{"cells":[{"metadata":{},"cell_type":"markdown","source":"# EDA Of the Global Wheat Detection Challenge\n\n### Goals\n\n* Perform EDA to understand the data\n* Follow regular step structure of EDA\n\n### Comments\n\nTODO\n* Map tables to pandas dataframes\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"!  apt-get install tree","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\n\nsns.set_context(\"talk\", font_scale=1.4)\nsns.set_style(\"whitegrid\")\n# sns.set_palette(‘CMRmap’)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"! apt-get install tree","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Step 1: Goal\n\nEstimate the number and size of wheat heads. The model must generalize from the training regions in Europe and NA to the areas of the test set in Australia, Japan China. The competition will run on the Kaggle platform from 4th May to 4th August 2020.  \n\nChallenges:\n* different growing conditions\n* Different countries\n* Current detection methods involve one- and two-stage detectors (Yolo-V3 and Faster-RCNN), but even when trained with a large dataset, a bias to the training region remains.\n* Dataset is not exact in methods which could motivate augmentation\n    *  height of the image acquisition ranges between 1.8 m and 3 m above theground.\n    * camera focal length varies from 10to 50 mm with a range of sensor sizes\n    * Thedifferences in camera setup lead to arange ofGround Sampling Distance (GSD) ranging from 0.10 to 0.62 mm with the half field of view along  the  image diagonal varying  from  10° to  46°.\n    * Although all images were acquired at the nadir-viewing direction, some geometric distortion may be observed\n    \n\nEvaluation & Metrics:\n* IoU of bounding boxes. The score returned by the competition metric is the mean taken over the individual average precisions of each image in the test dataset.\n* Confidence score provided which help deciding which predictions to check first to match label\n\n\nCompetition: http://www.global-wheat.com/2020-challenge/\n\n\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Step 2: Extract the Data\n\nData provided by Kagge. Some description at http://www.global-wheat.com/data-description/\n\n\n* According to Kaggle the test data includes about 1,000 images from Australia, Japan, and China.\n* wheat heads from outdoor images of wheat plants, including wheat datasets from around the globe. \n* To better gauge the performance for unseen genotypes, environments, and observational conditions, the training dataset covers multiple regions. You will use more than 3,000 images from Europe (France, UK, Switzerland) and North America (Canada). The test data includes about 1,000 images from Australia, Japan, and China.\n* Data is benchmark for wheat detection methods. Description in the paper https://arxiv.org/ftp/arxiv/papers/2005/2005.02162.pdf\n\n\n* There is a row in train.csv for each bounding box.\n","execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n        break\n    break\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAx4AAAIDCAYAAACKBcjPAAABR2lDQ1BJQ0MgUHJvZmlsZQAAKJFjYGASSSwoyGFhYGDIzSspCnJ3UoiIjFJgf8LAxiDFwMvAwiCcmFxc4BgQ4ANUwgCjUcG3awyMIPqyLsisCwWth5TvVphMkqjeb8OQdARTPQrgSkktTgbSf4A4LbmgqISBgTEFyFYuLykAsTuAbJEioKOA7DkgdjqEvQHEToKwj4DVhAQ5A9k3gGyB5IxEoBmML4BsnSQk8XQkNtReEOBxSs0LVHAPNzIxNSXgXNJBSWpFCYh2zi+oLMpMzyhRcASGUqqCZ16yno6CkYGRAQMDKMwhqj8HgcOSUWwfQix/CQODxTcGBuaJCLGkKQwM29sYGCRuIcRU5jEw8LcwMGw7VJBYlAh3AOM3luI0YyMIm8eegYH17v//nzUYGNgnMjD8nfj//+/F////XQw0/zYDw4FKABmMYFtFrSJgAAAAXGVYSWZNTQAqAAAACAAEAQYAAwAAAAEAAgAAARIAAwAAAAEAAQAAASgAAwAAAAEAAgAAh2kABAAAAAEAAAA+AAAAAAACoAIABAAAAAEAAAMeoAMABAAAAAEAAAIDAAAAACcRt/YAAAILaVRYdFhNTDpjb20uYWRvYmUueG1wAAAAAAA8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIiB4OnhtcHRrPSJYTVAgQ29yZSA1LjQuMCI+CiAgIDxyZGY6UkRGIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+CiAgICAgIDxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSIiCiAgICAgICAgICAgIHhtbG5zOnRpZmY9Imh0dHA6Ly9ucy5hZG9iZS5jb20vdGlmZi8xLjAvIj4KICAgICAgICAgPHRpZmY6T3JpZW50YXRpb24+MTwvdGlmZjpPcmllbnRhdGlvbj4KICAgICAgICAgPHRpZmY6UGhvdG9tZXRyaWNJbnRlcnByZXRhdGlvbj4yPC90aWZmOlBob3RvbWV0cmljSW50ZXJwcmV0YXRpb24+CiAgICAgICAgIDx0aWZmOlJlc29sdXRpb25Vbml0PjI8L3RpZmY6UmVzb2x1dGlvblVuaXQ+CiAgICAgICAgIDx0aWZmOkNvbXByZXNzaW9uPjE8L3RpZmY6Q29tcHJlc3Npb24+CiAgICAgIDwvcmRmOkRlc2NyaXB0aW9uPgogICA8L3JkZjpSREY+CjwveDp4bXBtZXRhPgqmXfYwAABAAElEQVR4AeydCfxtU/XAtxBCxjKFJzJFmYvQkzGZx0SRMkSJEhV6EpmJJJXMQkgyZCpCpjIkZSg9pdKsNKhU57++q9b573t+Z7r3nnvvub+31udz75n22Wfvtcc1z5QIBAfHgGPAMeAYcAw4BhwDjgHHgGPAMTBADLxogHl71o4Bx4BjwDHgGHAMOAYcA44Bx4BjQDHghId3BMeAY8Ax4BhwDDgGHAOOAceAY2DgGHDCY+Ao9g84BhwDjgHHgGPAMeAYcAw4BhwDTnh4H3AMOAYcA44Bx4BjwDHgGHAMOAYGjgEnPAaOYv+AY8Ax4BhwDDgGHAOOAceAY8Ax4ISH9wHHgGPAMeAYcAw4BhwDjgHHgGNg4BhwwmPgKPYPOAYcA44Bx4BjwDHgGHAMOAYcA4E4HnXhkEMOSWaeeeZk2WWXJfaH//rAwYILLpi87nWvcxz2gcN+++Caa66ZLLHEEsk666zj7dBQOyyzzDLJyiuvPJb4fMMb3pDMPvvsY1n2orGwwQYbaB9fccUVx6ZelJVx+aY3vWlsyhzjf7311hvLcsd1mIznm266qfYr1t7JWL+4TqxpjCHfYzSzTwWPCyywwKTvN3Ef6vZ8zjnnVPpg6tSplSTFLJJ5bZBFOcw111xhypQpYdFFF639nieciIF//OMfQSbAII008aHfGQoGXvayl0F4h8UXX9zboSGMC2MizDLLLEEm6YZyHF428803XxCiKcgEOryPDvhLCy20UPjzn/8cllxyyfDyl798wF9rJvv5558//OxnPwuUfRznR/r+KqusEuadd95mEOK5NIKBeeaZR8cA/eqvf/1rI3m2NRPq+M9//lPH/RxzzNHWYo5Nueaee+4w00wz6fowNoUeckGhD+6+++5662claRIluOiii5Tiu/3226O7ftoLBmTTm2y77ba9vOrvNISBr3/969qfr7rqqoZy9Gxe/epXJ+uuu+5YIuId73hHIov0WJa9qNCf+9zntI/ff//9RUlad5+yypqZfP7zn29d2eoUaO+999by10nraYaHgfe///3aLr///e+H99ERfYk1jTHEGufQPwbYq7FncyjGwPPPP699jnFWBW7jMWSq0D/nGHAMOAYcA44Bx4BjwDHgGJgRMeCEx4zY6l5nx4BjwDHgGHAMOAYcA44Bx8CQMdCVjceQy+afcww4BhwDjgHHgGPAMTByDPz2t78N06dP7ygHeu3iUCO85CUv6bg/WS9EnSbceOONascnBtfhkUceCeLAovHqnnPOOUEM5MPyyy/feN6e4egx4BKP0beBl8Ax4BhwDDgGHAOOgRZj4IUXXggXXnhhYMO9yy67hK985SvhyCOPVGPad73rXerEocXF77toN910kzoW+v73vx/uuOOOsNJKKwXxPNd3vtkMMIoHn5dcckn2kV9PEgy4xGOSNKRXwzHgGHAMOAYcA46BwWAAT54HHXRQOOOMM8Lmm28ejjvuOP3QpZdeqoQIzz/xiU8M5uMtyPWkk04K22yzTTjiiCO0NGJEHFZdddXwpz/9KeAxrCl48YtfHH79618HvNs5TE4MuMRjcrar18ox4BhwDDgGHAOOgQYxkOea1rj+t95664Qv4TYfFa0YcOX7xz/+UX///ve/03PuiTeggGSF87/97W/xayM9p5z33HNPuPPOO1PJjhFiv/vd7zrK9txzzwV+MXRbZ1x/xy6PwQs4ASBK/vWvf8XZp+c///nPA2V1aDcGnPBod/t46RwDjgHHgGPAMeAYaCkGUEECJEBhWkJi57zzne9USciHPvQhjRX1ta99TZ+fe+65gZhBu+22W3j22WfDAQccoNcHH3ywbrZ/+tOfhuWWWy5ceeWVaX6jPiE+0x577BF++MMfhte//vXhgQce0CJ9+MMfDksvvbSe//jHPw4bbrhh+MAHPhB22GGHsPbaa2t6HnZT50996lNB3LKHww8/XPM9+eSTgwRDVDyR/8ILLxwWW2yx8Ktf/Uqf84fa2xZbbBFOOeUUxSXpKK9DOzHghEc728VL5RhwDDgGHAOOAcdACzHwve99L5x22mlBYv+Et7/97WHPPfcMBx54YFpSVLKQdLAhPu+889RmYeuttw68t99++4Vll11W1ZMIIvyZz3xG3+MeAZoJaEvAz1133TXNrw0nRx99dNhxxx2VmFh99dXDtGnTUukCkp23vOUt+jv77LODxA8JGN5DjP3lL3/pqs777LNPh8Rk//33V3Uuie8TJJZc+NGPfhR+85vfBCPkkAxBZHz84x9XwmPLLbdUo3eIEId2YsAJj3a2i5fKMeAYcAw4BhwDjoEWYgAvVj/4wQ/U2BzO/Be/+MVAdGsAFSGu3/zmN6clZ8MOXHzxxeFFL3pReN/73he+9KUvqfrQLLPMou9KsE9VtfrqV7+qBA3p2gQvfelLw5e//GUlpqjrUUcdFSCmMAb/1re+FZ544omw0UYbaZGRkLz1rW8NqD7ddtttXdUZdbbYvgMCZpFFFglTp07VI17EUMV65pln9FsPP/ywqn+ZSpsEsA1435p33nnbhD4vS4SBdvXsqGB+6hhwDDgGHAOOAceAY6BtGHjVq16lkor11lsvIAm47rrr0iL+8pe/1HOkAAYrrLCCEhdPPfWU3nrb296mx8suu0yJETbwP/nJT8Jdd92lRIs9t/dHfUTCAIEBSBRvJTJWW201rTeExS9+8Qt9FtcZlSzgZz/7mR6tTk3VGbsPAAN3CJGzzjpLpSsQIhB2bSPctLD+pxhwwsM7gmPAMeAYcAw4BhwDjoEuMDDrrLMGPFqx6cW+4LHHHtO3sT8Abr/9dj3yxyYZu49XvvKVeg+OPupZqAN9/vOf103zmmuuqXYMvB9z/NNMRnjyzW9+M5x55plpCbCzOOyww/T6oYceUhsMLiCcDMzIG7UxYFB1nm222cLll1+uKlgf+chHwlZbbaVqV1YOP7YPAwNxp/v444+He++9V/0800EZcBhLVQG6e3fffbeKGavS5j3/z3/+ozqUiPx23nnnvCR+zzHgGGghBp588snw+9//Pi0Zus4rrrhiet22k7xgYmussYZz2QbYUA8++KB6/EGNAx3zGNCdN24rajBsBm+++WZVdxnUJg4vP3B7p0yZosa0qMw4TG4MmDoPEgAAz05set/4xjeqfcN3v/tdNW4mDgVqScxpCyywgNockB6bEIO99torECjvmGOO0Vgg733ve8Puu++e2nxYujYcl1pqqbD33ntrPZEwAMzZwPrrr69SB2xUMIg3aQN7OQgt8/pF2rp1/sMf/pB6z+I97DjMkxVEHKpUJoFhf4kqG3E/MHRHVWummWbitdbB3//+94BEBsDBAJIzA+Yv5jED9s7c62dPbHkVHfGgRkBIYrMgoRpEMMi8bzcq8aBD4N8a4yncqX30ox9V7wMsAFWAm7bNNtss4AGiV7jmmms0D/QrHRwDjoHxwQDzxcc+9jENzoVXFLy9tBmYsOF2EkwMvWbUCUz03+Zyj3PZ6BMY8kLgxdxX6oQuOc/wJASBwgbPvAYNos6o1nzyk58Mq6yyinouqrPGDaIcnufwMEC/Ym8DQFTg0Qlg402MC1Sl2Lxh74AnJmw8NtlkE1XF2m677cIVV1zRwUwhLb/3vOc9ms/2228f3vCGN+g9vdGiPwgPNvSMKZi61IeYJdilUAekDhh7E9MD2w48dDFGr776an3PqlJVZ6Qk2I4wnjFQh5DhG1xj+wKhf/zxxytRgsoWbcLmHEIET1YwARZaaCHd1JvxuX27DUfWCBjzrBsQahCqBjDOIQB4RowY6trvntjyLjoSkwWJFdI7CMShrbuCiNogHgVQqktEhJj7jhAP+lwW4fS5RPZMDj300PS67EQ2HolwqsqSVD4TPcJEBnxlOqGoEyFyKtP1kkA6UCJi1NJXX/aylyWiK1maxh8OFgMysWl/veqqqwb7oRkod3GDmIhxX081lo28toeoHvT0fr9jWjariSyutb8ti6GWlzmnrSCLtpZRPMK0tYgTykVZWWfy+sFnP/tZfZa3DslGKJHNjuYnhICmExefE/Jv4oYYuibivUezevrppxPhxqbZCmdYv53e8JNWYEAC3mm7iBRiaOURCUkiRuiJcOdzvykenzruZ687HnZxwZrGGGGNawpEyqNZMc+KdkoiG/4JWbP3mT59esK44zwPsnXMXue9U3bvO9/5TsIczHwsEoNEJASJRJhPZCNd9lpXz9irsWdrCnbaaSdtH/a74ha4I1vKLVIRvdfEnrgj8+hCpC9aBlER1LtifxQ97f5UiD/Nj3FWBY1KPMy3M5SaAdxLKFIpiIrLEJlxjtiMc7smPSJ0A+mMSj3bddURgy64puSRNSrC8Cn2+Qx1jKs6/E5TDsoDcOReNvgNzxCxEijHxH3cA6BSs1QinABEqKTluYNjwDFQjYE555xTE8FZK4O8cVo0psvy6fcZKj1AVXlJwzzAHJQ3H9j8wbzDvJcHvIuYfkYHVChQRwFw3wkn1ADVBfMsFK8lzMMEHesFmPdZvwxs7cK1p52jkx9/z9L60TGAu1xURuEo54HNefYse23323CUjbcWg3GGZykijGeB8TlFpA6oPBWpO2XrmL3O5ll1zV4Oj1uMw9e85jUqgUHVMquOWZXPsJ+jjofKHhIiJOgGRfNYt3tiyy9v7eEeJgkA58yRZotj7w3y2CjhgagQQMyNT2UWShaCU089VYkIxOB0MoLQoB9IkBmuDQG8ywYCP868hzs0E2fyLA8ItoP7NMRx7373u1UcZ+nQl0NnDXEfnhjIF8C3Nqpd3/72t5UAYfHCzR1prr32Wg1ew7UB9fnCF76gIka8WBigarHyyitrR+c7Qnmr6M/eZUDccsstltyPjgHHQJ8YKBqneWO6z0818jqbU9QuUMdAlxu3kBxRKUCVgMURN5GoW8wzzzw678URkNEHRq0BI1QWhrXWWkvnLNOvbqSQY5YJKgHM9+h2gxvWDIPsZodgZGxI0JdG7YV36gBB4cA1ah9470GNCwKRtQo9dfLBKJjzeP2qk7encQw4BprDgGjUqHE+xA7qVozbO+64Q+fZ5r7SfE7sbfH0BaMe1bQY4nms2z2x5VO29rDPNbMG8Mfe2JwB2PsDPUrhakOVqhUZSYUSIRpU5CKGRUks4hfdR70vemz6TTFq0WsT9QixoteiP5mIdCHZd9999RqxXh4IohJZFBJZ2PWxUI2qqiWcML0WSjJVu/rGN76heZlYD1E5zw0o84knnqiXqIeJrqWeiwGh1oe8AaFS9Ui9xAtFIj67E54JQZJsvPHG+gyRP/mVgatalWFnOM9c1ap5PPejaiU2WjpGEZMXQdE4JX12TBflUXS/W1UrVA5kck7nhLx8qQvidNF91sfCiNB3UAkSTlMizBq9FmccCXOT6P12zEuojQrjRt9F9YjvoVpg81HeN+N7k03VSlxmJueff75W0dYHU2s944wzEtYoQLzwKK4kkJuuJWL3p9cSQVmfl/2xHoHn++67T5OJtETnczFg1WvWHZ4LMyo3G1e1ykXLyG+OQtVqVJUehKrVqOpS57uyOU+EkZyInU2d5F2nGYSqFepo7B9FSqPzic1rrAmm9tTtnjiuWNnaQzozjXj00Ufj13o+pw2YF4euaiUfVfE36kpQchhbwdG74YYbeBSyXj/yxNN4QcBDAZ4gMHwBMBJCegLHyX6Iv5FaoN5lQWvIn3NTtTrhhBPC6aefruXA8wQQi+YtHfehkHFvh6cSIVJSzwOIDeFuCVGhnimEOCG5SkDwWIEHB6hFgtz88Y9/1J8m8D/HgGOgcQwUjVP7UDym7d4oj0QlRkqKKgAAt16IJ+XQwdVCAsKcB5cO6e/aa68dxGZA0yL+RipiHnQwzARQccjOpfpgBvtDmoExLmqtFv05iwIiSLOWMLeDZwx8q4DoyLQR7k0B1DYwFGYNMbW4qjz8uWPAMTA8DLD/WmeddQJG8OMEqOuyv2W+QYU0Nja3ehTtie150bFs7Sl6Z1j3G1W1sgWTiRqVCDG+03qgdtUL4KruFa94hUYI/fSnP61+oHGNyA/XaXgHAFhYDGJihsUeX9N4V2DhAIScs6QdRxbybbbZRgkOiAwDPCTgTQGdXtSqCFIDoOqABy88aPFDNC8cMo+WaYjzo2NgABgoGqcD+FQjWcJ8iW0zIDZgjogBZm7+8fxFXWHC4L1FOGA6D0J8oMfsENSTDoQE6w2uSPM8S8WEqKnDVuEO9V2YTRB+BqjKAbbG2X0/OgYcA46BfjCACi0eWQHs1izgYl6e8Z4473l8r9u1J3530OeNEh5iqd9hHInxDIZVSBHiSRxjljrAO7hnE/WNAOdKxFLpD53b5ZdfXrNB8pEHpMHwE1d3cBaLAC4WnEi4Yviqjo2daDzcm0HkYAOCi2AIDKhrCBLzJU3ebA7iADpF32vyPmWnPPGvSa4c0it0mZuCpvNrqlxN5iMqOCpBwwaIvsk1bv+KDIeb/PZkzQvCHlutonHatnrj7ALbNvy043o1O//F/tvLyg6jAwLkyCOP1Dzwud40MLfF80dsPxI/swBpTX+/m/xYO+L1A9sN9JUB+kcZ4BzEpBhl6eAwAuZvn3NrvyWWWILLrgFJe4zjvHPWt7YDuGcugxh26B0DELYwU9GSGGeASGeOGpR9ANonpjEzznjKlh0GeMwEJw6MqIqqdBtb4SKI98RFaex+v2uP5TOIY6OEB9b4H/zgB9NJGo9VcIgOPPBAXTxt0mahYHOML2wgVn9ic2YLiy2yGKWz+CKWsh+cQTb/cLsYwAxkvodkgsHAIgMVyTnEC0QCwCaQbyDaImAh72DMiToDRAbqU2wUyA+PJhgOInqHcLHJFmJjyy231HITsRTjIIzIqSd+3Ql+Zu/jl3mQwICno0Ic8UNUZ/hr4rv40UaVjPo0AU3n10SZmsoD9T8MxpDA0bfpdxg9c42BauxZralvTqZ8GLOAbfKsbjijgIkBE6FonNLn4zE9jE0yc0VeeZnb9thjj7D44osHsUPQNPj2t7REAd5///31GsPBmHnBOIuvYYbgNIMYJxBdqBQ0DczRMGmYP5AcxAui2JJonAqeMx+OGigDRF0MEBMXXHBBfCs9B78A70CYENnYAEk4alpZwCkIEMcBoP3AAQ5PGNdAN5tGNhVIusQdsKp7getddtlFY8EQD4TrQa8VWug+/zxWVp8I/N/rtPUBBxyQq1rTzBcGnwuEOWMFxxixMXSTX0a1/eijj24yy1bkxV4gux9gTWC+z0LRnph07G9R98/OiTyrWnts/rL5jHeGBrLI1IYq43LZeKvBNQbfGNiJmpQafAqC02+Y4R3PMOYWwiHBAFAIADV2EQmJ+l+Wjb3mhQ/sMrj++utTY3aMdHgfw3BRxUrMMEc4WIksTJqO7wqBkZjxFcacGBNiGC5I13fNV7ws9InlP23aNI1HQlkB2egkhxxyiL7De3xD7E30GcY6XMtGKJHFS+9l/5o2LgeP1K1fwHA1NprEiDVuPwxqu4l/gsGn+aSmbNn8+i1vP+83aVxOf9h00021P2AoHAP9gj6Cj/FBAmWQiWuQn6jMu1fjclGZUcNq8MS4YQzjvIE+zT3GNka9ReOUfhWPaWEYVJY1m6Ab43IJuqTzFGXjR3lFDSqtA/dwkEGbyMKp85x4s1JnGIcffrjGfcDZBuOWtBhN0x+pO9c42ACsvtyzH77d60Jd43IMHfk2P2EEpdnj2IMyMmcOC3DcQV2zcTyEaEjLKF6+JhSHudmMy2Uh1vZhPRCCQedjITw63mHup4/lgTlJIQYVxp44LGHuE9fsmh/l430zCI3zsDUuvsfaKPZJesuM0+P4L5RdGGDxKwM972euoNx1YmXFFeh23Yjfbeq8bcbl9KVBgc2FzCmDBPYKjIVBgTBiUsccfKOffttPGZsyLmcc4NQInDE3ZdsHA23mJNGe0eJiAF62JxZGruaFo6YslK09xDphzaIcrDE2N2Xz6Oa6G+PyrnpMFeEh3CjtGGwCWLCEO5lbbqG09D7p+GVB/NkndLi6wETOt4Hse0ItptkIR1rLZzd4JtxVu+x4FyQCPKcB6TC8nwXyEKpTN0XxM+FaKjEV34vPmyY8IHTooDFQZkAo2o66WRraB7xZG9DZ2eiJQX56j7TUkTQQhyw4DEKuwTteGfiBI+7F1xbEi41EjGfLz8rBkTLyy4Lox6f5Nz1RN0l4fOlLX9JBzKYyDySejQY2smfg7plnnunoN1ZXjgD4Bp9xvwPPwlHX5xCE1nbcMELb2oZ71gfYBMdpeTYI6JXw6KYs8Ri3cWrvZ8e03a9z7IbwqJNfnIZ2hACPyx4/zzunzSBmmUthwIh6jjJCGOv0jTpQl/AgL5g1LETmFZC+ZsyX7Lfok8zTeQDhQt/OgvXFmJGRTcN1EeGRlza+R//OziGMJfCYB/QV2qUIyE+kbR2Ml6K08f08woO5BnwCeYQHhLKouKXZdItD1pui+ZE+Z3OKfSBvruBZXlp7h/zBL4Sc9RF7Fh/BKWuizTfZdcPwwJG+nW0zy4s+lB3f9qyo/2XXNEvPsS7hQdmzaxR1oCzUCSKcNoyhqi60ZzyP8y558R0Dm//Jq6gty9rZ8uE4aMKDscw4Nm9x8bfBjY31+H5V/dgjMAbAk/Ud3rf9IudF/ZZng4SmCI86ZWQ8xPXnnbI9MV73yqCXtacsv6JnjA/WjzperRolPIoK5PcnYmCQhAdSGqROcInN5SQdAheTBiwecGDZWMCpBeDukY534Zw/8sgjiXha0HtwECE84YjCASXyJm6RLQInaZEcQZiQh6h8pRxhNk9wKLP58U0WHsqAm2Iob8rCJotOzD2+J3Y1KSeZ/GMihjx6hSYJj6233lrrDU7ygAWGxYtFRWyOlNsgai2KSzji1MkINXAK2KaRtgJ4D8KQa3AGnmkLFmikKnBgucf7cNDhTHJ97LHH6pG+YFIZ0kDAMKlzD9xnJzv9aJd/wyA8uixS7eSDJDxqFyJKKKoYykyIN41ieKjtFSUrPbU+xGa+Dth4hpN/rrieFZWxjtfoI0h6Gaf0vd122y3dmCMFwqWxeFPR52zAAaS+3IfDZu6DkXAVQa+ER1F+w76fR3jEZcgjPOx5LziUWCM65nH3S5swF4lHR2UqQSCAe+6LGqjOP9m5Am4pDKi8tJQLhhRth6SNbzAnFxEeSLj322+/dN1hjsmuG/Rh7lFOXEUzp3FtgGSYjR6SdcoNB5i5DKlcWf/LW9MsT45VhAcEKusLuGMuRcJGlHNbhxgL1J05ledGHJTV5VaRYsEQZG3lHdYyNuVcUzfxlFZ7rStq57iOdj4owoNNLHgGJ0jpqAP4MIB5QX2pK/0OZkmdtRyOO3MDhAU4RuLIPoZ1ibyAbL8V50UqyeT77GUAtE3oT+TTJAyT8Giy3MPMywmPYWK7x28NkvBgc2sLfF58gKLYJEzqDGI2KwCbYeNoQHgATCZx/JOy2Cz2zNTlsvmxoWJSsTgsPCd/Jg44b6aixETHpp2NEOWz/LRAffw1SXhQZspWxAW2Ylb51qb+RnjwDosu9QcY2EzKTOy0B0Rb3F5x/Bg4YywMPGdxR82EdocjyD2eGbCZgGhsApzwaAKL/82DTSjtzeJOv7C+UCUxiEvQLeHBBpTv8V0kK2y8YkAaKjrFuoFlA0VfgrAFiuImMZYpO2mZE5hTbNMW523nMzLh0S0OGdPglbmT+Zu2Y/6Aa8rG3lT2jKlBrAMgniu4LkoLkQQjyuZo+0Ye4cF8TllMpVTc4adaD9l1g/6VFzeLsrD5L4pdU9T/itY08jOoIjwoD3MhYMQB5xYDDEKIjbdJBiFQgKK6QLCBDwgtwFS4IcbYIPMMwgOoWuvK2lkzyPwNivAQG94OohPGA/UAGLeMc3BEP4ljm1XVjzaHYQHQVyk/fZq1zwgPnmX7ra3hYsPL44R1D4Yr328SnPCoxmY3hMcs0mkcJhkGsvEBqB7xAfAoBcSxSTDMx4ArBjMUw4BfCKT4kZ7HLiox+o8hdgdq94vyk02IGu9bHBbelYVXjaIw2JcFT7PAkB/DYiLUA7LxUm9petGyPyH6SktU5lsbI71ZZ521431iNhhgWIyTA1nEUy9tstEIIvGwJOmRfHB0AAgHVp0y2EMhOtTjksXJkc1mWG655eyxH1uCgde+9rVqwCySQvUaIwtqyBtfTRZ3wQUX1PlAJJ1BFnl1XR7nb5HAMXgHRPKRGkUTN0nUJCbETaJvCUGq8UdwS2uuaeN8/fy/GOgWh7itB4S4U8P3N4p3HCEWgjBA1JgeD414BRKiQD164U0LpywxiBpQYVrZ/GmsLGH66CvM98zXfC8Ls802m87LQpSopyMczeBoxSBeN4jHg/MF2VB3xM3ie7KZTOcu+hdgsWuK+h8OaCiTcMjV2Ux2TbMylB3xAkQ0Z5HYBOGYB5FKaHLmWIB1COc2rFHkj+MQ0hfVhXACshHXevI+8zB54KAgu07gth8oWutuv/12fZ5tZ4sPpA8H/CcbyyAEqHpfsk/R30Tio5di76HOeTB2BuLYZlX1w0MpxtX0XZGmqIMR5jrDvWaY8yfSenUvTnsI8ax9ibAI2X1Jzqt+a4QYeNEIv+2fHiIG4g1LUWwSK44RCnbd77EoP+F6atZsVgxsocnzZW0Ll9Delrw1RwJlAkbcFRVM9IO7iutQlE98vwgfhq/sJCycP32d+DPCWQqiYhRn5+ctwgBtCMGx6qqrDpzosGrjohYQTq7d0iObQvov3njoO/zESFFjNpGgLG4S84/1x45M/aIDA93i0Jg2eMuifYTrrBtcmz9xJU87QaBAdOB5MQtlaatiZWXzwpsfdcDbI8SAcJ6zSfSaOSkvbhb3ReqQG7umrP9VrWm5hcjchGCC4ACXSy+9tHqLzCRJL9lwi+Rdr4vqIlINJZjsJfr/YostZpelRxsrNrcXtXNpJg0/FAmO5ghzwsDKyTVuuOvGNrP3rH4wwUSqoHMLc515DLTvFB3ZW+CpTiR5QbQ7gthaBpHCFCX3+y3BgBMeLWmIYRaDzQPuG7OxSfopQ5aDUycvc68cxz6B4wEsKUF1xglEJKzFPe2003KLTb3gOtbxrW2TcW5GDdwEt5QXLtF5550XtttuuwZy9SwmOwbYYImufxo3w+qLK3GkZvSpOnGT7D0/TsRAtzhkk3bkkUeqS3g2zURX32STTTTYLbmbS3r7knGn7ZojgXGBvLRVsbL0xf/9QWSImo26iKUsMDWQ8GZBVI1K4/EUxa4p63/mUr6fNQ3CDLfVEG9IY+Cmi+pOtvh6LepkKs0oqwvEEBtiUYtN84AxVcWcShNHJ0XtHCUZ+Kmt12gq5EE/sc1wmY6rfQhXJPgmNcn7TvaeqJVroOlp06apNkTdGEnZfPx6eBhwwmN4uB7Yl9j0s/Djj982rYhF40kTEa1dM/GxAGVjk5hUhBgI5CfeEtKgdywoAFxQsS3Q+Ceks8koLzaLBWIkPdwfOFZiZK35kB+qU6K/qROOES5wUEW3XBcmk4TwHmBlKOKiaaIR/TH5wakTGw4NWGn1oTi0Cz77UZmp8q3NpAkO4C6hhsDCxfuGA7F1Sc9p67ids/FjDH+Gtxg1Bx98sMbEQO1unnnmiR+16hwcGNCHiFNjwCZDdLHtstVHxgCbFIA2IyAi6jAGMfFt90Z1tI0S4z8LO+ywQxDDc1VHIZAc8wgbBrigZXGT6It5/TCbfz/XfIMYKaaW0k9eg3yXuRVAZTQGxnO3OGSzTAwTglWiyrPUUktplszTqO0gnTruuONUHQ5iwNaAeK5grilKWxYrK8uVJm+IIIhPNvCoPdkcFK8bYnBdGo+nLHZNUf9jbOWtaTF+q85R8YJrjoovakOA4Ytzk9CjmkY/Yw4Fd2I3lxsDDNUfANUs1LEonzhmUKaarYN2NDzZPG9jxda6onbWDwzpj/Ucwph6MPfCTLNgd1zTh8BNXmyzqvqh1sm8yBpKkGbOAfYtFm+C67jfWtwb1IqRekA4ixMCkjm0HQMy2dUG6XBqSCQTe+13PGE+BpoyLscNoxl4SV9TYyyM3zAy5DovPgBeTGQhSIRD0BGbhJLiDpb3MDbEqA7vNVxj9CgLZuqmD4Mvi5VgXlwwsBYuun4b42VzB8r7siCpO9lsfhg1YwyGUR+GaxhO4xlKJlytC+/iUQVXpBh4cY2nC8rSL5hhGoZsTYBMxInoIKeGuRj4gyfKawaXQpAUxnWgDBjhWdvhWQwjTt6nzWhL6s9zWbxTb1UYAfMeBouc07bHH3+84pX0GJuagWNcT9oi9nQWP+v1vEnjcnApNkhaFPoThovggr4JYAAqC2EihJle9/s3KK9WYq+kXmDo0zgEYJzgpYejGfsSZ8gMavutR/x+t8bleCWiz1o/y8YMkQ1e6hnNxqK5q5WNrb5HH4zjJmGYTJ8kPfMLeCiDXo3LZYOt35CAfGXZD/yZzYd5H8LbH4a04IIfnsvAqUG3OKRvWV52pP2YV/EiaE4veMYYYv4B4rkCr2NlaS2WFXkwVzNHMyezzsSA5z7aWeyDEtqCOd3qxhzL+1Y2xjHX5GNG13jqo2/YM57bz/phUf8rW9OsjFXG5dNkPaR8eA9k7qUPA6xHlIO6M26po41V5nwrb15dMIa3OmCkL0w/daxgazZzmhAVlWtdWTtb/eKj4Zs1rklg/qL9qRN9CwNyxjtG30Kk5cY2q7OW0/Ziu6hODFivGCe4qLe1kHEBZPut1Q2nLpSpyDWzpev16Mbl1ZgTYlHbgHFWBf/vB60qpTx3wqMGkmomaYrwqPm5jmTCVUm90ggnouMZF1WDlwWGPGIwX9tMMvHGgoVOuBZx0gnnpJk+fbpOyrYwTkg0gBtNEx5xEfHaw+RZ5GNbOFqFcR3AHzgG8ObVDTD513mHNCyk2Xbs5lt5aZsiPNho4HoSgMBgkbN+BcFkns14Rj3KvCTllTPv3iAIDzZtuCtmUgaok3mNw3sLBL0BLiFZwJuEbgmPut/GO1pe37Z+Sz7MLb2M514JD77JptC8DXFdBJSLzeUgoIzwqPO9bnBIADe8ihFbAi9oMAXpY7ZRo57Epcibg7NzRVlaNtjG7MnLy+rFGOV5XAd7xr14vonzsfFhzCo2uIxxNuWMITa38byW7X9VaxplqCI8KLvVM+63RniAW+YZ8JaFvLpYGtJnvcPZs7rHqnbO5jMowsO+QzuBc9o0xhXPuZcX28zezTuCe+YL5vMqyPZb0uP1Cxe/g4K2Eh7ZAM2Dqn+dfLshPGYRKrG1INyNMN9886lKAsZIsYcMCo0ITjqqemkyYyXuo0uPFwwMj1BniFVJLE/SxcB9vE0UGULHacf93FSqwG0eVHnKMBWq+F3DMXq4MYDPbLvFzzknzRRR+ZlMsOiiiwZ+RYB3FNOtzqYBh4ZH1Ba6AcTOWc9Y8fuIxmVhCLLpVdUM6wtxmlGfI7ZHdcRUUQwHsthpX2LMzz///FpM+vCuu+4aRKIWJNL1qIve8X3UCyRWi6rf4eEFEA5eECJbVSIxxoz7CHrNyyyzjKrlYdzaZsjzdkd547kh9sg2yLrIZlHVEcElfSVeC/guKjL0czOa5x6qHeecc04QwkzT2zuMDcYPHppikE1voP/xDRub8fMmz+viEF34vfbaK4jkIVWxks2g2nuYRzvmVlOHzZYxO1eUpQU/ZlRcNp+Dm6Lncb0oS5zOxofEqtC2xMbC2gBVU1RQbR7g3Wz/s3msaE3jnSqwdrV6WnrZWOspx3i82nOOeXWx5+DZ5iu7182xTjt3k18TaRdYYAHNJtum3ORe3v2y7xru68wZcb+97rrrtF9inI4jhVGDEFCqpp7XT+g/wtTVPW1cTtnU6332n6i3glvDh6VjLWEvG/d7bOtYX7BJYg60MWDv5B2FOND9FvkzrrD3tLmP9EVl5BlOKCgb4zJbPp53A6208UDXEi9BInoLuBhlUyucLJ1QqZxwF9R7wplnnqkbDlzWcQ/9QtKzuPOMCZfGRM8V13e4p2QCQAeRhgIwEuNb6CdiSGfuCfWh/zkGJhkGcFkoYm11kcmmpY3A5gNdX4gzgE0JeuqM8xVWWCHss88+HZvIzTbbTHWysaNoE2DvI9w5dWVt5cKDGN5wmNMuvfRSXTjsGXMc3nIkoKTd8mMFBtC1x1U43mxEhUn17dlAA8ztG2ywgbqKxWMO/QbANsXmeYhWFnCICtYF1gHWDXTG2RAAGEjjNlUkC0qUxDrnmmBEfxBS1Av7MdY23BQztrHz2GqrrUZUqv4+i30HGyLagLZba621wmGHHaZ2Rf3l3NvbbNQkRoS+zB7CmCG95dbbW5OxnXvDROdbMKAYsyIBVxfRIvnuTDDkK5gZeNTCcxyOBfDahgMXgLkeRiNlpV+bbQzuienr7FE33HBDXdfwfGb9jH0t3uEY48xBEOSiGqlECPMRgE2MqPSpXRVzH3MB9pCABA3Vd5gLcYFOudgjsw8WKaKup2bTV1RGbLnwVnbZZZep/RP2W31DHRGKpRmWqpVQXaUB8Ex9gHIhfhUkaNAZxHXn/i/IHDruXAsnVJ8TzAgRnT1HlIt4FBUOMRDTKqLeQV6owQwaRqlqNei6jUv+g1S1aisOhHuWyKQ3sOI1oWqFXi/jNwuM51jdwp4jnmfcMrb7gaZVrVDlQc0qD4rUGYkKTv2bApsrUV8aF6iraoXaC+2OOg6AXQPXFuwONTbsKQALAocaCIBKG2pZBtgN5QXbKwuKZ+9mj/2qWmXzq7qm/xOYEfWXyQCoO2ETh91arJrVb92qVK3y8ge3rBP2w8ZgVNBNOw9a1WpUOMh+V7xhqd1c9n7T11WqVqh6MffQX1mnmMMtkCfzGbY87Ct5FgdWRD2JeagoKDDqY3Gwzmlih8R3UKtkzHNuasfsm/kOqsecAwRlJMI7YHOgEDATAmGWlRG7Xey1APqgxLfR8+zf2KtaQbXhcQmKDI4HEAfAw3MB7uVQj4JKA0SnUMU/5tUDF6GIg6DUhPhQzhAiOlwNAkhH8JDDEQ4rAGUHV5X7HuRKUeJ/kwwDcM9ilZO2VQ8OD15i8srIeM4T8aJegbQAL2ttAryuEDgvD4rUGRF9U39E8qa+mPe+3wuqKkW7W6BRAhVybRKPsmB8Mf5YA66++mpVD8kLtiebglAUFC/OZ1Tn9P/JtF6h+jFq7rW1JbhFotoGmGzt3AROkYC3AcT+R4vB+oWWDZJrtGqY58sCK5K2KCgwns2IwSN2HGkV0QQQ+y2V2CLtAWy+44h0EEkLkmAkKOyPkZAAaAIBSHWzgTAJscD+19wYx8EfUXNE2pINrKmZ9fjXqZDfYybDeC3WX0N/EHUs4Yiori7fF+ortxjZBR7iA0AXViQd6s6VxnVwDDgGRo8BxiWAilI3gO4rE3WbgIWn23qY7jR1ccKjvDVRJ6Dd47UhtgNg7hfpg6oaoIZFfIi8dSIOoMcmIAvEFhDupap1oNqEWlf8zWx6v3YMOAZmLAzEAR7ZpIsEQQNRggULrCgeGmsjhXnKVKCw7zCA0IK5wt7VwAgPriFGxDObRpgXbZ4wRWxnIW6KAAJJJCKaJ0z6vDJaYE2Rtqgr5SuuuCJl4BflW3W/lTYeVYUWN5tKRYKAIgPdqjx4jnRDXMKqT2pLTyPjl97BMeAYGD4G4OrBmcEguBuAY9O2oJNIO5DEdgPYGgDo4jqUYwBJBO2e7Su2ENcNxmdrCHEAYiBegahG1AqKF7/n544Bx8CMhYGyAI+9Bla0KPcmTQGjECRIVdAGygMYIth1wJgXlaiwxx575CVL72H7wT64rIzEkMGuA2KqKrBmmnHFSWsJD4y6Ym4hyLZrImeiikAgJgIuARj88TPq0IzHzRAQryQAC4kdRddOKT0M8fAMgooVDWXRWjWh/zkGHANDxcDrXvc6NTCt+1Eb46ZyU/e9QadjMeqW8MCwVuIBOEe9RuMQTA7AQBNvLARGRU0NZhISo7JgfHghYk1hDYF7iPpBXrA91hxUdZGksPhKzIZ0jalRRE8yiTGAMwvUvZsCghfavqWpPKvyYdywsRw0MA8icRx2/eJ64U1QbF903Nv9pnAODvMCefId5hbUOZFGSDwWdWaBAbp5nmNvapJ+CAvb+6IOJTYeqjaFGhRAEGIAJyXmOYx+iPTX8sAQHeYdgYiRaGTBGDWUyQJhlpURIqYssGY2/1rXUtHaMCzjcoxmMM6RCuQGwLOARiJySggWhQEnacU9YhrMZ3cJYoTRDYY5PCPID/64hbDQawLWEMzn8ssv12vS8KOOwwA3Lh8Glsu/gcEgbY4hnkMzGGjCuJygejh9kE1frUIxZjHOM4O6Wi/lJGrauBxDPOYojJ7rgCzKGq9AvOfUSV4rzWQ2LgcB4gFMxzB4Zq7niCEkBudFwfiIeYGRMLEhSF8WQA9jdNKwnmSD4hU1wLCNy4vK4fc7MdCLcXlnDv9/RUA/DH8xFm4KMKbfd99905g//eRbx7gcY2DqYEFM+/le2bs4CiC4Imstc9ywAQcRsrHW79s+j6CVQF2cVxmX0x8sbztasEzWJZyG2H3mHb4LVAUFFqaaGqkTfBKHGLwrmj76rjBX0r2vMEf0nv3hTMli+dg9i0eD8Xk2EGZZGTFozwusafnasRvjckQ3tWFYhEedAlFJG/QgTSQddV7LTUM+LEZ1Nzq5mXR50wmPLhE2gOROeDSP1CYID0pFZF8xjKssIOOeRe1WieTeLzRNeFAePIqI+8JaRRMOvXphsnmt1ksViSY74UH12ViwQAMixdCj/ZkXK67pKzFxynwfe0njmXBmJ+RBe5BvnJfln3d0wiMPK6O/1xThkQ0K2mTN7rjjDmWSCve6r2yrCA/6tIQrUG9dfX2o5ssEQGTjPQo45ZRT1BMTATDxZsrGG2aC7Rnr4LyK8KgT4JH5g/mlF+KLssNIz+5RmbOycx44hgnDnjYGIzzKAmHmlZG+QpkpQzx/xnlz3g3h0VpVK+mkpYDVvXm4Qae3TuCZogzJB29YZnhelM7vOwYcA8PBAH7JCQhIzIUikMlQfZwTRImYP20EfLBTzvPOO6+0eIjqURnCkNnmtdIX/GGKAQJamSF+HMiNBKaOwLkFleUcYL6PjdFZR/Cpn82D9uBenNd/c/D/GQ0DslnV2Duo3VnQQ8MBqi6oSsoezG7p0dS8Ue1jLjDgvmwk7VKP6667rgZ0M2+dHQ8bvBAmsgaCy3rsokw4WzC1nfiTqJVl68Zz6kDd8oB3CIoXB6mzdKg5YtOW9y1Lw5GA0LLh1W+jYh9DHVU33iHmBYEhCdCKdybKi30D0C/OLcAjhtzsI4mjgRdW5iVTp+I7zB/ML3m44HkZUHZs2rJ7VOYsm69ot2uvvTZg+4yalnl4tXzBIcCRAIfZvHiWV0bmP8pMGcx+jrT9wNgSHv1U2t91DDgG2o0BjMwJ2EVwtyIgCBNBkSReQ1GSkd9nwiaYKQudqF4Vlueuu+5SmwRbRAoT+gPHgGNgZBjICwpKYQgySSBiUeHRzSUOatjcEw4A5gNe0fCyhsch9OpxfIDLcDanXMeAzSkGwlUb8vidbs7JF8NjgmfGUBQokw16XpBlywc7Ajb01AkiA4CAwQ4BD08Sk0kDcsbf4hluZnfeeeeAra0BeRpxgw1CtwGhLZ/4KGpIHRtmiyoeG2j3g3PaEW93ow7kSd/DVoO2teCChgeRRow8EKaVhePYuNONC+3njgHHwOTHAFxsFq4iIArsOACeRsw/elF5MTZ0cAw4BtqNAQx28VYXc37hMCOhFVUYlVbiPpXNtgRsC9PEBSmGwaIKGogrg+MMNqh4KsI7J3HFIGaIOG+Adz423U+J0wM29E0DnHGcMBCfwcAkORAZxFDBTbWo2ARRvVGj6DvvvFO9BlIfonOz0SYMARtamCY4+CAaNriBaEIiBKMFDjyAdANCDMBQmWjwPCfqNswjAGkQXHqIHJ6zoQdfGKVDyEwX4/BjjjkmQEjgIhZnQBdffLESdjyriyucTjAfm+tyvt0PzukLMMmQvljspjhv8h8GiF2HxhtiXcxKzZEaQQRjKA7QXuB3VDDLqD7s33UMOAYcA44Bx4BjwDEwLhiwjWVcXlQk8bBmm71zzz1X1YPEjkClH6jgoGID4LqUdAS7BHBjaio/ekP+cFkK4K2o7mZaX6j5h9c3AOLCAMlLXqBMcb5TGGQZwgmXr0Y4sOEFPxAj4CQOfIdUxAgP8IEEGA9xxI2QyNhaDBg0xMOwOoMnUxeqExCa92LVKwiCbAwLiBWJ+q3epazuHJvA+agDPKJehdpYHlC2rFpdXrph3XPCY1iY9u84BhwDjgHHgGPAMTC2GIArn7XLuOeeezoCqrEB5JcHSAWee+659BF69kgWYjBuOdKGQYDZmWS/mxcoE6kL6mHZIMuoRBFDB8mOubW2suLaFcAmwCC2ayBGERINVLOIoSOeSVNVLIi2MigLCM174NcAl7Km+sU9bDGQLF999dUT2mfQOLcy+fG/GHAbD+8JjgHHgGPAMeAYcAw4BiowgCpRNjYPtgJZY3DUrLIb+4qs08cWs8GkJOmDhk4gJACLjM05ZSX2DRIBccOq8S6w+SgKsszmnXhDpkpFHgA2eeawgXhreQDBggrV448/ripbqFs1FUsElSzqwS9uJ4i9ffbZR2NtLLLIIlosymEG14PGeR4eZuR7TnjMyK3vdXcMOAYcA44Bx4BjoBYG8oKCYvOA+hJ2A0g/UDO68cYb1WsQG2CkAwZ4cYo9QGFbkZWg4BkLGFQgY1NfigkPyoDtRDZQZlmQZSQd559/vnqJwvsgqlQY1aNKhTSDa4gLJCw4AgG4JtAnzyAALrvsMr2fxYHelD/wA5iUBtsEAAIDMOLOjpTfJE7mdQzVr80331yJHexwsPFAsnLwwQenHqYGjXMtrP+lGHBVqxQVfuIYcAw4BhwDjgHHgGMgHwMSgFgNxtlAm50GxtQYg2PTwA9CBINoIlmz4Ybzft1116lBL0baEB4S3ydIkFR1fYqhN67DJf6LfhRpAipB5iI6vyS938V2Aq9HEEeU1YCyUb8VVlhBbSNwO4sLagnMHCQoZ5Cgc5oUogHJD/YdN9xwg3rywqMSNhuXXHKJpsG4/P7771fiiXpC7CAZwmYE4/GjjjpKDdcxej7ooINybRPA20knnaT5UV4JwhckiJ5eI5WR+BxK5HGDdEhyll56aX0e/2GDIkES9Rffj9XHBo3z+Lt+7l6tvA84BhwDjgHHgGPAMeAYqMQARrqnnnpqOO2009RNNi/AZWcTi2crXMGaS2xcxvKLIevCNrZBIN0vfvGLgIqSRMKOX2v8XIIphpVWWkljdqDSRfwGvExBCGCUHcesQbKBRAGpAESExX/AcBvCA49V1BubCgMMvZEuoMJEOvJFEkHeSC+IrYH0gu8UxWDD09RNN91kWeoxq9qF5KLKLgTPV/yKYFg4L/r+jHjfVa1mxFb3OjsGHAOOAceAY8Ax0DUGioKCsok2oqPrTOUF1LCIa4Hhtdkh9JJPnXcgliS6ubqitfhCSEIof0x0WF7mYcqIDrvPEe9YMdERP8NoG29V5AnRAXDNOURcEdER5zHI82HifJD1GLe8nfAYtxbz8joGHAOOAceAY8AxMBIM1A0K2m3hbr75Zo3pgarTMIB4HaiEXX/99cP4XCu/MWyctxIJoyiUiMhqg+jvJaLXl0gY+ETK6r8+cCCu5hLx7OA47AOH/fbBNdZYQ/uz+B/3dmioHUTEnoiLxLHEp3hpScQgcSzLXjQW1l9/fe3j4qN/bOpFWVlnxPf/2JQ5xr8Y5I5lueM6TMbzDTfcUPsVa+9krF9cJ9Y0xpB4pZr0dY3rPahz9moivXFcluwTRKqlfU5snippiq6My9HNQx+OQDHZwCzS4A5dYOCRRx5RMePUqVO7eMuTNokB/IzjPpAgTuYBo8n8Z8S88JSCWH4c+zXlRgVgHMte1NdQdSBKMu4ri9Qhit4d1X188RMJePvttw94ERo3IPAbMJn60bi1QV55CZLH/gUPR+YVKS/dZLiH+hMetljb8lSnJkMdh1kH86rlY7oY66jhIUHCi1gVdEV4WGYYJuFmzaF3DLAJYOPLAuswGgxgGHfFFVeot45tttlmNIWYZF/FYJGF7tZbbx27mu2+++5a5nEsexGy8ZaDi8vDDjssrLbaakXJWnX/gQce0Hlx3333VQ87rSpcjcIQLwCYTP2oRrVbnwRPUcCFF17YEWiu9QXvoYDYieBBas8992xVxOoeqtKKV4icjoqdj+ni5sCBALZDdcBtPOpgydM4BhwDjgHHgGPAMeAYcAw4BhwDfWHACY++0OcvOwYcA44Bx4BjwDHgGHAMOAYcA3Uw0BXhgY4k9h3oQjv0hwGiko6LznV/NW3v2+gk0p/zXAS2t9TtLhmBovD1Po6APQSqYpMJEH3Tx1ETGBegrJT5oYceGpcid5QTN6HigKXjnl+MHgPYDtGvRu3CdRiY8LWtWSyzVxtUJPlmSzq63LCTZXwxzqqgq9WI8PUYLP3rX/+qytefV2DgscceC0QsdRgdBgiKRH/m6NAMBqZPn65RfJvJbbi5EOwKpw+TCTD0o4//5z//GZtqUVbK/Je//GVsyhwX9Nlnnx1boimux2Q7J14F/eqf//znZKvahPr42jYBJX3dYK/Gns2hGAPYeDC+LC5MccoQuiI8yjLyZ44Bx4BjwDHgGHAMOAYcA44Bx4BjoAgDrjNVhJkxu//b3/42wG0GllhiibDwwgunNSA6509+8pP0+lWvepVGDU1vyMm3v/3tsPbaa09QyXjwwQc7JAK4GyXvxRdfPH694xzuwMMPPxx+9rOfhaWXXjq89rWv7cr98s9//vNwxx13hKlTpw48gmtHwf3CMeAYcAw4BhwDjgHHgGNgYBhwicfAUDvcjPEzfe2116q/fgmEFhD3GyBaxqUmvvxxs5dVleM57uJuvPFGeyU94vd8yy231Hc/+9nPhnPOOUcJgoUWWijccsstaTpOyPeEE04IEkQu3HXXXUpsXHPNNUoInXfeeR1piy5It+OOO6axIMwnflF6v+8YcAw4BhwDjgHHgGPAMTAeGHDCYzzaqbKUSCGOOuooTYd0Y9dddw0W9GbRRRcNRx99dJh77rnDJz/5yUBwoRiuuuoqtTc57bTT4tt6vsUWWwR+AO9CfHz/+99XqcfGG28c/vSnP+kz/o477rhw6KGHhptuuil87GMfU2LmpJNOCl/84hfDO9/5znDppZemaYtOPv3pT4c99thDiY+3vOUtSjAVpfX7jgHHgGPAMeAYcAw4BhwD44MBJzzGp61qlXTZZZdVCcXXv/71cOSRR6bv4OWiSD2Kzf5OO+2kEo8849qXvOQlaT6ccP2mN71J7xH5G/jxj38cjjjiCM0HzwYxIMFYc801w9577x3++Mc/xo86zjEqJXgYUg4Mfc8+++yw1VZbdaTxC8eAY8Ax4BhwDDgGHAOOgfHEgBMe49luhaXG1fEFF1wQIECQclRFRr///vtVenHsscdqnp/5zGcK87YHf/3rX1WqgQTFoiFjkwFstNFGlqzjCKHy5z//udTbC240p06dGoi2/OY3vzlcdNFF6iHp3e9+d3jXu94VPvGJT3Tk6ReOAceAY8Ax4BhwDDgGHAPjgwEnPManrWqXdN555w1f+9rXVLVq++23L3URiurUfvvtF175yleqpOSss84KGKrnAQTNtGnTlNjAddpll12WGqmjfgWg1pUHJm159NFH8x7rPVyxITmBQKHcSDs22WQTVQPDteZHPvKRwnf9gWPAMeAYcAw4BhwDjgHHQLsxr9WY/QAAQABJREFU4IRHu9un59Itt9xy4ZJLLtH3t9566w5jc8sUAuPWW29Vr1MYo++yyy76CBWnPJhnnnnCqaeeGp555hn1goVUwgDpB5A1XLfnxIApA4zKd999d1X3WnHFFcMxxxyj3/nb3/4WHn/88XDGGWd44MoyBPozx4BjwDHgGHAMOAYcAy3HgBMeLW+gfoqHcTYbeDM2zxIF5557rkZP32uvvVSVCQkGBMSnPvWpkEcoQMCQBonEDjvs0JFmhRVW0KLiCjcP7P7qq68+4TH2HBiff+ADHwgQHdic8A3UqzBS/+AHPzjBIH5CJn7DMeAYcAw4BhwDjgHHgGOg1RhwwqPVzdN94bLExYc//GH1EIWxeWzYjQvdz33uc+H6669XOxBsQXC1e/jhh6tq0xVXXJH7caQcH//4x1XiceCBB6ZpUImCaDEpS/pATvjW5ZdfrupcxPTIAmUDkNIA2IO8973vDdznB2Hk4BhwDDgGHAOOAceAY8AxMN4Y6CuA4AsvvBAIMBeDBadjs/nQQw+lj+aaa66Ann4ZYAewyCKLFCbB69H3vve98OSTTyrHvTDhAB8kSRLuvffekPXcNMBP1s4au4snnnhCJRGzzTabvofBNrE3fvCDH4TnnnsuzQvXtmuttVZqo2EPUHfCJS6uc3feeWdVb/r1r3+tj5FM0D6HHXaYxunAHmTllVdWG5H5558/IEFBEsL9fffdV9+hzfCuhcTjvvvuC1Yu+x7HV7/61XqJOtWqq64aUOlaaaWV9N4Pf/jDsOeee4b3vOc94ac//al61EKSM25AMMVf/epXabFnnnnmkCf9SRNM0hPU5ugHG264YaE9EGp/2PvQl2l7U+PLooR++Z3vfCcgbSNQJdBvIM3sN7LXdcb/L3/5S5UyrrvuuunrMARw5MAcuM4664Q55pgjfZZ3Ap7w7kZQzwUWWECTMO8xBouA2DpLLrlk0ePS+9QLD3XgHsIfJxUxoPJosXlwKMG8kgXqzZqQV4bHHnss8CPvl770pdlXh3bNfHT33XcHygoThXVpmMAcZvMp3yUg62KLLVY4FgZVNsbXbbfdpm0Fw+cb3/iGzrHDxkdcP+z7vvnNb6r3w/j+uJ2XzRH0O5P+0xfpC2gSTGZg7mAuy2M61pkXnnrqKZ07mZtwNDMjQ9XaOC64mrh6dNGqDBw2BwSm43fzzTenOv48YyHjPrEc7rzzTj0n1gPqOhaUDs76mWeeqc8uvPDC0q/z3mabbRZOP/300nSDeMhkct1114U11lhDY2QM4hv95AkBaB6lmMiYxA1YTDA2hzgAkD4gUaBNmOhjQAoCsOF/29vepqpOpAcwQmfBYtOMx6lXvOIVYf/999f7tDcG4URAx2AdCQgqUgQzZKHH+ByXunkAsUF5CHKIYTyECP2KSfntb397wP6DfkQ5yHcc4fnnn1e8UA9saQjMOKMBsWXoUx/96Ed1s5WN68LmnP7HGPvDH/5QSnRApG6++eZKZL///e9XNT3w2U8gzbL2qDv++T71ZM4zgFhgc8f8CPGAx7l4fFo6jowjXFtDrNNnIFKIswPAOED1kD6EZJJ4OfyQVjJOTjnlFE3X7R+LFUE/YURsuumm2jaMcwMYLUsttZRu1hmDjGnKZvCb3/xGmRVsoOP3eE47suFgkwtRst5664WLL77YXh3qEfxBpII71DghaGmPYQIeAYm3ZG2Iww4IIHDPPDcMYB2DsbTKKqvoeETN9ZBDDulo02GUI/sN5v999tlH1Wyzz8bhus4cwdim7fnBVIjH0TjUsZsywghlL8DcYfsKe7/OvECMMPYQ7CsWXHBBje9l789ox6q1cexwJYOlNshmM5EGT26//faOd4T7r/dlYem4z4W4R03Ek1Eii2Mi9gbpcwk+l8jEn16Lmk8iKjzpddGJBJdLZPEqejyw+8KpTISQSiQmRSIeoPr+jgTxS7bddtu+8+kmg9/97nfdJO8rrSzy2u6y0NbOh7SyEUhk89XxjkxSiXBMOu41cSFqXNpvZWPXRHaVeUiMEv2e2LJUph3XBEI0JsLpn1D8q6++OmGMA7SvcM0T2cB2pBMpmc4J06dP77ifvTA8CuGsj4SLqHi99tpr06TMU/xkU5fIpJ3eF0lsx7yTPpCTd7zjHYlIIuJb6Xnd8S+MFf2uEP/pu4xz5juDgw46SOtv1/FRCCotn9g46W1wRj2oIyDEml4Lk0av7U8kwQn4y4Is+JpepC3ZR+k1c5psgBPZBOnczve4Bwi3Mnn5y1+eyEZVr2m717zmNYlsVPWaP74thIV+h/LFINLTjrpT7qr5k7JSBnGrHWfV97m4F0/nEZE+6jeEwOs732wGEq9I887et2vGAvWzNmTdlA2p3hPJgyXr+sg8+aEPfajyPdZkcSCi6Z5++unky1/+sn5bCMjKdweZADzQLoMCYVBoPYURMJBPVM0RwoBLhEGQiNQr/cVzU5OFYk2jj7HGjQqYx0WiofOHaCx0FKNqXmAvwDzD3lIImI53R3HBHM6ebVRQtja2BVesH/Q5xlkV9CXxkI8omCpEVjzPQ9Rm4LjD5ZOF/b8v5PwjyYAbZgDnD9UUjjHAbe8XMJwuchlblPecc86pqjFlqmBF77blvqlsDKM89Inll19eVaPqfo/AhLj1Rf0ghvnmm085svG9cTy3QIxZdQYZpMoBj1XhqB993yLDo6IBBykL2O3gPCAeJ+Rn9jxIjeCWjBqQYphKAe3LfACX1wBuLyp6RLmfMmWK3c49IqWjf8F5BxiTqPDA/Tcgf6Sq2AghPTAoC6RpafKOdcY/El4CcApzJM0C3COxgNNpIIuYBsqMVW7sGeWl3NZHkOoASA0BypEHcASPP/74vEel91CDQOUPicnss8+uczBlRbJBP0JSiUSDMgO0Hc+xBzOQDYKOdbuOj6hkIelBRQBA5dDU4uJ0wziHs49kB2AuFIJKuf7D+Hb8DZsH7B7rJiqqABJjg6I1kOe0G7i0sQ3nHEkbkjTu0XZZ4B7PUPmzc6RUees27+atk9xjbuGHBAsnIPE1Zeaa+waoF+Y5K7E+gUSQclEO+r3ViffJi7LyraI1mznS8rJvjuJYNUcgkRRCT+cDVC2XWGIJ1R4YRVmH8U3mcSS9aDFkoWpeQLvi4YcfDkjF89Szs/lN5uuqtXEccdUI4VHV6CxWqM+gmlMEdK4NNthAJ5mTTz45rL/++uqRiU0FnplQYcgCqlfkzYKCKB/ihWtsE5iwmJC4h3oOkxmTIWlRdRHOkEbyRgXJwTEwKgygdsKmTrj1OkZMDYXNMrry2NwweU+RSZyNkkgbtaj0ZTalqCmSFjU27jF2WNAOOOAAtaNYeOGFVXUmti8ZRV3j+C4Em8TOA5UrAwsOycYJBgXqKEWbCd5FfB8D9UR10IBNTDeBNO29Xo9srphTsmqg6DADlM9AOGd6CqESAxss2pfNoAGEEkQW6k5FwDwnXPaebCfYBGPTFQO2dthxMJeKdEkfYT9iwDmqkEXtY+k4oloHYBNHe5x//vk9EUiaSZ9/1gdZS3ALDuHaFnsxmAcAuKcflK2BBHmlrxH0lf7BWoe6Hf0fwgUCxOwIYpTRZjjqYJ4gSCvn3MtC2TqJ3SaMIIhVNtG0J9eoi0EIQRBBmOJ4RCTsYYsttlBCmjmJOEzUDWKWMqL6i+o1RDPzHAQ7hAcEBvMA75I3uDBCERUxA9R10PknX9SMmSf5NqpkbQPhSqtaH/sUcAPxzf5lRoWyeYG+S7+CeYRrf/oF/TUmSGckvJWtjWOLK5kIakORqhVqBNIRcvNB5UCQM+FZVtXKEiB+RrQvi6neuuWWWzRv2WDptejmqqqVTE6JLBqJbGLs1QRRMeVAlcEAlQHEfQDv8o6BBMPT9DKZ2q3Ko2zoKlUFKjORBKNQtapTrhkpzbBVreiH9E/R00/RLJvK5MQTT9RrISBS9SPE9qRFrRAVCsT0Qrir6hCJTYWGc9RhSCucZVWXIU9xS6zqOaio8Yz0w4AiVSu+LQuHqhpQHn6MJcDKiAoOKj+oflgdhFOqaeI/8CC2CPEtHfPkCd4A6g+Ac/LimWx49J4904vor0zVypIVjX9E4RITR5PJQpmYqhXzGd+m/QyYu7gX9wOeoZrAfZFcWFI9Ul5TS7vmmms0jSzKigPUZnhHJD4d79iF9ZMyVStLyxF1F/IW2zu9zZxJ/rJZT5OZ+hf9zcBUl7KqVjwXz3maB/mIAwp7pfA4KFUrPohqkRDpaXnEC19hOXp9UKVqBd7ABWp5YhOTiPtyvWZtAv9layBqJ7yLehtwxBFH6LrHOX3hrW99K6eFQDvy/he+8IU0DWrQ3DNVq6p1UjisukYzngG+G49H+r4QIToGGMuA1VkIowR1R9ZovikEYILqGfdF2qn3TK1Q3KrrtdgJKF7E0USHmiTzpkgHNX+xSdS0QvjrfKg3M3+DVrWyzxXNETwXok7b1+Yk25vYu00d26BqZXVhPsmqWvGsaF5gjqBvMKehPmvqq3mqpPaNQR9HpWpVtTa2CVdDV7WSTtIYwM1B5co8n6BCIYNU1TDsI7JAq3EWHJ/YcwycRJnQlJsFN44f3BM4IXAcUOOAM2MgRImeGpfZ7vvRMTAsDMD9x3MTRrl4lkG8DCC2p99j7AvXD44xXEJUceBwwzGC808fRxQLoI6FugxSQtkM6BHVEiQlBH0cNaAmCdebclIvpAPUwbi9cDNR+WFcyqZCHRzAIcyDrFclOL9AVizP2DcXz6h61eHS532v7B5qR6iUgvM6YOqiRZ6tkDTEQJtm1XNwky1EiHJ3ZVPXmMoGRvtIiDHojCEuk6nmZMsUp7dz1APBv2xmVY0SiTOOKUYFSN1RW0OCxDnSb9R4RgE33HCDcr3h+LOmIfUEt2VrIP1bCFGV1MDZx/jWnIZQBxsXcIdtDeTI+lcH6qyTSBlQv7OxyVx14403qgQEKQh1oL8IQaEqebS9bJBUKst4Z6xi2A4gqdtqq63UiYJJAq2cJmXjOXmyL0AaYyqnqFyaJBe1XuZL6l80rizfUR6R6Oy2226pBJM2nxGhbF6QzbaihLUCiSQSWSRZqOLS/jMSVK2N44qrRlStTB85TxQm3AtdlOt2FhBtEwvvMIEhRmViNmDjRTrhDNmt9IiHGwAiA91qsyuhHECsa4qHEyYrvLo4OAZGgQEW1G222UYJDpEClhYBLygAHrFY7CFC2MgZ8S1cn8L3y54VvjSgB6hdCMdVc2fizLObgtAC8rx/QUxl72Mfg60B+MwCi1dZIM1s+m6v8cSDFzhUPPkRG4fNLedmewMDxMA2gWwgYzBVoKztB6o0uK2Ogc0bPzb/zI94JeoX2Eii6oUakoG5xo0JNlv8IeqqAFsRXHnT3njeg5GETnI8D1fl0fRzCD/siyBuAVsbmv5OVX5syNH7h6EwRVQpDarWQJEiKGMOVSTGfx7hhBofBIn98BpYBwwXcftk10m8EKLaifqLOI7RPs46CkEJgQFhgtoVgHc31mKYexAdFvvJCKS88VpUTiPYbS6j/rjT/ta3vqWqZfRLkfgUvd6q++AUHMbzQqsKOODClM0LMASygOo9YIRm9vlkva5aG8cVV40QHgwgIOsikkUXfVojTOp0DuKAwMmJiRjy4b4B3BJRIdCFIxvojoUSrimLynnCCd5uu+30NdObNh15bjKBMVlh0OzgGBgWBqwvspljI4bEA84fxEQZYLgMYN9AdHk2c/T/7Ka0LI+2PDNHB2y+zdiYTYSBcdjRec8CkgUYEcwtBqKyoG547TqeP7hXFEjT0vdzhKiBaIQA5McchEEl5xarBU6wgXGxsHuL4cUvfrHaHdimjWcwYUhvHOI4fXwO8SFqqR3GyfHzqnOIAyRQbBBtM8h8bgb8sc0A95GiWRuW5Y2LVAhC2hMpNrhizsXAedTAos6GOW/xHmXZytZAiAwIVwgLArnCXENCkgUIK9LZDyKhDtjcVLVOvu997wsQQGgYHCk2ZhA2zElw8BkLNichCYmhSWkXBCzfEpUstXFBklqnT8blGdU5ew+k0FXjelTlG/R3y+YFi/dh9mVxWfI24vHzyXZetTaOK64aITwwCgfg3hg3gmsWsiL1AyYJFiC8ccQgenx6CRcDYAOBSJV4EQCBCSFE2KghskQtg8BWMRx88MEqCoaLhAoEAGcQDhN5WRAu28iZVCTOo+iciZwytB0wvIPDFP9sM0b94/twa+PrvHPqXQZwyMBtbOBbln5GekYAR7EnSiV5cOoAJG2oLLCxpE0guBkTcMGMU24bPow2UV1A7IwqAeMDyR9pUbkB4IzzI621NeORMTbqPgtRAUfd6sUGF/E53FPGJowCNlE2H6CCBkPAOF3MF2x24Miar39zDAEXjI0sgS0BNusYzcZcWzistAOEDhv8XiFv/MPhpWz2Y6MNR5NriAukEWwOre5IRNg02aLCZlJcLOs8hqEs3EDjPKN+R5mRngAY7AK0cQxwnuF+I03qFuh/OOGASQPxAl4x6MXAk7kdQ3M42QB14DkqWTFYu2W570inqK8RibwP0TKKDRflBk8A4wHG1AknnNCYmlqMj7Jz43JbW2bTlq2BlJuNPnMAMV3YeFs/h4hCgkjfoP8zruxnqojMGQDzhIFpGJBP3XUSVTy+R3tD5MA8YS7DOxeSCZ7hnU3sHdSAHINyCCWbh6zM8bqCgwbA7lkam8vsuV2fdtppqoaKyjXlaQvRkTdHMD9BdNm4ZUwwDowxam0xGY/U2drd6lc2LxC7CJV4iBMDsZ/TPtYNE9veHedj1do4triSjUltkIGjRj/CDZnwDsZMMpDUABbjMvz0Y1AkE1NHWpl0EzO+kw6RyISRGsqRUBamBH/r5CXcMc1HAj6pYSrflwlNy4CxuWx09Zx8sjFA8P/M8xhkslV/6ZRNPAWokbgZUcbp8s6pB+Wx71MmDBV7hUEbl2PsieEhuOGHEaUMfi2uqKkkIvLW+xi4YnRHvTCKxQ886TH0xQCQtuQ6No7N1hncgH/SZdshm7ZN18MyLsc4EtxgIEy/M8DQUzYO6TNLJ1IQHTe0iXBjtc9yFM8vqU9zWbi0zUhDjAWMO/mGEOh6ZPzIZJ3IoqzXtCfxLwYNRcblssHTclAPYmswxmVBSosjm4lkmjh7oO74upfNtsaBsQSyCOn7wkHVWxijygZfDdTF3kUN0nlAHcEzuAAnshGzLPQo3Hp9r+Pm/y7KjMu7Gf/iLagjRo9soNSxBeURnXytH3ORAeOR8oqXL71FLA8MoBmL1M0MiZmrMNQkLe1OPZnnaFvu8SwLVcblGOPb++QR/8zwVYggNSCmXZi7s0bxzA02T1BuIZzSYshGV9cB2pXYH+RhbZgmypwMyrictYb6gTPGnRk+Zz7f96Wtb3kZYSxrbchYEIJ0QrKyNZD2ou2ZCzC6xXmKSE41D9Zg6wdCeEzIl34G/i2NEJZq3M56yD2esT7XXSdZH3D+YoBxvHDx7TIRxp7OX+TNj/TUzcYu94T5oIbo9CHahXsYyItaXnotDEMdA4x3y4ePmNEx9+zH3CIb/7QM8cmgjcvL5gjbO9F2lJE6getBgfUF1rhRAfsjYlbRNtQbRwLgCKiaF+jTGHQz/zF3ML/Ec+aw6zQq43LqWbU2tgVXwnzStmacVUG+K6qCt2zw5BEe9gobXhZ3kNUPMHmIoa16geg2HzY0TFJFZWDAi2pBuhEnfzblRT8bLN2Woyz9oAkPvg0OGfQsslmgrkwGAESIeQdjM8w7DHgDFgw2sVXAZtcJj3wsiURDPU7lPRUpR3qbwWtA+7BB510CMmaBtNY3WdDZ4I4aiggPysViE9c1r6zCfS0MIia2DxNeATfdQlEgzTLCo9tv5KVnPMbEVpyGMsXzFe1qG8o4XbfnVYRHN/lRHutv3bxHWt6r21aDIjwoB+No0OOkjPCgDHWhaA0El4wjiJAscC/uR9nn3VznrZPx+5QvhrzyMC+JtLJy3Mf51DmnjjDKCLgIgUyf4RwvV1mGo+U3aMLDvlN0ZIzj7avXMVSUb979NhAeeeXK3quaFyA2RklwWHlHSXhYGcrWRtKMGlfdEB4TLTFl19kP4InCvFH0kw8iJtMTrZsP6hwy+WnAKpn8C0XoeBHhZyANpp6v7Dp7RM0BtbFxA/PukSeeRPRu+vN4GDJd7rw6iuSqA5eIwDHmzXoh6UeFxb5LvoB5NbP7436MPc9k6xK3Dx6MYpCFu8NrTfwsTosOfRP4j/Nv+rxOm+K1p2j+EMJ2QpHK8Doh8f9ujEolgzmtCLJlws4iL/BW0fvDuN9PeahPL23VdL2EmG86y4HlV7QGgst4zogLUGUnFqetOs+uk9n02f6c923mpV7U/7Lfyl7jSQ5VuWmiwopKNYBKDyqVdZwe6AtD/mOMZ8f5kIvQus9VzQumKt+6go+gQGVrI8UZJ1w1TniMoD3ST2IHAvHBRvpI0YOtCyyoWU8ydd+dDOnQ7y4DM+zH/gCdXfSE2USif47uOu4OswCxgh4/+soQgRgfYmiIXj+OAViQzOsP+q7YO6C7j+E0xrV8C28o6LfPiGD2HrhKxY4Jd5EOjgHHgGPAMRDUcYOorOl6ISpayhhjTWLdN+9wjifHgGOgnRiYVIQHxoMY466xxhrtxPaYl0pUrtSY2XyPM8mL7mUgmq15V6CKuM3EGBhDTvOSgutjONZcG+eUhYKonBie4vIUwgMjW67x0gMBSR5F3L0xR2dh8UVqqq5ScZcL4CjAwTHgGHAMOAb+iwGkoo8//riuM7jWxkmFSfgdR44Bx0C7MdCIV6u2VHHhhRd2omNAjSH6vLUCMLJZxtvYZZddlhIdFAm1LAgXYgSIrrj+RIdYxeJ4aMILC8QGgFcU/LFDROIJaUYDpEEEcUMSxQ/PFQ6OAceAY8Ax0IkBXFczPzrR0YkXv3IMtBkDk4rwaDOiR1E2NrAAdi9ZQJWpjs69vWfuPbHvMMgGluI+rjlxz2vukC0tRzHu08tscEc4VkCcN+JzII5poDf8zzHgGHAMOAYcA44Bx4BjYCwx4ITHWDZb/ULj5/2ee+6Z8AISBgv8OOFhzg1TmaoKLIWdjXjE0h+BxmIoCu5oxodxPBbUrQDecXAMOAYcA44Bx4BjwDHgGBh/DDjhMf5tWFoDVHWQbogr5DSduLALxx9/fKralD6QE9SfAIKyxYAHk6oAjOKiVwOMnXXWWYEIo9hoZI3284I7EuEZQ0ECBuHFCRC/7hpATnx4x8Xwc8eAY8Ax4BhwDDgGHAOOgTHFgBMeY9pwdYuNXYUEEtRIyauvvrp6oML4HhuCrDcqoqsS/RggCjmqUbgaNiCaMRFFeVfiS2jUVQlqpkQDUXSJXIsa1b333qsSD9Su+Jb4FLcsAlGdUaOy7/AAN3E4BsBbFrYdECcSIFIjdbvuboo6P3EMOAYcA44Bx4BjwDEw1hiYVF6txrolBlR47DyOOuoodTOIvQSxHorcDUKY4Nq2CPATjdG4BEJSIuPQQw9V70uk5xv8DDAUx8d6FiTIjPpbX3/99Tse4Xsd71h4w0LN6sQTT1SXux2J/MIx4BhwDDgGHAOOAceAY2BsMeCEx9g2XXcFJ7DSlP8FWuruzYmpqwJLTXwjaHyVquCOEElNlTGvDH7PMeAYcAw4BhwDjgHHgGNgdBhwVavR4X6G+jJG59hrPPDAA2GvvfaaoerulXUMOAYcA44Bx4BjwDHgGAjBJR7eC4aCgfvuu28o3/GPOAYcA44Bx4BjwDHgGHAMtBMDLvFoZ7t4qRwDjgHHgGPAMeAYcAw4BhwDkwoDTnhMqub0yjgGHAOOAceAY8Ax4BhwDDgG2omBrlSt8IiEe9Qnn3xSPQ+1s0rjUSq8OM0999zhtttuG48CT8JS4uWL/kxUdm+HZhp48cUXD8R8GUd8zj777GGllVYay7IXtR7usOnjjz32WHjuueeKkrXqPuORMj/77LNj2RazzjprWGWVVcay7K3qCA0XBgcr9CvcxtNGkxl+8YtfaF2ffvpp74cNNPRcc80V2LPd5vu1QmzOPPPM2ufmm2++wjTpg6QLkCB0ibyYSCwGPXLuv95wIJ6hkte97nWOvxH2IXEfrPiXuCLeDg21wzLLLJOsvPLKY4nPN7zhDYkQH2NZ9qJ5WIJzan1WWGGFsamXlXW99dYbmzLH+B/Xcsd1mIzn4sJd+xNr72SsX1wn21sIoTXp6xrXe1Dn4HOBBRZwXJbsE4ThqPiR+G+VVEVXEg9pVIUDDjggLL300nbpxx4wsNNOOwXpyOHWW2/t4W1/pQkMPProo8r9Imjhscce20SWM3weeC+bc845x7Jff/azn1Wva5NpTN5+++3hzjvvDIcddlhYbLHFxqJ/wq3dbbfdAkFJ4VCPGxx44IHhjjvuGMsxMG647qa8wjgNjIcLLrggTPbAtA8//LAG8t1zzz01JlY3ePK0EzFAXDECIk+mtWFiLfu7869//StsvPHGtTLpifBYdtllg3B1an3AExVjgIjdU6dOLU7gTwaKgb///e+a/5JLLunt0BCmicUyyyyzjCU+zz33XMXCZBqTTzzxhNZJpAhhtdVWa6iVB5sNLrcBCKV55513sB8bQO7M68Bk6kcDQNPQs/zqV7+q3xTudZh//vmH/v1hfhAVS2CppZbyftgA4k8//XTNxcd0MTJtP1Wc4v+fuHH5/+PCzxwDjgHHgGPAMeAYcAw4BhwDjoEBYaArwgNODlGrJ7th1oBw7dm2DAM4S6A/c3RwDExGDKBSQh9HCjUuQFnHrczjgtsZuZy2f0EqO9nB17bJ3sLtqx/OWZi3TeJbVsKuCI9//OMf4Xe/+1144YUXyvL0Z46BscDAP//5T+3PHB0cA5MRA88//7z2cfRvxwUoK+uMe5AZlxYbj3La/kUsX8ejwH2U0te2PpDnr/aEAVStmLcZZ1XQFeFRlZk/dww4BhwDjgHHgGPAMeAYcAw4BhwDeRhwwiMPK37PMeAYcAw4BhwDjgHHgGPAMeAYaBQD46P422i1J19mv/3tb8P06dO1YksssURYeOGF00oi/sIVnMGrXvWqkA3y8u1vfzusvfbagSBLMTz44IMdqnXox5I3geKK4De/+U3AnR8B+nC7/NrXvrYr7zQ///nP1R0lHiQWWWSRos/4fceAY8Ax4BhwDDgGHAOOgTHCQOcuc4wK7kXtxMC///3vcO211wZcBUogNI36aynQ97zyyiv1GS4Fs/rePN9uu+3CjTfeaK+kR3zqb7nllvoucQ7OOeccdc+30EILhVtuuSVNxwn5nnDCCUGCyIW77rpLiY1rrrkmQAidd955HWmLLki34447pi5Zf/SjHxUl9fuOAceAY8Ax4BhwDDgGHANjhAEnPMaoscqKihTiqKOO0iRIN3bdddcAMQIsuuii4eijjw5zzz13+OQnPxle9rKX6X37u+qqqwJSitNOO81upcctttgi8AN4F+Lj+9//vko9CBbzpz/9KU173HHHhUMPPTTcdNNNGvwLYuakk04KX/ziF8M73/nOcOmll6Zpi04+/elPhz322EOJj7e85S1KMBWl9fuOAceAY8Ax4BhwDDgGHAPjgwEnPManrWqVlOCOSCi+/vWvhyOPPDJ9BxfIRepRbPaJpI7E45FHHknfsZOXvOQldqpHrt/0pjfp+Xe/+109/vjHPw5HHHGE5vP617++Iz0SjDXXXDPsvffewQIbdST438V//vMfjRyNlOP3v/99OPvss8NWW22Vl9TvOQYcA44Bx4BjwDHgGHAMjBkGnPAYswarKi4+8C+44IIAAYKU4ytf+UrpK/fff79KL4499lhN95nPfKY0PQ//+te/qlQDCYpFQ77jjjv0vY022ij3fQiVP//5z+Ghhx7Kfc5N7EumTp0aPv/5z4c3v/nN4aKLLgrYe7z73e8O73rXu8InPvGJwnf9gWPAMeAYcAw4BhwDjgHHQLsx4IRHu9unp9LNO++84Wtf+5qqVm2//fa5UgzLGNWp/fbbL7zyla9USclZZ50VMFTPAwiaadOmKbGBz+bLLrssNVJH/QpArSsPTNry6KOP5j3We/fcc09AcgKBQrmRdmyyySaqBvaXv/wlfOQjHyl81x84BhwDjgHHgGPAMeAYcAy0GwNOeLS7fXou3XLLLRcuueQSfX/rrbfuMDa3TCEwbr31VvU69eyzz4ZddtlFH6HilAfzzDNPOPXUU8MzzzwT8IKFVMIA6QeQNVy351VBZTAq33333VXda8UVVwzHHHOMfudvf/tbePzxx8MZZ5wxVtGXrd5+dAw4BhwDjgHHgGPAMeAY+C8GnPCYxD0B42w28GZsniUKzj333PDyl7887LXXXqrKhAQDAuJTn/pUbvRJCBjSIJHYYYcdOtKssMIKiklUo/LA7q+++uoTHmPPgfH5Bz7wgQDRgc0J30C96mMf+1j44Ac/OMEgfkImfsMx4BhwDDgGHAOOgVZgAKYhjmtQwzZHN3HBeH7dddeFyy+/XCNex884r3qeTe/X44OBvuJ4vPDCC4E4DzFYjAhctMb6/HPNNVdAXaYMUMcpi9uA8fH3vve98OSTT+rGtyyvQTyjTt/85jcDrmRXXXXVQXyi7zyzxMWHP/xhbQcGN0SGAXX53Oc+FzAOj2N64A4Xz1RXXHGFesay9HZEyvHxj39cVa4OPPBA9XLFM1SiIFqQsuy///6WXI98i++jzkVMjyxgCA8gpQGwB3nve9+rUo6f/vSn4cQTT9T74/xHTJNf/epXaRVmnnnmkEeEpQkm+QnjePbZZ0/bnOp2O75YmJDYod5n47HfeDa9oP2Xv/ylxrpZcsklc19nnsStNF7eYiC+zg033KBjYuWVV44fTTinruaiGruqbLydCS90eSNJEp0LkHwy/rAVi6HO96vwQPvee++9qvqJLZcxK+LvDOu8TWXJqzMqp3/4wx/yHuk95nLmbdYj5pJRO+H4xje+oWNgs802Kyxztw9+8IMf6Ib1Na95TbevDiU9Y4b+nHWmwscZR8xNuLdfbLHFSstjY48jAJOOPIvUlksza8lDbEWx1Tz++OPD3Xffrfu166+/Pl3zcDLDngGPmdijMn/Tl9k/AlXPW1LNkRaDORlHPHl7qpEWrMbH+5J4QAg88cQTOrgYYDfffHOqasMzNrXcx6XqnXfeqee4XIVrbrEh2OCeeeaZ+uzCCy8sLTLvMbGdfvrppekG8RDKfMEFF1T1IhZ+No1MLm0C7C5oj1itiQ0KsTeQJLz4xS9Oi4tr27XWWquD6OAh6k4ArnONiPn1r3+t95BMAIcddljYdNNNA/YgtB0w//zzByQoqGBx34B+gHctJlO+Odtss9mj9PjqV79az1GnMve8K620kt774Q9/GPbcc89w3333KfFCO4wjPP/880qkMR5QaSM+yowKqOqtt9566qDAcNDt+MJxwtve9jbdgF988cU6+bKZ7CeejZWl7hEX1BDpbCywTyoCpI7YLMXAGKEvMJexscLOqgjY3Cy11FKBjT0EPHF66E9NwVNPPaWxd5gPGNfZ+lR9vw4e2JiyubjtttsCktNREh1tKktRGyLxRdpLHzn88MN1rOCmHGchb3/725UZQ9+BmAWnowaYQ4zJJsDWVdYL7AoZ1/SxtgAEAvPVGmuskcucw6096yFj/hWveIW6hy8rOwQKY4+25vehD32oIwBw2bttfIZqNIxDfuzXDjnkEMXDKaeckhaX+Y/9CH38rW99q2pdoPVgUPXc0s2IR/Z52OayJsA8HkuQQVQbxMsQJHly++23d7wj1LneF85ex30uhLOViEFxIhNmIgtw+lxiQCTCIU+vJbBdIpz09LroRGI8JLJpKXo8kPuyyCfiDjaRBSvhXCZ8ra9Q9T1/T2JpJNtuu23P72dffOCBBxLZkGi5ZPOQCCXckUQ4aIlscPTel7/8ZcW9TIpapzghbUAb8xM3uIm4yE2vwbtwLzS5cJYT3ifde97znkQ2fHpfCA/9Du0rqlMJfYM+IMbn8WcmnMsklX5HiCR9VwieRBbZ9D7lkUVowru93hBJi+Yt4uBes+jqPdoIfIGXyQpCRCbrrrtuYfXoJ/R78MA4ArodX/QL3qevAULcal/80pe+pNf88ZyfSOgSIaDT+/SfeN5JH8jJO97xjmSOOeaIb5Wei9QmkU2ffkc2SblpheGSlsUSPP300zrX2XwpGw1NI5tNS5IehauVCHc7EUaA3qOujGNZzNM0ZSeyMGne4r2uMBnjSjZ42g7M7eCNe0Cd71fhQaSgmqc4vCgsQ/yAslIG4ZjGtxs577YsvXxU3IZr+Xt5N36HPgUehCEX306EoZeIeqzeEylyctBBB3U8H8UFfVeYRo18mvWL/kf7f+ELX9AxzL1+4f3vf7/iUxhofWUlmhvaBpQR/Mfwne98JxEVZ93z8B1h5Ok3GSNFQHrWVZHu608kXUVJa99nTaPvsMYNG0QjJRHmQsLRQJhEOkdzzRzGnBbvB22eFMZp5XPLc5hH1iz2bG2A6dOnJ4899pjikL1XW4B1nD7HOKuCUJUgfl5EeLDJ5IN5QAdkoZX4EHq0NFnCQ6i4RERt9lg3ssIZTTe09kD0/vsmPPiWcFAsy8ojk4LEuEjTsWFg4DBh9ApNEx51yiGqHXWSNZLmueee08lXXO/Wzo+0TFZMTDEwEWcJqfh5r+fDJjyYLBgnwuXpKDL1pX7ZhZtNuoicNa1wpXVj2PGiXAh3UHFmhB/PyY/7gKh3JbbB1RsD/qsiPMR+JxFujY4fIzy6HV/0B/AoHta0NvQbro0Q4aaI7xORqup94RhrOvuDsM2DbgkP8gC/fDuP8KANILqNUWHfhGiP2wTioKhMIm3Q/GHeGAhnWetn12XHKsID3IkUuiMLiemj36Qf1f1+ER5gOIAfkeh0fKPsYlCERy9lKStn0bOmCA8INXCXJTxEepyOb/pNHuHB+sY6Z0B/oz/yo80hKONr0jH/cC+efyEo4nxIxwaDPPjFxLLNVaSpMwfBBBDJL8k7gHJI0FllEMAkgPiI8+5I3MVFU4SHffKAAw6YQHgwtzEWDNj30IYnn3yy3eo4QpDwHEaCaIx0POvnYpSER7bc9BH2S6K5oI/Yh1Bnkd6mSUWam96rep6+NMSTNhEeVm3WuHElPPpStZLOUwtmmmmmgDoNYsciQAVngw02gHoJMkjD+uuvr4bR2HygqiAbqwmvonpF3ojoEDcj1uN65513Vh1BmcD0HrqEqA3JANC0qLogzsSmBLezVYC+JXkYoP9MpHBTEbL7bT8usMACQysi9h7LL798yAYfLCsAabEDoQ1jQJd5mWWWiW9NmnPUhGRSC9dee632J64B1NOwGRCOmdpBTJkyRW10hCOtz+nLm2++uaq6kZYAjdxj7CyxxBJBFsWw4YYbaj9FdUYWQ31vlH+4XGac7rPPPh3F6HZ80R9Qs8LWiN++++6rv3XWWSfNt9t4NumLDZ5gA0V8HMZCDKhsmg0Ftj+0GWqKeSBSMr2NXZkB56hUyibRbvV8ZMyhLhYD8yLqpIzDfr9vcYFEkqTxeHAgUeZSOy5H0+dtKkuvdUP1FHVlXKbnAepYqO2g7kMbopZFP8H2CTUexg6qc6hBM0/wI5YTQF9FjQ/dceyP0L9HJZo0uDJH1RZHH7KJVN191kBUjrHRY33ku0CdOYiYTLvttltgjNCft9lmm9SWD3so1nzyxN6IcqFiOA7AXBSPVbNZNfvFbB1Q0WR+wLZSmLE6pzcxrrPfGeU1ey3gox/9qB5RGQVe+tKX6pE/myNR6656nr7kJ2OLgaEQHt1gh40XgxBDJLwbifqE6rhiqBQDEyM2IXhMYNEWzqJek4aNFhMz7l/p3OTDQi+cIZ2A0ZPFfStek9A3Fq5DnHXl+U9+8pPw8MMPl+plV2biCRwDggHhWARRTdIFmECJ6G4CTNbYxWBgyuIkUgHtz2w6AIz4WfCZzNHzZIPIhgLDfghuNhMEYMT4DP3oOgS2ZjygP+GSah3Z/GUJy+wn64wv5gMIFogu6o0dWRa6iWeTfbffa9pn6aWXzjU8tbzBBcQlRIRwYzUwpz2zIxtEgLnMQKSlemobRrvfxBEGDRs/2yT0832YSBbAFGJLJCnhW9/6ltqb4SBkmNCmsnRbbzbpMNWYJ8qYXejWY6NDv2LNw3bg6quvVkKfDbDZYEAwYGPFHAOzwpxcQFCgcz/nnHMqkQjTgzxYk5l3IBgh7nkHw2+IHPKEQCBPg6o5iPHKd1jb+QEwHo0hAZHE+IERCQOSNNwbR2COFqmUtkte+UU6pvO1SMOVyCP9wQcfnJd0LO+JCr32H5xoMB8CIinTI04RDOwce56q5/aOH8cXA60jPJg0mRSNGobjATUcGyxPnz5duTdwQpiMDViQIS6INQHXwDg9cBvozCK+7Yg9ITqa+qpxmS2fsiMLGBOD2EnopqEsrT9zDFRhAMIZ43mIC4xeIWgBFn/6PRsJuJRssnfddVclNiAs4PhjcE8fh4gG8ACGpyg2GRDiHJEUsaHAoHuUgEMCuN0xNzCvPHXHF5tuUedTYoaNO5uUPE5hnXg2eeXo5x7G2ueff35lwEs2aBCWcJNp/3iOy34/JtZMWtKNNDGbX9E1Dh7YSGaN4Xv5PnMuRC/ENd71yBdjYQCHF8OENpWl23rTPyAGMWhmDSsCGA3MGUg/AcY9XgiRFjA28HzFc4y2AVtjYUow7q688kqVPMDwgGBh0whzDsYeeUKErrLKKvounH3mJNZQNo18y6BqDoqltvTlN77xjarRYOVBCoL0BAkLRA6SmnEMHgvOcdIC8W1j1nAUHxlbzFPgHCkQY8Mcu8Tpxu0c5sL73vc+dSxkXgepA0wIgPnbwIgNPHlVPbd3/Di+GGiE8MBVLpA3WBCbxdy6KlTB7RSd0jQZg3KjjTYKEBsGbLxIl+cFC84hwASND2nR29ZrE9/FHp/wrMJEzEahLjCR2IRb9x1P5xgowgALEmoGEByI2stg7bXX1sd4xIIwgTuGmqER32weiqDsWdE7Td1HnQhmAJtO1CD5sSFlo8256IOnn6ozvkgPEYZklHxZsMWoMyXA0sz+d1IVzyabvt9rGCJwaCkj9YP7DHDO5i4GiErqjIohHOssIBEBYqKKzRhQpL6hD3v4Qw2OTSE4Nejn+6wLzK8xwP3lntj9xbcHft6msnRbWeaIWWedVddRpBBZotDyg/FA34jXYSQGAPhGqsBGkHHHRo/xCGODjS5tT1rSMF4BpIisozDmYHJAEBhnumwjrS/n/NkcxHoOIN2lrDAR4PxnAamI2HFlb4/FNfVibqaOdccpex0YSkC8KR+LCmcKyT4LhgPEsrlDhqBF5dfUz9BaMWA9AOKQCkXP7R0/ji8GGiE8jMOC7/EY2CBgm2GESfys6Bw/znTWePIkH/PvzHtwXVAvwYUf7nhjYKE0d4Nwgs13PupXgHFbOGciZKJm0a8DiH/Rf8U9HMD7w1YZqFNOT9NuDFhfZDOJRA+JBwsvxEQZiKGiPsaNHkEexehS+39VDIiyPIfxjI2mGFgrgQSRxI97jGnOjZted3yhGskiZgs6nFw4uxBiBvH8wT047nBnSYOP+EECNjvifS+tL7ZOAHUtsnNDj94W6Lhs6NwD1NeAeRYOc5M2W6jO0EZsMm1TyXf6/T6qObjYzsIUsVkaNrSpLL3WnY0/0sw8sHXMpKaksXFA/wKYa9jkQQSzyYWYwA0+UnyeATafiEMVvbY/JCpNANzvI0VFEjUubLSQyCANmyzAvgDNCwLzGuEHszTeSBfVFQko7Yg73nEGJFTgwOY0cW6gbnOJ5cY6h4o7xK4B0jTqjaSr6rm948fxxcAsTRQdNQcAP80QBLaRYCErmiSNO4PuN4aHBohwWajQBcY4lomTwDJstAB0ACFE2KihpsJmgvSxYSmTKNIQuDkmbUEtAbExKlKIcFm0bSNnUhErQ94RYojJEmIHsTcD6ZZbblG9TNNdzHtvVPeYwLKEIMaGbCqof0wwQRhWBXdEt7hsYwyHg3bANzcbLIf/xwAcRfq7EcEYbQJI2tgEIL2jTehjEMJwy21TaRtOCF44+xgCM14YHyxmpDU9fDbU/EhrGw4WQcYY42ZUAFcfTmsMSCsY33a/anyBPziwLGgWWIuFy5wOUF8LoobEFPUr+iQcXMDi2bDBbpKbCG4B5gMD9PH5GVB/9NStrkis0HOHWKItmYfgMsfzEPFxUFmBa8q4Rd0FSQRzH6oxqEQ1BfQ/youkhjmNPoNtEH3JjJSrvp+HB8rHnImkjvwgNNkU08dhDg0b2lSWOnU3LnDZhpW+bLhHwsZGnv5BnwGYJ8C1GaOzVtHvYMDRJ5nTIYZRU7axBFMAo3IcVMChRmKIuhDcaNMYMNUYqwdtGhP0ZXMQ0hOkLZQT9apuGJP2vTYcwUHevIpaKUbSjFX2CiZdos6AjW2kV0ifUC1ng066s88+WyW5bahfr2WAucNcRXBp5nnmY+YY+qD1MXHTr+qxOByh/+FMgL5rTI+q572WbTK9xxjL639jUUdZZGpDkTtdMsB9m3Dh1FczLnRl4lNXX7jxi0E2SokQDeiE6E/Exkns41oGa4K7SPLCzzP54A5TNhYJ35dJUd+Twavudy0f6bTxZzR+ROyel4cyMSa4iiRPMdhTV3giMel4L+9CIrCn5bXvcaSM2frlvZ93b9DudHHpF8fgEG5yGgMDF4bC6dI64doVN4PgVbi0iRgc6n3hPqibRtqSuuLytAjAAfgnXbYdit5pw32ZILXM9N1BAi4WwQ1xVuh3BrjANVfUPLN0IgXRfkWbyKSsfZajLFSpa0txvpC6mxRVnUSIbP2G2A3okb4pHMVENpN6TXsSR2TQIARqaRwP+z71ERUkvawzvkRFSethbq1l06K4Yy4RZoX2Z1m4tY7gEnyDE9wUxyDEeBrPJr7PebfudBkTNj5E6tvhHjLO2+ZNuyebPi0f7cv7jDtRBbXHesRVInkCPBMGjsa0ob6M2bpQ5U6XmAT0DfCV/eH+Gaj6fhUeGF/MucTqod2J2VQGonqjZRlEHI9uy1JWzqJntr4VPa9zn1hL1i7gTJgXHa8xd7Au0maMdSEM9Ll4x9N5QRgUCWsrLt+FCdXxLvgXFab0Hu6Us22CG1i+a31CuNfqDj/u78ReAISA0TKQlvlfNtNpufLmIGEYpPla/vR3629pwRo+acqdLusdexPbi9AOhAwA6LNWp/goxF9aGxvbQsSpW2zSESNLVLgntEP6Upcn9HPyZY0bNghDOJGI5epCWBjGeuSaNSsGYb7onCCSt7T/dvM8Tjvo8za506WvEQuM9qUPCpHX8z60SbwJA0TLxDirArhbtcEWUBbOImDDy+IOodAPsIkQ7liHn/C6+QklqJuLojJA/AjnM92Ik69QjoW/XomLsvIOmvDg2+CQzsnmNgvUl04LQIQwWQAsaLzDZGDAosMCUgUsgE545GNJJBq5cThILdzC9CUGrwHtAxHOu8LZtNvpkbTWNyHYWchGDXUJj17KSeDALIAbw0H2WdG1cJBzH3VLeORmUvMmcxRlLwIIAsZvDKKa13VdqwiPOP+q816+b3kyr8Dw4FgFgyQ8+HY3Zakqa97zJgiPvHzr3mM8iNvdjngS8busi/Q/A+aRvLWSOUUkjR3zk73Tz5G4HDBEhAuewHRgPyFe1Aa+djRFePRTd96NxzZtBY6zxGG/3xgl4dFv2dv4fpsIjzbihzJ1Q3g0omolG9UU8FpT5bkmTVxygmqU6ZqWJOt4hIEpKkPorMrknxrCdSSSC7wmmOcEniEiNn3xbFqu0YdFbWzcwFTY8kTZGCsiOgdQSTNd7rw6YiRmRoU8R9yOiB/xfAyoWfULpgZjHk76za8t75fp7Mbtg3pNDIjri96N06Le2AT+42+37VwI2wlFKsLNhITRDVNji24N/ZSxaeMz7+N5ao2mLpOXfhj3+vk+qm6mIjeMspZ9o01lKStnr89QV8FxShEwl8d9L55H4neYU8w2JL7fzzne9bB9wJ4LWzVAiB619zCPWf3kPw7vxmObtmoax+OAAy/jjI2BF02m6uOeEmNdYhowudUFFlR0Mot+40h01K076dDvNrucvPfQzRaxv+pmo3NeJwAjxArEA4b42JrYNyDiIPSwT+AeRoUsPKRB5x+XqzvssIPqhRMsa0YFs/eAiMbHu4NjwDHgGBh3DBDv4//YOwtwWYpjj3dekBDcgjskuLte3N0luEuw4AEu7sHdLq4J7u4aPGgIkmCBQEgISSAv8+pXoeb1zp3ZnT1nbfZUfd85MzvT09Pz7+7qqu6qaoIvMIbMNddc6nzNmI0SYj5aVf9GL78j4AjUR6DlKx71X9feuzir4Yw7//zzt/dFQzR3olTgzMwu2xDOmmLzG2S5XAcRgwWnMpyB2XDKIjjh7M+MtW3uSFoUEzbHEtMHdWBkAykUD34TcpGVGPKIVwTsHf18lFVLDZ+Jkx5EoAAnR8ARcASqjgATXDiqE9EPx2KClvTCCmTVcfXyOwJVQqCvVjyYTXGloz3NT+zNS23AiLDMJkjXXHNNqnRQIsyyUFyIdsGgwx9KDCZuRF4hCpHFd8cUYKONNlIlkshFQ40YnFkJYkWIvzhi21DDwr/XEXAE+g8BIr0RataVjv6rW/8iR6ARAn2leDT62KF238yn8HvJEuEPm/GjKLsBI2HzMJFCmciSOPfppezmjoQXhSxUI+ds0gjZZlb6w/85Ao6AI+AIOAKOgCPgCFQWAVc8Klt15QrObthPPvnkSIlZYbCNH0e6mXPBTKaI/26ESRAKDP4fRvjZsDEVf/htxFS0uaM51z3++ONpcsytINs5Ob3hJ46AI+AIOAKOgCPgCDgClUTAFY9KVlv5QmOqg3IgoZDThySEX5C42qlpU3pDTjB/gtg4KibbgJHNHCUMqN7KbsDIZjZEYWJTpMkmm0x9NHDYj4nNHdkYa1rZudg2d2TDQYltHmSvBn2e9LI3gCo0OB46OQKOgCPgCDgCjoAj4AhUHwFXPKpfh3W/AL8KdgHdeeedw3zzzaeRQ/CDwYcgG0VE4ufrTslkiIKBaVS8G+1JJ52ku97yrOwvoTtxywaMqjTIpmaqUGBGxa7MrHhgdsW7JKZ4WkZ2aMWMiuhYRuwuTWAAIl3h24Fywu6u7NQdh3209H50BBwBR8ARcAQcAUfAEageAn0V1ap68Le/xPh5HH744RqBCn8J9nooiqePYiK7ixYWihUKnMZlAzZVMmR3XI2+xAO8gz8jHMVld1z7mR5lk5kgm1epY2F6UU5wMic6FtGwMLM64YQT6ob4jZ/1c0fAEXAEHAFHwBFwBByB3kfAFY/er6OWlJBNszBvagVlN2Ask2eZzR1RklpVxjJl8jSOgCPgCDgCjoAj4Ag4Ap1DwE2tOof1kH7TQDd3HNKg+cc7Ao6AI+AIOAKOgCPQRwj4ikcfVWYvf8p9992n/iJTTTVVLxfTy+YIOAKOgCPgCDgCjoAj0CYEXPFoE7CebS0CY489duDPyRFwBBwBR8ARcAQcAUdgaCLgplZDs979qx0BR8ARcAQcAUfAEXAEHIGOItCU4vH9738//OAHPwg4Kjs5AlVHwNtz1WvQy98IgVFGGUV5NoEbqkKUlXGG/unkCLQKgVFHHVXbVavy6+V8kNG8D/VyDfVn2Whz9LOGJLtPlybZhC6RDBPZi0GPnPvfwDCQyFDJQgst5Ph1sQ1J+GDFX/YV8XpoUT3MOOOMyRxzzFFJPBdbbLFEGGcly17Eh2VzTv2eWWaZpTLfZWVdYoklKlPmGP+qljv+hn48X3LJJbU9Mfb24/fF32Syhebacl8AAEAASURBVOyj1fffGn93u87Bc8IJJ3Qs68gJssm04iP7vzXUKQbk47HKKquEtddeW+rYaaAIsEEePg95e10MNE9/rjkE2E+ETRNF4NRd1pt72lPnIcA+L2wIWcV2/dxzz+neMVUse15dcI09dx599FHd7JPVjyrQv//973DUUUeFTTfdtGZvoCqUnTKeffbZWtR+akdVwb5eOV9//XW9veuuuwaRjOolrfy9r776SjfyXXrppcOqq65a+e/p9gc89thjfTc2tBpTVqqHDx9eLtuGqkmUwFY8Hn744eiqnw4EgYknnjgR5W0gj/ozLULgjjvuUA1ddlZvUY6ezWyzzZYwy15F2nzzzZMxxhijikUvLPO5556rbVwU7MI0vXaDssrolbz66qu9VrRS5dl+++21/KUSe6KOIcBMLO3qz3/+c8fe2a0XMabxrYxxToNHAFkNmc2pGAHZHFrbXJkVD3fWKKefeSpHwBFwBBwBR8ARcAQcAUfAERgEAq54DAI8f9QRcAQcAUfAEXAEHAFHwBFwBMoh0JTigY2wOI96tJFy2NZNNfPMM4cf/ehHddP4zfYiQNQcb8+txXi66aYLU045ZWsz7VBu4jwYZp999g69rTOvIcIIbbxqUa0o8zPPPNMZkFr8lvHHHz/MPffcLc7VsxssAmOOOeaQ4fc+tg22tdQ+j6yGzOZUjAARreDb9LNG1JS3IU5/v/vd78L//u//NsrX7zdAAEc3ia7RIJXfbicCtGNvz61F+J133gkIXlUksf0Or7zyShWLXljmb7/9Vtu4WOYWpum1G5SVfvmvf/2r14pWqjxffPFFeOGFF0ql9USdQ+Dvf//7kOH3Pra1tl396U9/ChacoLU5909u//znP7V/0c8aUVMrHo0y8/uOgCPgCDgCjoAj4Ag4Ao6AI+AI5CHQ1IpHXgZ+zRFwBBwBR8ARcAQaI/Dee++FTz75JE2ICdwUU0wRJp988vRaJ06efPLJ8OCDD4Zpppkm/OQnPwn33Xdf2GmnncJYY43VidfnvoNVrvvvvz9IVLDc+37REXAE+gMBX/Hoj3r0r3AEHAFHwBHocQQwQzj88MODbEgWfvGLX4RLL700rLzyymHBBRcMI0aM6Ejpb7vttnD00UerH8omm2wSttpqq7DvvvsGCYfZkfcXveRXv/pV2GGHHcLf/va3oiR+3RFwBPoAAVc8+qAS/RMcAUfAEXAEeh+BWWedNZ3Rl31jwumnn66bmBKUAQWAGf+BEr4lKBCN6MQTTwxrrrlmWGmllcIf/vAHVYAaPdOJ+3vvvXf4+OOPdWPdTrzP3+EIOALdQcAVj+7g7m91BBwBR8ARGIII/PCHP6z5aqJFrrfeenqNHZKN/vOf/6ggzjFLX3/9dXj//fcDAV8gVivY6R1zJa7lBRPgGvdkg0a9zzlmXkU72uPc/+mnn9a8mmt/+ctf9I/ABaxOxL8pK7/jVQt20c4LFICiBBHUgbJQDky9ODciL8rNu7JlsTRffvllsLzsmh8dAUegdxFwxaN368ZL5gg4Ao6AIzAEEPj973+vXznVVFOpoH3SSSeFJZdcMhx11FFhsskm06NFkzzzzDPDPvvsE4455phAuGSE81//+tfh0UcfDSguKCB//OMfR0LtzTffDNttt50qBeedd56ecy1LKA2svmy88cb6Hsp08803azKidRG1br755tPVkksuuUR/Yy6GIoRCtMEGG4Q99tgjfPbZZ2G11VYLq6++eph66qnDAQccoN/28ssvaxknmGCCcOyxx2p0xy222CJsueWWqnigYKBA8SzvAgtCXRPSFBMxo88//zxsu+22mu9yyy2nviq8G1MyJ0fAEehdBNy5vHfrxkvmCDgCjoAj0KcIfPDBB+Gpp54KOHrvv//+YdVVVw2bbbZZuOKKK8Lxxx8f3nrrrTDOOOOEtdZaKyBYI6hvvfXWYddddw0vvvhimHPOOcPEE0+sqwEoGxdccEGYdNJJw1VXXZWLGE7kF154ofqS4MCN0A69+uqrNen33HNPXV249dZb9frw4cPVNAulA9+UnXfeOVx//fXqmE5Z8M0YffTRwwwzzKDpWdHhGfJHoVh//fXDvffeG5ZffnlVQhZYYIEwySSTaFpi/990002qfBCuFEUGYj8ATMFQIlgFQcnA/wNF5cADD9Q0F110USDMKUrRa6+9FjBjozzLLLOM3vd/joAj0JsI+IpHb9aLl8oRcAQcAUegjxG48847wzXXXKNCN/vfIOhjbsSKxhJLLKFKB5+PID322GOHc845RwV8BGyUFIRy/CJQSIz+53/+O6RjroT5kf2Via1PHqRDOWEFwwjFAUIhglAoEPiJigWxYdhdd92lKyD4jPANROtCobjxxhvDNttsEy6++OKAwvH000/rKo1tsIgCtMYaa4RFF11UlSjN8Lt/ppxwnzzBhNUY9guA8IfBJwRiczcw4vvHGGMMveb/HAFHoDcR8BWP3qwXL5Uj4Ag4Ao5AHyOAQM4KR5Ywu8K0yAghnhUPVg2ga6+9Vs2ZMEVae+21w5VXXhnYqTqmZ599NiyyyCLpJcyYEP4b0YcffqhJYp+MWWaZRYX6d999V+/NM888qkRgrkUYYPw6EPovv/xyXX1BMcHsCsKRHVOxLJmChEJRluwbzX+F799ll13CQw89FKaffnpVSjbaaKOy2Xk6R8AR6BICvuLRJeD9tY6AI+AIOAKOQBaBmWaaSVczYidrhHuu42TNqgSKxWGHHRZuuOEGXSHJ5kF4XtLZH0pCGcLZHHr44YfT5Aj6rDQg3BvttttuqgBhljVczKowcTrllFN01QaTqjnmmEOTshISE8pJqwiTL95FZDB8XNgjJVbYWvUez8cRcARai0D56YaS74VBMWMz11xzlXxiYMmIZMFSK7MgLMVCbIIEY8Y2tBX00ksvqa1pNgpJK/Ludh44ITIjZjNP7SgPAxaOhAw+8eZU2OaytM7yeL/S888/r22x6PuwYY5NJIrS9et1bNSx78bu3IjIPHfffbfOnuJYW2829LnnnquJfkMe2JkzA4vZCoRDKzbvRji7mhMv1xDkcF5tBdHWEQZtNhbn3oUXXrhwYzgchbHtx2xkqaWW0m/lHJ5Tj+add966uNR7tt49Kz+mOZj2ZLHHafjxxx8P4403XqAMeXyD2XL4L5vSGbFZHgJhlhBiJ5poouzltv9GgH/iiScCZcWcqBsb5ll0JtpjHu24447qJM5M/rLLLqvtnLEOwf6bb75RQf/2228PhxxyiDqU2+oEqw74hVjEqzz+yrgJ4ZBuZKZL5IPPCCsxrKoQbQpB/pVXXtGkhP81WnfddXW1gfpGyYGX4eyO6RdjMmXBqfxnP/uZmkNhGoZygKM6ZGVGMRpttNH0GtGvIK5BlsYUMLtvv0899VTtv0ceeaSaV7WqL+vLS/yjz+CjQz+PqYg3FclE1vfK8o74Xb1+ThvHpJBvN2XUykw9EmGNekUeyJrIwTueeeaZwIqb+Q/Zs0PtSL+HB2B+yIpjliqHlTT20iSzFYl8cCKzIYXPnHXWWYnYchbeb8UNYXaJbMKkZZEZlzTLFVdcMVlsscXS3wM9kcE/Ecaq+YsAMdBs6j4nDD6RZfK6adp1Uxh6IhFCEhm82vUKzVcG+GTYsGGKo9gE6zXeTRuSQbOt7y6T+R133KFlkVnDMsmbSiP22smUU06p+Ysdc3LEEUckMkOZyExhIoNyIgN7U/lVJfFss82WLL744nWLK0KfYnDaaael6cT2W9ukCL2K2Y9//ONEBqb0fnwizrCahnYU/4kAkHz00UfJwQcfrNdFuE3EKTV9VJx5E9nnQO9JhJ3E2qQlEMEqkcHPfjZ1lEmPmrLwblEucvMQpT+hrOKgm5xxxhnaTvgmERgTcRBO8zn00EO13ciMciKmMnpdbNpz8yy6eO655+pzMsAXJUlEUUsor2EJb6DvGomCpHUjjr+KH2WnrEYy6KW4Xn311XZZj7JBXZqv5c9RJiNq0sU/KCtpZJY+vjzocxG6E9oVPIk+yDsketKg881mQH8n7zyCL1AG7sMfxJ9jpGSiHCUiTCvmEtUqEUUvkc0GtT+IkKZlF6ftRBytE/G/SERZ1DzgY+RL/hKtaqR8af8//elP0zTUJ3VL/jzHPVGKElFKEokOpdfhW7QN2mqWGHvF/Cu9LMqF9j+7IApLygPJn/R8G+1fHOP1nbxHzLK0vdGuSCfmUolM3Ggf4bcoQolMVKTP2JjP93M//hNlMhHFxYpQc9x99901rShUNdeb/cE3UI/gBjYx1eNNcbr4vBneET9X79zaAmNct+jss89WfJAHqSOZfEyLIgqJ3qN9waPoC6I0p/dlFUvxpd3RrqzO0wQdPkFWQ2brBtHWjF+BI+0uHtd6BSuZONR6pp81onzuWPBUI8WDgdYGMJhLu4l3xQ1SVlsSBpfBEoOuhPBTEPtR8UA4oAGjqLWbYBy8KxbyEFRQHrtN7VQ8+DYYLd/+jgh2MZ188skJfakfqZHiAY+AiYOLKR60BQm/mfz1r39VSG655Ra9z4CcRxJKNBG79oTBi2f4Y6JA7MnT5OTPH4JIrMDIzJEy8TRhdDIYxYPBEb4hs/v6Fw8M0Sv0lIFDZofTywhWCKtG8DUG4iwhZIrzbvZy3d9lFA/ylR20EwYOJpXAjWsQCgaKiIQx1d8IXQiNKHBGCIXiaKzPxYoHShI8RqIVpfUkM5iaTmbZ7fGRju1SPBDmTbihbHwnSl2rqZ7i0cy7EKCZBGNci4n+wjWUkCxxLW7v2fvN/EYJ+e1vf5vQZ/IoK+DnlYf2Qp/IfkNefs1c4xtRxuERtC/aDOeyypLIzHBuVq1SPPhOWd3UPpJVPMrwpmzhmuEd2WeLfndb8YBPMdFm4zy40N+sHTAGiJlcWnzkOPgiJCtGmlbCQ+tvJqp4FgG8W9QtxQOejOJG2+acMRMsbMKil7BqRvFoqY8HS0G2nMgyaB6xlA/ZpkEs+dqfNCp1VLPf9jzXiestAoZd0iOmGjGxbE7amFjWZrlPGFV8ue65zLyEaaedtm6aKt/EJpZ455hA2TJ6/D1gSD1hDgJ2LMVbnUjj0qQs53PNlum5yHLgG2+8oUfLL88kg3jstpxu6XBG5Foz9WTP9uoxz0QP3HCAXGeddbTY2f5g3wK2mAXJwG2X9Mh16kcYeu6GWuBHZJlsP+BhGTBT84WaTDv4Q1ZEwworrKAx+e21tDPMRjDPgGxZXZQYS1JzxGyPPQYwA+EZzIII6cluzEYy66umHqJcqmmKXWffAzP3sGuDPWIeRYQhGewD+yJg4lXP7ANTFExlrG5FMQ3sXG2UZ/6DiYwMOoWmW/Zss0faI3syyGy3mr4ROQjecN1112kbwlSSCEYy8GrWODpzn2hFRoR1zTPrwfSN0K6Y01FP/DFGEGKVe50m9qbAxBGi7cCHLLpSp8tS5n3wD8xTsu2B9s41oklliWvmhJ291+xvTOGIoEWfyaMsf8srD+2F/pD9hrz8mrlG+xsxYoT6ndC+RGhVkyfGm9h8s5k8y6blO+kzeU7zZXhT/J5meUf8bC+fI5sR9thMNul3tCXaAWMUvBI+YgR/wUQNkyF4BLxCrFf0Njhj/okZ7lAjQlhjSsj3gyntC77F+AFVFauWKh4MjMPF0cxsRC0KBgDlbRrEJkPYhDJIE6Mbm06UC+xHsSdFkCWEH41StN2AIGIh/cgzJgQMBBrsTY3I4/zzzw8bbrihhuKz60P5KDNDaveOPS5E6MaYiEKCEAHTgFFg80s0FROmsM2HRAPXesPGFfr5z38eZEZJI6wg2FHfeYSdMvUopgN6GwV0lVVW0bCSDB4IoP1MstIRHnnkEVWkib2PbbRtorXXXnupEyd4IKDTlwhBKbNEpTbUoi4ZEGWJW+sLYRxCeczbyKvTONMmCMFJX48JIdQEdZQjMZVSIdvCacZpOY+FdH7DfBF+TajkGgOezOIHFBAYN/bl7SJ8NRgo2XsBZ1fqzxTKvHfKjLi2AXarPuGEE7R+seuvR/QbJl/yFPl6zzW6h/C433771SSj/9IXERoRBqC4LjhHwar3jTyDP4jVK78hwsea0v3fK537j/8PhKIrq44q2Mhsc+cK4G9qGQJizql9G16AryK/6U+MW1bPLXtZExmV4U1xds3yjvjZXj5HaTWlg0lFNoG0qGrs1wLF/nfIGRB+coRczuJIWjbIHGrEJDhyrRGYgoVNylUWK5kZLU31TK2wlZXZMs2LZUgBKpEBLc2b5VqW07iOqYnE+Fb7UpbcMSsQ7TdNy7KWKC36Wwb0RAZnPRdBrMaHQwTj1NRKtGi1UcW+FcJ2lWdtqQ9zhmZIhDYta7+ZWoEDy3YQy9LUR2wGhb0t16gTlvGw0wRDcQjX69jtQtSxCEt6znI8z4A5hJ+N+XCIwFfzDkw3yFuioGha6tbMOjBPiduMJmjjv3abWolSrd8OHpicmF0z/h1F/cFMY/hssALXe+65R1HAlpPfVieymVhqNiQz1Grbbe2d/mS+VrISkPqUkBd5tMsUUhhiro8H34L/hvkoYL5jplZWxeJMq2Y9lI/7oqjYrbpHTC6whY8J3gBhhgEfIE/Lz+7F6TkfjKkVJiW8y/oUdVOPMC2jTPxhFx6TtRPaDH/wNNKJwhonK3Vu7QlTlDJE++F9ZtMPv+DdmMgZyWyzXrN2yXUzXYpNrSy9HTFzIq+siY7dt2O7TK3IHxMQszmnLLIiY69t2bFVplYtK1AfZ4ScAC+DvzSiVpla2XvEcX4kHw+7Z8c83mT37Ngs77Dn6h27bWplZcOHjX7GHz48mKlddtll+jv2I8OsjzTIDcgH8L2YTHbk+W4QMmm3fDzi73377bcVJ5OPewmrrphasbKACQmzYGL3qLPlzNoyWwuxXGvL2sz4EYmKXVCZ7WSmlygaMnhptBFm9SwyCrPD7NbKzACz7CxN5hHLyyxBGWEqxbuZgcSciJnFoU6YnT3wwANqDkc9Ya4CseOtEbOd4AjmRE9gJhYtm7plVpfNpSB2mKUeIVZIqCfMAlgCJ7JKHD1IE333j8gVcTQnIgth1kFoRJZgs7Ov8bNVPQcz8VtIo3vxHUX9QZxxdcaH+sGUALKoQDbrnLehFjNKzPjZLBOzS0QTIbpS0UZemnmH/h100EHaz+0b8l5LJCthqGqeg3kPuzk3Ikz9wCk2s4qfwezCdnImTaNZ+vjZZs5ZHeBdYM3eDERuoz3nEXVCuFJr6/BBW0m09PRB2gx/rDiKcm632noUQUFn2Fh1jonvM7I2ljW1sftFR3gD5hXNPleU30Cuy0CtUa1YqeUcHijK1kCy8md6AAHkhLyISD1QNDVDrsebrIzN8A57pipH9lmRCcUgwTxUhmMTzDwy80CLbJVd2TVzv26YaOaVtxvXRAFRyxJkZZOPKUcVsWqJqRW2+ZhAYYOHmRV/LLEj+It2m9aRAWQDl93AJAoiLX88b0TatdZaSxUOlIiyhIDDQIdpEQJxUYMvm18/pEMYRaDZbrvtFGPMHlAmMOOw0IV8J+ENjRHYd8MQiNWOkoJQKKscaVg36hVzHpYEESow9zH7dXu+6IipA/HoMQ/Ctp/wef1GMEsYJ0ukmAKYAp7XH7AfxmwQe3TMByAYTh5ZHXEfxTzuV9QDCh7L3BAmdChA9FOWZzFz7BRRBkxbMH3C7JE/2hB9kvO4rdDOUHJReLPCeF55mYzAnMqWnvPS0MZkRUSVYczbihSCvGebvYYQgfIIZX3SLK9DDz1UN4TDxA6zA74Z87KY6IO0Gf6YDJDoLyOZH8TpW3GOGRwKEXVlZANcrLDZZFKztvQogCjH3Sb6DSa5NhlFaF0nR6DVCJThTfE7y/COOH1VzpEFJTiFTkjjAwo/g5gINTKfT8y7MZmVCGx2S4/wUsxp4zGuJsEQ+AGGmF7Fk1BVxaoligfCDIISgj621PzhuIxQy0wsNrX1CEc/lA18RJjhMwWDwQ6nGmbfmV3Pc14rypcZd2YSaej4iCDwIXANVcJfRswu1CnJ6oj6wtcCIVBMKxpCw460CB3YaOOMaoTQC8YjZOYZ5cMEartf70id4NeBgghDkiXWGuf0es9W8R6zrKzyFBFKIKuH1Ec27nnRM1xnlVHMXGqSMPCZ0y/9MSZ8TTpF8AH6NoqU/XENHPgdz6ZbmbDTxr+lEdGWUVSylFUuWD2BYaPU4aDfTmKGj/qIV/bsfShZrIYQmx5CeMc/Cr6XLbM9Y+lQXFFa2kFMJFBH8HIb3PEpMQdPVmmMuM4EBny7LImJgPqL0L97hXBapR3SJ6tO4AsvtT8mcBj78toU7c/s7Nv53Z16Tzu/YTB5F/GmennW4x31nqvCPfxEUR74gwiCYmQWEkwgDRs2TPdiiuVG2uv8889vyYfckUkbMScMEk1Qv53JRvp8VbEatOKBQHvccceNNPijJKBM0KDogJDNqpt2qxe/+4e3PoMbs5M28GF2gVBMHjghEzkGwRdNmQEcLdiiLJEN90yoYHBEuGJwYWYfoqxliUqG+mUZHqGUWb6ssycRZiC0aRukwCmvjhCm2BRKbGprZi5tlYJ6wsyKWVOURurCol5Z3fMumKvNmiIIYvaAMysCN9RMPekDPfqPCB0QbTePDJMYazYNI4IRbRxhFAJH/iy91ROO2BC/Me/B4ZcdhVEEUfhRNhB+qTM28mKGHQdvVpg6iTFtjnLFf+OOO65ujsY1+hgCL30don2geMWrAJibkTaenQYPzPSyZla0ObAwvMgTZRhBiBk127CM64MlBkec+s0ElLpkVRBHcyO+D3NSNuCjHAy84h9ht3ViBsXd+B4mp7SBeCWIOhYftxSj9OEWnNBv2XSVCQXMum6++WZtP5hTLr300to3zTGUMnEfk6yYjA8X8UtM0KinccYZJ36so+eU+7XXXtN30v6ZKKGebOWwo4Vp8csYCzFnYbKNI4IK4y8rZkxmWFviu7lu5octLkaaXafek76wCyf09SI+WsSbKCYm6PCiMryjC5/VkleyYoHcZ3wBc3dWvrFuYTxAgIZvWrskShPm1lg9EHwE+YD+CsEPmZjEXHcoEnIvvJ++jUwArpiwMcZVFivRnEpT1rkcRx/RuNTZRcx3EulsaV4y85JuACSzY7ovhgy4mhbHV5yYs4QTLpscGUnH1FjP0tjUYRmnWs5lMExkBUPPyVsqQuP6c8594keL0KVOpTJDqA7L8X4fln/RUZhy6ghMWUWQK0o64Os4KuGw1AnCmVlm9tRpS2bBa14JVmDGn5hBJOYQDZZsMJUlcDXHcLtHnHZRSjQPnOlkdlnPcbAVhULP2ZwKB1R7H/njwEr94MzKHgykZz+BTlE7ncuFUaROzbRri0lu34ZDZF5/YFNH6oo/9k7AyY66kYEq7U8iOIy0oRbOleBndSmKSBrnn4AAMqub3qMvCMO3orT0WORcnn0J5cFZHhJFI3UqZ98NmXzQ4AXxMxbsgfZnBFbkE38LARHAGxzAzvZtsGcIggHueTQQ53J4njl/E1wDB0pZSazJHp5GeeBZEMEY2HeEoAo4mVOflBMcOLc6xAmeb6EP0R64ThCBZqiRczk83PquvdeOOMtDxNGHz9OHcZy2wBFWDpxERanQ8uG4nVdGruNUWoba5VwO5nwbdSSr6mnAhTJlaiYNGPGeThO8k/fG+BMAhGtxv+nUPkqdek9ZnFvlXC7KtQazsD7J5o4ELYgpjzfZffgF/aEM77Bnmj1227nc9gMCI3gDcgF8xIhvh9fBo5E54C0yuWa3000mceBnE1JkmG4Sslo3nMslnK72X/pw/If8RDuETJboNlbNOJc3xR2zikerG4LMIORmKdpvep2PK0MyQ6gCCYN5rBDJDIVGFMo7WkWWyX+waTqpeAy2rPHzCHl5EURQEuP6K1tPYM6zMsNfI0DG72zXeTsVj8GUGeysLYJ33H4b5YsgGfcXS08+7djIy/K3Y1nFw9Lbke+lDdAWighBJiaZ5U2y1+L7Refij5R7ayCKBxlRdrCF1xQR74QnxURdxX0mvteq80aKRzPvkVXMtF028xxpmWgq247bpXhQDtpM2XKQfiDULcUDhSOreDApx7VDZYInpljI47q1XfqTncfpwQzssmRp2bg3j+8UvacoPeNyPPmYfd9gfrdK8ShThnq8Ke73ZXhHmfdl03Rb8aA8yAmy2p8tWs1v+F+ePGGJGj1v6dp97Jbi0cx3dRurZhSPQZtaCVNrGRVFO4k3H8puGlj0cpbPsR1nWc9MKzBXwZ636A9zCKf6CICpRZ6IU2JCEtdf2XrCvIRnifudZ+sfv2OonIOdmd2AibXfMt+PiWPcX+wZ8mnHRl6W/2CPfC9tgLZQRDLLU3NLZtNqItnV3KzzoxnfhDrZpLcou+1zk17MnPDOrEkPdRX3mcwjPfeTfTmsXTZbOPy3mmnHzeZfNj1tphfKUba8g0knQov6NJEHJnMQZlfY0ds+SqKsaDAQfK0wtyMoC+aZpIMw8SP62lJLLaVOv/j2iXKi+RJEZJjY42Mmjekk2D4gUROh7Hswqa2XnmcIoIDJKIEvKAdBZSwAAPerRPV4U9zvy/COKn13XFbkhDw/tzgN/C9PnrA0jZ63dH4MDbHuJYyKR/leKmWLysLACdMs+sO50skRcAQcAUfAEagqAkSXxO+SwCz49nGO4gBhEy6z8emnETYZQRhH31NPPVXDWRPcRcwx1T+PaIMyk6n+STj44jeJvw9KCpu84dtEYBmZxdfocuedd17uexqlx8+PICNXXnml/pEJ0QCzm42mBfcTR8ARqCwCo1S25F5wR8ARcAQcAUegzxEgWALCvxGzxPX2M2CCjYiFBJkgiMFyyy1nj+rscjyLzAojAVhwQrfwyCgdPEeQEFYupphiikBEQ4hwngSoYAWV5wg4QtASiB3ECeoCZWe7G6XnXRBOxZQfRUnMLrsajEAL5P8cAUeg5QgMqRWPlqPnGToCjoAj4Ag4Am1EQIIwqBkFCgN/jSJSoQiwyRjmPkQqIyJcM2RhrAnXScQzIuKxBxB/EkhAI9Dl5Zc1JcxLE1+L05tyxAoL5l1EMSKEvpMj4Aj0HwKuePRfnfoXOQKOgCPgCPQJAqxAiBNu+oefRSPCp0YcjHUFYY011sgNj16Uh4UcZh8hiaoWbr311pqkhFwm3HcraZ555gnDJWQoPiKE+8b3hD2hnBwBR6D/EHBTq/6rU/8iR8ARcAQcgT5BAAfkMk79tg+O7Ru07LLL6v5MbJ7LJryslGBaJZGo0n2UDCL20GKlgVUI9glg1QOlg53mUXww75KQ+YGNJtnHiRUKzL/ifSwwk4p/Z99TLz0bH0o4YN27gb1e8gJkWFn96Ag4AtVGwBWPatefl94RcAQcAUdgiCPACgGbhkJsioiiwMoIEakwj8L0iqiOs88+u27US5Qp2Rsn4FwOffTRRxpFCqUF3wpWS/DLkP0Xwp133hkwgeIPx3MUGHwy2MwMZUdCNodppplG06F8sGEvu6ajzNh7JHx8YXrKTsQ6zLoon5Hsd6GKiPme2HU/OgKOQLURcMWj2vXnpXcEHAFHwBEY4gjIZpSBvyyxwmE7QNs9U1DsN0dWOFBOMOlCSTDC0RvFA9MqwvNaSOsll1xSo0NaOo5xtCx+E6UqJqJJxhSnv+CCC8IxxxwTNtxwQ82He7wXJSabT5yHnzsCjkD1EHDFo3p15iV2BBwBR8ARcARaggAKhWwwqqskrJTkUayM5N0fzDVWWzDjYiWFEL0QZl/4e8w999yDydqfdQQcgR5EwJ3Le7BSvEiOgCPgCDgCjkC7EXj11VfVFIsoUo8//rgqIO1+Zzb/SSedNMjO0GHjjTcOc801V2A1hT1IUEJwjHdyBByB/kLAVzz6qz79axwBR8ARcAQcgVIIsPHf+eefr2kxb2LlA/OsThK+JDi0f/HFF7pHCDurTzjhhJ0sgr/LEXAEOoiAKx4dBNtf5Qg4Ao6AI+AI9AoCtvlfL5Rn/PHH19WOXiiLl8ERcATah0Bnpzba9x2esyPgCDgCjoAj4Ag4Ao6AI+AI9DACrnj0cOV40RwBR8ARcAQcAUfAEXAEHIF+QeB7EtEiKfsxhLb7xS9+oZEmPvvss7KPebocBP71r39p2MI4pGBOMr/URgSI1PL888+HeeedV+PRt/FVQyZrNiAbddRRwz//+c/KffMEE0wQ/vCHP4QxxxyzcmUvKjDhT5977rkw55xz6sZxRel66Tr18NJLL4X55ptvpJCtvVTOorLgn/D2228HQtE69Q4C1q7YF4Swwf1Mk0wySSBggI9tranlscceOyDzjj766K3JsA9z+cEPfhB+97vfhQ022CAcddRRdb+wKR8PQtyRMZEnnAaHwFtvvaW70SKoOXUHAXRu2vM888zTnQL04VtNcB933HEr93VMArzyyithoYUWqlzZiwrMZnC0cRSPKhFlXmWVVcJkk01WpWJrWeHtL7zwQhg2bFjlyt7PBWYyhHbFxoT9TgQJ8LGtdbXM5ptvvvlmmGOOOVqXaZ/lZGNNGaW+KcXDcNp9993DEkssYT/9OAAEmImcaKKJNJrHAB73R1qAABtUXX/99WGTTTbRXXtbkOWQz4Kdh1kxIAZ/1WiLLbbQIlex7EVYn3feebpD9UEHHaSzn0Xpeuk6KzREOdpxxx3DLLPM0ktFK1WWHXbYQdP1Uzsq9eE9nmiPPfbQEl522WWB1Y9+phtvvDGwI/zWW28dVlpppX7+1I582zrrrKPR3rxPF8ONYj/GGGMUJ4juuI9HBIafOgKOgCPgCDgCjoAj4Ag4Ao5AexBwxaM9uHqujoAj4Ag4Ao6AI+AIOAKOgCMQIdCU4oFjzeKLL66+CVEefjoABGaeeeaAuZVT9xDACZr2zNGpNQiw2/CUU07Zmsw6nAtOwZiK9RP98Ic/1Dbe6U3hBoMhZaVf4mBeRWI/irnnnruKRe/rMtO/aVdDwUHYx7bWNmVkNWQ2p2IEcC6nf5XZ/LMpxYNITI8++mjAydxpcAi8/vrrHklpcBAO+ulvv/1W2zNHp9Yg8M4774Q//vGPrcmsw7n8+c9/VufyDr+2ra/7+uuvtY3jbFoVoqyMM1WN+McO3DiXO/UWAvRv2hVyTL+Tj22treE//elPAZnNqRgBfDzoX/SzRtSU4tEoM7/vCDgCjoAj4Ag4Ao6AI+AIOAKOQB4CA4pqlZeRXfvb3/4Wfv/737c95O6XX34Z7r///kA42jXWWENff9999wU0/cFGcSDM6rPPPhuYuVpmmWX60rTsscceC4sssohGarC6a/URHF9++eVw1113hZ122imMNdZY+oqLLrooLLroon29dMn+IPVWUmaccca+j6xSrz29+OKLgaVZYuob/eMf/wh33313IGb6kksuWbffEfkou/KKCcXkk08eWHWBpp566jDppJNa9hqHHd5kNNNMMwXMYlpBxjM4Qqz6LLzwwlqevPwJPfjkk0/qfidLLbWUfiszRo3Mi4jLP8ooLWfbwcpfxPNYOXn88cd1bwrKkGe69eGHH2qbn2aaaWo+mZULnqW+FlhggcAeA90mcKYPYorWSXrvvfdq9ib53ve+F6aYYorCdtKustH2HnzwwUBd0QcZO2Me3a731suX8K+M6dtvv329ZD1zjz7z1FNPaT+PC1XEm4q2IbC+V5Z3xO/q9XP2viB6JN+eDUULP2Cvka+++krlgWxEpE8++SQ888wzGtluhhlm6PVPbWv5vvnmG+0b8M688P9Vw6rlKx6XX3552G677dpaCTTY0047LRDiDOZpdMIJJ4QjjzzSfg7o+O677+qAtOCCC4YVV1xRBwWYdD8RjRjsUAjaSTBlQi/vu+++AaES4t3bbLNNuOqqq9r56q7njRC27rrr6p4QF154oQrUMGD6x3LLLacDfdcL2aUCfPTRRxqOGyXDiAFm2mmn1X697LLLhtlmmy0gnOfRa6+9ppvLsd9G/Ef4VZ659dZb9fpiiy2mkweWB23vV7/6ld4j3GRWcbF0AzkSZhGeYeXZZ599apSeOE+EcGxhP/74Y12+xy+Gb0LwQFG3PG6//XZtN3fccUc4++yz9XqZZez4XWXOG/E8+jFlpE0TohNcrT+TP2YI++23Xy6vZE8LlA0UcQQM9hOJ671M+VqZBnzXW289FYRQsjpNxLg//PDDtS7ZjPfSSy8NK6+8sradESNGdKQ4t912Wzj66KPVD4VQ4ltttVUNj+5IIXJeQt8kFDGTl71M9FMwnH/++cOmm25aU9R6vKkmYfSjGd4RPdbzp+ecc462c2Q1+v3OO++clhk+hsJ7zz336Gab7K2C4ml0xhln6D4+mMUhQ+y11152a8gdaWtsvQCfYNKHjVVj3lVJrKQTlSYRmpjOSx5++OHcZ2TQT6affnpNIzPquWlaeZF37bnnnmmWwrASWQlJfw/kZP31109kMEhkYNXv5Hu51mqSXbOTtddeu9XZlsrv6quv1joSxapU+sEkkn0y9F0inKTZiHaeyGpA+rtbJyLQadluuOGGthRBZhA1f5mBr8n/5JNPTuhL/UiiMCQiVBd+GjyCdk+/kgFJ09EWJMZ+IjPj+vuWW27R+zILm5uPCPXJlVdemchsmj7Dc6LkJSeeeGKanvz5E2adiIKRXhflI5EVlfR3fLL55psnMusWXyp9vuqqqyZPPPFEIjPa+vf5558XPiuDR3LMMcek90URT2SWN/0NXxMH/fS3ncCHZING+1nqeO655yoOMrNYmL4ez5OVjkQcKxMRVPV58b9IRIhIZDIhzU9WrxKZANL3wFtigsdQB0ZHHHGE4g+vLiLKSt3JHiRFSQZ8nTo66aSTNH9ZlRpwPvUepC4pfxHddNNNel/2k9AktH/Z7VevFbX5orzi67Q5+kYjko0NkwsuuECT0Z6uvfZafXfMoxvl0Y774CDKeDuy1jxFgNXvFKF3UO8QBToRiwiVC+irMZXhTXF6zpvhHdlni34zptEGGeO6QbSrww47LB3nwYXyWL9nDFh++eXToiHHwRchWTHStOIvoL9lwkN/y4SS/u7GP8qLzNZpQg6ViZsEvsA5YyY4nnnmmVqUXsKK8lE2+lkjaumKB8uktpx46qmnShlGJtPU0HiZcWRHSPuTwgYcC+23Pc11tOGssyGmGjFhykPamD799FM1sSgzu4k5AdrkT3/6UzUDYZNEtn9nli+bb/yOqp2ffvrp+l2seLBTc5b4VuqJ2WOWSjEBsTqRxqXJwYpr3DNiRvmNN97QVQ27lmeSQYSI7O6W77//vl4rU0+Wd68f88w4wG2jjTbSFSfKn+0P9k1gi1lQ1imY69SPDNKBtp0l8GP38Lz2yoxztx0rzzrrrLDCCivURHSjnR1yyCFqYsX32LI6qx55hEnIxhtvrNEzMMvC9IjZ0jXXXDNNzgza6quvHlgtGD58eHqdaC9TTTVV+rsVJ5jtMCslg73ubouJVz0TLsxDWc2wusU0jBUFIzNJtN8cMS1l5hBTslZSI57HCgErGjLw6msxDYInsmJkxGxmXsQX2ho8BpMzI1aFmNEW4dsudfRIWVhZ6yZl+QLtl1UYCBNYI9oHq2LWTuw6R+oNnmn8Er7M7DvjJNfy+j/XuId5i51j5lVkukf9ZXkM12wsgAdRl/FvyspvrhsV8Z0s76MctH37Jp5vxO9IQ9+wvPjdbmKDVOSEySabbKRXleFN8UPN8o742V4+RzY78MAD07aFWeOss86a1i+8Ej5iBH/BRA2TIeRI+DorqxA4Y/LezZVSK2enjwSpwIqH7wdT2hfyE+MHVFWsWqp4MDAyyGNKI7MogSV8IwYwGCM7hh577LG6dMROonvvvbcO0iyxwtRQLjBRkdlHFWCvuOIKHfQwn0AQ4XceIWAg0DCwGZHH+eefHzbccMNSO60zIGAyEBNCCstbDLj9QAw62L3LjKt+jmjONZ8ls8YqRMA0YBSi5Yd7771X7eURprDNh7AJ5jdmGNDPf/5zXRKVmWgV7KjvPDrllFO0HjEzgFBAV1lllXDNNdcozgig/UyYWj3yyCMqIGT7A8vJDNjggYBOX8JMhWsIFKuttppiLjO2KnTDgDCZMKIuGRAxy0H4RRiHUB55FkGc6wcccECuYGL5tOtIm8A00nZ2tvfgm2GCOkLKwQcfrEJ2kS9ALKSTB8wX4ZfBzQghBjMWFBAYNztht4swxWSgPP7444PM4mn91ROEsGGnDSBsYh5K/WImVo/oN7SBPEW+3nON7jXieQgDUFwXnL/55psNhT2EYwjh2cjCFWOC5fT/CJjvEeMNSgF9HD+no446SgUvjijoEP1cZpCVh6NII5zTvokog+ICX8mLLEedYQZNe2NHe865liXuY36Fcs97KNPNN9+syRCE6KvwGSY4LrnkEv2NGQiKEHWOQMnYXsR38mSBLbbYImy55ZYqmKLslOF3ssITtt12W+VnmK9iusO7mQToFpXhTXHZmuUd8bO9fI5pkCm0tAva88UXX6xFtuhQsf8dcgaEb+3TTz9dMxHDddLSvocaMVGCXGsEpmBhk3KVxUqYXGmqZ2oljCKRFQLNi2VIASoRIT7NGxMHltO4jqkJy83S6RKZMVezAmEYaVqWtURp0d+YRcjgrOciiCWiBafpRDBOTa1kliSRlYpEBA29T948y/IthDlDs8Sz5Ie5UKupW6ZW4GDL+SKIan3ES+zCJPQaph4s44kQqxiKQ7helxUShYI6FmFJz3/729/qPTCHqCNRIPRcBsSad8jApPW966676n3q1kzZMBWI24wmaOO/dptaiVKt3w4emJxgokL7x7ShqD+YaQyfDVakFztYRUFWqvS31cnWW2+dmg3Jqpy2VWvv9CeWaCFZCdB3ck5e5NkuU8giUyu+RWZtUlMKzHfM1IpyQQ899JCa9VA+7ouA8t8bDf6LwJKIYFaTCt4AySCnGJGn5Wf3ah6QH4MxtZKZXn2X9Snqph5hWkaZ+Hv11Vdrklo7oc3wBw8inSgrNenK/LD2VM/UKs4ny/PgF7wbEzkjWe3Qa9YuuY6JDOnyTK0oP/wZwhSNdMbT9WLmXztNrXiVKORahm6ZWlkflAk4HQNFqdTyYHID/phg0f7NbFgmfvS+TEboeAl+mLdBoqQnxr8xoZLVVL1e9I965HmZkEuTZHk0dU5ZjA499FB9RpQOvSS2+lo+q1PeSzs1gt8wjhTxnTzeBz8SXzh9D6Y1UD1+x33aEP0Nog/xXfAUeE0etcrUyvL+2c9+pqbl9jvvmMebsuma5R3Z5/N+d9vUysok/gdaL9SNCNEJZmq0b35j9mgkyqZeQ25A9ojbE2lMduT5blC3TK2y3/r2228rTiYf9xJWXTG1YmUBExJm+sTuUWfLmbVl9gRiZsY2VWLGj0hUOFEy28lMLyskzIzhwMisnkVGYWZQBnGNAMMse1HUF8wXmAE2YjmddzMDiTmRMCm7VfqI0w7aJisw/UDMJD0gTrCYw1FPzGhBYu+bfh6zW+AI5kRPYCYWLZu6ZVYXR2mImS7qEcLMgnoiagUmGMxm2gyeJoj+EbmCVS8jIgthyobjGUvs2RUnS1flI5iJ30Ia3YtvKeoPOHsyi0H9jPjO2ZRIOJDNOtN3qBNMAWnjmLsxo8QMus0yMbuEMzszn5i1UC8iUOisE6sovKOTdNBBB2k/t2/IezczvMJQNfAA5j37779/XrKaa3w7OMVmVnECZkEtkAFp6q1ExM81e86KKO8C68022ywQuY32nEfUifjJpW0dPmgriZaePkib4Y8VR1HO7VZbj0U8L17xtTaWNRnKKxiOocyqY0ohE0ep+QQrVEOd6J+s9DI7jLkdq/pgy4oGfXucccZRiDCzgPfirMt4yUq0KAY6s4/FQMxPbUWMtkdbt7+saWsR9qSDX7GCYWRtz6wNWGWgf7J6CWF6hEkdKyD88Q20lyK+k8f7iHJos96aqfwzXpHH70jDSqetpjEGgRHfn42OZPl1+tiIN1l5muEd9kxVjrvssktgZYpVdlZ3aMN5hPwGWd1ZO7a0tBmI9j9USZQQtSxBVjb5GCyqiFVLTK1gVjAlbPAQbvhjORahSLTbtJ0YQDZw2Q1MoiDS8sfzRqRda621VOFAiShLMC2ELUyLEIiLGnxRfjBVhANZnSlKUrnrCKMINCyxgzGDHswaMw7M3IxGG200DVNsvznCEGSVQpUUBh1Z5UjDulGvLKujpCGMsAyfZ5cc52fnDKDihKbmQdj2E92o3whmCeNkiRQTNlPA8/oDgzhmg5g6EPkIguHkkTFr7sPU435FPSCQsMwNYUKHQEE/RenAFKJTRBnoR5g+YfbIH22IPsl53FZoZyi5KLxZYTyvvExGyIx6uvScl4Y2hqkKyjBmKEUKQd6zzV5DiEB5hLI+aZaXzCBrZDNMTjE74JsxL4uJPkib4Y/JAHHKHsn8IE7fivM8nmcDXKyw2WQSilYjQoBlIoJJDtoz9Q3PiU1iG+XRr/fhwb/85S+1TTJRZkQ7RWg1ok1hSoRyAiF4oJRgPgmfkFUSS5oeMVmh/9sfvLsMMfEHxePBLLPMonXGpADEhBSTF5hrEcWJ/kudYkbKGINi0ojv5PE+zbzOv5jfkYzvZ7yQlVKdYKFdwjt6hcrwprisZXhHnL4q58iCmAQzIY0PKPwMiv2HTDFGqcZk9oMPPqj5PHgpkxXxGFeTYAj8AENMr2wigE+uKlYtUTwQZmCACPrYmvLHDAjMiJlYs00tahtssQ4TxkeEGT5TMBjsmO1h9p3ZdYSysgTzZiaRhs5sGwJf2VlehGrKwndZQ8fmtMqE47eYXahTktUR9YWvBUKgmJM1/DwGFJg7oXhxwDdC6AXjETLzjPJhg4rdr3ekTvDrQEGEIckSa41zer1nq3hPlkYDqzxFhBLI6iH1kY17XvQM12HqYuZSk4SBz5x+6Y8xISR0iuAD9CcET/vjGjjwmwE3SzhRI9w0ItpynrCRVS5YPYFho9RhE99OYoaP+ohnou19CGmshiDMQQjv+EfB97JltmcsHYorSks7qIjnmYNn7DMAL2QCA75dhhgcUTyoU8YDlODxxhuvzKNDMg39Aj+FuD3QbriOkoGQhmLBhA1Oulk/PUBDsSOd/aEklCGczSEm3YyY2IDv06aNdtttN1WAxAQmDJeVLBQbeBerNozfxrvayXdYJeddBEuBD7AyXLZN2ne081jEm+q9sx7vqPdcFe7hX4jyYKudrI4ZmYUEvgvDhg1TJTuWG5mgIXzxUCVW7cWEUMNegwF9UsyuKovVoBUPBNrjjjtupMEfJQFlggZFB4RsFsW0W7343T+89RncmJ00YZ8ZFoRi8sAJGWYMA0RThhGjBVuUJbLhngkVDI4IV0REYGYfoqyNiHexASHCNSYOONUxWGJaVGVCKGUwMide+xac+iC0aRvowCmvjhh4cFDGgdGisPCsrVKAHbObDFoojdSFzdxZ3ZMe5kpdQQiCOKjjwI/ADZWpJ03Y4/+I0AHRdvPIMImxZvaOKC20cYRRCBz5s/RWTzhiQ/zGvAeTFgQCFEHaLIM+wi91JvbIGtQBx04Elk5iTJujXPHfuOOOG9ivg2sIUyj59HWI9oHiFa8CIFSQ1mZkSQcemOllzaxoc2BheJEWZRiBnxk1VhNaRQyOCH5mAkpdYrqIo7kR34c5Kft3UA4GXrHzt9s6MYPibnwP8xHaADzOiDpGwDOM7HorjvV43tJLL619k5lsiDLBEzHJisn4cN7sO+moNxQ/VrKYSOomMYBDRWVtd9lsppdV4jwCIwheAFH3mBVhtkK/pR2wSsaEDYK3tXOUefgv30f7Z9XT/sxUhXYF2TjJecyjSc+4zfuMb1nkQ7NM4BnMj3kfGDKuUKe0TcYFVia4V4/vWJlj3mf8zK5Zmjx+RxmInAlvIVAK5em00kE5i/goZc/jTZQbE3R4URneQfoqEisWyH3GF2hDrILRhqgz9vaCbxqPI0oTiiRWD7aXiwU0gB8yMYm57lAk5F76PBPpyATgCi+gj1cWK9GcSlPWuRxHH9FOE2kMiZjvJNLZ0rxkJludibgns2MaO10GXE2L46s0wjStneCEKw3WfqpDozBWfYZ7ONWSnwyGiaxg6Dl5S0VoXH/OuU/8aBG61KkUxzgclnFOakR8jwjXmgf5xH84qbaSOulcjjOzDATqtCWz4DWfAVb2nTJoJOYQDZaibNWk5Qe4mmO43cRh1HDDmU5mlzVPGYw0Njf54/gvDETrht/kj9M+9YPzKXswkJ49VDpF7XQuF0aROjXTdi0muX0bzpR5/UEYsD5HfYkyqE524CUDVdqfRDBQ51J7nraNQyX4WV2KIqKOfLyPgAA4odk90gvDt6K09FjkXJ59CeXBeRQSRUPbA+VjzweZfNA4+fEz5hBM+zMCK/KJv4WACOBNXjgoiiBmyfVIEAxwy6OBOJfD88z5m+AaOFDKSmJN9vA0ygPPggjGIIKSBlXAyZz6pJzgwLnVE07wfAvx7WkPXCeIQDPUyLm8DM8TpUH5PH1YVp7TwBFWDpxEcSSmfAQ0iMsI35SoYoq5CLP2SN1jO53LZeawpt+Jkl63LAO5CUZgkUfsRWDthbYrwtdIyWjPYAaPJGgC9S8r0+qgT33RFmTCKME5XZS5RCZ5NA9zKCZ/EUpGypd2SB1SNtLA3/l+8uca90QpSkQp0X1FuM6+K/B2eHWW4CM4vhvRb2VzUPtZyHfyeB9tiL5DOWQFM5ENJ9PfefyOl/D9pI//4B+iEKRliE9a5VwuypbWi/VJ6kZm7+NXJXm8yRKAPf2kDO+wZ5o9WltgjOsGyeSj1gsYwRuQC+AjRnw79QqPRuag7dHujKyN4MAvpqtpcBS73+mjTAx1ZR8PAjrE7dvO4Q20Q6hXsGrGuTyfOxbUalbxKEg24MtFDENmx9M8+bgyJLMkKpAwmMcKkcxQaEShvKNVZJn8B5umk4rHYMsaP8+giJCbJZm9qWH4ZesJzHmWAS8WILP5t+N3OxWPwZQX7Kwtgkncfhvli2AS9xdLTz4oiHn3LE0rjmUVj+y7+F7aAG2hiNh4MiZZ8Uyy1+L7Recy05x7ayCKBxlRdrCF1xQR74QnxURdFfG8ON1gzhspHs3kjYBr7bLsc7KamYgfQFN9u52KR9lyDyZdPcWjmXxpG7KSNlKfpQ7ox7SfLHEt286yacr+pj+iJDNW5lG27eaVp118h29EmGUiDeWWNsM5Ua6KFNxWKR55WGSv1eNNcb8vwzuyeZf53W3FgzIiJ8iqWd3i0oby5Al7qNHzlq7dx24pHs18V7exakbxGEU0qJ4hlnnzKN5QK7tpYF56rpkjWmxaxPJyPYdIHB+xRXcqRgB7fJb5s4QJSVx/ZevJzEuI7OL0XwRi7MC7GdOgIj8o8sHGtleJdtCoDcgsT03xZTZNTTpqLpb40WqTDMreCNu8dxbVVYlP6EqSgfhluBP5wKsKfmq+EnEutLd4TIzvtbJN0R/r9cmY31OGvHe3i+/gn4hP4aHi8zTtd475IsCqKWO9MT7Gqp3n9XhTjFMZ3tHOcrYzb+SEPFkhfme2DcX3OM/zk8um8d//RaBKWPWU4tHuBsTAaXb37X6X5+8IOAKOgCPgCDgCrUeAoBRisqSR3oj0w0Qjkb6Giy08QQycHAFHoHcRGFKKR+9Wg5fMEXAEHAFHwBFwBMogQLh8IlYSdAJHZkL8NppdL5Ovp3EEHIH2I+CKR/sx9jc4Ao6AI+AIOAKOQIsRYJ8Z22umxVl7do6AI9AmBAYdTrdN5fJsHQFHwBFwBBwBR8ARcAQcAUegjxBwxaOPKtM/xRFwBBwBR8ARcAQcAUfXIJrjAABAAElEQVTAEehVBL5HuK6yhWMjPna6nnvuuUPR5kdl8xrq6SREapCQuroJ4lDHolvfD/4SL143SGvHxmzd+q5uvhcnTzYrs03JulmWZt9NVBB2042jzjSbR6+lJxKY7G2imxZKuN9eK15ueagHNmScb775KhkMhAhm7Co8kChguYD4xZYgYO2KqFcSxrUlefZqJvjAsOme7MXSlk1He/W721UuopQh844++ujtekXl8yUaJxt3yz59QfYfqvs9Tfl4SOxszXiuueaqm6nfbIwAO8wSSs/C/jZ+wlO0GgF0bjoKjolOrUHABHd2Jq8aSez9wA677BDbL8TuyLRx2TSxUp9EmVdZZZUw2WSTVarcFBbeLht/Bdlct3Jl7+cCMxlCuyIaVr+T7J/iY1sLK5mtGNgpPC+8dQtfU+msbKwpo9Q3pXgYKrIRT5Bdeu2nHweAADORxEiXXdcH8LQ/0goE7rzzziA78gbZGTWstdZarchyyOcx++yz64rBAw88UDksZDdoLXMVy14E9nnnnRdk1/dw0EEH6exnUbpeus4KDXxxxx13DLPMMksvFa1UWXbYYQdN10/tqNSH93iiPfbYQ0t42WWX9f3+EOxzct1114Wtt946rLTSSj1eM71fvHXWWUf3iPE+XVxXKPZlI8u5j0cxjn7HEXAEHAFHwBFwBBwBR8ARcARahIArHi0C0rNxBBwBR8ARcAQcAUfAEXAEHIFiBJpSPHCsWXTRRd0voRjP0ndmnnnmgLmVU/cQwMeG9owztFNrEJhuuunClFNO2ZrMOpwLTsGYivUTsfRNG/+f/2mK1XcVAspKmV988cWulmOgLx9//PE1AMtAn/fn2oMA/Zt2NRQchBnT+FbGOKfBI4CshszmVIwAzuW0OfpZI2pqNCIS0+OPPx5wInEaHAKvv/66R5sYHISDfppgCbTnb7/9dtB5eQb/ReCdd94Jf/zjHysJx5///Gd1Lq9k4QsK/Y9//EPbOM6mVSHKSr/829/+VpUi15Tziy++UOfymov+o+sI0L9pV8gx/U6MaXwrY5zT4BEg6iUym1MxAvh40OboZ42oKcWjUWZ+3xFwBBwBR8ARcAQcAUfAEXAEHIE8BHwdLg8Vv+YIOAKOgCPgCLQYgffee69mb5Lvfe97YYoppgiTTz55i99UP7snn3wyPPjgg2GaaaYJ7Gtx3333hZ122imMNdZY9R9s411C3d5///1h++23b+NbPGtHwBHoNgK+4tHtGvD3OwKOgCPgCAwJBIhxf/jhh+teMWzGe+mll4aVV145LLjggmHEiBEdweC2224LRx99tPqhEEp8q622Cvvuu2/ALK+bRNhnQhFX1cSum9j5ux2BKiHgikeVasvL6gg4Ao6AI1BZBGadddZ0Rn/zzTcPp59+uu4wTVAGFABm/AdK+JagQDSiE088May55pq6vwMbfqIA9QLtvffe4eOPPw7sEu3kCDgC/YuAKx79W7f+ZY6AI+AIOAI9hsAPf/jDmhIReWi99dbTa4899lh6Dyd7BPG8wABff/11eP/991PnYVYrNt10U92tGofiJEnSfOyEa9z7zW9+o/c5x8yrKPIRTtiffvqpPa5HrrGLM384MLM6Ef+mrPyOVy2++uqrXIduFCUIZ1TKQjkw9eLciLwoN+/KlsXSfPnll8Hysmt+dAQcgd5FwBWP3q0bL5kj4Ag4Ao7AEEDg97//vX7lVFNNpYL2SSedFJZccslw1FFHhckmm0yPFk3yzDPPDPvss0845phjNBQ4wjk7vT/66KMBxQUFJC+y3Jtvvhm22247VQrY0Z5zrmUJpYHVl4033ljfQ5luvvlmTfbCCy8EwgXPN998gdWSSy65RH9jLoYihEK0wQYbBHYJ/+yzz8Jqq60WVl999TD11FOHAw44QL/t5Zdf1jJOMMEE4dhjjw0TTTRR2GKLLcKWW26pigcKBv4ePMu7wIIQnYQ0xUTM6PPPPw/bbrut5rvccsuprwrvxpTMyRFwBHoXAXcu79268ZI5Ao6AI+AI9CkCH3zwQXjqqacCjt77779/WHXVVcNmm20WrrjiinD88ceHt956K4wzzjhhrbXWCgjWCOpbb7112HXXXXWPkznnnDNMPPHEuhqAsnHBBReESSedNFx11VW5iOFEfuGFF6ovCQ7cCO3Qq6++WpN+zz331NWFW2+9Va8PHz5cTbNQOhZaaKGw8847h+uvv14d0ykLvhnsjTHDDDNoelZ0eIb8USjWX3/9cO+994bll19elZAFFlggTDLJJJqW2P833XSTKh+EK0WRgWaccUY1BUOJYBUEJQP/DxSVAw88UNNcdNFFGpIepei1114LmLFRnmWWWUbv+z9HwBHoTQR8xaM368VL5Qg4Ao6AI9DHCNx5553hmmuuUaGb/W8Q9DE3YkVjiSWWUKWDz0eQxu/hnHPOUQEfARslBaEcvwgUEiPbKBJzJcyP7A+n9jJEOpQTVjCMUBwgFCIIhYJ9DYiKBY055pjhrrvu0hUQVkH4BqJ1oVDceOONYZtttgkXX3xxQOF4+umndZVm7rnn1mdRgNZYYw3deAwlKiZTTrhPnmDCagz7BUD4w2CKBrG5Gxjx/Wya6eQIOAK9i4CvePRu3XjJHAFHwBFwBPoUAQRyVjiyhNlVvPsvQjwrHqwaQNdee62aM2GKtPbaa4crr7wyfP/736/J5tlnnw2LLLJIeg0zJoT/RvThhx9qkniTvVlmmUWF+nfffVfvzTPPPKpEYK5FGGD8OhD6L7/8cl19QTHB7ArCkR1TsSyZgoRCUZbsG81/he/fZZddwkMPPRSmn356VUo22mijstl5OkfAEegSAr7i0SXg/bWOgCPgCDgCjkAWgZlmmklXM2Ina4R7ruNkzaoEisVhhx0WbrjhBl0hyeZBeF7S2R9KQhnC2Rx6+OGH0+QI+qw0INwb7bbbbqoAYZY1XMyqMHE65ZRTdNUGk6o55phDk7ISEhPKSasIky/eRWQwfFzYIyVW2Fr1Hs/HEXAEWotA+emGku+FQTFjM9dcc5V8YmDJiGTBUiuzICzFQmyCBGNeaaWVBpbpd0/B5J944onA7A9Lzt3cVGlQH1LnYZwQmRGzmac6SQd8iwELR0IGn3hzKmxzF110UV0eH3DmPf7g888/r22xqJjYMMcmEkXp+vX6iy++GLDvxu7cCJt3TDHGG2883dcAE44ieu6552qi35AOO3NmYDFbgXBoxebdCGdXc+LlGoIczqutoGZ5Bk64jz/+uH7rvPPOq/0QE5KXXnqpbnFI28wscd3Mopv0VYRZTHMw7cm+I6+80eN6Cr+E/7IpXUx//etf9VsRpGP7/jhNp86brad2lMuiM9Ee82jHHXdUJ3Fm8pdddllt54x1CPbffPONCvq33357OOSQQ9Sh3FYnWHXAL8QiXmF+lCXGTQiHdCMzXSIfzJ1YiWFVhWhTCPKvvPKKJiX8r9G6666rqw3UN0oOvAxnd0y/GJMpC07lP/vZz9QcCtMwlAMc1SErM4rRaKONpteIfgVxDbI0poDZfft96qmnav898sgj1byqVX1ZX17iH30GH52FF164JnURbyqSiazvcYQIDECend5UsuYjWvSDNo5JId9uyqhlTT0SYY16RR7Imsh98skn4ZlnngmsuJn/kD3rx/8iAM9lTFt88cWrBYk09tIksxX0jERmQwqfOeussxIZXArvt+KGMLtENmHSssiMS5rliiuumCy22GLp74GcCGNOfvzjHyfDhg1LhHnqOyTCxkCyqvuMMPhElsnrpmnXTWHoiUQISWTwatcrNF9R3hRH2ozYBOs13s1vGTTb+u4ymd9xxx1aFpk1LJO8qTRir51MOeWUmr/YMSdHHHFEIjOUicwUaruSgb2p/KqSeLbZZkuECdYtrjBLxeC0005L04k9eCIzqslll12WiCCh56JApPfjE3GGVVxpR/GfDNbJRx99lBx88MF6nfzEKTV9VBSbRPY50HsSYSdtk5ZABKtEBj/7WfrYLM8QZ2Ltf+JIq+Wh3CIs6p84CKffdOihh2q7kRnlRExl9LrYtJcuFwnPPfdcfU4G+MLnwBmsDEt4A33XqKi8dl8EhBTXq6++2i7rUaImKT+VaESJOD3rd8tERE2a7A/KSllklj57a1C/m62ngb6M/k758wi+wPjCffiD+HOMlEyUI+0D1INEtUpE2Uxkr41EBLVEhDTtO+K0nYijdSL+F4koi5oHfIx8yR/cs0T7/+lPf5qmof1Rt+TPc9wTpSgRpSSR6FB6Hb5F2xBn8mx2CWOvmH+l10W50P5nF0RhSXkg+ZOeb5NJr0Qc4/WdvEfMsrS90Q9IJ+ZSiUzcJPZbFKFEJirSZ2zM5/tJH//JRGEiiosVoea4++67a1pRqGquN/uDb6AewQ1sYqrHm+J08blMmNZ8A3lKBLM4SdPn1hYY47pFZ599tuKDPEgdyeRjWhRRSPQe7QseRV8QpTm9L6tYii/tjnZldZ4m6PAJshoyWy8R/AA5Vfbk6YliSUhvrWf6WSPK544FTzVSPOgsNoDBXNpNvCtukLLakjC4DIYQeqwDMMjTYRj4W03dVDwQDvguFLV2E4yDd5niwfsQVFAeu03tVDz4Nhgt3/5ORoA++eSTE/pSP1IjxQMeARMHF1M86LMo+RLJJ4UEhooQkUcSSjQRu/aEwUtm0/VPZmATsSdPk5M/f+QBgzaSGWN9l/2OjwNVPJrhGSgYCJQI4hBCDEIYCpERfI2BOEsImeK8m71c93cZxYN8ZQfthIGDSSVw4xpUprwIheJorM9lFQ94TFyPCBrUNby6iNqleDRTT0VlK3O9nuJR5nlLgwAtK2AjYQXvBD+UkCxxLW7v2fvN/EYJ+e1vf5vQZ/IoK+DnlYf2LSZQI31DXn7NXOMbUcYR2iUaVkKb4VxWWRJZHcrNqlWKB98pq4PaR+irMZXhTXF6zhGsUfTBib94siSbtuzvbise8Ckm2mycBxf4ivV7xgAxk0s/BzkORQ6SFSNNK+Gh9TcTVTyLstct6kXFwxTvKioeLfXxYDnYlhNZBs0jlvIh2zSIJV/7k0aljmr2257nOnG9WbKPCVONmDCJIm1MLGuz3CeMKr5ceE78csxgIIsdbhE4Ch+q2A1sYol3jgmULaPHnwCG1BNx48GOpXirEzaqgljO55ot03MNM4A33nhDj/yG8ky5RPBKl9P/myqoMyJL7GXryZ7r5WN2ozDKCm44QK6zzjpa9Gx/sO8BW5ZQZeC2S3rkOvUjDD13Qy3wI7JMth/wsAyYqflCTaYd/CEromGFFVbQmPz2WszSZEAK888/v13SpXdRDNVuO7343Qlme+wxQP/EpAOzIEJ6shuzkcz6qqkHecjEgV3WiDpm7pFeHORJMzwD00MiAslApm/FcZi+SPQfozzTTlHOgihqLTe/oD2yJ4PMdqvpG5GDKM91112nbahMeQnrmmfWg6kMPEZmru3T1CyHuibiUaepmXrqdNny3gf/wDwl2x5o71zLM0Xkmjlh5+XZzDX21yCC1qijjpr7WJa/5ZWH9o3JY/YbcjNs4iL9ZcSIEep3grmmCK3azhhvYvPNJrIsnZTvpM/kOc2X4U3xizCtJDqZKAq6pwpYddpkLC5Pq86RzQh7bCabyFS0JdoBYxTfC58xgh9iooZ5FXIkfF2sV/Q2OGP+effdd1vyIX/ELBbZTZTvSmLRUsWDgZFB3mxELQoGyORtGsQmQ9iE0tGI0c1AhXKB/Sj2pAiyhPCjUYq2G2Q2NQ3pl0UbAQOBBntTI/I4//zzw4Ybbqih+Ox6vaPZVSJ0y8y0Nn7sU/uFZGZI7d6xx4UI3RgTUUgQImAaMApsfommYgwR23wIfxrqDRtX6Oc//3mQGSWNsIJgR33nEXbK1KOYDuhtFNBVVllFw0oyeGC33M8kKx3hkUceUUWa2PvYRhObnkF+r732UgEcPBDQ6UvYxCOoldlQi7pkQJQlbq0vhHEI5TFvI69O40ybIAQnfT0mhF8IgdzIlH2+O0vTTTddzSUGKoRfmzDgJgOezOIHFBCZ6Vb78pqHWvijGZ7B4ApZqFA7ZyM3U0I1QeYf/QYs8hT5TNKmfiI87rfffjXP0H/piwiNAy0vGVq9WshTrs0+++wc1BdBTzr4r5l66mCx/FUDQACbdvo2vABfRX6z+zvjltXzALId9CNleFP8EvZwQchm3xYc5eH99fhA/GwvnzOemdJBhDM2gbz4u6hq7NcCxf53yBkQAjV+flkcScsGmU7/nUBkA1Hk7apSyxSPt99+W2fAEQDQ+iHijhshzNpga5sGMcuGgCVmBZqM6ziWjjvuuBqpAqcz8oKpoKQQpg+hKo9QOuKGjEDMrIiYMKiQjLBblnDugpnxLJo5myX1C4Ef0UBkiVhnhKkjc3bkG1HSEIJQ9MRsQvHGWd9WsGCSEMwdJ8illlpKN6CCsaB9E2kFp90izBA645UrmBGzIHQkmHB2hl9fVvF/hMwEQ1YDTejO6w8oImz+hRLNACpmMir40ZYRqi1oAnixoRabiaG0QOANI0KxZHdfnPWOO+44vWcbeT3wwAOquPMMwRM6SayU0YdRjhBoY6INQTjTGtnKV5mZUr6ddpsleAmbi9FmmczIW93LPjPQ32V5BgMrBI8zskGXujMiP+qbP2ZwUUI7QeB+yy23aPvjfWXLm1c2JibE1Er5LxM5UDP1mpfnYK+VrafBvsefby8CyBKsrjO5ydhzzz33BBzu44nH9pagXO5FvMmeZh8TVjMRxnHGh/czidcvBL8n2AQyBROTWDWwESWEcmJk5ygdBN3IriZR30yC8PxQJ2Ql8f+r9MpYyxQPVhYwIUFbR6hlthylgtlaiOVam8WksxGJil1QiUTDTC9RNJgZw0ufWT2LjMLsMAIWQimz7EVRX1hexoTHaNppp9V3M4uAwHHCCSfYrYZHFCEEMwQ+zjHrwLSl6oSCgfCJAEw98V0QO94aMdsJjmBOvHaUC2YuqFsEODaXgthhlnqEEKKpJ8wCUPaIrBJHD9JE3/0jckUczQklBbMOlCGEkuzsa/xsVc/BDGHOonvxHUX9YZNNNtEZH+oHUwKIMJGQKe55G2ox+DLjZ7NMKHREE0HQKtrISzPt0L+DDjpI+7l9Q/xaZt3FIVyVXKLgsAoKDhB8pB5h6gdOsZlVnB6h3XZyJk27ZhOb5Rmx8mV1Fpuu0AdpM/yx4ig+F/Fnte38jDPO0JVjFLWYGpU3ThufI2wgdLBqjfJk5hNMUHWDmq2nbpTR31keAeSEvIhI5XNoX8pGvMneTN+CT8GnmaQi6qMp6Jamqkf2WWGSTIJ5qAwXT0bH32TmgRbZKruya+Z+yItDmZCvmLQSH8hKw9ASxQMtFJMobPAws+KP2S6UDolSkwJkjckGWruBSRREWv543oi0a621liocKBFlCQGHSmIWEYG4qMEX5UdHYPbEFBYUoqoTwigCzXbbbacYs2suygRmHJi5GbHSZIzArsEQiNWOkoJJjDgdqmLCfeoVcx5WnRCeMPcpu3KBGRurJKzEEDKP8Hn9RjBLGCcrcqxkmAKe1x+wH2bWC3t0VvqgPH8NrlsdcR/FPO5X1AMKXryRFwoQ/ZRZJVYfOkWUAbNFTJ9YmeCPNkSf5Jy2IlHq9Bvoc6z8YGKGXa+tsBWVlckITC7qrWjSxiQ6kCrD5N2uQb0Mz7AJlVgBssmZ2DadPkib4Y/JAHHKHsn8oAiTgV7HDI79G6gro7LltfTZoziW60QEkxy0Z+qbOu3mzHSZesp+h/92BJpFoAxvivNEAbEJl9gqIE5TxXNkQVbhmZBmlQp+BsWWFraSwUQTq/uEVo8JPJisiMe4+P5QOcdiQiKnpeMoq3xMksNXX3vttcrA0BLFA2EGQQlBn1jd/DG7ywDDTKwtsxehgpMoygamIszwmYLB4Izwwew7s+t5zmtFeTLjzooKDZ3ZNgQ+BK5miSU/voOZsioT/jKY7tBQrY6oL3wtEAKLTKPib8ZkByEJx2jM5IwQesF4hMw8o3yYQG336x2pE/w6UBBhSJhmUNZ+JdoRqzxFhBLI6iH1kY17XvQM12HqmMbFxMDHahREf4wJX5NOEf2Hvo3gaX9cAwd+22w6/ZUZP5RaFFAz76tXTtoyq3FZyioX+++/v64aoNThoN9OqsczbMaflSgjfDeYEIAPFhFKCYorS+ztIDCnjuDlNrhTroGWNy4jggSKB+aZjAf4kWEG122qV0/dLpu/v/oIFPGmel/G6gC8PLYKqJe+SvfwE0V5sNVOgqAYmYUEE0jM5kskyBq5EVO0OPiIPTfUjkygIR/bOMrEELyU3+OMM05l4Bi04oGQiC15dvBHSUCZoEHRASGbVTftNkYJXw4GY2YnbeDDfhOhmDxwQib6A4IvmjKzpGjBFmWJvLhnQgWDJsIVgwsz+1AZgRabcNMcSY8wjeOXzS5rRhX8h1DKLCOzDzFJPHj9yYyECWt8d14dwRCxQ2XzQcx6jGyVgnrCzIpZU5RG6sKiXlnd8wzM1WZ5EQQxacOZFYEbKlNPmrDH/xGhA6Lt5pFhEmONnwM2v7RxlHAIHPmz9FZPRKmC+I3AjkkLOwqjCCLgoWwwgNlGXvh24ODNClMnMabNUa74j+ViNkfjmikefAv2vSzPs7Jmjshcx9yMtPHKI3hgppc1s6LNgYXhxfMow5gwMKNmG5ZxvRXUiGdgpok5Kd+29NJLa1s3R0v4GM9j4mSEySltIF41pI4xVYIftprot/iSMKGAWRflof1gTlmmvJTH+HCRSSr1hrkYpptMJHWDGtVTN8rUqnfiY8kkjv3Bk5l0M14Rv4d+YA6+8fVWn3fqPa0ud9n84NtFfLSIN5E3Juhgw4QsPhBmPk5+8D3kjaoTKxbIfcYXMHdn5RvrFsYD/Gf5duNxTIhibo3VA7P6yAf0Vwh+yMQk5rpDnZj8jcdRlDg2WOTaFFNMUR14xEyjNIkgT6zadANB4lmLdqrXxHwnkc6W5iUMMN0ASGbzEhnI0g2AJIyabhqUJv7uRGbXEjY5MpKOqbGeeSf3xBxH3yWDYSIrGHpO3tLANa4/56QlfrQIXRovXmYIE/EbqNnvw/LPO7IfAHmweZFolkm7Nnrr5D4efIPMMOveADILXvPZYMX38ifKRCL29XoOlmwwlSVwFZOrmsvEHhelRJ8TB/NEZpf1XAQMjc1N3mxOJQxE64bf5C+z+gn1I6YyugcD6dlPoFMkSo+Wk5jnrSYREhVzvpW2azHJ7T15m2hxTxiwPkd9sdcD+yCQhwxUaX8ShX6kDbUkglACfqTlTxSRNM6/MP3cjbysLK08yoxVww0EeZ+s/CRsEmUkPkIJPITvlUkDu5weJUKXfhftzwisyEcGL7ukMeDBGwzIy/bksQTkLczaftYcZVAc0AaCjXgGPI3ywLMgEcKVb9InZCU33UxTFPKEurU6FCVJ244o5WlbEkWrpsyNfjTaxwMebn3X3mtHEU41+6Ly2rtlqV83seI5NguLy0ge7J8B5kX7K1g+dhQhQzFo9QaCjerJ3j/YI3UKFp0kcbxNxDpA38uRfRGsH7BvEGMpxBhN2dq9gWun3tMMxq3ax0OUa93YER4NlmzumN1fJ483WVkZ7+gnYMQ5eUgYa+XvYoVgyQZ1ZEwjX8a4bpDtBwRGMjGke67AR4z4dngdPBqZA14ok2t2O91kUnz+EjE/a5sclr6wwYlYdPTcBoIUmTGTsvUCiZKpbY5+1oia4o5ZxaNR5s3eF40/9xHRftPrfFwZkpkeFUgYzGnkRjJDoRsi5R1hKJCspNQ8Y8+28thJxaOV5UbIQ8jNEgNbXH9l6wnMeVZm+GsEyGz+7fjdTsVjMOUFO2uL4B2330b5IkjG/cXSkw8KYt49S9OKY1nFI/suFIp40iF7n99sPBkT/TR7Lb5fdC7+SLm3Bqp4kFkjnsE74UkxyapgWs/x9VaeN1I8mnnXQMorq5mJrCA31bfbpXjwrY3qqRk8itJ2Q/GgLEzaIGzGip+sMOm1WGGnzxh/KfqGVlzv1HvKlrVVikeZ99XjTfBoGyupB/gyckorqduKB9+CnCCr/XU/Cxzy5Al7qNHzlq7dx15VPNr93c3k34ziMWhTK2F0LaM4qkucaRxSM7tpYJwuPsc0ChMOlvXMtAJzFWzsi/4wh4BES0+fifP086CYWuSJGA9MWeL6K1tPmNXxLOH0YpObOO+hdg52Zm4IJtZ+y+CAiWPcX+wZ8mnHRl6W/2CP+AY1ir8vq2Q1r6GfZq/VJCj4Uc+XouCRhpcb8QzemTXXxDbX6rnhC3ogwUDKi3knfka90rcb1VMPwDzgIuTxZfoVhJmfEX1GBD77qUdMYyFM+excL3z3D5MizF+yZGlF0NYNSuP79d6Tl55nRRCvMaeM86vSeT3eBI+2sZL+b3tkVen7ypSV9tjIVwUc8tqt5d/oeUvnx2oh0FOKR7uhY+CUWZjCP5wrnRwBR8ARcAQcgaojILOVGiGP78BXB8pu4IqPFFEIcU7Fz4dokAh7pIPwESHE+VKy1w5BAggqwhiKbx7Piam17rWFzxbC9gMSrh3KvqdRep4hchu+akTcoxxEs7Soktx3cgQcgf5AYEgpHv1RZf4VjoAj4Ag4Ao5APgKEtSfgCxEhCSrCOYoDlN3Alf1amIEnwhBR5AjoQtQc8RHRwCCEORcTCl0xwSGdgC0ERkBJYXdpHKOJaCnmQxrWWvxyct/TKD0BRohueOWVV+ofmRCG3DZc1Uz9nyPgCPQFAqP0xVf4RzgCjoAj4Ag4An2IAFHaEP6NME+pt5EaK/uESie6HTt6L7fccvaomrXE5iuYuRL5kf1ibB8ZlA6eIzohKxdEyyGaDiRBVzQyHqZzPEekQ9uTZZFFFglEk4SyZjaN0vMuCHMuyo+iJL5/lQoRqh/g/xwBR6AhAr7i0RAiT+AIOAKOgCPgCHQHAYn+puZPKAz8XXXVVXULgiIgkQzV9IkQyYSibobYvBMiRC+hliWyUGDzUf7YrIy9XvIo68OUlya+Fqc35YgVFsy7CJ/K3l1OjoAj0H8IuOLRf3XqX+QIOAKOgCPQJwiwAoEzuP3hZ9GI2IxVIhvpCsIaa6wxkjN5vedtHys2MJWQvOHWW2+tSc5eL/Gu0zU3B/hjnnnmCRKCXH1E2GcI3xNzjB9glv6YI+AI9CgCbmrVoxXjxXIEHAFHwBFwBIh8VCb6mW0uaRuWskEnG8PK/jG6aSMrJZhWxRu4Grps3stKA6sQbPzGqgdKBxvFovhg3iV7BgR2uGcDWVYoMP+KN9DDTCr+nX1PvfRsfCjhgHXTOHZgzovMZ2X1oyPgCFQbAVc8ql1/XnpHwBFwBByBIY4AKwTsNg+x8zWKAisjRKTCPArTK8LJzz777AElgyhTsilnwLkc+uijjzSKFEoLvhWsluCXIRvChjvvvDNgAsUfjucoMPhk3HLLLRp+V/aKCdNMM42mQ/m45pprdNf0+D2yb1VhespO6F3MuiifkWyup4qI+Z7YdT86Ao5AtRFwxaPa9eeldwQcAUfAERjiCKy//vqBvyyxwnHzzTfXXDYFJb7ICgfKCeZcKAlGOHqjeGBaRXhe2zdnySWX1LC6lo4je3PERJSqmAjDG1Oc/oILLgjHHHNM2HDDDTUf7vFelJhsPnEefu4IOALVQ8AVj+rVmZfYEXAEHAFHwBFoCQIoFP/5z390lYSVkjyKlZG8+4O5xmoLZlyspBCiF8Lsiz1B5p577sFk7c86Ao5ADyLgzuU9WCleJEfAEXAEHAFHoN0IvPrqq2qKRRQpdjdHAek0TTrppGHttdcOG2+8cZhrrrkCqynsQYISgmO8kyPgCPQXAr7i0V/16V/jCDgCjoAj4AiUQgD/CXwrjDDN6jThS4JDOysv+Jfg4M41J0fAEehPBFzx6M969a9yBBwBR8ARcATqIoCQH++nUTdxm2+ibJSJ3tXmYnj2joAj0GYEOj+90eYP8uwdAUfAEXAEHAFHwBFwBBwBR6D3EPieLG8mZYt1/fXXB3ZRXXzxxcOoo45a9jFPl4PAk08+qdFDZphhhpy7fqkTCPzrX/9Su+ZFFlkk/OAHP+jEK/v+HS+++KLOWs4222yV+9b3338//OEPf9D9CypX+IICE9702WefVbv5XpnZLihqehlzG8K1zjfffIE9HapGhJH93e9+F4YNG1a1ovd1eXFif/3113Vjwm+//bavv/Wf//yn+u6wF8too43W19/aiY/DHJF9chZeeOFOvK6S76Cd3XXXXRpy+xe/+EX9b0DxKEuXX345Skoy55xz6pFz/xsYBhNNNFGy0EILOX5dbEMi2Cj+wky8HlpUDzPOOGMiOx5XEk8ZpBNRQCtZ9iI+LJNE+j2zzDJLZb7LyrrEEktUpswx/lUtd/wN/XguTuvanhh7+/H74m8y2WL++efv+2+Nv7td5+A54YQTOpZ15ASJiKf47L777g1VigGZWp1xxhnqCCa5+3GAGGDPOvnkkzt+A8SvFW3vyCOPFD4VdJOtVuTneSRh9NFHD+OOO24l2zWrj/TLfqpHNpGDZNKoMt9FWSE2pqtiXYjipOWvYtn7uczzzDOP1ssbb7xRyXbVTN3sv//++q1HHHFE339rM7gMNC2yGoEXBvr8UHiOzUfL0oAUj7KZezpHwBFwBBwBR8ARcAQcAUfAEXAEQMAVD28HjoAj4Ag4Ao6AI+AIOAKOgCPQdgSaUjwwoxD7VQ9514JqWWCBBcJUU03Vgpw8i4EiQIAE2rM73w0UwZGfm3322YP4eYx8owJX2MgMZ8x+Inaipo13Y3+GgeJIWSnz22+/PdAsuvrcj370o7DUUkt1tQz+8pEREN8ObVfIMf1OjGn0IQ8C1JqaRlZDZnMqRoAAPbQ5+lkjakrxIArQI488Ev797383ytfvN0DgmWee0Qg6DZL57TYiQGQT2vM333zTxrcMraxfeeUVjehTxa/++OOPw2OPPVbFoheW+euvv9Y23o0dqQsL1eAGZaVfEoWoikT0m4ceeqiKRe/rMn/22WfarpBj+p0Y0+hD/R69q1P1SLRDZDanYgSIpEabo581oqYUj0aZ+X1HwBFwBBwBR8ARcAQcAUfAEXAE8hBwxSMPFb/mCDgCjoAj4Ag4Ao6AI+AIOAItRWCUweSGydVzzz1XkwU2hba8N/XUUwfspo1YgmEjFqNRRhmlxmyLUJZsGEVYS+7VI0wi2Pgta7v8/PPPp+/Pe36mmWYK448/ft6t3Gsffvih5jfNNNPk3u/1i1988UV46623aooZ445NPnbgRtRPvFRm4UXtPr+p0zL+KWwCJrHT7dH02Oo6SjPuoZNG34gfxAQTTNBDJe5sUdhoEJvQn/zkJ+mL//GPf4S77747jD322NpuGvEA+iabtUGY53zyySdh0UUXDe+8845ea8R/muUFmmmDfy+99JL6uMR9Ku8RNvZ77bXX0luvvvpq2GijjQLP16N55523IW+s93zRPcI9stEg/GKZZZYZ6R2YbD3++ONhvPHGC5Qhy3fJt4hX/vWvf9VnGS+wk55kkkmKitGx62XrqdUFeu+997SdWr7w0ymmmEJDq9u1ThzZwPbBBx8MjGv0wfvuuy/stNNOYayxxurE63PfwaaL999/f9h+++1z71flIn3pqaeeqrvZ3Lvvvht+85vfaH/bdtttq/JpTZcTWeLOO+8Mc801V5D9nWqehx+AwVdffaV8e4wxxqi5Dz/HvInw1L7R8v9Dg8yddXfAbwmMq0KDXvGAka6++upBNlgJl112Wfj73/8ebr31Vv2NoyYDmRF2h7/61a/03o033hj+8pe/hAMOOEB/c7zqqqvCNttsow5Rp5xyigoT9mx8JJ911llHd0mMr3PO4LfuuutqnhdccIEKMjR8YsMvt9xy4YEHHsg+kvsbO9399ttPBwWYdFWJXYDpvNQPfwgX2OIdffTR+nvLLbfU2NT2fV9++WVgfwuwQngGT6vfs88+O1x00UW6Iy/Cw7333muPjXR8+eWX1cEyVmIsUavqyPLrxWP8jRdeeOFI7ZCBfqgStvs4oaFkGNFGp5122nDaaaeFZZddNrDzOW23Hm2wwQZpu2YSAsWFZ8rynyzzrveuRvdo7+utt54y/5jnFT33y1/+Mi07/RJBBYGFfKyv3n777YrRHXfcEeh7XG8mVnrRu7PXEYJQhBdccMGw4oorjsTzKNt0002nvOC6665TB3ywNqrHK5n0QNmAlyBgyOazNfVueXTq2Gw9tbpcjI+HH3641iW7+1566aVh5ZVXVuxHjBjR6tfl5nfbbbcp/5977rnDJptsErbaaquw7777av/JfaBDF5ENdthhh4BSXkWi/4KtbNoXNt1009xPYHzde++9VUbBCZfxt1/pnHPO0XYOT6ff77zzzumnwsdQeO+55x4NIvHjH/+4xjeQveJWWWWVgD+ObEgX9tprr/TZoXzCZJVsfJyOETZW7LjjjtWCRTpLabKdy2Umu+aZLbbYIpGvTmS2PL3Ob/6EqSYywKfXRWlIZEYz/S2MV9PJgJZeExD1mmy/nl6LT66++mq9L4NkfDk9l5kbvR+Xh5tnnnlmIspNmq7eiczIJjIjpPnwvlbTxBNPnKy99tqtzrYwP4m0kkw55ZTpfRmA9duoo2OPPTa9zgn1u/7666fXtt56a00rwrRek8Ez3b1elMc0XXxidZjN29K0oo4sr4EeRaDT77rhhhsGmkXd5+wbZQa+Jt3JJ5+c0Jf6kURhSNgtu4hEMdB2T7uTAUmTyQppssceeyQyM66/b7nlFq0XUc6KskmeeOKJRDbHS2TiI/2L+UxZ/hO/YPPNN09k1i2+VPqc8px00klablmFqfucCOCJrBoktAsrP33KaPrpp6/pq3adPilOjvaz1FE24dMyycxiYXryhQ+LMqF9H+ys/8tKRwLvkIkKfV5WlrTvi6Ca5lePV8KjGQOMZEMz5f8iXNqlkY6UlTKcd955I90b7IVm6mmg75IZey1/0fM33XST3peJOk1C+xclWq/Va/NF+dn1zz//PNlnn33sZ+Fx2LBhiUzK6X3a07XXXqvvFgWy8JlO3AAHCfDQtlexozLtSoTetryDfi0Te9p36MNZsnFz4YUXTmTyL3u7pb8Z0/hWxrhuEO3qsMMOS6hTiHZJeazfI/ssv/zyadH23HNP5YlckBl9Tfvoo4/qfeQOnpUJpTR9p08oLzJbtwkcr7zyykQmdHW8ZMyUifbkxBNP7HbRdPygntq2c7lkXkNjjjmm/rYjP9BgmSlntm748OF6n3+YYsVmOtnlNdKssMIKHHR5Xk8y/04//fTAbKcoJoEoOlnKWy5mJpTyrLnmmtnkub/R0Geeeebce1W8CCaYsRmxxM/spigjgV1OWRUyYufpOG3WbITfmGNArKBkiRlfzDIwyWBmlxWqLLWijrJ59trvLG6UD5MVTGpYsYNsdpwZoHgGntVAzN6y0Yi4LhxGzf8+/fRTzSP+Rx5E4CBNlphx7nZEl7POOkv7NyFHjeibhxxyiJpYcc2W1Vn1KCLaFd8pA2yAh2BW9f3vfz9NXpb/pA8M8kSECV2xKZPNJZdcoqu9rBAzu0vZ47aS1zeYKWXmkB10W0m0R2bQ2OHcwiHCW1nZoA2xQsCKhgy8+lr4BvdZsTYq4pW0NXg02BixqsI3i/Btlzp6bKae2lWwuK55ByaFrJZBcVQ1+j6R1rI8gHTU2/vvv5/yDFagmGXHXAkekNf/ucY9zFvsHDOvIpNG6i/LY7gGD+JPhEqty/g3ZeU3dWxUxHeyvI9y0PazfJCy8q5sWSx/+oblZde6cUT+oS9NNtlkua9nxh8TP5nIDP0e0hdecuCBB6ZtixXVWWedNa1f+DZ8xAj+ggkR5lWY22Fua6HNwRN5I14ht+eG2hFzyI033jhMOOGEihF9hpXCsnJtr+A1aFOrog8BEJaREQAw3fn1r39dlLTmOkwGZQVaeumla+7xA6aJj8Exxxyj92QVY6Q0eRcIb8hAn6fo5KUfCtfo0DfffLN+KkyAQcsoz4bb7mEuYLb4KBdZQrDCTldmMVRoKVv3Q6GOMPkj5BxYIyjg5yGrQhr7muVkBmyWmBHQh4vCjpkK10i/2mqrqX+SzKwr40F4x2TOiL7AwIdZDsIsDAnC3I1nUby5jlkj/azThBCLXTnmFDExCJvfFULKwQcfrEJ2kS8A7Y89HshLVkpUUbnmmmviLHXAGwj/qcmkTT/gYSiVKFv4WKH4NyJMT2kD9fplozzy7iMEY1IaExND9GuUDPPhi+uC8zfffLOhsIdwDCE8G/G9UNbvzO4P1SPtAQJ7+iZ9HP+4o446SgVZjijoEP1cZj51DGQiD0EfHiszxKq4wFfM90kf+O4fdbbddtspP5HVJD3nWpbgN5hfIeDwHspk48QLL7ygfRU+g+IPr6fvYi6GIkSdM5bQL4v4Dnwgy/vEakLNjlA8UDDK8DtZ4Qn4R8DPMA3GdId3Y+7Ua0R9gBXyECbgmFhRB7GS1WtlHkx5MCMzhZZ2QXu++OKLNcvXX39dj7H/r6wm6DUmMp9++mk17YzfT1ra91AnTF5jQklj4qdqe2e1TfEAHBwRYVhor/hd5K1OGIgIsscdd5xqtswIcJ63CRNCFTMHspSpghR2hEUzIczirbTSSmo/i92408gIzDPPPOpbw2CD1ozgV0QIcoceeqgKJfiJIOyZwGjPMDief/75OrBQ59T9CSecYLdHOg6FOtpss820HeL8ZUI3q2kmzDE7xAwwgzF+TijezBaJmYwKftjYw1hoyxCDM4OumMCp0sK166+/XoV1hFqUEZys6UMQgzMDO/5NV1xxhT4jJid6r1P/mJFFGEFoQqDNI4IRsNqBwsRkRRG/YGaR76TNMpkAsYr0xhtv1GTbDP+pebDNP/D5YRWQ70UQoZ7sO+zVCCrUN38IVCihnSAEITF10/bH+2xFk1VQIxMSqIN6BG9gVRV/JhOaTdDKW9Wpl1c/3vvggw/Ut+fUU09V5XPVVVcN8Ar66PHHHx/w8WF1X0wrAv4gCKqsOOy6667KRxgLUdJZDYB3oAwwMwxfjq0KDDvaEW0PYmIIQZBrWWLCiDEVZQa/E/wuGRsICIFNOeMv4wSO6ZRFTLcC7YO+S72izNJei/hOHu/bZZddagKRNOJ3lBl/Q1bjmKRhQgclCt8xW43Pflc3f5s/JBYGrLrhMM1YsNtuu3WzWG1/N/yedkLd4KvBpBHKKxRvNGfnKB1YS2RXjRgrmQTheaf/R4Bxf8MNN/z/CxU5a6viAQYwNoQpCOZVtCSKkMDyPbOYMDyc3bIEM0R4QoAjH2ZkIGYQ8ggmyyCKGZGtkOSlG+rXENqY9SSyDsKsCQlZXBhcxD9BN/bCJIBZriyBNU6LzNqhnCDwwjBiE4L4maFQR/aNmJ2wVAoxUwlOEELAGmusoYM6zp4wX9o3gz5EAAfIFBXSMpvEIIvwDc7MKGGuYbNMCBXUBQIsSg19CwGC66yi8I5O0kEHHaQOgvYNee9mhhdHZ/gFAkWjlQCEHAQ1FDMIp/IsleU/2efa/Zv6p/7oG0yiZFdsWM2Cd/GH0CI+F+0ukuaPUyemrkwaxBQri9bGsiZDcXo7R9hA6MCUAmHUzCeYpRvqRP+k3hG6xN9H2y/YIqzRNszcFUGaCRwm2VgdxGQFJYWZfRyV4+h4tiKGggcPsb+yAhvp4Fcxb7e2h0IEoVDQPxmrISYC4G2sgPDHN9BeivhOHu9josQUWs1U/hmvyON3pGG211bTUGbAiO/vRasGW+Fj8o66Y7xldYY6hYf3K6FQMkn2f+ydBdwdxfX3BwhQXIsHgpPgEqBIE7RpseBeIHjxUqwUAhRo0SItUChStGhxbQnBWhyKO8XdvcC+53v+nPvO3exee67tfc75fJ5n787Ozs78dnZmjg5aKYL00N4sMjNZe3fWjy0vfQbqdRM1a28tR+Z91ghFM7OibQNqaWBf8/ChoSpm8YFkxqRecbnY/sL9Y9eN/TvqWDjlmFg0MSGjLoawJ2WwwQwBM5V0p5xoool0gcfATNmU6ZSNABJmJBHYdvN+TAIR56aD804wBWKRiyQzjTkSOiYeFrmQvWukerboiMvsD+8IjBg4URejybCIQDa42kIOXJjE0XiwIBVHXIUqzyzKBmuuM6ibbxQ3sSjkz9Ta4nw2jhRJC2/DP1TtMKxIeJl4IRYuTEKoz2E0DAsmHhhhzO6yGIms6iI9hJnK03zWMv5klduONN43CxCk2zHZd0Ea0mv6Qqu1BCwk0cKIs3GpKjYGs4C1Ba4tlLKk5aUbv//BApZFF1HLWFgiKUdyz3jf34kxEsY5TZhdYcNtxCIeUyKTmvN+6DOYT8LQoRGxscDuQVNFpDcjTHuYP6sR0fggNCtGfF/MswgFILTkfG+8R3yObB5G64D2BcaEbx7KG3fse4/HPr2hwj9ro42HtJ+FLWMFzDv9krGjGwlNR5oQtPAuYZ7At1cJzSdaeJhstNJE/YLi8doYY5hqtF3MFTERkhthRT39Jb6/F3+z/kJjXskXslvb3TKNhy04reFIL5GcsKjCJjWLmGBxOmIAQcphnZG8mCZgesIEjUaEP6S4qKBZxKByqkRM8Kg4kQznPb/S/b12jcnCBnDaxgfNApABnHeQRywkJFqFajAwnYkJjQmOfiwY7R1haoe5BQwNUr1K1B/eERMQ+0fkEUw0pmr053Tc87x7SOe9YaIYEwOTBUhAIhkTi4R2EZMqjtES7ar0Rxo4kBZL061OLGhY3NRC9GNC9JoGiXsaGX9qeVYr8hBYAIlvJWKRD+OKqWMr6PHHH9d3hFTbJnfs7E1YEPsMkI4AKF4cV6oTCwm007xTxl8Wo2i4nbIR4LtAmxH3YcZr0lnYMy/CWDAOM1ajIUkTjB357A8moRbC2RyCATXi+2JOZowxQpDHohmzrENEk4XJFWMXY79EKyqNXa0cdzD54lkIu5hv0AzX2ietHe062h4LCJTSlDYrSl/vlXP8C2EeTNuJdszIfJxYRGO6x1ohtrxAgGYMi93T34/0+W5ltKu9m6YwHkQigGzPBlRAqNdjqQkSDmwy4WiR5hnBNEBMvhC+GHDHRH/A7IcBF2JRxWCa9inAlAfiHhuorUyTLGsG+ccimAG41knP7mewLzKBIdIFPnRjNsA7/vBpH9iaE2HcXnu/9o7QXMFMILHGvtYIXw6cEtNkfg0sOIya9Y6svG48pnFL19G+j5jBRnoH88b7wswGglHmz/JbPzd/HM6RnPLNsSBA+8ECj0kfKTVO5bvvvrv6dqD1Y8GSFWksXb9mndOvqFf8h9ke3zppfF8seK1PoJqH8cJ+3YhFBXmRyOJbAONkzssII1gIW6SwesYfK78ZR6tPerzgHI0ststIN/lmYJQgM4XDideIPPQBG/tI5x2zwDOMLG8zjkz6+JKAH1J1xgD6D86wBPjA0dyk5dSJ65hkxVRtrOS9IXgi3jzjeicp7z21q04m6bX5Mv1ci8nPWADx7jErQrrPd0s/QDNIcAIW3jYuwMyjXaJ9jAWm9eRopir0KygWvvG9QJRDXjQxPM/Ge/O1knDTmo9/5r9H32Ze5p3SN9GEo5mgLpXGHatzPPbZeGZplidrvKMOaNEZWzCjpj7dwnRQ//T4imABoZ0F/KD+mI2DW6s1mTyr3YTGgoWxjQv0IbRg9CHeGab0MMw2xjGGw0jiJ8R6AUbX1iKMh4z5rDuc/g8Bvg2EuUU0s9IWyEK0ZpLJPpGbNNY7N8kAl8iEqmmkC6eayGI0ESmZpsniNJGBsKx8kZZpHHgSRWKSiBRF83IUMwzNK5xuIoNWqQyZqDX2u0iLE5HilpVHrGiezZ9MbIlIBDUv5+QXW9lEJKcai540kcyU3Z93Qrx3ealaLvfLS87L2lC6mB20ZR8PmYASWZSWMGLvAxmwS7gTc14mnrI2iBQtEXM2TQNPwxcswQWSyVPx5Rr7VRBfmt9ij5zwjo1k0EjEb6FUhjAfiWyg1ZR3ZM9o9CjaN60X7W02yeKg1Ea+B4tJbs8Rn5fSXihiNpHIoKyXZADW+2Ti1r0T+IbAVZj2RDR2+lsWBgl7J4jkSM+Jgc63KJOYnpOfdy4TuZYpg37pXXGN/DLgW1WaehSJVcV9POxhfJsiqdRTYTRK36dMzomYRmk8fMvLUSZsbZswU7oHCu0AI/KDB/0REolizeOP3hD968s+HqItLL0P3qcwf6WSZRLWuouZXcL3SN35o528XxGyaF5woC12XYQ02hZZ+Jf6Ur3jULV9POgjNgbbc+0oUkatlzANOrYzdjBeyIK31DZ+VBorKUPMOBUbWcyW3Zd3IosMxUCERHlZGk6v9J4aLjR1IxiBYRaJRiAR8wi9zjcgi69xsvFtgpkw04mYKOv+BqLZ1/2weF/0exG46f5LzHliBqdlMI7xXMqnn6WJfsg7tDzCWGo/pX+RxjW+I2FKdF8R0tl3hf4hgoB0cTqOCKNaSqc/C0NdOs8bd7LGPvqQjW8ixU1kw8nSedZ4x0PYI4p6x3+MB7LwL9Uh/tHqfTyECdP3xfuhTrwzEe6VqsB7EtM4nQ+ZJ1lfgHUryPoCc1wnSDRmigFY0E4x9UsYR4xk4axjHeOf+Clp34uxsD4iAjPFi7ViJ4n3xpqtW4h1AuNHq+bxRtopTKa+81r28cgeHXOemmY8crJVTRZJT9U8rczAACESicw/rrWD2sV4NNqWTr+jRutdz32tZDzqqUc6Lx+w9UMGFgbpWomFiUiLxslOOWxWl3VtnMx9SKiV8Ug/gvay6EHokEeiQSpdon/CrBlOpQs1/Mjr231hPKo9lmeK5Faz8Y5elM0DYRZbTdUYj3qez8KpXrzF8T+R3XbrmiBbyXjU095G81ZiPOopkwU0TGn6m+UdkEY/ShNp1s/S1+o953sUEzydJ7PuTS/ws+rTqnGHNrKYRRAJc0uf4TcCyzwGt9WMRxZGWWkssONFdlaevqZ1mvGg/oxvojWr2BT6UKVxsNr9FQtv4sVuYzzYODCeD5vY1IaLqofxGCCcedup0ypRnNJEopLZbuyoCRvY36nT76g/4094XSP8H2LTREvPO+Ink0WUg41ttxJ+BVkBDeL6Yk5lRP9stI82ep89u5Fj/EzeUd57aqTsdt1Tq4lqXB93Io/RqO83Zk9Zfl58K3nmOc3sV3yPlb5J6hdT1rNbNe7g30lEn9Hi8zRo0CCthixgNUhFLUEP4nq3+3ccmrrdz27n8zAHtChVec9N96F0PgtokU7v7+eiSSp0QIKOMB6d7jSEMXRyBBwBR8ARcAQcgeIhQFAKIvqwoRpBY/ArIfywmLhqEIPitchr7Aj0HwT6JePRf16vt9QRcAQcAUfAEegtBNjjg9CsYsqlfzAeWdHxeqvV3hpHoDcQcMajN96jt8IRcAQcAUfAEehXCBAt0/YE6VcN98Y6AgVGoCnhdAvcfq+6I+AIOAKOgCPgCDgCjoAj4Ai0AYHxcGGv9TnE1mezHuwrLS54rfd6vnIE2GuBnXyJW+3UGQSIhc3eCuzwGzt0d6Y2vfFUAjPg/FrE3VSJM8/eNrZpXi+8EYl+pJvNsUuy7fzc7e1i4zA2sFtyySXVbr/b65uuH3uzsMmihJdPX/LzDiLA3jlsRLf66qvr3kEdrErLH83eLBKiWMeyeoKTtLxiBX0Aex2xTw3+RE7ZCNDP2DuMvYXY2Lsi1RM7y8Lp2v4BUrDG7fVj/ThItJBkmWWWcfw62IdkYaP4W/x478f19+M0ZrJLdSKReArZr9lvRRjQQtY9/R7sXIRE2p7BgwcXpl1WBtlpwwAAQABJREFUV/YNsnYU6VjUehcJ40bqKsy39ifm3kbuL9I9traQ3b57vq3teC/gKZEJHcsK6zWJUKb41LKPR0OmVuxai6LE/xrHAEe4WWaZxTHsYD+STbpkzAphv/328/fQpPcw8cQTB8JFFnFsQPvId1nEuufVWTaF0z7OTu95ebotnbpCsgdJYeocYyiMk9Y/TvPfjc+VzcJu8cUX1/eCU3qzyuzWcvbff39tq2wA2fNtbcc7YK2GL1E7nlXUZ8ieK9rnavnXEONRS8GexxFwBBwBR8ARcAQcAUfAEXAEHAFDwBkPQ8KPjoAj4Ag4Ao6AI+AIOAKOgCPQMgTqYjwwoxD7VXUebVmN+knBQ4cODQMHDuwnre3OZhIggf7sznfNez8LLbRQED+P5hXYxpJmmmmmnnIsBzp2BqaPFynkKHWlzs8//3wb337zHjXDDDOEYcOGNa9AL6kpCLALO/2KdUyvE3MabfUgQM1506zVWLM55SNAgB76HN9ZNaqL8SAK0B133BG++eabauX69SoI3HfffRpBp0o2v9xCBP73v/9pf/76669b+JT+VfRjjz2mEX2K2Oo333wz3HXXXUWsem6dP//8c+3jbLRWFKKuzDNEISoiEf1m7NixRax6T9f53Xff1X7FOqbXiTmNb4g5zqnvCBDtkDWbUz4CRFKjz/GdVaO6GI9qhfl1R8ARcAQcAUfAEXAEHAFHwBFwBLIQ8J3Ls1DpkjSkFQ899FBZbeadd94wzTTTBCQaDz/8cOkaURdmm2220nnWj3/+858qARkxYkTW5ZakEc/+1ltvDTvssENLys8qlD1SbrvttjBo0KCwwQYbuGlgFkie5gg4Ao6AI+AIOAKOQJsRcI1HmwGv53GYHDzzzDNBYkjr3y233FIyc+Pa/fffr+nHHnts+PTTT6sWfcwxxwQLIVs1c5MyXH755WHHHXcMbGTWDrruuuvCkUceGRZbbLGw6aabBjBzcgQcAUfAEXAEHAFHwBHoPALOeHT+HeTWACe4LbbYorRbJvtNsNs5hCPPL37xC90d97DDDgsLLLBAbjl2gZ3nr7/+ejtty3HvvfcO2M5PMcUU+jxiVG+77bYtezZM2DrrrBPQ6mCXyS61To6AI+AIOAKOgCPgCDgCnUfAGY/Ov4OqNbBF+4AB41rGsVnb5JNPXirjww8/1E1uMNN65513Sun8IB8Lf4gAAeTlz7QRmG9xHmtP0Kx88MEHek/8z9LYNCYONvDyyy+Hzz77rJRGnXmu5WFDo7POOkvPKbsR4j6Ymfh+2sUzHnjgAW0jv2edddYwwQQTNPIIv8cRcAQcAUfAEXAEHAFHoMkIOOPRZEA7URy7LeNLseaaa6r/x3HHHRemm266QFhHzI6gG264QaX/Sy+9tJ6/9dZb4ac//anm/8tf/qJpL774Yph//vkDO9NDf/vb38LCCy+sGpeVVlpJozo8+uijYfPNNw/TTjtt+P3vf6+h0375y18GGJCf/exn4eKLLw5LLLFEOPjgg8Pjjz8ett56a2U8YILwV7ngggu0bMo4++yzg+0WbfV86qmnNMwwWpw0wVzQth//+MfhiCOOCDPPPLMev/32WzVJ23777ZWJOv300wO/MVNzcgQcAUfAEXAEHAFHwBHoDgSc8eiO99DnWrB3gjmNo2F4//33w6hRo5Q5oHBMjtinwAhtwDnnnKOnxPqHcMaeY445wj777BMefPDBcPzxxyuzAQPB4v7AAw9Uk64ZZ5xR82PuddVVVykjAhPBc7kX5260EZh/wSQYLb744mHLLbdUsysYFEyu/vSnP+nlBRdcUI8wIjA1v/71r+220hGm5eijj1ZzsZNPPjlceOGF4Te/+U2A0YBhOvPMMzUvjuzUhzQnR8ARcAQcAUfAEXAEHIHuQMAZj+54D02phTEEa6+9tkZyYjMXzKiIr4zJERqQmFiYr7XWWuGkk07S5GuvvVYZA/KeccYZqsXYbbfd1DkcJgMzLMyocNyGWODzLJzfibZ16aWXqt8JZk74o1CO+aToDRn/fvKTn4RFFlkk4PgOEXlr5MiRmZGoYFJo05RTTql5V155ZWViTjvtND33f46AI+AIOAKOgCPgCDgC3YuAMx7d+25KNUOTAJmfROmC/Hj99dcDfh5ZZP4N5teRlQcH9SeeeEK1FH/961/DZpttptnYNRjTKbQI/N18883h3nvvDVNPPXVpF+TY52SNNdYIhx56aDj11FPVfKrWzXYwEzvggAN047Z77rlHtRg41GfRCy+8oEyUXePeVVddNWAi5uQIOAKOgCPgCDgCjoAj0N0IOOPR3e9Hazd06FA94scRE+ZMmEAZYxJfq/X3aqutFuaaa67wq1/9Sv1C8A2BlltuuXDllVfqfiFW1ksvvRTuvvtuOy07wpTg14Fz98CBAwOajFp3BF9//fV1D5LRo0er0zjakywinXC5MQMGBnn5s8rwNEfAEXAEHAFHwBFwBByBziAwbpikOurR6AZ3Tz/9dEC6vdBCC6nfAeZAjdrjsxj+xz/+EbbZZps+RTD6z3/+E/CTMH+HOmBoeVYcuyF8Lv785z8HJP0QJlLDhw/X3/z76quv9LctzC06lZ2DM+ZSMaEVwZxqr732CkcddVTpEiZYaDBwWMffgjJwOsev4sknn9R8mF1NNNFE+hvndcrC7AozreWXX14ZD6sDeSGYJOqBszmRqXBen3DCCVXrscsuu6hvhmbM+LfTTjupZmTs2LFhlVVW0TqxOeEJJ5yguT/66CM9ptuYUVRbkj7//POAs/yzzz6rTN18882nJmSk09daTTBljzzyiDrZb7zxxq1+XE3lg8fHH3+seTEBRGsGkwvBqPI+MRnEH6gWAkvwXXTRRTU7/co0YLPPPnuZX9O7774b0JoZwbCyGWcjlDdeUB+YczSDBFkYf/xs2Q6BFgjUgN9VOuQz2kLTUmLiCCNPG40Is23tpRzGYWjIkCENCyF4HvsCEa0OE8ZYm0nZtbQL7St1wU8sJt43mDCGIEQxk9A4T7t/572/dtfDn1dMBL744gu1AiDiJH6M6e+F4C18x4MHD1YLgEqttG/PvvlXX31VA7qwKXDRifFkzJgxui7ArzSmau2uB8O43F79DV6sm5dddtncJrIeRvgL7tttt11uvo5fkMbUTOeffz6xWJPbb79d75GFQ3LeeedpGumyOV3y9ttv6zX5MBOxyddrG264YSKL1UQWQolEUkpkYkvEOTgRqbhe53cj9K9//SuRiUzLkEV3I0UkMgElInHXMuSDb6iMRm4S34dk3XXXrfnWv//974n4aCSyO3ki+1QksqhJdt5550Qmei3jv//9byIdUtshTtuJLDgT8Z3Qc2EqEmEY9H7ekzAUZc+ViFRaHu/HiN/77ruv3s89ohVJxOE8ueuuu0rlbrTRRomEz9VbRFuRyMI6kX00EnFqT84999yE92N12mSTTRJZFGo/oCwZsJOrr77aHpfI4kSfJcxDKS39gzrRx8BBolppncW5PJEFTfLaa68l4riuZVAPMRtL3z7OuTBLmh9sm018F7SRdywMm2LOuwNLcXxv9uMyyxONlWIlWq3M661IlCAByQorrJBZtAQ80PaDgf3RbyHxL1K8LJ3+Tf48Ynw55ZRTtH18B0ZvvPFGctBBB2n59LO4DPqI9Wkx7yuNVXbvz3/+82SSSSax08xjpfFCgipofeh7PIe+Lwv2snKEgUjELDHh25GgDWXXOKGPS4S3Ej4yaSfCMCV8X2BDn+IbNLrmmms0HQyyvh0RVOh1mYzslnGOL774on7fhj3fF9+uUbV2yQKhhKtEwrPb9CiR5XRcoE0XXXSR4nPTTTeV5UmfUFfqIkEj0pf6fF7p/fW58O8LEN83rX+zyvNymoPAHnvsoe+F+a4vJNp97cesY+inzDfMQUasZxi/ZN8s/daZfyuR+DVqOfb9MW6JJUOlW6peY06jPOa4ThHrDGsTx6222qqsKpXaXS+GZQW34IR5nDVbJ4g5gfmRPkXfyCIRtiYSXVTz3HbbbaV1YVbeVqUxJ/Oe+c6qEZK1minNeNiNtri0RbClcxSJvC42+X3nnXdqxWyxStohhxySiCMyPxsiFnE0tlHGgwlWQrRqGd3MeBg4oiVIxOSqbKCza305ikYi83bRWCQsDqsNhLx78sBc8KFUIpFsj7MgY3EDw1QLUVcWEKI5qSV7bp5WMR4SZlj7E4x3TGAjUmllROL0Vv4Wnx1l9lv5jLjsSoyHRCTTttOf+BMJud7KgIUAgYmI36LJy8Qvfg6LZdGejMN4WB6b8BB0xIsC+h6L9yyqhfHIGy9gMFiws8CG+AZg/GFAjKgv9ZLIb5aUe4QxIS+MipEJEmIGg28AhjZr7OW+WhgPBEMICsAeoRLPJQ2qpV0IOZjsuC/NeCBc4h0YyT4+in+lb7eVjEfe+7P6NePojEczUGx+Gc1gPPjO9txzTxWUUUNj/Bm7IIRzfAesdSDGOM5ZOOYRggj6pY2LsbAk755q6Z1mPETbo0wXAmcYPZgOcGCsMMprdyMYWpmtOnaS8WANJtpoHZOzGA/WQ8wNrMNRBnSK6mE8su0ApIfUQzKRa/a0upHEeIM7QrRCMknpkX/sAWEmQpaIqQwmETJ5W1LpmLVBXeliAz/kZYVBEka2KISZAiFnzXG8WfXOMzGbbLLJAiYreSYj9nzePXmmn376kimYXUsfMa0SybIm47OB+lCk1GH33XdPZ808p66YaPXFtyWz4CYk4oez//77qzoUx/2YwOZ3v/udmq1YOuZFmB5yjEkGj5JZHCpnzFTSJBJ8NVdLp3OO2QsmLvST9LurdF9WWc1Iw6yKXeUx55HFrZoYsQ8L9PDDDwfRZKmJD6ZFIr3XCGzXX3997qP5ZjHPxKQpizBrw1wQE0ARbpSy0PcwXWqU8sYLzKZE2xtkgtKiMYcU5kH9pEjA5JAIcJhDsQdNNcKsEBJhTykre9NAl19+eSmN74c9cbLG3lKmCj8woVpyySU1mh3YEzWOehOhjj5YrV0ULZOehs5OP4ZxXbQbZaYB7COEqSVhuDtBee+vE3XplmfynugHvG/GjVqoE2NILfVqdR58KvFltDUPczFk4eAxFeUapsYQYxymiwRnySIRoKnfojAKahLLXNuo+WdW+Z1KY5wnKA0h9QmPT5h9CLN4qFK768VQC+zhf6zBGKNtvkw3lXUGeLLvGma4RaCmMB7VGmo+CTgRQyJZVP8BFiN8pH/4wx80nQmJSEpiQqGLBeyBSYOyNqjTC9G/xx57TEOtYjPNS3DqbgREsqM+JCwGsPNnAVN0YiEIiYQnsyn4zLB/CYRDv0jh1G+GxTCLPIhNEpmAYMTwZcEPAPtYfGIg/Dbw+2HxxkJ3xx131HT+idQsiKmT+gJh40mAAKNK91meVh0ZGPEHOkf2jmEvFxhH0iDef+znwCKaNttk3kidKEOk+AEGBKbmiiuuaKSYmu8xoUrsv8BvNrHE3pZQ1fxmocJ7553deOONueUPGzZMAy4QJc6YTvOtYt8aIyLRbbrppnZa9xEmntDXMdEXRa2vAoRq7YrvS/9mMQtZv+U3fn1Q7LOiCf6v7Qgw/zJGEPIcZphFIuMMczAL7Czq5BiSVZ92p7GwM8YAYQICM3wt7bsnyMqcc85ZVi3GMtGAlKXZCXtesQZifyoCvYA940XRCcGJYUJbbNFsvryV2l0vhkXHqi/1xx+IOYB5jo2gt5YNm5kfbM7oS9mtvLctjIc1AGcpJmA+tENECsnCwiY28ogNsEoocWbGiZprSMMhMalSCXe8QZ1e+P4fQHMPEmWkC+JTEF/2312IAJIQQvmyCKE/9AIZ85CnRUP7YO2GwWCgwIkfR2exCVYIcLLHUR4nMSTe4IM0XXxi9Do7xqMxQtLBgoGBBud9NITrrbee/lEmgQBMs8SNefdpoS3+h6T7lVde0UUomz6yCBdznnG0nVQDbSdMSVpjVG8V0YaAGeMNQg8EE60iJHxQHNra9rDhPSL5h1jYofkQtXQQE6RcAQn9BA0H7x0pIYt4GBXCXTNp890gnYbRNEdzfUAf/zGOivlIaQPPau2q9DgWaES3EzOU0kLWJsRu1FZWaksvXkPDxViDcI9vE80j8yxaQrSwWdTJMSSrPp1KQ2uLEAHtI4ING1sIomCLbKsbC3DWMozRaWIvLMZ6gm6YhhbBRK8RfQptL+MBVKnd9WLYa1jV0x7TIIm5rQrwCGaAUIuAQd1MbWU8AIL9HjBHYQJlgYEKySR/pMHtwvEjGYWYWCEWZukN6vTC9/9YcNGxGUidioMAH0o7Ijy1CxEza8JsoRIhXbzjjjtU8o9WAuaC7wFiQcDkNXz4cD2Cj/gPBHGc1utIx5CykZ9vAkLygVSNCY69TSCk/vy2OuXdp5nb9I9JWOz8NfIZzAcS1JjAjYn3kksuGSc6Upyv1t9I2BBoQBKUoeXSRNPu8jwzf0KrII7kGrYaDQZaLCK/8U6JVJdHpslgMQgzQP3NBAttzsUXX6yMa979jaQTuQ7tk2mnrYy8dtn1vCMaPd4zmjmEC2aC0gvazbw2FyndpNIsehFSoC2FYi1V3J5uGEPi+nTqN5GsiCDE2IJwAPNaIxtv7RzzTijPDIZvi3EKDTZ7WJ111lldL7G2ttVyZD0nvm+qdbYxkfsqtbteDGupRy/mMc0x8wFra7TXmMqyqbJZC3Vju5vCeJj0yqRZcUORypkUEKkKxIR7wQUXqGqIc6SzELZscMaExrUB0BZwgEq+vA3qCCsJ+GlbeS3Y/zkCbULAzIPyJIZWDQZWwruyyGNhCgOe5dNk+Tnat8DO7QceeKCaJCI1t2v2TNuLhfTYFyjvPi2gzf822GADfSImlDExQWF6hTakWcTYgWYIRg1/iKxxqq/PshCysZmEDfwsKtIaMBYhLMJNsJL1fIQt5IEJAxcEM4yL4mCo7x4moZlhkvG9Q5Jrpq/UqVq7suodp9E/mRxhoqg79UUDhQbMqfsQsAWfjTXpGnbTGJKuW7vPYdSwrEAYYAIUhET4v8SErx2Mdrzojq/bbxbifOMQ9/QCMdaynmPdZmZW6Xal290XDNNl9/o5mo40wRRDecKDdP5OnDeF8cAXA6q2wR2cGHaRRti6o6XAdIAOyn4MSAIxOcEGPCY0IZU2qMOkgnL23nvv+Db/7Qi0FYGRI0fq8zCjwoY6izCboa8iBUazB/NhE35W/nQaPhJMejhrx2p9tChQnj1x3n3p8ttxbnutmM0/z0R6CDYSCUqrwOLn+eefb6g6aeYCiSTMDIINe3ZDBefcZJJ8NE9GjIcIWWAEYSxhfGJGi3cOE1GJeGcQfWmppZZSKSHO9zA1+AHx1wxCI4MWDYGQLZCof7V21fJsFhIwHpja8l3Qb/OCAtRSnufpHALdNIZ0DoXyJ9OvbQ2Elloi7pVMC8mJGRXfbi2E3yNjAua4RSfGb/YHw2TUFsOYlSFwS1Pc7r5imC67l8/NzDZ2WbD2xmsDS+uWY1MYj3iDu1hSwkRGJzLC5hfGwBYFLDLQgkh4Op3s2BiOjskmYJgWQCwS+GPBgL8HTo8wJxDaDdNwIFEgHSlgJfMFvTH1j3pAEiovdaWzp9iBY4aDXwyYsBFPo0TkEqJF5C1KGy03vo8BhcUjUZj6KyEhpg+yAEXSY1Jv8ECKJftHqN8Gm0tBLEaRCCNpRlpui2L6pH0nfFP0Bfo6v/k2kJTzrZjzOAM33wALXYmBrs+lDPwLyMu7ybsvFgZopVrwD+dufK/Q6vCHPxaTkkWYwikfUxw2oKSe5MdsEjMdiDZgt5qOukMbbQywarNI5744Wh6LfEwYEHTYppeWv95j1njBGMjYhFkURBsRhtAXIKSiSPptXKOOmNqZHwtjDxH+sG+OyRhZ2RunlGxS0WZpO+iDI0aMUN8gbIapNwwCTovV2mWVon9CeWMo7w3GDxzittj97Txmvb92Pr+bnmXfiI015ocQv0eCvfDtVBp72jGGdANujDUw55hXQYy7CEpxMoewr2fM5xuCkDozBqOhNjI8ceCXkOulIBtgj4Mw5my9QLSZtQBjIeMeAX8QQFRrdy0Y9gI+9baB/pGe6wjKg1Y5jnTIOpEx1iyR6n1OW/LLYFIz5e3jQQHEjZZFT+4Gd+Qh/jXx+tkIhVjnxJ8XxiSRj5PLiYTP1BjvMkFrPHzbYJAY2GygxUY98QZ1bKRFWQJUIhN4Ig6XWgfORTKTyEJOy630TxbKZRviiSS6UvamXau2gSCbbIHnYYcdpnsB8Jt2NUIyiegGdtwv5mqNFFH1HhmAdWNDniEO1lXzd0MGYWYVU/pus+mWW27RzX7oy2I/nYjkWPfwkAFCHyUL6dKmbeJgnohEXusiWr1E7DP1N+9cBpFEAiboOTG8RbJRepeci3mhfjN8S7KALH1DvAdhRPSZPJt+zrsnPeu+ZrVfTM0yNxC0vQ34hqnPUUcdlcggqo8Vp1atF3WL/2g/fRcCN67Z5nMisNANk0gDYzEP0rzgQ/mkM34IU6f32z+R4isudh4fa9nHo9J4IYtrHc8Ye2gv7zImxifGv1133VXHMsY0mYQ1i5hnaJ0lsEZ8i/6mHWJPXpZOGvdUo2r7eMiCsdQPY+z5zb4jULV2sQcBm5pyD+0Tv6NStShDnG8VcxF8lNIr/ZCFmpbVig0EK72/SnWq55r19Xru6URevi36Ku+Nb0YCOuiGp5yz6Sj7DkF8s7xXqB1jiD6oBf+asY8H85zNxbLg070qJABDWW1tk12JSpiIkCARU8my64anMH2KLXhLGGvdh0EESWV5Gz3p9D4efLu0K/1Hf6ul3dUwbBSXRu8T64SObSDIdyqmwjrPgSebJjP/GbHOpX70NTa1ZCwWAaZdbttRhE/6vvnOqlFdK9lKjIc9CCaCyV0kKJZUOjKQCferCwQWBCI1KF2zH1TeFhvkpZNCpDFJWxmWv9KRe1jcZP3ZMyrd38pr1RgPBn4mMCMWGQx4felQ3N8I48FmQKJNsqrkHsnHh+GMx/+HiEGBhRQLR1tk2lXORYphp7qBW+mkyg8WjEZ8I3wrRvadcC7SN0vWY6X7yjI2eJLHeFA/+jA7izdK7JDdDBLtT2YxtTAemTemEnnnlcYXxkjReKTuSnSH8qxxkw240pSVls7DeTXGI+uevLRq7cq6T7TUuoFs3D+z8sVprWQ84ue06ndRGI9a28+YEY9TrR5Daq1XvfmawXjwTL5t1iHp8Txdn7xvNMaTshBCwdA0kzrNeFRrS63tzsOwWvnNvt5JxqPWtrA27Mv6sNbn5OWrh/EYIAvFphJRMixSRrpgNlCDsCHG7jeLiOhjhNORmUWY3bGVYXkqHdkzAafzLCK2tjmEZV3vZJoMaOoDIAs1VdtiooEdKaYpmMyYs750ALWBF4ZC9y+J6ywDo9qDY0tt2BmWcb74d1Z5mLjgi4DdPep4K4v7MFnA3MdsCWNHZlloqJrVrsXPkYE3EOnDonzIwllNichDgAHMUMDAzinXNsMDCwiV44tiS0vM9Lhd8uEpPtSV3xbSVG/qwD/wxwQnizD/wbHcKO77lpZ3BCejuP2kUa59J2l1a6X7rLxWHPmW6cN9Ifp5Myh2vm9Geekyqvkv5I2PefXKsvfOSkvXo9nn1dqV9Tx3Is9CpVhp8ZhBzePz9NhTrJY1VlvmQBtfK5WQ943G+FFWs/y0KtWl267V2u48DLutPd1QH1sXdkNdqtWhKT4e1R7SqeuE6cXGMOuvW5kOsGKhvbXs70CsfiL8mOMQDrK2Uyp2pjAE+H8QSYlzIzZoxN8FG3B2Is4iHFSJUAJDAYOTVx7RKPBXwAka20sIhoONp4hMhM8CDk4WUYnr5513noY/ZqGJ7ThMAATTBDNI6EYGW+6F2SF+PP4/OODi84NtOefYLrJTPc8jMAG+QFDWxns4wlI292GfziKOhSrRgJwcAUfAEXAEHAFHwBFwBDqPQE8zHp2Ht/EaiF20OmPCfLAgHz16dEkLQKkwDoSnZDEOEwCDAOGAj8MxDAUbd1l4V734/T+0QGgy2AkZRzY2Ncsrj3pAMB1nnnmm/iZWNBoL8clRBgcHOhgTI5gJouTAQLBxmjkIU0929Ba/BWV02IxK7MPVoRgnWzQhOGeLDXwQ3x/VXMBoIbVHM3CIOB+DB4wFjJmYjZU23kODBpMDkR+nPxyseIaTI+AIOAKOgCPgCDgCjkDnEWi6qVXnm9QbNUAbQfx+sdXUxbo4mWt0DKL9oN4mIg4RgQjLCoPBTs/QoEGD1DxLfEQ0utExxxxTBgjRwdh4jPvMbIkMeeXZzZjKQETsIFKP7cQMA8KurZQFIwOhncBsSBwW9RyNCe1hgyTUzGiiMKcSh0XdMJLIDDAlRPtgLwE2WCMfkY7QgECoZmkvJlzpjfcwt4LMhIWdocmPtodoLDyrHjMmLcz/OQKOgCPgCDgCjoAj4Ag0FQHXeDQVzuYURqg+fBggzKnQGOAnwEKchTnEwppQmzAcMBlGLL7ReBDCj71Q2MEyJkJnojUgdHFMeeVZHmM88KuA8CMwwo8ia2EPUwLBLGAyBRHDH80Jpl3szWLmU4svvrgyIhINQxkY7oGZkYAGGqIUxgTiuZhs1bLxnvmcoIFxcgQcAUfAEXAEHAFHwBHoLAL/f/XY2Xr40yME2G8D6b8RjvAWBxx/CIkuEyRsmpoSSQSVMmc/GAv2QsDnAqZFwnPqAt/KYm8E9gHgD78IqFJ5dp8dzakO7UVMaFIqkW0IaZoSywtjYcQ+DWh5cKI/RMyqMLliU0n8WIy56svGe/YcPzoCjoAj4Ag4Ao6AI+AItB8BZzzaj3nVJ2I6xC7tcUQu28GZHUAlNKtuYASTIeHmVBOCCRSRrNCOsJgnmhQmVZBpTziiSUALwnXZC0Ad7yuVZ5oOdl+lfDQOmFBhbsXmR2xICMOAfwYb3EBZR7QXOJVLbHP1u5CQu+qjYXXjvvXXX1+1HBJqLxANBx8NtD84sZv2otLGe0THgsyZnTrF53ri/xwBR8ARcAQcAUfAEXAEOoKAMx4dgb3yQ2E8JplkkrDFFltoZKr11lsv/Pa3v9XdnolyRRQpNACkyWYx6oROiZtssolGicIfBI0Bu6miPeAeGBkW8Zg54YCOxgPGZamlltJjpfJkwxp16N5+++3VcRszKZgPNBL4UeB7gV+GOXLLhneqTaEO0IknnqjPJp2Qb0SzYpdtQvGyu7cRDuSYVKGlgXAYX2ONNQJRuoxor2yAp0wTEavQ4KBt4VkwQhDtxwTNzMxwzHdyBBwBR8ARcAQcAUfAEegsAgM6+3h/ehYChIHFYRvfCcyg0GoQftZipqN1uPnmm1XLYPs0EOUJPwv2v2BBzx4WOGjbPSzG+TNaddVVNVKWnaNtQEOQLo/rMDj77LNPaa8Q8qDpoG7xMzCJigmNi2ldSKdd+HrgME58bntWfA9RtOK9LbifZxiBg2w+qQ7jlg/GIsvHpJtDJlt7/OgIOAKOgCPgCDgCjkB/QcAZjy5907bxHftS8JdF8cLdFt5mkpR3T1Y5lpZVnl0jKlWaGnkGpluVNkwyZsKeFTMdlgbjFeezttt1PzoCjoAj4Ag4Ao6AI+AIdB8CbmrVfe/Ea+QIOAKOgCPgCDgCjoAj4Aj0HALOePTcK/UGOQKOgCPgCDgCjoAj4Ag4At2HgDMe3fdOvEaOgCPgCDgCjoAj4Ag4Ao5AzyHgjEfPvVJvkCPgCDgCjoAj4Ag4Ao6AI9B9CIwnuzrXvK3zZZddFk466SQNoWq7Undfk4pRIzbCw4F87rnnLkaFe7CW7Ptx1113heWWWy4zKlYPNrnlTSKS2IABA8KCCy7Y8mc1+wEWcY1Q0b1CH3/8cbj//vvDsGHDSnvhdHvbiMw3duxYDfWdFdSi2+v/6quvajjx4cOHd3tV+1X93njjjfDkk09qKHb2iupl+vLLL8Pdd98dVlhhhVJky15ub6vbxtYDbEfA1gRO2QgQQfXGG28Mq6++emALhooE41ErycZ0MCmJ7MGgR377X2MYyA7gieww7vh1sA8tueSSir8MJv4emvQeZO+VRHapLySewnAkEiGtkHXPG4dl4aHtGTx4cGHaZXWVPYIKU+cY/6LWO25DL/6WzXe1PzH39mL74jbZ2kL26er5tsbtbtVv8JxuuukcywrrBIk0qvjsscceVVmKhsLpsvu0S+qli/eBNtpooyAdOYwZM6YPpfitfUEA6dcDDzygGy+yuaFT3xFgQ0dCIBexX5966qnhwQcfLGTd897c7bffrnvuHHjggWHWWWfNy9ZV6a+99ppunsqmp2xwWjTac889wx133NFT/aho7yCrviI4DXwP5557rm7Qm5WnV9LYQJeNgkeNGhWOOeaYXmlWx9oBhmg9ijivtQu0b775Rje2ruV5DTEe8803n5pb1fIAz5OPwMQTTxxcHZ+PT6uvoI6G5phjDn8PTQKbfVowtSpivz777LMVhSLWPe/1PfPMM3pJtAhhiSWWyMvWVekwfxCM0tRTT91VdaulMozrUC/1o1ra3e15rrzySq2iSK91A9tur29f6scGwtCcc87p/bAvQH5/Ly4GkH/T3wOScbD1VMalcZLcuXwcSDzBEXAEHAFHwBFwBBwBR8ARcASajUBdGg8cypGc2e7Yza5Mfypv/vnnV+fy/tTmbmsrknn6M0en5iCAhG3yySdvTmFtLgXTx4UWWqjNT23t45C+08fRRBWFqCt1fvfdd4tS5bJ6TjPNNGGxxRYrS/OTziMwxRRT9Jvx3ue25vY3AgGxZnPKR0D8I/X74jurRnVpPIgEgV08UUec+obA008/Hd55552+FeJ39wkBbBLpzxydmoPAiy++GIjqU0R67733wmOPPVbEqufWmcht9HHx9svN020XqCt1fuqpp7qtajXV54MPPggPP/xwTXk9U/sQ+OSTT/rNeO9zW3P7FWs11mxO+QhgasW4zXdWjepiPKoV5tcdAUfAEXAEHAFHwBFwBBwBR8ARyELAbUyyUOnSNDhKolXEhNnbXHPNFVDv94Uwa7jlllvCyiuvHGaccca+FNXWe20vDlTLEi6xrc/2hzkCjoAj4Ag4Ao6AI+AI1I6Aazxqx6rjOTFBIOILUTn4u+KKK8KJJ56oUZnYKOi5555rqI6YBmy33XZhs802K5z51wknnBBWWWUV3Qiwocb7TY6AI+AIOAKOgCPgCDgCbUHAGY+2wNych0wyySRhp512CjPMMEMgpPHvf/97jUmOPTE7cG+55ZY1PwhmY99999X8aEuq7jRZc8mNZYzrU08J++23X8CZyR3E60HN8zoCjoAj4Ag4Ao6AI9B+BJzxaD/mfX5iOrY9plZDhgwJ//73v8Pnn39eVv53330X3nzzzcDR6Isvvgibb765akhwQkOTEkcqI+8bb7xh2UtH8qFV+fjjj0tp/CA/ZUIWP1xPvj/nvpio48svv1xy6s6qj+WHIUnfzzUCHLz00kvh66+/1s2gxh/fu7Jh5kdHwBFwBBwBR8ARcAS6EQFfrXXjW6mzTjADTzzxhG5uI9vW690s1o877jj1ezjiiCPCzDPPHDiyYMdE684771QtCQxIHIXovPPOC/POO2+YZZZZwogRI0rMwQUXXBDWXXfdcO2114YFF1wwcA7Tcuihh6qp15FHHhmWXnpp9TXB7AsmCBMotCmzzz57iZH505/+FPbZZ5/ATuGEZ4ZRyarPI488EpZccsmw1lprhQUWWECfZ7Dceuut4Uc/+lG48MILw09/+tPw9ttvFypcqLXDj46AI+AIOAKOgCPgCPQnBNy5vKBvG43EqaeeGp599tnwl7/8RZmO0047rdQaGIOjjz5ar0855ZRh5MiRYdVVV9UdW3feeWe9Z6aZZgoXXXSR3mMx82FYHn/88XDJJZeErbbaKrDzMdoU7jn44IPDnnvuGT766CN9NkzLxhtvHA455JDw6KOPhttuuy3cfffdYbXVVtO8l19+uTIc3H/TTTeFTTfdNOy6664BpmKRRRbRfUwI0Uw5tMHq8+mnn4bllltOmSN2FR89enTYYostlPGBUYGhuffee8PQoUPD+uuvr4xJqeH+wxFwBBwBR8ARcAQcAUegKxFwxqMrX0v1SuHvQZSrP/zhD2H55ZfXiFSxnwOahRVXXDHAdEBEq8IXAuYEJgLKMk/aaKONAhvBUCaENgTG4Y477ggDBw5UTcY///nPUnStueeeW/PB2KBtgSmA0FRgEsYf/iiYVrGZGWWtscYaWo+99967bLM5qw9aFZ572GGHaVnsrwCTcf/994fbb79d27HEEkvoNTb1oV1F2iBNK+7/HAFHwBFwBBwBR8AR6GcIuKlVQV84C/q99torHHDAAWoylXYOf+GFF5QxseaxMEfjwQZvtRBmUJD5hsDUwFwQzheNRh7xHJzfY+Je26QPTQrM0Jprrhm22WabgMYjTfhuwKyceeaZ+nfllVeqhoNwuWxQwy6isU8KTJiTI+AIOAKOgCPgCDgCjkB3I+CMR3e/n6q1QyuANuOoo44Kf/vb30r58dO47rrrSgt+LsBEkF4v4eDNM0aNGhV22GGHMNlkk9VbhOaHyfjss89Uc4FvyN///veAZiZNaDcw8Yp3CmW/Dky30JjAVL322mtlt7nGowwOP3EEHAFHwBFwBBwBR6DrEOiTqVWtG9rVmq/V6BBNCZ+IRRddtNWPaln5+GBYxCl+o03AyRqfCXwo5plnnrDUUktp2F1C7I4dO1bNn9A44JTNvhcQ5klgYRGmYAigrCMaCBy4WfBj9gRD88knn+ieH5hPQTit25G8XDfi/RN9ir9DxB/k+uuvVx8QHNxhKKC4Pmg0OF977bU1P8wSjvJodRZaaCE9cn7sscdqnXgejAptMed6e3Y3H2HEHnroobIq0lYc8sGKMMlGk08+ecD3JSawgCmMmTC0TYMGDYqzddXvp556qhQVjX5B/8Wfx4g+fc8994Rll13WknKPvO8xY8ZoIITFF19c873zzjslrR5BDfAbMsKPiT5sZFjbeS1HvqMHHnhA3wX1rqZtI2LbzTffrP0ZjR3tzSL6AX5S1Jf3Dw4QZo+YOPKtGvHN2RjGfaY1hCmnnzRCPA9TRhMypOsJ1vhvoWnFzNHMIuNnvf7661oX/LKyiD7Nu33sscfUJ23w4MFZ2dqShuaWsbJI40VbgPGHOAJNRIAx98Ybb9TxauGFFy4r2cYcG+swr2bcJ7AN9NZbb4X77rsvME6YSXdZAX4SWJsxHzFusxdbUahPGg86TC0b2tWar1WgscDBEXvOOecMf/7zn1v1mJaXS+fC4ZtFPX/8JlQuO42jPYDQTJxxxhnqsH344YfrpoBEnGLDwT322EPvIR/aCz5qFmyUxZ4gENGmiJJ1iDAIEBsUEhEL86rf/va3YZ111gkbbrihXsMfBFMvCOdwFk7sqwFhJoU/Bvez2MPZHedzmI2tt95aNTQsYn7xi19o/rg+LObOOussZSbY1BANCKZZRNPCp4N24dvC/Ti7w6QwwOEUXyRCAwXDZBtCsnO8maRxjYUg12CwCGEMfpaXKGYQ+XkHpDPA2/3diAP9l0nE2jBs2LAw22yzaVUZI2BoYZoJNlCNrG+zAKZvsRBnYQsDjI8Qz8BPiWcacR2tGdcw36sXK5hu+h/v6fnnn1dzwEqbdvJ9wQSedNJJyvzTf41BtzpxP32b74+285394x//KGH0/vvvq6YSZp16Yy5pwgHKgOkk/ZxzzimZRVrZtR6ZvFiEE5XuJz/5SZh11lnVl8vuh1lg7ISxuPTSSxVXC59NHhh/vvv0fXY/R/zCGGvow4whnWI6GKM22GAD7S9x34jr6r8dAUeg7wjgT8rYxPiHYNTmeisZoRFjDnn4I9qlCYr++Mc/hp/97GcqmGTd8stf/tJu86MgQIAffGQJrjP99NPrmqpQwMiEXzOdf/75iOESWVCW3SNS1kRs8ktpMilrPuFeS2n8qDVf2U1NOBG/hkQkrfp8caxuQol9L0Kk+omEp+17QVVKkEVKItK9RJiLcXKKBD2Rxdc46XkJcRmy8MjLVjFdpLNaF56dpnR9yCtMSyILxnTWRJjJRCJcaXpcr3EyVki44YYbtJ8K01YhV+sv8Z3wXdHeNA0fPjwRvxZN5l2RTwbxUjaJEKb9WrRZpbRO/pDFdSLhlDOrIFHWEplQkv/+97/6JwvZUj7evTBaiTC1iexLU0rP+iGSMMVBNHp6WZi0RBiYRDR/pezgxJ+EWy7r4/QlYVRL+eIfP//5zxNheuOkst98r8IYlNLExyoR6X/pPP7BuxSmOBGGUZOvueYarY8swEvZGJOoo0y4pTT7IUy9XhNNhyXpeye/TDqlNPo+bc/qO2QSQYuWI1Kx0j3pH2B+7rnnJnzTjO08gzRINB3av0R4oedgTf+TzUf1nH/0QWEo9D4x9yyl2w+JnKfXrr76akuqeKSu1OH000+vmK+Ri//6178S0ZZq+SJhbaSIqveIOaqWXzWjZ2grArKA1fciAoS2PrcTD2NO4xtijusEvfLKK4mYU5fGJcY46hPP1RJkJuF7tPlAhCxaVRFma14RUuo58wT3ikCpE03RZzL2s2brBmJNxxjMuoF1ULcQ8wfvie+sGvVJ4yEPUULyHFPehna15qMspJPSSeNi9TcSQyToXK9VYonUEUll+vnjFN6DCZgSoOLMMsHAVyN20q7W/LgMTEAaIUw4KCfLTyRdH/IiaTVH9/h5mJtMNdVUmhTXK85TlN9obKC0eQtptNHax7sir+VHesveKmi7VlppJbJ3LaF1RHNjkcmQbKFJM+Lds29LnGbX0kfrD5gwQUjfUdPHJj4EJyCymky8Je0debkX06V6ibEGnNHyGYE9Gl9MAtLEOEX4aXtXZiqA1gMSRktNCTGPYn+dNO20006aJMKe0qXtt99ef6O1MUJLhIYoq+9YnkpHTKjAfcstt1SzLiLh0UY0GzJ5qBYTjQZthfCl4joaIyOkmey1k0WYVWECirST99FpwpSD+cDp/yOAuSv9gPeNVqsWQtOGtt3p/xCoF0OwRtuZ3oy3V/BkffDrX/+6NC6hUY1NQTF1ZOxiTEXrj1ksJqYQJuGMmxZZkzkBSw4b73sFo0bbwVgKfvj0mql7o2V16r6mMB7pyvNBpTe0S+fhPCsfEzxqe8ww6KxMiDaxY6bDvhFMxqiX2BvCyRHodQSyHOfx3UEVzT4ssY9Et2LBQDnRRBOpSRDfNMwwaY0QExQmeAQo4I9FOn8xDizERYqv5lCYZbFJZV8I3xTITAH4jS8SBDOVJiYEm0hhMg466CA1OcAsEsIcjAkXhuRXv/pV2HHHHdVUzsoxMzRMRE3AQkQ3SDQBli389a9/1YV9KaHOHwgmzDzSboUxw4+DfgdjBVm97Td1r8VUyYJHYD6JDTImE9YOLdj/dQwBhAG8E/oxzC/MI+ZyjCtpk0CrJHswIeS46qqrlBml3/ZnagRDTENh5BkDEERw3mvE+syEIYTSxyfz7LPPLjWTDYZhLthrDPNS+pyNJ+zRhcAxJsZd1n/9nRCwMeYjWMO8HbN15gObI4qCT9MYD9vQjomFSUtMRHSvhjQQ1fIx0SLBxJGRyR4mwzosvgpwvkgSWUiIeUG6eD93BHoeAYIG8H0hCUo77HVr47HlFfW7SkkJEsDCFV8hCy5Qb70ZbJFeHyK+SPggoE1JExpOMe/RCQ5bWKTvjZI5+jOhGtlvJso8ws8J5gItBQyQ1cGEJiz0CKLAmCdmYaXIdPiuoOFA24DPBxJpfHhguJi0EewgnRYzhZKjeV4d6klnAhOzMJVWcp8xVaZdJM0YLpwaKxFSXWP4wApNCQwzkk98ZJw6iwBS6V122UUtC/g26ePMtWgJ44iCcS3xRYKJROoKs8J3GPscxXn7w+9GMGQfLTFHVf9EGD/WPL1KCB7QRDPe46thfYXomPgpsMYzzTQCGIi1X1rzjeADIYjd36t4VWsXcwGEbyTzH75yMP+77bZbtVu76nrTGA8GI7h/nH5RveOAiXlTmqrlI+oSAyAfJB0RcDEpgZDIMFCefPLJKt2ECXFyBPobAgw6TPw4L2PGUiRpBxMIQQoIgMBkhAS1EWLRi5kCwQUoBymsSczi8hiD0ApBODVn5Ynz1/PbzBQZ0/KISFY4b1MHmIj9999fsxIIAZNUFh1sugkeRCQ7/vjjS0XxbiEWgzAD1N9MsNDmXHzxxU13KsSpc/XVV1enxVJF5EesdTNJZrWIUCwSaDMLLdpNudQbIniEU+cRME0Wiz/6MQtiKM+MCgk1zsKYO2OOByGF7c9UL4ZsxkswFQQI8Wa8vYgh6zUCZBAAhfbicG7EmML4jPZsiy220DHB5rJ01Dwzry2qaZG1ua9Hi27IOMpGzGirEeiAa5ZrQl+f16r7m8Z4IF2stKGdNaBSPjodA9ruu+9e2jxOnI9KqkjMFVBRcp0IKUSZcXIEio6A+XDYoBu3B6l2LG3mGhIkmG/UrAzaMOlEwSoSEVkIauQbpq34NbAIQtABBjBhRHbKIgZopLOMLdyXhXPWfXGa+YUQrtfIpG9I8CsRC7pNNtlEmQZjtNJ+Bkyo2DSjwTAi3C9pbLqJthdtBwtDGJZTTjklwCRgetosIuIUGhowNTK/mZhhswkuS7Bk93GkX5uPi6WDFWlI2J26DwFb8KGtyiI2fz3wwAO1/6Ghg/LyZt3fH9KqYQjjXstmvL2CFSanjF+MW1maNBgQxjYIYRIm9nGIeEtHoG1CD83cD/8hdEwTwi0oT1iQzt8N501jPKwxeRva2XU7ZuWjUzHRYvsYE+olJnzMCzBZYCLGZKto6qW4Tf7bETAECBcM4fMUEwtsbK2NMYmvMblh5oCkEptPU1PHebr5t0Qk0+qxF0m9xOIdKastfDFVYhGEiYhRmrlA4o5pF3ns2Za3liOTHhQvmGFkIHMY15MK/4hPb+8ah27ujxkv3imTc0z4w0Bokwm3yySNBoHFPw6Z/DWD0MAgycbe3CZ3+qM5eMZSbdLRzkw33XRVH43fDaaBaUozXunrft6dCNAfYaQxbUybw3RnjburVjDwWGr0dTPe7mpVbbVhrLJxNH0HWhHGvmmnnTYMHz5c92KK/YwwyWL86+9k+zeZ712MR5G+xz4zHkg7YAL44zeTFhvaMTFhKmA2wrXmQxLKQgpTEjbHwscDZgO7Ykw0sIVmAUHEBH7XQ9hJEw2rlwnMsDm3PyTB8WKp29vOoqa/mWFYRCrMbGLpIQtBBmEj+jsLTr41CPUzkS0YzJFS4/vUrYStP1FJYKb4Yz8dNKSmSbB6o0XI+kbRBCBoQANkG0whoTeC0YABgVikY34V+4+wqKdfIXHHyb1eQmonIWQDNsvUH2JvDcYpi1iFzxk+btgo0wYW8ZgaQUysl112mTqZc47JFJJ/TKgg6owJBuXFhGQUYqFiZNLBZmk7YIBGjBgR1ltvPfUnwS8GZ1DGYfomPnvmZ0fbuY62JSYbi9N+d/jgEETATAT4TR82hiouo12/mQegdF3b9fxueo59I8aomxYvxgbtGt8OYxP9lW8R+3yLbEbfJoBCf6VqGMbjAmaXjAkmdIg347VxpRdwRGPBmG/jAr5tOJlLyHIVpjGOWnAR+hyO0miwIXwWGCMYZyAk+ZjWomnr74QgByFbHNmQ/VCYH7IElF2LlwwmNZMwARqn1/bxkAEnkQlE06SB+lsWRVoeMfZJk8k1kUVRTflEgpuIRCCRTaxKZRI3XzaH0zJFUpDIQkzjsItdm8b9r6XysvBOZEFQVh8ZDGq5tWV5hJFqyT4eMjFo3H2wF1OcRBY4ui8Ce6iI303L2tOMgsW3R+NT02faQSL91j5BzPNOE3XgHbEng9jy6/4Q7Dlj/ZS9ccTMsPRdsFcA3wp7HvBN8L75k0FJ96zpVHvy9vGwvQ3Y70ek6MlRRx1Vtj8L7RRzKB0vaIc4oCd8t0Yy0Gr7xClbk2RS0j01KJc+zp4ZMoElIgnS8imDcSTeB4MbhbHVPmblxsdq+3jIAiPZdttttVzZvEnHNNtLhnJkstU6ilAkYWzkfdo7IWa9CGHixyWiwU1EA5Lsuuuuug/S6NGjE5HyleXhhHbIgqUsnTSeV42q7ePB/ikiadR6Utf4T6SMWrwwe9rHGOvBWxjcsscSi58+y720R2z/y67Tt9nvhHbSv2XBWnY9fUKfpizmg2YTe4oIo67lM4eI3XmzH6EYUf9uJ745m7/5JmUhWBpjmHfFykCbwDfLe4XYm4G20WfEzly/V96pLKT1ejf/a8U+HrVgGI8LfN9gC4ZgLj5e+pu1jY31zcCQb45nMMd1gmw/IOZyxgbWIowjEOMofYr6Sfhu3Y8iPSawfuQ7FbP6RAQtiVi5dKIZpWcy97Jm6wZi3qc+4EK/Ad94HupUHYXJ1Hdayz4edY2OacajlQ0UqUDCRmEx8WHSaZnUjURSowsYkTBmHi1ftx1bxXjQTuF+tQPYh86CzCbbbuigld6FSP1zN3irdF8j17qJ8bD6i3RHF8f06yJSHuMh0jxdKJtgopG2pccDymAzsHonbBNkpOtQjfGw/HxPIjW307IjZdu7o14s3rKYifgm3rloPOKkst+0MU1Zaek8nFdjPLLuyUtjwqsXaysLDFiAVcOC/K1kPKw+rTwak93KZ7SzbJhT+rwR50bMx3zbRaBWMB61tjseF7hHJPqlW1mwNZs6zXjQHsbIvHGKcUQ0Z2VruSwM8u7PytvKtG5iPKydrOW6aT1XD+PRZ1Mr4VpbQphWYa4VE2ZcmElYfHyu4bSEw03eH6Y7/Y3S0WY4x64UMtM3wwT1riwo7LTsiGpUJpxxnHExI0EVmkXyIagaOVYby4eiz5BFR5ABuOw21PTcY2T25ZyjpuV6fyIipGC6YxGTeqXt+CZgIhXvg1Fv29LjAfdjExz3mVrKrMU3oVI5fE95kawo294d9SKMrDmb5pXJO68UrYU2pikrLZ2n2ecEBqkXa6sDGPD+q2Fh+f3YPQiwuWc8p8SbvzIf8207VUYgHhfIGZvFNLoZb+Undv4qY2TeOMU4Em8amFfbvPvz8vendILOpAPPFKX9Xct41Aogka7YYDDvjwgJ/Z1gHrCvx6Yce20j/APYB4KQxdhy4w8CiZRBN/QhXCf5zXcAO+C8zR1hRNgECHvgQ8SuGyda0nBCJAwyPjnY18NQYqePnTDPxOlXpAlhzTXXVDt3ns99pLMgY8AmIpGTI+AIOAKOgCPgCDgCjkCxESg841Fs+Ftbe2I9jx49WpkHnFdhJExbRFQEnJlhNohogzbCnLdwJEUis88++2jsbdNeVNrckX0KiBgEg4HjMOWzsRsOsDj6EqkMRocykGLgCIwTGZGZcKLGyQ4nKSOYIbQdYlMfxB/Akv3oCDgCjoAj4Ag4Ao6AI1BQBAYUtN5e7RoQQA1n2gIW/7GZCxuWodmwkMSoezF54o/9A2A6iLAjzoSq5eBxbO7ITsvsGwHFmzsSaYe9VTDbgsGA0GqsuuqqajJH1AWu84f2hYgWFgcerQuRtyjbouVYNB9iVJ955pkaNSVWT+sD/J8j4Ag4Ao6AI+AIOAKOQGEQcMajMK+q/opKtAPdbA4TKMIUs0uq2ZJLlCQ1jWIjujSx4RoMB9oSwhkTBhQfEUIAon2wzd/i+7D7ReOBpoOwxxC+HRB2wGb3zrmF1oxtg/HRySLbsdTKysrjaY6AI+AIOAKOgCPgCDgC3Y+Am1p1/zvqUw3RKsBEsImXhBwtlUU8aOKwx3smEGOcPQjYAwS/DmJns8+ChO7UvQvYTCxvc0e0IWhRYFLQYFQicxJG82GEI6ieC+QAAEAASURBVPnYsWPt1I+OgCPgCDgCjoAj4Ag4Aj2GgDMePfZCaQ6O9hCmVBC+GzAPp512mjp/k8aO1+xGjFP3bbIRG7vDw5gstthiqrnAPwPHcpgJCAal0uaOMA1sKsUO87YpmplucS8O7kbDhg1TR/dddtlF86IpwReEKBcWLUvCNGp225gqvt/K8aMj4Ag4Ao6AI+AIOAKOQHEQcMajOO+qppoSUUo28NK8+GjIBllq5oTJFOZMLPZJh8FgJ2bZVFCjS+HojWkVYRMxi2KHUXYvxr8CJ3X8K2QTIGVgcBCHKSH98MMP12dxPzT//PMHdimF0cFPBOdwdmo955xzND950HjYrqQ4mVOubC4WPv74Y90tmTxEtXryySeVWeKcujk5Ao6AI+AIOAKOgCPgCBQXAffxKO67y6w5jAd/aWI/ARy4Y8JfA5MqNCMwJRZjX3aN1nSiShHO1nwxiON/4403qlYDnwszmaJMTLpgMIjPzR+Mg2wSpP4d8TPtt+y2HWTjNN3Xg7rZM55++mnLokfMvZwcAUfAEXAEHAFHwBFwBIqPgDMexX+HfWoBTuHxhlAUZpuEwRBkEXtxZFG8ERKMBE7llYg8eWVVus+vOQKOgCPgCDgCjoAj4AgUDwE3tSreO/MaOwKOgCPgCDgCjoAj4Ag4AoVDwBmPwr0yr7Aj4Ag4Ao6AI+AIOAKOgCNQPASc8SjeO/MaOwKOgCPgCDgCjoAj4Ag4AoVDwBmPwr0yr7Aj4Ag4Ao6AI+AIOAKOgCNQPASc8SjeO/MaOwKOgCPgCDgCjoAj4Ag4AoVDYDwJi5rUWutLLrlEd8EeMmSIhkGt9T7PNy4CbJBHRCf2rnDqDAKEA2bPEXZat00XO1OT3nkqe8BMOOGE4csvvyxco6addloNOZ2O8la4hkQVnnHGGcOjjz4aFlhggUB47CIQ7+Gpp54KiyyyiIbcLkKd4zoSgvz5558PhB936h4EeC/sDTXnnHOWbWjbPTVsXk3su19ooYU0zH3zSu6fJU0xxRS65p144on7JwA1tJqopi+//HJYf/31w2GHHVbxjrrC6bIvwxNPPBEGDx5csVC/WB2BZ599VsPWslBz6gwC3333nfbnBRdcsDMV6MGnslcMC/epppqqcK1DCAAjuswyyxSu7nkV/uabb7SPw3gUiZhnVl111TDTTDMVqdpaV8b2hx9+OLBXkVP3IPDFF1/otzBo0KDuqVSLauJzW3OB/fDDD8MzzzyjQsrmltw7pX377bf6fa222mpVG1UX42Gl7bHHHmHFFVe0Uz82gADSdvbJuOKKKxq4229pBgJshnjZZZeFzTbbLIwcObIZRfb7MpCwwXiMGTOmcFhstdVWWuci1j0P7NNPPz1cfvnl4cADDwxLLLFEXrauSn/wwQd1XNxpp50KKeTacccde64fdVUHabAye+65p9553nnnBbRqvUxXXnlluPTSS8OoUaPCiBEjermpbWnbeuutpxss99Lc0GzgsHKYZJJJairWfTxqgskzOQKOgCPgCDgCjoAj4Ag4Ao5AXxBwxqMv6Pm9joAj4Ag4Ao6AI+AIOAKOgCNQEwJ1MR441qywwgrB/RJqwrZipqFDh4aBAwdWzOMXW4sATtD054kmmqi1D+pHpWNqNc888xSyxfgTLL/88oWse16lJ510Uu3j449f11CfV1xb0qkr3yV+HkUkzGiHDRtWxKr3dJ1xLqdf9QcHYeY02soc59R3BFirsWZzykcA53L6HN9ZNaprNiIS05133hlwInHqGwL33XefRtDpWyl+d18QIFgC/fnrr7/uSzF+b4QAztnPPfdclFKcn2+++Wa46667ilPhGmr6+eefax/H2bQoRF35LosShSuN69tvvx3Gjh2bTvbzDiPw3nvvab9iHdPrxJzGN8Qc59R3BAiawprNKR8BfDzoc3xn1aguxqNaYX7dEXAEHAFHwBFwBBwBR8ARcAQcgSwEnPHIQsXTHAFHwBFwBBwBR8ARcAQcAUegqQg449FUOL0wR8ARcAQcAUfAEXAEHAFHwBHIQsAZjyxUPM0RcAQcAUfAEXAEHAFHwBFwBJqKgDMeTYXTC3MEHAFHwBFwBBwBR8ARcAQcgSwEnPHIQsXTHAFHwBFwBBwBR8ARcAQcAUegqQgM6EtpX3z9RXj9w9fDJ19+Er5Nih1id4LxJghT/GCKMHDagWGiAb6vQ1/6hd/rCDgCjoAj4Ag4Ao6AI+AIpBFoWOPx9Tdfh6fffDp8+MWHhWc6AAXGibY88foTgbY5OQKOgCPgCDgCjoAj4Ag4Ao5A8xBomPF45YNXeoLhSEMJA0LbnBwBR8ARcAQcAUfAEXAEHAFHoHkINMx4fPLFJ82rRZeV1Mtt6zKovTqOgCPgCDgCjoAj4Ag4Av0EgYZ9PNAMfP311+HZZ5+tCNV8880XnnnmmYp5Jp988vDNN98Etlw3+uEPfxhmmGGGwFb1H3/8sSWHKaecMkw44YQVt2WfZpppwiyzzFK6p9qPd955R58/88wza9ai+6tUau9DDz0U/ve//+VmmXfeecNnn30WXn/99dw8XADfdJ6llloqfPXVV+HRRx8tu3eBBRYITz31VFla+mSxxRYLE03Unb41Tz/9dLjnnnvCQgstFGaaaabwySefhPnnnz/dhKrnZ511VlhuueUCeLSSXn311XDTTTeFoUOHhkUWWaRpj/rggw/CP/7xj7DkkkuGueaaq0/lPvLII+EHP/hBCcfnnnsuvP/+++OUueiii4aJJ554nPQ4gX74wgsvhBVWWCHwLb/44ot6efbZZ9f3ZXnfffddzWfn9HXGimYRfZy/lVdeWcepWsoF03//+986Rm622Waluufdu8QSS4QBAxoetvOKDUmShPvvvz9QH+qffsbnn38e7r777jD11FMH6jD++OPKrHgPjC1zzDHHOM9pBJtxCmliwn/+858wzzzzhEknnbSJpXpR/QkBvhnmhWWXXXacZvMdjRkzJiyzzDJh1llnHed6nGDfHkeI8Zsy61nDxOV14+94jLb6seZ74IEHwqeffqrz4iSTTGKX9PjWW2+F++67LwwePDjMPffcZdf6wwnrjnvvvTesssoq4/QF1iBPPvlkCYYnnngibL311qVz+5GFu13r5HHc2aOO2vChsGDYaqut9O+uu+7SSZTjZZddpmlvvPGGHk844QRdDB1//PF6zvWrr7467LPPPuHYY4/VRcehhx6q1y666KLwxRdfaE1YBP/xj3/U9JNOOkkXfX/+85/1/IwzztDnMXHzZ/Wotsi1JrLQocyf/vSn4yyWLU+vHemI66+/vg6If/nLX8LNN98cbrzxxnD++eeHVVddVQdL8Ob3qaeequ+RwXPTTTcNf/vb38KRRx6p9z722GPhuuuu099cZ+FHf+Dv4YcfLqWzmPnvf/+r52uttVa45JJL9Jk818raeeeduxJm2vKzn/0s/OIXv1Dm99e//rVOIrfcckvd9YVJ33bbbQN9u5UEo37IIYeE7bbbrmyR3ddn8q3sscceYaONNgp8030h7l9xxRW1H1AOE9Dyyy9f6jP0J/uLhRFZz/z222/D5ptvrmMI1zm/9tpr9X7KZAFgxDu4/PLL9dqVV16pz7VrfTmCDQzSbbfdpgtv2nbBBRdULJI2M47BrHP/qFGjAgIYmHZr+/XXX68Y3XDDDfotkv7ee+9VLLeRiy+99JIuwpdeeunwk5/8RPs446kRi6s555xTBQ2XXnqpvisbn8nz9ttvh/3222+c+7jWCDbc1yoC3w022EDfV9w3WvU8L7f3EGBeYO7j22XsSdNhhx0Wpp12Wp1nZ5tttswFYXwPDArfnn33rIkQcPUKpcdo2sU4hvCOufT5558PCKhZSxqxBmHuRZDJvPPLX/7SLvWLI/0KQZStOVh7xcQ62voLR8boNGXhns7TsXP5iGomWZzCkie33357cv9L95f+Zl101mSGITOUzu3aqpusmlx484XJMmssU7q2y+hdkjB9SC4dc6mm3Xj/jaXr2+2/nV476+qzSvkp67BTDtP0g086WNMp78o7r8zMs/aotcvSrS5Zx4tuuSg5/YrTtewjTz+y7L6aQWkwo2h0knXXXbfBu/t2myz09T0Ks1BW0J/+9KdEFsbJnnvumdxxxx16TTqv5pWPoJR3r732SmSwTIQp1GurrbZa6Zr9kAE3EY2Vno4dOzbZYYcdEsoy4t4hQ4bo/cK5W3Jbj7Kg0+f//e9/z3zunXfeqddffvnl0nVZ1CeyyCqd1/NDJDiJSIRLt4g0JxHmuXTerB/CXFZsV6PP4T3x/f/rX//KLWLBBRdMRPOQe50+QL+nHGH6Nd9VV12V7LvvvolI+hLRbuqfCCqSNdZYI7ccu/D73/9ey1pnnXUsSY+Uz58IFRJZ5JeuCfORTDHFFKXz+MfPf/7zRKRucVJNv+kP8Tdw3nnnJaIRqnjvTjvtpPUQ7cw4+biX7ydNG264YSKMZTq54rkwN4qDSBZz81HuueeemwgzoWM7uJEGiaZDv2MREuj5d999l4gWTd+XJsg/0V4lwnTpc2SCtGQ9NoINdaUOp59+ellZzTih7x533HFaPv2tFcRYR/2dugsBWcDqe5FFb58qJhL6RARq+o2kv3PGdMYtxkqeI8JQfSbfSB6Rn34pAjr9E2Y9L2vN6cxp9EHmuE5T1hjNHBCPmawpRJOqVX3wwQe17sy/kM1nIlDS8078o76s2dpBzIciGNNHMd6CiwjRSo+m/5HG3GF9hvVUmrJwT+dp5jnzB32O76wa9UnjIQ9RylJXoz6Dc0ddKAOxZR3nOP3005ekBpheQGnTCku3IxIrJAlGqCYPPvhglbj96le/suSqR0wtBg0aVDVfr2VAspomuGM0ErKAU6kn0uI8QkOBGYupRrPKo09YOu+Y9xKbZyAhRT2IVqXVpkd57aiWLgOgZkGSbYTkBSkMhDbuww8/1D/ws98c5cNT6Te/MVOBMB3kHggtkAxmqtlD+l0LySBUJsG3e9AK8Az++O4mmGACu1R2pC5opignJpP8YtLI/WmifOprFL9HS6v1eMopp4TVV19dsbB70Bb87ne/0+9XmILAH1J+vvNKhDYNzVuWihkJGv2ZctAAGWGmOXDgQDttyhE8kNwZjsKoVjQNOOecc8Jpp50WzjzzzMzxx76buHIfffSRamebbX5Bn8F0bsstt1TTN7Q1aLXQbNCH0RCg0aCvQuONN55eR2NkhDlf3jdcLzZWZquOmLD0xzG/Ep6MZ/QD3jca8VrotddeC2+++WYtWXsuz2STTabfjJlmxw1kTOK75ntA68EaCMJENYsw+UN7IoyCmlsyrzbT/DPrme1Myxqjme9oL+OMEeML8y3mVbfeeqvOAbYGAWfMP7GS6A+EJo11GMR4y1yGRszor3/9q641RMClFkD0mfQaPAt3u78bjk1hPLIacuGFF6p/BpMoC4tKhN17PbTSSiuVstOJDzroID0//PDDx3kBpYz+oyICopUIdGSYiREjRmiHz7sBhq0eG3/RbATuMcIUBlUqC8Mdd9zRkrvuiEkaJJLwgBkgC3AWxX/4wx80/eyzz9ZJYostttBF5+67767nMFkwGCzWUSdj3oOpoWgDwm9+8xu9F4YLhplFKBhgPz/jjDPqs2DsGHD4Iw+EqnXhhRdW21/6P7avmLHsvffeuog/6qijVD3PIjJN2IOitmbRzyIc3w/SWJSTf/jw4YFnTjXVVNo+0WaVikClu/baawcGO8ODejVCLGJh4tLvHJ+AmJlBDY+PikgCcx9jgg1MJbMIHwWR4uugzbhwxRVXZGVrShoqcYhFLc8EK95HHv32t7/VS5gW0LcwzTCmJe8e+g/5Y5zy8taTzoSFECAmGDP8OHjPxnzTN434jd9etTqTv15s7Bl+bD0CjGeYZOJPecQRR+hiGX8ExgoEKVmEbxbjj0hllRlNf8tZ9/SnNNFk6jhubTbmJM8nEJNG5pSjjz46iAZAsa/lu7Lyu/mYN0abKXxsTkYfhFgw49eAaWdM5BUNSJzUs79j4ZJYnigemFwZ4ReDABFhO36n+++/v13SYx7uZZk6fNI0xgOp2G677aZ/6623XhA1ecNNw/cACaj9IX3LI6QLLGj44FmYOdWOAFJOmAy4aRyYGiUWwSxc4788PwAkaixGGGx5z40uYhutaz33MQDAJFFXFuwwDrYQoxx8P5BGsGBHqyOmalo8aTDcLOBYVGOvyQQdB0lgMQyRTh9G2gjjx8J1zTXX1Gss+tHs8Ux+g/Pjjz+ui4IDDzxQHX1h2mEiSEciZOVqAd//w68EJoPBC78CysMmlHfPAI/UbZtttlFtB3W3b/eaa67RduOLxSDXFztbfALEhE8xqvbOeS4SLpuM4rbYbySJo0ePrigdxBGauvP+YJrQjrSCGPzxx2Axjp/ZAQccEBZffPHMR8E8MGnAuPNuYb7xccMxHh8UIxhO3g9/LFrof+0gBDngbxMdCwGIPm5k74UJsBrVg021svx6cxHAgmCXXXbR8QPfMHzzEKYwVuDYmkVivqHCKcY+mBXGCtPiZuXv72lgieAN36kswhoEbSaLcdPQ1mO1kVVmt6TljdH0M4g508h+w3QghDOGza4j7GDe6i99DcYfodSPf/xjnS9MWAUerBeYK8TlQdcfCLlYOxjl4W7Xu+E4oFmVQK1okmAklva7kfJZdMQcL52RRVeaiNCEgzkaFRZOTvUhQAdmAcTClQkkbYJTa2m8q+23374sOwv2NFE+TrQ8j4UapkfdTkjdWSyKDWpAi4eGgMmEBSHSZ2O2YTowEWSRy+Kejx9zFAYP8qFJ4htJky3CTa2MORQYcU7ZEH2cb8rOWTCQD0aGaGAQjDcSd/4QAsQEo8dCGEmaOamhjeHZDPD0AVPl/uhHPyo5+cHsYBZlJo5WR6tz/Ixqv2GUYFxiyXnePQQgiNXw6XzgykIYTU01YtEO4wUzh/raFtLV7qvnOpJjnkHwALRFjEVoXNCEpQmmAyKwwsYbb6y/0Vzx/tAGgTfEtwEDAGHSgmarHYQmkjqYdsueGb9zi3iVVu9b3vhYDzbxff67PQjY98iilzEKBhiiz7FgThOSeUyz6McmEIRJzpPop+/vT+eMt3znaFvtm8lqP98W+KFFYr4g+iFzSKV7ssrpprR6xmjqbebBZr6d1uxiIgulzfA1sQf/gQdCSASJMKdo9hFg2jwNHpjFwoxh6nrxxReruWy9uHcKuqYxHnwk9qEwmCH9tk5Ub+NYCMUDWZbdKYsuFjMQpgrWcet9Vn/OT/haOjALYha1aI4aIaQVmGbExKIk7btw4oknqgkNzyKSWLcTUkC0FiwCiVIEQ4xpAmZXMB4Qi3raw4dPH2RxS4QwpDYwdrbQz2trvKAjjzhZK+OANMO+J6J+YP5w8sknj1MMDAhkecfJIAnYJMMsMUiZ5AQNSxbF3xES7XjxnK5r1v1Zafg8IIjALpzBFII5ws8B9TmLdptoWIRTV7RheYSWiEgetnBnwQ5xjmaA8IsxwTwinWW8YPBO98s4byO/WYChcYKpganGXhmJsDhojzNRpiV5PA9mEQIfI/s2OacP8t6yfD8sfzOO4Ei/g/EzstC4LKKMcaaNUDxGW/70sR5s0vf6efsRsO8wb3wgnD0LIfokYzjfcF7e9te+e57IGIMAApPaWr4Tas74ynzC/MH6xr637mlV7TWpNEabCS2hz41MkwGzS5jreCwkD3iwwK40z1lZvXTEfwPBI0e2rjDGw9rI3I6QDkEuVAn3rLnRymn3sWmmVumKM2GxIIVzbwVhhsXiBaYjHSc7z+67FfXolTLpwCyAJOKLStOb3S60U0i8MeVBXR8TdowsNruN+KBjZ2sk2gyM2OXa4pXJAQ0F2gG0RkzE+FDg70G/rGfywAGRQYaymKxQt8J0Y06FJCM2xSEEKsxNLYR/AOUSwroec0Taga9FmuplQNAC8U0iTbU/0vD74TwuD0dLNCuxnWv6+TAR2ENbWYw1mFVxzsIIsvdj92IHCyNAPzNmza719YgPD5Mi7eD51I/FeZYpksWjjzW41n4Wc3lEf8DOGfOyVhCME+8IBtsmdzR9puUyXyOeTTrM+HTTTVe1KvVgU7Uwz9BxBDDPRaCIeWAWE93xCnZBBWDE0JBjBYCpDIQ5FfsIVSMELwhe65k3qpXZieuVxmjzQ0SwZ2SaYMyZ0WRLxKYyPyNM0XC67o9k42yWBhI8sIYwP+lKuNvc2A0YNoXxoOEs0GJTHRZNMB18SDGRF8qa/C0vH2lM5mxl92CCQBQZTAKQBBuxMIPzy7NPtXzxEVMAKL1QifP02m8zxYlj8dNG7OFZPLOIMzKpRFYEE7tm5dk9HPHx4Dp9gogpm2yyiV5GmhqbaLCIQRId25DH5XTyN9FFMHGxvkE7GCzxVbDFGfVjgsG+f+TIkapd2HXXXVW7gPQhJvq3SYtNs8CACk4MvEjIYhMrtAFIoDGDYOGHuRBSaRgU6oCZVRxhy55lfdqOBA7gm+I5Zr7Dt8QffSBmaKifnaMdoF4sHiFbLBONzDCxZ1Y6giNaofiP941fEWm28KYMNEcwCGnCNIy8MGJoneKyWPSj5SANZo928z4MG8pCkosJA4N3szeqRELHuGMOufR5FuZmBsemejDdMIr0/WOOOUajutj3B+PNYsMWKXxrvK94PAVvJFZZ31oaq3rPecdo8PDNo28xDiCAwEkeR2K0mdj+Q9SJ65hkxWRtSW9OWg2buIx2/eY7htJ1bdfzu+k59o3Y92yS5xgbglLw7bCgZvzgW6R/IgyBGNdiAU03ta+VdQErGyvj5zCfEZ2JbwW80HqzD5aR4cl4gYkuPnYQ5aHpxZyt6FRpjIa5QLNP222MY/xES4xghnmTeYhxBmI8RIhjFi5Fx6Za/ZlnmecNG4RBCEExlwYL+o/50LIuwEQP026oEu5pAX21erT0ugwmNVO8j8dDLz+U3PqfW5N1tl1H98Fgb465lp4rWXSVRZMFVlggmXT2STX9qDOPKu2Psf0B25fSh/x4SHLsOceWru11xF6la9x/yiWn6DX212CfEMrnuO/R+5aeN++P5tU9QNjXY+hPh5bSN/rFRqVys/bvsLSzrzk7Gbb+ML2P+lhdaVurSRw0O7KPh2iIdP8A6VS6V4DYCSYi2dZY/aTJornUdDEd0X0QSOdPpPiJMIF6XRbMZddk0ad7VIhUpxS7nHvEVCcRB0a9n3Nid9ufLAJL6aJaLT23XT9E+q3Pz9vHg/1MwIaY2WJeoHiJNCaRj3+cKoq2KJEJWNNlEi6Luy2TeiLmWfosWZAmonnQfBLhStPEPCsRBkd/C+ORiGYlEZW7vifxGUhkANJ9E+w9yCI1EbMp3feCe0mnnsQ9B0f2YCCNssgng7qWJVqGhP0YxNFRrxPnm/qQVzQ1GvOdPJwLg5jQDiuLfOyJwXXedd77kkml4j4eBhz7VIjpmJ3qEfx4tiyEy9I5EeZHr4kGZpxrwviVviXaS7sph3aKerosvzC6ug9FWeL3J2Jf3dA+HrIIS8S0NBFTPH1PIhVO4nqCFfURh219Ev1BNBean7x8B8T9p/28e/LyRzptof/ZexHTpayq56aJ8EfLkok7Mw/vmP5kz4yPfOOQMHsJ/Z668h1IoIGystiDIO6HcR2rYVNW0Pcn1JV6iBAk63Kf0sSsT98/5ctknoj2sk/lZd0MRpTf7STMhb5T6ko/kwVwaY8dxmgRVGgTREut4wsnNo7RZ8RsUvsl33LWN9tt7W/WPh7gJpLl0jfJOC4CKW0ufRY80398O0aGpzB9Cb/JyzzMHCLMnGXr07Gb9vGgIfEYzTltZ6xjjGbuAx8RhHFJSTah1u+UNQdzIfNRJ0nMZ9u2j4cwnton+K6Yc8XPQ/dTov0iUCv1LTFZU/z4bvMojXtevmaki/BJ61bLPh7j8UDp+DURnBc230hhZ1lglvDh5/9nX17TzW3OZBKcrMciYTWJc9b1qSedOsz9w7mzLjUtDYkopiGtDPPZtMr2aEHs2I6dMjHF0VakCdU4ak4kU5g2IaW3iD7pvEirMFczSp9bevqI7WqtKlDKRGNINCSzxU6Xl3eOFgAtDX988kg0a5X8I33iPvyBwKKSgx9RjNBwIMWvl6gTkhzsWbMIaT/fTV8JDE19HZdFRCp8EkwiHl+r5TdjTp5tNs9EkxiPO0ib0TqZg28tz6g3DxpMJIhIDNN+WPWWRV3xM4m1fbWWUQmbdBn4ImGOQd3RJhaNwJu61zG1dnUTGXeYM01THY9tSPwZF2KtZbc2Bi0xfoZ8i500ZYrx5LtAiyuChYoR+urFFG0UvmaYlpo/Yr1ltCM/Yy19J88fGG1aJ9+VYYA2GAuEVmic7RnxkXmEOT7Lr4/+g/UC80YebnFZ7frNGoP6COOh2wdUem7DzuUDpxkYPvnyk/Dtd9nxvis9tNXXWCilo7LEz8Q+3FRTcTq/Jxh/gkDbnBwBC/HHQguTkUoUMx3kS5/n3Vsr02Fl1lpu+nkWmYp0BvpamQ7yMykaNbLotHurHVnA5DEd3NsMpoNyspgO0vtKYJM3SWY9EwaulUxHX9uTvj82wUxfq3ZeCZtq9/r1ziKQHnPi83rGkc62onueHuPHd1FpzOueWremJsbM5pWeN57m5e+V9ErrAvpP3IeK2OaGGY+JBkwUhsw8JLzywStdx4CwUKp3l0sYjil+MIUyHbTNyRFwBBwBR8ARcAQcAUfAEXAEmodAw4wHVWCB3mqTpOY11UtyBBwBR8ARcAQcAUfAEXAEHIFOIdCUqFadqrw/1xFwBBwBR8ARcAQcAUfAEXAEioGAMx7FeE9eS0fAEXAEHAFHwBFwBBwBR6DQCDjjUejX55V3BBwBR8ARcAQcAUfAEXAEioGAMx7FeE9eS0fAEXAEHAFHwBFwBBwBR6DQCDjjUejX55V3BBwBR8ARcAQcAUfAEXAEioGAMx7FeE9eS0fAEXAEHAFHwBFwBBwBR6DQCDjjUejX55V3BBwBR8ARcAQcAUfAEXAEioGAMx7FeE9eS0fAEXAEHAFHwBFwBBwBR6DQCDjjUejX55V3BBwBR8ARcAQcAUfAEXAEioGAMx7FeE9eS0fAEXAEHAFHwBFwBBwBR6DQCDjjUejX55V3BBwBR8ARcAQcAUfAEXAEioGAMx7FeE9eS0fAEXAEHAFHwBFwBBwBR6DQCIyXCNXagksvvTQcfvjhYb755gvvvvturbd5vgwEvvrqq/DDH/4wfPzxxxlXPakdCMwwwwzhqaeeCoMHDw5vvfVWOx7Z88+YYIIJwoQTThi+/PLLwrV12mmnDa+88kqYbLLJClf3vArPOOOM4cknnwzzzDNPeP/99/OydVX6dNNNF5599tkwZMiQ8Oabb3ZV3WqpDPV//vnnw9RTT11Lds/TJgSmn3768Mwzz4SBAweGzz77rE1P7cxj7LtfYIEFwttvv92ZSvTQU6eYYgpd80488cQ91KrmNuUHP/hBeP3118PIkSPDoYceWrHwARWvpi5+/fXX4T//+U+Yd955U1f8tF4EmFgHDBgQWKg5dQaB7777Tvvz/PPP35kK9OBTbeE+1VRTFa51CAEee+yxsMwyyxSu7nkV/uabb7SPw3gUhZCFMc8MHz48zDTTTEWpdqmejO0PP/yw1r+U6D86jsDnn3+u/Wq22WbreF1aXQGf25qL8IcffqhM68ILL9zcgnuotG+//Va/r5VWWqlqq+piPKy0PfbYI6y44op26scGEEDajgTmiiuuaOBuv6UZCNx4443hsssuC5tttply6c0os7+XsdBCC6nGYMyYMYWDYqutttI6F7HueWCffvrp4fLLLw8HHnhgWGKJJfKydVX6gw8+qOPiTjvtpNrIrqpcDZXZcccdNVcv9aMamt31Wfbcc0+t43nnnRfQbvYyXXnllQELlVGjRoURI0b0clPb0rb11lsvjD/++MG/6Xy4sXKYZJJJ8jNEV9zHIwLDfzoCjoAj4Ag4Ao6AI+AIOAKOQGsQcMajNbh6qY6AI+AIOAKOgCPgCDgCjoAjECFQF+OB88iwYcPUNyEqw382gMDQoUPVya2BW/2WJiEw0UQTaX92h7EmASrFYGpVJH+CuOX4Eyy//PJxUuF/4yjPmI2ZQFGIulJnAj8UkTCjpf5O3YUAps395b0wp9FW5jinviNAQALWbE75CBh/wHdWjeqajbDhGjt2bMBh0alvCNx3330aQadvpfjdfUGAYAn0ZyKMOTUHAZyzn3vuueYU1uZSiKB01113tfmprX0c0Xvo4zibFoWoK3UuauREoghRf6fuQoD+1F/eC3MabWWOc+o7AgRNYc3mlI+A8Qe1jNt1MR75j/QrjoAj4Ag4Ao6AI+AIOAKOgCPgCOQj4IxHPjZtvfLOO++Ee++9V//SsevhIO0axw8++KBPdSNUJZE9jM4666y2mDV88skn4ZFHHrHH9vn4z3/+MxCZyskRcAQcAUfAEXAEHAFHoPsRcMajS94RMZCvvfZa3UMAO/OYuUBdSkhM9hcgTF5fTd3OP//8sMsuuwSeSdnbbrttuOiii1qOBM/dfvvtm/acY445Rje0bFqBXpAj4Ag4Ao6AI+AIOAKOQMsQcMajZdDWVzCOrYcddpje9MILL4TNN99cGQMSZpllFl1gs3vmkUceqTue11d6ee4jjjgi8Aw2L8T5jF27DzrooPJMTT7DbvvYY49VO8m77767KaWzB8f111/flLK8EEfAEXAEHAFHwBFwBByB1iLgjEdr8a279Pnmmy+stdZa4YYbbgiHHHJI6f4JJ5xwnChY7PCLIy87LsdEOjttQjAVaQ0JZRGBwIgoLDihGlW73/K9+uqrJebI0vKOt956a1h00UX18oknnpiXTdOzysVxiZ1n+fv000813+STTx6oa5rI88Ybb6ST/dwRcAQcAUfAEXAEHAFHoIMIOOPRQfCzHj1gwIBw7rnnBhiQww8/PHdn8wsuuCCsu+66ap614IILBs6h4447Lsw+++xh9913D6usskpAkzLrrLMG8xtB27DxxhurFoX8J5xwQuD+3/zmN5xWvZ887La+5pprhuOPPz5MM800+pytt96aS7l00kknKSOFWdcll1wSXnrppXHyZpW76aabhr333jvAHB111FHaniWXXFIZs9VXXz0svfTSpXJgOLbbbruwwQYbhAMOOEAZnaeffrp03X84Ao6AI+AIOAKOgCPgCHQOAWc8Ood97pOnnnrqcPXVVwdMq9Zff/1AiNI07bzzzmGFFVYIe+65py62Tz31VM2C78ZHH30UHnjggYBPxbPPPhsI70h5EAt19lnA0RvacccdyzQm1e5ncQ+TceihhyrjgXaG+sGE5NHzzz+vGphFFlkkUG/otNNOK8ueV+7JJ58clltuOa3v448/Hm6++WZlyGA6YKpi2m+//QLaHMyvzjjjDGW2zjnnnDiL/3YEHAFHwBFwBBwBR8AR6BACznh0CPhqj51//vlLDt/rrLNOmbM5995xxx1h1KhR4d///ncguhORqiBMqGaeeeYwfPhwPcJkoC0w0yM0Klw3mmSSScK0005rp1Xv5zkwLUThgmB+vvjiiwCzlEcwAZtssom2Ya655gpDhgwJp5xySon54b68cqnbYostpkXvtNNOYdlllw0bbrih+qfQLiPq9Mc//lG1QKTBgMAQjR492rL40RFwBBwBR8ARcAQcAUeggwg449FB8Ks9eo011gjmCI6zeeyrAQMxcuRIXbCvttpq1YrK9IWoelOUwXwpFl98cWVk0FjgawHDsNtuu+XujIzvCGZgaCows+IP8ywYhTikb6VycYKHaHMevfjii3op3qH5hz/8YZkvS969nu4IOAKOgCPgCDgCjoAj0HoEnPFoPcZ1PSFmLrhx//33Vwk/zubmME6o3ZVXXlk1HjvssEOYbLLJ6npGXzJPPPHE4dJLL1UTLvwo1l57bTW7yisTpmObbbbRMMD4cPB30003qRkZ/iiE9IXqLTf9vOmnn16TrrrqqrJL4ObkCDgCjoAj4Ag4Ao6AI9B5BPJFyDXUjUhDZuKDFHveeect3fXVV1+VbRaHPT5OzzHhfzDllFOGGWecMU4OSK/NlIcLmAMtvPDCmid9bamllsqVtpcVKievv/56+N///hfmmGOO9KWuOAfPZ555JoAdC3EICT4b/OHfYNGrcMzGb4OQuO+991647rrrSuZP0003nUZ+MgYGTQWmUOzXkUfvv/9+mdkT/hZ596OpwNSJfT/mnntufTfjjTdeZtE8E4fwa665puw6jBKaDxzbYUQor1K54AHFkbc45x5jxjAfY/8TzK0WWGABdSy/+OKLw49//GOyhjFjxuhmg7/73e9q7i96Y5P/vfLKK2oCRlsGDRqkjv333Xef1pMIZbfffrsylFmPxaSO/jtixIisy4VIw9mfTTAJfECY6DTRX++55x41qUtfyzvne8CnCYYcs0TTfjHexH5AbMTJN2PEeMW4VQ9Vqx/fDuOaRXCzsvl2CezAdzV06NBxxjzLlz6y4Sbmk5he4ivF955HjKONjm206/7771cMEWqktYu0i/pjUrnEEktkfkOVxtennnpKNymlbMb8ThPzFmaok046aaerkvl8xgLG5TzCzJS+S7RANMIIgDpJrRibmPMQTOEbWBRizuOd8C2ixU8TUSYZ7wcPHqzzZ/p6J88rjc3Vvv9OtQtLCsbTeBxnHCIyJkQYf+rGvABVa4dmKsC/Sm0sQPUDJjg1kzgr/7/2zgX6tqn641v+XZWkByWPcqOQayDqZnBJKY/0QoqESglJ3iHuzVV5RfIoIpckqhs9lJCutyKUm0eKaKDXKDV6GD3s//zM/39u66zffp1z9jlnn/Obc4zf7+zH2muv9V1rrzXnWvOB79JUmCN9RhoxFQ9Meo3r8kFleXHv7LPP1nvifSm98847s3t2IAxnKiv6dpr9kpZnyFMmuVQGtezebbfdlm699dapGF6nYjuQykSe3Ss6kI6XHnLIIZrfRRddVJRsqNdFDUjraC+lXsI4axm33HLLVJgXu6W/MhGlMgDrsQzGqahXaVqeEcNyPZZJPRXbCT2WiSkVZjsVRlvPxbYi5R2QGGzrNbATI/EsvcTFSEWFKjvPe14EQsWetrE/2kJ2GjRv+ydqWKnYmWgaCRqYivBgt1JhPFOx1cjeI7sSaVG+InSlMmhoWhlg0uuvv17zufDCC1PqSBmoAyQMaIYh10Xo0ev8Ey9fmlYm8+wa7yXdJZdckl0b1IEMFKmozmmZxYOYtpPYvej7qccdd9yh7QuWRUS/oL3bTOIhLRW7n9wi7rzzzvo9r7zyylpvEV6zdDJBpBJAU+/TV+uQCJ3pAQccoM8sWrQoFaEsFVumVGLSaP7kE7b3ww8/nI0DsluXivDe8Zpdd901lUWOjmt2UlU+Ee61TWlLcaBgj+mvLCak4qUulRg8KXUmjez6daTJO6HP0B/EI5ze5vulD9Bn+f7nz5+vf+JUQfOnj8d05plnanoRzOJb2bkIailYkS9/lO+mm27K7osdmV4777zzFD++XcZ3o7LxVQQl7deMUeLNTo+ZR8qIslKOs846qyxZT/dE4EjFYYfmL8xJT3lUPSS70Jp/Vbqy+1Vtvffee6cS90nfs//++5dlNZR7TY5N9s0yTopHQ5076GP90n777ad40ScHQYxffK/2HcG7WF14H/Mu15hnmQsG2W7MaZSDOa4OlY3NVd//MOsV1uXKK6/UOhpfY/eMj7J2sHmmqh72fN4v/Cg8W1uoqI6jLB9zIJjznVVRX4KHZb7jjjvqC5mwxG2rXdZfmGEG+5gefPBBfYYPVVau49updSoY55hgMvhQ6pKsGqY8AyhtFTzq1EVWbDuShbjR6HUJRqYucxfniXAJ9kza4AqDIrYaKe3cDzWZL4N9KOhQLpjSeMIZluDBe/k2xKheGeMQJ5gr+iUknsF04grvh8e0t3gsCy+17rhI8EAwvfTSS7W8MPFMwKEQhaAqK+4pixF1+qbsGCkTCxMsO4VTcLBJh0WKcHFCViQLMS4TPKrKB/Muq/razrHgAVNGOYwQGIrGPUvD4oItvpjgwT3GL+rGNxcS36I4Xwgv6XEdwQPMWUBiDGFRify5BiFg0HcRmiDajgUQFnKMysZXhCKEJCPKXdW+gxQ8GK9ExVPr2GbBA7yK2prvhMUcCCwHycDqS2r8a3Js4nuh/zE2srjIt8O1fmmQggffDgtjLJJyzDfLd3T66adrsWGOObeFMxYVOEdYGQR1I3iUjc1V3/+w62VYsVBJ3wfDUPDg+373u9+dwl/aH+N/VT0s36LfNgkeRXUsKvuwrtPvaY86gkdjNh6ozqD+g/ci1EGM2AKTSdZOs1/ZDUmEgVV1Gdy+xmRb4ASJi4n8utmuZ6sW9ZtxJ9SoQgqxCQMChmnsWDpfIjtJeorah6mu2f26vxi5gz2xQcAVL1PCmCTE1uiHmsyXPkdE9pBQHQm9d4X3Bn2MLQzfxsknn9yh+sN7iTsiTLgWIVRvkY94iqpFXsBEVM1oW765UD3R6sTWP1vo/I6SUIm07W5U84hTE8ZgQf2OPhR6XCsrr6z4qpqnMGeZWmKYvptAnOFzRcdV5UNtDnWo2LsbaoLYNPGdGFFvYdSS2B7J7vOL1zdcRvNthVRkz4WNE2qN3ZJMyIq7TNaq0jVnzpxEFpLUjsvGDPquTLyaNW3HfREis1eVja+oisoiUuaV76GHHhqpigntQFuNA9kcGJcV9cHjjz9eLxeN+4wFpqJKQmG+VC2V8YI2Z3zh2M5Jw7xg4wnnEA5Ewny4VieYK32HvCBUXXh/TIxZwoDHlzXOE+qkxG+SHc1ku+22S1CbbTPJjrW6eUeVkDbBbTzfLq7dIdSv4FtksUXPGedIi6rQqKlsbIZnKPv+e61X3D8Ng7y+ZffCX9z+H3vsseElPcatP+rMInipGjjqtqgiVtVjSkYtvlBUxxYXeUrRGhM8MIJGkJCdheSggw7qeFFsA8Cgx0CCm1WRWpMTTjghMzLueLDkJM6zJKnfEgQY4GEQGMRFTSk54ogjesKFWBl4tMK+Az19mChc++J9qx8aVL79lKmJZ2WFOJGVO510YCRjoh/DmBrBkPItoSOMoGm4yu6MMqLGrKMDThBHhCyM9EnLRCcr05aVfoey+qDtvcoqq2SCZ5ZgiAehPQf9BTuPww8/vKcSoL8raj8qvLCAsbvElQHjkLlBiKsTiLOnAnTxEEweZAE8OZ41axY/aguiB9E/JknGUWLs1CHi9uBkopvFGMsX5pZvLyT6CsIwfVNWE/VWaIfHMbZo2NRUEXMCBMNPe9BuvQhIVe+ZLvfvuusuZbhiAdfqDyPLGCFqWNqGCJS0E4ze7NmzdbzAhgp7Hpgy/rCPgrB/gzGmz2IPxfhCnCbSsHgiO7e1grlWBbHlXbLrl+yyyy4ah4r+hIdG+AAIm0DGPcZLmHPKhUOTNhP9OxzfGX8QEAnOCzHezZw5s6MK3JcdkI5rozgpG5urvv9u61XUP0VLIbdv5eFxzjnnaF+ObWiwm8QOjrGT+GbwKCawVtUj7z1tvFZWxzaWt6hMjQkeTFIIEjC3ss2ok0zRSxcuXKhCCpMerlgx+Lz88suLkvv1BhBghwKjVxhR2apTg6xesiV2CIIjrnBh+hh4mESIm9EPDSrffsrUxLOs8EJlO27mkcvexyTGQMwuojFpTGqhoTSGsWZkzk4I6cHQVoFgUGAAYMoJ9oghtegW2ytG8ouhqKgzqSE93zz9phe66qqr9DGxFVGGFkNNmHTGkpBgzqoCcYbpB3GMYChqIhprh/pDJiCFO5b2br4tJk1R0VDG367Hv2BH+2+++ea6y8JzTRBlg/EzoRAGFVp22WWz7HFTDRnDmt3IOUDIYtUXQWW33XZTBjZmGHIe80sBAtbWxEwyRja4nR2ys0lfo+8QeFVs9HRXjW+DFfZjjjlG0zKOsLN18MEH686b7VazcHHUUUepl0R2Ymkv8sAzIePK3XffXSuYa1UQWgQf3sMCGH8QzlRM0EZIwnkJfRvnIKTh2jgR4xsODNiZhXDMEO/mInDBEMNMjpqKxuaq77+bepX1T8bqvEDBMS7kwU4xfExM7AYzJrF4B38CoYHDM1X1iPNq63lZHdta5rxyNSZ4kDmChE30DFrW2PGLWdnACwcrMayqQKecckqczM8bRgBmdbPNNutpZTQsClvJDBLxCk6YppfjQeXbS1maesZ25ozprJMvq3+smDHpMoii7sB2cax2Y6vQfEukh5kgPdvVCDrsLKBSh1oMQieT4SiJOrDqLbq3yiCxQIHg2i1RF4i8iHXDij3qP+zEUf+QqgJxhmkHdcwkCeONutK8efMydQsWaWJiJxL1Emvb+L6dsyuGgIBHO1SZwLYJwiscQq4YYHdkZ/2Yi/Q1qEgVSG/+/z/6IkwkQjS727jWzlOtDZ/x404E2G2wtma1t4jAFXUevPxAjBdiH6G7Bcy1jBPcRz0Rsh0y5mxUo1gQZOxhRxHmjnGDdjv33HM1T+bzOsFcGcdhssW5iP7GQWzx3AfxrdKXmJMYH608CN7s2rDDQhp2asBgXAgs0foQZwodXubCGFPUxRbrzIPlKOtXNTaXff9161XWP9m1zetbISaoC7O4hBpq2XjHgg67aQi4kNjRZNmU1SNLNAYHZXUcg+In/zeDNFhS3DkySDLowBTE7h2JtA0jFa52MiExebJCYJMxLnShmJHgGjqHsb0D150cgbYhgNoKxMoWq8nGtNUpp01MTGR1yAZj0jMZoC4BE8nqIquaqH21gVDdYHeUX4QIUx+rWzZ2OmJCSGOiR6UJ5iokxiFUN2Dq40CcYbpBHcP8UU/caLJbwPiHalhcb3bHsAMS71vZjjFjHQIVKhkw8Eb0DfvbYost7HJfv6gowBSCo5GN3zCuZiNlYzJCXRWhIoNbVJhWnkP4YhVYjIdzbXOq8puO9xkzaGt2nVjQY77MIwR6MA7HGfsu0HtnboVxoz+JcwDtY+yQ4K4dQZe0MMG2S3viiSdOWaXHdTXUzTimD8g/G8esv4qnM911YZWa45gYt8aRUHdl15o+boTwxXcdEjY1tEkvWIb5NHkcj81V33839arqnyZ4FuGBYCyOLFQlizojrEAIeQivcX9hJxwhnN2yqnpoRmP4L6zjOBX/KU0UlgHFBhXyoxOwcsakyWQbEjsb4mlF4zdYQDm2ciGeMRIPQHq4ePFiu5T94hPepOPsoh84Ai1EAAHAVIBYoc8jswPIu9frNQR8mLwFCxao8BGvSvWab1PP2cKBfefd5GsxMkxvN3zW1BlMncnusUMAI4CtjBm92r1h/DJB77TTThq7BBU4mLpYTx+BiV0gVGrsj2uoyXEertbFZYaZQwXthhtuiG/VOkc44N2MxTbxY0dkxrCsghtxndV0a0O7nvcLswBzRdlhLBAAYY7rqGnl5Tfdr7G4wKJeHplAwgKekX0HMJQQ6pjMy+94xztU3ZndBRb9YN64B5njkdD2jOtN7VShajdv3jxV40INFOE0tI/gXeNKLA4wniPYQfBF2B3QZuL5rsOWFT4Gw+62kX3XjM1V33839arTP8uwoF+Ki+VsbLSFG3hBs5sLnwd7ca+uvGJVPcLnxuk4rOM4lfspTRSWVcbQeJI80fO0gczewYSFFwR0N0NidYBOziqoraiw8sJKJbsn4UBKR0J/j+3Xbsh0oEOPW90838a01AVVlfCPlUmIbcnwesg4FNWFIFDDtrWhT7D6O8nE5MqgyyQfejFh0EBA2GGHHVTt0FaSzYsMK+OQ6QBzP2SaLZ0xF5aecxP4Ua9itZ2VbPpG+PwwMac8rKjbrgsMLupRsb4/dc3zwMVqGQIcThJQ82MXAabWCF10xhu2oFHvQbXJ8CENghcru4wzscczy6POb1H57FmYjrzyc5+yI/yI29uOsZHvGPUqdOipY/jHKjdOHLgG884uFhQLqzyLGpMxmJqo5j/6CPYiOJ5AeEH1BuEIQ3DGagzNUbeBaD/uh4tEXC8aXxG4sPEwVUOeR2gZ5cKRYdf2uQABAbI215PoH6vmhj27eRDtY3TNNdckGJibkIvBLd8O44G45E3E1XHCDiI7cbQVhLCLUbnEhVHbDpwdMIbRr+2bsjHJ3hOPTWBs4xLjHGW074J5iUUYdvdwitC0yq6Vadi/qD0iUMGbwLewsAofxFiE/QoYWdvALyF89+rkpcm6lY3NVd9/N/Wq6p9FfcvqinARjo3GX6JWxdgFngjH9n0z7jDWcK+qHvaOtv+W1bHtZe8onwwKtUkaVf30yqClzxAvwYKgyYQ+JViNDDbq21qECY3lIcyXPi9bvR3vJLCUdBC9h39/YZT0vgyqGjxOBkINRoc/eO6L7l7H81Un+D0Og9DJCkvVIwO/TzAaWZHu6z3CYKk/f2lQxU6MB7OgaGCPD3HuCbOTCmNS+S58pcvKQGW6JhOI0aKWkbYeNg0rjgf1Iv6GBRajD9P29HnRoU6FsdAAggSZo71EQEnFOFz7Ouc8JwaW2TciTID6KBeBXdOTB7EUZGVZz/HrL4x65ud8991310Cd5CXb0QOFuSiOh7j/1LIRPFAYn5S+KhNEVhZhAlNZDc8CcBE8TNRDsvsiZOjzFnhPhCjFkJgy4vlGv28RqtSnO32YutKfbSyxjETQVZzsPPwti+NRVT7KSjBD3st4JUyVxo4hf+J7UF/aRxZewlfqMYENeU4MuqfcAy8CdEEEHrM+wjuoJ33AxlXuxVQVx0OE1ex5yhD+UW5IBCYdf/GPT1+M+1DZ+Eq/J64JbUTsD/KwNozLaucyuWo5ZEHCLjX2KyvS2Xcigm9KULGmyb7zfvJlTrR2pQ8QSDUkEeRSvhHai3FEmFy9bUHsxO5JAyXK4l1HEDsSEU9n7ty5mp5/jMFcC0k0DVLea/2BMYU+Hs6jFpMiHpuY361csiAwJYitLEBk+Vr+9F3rb2E5mjwWWyt9bxzPqYl3EADW6hL+0jaMHZDsRmrfI9An4xZtPCjqJo5H1dhc9f13U6+i/ikLo7l9qwwf+Eqwlp1vTWb8KWMjcwzzoqhZZVlU1SNLmHPAfA3PNmqqquMoywfPSXvwnVURW4G1ySptgkedB5l47MOrkz4vjUjCOijBbMQkqyhp0V+/743f1eR5E4KHlccY0Lz6ylZoLaGDvGRFZugB6iizrP5YVTRAmaxkZOeDPBim4GH1kFVAZYYRFAYtbMGcyMqkvVoDW2UnAzooEjx4HWMBfaxXyotejLDBXzeEoJdHZYJHXvq611goQfCX1f7CRygTfaNpqhI8unkf42/eGFMnD56ry/ANUvCoU9Z+0zQhePRTBrBm4SIcV8P86Geh0A/DkNf36K8sYPTzzYbvtWPRbFBhRHbadMEFfgKhmwWVQdIgBY9uyl33O+gmzzhtN4IHz9YZm6u+/7r1quqfcV26OWccFRul0nGqqh5572uL4EHZ6tQxrw6DvtaN4PE/IqEMlMxgqJ+XoBqRZ8iI2kjedXsXeqzoLU86iYSvVTTd7LC+qGqEbjvBjGsy0ajaDVvsRqSTAUhPuW+qO+gV8w62ytnG5D2WJ6oTPIPb0JDk49ZrMhjp+6xsGC6iQ4oqHdcsL97HMU4HUInBDgj1mLbZJoR17OUYLE2loZfnu3kG7ELPQ3ibGSX1OxbI6uGU4tOXuyXTYe72uV7Tmy5y2fPDLlNZWYrumbpO0f2y63zbZpxels7v9Y8AWGN0WkSMQea8hTRF4wKqfb2o7hW9l+uoSqPihS2EqVgx9qMqOUr1u7IyN32vjd9BnbG56vuvW6+HODd0AAArqklEQVSq/tkP3oyjVWNpVT36ef8wnq1Tx2GUo593NGLj0U8B+nmWDkRU1KK/6SB01MGPCQRbirKAc3GAOjBFFxiBgngdEMZxCHqm341bRgy+sNFBhxJdUfSB0eVkEML3OzEq0F9HANlmm200oA8643igwKB1d4kzgRCD54nbb79djVt5F3mgV45OMuW3wHgY5OEpigBZTo6AI+AIOALjgwAxRGT1WB0t4CQCT1oECUQIwd2vkyPgCEw+AmMteEx+8zRXQ1bZywLOxQHqCDiIRyTIVs1XXXVVdUtH4Ck8Cp100kkqbCBAYDyKoRzxIywGAStp+IM3IQIBg2cxqGanhLRMPEYYGmMIye4KEUfxIU8wLMgCZyGIINRYgDN71n8dAUfAEXAE2o0Ai0gYXRPwlCCHohKkhu6M+06OgCMwPRBwwWN6tLPW0gSCvIBzbL/HqizsbuDdxHaOCMTDBEFaPJCxi4GXCTxbIGSgxoW3E9syF11nXcXCywcuQXGbiA9/ttYJ+kY+oapXXlPgZx53nASdhPC8ZQH28tL7NUfAEXAEHIF2I8BOOotOVWox7a6Fl84RcAR6QcAFj15Qa9kzZm8BQx8TLjyL9OBh/CExOoofy84RFMRQUXcpcK8p3jj0Hr7JUZ0iki5/uInFTSLqb2aXgS6nEa6RcclIoCh2Lczdq90v+mWFjKi1xCcgEql4UNGopEXp/boj4Ag4Ao6AI+AIOAKOQDsRcMGjne3SVamIzglhxxES6kyoQJlgEt6re4yfd2JQEGAqNGoiloK4YMx8s5OfuLdLbrzxxtysEUqw68APNTYa7GSYX/fcB4KL22+/vfqanzt3rsaLYffEyRFwBBwBR8ARcAQcAUdgvBBwwWO82iu3tBh2Q9hchLsXqEiJO129xz8L0GM7I+a1ys4JcIS6VEjsiqBOxY7DHnvskd1CBYughBisExiOwGMEyEPNyt4TBpnCeJ0dCwzLUdOCEDysDJYWIYlyYGyOoTr01Kc+VXc9iKRrOy56w/85Ao6AI+AIOAKOgCPgCIwNAi54jE1TFRcUr1IY6WHIjftDbCA22GADjZh63HHH6YO4sTVDbTxCEQ1eAj3pPXYScG/IDgbRcmOPURLfQAUGdjmMECAkIFhy5ZVXqkcr7DzIRwIpZTYhRGiWoFP6CAIM+RARGdUsItdKkKos7ZFHHqkRejGAZ4cFdSx2UIzM+JAopE6OgCPgCDgCjoAj4Ag4AuOHwJNK+ONXdi9xgADCBn+4wWUXAQ9UZsNBMgQSiTAcPJEkEsSu43ynnXbqOLcTvEhdd9116tbWrmF7gVCD+hRG5hLlNrPtiPPlGYmyq2nxZoLKFs9DcZlwv4vLXHZhQl/z2Jng5aqOv3HN2P85Ao6AI+AIOAKOgCPgCLQKARc8WtUc/RcGz1Xmvar/3J7MwVzqPnnl/46WXnrphL8qMkNzBIsqQrWKP+iyyy7TWCDsiJx44olVj/p9R8ARcAQcAUfAEXAEHIGWIuCqVi1tGC9Wor7esSFBlQw1L9zqOjkCjoAj4Ag4Ao6AI+AIjCcCvuMxnu02LUqNihcqV6hlmYveaVFxr6Qj4Ag4Ao6AI+AIOAITiIALHhPYqJNUpdBOZZLq5XVxBBwBR8ARcAQcAUdguiHgqlbTrcW9vo6AI+AIOAKOgCPgCDgCjsAIEFhC4j4Uh62OCrRw4cLk1FNPTTbeeOPM+DdK4qc1Ebj55puT5ZdfXt3G1nzEkzWMAPFG8Kq10UYbJUsttVTDuU/P7PBohiOBtddee+wAwOU07p8Z3yaFiIlD0M45c+Z0eLlrc/0IeooXPVyCL7PMMm0uam7ZiG9EMNcwhlJuQr84VAQeffTR5N5771X3712wPUMtY1Mve/zxxxN4DGwjZ8yY0VS20zaf+++/X0MNYG/qlI8A/eyKK65ItthiC/Vimp/q/68ieNSlCy64ACElFSNf/eXY/3rDQLw7pbNnz3b8RtiHhLFR/GUw8XZoqB1WX331dJ111hlLPEXgSJ/2tKeNZdmLxuFNNtlE67PWWmuNTb2srCIsjU2ZQ/zHtdxhHSbxeNNNN9X+xNw7ifUL62S8xYYbbjjxdQ3rPahj8JQwAI5lCZ8gnk8Vn/32269SpOhJ1eq0007TCNmSu//2iAEG0yuuuKLj1yN+TfS9Y445RsapJDn00EO9HRpqB3aOll122bHEk6CVfJdN9K225GGBN2XRaGzqRVmhM888c2zKHLa3CE5a/vCaH4+eV1h//fW1Xdj1mPT2+OhHP6p1nT9//sTXdRhtCa+Gg5thvGtc30E8t7rUk+BRN3NP5wg4Ao6AI+AIOAKOgCPgCDgCjgAIuODh/cARcAQcAUfAEXAEHAFHwBFwBAaOQFeCB2oUGF5aFOqBl26CX7DGGmuocfkEV7H1VSM6ujtKaLaZZs6cmay88srNZjqk3ESHN5k1a9aQ3jac14jerfbxcYqDQ1n5Lh955JHhgNTwW57znOck6623XsO5enb9IsD3Tb+aDo5EfG7rt7d0Po8jIHg2p2IExD5Svy++syrqSvDAC9ANN9ygQd2qMvb75QigZ/qHP/yhPJHfHSgC//73v7U/8+vUDAIPPPBAglefcSR0VBcvXjyORS8s8z/+8Q/t40888URhmrbdoKzMM3iSGUf685//nNxxxx3jWPSJLjPfN/0KPmbSyee2ZlsYXg2ezakYATyp8X3VsfXoSvAofqXfcQQcAUfAEXAEHAFHwBFwBBwBR6AYAY9cXoyN33EEHAFHwBFwBIaKwD//+c/kzjvvLH0nqlz33HNP8v3vfz/Za6+9kmc+85ml6Qd5k1gxCxYsSPCg9uxnP3uQr/K8HQFHYAIQcMFjAhrRq+AIOAKOgCMwOQggeOyxxx5aoXnz5mnwRwIrosp43nnnJd/61reSk046KVm0aFGy++67j1TwoKwf/vCHE9wIEzzMyRFwBByBMgRc8ChDx+85Ao6AI+AIOAJDRODpT3968r73vS/55Cc/mfzrX/9K5s6d2/H2P/3pT4kE8U0+9KEPqeDRcXMEJ0THfvjhhzUu1Qhe7690BByBMUPAbTzGrMG8uI6AI+AIOAKTj0Ce+tTvf/97VWvCc1yRpzKMp2PHJVx77LHH9A/DY9SjwnMM+jnnuhHXMJSPya5hRPqf//xHbz//+c9P/v73v2dJyYtAaLwrLosl+stf/pKbv933X0fAEZhMBFzwmMx29Vo5Ao6AI+AITBgC++23X4L3mCWXXHJKzRAa3vOe9yQ77bRTcvDBByerrLKKqmSREC9buPndYIMNkt/85jeqrsX51ltvnTz00EMJ3s923HHH5CMf+Yjme9FFFyXrrLNO8upXvzrZfPPNk1tuuUXtTt71rnclz33uc5Njjz02WW655ZK99947IUr2SiutlHzve99LfvnLXybbbrutvuvTn/50gmtNhBJ2b4zYsUGN7LDDDlPVLNyU8u7LLrvMkvivI+AITDACLnhMcON61RwBR8ARcATGFwFcU2+11Vb6hyCBQFBE+++/v+4ufOMb39BdEdS13vKWtyQ//elPk9mzZ6uQ8Le//S158YtfrGpar3nNa5Jll102WW211dRGhJgv2JPcdtttaj+CsPHzn/88wbbkiCOOSNZcc83kBS94gb4en/3f/OY3k/e+971qY8JODLT66qtrWTlmxwYhgzQIKkZf/OIXE9KfccYZyQUXXJD84he/SObMmZO89rWvtST+6wg4AhOMgAseE9y4XjVHwBFwBByB8UWA3YJvf/vbunPxwx/+MHnlK1+ZWxnUnM455xzdwbAEb3/72/Xwy1/+sv6yywDDj0E6tPTSS6tXLHZA+CMwMMLNF77wBfXFv++++yZ77rlngpCB6hTvsMCIH/jAB5I3v/nNuiNCGUMy4YT75IlQwW4MOzXQ1Vdfnfz2t7/VY4SZZZZZRtXGsG2JCbUu+6MMTo6AIzD+CLhx+fi3odfAEXAEHAFHYAIRmDFjRkIUaojdhM9+9rO5LmstynsYHA8vUzD1v/71r/X59ddfXwWXs846Sw3BseHgPrsO2GKYF61f/epXyTbbbJOceuqp+lz4z+xKECjqkqmFYfMBoYq1zz77JNdcc03ykpe8RIWSd77znbnZodZlhIDzu9/9zk791xFwBMYUAd/xGNOG82I7Ao6AI+AITC8EsLlAJSombCyga6+9NrsFo89OA8y9EbsYX/3qVxPUsuaJWhWesT7zmc8k3/nOd5LXv/71mgwvVZdeeql61LLnEF5uvPFGO+3rF7sQ3oVgg1rYgw8+qLYgeZlie8JOC3+kc3IEHIHxR6D+skVOXVkluf322zvuvPSlL1XDMtwAYtBmtOKKKyZ44oDQGf3Zz36W3HXXXQkrOmuvvXby8pe/3JJ29ctKD+VAb3WSCN1YDPVCesUrXqFb13gTYVXKCOM8dHUhBmh0eu+991416mNr3CYlS9+WX/SXCYCF+gDuIZsituavuuoqNaQMJ92m8i/Lh4l/0003LUsytHt8gzfddJPqaTPZQ/QpVB1QlRgV0T6ojaB3HvZNVjPzmAvaEEPWPIKxuvvuu7NbjCnENYBY0b3hhhvU1eeGG26Y/PWvf9VV42c961l6v5d/MHM/+tGPVMUkfp6xiD4N8W7qg449xHO33nqrqo2gy161Ysz3++Mf/zh53etel7kp5Zvn2y8iVFx6HQerygcDCONJgDjGIVv5DstSNRbTH8Fu8eLFCfYFrMiPiph/2EHIY+JHVab4vcTsoH/jOSqvv5jqErscyy+/vLrgRaigj2DUDc7QrrvummW9/fbb624Dc+arXvUqNRT/1Kc+lRx44IGZwfqb3vSm5OMf/7juTBx++OH6/tNOOy258MILs2+NeYa5G8JuJPy1XRfzeGX37fyUU05RHuGYY45JUK/CyL2I8tSvitK24Tp9nPGVb5EdppiKxr443SSdM3bcd999ybrrrttRLRtz+IUYOxGs4RUhxk/sjBgnsENyehIBMGUOBau8fvZkypYeSaPXJtmSpYekwlzpMzLwpV/60pf0GtdlIElFh1TvSfTV9PTTT9d7omuaCnOg18VYLZXOlcrEo8+effbZqTCdqQx2qeiZ1i6LdMr0kEMO0fzF4K72c21JKBNF+ra3va2wOKIDmx555JEZtl/5yldSGdQ0vfhMT8X7iN476qijUplo9LroAqeyHZ2KUWH6ta99LT3xxBNT2UpPDz300FQ6auG7RnFDPKloOek3l1xySWNFAAuJoKvYXH/99aX5ihcWTdfU+4WZ0fzEfWTpe4d1kz4jwn4qQn32SjHy1DIKE55da/JAFhHSTTbZpDBLYWj0/bQ7f7vttluWduedd+64Z2lEOM3SxAeyatvxzAc/+EFNwjciAksqAlZ63HHHKQbkJ4azcRbZuTBoqTA62Xl4IIJEKqvCqTDdmm94z4433njjjrKAPyQMpD5j9eEbFYHQHpvyCw68h7bjGcuHsm+55ZZ6TVaM0/nz5+sf3/fLXvayVIK4TcnrzDPP1PQ/+clPptyzC1Xlu/nmm3VckcB1OuYyfofjSZ2xWBYCtA2OPvrolLYpI8pKvUUlqCxZT/f4RoX51vyF0ekpj6qH6HOUv1eSRadUhGfNg3xEDSmNy0qb0Ee4z3jHmCM2EKl4h9Lr9A36/9e//vUpxZDdjpT2MHrjG9+YPvroo3aa0tdtbiV/8qHviRCvczXXeA9jOG25yy67aDlkASkVz1Q6v5OGeUgWwbJneC9kYxBp7E+8a6UizGRlGMSBeATT99l82fQ7GB+Yb61OtA9taVQ29lmapn6Z0ygHc9yoCB5QHAjo2LHXXntNKcYPfvCDDCvKSj+TRWlNJ7th2o/pv/RP6ztTMhnSBXg1eLY2EN+2LGil3/3ud1NZMNDvS4T9kReN9qYd+c6qqKvRMRY8LHMmIl4oqyh2KftFwDChA6GEDxPQwrQMOAxaMEgIM3WIAU2M5PS9kyh4gAG4gCtMRkwIIWBpZFggbIQkq6SaR96HH6YbxbGskGrZmmL8rQ70N3ArY+5I27TgAdPLe5lYmyImLnGN2XN2lCkUPPjuEGoHRWWCh6xe6SRC+zD5I3SAF98yZYKpvueee1KEIv5Iz/2iMUFWUnVygnGWnRL9M+ZF3HfqRGb15HuRnQYdrO1a/FsmePAu2bFIWURhgoyJvgYDaOXgV1Z4NRnPnH/++SkDM4s21IlreSSeglJRc9FbMIAwLwg0Rox1PM+CT0hgaEJXeL2O4FFWPgQMBCXwhCgTC0UwpkZVYzGCE2WWaNv2SOnvIAUP2kncvGp5Yma+tFBd3OxX8OjiVblJEUJY4LOFqjiRfSN2nb6dR1ynHxszmJem22t8EwhVMJ1867Q1xyw8yk5Bt9l1lX6QggffNjwMdeFYbHG0j7H4CpWNfV1VombiNggejMu0MeNHHv+BQMH3aGOmCWkIuYwXtnBofAKC3aioLYIHizxgwyIAxHjMApXsRo4Kmuy93Qgejdh4CAMsWCS528GoAFkgJPx9s3X8iU98oiMt291s7aImge/vOoRqDh4xJplsm9nwC+uKwSEeSCDpfImsOqlqFTq7IQmTpH7WP/e5zyXyIau/drbp2PaWHtNxHj4nk5a2VXjNjmVCSmw73a7xyzYyhEoLaWLCX7xMelnQKTM6jNPhveT+++/XeoX3qvJH9UAGseyRPHWQ7GbDB5QNVRRhFNUVJfgZhThzDPa0AX+cG3EORtyH5ENO8JuPepS1F9cNB7aiQ5LVx8xbjF3HI01IqGzQn+wd3KMMvIN2GyShaoTnHb5bjEaJNQChFrfUUkslwqAmqA0ynvCHyoIIJ3ovr1yyAq/edoQJ1776ohe9KFOdQaWHPoTKEsT3gk67CDx5WVVewwMQMRBe+MIX5qY96aST1DOQTPiqPkJZ6N+0Kc+JUKLegfDwQ8wC2ZHsaHvLFJUwU89aYoklEtnJUJUYu0858ghVNNnZybtVeq2qfHfeead6QpKJV/OhTJQfGwCjsrEYdR/iSqDqhwrPqAlVjlVXXXXUxRjo++kLqC6bUXr8sli9rKhPcZ1+3OQ4Sr9ZsGCB2p3wrTNe0ia8g/NxJdTKUR1DjZIxVxhtnY9lVVqrVDb2jWudq8rNd0abop4ZE6qOxG1hvMSdMv3MVO4Y9xn/ZcFFH2PMBdcrrrgizmbands3bVjAI6Ci1quK7agAbETwqCo8kxWEARsdCpuOmDBog6688sr4lp9XIIDuN51viy22yGXSzOYAnUAMCZlQYAARDgjixLmsyOpbYEhFdSPZbLPNVAcahskY3D/+8Y+q9wsDwUDBszCtBI6CuZLdLR1wETZpZ94HwezhJeXiiy/WiUbUw/R6/A+hlHT4d4dJxPaDa1X5kw+MH+4bYUbRY4as3+nJgP/xXuwmMNrEZSVGk0ZE6CWwFzgjXNNeO+ywg54z6EKyMqaMOPrWDC4IX+SBsIidAgIIEzbBvMCf51dYYYVk4cKFatPDdfzqwyDiAjOP8Mkvq40qeFg0YVxt8gzfJt+lud7Me77fa7Iin8UBIC9j4m1ysonH3kN/2W677ex0yq+slqpwQX+aNWuWCtiWiH4L0Ydg8iGYfgT0pglhmjaVXUcNwIY+MmWHYPL4nkJiwQCGK69/mn4z6a+77jq180DPvozoX/S9XmxXqsonq4/6anORygnH9FsTgMvKRr+GWETBa9IBBxyQ2QmUPef3JhMBUcNUYXrmzJnJRhttlHDOWEYfD/v+uNUe4ekNb3hDVmwWeBifjdcpG/uyh6bRgagKKo9w/PHHq6MB5n0bT7Bto3+EBJbMhdOdmCNFFVcX6lmsp1/xZ/zz2OAjjGNtKlK1QhVIKpybD2pVbGkL06ppUB0oIvIQhrXo9pTrqGfwzKSqWrGNRv3Y5ssjU6FBNYN0ofpDmF5WY/Q+KhWo2pBWdkA0iTD2ei6CiJ6zRSyeT3QLj61P0gozrPdoSzFe1GMREPUeW36U0/SmZaU5ZYsenXN0k6ETTjghUy0hT3TSIds2NFUrUwvhnqzEav68pyp/VDjoN2z1QdgNUW4ZwPS86F9TqlYirKk6kwycWm7KEvdzcR2pZZIVZC0OdguUka1oVIk4RmUFwrbHbKVQVTQcaSu280lLfrQZOtbcR0caMr1Z2gDCFsj6CeXkGZ5n+xqirLQPJMJeh1qPXuzyX5mqVZwV4wllC9UuLY0YI2o5Y7UQu2+/qJOgvkR/o16oNEGoh2BzxjX+wMcwtWfj3zJVK0uLHUWeqhX3aR9UoMCUd9K2MVFXypqne29paSfUtqzsoe0GdlxcJw9U0+gfnKNGlkf2TaHSUofi8qGnT/6huo2NN3ybRnljMd8tahY8zxhCn+e74Fx22OzRKb+DVLXiZSKsaxkmVdVqCqAtvCBeslRdhHF+WDRIVau4DrIQoX2MeuZR2diXl77ba21QtbIyM1blqVoxPjBGombHmCCBJvURVIcY20LCxoM0Nq+F94ZxDA/WFhsPMBBBV/EA21FhEuM+dFUr6RCVhCoFhDpMHkkl8i77tRoImEqWMA25qU3th5X0WL0pPmdHhG1jVicPOugg3QZH3YIdFVbU2SonIu65556rq8msTrByy+o1al14SmFln9UsglJBeDpj1Rl1C9tRySsokjz5sfLB6j6E6lRV/ux2sNpkakW2RZu3oqyZNvzv8ssv18Ba9GH6N+pBrBSzU2EUe6UJcefbQDVCdF51+xkPM6H/elN1QEWKFTTqxy4WEYFZJWTVCP/+qBbZ6j7tFRPvxPtNSKyqkw8rUCK0qLe58P6gjmljsRvQXZ0YG95JP0OlJ1YLictDn2YnA7zpf7bTAGZEWxZhTncX2DVjl0EYgTiLxs5pH3ZUUPOC2EWKCe9A9FXblYvvc047sQNJ35cJWNuW7yIk1FYJLIe6ArvEYX8K03V7XFS+8Fuy9qpqG3aC2P1D7YTyUm/bWSV6tdP0RQDVEFZpbe6aJCSYB5g78TCWpwJTNfZNEhZldWFMYbcbvoJxkzEB/gCyOc+eNxUj4yPt+nT8ZacftWhZVNSdZ7Qd6FPjRI2oWpkNgnWaEABZWVVXr6QRSVZVTcL7dowaD2SRUe36dP61yV4k2ikwoIJkqhUw9lARU4XuP1SlQ0v7wbzKCquqYqGOJcZfqn6D7QEkxut6D5UcmCE6fx6FjBAMNduC2JmghoKLvDxCYIFBRC2JLXioSCAN8+dDlJXVLEvDLbsw4AP80aPugkDGn9mZ4DayLjFJ0Z4E16L+RUIk9Y4HZZ6DyUZFTVb29ZVFuMXlgYl861vfqgIHvvWHQfQz6kh/KOqT2HugglGX6DsIKgi76L2aLQf2B9je0C4IY/TpQRPuH1HxMnU2ex+qWLhbPvnkk+1S6S/qjESRhnBHGRITMX8w/6hYym5neLun47zyGeMUTmyMPVBR29nLGfNl98dO9RcBm2u2KNFx008cgQlAgAUVVK9Ew2BKbeqMfVMemvALzNcsOkIw1Li5Np7Fqs51xnJb9LDr0+1XdolU7ZrFRuYRhDb4qQULFowVFI0IHkyyEAaqIQGSbNFnxuXookEYk8YEgBC6yk5PIgAzyGp0TOhYG+6rihEXxlcYahnDFaa3VXDsBIxom5j4qFlNj1dqaS/TxyfuRkiyZRye5h4joKCHj4CAfjuruLYLEz7AbguMlqihJOuss054q/QYHOJy8cAwBBBsNhA6wAybDP5E9UvrCO4PiC/+kPJwR8hgdRgDRAQ02tF048Nni46xZ2DlEKHQ2qkobXgdZpJ+w44H3x3M+6AJgQg7mPe///1ZvBPws4UH3o+9BDsY9JNuiL7PKip5IdgYsUqGQwuoSOi1tE38UkdxT9qxiIJ9DbtSCOw2ecbjZd67iccAwbCXEcIH32m4y1aWPr5XVD7bPQx30Cg3gr6VLc4rPKc98srEmOXkCEwaAiyY4LDBFgIYCxjPoDpj36ThUbc+ooKtO9bs9Iv6qM6b8I5GopKV4HhjuhM7+IzFtuiDXSuLjSzYjhM1Iniw1QOh8sLHZcRESycywrAQJhFVEtEJtsu6mseKLSsEoq+eXa86YGUTKlodrnp+HO5vtdVWamAdMvjUFw82MBsQDDaMKiuJMHUhU48qBoGfYErZbSAtKil4RYDxNKHEViBZZcZQGrUogkPyXgyYMfbCqJndEHEXm6B+BZNs76It7JgysSpq53wUqJ+g6mIruNwztTv7FbsFZeJZKUaNBMLImr+y/BGo2KmhnJAxlwgFebtwmqihf2If0cHkWrZm4A3uEKvXEAIKuLPDATGIgIXYV6jwgICGsGlew2hTVruZzBh8uY6QYsT3BlbsssDAo6IEMZCzU8Zzhi/XbfeMPNghQxUG7GDa6Su0G/jnCUg83y/xneOsgPwpt9hnqdejMF8WIfDsZDt6do9+zxjCDgbjBzs8MPgQOPIcnrJQPyPvcBXIBEBrF8uz219ws35tzyJQ852ANYQnGxhzM4wHX75jzhEOEEzx3sd3BoX1ou+y82D4I6iwk2NBokxAs3dpBvJPXBRrP7R+Ztfr/JaVj7Gd7xbVSohyUX5UskIqGovp13iwsR0bjuljZvwf5jGsY8NuXOcNvk8Wc8I/cLV6hTiCNTuyjKGDpGG9Z5B16Ddvxk/6O4FRGX9YhNpnn31UHYa864x9/Zahjc/TL8MxE4ECfoU+CzGmil2mqgxzzhhNf2KcgRjrGWPBb7qTOWBgjjCCx0EAGSsSxqU2yeSKVJEFEAwfxJgJQ0IMgzBCxogQgyIZ3MNkKYFO5OPUtLIDoj69MZDB+DA0YOx4KOcE/8+8h/KIMKMB83KStfZSVQBBK7hM9GpsLAyoYoohlmw5psLAW5LsF2NtjLwx2MUYi7QYIYlwkaXhQJgIxY08RVjUthAdyxSDXmGKsyBlYIvjAGF29HlxjZkFNeMe76B8GDrT9lz7/Oc/r/ExyJtzjNHnzp2rxrDChKsBGQbAGEVj7E4aWVXVAFUExOE5/ogbgIEZ94mLUZY/xlWWF+kwJCYPjOR5TxGJQKT503d7IYz5KR+GvaGxLIa2BIHjHn/UG5JdBT3nG8Ggm7KCoTASWl6xDdG6UhfaAaJs5ME3Iturmo7zj33sY9m3JQKgphGBUo2rqTvvkB2kLD148s2YURoG6fQX2pf8aAMcDnBMfeLvVgtT41+ZcTkB4cg//sOQOiS+5zhOBfdpS54VDzip7Phl+eAPnr4iE1mWDeMP+VA/8eSlOIgwXTrGlBmXg4fsmmR4gr8I6/o+GxfBnb4nal3aptykb9IucZ05N+PzsF60MfdoP/LCQF4mbn0PBun0A+7zLtqM9rT8uRdTlXF5nfLhiEAWkNTgnT4swnHHa6rGYvow7SGuvrVeGKeXkTAZWsdBBBAkpgjjJxiKQJcSiK9psu+86XwtP/oLWFIH2h5nHRi/ci67lxoDx9Li/IProSMAu9fk77De00+ZB2lcbg5cwDr8Y4xn7Kg79vVTv/BZmzeY40ZFjI+yUKR4MF6JapBiAQ9o45jY5+kYFo8J9Ce+UxxrMJfCR4yS2mRcLgKZzmuMM/DQOJAR4W2U8Oi7ZfFJ23poAQTDGsN0wYSJFBZennIsrlazDxTGgM5oxIcqEnLuX68MkeXdlt+6goeVF6FMVm1LGWlLa8wLAyCCQB7RUcEYMsYmTIcHIBjTmBA0ZHVdPfjE94rOaTPKD4PN82VE57U2Jm3YL8qe457ogWpdeF5W+auSNx5AsPKFkkBWHjUZZbR6coFjWeXJ9VABc1j1PZHGCMyqcLa0/PJeI/Dvh8oEj7r5EhG5qN0Rgg0L6vyAfBN5/df6Lv0cBp++UUVlgkfVs5SLcodtWvVMeD+sl+xcdbRJmK7b4yrBo5v8EIZ7rR/fPwxzncWlQQoe3dS317SDFjwol3lNQgAxQqhizEcoDgnch0HDek+vdRmk4NFrmQb1XBsEj7K6MY7AR+DlsoxkJ77s9tDutUnwsEqDTa/jseXR5G83gsf/yEDVKOHjPfT5XpQ5KljoFaNehUoEah8YfsoKjhrYouaTR/hzRs9tuhEGxXX1olE3kRUFVWfAroYgauKiNQvQA3ahR5o8zyKx9yPDG1WtbtU5TKedwFZVZJ6pSMe7ZsyYUfVIdl9WVbJje2d2oSUHxDiB4vJxbk4a4qLWsb0I03SDGe8K3xviH5djWOcWGDPvfaFdAXUO6x2ml5VGPaWfmz5seL/pY8oVlq3b/MNnYxWzbvMaVPq8QGB138X4ZWoCdZ/xdMUI5I3Z2GtBsqjX8SDfAuos9q0Ig6BjK2MOKrY4EIgdVohQr84LYi9CqIkSSwBjX54Jx474PbJ4oDaelBWVyLz2R42GftWGcacDND8ZKAL0vTp8ROjdcaAFGsPMxxmbRmw8em0zDCaxFSAwzGYSsO7oo49ORD1GDTBlxVJ1wePf6Sh09IIvOvJgJysfOoEQ0Xz+/Pm9ZOXPOAKOgCPgCLQcAYtmbE4ZEBJwY7zSSiup8Sl2X7hJZ2EQF8cwLiz04YUN75OQ7Lx1HSQ2fg82ZbyHxSucOqy55ppaBoLEyY6Xvgf9fmyesAtF8MENO7Z6ZoitifyfI+AITCQCIxU8QJRVEzynzBOjLHY+MIQLV/8mEvUhVYqVJlylYoiOkSq7Hk6OgCPgCDgCk4EAC3G47RY1Qd3hxkOduThnJ0HUmNWBBLVF0MBtKYa7CAXsNuCFCQ+JzA8QAgNxiNg14RqORHCpjnMEHIwgMOAxjh0RdtXFdkF3LML3sHuBUTXvYUeFuFA4J8DJCLvvEAIRsYhwCyp2TOoQBMco5r5ZE/k/R8ARmEgERi54TCSqXilHwBFwBBwBR2DACKBKiMqyOGNIxLZD1ZVN5RRVVVM5tGLYOR4KeRYvkngtwwOTeYbDMx5xbxAW8EKJ9yzyKgoSm/ceU7fmPSyAWVwmhB288CCE4FEPIuYFhIporIKqN/yfI+AITBQCjdt4TBQ6XhlHwBFwBBwBR6ClCBA8FnUlXG2zcwATT8DWbgg1Z9yZhkFi68QDCoO4Vr3PbEjEmFWFC2w7L774Yo0fhOBEuQkQ5+QIOAKTj4DveEx+G3sNHQFHwBFwBCYUASLYEw+H3Yxtt91WhZBuqoq6FjsbFrQ1DsZKjJqmSbwtqgCCijU7IPE7m36f5+cIOALtQcB3PNrTFl4SR8ARcAQcAUegEgGCCEKmroTHKILBsnvBjsett96q3qewxYDsV0/kn7i+1UPUq66++moNeomKFqpRBIlFJYp8UMEyL3N4wwoDwWHDYeeWv/3i0QpCqIDwqgWJ+0/9xRYFexKJO6UerdyrlcLi/xyBaYGA73hMi2b2SjoCjoAj4AhMAgK4mpdgmFoVCaymhtqcYKwtwUoTItGjurRw4cIs2vMZZ5yRhC7qJWCvepHCs6QEdkskWKXmx3Vcfh922GGq+iQxZdSY/Nprr9Vo3AgqEhsmufzyy/Xvlltu0XOLKs17uDZ37lzNjwjVeK60c9TC8JxFNGsJwJqsttpq6vEKt72WRh/0f46AIzCxCPiOx8Q2rVfMEXAEHAFHYNIQWH/99dUFfV69DjzwwIQ/I3YUMDw3Wrx4sR6edtppyvTjSRJVLSMJAKq2HnijwguWxelAqME9e0jE8jDac889O95z/vnnJ/wZsXNiJIHP1Jvlfffdpzsm7IYgjODyHW9XeTFK7Fn/dQQcgfFHwAWP8W9Dr4Ej4Ag4Ao6AI1CJwBNPPKFp+M0L6MdNvFTVCe5W+bKCBMTrQrBBhcsCFHKOobwLHQWg+WVHYIIQcMFjghrTq+IIOAKOgCPgCOQhgI0GrnIhdiDWWGONZIUVVshLOtBr2HfgqhfhBlUvdjwIMnjeeecN9L2euSPgCLQDARc82tEOXgpHwBFwBBwBR2BgCKBShToTf9CoDLrXXXfdBNsRMzhfeumldZdlYBX3jB0BR6BVCLjg0arm8MI4Ao6AI+AIOALNI0BwPuw22kCoc5n9SBvK42VwBByB4SHgXq2Gh7W/yRFwBBwBR8ARcAQcAUfAEZi2CHS14/HYY4+pARhu+f773/9OW9CaqDj6tfhNX7RoURPZeR49IIBB48Ybb5w88sgj3g494Jf3CAajz3jGM8YST1RPZs2aNZZlz2sLrqHSQh8nsnXohagofRuu8z1SZuabRWM4PqLStN56641l2dvQ/oMqA+1Cv7rttts0eOGg3tOGfInTQl2Z48bxG2oDhmEZ4NXg2RzLEJXO4yWXXFLlg8cff7zzRt5Z2gXttddeqeSRiu9t/eXY/3rDYLnllktnz57t+I2wD22wwQaKv/i893ZoqB1WX331VCIgjyWeMlGnInyMZdmLxuFNNtlE67PWWmuNTb2srHPmzBmbMof4j2u5wzpM4rG4BNb+xNw7ifUL62S8xYYbbjjxdQ3rPahj8Hze857nWJbwCeKRTvGRRZdKqaKrHY999903EaYimTlz5sgM06RjTQSx+oJLQ985Gl1zovOMrjFkEXVHV5rJeDOrHjLqaN8etxrRH/gmzeXouJU/r7yMMxBtYlGk89K16Zp9l3ybFhm7TeWrKgvlHxesq+oySfdnzJih3wF1mvTx3r776VDXYfTRpzzlKQlz26T3m36wBB/iBBELqIqWQDSpSuT3HQFHwBFwBBwBR8ARcAQcAUfAEegHATcu7wc9f9YRcAQcAUfAEXAEHAFHwBFwBGoh4IJHLZg8kSPgCDgCjoAj4Ag4Ao6AI+AI9IOACx79oOfPOgKOgCPgCDgCjoAj4Ag4Ao5ALQRc8KgFkydyBBwBR8ARcAQcAUfAEXAEHIF+EHDBox/0/FlHwBFwBBwBR8ARcAQcAUfAEaiFgAsetWDyRI6AI+AIOAKOgCPgCDgCjoAj0A8CLnj0g54/6wg4Ao6AI+AIOAKOgCPgCDgCtRD4XyYqVUGg2DfPAAAAAElFTkSuQmCC"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"columns  = ['source', 'Country', 'Lat', 'Long', 'Year', 'NB_date', 'stages', 'RowSpacing', \n            'SowingDensity', 'NBOfgenotypes']\nsubset_maps = {'UQ_1': ['Australia', '27.5S', '152.3E', '2016', '1', 'Flowering - Ripening', '22', '150', '8'], \n               'NAU_1': ['China', '31.6N', '119.4E', '2018', '1', 'Flowering', '20', '300 or 450', '5'],\n               'ETHZ_1': ['Switzerland', '47.4', '8.6E', '2018', '1', 'na', '12.5', '400', '354'], \n               'RRes_1' : ['UK', '51.8N', '0.36W',  '2016', '1', 'na', 'na', '350', '6'],\n               'USask_1' : ['Canada', '52.1N', '106.W', '2019', '1', 'na', '30.5', '250', '16'],\n               'INRAE_1': ['France', '43.5N', '1.5E', '2019', '1', 'Post-flowering', '16', '300', '7'],\n                'Arvalis_3' : ['France', '49.7N', '3.0E', '2019', '3', 'Post-flowering - Ripening', '17.5', '300', '4'],\n                'Arvalis_2': ['France', '43.7N', '5.8E', '2019', '1', 'Post-flowering', '17.5', '300', '20'],\n               'Arvalis_1' : ['France', '43.7N', '5.8E', '2017', '3', 'Post-flowering - Ripening', '17.5', '300', '20'],\n                 'UTokyo_2' : ['Japan', '42.8N', '143.0', '2016', '6', 'Flowering', '12.5', '200', '1'],\n                  'UTokyo_1': ['Japan', '36.0N', '140.0E', '2018', '3', 'Post-flowering', '15', '186', '66']}\nsubset_maps = dict((k.lower(), v) for k,v in subset_maps.items()) # lowercase keys\ncharact1 = pd.DataFrame.from_dict(subset_maps).T.reset_index()\ncharact1 = charact1.rename(columns={k:v for k,v in zip(charact1.columns, columns)})\ncharact1","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"subset_maps = {'UQ_1': 'Australia', 'NAU_1': 'China', 'ETHZ_1': 'Switzerland', 'RRes_1' : 'UK',\n               'USask_1' : 'Canada', 'INRAE_1': 'France', 'Arvalis_3' : 'France', 'Arvalis_2': 'France',\n               'Arvalis_1' : 'France', 'UTokyo_2' : 'Japan', 'UTokyo_1':'Japan'}\nsubset_maps = dict((k.lower(), v) for k,v in subset_maps.items()) # lowercase keys\nlen(subset_maps)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Step 3: Meeting & Greet the Data\n\n* There are only 10 test images.\n* 147k bounding boxes\n* We have a 2 image characteristics tables in the paper which require exploration\n\n* Variable types\n    * character: image_id, source\n    * numberic discrete: width,height\n    * bbox: list  of discrete numbers\n    \n* Which features may contain errors or typos?\n    * source, cross-reference with publication table. No missing.\n    * image_id, cross-reference with available .jpg data. No missing\n* Which features contain blank, null or empty values?\n    * No NaN values and no empty string missing values.\n    \n    \n* Variables & Assumptions\n    * image_id: unique hash value for image. each hash has one image available in the directory.\n    * width, height: fixed size of all images. No need to include it as variables.\n    * bbox: bounding box: pixels: [xmin, ymin, width, height] why are they continous and not discrete?\n    * source: corresponds to the sub-dataset name in the paper. corresponds to region or time of country. \n    * other variables from the table from the paper above.\n","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"! tree /kaggle/input/global-wheat-detection -L 1","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%bash\nls /kaggle/input/global-wheat-detection/train | wc -l\nls /kaggle/input/global-wheat-detection/test | wc -l","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata = pd.read_csv(\"/kaggle/input/global-wheat-detection/train.csv\")\nmetadata.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata.sample(10, random_state=42)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata.info()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"cat_cols = ['image_id', 'bbox', 'source']\nnum_cols = ['width', 'height']","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Missing values?","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"for col in cat_cols:\n    metadata[col] = metadata[col].replace('', np.nan)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata.isna().sum()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"charact1.replace('na', np.nan, inplace=True)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Features with errors?","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"subset_maps.keys()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"confirm that all subsets are correct from the paper","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata[~metadata['source'].isin(list(subset_maps.keys()))]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from pathlib import Path\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"image_names = [path.stem for path in Path('/kaggle/input/global-wheat-detection').rglob('*.jpg')]\nimage_paths = [path for path in Path('/kaggle/input/global-wheat-detection').rglob('*.jpg')]\nlen(image_names)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"All bounding boxes have images available in train and test.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"(~metadata['image_id'].isin(image_names)).sum()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"All images have corresponding files in the meta data csv file","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"pd.DataFrame(image_names).isin(metadata['image_id']).sum()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata['bbox'] = metadata['bbox'].apply(eval)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"(metadata['bbox'].apply(lambda lst: len(lst)) != 4).sum()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata = metadata.drop(columns=['width', 'height'])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Step 4: Data Distributions\n\n* width/height: fixed values as expected\n* image_id: indicate that most frequent has 116 wheat heads per image. That is a lot! outlier?\n    *  thee distribution of peak heads per image peaks around 40 heads.\n* source: most common country is swizerland. Contains the 4 countries\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"tr_image_id = [path.stem for path in image_paths if 'train' in str(path)]\ntest_image_id = [path.stem for path in image_paths if 'test' in str(path)]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_image_id","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata_tr = metadata[metadata['image_id'].isin(tr_image_id)]\nmetadata_tr.shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"> For the test images no labels are available.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata_test = metadata[metadata['image_id'].isin(test_image_id)]\nmetadata_test.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata[num_cols].describe()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# metadata[cat_cols].describe()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Grouping by Region","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"subset_maps","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata['source_name'] = metadata['source'].apply(lambda abbr: subset_maps[abbr])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"As expected, the training data only contains the 4 countries. If possible, use relative numbers","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = metadata['source_name'].value_counts().div(metadata['source_name'].value_counts().sum()).plot(kind='bar', grid=True)\nax.set_ylabel('fraction of wheat heads')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = metadata.drop_duplicates(subset=['image_id'])['source_name'].value_counts().plot(kind='bar', grid=True)\nax.set_ylabel('number of images')\n_ = ax.set_yticks(np.arange(0, 2500, step=500))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"How does the distribution looks like for sub-areas?","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Grouping of heads per image","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = metadata['image_id'].value_counts().plot(kind='hist', grid=True)\nax.set_xlabel('number of wheat heads')\nax.set_ylabel('wheat heads per image')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"image_heads_pop.reset_index?","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Introduce business index for image based on 4 distribution quantiles.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"image_heads_pop, bin_edges = pd.qcut(metadata['image_id'].value_counts(), q=4, labels=False, retbins=True, precision=0)\nbin_edges","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata = metadata.join(image_heads_pop, bboxe\nmetadata.rename(columns = {'image_id_heads_business': 'heads_business'}, inplace=True)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Every image contains at least one wheat head. No background images!","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata['image_id'].value_counts()[metadata['image_id'].value_counts()<1]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Wheat head numbers per growing stage","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Assume the folowing stages \n\n* Stages of growth: \n    1. Flowering \n    2. Post-flowering\n    3. Post-flowering - Ripening \n    4. Flowering - Ripening\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"charact1['stages'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata = metadata.join(charact1.set_index('source'), on='source')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata.head(1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"> I find that the training set inclues only Post-flowering to ripening stage and not the flowering* stage.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"metadata['stages'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}