF6VpPbVciRAnR6pEPf/iOAIXAw2qrK1eunHj+pDz18XWtriL+EpzaYelClcpnwWoJvcZlMAETMAETMAET2CQBBCnEFwkv+8Qqzts1dwSoyC5yYUWVvmUl8e/mzZsxivdNwARMYJMEJFiUrvzUdiVYlagHq6MQUPg2FSur4g8lbfZVPgkv/NiyBKd2oFzsT7k98sgjza/+6q8enCcipLhZsFpCr3EZTMAETMAETMAENksgilYSV9KVVQyO9Y0mPiy+dcdrk4hSkR2TAdjAinB4wZOwpUwUtt5urr8JmEB9AhIsSpdkarsShOauB68eslpqjHAioQsBZilOK74QhJbq1Fco4xjuab3UV86kJ3xsAiZgAiZgAiZgAiawnwAfEddrbtevXz+RgJVBErL0bauti1aIVfovixKtxM8rqU50Hx+YgAmYwAkCEgNOBBY4mNquRIgCRR9tQoJV1/euRmc+MmFcvTQyi9mTqa9YsJodtQ2YgAmYgAmYgAmYQDeB+BqgXnEjRVxVxcfE+dg4DrGKeFsWrRD1EPHECT4wwe/zqsYuof+YgAmYwAYJSAwoXfWp7S5dsOKbVQguS/nYutp7TsGKNpniGay+YsFKrWbfBEzABEzABEzABCoRYKUQYgsrhbRRFAZ9WlGFEMM5OYlWMUzntuDrPwUi9omRmOh7YFvg4DqagAmYwFACEgOGpjs0/tR2lyxYqa5TCS6Hso/pJVjxPa6p3VT1nZqf+opfCZy6xZ2fCZiACZiACZjA0RNAmIqvsfG9JV55k+O8vl8V40mswkf04rXCKX7ZlN0l+LCIdWJfGyKfXpWMLAjzN6uW0HougwmYwBIJSAwoXbap7UqEKF2PffbiN6KW9Cqgyq3XFOf4rhaCVXxmy+ZQX31lKgFMfcWC1dCWcHwTMAETMAETMAETSAjwuhtijF4B5DQDQIQYhKvoWFXEiiKELEQrCTcxzlr3EZ2os1ZMwYB9NpxeAzymOq+1rVxuEzCB9RCQGFC6xFPblQhRuh777F27dq1BtFrqDyeIQGxzCVb7+PQ5r75iwaoPLccxARMwARMwARMwgYIEEJ4QY1KHUIOAI8dgGGFLg2KErlTQUty1+vE1P+qvVyepD68DxhVna62jy20CJmACJQlIDChpE1tT212qYFWa61B7fQSrGzdu7L69pbisyiJsn6NNuhz/cZF+wMZ+m1NfsWDVRsjhJmACJmACJmACJlCJgFZYSYiiGPpmEwJOdAhbCDds6XeuYrw173f9B8U118tlNwETMIEaBCQGlLY9tV0LVuNaUCLU5cuXsxnwGqPipP7YVxxZIR1flVS+rPLKvUKovkK8fSJYthJJoPqKXwlMwPjQBEzABEzABEzABIYS0Ot/CFCIV1plFFdTKU9WGLHqinPxu1c6v3ZfrwFSPzZWWeUGt2uvp8tvAiZgAqUISAwoZU92prYrEUL5299PgOenxCLaI3Wcf9v999+Jw356nKbpc6z/mCjb0c+9mqi+YsGqD13HMQETMAETMAETMIHCBBCiEKwk1CBaxRVXhYtTzVx8DVDCHWF2JmACJmAC4whIDBiXenyqqe1asBreFmKGEJQTrOJ5hCpe22OLohVx2lxOfGLsEgUq/jshWwxLXw9UX7Fg1Uba4SZgAiZgAiZgAiawAAK86rdFoUroWTUWP6rOfvpapOLaNwETMAET2E9AYsD+mNPGmNquxJVpS3ncuYlZH8GKV/jk+JC8BKYuwYo4qYs2EapYxcUWRas0T/UVC1YpTR+bgAmYgAmYgAmYgAmYgAmYgAmYwJESkBhQunpT25UQUroea7YnZghBiFCpY6WThCl8vnNFGj66rvC2H9H0umGaZ7SpVVvEUX8gX+JE13Uuxuu7rzL4G1Z9iTmeCZiACZiACZiACWyQwNf/6CvN1758rXnlt59uvvpvLu22V/7tJ5tXfvdq8/WX2/9j0AZRucomYAImMAsBiQGzZN6R6dR2JUJ0mPSphICY5UQiReW1PolTqZ975U/pELJyH3LPfRcr/aZVKoKpr3SVU3b7+Kq3Bas+tBzHBEzABExgNQR4gF69enW3rabQLuhmCezEoN97fif+IABp+9rv32iaV16uyuXrf/jiTpz64y9+U9O1ffU3H2y+9nvPVy2rjZuACZjAMROQGFC6jlPblQhRuh5rtqc26BKC0tf1JFrpdb4x9Y+vFCo/+ZQpdX3KmabpOlZfsWDVRcnnFkvg+eefvzMZjftLKbAmzJRtn+NiZHKNjxuSdl/ePm8CcxOgvz799NPNgw8+2Jw5c+bEdunSpabPNTB1GbmWVJap83Z+JjAVAQSer/4fj94Rgv7Ff/dnmt/63J++cyyBiFVNiFpF3SsvN6ygUhlS/+p/863NP7v8LafOUx+vuCraUjZmAiawEQISA0pXd2q7EiFK12PN9tQGXYKV6veF55/fvbZHmhs3bih4tI9oFT/ezj5559yQcubSp2HqK5sVrJhIaUKzz0dMsFsWAdrs0Ucf3RVKbbmkEmrCTNn2OfoX9VE/G5J2X94+bwJzEuCd+fvuu+/OvZT+ri2Gs4Q4Oh6g9Hn6+hxOoq+uqTlsOE8TGEsA8YnX6lIR6Lu/40Lzg289nxWtiMvKqyLulZdPCGlpOX/t731b8+e/80LzA285f6oOu7hfus+iVZGGshETMIEtEZAYULrOU9uVCFG6Hmu2pzboI1gNrSdjZkSufY4x/75x+9TlVF85SLD6w4+8rqm97YPbdp4JlCZW+IgfEq5iOPs1Vgi0lbtmeBRVapZDk11NgmkjyrYkx7JMLrL0333mypgKVrm09ME5J/i5cjnMBPYR+OQnP7nrl4hTPPBSp2uTvhuvBfX5fQ++ND8fm8DaCbD66I+/dN8JoYfVSog/z3zi2xtEq4d/+Fzz27/+p07EkWjEaqtZ3R6x6l/+o/+gefQ/Odv8xe+50Pyvz/yZXblzK62oY/FVYbOCceYmMIwAzze+G8OWez4Oy22e2Hq1B39rjrE225qcxIDSZZ7arkSI0vVYsz21wRzXqu5VU/CJ5ZxijK++ctAsv7ZYhf2pHECYVC1N+JiqfofmIz5LWLGAUBXFG02KD61jrfSavHex5ZWrWOdaZbVdE4gEdM9s67sMBnlVkGuUe4hWPun1Qfo1aQknLvts7CPSIoiRTo5wlibrBwfSc0x4dLITy0U+HOMTH+GbfLBB+JAJhcpHOjbyIizaiOVR/LTcOZvKM6bXvs6l6RADdQ4eOq8wpZfPeeLBj7YhXuSsePb3E4DlZ599tvn0U081L7zwQmcCBJxUrEKIQrDSiqUrf+/bmh971/nmb/zU2Sqi1Su/cyUrlFFOxKq//TP3Nu9/57nm1//ht+xEq7e86ULzhf/hm7NpWEV2iOO6+fxzzzWfeOKJvWwPsZOmja9TMPjObVzzS3VwY0ud7gtpuI/nIcC/lpcgxL1/iU7lm2MSvMT6qkxc07zWtLbnnsQA1aOUP7VduG+tzx3aVvF+cmheaXrao+uj7Gn8rmP1Fdp3iutLfWUWwer1Fy40cfvH7z3bHLL9T++7t3UlVxe0IecAoslXLh0Dek2yiMc+YdExwWLwj8/DSfE1WSNuDOd8HPTE9NpXmZhYpAMQBh+Ex1dv0gmebFIGJjVaSaZOlMuDOLFcaZlVR/JjP/cgJoxzcqoPaVTmyI/zKlvkm9aZ/BRPeWOHNMQlb3HHJ1+5PuUlDk7lxWdiJ5vYEruUyz5bKp/alDzJGw6EiUdaTmyqjUnDsfiqLKojvtLTF7oc9sRKzOGXOvqC6k88ykK82DaySbm0H8tMWHR98iQ+9aMeYobPcZofTNQ2Kmu0d0z7Wmkxhz+Uk9qYftzH0Z6xLbWvfqxjXRMcx+tC9hRPPuFxMhbtqFzKEz/tU+ST5qF0qU+/Vx+TfXzC6P/sq8ykbYsvm2lfVp6pXY51TrwI476j8Ohzjek45kX8No777hkxn63t07+uX7/e3Lp160TVP/PMMzvB6ubNm827HnjgRD88EbFp9r5m99cePLsTg37+kXubR95/rlO04j/2Te12glrLx9UlVn34R8/tRKsP/fC55v3vPN/82i9+W1as0v2pz4fYuUYQ+2AYnyvwRqwi/EMPP1xMtGLgHifybfu5/6o0dZsMzY/rnn9jHu8RMOXe5AniUJrj48Mc3vqX8ogjsW+Pz3nalLFvT5vzsnNTveN1suwSv1o6iQGlyzq1Xbj7fjSsFeNzaVjK/bFpXwtWFy40n3z7uebiW8+P3j7yF85XFayYnGvgz6Q4TnbiBF8TIk1m8CUIMEFQPqSP4epKmmDE9NiLthWXwbMmHcpbeRI/3oSVh3zy5zwPT+VBWson2+RBeXAMdJQ3Pvkw6SEP4nGcOtlSeMqGfDTJ1Tnywn7km+ZNvVObsqWyp/XQhLBPecWNsqk8sicG4p2Gc6wBSc5WWi/lp3LDAZempX5qJ+JyrPKRZ+o0acZvc7JBGciDTeVROUirPkndOA/bWJa0vsThvBgpT47l1IaEUZfYXrE+KiO2lR8+x2xqV/JVmOzB6VidJoJz+EOZ0V5iT59Uf2jLh/O0q/o8aThWOuVFO9OWus+Qn9Lg0y/pR5xXm7f1HZVF9xnyZuOYPkRe6ldd14zyob+qnOyTh0Qg5ROvIcXnHLaoK77uW5Q/OuUdw7SvczDD6VoiXLwoDyxUFs7JEV/h2KfchFFvhceyK93WfVZPxR/hPvbYY3f6bBSpiIfIknMIN/uuWUQhBCG2vaLVl+6b/D8I8rphroypWEXZfvw953YrrnLxYxgfYe9y8Ips4Xn79u1dEolVHLDSCr4lnCYGCFJca+lGuCa83MOW5FR23SMoG/sq75LKesxloV/AnL7Cf+hiv883YkozUb/A35JTveN1sob6Ty0c9a3z1HZ1T+pr3/GanaCkfrtkHuorlHWK60t95e5IdkTt214JvPVXv735n3/k3jvbLz9wrrl03/nR2wfeXE+wYvCvSQL7cnHgr/A4IYqNpIkWEwrSyWmCoLj4shUHQTFctjQJYtKhyR75ko48CJdjnzDsyxbnmKwQTjliHhI8Yh6qW5zMqFwxXmpTx0qPvVg3eBDGxiROjvJQ3jRcZY55qH5wjnw1mVaZ+5RXfBQX+wqjbLIFs2hLZVVcpRebWE/FIT/qrPp3lVN2lRY+ShfLQZ4qSxoutrEeyo8wMYej+oPyUtkUT2zVDrF+9E055Rk5qu/SltFhF3sqt64b+qPKg6/0UaAQC9LoGol5H9N+nAyyHyd7//rqa5u+24vPnf5vZEM5xfaNbUCb0b5qtzTftD/rvPKIbatzpGGLfZZz9E3ScU3KEUd5KUzxCFcfS8+R/z6n+3baf3PXMnlRF/LVtaL8Y3yF4aflzp0TA/IkPtdNdHDX9cN5udy9Xed0b40cdW7LPqt7uMYQTOg3+DqGC+IVcbTf9lrgV3/zwawYlF7PQ0SrqVdZ5V5XPESsUt3avmWFMAVLhCjYwg7BCqEKx+o1eGufVy9LOIk+DLzbnOLgL8mpXLpHUDb21zDRmYvjV2/fbv7o1q3dNpeNNF+trOI+z30a/ghXbY57NvF47Ye0tGOu/7XFS5+1HJOefFjdhR/HUiqH+gV+dPQZxDbSqTw5wU35Uk/qx3F81hFOnTin8135MH6TyBfz4v6gcPJhP60z5afcske52acMcuRPvqq3yqTz+JSPOKSXrXRcqTj4cFa8eN3FPKfax1baVlPl3ZXP1HZ1T+qy6XMnCajf0teW7NRX6KdTXA/qK3dHsiNq3yZYxQkU+7/wQ+eav/O28dvPfm89wUqTnNwESoN/TeYVN07YwaoJNvGjYxLDZEINip+bfJAG+5zTg0CTpngjVt7EY5OTnXSCpfPp5E3liJM31U11JW0unvKUTR0rfcpRk6R0wkU66ko9IjexjA8P2RKb1KbK3Ke8xMG1xVWbxzIRX+3Tll71jExVTk0su8qpOip/0opFrDdcYEaeXU422/oEacWA/NKBAf2O8Fgfjtli25BPWnaxShnG8mJP+cVw9umv6Tkd566HNP3ajzUJlB/vt3/1Pz7X/OxPnu21/eLfuOfUBHoMG9qKvitxU20hn36a3mPSPiG7ShP7uc61+bGfKk4ujDKSf+yziq97Te6c4uDHvpfWifNioGs5pk332/q4GKTxOdY58em6llQn0siJe7xn6FzMP72GY5yt7SNIsUWHwIKwgpPIwitrceVVjL/70HrLq3a6jqPfJloRHuPtW70Uy7BvP1dG/hsg36zSa4BDVlbFcra9Foggxf0rPl8kCHJ98fqluMaVV/vqcuh5TQwYeLc5Jqqa9KZxOMdEmXzYmFzrmo1xqSPnYry2a5NrMsZNJ+LkSz6IE5RLE3HKwr7KSpz47IU9NlUGfOod2ySWeU37iFT/7id+qvm/7vnOO9uX3/Hu5v957vOzVoO2gjdtgaOdxT93b4V1bCPFxY+T033x1GbYUz+IebFPOOfl4nmFxb4dz7NPH4yOMISdaI++iSNuml7HffKJcWP+Co9ssBcnyoojX32e61Bh0VedusoMFznZSss19xhUdlWOUv7UdtUOpcp/DHa4zuiz3KOX7NRXKGvuuTe07Oord0eyQ3NomtbX9OIEiv1Dvl9F2l/9K2dbbY0odjYJQDQZiBE0IWAiwmA/bunkRBOidLKyL1wNqjLkJk1pHiprLI/2JWYpX8KJr+NYPx5c3MiVFl9iBvtyqX3Cu8orm13pOad8KXMsQ1s5iMcWnWzFh3DMGxu4PuUVI8VVWtlTedvC0/SUDdeWjnPwp32Up2wrLXFUR+VPmOLRD+WUV5cQRVwJaNiFJ6JC+qBVnK62iW1BXrEsKlNadoldss01hi0NtkinurUJb6Rlk0uPFX6MfpwIsh/vtx/8K+d7iVWIWlMJVpEx1yBtSX/S/VHtHK/PtE8oj652pH/Qv3V/UtzoKx/1H87J6RqM15XOKX7unOLgK17MN55XvXQt6xzHfcpNfNVHaaOvc5QD12aPc7myKj1lIW266bzyj7a3us/1hbASXRRVFK7X2HQc/Vd+9+oJoSm9bv/p3//WJt0+9bfuad79tvO77aF3n2ve+uYLzXe8/kLzT5761hN5RTuH7H/9D188ke8vfOye5g1/7kLz5jdcaB74/vPNX/q+8833fveF5mc+cLb5+EfvPbXF+1B6j6L+OcdKqlQMRKQir/itsLify2fqMCYEDLYZeLc5TWyZRESn8DgZ1n6c8CJcpJNdxUsn4n0FBKWPfpw8KFwTnr4CSKzfWvb/v5u/eUekioKV9v/gV/7b2aqiPoAvh4gD/ximcxKraBfde/HVP9Rv1C/xNV6L/Uhip+KRr+KRh8Lx5dQn8HE8pxVGWTmmn9CP0vIQX3G5DrDBRpmwq3PKh7z65EN62VQe1EUcYt7ExcFLcbGBLTbGDCq32MZyxzBdK8THFmUgf8pP3oQThlNcwmlb8iFsbie7c9tJ85/artortePjdgLq3/H6bY897AztO1X/VV+hvPH6Glaiu7HVV+6O5u+e673XtsKqZHjvwu6JCBAN1mNUTQh0LucTB6cJUW6yQrq2cDWoysANNnVp3rlypGHKV3XQsfLmRozgQDoml8RjoslGmOrVVjeVN8ZT3rKp47T8aXha9nis/Ckv4ZQvutSWzqU2+5RXjBS3rc3awtP0KntaFpURPz0n20pLHNVR+Su9RAE9tDmmTfVQVbycT14SZMWbtAgOOJVL59p85c35WGaF58pOeWlH9T/lLa45BsoPX/FVbx3HOMe6n04G40TxR/5Sf8Hql35+mhVWXZwZWKqN43Wb6xOxXdM86c9R8CE990n6i+5X9AE59Z8Ypv6c66OKnzunPPEVL+Ybz+t6Uj/mnOpKGvYpL+dVnjQvjtMw2dA5yhHzjvYUN1dWpW8TrCgfm64r5bVln+tLr6WJgwSrvkJK7ttQ8br98I/kV0bynai3fveF5rvecKF545+70PyHf/ZC86Y3Xmj+92fv/lc+hKYpXBSsPv1f3tO86Q0Xmjf82Qs70Qr73/3GC817f+h88/D7zp3a3vUD508I5+k9qk2wQqzS63+qgwSrlLnOl/A1sWeiynUUNyayEh8YkMdBvgbqTGzZZ8JMWk14ia9ri/sXx+RFPBznNLmW0MA54rGRD3HSibjikofKjl059pWHwmLcKAZQv7X8kh/rku6nK6skVEUfUWtqx7NKbai2xoZElih6EK62ScM5Rx+ibfDJizbsikefUjzixj5AfrEvqc+pX+DLpuzsAsIfBDHOUSY5pZeYpHBdI7n5jK6TXD6xL8fyxnBspP1c9mKeKouuP3w5lTsyUr/PlVnnJAqqDrn2kI05fNmdI++uPKeyS/+kLdXvuV4kDnbZ97m74vAcghXXD208hVNf4RqL19fYvNVX7o7wR+RUUphqszWi2NkkANFgPkbQZEg3qXgu3dcEJJ087AtXg6oMTHpSl+aRK2uaRseaMMmOwjW5Su2pHKSTS+0Tnoun+Jqk6jiXnnNt4UoXfdqAektQ0TnVT8fy07y7yivhR4wUlzyiS/PUOYWn6cVQ53MPQrWDbMm20mJDdVT+sism9FMeAvBhf6gjrWyQBwOFXDm68iVdLLPiKt+07DpPuK4z8uCBJtu0S84Rj00uPVb4MfrpZDBOfNNVGl3H/8uvfMuJFRXkO4ejz9M+sW+09Ym2duSa1zn6R3Tq95yXU/+JYboGYznS+LlzioOfyzeeV710LVNWlTu9b3GN6VzMIxem8zpHOXCpPcXDz3GR6Mc5u34EphCsvvpvLp261uJ1+/oZm6sAACAASURBVOTfvKe5/PFvz27ve/v53cqq73z9hYYNIekH33r+Tn5zCFZvfuOFho0VXWystLr/Le1i+IPvGidY8brfkgUrTWrb/PR5rkltOnmnp6WTZk2w0zy4Nhnw6z7HeeyTd+p0jrzk0ok84dwvVAfF6xID4jn21+b2ra6SaPX7n/qlyatG28MaIQPucVMbxPmEJnexDXOFIg3p901WZZ+45J1ulItzeoaoTPg49R8JZTG9+rDiEl/p036S2ol1iv1L4cpHx/IVrutB4Sqn6qFrj/BYZvZ1rUUxS/kqPfkqjHqmeZCW8xK9OM/xvvZQeafyZXeq/PrmM5VdBCq4vec979n59JPcva1vubYUL/bPqetNP849t8bYUV+hvPH6GpMXaciDvO6O8MfmdCTpAKLJQKxSFARiOPvcdONNWhMiTVYUf1+4GlRlyE3SNTHRpCcVWGQLX/kpTGn7hjMIggXp5HJ1UHljPOLnJkq59DEuE6nUcWOLfFWPGEYahafpU5sqb8o3TirFSHHJI7o0T51TeJpebDTh1rHS4astZUu2Y1zVUfkrPYxoKwRCiT5pHMWNPnVOOXJeE1ryEBfyTh120wFE2meUJi076dK0xFX5xUHXI7aiy5VLcWO8Y91PBaspj4cwU5+n/6ZtFPNR+/fpz23tKFsxD9nQ/Yq0crqGYlhXHoqfy1954ut6I9+0D8dz6sN6fqT3HPLSPSGWkXCOc/mr33NO17jqnv7oQD46F/OXOM65nMvdE3LxthTWJVh1vQYYGe0TrH76x/LfnfvLP3C++Y++60LzPd/x6gorVjy99c3nmz/4V39yVsGK/CVYvfH1F5q3vOnC7nVAVnDmXgfkFeMowKX3pLYVVohVbYJV28frI9e59jUZZiLFPpsmrAyc2U+vFa5/TShy90PGRZwnL5wECMKwwzWZE5JVFmwyEYhbTkBQfN0jsMW+yiZmQ4UNpVuDzzeqJEp1+f/3x//O5NURf/HO+XGCrskdfpdTPPWftriKl7Mbw2QvhpFnn/KTRk7pdSy/LbztfFv8tnCVU/1c8fb5qX2lj9dIVx7iL84SsJTv3L7szm0nzX9Ku/G+BeuphJK0zMd0HJ8vuna76kd8+rT6d1dcztEG6TMtl0Z55p5xiq++Qtv2ta+0OZ88yOvuCD8Xa0NhANFEIVabBlQ4kxA1Er5WEalBNCHSZEX57AtX+liGaCtObNShlCcCg9JjT3GjAKQJY4xH3FQgiOmpcxQqZI80cppAEU+TN8one3GipPT40UWOnFP9CJd4wsAOR36xXspH9nQsP7VJnmrLWF5N4jgnRmqLtLxpnqmtNL0mwLl+RFi0LVuyrbTYUB1zA1q1I+XPTYxVRvkqC+0GEzm1RQyXmEY51TbEV7njxBf7sczKV2WnXrJBXLWB4smW7MhGm+3YF8mPbQsunQxOeTyEn+41cKeNck59mTixr6hPkEd0be2o6y7t37EMsf2jXeWvPHJ9VPFz55RevvppW7+kHLqWo3gfrzX6PteZ6ot9OYXpvkc4aXU9cF7xVX/yUhjxyV/54MvF+On1p3O5e6zSb9GP/7VO9ee/1SHQ9HWv/M6VOwKTrlf9N8/fuPLN2f/s+V89ek/zw+843/D9qoffd373Oh6rq/7Pf/aaE3nxsfRJ3Csvn8gXO3/xe8437307rwFSjvO78lAulT36v/Frr9bjt3/9T53Ih/q2rQJDrNLH61UHhCrY9n3dUumm9DUZTicGqcgTbXL9aaIbw7Wv86wokOOeqDTyOR/vlSqLzrf5ylPx4/1AtkkrFycVbXkSnjJQ+iX7tQQrxi5iSTvkNp1X+6gdYpvn2CoeeXY5xUPgxEbbpnGWyoOPU/8hn7a0KjvxlT4tk8LT54zi6Xzb8b5wlVNlUX48N4eUW+lj23WlV33EGb+kk92SNrE1pV0Yqr2438WxUel6rcUefVLM9vU5tZXiw3hfmn0cSE8+yhO/Lc9oX9fXvvy7zqvud0eyXbE3cA4gGuCn1dVAnvNMDCSkcBwnzZoQabKifPaFq0FVhpi/JkfYig80LvA0XpwARWFDk0PZUbniZAo7Sk99ZRcb3FxiXOKpjrEM2sfXvmy1MeB85Es9lVb71FX2IwPlrfrpWH7OpuIqb/zYpmKktlA9u/LknGyl6eMEmLJjTza1r4mobMl2TKs4Sis72FZ8zsVJrsqc81Ve0tDWkbnKQTraXv2CuJEf4fFBo/OpPaVRmdWWOdvxemIAkdqO/TK1TX52ZQmkYin9lP5DX499iv3YXuoTtCdxuQfgaMNcO8Y+Tl7Y0DXBvvoJYcSN8UWEeOQdryudU/zcOcWRn96vsEk9KEMsE/Hpw6pTLDdxYSdG2BUD5aE4Yqy+T36UFwfTGM6+0itdylM2yR/2cFF7EJdju7sE9B8BNcHDz73KdjfF6b2vffnaKRFHwlXO/wd/+3U7oeqR959tPvrQueYjHzy7+299cWWV0p22Nj6E/zqofPGxx38JpAxsj7z/3K5clC/G69z/0ukVuirh9evXd+LUzZs3d0H0Z0Qs+NZ0mgznBuRxMB5XBsRJWK7sXLMM8lPBgTqTD6sO4oRAtlWWvhNxxdc9grLINvblVI++wobSrcH/6u3bvVZYTf3hde6nMIZpm+MccbQyRyJoLo3OEVdtGFdnyUbfeMSn3dl0P6Ms2jiv1S/UJXX0caXXuZhWYfiqJ2VLHWNA0tHf5dryaQtP+7mOc/ZgR7njOeUbrxOFUc/UUWbywMexT3z8kk52S9qM9Z3Krtor18+msnFM+ej639fndA9SX47+2L6qPhfz0n6u/WL8eH2NbQ/V3TO8bxDkBsWgvW3CAjAmAIrDpEATDDUCx5wfGq6bIzY0YeCmiA3ZS/PEJgMdBjGKg08ZlZ/KRYfiXBrOeZWZ88TTzVj1pQx6sGliQ1zO4zgXuRCHcqU2ZSdXD/KhbDEfbFA38sIpvezuAr/xR7ZiWEwTbcayqc7YVv5ihM/5mLYtzxiepqds0cX2or7wlm3Zku2YlnKrP8Q2Ud70Gza1lcK7/FgW6irmaRryFGPFUzvHuJyLZdY5pRUbwqmr6qM8Y3srbdpeKqP6heIpDx3bL0eAtoyiifoiPqJIrq/Q72M84uAUlis9/Ujnlbf6G+mxRTj7updyLEc4x/SV1Cl+7lwal+NoT3mSh2zgy8FHZSMu+1z7ODjonGxznaQ8EZl0XyCPeB+M4ZwjrbhwzBYd1w72dU4+5Yjljmm2vM9rf3rdTeIVq4KG3Gu//kdf6S3wDBGrXvm3+ZWNY9vra7/3/KlyHipa8cH5NkdfhCV8tdqKfQlYbenmDtdkqm2Ar/NMuGM/0CA+PutUVp5vnCctjskz+afPMq5d4kmY0Pd3dE0rP3zskEeciKts8R7Bvsqm9AqTHYXLp7y58un80n1e9+t6HZBzr0z8fS5Ywhl2bY62UlvQ9mwSKtN0yo+274oncUgimPJL249j2Va/1TE+TuUjj9iHOCc76sOEKf0ucfgjW9QhXg/sKx+VtyuftvzTfq7ri3JHe5FbtCe2sY661shbfCgb+akcaiPVD7+kk92SNrE1tV31s8i5dJ3WZE/3a/qh+mBafliqn+LTx/U8UTjXQ87R53Pn4vVDHlxfun6VZ9qG6iucj9dXzm6fMNX95Ei2T0rHmY0AjcLkwZOG2RAfZcZMiOk3CEB2JlCLAA827mHa0odYWi7Fzz0k07g6Vpq2vIfkpTyn9LkG2+7hcIkD6Wg3Vx/ikmZsnUgrMSra0r5YdpVLcbfu83oaggr/1e4zzzwz6nW13Hes0pVJQ8Qq0iIwTe2++psP9hKt3v/O880v/dy3n4qb1gmxrsvR9xEC4Qvb2mIVZdVkuG0ySpklCsSPZWvCix+vW64xxddkQxPm1IYm3kwKcJrYpRNxzmniQHnlVHb9+Eg49jW5UDzKpzKlZYgTjty9SXks2UeM+vI73t0qWv2/X3hh0uLDW4xj26dGOKd46guRtyaZaht85ae+QHriIcCoHxFPbRXjEc6kVX2FtFH8VFnw5dSHZIf4skMY/UlO6XUsnzJHm+QZ8+Wc6kWatnzawpWXypKzB5/IUXywp/TUi31cvK6xS3pd0xzHMqvN0mtnl9GMf2R3RhPZrOewGwXErFEH3iEQ7+Hq83dOfmMnxqHfa7wZRau2tPTvnMvlmV5raZ7qK+SZnsvZ2BemMliw2keq4HkapW2yU7AYNrUiAvQZrdCY4sawoqq7qCZQhQCTDFZDpT8s8BDXtRgni3MWkgE2ZWGLg3FsUj6eJ6zOsqtPgO84pWJOPP6bP3W2ed87Xv1O1E9/oPs1QNIhLM3h2soZV1p9+EfPNX/tA+ead3zf+YZyx3rEfV6FXKPTZLZrMhoH5bremSBogqwJr/LSsXjE9EyEOWZyrPSIDnLpxL9LQNAEWxNx7kts2GcjLwkWEscIJz7hSk+Y4qkca/O//vLLDa/9ReGK/wz4R7duTV4VJt8wg98+p7gwl6Mt1Pbkw0bf0aRT8egXaTzySePRJwlXXvikS/t0PC8b9BfaPp5jn/zU1xVXcXQcffKJ/Z+4lIH6cy66tnzawpVvHPeSp9gqHX6OY3qt6vlJuPJO84hl1vWb8ox1mmNfdufIuyvPWna7yrSlc+JPn4x9PjIgXH02iqvxPt+WlnQ515ZnFMXTPPuUNWerLUxlsGDVRqhCOI1iwaoC+BWaVF/RCgpWWdmZgAnMT4ABra47BvUM4Nn0bSheySvpEKskTDEw4d4gsYpw3xtKtka3LV6Pi4KO9n/xv7hn91rc+95+vvlH//Xrmo8+1P7NKqVp+5B5dwn6nc29GohdiVb/6fvPNpefeF3z7red35X7v/+7p79p1fUqYL9S1IulCSsD7y4nIYmJvCaz3B9yQkFO/MmJAkwcoliF/baJeE5ASCfi3A9wcSJPueVyAghlyJVXaezPR4D2YqMdu1zfeOSjuF355c7R75R2X3ly6RWmfA7JQ3n18WWPskuIaktHmYifOtKp7rnzafxSxxIDStmTnVp2ZX/rvvhzb6Zf5hx9lvPauM+n9/e264FnXs7R95Uffp88+5Q1Z6stjPpi24JVG6EK4dw4mXx4glEB/spMctNhQMnWdvNaWZVcXBNYDQGEIYlW0UesKjUoFywGFFrZFcvCviedorQQ/5WXm/TD5ghBv/W5P91c/PGzzc89cu9OAHr4ved24pDEqdSf41XAlFCXaPUT7zm3Kyfl/dTfuudUWdcsVqUcxh5zH+DZvO9+wPVLvD5x4yR6X76cT+PIFn7qVAb83Pk0vo9NwATKE5AYUNpyLbul67lUe+KPcMM9us3FFbJRaGJ/7HiQdGleOs6tKO1b1rY6pOHUF3sWrFIyPjYBEzABEzCBPQSYPPLjAquZ2LoGEXuymuQ09lUWytX2S9okxpzJeAItohWi1Pf/+fPNj76zvlilyn395ZeyAhsrrSjnQ+8+d3LF2Jfua772+6/+Fy3lYd8ETMAETGAaAhIDpsmtfy617PYv4XHHFH+Emy7Hjw050YoVtoe4uEI3ilW5HzdiWacYF1uwOqTlnNYETMAETMAETMAERhJ45XevnhR7vvhNzZf/t3/v1Golra7im1VzvgbYVQ1EKP4j4R9/6b47ZUa0YqN8fFB+t+rrldMrd7ry9TkTMAETMIH+BCQG9E8xTcxadqcp/fpziSJUn9qwupY3Adj2/XiJ6JSuxs3ZIB9eMSTPrvjqKwhbFqxyJB1mAiZgAiZgAiZgAishwH/Qe+V3rpwQgiRQyecVwhKvAPZFRpkRznbby93f2embp+OZgAmYgAnsJyAxYH/MaWNMZZdvJbVtY19Zm7amy8xN31Xct8JqTOkRoNq+YTUmP/UVC1Zj6DmNCZiACZiACZiACSyUAK/f3RGCviEINV6xtNDWcrFMwARMoDwBiQGlLU9lNydW6RUzC1btrTqnYEXbTslefcWCVXt7+owJmIAJmIAJmIAJmIAJmIAJmIAJHBUBiQGlKzWXXVb3IGzw3+dy30MqXc+l2pNgFf/D61RlpW3ZpnLqKxaspiLqfEzABEzABEzABExgJgJ88+H69et7vyExk3lnawImYAImcEQEJAaUrtIcdm/cuLETq952//2d30QqXdcl2nvogx/csZry1T3Vk3HKvu9cKW4fX33FglUfWo5jAiZgAiZgAiZgApUI3L59u3nXAw80n3nmmZ3/+eeeq1SSemZh8MILL9QrgC2bgAmYwBERkBhQukpT20UgQahC1EC4susmACe2OQSrbsvDz6qvWLAazs4pTMAETMAETMAETKAYgc8++2wjkYrB+esvXGgQcLbkPvHEE7t6W7TaUqu7riZgAnMRkBgwV/5t+U5pl1f/eLUNQWPKbye1lf0Ywi1YvaY5cwwN6TqYgAmYgAmYgAmYwFIIINJ86OGH73yXg/2tCVZMTD722GMWrZbSKV0OEzCBVROYUjgaAmJKu5cvX96JVXN8j2lIndYUV4IV7KZ2tMNLL033H3/VV7zCauqWcn4mYAImYAImYAImMBEBfQ+CFUa8FohY9emnnpoo93VlI9EKDl0f1YXZrVu3Nifqras1XVoTMIGaBCQGlC7DVHa/8PzzO7GK1wG7ngel67dke3CSYEU7TO3Ie8q2UF+xYDV1Szk/EzABEzABEzABE5iAgL5dxSuBOEQYti07BsNaXcY+PPgYPd/30muDvDLJhrhnZwImYAImcJqAxIDTZ+YNmcIuq3j03aonn3xy95/pyFcbYpbdaQIvvvji7ILVaavjQ9RXLFiNZ+iUJmACJmACJmACJjALAYlVrCaSQDOLoRVmilCl1wMRpmCEWIWwx6Ywc1th47rIJmACRQhIDChiLBiZwq7y0Gqh1F/DB8UDkmK7eoUSXlOLejyXaZcpXWxnxLZDnQQ7f8PqUJJObwImYAImYAImsGkCFqu6mz8KVqyukjM3kbBvAiZgAt0EJAZ0x5r+7BR2ee0b8aFtm/I7StMTqJMjTCTsreU1SvUVym3Bqk6/sVUTMAETMAETMAETOEEAMYYVQ3FlFWF8eJ1VRPgcb91F0Qom+8QqhC2vuNp6r3H9TcAEREBigI5L+bXslqrfEu3wvNR/U0T8uXbt2hKLeapM6isWrE6hcYAJmIAJmIAJmIAJ1CPAR9V5rY3vM/FLMuIVx9o43vq3rGidKFqlIp9aD5FKrw9GEVDn7ZuACZjAFglIDChd91p2S9dzSfbiq4Bz/UdFrXabst7qKxaspqTqvEzABEzABEzABEzgQAIIMYgr+o+A+BKoWE2EcMVqK7tXP0QvIe/zzz13AgnHnIMlH2XXvldancDkAxMwgQ0SkBhQuuq17Jau51LssZoKwYeNVwH1n4enLh/tyjalU1+xYDUlVedlAiZgAiZgAiZgAgMJ6JW2mOzmzZt3VlSxH53El7kGntHWkvfja4BaRSUmOkbsU5jEPq+0WnKrumwmYAIlCEgMKGEr2qhlN5ZhK/t8WF1iFf6NGzdmqzofup/6VUP1FQtWszWbMzYBEzABEzABEzCB/QTaVv7o1cB0RRCrrUijVVf7LRxnDP4joMQnVqVFYY9vVrEKDU74qWhFWjsTMAET2CoBiQGl61/Lbul61rYXP7KO4DO1mJTWD8Fqig+jx3zVVyxYRSreNwETMAETMAETMIHCBCSsSHyReUSYVKzinFdYiVBzR4giBF6sqIrMJO5FgYrzxIUjzOEf09zN3XsmYAImcJwEJAaUrl0tu6XrWdMeYhWv/yH0sPENqzU69RULVmtsPZfZBEzABEzABEzgaAggpiC0IJ6kohWVREzRSiGJW4gtdicJ6JU//OhgBtfoYE44K6/41pV5RjreNwETOHYCEgNK17OW3dL1rGXvWMQq+KmvWLCq1Zts1wRMwARMwARMwASapuH1NQlVUbRCVNH3reJqoK2/CtjWafSR9fS8RD69Fsh58WYfxgiGdiZgAiawFQISA0rXt5bd0vWsYS8Vq3hNr4Tj2Rqfr1PZVF+xYDUV0Uw+LDefo/EyphxkAiZgAiZgAiawUgJ6bU2vACKmsKKKLb7KttLqFSs2Yy6YIQDKadVVuoKKYwmC8E5XZSm9fRMwARM4RgISA0rXrZbd0vUsbS8Vqy5evLh79b1EOWjTOV47VF+xYDVzK/L+KOrmIV/l5wv/NFhu45ydCZiACZiACZjAegkgVCG0aOWUPrZOmL+tNKxdxY7/EsiqKRgiSKU/IOobVqy+igLXMGuObQImYALrJCAxoHTpa9ktXc+S9mqKVdTzySefnOWj7uorFqxm7k0R9EMf/OCuMRkkDXEIXjRUbiu11G9IeR3XBEzABEzABExgGAFEFX1LCZEF4YUwNotW/VlKiEKsYoPp0HFXf2uOaQImYALrJKA5aunS17Jbup6l7NUWq6gnGsfU/yGQfNVXLFjN3Jv4RS8Vmlh1xbI5OlgfRzw6gTZWa+nL/15h1Yeg45iACZiACZjAMgikK30kRunD4IhVen2NcwhWfl1tGW3nUpiACZjAsRCQGFC6PrXslq5nCXtLEKuoJxrFHD8Mqa+sWrBKhaA1HrNCaqjoxDup1HWOd0VLXFy2YQImYAImYAJbJMA3k+KKKYQpvfbHa2lRrBKfOQaBytu+CZiACZjANglIDChd+1p2S9dzbntLEavmrKf6igWrllftSolfQwWrK1eu7MQqRCs7EzABEzABEzCB9RDQiilEK31rSaupqIVXUq2nLV1SEzABE1gzAYkBpetQy27pes5pbwtiFfzUV45CsJqzQxyad9crgelrAftssRKLBuN1wKFp9+Xt8yZgAiZgAiZgAvMTQLRiJRUbopWdCZiACZiACZQmIDFgK3ZL13Mue0sTq3jja+jbYn3ZqI9asOpLbGS8CHrsR9cxHTvnIf9xcGQ1nMwETMAETMAETGACAnoNEMEqvh44QdbOwgRMwARMwAR6EdActVfkCSPVsjthFaplFfUARBze1Kr92QDKMJc2ob5iwWrmLsdqKP7V4yFfzqcj6rtVNJydCZiACZiACZjA+gjwDSt9pyq+HuhV0+trS5fYBEzABNZMQGJA6TrUslu6nlPbS8WqpXzLGjFprjGM+ooFq6l7U8gPoWmKBqRDSkUN2XvXBEzABEzABExgRQT4RhWilRyiFf8dsPYvpCqPfRMwARMwgW0QkBhQura17Jau55T29Fkg9AC2pYhV1JHva8/l1FcsWM1FeKJ8UVPVOdv8iUw5GxMwARMwARMwARMwARMwARMwgSMnIDGgdDVr2S1dz6nsLVmsmqqObfmor1iwaiO0kHBWaNFYXdtCiupimIAJmIAJmIAJmIAJmIAJmIAJLJyAxIDSxaxlt3Q9p7C3ZbEKfuorFqym6E3OwwRMwARMwARMwARMwARMwARMwARWQEBiQOmi1rJbup6H2luDWEUZp/j8URsr9RULVm2EHG4CJmACJmACJmACJmACJmACJmACR0ZAYkDpatWyW7qeh9hbg1hF/fjncny+aC6nvmLBai7CztcETMAETMAETMAETMAETMAETMAEFkZAYkDpYtWyW7qeY+2tRaxiZRVC0pxOfcWC1ZyUnbcJmIAJmIAJmIAJmIAJmIAJmIAJLIiAxIDSRaplt3Q9x9hbi1hF3VhZ9fjjj4+pZu806isWrHojc0QTMAETMAETMAETMAETMAETMAETWDcBiQGla1HLbul6DrWXilUcb92pr1iw2npPcP1NwARMwARMwARMwARMwARMwAQ2Q0BiQOkK17Jbup5D7FmsytNSX7FglefjUBMwARMwARMwARMwARMwARMwARM4OgISA0pXrJbd0vXsa2+tYtWLL77YvPzyy32rOSqe+ooFq1H4nMgETMAETMAETMAETMAETMAETMAE1kdAYkDpkteyW7qefeytVayibohIFqx6tDKg2OxMwARMwARMwARMwARMwAS2TWAJcwNNyPHlllAulaWWn2PAhPfGjRsnipSLdyKCDyYhoH46SWYDMqlld0ARi0RNxaorV64UsTuFEVZXPfTBD06RVWce6ivcE7B5qCMP8jpzaEZD0vuGNoSW45qACZiACZiACZiACZjA8RJYwtxAkyx8uSWUS2Wp5acMvvKVrzRvu//+U/9pLI1Xq7zHblf9tHQ9a9ktXc8ue4i06uf4ly9f7oq+uHPXrl07dd3OUUj1FRhZsJqDsPM0ARMwARMwARMwARMwARMoRkCTwGIGM4Y0ycKXY7I1xYRL+a3RTxlwTHs9/vjjJ6qTxjtx0geTEVA/nSzDnhnVstuzeLNHe+mll3ZCre5VaxOrAMTKSATnuZ36igWruUk7fxMwARMwARMwARMwARMwgdkJaBLYZggxhAljHzdkUhYnb5pk4fd12KJsfRy2or0+aXJx+uYBr77M+sajPG2CVa6sMWxIG8pOTO/9Vwmon5bmUctu6Xrm7HF9sKpQ96k1ilW5es0Vpr5iwWouws7XBEzABEzABEzABEzABEygGAFNBKNBhJknn3zyziSROEwa+WYMQlF0HDOJjJNK4l+8eDErKDGh4lsusosd8uWYc3I6r2NNxHg1iBVGOo/PcSomqVzRFvFUr2hLNqIve5RNabBFfrm0shfLxT5sUmYISLFcxMvxUl6US+VRGL7KobBY/rY2VBrFlQhGPSmr8sKnTEMENeV5rL7aoHT9atktXc/UHtdNvE64Du26CaivcP1ybR/qdH/wN6wOJen0RQhw06DTciHEjQ/gER43P9yKNImNmIAJmIAJmIAJmMBBBCRQKBOEjig+IfLESSPH0SkuPhPKKO4QFsWaOJkiz5gv5eC8XFoupZU90lIWxUNciS6KL5zrshXTaV/2lH9qD4EnOmzEuPGYfXGIfAmnnDFuHEMrP+ww3lY8GFB3wnAxHsfRBufSNowTf01IlYfyFmd8u1cJOWsPnAAAIABJREFUqE+U5lHLbul6RntcL+rv9E32dQ3FeGvY53qkDiWc+gr2uLYPdbo/WLA6lKTTz0qAh2EcEOiBNtTXA5C8tPGQ5sKKG7+cWfyatUmduQmYgAmYgAmYgAnsCGg8JxwSepggRvGE8aBEDAkl+KQnPE4m2Ve+mjRp4kNchWGTjxErLuNBOYXpOE7E4n/Jo4yKq/KqXIhMfWzJRvSjPcooR37ioLxVh7RunJdQpropLpyjk9AXw1UvxSM/whhHR5fGG9KGypM8Yj1hmdYz2tzivvpE6brXslu6ntGe+jD9cs1iFXXSqtBYv7n21VfgpvvTIbZ0f7BgdQhFp52NAA97PWT1IFyKr1+5JHzhc4HGjfJzkcVtNljO2ARMwARMwARMwARWSEBjOxVdx7nJjl7d0wodRA3GXrm4jM3ISyKI0qYrk7ArsYa85FQOHXOOsFSs4bzGqyqHbDMWTF3OVhqHY9lTXWMc1UXl7bLHZJVyU0ZcFNOi8IbIJ8FNtlIG1C/HII2n4zQ/8lXZVS/lqfLJNr7qJa7x3Bb31SdK172W3dL1lD2JuvRjRNNcP1bcNfi0XxSi5yyz+grsprhudX+wYDVnqznvwQTomHrw64F3rD715GEcNy70uKXC19pvmoM7hBOYgAmYgAmYgAkcLQGN8aggY5x4nFZakxfGTdGRjkkm4yfOxXEkYTjCyTuKNMqDOJxTXMLTcuTiKL3y1gRNaXkVJ3Vd+cS4XfHEQaKP7LWNEXWe/NPX9ZiQkw/jzbhKjbgxHceym/KP8Ya2YVue2BPX2C6Eb9WpT5Sufy27peuJvdh/6de6pmuUZSqb1KFUPdRXpmKn+4MFq6l6g/M5iAAPybj8Ug+/6DMAIQ4XAxv7PMzSLabZwj5LVSMDBh5iJF83K/m5QdRBDejEJmACJmACJmACJjCQgMZpJNPkhLCc03nGPDjGjuwrD/mMF/U6GeMgnOKRR+qUr+JyXnkpLucIi3F0Ls07Tat4+F359I2n8opDlz3yTM8zBmSsKEY6z3Hko3CVK7Wr8BhPcQjLOZ1X2dPjmEZcc8xjvK3sq++Urm8tu6Xryf0kJ3aXLsea7amvcP1zbR/qdH+wYHUoSac/mACdMX1o6uGHjzB1aKcnfdz4hY2LKm45ASyW45j34c/AIG4s2458+PUyMjy0TQ7uOM7ABEzABEzABExg1QQ0tqISCCnxOK2YXm+T2KHXyxjDaIyiNKnYoePca3qaZOHLpeXIxVFc5a1xkca0OlY8fJU52orntd9lL+XQZW8fU8pImZQHE3a5lAFxCRP/XLx99tKyt+VJ3uK6j5XKcey++kTpetayW7qeujZzfbx0WdZqT30Fhrn739B66f5gwWooOceflEDs2HowyudB1ba8edJCDMiMBzEXT9y0DJ26sHHDo+xx00BAdTtW36u9BnQmRzUBEzABEzCBjRPQeEgYNF5C2EgdPywSHx+n1RCpCMVKCeXDuAyn8abS7gK/8Uf5Ki7BabmUPsZRHhJWNEFj9RLpc3FV5tw55Ycve+SVurS8sp/LEzaUhfEZjjEqZUiZxVehZC9loMkj9qJL44l9nzZsy5P8u+oV7W9lX32idH1r2S1ZT/VD+jL9l3vIMTiua675Uk59BY66Hx5iW+1iweoQik47mkDbMm7dKHIPudHGFpiQ+nMRxi0VvhiQ8LCOmwYFx+zzoIh1Zp8bYNwYaEV2SxM2F9jlXCQTMAETMAETWBwBjWdUMK1yYCwgUYUfCxVOfJ7/OMYHHKciFOKM8mXsgCMPCSmEMQ5jYz+NS3yF7RIHAUn5KRxf5VC58JWesmGbuige53L5xDzTcqXlpS7kiyNv8iSMdDGu6iyWErsQrZSePGSPcDnVQceqF3GwIZfGkw1syy62FE78lBVsUide+1il6Y71WG1Uun617Jasp/oafVN9tqT9uWxRl9y1NZc99ZV4jR9iS/ccC1aHUHTaUQQQF/QA1UNOPr8kxYfgKAMbSsQAgItZG0IfN4u4wZSblbY4kBP3Y/RVX/kMlCIXvT4gdvh2JmACJmACJmAC5Qho/CGLjAHjOCUdL8bJJM9tpSdeTIeowjme/XJp/DRvxghyylfHnCMsxtE5xhmci+OIKLApL3zZzOWj/PBlT2lJp7SEpT/URTEojRttMW6M+cApHke+sq1ykVZh+GKrMMVL21BtoXjRhtoEhqkT11j+NM6WjtUnSte5lt1S9eRaUt/kHnJMjrbzCquBLarOMDCZox8RAR5S8cGoPkFYfIAdUZVXURUGDHGjLbjJaeNmJ+FHfq4d1Z7H4vPgUn3xEf/ERH7kxr4F11V0eRfSBEzABExgRgI8Cxk77JsAarwQi0JanrESOsiDvHjGpi7GIz7PaeIxCdVzO6bhHEILYxg29vkBi7hxHKpnv9JyLo2jcxojpSKSbKkc+lGROlPuLsd54pE3G3Vjo7w5DuRFGWFFOsWNdZI9rXYijuLCLS1/yoD01IFw0lIuXC5e3zZUOykvlRGfMPLO1SHG28q++kTp+tayW6qe9DOuA7Zj62vUreRbS+orsGy7Tw1pV/IgL6+wGkLNcQ8iEDuxbgz4PFzTh+RBhpy4CoF0tRc3Gdo8bulqLw2WYn84tn3qqMEcfk704mECL22wtDMBEzABEzCBNRLgWabnO8+8rf2QI2EqN7aVoLRvEqkxM76dCUBAfaI0jVp2S9VT1yQCtt1hBNRXmMvxHDjUkQd5WbA6lKTT9yLAL0I5IWKLA5lewDYcSaKNfH/b69VXCKLoxT4PhbhZ9NrwReOqm4AJmMACCCBMMa5jvMfkb58os4Aiz1IETdqYCEexTuHw2ffDlOLi25kABNQnStOoZbdUPTU/ZWxtdxgB9RWYWrA6jKVTFyTAg1rKtW4I8v0QLtgQGzPFr5oSvPBZ4kt/i1sqADG4Vt88Vj+tM0uFIxM4RW65X4c31pVcXRMwARMwgR4EEKf0HOVHyijU9Eh+VFEQo8SC8UQ6Du7z2hHPZtLi25kABNQnStOoZbdUPTXmPzbBivtQ6XG8+gpMLViV6sG2cxCBLrGqz8P6IONObAIHEuBGH8UbBuPciOPGL8lRBNIrEHr4HaMf68u+Ra8DO5qTm4AJmMCKCfCs1KoqnoFTTFJWjONO0eGCcBeFK56ZfVedMU4mvsfLd5BufkdiQGkQteyWqqcEZa63Y3K6h5Ssk/qKBauS1G1rNAEU3dzknQd3abV3dCWc0AQOJIBoG0Uv9qPgxT4DWh6S2vTgPEaxS3VSXeVb9Dqwozm5CZiACVQgwCv7EmS4j295VVUF/Da5MQISA0pXu5bdUvVkLMr4FP+YnOYbJeukvmLBqiR12xpFAEFKAxhNUPERsCxWjULqRBsnkIpe+77rZdHrc7tfpSM333s2fhG5+iZgApMRYPWQJnk8b7jX2pmACcxLQGLAvFZO517L7umSzBOiexlz1WNy1Kv0Ck31FQtWx9STjrAubWIVAxr/8naEDe4qrYZAFG/YT0Uvfh3n4Ra3KDgf4z73pVhfr/RaTXd2QU3ABCoRYEKiHyXZtzMBEyhDQGJAGWt3rdSye7cE8+4xDtQYd15L5XMvPfdWX7FgVb6tbbEnASbBGsTowse3WNUToKOZwMIJIEhH4Ytfbng4adui6BUFL/Ytei28E7t4JmACowhw/2c8p3GdV62OwuhEJjCagMSA0RmMTFjL7sjiDk52zILVYBgHJlBfsWB1IEgnn4cAE9coUml/6/8pZh7aztUE1kvAotdrTt0rLXqttz+75CawBQKahPCjJKtz7UzABMoT0HVY2nItu6XqyVxV89ZSNo/VjvrKqgSrdBlarjOkcY61AY+5Xl1i1THX23UzAROoQ8Cil0WvOj3PVk1gWwRYUatVVQjrfLvKzgRMoA4BiQGlrdeyW6qeqh86xbE45ubcs0u7yJLnx6GOPGiXM4dm1JWeBxsf2qbw7EuwYp8wfqnxw6+L4PLPWaxafhu5hCZgAqcJWPQ6XPTy8/t0v3KICRwDAX5M5vVmxu1eVXUMLeo6HAMBiQGl61LLbql6qn7c76YQWUqVu8sOdeIeXtpNzbKIYAWk+F6oBCv5Tz75ZGmOtjchAYtVE8J0ViZgAqsjYNHrpOjFxDZ9vZHBS9xu3Lhx4jtoFr1W1+1d4CMnwASBH5sZqzNO95sQR97grt5qCEgMKF3gWnZL1VP1OybBint3jde3p2ZZTLBicCqBKvWPRcUsdUEtyY7FqiW1hstiAiawVgIWvYaLXowd4uYJ9Vp7v8u9JAJcR/qWC+Iz43c7EzCB5RCQGFC6RLXslqqn6ndMghX37xo/CE7NsphgRWfTLzVRsCLMbp0E2sSqGkruOgm61CZgAiYwHQGLXidFL8YXcaUXvzQyiIpbFLzYt+g1XX90TusjwOQGkYpxuldVra/9XOJtEJAYULq2teyWqmdcXMN4wG48AfWVqcS/ooJVLLxEK0QPu/URaBOr3J7ra0uX2ARMwAREYJ/oxcqLKALpQ8x6ph+bT/1ifak/Yxlt/ECTil5iad8E1kIAoRaBiusXodeTtbW0nMu5RQKaT5euey27peopUYT7oFeWHkZdfQWWUzxP1DazfnRdVeaBGAez/IrjXzNFZz2+xar1tJVLagImYAKlCTCwiBuijgQe/K2LXnwANfLgmRp5IRramUApAlyfWlVF3/S4vBR52zGBcQQkBoxLPT5VLbvjSzwspUQRtArqunbHWKLGB9fhpr6ySsGKCui9eCrAvt26CFisWld7ubQmYAImsEYCUcBhPxW9WA0SVz7lPjkQfyBb+36sK/up6MWvwZFZjW9WrLGfbbnM9BH6EteGV1VtuSe47msjIDGgdLlr2S1Vz2MTrGgvxko1nPoKzxe4HurUNkVWWFFY1D4NHD2gOrT5yqa3WFWWt62ZgAmYgAmMI8AqkSjgsM8AKm5bEr1YQZOKXpEF+ykvr7QZ1/fWkCquqqLt7UzABNZDgGuWuXRpV8tuqXpKFIHtMdwX9cNWKX7RjvrKagUrKqNvQsSKeX/ZBCxWLbt9XDoTMAETMIFpCfCjWhRxWMXEICxuqQikV6v0w9wx+fs+Yo8IEnmxb7csAvxorO/O4fv102W1j0tjAn0ISAzoE3fKOLXsTlmHfXnpmU1d1+4QrGo9h9VXVi1YIX74Y2bruQwsVq2nrVxSEzABEzCB5RBIRS+epwzktDGgTEUvDZiP0dcPlqqzfgEWD/hE0cuCynR9WRMIRFX27UzABNZJQNdy6dLXsluynnru+rNFh1FXX1m1YHUYAqcuSaBNrPJgp2Qr2JYJmIAJmMBWCSDaRBEnFb229BH7Pq82pt/z2vqrjfQdrapCKPTnOLZ6J3G9j4WAxIDS9allt2Q9JVhxr7QbT0B9xYLVeIZO2ZMAg2RduNG36twToKOZgAmYgAmYwAIIRMGL/S1/xH4rrzYi1LGCjfEbQh9tbmcCJrB+AhIDSteklt2S9dR8d+2ClVZ3l2QXbamvwJMxx6GOPMir2EfXDy2w05chgFiV+xaHxaoy/G3FBEzABEzABJZCoM9H7PWan/zcGEKTgbX7Q19tLL2qicG9/nMm/1ygtP2l9FuXwwSOkYDEgNJ1q2W3ZD1131y7YMUzoGYd1FcsWJXsvRuzZbFqYw3u6pqACZiACZjAzAT0iy8Dabb01cYtfc+rz6uN4iS/z6uNxOGHRSYJ2PD3Ymfu1M7eBCoQkBhQ2nQtuyXricjD/bOm2DNFfWmrmotM1FcsWE3Rms7jFAGLVaeQOMAETMAETMAETGABBCTeyE9fbWSAzkRDm34tZ9B8bFu6yuuJj3+8edN3fdeuno888kjzL/75Pz/x7TPGd3YmYALrJyAxoHRNatktWU8JVjwv1uz0D01q1UF9ZXWCFUuSKTQAU6dfg6icXT0CFqvqsbdlEzABEzABEzCBeQn41ca7wt1cq7zmbUHnbgImIDGgNIladkvW81gEK5jVfBVcfWV1ghXLkik0v3ZFx+CBcLaaYGOZtrhvsWqLre46m4AJmIAJmIAJDCEw9NVG/Yc+jXWPyU9XefEDNBMVbbz2qdVw+F7lNaSnOa4J5AlIDMifnS+0lt35anQ652MSrE7XrlyI+grPO+79hzryIK8iH13XBzjjO/U8zCgADz27OgQsVtXhbqsmYAImYAImYALbIxBFHPbTVxt5K0GvNeIf66uN6Sov6i2xS37Kanu9xTU2gZMEJAacDJ3/qJbd+Wt214LqiDZhN55A5Mg9/FBHHsUEK/173fgRML0qiHBlV56AxaryzG3RBEzABEzABEzABMYQQNz6/u/7vt3g/VcuX979es0PwUwQtG3pA/bpKi99u0UsYBNFL7/NMabXOc2SCEgMKF2mWnZL1lN1RBxZ672CctcW3CLH1QlWAsgvKrwKqNcBdVyyQ9pWs+OfW6ru1W7uHSZgAiZgAiZgAiawHAL8wKjXVRinHfp6XRRx2N/qKi9Wr8XVbOlrjXCJrA7lvpwe5ZKslYDEgNLlr2W3ZD1VRwSfKYSWkmWXLcrNPa2mm5ojdSq2wgpwetiyokqvA8YVVzXhbsk2YmGbWMU5OxMwARMwARMwARMwgfoENPjnB172l+D4EToKOVtd5bXvtcZU8FrrJHgJfc5leJWA7geledSyW7KequOaBSvuORasDuw1Eql4FVCvA/rmfSDUgcktVg0E5ugmYAImYAImYAImUJgAq3n04yITkLW+otKGLQpe7O9b5YU4xETy2DbaNm5MmuOWcmrj6fBtEJCoUrq2teyWrKd0ijULVjw3amsr6itTcaQ+5FXko+vqcHrg4Kf/NVBx7M9DwGLVPFydqwmYgAmYgAmYgAlMQYCxmr77ylgZIcfuNIF0lReTzSj08AZHFIIk/lnwOs3SIeshIDGgdIlr2S1ZTwkjUwktJcu+JFvqK1NxVLsUFaz0EKYSfgiX614Wq8qxtiUTMAETMAETMIHtEOBXbX3sXIIIYhOCCWPdvqujGJjrvwKStm+67ZCerqaMi+GtLX2tkUlXFLzYV9sekx/rmP6nRvqu+OC7P07X/8bmJDFgbPqx6WrZHVveMeno47q2qa/dOALqK7CE6aFO7VJUsJJRKsHDwm5+Ahar5mdsCyZgAiZgAiZgAtsigFDVV8hgxU/buJdw/aCL0IV4Yrd8Asxp4sZELW5RDGKfttWE+Bj89KP19OFY/8iGfbvDCUgMODynYTnUsjuslIfFpo/quqS+a3TcZ2oLy+orsJziule7FBWseGBTAX9svcxlYLGqDGdbMQETMAETMAET2A6B+L0TTXLwtbIqhmmfc4hc0TFOk5DBCpc2USum8f5xEND3ZpiQsbGiicmeNvpDFL3UT9Sf1ux3iV1cW2JSe/K9tJ4mMaB0uWrZLVlPCSNcV9R3jY6y13bqK5QFpoc6tUsxwUoPd264vgEd2nz701us2s/IMUzABEzABEzABExgCAGNZyUYMPnOvfqnVwUVDz8nWrEyxauqhrSA40JgS4KXBC4mw1wrW51HSgwofQXUslu6nrpXU9+1Oa4Jyl/bqa9QllUJVggnWllF4XnQ281LwGLVvHyduwmYgAmYgAmYwPYIIBJoUoPf9aqf6JAmfvSbybdXUomO/VoEmEzGjYlm3OLqrth/Y/+vuc91xPWHgLWV60liQOk+U8tu6XqqP6/xTTCeM0sot/oKLFclWEnx41cl/4I0/6XXJlblftWbvzS2YAImYAImYAImYALHQYBJ/JhJDWMzJthKy6DezgTWSoD+HMUuFiPQp7UxcY6CF3MQ9f25fIlXa2Xap9wSA/rEnTJOLbtT1qFPXuqb9F27cQTUV2C5KsGK6nIj24r6Pa55p0llsWoajs7FBEzABEzABEzABCIBBt+a0LStktIkPvfKUkzPBN7j4kjX+1sh0CV26b9tIhiMXdXFtXms806JAaX7Si27peup+7sFq/Hk1VdWKViNr7ZT9iVgsaovKcczARMwARMwARMwgWEEWMGhCU36eQtex4grqIiX+4g6YcrDbx0M4+/Y2yQggYvvxHEN9hWyEIVJc0xOYkDpOtWyW7qeuoevUbDiR5LcDyWlGaqvWLAqTX4F9ixWraCRXEQTMAETMAETMIHVEogTZcZd0WmiIzFKPitGokOk0jkG9nYmYALDCXD9IRojYO173ZBrc4pXk4aXcvoUEgOmz7k7x1p2u0s1/VmEKu7PaxSsKPMSBFr1FThOcd1pZXKx/xI4fbdyjhCwWOV+YAImYAImYAImYALzEpDQxAQ4Og2odT71Y1x915U4a5wUxbp43wSWQgDxSmJDev3pGPE4FZqXUv6+5ZAY0Df+VPFq2Z2q/H3ziX2ob5qlxKPsUwhEh9ZHfYXrbory6PlqwerQlqmYvk2sYjDF8nQ7EzABEzCB5RHg/nzp0qXd1la6PnHa0jrcBExgegKa+KZCkwbUOp/6aUl0Ps0njedjEzCBYQQQhOOru7rW5LNKcs3zI4kBw6gcHruW3cNLPiyHNQtWrDScQiAaRux0bPUVrrkpyqPnqwWr06xXEcINN7cEnZvx2n9BWEUDuJAmYAImMJIAD+AzZ87strYs+sRpS+twEzCB6Qlo0puusGI8pnOpzyQiuhiX71nZmYAJTE8A4SqKD/G65Jpc6/fjJAZMT6w7x1p2u0s1/dnYZ6bPfd4clyLEqq9wzVmwmrfNF587nTL3zrbFqsU3nQtoAiZgAruHuAUrdwQTWBeBOJlJP24bz8XJMYP36Hh1SefTczGe903ABA4ngDCVmy9xDab/OOFwa/PnIDFgfksnLdSye7IU8x+pnvQPu3EEIkMLVuMYHkUqGj9387VYdRTN60qYgAlsgECf1VN94mwAlatoAoshwDdw2sQmVrbHV5EYpzFwT10Utta6yiOtk49NYMkEuDbjdadreI2ilcSA0rxr2a1VT/rGUlYslWZwqD31FRhasDqU5krTx1/m4g3XYtVKG9TFNgET2CSBPmJUnzibhOdKm0AlAvF1PgSpdJWVitUWHv9DYPpaodLaNwETmIdAFJTjHGpNK60kBsxDqD3XWnbbSzTPGdVzKrFlnlKezpXxIqLsEtzUDKkb7eFvWC2hdXuUIf6yF2+03ID9zaoeAB3FBEzABBZCoI8Y1SfOQqrjYpjAZgjw3SmNwYb8WJh+ymFNk+TNNK4revQErl27duf61XWM+LyW1TQSA0o3VC27tepJ32AMthbH88SC1Vpa60jL2bWUFbHKzgRMwARMYF0Eohil/xaY+o8++ujeD7Ovq9YurQmsnwCrp+JnGRCt2lZUqbbpd3RIY2cCJlCHQO5tFVY8ruHH/1rCUS27pXtIXAW7JsGK9mFhyxKc+spUoh/tQF5eYbWE1m0pA42U+0+ANBy/EtiZgAmYgAmsj0AUrPTx9S5/fTV0iU3geAmkq6UYk/EDIpMdTXoRsfSrN+e1DVmVdbwEXTMTqEsg93rgGv5rp8SA0vRq2S1dT4kj3K+5n6/FUW62JTj1FRhOUSa1iQWrJbRuUgYGPLHBNdDB55c9LyVPgPnQBEzABFZEgAewBKq2YveJ05bW4SZgAvMSyIlWcayW27dYNW+bOHcTGEIgvt6r63XpIoXmhkPqOUXcWnanKPuQPCSO0B+os91wAuorMITnoU5tYsHqUJITpucXOVZOta2qInwt71lPiMVZmYAJmMBREegjRvWJc1RQXBkTWBkBflzMrdTQ5Fc+PzR6VfzKGtfFPXoCXL/pfItrVasklwhAYkDpstWyW7qeEkcsWI0nr75iwWo8wyIpEZTo8NpYDUXjaeMdUz6MFjcNarp8fglY8k20CFwbMQETMIEjINBHjMrF4Rlw9erV5tKlx/3jxRH0A1fhOAhwXTLWS8d3jPuWvmLjOFrAtTCBcQR4zqZzr6V8CyhXI4kBuXNzhtWyO2edcnkzh1d/oM5rcTx/9n1LsVRd1FfgyPV1qNM16hVWgeRcYpM6/xjfv8yFBvKuCZiACRwBgZwYlVYrF0di1Zkzf2KSgUBq08cmYAImYAImMJYA8yj+gUiX6NMnzlj7Y9JR1nR+tpTJf1ofiQFp+NzHtezOXa9c/uoLaxKsWCk4hTiU4zE0TH0FjlOUiTzI62gEqyWKTer0Y32Wmi/1pjm0Azu+CZiACZjAqwRyYlTKJhdHq2wtWKW0fGwCJmACJlCbgJ5biFZtrk+ctrRzhPNcZXFAnKsx/1qikxhQumy17JauJ/bUD9bwEX7xocxL0QvUVygT1/qhjjzIaxGC1TGKTerwQ31UUgtVh3ZvpzcBEzCB5RLQgJ0Pr7e5rjgWrNqoOdwETMAETKAWAT231iRYwSpOsjVvW4oAENtS5YxhJfZr2S1Rt9SG2p9P96zFUealOPUVysT94FBHHuTVPlo+1EKSfug3m9Rh1ujHurLPclMaUBvvmtIA2hDs7EzABEzABLZBgF90df9vq3FXnJxg9YcfeV2zb2uz5XATMAETMAETOJQAzzV+iFmbYJVbZdX1WuOhnMamlxgwNv3YdLXsji3vIemkO6xJsDqkvlOnVV+BI/eDQx15kFcxwUodYOm+xaZDu5bTm4AJmIAJzEnAgtWcdJ23CZiACZjAGAJrFayoa5xoM1flNcGlOZWxdLlq2S1dT+xdvHhxJ5BYsBpHX32Fa8iC1Wtes+tMqfhlsWlc53IqEzABEzCB9RCwYLWetnJJTcAETGArBNYsWLHKKp1X8kbMkpzEgNJlqmW3dD2xh5ZAP+ATPWtw9NslvamlvnK0gpXFpjVcFi6jCZiACZhAbQIWrGq3gO2bgAmYgAmkBCRY3XfffbvXAnk1MN0effTRva8NpvmWOuYbwlG0WtqHtyUGlOIhO7Xsyn5JX4IV/WANjmuOMi/Fqa8cjWC1FLAuhwmYgAmYgAmsncC+71dx3s4ETMAETMAE5iIgwYrvWO1HrHjOAAAgAElEQVTbur5zNVf59uV748aNE4IVk25WsCzFSQwoXZ5adkvXE3sWrA6jrr5iweowjk5tAiZgAiZgAkdHQILV6y9caOL273767sfYj67SrpAJmIAJmMBiCEiwYhUV+7nt2rVri11hBUi+XcVkW9uSXguUGFC6wWvZLV1P7MVVdjXsD7VJ//QKq6HUOuLrwpffEdWnZiLAv2j9/HPP3dleeOGFRf1yMFO1na0JmIAJHD2BNsHq5k/cc+e/Bx49BFfQBEzABEygGgEJVl2rp/rEqVaBRLBgzoqAsRRXSziqZbcGd9WVtl+DY27vb1hN2FISquRPmLWz6kEAcSr+6q7969ev90jtKCYwjAA3TwYluaXUuV/c+sbjxpw6bOXC03g+NoFjJmDB6phb13UzARMwgeUT6CNG9YlTs6bpa4FL+vi2xJTSfGrZLV1P7Kmu6BX0VbthBKbmRxvQFmeGFWN8bAlV8sfn5JRjCLzrgQd2gtVnnnmmuXXrVoOAxb4n+mNoHl8aCUy5mnHz4cOTLDnVllPzdW1HP3ezj+e13zceZUldfN9c+R0S78qVK3fqqfrmloRTZuzELRePa4y4ccvxS+vlYxMYQqBNsPqXD97rFVZDQDquCZiACZjAKAKMc/h21dAVVvxoSdolzEkoi8aS8pdQLhqE8SZlKu1q2S1dz8gYzvRJu2EE1Fem4kcbkJcFq2HtsMrYt2/fvrO6apUVcKEHE5AAxYXOzSN1PHy5AaRb7uZMHN7pl3iDnxNcsKONbxSQV9+VU33j5QYNqqNs4+fqgZgU47TF6ytYxffcxRE2qcOOzss/JJ7eV4/tQZlTB6u0vhynTgNFmMUtjefjZROQYPWP33u2+QcPnG1+9S+fa55+59nGrwQuu91cOhMwARM4FgKMIYYKVlevXm34r4IPPvjgLu3zzz9/AoeebW3+icgTHVy8ePHEuC33Y+REpgZlo/HkoEQTRK5ld4KiD86C+YvG6rm5xOAMZ05A31xK/6Sq6iswnIIfeZCXBauZO9ISsmdCqlcAWVWVEweWUE6XYT8BLlw2bk458UEXtm628nMCE4ILebB1CUz7S+UYXQQQjtRu8nPtwTm1h/zcQ4iwKFaxnxOs4kNX/QA/dW19Zmw86paWj/qkjvuQ6skSfLHJ3Z9yQmWa39aPNZhHsPrwW843v/CD55qfect5C1Zb7xiuvwmYgAkUIsBzfKhgxfNfz3jGMghX0enZ1ubHuFPtU444bsqNsaayNSQfxky5cdyQPMbErWV3TFkPTRPHxOwv3WkcvZRyqq/QT6fgp/ZYnWDFTY2JmBqI/dzkb46GYyIloUD2S9k+tD6fffbZO6IVrwfmXgdkJRbxOHfz5s2sSb55xYfb7aYnQF/iwqRPp04XbHyAsp/rf/RN+ilp2HICQJq/j7dLgP6hvhL9lAj3Xt335OcGcfTJKFjpP+6k+WEr7c9tD7i+8aJd7bddI6oDPtdc7joRj1weaX1qH2swj2D11996vvnlB841F99qwap2u9i+CZiACWyFAOMEVkylq6Ri/bvikHYJghVj6DjuYDyxBMd4hXKVdrXslq4n9uLYNDcfq1GmLpsay3bFKXlOfaVtPD+0LGqP1QhWTCZyr+DohsI3dnITjqFg2uLHBpBN+dzI1jCh4btVH3r44RPCFSIVDhGKVViffuqp5hNPPLHbT0UrjrVSq42Tw9sJcNGljn6jfhR9Huipow9KiFpDf0vL72MTyBFIBbNcHD2Qo5+7RiRSRT93rcRrTfu561Pnos81mDqeTdEm+7l4hMU6sJ+zS5kJZ8uVP7XPsQWrHBWHmYAJmIAJrIEAYwHEqqeffvpEcfVsa/NPRJ7ogGdvfO7zw9sSHGMGylXa1bJbup7Yi21PvZfuKGNuvFmr3Oor9FNYHurUHqsQrLiJpe8TxxuJ9rmhzCFadQll0XbficWhjXdoej66ro+wI1Dh4BYngAhbOqfzpJHgdWgZjj09LPWhcq0woa9ExuKqV/O44XBhrqUfHXsbun7bIcA1l3t2cD2y8SsbD2G29BqGUipWtQlWhOuZIZ88UzckHs9G4msw37XCSnXAzw1wqJvq7PtQ2io+NgETMAETmIsAQhWCVfos1rOtzZ+rPHpGy5/LzpB8eXZTntKult3S9cQeYyC1OfW2G0ZAfQWGsDzUqT1WIVgx8Vfn2eczcJ/SRfD7bPOvT9MbbZ+y/PEXv6k5dOtjJ8bZt1rqY489dkKwQrwiTCuxYl5b2qd9uXjoF7wORX9jwphOYolHf+B8FKTG9I8t8XVdTcAEmp1ozX2GTWIZ+6njHPcYNg3muwSr+AzLDcRyzzvyTh3xZFd+7vVQ3SuJr22fUJba8rEJmIAJmMBxE0Cs4sPruR9K9Gxr8+ciwxg+PjNzz+C5bLflq2d02/m5wmvZnas+XfkyT1O7U2+7YQTUV2A4xTVDHuS1eMGKm5c6jnxWrDA4Bkp6Q5kKEM1Dp42rY8g72s6t+hrzvuuhYhXp9zleB4yiioQnRKjUsQKLV/9Ig+O7VayuIr3SpWmO6VirDGjLVGCKNzL6g1Y3RLbHxMJ1MQETWAcBDea7BKt9NdG9LwpNOYGJMAlV8nOCVRy46PlN/NT1jcd4QPain+ZHPchTG+XNDZy4n/vendLzsQmYgAmUI4BYxYfaP/nJT+6+f8V3rKLTs02fJJGv8Bh3yn2eMXpu4eeeIVPa65OXnpV94k4Zp5bdKeswJC+1OwsOpnJtc/1D82dclM5VD83zkPTqK1NdM6sRrGLFqXy6iolGSoWjqToY/7lCnVZ+qv6nq79yg/F9DR87sW7E+B//6L2t28c+dPbEqqwuG3E1FQIVm+wgRkUHT1774ztWOAbz+kg7QhYfZCct+8fm0n7UdrFx8XiSc2yt7/qYwLoJaPB+iGBVgkD6DMUm91Puq1pNxnO/r1CWe+ZqgKPntvy0fn3j5YSy3DiDeqjs5K1tSYPJlIGPTcAETKAmgUuXLjXpFsujZ5vmLfIVHuNOuc89Xs8OfO7ttZ3mxKXLUctu6XrKnto9N75QnKF+nOvH/aH5pPEpI2ONpTj1FRhOUS7yIK/Fr7BKBaHcCiYGtupc+FN1sAidfHMDVAay0Tb7Q13suLoR43cJVj//yL29BSvEJV7pi3kjSqUfVWdQLUFLA2ytqIpptT+0nrXi09lpS1YA0DdYJZe7iDhHHPoY5y1K1Wox2zUBExhKQIP3pQtWQ+t1aHyeZdzPc/d8zvFsSLfUZk6wyj3rsZGOBzjOPUty8XJl5LmkZ5PKmctPdYy+nuNpfXxsAiZgAmshoGeb5h7yFT5XPbjfxvs0x7WdylS6HLXslq6n7KndefZO5Zjrq+/i/8G/+pO7efyh+VPG3Njh0HzHpldfgeEU5SIP8lq8YEVDqOPg5351VWUUb6oOFqGTd+6VBwaOsit/aCO3CVYPv+9c07b99I/1X2HVpzwMbFOxKpdOAlbuXM0w2oF+kBvIq13w6RuIoLl4Nctv2yZgAiZwCAEN3i1YHUJxmrQ8i+KWy5XxRdwYX+RWn/HMSlf/knfq4nNO+13x+OGGvNlydhlrxfKxn8uPtITn8kjL6GMTMAETGEpAz7Y42Wdf4UPz6xufe57upfi5RQt985oqnso0VX5986llt2/5po6nzw3xfJzKpYLVv776WgtWPeAyvuD6W7xgxSAu3jBynSddhcXxFC5duZW+jogNXcQqIwPLoS4KVmP3h9pM46crsPRgSOMtSbDi4UF/EHt8XuNMHZ3dAlVKxccmYALHRECDdwtWx9Sq/evCcy7dciusGLOwMU7i+cmWE5vic1X7pEtd+gwmbi4eYznZk5/7AVJCmVY6+/mdEvexCWyLgJ5tn3r7ueYjf+F884E3n28+866zswtW6WdhuG/VdtxbuceWdrXslq6n7Om5NmWbp4LVb1z55kkEK5V5Kb76Cv2U5/ehjjzIa/GCVXrDoNAMtDQwS8UqzucGQWOAIXKQX9wQpCgT9mOjKE5uFdY+22NFqphun41952/fvr37LhWvD8YtTQeTEt+vwo4YI0yxnzragpsJzDW4zQ3Q03Q+NgETMIFjI6BBvQWrY2vZZddHK6x4BjMmYss9r/sKVpooaEyFT56py8XL/VjJeJC4Kht+boyoMQdlZ8uJeGkZfGwCJjA/AT3bfvmBc83Ft55vLt13vmFf4XOVgPtAvA9xH6ntuH9RptKult3S9ZS9+HxR2KE+c3ZWVf3sT57dbVOtsDq0XFOnV1+hn+bGAkPt6TpcvGBFxdLl8PEGku7nVkENhRPjI5akNtqOWWLPoMfuMAJwjIw5zg0wD7Pi1CZgAiZwPAQ0eLdgdTxtuuWaSAhjsJobVzEmYGAcN0Sz1BFPr3doXJGbeMZBdlc88iN93HI/VFJulY19bWn5fGwCJtBNQM82C1Z33+rpJjb9Wd0fp895mTlasBrfLuorPEd57h3qyIO8ViFYMXBJRQwNKFJ/CjgRLit2+gpmFlUiudP7tKMGmdwMGETSsVOnOLRlbqCaxvexCZiACWydgAb1Fqy23hNc/zEE0hVWiF+5MR1hUaxiPydYxUG7xqmMeVKnwbji4DPmTB3jJ2zxIyp5a0vjMWYlz3RL4/nYBNZCQM82C1YWrEr1We61uidPZXOuFVaUNTeXnqrcQ/OJzz6eQ4c6PSNXIVhRWR7W6a9k6kz4CFpTgMmBZSDTJVp5BdBJagyYckJTvAHQlnq182RqH5mACZiACQwloEG9Bauh5BzfBOYjEIUwxrGpI0ziE75enczFi2MojX/TeBrc67z8sfEoP3bTLVeXWA/t58aCnNNnHCgvW+5zDjoX/Vy8tG4+Pi4CerZZsLJgVapnc49qu3eOLYMFq3HkuP/TFqsRrFRNft1C6IgPTx58JR5ibbZzD2SVdws+nYmLmzbRSrjcL44adGyBietoAiZgAiUJaFBvwaokddsygWURYCyssVb001IybpWoFP00HsJUHG9rPydYaYIXfcqQunhe+yXiUXbZk0/dUyfRUHXFz6226xuPtJEx+7n8YFAjHn0h9hX2c+3bt29NHU/Ptj6CVVoPjnPzwz7x1Efk0w9qO/oH5SntatktXU/ZU31hnbsWFG+Ib8FqCK27cblWaYfVCVZ3q+C90gToNLkLVx++16opLnTi2pmACZiACZQhoEH9r73nbPOff+/55vEfONf8Z28933zxx++Z/eO0ZWpoKyZgAsdCIBUMxooK8GDMmW65H5JT4QjBKScc9RWi+sbLCWU58SNOkrtEklrxNHFU2eSnfXLqeHq29RGsVKbo5+Yj8bz203gKl59rs7Tucx+r7ee2k+Zfy25ajlLHqi9tn/aLsWWYS7DiHjZVGcfWLaabmh11ox0sWEXK3j9BgIsAMSq+ipm7YecGBicy8oEJmIAJmMCsBDSo7/JnLYAzNwETMAETWB0Br7DKv5YqoUp+bv5TurElBmzFbul6yp44Ty1Y3fwn/37z13/ibHPxx881v/XcaxtErGNzU7OzYHVsPWRkfVgxdePGjeyvTHQ6XvHjJs0+8XIrrEaadjITMAETMIGJCHQJVTo3kSlnYwImYAImYAJFCOj51WeF1ZQF0kTZglW9b2dN2Z5D8mK+q3afavUS4lRuG1KuNcS1YLWGVlpJGbkQEaF0MeLn/ivNSqrjYpqACZjAKglcvXq16bP1WcWqQX2Xv0pILrQJmIAJmMBmCeiZZsGqnnAkEWIrnTCKlcyZp3A5sWqKFVaUdSpRbYp6qq+gLUxRLrWFXwmconUWloc+eEinYUsdr/ohWPHvkfWfWtI4PjYBEzABE5iXwJkzZ5o+W5+Hvgb1Xf68tXHuJmACJmACJjAtAT3TLFhZsJq2Z7XnJpEE0SU3j25P2X5mLsGqba7fXpJ5z1AeLYjpM3bdVxq1hQWrfaRWdB4hSv+lT52FYzsTMAETMIHlEeBBHDeJV/ohQedyHyROa6NBfZefpvGxCZiACZiACSyZgJ5pFqwsWJXqpxJJphSs5iq7BauJyUpAkT9x9kedHa+DqEPyEXRWR+WEKL4vxXnicrH1eY3kqMG5ciZgAiawIgISrLh/D3Ua1Hf5Q/N0fBMwARMwAROoSUDPNAtWFqxK9UPmz9IrmFMv2UkfWEoZKY/YjRnLpvWQeOgVVimZgscITOpovJ6HEMWWOjUWHYD/2KfX+dJ4PjYBEzABE1gvgUMEq/XW2iU3ARMwARMwgTwBC1Z3uUgMuBtSZq+W3TK1y1uR6ELd7foTUF+BnwWr/txmjUlD5P5rHuFaCYW4xAfNcyuiohBFw7YJVrwO4tVSszalMzcBEzCB6gQsWFVvAhfABEzABExgQQQsWN1tDIkBd0PK7NWyW6Z2eSsSrHILSfIp7obevn27+fxzz+22F154oenzWYe7qde9p75iwWqGdoyv3AGaje9BpS42gjoyK55ShxCFQCUBCp+0qaMDb6kTp/X3sQmYgAmYwF0CFqzusvCeCZiACZiACdQSrNI5HwsRajuVqXQ5atktXc9oT/P8oYLVZ555pnn9hQsntk8/9VTMetL9pS1qUV85GsEqt2KIMMQeNirMlhOO4nmJQleuXDnVASK0ro7XN158hU9loyx2JmACJmACJnAoAQtWhxJ0ehMwARMwgdoE9Czb5/eZQ0mw+tTbzzV/9wfPNb/4Q+eaz7zrXKPwueqazg05ru1UptLlqGW3dD2jvS7dIMaL+6ysQqx61wMPNDdv3txtn3322Z0f4025T9ssoW+qTuorRyNY5RTLWMmujhLj6ZtOOcEqClukYcsJYAhlXumkrmbfBEzABEygBgEN7vsM4muUzzZNwARMwARMYB+BS5cuNXHTsy2GsZ/7rEqat4SpNj+NP9VxnGsyJ+W4tlOZSpejlt3S9Yz20Clo95xeEePFfV4DRLBilVUpR9ssoW+qvuorRyNY5W5ScYWVB+xqevsmYAImYAJbIKBBvZ9/W2ht19EETMAEtkFAz7YxtW0TqhQ+Js8+afhnWFo8YcHq1f/81ofbscSRYJX7BnVbHVlVpdcBEa9KLIaxYNXWGiPD40XPvp0JmIAJmIAJmMBdAhrUtwlWhF+9evVuAu+ZgAmYgAmYwMIJ6Nk2ppgSptr8MXn2SSPBQvPXGzdu9Ek2axytXpnVSCbzWnYzRSkWFNt/iNH4DSteDUyFKxbnEOcTTzxxKlsELuJz7tatW6fO5wLIj20pTn2F66ZtLDukrORBXmeGJDokri54+Yfk5bQmYAImYAImcGwENKjPPeSffvpyc+bMn9htx1Zv18cETMAETOB4CejZNqaGbUKVwsfk2SdNFCymmnz3sdsVR2JAV5w5ztWyO0dd+uYZ279vGsVDbOJD61ptFT+6rm9c4UfHfxNE4ELMIn2J1VnR/lT76itTXTMWrKZqGedjAiZgAiZgAhMQ0KA+J1gRxi+8iFZ2JmACJmACJrAWAnq2jSmvhKk2f0yefdJogYX8JaxikRjQp/xTxqlld8o6DM2Lb2Or7YemVXyEJ4lWEqDoR/rWleIRRrzr168raLW++ooFq9U2oQtuAiZgAiZgAu0ENKjPCVakItyCVTs/nzEBEzABE1geAT3bxpSsTahS+Jg8+6SRWCG/T5q540gMmNtOmn8tu2k5Sh6rzrT/IWKlBKuYRypYIVRpdRXx2e/7SiD/TC73j+dKsoq2Ire2sWyMv2+fPGgDvxK4j9SRnWfJIReKtngBHVlVXR0TMAETWBUBHsxs+iUuLTznLFilVHxsAiZgAiawZAKHCFY16qVJssQq/iP9EpzEgNJlqWW3dD2jPdWZPkB/6OMQnj708MPNZ599tmG+rdcCCYsuFax0jM+8nHRpmpg+7iNY8friUtwYbl1l17VowaqL0hGdYwL0scceu7M0UYovKq6dCZiACZjA8glYsFp+G7mEJmACJmACJwmsTbBCBJBYhb8UQUBiwEm68x/Vsjt/zdotqM5DBKv4wXXNsxGebt++fcKQBCoFchw/wq5XCXW+y2dcuJT+STnHcNtXP9pglYIV4gs3E6Cwsd/2i3QXhDHn+IZItLuWFUq6OLhw+LebbCjAhNuZgAmYgAksn4AFq+W3kUtoAiZgAiZwksDaBKs46WayvJRXrlSuk3TnP6pld/6atVuIoiVjr74OXQDBiS0VqpSH5uQ61iuB0jI433dByUsvvbSY/kl91FeGCH3ikPNhv0rBKoKgAnHjhqLGzlX6kLBr1641b7v//hP2ZBtlc+nCFcotaq8FqkN6gdOagAmYQD0CFqzqsbdlEzABEzCBcQTaBCvmbMzd7rvvvoY4Tz/99DgDE6diXqc5Hj5zwCU4zYFLl6WW3dL1jPYklND+QwSrmEfbfipYcR3wFhQbi0kQq9Y6X1dfmYqb2mE1K6xozIsXL564gcSbifaJM7Vodfny5b12EbNQOZfqtEyRi6Hvh9yWWheXywRMwAS2SIAfRq5evbrFqrvOJmACJmACKyXQJljxTEOkYv706g8yZ3b/Dbd2NdMFClMLFmPrJzFgbPqx6WrZHVveKdJJKEFfoP5TOubhqSCFdsFKK8L5/tVanfrKZgUrFHiJUvv8J598crJ2RlXfZ0/nEcvGuD/+4jc1h2777LIsEcVW79Sy4ionXPGqIBcLF00U/kh/DBfSPk4+bwImYAImYAImYAImYAImMA2BNsEqzZ14tVczIZ5pXic/LWetY4kBpe3Xslu6ntHenIJVtHPoPnP1JS2YUV/h2plC6FU7rGKFFQq8bhryUb9Z+YSQlSrhU0GiE+Xyll3+a4TKI593Xoe6KFZJUML/p3//W1u3//FT33ZC5OpjE9FJrwbKDiuvcHR4BC2+caX/aqAPwJGO+Bzrw+1rVn/7sHIcEzABEzABEzABEzABEzCBwwhcunSpYetyTEwRrGpPvuO3i5jbjV2M0FXXseckBoxNPzZdLbtjyztFuihcUv+lOq4bf3R9wtaRoCN/SNa6UJQWESne0BBbUvEIIetQxwfWZVN+ajd9TXFMp2kTrD7+0Xubtu3nHrl3sGAlHgiAEqUQohCkcHHFFYIU54iLi6utJGrtTviPCZiACZiACZiACZiACZiACYwgwBzjwQcfXMTHo3lLR3M+/CnmkyOQZJNoPpw9OWNgLbszVqlX1uoHFqx64dpFUl+B3eZWWKU3j9xy0VQRHyMcpc0RoQOelVWpiwqsOnYaZ99xm2D1sz95tmnbHvvQ2dGClcqD8IQoFYUqnePVwChYKZy4hPN6oJ0JmIAJmIAJ/P/svX3QbllZ3sk/Vlk6Rohj7D5fKBhw/MoEbJtRBLRHREA4baAVVJjBPrEZ42CMMmCIMjPlkRhNUmVrmMxkUgccMakgpqZMVUtX/ogNJFZ1DkyVH804RY3NWHbFxkLNMdDH3lO/53C9537XWft59uda63mea1Xtd+2PtdZ939e699rrvp6192sEjIARMAJGwAhMQQCy6t57791sU+ovXSd9s4bFC60kxaWl9aklt7SdqTzF9Ut+aiiVMffYK6zmIpjUV6crTy5vPUz/W0PutTs6TG2Tr0FY5Vh2Btool/2xqY+w2vZK4C//zBeOIqwgoLSSCv3QW9+0yhFWvP4HoaUkogqyitcCnYyAETACRsAIGAEjYASMgBEwAlMQEFnFfwmEGCKW05sdU9qbWyf3Zs3cNpesX4s4qiV3SeymtKX4fglOYYr8IXW4h+LbX0PqrFlGvgJ2R7fCCqJITkOec5x0FdYSbGj6wXVeO8QxYkrLTHnXORJWU/ejTrl9raYih4wSWZUjn1g9la68wm5IKz7ITl3+7aaTETACRsAIGAEjYASMgBEwAkZgLAL811t9kF15zf+Em/5X+CViybGYbCsvMmBbmTWu1ZK7hi1j2hT3kOMdxrRzTGXlK0dJWKWv+wECgwosPFtKaHE9twprrMPQtpxVOU4LkwmBk5JV0musnBLl+bi6SCrIKDbOpQScvl217aPqkFXUdzICRsAIGAEjYASMgBEwAkbACOwzAsRDivWULxFLLomJyIAl2xzSVi25Q3Rbs4y+U23CajjK8hXuoaNbYQVM6UfVNZjkct4/TomY4VCfLomT5mT0nau5lPW05uOP+sgqsIx48sF2yC8nI2AEjIARMAJGwAgYASNgBIzAPiMQA21ivCVjyaVwkY5LtTe0nVpyh+q3VjlxAHAQLSf8tZUkX0GnoySsMLqPJErPL/mBPAio9AN8qTwd00n7mvi+FaumIKJ4ZVAbJJZWVHGOVwgpt20F1r5iYL2NgBEwAkbACBgBI2AEjIAROB4E+FE+XRiR+0dbtRERGVBaj1pyS9uZyhNhRZzfcmpJP/kKOh0lYYWjQERtI4+4tsbyTV4BTAcykVTK95msAluIOb5PlW76ILu+X8X1+PH2lm9g62YEjIARMAJGwAgYASNgBIyAEehDIAbZiutafGNGevbZsdb5WnLXsmdouyashiJ1s5x85agJK+CABQcMvVcKIOzzHas1Bxfk8s2q6LyQWPqW1s2u8p4RMAJGwAgYASNgBIyAETACRsAItIxA7k2aFldXgaHIgNJ41pJb2s5UHn4gAjO91tIx/dNKkq8cPWHVSodYDyNgBIyAETACRsAIGAEjYASMgBHYTwTiQgSRE2sugJiDksiAOW1MqVtL7hRdl6wju/GL+C3nJWUcWlsRs6N9JfDQOtX2GAEjYASMgBEwAkbACBgBI2AEjEBZBHL/ZZ6Au9UkMqC0frXklrYzlSe7l1otlLZ/iMdLY6ZvmD+lFFhirZWXkms5RsAIGAEjYASMgBEwAkbACBgBI2AEQIBvHismVc4nZlpeSSMyoHQP1pJb2s5UnuzGP5ZYLZS2v9QxeraSlsbMhFUrPWs9jIARMAJGwAgYASNgBIyAETACRmB1BHIrq/jHXfyTrZaTyIDSOtaSW9rOVB7frnTuggMAACAASURBVBaZ2TJhhY6tEK3ylaVIPhNWqVf62AgYASNgBIyAETACRsAIGAEjYAQODgEIqfhPu0RGkK/xX+aXBlBkwNLt7mqvltxdeq19XWTJUuTLWvq2pJ98ZSmd1Ad+JXAt73G7RsAIGAEjYASMgBEwAkbACBgBI1ANAYLe+B/fCKbjtg9kFeCJDCgNZC25pe1M5YkswVfAoNW0FDm0hH3ylaV0Uh9UI6xQwJsxsA/YB+wD9gH7gH3APmAfsA/YB+wD9oGlfIDAGZLq7osXT5FTkajiNcB9IasgE0QGLEEsjGmjltwxOq5RFl+Uv4CB024E5CsHQ1jJAZyfZvmNh/GwD9gH7AP2AfuAfcA+YB+wD9gH7APr+ACvBrb+zaqUHhAZkJ5f+7iW3LXt2tW+CatdCN16Xb7CuAV+c5P6oNoKKw/A6wzAxtW42gfsA/YB+4B9wD5gH7AP2AfsA/aB0z7Aqio+pr2PSWRAad1ryS1tZ06e7h8wcNqNgHwF3ExYJe8ey5mcnx6UjYfxsA/YB+wD9gH7gH3APmAfsA/YB47ZB9785jfv1et/OWpAZEDu2prnasld06ahbeue4fXSVhO+vQQ5tIR98hVwW0Kn4iusANObMbAP2AfsA/YB+4B9wD5gH7AP2AfsA/aBtXwAgoHg+erVq921a9eWiMWrtyEyoLQiteSWtjMnT4QVftpqQrclyKEl7JOv7C1htQQIbsMIGAEjYASMgBEwAkbACBgBI2AEjMAxISAyoLTNteSWtjMnz4RVDpX+c/IVE1b9GPmKETACRsAIGAEjYASMgBEwAkbACBiBg0JAZEBpo2rJLW1nTh4f54d8aXmFFf88oJVVhPIVE1Y5b/I5I2AEjIARMAJGwAgYASNgBIyAETACB4iAyIDSptWSW9rOnDyIKsgXiCun3QjIV0xY7cbKJYyAETACRsAIGAEjYASMgBEwAkbACBwEAiIDShtTS25pO3PyRFhBwDjtRkC+YsJqN1YuYQSMgBEwAkbACBgBI2AEjIARMAJG4CAQEBlQ2phackvbmZO3D4TVBx56qJn/gClfMWGV8yafMwJGwAgYASNgBIyAETACRsAIGAEjcIAIiAwobVotuaXtzMnjv01CvrS8wor+YWshyVdMWLXQG9bBCBgBI2AEjIARMAJGwAgYASNgBIxAAQREBhQQdUpELbmnlKh0INtNWA3rgIjXI488MqzSllK0AfZP2VLGl4yAETACRsAIGAEjYASMgBEwAkbACBiBigiIDCitQi25pe3MyZPtS60YysmYe86vBM5F0PWNgBEwAkbACBgBI2AEjIAROGgE+Nfq/Bo+5N+rP/7445uy5FMScpb49X6KbNeZj8CY/htTdr5mbbcg8qS0lrXklrYzJ0+2t0xY5fSudW5pvLj/vcKqVm9arhEwAkbACBgBI2AEjIAROBAE9HHiIUSSghryKYkAhs1pPxEY039jyu4nGsO11n0zvMYyJWvJXUb7ea3IdvxwyNg2T9r+114aLxNW++8TtsAIGAEjYASMgBEwAkbACFRHwIRV9S7YGwXGkFBjyu4NABMVFRkwsfrkarXkTlZ4wYoiTFomrFipOnW16oJQbZqSryyFl/D3N6yW7im3ZwSMgBEwAkbACBgBI2AEjgiBMYTVXFhMYsxFcH/qu69v9pXIgJtnyuzVklvGuu1SRJjghw888MD2wpWu0j/8N8MWknzFhFULvWEdjIARMAJGwAgYASNgBIyAEdggEAkrfu0nuGMj4EsT1zmfWxWgugQ+fBeLb2JRln2lSGJwnrLIimVUdlse22WfNq5evZqtwnU29KEMHzpO9Zcu6MP1vu95UY82KEdOu7kkWWovVw6Z0iu2kcMtlqVODrOIP9dTG6OM3D7lsV225foE2TlbaA88kKvrsa9TecJQstLrh3aMneBROtWSW9rOnDz8UD4IDi0m9GL8bSHJV8BM9/AcvYS/V1jNQdF1jYARMAJGwAgYASNgBIzAkSMgwkq5gjzyS5cunSJvFNTEABCChXKxHvtqLwZkKsOqAu0rv3z58uCeoA4yqaP6yiFdYtL5KPN5d965KYLu0lPlyLmetsNxLKN9dKAdJcpRX9eVIyeWk9w0OFSgF3FT2dRekUpXrly5RR5yYz9Jv1zeV5/zMcmWeC6HS8Q6lkXfuy9evEVX+lK2xPKHsq/7prQ9teSWtjMnT/fRmPsg186a57h34n2+pqxdbctXwCsdk3bVzV0X/iascuj4nBEwAkbACBgBI2AEjIARMAKDEBAZQqDCPqtkIBxEukQiSUENuZLqU57zbKqrNlWWY205WbFd1cnlakPtK/DT+Rhw6Rw5xAhysY8kog19OUc7kVBROxBNagcdtZpIdkZiR+U4p3KSI7nIFm6SITsV6HFdSWVpG/04pk1SJJtkQyxPf25Lkqf+4zj2ITYoyTYdqy7nkYmsiB/nlVjBJbwoQ9koh3OR0FO9Q8ixM2JRyqZackvZt01Oes9uK1vrGjq2QtTKV/BT7uu5SWODCau5SLq+ETACRsAIGAEjYASMgBE4YgREbkCARMIAQoHgBZJBSUENOUmra1KygXZEXNC+Eu2xRRKMaxAtnI9lVSeXqx3poTLSWWQO51U2bRsiRtfS1+ekj/RU8JW2gf3gI8JK5bA9Js5TTu1xjbaQz7WY1EaUpbIpzugtG9AlJmER+y9e1776VDbE88iLGEuWyqiPkRVTJNF0Xpim2ERfSdtR3X3PhXFpO2rJLW1nnzz5K77ntB0B+UpuTNpeM39V45gJqzw+PmsEjIARMAJGwAgYASNgBIzAAAREhkRigmr88q+AT80oqFFZCBjK5IgGESaReFF7KUkj8iiWlcxcrnYiwaZyupYep4SOSJWczNT2SAwR/KJvTjbnJB9skJkrh27CPcVCgV7US2VTUon2kZcjpaIuqQxhQ642aIf244qqWI592cZ+xCQtF2XrWh+5xfVtfaH6+5zrviltQy25pe3skyd/jfdSX9ljPy9fAbNt48VQnDSOmbAaipjLGQEjYASMgBEwAkbACBgBI3ALAiJDckGKAj5VUlBDTtpWVwFLDBbVXrqiKS2rcrkcuZxPV+pIR+mkV23URmqfyul6X652tUIolhMppTLkIl9iOVZ8pYSZ5Kd6pVjQpsqmxKD6I8rK7acyor6QS2o/1sW2tJ6uUz+nZ2wXEo3ySqq7LUePQ0zqp9K21ZJb2s4+efK1Vv2Ke6gV3eQrYJbe9334bjuv8cGE1TaUfM0IGAEjYASMgBEwAkbACBiBrQiIrMgFKQr41ICCGnLStroKWGJAlrandtOyKpfLqcP52K7ayemkNlL7pDvEF/t9W2yb1UcQV1otpLbTV46QlSsXdZb8VK8Ui5xN0kn9scsGkXeql8sh1CCpRDTJNvU1dXSO/ZyesV1IOsorqW4fzpxPV5Cp7r7n6qfSdtSSW9rOPnm6T+N911e2xnnuoVZ0k69wn6Zj0hRsND6YsJqCnusYASNgBIyAETACRsAIGAEjsEGAgKkvSBHJIKgU1JCTIDgok6784dq2VwLVnnIFN0ODt1QvtUOua1rFpeM0CNOKKdkS22A/JXloT23qutpAhq7lysVVV2q3D/fc65F9ZXMYRzskK57L7VMuvrqIDurb+LqhsJT9HMfrse1YlvMiwtJ+4BqyhV9s41D2dd+UtqeW3NJ29snTfRO/addXtsZ57oWhY97a+slXuG9z9+hY+bRBWyasxiLn8kbACBgBI2AEjIARMAJGwAicIKCgLhekpKSDghpykr5/xEqGSHiwn1vdkLYnJRTcDA3e1E76vaWoj9pW2dS+WDbqTj3ZKTJGxFROP7UP6aN6uXIpYSPc0SMmEUWxDZVNbUCm5KeEj4gvrm8jrtS2+lS6xLZ1TrJ0nNqk81G2zsku8jRJh9y1tOw+HssvSuteS25pO/vkya/w2xYT92yO7K+hq3wFrNJxZoo+GtNNWE1Bz3WMgBEwAkbACBgBI2AEjIAR2CCgoC4XpKQEhYIaciURU5AXrCSC3BGRQX3aV0rb03kFN7GsruVytUOOPOqLVOJcJLJUNrUPkkp6YgOBIySNVi1RT6+oST+doxybZFKftKsc8pRUl3OQVtQVqYOciMW2PtI12kFf9KI92RbbkeyYq08pj+0E0eCndiOJJCxVX6Qf52M/SDbnlSI2tE1ddI02U+YQkzAubVstuaXt7JMnH45+2Ff22M/LV8BqiftQ97sJq2P3LNtvBIyAETACRsAIGAEjYARmIKCgLhekELzEYE9BDbkSpINIK5Un1zeMthEeakPBDboMSZKTkwsREpPK5uxD90iuqCw5usSVVyKYYhn2qU87SvH1v1iWclEHiKGc/iJwIhbb+ggdhXWUxz7now3SMeZcV/u5+nHllq7H+pHg0/WIaSwbCS6VVZ72W6y37/u6b0rbUUtuaTv75OlewsectiMgXwGrOE5tr9V/VWO6Cat+jHzFCBgBI2AEjIARMAJGwAgYgR0IQBQQrERiQlU4z6ZEEMJxLqDRNdqjLcoR/MT67MdjtavyQ0kLkRyQLRAmkElaHaQ2lUtmzj7KxDYgbiCc4gottUMuG1VOtsYy7ENgIXdXOWTTBvqzyX7qap/22Odcnw0qg+7IjG2luvUdY7PqI4tj9IuJ82xpQi/wRzbXqbetLNcgE1R+m12prH08xt4apEktua30keyvgf1QDNCxhRSxyo3vY3WkDXA3YTUWOZc3AkbACBgBI2AEjIARMAJGYBEECHJYJZQLurTqByJj6STCaul23Z4RWAMBkQFrtL2tzVpyt+lU8prsZ7xYgoRZQ/dWyLSlsTJhtYa3uE0jYASMgBEwAkbACBgBI2AEBiOgoISgC2KKlUWc06s4vBq2xuoZE1aDu8gFG0BAZEBpVWrJLW1nnzzZb8KqD6Gb55fGSs8Gr7C6ibH3jIARMAJGwAgYASNgBIyAESiMAK+fiUCKefptpyXVkpwl23RbRmAtBEQGrNV+X7u15PbpU/q87DdhtRv5pbEyYbUbc5cwAkbACBgBI2AEjIARMAJGoAACBCcEPHyTiNVVfd+TWkoVZLE5GYF9QEBkQGlda8ktbWefPJEmLRNWfbqXPi9fWQorYe8VVqV70vKMgBEwAkbACBgBI2AEjIARMAJGwAgMREBkwMDiixWrJXcxA2Y2JNIEEmaNb+nNVK+p6vIVE1ZNdYuVMQJGwAgYASNgBIyAETACRsAIGAEjsB4CIgPWk5BvuZbcvDblz0bCCiyc+hGQr5iw6sfIV4yAETACRsAIGAEjYASMgBEwAkbACBwUAiIDShtVS25pO/vk7QNhxbf+0LN2kq+YsKrdE5ZvBIyAETACRsAIGAEjYASMgBEwAkagEAIiAwqJOxFTS+6JApV3rl27dvIPIcCixcR3/0xYtdgz1skIGAEjYASMgBEwAkbACBgBI2AEjMCBI1CLOKolt6XuZMUQG//NtMVkwqrFXrFORsAIGAEjYASMgBEwAkbACBgBI2AEjgCBWsRRLbktdakIK4ihFtOjjz7asRKsdpKv+JXA2j1h+UbACBgBI2AEjIARMAJGwAgYASNgBAohIDKgkLgTMbXknijQwE7rhFUDEG1UkK+YsGqlR6yHETACRsAIGAEjYASMgBEwAkbACBiBlREQGbCymFuaryX3FkUqnrj74sXNK4GtrrCqCM0p0fIVE1anYPGBETACRsAIGAEjYASMgBEwAkbACBiBw0VAZEBpC2vJLW3nNnkQVZAwly5d2las2rUrV650vBZYO8lXTFjV7gnLNwJGwAgYASNgBIyAETACRsAIGAEjUAgBkQGFxJ2IqSX3RIEGdkRYQcS0mNCPfqqd5CsmrGr3hOUbASNgBIyAETACRsAIGAEjYASMgBEohIDIgELiTsTUknuiQAM7JqyGdYJ8xYTVMLxcyggYASNgBIyAETACRsAIGAEjYASMwN4jIDKgtCG15Ja2c5u8y5cvb14JbHWF1Qceeqhjq53kKyasaveE5RsBI2AEjIARMAJGwAgYASNgBIyAESiEgMiAQuJOxNSSe6JAAzvCoFXCqgGINipEnB555JHZatEGmD9ldktuwAgYASNgBIyAETACRsAIGAEjYASMgBFYBQGRAas0vqXRWnK3qFT8kjBYauVQcQMKCVwaJxNWhTrOYoyAETACRsAIGAEjYASMgBEwAkbACExFQGTA1PpT69WSO1XfNeoJg1YJq8cff7xjq52WxsmEVe0etXwjYASMgBEwAkbACBgBI2AEjIARMAI7EBAZsKPY4pdryV3ckBkNCoNWCSv0Y6udlsbJhFXtHrV8I2AEjIARMAJGwAgYASNgBIyAETACOxAQGbCj2OKXa8ld3JAZDYo4MWG1HUT5ylI4CXd/w2o77r5qBIyAETACRsAIGAEjYASMgBEwAkagGgIiA0orUEtuaTu3yRNxAhHzwAMPbCta5Rp9xH8yrJ3kKyasaveE5RsBI2AEjIARMAJGwAgYASNgBIyAESiEgMiAQuJOxNSSe6JAAzuRsAKP1hLfr3r00UerqyVfMWFVvSusgBEwAkbACBgBI2AEjIARMAJGwAgYgTIIiAwoI+2mlFpyb2pQf691wqo+Qjc0kK+YsGqlR6yHETACRsAIGAEjYASMgBEwAkbACBiBlREQGbCymFuaryX3FkUqnrh27VoHCcMGHk55BOQrJqzy+PisETACRsAIGAEjYASMgBEwAkbACBiBg0NAZEBpw2rJLW3nLnkirO6///5dRYtfZwXYm9/85uJyU4HyFRNWKTI+NgJGwAgYASNgBIyAETACRsAIGAEjcKAIiAwobV4tuaXt3CVPhFULxFCqqwmrFBEfGwEjYASMgBEwAkbACBgBI2AEjIARMAJFEKhFHNWSWwTUEUJMWO0GS77iFVa7sXIJI2AEjIARMAJGwAgYASNgBIyAETACB4GAyIDSxtSSW9rOXfLuvnhx8w2rFldY8V8CP/DQQ7tMWP26fMWE1epQW4ARMAJGwAgYASNgBIyAETACRsAIGIE2EBAZUFqbWnJL27lLHkQVREyLhNUu3Utdl6+YsCqFuOUYASNgBIyAETACRsAIGAEjYASMgBGojIDIgNJq1JJb2s5d8kRYQcY45RGQr5iwyuPjs0bACBgBI2AEjIARMAJGwAgYASNgBA4OAZEBpQ2rJbe0nbvktU5Y0U+1k3zFhFXtnrB8I2AEjIARMAJGwAgYASNgBIyAETAChRAQGVBI3ImYWnJPFGhk5/Lly5tXAltdYdWCXvIVE1aNOK3VMAJGwAgYASNgBIyAETACRqA7CeRaCJrcH3URIGhlG5L4UDRl+Wi003YERAZsL7X81Vpyl7dkXovCodUxrgW9IkaPPPLIPMC7rqMN7HrK7JbcgBEwAkbACBgBI2AEjIARMAJHiwBBhbajBcGGbxAY4wd6zWqJ4PbQ4RcZUNrOWnJL27lLnnDAvx999NFdxYtfR6/aKWK0xD1twqp2j1q+ETACRsAIGAEjYASMgBE4AAREUrQQNB0AnHttAiQU25BkwmoISjfKiAwYXmOZkrXkLqP9cq0IB8a4JciY5TRrp6WlMTJh1U7fWhMjYASMgBEwAkbACBgBI7C3CJiw2tuuq6q4Cavh8IsMGF5jmZK15C6j/XKtCAcTVv2YLo2RCat+rH3FCBgBI2AEjIARMAJGwAgYgYEI9BFWBBz333//ZsUN5AQfLo6rE/h2EUEO3zKKSee5lqYHHnhg0HeP9H2ka9eubcpLPufTbyapLK/6SF/kUJcU26AdtlRn6cl57FQ5bMi9QgQOu8pJr1RfZNFuxIf2OBZ2yL9y5copW2lPepFTXjZK/76ccrE+uufqc44tTVevXt3oI73AhP0cAYAN6gfKpH6Ttn0Mx2AKVqVTLbml7dwlj/tL41wcw3bVO6br8pXcPT0FB2Hub1hNQc91jIARMAJGwAgYASNgBIyAEdggoEAuBtQxeInX2YeMIEFM6FqEEmJE52NwqPLPu/POWDy7LzLk0qVLJ22pTc5FokZlaVdlyCkDsZKeV5m0HQgiXUtzCBslyLD0uo5jOekVMVAbKq9j4a06uk5d7MjhQJm7L148RWqpvTSHNFKbMQcb+kVJ13RMnsOFesimfLQv9r3aUk47x5rUv6XtryW3tJ275OGj8kPu39ZSeh/V0E++spQuwtyEVY3etEwjYASMgBEwAkbACBgBI3AgCCiQIycp0OAYcgrSR6tmVBZigiQiJRI11FG5SFKIzBDhtWmg508kbgikIG3QS/IgYJRiWeQhR/qJVKEeOtIO7el81E86yxZs5jrnqa8kAkwyaFPlaFdJeqF3miRL52OwiG20zTmS8EQu55FHLhuQsy3Rf8ijPvskbJN+sT9SvZCjuuqHKJtrso82VR8bcn6jstv0PcRr6t/SttWSW9rOXfLwO/mm7qtddUpe516sfW/IV+I9PQcDYW7Cag6KrmsEjIARMAJGwAgYASNgBI4cAQVy5CStxolEhiBSUCMCR0RNJH4gUkSmqFxsV4SQ2szlIlPS4BKyRvqqnspGEotryFFZyJSYdA0ShxRJnVhWZFTUI9cm5cArlpNeuUBUbUgn4RoJL65FeyGKYooEkYioeF37shV9aE8Jvei32G6qF/3HuViG+lG27JMvpDZQXqRb2kfS5dBz9W9pO2vJLW3nLnkiT/DleI/uqlfqOvem7qNSMlM58hUwWkIXYW7CKkXax0bACBgBI2AEjIARMAJGwAgMRkAkBTlJK4hyQUskKigrokckhY4hKERaiSSRHOppP5dzXWRPJI84T9I16afjNBBVAIYelE03yVY7spvzECu8OpSTL7t2lZNeav8z6m8yydY56UqdmKirshBPqQ3SZdtrTrHPsJG+gYBSv0R5kqVzOs6VFZkl+2Qv2KV66jVKEYRq/1hy9W9pe2vJLW3nLnn4r3wZTFpLjJu5e6yknvIVcNI9PUc+bdCWCas5KLquETACRsAIGAEjYASMgBE4cgQUyJGTdNwXQOm6YBPRAzEiYgJCRKtqIFq0ykcrbNRGLqddkR+SEXNdE0mj4zTIigFYTo7OqR5BowggXSOnfa4psS+yJpbjXCzXpxftqJ7alK5pMK2gT+X78rSe2lUO/uqn2Ab9EftZ11QvPdZ58tQ+HatOXx7bOJZ99W9pe2vJLW3nEHnyR8Ylp1sRkK+Ak8bEW0sNP6Oxy4TVcMxc0ggYASNgBIyAETACRsAIGIEEAQVy5CQdR/IlVtF1nRMxBYEEAcJ1yCtIK/Z5VUxl9GqZ2sjltCvyQzJirmtDCStkEzz1bZGwQQ7lCN4iKQXZk5YDn7ScbI820F5MtCO7dV7BInlM1KUsuvTpz/ncSrDYjvYhruiPSMyxr5TqlR6rHLn6QfbpmH7Zpmts41j21b+l7a0lt7SdQ+TJl/FTp1sRkK+Ak+7pW0sNP0MbtGXCajhmLmkEjIARMAJGwAgYASNgBIxAgoACOXKSiBqRS7G4VkrFV7t0TmSVCBC9ikZ7IkhS0ie2HfdFfuRIM7WloEpldax2IE6wCflpQg8CNGxkX6vDsCUm5GtlEmVVLsWG8yqXEmlpmwrkhDfyFCySx6SyEe94HVlsyO9LItZSfNRv6CGc2Y96ySZdjzL6+kH2x7LSIcUiljnkffVvaRtryS1t5xB58u0WCStI5PT+HGLTkmXkK+C0hC4au0xYLdlLbssIGAEjYASMgBEwAkbACBwZAgrkRFQocIGQiEQI+yKz4ms1ccUQbcRrIjU4PyZQFAmVvrIGGUJbtKuksmmQhb6UZUsJJn0gHEIG/blOOR2rbXLZANkSSZ6ITSwnWSLwyGOSvshTEubkaZJ8dI4p6pLaHsvJ1ogZ1yM+skV4qb5WxvX1A+UlO2Ko9tSO/GaMD6juIeTq39K21JJb2s4h8nQfteiD6JS794fYtVQZ+Uq8p+e0bcJqDnquawSMgBEwAkbACBgBI2AEjMAGAZEU5CQIHK2s4RykhYgLjiEfKBOTyBmux1U0Iks4n1t5E9uI+5HUQRfaUcDJcVzxo7IiTmI7UT71CcqirgoSo82Uw16uiWhBplLUI1dO2ERCCR3RRe2BB5uSgkXpo/PksR1hEW2g7W0pElPojh4Rz1g/1QtbpLNky36VjbirLNdkcywfy27T+dCuqX9L21VLbmk7h8jDH/FLfLS1xP2cu/dL6ilfAaMl7lPaoC2vsCrZi5ZlBIyAETACRsAIGAEjYAQODAGCCm0yDZJDAZ6ukRNYiZBRWXKtfKJMvB7JlnTVTayf7kt2JGZom2AzEmLUU9m+ICsGYrIF8iUNECHBIrmissiMNlEuEjOxXGpjTjZkkXSW3SqX6qTrrF5CZ8lSDmEWdVP5NAezIfXVbqyf8wXsFwYRd3SRbWqLHFzTfosyDn1f/VvazlpyS9s5RF70yyHlS5bh/tbKzJJyoyz5CvdrvKdjmTH7JqzGoOWyRsAIGAEjYASMgBEwAkbACIxGAHKGwGOJAGaMcAWXyIUEIU/JoDHtqQ3Zso3kiTYvUQ49JXeODbGdqXhID/KxKWK4qy52zpG1q/19uy4yoLTeteSWtnOIPI0pEDJOtyIgXzFhdSs2PmMEjIARMAJGwAgYASNgBIyAEThBQMHlFGLlpBHvGIFGEBAZUFqdWnJL2zlEXlytOaT8sZWRr5iwOraet71GwAgYASNgBIyAETACRsAIjELAhNUouFy4cQREBpRWs5bc0nYOkScsWlxhxYrEuasvh2CwrUzEZ4kfCmgDrP0Nq22o+5oRMAJGwAgYASNgBIyAETACe4eACau96zIrvAUBkQFbiqxyqZbcVYyZ2aiwWGoF0Ux1TlVHN7aaaWl8TFjV7E3LNgJGwAgYASNgBIyAETACRsAIGAEjMAABkQEDii5apJbcRY1YqDFh0SphxT9QeQoK4wAAIABJREFUqJmWxseEVc3etGwjYASMgBEwAkbACBgBI2AEjIARMAIDEBAZMKDookVqyV3UiIUaExatElasKq2ZlsbHhFXN3rRsI2AEjIARMAJGwAgYASNgBIyAETACAxAQGTCg6KJFasld1IiFGhOB0iJhxfertv1H0oUg2NqMfGUpfIS3v2G1FXZfNAJGwAgYASNgBIyAETACRsAIGAEjUA8BkQGlNaglt7SdQ+SJQIGQeeCBB4ZUOaoy8hUTVkfV7TbWCBgBI2AEjIARMAJGwAgYASNgBI4ZAZEBpTGoJbe0nUPkRcIKXJxOIyBf2UvCSv+lA+W9GQP7gH3APmAfsA/YB+wD9gH7gH3APmAfWNIHnnfnnR1x5+XLlzf/MQ2C4VCSyIDS9tSSW9rOIfJaJqzQzd+wGtKLPWVMWPlhtOTDyG3Zn+wD9gH7gH3APmAfsA/YB+wD9oFdPgCJxX9P23fyqhZxVEtuD61Q9TTfiJK/gUtLyYTVzN4wYeWHiW5u5/YF+4B9wD5gH7AP2AfsA/YB+4B9oLQPEJM++uijMyPbOtVrEUe15NZBebdU+SwkaEvJhNXM3jBh5QeSbm7n9gX7gH3APmAfsA/YB+wD9gH7gH2glg+0tjpmSKhdiziqJXcIJjXKyGfhN1pK/JfA2n4tXwGjJVY00gZtFfkvgSlhtYQBLTmIdTECRsAIGAEjYASMgBEwAkbACBiBeggQY7LxH9z4jhWvA4pgSHOu84rXviSRAaX1rSW3tJ1D5cmPWiOshuq/Zjn5ChgtwffQBm2ZsFqz19y2EaiEAA/gH33rWzvYdhLHH/3oR0+0ef/739+xORkBI2AEjIARMAJGwAgYgUNF4AMPPdTdffFilri6dOnS3pBWIgNK91MtuaXtHCpPvmTC6lbE5CsmrG7FxmeMQPfhD3+4+4577um+5MKFzfaiF7yg+0c///NHi8yvvO99J/aDDXiAjRJEFscitHTeuREwAkbACBgBI2AESiLAXIR5y999xzs2cxd+UNunlS8lsbKs6Qiw6kqrY2K+L8SDyIDpCEyrWUvuNG3Xr6U3xyA7W0v0Vc0kXzFhVbMXLLtJBCBkRFT9d298Y8fGMROfY00QVB//+Mc35rOyii0SVlwAH6+yOlYPsd1GwAgYASNgBOojEH9U01yOHALLyQgsjQAfXM+9JnjlypWlRS3ensiAxRve0WAtuTvUqnZZhBWkTGuptk7yFRNWrXmG9amOAK++pZMbfpk71tVDWj2VdkxKWEFWgV0rCVKNCSo6/cK739198IMfbEU162EEFkEAEhk/P9axaREQ3YgRMAIHhYBWx7MqnjESAkv7B2WojWkGgT7Saolv7qxppMiANWXk2q4lN6dLC+dMWPX3gnzFhFU/Rr5ypAjkCKsjhWJjNgExE8A0pYQV5VohrCCn0C/dmLg6GYF9RwD/1mu58vHcPbrvdlp/I2AEjMBYBDQmmsgfi5zLz0EgR1rxbaKWX0UVGTDH7il1a8mdomuJOnysH0Km9mqmnK21dZKvmLDK9Y7PHTUCrMrRhIdf5SBijjntG2GlFWH0Iau++IWVAP+YX+k8Zv89NNu5HzU+6fsskFe8uuxkBIzA4SCgVcu637nH/dr97v4Vmc/4aNJqN16tlmDuxhxcK+boV45bJoD4GLuIB+UE3K0mkQGl9aslt7SdQ+UJj9rk0FB9S5aL2CyxYnEv/0sggx5A6Ov8Glz46BmDzpqJD/UhRzLJOea8U30EmOhokkjOyiFNfPAbHpqaFPEw5cFaIn36Nz6rm7uN1VMEUFoPXGLSB07juRr7Cuhrrjj51Ec/2v3h931/9we3P6t77Pl3dX/8rl/ontyjf3Vco98scxgCItQZg2JqeRIf9fS+ETACwxDQHIP5R5yTTCWteAb9x197sPvT9/3KJr/+mf/6O0yb/SmVrrBmrNT8TVZwzKcCwJXyMTGHoA4b+051EKB/mGcyl6OfRFzN+XEm3gPcB2vcA3G1DLEd37dq9fksMqB0D9eSW9rOofKEB/6yBCkzVO4+lFsam70jrHJLNyN5xD7vlC49yNBeSlSlcrm+tNx9cMrWdNSkRcRVfEjyIOX1MogqPUxL6B/Jqsce/Nzu37/nqd3V9zy1+633fn7v9uF/9tRTJFeqJ77GxEx2kmNrJOGwMX2djnIxMaGYOpGO7czdR2/ZQnBf+l6CrIKoSrdPvOVtc01zfSOw+S4b/t3K67fuEiNgBNZBgGdZfH7N+THmiY9/fPPjSXwu8WMK5w8xMV8RwcF4Cfkn8kmEFnMWxlGui7QSxlxj45rqHSJOLduE76dEo/o0nY8OsQOy6j+86jWn5mbcA//pwx8ZUn1wGXRO4zqC7haTyIDSutWSW9rOofKEB35jwuo0aktjs1eEFYNJ7j86pAMMxzDlSyUG311klXTYB9JKv1DxwNcvgHroL4VZC+1EAiQ3cYHcKRU8RsKKiZS2t993puvbfuh1Z7cSVuhPO0zosEO/6kbCCuIntTFigS9QL06ua/ZdJODQK0dcMeGhHJPSJf32j37yp05NiGKAcKjBQc2+PjbZCqi4Z5m847tj7zvK087YeseGte01Aq0gwPM43vtj9eIHk/gs0j4B/CEnMNMch/GSxLjHnEUpzuFEYukadTjnVBcBPbM0t2NONzb1zc0grZZeAX///fefIq14k6fFJDKgtG615Ja2c6g84dEiYcXinZok2tLY7BVhlQ4kIon68qVeD4yg98mK5ynfahJBIcJEuSYEreo9VS/Zx+SHhP08MJnIQIhM+bVnii5LE1aaAKdkk+yUjkwWsDVO8nSNHCyWJH1i21P30Ql/VN9ho/RHV85zXcvOl9KfyY+CgTRnCbqTEZiLAL6KP0ffjmMQfq6JfSSa43nq0sZSfj/XJtc3AkbgNAKQVDx3dZ/H/HTJ3UfpsygeH/oPKZrngF8uMUZqnKRMJEPYZ5x0qoNAOo/TPRD7aKhm0efTfVbGL5l41sZ4jv2rV68uKWKRthSXLtLYiEZqyR2hYtGiIlHwk5rkUM5oE1Y5VAaei//+cWzn5gYRVlFxnoSjpKuvllpllftWluSSp6uv0GNOiuTG1P0++Qry+WUKMoONgCkGTX11Wz/PxIVJIoEcEx0FfjwosZPERJJyEB4lg77Yj3pwk9/36rO929/8njO9K6w0kcMG2dZ6/4zVLwb39CWJvos2x19Yx7aflte3q9IJEcdLLz1PZfv4eBDgfuUV3EjK6nmCz2t8IleiDvcA9z37KqPrzo2AEWgDAeYYPKN4vnPPaj6i5/5YLXPPI51bOlgfq9vS5RkXNRbSNsfgBp5pAmeu6XMG7Md5LMQI55zKI8DzCex5xtEPcT7eOmEFWum3rJaKJZfsiVrEUS25S2K3ZFuRsGrtW9YmrGb09BzCKjoFZFfuX46mZSg3N/HwpJ24xQcq7efK8K2tqSmSGx/71c9b5HtH0kUPkikPDbXRYk4QxwMytzFhzCWtsspdW/pc7NOp+1EnfE6TYiYF2AgGh5Y06VTwzoSUPiYQ0GRWE9a5tvNRWwUCMV9j2flcXV1//xHgfhVplY7H+Lt8Pmep7ovcNZ8zAkagHgJaWZXe05qbpJrxLKdsOq9UufTbPXo28Vw6pCQCCpz4IYpNmKVYMnaqjDCgrAkroVEvVz/ybItzUj2zYl9CZHHM1uf/WNL3WuxaczNWVMWYj/1oSz10b0quRRzVknvT8rb2Iu8ANi0leIiafitf4f4Bp7lJWD9lbkND6s8hrKLhGE9buZQOMrkyY84JILXbJ3eObak+kdDQA5u871tHnN/1vSPJ0AoryA4C/ZrOLJ2WynngYZMegOxvewhC8oArD9i1U+zTqfupjugv0go72M+Rc+AR/Uj7aXu1j+mrlHjT5J9cSaQrdjBpXTLxXwEVEJATLBz6axdL4ue2xiGgoIx7NKZdhBWELQGBkxEwAm0hoOcTwbgSz7b0ucs53cfMy/rmKjx/cq+r/9kH8j/ESea+5czD9COisNKPcdEW5qyMm8x34vyVOnEcBdOl5wdRD+/nEcDv6Yv0BxfN5dRH+vGRPqYv0/6Mrde4B9I3dlp7LVAxccSpxH4tuSVsmyIjcgRg43QTAfnK0RFWfI9KpBE5r+GliQd+LMP+3ARDmbYZH5K0z3E6uM1hEyOhoQc3+RKElR72apeHBA+Q1CYeOjxgcgTIXExr1ccmJog8KNmYzOx70Ee/Qcxhh/o0/soI1twX2K6NiUSLdmOHbFDf6BjdSUxC8Vn8UuQr+ZKJf5fMqxaH9rrFkhi5rfEIxOAUf5b/4uMpab6NsNJE/5DG5vFouoYRaBMBBebcwzx7NdfQs0xac52y6dxL12POM+mTP/fOzUoT8mN9Nmn+yhwgHTPBUvMayrHPmNubrl/rnvyTR7rrv//ezca+03wE6Bd8nT7C97kHiDHk/yKs1F/0Fc+y3HMwasM9wA+KrLYqcQ+k30zmuKUkMqC0TrXklrZzjDxxBCasTqMmXwGfOZyIWhU52PwKqxxxFJ2DQS/9llSO1JLhY/KUjEoHrnRgm0uU9RFW97/1tq5ve8ebbu/93lFqK1jx0IgkR/wlSsSByKy0/r4eEyTykMQuHo5MGNNJz77aRp9ij+zqs4PJA2VaDHaZ3MgGdGTDL0VWYRPnNOHhWEF/n70+bwRaQSCOt/Jv8ty9yH3AlibGK8avrYFYWsnHRsAIFENA92i8x3mOsXGO55mCep5l3OfMSw5lLrIm0OAUcdU+MoU74ywb4yTznVyCpPr0w3eczJkfe/Bzb+w/fMeGvMrV8bnhCPB8Ut8o1zk9u+gbPcvorzivGy5pvZLpIonW/lugyID1EMi3XEtuXps2zoqwSrmB2trRV0v987kptshXjo6wAqz0tTtAYBDhfEoqcW2pD6DlCCnJJZezKp/rtJGwmro/1LlETvFQETFAzsOEiVRrD5Ghdh1jOfqKfswFusIDgodJAgTXPibsiyuqmPxgj5MR2AcEGFu5T9kgqvoCKu7h9D5WQKYJ/z7Yax2NwDEiwPOVuRX3OT/EkLh/uf91Tc9qrcAiaHfajoAwBMe4qRbjKZiDfXaOc/1a98Rv3ntCVDG//vkfvW0zb/rtX/4LJ+cp010fNkdiHIdI05jN/KRvXJeex5Dj1+oL8KA/6DP6UAnMuA/Y4nldr5mjr2I65S31q8iA0hjVklvazjHy5B99nwwa09aSZekrtlpJvgI+R7XCCsC1HEzOsS1ndVX2gTWh5xikcoRYTj7l5g5qU0mqWG+MmfGXv1iPhwkPHKcbCLzwx/96F7eauGiSS/8wCeAY4iYldKKO3A+U2ec+1YoqfFN+m1uhEu3e930m39hLYlIHBpAWmuCBA/3vdDgI0N/qc/U7967uX+5htr5nTSvj1OH0iC0xAsshwL3LvazEM5xnt9O6CFz/3Z84IaWYL7//nV/Qveqbz3Vv/I6z3Zf/5Qunrl3/vSs7ldF8RKSLcj+Pd0K3+cGGe4B5DP7P/lIx227pw0qkb+209B0rkQHDLFmuVC25y1mwfEviAkxYncZWvgI+R0dYAUW6TFOOEnNWPc35L32nIb9xRHu7SCuuLy03p8uccwS/bAp0NFHiQasAWO0TMJUgN9Ah/kLF/tIPfL5PMPcbBTEIZL9mgrDQ5CjmkBd9D31Nkvuu17RnjGz8FFvY5Mdj6qssOGiFljDkV+6lfU/ypuZM5LhHsBv9mCRzj2iCxzX/Oj8V3Tbr0cdsSpCyIrFino7ZKh/HKp1zbgSMQBsIaN6l5xf3N+O503oIPHnt0VOEFGTVa196rnvZC8513/3ys91H/tlTT12H0HryU/lXCtGSvtO8QT+aaW6y73Os9XrhZsv4u+ar4AaWJeKNmxrs3kvfriEAbyWJDCitTy25pe0cI0/EZmuEFXyJXwkc05OhLJ0ZiaWpjBv10rbULgPMWg8LHlCXL18+ZYPkcl6Tj2Byc7s8JPSQjXnuNZMShBXkQNRD+zl9xoK5+aDmZ35R+wc/fFv3yV//7M2E5Inf+ZFJ5FUMAmsTVvg4kyQRN+SaNOVwojx939qEIKdrqXOaJEH24G9s8j8CiqkprnRM98e2yf2RI6PoT3SVnpTR/lgZLn94CMSx6vCss0VGYP8RIFhn3OaZzLM5EtT7b117FrBiSs/jSFZ957ee6z72q593ck1lyPnWVV8S6chz2Gk8Avg72HEP4P9srcVQfFZGMR55S4RELeKoltzxHlauhviIpb6bXU7zdSXJV7h3pvI9UUPaoK3mP7oeldY+gxsGaFuLqJI85ciRTPLWBlnpmcshNeJqJkipPqKjBGHFpI2HlggqsEWfvpUDOZty5/78sQdOJiA/+abbuxd+7fnuda84e0JabSYjH/vZXNXeczEIrE1Y9SrZc0GT4lL3SI8azZ1O711wiv44ReE44U33x7aHPtyvadJkWfpzr7Jy0skIgEAcq4yIETAC7SHAs5gxmzG+bw7Wntb7qxE/VPI8fvWLz3XPesaF7jlfcaH7uuec737iB24/+WdGPPvZ9NymTl/i2avyPKP1LO4r7/O3IoDf4/9sLeJHfBcJK97eaSWJDCitTy25pe0cI0+EFb7idBMB+YoJq5uYeG8lBEoQVnrgL/ka1p//4UMnEw5NUJiksP2N1ySk1ZZf0FJYYxC4b4TVPvyCq0ninDzts6HHTJYggQgg8El8f2rapv/YNjWZi/UIdCB6RfJyLVcu1vH+cSEQx6rjstzWGgEjsM8I8Bzm2cYzmI2VOEuQGZBPD77zC7ov/ZIL3TOefqH7y19yofuul53r7nv12ZNN81E9w7cRVmCs+YLqoW/8sVU/wOpH4pSYxC5s9eq6Nj2W/ouEVUuEhMiA0sjVklvazjHyWiWsGF9qfqZIvmLCaow3uewkBHj4EgivmZDBwx5CJX2YT5J7/dqpf1esicc//JHbuntecq6751tuJa22facg6hCDwH0jrKIdre6rr8h/672f333oXU/b5OzntqvveWr32IOfc4qcHGsbPseSdE04leOXU5Ps+NF7z3T33n2ue/0rznUfuvK0jZ5j2+T+i5NZkVX69oPaY0K89r0qWc7bRyCOVe1raw2NgBEwAt1mDqhncMyXWD2sFVZf+9Xnu2d+8YXuy7/0QvcNzz3f/fDrz3RvecONTTL1DOcj7bsSBBvPX9Ul5xwJMor5Bc9wldGPs/okAXPfOfONXfr5+jwE0m8Xs+qqhSQyoLQuteSWtnOMvPitszH11i5LX9V8jVW+YsJq7Z52+5tfipb4ZWsblDy0eWDrYc9+3+SEBz0P9vgLVtp2fBVQkw7lkbR6w7efPSE7hvw3GOTEINCEVYr8/GP1E+SU/OFvve5M9/b78tubvuts92vv/ILJhBUED3LwOSaUS6+wuv+tt210//H7bt8QbtiXS5BQyNYWy0CoaTLbR1ZRHgJLE+FY3/vzENAv4PQBG0GHgpF5La9bO45V60py60bACBiBZRDQXFA/vjDXYz64xDw0zg3/zl8/s/nx8q7nne/+5nefOfWpCM1DyKkzNKGjPnHBc4LEMzsmfbOMc5TnWYKtesbHst5vA4G4emapwHsJy0QGLNHWmDZqyR2jY+mywgT/SO/50rpEeZCrJqwiIiP2W73xR5jgoisgwA0OYaDJCiRCXFWCSMro+raA8frHfvaEwBDpEZd8f9Od57uvfPaFzS9sz37GhQ1ptWvZt0yOQeBYwipOgtJ9tX/suXB57MHPPSGs3vRdebIKEmsuYSV/igQovoXfxAkk1/UL6TbfU//JjiGElUgz+So5eikxqeUc/p8ry7lYRvWcz0eAfpePxP5RMDJfwnotxLFqPSlu2QgYASOwHAIaZ1cJ+pLV95sfML/lXAdp9cZ7MqTVw3d03fXThNMuS/mBCRvi/CHWiYSVzpuwEhJt5uk/2oKcaCGJJCmtSy25pe0cI0+YtERoor8JqzG9mJQ1YZUA4sNbEGAJdW7SwgSAjWvbSAMt+4Y0UDuRsHrdt53rnv3MC90zn36DtHrbpTOdCatbuqHKCRE9kbDivztC/OQ2Ppb6795941U71R2juPwj1tE3KTThFGmBX2pJPwTRtiRddhFWIsfQA0KMjV9o2WJCNpPavsR1NqdlEVB/kxNA0e8EJNvGn2U1mN6aCavp2LmmETACdRDQDwQ8A9cYZ9Pvm0JaXfymc90rXnSuu/uucyc/dvIMp+y2xPOAZ7b05BkRnxlpXc0tVF7XTVgJiTbzSEZASHDcQpJepXWpJbe0nWPkCZPWCCvGJH/DakxPhrImrAIY3u1FQESCHuw86JnIaCWJzuca4JsDIgzUzr/46S/s2P7xj31R9+KvO999zVdd6L76yy503/8dZzdlTVjlkCx/Tv02Jx+jtb5dBdmDTzFxjBPmXFv4FKTFtiT9dxFWTHZFVm1rj4fONsKKa5RxWhYBEeTFX7W8fq178k8eOdnG/soPCiaslvUFt2YEjMD6CGiFkuZuOeKK8RhiiPE5Phd5BlJf1/rG7ZS0uvTXznbP/Yrz3f/+9i86mTvuIqtAQgQUumreoH1+6IpJP3zxzE8TNugHsvSaj+sjEMkICAm+V9RCkl6ldaklt7SdY+Q98MADJx/nb+UbZ2P0X6usfGUpIg9saespaykc200JKzo5TTx0UCrd0nI+PgwEIAuYZGjVCg9vPfSxUA96kQRc20ZYxe8UiDgg/9ivft7m49d3/Vfnu9e+9Fz3/vDtoxLfsEKH337f53ev+q/PdT/0urPdO950+8nk6DB6cr4Vsb+m7o/RggltnGjiWyKR2E8TY9Mu/6OOdB9KWDEpN+GUol3/WL+W4yMaf9bU6slrj25We+I///R//KLuvT/zhSe+xKvOY4grE1Zr9pTbNgJGYC0EmPNp7OV5y6bxVz9e8pzWs1qkFXNJvXKn+n1zRcbazecjHr5jM8ZuxtqH79ic49qQxJwVmfphg+c4x31kFddyyYRVDpV2zilIJlBmI45tIYkMKK1LLbml7RwjL/oI+043EJCvHARhhRFpih2vAWJOOZbDMcBoA0C2NKVEmQPIFKHlj3mwa0KS5pqgMAkgYOShLjKLB3/vRORTj58EeSIOeG3sO15yrsuRVZQZOkGJQSD7YxJy+Jj4y194fvMhbsgM6TemHZddFgEmnfgam0hTfCvnX0yC8cddSf26i7BChvweH2cCLh1yMhiTpJvHpxxCy54TWa4+IhgiYEoTvkPQojGL6/QjZfGZdCVAWp/jza/+nwmeIKu+/zvPdl/zlee7f/NP/uLJOPHph++YNFbl5PmcETACRqBlBBhDed4y/jL2ktLnHmMrW+6a5o2bi5X+6BnSR1ahlgmrSp0zUGwak5qw+uUNcTcQvqMoFn0kxy/UAgG97r54sZb4DdciHgdd5ibhvHcrrHiYiXyKeQpIJKwuXbp0smwvLScgBK7y3PufKfmF/G2BZirLxzcQYPIRgzomHgR4kSzQhEQ5kxcmMTE4TPG8/vvvvRnk/cZndc/5igvd97z8bPfKbzy9sgpiYbNyIW2g57gVwgrbRZwwIYLoiL/s7cKnxzyf3oIA+DIBBu9dKRJWb3rtmY7/dAhZyfk0pau8kJHzbU18mbhThs1jTorm8seMUdxf4C3iKgYf8guuEXgo0a/ch5zTr/25fqU8hLl8hvxD73pa9/XPOb95ffk133ruFtJqyEqrOFZJJ+dGwAgYgX1CIP6ok9ObMVaEVXo9HZPT6yWO43NDz49UXxNWJXpiuow0NqxJAEQriDtzizlimTX2a8ldw5al2ow+Aj6tJOlVSx/5Cn6KLnOT7KlCWC1hwFwAVJ/ABH20AXTO8QgSIawYtERq9XVGvC6SK0eASaZ0cd6PAA/9SGj1lYz/LZCPeH/ZMy90//ynbr5iQ2C4+XbViP8CE4PAmiusIC3AQCQGATVBMZMj/Jhr+kWyDx+fH46ASIkhZBWtinzQBJUcEoLzfUkkpOqkZBT9qYkufcxxJE762vX55RAA77R/uNfoD85HwiqVuu16/EcR8h29wnzPt5zrUtIKQn5XimPVrrKtXwdjEX/0AfcKmDsZASNwWAgwl4nfnuKYsTM3n2Fc4FruhwDGC66lz9HSaKFjuqXzCHRMz5XW0/L6EeBZE2M59ltIIgNK61JLbmk7x8gjhpeP5HiDMW0tWVa+u2SbY9qSr4ANGM1NwvnoCau5QObq01lsfKRvG2ElR1f+vDvvzH7Z38RWt5mEMAEYknjN5omPvHJDFHzy1z/7hEjg1ZohQV8qIwaBtQgrbM9N3hQ0CxvKaD+1w8fDEWAFoCbMWuWXmyDHFkU6UE9b3wqrWI8+pN+ok5IfnEsn8hCUTmURUH+m91auzwhEKKegK62D5k9mXmGW/0TSCuLq7fd95rt3/Lv1HSmOVTuKNn2Ze02Yx1wrTJtW3soZASMwGAGeb7rHebbF1Unx2UeD+rFOP+JEIWonfYbGMt43AmMQUGymfEzdtcqKDFir/b52a8nt06eV8/IN8Gkp1dRHvgI2Jqxa8ooZutCRV69ePXnF8fLly1nCSjeEckiw3IqtGaocZFVeuTn1X7cmWhmDwFqEFZOw3CSNYJjJnn5RZMWVJ2wTOzpUE+kAvtqEcSh2aleEgybf5CJMY8FcOwTilE+/lcQ59SfEll4zi+15f1kEIJriap5InqR9F/tHWtBfnGejv+i3NDEupf7yqm8+39336rOb7XWvONf91S+/0H3pF1/onvn0C93f/6Eb376D6NqW4li1rVzr18AZHEX2cax7ZBdx3Lpt1s8IGIGbCHBvM+Yyv4Gs4scbxk3d+yopsopxIB1TKUtdrz4WWs6XQEAxl/Il2pzbhsiAue2MrV9L7lg9S5eXbxC/O91AQL4CNiasjswr6PAPPPTQqVVbOcKKb3Vx0+As1EmDqyODbTFzYxBYk7AL4CSQAAAgAElEQVQScSHDmLQxeWNyp0SZtJyuOV8XAREQuTxKpr80uaavOBbBkd6zWqWjOtRjc1oHAfBXX6Q5fZEmyvTdb9uCqBxhddfzznevfdm5zfadLznX/ZUvu9A984svdM94+oXuFd90bkNwUW9bimPVtnL7eE3EYa4f9tEe62wEjMAwBLaRVRoXTFYNw9KlhiMgMkL58JrrlRQZsJ6EfMu15Oa1aeesfIOFJE43EJCvmLCyR2QRgLzghuG1Qt1ASzlLVuARnYxBYE3CKp2QQWKkvzYSzPUF0EfUZVVMzRFVOhcV0ut/kRCBhOpbOcJ5+hQCJCUoY7ven48A4yir3Pi1n35iY7+vb7YRVmjDPZpbGZkjrHh9lO3fv+ep3X978Wz38hed7577lee7r/3q8yersXZ9eD2OVfPRqNsC5GHsC90vOTzramrpRsAIrIkA97zu/5gjMx5r32PEmr1xPG3HWIr9FpLIgNK61JJb2s6x8uQjrRFW9FetJF9ZioNgAQ5t+RtWtXp0RbkEXXRwzmEJAuh4bi6+sfXAAw8ssmRvRXMGNa3AhokKG8fgsESKQeAUwurqe556alKVIzHQE30hJbRF3QmYIStUjv2UrOIatvcF17E97y+PgPo1l6fS+MVY/Uw+JOHTTMiHlh/SpsvMQ4D+iAQxfUPfkhhrISIhrW5J16+dkFDRX3iF9Ae/+0x3z0vOdd/w3PPdT/yNG68CUobv8u1KcazaVbbl63yPBuzAV68IQdhz7GC05Z6zbseKAG8B6EdTVvszv8y9CTAFn/R5qWcnbWk/5hqDp8hyHSMgBERGKF8qplD7U3KRAVPqzqlTS+4cnUvUZaxTTF1C3lAZ6FTLX+Ur6AAXMTeZsJqL4J7WJ4i6cuXKZmKhQZic8zHh6LWcPeoxZB/ihkAm3VKbhrSVKxODwCmEFasmom4KUKMsSCYFaCrLsRK2cJ6cAFlllHOO/lIZ1XO+3wiovwna8QeTkW31J/dbJKxEqui+pN/6gqf4H00ZEx578HO6V7/4XPfSbzjfvewFp8kqrg/5hxFxrGoLqXHaaCyM/k5ACq45wgqM+3AeJ9mljYARGIMA8w4FbXFOqX2ILCcjsI8IyIeVLxF8z8VBZMDcdsbWryV3rJ6ly0PS4x93X7xYWvRWeehUy1/lK0vpYMJqa1cfz0V+AePD72mSg/CKITckDpgrl9Yrfaz/DEOAo4CFc6xGWSrFIHAKYfXYg597imBKCSsFYgRjBLy81qcVVNEGXYvn4j6BM2WcDgcBfJoAXYTk4Vh2GJZw76bEOAGcfu3fZuXmPwU+fMfJSqsfv+/27uJd57qXPP9WsuqJ37y32/U6ILLiWLVNdsvXNB4yBsYEeZUjrMCf8T9HZMX63jcCRmB5BBSwKajP5bUCp+WtdYvHhECLn1gRGVC6H2rJLW3nWHlx/Btbd83yEGi1xl35igmrNXvYbZ8gQNCF0/ERdxxfk5CTAp/ZoVytmwIVCORzQUyq55zjGAROIaxEUKW5dJINu8gmsKZsXzKp0YeMzxuBNhHgP5l+OpBW/8MbznQ/8JqzJyQWY8ZQsgoL41jVpsW7tYKAYkxn048QnGO1Wm6sh6gyYbUbV5cwAksjwA+emhtuywnqnIYjAK7Mq3Nza825dV152vrcctRPk2TFvFa59IcidI24Scep5XL+TJu1k8iA0nrUklvazrHyWiWsxtqxZHn5CvfQEvcMbdCWv2G1ZC8deFs8DNLEcm8N7BBb+i+Fabm1jrXCikCGlUm5h9Nc2TEIXJOwyn2Taq7urm8EjEDjCFy/1m1eDwzE1Yao+sgrb7wGeP3WwKHPojhW9ZXZh/OQUCKttJ8jrCDpOc/Y7xVW+9Cz1vGQEIiBieaBfbnsHkoq6D9jI0NbLviJ5fS5C/I0UY7gMm5Dyuktg7S9nO05Yk7BVopL2l6tchBOqW4c57BuqRz4pymSB9J1ajnVj3kOk1SHtY/ld2vLSduvJTfVo7VjvtUnH2lNt1r6yFfAZYl7RmPjXhFWPHDiu/I8SCBIlgBkV8ciG1lyTHIGR84fc4Ig4lVBHBQ8IK3oozQxSVnrA++sTFJwQ85xJK7YJ5iJm365T/XMHccgcA3CSq/AoDsrBbYRb+it142Uj7ElZ5/P3UBgTj8bQyOwBAKsuOI/CPK64JQUfXhK/VbqEERBRmnM1upRcn3XinGPMZNxUGVb0d96GIG1EWBes211C3NT5mVscT4kvTgvgoe5G1vuR0mViXNf6pLI4/lt+5KLnLSc2lMZ8qHl0nk5ccEQIor255Qj7kDvuOXiAbCPZbQfbWU/Ldc3X6bPkZ1uaXtDy1EvbYvjbb4Vy9cql/PpoWTokHKpj3KM3bUT/oMupVMtuaXtHCtPuNAnuXthbHuHUD5issQ9QxvguxeEFYNLJKpQPN1gOddIOGDuwRnlc31fHBU9axAd0YHBDmIrN1mY2ocEMfHj6xA/eqBhL4ENQY02XRsiLwaBYwmrIe1TJv5XLBFXCsxiGwRwXI8b55zmI1Cin+dr6RaMQD8C0Yf7Sx3GFX3nT2QVK61yY+ZhWGsr9gkB5lkxqGcfAiI372DuyhwybjniKM45tZ8LBnQt5tvKMbeW7BzhIsIKPZnHsak9bIpytu2r/4aQBSrr3AjURCD1Z/l9TZ0US5XWoZbc0naOlSdc8JUW/EP6M6bX0mdpTLADfJsnrHjwpx++SwcRHa9BWu0iyiQ7t6pIjtNKzsqdSHSwzyS/VGKiEldj5QgrJkyaGOGkuQneNn0hpyCrsI1AhiQya1u9bddiELgWYSX50lX9tG31FPcGtspOteF8GgIl+3mahq5lBLYjEH14e8n9v6rVV+Q8x7Q6df8tswVrIcB8IjeJ51nKJDvdUj2Yw4jcifPStBxyNDeMeU427ahN5TnCKtWNY/ROEzK05a6n5ecc99kZbWafVVBORmDfEEj9uAX9ue/Rq3SqJbe0nWPlCRf6JDe+j21vqfImrCYiCXDxxh/TqZAXse6u/TFt7zInOuIuuVyn/JyUfpR7ynGffIgQkSAQV2xM8v/uO97RV6XKeTCME0FwxX/GJBFzsg1CB1vJIbTGphgErk1YoRuTTPSNpFtOZ+whSFt7UpqTfYjnSvfzIWJom+oiEH24riZlpTMWeqVpWczXkCZCSYQLee6/E3NeK39E8uTmCZTLzd1S3YeWi4QVJAzzFbbcM5g245YjoVI99vGYfshhHM8dqu372F/WeTgC0YfZbyEx3tTQpZbcFjDfpkNcZcp430rieUif1UjyFfx0CUxog7aaXmHFJAAl48ZKJj38WI2TkhtL/pIT/zseOnAs8MnT1Vdcn5OmEFRpnT75kDcQIJA5+5DoezDG8XMTVtnAq3QEK1qJxIRXZM/73//+TTGuY7cwGPtx8xgErkFYoXOa9HojuucS+HhFQQ6Z6efW7ufpmrmmERiGQPThYTUOoxQ/yOzLs22fEGeuxXOYTfOuqL+e0TynteVeK+McE+g4X8sRTHGiq3lfbvU6crnONdrRFnVjn2er9FJO3TTxPGVzmoZA3w/L9HfOH6ZJcS0jUBYBjUHKy0rPS9MYmb+63tlactezaJmW9SzCR3LPlmWkjG+F53Uuthzf0vga8pWlMBHGTRNWUlKDBQ+/dFKRlqHsEomOllzl6YRtSJkxukTySauhyO9/62292zvedPupf4HeJ09kDXmKYV+dfTgvu8AJAke49a080vesCHCGphgErkFY8ZF49CWHoIo29Q04lMPWvutDbXO5mwis3c83JXnPCKyDQPThdSTUa/XPPvDB7hNvedtm++TPvbN74uMfr6dMRcm5MV/EkkgZ8tzkObcqiV+I0xQnnJr/DCWYcuVEWMVVSTkiA9vQO27pvCvV1cdtIECfQVyJPMSvDmmu2QbK1qIkAhr7lJeU3SdLY3Pf9bXO15K7lj1Ltcu4J/8AI6fT/4wDfOYmYdw0YRWX2uEQuYkQQMhZlM8Fh/oCSG3mfuWjHDqpDPmczukjrN5+35mub/uh150ZRFixEklkjl6Py00mOAepoxVLS2C5ZhvoCtHD6yCsSiLnl/acbdIDHPpWLqlMzGMQuAZhpdVU6h9yCKxtpJoIrqin9+chsHY/z9POtfcNAcYg7mHGGjb2t41LS9gXfXiJ9lpp44/f9QvdH9z+rFPbY8+/qznSiud/3CBlcnMCzkPeKLgnzxE46fyCOUZuUjy0XI6w4lya0Bk5zMFkj4mjFCUfGwEjcKgIMO7F2I4FEy2kWsRRLbktYL5Nh+gnuWfztrqHek2+MpcTET7CuGnCilfB4oCRI434RS6WYX+JJIDUdt9gxXmVIafe1NRHWN13z9mub3vty84NIqzQiYAJokPESCRFwDGu7KHMobxiAamlQBGbsC0l5BQ85D74HoPANQgr+gZ9IBV5jTHqm/Ml+hEbcr+058r73DAESvTzME1cat8R4H6OY63GXMj1NVP04TXllGz7+uOPnyKqInH1Rz/5U1lVeA6nm54BsQITK21aHZIjZtLPA/Q963PlcpNYCCbmDuTacoQV56Sf8twcQyus/EyIvet9I2AEjMA0BBhnY2zHON1C4jmAXqVTLbml7Rwrj2ev/ASMWknMHXJzihL6yVf65kljddC92DRhFR1BDpF2AESDrpHP/Y5UBDK2yz4T2pg4TsvE62P3I2E1dX+XTP3qr+88EVRpkssqABE5BFYEWblJ/i4ZLV1H/zRw1Letop765Tn2pwafGAQ+5w2v3ARCuaAmtrfmPn23duC7pv6tth37mX0nIzAVAVZ6Mn6SQ0Az5vCDAPtrpujDa8oZ2jbPlpQ4SutShrE23fTs+dRHP9pLWEFe5QicOI5rf0g5gpLc2M75VL9cOc7tsje138dGwAgYASPQFgLEmnp2kJuwqkOUteUVeW3kJ4oZ86XKntV8pazUG9KQLUxy866xOtEG7TVNWGFU7hdLVlpBMOSuLekwOUIKmchAB3WIcsizOWkqSRXrDZUfiZxcEMU5Ai4RWEPbbbUcdmCTyLlteoINN4jKxiDw/HO//FS/4w8pibqt7bnXsIMgWLrNbc/1byIQ+9mE1U1cvDceAa2oKj1+Rh9Otd5FpPQRR2k7kDJM3rXp+ZeW0yRD15UPLUd90jbC6veef1d2LExt5VgEWCrfx0bACJRBgLGDubPvxTJ4W8p0BGLQzbMr9+r09Nan15Re01uYVrOW3Gnalq2luc1cDmBJrekvthpJvgIumsfN0YM2aKt5wkqKyiG25SyxX/JByAQ+feWvTz7lWiYRcrholVWOsGIFDyuTnLouBoFf/+bXb25Avu3BTckAlfsvhiI0CeooQ9klblz3x3oIxH42YbUezsfQslZ1Mo7mxt4lMIAoF2lEzjMo+rBkxMlDfH7puvK+Z62uK08JK37YQUaaeB7GbyDR/pQx8Mlr1zq+VxVfBdQ+37ZyMgJGYD8Q0BjDeOVkBFpGIF2wkHvG1dBfz/PSsmvJLW3nFHmaV7U0rjE/rEWyylfAZcqcL+0DPTeaJ6xQPF2aKeeIOZN1JtJLpyGy0YNyLSc+7E0QRQDF6yl6ZYVzaUCl1VW5V+datnEt3WIQOJTI4IblgccAppWAOR9hQKEM5dm4MVsmPtfCuIV2p/RzC3pbh3EI8JzgPotb7p7jftV9qTx3D+ek83q1Vllp3M3J4Bxlc9dol+/acT2X0IWxI27Rh1UHO9EfYj3arOv7kLPKKiWt/vD7vr+DzHIyAkZgfxBgLGLODJntZARaRYDnaowxcz9M19Bd909p2bXklrZzijz5CT7jdKT/JTB2PIOFAn85h3KcpG/CH9uYuq9flCUv5shegyibqmtfPa2mUhBFTiBFQBQTr7AowIrnj3k/BoFDCauheOE/qV/nJnI8LLQp6FzT54fqf0jl1uznQ8JpKVumEkfcMzniSORvXBXLPZMm6scxnP1cufQXVspRd2jinyPEcZdxNb4iyI8HGo9zq1w1FlNmaIo+PLTOvpSDnPqzD3yw+9P3/Ur3nz78kX1R23oaASOQIKAV6Pswd05U9+GRIJDOEVrxVeYq6FY61ZJb2s4p8jSnHDM/nCJnX+rIV/BT4tW5iTZoay9WWEVjGTT0OhZBS8mgHdnIpDPIWxnAIj7b9gmACIy0pWUVIBFIOd1EIAaBSxNWN6V0m5Vu3JjpijfKpKQWNy9+mCbdG1zTioqS90iqT41jSFhWFCrh12xKkAg5gqBUP0uPUjn9L5Iz51tc07iG37DlfIZXW3kgxy03BuKb6Zb7dVIP+Vg259NpOe4F9E2TCCu9gktb2JYm3RfChDxnb1pv6jH+KOKKXImVU1qJlfNHfFj1VGdXHn14V1lfNwJGwAjUQIDxlh8W/D2rGuhb5i4E8M84L2G/lcS8poY+teS2gvs2PTRHZUxrJTHXz83PS+gnX8FPc3PwsTrQBm3tHWE11lCXH4YAAzQrANgUSJHnAqlhLR5OqRgErklYDUGMQUiBdo58GEpsKbjX92f6gvshOrVWJhJS/Gc2VqjwCqwSK1/isc5P7WfuHfWJ2lIe+4syIhR1XTlt0AfaRA7punIeQJEwYhBnyz2YdC3m6JCmeF37uXI8jKNs9nNyZUPMc+1Rl/NxA4dDTBCmWk0V7WN85Xw6zjL2MhZDdnmFVUTM+0sioM8DMB4yVjI2OhmBEgjwowPPG+YgTkagJQT4UUtzIXKI1VYS8yp0Kp1qyS1t5xR5Iqxq9Eufvsyr0atGkq+AR27uP1Yn2qAtE1ZjkTvQ8gRUTFrTzRPY0x9dr01YjXE/EQE5EkCE1djXpyifW92SrtBhwMoNVEPLUZc24paTm+JB4B9XsRDw/8K7330LQZW+nkU7KWHFAKktlaMBVNeVL1ku97BJCSsRjrk+jtjJF3Ikp66luvt4OgL4XcRaxFNKPuUIK52jjvaHahJ9eGgdlztOBFjBJxI15tFvjxMZW10KAX6Y4dmZW4FbSgfLMQIpAsyPNacjb4lUZV6HTqVTLbml7Zwiz4TVadTkK/gp8cXcpHjLhNVcJF3/4BGIQeA+EVZLdExKMDHBzBFHccDWg55BK01Dy8UBT+3lCJy0fVamsFIgJs6lK6o4TsnYtJ/RQVtsj/10RZReM0vLpSuslhi8Uxk+bgsBfEMEAH6mVX6cgzyNSYQUOQl/gXBVOV2PdbbtRx/eVs7XjhsBxj78EeIeH8PvOJeOiceNkq1fGwH8jlXh/BCW+9Flbflu3wjkENA31jT3zM15c/VKnNPcuISsKKOW3KhDq/uR4GxFR2KNITHTGvrKV0xYrYGu2zQCWxCIQeCxEVZbYGnyEuQUW0w5worvtKXl3M8RNe9PRYDVqunqFYgBkVCxXRFSIqx0LMIr5ioT66f70YfTaz42AkKAsQ/fSol8XXduBEohwKphAptawVUpOy1nPxCAOBVRpbwlMlVkQGk0a8ktbecUecIGf2nFV/gxIPfJjin2ja0T8VjiR3qvsBrbAy5/tAjEINCEVdtuQCCWElEcp4EZx2k593PbfbuP2kEybZvAiKDqI6N0fajt0YeH1nG540NAK6wgrRgHmdw6GYFaCCjAIXcyAjURYDWViCpyVgC2lHSvlNapltzSdk6RJ2zwlyUImik6tFRnaTxMWLXUu9alaQRiEGjCqo2uggTIBfn6iHDUMkdYsQKGbwTF5H6OaHi/BAIipHK+jHxdH6pL9OGhdVzuOBGIqwC1AjAlrhhnGT/jq4I6x/m49fnwcaJrq8cioM8F1FoVMFZflz9MBPRdNZFWvO7VUhIZUFqnWnJL2zlFnrAxYXUDvaXxqEpY8Z+yUGDbL89TnMZ1jMAaCMQg0ITVGggPbxOSiW/8xFel4uopXsci+IqBV0pYcY36sQwauJ+H94NLLoOAgv++Z6GuD5UWfXhoHZc7XgQYG+N4ComlcTH+o4A4xsonRVbxejXjaSS1jhdRWz4VAfyKb1mxokU+OLUt1zMCUxDA70RUKW/tHwKIDJhi35w6teTO0blU3bgqr6UVVvhwjSRfWYrAq0pYaSBIcx5W/MoSNwyPmz5ujAEmvWq44vHJjEGgCat6/a/VJgRHBFB8zBpyiiArJq6x0kqJiTBElhKBFkFWmtzPKSI+3jcEog/vm+7Wtx4C8RVBjZ2Mm4y5jKeRsEq1ZCyN/5k1ve5jIzAUAeb3xAUt/Ve2obq73P4jEIkH/JCYtLUkMqC0XrXklrZzijwRKvhMSwQn+tRI8hXkg83cJHyr/JdAjFhrM+k11zVcP0UgBoEmrFJ0yh3z0WrIqpRsIrCKCXJKQVc8r30Iq7QO19zPQsj5viIQfXhfbbDedRDQf7NkfIxpG2HFOOrVVREt789FALKK+KCl/8w21ybX3w8EWN0XY9MWiVORAaURrSW3tJ1T5IlQwXfAqZWEPjWSfAX5JqxWJLwA2KRXDRdvV2YMAk1Y1esnBVTkayT38xqous2SCEQfLinXsvYLAVZOQeqLuOdVGL0amJL92wgrfjxglauTEVgKAXwR4oB5uPxzqbbdjhHoQyCSDsSBbC1+T01kQJ8da52vJXcte5ZsN/pOS4RVLV3kK3tJWPFLCUx1fNXv0qVLp5hsDRCHkk8hvfze/pJDyHJtxSDQhNVyuI5tKb62QhA15JsprLYaOul1P4/tEZdvDYHow63pZn3aQUDkP6uj0o+vp/OQPsJKq6vSFVntWGlN9hUBiAJiAeIEJyNQAgF99F8xKMctJpEBpXWrJbe0nVPkabzCd2qRRFP0XquOfAU89m6F1VBQMCxufJwdw7UdA+nFAxq700njUAxdbnkEYhBowmp5fMe0SHBEkKWNVQHx+1Rqi3MxECPo2nVPtdzP2NOn/7ZrwsP5cSAQffg4LLaVUxDgg+qQVqyOEmnFaqncGNNHWPGKdvoPLqbo4jpGIIcA82AHgDlkfG5pBOIKGRFWrb6SKjJgaQx2tVdL7i69WrkuvwGnY0/ylYMmrJbo5Eh4sb+vpBcrtFodMJfop7Xa4Fff+MoYE/D477aZlDNZH5NiEFibsMIeSBsFFuSRsGHVUTweY+e+lKWPFSwRbBE0pauoCLL0H6/AgzLpt69Se1vq56gb/qvAEFuwA/u0soGcYycjEH3YaBiBJRDIEVY8dxiTNAYtIcdtGIEUAa16YS7vZATWQiB944dXUltNIgNK61dLbmk7p8oTYdXSyjw4hDQ2mmrfmHryFRNWY1CbWLYl0gvnr+FwE6GrXg2ySpNovsXBpBpSQ4ngf+x/NIpBYG3CCttEyEFcyD6RM1PsEzb7litoon/T765wLr4yCFa7+n2pfv70b3xW17dNwZj+ln30Mz7AFm3EDw6dqJyC3bHViT5cw3Z8MN53PLv0/OJ+xW/JnfYHgRxhRT8y5rgv96cf91FT/IsfbyEQ7Gv72IPt66yVfCIcyFteLCAyoDSyteSWtnOqPPlPS4QVutQg++UrJqymelPhemNJr/S/U8j5yXlgt/SvMgtDOVgcExqCeE1sCJwI9DkXE8TFmFVWMQisTVihu1aMYR/BIPYSPERSY4x9EZt929drf7Jd+kcyh3MQVqkfqKzypfq5j6zi/JSE3gr6Y/24ygr7CCKdjhuB6MNDkFjaVzU+MUbp3sR/5ZvxB4Uh+rlMfQQgIVMyPHeuvqbW4BARYO7LPPjy5cuHaJ5tqogA8yriqxhvtUQ45KARGZC7tua5WnLXtGnJtuVHLfmPCasle9htnUKAwVP/0jcOoNq/cuXKqfI+OI0AJA1BUkwETilRMTa4j0HgWMJqyYCQICG1RbZq5Q3HvC7H1lqCVEoDH+lIP8WVGTofc/oNO2mH8gTB4MGWtguZA4lHGfYpw/G2NKefY7tL9jl25vQWSSnMwAQ7nY4bgejDQ5BY0lcZf7WKkWeZSHN8U+MW92nOn4fo6jLlEHjyTx7ptJWTaklGII8Ac1/mwS2vfMlr7rMtI0BAr/hKeYv/GTBiWIs4qiU32t7yvnzJhFW3+e647qclVnjRBu09pWUHOFbd6Jz0nWp1Pr8yaQXRseLTZ7fIiXg9R1hRjm1oikFgTcIKW3KkhGzUKpwWyQt0VDBL0CoSifMkETCyIdc31BdBFXORNrEO7UFwIYfr5HqVMpaL+3P6ObYjEuBnfvi27jXfeq57/SvOdR+68rTNa4Kx3JD9vj7HlkjO9pUbIsNlDgeB6MNDrJKv5vIh9WOZPqIc3xRhRXkIq5Rgju14vxIC16911z/2s92nH77jlleaOf/kpx7fqRj9qucrhOU+z1XQnWcH4yxb7jmzExAXWAQB+oI5MasYWicUFjHYjayOgEhQxVbk+7AooBZxVEvu6o6wkAARVoxRx57kK9xTJqyOwBt4QOcGVByAB/c+TwTX6r5jJKy0YiEScAQKOWJrLdyHtBu/w0QAi74Esewr9QW8uo7PY5sCIoi5bQSX6hFoIEsrPnQ+zWOwP5aYjG0p+L//rbd19736bPfj993e/dZ7P38yYZWuSIGI41y0XaRc1MP7x4dA9OEh1stX/9cf+6LuJ//72zfbYw9+ziRfZcyJ45Dkc+/H8Yj9eN+rnPN6CDx57dHuiY+88hRR9QOvOdu94eLZm+cevqOjXC4xNtOv8YcE9iOpnqvX6jnsYYzFBn4oYTNhVbe39K/jmf86GYE5CLBSLxJV+xRXiQyYY/+UurXkTtG1Rh0RVvjSsSf5CliYsDoib2Bg1buxcYD1L023OgGERDpBTn/dp1bpVwJ/+32f3730Bee7e7/9bPfD/82ZkwDgVgu2n8GWSF6IrMKemAga03Pxeo199E5XVRAMxMA1139TdYXMoT0FUUNekYzBfknCiuCIYIh+I49EFNfAiZxEvxI8pVjuIvum4uh6+4VA9OEhmouwglx9+31nZpGr3GspYQWpnN77JqyG9EzBMtev3UJW/cMfua37zm891z3/uR4I7IoAACAASURBVOe7H379zWcWq69yK63od8Yp+poxjH6HqBwy7ha0dLAo9McefNWpHQT0gex9WAnTDmrWJCKQI6v2KZ4SGRBtKrFfS24J25aQ0SphFeOJJewc0oZ8xYTVELQOrAy/LJm06jaBPJNgJpKaHHOsG5Kc8wrucYMcYUXAH4mSXe4Sg8CxRAYBIatrXv7C85uAkMBQQWJOLhNlJsnamPDLHpEX2MlGcMBGsMAmm8CEdlpK9EuaOCeduZbrq7TO0GMFUBA88o9ddef0c2xb/TtkhRXBHX0IFnGLuOh1FOETyymgwqd3rSCLOnr/MBGIPjzEwuircwkr7jXuOyX5dkqujh1/1Z7zdRC4/vvvPXkm4Q+QVfe85Fz3oq89333fq852n/z1zz51/frv/sQtijAOMS619ty5RdGBJzTPwIed2kKAz2IsFQi1ZZm1WRuBHFmFL3F+X5LIgNL61pJb2s6p8oQP/tRKQie20ili4RVWpdFvQB5kRe67VhBZ+zTYToUS+xXYE/AQxDNB5lxMTJxj0ES9GPyzT/0xKQaBaxJWmvRHQoL9GPAxkcY+SBjyuGEb56kzlKQZg8OcsuiUJs6lfZMrl9Zb63hOP0edIgmw7ZVA+kg+Tb8SHGkFFX6rBBG1zWepl64sVF3nx4VA9OEhlkdf3UVY4a/4J+MUm3xWckS2c8y4xL2s8Upjlsan6N+q77wOAvGbVSKr7nre+e4Hv/vMLWSV/KW7fnN8Qms9uxiH9r1veSZpfoFPcxyfwdt66fFP/Gn3L//PD2+2B//1b3XX/uzT24r72gQE8C/mvWz77msTzHeViQjEIBpSQdu+xU+yYyIMk6vVkjtZ4cIVhQ9+1Ur8hU5spVPEwoRVafQbkcfDWb8uabBVvm+D7lhImTgSABG4a5JCnk4kGSgIkvoSAVckSfrKxfMxCFyLsEIn7IPAkE3kBHoxYR9l+gbEdJVDrFtzH9tSnTkX+4L9msTLnH6O2Cqo27XCSn0+xGbKyu+jLPbxkxTbtIyPjwOB6MNDLI6+uo2wwsdErnLfaou+i3/qPodEjWS6CCvybePzEJ1dZjkEeL1PPnDHV53vvv4557uv+aoL3d13net+8Se/sPsXP31jU3+rLP9BMCZIdZXBT3gO5cYkfISxLL3GeflM7ZWisiPmEHK70kf+r0e7F7/yn3Zf8bx/dLJ91xt+sYPEaj3RH8yxdM+y3/e8acEWgiDmvsyHnYzANgTw4764if/Kvm9JZEBpvWvJLW3nVHnCh3FpCZJmqh6xHjqxlU5LY6Hx3v8lsHRPLiCPQVZEVcwPmbRiIsUEMgZIC0A5qIkYBK5FWNW0bxAIOwoRbOhXdkhFglIRb1Sl3ygTE/1J8KLE648EOrXSnH6OOiuoG0pYpTjEtrxvBMYgEH14SL3oq9sIK+5L/JT7mgCADWIh3r/IYxzru4cJihkbUrJiiJ4usw4CEE/4wAuee7575tMvbLav+coL3aW/dnbzDyNYIfrKbzx/QkbJX1LCCu20EhQ/0RbH/HgdP1HCl0SG6hlS89tX6IafYgO+zHG0Q3qneUpWibj66X/wYFq0qWOe0+qvmMcfB5tS+DPK6J8S8V0rJyOQQ+Dq1avZz6kQN+2r34gMyNm75rlacte0acm2hU9LhBVzrRrzraWxMGG1pKdWaOvYSCsCI02mmNSW/BU2BoFrEVZx0khQWGOQmerGBBfqG030OY6TfPbTX6kJBKKd1E0D4KE68d+r/vyxBzq+x8L25390tUtfW9nV1px+jm0rqNtFWFEHIk/YgU/ELLapffACI4K8mDjmV3G2iGks4/3DRyD68BBro69uI6xEJOBfToeDgFZY/f0fuq17xtMvdM96xoXuzq8+3/2t15/p3v7GG9ubXnv2ZIySv+QIK6HCszmOaxqrGNsY8xnvyJXwqfi80PNE12vk8vehz6P/+3f/4GRVlYiqmNewYYxMiDn6h75iYw5Cn9QkDofoz2cyeDWQ77w6GQEhwBwofgQ7/rDP/j7/uC8yQLaWymvJLWXfXDmQo/KzVlZYzbVpan35ylLknQmrqT3RUL3oFLpR9n0w3gavJrIK8CE44iqetC6TYhEoQyeeaRscxyBwLcIKOVrFIPuYNG8jH7CJOpTbhkPOpqXOMbmVviIR0VmT3ygnXXUVr1EXW8amzb9j/50f2awS+Nf/+As2r7KcfCT44Ts25NXQNuf0c5ShoE64KOd8mmJwoHL0J+fTpGCPctGfwZsVCvg6G/vb/CZt18eHg0D04SFWyVchV7cRVhqb8K3cvT1Elsu0iYC+YfWu//kvdfd8y7nN9vpXnOs+9qufd/K6oPxE+a4fA+JzIY5VIMD4FQkr/ViDj8WxrCZax0ZYpVjTZ/QTOLSc9A+JIK5yz8yWdbduyyPA+NH3Yz6x0d0XL+49uam4b3n0trdYS+52rdq5KlLlkGPwoWjLV8BiCfJO2PqVwKE90Gg5finAKdJtn39B2AY1k1smtnqFoC845xderjExZvI1ZzITg8A1CSvshrjRZJkJY599Ii8oy/4c+7bhveuaJrboWloHyCoFWx/+pad2z/sr57tvv+tcd++3n/7PVtc/9rO7zNhcn9PPUYCCOjCJG+f7EhMtkQLUiQGd6nBd/R6DQIhAiCrwZ2Ofsk7DEYAMF2ZgyKoPiBklMI2Y63xrefThIbrJV//eD97WQVLwKhj/1TT1VTCJq2Y0tvbJYJzGL9MVGmDKmBW3vjZ8vgwC8b8E/pt/8he713zrdtIq918C6W98RIl9jX3pfZMb37TKCr/iOu3VTHoGp7r36cTH1fteCfw7/9Ov9lVr6jz3JmMgtuteZ39sevLate6TP/fO7hNvedtmY59zayVe7WL+yyuCTseHAGMN8c62FVX4B9+ximPUviIlMqC0/rXklrZzqjyRKvgaWLWQIPRrjIvyFbAwYdWCJzSkw7GRVkBPgE8QmZv8EtQz8V1q0huDwCmE1dX3PPVk8o6+ChK3uRC6a/KuQFrlmUTTTgyoda1GLj2Z5GqV1ep6XL92QlYJz++9+2z3ojvPd3dl/sMVrwvuSnP6ObYtfeijuKUkQKyjfa0i7AsU1PcxkEJGJLhog3vDaRgCCq4ZU0j4M1vsA+41/Lv1FH14iK45X/23V552C2FFW+CEn2ncxe8iRpLHGMC1FEOuqz65NtVzXgmB69e6Jz7yypPnkkirF3/d+e6rnn2h+9C7bvjDxlcevqPjNcI0yScgKdXH+EBuHErHKz3r8CWedVynnZoJXdAjjrO79PnQv/1/bnktEBLr4//fJ3ZVrXqdcU8Ele5Z2Z+7v3cp+4ff9/3dH9z+rFPbf3jVa1YlrfRRbV7LcTp8BPBZ4h71O4Fx38aqqiWC5lZQFRlQWp9ackvbOVVei4QVOkHklk7yFRNWpZHfE3nHSFoxqU0nv3QXk+Q4+WV/DnkVg8AphBUrFtBTm4LEXa7FxJ866aQRu5lgarUCk/yavxyhh2wjB/9txBV25fqEOtRl0rzLprgqQHiS9/5b9ofv2AX3rFc/Y+NRn3Q/lqPPRJLovAirvoCtj7CKeMtv1Kbz7QjoPlIp+kQ+qnMpqaXzreVxrBqim/wz3r+5FVZpW1oRQ710bAU//JR7PB27OAZbp7YQiKtV8QlIq2c/40L3vXef6977M194g8yCrLp267eCuDdEeEQ/yo3xWE2Z6AN6ngkRPU/GkEWqu1SO7uiZ6qCxgjyX+JbV//K//XrHqqr/45d+Yy/+Q6DmUekzF/vT+zdnczz3Zx/44CmiKhJX//HX1vv4PD4IMcH3rNh3OhwECLohIgmCIajo5z5yKp7HF/b1w+rbek9kwLYya1yrJXcNW9Zok3mP/A+sWkgmrFroBeuQReCQSSsmiEysyBkYCNAhNphUpZNHzrER/IsEGTvxigDHIHAKYcU3laQTuYLEKIOJMfoq+ItBAOdjkt0ECQSOHLNfM9EnTHilG3ZGEkW60YeQUlyPwQD7nMNW+pN2UrvVBvkTv3nvBkfqaCPQZnvbpTPdy190vnvpN5zvvuFrznf/77/6zzZlNx9ij40k+3P6OTal/s3lsZyCfvDAVvCTLTnsqCucInbUiccmrCLKu/fBPgbQ1OA4HTM4jjjvbrl8iejDQ6TnfFTndtWXr/ZhAl45DDkHvn31dsn19ZUQuH6t4/VpvWb9r+7/zzs2/IHzuZVVUROeWfQpG8+DvoTfxPsNf4jPL8a+dEzra2ut8+iU6oBdjNVsUf8hOmzDY0j9NcvoPo5ED/MQzuv+xXaVU65rUbc/fd+v9BJWvCK4ZtIKhxorCta065Dapo+0iYQiuGeDjKLv2IaSUiIIYk5dYqHoz4eEYS3iqJbcfeo7+WGN1/ByOPmVwBwqPtcMAodKWmkCqcmScoL8NHEtTihFDKTlhh7HIHAKYaUAMM2j/EhWyDZyiJt0ssv5aDcED+dEdsV2S+8zSVBfxSBEeqAjZdCXSbAS9hAIKEEiYHtfEpa0o+3H77u90/ayF57vvvRLLnRf+sUXur/6X5y/EXT9/nv7mtucn9PPsWHplstjOXw0EnzYwTH+2pcUOETsqBf9nf2IZV9bPn8DAfw14sdZjtOAjOOIe4v4RR8eol/OR3Uu1gcP/FJjkcYcfK9v3AGvFEPuc9pibKDuNlI6yvd+WQT4L4DalpacjlfyJX7MwDcYA3PPjqX12NYefoueufuda+g5NBG8EMjo3hlar1Q5PYNkK89nrbriWi7xfKHf0rSNsOJbVmsnBdWHuLJmbeyGti/CiTwlnfjguUinucSTgv8hOaupkI1Oh57k46XtrCW3tJ1z5MlX8f1jTvIV8FjinqQN2lr1o+siT2C806Rr/HcPp2URELa6eZRzfl8Tkz0CJgIeJowEOn2rUJhkxUBoHwgrJouyDftkY+5XIiaL0T7q9k2ua/S39EGnvpTqS4CC/Upqo2+Sr6CadrSJrPrb997ePe+/vNA9+5kXumd+8YXujq8uS1jJhqE5tmrbVUe4kCvJX3SMf0Qsdd55HgEFyvEqASm4xsRxxD1ea2V/DcJKBLPus5hv87PUL1OMwJi2cmNcWtbH6yEA4Th0/FlCC/o9vY841vOP53Vtn+D5iv/myFjOjyGsNNkmoG4xYavuaWxj/iQSi/Npgqjieq6PPvXRj/ausOJaiURMwZyX1QVOtyIALvikNsg9AkxtkXBiX/FDazn9DBl8bN8tExlwa8+ue6aW3HWtWrZ13SMmrH75ZNxgnJmb9AxdlbDigQbznXt46GN5/iVkblfm6x8iaZW39NazTHyZUDEJhvAggGciNjXFIJD9MUnESi4f004sK/s0mSbgxt4aCXyRzySW+51Nv86S9yUmwjFo4TgGAVxLy8S29NpKiiuvX/Lfzu6+61x3z0vOdd/z8nOb1VWU2/Xh9Tn9HHVbcz+Hi16hAW9hL99YU5d9ahs/BTttUXf8LvVVzqVjBvdY67hGH442zt3n/gYjMGFjP7fCIspR2Xgu7stvW8c06nxI++DOs5FxVts++HjtPsCv47NqiD4K/Pt+gBnSxpplNN5hG/ML9OT+ztmJz+TOS7/cd6z++F2/oMur5+hO3AGhkSPVVldgZQG7CKf4ah1+pxhMwfS+5eiPHRC+kCYEr4fYr0PdphZxVEvuUFxaKKdXWVshrLhPliCMxmIrX2GsWUJ+EcIKIxlkUDr+ugSIGjSPeeAZ6wRjyx8raYVPMfHSJJz9ORPFGASOJazG9tmQ8tinV2qwkSCjb7XZkPbmlNHqNWGtfFfgQznIA6V0Eixipq/f+NfqObLqvlefPSGr+AB7LLPrGyyt9bOwiTl4ECykuND/kAgEGxHXWPdY9+MKAvlnfOWIwB1/jc8iBXDCDEwp03qKPlxbV8ZdNiV8VuOUxjDue6fyCIA//sz9QB/h73qmxPugvGbtSxReYzTVhDvOg8fUb6UsJFY6VuZ0u/744x0fWWdjv3TS3LdFvI+NcFKsRy7yiYA+klAEuGzcJ9o8DuXvGpEB+avrna0ldz2Llm8Zn8bPWyKs0Kd0kq8gm/t5btLzc9UVVijJ4KyBSkq3/DCRjoeSC2v6IG6cdxqGQAwCWyCspDWBNoF0zQc7siGtFJySQxCkhIp0Vp4SVqqv6yLCdJzmfF8lklGsrHrlN57rXvvSs92rvvnc5r8FxutP/M6PpE3cctxqP9+iqE8MRoAAC18jyMIv2dLXT2kM/8Pn+hLXt60qoF70t6n7ffKHno8+PLTOWuXSe1orqkQa0ictr65iDGN83TWWrYXfmu1iF/1gwnA8ykPGglyrCmb22Z/SH5ZydrZyTm9xLP3KmAgV5QRncTu0FU4xblAshy9rgxSM9oO3sCF3WhYBkQHLtrq7tVpyd2vWTgmN8dwnraQaushXkL3EGEAbtLU6YUWn6Z1yPTjWepC04iCt6WHSal6PxCCwJcJqnlV1a6eElYgFAlhIMCbGrBbalq7/3pUTkuCR9/2F7lUvPte98I7z3Y9935mT8xvigH/H/qndv/K6n7ehvZ/XCC7xtV1kE36HD/alXfWpF0kq/lvlh3/pqZv/Wqn/XpnLH3vwc07V65M/9Hz04aF1SpeDLGFrNUFcavWRyDVIzpbJtbFYirBqnTQca1eJ8lMJK026W1z1MwS3oaurhrRVogzzCF7RYVWPSELO0Q/aiEki2cK+iBjlBEqHtsk25REDPtMifMhZdODUDgIiA0prVEtuaTvnyON+0lgxp50l66JP6SRfQTZjyNxEG7RVhLASYQJRxQMDwbkPsc81yvX7EVAfgH3c9mmlVQwIp+73I9R/JQaBJqz6cRpzJSWsqAtBFQNETTK3tRtJKwiCN95z9hQB8MRHXtk9eW3YhMv9vA3p/bwmworXJXn2rJnimCQ//savPd+9/IX57cVfd777xct/6ZS/ztUv+vDcto61PuOQCHOtHqU/D2k1EveCSDlybO4bbymbIxh1/pCIvLV9XgFNH9Zry5/TPj4yhLifI2NXXXCLZArz10i28BFukTDkr33ta0/Nd+Pcd5/3o43sRwzYjxgtETDu6hdfL4eAyIByEm9IqiW3tJ1z5GkxDmNLK6kG4SxfAYclxh/aoK0ihBUTG334D/YewRjkVBaBPtJKK9/KajNeWgwIp+6Pl9p1MQg0YTUFweF1CH5ywdG2Fng98PrHfraDnJJf8Arg5iPr14eTFO7nbSjv57X4GhqBOQEXz6NtiaAoDcIVnOOb2tI25HvkIqy+9+6z3dvvO5Pd3vRdZ7tfe+cXnPgs9eam6MNz23L9mwhAVtGnqV/cLJHf4/s9/He0Gt/xyWt08yy2yC75K6/MKuHz3C8itnSeXKttVB9i2Gk3App4Q6wcY8L+uKX/oe7QX6cj9mEz4XSM3r+MzSIDlmlteCu15A7XsH5JYcQ9fswp4sB4PzfpuVmEsEJZlkHTiSKu9vEXprmgt1Bf/aAHp/qkBgs7Fo9cQMhE+y1vONO73fMtN/9L3NSAMAaBJqzG9tr+lHc/709fjdFUwbWCcgLw3Ot/BOha5ZcG4ATuqq881SE3Pv29H7ytu/+t+e0nfuD27t+9+2kmrFIgGzlmjgLhSd+LmBlDpvOf0f7g9medbJ94y9u6J3eQpTVMx0atRMS39S037MduXZNu3CdalcU5iK9YT+Wc5xGArGAeDI77lPCHSDalr9Olq5uwM84zD2WfvjPhtE+ee1i6igwobVUtuaXtnCNPGDHWLUHUzNGlZt2lcShOWEkgHclg71QPgX0lrXIBIRNl/jNc3/adLzVhVc/T9kuyCav96q8x2hIcQlKJeCDgTn80gYwgOOf1wRxhxfltKY5PU/e3tT/kWvThIeVd5lYEIGBE0oicVD6UsErJKhFXkFatJvwbO3O+z3klMOA4YkGdtJ7KOz+NgObCTOpLJuTGbdfqJv2L9kMhmmTHK77t204RTqzqoi+0+RtOJb3SssYiIDJgbL255WvJnat3yfrCqCXCqoYuS+OgZ2axFVY4jVZX7dN3k0o6e0lZ+0haxSBQAQR53woGzv/tS6c/wD0F4xgEsu90mAi4nw+zX6NVWh2SBtyxDCtq0uCbY85vS3F8mrq/rf0h16IPDynvMqcRgMTUK3CsthMpQ/9v85nTrXTdY8+/62Rllcgq5S2+Hoj+vA6Ijanva3WhbBRhxcosEvcUH6VP66m881sRGLvKyqubbn57lX/iFFc4sbKLAEkb8UUk5vTDBCvCCN6Y+zoZgX1FQGRAaf1ryS1t5xx5wqgGSdSnN2Ml42HJtDQOxQkrfT/JH1sv6TbbZe0baTU1CIz1tiOSvxqDQBNWeYwO4az7eXcvsvqEV4YIYtk4bjkpWIk6apWVyIh4jX3sSoNvAnKC+f+/vTf2uWVZ87MmxwgDCcaO+RfODcgIjISE7kgQoJHQJAc8IOQE3TGSAxIushOSM9JEV7rGEgRjICE4o4lGdwImOeMEiUkIzgRYcI1s4YstW2z07OPfOe+u3d2r1+rqql5rPSX112t1V71v1VPV1VW/Vd1fJvRXLXdtw225/H6bAG2bOkasqqEVrLIKi+Ns9d1PpIs4tbTnnVazQx6TZVUVn8l/hLo8Epg8toIVx7keiF/TtddM0rv/8ImAwuD7Zz/72Ufx5Ld/+7c/Ci3tu5tedXXT7MfpMub1R3OvymclEDFgdP5n+R1dziP+IqwoWP0P3z8O3kMsC9chK6x4P1JWVz3LC76PNNpnSpsbOBdYNurqiu+0qsLTo58fqZs6CVSweoTg+WmYZK2JCAgTWQ2wlRPreYvOh49CVUSbum8n99tWxp7NxJo8Rogi70y2194hk3g1pxG+aEexWc9f5XNtw1fJ0zPlI+JMFaCWVuXRpyB8Ep+tfSfa1VdYUb56DedzLXfqLUzynT1MUnb6Xa4nvr9iaFc3IXYwecvWvruJFUAZS73avl3dxPgxHNi3q5uuNo6k3SIGMsZNn/6KbdYyvS4BrjP6ldFhlt/R5TziL8IK9cOjxVcI9Mmj+7q0FTg8lWBVM87NzXA9As8kWs2gVyeBClYzamDbZyaPxMrKByZgWUFDZ833W5229XybM8IPk3MG/vDNqow1sXDb4vlns5oqE3L2HNvKLxPvrdUiiFa1fZ1fiv0eahven8qYIZC6jQCDEF7bUFYfsd9qI//o9/9gcZUV77a6SqA/5FqmvbNf6x85T3tfC/QJ8FpLv5ZuxHH6KQbMdWNMWrf6eFke1Xs1oYnyPLK6CX6vFhDR4IH4ZpDAsxHInHp0vmf5HV3OI/6qYAWvdw1pK08nWHFT4Eb5zpX3DI1W0Wq9luokUMFqndOsMzzWkokkIkomWBGsyBeTqqXVAzXP1nOlse9zVmrA/KoBcYq2kO1WPinLlhhBW2MCf8UJem3Dt8rp+WUCadPUMRttIcfSztPHsNpurV9BtMpKK/ZXEquWS758NGWtZ7mWKDdCFVu7wqzGPfK5Ck18bl8UzrilCk6v+ihdBJZaVsrOuDrb1Vc3HWkHvdPSjmDqvKQ3We2dTYA2S9sdHWb5HV3OI/4UrL6jl7bydIIVFfiKv9IcadRXTctgiAZWN8RG6++qNWa+IMCksl0xw7EqWLFyYkuEwE6d7CtMLrct+gImpwiA8Mzqk0zkl1M911HKUtsKbSvCRIQLym94XQKIkfQfbb+SEuc8/cqZgk38zdxzvdfrgbzkGPu18QGMquB061G6pfFHHYs88+e11U2/89VXH8dbvMuqsnLcfH6LT3uDtUECz0IgYsDo/M7yO7qcR/xxL8x9Cl5XCPkhY2Re0lZg0aN/xQa2hrzDaiQofT1OgItt6f0LHFsblD7u7flShs9Vnk2+hyATiyoqMBHLZIyJBauUnjFQJ4hTbWgFKyafTCy3goLVFp0PHyfwMIQt+1cVrGgrXC8JXB+squIaocxZzZfz7t+bAP3qrb7l2QjRrzJIzMa7RxmE1q2u9uEzokwG66+2b8u69z/T7an3sHOMtYdWvzjwps2yKk/2/bhq6VwCEQPO9fK59Vl+P8/JtY/k3scK2CsE/qEHdTcypK3A4mkFqx4ZHwn9HX1x41a0Wq/5sLnay0TXc/zdC3KZUCFQsSKAVTFZGZPHWZiIV0GrtffoS+6TrrXX6ztiwl7BailezYeCVaXx6Wf6hYhVVbChzcC1bTvUi2E+AerNf3TSvx5q+0bIZAXelUKEpuzbR+ne5b/SMWBGkKiCUwbwDKrZYBNO2Y+sS3ySz9GTipFlvKov+kbY0ybuDWkr7G8JXjXuvX5GxodFtpF+H/EVpo+kfeY0EQNGl2GW39HlPOov1w/3nCsE6m30vSVtBRZcp0cDNrA1bIUVNwYGDobrE1C0Wq8jhCp+lXumVWd5fINS1ZVVCA9ZGRAha63kEZ7Y/69/51/68Cf//Z//uOfz0vbNf/fnP9Q0a3Z7HEcwaQeMHKuPBPK5fayl9a1g1RL54Tv8YNpOzFvBinZEHOKy1ZVKP1jz0ygCTMTor55JYB/F5ogf+k02hH/2Wa16xGbSUleZjLFvH6Vr39uUH1EyUH6lPW23ik18zgA8e8aWlVd7LwjXK+8pF2V9xrxfmeuevLFajmuG6+yeUK+zrbSI2zXuPT5Gx71qPhGVW1ExeR3NaLa/iAGj8zHL7+hyHvWXdqlg9Z34zb35aMAGXIcJVnQ2OOyR+aOFN/1tAopW64y4edKWGeg8Q2AFQLsChnwjLiAqJPC5rhzIcfYRnxCnIkb8h//uX/rwV/79v7i4/ca/85c+/OHP/pXv01Vb936O4IbgxMb7g+oEEYGkFUbIYxWsWEl2671DClbrNRPBigl6JlXss1Iv7Yv2Q7uifjKZX7fqmbMJVIH9bF/vZp82znWR64Hy0/6reNKKTdwzWgEmA9xX3COm1fLeepTuXYXVDMiZFBrGEshY915hv16vrZhSS5DxYuLXD4ecxAAAIABJREFUc1f7nDyyv0rItdEKAMnrVfI5Kh+zhKNZfkdx7eUnPyC17bWX/Wewk7bCNdpD80kfMESwqr8wXOW5zmeo9Nl5zI08N4bsn2l10VkMI8A+w+M2iDyICG1A6KkiDt+ryFPjR7D6e3/wL3wvWP3V3/jXP/yXf2V5+6u/8Rc//P7v/quHBau85DoiWfZVoEIsaVdPcayKb4gna2VLORWsQmJ5H3GKPbyzyoQ6afnT3jhfHx9cturRswlkwvQsAvvZPNbst2ITfTsDr7pV8YXPTHJzX3y1/dUfpVurx2c9nvZUBdBnLcuz5RuhlOuXse3e0F7va/XGdVTj7rU/I94V85nJ6jsLALUtRAyox0Z8nuV3RNl6+qCdch298xNlaStweDrBioFy7QjrRLJnQ9FWfwKKVstM4UKH9AzL+BETWrEGoQrhoQ6y9ghW//v//C9+L1j9N//5v/bhq/9iefuv/rO/8OF/+W//5UOCFXmLQBXBjb4DEaTmm8+UJXHaGiP+npfKv7Ng9U//7M8+/IPf+d0Pf/+v/fUP//Bv/e0P/2zhHVSsKIEjdQLvrHSjfeVdaLCPyIhgZV/ftsY5359JYH+EEH0AA6O6VaGJzzBgMJmtnUjWMcqzf+a+lHJm3/KorPhc+9RH6sA0xwhQB7Q76skwnsC9wn76iPStS48FRgirwnZbMu6RdSUm+Vi7b7bx1lYk0pZyvWNvLV6bl5SJfRuqb2xv2WzLtBaXfJK/5JUfCWo/hE8WOZAf+mvikYaQNG0+8Z1z7LFRbRI/fNgTv+ZhLa+tn1nfKdNS/Zydn1l+zy5Xb/vcb3Md9bb9qL21/uRRe7fSpa3AIdfrrTRb57GBrdNXWNFR1M4apxTG8DwEqMMsc8yFyP7dV1rlIqKDunJAUMgjW+QToWHpvSsIEfVRu1qmrLB6dF9t7f2MyBbBqh1w7LVxT7x3Faz+8Z/83Q//x1/4Nz7b/smf/uk9+L6Pm0elELdoZyPq7nvnflgkkPvwVQV2+tK61QkE44V3Epu4t0Zkyr59lK59b9PoAeliI/PgYQLU91Wv0cOFewIDEZ/oi26FjIURRPhM2jbkx/rsiVdDndjFXvZ1nrQ2BicutmugDcVG3e95uqXGj00EnDVxv/VNmghM1Rafq3/Ks5ZP2n9Eo6U44RL7ySf7yjnn2ZP/2CReuDOHaeenxOf+c9WQvI/O3yy/o8t51F9ts0dt9UhPvZGnkSFthWtpT196K2/YwNbpglU6c5xlo4MwPBeBtRvmu4tWuTBn3uAQdiIOIPAgUNXVRnWFUVa/IFohYuXROUQGxIW18KhQlXRrdreO0+bIE2XaWv21ZeOec+8qWP2f/95/8JlYhYDF8SMhgmO7uu+ITdM+TiA3/d6DF+zWrRWbmKjgM9vSjx8ZG7zCnvKlrOyZRHGfyMaYqPKqE6nHa9eUr0Ag1yhtxTCeAGMO5idsfN4K6auIVz/XNAgl2Eq9Ei+hHqO++U7fENGMuMkDfSrf6VvSf+QYx9OHZL6F36V4t15hga1s5BP/EasoB/nEBv1a4tW2Gv+co9+nTDWfnCdE1GrLE18R/yhX0hMXexHn4z88q2/yRz7JG/kmbq1Tjic9Pumjib/EPvavsk/eR+dnlt/R5TzqL22b9nWFkOt1ZF7SVmDANXs0YANbpwtWdDLpGOo+HdfRgph+HAFuXkv1ybHcWMfl5jqewiSDhpE5Q5jKKiQe08pnBKkEbvAcZ8+7nyJUZc9x4tfHupJ29p78pkzsKeOWAEJ8BLt2pRjtk/Jybi28o2DFo4BLq6tybOnRwDV+HKc9UgdpU9TZO/cNW6xmnMsv0EwCCPRZDAaycV9msJHt3cUmyh8W7OEWVtnPqEd9vi4BJtt1cv26Jb1mybiumasw0dsKmc8QJ0JHndfQtxKHPiQ2+Z6QNPTJNXC/jG3SETIJTr+d+PRJEWc4xnfStjbbeEnf7uM3+YwIhKjT3scjJNFWCTXf7Vg4+afMjA3iJ+VLPuKPMiWEXT3GudhIvIhdLSPy1Z4Lp6XrLHHbvMXP7H3yPjofs/yOLudRf+FE+2yvmaO2H0lPO26vnUfs3JOmMuhxHaUPOFWwipN0LHU/GuA9sI27ToALMAJNrc93Fq24AXPjW7qpr5PscwYBBlGgClSIBq2og1iz9gJs6hQ7V+hcl6ggPlG+KlzVFWRJU1eZteVnpVZWayV+u1ew+vyxwP/vxq/MLUPaGKvhIi4u1VObxu+PEbglNjFp4T5bt9pnv9pn+t9aViZHDJzqxpikblft8x5rEaZ6BQIZN9NuDXMIMKa7FdJ/Ei9CC31OQn4cQPhKnZKmDbUPwi/xW9Ek4hDpEX+IU9PFZvKReHxfipf47T5lSj4jNLUCWNIx7iVu+lQ+MxdoA3loRaw2X9gIs/jHTti1c0biJF4VwVq72Ai/2MiEOt9rfjmGXfxeMSTvo/M2y+/och71F05XaUNL197RMt5K35tB+oBTBat0dnTiETl+9rOffd8Ztx3YLQievwYBLoDUZ24a7N9ZtMpAgTY/MkSwYlXLqwfaXcSQpZVSiFTEQSxpBauIeJxbC+8oWMHirEcC1zh7/PbKpncTm5j4MFGoG4OeujFoqRvXukECr0iA62Bp9ccrlvVZy5SxL/mnL8r39EuITtQhIRMu4tTAccaMS+Np4nKegM2lOMyt6kow4nEsecmetDVezUP9nPjsCRFv1tLmPPnMJJVjewJj5rTz6jefYyPsWrs1XuJQzqWQ87GxlVfiYJs0VwzJ++i8zfI7upxH/YXTldvQ0TLeSt+bQa7fUwUrMp1fKtpOgA5wrRO8BcPz8wms3UC5YaTO5+dyXw5acWNfqs9jZaAwsl3nv7axeohVVBksfZ671ziC8IToRHnXwpJgRVzqWcHqc2o8Fvj3/s1/65NHA/nOccPnBFzZ9MN7ThiU7RGb6BMZdGR7tnvE563AIxI4j0AG6IyhDdckUAUTcpjxH0IM/R3n8wNm6pNjCfmRM3aYIxGf4xGnSFcDdomTFVhJ2z4GtxZvbaVUfMRe8pl5G/aWQs6Tz0xSOXYrUIb4yv2D9LER/9gJu9Zu0tc4Cla3yD9+PnXzuIX3SJnVfLTP9vp9DwI/PJrci0H6gFMFq1o5tWOrx/38vATWRCtuQFdfPYe4U9/5hJBx9LE4eORXtVETMnxm1RFlYKNsawHBh3Iuva+Kx7k4d5XVWjDkUUDyTDnZItCxXwswWBIhFazWiH34wKN//+j3/+DD//M//k8f9/c+Crhu+VpnFJs+FZsYUPzmb/7m5somJisMGLKN6tuu1XLMjQTGEmDMzFiK+57hegSqYELuIkAhXEWQyTg4Ey7SJER0Im4bYpt0BPrcfE5cbGdeFaEm8WqbqfHwuRXiN/lMOdaErsTHB/cJvicv1U/ygOhRWXC8htiIf84l/pZgRbmTl1r22I6IEBsRX/I98diHacu7xpn5OXkfnYdZfkeX86i/tFfa4xXaUK69o+W6J33aSi8GYapgdU8tGPczAtwc8mtQbhjsR4lWTKyZZP/9v/bXP/zf//Xf/PD//tG+R+PyviMEEQSeiD5Lj5p9VuiNA3QOlH/pRriR7NAp6gCxqQpwS4IOQlTe5dSWEw55x9OW4HUoo3cmpkwR4eqefLYvVa+mFawqjdf5zLXFjSsbEwRujNne7TG69DP0NdlgEB7sYRRe7OsEgX5jtMD+Oq3RkkjgXAJcr1zjXMeG6xGgbtgS6E8Z93KMfrWKQ6nLGj/pOVdDhC/O51zstm0hAk98ZSy+Fg87WyF5Sj6TF+xTvhoiAsUm55O+3mdIE+ELMS/pkudqM6vU4p9zYdeOqeMr6bHHsbbsuc9xDt8E4vC9tck5jnEu7GP/KvvkfXR+ZvkdXc6j/tJel9riUduPpM+c9JG0j6ZJW+l1HYWpgtWjNWK67wlwQ8iNkgaajRtZe+P6PlGHD4hV/9d//J9+8igT/93sH/zO79603t58+R7Bpj1301gTIRcr+9EBsSniTrsSgnJxDLGqFaw4znnSXkWwIk/kJfllz8qwtlwtYwWrlsj87/QD3HSyKTZ9N1iO0MT+HrGpV41mILA0cO/lQzsSkMBjBLguGUcdHZM85t1UWwQyzq1xIsxwrq5KSj/L8YTEpY6zipU0scue44Qcpy3wGXuILxl3x1fGnjUe99rEw+dWqL6JR7uLEIRN7JMn8py42E9IPjmHL/KZcqY82MQW37FHHGxWsYpzCWEX/3wnEKfGi7jGMfKXMUZ8wSDXUTgRrw0pW/y052d/T95H52OW39HlPOov7ZV2CLMrhHqdjMhP2gp+e1xHYapgNaL23sAHN4LcFGmk2bhZ5KbbG8M//Ft/+zOxCsGK7Z/86Z/ucof4waNirD7KCqWlx8l2GSuRctM7U7Ar7j75GMFqrRwRgD5J9M+/XEmwWsrfnmMKVnso7Y+j2PRDf5Z+jeu7bgzUuUlnY7DMTTbbjH5gbw1ncMHeIAEJXIdABupem9epk+Qk94J8Z89YN8drn5965FxCPZY07LmvROSJwMT4OmPKGpfPxIkQg+1W+El8jtd4yUfdJy77BMqxNLYnThWrEj95r7b4HFGNeFXYqvFo5xHIwo885xhxwyTp4pd97mU5l30Vq2o8mLYhnKmfK4aUcXTeZvkdXc6j/mi3aXcwu0JYaudn5ittBQ49rqP0lQpWZ9bam9nmxrJ2s1q6sR3Fw2OAEajaPY8JbgUeKUO4ibhT92tCz5a99hxCGGIdN9pbg4Q27T3feZSPR+fyiFxdYbXmV8FqmfAr/pdAOvq68assN5NsXK/czOqWm+2r7mtZ+fzMYtNyS77/aCYkmSTcb8EUEpDAGQTooxhLrN3Pz/CpzdsEcl9tYy4dp+6WjjNOzD2ZffrfxM/3+MBG7t3E5/tSIN2eeG3aes9vzyHGxeaa36Sp/kmztCq+loX5QeKQlnP5jk0+EwdbYUKcpXwQN0yr3eQt9kgbW/Vc/F/1eoMB9TQ6zPI7upw9/OU6gtk7hrQVOCxdo/cywQa2FKzuJWf8mwTWRCtuIj3Do4IVN7Q8/ofgg0DFsQhYPQQryplf2/hl64xAnqvQVj9vvTj91QWrR1lfTbCik65bBmHcDNhasSmiQ26Wr7hXbHq0dW+noy8ZIbBv58KzEpBASyCD9Xed/LQ8/C6BdyYQMWA0g1l+R5ezh7+Mvc+a+/XI45k20lbgwP3raMg9UMHqKEnTLxJYE6043iuwiqpdWZXv/+yXv1x1k1VI7X/KWxKsEK+I/6iIFQ5nrDCjgAhTiG4RoSLArRb+w4fv4y7FQfSivO8YeglW+XW0ik104HXjRlbFl7rkPTe7V9vX8vLZlU3XusoisPfso69VQnMjgeckQH/pKqvnrDtzLYGeBCIG9LS5x9Ysv3vydrU4GbvTb18hMBcZuWIwbUXB6gq1bx52EWBFSC7cuuci7nXxLK2yuvWfAiNYVWGG/GTVVcSp/Fe9IyIOdhEjGGyyiuEKIeLWUl6OlHXJ3jMdawUrOvm6DD6CE+23bopN2/+N7pnawLvnNQI77d4gAQlcg0B+YeYeZJCABN6XQMSA0QRm+R1dzh7+Mt+9imDVSzjayyZtpZff3P9cYbW3Boz3EAFWFuXirXseX1p6fvwRJ//4T/7uB1Zbsf3TP/uzmyZ45xPCDAIVohTbf/Jbv/X943URrBCb8thdFbduOmgiUE7KTpmvEF5VsMq7B+jc2PLOAzpPNlb0VKGJzwiJaZetYJXjz7ynfG2ZwyN7xIkwY9/rurxCWzcP9xG4osB+XwmMLYHXJJD7FdeoQQISeE8CjNsYk44Os/yOLmcPf/TV1BH7KwTmnoztR4W0FRj08IsNbClYjarBN/ZDY6vCAA2PjWM9GvMjaPP4H8IVG995RJDPCFo1cOyIYIWtrDbjQjZ8SoABOO2gbr6v6bvr416x6Sqr+D6tYb89E4GrCezPxM68SuAsAtwfGTc5hjiLsHYlcH0CEQNG53SW39Hl7OEvghVz3CsE8jNyrp22wv2qh9/c+xSsrtCa3iAPTILWHp2aNQDjP+uxmir/YW+tGnoIVthOJ9bjAl7L6+jjCCSUJ9vSI3Tv+L4m2noVm2BAO69bmGWv2DS69epvjUAGHLP65rV8eVwC70yAX8qZBLnK6p1bgWV/ZwK5N49mMMvv6HL28Je5HoLNFcLopybSVhSsrlD75uEhAgyyGHDRiNuNC/yqg7BeghXlY7CJmHGFskYoyb5d1bT0CF1bb6/4nTZaxSbe60MHnA1OYZb9FerzoYvSRBJYIZBBF23cIAEJzCeQVyxwLzJIQALvRyBiwOiSz/I7upw9/GXsxPzoHUPaCuXvMX7EBrZcYfWOrWlymfNi31bsQMy54st+ewlWYKd8lPvIvztFLY9Qwt5VTT8IoFVo4nP7n+iWxKbJl4PuJXBJAqz4u5LAfklIZkoCgwnwg5errAZD150ELkIgYsDo7MzyO7qcPfwx78j8toe9Z7ORtgIDBatnqz3z+xmB/FKYi7ruEXOutGKll2CVx+f+5t/4Gx87s5/97Gffr9rhAmdDzKuiy9qKtMrrFT4zAK/l5nOYZI8wV4W6EctcaYdXFFE/u6A8IIETCPQQ2E/IliYl8LYEMnbivmiQgATeiwDXPWP+0WGW39Hl7OEvrKinK7zqg/kUP9aPCrX8ClajqOvnVAJb77VCwKDRX0G4+sM//MMPf/zHf/yJWELe6tYKTXQQryAk7SnDrUfo4FSFJj5foV73NO78UtKj093jzzgSuBqBXANMlA0SkMB8Aq6yml8H5kACMwgwnlawmkF+v8/UEfV0hblD3qG7vwTHYvYuPwxh6SOBx+rF1AcJIFysPSJIA41wda9KndVMNPRs7TuauKjaVT3vsqIpbNvyw6RuTFLDj/2IVU0Hm1TX5LRP2iDbs4hsXQFo7O0J0O7pF7kG7u2H3x6eACRwAgFXWZ0AVZMSeAICEQNGZ3WW39Hl7OEvrK4iWGVO16Nse2z0Lj9zTwWrPeSNM4QAj57wqyGNcm1rV/JEbLmVbs3eMx9P2bNH9EunlH0Vmvis4PJYU05neeS9Y495NpUErkEAoZr+kj7YIAEJzCfgKqv5dWAOJDCaQMSAd/E7upw9/OVVCoyZmD/MDpkLjspH2miv8mcO5gqrUTWon5sEEFTy+Mkzi0lbeW9Ft3/7L//ljxPB3ymCE51dOhj277aq6WZDmRAh7XLkc+ATiqlLCawSoO3Tt3EtGCQggbkEXGU1l7/eJTCDQMSA0b5n+R1dzh7+IrAwXnrHVymkrVB+WBwN4algdZSk6bsT4LGTrccEtwShs861QlOeCebCzPaI0IRI5yNn3ZvQKQZpA9SVAuIpeDX6BARY0dlrEPIExTWLErg0AVdZXbp6zJwEuhOIGNDd8A2Ds/zeyNYlT0dgYawEt3cLaSu9xorhqWD1bi3picqLcEXDf/SRv1ZkYrLF6gBs1o2LoW6j39OSi9FHzq7dOBGqEKxoVz5eee26MnfnEFBgP4erViXwCIGssnLl7yP0TCOB5yMQMWB0zmf5HV3OHv4yp7uKYEV+Rq70SltRsOrRmrTxdAQQkaqo1H5+dgHBR86eo0n6WNRz1JO5PI9A3s+gwH4eYy1LYC8BftBjM0hAAq9PIGLA6JLO8ju6nD38MV9FrLmKYEXdsWBjVEhbUbAaRVw/EhhMgJU7XOA+cjYY/J3umKhTT0zcDRJ4RwIK7O9Y65b5igSyymrkL+hX5GCeJPAOBCIGjC7rLL+jy9nLH3MEtiu885MFHgpWd9Ss7764A5ZR35KAj5w9R7Wzms93hzxHXZnL8wj4Trfz2GpZAvcQcJXVPbSMK4HnJTBLOJrl91lrKoLVSKFojZWC1RqZleMKVitgPCyBQsBHzgqMC3/kBsAN6Qo3owtjMmsvTKAK7C9cTIsmgcsTcJXV5avIDEqgC4FZwtEsv12gTTByJcFqdPHTVmDAXOloyHzLl64fJWl6CXQm4CNnnYGeZC6dsi+8PQmwZi9PQIH98lVkBt+EgKus3qSiLeZbE8i4czSEWX5Hl7OXP/rjd/1RO21FwapXa9KOBC5KwEfOLloxC9nyvWMLUDz0VgQisPf4Je2twFlYCXQk4CqrjjA1JYGLEogYMDp7s/yOLmcvf3mq7CpPYfAi+FEhbUXBahRx/UhgIoEsgbxKZzcRxaVdcxP40RdffHyn1bP/p8pLgzZzlyVAu+caYPMauGw1mbE3IOAqqzeoZIv41gQiBoyGMMvv6HL28hfBCtFmdsh8clQ+0lYUrEYR148EJhPIRe8jZ5Mr4ob7/LL91Vdf3YjpaQm8JoEMiBTYX7N+LdVzEMi9iL1BAhJ4PQKZF4wu2Sy/o8vZy9+VBCt+SBwpnKWtKFj1ak3akcATEPCRsyeopA8fPuSxqG+++eY5MmwuJdCZAP++mQGKAntnsJqTwB0EXGV1ByyjSuDJCEQMGJ3tWX5Hl7OXv8wJRgpFW3kfmY+0FQWrrRrxnARejICPnD1HhfILBhMFHosa+az4c9Axl+9CQIH9XWracl6VgKusrloz5ksCxwlEDDhu6T4Ls/zel8vrxA6vkULRVulHvmO0lr2H36zg978EbtWw5yRwAQIZgPrI2QUqYyML33777dv+V5ANLJ56IwIR2BGufJ/VG1W8Rb0UAVdZXao6zIwEuhGIGNDN4E5Ds/zuzN7looVXr1VGlyvgRoZ6l13BagO2pyRwNQJZXuojZ1ermU/zk46avUEC70ggAjuPCBokIIHxBHINsjdIQAKvQyBjzNElmuV3dDl7+QsvBav/7TBSBavDCDUggXEEfORsHOujnvKyRVZcGSTwjgQU2N+x1i3zlQi4yupKtWFeJNCHQISQPtb2W5nld38OrxUzvK4iWDEvGTUn6V12BatrtW1zI4GbBHzk7CaiS0TIY1FMGHws6hJVYiYGE6gCu9fAYPi6k8CHDx9cZWUzkMDrEYgYMLpks/yOLmcvfxFZriJY8ZoG8jQipK30KntY+g6rzrXHZBW4a1tnd5p7MwLpCNgbrkuARzfprFlpYpDAOxLIIINf9gwSkMB4Aq6yGs9cjxI4k0DmAGf6WLI9y+9SXp7hWMY/zAOu8J+TGYeRpxEhbUXB6kTavHPj6DP/taKorHY7MfuafhMCPnL2HBXNS/K5/o/2Kc9RWnMpgc8J5H7I3iABCYwl4Cqrsbz1JoGzCeSeeraf1v4sv20+nuV7FayuMP5B3/CRwJ2tJ5PsUQrfzmx9Eg0VlAkmv0rRwB759/RLK6zyr779pfkT3H55kMCzP3JGp8m10POlzKxk6mnvwar5JFl9LOqRvuQTYxf4wuSHejsiwMGEfhY72fjuY2MXqOCTspD736jB0hnFoG+hvR4pA31A7NBf0e5foV84g7c2+xFwlVU/llqSwGwCs4SjWX5n837U/9UEq0fL8Ui6tBX0lB6aT1j6SGCpDSZNP/rii09WRbFK4gjw/MLl+2wKaD8eJpBHzmifzxbS+TAB7BGykqmXvR55ig0muHTaTNqfPeQmxP6RwOScfhAe7Ua/e0QMeCQ/phlDgHqnfp/5HkjfcmTwlf7adj+mzenlBwIZgx75oeEHa36SgARmEsg4bHQeZvkdXc6e/nK/f3TM3DMvI22lrRwZM9X8Zs44XLBicklhrrr9R19++dlkCuhMOLnh37MSIJNV0jsZq83Pzz0IRKh5toFoOp+jAhPXIisWclM4aq9HnSzZyMrNZ79p5Sb0aDky6Ue4SF/KPitwXkHUW6p/j334EMHmGQV26i9t95Efr+oPYaysYiyQ1Vb0XYh5BgmcSYA+l80gAQk8N4GMw0aXYpbf0eXs6S9zkyu8yzbjjp7lW7OVtkL5HxkztXYzZxwuWKUCn3XPTX/PMv46SGXCapBAbwK0MdojE549bbK3/0ftpfM5IjAxAabctR85Yu/RsuxNd2TCu9fH2fFyE2J/b6Ctpq5agTXtgfPP1I7vZfDu8SOwc+0+Wzhy/Uaso7/iOqghfZg/aFUqfu5NgD6X/rXte3v70Z4EJHAugYzDzvXyufVZfj/PyfMcyZj3CnMTftx/ZOz+CO20Fcr/lIIVN0oKcfXt1gqrvZWXAe6z/qK8t5zGm0uAiQ6dwtbqFDoMOqu6kqUOXLFBe02HhghG3MRhksV1SxwmWGyJ307AoIE/2j12krfYynmOY6MG/HOM7ZZwQZxqe8letT37M5zgBpMlZkv5g1nlyK80tfPnPBzYcw77NQ4MSR9W+ObzmoBe7cCz2iJ/uQmxT6AsxMMu+7WQNka8pYA/tlq+pXgee14CtBXaIO106/omXvob2gTxacc1TfoK2hV9VRuHdkR7rH0e34nfhtYfecQfxxNyDdX2Wds0185aIN+cb+Ngn3zb7tfIebwnAdo1m0ECEnheAhmHjS7BLL+jy9nTX8a1a+Penr5u2aL+2EaEtJVeYxvGXdgatsJqBKSjPuoAMg2NgevSIHfLVyqLwXId9G6l8ZwEHiWw9chZLvS0Zwas+cykj5A4mTzlPO2Y9ptJH8dJX+O1HTGTsqRP/Hxv/dW0XGfEw/aeFRjYygQw+a/2HmV5ZrqstNgSduI/fUiYVObhkzj1HPHhQZ9Vj9c6JA5pawj/Pf6StrYN7N/bT8Z/bTM55v41CdBGaGNr12ptU2mL7PM591PSc6y260zGc10kTe3zOFbb6b3+uLYI9fri2nkk0Iclj4+kN40E7iGQfjb3zTYtwirt+9ZWhePWht/HEUh9WR/jmF/BU+5vo/Myy+/ocvb0l/HJ2ninp69btqg/thEhbYXxTcZMR/xiA1sKVoViJv4McAGewXGJcvNjJqVMFuvA+GZCI0jgAIFM4GqbYyAT0YL2nIFN2igdQAY9fGajg6VzYFDLuXpN1Oshg1/SxOeavxq3+ksnns5OmilnAAAgAElEQVTt0WsmnVnsHcB4etJMUtdWOZGB1A88YBfuSbs0MWfSDIfYRRSjbqo4hp3YwHbCmr+IWK0/6ouQNkebSR5jc++edLmpPzrx3+vLeNcgQPuhXS61mbTb9EPkmD4jolPaSNoebZxrhLZPO8Zm+rxcC7GRdpb2y/HYYY+NxI0/rpcajzhHxar4JO+P9nkfM+UfCdxJgHad/rxNmvsw7XJrq9dPa+MZvtMv1L7hGfK8lMfU17PXx1LZPLZOIPW+HuOcM7P8nlOaMVZzr1/rc8fk4jsvjKPYRoS0Fe4jGVcd8YsNbClYFYoMThn8HgkZLK/d8HtU3pH8mfY1CTBRy+QqJUynkUlejrPnWCZp6Qxos22HxvVAPCaDbcikLm06YsiWP+zHH3axj98jE7dqr83j1b5HoKG8LevkNTe5ti8iLefY+Jz6XboZUhfEa33wPX1T/GUiv+Yvolf8saeOsUNa8vJIIF0ECng8aucR36a5HoHaNtt2S/9De6btEfhM+2v7PNLRNpf6ICappEl7rv7atrfmDxu5xy/52EM11x97bL3C5HlPuY0zn0Dut21fT87Sv9Mmub7WtqW080u2LwcpY/qRfamuGeuVynJNwtfMVep9dO5m+R1dzp7+Mk7hXv9OIW2Fcmd+eKT8meMpWB2huJB27Saf41mNspDUQxLoSiCd5a0JUTqDW50q8Ris0hnFdu2QcuzWgDb+MvHDRjvxvAdE7OH/GQJ9wJIAmLzDg+1WX5Gbwla5mYjDhzYA44hT2E+Iv1YkyPns46/W21Y5km5pT76SF+zdKuuSDY+9FoFcx7SLW2FPX0ObwibtFnEpAnuuF9oubT/ft3zGX64V2mwrcm2lb8+Rtopf5NEggREEuL6WxgTp3/dcDyPyeYaPlPEVrrdXKssZdf2qNlPvo8s3y+/ocvb0V8cNPe1e3VbaCuMlxmBHQ8aGClZHSZpeAhclkM7yVoeRzmBpoMrEisleJmp1H+Ei9u/1h63Y4POjosVW/i9aNZvZCuPNSOUXcW4ObYBl6iP2Wt5Jk/P5vravN6HUGyLAvRN38qZYtUb5fY/fcx2nbafvqdQQoiJOpW3Xtp9+Lu0536uN9nP8VTuPrrCqthGRsblHpKvp/CyB3gTuuR6qb/r//JCFjaUfMYjDtcqPIvT/a/GIw7m18/jd46/mL5/xm7EMe3xhK3njPPlDzKM8HE/geJu39gee2OE4n8MEe9heCvFHeYm/Fo+0iZt4pKHvYJ9A+pQrx9gnb2v2a9nW4tQyrdUPecQWe+ysxat58/N9BFLv96U6HnuW3+M5n2ch93eu09mB+tsz1umRz7QVyk1/cDRgA1sKVkdJml4CFyWQSRYDnK2QzmCpM0uHi0DBIA9b6YAyKcz3+Mv3NZ/xh00GNXks7NFJW+wt5X8tD1c+TsfMxqBvK+SmwL4NEYSoI+qQSQSssRn7SdN+z/F2H3/Yxk7qH/t7A3mI2IUdBsEGCUDgnut4ra+JDdo0cWizHKO9MnHMcfzRl9XvW7UQf5no5ppZmpy3dvCdPLTnuB5iqz3ndwmMJJD+/Z77KNdQ+vO0Y/bcG2jbCbkuudfX+Ll31ftCtUNe6j1izd+ee0mu4WqffCVv2Kh5y6PD9Bv1eE3PuYTYacuY+O19MmOrnM+e9LXMfCZvOZ99joUh+UgZyUsNyVtbtzkem9k/yj1tiDLEFvvKqebLz/cTCOP7Ux5LMcvvsVzPTR1mXAP1mp6RK8Yq7fV/Vj5qudu+6BGf6acUrB6hZxoJPAGB/JrYDpTIegY2dCzpDJY6sww6liZmOZcO6VF/dOQZEJKfe8NW/u+1dYX4EYJa5pUTZc5NoWUWHks3yXouZX3UX7XF51uhTkraQfmttJ5/fQJVvGkHd7WtQSL9V9vuMglc6svSP+Vc/NH3tCFiVs61/uKH821eW1u5TrnO2pBzXKsGCcwkkLaY6+NWXuo1SdvmmsFG7uX12qhxOU7/j+CCmFvvC7FTRSKuW0K1QdrWH8e2An7SB7DHHtdutUveOIct7r/1HGXjGHlLf7BVRuyQxyreUF5C7Xuwi59aZtIlJD2+iFsZ02/wPSH5wl4NKUet28o9PGseMm5MWnyRnrxxjvxwrHInLxxj4zx5p05v9ZE1r37eJhDG27H6n53lt39JxlkMM66H9pocl4vvPOG/Xv9n+u9d7vRBClZn1pq2JTCRQC5yBg61s8xgKZ1o4i11ZhmU1AEURcrALzY4xmAuA5XqL/Y5h+98r/6Sttrbi27J3t60V4yXzp6BYAa45JPBZPgyAEw89jXU+q3pSYNNbLAlZPLd+ot92gAh36u/pCXOrUEp9Y3fWu/Jg3sJQIDJDW2E/qW2p7QdJkCEfK/9DMfTRts2Rv+Vdl/PxR/teMkf+VjyR9ykTZ4+Rlz4k/4J/zW/XJt7bSyY9ZAEuhLItZPrZGlf+/7cS3KNJDNcGzmX+GvXAGkiyCRu7OSazf0n8er1S1z8rY1TYiv7lLH6qnnjHltDxjlLZQyfXNPVDvfgGsIj9nMvb+2SL+LSHxEyLmrvr7X/qWVZ6xeTt8ouearp8dlyj822n6vcyScBW+HSMvgYwT+HCYTxYUN3Gpjl985sPhw97ZZ9rxBm2Ew/0cv2vXYYb7TzuHtt7I3fu9zpvxSs9taA8STwhAQy4KLDZHKUQR/fM3hJZ5DvtZjpeBgwkRZ7mWQtDRKrfeJlsIO/DM7W/CUt6RgM7Q1r9vamv1o8yp7BZOqpfqdOCKmbfK/lCHdYwh22qa/sI2bVwW/8pY75npvckr+aFh9rIYNg7G1t1KXhfQnkWqaNpM9Je2WfSVDad9teaNNpX1wztNnErcdDOBPC+CNu9ZdrJDaqv5rXTNhit93Xfph8xV78xk+bzu8SGEUg/Tvtn/a5tOVeQJ5yPS213fT32CDkWsF2G7bskC72E6/mIbZyfWWMkePtPmVkn5C8YX8p4L+OR/hMmtwj+UyIHY63IWOb+E1cfJJn+o/qI+mT3whYOc4+oldsciz9SvKU+PGX+uB4eIZv4rInfo4n3lIfF+7JX/JLH2c4h0AYn2N93eosv+s5+m6lIm26be9badbOpZ2z7xXSD2KzRx575etsO2krvcqd/kvB6uya074EJhOg88gkLJ1yXVGQzqAOZpJlBlEZBCUtAzIGLxkwtUIFtpf8xeaaP3wlXQZASbO1X7O3lebq52CRwWC4wya/0JL/3BTYt4GJfQbUSU89cjyD52oLfzme+Pirk4M1f+FPuqVBbc1rbK/tsWV4bwK0gbbtMgGKWAWd9ElL7YV2nX6Edsbn9Hdpd5mMYYs22/rLtZKaWPOH3fhI3LX9Uj/MNVfzspbW4xI4m0D6d9r6rVD7/KW4Oc91Rcj31jZtP9fkkp16LPG29q39mp7PKSP7hOQtec3x7Mkj13n6gNY/6Qmxs5SHJb/t/R279Af1HhqfNb/JV/zVc4mfPLVxk7ekxedWoM9ty7v0PXZTTsphOIdAGJ9jfd3qLL/rOfrhem7b+1aatXO1Xa/Fufd4vc7qdX2vnWeLn7YC0x51E44KVs/WEsyvBB4kwODj0c4DQePetMS/N82DRXvpZDCsk/V7Cstg+560qed70tyTH+NKYC8B2i5tn/0j4d608cc1cGY40g+fmS9tvzeBTDIiPmzR4NrKBG8pXs5HBMr31jbXwpadajvxsLG23fqhK2Vkn7CWN84zyYxf9gjniDGI4nzmGOkJW3aW/MY+wlUrmKcclBMfNb8fnRV/9VziJ09tXM4Tkldsb4Uab405x5PftXJu+fDcfQTC+L5Ux2Pf6zdjyS3PuRc+es9Nntr2jk9sLo0dOLY0vuVayLaV53vO1euHvM4MlLv+AH1mXlIv8Fyqm3t9h6OC1b3kjC8BCUhAAhKQgAQkIIEXIZBJRkSNW8XK5G5psplHYWIrE458r7a37CDmkC8mW4l3zyS0+uFzysg+YStvEZLIR1vOrOLMhGzLzprfapNJNGJYylnzG0EoeWYfxrUs8CV98pT4Ed7CH7/xU/OQ+Evcl+K1k/+lcsam+z4EwriPtf1W9vhNHNpr2hf79vqhrefaSjzSpI3lWsJeDbHPsbT1pOdc0lX/sVuPJQ3XW3zmGPteIfnBZluWXj722iEv9FkjQuqJcuP3aAhHBaujJE0vAQlIQAISkIAEJCCBJyWQSUZEjVvFyAqjpYlYJpNMEgmZcCzZjp36iDppIrIw6WFSmXitP85l8svEeCukjMnXrbzhe2nSFbGontsqY/wm7+HT5rcV5sKA8mVinfLFRmxyPMfalRQRwir/8Gy517JhM/GqH45X7uHZljN5dd+PQBj3s7jP0h6/iYMwEtEz7SdtkjbO+cTheK7ftKNcS9irIfY5huiFD65B2jB2k45j+KXdcyzp+I4/4sdn8kWabNXnkc/1em7LcsTuI2nD5pG096YJb3ji92hI3hWsjpI0vQQkIAEJSEACEpCABJ6UQCYZVdTYKkrEFCYlpOF7nQgyYYzIkgnHku1qhwkl3+skNqJOjYcd4nAsYgz5YIK4Fcgf8ZisUl4mvVt5i238EZcNG0y2scOWCdmWnbBlTyDvSc8knbS1LLBLyKScPJOOjfwkfWwSP3HJH/msNolf+VeepON7Ldsad+KxJQ/4Cve2nCmD+34EwrifxX2W9vhNHNpoQtoZ5whpo/meeBGQqvDUxon9pMn39hrEVg1cxxxLf8S5Nl+5ntj3DLHblqWnjz22KHvvsq35Tb3gL3WzFnfP8fStClZ7aBlHAhKQgAQkIAEJSEACL0ggk4wqatwqZtJkUpZ9FauwkQnHmu29dqrQE1/sEU3qJHkt30yGq9iE36285Vz1xWfKETGrXRWyVMaUj31CJu6tbdhFACIuE02OLcXjWLVJukz8a/z4avNG3mu8fG7rL/nP+exb7olX85Tyuu9DIIz7WNtvZY/fxGnbL+0lbYI2yHfaJMeypY1zzeW6S5rkku+kTch34hOSLtdk4mXPeURZ0sVffKRNV/tJd2Qfu+21d8Tm1dOmXih76uZInlOvClZHKJpWAhKQgAQkIAEJSEACT0yASQETjT3CTy0mk1PSZQK6NEFJnC3biRM7a3FrPCamTEA5tjcQN5NW8hp7a/5YVUX58MWelRmENl37veYnbFs2OZ4yY7uuAqk2yAd5YCOv8dfaJD3nk9+Ua61uU77kIfGr71pe4mF7iXvK0+apteX3xwlQj71FlT252eN3LQ755RwhglWEnHZP22GraZI/2h3HE+Iv7W0tHddVFaqxoWAViv33qRc4p26OeEm9KlgdoWhaCUhAAhKQgAQkIAEJSEACEpDAiQQiBpzoYtH0Hr9rcar4FMEKobQGBNiItREosFdD0uZY/EUUWUuHWJXVgPghtHHJY7bY77GPUOYKq8dppq4UrB5naEoJSEACEpCABCQgAQlIQAISkMCpBCLSnOpkwfgev2txqmCVVVLsExCq8ihrBCXSsAoqAYEr4k+Oxd+WYEW61hbp80gvNggRq9j3DBHZriBY9S7bGqfUC/5SN2tx9xxXsNpDyTgSkIAEJCABCUhAAhKQgAQkIIGJBCIGjM7CHr9rcRAuOEdAkIrwhCDF8fbxPOJFwELoQdzK9yq6xF/sRNiIrzCKaJTHXvMdWwhXBD5nS7oe++qrh70jNiq7I3ZupU294E/B6hYtz0tAAhKQgAQkIAEJSEACEpCABF6AQMSA0UXZ45f3nyHQtIFj9d1orHrKCidEDQQsxKQa2jjY4L1p1T7iV8Qu7JGm9YVNjmM/QhlxEFJIo2BVqff5nLaiYNWHp1YkIAEJSEACEpCABCQgAQlIQAKXJxAxYHRGZ/kdXc7e/qow19v2vfZ6rHba4zNtRcFqDy3jSEACEpCABCQgAQlIQAISkIAEXoBAxIDRRZnld3Q5e/sLN8Sbdwm1zD1EMmzAz5euv0sLspwSkIAEJCABCUhAAhKQgAQk8HQEIgaMzvgsv6PL2dtfuCG48GjiO4RaZgWrd6hxyygBCUhAAhKQgAQkIAEJSEACb08gYsBoELP8ji5nb3/h1uvxuCP54+X1I0Sz3mV2hdWRWjetBCQgAQlIQAISkIAEJCABCUhgAIGIAQNcfeJilt9PMvGEX8LtCoJVXjZ/NsbeZVawOrvGtC8BCUhAAhKQgAQkIAEJSEACEjhIIGLAQTN3J5/l9+6MXixBxBYFq8crJgx9h9XjDE0pAQlIQAISkIAEJCABCUhAAhI4lcAs4WiW3y2Yv/zlLz+QLwSNq4aILQhWX3/99dRs+kjgVPw6l4AEJCABCUhAAhKQgAQkIAEJvC6BWcLRLL9bNRkxiLxdNSSPCFZXzmdPfmkrvVaVhaErrHrWkrYkIAEJSEACEpCABCQgAQlIQAIdCUQM6Ghyl6lZfrcy92wrrBSstmpz/ZyC1Tqbw2e++eabDz/96U8/8IIz9keWAXJBYuePfvGLz/JF47+1UdFbgSWCa/a30nlOAhKQgAQkIAEJSEACEpCABM4nMEs4Ossvc1zmqWy/+tWvvgfIZ461/9Uu8dknDp9riL32eI0z8jMrja6wwgqWlfFZDNJWXGF1FuFOdhGW0jjr/ssvv7y7odCwSLfW0Kv9tc80nK2AWLVmfyud5yQgAQlIQAISkIAEJCABCUjgfAIRA8739KmH3n4RkzL/rPNXFnkQOP+jL774OD+NaMWc+Nd//OOPxyJK1fkr8XI+NplDJ/2nJRr3LXn56quvxjld8ARvuJ0d0lYodw9/2MCWjwR2rDkusNow+c7qqlx0t8SjmhUusIhV2FxKmwu23bNqijT4vXWhpsNYsl/z42cJSEACEpCABCQgAQlIQAISGE8gYsBoz739Zu7JfJU5LIs9IjZl3poFIMyFCYhZzG1JQ4iQkflrbDLv5lzyHBHsY6IJf6ILkL+ZAf88AXZ2CHfKTT0cDalnBaujJEt61FMqqFVRI2QhIO0JtbLT0HNB3kpfVemlxwjb9LnA99pv0/tdAhKQgAQkIAEJSEACEpCABM4jkPnheR6WLff2y9yznSsjNDHnrXPXiFTZR7wilxEyMn/lHPNs5sEJ2GR7JPQQW/CbefwVBKuweoTH3jRpK5S7B8PUs4LV3hrYES8ropYqaOtcazqNGxU5q6X2NrIIUHsV5cTfa7/Nq98lIAEJSEACEpCABCQgAQlI4DwCEQPO87Bs+Qy/CEuIU9hmzpoVVnU+ymOAeUqJuXFWX5HLCBmJn/ky8Zhz873GXy7Z8tEs/kBUO/rep8z/ZwtWsKhi3nLJjx9NW1GwOs7yNAsRmpYad9ThXFhbmeACSaNKxe9Jl4u3VZi3fClYbdHxnAQkIAEJSEACEpCABCQggbkEMiccnYvefmMv82ZEnbV5cuapCFp1fp05b50fs5oqAlFstyu59rJjHo4t/D4qfOGr5n+v72eOV+t2aQHPvWVLPbvC6l5yG/FzcSxFSQXWC2spXnvsnnS5KO7x8UiaNo9+l4AEJCABCUhAAhKQgAQkIIFzCGROeI71das9/SL+MF9uhaD4qHPYHMsqqyo+RchIfOxGWELYYvVW0mURyHoJ188kD/GzHnP5TObZlPkdQnhRXgWri9b4TMEqFy4XZ1Wgb6HKhfTohXjLvuclIAEJSEACEpCABCQgAQlI4HECEQMet/BYyp5+M1+t4hPz1qyMynw0wlaeGsr5vDg8dohPeuK1c+Cs2oqQ9Vjpv3v8EIGNOfO94lfm2bMFKziF7aMc9qTDR/QQBas9xCbESQUtuU4F3ttY9qbLRVk7gKV8tMdyId2br9aO3yUgAQlIQAISkIAEJCABCUigP4HMCftb3rbY2y/iD3Nm5q7MW/OdY7x7qgpYEagQnaooVQUrcp+XtmMLm5nfInT1COSJ/JKH5GmP3fpurT3xz4pDHY6Y66etUJcKVmfV5kG7W4JVGuy9jSUVv5WOiyi+71WRc0Fv2T+IxeQSkIAEJCABCUhAAhKQgAQk8CCBzAkfTP5wst5+ETIiVCEo8Zm5LHNS5ssIQvlcM81jfhwnP8x3+Vz/qyDHI35hN+JXtXH0cx413Gs77Jin37s662hea3rywXZ2qOVVsDqb9oP2c5EsVRAXFY31HlWWbKTitxoZNrGN/3tD8rVl/16bxpeABCQgAQlIQAISkIAEJCCBPgQyJ+xjbb+VWX7353BszLyQHVHs1kKRsGOevqQPjMo5vkf4711e8gw7X7resaXksTyWJbaBJYQAv1ddTcWzXwtZvYVCfW9QsLqXmPElIAEJSEACEpCABCQgAQmMI5A54TiP33ma5Xd0Oe/1l/n30rw/tsJutmCV/Jy9711eBasTaoxlgjTI+nwrAlWELMShGoibrR6vn1Px7NdCRKe6LHItbns8abfst2n8LgEJSEACEpCABCQgAQlIQAJjCGROOMbbD15m+f0hB9f9hKDCvJ/5NI81tiHagIJVS2bfdwWrfZzujhUBiIbJUsGsrOJ7u2wwYhX7tZBOYktQih0q9d5Q8xs77X7L973+jC8BCUhAAhKQgAQkIAEJSEAC+wlkTrg/RZ+Ys/z2yf35VrZeyB7Bhbn1va8F6plz8vGITnBvHtJWKG8Pf+HnI4H31sSN+DRaHs2rog/vllqqtBpnzWwqnv1aiJ2181vHFaw+fHxh35IqvsXNcxKQgAQkIAEJSEACEpCABEYQyJxwhK/qY5bfmodn+MyjgSxU4VHBhAguzNW35vKJf9Ye3yP8p61Q3iXt497yhd9QweqIsHJvAa8QnxVVCiFXqIntPOQZZITGHhfXtjfPSkACEpCABCQgAQlIQAIS2E8gYsD+FH1izvLbJ/djrTD35wmrvJA9gouC1WP1EH4KVo/xM9ULEeA9YxFT2dPJPPI+sBdCYlEkIAEJSEACEpCABCQggYsQmCUczfJ7EewPZYPFEKy2+r3f+73v55hwnBXwPcJ/2grz6R6LQKYKVlUc8PMPL16XxbVYZFnnvf/ZcVZnpF8JSEACEpCABCQgAQlI4PUIRAwYXbJZfkeXs7c/3llV32VdHxXs7esq9tJWFKzKf9ZT4LmWwPPK9cF/elS4ukp3aD4kIAEJSEACEpCABCTwPgQiBowu8Sy/o8t5hj9eDZT5MU/wvHpIW1GwUrD6vuHnAnB/rnDnu61evXu1fBKQgAQkIAEJSEACErgugYgBo3M4y+/ocp7lr87TX32VVdrKSwhWZzUI7UrgUQL8J8faofCdi86X5j9K1HQSkIAEJCABCUhAAhKQQA8CEQN62LrHxiy/9+TxynEzx/yt3/qt71/IPvqpHf6D4U9+8pPTMaWtKFidjloH70aAF6xHrOJi9oXr79YCLK8EJCABCUhAAhKQgASuSyBiwOgczvI7upxn+WNuyTyTPQsh8kL2kfNNXl6uYLWzhiMK7IxuNAkMIcD7qXjsb7TaPaRwOpGABCQgAQlIQAISkIAEnprALOFolt+nrqyS+QhW6CAJeSE7c9ART/MoWIW8ewlIQAISkIAEJCABCUhAAhKQgAS6EpglHM3y2xXeRGNLghXZQajiHI8MIiidGfD17bffnunio+20FcS5HmXCBrZ+7fSc60ACEjiVABcz26MKPSvLSL+3I3vUX9KdCkPjEpCABCQgAQlIQAISeDECEQNGF2uW39HlPMsfq6i2njILX/bPHlIWBatnr0nzL4FOBLKcNJ0ge5T6vcIV8XgUsqb/0RdffHy2eimLR/3Fz5Jtj0lAAhKQgAQkIAEJSEACywQiBiyfPe/oLL/nlWis5fBjHrQWWDTASqsvv/zyqV9RU8vKQoWjARtwc4XVUZKml8AEAnRsEYAQmarwRGe3R7Sqin/e44Ut7GKvhnQYnKNDbf3VuGufk9+18x6XgAQkIAEJSEACEpCABD4nEDHg8zPnHpnl99xSjbMefsyDtkScLCRgLsYigZ6BeSMvez877C3r3nxk/qlgtZeY8SRwIQIRmxCOIk7xaB9iFR3irf88UQWv2nnW47FLsfP8dfVH3L3+sKFgdaEGZFYkIAEJSEACEpCABJ6GQMSA0Rme5Xd0Oc/yF363BKv4zxMtdc6Vc4/umesxlzs73FvWW/lRsLpFyPMSuCgBhKSIP1VUIrt0cpxDSNoKCFqslFrqvDheO9U9/pbstP6T5/a43yUgAQlIQAISkIAEJCCBdQIRA9ZjnHNmlt9zSjPe6tdff/39vK0uEtjKCYsQmFsxJ2OBwNGgYHWUoOklIIG7CERtXhOljghDsY0NOktCji35q2LWrUIcydct256XgAQkIAEJSEACEpDAqxKYJRzN8vsq9Zh5FPMgPt8Twp79kYDo5SOBRwiaVgISuItAVlGtrWqKMHRPp0hcOrKsrmIZagKrsbB5y18ErqRr98lXe9zvEpCABCQgAQlIQAISkMA6gYgX6zHOOTPL7zmlGW+1ClaPCE+kz1Mxt+Za40v3qce0lUfEuU8tffct7HyH1RIdj0ngwgTSGawJSBGduMj3hohJ7ElfHzWMP96btRSS9pa/xFuy4TEJSEACEpCABCQgAQlIYJlAxuPLZ887OsvveSUaazmiC/MgWD4SmJcxDzvjheyP5GctTdoKZb01L1yzUY+HnYJVpeJnCTwBgXQGa4IVx+/tKLDJCqv8l0BEqzwzHX9rS0kjRN3qmBLvCRCbRQlIQAISkIAEJCABCVyGQMbjozM0y+/ocp7lj/lU5kCwPBJ46oW5GnOyurjglk3iZl53K+6R82kr985D13wqWK2R8bgELk5g7yN6twSktWJG8Mpjgel81gSydMK3OsLEW/PrcQlIQAISkIAEJCABCUjgcwIZj39+5twjs/yeW6qx1jMHguXRwGOBvFeY7dbcK76YE67N4xKnxz5tRcGqB01tSOCJCURtXut40ik+WsQIYij4hF7+jubr0fKYTgISkIAEJCABCUhAAlVfSSIAABpKSURBVM9MIGLA6DLM8ju6nGf6yxxobe72iO/UC/+F8FZQsLpFyPMSkEBXAijrdHwRlKrxLDtdOlfjIUrRadLZtSEvdccHYctmzvEI4a2QzvpWPM9LQAISkIAEJCABCUhAAj8QiEDxw5Exn2b5HVO6MV4yB+opWJFzhCjmfNjdekRQwWpMPetFAhIoBPJidcSlGnJTyeN89Vz9jBof0avt4HipH+eqCBV/dHg17PVHmnTWNb2fJSABCUhAAhKQgAQkIIFtAhlzb8fqf3aW3/4lmWcxc6DeghUlYh5364XsvsNqXt3rWQJvSyCP7dEBIk6x0olOMB1iFZZyjH0CHReKPMfo5BC+SIOtxMdHQm5WnONFf1HqE3fPv1lNXGytbXvsJE/uJSABCUhAAhKQgAQk8A4EMhYfXdZZfkeX80x/maOdIVgl3yxGYG639k+yEu/MfdoKc746F33UJzaw5X8JfJSg6SQwmUAVlyIGsa9CE1ms52qWEbkiWtU4fF7q7Pb6qz7q59bH0vcenVv1mc8IdGwGCUhAAhKQgAQkIAEJPBuBiAGj8z3L7+hynukvghXzrjMDc7t7X8jeMz9pK8zxeszppghWmaD2BKMtCbwzAcQphCQ6wqx8annkumPfBkQcFHlWWWGDjmZrldMef62PfMf2rW3Ld+w8sscuNwlYneXjkXyZRgISkIAEJCABCUhAArcIRAy4Fa/3+Vl+e5djpr0IVktzsTPyxZyQeU9eyB7h5wxf1WbaCuVUsKpk/CwBCUhgB4G6QowbR/v+rx0mjCIBCUhAAhKQgAQkIIHhBCIGjHY8y+/ocp7pb7RgRVkQjBCtWJSgYHVH7Walxx1JjCoBCUigC4F01umH2PMyeW7EPi7YBbFGJCABCUhAAhKQgAROIDBLOJrl9wSE00yGIXOPkYH5TZ7AGeG7lvPpV1jVCaOf/9wn7xiShzxsA3PaACuwePbbIAEJSEACEpCABCQggSsRiBgwOk+z/I4u55n+wpA53oy5Bq9DIQ9nh1pOBas/N2dCq5Agd9vA67YBXlLYvrD+7I5d+xKQgAQkIAEJSEACErhFIGLArXi9z8/y27scM+2FIfPIHkLOzLJs+e5dzjwdM/S/BDrZf93JvnVr3T5rG3Bl1datx3MSkIAEJCABCUhAArMJRAwYnY9ZfkeX80x/YahgdR/lqYLVfVk1tgQkIIHjBOpL13131XGeWpCABCQgAQlIQAISGEMgoscYbz94meX3hxw8/6cILzMFK+rx7JC20quc4TZlhdXZsLQvAQlIoBLgpYP8pwz/O2Cl4mcJSEACEpCABCQggWcgEDFgdF5n+R1dzjP9RXhByPn666/PdLVqG99nh7SVpxaszoakfQlIQAJLBHjZIJtBAhKQgAQkIAEJSEACz0YgYsDofM/yO7qcZ/qrghU8ZwQFqxnU9SkBCUhAAt0I8F9LWIk2KnDzvtcfoiPpZvyHlVFc9CMBCUhAAhKQgARaArOEo1l+2/I/83cFq8dqL9yGPhL4WFZNJQEJSEACZxFgIMLjkvzywnbvf0vMQCbp232b75///Off+7rXX3zxaKdBAhKQgAQkIAEJvAuBjIFGl3eW39HlPNtfxsfwfNWQtkJZEZuOBgWrowRNLwEJSODJCVTxCKGKl9HnhvpHv/jFrtLVl9knbd1XI9UfolMVyr755psadfFzboQKVot4PCgBCUhAAhKQwIsSyBhodPFm+R1dzrP9ZWz805/+9GxX0+ynrVBWBatp1aBjCUhAAq9BgMfrcvOMOMUjernZIF7tCQhd2Ln1mF4Pf8mbgtWemjGOBCQgAQlIQAKvQiBjoNHlmeV3dDnP9pcx9yuPYdNWFKzObk3al4AEJPAGBPgvJdxQWCHVhohQe1Y95Qbc2mi/5yZ2xF9svPLNvuXmdwlIQAISkIAEJJAx0GgSs/yOLufZ/jJenjWGxf/ZIW0FX66wOpu29iUgAQm8OAGWJHNDWfr3urnh8AjfVsiz5bn55qXo7NtAHPxlNVc9H3/st0Lixd9WXM9JQAISkIAEJCCBVyGQMdDo8szyO7qcZ/vLOHjWGFbB6uwa1r4EJCABCXQlkBvn0i8giErc2G7dVBOPFVlZlUU6NlZS1f8CuOUvg6Fb/vbG6wpKYxKQgAQkIAEJSGAygYyBRmdjlt/R5TzbX8bBe1+50Ts/Cla9iWpPAhKQgAROJZAb55Jg1a6cWstIfYk6N2BWbdUXqSNiJUTQOuIvg6ZbwlZ8upeABCQgAQlIQAKvQCBjoNFlmeV3dDnP9pdx9wjhaKksS+PvpXhHjqWtUMYe/jIf+bUjmTKtBCQgAQk8J4HcOJduKLlB3BKGEKwQqNr3UmXlFTesPAIYIeuIv9wIb+XrOWvEXEtAAhKQgAQkIIFlAhkDLZ897+gsv+eVaI7ljLtnCVYjSp22omA1grY+JCABCbw4gdw4jwhIW4gQsbhhRcza8sfL3Yl7S4jKjfBWvK18eU4CEpCABCQgAQk8G4GMgUbne5bf0eU82184KljtJ50f0F1htZ+ZMSUgAQm8DIEtASn/QZBH/B4NuTFHXNryl7gRt9Z8Jl5srsXzuAQkIAEJSEACEnglAhkDjS7TLL+jy3m2v3BEsPr222/PdveZ/RFj51rGpR/EP8vUjQMKVjcAeVoCEpDAKxPI+6e4ubRh61yNS1pEpqX/CpibVkSvrLha8rd1rvW3ZyVWTeNnCUhAAhKQgAQk8OwEMq4aXY5ZfkeX82x/4cg4toeYc29+R6zs6l1GBat7a9n4EpCABF6IQB7Dqy9GT/F4gfqeX4DyXioErjbERt5hlfdaLf3Ck7i3fnHKjXDJRuvf7xKQgAQkIAEJSOBVCGQMNLo8s/yOLufZ/sJRwWo/aQWr/ayMKQEJSOAlCUQoQrTipsBWj9VCc4PNluNZGYVwhSD1q1/96uMeQYm42OIYgX0ELs7jC9Es/vaIULnZk4bPS1sEsuTRvQQkIAEJSEACEnh2AhkDjS7HLL+jy3m2v4gvswSrPePsowzSVnqVMcx8h9XRmjG9BCQggSclwI0gIlLEKPYca1c71fMpLiIUYlc9l89LNrKqK3GyX4obH3Vfb4RJ2+5H3JBrnvwsAQlIQAISkIAEziaQMdDZflr7s/y2+Xj27xFfGLfyrthXDGkrlJHyHg1hNlSwysTiaOZNLwEJSEACfQjw/ilWSiH0sPF439I7qdJ/s28Dq5p4V1VscCPOyqo27l5/bTq+c+PiZri1veoKK8pFPS3VzRIrj0lAAhKQgAQk8DoEIgaMLtEsv6PLeba/iC+Mo2H6iiFthTIqWL1iDVsmCUhAAhKQwAoBhKqIhgiDrFYzSEACEpCABCTwHgQiBowu7Sy/o8t5tr/ZglUPAekWo7QVBatbpDwvAQlIQAISeEECeWdYhCve5bW1mu0FEVgkCUhAAhKQwFsSiBgwuvCz/I4u5wh/Gb/BdHTA99khbeUlBKtUlvsfXmIsC1nYBmwDtgHbwKNtADGrfe/Y2QMT7UtAAhKQgAQkMIZAxIAx3n7wMsvvDzl4nU8Z4/EajdEB32eHtBV89VjRlVVpU95hlcpy7+TMNmAbsA3YBmwDfdoAL6/3UcGzh2Pal4AEJCABCYwnEDFgtOdZfkeXc4S/jHd5tcPogO+zQ9oKvhSsyr9XT8W77zPhkaMcbQO2AdvAc7UBHg3kpexrL7o/e4CifQlIQAISkIAEziUQMeBcL59bn+X385w8/5GMr2cIVj0EpFs1kLZCOXv4m7rC6lZhPS8BCUhAAhKQwKcEGOBksMOeJeU9BgSfevGbBCQgAQlIQAJXIxAxYHS+ZvkdXc4R/jKOmyFYjShf2oqC1Qja+pCABCQgAQlciED+SyCP/TEg4LtBAhKQgAQkIIH3IBAxYHRpZ/kdXc4R/iJYMZZ7xZC2omD1irVrmSQgAQlIQAIbBHjkj80gAQncJsCgme1qwi7/1XPvdcwjvqygvLXVR4Ep71b82+SMIQEJXJVAxIDR+Zvld3Q5R/iLYIWgMzqM8Jm28tSC1eiK0Z8EJCABCUhAAhKQwHsRYLDca8Dci9zPf/7zj3na+ygIwlPKsbUnXgL/LXQrbuK5l4AEno9AxIDROZ/ld3Q5R/hTsLqPcu6DQ/9L4H1ZNLYEJCABCUhAAhKQgATuIxDRpoo591noG5uVVcnTXsHq22+//UDcpY3HSbDHvq4i+/LLLz8eZ7+Urm+ptCYBCYwkMEs4muV3JNtRvsKS/nt0GOGzlq/H/VfBanQr0Z8EJCABCUhAAhKQwOkEIg71GDAfySyiU0Sk5GmvYLXmF5sRrL755ptPosXHJwf9IgEJvASBiAGjCzPL7+hyjvAXlvTV9OUjA77PDrV8Pe6/ClZn15j2JSABCUhAAhKQgASGE4hw88iAee+7o+rKprUCIk6Rl1//8Y8/vlOLz0cFqwhgPGJYA5Mf7HP+VoALE4u88wpb/NdRVoKlXMThEUPyy/4Rlrfy4XkJSGA/gYgB+1P0iTnLb5/cX8tKWNJXv2Kf2rt8MIKVjwReqx2bGwlIQAISkIAEJCCBAwQY4D46IcgAOTbW9gzMbwVEIOJFBMPWEcGKF7ZjgxVW9WXr5CPnEJcQnRCf8M2+jZtJxdI7rxDX6iOMtfztiq5b5fe8BCTQj0Cu234W91ma5Xdf7p4rVu1bFaxu113uxwpWt1kZQwISkIAEJCABCUjgSQhEZHlkQsBKJUSlW9ve//YXZBl4HxGsEJMo25LvvNQ9jwuGAXuO1cdPMgHlHPnhHDZjP8c5Rr6zqutI3sPBvQQk8BiBXLePpX481Sy/j+f4uilzH6CPfeT+dKRk1GNW0B6xs5U2baVX+cJLwWqLuuckIAEJSEACEpCABJ6KAIPlXgPmXgXPwPtR0QfxiDIhKi0F7HIecYpJA6uhWEEVAYt0WWmVSUU9hs0qeiUux5N3bBkkIIE5BHLdjvY+y+/oco7wl76UvhquI8OIe2LaSi9f4aVgNbKl6EsCEpCABCQgAQlI4FQCDJZ7DZh7ZTQD70cFq6x+4pGSpYCgxWShrqQiHsJTRCviEDKpaPOCyAW39ji/yofpkm+PSUAC5xPIdXu+p089zPL7aS5e41vuA/SncB0ZRtwT01Z6+QovBauRLUVfEpCABCQgAQlIQAKnEoi4wmD33nDFRwLJU8pUVz7tLVveVZUJUiYV+R47mRy0ghXn4z9x3UtAAmMJ5Lod6/UHgXu031f0V/vytv89u7y9RKStfKaN9vKVe5KC1RZ1z0lAAhKQgAQkIAEJPBWBiCuPCFYZIMfG2v7eyUbsLolBt+BmEsBL3B8JSZ88t99jcyuP4ZC47iUggbEEct2O9apg1Zt3+tL0x73tz7SXNkoZH7n/tnnPPUnBqiXjdwlIQAISkIAEJCCBpyWQCUGPAXMvCBl4PyJYkYYy5ZG+Nk88spfH/pZeqovQRfpMkDKpyPfY28pjmCauewlIYCyBXLdjvSpY9eadvvSRe0HvvPS2lzZKGXvcf3NPUrDqXVPak4AEJCABCUhAAhKYRiATgh4D5l6FyMD7kUlKytO+n6rmLYIVj//VEL/YiJiVSYWCVSXlZwlcm0Cu29G5nOV3dDlH+Ut//si9YFQeH/WTtkIZe9x/c/9SsHq0RkwnAQlIQAISkIAEJHA5ApkQfPnllx9fIM7EoN22xJ8zCpSB99okJXlmX0N950k93n6uEwVWVPFydnzFLv8BMCFx2dewlcfYqfH9LAEJjCOQ63acx+88zfI7upyj/OUfaKzdC87KB314DxFpK39pK7185Z6kYLVF3XMSkIAEJCABCUhAAk9FIOLK1v7sgXsLLAPvtUlKzWtNm3SIb7cColS1k89VrMJGJhXsa4ivpTzGVo3vZwlIYByBXLfjPH7naZbf0eUc5S8/JOzp03vmiT787Pte2kovX7knKVj1bAnakoAEJCABCUhAAhKYSoBB7q3tkf+2d6RQ+CNPayu7Igixr+FWuhqXzzz2980333wUpXjnVR4DrPE4Rl7ac1u+wrPa8bMEJDCOQMSAcR6/8zTL7+hyjvIXwart68/230tE2spn2kovX9x3sKVgtUXdcxKQgAQkIAEJSEACEpCABCTwMgTWxNwrFzBiwOg8zvI7upyj/M0SrBB/zv6hJm3lqQUrMs9mkIAEJCABCUhAAhKQgAQkIAEJjCaQx2d53xsT+WcIEQNG53WW39HlHOUvbe8VNZG0FQWrUa1JPxKQgAQkIAEJSEACEpCABCTwUgR4HDYLKdjzImxWXZ29AuUIxIgBR2w8knaW30fy+gxpwpN21z6W/Qz538pjLVsPIXjKI4G1Y/Dzd6vN5CAH24BtwDZgG7AN2AZsA7YB24BtwDYwtw386IsvPnz11VeXFBIiBmwJBmecm+X3jLJcwWZ4cq33EHX2lolHEdfeobjXxq14vcumYPXPH0/0xjD3xiB/+dsGbAO2AduAbcA2YBuwDdgGbANXagNM8K+0AiZiwC3RoPf5WX57l+Mq9sKTtj5SsBrhr3fZFKwUrD5ZCnulG4R5ccBiG7AN2AZsA7YB24BtwDZgG7ANjG4DV11lFTFgtPAyy+/oco7yFxGGdq1gtU09rIb+l8B0ONtZ86wEJCABCUhAAhKQgAQkIAEJSOAcAghTmZuy5z1WX3/99WXfYzVLOJrl95xan281IgxtDrajgo8E7iSdTmFndKNJQAISkIAEJCABCUhAAhKQgAS6EeAF65mXPst/CpwlHM3y262yL2ZolmA1AkPaCtdWj9VjYeUKqxG1pw8JSEACEpCABCQgAQlIQAISmE6A1SY///nPL/WOqltQIgbcitf7/Cy/vctxFXv8J8qIpbTBVwppK08tWL1ShVgWCUhAAhKQgAQkIAEJSEACEpDA2QQiBpztp7U/y2+bj1f6HsEK4XRUYLUSYtmZIW1FwepMytqWgAQkIAEJSEACEpCABCQgAQlciEDEgNFZmuV3dDlH+vvyyy8/rrLivWmjQi8RaSu/aSu9fE15JHCrgJ6TgAQkIAEJSEACEpCABCQgAQlI4FMCEQM+PXr+t1l+zy/ZPA+8Ny2rrM5e9ZRS9hKRYm9pn7bSy5eC1RJlj0lAAhKQgAQkIAEJSEACEpCABC5EIGLA6CzN8ju6nCP9hSnCzjfffDPEdS8RaSuztVyITUeDgtVRgqaXgAQkIAEJSEACEpCABCQgAQmcTCBiwMluPjM/y+9nGXmhAxFiEJFGvXj922+/9R1WL9SGLIoEJCABCUhAAhKQgAQkIAEJSOASBGYJR7P8XgL6iZn40RdfDH+P1YnF+Wg6baXXaq4Ie792dsa1LwEJSEACEpCABCQgAQlIQAISkMBjBCIGPJb68VSz/D6e4+dI+dVXX33/Hqsej89dodRpKwpWV6gN8yABCUhAAhKQgAQkIAEJSEACEhhAIGLAAFefuJjl95NMvOAX3l2FsMOGeHV24NFDHgs8M6StKFidSVnbEpCABCQgAQlIQAISkIAEJCCBCxGIGDA6S7P8ji7nDH+//uMffy9a/fKXvzw1Cz/5yU8+nL2SK21FwerUqtS4BCQgAQlIQAISkIAEJCABCUjgOgQiBozO0Sy/o8s5w98f/eIX3wtWCEpnhtGCVY/VXL7D6swWoW0JSEACEpCABCQgAQlIQAISkEAHArOEo1l+OyB7ChN1lRWPCZ4VEMdGrOLKY449yqFg1YOiNiQgAQlIQAISkIAEJCABCUhAAicSmCUczfJ7IspLmY4og9DDfw7ssTJpRgERwyJW9VotFjb+l8AZNapPCUhAAhKQgAQkIAEJSEACEpDADgKzhKNZfncgeZkovBA9Ys+XX3754Ve/+tXTla2W4euvv+6SfwWrLhg1IgEJSEACEpCABCQgAQlIQAISOI/ALOFolt/zSF7PMgIVQlUVrXo/vnfmI4GsCkveWSXWS3BTsLpeWzVHEpCABCQgAQlIQAISkIAEJCCBTwjMEo5m+f2k8G/wpRWtEH4QbHoF3pXV017yhVhFXiNY9VpdhX0Fq1B2LwEJSEACEpCABCQgAQlIQAISuCiBWcLRLL8XrYZTs9WKVohA8O+xYumM/xKIoFTFql7vrgpkBauQcC8BCUhAAhKQgAQkIAEJSEACErgogVnC0Sy/F62G07OFOIXwkxVL7FkdxSN9R0JPwYrHFb/66qtP8njGu7cUrI7UuGklIAEJSEACEpCABCQgAQlIQAIDCMwSjmb5HYD00i54tK6uXopwRX30fr/VXhDffPPNZ0IV+UK86rEKrM2HglVLxO8SkIAEJCABCUhAAhKQgAQkIIGLEZglHM3yezH8U7KztJIpK69Y0UTdIOqcFbCNcPbTn/70M/EsAhoi1llBweosstqVgAQkIAEJSEACEpCABCQgAQl0IjBLOJrltxO2lzDDi83bR/AiXGWPgIWwRH1FyELwyZZ4+V73SfPzn//84+OI9T8WJl3d84giQtYZq6pqhZFH/P5aPehnCUhAAhKQgAQkIAEJSEACEpCABK5DYJZwNMvvdchfJycIRAhF7Tuuqph01mdEKgQtRKRRQcFqFGn9SEACEpCABCQgAQlIQAISkIAEHiQwSzia5fdBTG+TDPGKx/GoHwSs9n1XR4QrxClsYhsfs96ZpWD1Ns3ZgkpAAhKQgAQkIAEJSEACEpDAsxKYJRzN8vus9TQ73zw+iNDDRt1tbazWSlz2Zz/idy8b8uQjgfdSM74EJCABCUhAAhKQgAQkIAEJSGAggVnC0Sy/A9Hq6qIEFKwuWjFmSwISkIAEJCABCUhAAhKQgAQkEAKzhKNZflNu9+9LQMHqfevekktAAhKQgAQkIAEJSEACEpDAkxCYJRzN8vsk1WI2TySgYHUiXE1LQAISkIAEJCABCUhAAhKQgAR6EJglHM3y24OZNp6bgILVc9efuZeABCQgAQlIQAISkIAEJCCBNyAwSzia5fcNqtQi3iAQwer/B+g0h/G4qTPDAAAAAElFTkSuQmCC)\n","\n","------"],"metadata":{"id":"HFL9vuRgAT5B"}},{"cell_type":"markdown","metadata":{"id":"DPHx8-t-VrVo"},"source":["It contains five sub-directories, one per class:\n","\n","```\n","signal_data/\n"," 15cm/\n"," 30cm/\n"," 45cm/\n"," repaired/\n"," undamaged/\n","```"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"57CcilYSG0zv","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1701343520464,"user_tz":180,"elapsed":11622,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"38724632-5282-471f-91ad-274ea1855365"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'utils'...\n","warning: redirecting to https://github.com/AllanKamimura/utils/\n","remote: Enumerating objects: 9, done.\u001b[K\n","remote: Counting objects: 100% (9/9), done.\u001b[K\n","remote: Compressing objects: 100% (4/4), done.\u001b[K\n","remote: Total 9 (delta 2), reused 9 (delta 2), pack-reused 0\u001b[K\n","Receiving objects: 100% (9/9), done.\n","Resolving deltas: 100% (2/2), done.\n"]}],"source":["!git clone http://github.com/AllanKamimura/utils\n","from utils.myutils import *\n","\n","link = \"https://drive.google.com/file/d/1j50kFoDF1Cebqggfb7EUiQVTVzpZkp6P/edit\"\n","\n","download_drive(link, unzip = True)\n","!mv -i ./content/drive/MyDrive/casos ./"]},{"cell_type":"markdown","metadata":{"id":"vhCCG_Ne-Vqn"},"source":["## Create csv from directory"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Qa-S6tdR-Vqo","executionInfo":{"status":"ok","timestamp":1701343570082,"user_tz":180,"elapsed":12382,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"0c517298-6a16-4ac9-f6d4-cd8b93f5cc78"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'HackatonSEComp2023'...\n","warning: redirecting to https://github.com/Formiga57/HackatonSEComp2023.git/\n","remote: Enumerating objects: 841, done.\u001b[K\n","remote: Counting objects: 100% (841/841), done.\u001b[K\n","remote: Compressing objects: 100% (699/699), done.\u001b[K\n","remote: Total 841 (delta 144), reused 829 (delta 132), pack-reused 0\u001b[K\n","Receiving objects: 100% (841/841), 31.66 MiB | 19.96 MiB/s, done.\n","Resolving deltas: 100% (144/144), done.\n","Updating files: 100% (751/751), done.\n","Requirement already satisfied: keras in /usr/local/lib/python3.10/dist-packages (2.14.0)\n"]}],"source":["!git clone http://github.com/Formiga57/HackatonSEComp2023.git --recurse-submodules\n","!pip install keras"]},{"cell_type":"markdown","metadata":{"id":"xyDNn9MbIzfT"},"source":["### Create a dataset"]},{"cell_type":"markdown","metadata":{"id":"anqiK_AGI086"},"source":["Define some parameters for the loader:"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"H74l2DoDI2XD","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1701343659698,"user_tz":180,"elapsed":51,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"f5205161-4a9f-4f06-994c-7749a30396b2"},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 50 files belonging to 5 classes.\n","['caso 15', 'caso 30', 'caso 45', 'caso repaired', 'caso undamaged']\n"]}],"source":["%cd /content/HackatonSEComp2023/keras\n","import keras as keras\n","\n","csv_dataset = keras.utils.csv_dataset_from_directory(\n"," \"/content/casos\",\n"," stride = 1,\n"," batch_size=2,\n","\n",")\n","\n","class_names = csv_dataset.class_names\n","print(class_names)"]},{"cell_type":"markdown","metadata":{"id":"WLQULyAvJC3X"},"source":["You can find the class names in the `class_names` attribute on these datasets. These correspond to the directory names in alphabetical order."]},{"cell_type":"markdown","metadata":{"id":"_uoVvxSLJW9m"},"source":["## Visualize the data"]},{"cell_type":"markdown","metadata":{"id":"5M6BXtXFJdW0"},"source":["If you like, you can also manually iterate over the dataset and retrieve batches of signals:"]},{"cell_type":"code","execution_count":8,"metadata":{"id":"2-MfMoenJi8s","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1701343716136,"user_tz":180,"elapsed":3156,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"79fe3880-a5f1-4a8c-931f-46a223fc06c8"},"outputs":[{"output_type":"stream","name":"stdout","text":["(2, 49152, 16)\n","(2,)\n"]}],"source":["for signal_batch, labels_batch in csv_dataset:\n"," print(signal_batch.shape)\n"," print(labels_batch.shape)\n"," break"]},{"cell_type":"code","source":["signal = signal_batch[0]\n","\n","import matplotlib.pyplot as plt\n","fig, ax = plt.subplots(4,4, figsize = (16,16))\n","\n","start = 18000\n","window = 4000\n","\n","for i in range(16):\n"," row = i // 4\n"," col = i % 4\n"," ax[row, col].plot(signal[start:start+window,i])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"2MRT5n-H_Qa-","executionInfo":{"status":"ok","timestamp":1701343733154,"user_tz":180,"elapsed":4743,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"1406199d-9c50-45a3-f035-996f3527b004"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"Wj4FrKxxJkoW"},"source":["The `image_batch` is a tensor of the shape `(32, 180, 180, 3)`. This is a batch of 32 images of shape `180x180x3` (the last dimension refers to color channels RGB). The `label_batch` is a tensor of the shape `(32,)`, these are corresponding labels to the 32 images.\n","\n","You can call `.numpy()` on the `image_batch` and `labels_batch` tensors to convert them to a `numpy.ndarray`.\n"]},{"cell_type":"markdown","metadata":{"id":"WcUTyDOPKucd"},"source":["## A basic Keras model\n","\n","### Create the model\n","\n","The Keras [Sequential](https://www.tensorflow.org/guide/keras/sequential_model) model consists of three convolution blocks (`keras.layers.Conv1D`) with a max pooling layer (`keras.layers.MaxPooling1D`) in each of them. There's a fully-connected layer (`keras.layers.Dense`) with 128 units on top of it that is activated by a ReLU activation function (`'relu'`)."]},{"cell_type":"code","execution_count":11,"metadata":{"id":"QR6argA1K074","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1701343774223,"user_tz":180,"elapsed":627,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"deae9cd5-3545-48c4-b824-e976468fa3e6"},"outputs":[{"output_type":"stream","name":"stderr","text":["/content/HackatonSEComp2023/keras/keras/layers/convolutional/base_conv.py:99: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n"," super().__init__(\n"]}],"source":["num_classes = len(class_names)\n","model = keras.models.Sequential([\n"," keras.layers.Conv1D(4, 3, padding='same', activation='relu', input_shape = (signal_batch.shape[-2], signal_batch.shape[-1])),\n"," keras.layers.MaxPooling1D(),\n"," keras.layers.GlobalAveragePooling1D(),\n"," keras.layers.Dense(128, activation='relu'),\n"," keras.layers.Dense(num_classes)\n","])"]},{"cell_type":"markdown","metadata":{"id":"EaKFzz72Lqpg"},"source":["### Compile the model\n","\n","For this tutorial, choose the `keras.optimizers.Adam` optimizer and `keras.losses.SparseCategoricalCrossentropy` loss function. To view training and validation accuracy for each training epoch, pass the `metrics` argument to `Model.compile`."]},{"cell_type":"code","execution_count":12,"metadata":{"id":"jloGNS1MLx3A","executionInfo":{"status":"ok","timestamp":1701343780353,"user_tz":180,"elapsed":334,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}}},"outputs":[],"source":["model.compile(optimizer='adam',\n"," loss =keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n"," metrics=['accuracy'])"]},{"cell_type":"markdown","metadata":{"id":"aMJ4DnuJL55A"},"source":["### Model summary\n","\n","View all the layers of the network using the Keras `Model.summary` method:"]},{"cell_type":"code","execution_count":13,"metadata":{"id":"llLYH-BXL7Xe","colab":{"base_uri":"https://localhost:8080/","height":305},"executionInfo":{"status":"ok","timestamp":1701343783899,"user_tz":180,"elapsed":31,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"808d2da3-23e7-409b-c17a-5f2cf4d5fc9d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["\u001b[1mModel: \"sequential\"\u001b[0m\n"],"text/html":["
Model: \"sequential\"\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n","┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n","│ conv1d (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m49152\u001b[0m, \u001b[38;5;34m4\u001b[0m) │ \u001b[38;5;34m196\u001b[0m │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ max_pooling1d (\u001b[38;5;33mMaxPooling1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24576\u001b[0m, \u001b[38;5;34m4\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ global_average_pooling1d │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n","│ (\u001b[38;5;33mGlobalAveragePooling1D\u001b[0m) │ │ │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m640\u001b[0m │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m) │ \u001b[38;5;34m645\u001b[0m │\n","└────────────────────────────────────┴───────────────────────────────┴─────────────┘\n"],"text/html":["
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n","┃ Layer (type)                        Output Shape                       Param # ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n","│ conv1d (Conv1D)                    │ (None, 49152, 4)              │         196 │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ max_pooling1d (MaxPooling1D)       │ (None, 24576, 4)              │           0 │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ global_average_pooling1d           │ (None, 4)                     │           0 │\n","│ (GlobalAveragePooling1D)           │                               │             │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ dense (Dense)                      │ (None, 128)                   │         640 │\n","├────────────────────────────────────┼───────────────────────────────┼─────────────┤\n","│ dense_1 (Dense)                    │ (None, 5)                     │         645 │\n","└────────────────────────────────────┴───────────────────────────────┴─────────────┘\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,481\u001b[0m (5.79 KB)\n"],"text/html":["
 Total params: 1,481 (5.79 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,481\u001b[0m (5.79 KB)\n"],"text/html":["
 Trainable params: 1,481 (5.79 KB)\n","
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"],"text/html":["
 Non-trainable params: 0 (0.00 B)\n","
\n"]},"metadata":{}}],"source":["model.summary()"]},{"cell_type":"markdown","metadata":{"id":"NiYHcbvaL9H-"},"source":["### Train the model"]},{"cell_type":"markdown","metadata":{"id":"j30F69T4sIVN"},"source":["Train the model for 10 epochs with the Keras `Model.fit` method:"]},{"cell_type":"code","execution_count":14,"metadata":{"id":"5fWToCqYMErH","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1701343896108,"user_tz":180,"elapsed":108704,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"7b408afd-f9ed-4b8b-a249-3cc8455716aa"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 183ms/step - accuracy: 0.2655 - loss: 1.5665\n","Epoch 2/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 305ms/step - accuracy: 0.4949 - loss: 1.3276\n","Epoch 3/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 189ms/step - accuracy: 0.4179 - loss: 1.2070\n","Epoch 4/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 186ms/step - accuracy: 0.5626 - loss: 0.9110\n","Epoch 5/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 317ms/step - accuracy: 0.5904 - loss: 0.9352\n","Epoch 6/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 193ms/step - accuracy: 0.4041 - loss: 1.0490\n","Epoch 7/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 291ms/step - accuracy: 0.4274 - loss: 0.9908\n","Epoch 8/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 203ms/step - accuracy: 0.4722 - loss: 0.9293\n","Epoch 9/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 179ms/step - accuracy: 0.3491 - loss: 1.0329\n","Epoch 10/10\n","\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 254ms/step - accuracy: 0.4675 - loss: 0.8534\n"]}],"source":["epochs=10\n","history = model.fit(\n"," csv_dataset,\n"," epochs=epochs\n",")"]},{"cell_type":"markdown","metadata":{"id":"SyFKdQpXMJT4"},"source":["## Visualize training results"]},{"cell_type":"markdown","metadata":{"id":"dFvOvmAmMK9w"},"source":["Create plots of the loss and accuracy on the training and validation sets:"]},{"cell_type":"code","execution_count":15,"metadata":{"id":"jWnopEChMMCn","colab":{"base_uri":"https://localhost:8080/","height":706},"executionInfo":{"status":"ok","timestamp":1701343896117,"user_tz":180,"elapsed":148,"user":{"displayName":"Allan Henrique Kamimura","userId":"04276797103978053322"}},"outputId":"f7edb168-d39e-4bda-948b-86e8e5e8c677"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}],"source":["import matplotlib.pyplot as plt\n","acc = history.history['accuracy']\n","\n","loss = history.history['loss']\n","\n","epochs_range = range(epochs)\n","\n","plt.figure(figsize=(8, 8))\n","plt.subplot(1, 2, 1)\n","plt.plot(epochs_range, acc, label='Training Accuracy')\n","plt.legend(loc='lower right')\n","plt.title('Training and Validation Accuracy')\n","\n","plt.subplot(1, 2, 2)\n","plt.plot(epochs_range, loss, label='Training Loss')\n","plt.legend(loc='upper right')\n","plt.title('Training and Validation Loss')\n","plt.show()"]}],"metadata":{"accelerator":"GPU","colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3.10.6 64-bit","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.6"},"vscode":{"interpreter":{"hash":"916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"}}},"nbformat":4,"nbformat_minor":0} \ No newline at end of file