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August 19, 2020 21:50
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Demo of WandbCallback on CamVid example\n", | |
"\n", | |
"**Note: this demo is for fastai2**\n", | |
"\n", | |
"Refer to [W&B documentation](https://docs.wandb.com/library/reference/fastai) for more details." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from fastai2.vision.all import *\n", | |
"\n", | |
"import wandb\n", | |
"from fastai2.callback.wandb import *" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Creating a Dataset" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"fastai datasets are typically downloaded from S3 and cached locally" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"path = untar_data(URLs.CAMVID_TINY)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This specific dataset contains:\n", | |
"* a folder of input images\n", | |
"* a folder of segmentation masks (same name as images with added suffix `_P`)\n", | |
"* a file listing in order the possible classes\n", | |
"* a file listing which files belong to validation set" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Creating DataLoaders" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We can create `DataLoaders` in many possible ways: from a `Dataset`, `TfmdList`, `DataBlock` or custom methods such as `ImageDataLoaders` or `SegmentationDataLoaders`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array(['Animal', 'Archway', 'Bicyclist', 'Bridge', 'Building', 'Car',\n", | |
" 'CartLuggagePram', 'Child', 'Column_Pole', 'Fence', 'LaneMkgsDriv',\n", | |
" 'LaneMkgsNonDriv', 'Misc_Text', 'MotorcycleScooter', 'OtherMoving',\n", | |
" 'ParkingBlock', 'Pedestrian', 'Road', 'RoadShoulder', 'Sidewalk',\n", | |
" 'SignSymbol', 'Sky', 'SUVPickupTruck', 'TrafficCone',\n", | |
" 'TrafficLight', 'Train', 'Tree', 'Truck_Bus', 'Tunnel',\n", | |
" 'VegetationMisc', 'Void', 'Wall'], dtype='<U17')" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# get classes\n", | |
"codes = np.loadtxt(path/'codes.txt', dtype=str)\n", | |
"codes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(#3) [Path('/home/boris/.fastai/data/camvid_tiny/images/0016E5_08400.png'),Path('/home/boris/.fastai/data/camvid_tiny/images/0016E5_06300.png'),Path('/home/boris/.fastai/data/camvid_tiny/images/0016E5_07995.png')]" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# get list of input files path\n", | |
"fnames = get_image_files(path/\"images\")\n", | |
"fnames[:3]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# get label path from an input path\n", | |
"def label_func(fn): return path/\"labels\"/f\"{fn.stem}_P{fn.suffix}\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# create DataLoaders using a function specific to semantic segmentation\n", | |
"dls = SegmentationDataLoaders.from_label_func(path, bs=8, fnames = fnames, label_func = label_func, codes = codes)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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ko3fcfuttPhmfkfDZ4n6ue3Afp/w/6P0PmqdHDXXtD8xe65LXlaLox+gCwTs2Nxu0UcRe8iIUSQwAW6NTwg0OBUTvITlsZbG2xvvIsN9SNSuMrVBaFJsySfZ7TATnRCETSMkR44gftpAGgouM40BwHcEPxAzCx37/yPt7LCCYXfCJn/y0bK6f+OqA0uLS1FkAiARN3P3kl2iamk0FN6KB6DFKY5UipESIgXuf/hLWGk7e/qxY7DleS7ZUTZ51nZR4CRaLIKblgj5W5mUYJTdVYjoeGBfKnPLw8gvFg+c4UtaLP0wIe96KkOVz+Y0yb+UIlcPP+bNywHF0r7y69l5G5FXdiEtPabRWVFZB8Az7nhTidB9lbowR0FWsT7JLN6XE2PfTBSolccGqrkgpMvZpmo+ywFP2HYoFwGS9LhwEeSNIwk9xFc+poIq0jH98yCMuENYMBuZwCYJp85XO865VAQtq4f4vrvHZUtS6KEVNVJGkBBgQE1GDivnMimn+lslgy3OnrFjnBFs1hdDIQDSScyLKMyme8vxMJESQ8wYyABJALvtLL62/PCkpA5jpmTI/+xgiMYZ5US/QairhoiTJmlPIa+GW9jmhzxiDeLHkWqypCDFmsBtwzuXwQSJ4sRrFWpWwxa2vfC/OOW6Mjsv1JfvLLXXTEEMQIas0JI21NcEFcWkbMNagnMy3NgYf5LdCiCgNKSlCiPR9j9YQg2d9csJqvSH4QHfoqKxhVVkO/ZNDBGqClJN6fMhRiUnVPwxwplmmSFhAnq3krliMNWhtjs71wM7N/9AamtWKbr/DhQFtPKmqqaoapTSr9ZoYPN2+hKA8KQa8D9y/3LN/5iR7pHyWYaJD9tsrtvcu+Uc+fgNtzEI2Hsu4b23OHj5Dj/v8Wzln8TrDcQi7rPuq1hgN23s9kZEUT6hbxXCAcfBonWjXDdFo+vNLxl72SFXVBJ/3efLE6PDjgNYKP2yJw47gR2LwxDCitKaqWkbXc9heYKwleE+/v49RQcJiSQx2oxUxJEIc8b5/5P09FhAUK1uR+Gz8PAqo+H6JjyhwLlBXlruf+BJ9N1B5aC20lWZtDJeXHTEZrFaopHj95Z8jDZqXfuMH+bd/u+ZffMNPXggFVFazNiLEJ8VahHaRR494ikVHxQQuH1POU6xrOF4QpGOQcf2ACQjAFOtfHqYW1zblpS3BdBLdoVO2IXNIwRqFTkXZzEkoMWsolUGYUnLsR37zfo7zKoxRVJW4+G7euMH9+7dRWciW3aMrgzH6CO0opdAoYgjZFQ1VVdM2DTEGuv0+G/7FM1CASVY0OYFxGRufLM4QKek+08TlY4qGVUcT/+GNsEiem7QyoghSkizphD62HlQRnOTpU/MH+fvFfT65NXOsHmUIOIwCnZKg+TxmADmfZ/osJdm8Wk8eKK0VMZkJKKjs/o/Ko5TJi6tcg6wXycqe81lijJIMmNdTisW7ITeXyPhmCulMD42USqVFmkHJUtGkXHWR5nUzAwKmOTfaTMdIroSVazUSXwsh0XeOvj/wpz9m+P7weV798mdx/8DfkKRPKwCoJDiuNivGYcS5gc3pKZXSaGNRxhCTx1QabVv22z1dd8CNPTYaDgfFbrtDGYOpV7kaItIfDpzfBWNXhBDYnJyCEqBQEim3V1ec37/gt33P39Xy+//fyN4etQgLzH4BGfKMFhtNLRX6tXWokJAJYtXrHPZRR24QJbJCzyGpjJIBWe+rzQndfj95HrVWWFujjWFzckYKkS4lki/rI9J1PXcvdjif8jZIRO8k9Ilie77FvezEbc61pPIHp+UBS/9xiv7vFgSU8yvm5EHNbODd/fQvopIYolEpBpfQJhvtRPww0O0d65Na5jZGYvAEryRqE6SKZuwOpDCASqSkCX5kGPcoY3D9Hj8cSBgSOlftBKy1pGRxw47DThI4rTWkGBjDILkM4u7EWo3WFcOgiISH3ywfAAhWyLM3leHWmz+Aj4kRSTY0QO8jUWXpYzRhjKQYOHQD0Wpc9KQEb3/8F4gpMewcKMWdj/48/+o3/jn+7KcbPvflnoMLxASnpxXBi6U5RvBFoZYSkvzX43SLTxyVAi73x9IzuhwPyMJ8zKN+5zqogIeAAcrCUVKlsYDaCVWmjDpv2t5HfJQDxMrLQCPHOcR1LJb46BKqMpzeOJmsyQRYa7lx4ya77VbicsZOoCClJBbZ6KgrUTJVUzEOvbhr8/0XC3Yuz5PzhxAwzKVtqFkAxSSx61nxMlu2iOCJ6dGL8Ds5vPP5IiZTOgNBubqQEoqAWij2ZcKl1suErLk8FPKzSTMYLXreGhEdk94vxywXJiykkwjYlMHpPHfFTZ3z/0tMK4p1qxCgpfPCLevGaI1SKVvfxQqUGH8gLnGR/HZ+hqVCJPsWEHUfsxchhy/S8XVPoQfmY2YwKUPyBebt5UOYQG8MgT/xQk+8pRiHih/78p7/y+/4Y/zgp/9juIqks1Oe//IPMIacaGU0jBE3DqxPNlNlQmMtVVUxDm76zfXpGU17wtB1jHGgWW9AWRIOYw1ucMSs9IMLkoCbEjdu3SLGxH63xY0d/eC5c/eK7e7wd73+viPjmgAqQKsAgOmgDOSXgm0Om8l6Komt5c8UYpyOLt6nEgYST1NZQFppVpsNQ9/j3cjYD9BmUGAVm7MbJBJ9B4GRFB3WGO5d7PBB4abQs2N/eQ9dVdx89iVZr8CPvz48Vt5fH/9tfThLAAAzADCIskyI1zkguQPLazMGqlrhXcKFiKkUYTtwuNoS/AY3iGUfx54w7KibU4bBkRQEN+LGA1opTFXjR4fre6rVGeLR9KQk+lMbSwzgveQLaF1TVRUhjPTdAZKHOD/nOa8nYiyYx9APPRYQtHl2xLWvSSoSU+D8U3+ZF9/4Ad799C9y8/Xv4+zX/6dsfOD2R7/A+cWWdVszusjYBzabhgD4CG1VE4KjqStSSvwrb0a6yhBj5Jsf/0Wqt36Y9z76RV755g/hQ0Ibg1a5qiEltL2GhpdPMI9lCXziIZ9de295msedF2bLsbw++u4RGJBXEcTa02AV1AaqHIssVRQFea6tJpCyNZYyqImkkEghZJtNyuBSzEiTDMYU1FXN2Y2bvPjyS3RfPZCIR1dT3Fnlv0opDrtDtgxU9pGnKXO83Jgu5shC6Es8PVuYiakeePYCiBu6eBeuWzIf7lA5xJX/GWevB4tbnUvpFEdqOy6smCRgrkzRcs2Uf+vsOdFKEgTLv4swVYtzsPh+AQ0TJ0JKpBSK/l/eTv79hEIy9UsOhDFGvE8ToJiVhVbk2uw5B6AM78XxqbQWN+5CASyt/+W15lU0XWuM8+8dofDlPZKOQgQhOIa+R790K+fFaA6/7Rf5F7/xQ1z9fS1udKz+9j9JZ/Y5cTBx9V1/FTcG9Jct+92Wun2+wCWMEdCz3x1AQ9202MqijXBtVFWF1pqh7+kOe4ypqNoWtd+xvbqk6w5A4v7999FXl9y7YzFVS9Q1Qz8w7K4evsQ+jJEX2RJwy5gNginXKpUEcFkI6QH3XJqe3rLKRTwGc3JwCS+UqhLJKXGMMdC2KxQCDLTStKsV3lrGoWccBrSW8IOtKk5Ob6C15bC7xKcg/CkJnPfEpDPXRSKMHSF4Xnnt49imugZwHu8l+Fbe+1ZHgVAFCFT53z7/ufOpX5w82M++/n3c+9QvTnLOKMXgPMNhhJjQpuXq/XOadp/nRNYj0WFqw8nNGwx9JPQ7mvYEWzXiXlB7VuYZqvYWYdiRkgcMKSm87/HugpQctmqzoTgS/EBwjtGNGKupjGV2/kki76EbqKx52G0DHwAI+v7A337W813vBr78kYbeRV44+yvEaLj9yS+he3G5vv+JL0FKmGDyUlKECN0Y8PHAx977HHVV8d5Hfh7vPK+9+UPUJ5K8cv6pX2DwgVMM77z28wSfeOcjX+T5r/8AiYT3UjNtK0OKKltGDyr74sqcLPGF1b8wWqb3HgYKHiLH5q+o47/LaabLmCzB45NUVrEx0GRQUH76KPZEsToTZNKX2bqbs8KLqoo5IUtpg9FSqiaCT7HbXeGDZ5UfenHhlnhwyklv09UrMMZiKovGMAz7SYFP9yzI4HjKVDkmzfN2tAuL1ZI/umYcf1ijkDdN1q9a1s2nKVSTEoQYCGGQjV21aK1zAlyO2VMU/gzmiiA4Whf5c50tMEk7yAJX6en48ll5ximDhRgjzvuJK2A58UoV4c0UGpi8MzHI2lC5zHCRTGitySWNZGVPjlUmYvAZeMQFOMlrJpMzHQPeGWCyOF6OSUevyyGTRyB7LFKMDL24iP/5rxy4/Mxfw7YWrddcftdfxY0ju6st927+FC9+4we584lfkEqHt8XD8dH3fpRfXf9Jzm7eBAQMGK3phoF21dJ1PW4UN7bSihQ1IUZCLFUNiRQlbyFGR3c4YGwFRPbbA6u1BWvwfsTFnqE7EP0TWsRyxSjM7GXMD+qhZcFM27N8ML0pSZ4jfuyo6jbLTZXzS3TO/zk2vJb2pHOOy4t7VNbw7AuvoJWlyIrCUzAOPUPf0bQrtDKYqqJdr4kxsN86tBEIp5WZZWBKaBLODVhrjjcU10TLY4Z6xOu/m+8Wr4CFySfqmSvfnnn9+/L+kefQ7Txta3Au4caIQmGsZuwcdbvC+5Gx29NuzjB1RRgPdLtLTNNKSSJRvGgEvJIQpnMjTVujlKzPuq0FnIYEnSe4Ripo3EDIeWRaS65OncQzPAxjcQBOuqSu7Fyi+5DxWEDw1/03ef/v3OX1kw37v92RlMG/8gbPv/pRQeOKnIWcJgEUE+y7kaZtCBHwkbc/8kXquib5SPRR4n1a42LEhUBIkkhlUhTyIk9OLBLtXtZoCBFbhNq3OJa6Ki03yDVQkB7ypQSLOHJ+7xqwuB4uL//QCioNJxZafVwKeX2fljwGPb0nwlblH1RICUn5vYLvh7EnkSQWmyJ9d2Ach8VGyLHl4gRMicpWkzABWUTtes1qvaE/9PQ5A3V5DpbXfQ21Xx/lmOnfJe/gCTkIYkoCRhZgQJR6sZ7FJZqA4BzdYcd7r/0c2hg+dvefx9gGbdJ8XykdPccjubVYHEmpo3me3LBqKbajuPFznJ/sbYmTlZ39Ofm1Urn6IOljL0U251JMRCXhgrJGJImQWXGknIeQSkZ0VvwpHa/trOQLU6N89RG1IhlxL6s4KMdeAwZl5lLKQKbMTuZKOPvy93L7Y1/kxW/8ID/z/MgfMH+R+7/lr2BVjTaWm7/x+7DG8tZ3/yx8gynuPLqRvu/xzlPVipgCrh8ZhgPBOyAR/JwVX9mKvu8Y+oOEzdwoLlVTUdk1Kin8OOJjxEdIaGzTPm6pfUdHjEIgphegQOaxrEc1AT3ZsrN34GgvQy5P7ojBU69WM8gsRGdTzGrhFcqLXSGMlfvtBVobbj77PMZUc6jBWhpa+qFjHAbqupnKGldrIUFywwHnQ/aGHv+WShHvOlSdFld8PB4nSj5IzDzOy1D+FECgmLlvloy5f/ZTDSnBT3xFZO2t3/g+zj/9BbS2qBRJmZlXKUXVVNihJRIwtiJ4L+EVH4gRut0VCSkn9G5Ap4iuGrS2uGEgMZCCww0RpQ1KGTl/HHKFTjbfVEKrAAaMtlhr2cVO5FpMUtmXE0b74dtMKvz1X/8y+32PrQzeBbS1mP51zm7eorKi1EMIudZUYtQJRdf3mKYWFyQwuIBPDp28MCzZipBgcJ7eZ3SkE5VWuJjw3jM6h0KSJKyxwnqWEqZaoJtilT/uJq49dDhW3OWNqWIhXQMB6dp3ylfV8XuzIScKp8pAoNbHx6prfwNT3XhMUlUxWVVaTS7hq4sL9oedzHdK2KrmvnsfYwxGN3mjDZDBVrqWfam1pqplUYTgcnxc067WnJzeoGoausPhwQl46LXPE3fkEZH4AcXtKG+lh7hoPrwxuU9BwgUqSd4Lc8xb8gJUphWVefTeMXQ7mrWErIzWOSdDkdATSD1eH7n0TkkCZ7G+RJaq2VNAgXuzJygEyQbWRi9KW+dFqRaeiALuJkAai2XOHOLIQh6l54zoyROxdO1nL0aKU2lYFjEisOMMSMqjPNpH+T+TJypf21yOugAExUsQAj74zLlQ4txSkTCOIzGGnCBlqZAyQa01MUSapsXYQqRj6Q57bNVQJ0kQdM7hg6c/dEKfnHkKlIIQPCBhsRg9+90V3aEkxIFC07YnGF3hnTC7RRRJ1xhbY6qZve/DHkPfUzctWLGsy8qYdnme+7LfiuydSqkVE4GVUgalLc65hcdpKtCd1lY+8UJpy3m1sXjnuTi/izaG07Nb2KqmeOFMVVHFgHcj3o/Yqs7yp2G1OZXQw7jPRHcceZGM1mwv7hPqF6Uy5ZqnYDm+FRvj+jEP8yCoh/yBGQwU5tzrc64QcOXHke29K+rVihQT3nmiT2hrCX6E5EjREXyHUhaFRpsapQyH3R7bqoWHO+cFaU2/H1BKvHzOS/6AtRXey7ySErZeZ3rwgZSkzFMbMRi0NoQY0FrRNg3r1QpQ+Pv+kfP1WEBw+7372d2WBZHWvDu8w0c/coemXUOz4u4nf2FiMBOkrzNNqcsLUXiog/NohHM9akMfIv3o6X3I7pKEsRaTIr0LvPPqf4zRmqZtqJoa5wPWaF5977Pf+kpIj/j3Qz6b3lIPHnPNuJnfu/55kXtKEgatcLAQOC5VedilylQptKiS+TOt8T7wSycd71y8jXMjCahTw+Xdc85u3ESlSNcd8D5Mm3K6pCTnldIvi/d++lVbWU7ObrDabHDjuCCsUNdQ0Xyls8JggYLmiZjildcszuuhlA9rjMPA+Wf+Ci984welyqI868k6keu886kv4Z3j5Ff/KbSpSMNIt72UEp8YqOuGpt1IKZSCZIyw7Rk9zYFS87MLumjrBRhYCN5IIoVluV4Oti246ssanKP+pVw1h47iXA66BMZq8f1iPaYkfARlr5YktNnLIQl1YQEApsc6AQiOAKJ8lq/sCBAs3mcJCsXS9blUsJAxiRtbmBDvfvJLvPSNP8jtT/8lfqgfUHVFVVU897XvJ4SAr0Sp27rCmorDbs/6VAv1slJ4HxjHHjeG4jihJFUFL6Vvzo1cXtzj8v5dhq4TQ8MY6mqFMTXeO7wfSNqgq5aqblE5D+FJjb6TkEYJOSWtKTH8o/BBEUCCGlkKrJRRpbGWerXGjQNDv5ds9Vo4GNL0rWIYzOuYrAOMqajqlqE7cHHvDk3d5goFk0MOiaZpM9ANKB2wVqGNpmlbSHDlR6IbpjUAWf5puLx3lyt7n2defAGjqm9N3i/GB4GA60AAZo8AzEAgLf4swcBPfHUQQyJEun3PN5/9Kbr7W0laRco5UWBSQ7/f4scDfuwIYaBZn2YejAZTGWKA6CV0VeY7hFKiOeZqIU0Inp491mrhFAiyj+t2hdt6+XeJYSjY971U0cSAMZqqMrStMG1W327IAMg/nLFjjGzjH+Hdd/9fnL3wMiopTGUZ9x0xBKpKalmlpn1g6DvWmxOssflcUnXwxmtf4OWvfR+3P/aX8AlGHxiHXtxLKWIT7LueZGuhylQK5zwv3/4coUqYEowvT/W64oejvXDdxFWJR5YvToeX/bD8/vKYh72X/w4RRi+lKHqR81AsVTXv0WuLVWh0jZbGNj5EUJqvfmTNvV+6x+23bkvZoBYFv16tuPnMLbrdlr4/IBnDhRs+W3VZUaGE8GUYclJJSti6oW4bnHdcnN+j77qZMe8Ru3ASOpO+OPYSqGyFy+dPToCWcf/OO5yO/wS+dVJ7Pdm/TA/mz36q5geyp+D2x75AOIxoo/nq2Z+GFNGV5uTsFic3n+XFb36Wu5/4Ii+/9SO889rP8do7P8q//wlJfv2X3pot45Ti9EtKSzZ28Q5MljdpnsfM8qNTTu7LQHxhZots1ooY1cKKmysDyOdWqIm7aKkoQhC2QRG8S6uQGbBQkpDSPE8wWaAP3QssAN900INoujRFUgrqphGQ4gf6vdDaVlXDK9/8LEkn1n/nn6T7xJe4cfMWznne//hfEkIcW3HrN76Xl9/6Q9xu/gR9txM61+xdAPFA3Lx1i6EfpSHPOOD9gHeO87vvEUPg3p33id7JntEaa6U3Qn/YE1JAVy12dYKxdVa66YkCAqWqiSOgUEFrnatg1JwbwlLBAkvhN2GEJF6Spm3pw8jhsMNaS103+djj+0yLZyk5GSaH0sSAKJ41KbcrQhba1Yq+E90QlHh80Jp2veJwaBj6PZWy4rFYiJvgHP+FusfvPpyyOrPwCFl0ND+P+Ld6xGfLsADMIOA6Nf7y++X99z/+JbxLDJ3jIt7l8p230YxoHVCmJYRA9CNKW/wwENwIOuH6geg92hq0WaE1tOsNKBj2DjcOIq+1hiBMkMbCanNGOIwMhwMjQh5XPHfD4Vx6SyQ/8eGM48jhkMMCStbH4dBxOByk4Zj7NssO5ymYbRNjNDdvPkvTNFztO+GyTtItL0TPqqkZrBVLYBwZTS/sV9qw7zrJ8h0DX3vp5wgHL40Xhh7X9aR1pG1qWgt7P0hG6i5I3bCxFBKRUvYyu0bzVaYHH95Dx8OM34eMbyWFaJlDMP1uAh+k6YbRsyGtyAyOi9+WW1DT75VkG6PjxKHw0df3/HrdYm2Fi3GyqtpVQ3fY0/fiHpWVriBpQvKYVJREJHpBi9YYklKgxUV7cf8+MXrGfuTsxjNsr85nQaKWdybvTUrqYa686zHmI1fFtzCZ34Hxa/W/y8svfpLXbv9h6maN1tWkNMtF/fhXB+59WpD5cNjTbS+oV1LrPva7LIgN2tYMhy0Xd29zc7/j+a/9IG998mf53ZcHjDEMwx+lUGLtr85ZrU8lX0bNQvoB6bRcC1qRQgYTcUbxU/fBzFhZLF9USSzUs0chZCtPqcW+mEMFAiAScTZIMviVg0szmjQ1QCrXkIHmtTHdzgI9l30oxmqaKzsgV7WIpdL3B7zzrNcn3Hz/n0UphUsjh92Ooe959Z3PcXXjr0kicSEDU7D9bX+d5r/+x6nsCm0qtLZUdUNdtxx2HSkqhuFA1dRUtYQbgvccdjsgN1tDrN0YHcZYqqbCDT3Oe+r1CdVqA6V3QSoT/uQAwcnZae4jIPJCIQZaQGRMscatsRhrH7E/l/tR7scYS123VJVwB8yLgkmgyvqb90vxFld1y8nJqTBCquMwZQFPTdvichgoRi3KLgkg7PeG4nUsBlhKomPuvfsul8+eUbUtVVM/MPOPggj62uePAgPl/cAMBMrn6tqxy89JYlAGFxn7yGpzgjt9lu29twjnd0AbbL2hWd2gbjc0L6w4v32H8XAfYyyu7xlHqYKJoWPVtOwOPd67KaRlTcP67BQ/XlFZGLsLghvwbsQ5T8jJgd4HfBgZhhGllJQ7K41zUXRF7kwJidG53D1Sc7J5dC7M45kK86xMJSla0/g/x727r3HrxRsos8aPI3Uj/OGu6zCbFc/cOkMreGO7ZRwG2rbFWvCjZ7VekVKkH0aCc8Jz7gNGG3RludzviW4UkJFEQRok8erep76ED4lX3vqDQvygr637paIvgo6jtfzwe3zIG+lR/2Y+78O+WgR1RLwEMc2lkNZAFEK1qTNWnU8UU45VFdcxCindQ4RdaLF1Q4jCGWCtYhwHDocD1phs4ckFxFz3fXSVKuXknhqtDePQMQ69xLCamrOzMzabDdvL83y8enA+ESByHYQdv2CyJKTO+YPR/XdyxBgZh5Gv3fppXnnnR2jalvuf/qu88s4/QyJx9xO/gBsHwnbEjz3BSync1cVdVEr4cWC9uUECri7uc8/+CVbdCW+99B/Jpr7wKDR1s8I5j1Ia7wZSkqz2pOICEBRk+HD/i0ozo2SpHpibTUHKSYjl0ZY1ImxkhT8hUpK/xFNw/EuTm34ZBii/L5cmVl4yRA0xBHTUJJWEh6J4fpZeoYdY0JPFOl0rOV9jpkHWSrNerSU7XUPwnj/9Uc0f+3XFyekZprLU/80/jng5hGejblsuv+uvEZIwvhlradcbjLV4P9KuGm499yy7ix39viOGbHEVbZMk7quUgmxpG519XSlSrdfUq43kmeR5/XthbC/vsd6cSAtcpXMJWw7zZCZKY8yUO3AdtBeQL16aQCJMZcI2czgUMHjNrcNSEEhIUqONRlNT1ZIfYLIykgWy+F0l5Z8xBAEsSsDldH1qYUylWV6kGLh/+zYnZ2c0zTNT98OHjevK/3FgAI676T7qPGZx1wUkaOC9j/0C3qcclzfsegkbtpsbuLFjGAeiGrBtT/CacUh4J1wvVbsCP+KGAed6ghvo2g3oihDF+HNu4LC/YHv+NiermnXTcufulZSkT1VHiaZpUMrR9WJkkyT8WBmNaRrxMOfQPSgqY1i3DatVI0nojxiP72XgvfBTGzUJNec9X3v9Dd579zavfvxjPP/KR7hx81kaqwgatldXrNuGu7ffZXv5PqaqceOOmNm+6qrm/Pw9DrsdwQsr2HpzBk3Dft9x2O8l6cc7TFVjciJU0zZ4NzIMOV6ipMabTOajlveoOOpLMIEC4JoseyhQeCQYONZ5C3fqw/GGjxI+KCMmSJmJsSSzOb1g/8vuhUkXJyVcA9ZmS1MOsZXJbn9IBRWlQqBTtLWaBEOKstHadsUzz7/I5f37DN1BgI0uJUdmskAm70tG7yXrfYpXw1EbXK6JTXF7/b0hSBMKN3Q4H/jG83+BzckZa3UGKfL+x76ASobd5TnRj8TgpAlI8uLiN4aEbHKfpDrGGmFPM9YQEwzdFqO1tBrV2YpWWjKqF/Hd63F5YHbZz2Z2/q+e4vGFJyIlSGGu2FjOeEoIVTJxcv2nfExcrPt8Jdc2wOIC1LwWJ0GYvUlyVK5YSIucByXhrRjDQ8No+bSQVHZxSyw+BC+NznK/DbmPyE98zZHqCmstwXmqusaNI2+/+nkh0FIK/a7GPfMztOEEo8+xlTRNSkllT2Kg3TQYq8V75l2e59klYkrPjZSm5jzl9bLWX03EVGkqYX0SY787MPQDdV3RtC3taoWuZktPZ2rolDnuBdmJLTyBQkWe+0BwLiuG7DWaQg1Zdiy8RrBYtkoooK2tQKWpXwqqyOCZin7KU1GZQjoq6cCXk0Qpru/i8WXGH0opfuWZxHO7Hae3bj1Unly35q+/d/3ar4cDlud52L8LaCgiPEUYhkjKRFZD56WjbLPGDQdqY1G2ZRwPdNsLmmdb9vfvYFUkVQ1+6AnBY2xFioEweDw71jeeR6tEMgmjFJ3z0v8hVewOB2JKWGMIScqKlYar7Zbgo7QU14nKWhprsdbgfWAYBpQqtOUKa8TX0fd97nz78PF4D0FMwmwGrNxPyaLLSYNX48j4m1/l7u33efnVV7h56xmUrfE+cLJq+OpXXmd/dSkLzZicfemEPKWWLN4YAreefUFiSNowZJ797faKVbtGZ4tC5UxJN/SYlLj/iS/w/Dd+SFDyvIanToiTmlpYscuHXBTrkVa/5ll44PVDJ+jBt47yA4r8V0VoywdBkzcvwls83cJ8wuBHvvaxmu5woLcdhztXsrFy0llBeUWFqOlVRuAxSKJKvpCmXXN26xmaplkIyHLBsqGtLcthMTFLcLUALkvhXwT+AztpOuAD5vE7OJTWXF1cEEPg5OwmcbVi7He88exPUvtVboAT8WPP0O3o9juid9TtGudGrK0xtsqNu3qoE0OvOL/zLuuzm7hx4Pm3/hCb0xu4TY9GYY1YWzFb08uMe9KiTOz6tSIAJlE6Hc4fKMjAoCjsQnKUjnCGCPKUBWyx0DNUzABlWvvTSJO7dwYMCqZrl/NNUEEVQpuysK9bkfk3F16RAlBIiZBSTm6d74WJdyP3csgcDtE7bn/si9z6te8lhMD93/KXqZuaqhbu94v7d0TBRY81tYDswYGCEB1uEK9PyuBXKSX9GaYcjzJFihhzOGEhU1QB2NNzezJDGEUt3gvxzDAMtO2Kpm2xtpFVkxV+WSMm33OcEpXnJlmlBbZSoO0MypYbew4Uy7/yl6fPFZnuuGz9Qquc1/d2e07bSlJm8WgYY3DjmKlQZF6nRNfc/KrI9G6/Zddfcuu552g36yOxzOL1owDA9dfXv/uwUVZxibKnxd//wacbfv+gufn69+HGwLuvfgFIaCNcHqWFt9EaP/Zc3X8XIigtxkMII27opUJAg7UNbtjT7S7EQAwOTWKzahkGRd8NUyl/Sh7nveybvPdCCPjgMAiIdc5LhUN2SRenGAgIHEYW+/Lh4wOaGyXIcaoYI+QyOAAfEvvtjqHvGPue+2d3aNcb2tWKs03L0A/0XSeTnC2cGLy49tw4NTDp9js2fcdqc8LQC6pxzrNqCyoP2AgmBVTo+dhbf4irv/+vs85c0SK7dG4lvLz2xdNfKKQySZMOW6yyIiivh77V8sVS+KrlAQ9ZbEt5ma8pgMRvHzx00s8pRi7un/PVwz3cKHSgl+cXKAWbzQbvR6biNVUsmFkQSyOLOPHWC6rXGGvY73ayIcvvKplnaXNbIr1qntuHjPmWiyRQxUkh7y7RVhaqD7KlfThDkYSwJzjG4cBhq+kP4mLbnJ7RrDb0+yuG/Y6h2zP2mZ5WKWLwEmIxJpPpeFK0pBjZby+BhBsddz7+RbbrDcoY2qbl1ff+SBa2egZPC0E9e3PThE7nZ7hYgCozF4Z4tGCO6vznG52FdwaByzUhQHi5KbIiXvxbFetu2jAPJtJNGHI6gxyv1fw7188q+2zOYCdfvzFWFHNUExggJf70xw3/4jc8ShshXxlH3v3oz5NSola1xEsri7HSbteNI0PXoVaSSyEtXkf2V1e4sZ+roAqAUsxWtGKyjKeErnKfFKVYbvoJoVoQUBMjwQs/gst/RudYrQJNK7Xr087M9yZrRQinSohhIp1KcTIwphyU/J2yVo6qivKYZZWa5isBetrzcq7d9opuv+Xsxi3a9clEnBNy+IBpP2Q+hRQwZvZOeOf58sua7iXL79heX1cPV+7fyjEfNK4DinKOf+H1gRi+nz/z3TVD5/inrwJhlKRVpRK2kjbdKda4sZc8otUJJKEZDn7EO1HySkm/ghgD/WFLjBImXLUNbV3hxpFDaSGt9DRnSiuauqauKq6ctAwPMYL3uVovVw5lj4rWhZpaT3LIx2+z7BAKKBCOgeJ/nIhSkL7O9+/d5/LikqapuXHjlCo3WJkobZUomDmmWZSZEIv4UW48eofPvPohenQQS9gqTa3EU7BpDM4k1kaybX1MUlOb1AOgYIlYj9ocXwMFZailLCyLYSFjFzouz8N8vLp+7OJzBfN1JY6U48MQbgiB9995izf8m6KYchZv2zScnJxydXE+/Uoq95Ddc1qrRe34fFHBBw77HV3X5028RDhS0TCGEjNdEMyU6yxuFbWcorT8iWxNpTzXavGe4knJ0hh8npPA0O3xubTSGE0Ye5rNCbuLe5IN7N1koQ7dgaoSwpUpaY9IjJ4QAm50bC/OMcYSmoax74XRLwYhGNFiwV4vFCiI8qiP3JGymcFAggmQL93qJZygls84g4DpzNd/c8ZuFEF/HVFMYaKHxdQKTlHLFbt4/kqhkpr2TBE+KBaFtPneM6eDraqpQsAHEVLCbRIzvW2QKgEfhHUxezikM6Lsf6UVzjkhwWlWonC8Y3d1yf7qEu/dFOqaktfKvSqY2COLVyJbvNMMLGTHE80nSFHyIbInI8ZAcFJZ4ceBEE4yR0OVPafLZ5TXDmleP5MyTg9V+iUkNHuGmM4RY5gAwfQ7KR05CUHhRseu22K0wdqaulmBUtK0qJTaKjCmIiZF8APGZBCWBCJfXVxy/+49HM9OyYUPXOvivet//11N8UPeOwIXquTgyD703hN8ZDjsSSlicsWHjRatK7z3YrwZBAj4kRgCpQrMuRGlEmEUtsGmEbAbSfjg8SFI+DwEnJME/EpLGW7TVFK+GAOD8xKKMFr4gZBwtEJl/hSN1ZJnFmLEjd8mICiWfdkh0Yc5SWqaJJWVVqI7SJLa/XsX4orNcaTiNp0mPlOXFmIjN45E79Aq4b2Uhw3dHqPWQjpiweqYe5bDy1//AbSJ3PnEF0koXnjzsxM1Y4hqEhwijdTcA6Fs9Nkwmy2BhWEGHAOGxWfl+xNYWIKEBThYhimuL6zpvcSc+7AADH4c+aXNgf03t2hrJ2riqpYyzBQjysxfnGKemRPcuWECCGX0nZSdtOsNq/UJ27GfflRciLlGvVz80rVBKW2a8wjk+MW95Z9bUFJMt7UESx/2GPqOlKl5Z+Ev4dVx6NFXl4x9N2eeI/NokNaiwbssZKULoR8lDhhDYOgcbbvCj21O5lJ0hz1vvfgX+SurP8q/8u5M3zznEBTVqB4QXiU/QGiI02TNLqculeOWHoI0hwMU5Rwszr4EbhnwPUT8lRryh4vca8fqZZiq9Go4BpHloc9+JyXdGTGZwU6Mhf12h3ejcAvYij/+xoiuLCF43v/4F8HDi2/8wdyVT7wK9z71C1S1KL+SbGWMIYbA7uqSq/P7pJhT0SbAUuahGAoC9kxpAKRyLL30K8/XPOUQPEEPwaR4dSkfTATvJvbFvu9YbzasVmshMKqE2VEqZGarZBkCmudDwwR6Hz0SUtLpxg6V57sgqwIAFfN6N6bK8ewe50aqus2yVAh2yrqpmgZlavZbSfcr72ut6fY77r3/Pr/y3c/yD1w9mJt0/Yonef6Qzx4Ccx97rnT9s3yP39v/RQ79yKgUumkYh4MQD8VA3TQYa6jbhrFvGIYRrcfFmYRzRytFSFGA8CS/C4fPiPOOuqrQSglvR4qEmAFYing3UtfCfDg6PzUQgzTlqNWV5MnY3AVRa00cRsJjcmEeCwhsVU1JCcrkGuUgWcz6ISxSCUAbaYUcM5oySbRqnMTShFJL+r0iYnXErlv6w4GmFotL2OUC3X5g6PY0TcM3Xvk5Pv7eH+a91/4jXvrKH6StG5SBOomQjwqcD/ggnRiNMrTKMqbcPbE83aW+u74Y1PGiKiDgwTc5Djssja7lbxRrZAEsjBaegim+XOSWuBBQUU8Z5UYL8oshcLXd5u51wvdwpCxixGWXlAjhKl+TbOQQI1Vd0VSWLTAFlBOolAh+WEzKAjVNxxZlNifJTb+f5mQiuf+seHI3vCdVbeBHCa9UTRaQRtyWbjgIUZNzkMQrA8UCitiqJkQHKUiML7uYlRalE4NUFMQUpMWulzam7eqUV97+Q/zPGvD4rKiPNPQcc702JiCgSqVISeYt31ta72l5yiOLrixYWVZqcbxCLWNkXBOSuVXqcfujfBY1f6cklSzOLKWtGZRTgOP0+XyNMzhRE5DRWvGTv6VFacUf/7pDA0PX8/XnfhoTpBGasZa6Fd6MFBMn7/9hun3PvZv/gfQbcIau27O7uOLy4l7ea4rrTb4UC+9XAl1rUDNlbwGGMd9uyceY5dWTG8U9DzL3pZNhioHhcGDoenbVFXXbsFqv2WxOaVbrDJQK9bUoI2stMXhQ0jJbFSGVm5I9kFNQ1lQM+Jwlf3pydrS+suiCTGWvjWazOWG93lDZaupjoXO75ZTPX5ogaWOIYQClJUkUMR6v7t/jja9+jU+vPsqts/X0bBZ/PVTZ/7ftPPEgEIe3X/0i3U46ap6crekPjtOzFxj9Iee5dYBwvDTrm8QwMg65A6FSgBY68CTJ2kM/0DQ1tjKQYi7RjBijOT09YRwc+30npbGVzoyDTW4M5elH8WrWVUVVWazWYqwpxWpVU2nNvhN+gxI2dt498p4fCwi01uhKIkN6PK5DFmWk5zKXhc2jcra1UlY2W3En5Y0Yw6wBQwj03YHd5SXNekPdWPaX57zy8svYyhCyi5ak+dh7P8oXP/4av/eVv4B2QvZSsmvbyWLWeCs9ElyUBKYU4tzxXi0r0I/k9Kzkr79//fN0/HkRcw+UaS+OL/LUKLBa/pASIWWegIUetZXhxq2b3H5P3KrPPf88MXjGUYidpOZyFqzS2lbY34QGuuQQ5ESoorwnX+7xTYpl7+m2l5NgLJs1LSdqsl7jQzagrIejyWUKQDwckn8YIyGNmWIm9CASkSSbse9ACVlRDEGQe27yQiqNkSTmWbwcongTxlbUzRrnBvrDAcUeW9cYY3nr5b8IWpq8fOz9P5pdpRwpUZiMq2l+iqs05t9QqgApld2zs10/u30LzJ4rC2ZhXmABk4kzec6WD+To2WQHsjp+j5SYsr2ibOYZjpbnm66frFzs5JouI+Z1dDgcGPqen3g90xPHhHcju+0V+kULEV5953NUJ0Ib3B86/tRHEv/a+zXtuuW1d/8wv3n2Z9hdXjF0vbTfzeAtTclqauIiSFkhygzHCZBM+QN57gp4X3oSH+ZV+bBGREC7Kf0GUMygXE09XrwTxtHDdsdlfcHmdMN6c0rdtNRVjXTNCxitCL6saZjAvVqs84eAeKU0pm6kXPxI4D2IcrVS1E1DVdUYK3wcwXk6P6JyRYyIM5NZGBUoTcJmt7qs/8Nux9X2N/hPP6P5/d3H2KyaIybB5fh2n9ByRxQvw/UxBnjtrR/izie+xNB7Dt1IXUO1abl8531Ob5zRntyQfgXdnhQH3CCdOitb5dwBoSfX2lI1K/q+R1sjofLsFYGUKek13knH09WqZdU2KKXohp7NJgM9Hwhezls3lqqy7Pc9u0PPZRDdWXSLVhprNOtm9ch5eHzIQClKL1WtFgA5JQiJqJmSiSh/JYT4pkzwsnerEiBREFA5qO96Ls7PefnkFD+MtJXlxukaW1n2+z2dG2nqmqYy/MH4s5x9/fupq4q6VqgFFWtJbxGqXkuN9Lsfo1CyWqXxWbbl9TaFCo7jvJMOneRc6bI4fbb4GxZgIC3PMr8lqiW31FQJHxLBJ8mVyDE/rcVzUJlE09jcE8FgrcFl0gql5y6GIC1vS69rrRWmajg5u8m92+8duy7yCCFMHoSZTz/iXWDBhSNCfGHKThzpebvo6RmnSWIeK5/819yL9wmN2SKUMEdAeXHTBe9J+BzvbyYgG4MDHErV+fkUpSxlcyr3LCjWDSaRUiAER3/Ys7u6Qhtx/41dhzEVphKujjL0kYt2md5XmloxPZ8ywSEt9hjHoEApJX0YXOHuz70AqmZiuJuF9gzQ5rU/eyLmz+dYO6icojB/NzE//+LdYHEfR9e43Csp9zPwDmMtq/U6z63BuZFv3PoZ4nORl7/+I1x9939C3TSi0EMgxcQP+M/Tdz+MtRVVYzBGM3ROGsow8ywopcRNrZS4151fXsR0jylbxtqWPhxy9SlI+3GKp+cJegiU0tnClnsooQ6tM9l5tlKEERNIEMaRy3sD24sr2vWKtl1RVRKWWa1WWFtxOIh3y7lRuGCUOd7zC9VYemGQPTZtuzr6PH9J/gKUMWgVJje/UmAqoacf+wNulNLHUn2gcixvc+M59hfvZ4AsptzYd3zt1/4O/9n/oOH3+NeorVzno0oJp3l78AofeO/66/SQ1wCNBZKElbQ1VFVF3/XE4Hnm+ec5uXGTw3ZLNw4QJeN/6PZSfuzFGyMNiUDrOV+L0uk0pazAE5um4ezslPvnV5ycbKRKYBimUIp3ju4wgIKqNjgfhNsnBpJSrNqGvh8YvSQwWmOpq4rNpqIy12dkHh8MCIDG/7nMfFbia2lagCXZR5c4VOZwL+WCU8IOsqhZgAWFTNA49Oy15vz8nBQTOnl2+z22rhjGAeccHYm7H/8F1v6EEBymabKgFk2cEqSyE/Jv6IwwtVEYDU60Fj7MYCAxg4OlrHwAeS6F4BI8TH3gOXYpXltNxigaC5UW2ySkmLOhHU1r+ZVnPXfff4f99oIUI/dvvy9uQaUY+iGzWM3ovcxnTCGDkURVN5zeekbqXIuAXqB8KU1xGDXz70/PWWm8d+K5yD+05HIoNxxZlF+phQegkI1QQMPyJx69AL/To3hnYphr9JVOwq+hJQFNG029WmOrOucG7Ih+IGkPMWb3ZVYTKYMKhbjgAdKcE5NSZHd1LhZZ3WCMyet09hLNpVoZlF0DkTMvxez2LwlYMwidhWxKMAyDVO0cOv7P/BTBeTYnJ/yr7p9jdXIydQ697moVYCNPcX6uxdOQwwz5e6L8xTtQrMq0kAXTZU84Js/aYl9MIIE0lQ27McizCJ5xGNA3Da+++6NU65rNN38YbUuYUUCvUGMnxr7na8/8FONll0MsohBjyapf5L0sby6ViUP20PTJgtSnhLqm+0Vq6J/UUCXXIc1z7kNAhZDBgZAS5ep+mV+yTEyRfi8hBWMNdV3TtAII1uuWlOCw7xmHUdZtKz0dStOpZe4JiIdF5TLCsv7UZBhkQJCBg1KSwxALPwJqYlXshxFrNV1/mNpwW62o64od0q5dGybQ0+12fOVXfoWzf/QWz5xt+MzbA82qES9xmafr8/aI95cjXXu9NKPUtdcuJW595Q8QI7z32hfoLi/p9uc8+9LLOO84HHZ0u3PG/oB3/axjcsIhCuEg8B5SpMoln01lc1+TiLWWpq65d/8CbY00Fyyls9l7a6uaqlFs9wdKmDMlSf6vq0p4U7Ris15xcnKCUho3jnjvOTv5Nj0EFBCQX6M1hpSt/DxNxfrSCFWuFsKg4K9p2SxUpoqDHANPuQXr2PfsLq+o6gbneu6fX1E1FeM4EIaB9brl7Cvfy51PfYntaz/P6ckpr3zzs+JaMXJdJYFRkVsJZ/mnkjpqMqTUwnguC2AScPO9P/j5/Lrg4FQE3xIpyAmgXIuSroe1EUBAStlTAHhYN5r9xX3effNNzu/dQYEQeFiNMSLM0mS5LK47HQvbOUnranHlx1shhIjzfl70RWjDVOIyA56lghdBXDqmLe+zuP7myobFhRZh8sQwgcrxOnIXMSYmR4XONK8mb1JpMlI6uoUwzQyQ51pLSZZSEIIDBATrTCbk3ECV5/Dlb/4I9lY9h9Dy9RRFWcz9pOb1o1jMI+S1dpzxLa9nweu9z4ygK+q64SfOP0twnjauULfmpLuydhdpBvkn5g4PSwHIBAqWnoTj7x0p/sV1T0vg6FYWn2fvk4QW5WjvPbc/9kVeef1HaDeryStQ4qoxiCK5+Ru/j9vf/QUOux2H823OA0mTHJKeHqU6R6z7GGbvwBy/ZgoTpOyhSBkMFEmekhDRTDkaT2gsS/xmUBCntZ2yO7qE/HQGQZpChJZIIeBjJHqpkrFVRbNaSa8ZpQgxMY6OpDSrVck7KGHhlNeOEpkbcg7Z5E2AI3mT14U2xWPDBOqK48FmXvfgAs6EvBYM2pQ9mzJFcs2ZMYSYMMqwu/sutTtl2BvqylDlfIPrFj0ci53rn33gnF977UPknde+yDg4KXW9v6fbnjMOew7bS8Zh5HAlYEByjHLH0CRUwlPFUkrZkAuTYdDUkhfgk7Szr+uae/cuMFaSmUMhE1KacRzRWrHdSWMun70PKUk1Wcpdh89O16xXwgMxOinzrKuGk/W3SV2sFn7ygkpV5srXuU69JBFNvNp5Yz34CPIGiwvf+qSMhLRov73EVjXOOdq6xY619Cn3nqqq6PzAxeUVm80Zuhq4OhyorKVtWtpKI1W46mhxxKKM0kxZWZ7wEqtch4VHOk1l5Z3noSi5VM5ZEPJCeGqtMCq3QjbzH5NPLHo+0YeB8RDo/JZut+OwE6bGdtVmSmKFMgYVIqgw/e5UeqZyglBWDLvtFd2hO1rIR08hRobMQ3BEmFPu7SHbRhRGjlsudXu5WYG9R4/66PUDroYPb0yVMvm5xpTQSkJI4j2yGUiJ0i5x5qKAlJqJU6RWGtASfy6JWsYYlJHNGLzHVtILvW7bTEoyX8AU3l9gp/wOkGPrXJ+vRYJgYrLAxdLyeOcmt2vbNuhnnhVPm9HovDbS4jfywjkGucezdvTusWdiKfTnY67zFSzPsvRqMe0VAZg+u/FjDmUphCDLGJ17N4SJxCzEOL3eb6/YXV1JuWc4ZkmUMBoC7vL6TNeurFzDlDOTld2U2LloE53yTRjzgVXa37mRAcHsfUszMFjQQZPXd1JziXcBCiDPIeaul947fHBYU0lYxth8rxqtB6rMkCp06TOplbEGE/QsPykvluBRzm9KPwiu65BEZU0OH5scMtAZIy/AWIpUtqE52aC04ezGLTbawbgluproNyRbLe7x0cbHMdh98P3y2fV+CGV4H+kPA92hY9ht6fdXjN2eEBzb++/jRsfYd9KtMBX2zpKzJAChdCRUIHLEZSZYJcnjQetJlhtjaGorQCHvDUJkHKXvQXcYaJsK53ICPzCGiA+Bk5MVz948lVJGW9OPUXggVOCY1vd4fGDZIZMCnKesxHpIMdOYIoszSmxVV4IeY4zini6LMSYiglRikIctP6QIMXDYbQFx+x1WLcZJXWalDWNIfOXZnyEeIqiKoBRXz/4FbGW5cXaDT7zzuYlkI5tfk3cjJBgBl2Y2w+mWsreg9K5POk3WuCKDAQ1N7j9QOGJ0frZ9koTJqQgwZY+AhcoobH5dLL/yv5giKUZ2Vxd89SMNh3eugJJMojg9PcO7Zda/jFJ1I3OnaVYrmnbFMAz0lxccDp30JlelXGpp2c3VBpMlOqEeJqChru8QEO9ADiPIxl8ohiycSnlW8dQwHfu4VfadHdIwqCS0qXn+YiSqCHisNphKhKFzYy6tGokxZaKUhTJXmpIYm5C8j5jKWpFj/Tig1wllpG1pRJLB0PoaNkrT3iheplTmdrK45mNDkPOkDKx/+uYv4p3wdvx498OUxLh2vcqnTLmXxvEDSPn3SpLp/KmeSISmioaUPUMlE70AvG/R9lqCCbXwEZS91e331G0t3pcEL7zxQwIUcjvk4CRvIKZEcI53X/s8KUWh3x666Xvk+bemQptK+tCDJKtpTXLMDJ15H0qraT2tW5BExBiKlZVEOdoK/STBAMwTVsKhSygZE3rytoZJtoic0rk+PvuA1DHfhOsGRgaGoZcEwLqRWnXvWa9aYZVFSsFV5l0v+QtKz16eRZwIkBCBG4dc+payHpHPjVZ85p3/L8PlJUnBW8/+Lura0mXiJO8dJRRcSqFXma55vd7w/K2aEEZ0HBn6Az4IB4A2hrpdHxl1y+l72OvlmGT+8o08ItLlcLg30m+39LsrhsOWEEZSDPTDQfZ69saFIH0EFBGVFKMbszEov2JM6Uwr1r9zbgpfOe+52m65cXYKKPaHS7z3Uymy5JLk6rPKMo5uysFIMeJj4mTdcrppCBGaVUvdGrQ2bC/Pudr+tyAmavyfA1NhGwspMfadtHA0UtMts7XY6Au3FRklqVQWTo5rF4Q0SYoCGPIiIHJ+9w7aGNr1mvXJKWF/wHnHerNiv++lC1ZVs96coOsNl/1I0kq8BEphjUWhCIBHAMHS/lVqsYYhxxgyyiwYSEk1wMpCo6CPs5dMqwRmTvjX5JayKWEUrIwqp5zWVsyWqQ8B5x0pJn71ec27X3+Dw26fqXIFLfsgKNBk4CVASc1NTXKW7o1bt0AZaWKRf8xWFaPzkxegfJAAN7op5rbUE5JGkIFQJt+YDVVRDCr/7mTsZYtEFWEFUyVJ2VlL6/xJjOB8drWqSekWd2rKyYHej9BrYpLQVQph8nyBEhKYIGCtqhti9KQkVmkkTlUIOvcfNbrhua/9AP1mh6kq6qZFN7m1rDCvTN6kI36OySK9pmCztfSTmy/wE91nCcHz52/8ZT73zu8RwFzXpEoSRgsIXq67+TQq//fYws/4mcUDnx7Z9OhivuaFjQrFKrt+vdel8WIxKflcKUgh8tWbP8knz/8YVS394XXS9AdpmWvrWqxE0mRx7ndbuv0O77IM0nItkmxlpPuq1gQvYYQQPUaZhaBX0+aeGPryXEhoQersrW2oVxu0rYkx4oaesds/dI19KCMtwrcLbadQKANSSgMJYdIsf0IoWegqN0UqzIRIKDVXWETv6Zyn0weMrbB1y9h32JVBrxW2qrGxQgcjv5lzFkAqG5TSGFthbPEI5B4RkC0NUWKStOtxOalQ15ZPvvm3sLbml29+kqg03aE7NjJzSXBTWYLridS0bc1bn7Qcxp7eHagri7EVv9MJJ8gSs34rYOChU754HYEX3/wh7q9/kqHb57bbjuBHknfETCks9xfw2VuoTYVWSXqghHHC+dEHKZevzBSqKRUGKklo11aWy/MrDvselwnWjNYYpSS/Lg7SS6EW33hdV5yenJJSomlgGEf6wYNtwFT44CX5sBsfdrvAt0BdLDIjSulIVYFS7C8vFk1xNFGJ6Z0yMHBumGZUEHihcJ0TkKY/MFUilMzgRML7CM7hnZNazdWaeHaD3e5Au1qzSprRRULSqKrhV2/+NKenJ1iteO2dz2FtwGhAKwIKx5zzl46l5AP2jZmqJ+TvEBNXi5SISdGm2VugTS4nVAqbl10k4Reu9BClLHAcR87PL/nmbznjzq+8z3tvvy0CThvatqXdrLl7+31WbY2uxMJRWpNCIAShv7TZFVd6XI99P8ndEKIou5imDPkC2UwljTVIJTFOhHplK9q6FdRLYcNbYuY0h3vSUhnkSZz+UlN8WEa+qCcECJq2zUIxo2JZqmgFRltQlkTMrr9A8NJe21phhEsxTQBJQmRxmpfJA5YKcldYq4nJ8/Vnf4pPX/4Ef/LVSNMa/rW7FluZeV4n8DmD6SWPQxEc5dgQI7urKzp/QKH53Pu/RwiUjJU2vtl1pQrYpgCAcm6Y8g4o+6zoxhJWidP7s5mVJuQ8AYoFYD5W/kuwMP/29Evq2LmQkqzfX23+JN+1++O06xOil7BNAJwfuf/pvwwJ9rsd24sLDldbmfdSGlo8HYqplFTuT8q7og+SAxCX7PQLxZrfiwlh/Bt6KmtoTzaoqhWys3GkP+zhMfXb3+khoCzNFsn8bn6Z55c58ZsEJnsLSrfBkHtIaKUnK1UjTbBKaCeMg/T2UIoqNjSpprIW1IpGrTF1PcnqGMUTQJKk5kJWlELCWovN5YbFMJH8swAqoWor8tlJw7oYPE27lvBwAR1iqcz3mBRvvH3BR146FanuArjAdhewdcMQNOvTZ6CAkQ+Y06XsX3LEpTzdfuLV0Lzx4ucZ7gyE6EnR411P9E76xmTLPeTQjVIKba1UuQBu7CfmQQmJWYZeuiBqrajregI+VS3A6t13JQwRY8JqIzllWnI9VErUdUNdtfSDY/Sepqk4OWk57Ec0sD84qkxOZJRm1bT49Zqh45HjA0IGc115mtxQOZamVA4pKFRWQPnAI11PSDkRa45biCBdZE4rZiaQaYjUiTHXi6dE3a5YrU+omoZhHGDocc7hY6BdbVDaEoPj2dFTJQMqm/QL99ZR3+u8CVSShD+jrltUMkEpls+SKH9xBOUkFwhZVIaQ5t/IsSNx0YfJNSRx34ixlo++vuOXu55xcKQQMY0gxKHrcvJjFlu5UmMcehF4i7KI83v3JA4uBx7FRIvLc1I6SnoaxBSyK1Hc2HVVYa0huDGHcpabZWnBHpO8kFvtlmzkye26+Jq6Nqcf+siIuiSKqaw0paoignLiUi8buZQYakMKTlrlhlxqpBIxjNl7IB6amBtvFVesUjCOI+uTDU275l+7I+Ebb7109lswrT3gDcgTN0VjljgrW1zWVFNnwcINf1SVUNbM9M3C2rlUhMfgdgofzD957B2g6KIMCSYgeGz5z/igJPcugwRp+kpMiXEY+NXVv8f+9iXeOX7t5r/HzWee5SO3/1lMVfHGs38e7x31XvgHur30TUmIXCp5GcZabNVketeBqq5RWvqleDdQ1RKbDi4ezRMUT1jeK8GDU7R1VmAx5AZh2VB5iOHwoQ7FtDaB65jrIcfn9YghaencqWMkei8JiGQa2xQk1ymXwZafmBLZosc7SKPDksBovCL3kHBYmzLdt56ApYSqlm2/89rKYQ3QqGTQ2k/ALCGhsJgS69WG/176KlZbxnEg9o7XN9+DcyObzQlJGd6913HzpGZVG9occ7/1/HP8zcv3+QevNCenN1DWfvA0PeY9k629XR8Yh5GdOccdroiuR/gcCsBJxOin5E2U5H1ZJRwmxctrjXh3UYoxJ3Z3w0hdW1TwU8VaHEbU6BhGT11brJXqgRgDIc45ei+8eItxiMTtlhIOHgehSrZNRZ25btrVCucTh+5ACI40tW56cHxwYKzsoRgnyuHl1C3CWgvhthB6uQ+C0sex5WXpnAKJ5y433WR5iNB0bmQ4bKmaBr93WGMk6S540jhiViuqyvIn/9bX+Nftm6h/9G/Sbk549ms/OIUqpB5zRn8T9a6SchKNwqiSQCjCz4IQCBSrMEViytm6MTI4z9W+ExRnDNbktswZZxZlQZrreH0IjMPAr72o8e87tFZoU2Uedp+T2Wb2ME2aNrIxNtO3pvmyrj0rY83CkDiO2+anJmfWmroRCtl+vyM4J5s6LgDdckzgkKMwQSEqmsFIojRUKc9ZPyaR5Ts53NBPtMOTgFIpE+MESewJkFImH9IKZTTG1rjRZQ8Bk+XsfVhQ5Woh2bJMTVlKa1HxFETOP/WLKK157mvfzzj0KKcmzgPgyENwpIavx/2TELgkH/kLN/8yf/Ty+zO4Wz4Q5u/NJvy811juLwEPBUguf2+6ivz2RCp27SzzcYqlNyOpmX62UCkfid4MCO7v3pc1lxKH7Y4UIu7WT3J28xk2/pS+O9B3e7ruwNj3E3V5zNavNhpr62thi4SpRKxFP+ZQniZpS0p9/nmVmVeFwKskZEpL5MKiGqebVwUQfJDJ+R0cMYQcLixr+BhYLjXf0jcjhpUSI0aXPSogOZrcujonopVvKCUVAC+/fMrq1oZ751fEncMPB7ZpoNtq6tWKuqpZrdeMw0ApKdemyqyV0m015ZMuZZBSit949bfzsa/+TUDzay9+RvZhDMTosVazPj0V+aYVu23P+fkFTdtS1Q11XeGj4jBEGlvRVBX3xj33z6/47e8H7EviyV5C0etA+GFjeUyMCecjb7/28xy6nqF3+G3HcNjiB6FDh5T3IIART9TCO6WNxQ1jLlcVY2wKWxpLZWu6w54EjKOfShBLRYt3AaVLC+PFs1aBlW0Z+p79wU1JhqO1uBAx2rLb7jndNFPiZj84tlvZS23z7SYVLl7HFCXTfXFhhV71+tFL2ZSyZSGUrBkPaigEC/IAEkfm0JGVU2o3pTNis94AGl1ZjG1oa0PbGPA9dRoJQ8e9T/7HvJJeY6USrY4EiitAqFmXhL9ayfVpoMpgYIHD5eFmq7cocxc8o3N0vaMfHMPg8lxorJGsc2uEnlPne50VJfR9zy9tOt75tW+wu9qitWa9XlOoKwvKJH+n20t+gbGGdXvKODqGw3YmgFoamVnRpUmiz0+ngARlLSm7P8dxmOzGum1p2jXdfi91r1NuSI4c53Mqyj0tfnP6/cKpfWxjPhRgfAhDEtKykFe5xVZpvKTF6g5EksvuZwByDDbL2ZRKs5DJiCchHqGUEjot3O9Jckm8G3nnlZ/FdA3G1lIOZDT4KORGC9e+AOu5ZHb2CRxBa7z3/PTZl/ijF98nwmXpx5mU/pwgd92mXQJ20aGzT+f42+ra08uvS4JhUY6pgIZr2qhM2nSOxbUo8ap0hwO9O0zXFENg6DuqQ0U6uwFIbHq/3eG9lB2W84iLO8uU3PSnVCiQBIQHyOWeKVchhMlLqdTsKynlewWwTjk3KfLADDypRYzMj0vDBGqlr4OZLPtJAS4fGNdXAJMQUIAuHiWT2QsWHitTa9ZnNU1bs1KGsR+JY8TryBilwVRvDOPQk5DeBKBAa+n6V578AriQ5bCU48Hfef4zaFMLX0xWsClE3NgzjoGEdLGtmhXV6oRh6DLbX4MCLrd7ukNiVRnQlqRb7vz2Z7h5t+yNB8d1baUe8llM8O7HfoHdvmN754LhcIUbPX4c8aMQEZWqjoSEYeMICSEVUmGu+CB5kYlacu7Ek5AwpkZpRV1ZAlnp57Wrpoqhmkhitcp5LM7hs1HYti3RJ4IPOSxsqCpL2zbEoHCj4vJqjzEalyyjTzgv1SKP43T+QA9BqaWMIcwQWSvImY56IilhfviTIpLNdWS05M8nMhPKplwck78rbtG82GPEO093dSUJhbpB0WCNpjaSPlibCMGxrivWtaW1UKmETiLi+gDDEIU5KlvgRicqo6msnkoLY1psjvxHAS4GRi9gYBgc/TDifZzKfkSRqOwJkHjPtPkmchqVG7BsuX/nrsTv6+rYSFsg6pQSbhyISfj1UWri3Z/nNx2t7Fha7BVgUay7HL/SxtA7AR7RR5RR1FVD3a5o1yv6w2E+2STYU74X9eBeK7HwySJUzCL36Mk/0ZESqJxAIDXnkhujY2IM2QuTwwExpsxFkIFBLEmdmpA8IB4Bea/8sQiNtBcKWTdmsiwlrrokNNvBB7QpAhOOynsfcs2QMrCRslOdQ3Yy8vNYPieWSnq25uVFfm+51oomKZp+0augOP7LtR3BjAk1LN4t31Pz81/W8KcoZFyH3Y5olpZPAQW9MD1qQ3fY48bhOKyCeHCsUplpMrf11QaihOdK2VeRR1PWfQkRlFLplI7nK6WJ9CiGgM7gYL77Jze0VlPGfUJBCEQtjJTihtYTUCjhgkkhp+lhHnsTMjmHzl6DUv2EAltpEoHgepQT0DXGiFfSm6MkLR4yIZcxNpcxBlYr6TpZVdVk9CGXg8prPkQhZlMpeybyAgnR03cHUbg5C79qWm4+9yLj0DOMParraFct4+jZdnusVty8eQuD4t79cz4yGGzToqO6Jns5+vtRI8bIMIx0+56h66RrphshQfAjIXrxgOR70GZeJSRpgqVjJCSX81diBvBJdENKqCjlf8YawugycRPivUoQTaKqK5xz0sQoBEbnCDHSWMNLLzzH+b0LgKkyzWRPqMvHkgLjGNBVD8rQNjXVyYo49o+898cnFU4v0lQymHLZSSllkvWVHpjla17I+ZwpTQhlWZs8LdLJ6p036vJBdvstCagrm5NlHOMAlbW4ocd7xwvf+AFe9K9J7ERF/synGkDxh36t42p7EIWQJ9GqhGkqQtKMOcZTKgGCDxPVrwJ8COIhcB7nhCfaGkPKYQ+peReLI4RIiiLopXmIkAzFGBnHAafE6qnqCmut1GMvkrrK30JqUWOUBTTD0DP03cRnME1gmudsqqdezKNsDJPR+/xcBdQbIehBCJGcG+cJL88/LcHAXE9fDlPMAmsGg39vjKPYsZIcmKppBRDULXUuPRv6A8GHzEEQpNpjUnYiXI01JJeQnBnxABWlLtaaVIhIWEHAWIyR2x/7Ii98/QcApKNnspMgVjo+JKQiZDrOOYLLLXw3ij929f0osxBws6afwMP1+1aLHgiPfywFAiweYWHwmtxBzNjhUWdYrk01LwkBVsIl8PYrn4c7ihLOlHwMCSVcnt+nblq6wwEWXshySm2khEr2ZQZIian7nx9HtLJziCgDnvLvkAI6gWTmF8u/hDPFO5CCF09btlCeNCgQWuGcyFcaSYUIyRMzeZAuSXi6rKtlgm+BdQUklT4nwug6GWaI/DBaTcx2zgVGBaOGUAycfFwMQZKdvaxVN0ovhaZtqQpjapaJakrbE/mklUIRc/WDmjxxkmw3oLTHu4HatJzcuIWta+7ffo+hu0KP2cPpIp33NGtH7HvuXtzmRR94xTY0bYtV0vo3sdgq18aEj5B1PYyB7jAwDj1GiUHmxl54AoJUFCyZAaf7E0GY90ZmD4xiXKgYUUQBrDERGbFpTrgsALZ02nReco4KaC2VYUXnPPvsGd1uj96LZ6Dc2/6wxwf5/mZd40YJcRqrWK0azk7XHK4evY4/oMqgWL5MpBg+zMqiEF8w1ewy7fxJrBxZIllx5UcQY2F9U7PgKSZL/mpAGhNNrtAkveqbpmIcLNso7vqqsvTjiBtGzs8vOL15E2UtaMsfe90zhsR+cHSHvWyCHOu3GuJg+don/xKb9YpX3/7cNPHeebq+x41+IvNYWlxGKyqrCAEUGmu1lHaMEhet2jbXhwpKbeqK/W7Lvfdvc9+cZ4tdmBZdCBP4USis0dnwS7TrDUpphmFk7LpcHz8/p9K2tggtWVjFMiilhNJCOcUgGdPl+JS7pqnEYXeVrSN//OyO7cJrr1nEcOdttyRCeZJj2mj5eoy1NKs1m7NbKGNJwU90rduL++yvLgBw40hV1xM9K0j9tLEGrS3O9VkggIqSWBvDMDllrBUWxARHZEfvf+IvYW3Di9/4oelcpR556X1RSvHVj665uH+HbnfFer3GBoMO8uDV0X/mNbmAAyxfPvC+mv85q9uSEKqyJZqBUP7vMhgxeYXU8SmnUEI5Ms3vTYJTz+VvoXiw8jmCj4zDSAhp9oQpsYJISii8F8envF5jCtNrYz1VWxMzm15JwgqDn3FNTKQJgyXmkyYKqYzKvPCFhvdJjlQIfCpNjDobKsLlYnIVkq0M3nlpiCOaXebZGGmXnvF6VEy9XeQpLw2KIpslhh1iZAiKWNcom9BBPDAhRCnt1iqHVBMpeIbgGIeew96yOTkhhBVNTNgq5QZHczG2sTZ71nJoJyaq2mBV5Jfa53A+kOrEyektXggeZdd88nt+K+++8XXuv/cmlVFsTk7xLrDbHxij4XLb8Z+u7/G7b9f0/+hvYdOu+fvePDw0/+NIouU9EmPiGy/9LIfLHX7oIXsDvBdvXww+z7vMW4qR0ftJsS+rdFKMuBJmdy4DOWm4F4JHpeNkcGMMlRUQMI6OPg2ZiVToiK2xQhZlFfvDgaqRZmrGSsKzd57DviMpzXrVcLZp2OtSZl5C/FL98ajxeECQ3R1lxpJiYg8D5sQoJXHZdCSSFqh7IZGWec7X91ixiI9cO1lrLXVTDIHtxSXd/iAKVyvatiVEyQ5//bmfwbz7E2z3Hbvf+td58a0f4Zuvfp7Tt3835x//Eptf/33EmEGOgnPvULf/h4xty/1be5qmzV3FDJWp8PiJPYoYMTlPwCgELaZI8JEYFf9O/Cnu332fqrL8707/TU5PVtK6OIpFeXF/5FefU2y/cUXbtMQQ6Q/dzFXOTK8r2bsqu0AhxICyBu0tKbnZA1CqDhaSuZArlXkUwpyRGIf8OOfJjzEQvDTHESdNgbrl0S2ARXE/LiyvYgXPcfBjZrjjOOKHO7RS2MrO9L1JasqHbscLr34UlKbbb1mfbFBK4tZDTvRZn97gsLsSGlIkuVBr0E1LCL2495TORFDiTiw0pVXVCC9AljQxRt7/+F9i6Aeeeev78Hbg7qf+Gi9+44fFpVk0bZ5vpeDlX7tDc+c2X3lZ4209eQZgabwvZrpUAUyegfnjZb6H/D0r9hnGLffscv/lKo3CT7GEBpPyP16CIPkG8mo+e+ER+uh7/wx31f8xt+YNE5DSmQDJO5dlT8LaKnsE5kZm5QJ1aYoz3afCjw6lunxtc6Z72YPlOKUmdThffwYGKfqcdFo6i6Zrq/pDHilhUiYk0hBCfpZKGu1Ya7h184y+73FOQlr9IBUxbhimfTkl/mopxS4rSnKnNDo/1xAUXZcYB0VKBmUU1ijIVQVuGCbXf0nY1Vq4DpRSpODZXl6w30oieF03VI2QC1VWcgwiCq2M5DHkPJ+x7/n0q89x73LL4TCIAs1en/H+fQiBVz/1cc7vvkNwA6v1Clsb7t55j/XZLUzTElLgv7rRcevtt3jpuefxqfqWk5pff+HzXN65pD/scIMkEQYnHTRDkqZoZflNzZ6I0qguBIw102fiRxF9JlUXYniprONKEqJ3nqqyVCaDZFL2Dsiq01bTrCSZ8nCo8W6k6waaVYvWW0bnSFG4D3wmUwves9sFTN1irfSTICX6bmDoH113+IE5BEP9YzTuPxT9IDuWFPy0mcSqUXlB6AlATPG7uOh7wGIFFiGRpchyU1+3ZpaWU0Fh3ntCpne0dU3PQDM6nI90XcdXb/00m5MzPvpL/wxf+54/z+a/+qe47M7Z3rzP4bWf5cVvfhaIuMGx/e7/hBfe/CwpJbaXV7iVPCBSIIxDrgWVB6+NWPV1ZXIdr1xmsPJwV6nh9PSUpm2orWUcRvpOalD7vufevfsMjdSJVpUVzwPFekoTYvbeZZebUFWmIpQT8gz8AiYVCzhqlJqF3hHiSoUbPBMbuUSarKqIJ0xiOy0e1RJUoBbUxYtjiqsrpTQzqKX5m3Oa2pMZMd87IAloSrpbVVUlAi1EfPA0q5bnXnqFO+++zdgd0FpTNSvGbgdJrNSqWTGOElO1leR/1O2GBPT7BMljTE1M0O+FmKj0di/8HO+99nmqqqLyrTz/bOGhVM7OPprcDDoqFBoVF0r9Ac9NHst43bVD5n12rAanl9f2Z8GGx2OBXqZ/qWtHiOZXCr758s/y8jf/YHb1K6xZdNQrB+VVMpU0FsGrjNSpq9KhsyAZEarGWqyt8caJJTdK5YgbRtCKxtrcm8JM3roQC7nW7MWawZOcP8aAjgHUolzxCQ8XPDaqqcqitobTTcu2Gye6ZpDKiZjSRHKmFDgXFu5pYRZc3lVUBSyI+z4GTXdQoMwky5fWrFJIVZWusqEkciNkxV46MYqS7xi7HqW32LrG1g1u7GnqhpTytZGoqgZS5KtvvjuFP7QRSvHkBwnzBc+7b34TrcyCPTJBCOwuz+n6PaqquLx/Qbc74MeR70rPc/P09LFwTowrcKOEgsVo2OdcgUDpf2K0eLZDNtgSs4c7ppS7GgrpldBv69y0aE5uNlqjs1e40pp2tSLluL+C7EFTdN0ASE6Bd8KrU1nN0Efu3rvg7PSMYew5dB3DKORQbdNgrcC63WFA9Q5l9lRVTV1XDEMvobhHjMcCginRIabMgpat0Tx5x3W9aeL/nmMhRVQss9DnLmdz8h4LYbQoXaMICliKnYnkgry5ncMYi3MeP0bGAWzXo5ThzzQ/h/1mjWt/jsvDOeOXB77vecWt3QWnpxs2a8tLdz5LaBVdHzCVxHW88/hxIEVJDJEmHcXdlaYFIpzhpdRP8S91P0pvOv7izb8q6Hx0khAyOv7LdsttfZ/ucs96s54SeEqIJea5jDGxPjlhtdqwvbgvLh+lpS44+cxUKIieFCmJOsXCalcrxk74CpbCTGnhtk8xZca9hE9zF0VyI5GhHxbxxGtPsLw5baQHPT1HYxL8T2bEGEmeKfM5BqGsPbv1jCjrFGk3m7yBLWEVCCHy3je+Tre/QmmbMZihWZ1wdvM57t29Q1mP3o2YymGrmma1wvUHxqHDhJGUwPtqIljRuR48xoStarz3vPuRz6O05tnXv48UI1Vd07QtWine/q5nuH/Lka4uGIee3XDJ3/mI57ve9ti6znr/eGaPfQjlzWsa/QOw2Rx2XiqCjE8e+a3rML6sG7h/9w4nV1fZhRz4yo3/kLu790i7BSjJyjiFSEiSs9RuNjlW7jPXhnjLjK0ITrxm0Xs8GUjlX47eo7RhEVXLBo14FJxzaErSMNl4KnFcJldGipGMwOQUC17+D30YK57IOHsDRWYo2pWwYHZdN7XPjVEAQdsI4U3waWoaVCq8pHmUnzpEFuMtRgmZamMxNub1q3PB12zIJR9QJmGQRE9lNBgjii8TIaVQuiPKN4MbMiU7UNdUVQVJyNqC9xngCfMeuaJFZxnbHbb0h0M2Suakb2Mtq9MzrDXEq3NsApcUYfRcVhf8ym95jn+s54Hq+7R4kYDeeYa+o99v8W5AkYje5cRi0YVx8oJe93xmjpcQszexVH+UssGZRj6Ib4Rnn7nJrTOpGrva7um7DudGARtB8tiqypIUrDdiPPRdL0mPo+f99+9wcXXJ6ckJ1lhiDNS1Ea9ZSqhcY5+KMVM3RC85DI8ajwUE/+MXX+JvHXr8hc0laIFlz/OSrUt+/bAQwGzlH4uM0i7n6IMEy9aq09HFKCBNxCfzZ4vWj8EzOs8vvq85HRTrwfAHXugwdsSsNX1TMY5xituXZK9X3/kRRh9488Wf4//a/lH+5XclkU9XFZJQPpNQlLK+0k633JvWWpgcTYNpNapq8b0hqch2d8UvbQ7cfed9Dvsd2dzM96Vmiy5JZnvTNvggrTShuOBncTzHqY5lvTDsWaIbsxCdExSFp14Rs4mvjKFqGkpZllKK9dkpbbvmsN/h80aYHtAyCKdm6zT7geaY7nzIbF6q46f/JIfK7S6l8Yq4RlNKmKrCVhU6Gjanp7SbDUPfobQ000laEbwkBQlfPKQk5VbRBwZ/ENKiIJs/ZmKXUu5mjCRupuCpKnDjgDaGaCuCd/ztGwN+HGlaT9UEvuudwHjrjJKBOwwjV5cX3DVv8/HDiVjbpriz5/EwtbzYQI9/FJPSVxyBgcXfE25fAHZ5/0HQkUh0uz0X8R7D6Z+laVvc6Lh89yITbKWjPZQApVUGb0JUo7UhxTT3JBhFAZDEilfaCEWv98JKmNJkYV0fMSuXIkuOZ60kvpFfJyHwMQlja5qNOc6Y/5CHtoYYmGSdVpKnolQiOAlnjS5MpG9VZXOiXsoUzzmfYAI/MueVtZJblOPW3mdK7hgJYcC5XI1lrVjtuhhGJQmvPHlZM6KMNGiDNlHCN1kree8nAiMJzznW61PW6xMJC/iRvusYx0Fi41q8Ic6NHA47fu1v/t+5uLjg7MZNPv07/jHwwmRbOFy0Mey3e0w10G5OsFVFf+g4P78grc4e8KctV0gxbF544we5Ovv3JUmyPxC8m8CSTklyXvLanppgkbsMLkBmUgm0eFGKx6aqxLgQ0ABtI438DocDCaiaBpQidB3jMGKNpa4rYR3cHwjeM7qREAPn51cM40CIidPTDbWRfa6tJSmNUZqry0u5blux2axZtS3DMPLMrRuPXGePBQTN+pR/pF3Ttf8Gv9n/h3SHPUN3mGNXxXq8JhyKq7NYvktWj+uxzOWTSYkpQ3N5rGzQ48dXpJfKG9m5ETsMBB/5fbdqnn3esDqR2k+dUV3K1/VF9Tn+VWUISXMYPF955i+QUIxj4PeGn+Kw/Rx1u8JWtShWxDMyP2wma55YEHfEJEBXRAzbsx/CdwrvI103cGf7Pof9dgIPc40/RR5N7idjpeRK6qOz4lXLzH51FAOeBZVkHrtRklEwsonRhlRchNllOOTs4BKX1drQtCtCCDSrFepSSyen/BvFV3NcTDiJcfEeMSfWyNdEvcyQ8AmM7G0SilBJ9GvbNavVGu/cFL8rHh4AYzSbsxvcv73PzbsSKYrLv9uJ9UACra14bryjdDaTraEE4fviMTtW0xqF0yp3l4sE59G7P41Lf5gUPUPf8yvPreDyHDeOeY+Jpeydy0ohQtIPTOvD9H2JEkyQ8iGPQk376RgITGdbshNNJ7muVOcRQ+SdVz/Pnffeo3tvh3cD+91OwNPQTz1NCi1t2Q0CrJscl86x6Qn8yM+oPMdKZcsUhcpAbL7n7DqPUZIDSygTUDmJM4v16fW0XvLeLGyF5Iz99LgC7u/0KC7ABQGE0lqIshJT9F8sUClr09ouDLdyGp1zlOQ9k+PWqYQd87juXTRWziVVOKN4MpHcMfGu5RqCJL9RgLdWfpITCrFaS7mzVhprpddHqsUar2wtmfJ+xDlRtt55xn7gsN+zvTinroStk5gBh3LU6w0pKUKKufw0ovPn/aEjNTPF9fUhclHx7ke+yPnmHH9nJPgx7zU/la3GBMYWXhyRo1JZpcR4KmALcu5Q8RSUecmpuUqIm/b7PVLdNEqCc94FKifcbk7WuSTe4EZH3/cM44jzgf2ho2kannnmJmenJ+gkyZ7KWJSpaCrL0A+M2eti8v5RCtq2fuQyeywgGF3g9OyUZr3hlnuJZrtlf3XJYXuF8yMTY1ap13jIIhb3f3b/yJsUYTLJlusP50gIPXhAgsmdVH7VOyeNaaLNSi+gUsBYKfcb3OxqDzHig8RjRx/pDwdsZSeLuDvs8SFM2ZhmkfAnyq+YUoUDvjiRNMSYyxUN3gcuzy/YXl3RcRB64kpietMmzYuoEIwU3gHvXI59ZhfVZKKlIzOvdB5LgPfSKcyUWZni0ilbtonCxBa8z33eZ0rNlGC/vWJz44ZcD4skwVn3z6CgvE7XPD5TnDr/Oy0e1BMaxRqtqprVyQZbV2wvL7BVTV03E1BSStxrq82JWELLXhRBXIpudMVMpnCzS6KtrPUSDkjJT0AvlMzkpZCtxB0t383lvCFB8Bz8LhtdanLVlqSwqdXtYqhHvAZYysEJxKn5X+VLS6iXZ21xkgL8js97PMnyV0k6215ecnn/vvTw6HPtc8knemA9ZNBrDLZqBAipOMWRj0ppkVyYcqWFyEWAdvaIkL2HwWfOiZSfMbOxUjTo4uIX0IBUKg2MoWSUP7mhJs/gkp7cB1GaMeZ6+5Tb5+acgWCMhFXLllUiz6xh6tNxFPYT4TQBBpXXibVWQgxDmJoZgQARsos6xxrm61uYAko2FtpaWQ/BSchOG8lryspSaUNUmrHvhNfAO7z3DEO/AN2y53SO1Ydcym2ThBv0xPgnwDS4TAZ0bcEuRBoKYSENzmX5O875PDl50BR9l++sVEaoqXdaCTvlYJma+/2EJctvPm6/P6C1yY264kTHrY10MTw5WQsXRvZoDsMoiaJJPGYvvfQCzz7zDG1jCW4EJyGkUlmijdSJFu9PzB6NkL7Nbodd14M2NG3DZ1b/AnoFw8mBX77373B1fpcYS7LdtRnON32kG6ZFnT+eD+P4neU4smse+KjsbRDEK73SNYf9juBHhptn3HrmWVJdE52nbRqCc/z4bxx4+7v/E6q6IQXhF9BaMfa9xCe9J4YDb378i7zw9R/k8rv+Kh9570dRSpKhdKEARWXuAYW1NVXTitUZB37iN3viWvG3Nh375FHnCVtZwU9xjlUKf3iiqgW1STOnflpYU5xzmorZZZcU0txGkdkJ4yTrlRbUP/EpeD/N9bxhmbw9gJBw7HbUbUvpn3CUg3D0GNIE2NLRozougZzMlicICIrXRRtpc2zrisNhx8Xde7zw8su4UebDVhZb19Rtg+m6fC95TnOdt1i28p73jkpVOdpTKEcVTbtC5ZhoyasJIRCjmsCfR8p3Uy5nlSz+5RaS+U0pMWWukhuo5E5+C1x2/HrxqniRyt/Hn04TNAn+4+e0iJcWD4I6BhFHv6RmJdzt91ya8xyaMfjRzcJSZWt7Wt8pg16N1hZja3ypeMk88OKlKflJBoNmREoCde5VYmz2uGQWTvnOnNdU1mJRVpMVvPBuUf6AeAcySFQo4kPCEB/+mIOHKSWU0SQvFVDWGrSRT0NMOBdIjHPpuBJ5ZbPCSSEQUsKnNB9DzmWaPH8ia0oTLaVclgnleDN5MYXBr1SgSd5BzB4YncFnqaZKKUlPHK2mdSnAJtG0a5p2Q4qew35LDF4Sq5NcX0pIXpfV2NUKHxKHw44YLEabHG7IlPhROj6WdvEPgOXpTrMHQyH34Z08+3xQjAFjKgkfkiYPV/HAzAabhKXMAqQaYxi9n8toU5oAkBhygeg8KAnhVJWBaGhyuODQSeVI4cFJwAsvvsDHP/qaeM5iYEQ66cYMEH1eE26UfI0QKiFhM5ph/20mFYYYxSWnLc5lasW64R/+6P+KwzNbfum9/wP7qwsSfjG7siAjhQFrnvUHLIqHPpp5FEXz6O8tBJwik2ho9jvHfgeHQ8du39GsVlR1i9IHQgjce/5nqC4tVd3gvRBGuEEUYFUp3v/YF4VPYDfyxnN/nlV3gnOedlWDytm1VQVK+sfHEKnqhma9po2eUQeGbs+qqbj/3h0Ohy1t05CmxZlyLA3IaM9YO9X/l6ZRkMu0EpNQAhZxOCEGiZmxbZ6VLBRGh7WGpqnR67XkDwBKyWYd+gNDt6fkYYyZFc6N49yIx0Mkl8zkZ1QSKkUBzM9gWcecDehjd+wTGuIRKXXbO7EujCV4z/bqEpTm5OSUqpaksTKv5GxsMW4UEBkXLF9aF4AouRnRh6y7E6vNRoiyFkpmxnRKyK28z+WtMq+zFZ//ew1Rp1yzNzEjqiXd8XIUBZ+uvz2de/qtsrmOf3z66lRFNM/mlMdzBBTkZHgniU9ff+7Ps79zic9U3DPuX7x+YF1kP5vNjXa0EBB5P8pGyF4Uaw1KZddzilithWgohxckJ0bOUQh4pqZSWRgXMs8JfiWpIlrOUMlNUHruc//ExgKoFItePFqyT1NICzZGUUopJYahKFIZJfvdWo2yuQrAB5yS8OYyLKLUvD6uGxHl33IuM7WSTiQBczFgTWRMMVf5ZPXnFzkImQAs5f1Y1TW2qiVxEoXRNXXT5Mz+kAnTZk+OUlIFZNEcOonDj25Ex4CxNSb3R3BOyJLqlZ1CvcvlHhL0LjBkIrrgpHxY57lUWPq+z8mS2QuQv6w1OB8YnaeuxIvSNHWmEA6EfP+jc9L5Uc+0ytqIR0trjRsdxmratmGzXnHYSdikqVu00dS1JYQalMbWFa++8gLn5/e5cfMm66Zmv73i6uKSCNx67jkJHTvxsADUTc16LSWf6jFdOx9fZRAjQ9fnumohadGI4m3Wa/5Hn/7fsrs455fv/Qm2V+ckP0ydKqeFmzVHyqvyKEap1ExNDEQfOBYSx3Gt62NZQb38VfK5S03u5vSM01sVaOGRj1GaScQkirfbbWlWK7QR902JC9lc1uK9494nf4FPXfzzNG0jXOkhMrpA1TTYqkGTWDUGHRN6NPxk/Qv80Fv/ON1hh1EKYyupB46zGzSEgNaa1WbDdnslCiUzVc33WG5L5lHi4JXYl5MLOgttDSCZyN45zm7dEEKbqiKWdtETWlaLuHnZZNllF8P0TOSZzUprFqLzs0nXaxGn53INIDyhsfzt4AP9/pAb4Cgu79/HGM2qbScrUqyXRaMRxRQvVAggNDkZK+akIq0gKDPNfd2u5Dy5qsNncqIC5JQuvA8ph6PUQy96iQn+J8/9s0Tv+drHNvyOy2L1Pqikrm+ZeQ0tVfHsrTs+Pr+vi8JfnmFCCfMTnbwPcvphGKT3Rissd/Kzx797pKHK6TMo9X7E93uIHlu3xCCVB7oS70E5ThxRcSrXTNP9zQq+0FMXK0me4eKHl9eV3culnbVUOgSM0mhbSWljuJ6n/uGNB2B1tkJtbrA1l6Lm+0zicSk9OVi48PMin9hJQ4gMIU5rXTxTMwiY5imDqbaq8Hndl5VQKgnIbvxNW/P8zQ1fe+cuYKjrGqW1xMCHHlDstpc4N9K0K+qmpalrSR41FowSPJ69PK/+2m2atiE98zIccjtnnT1ElaVdrQUgTR0sIwmpzOq7jt1ux8lqg0KqFWIUD1xMiTc/c4tPvZ04O9uwPT+ffhMk1JKy1Y8W4iwmY1dKaH2INNmYQGuUrXjz7X+Qj776XwufRcrlznrmIDC5BTIGvNcTKVFVVdRNRYotu6sdnGm5/n3H/tChtOHGzQ1X9+/w/AvPY7SiqQ3rpmKnErtBSheNMfTdgPeBfdcRk2JzcoJSEWu/zeZG5GQ979xUz4qW2mujpbXjjWee4Xfd+F+zu7rk3p3b/MrFvysZ1Hmjaq0wVk/uUooCyxKhRJ+1kp7cjzYmj4ECFCM6lf9nnTRn0CbEgvDec9jv0EqJW38UBBhDQNtKslqtJTk3ubKMNbgoJYMoxStv/TD6TAhTCothCFHKoM5kEf+pjxp+4jc6DsPIf//k+/nr/a/jx4G2bafvpZjQuU60JANeXVxIEswkmQsqL22VClFFwg09/WGfS6Kku5i2tQi/4Ahuixsd7WrFerOhqiqU0sL85j3d/pLgHfVqvWCMQ7JT0VRNw2pzwv7qahIExdos1sG8PIpgf4i6z27gh2K2D3kkkORAmOJ8hfipqitW65s57jpSG7GamqbB1jV+HJiAUBSXZl1XtKtNrqcec1LhzOqJUuz3O7wPbDZSETAMPX0nhCDjMArgtNKPfg4RLNxh0z4RUJ2Av3HvZ/jHbv4ou+0Vu0vLmb6VKZhljRwlfE7P5fGTX6zNB/gJJrfUMkRwPedAwMM4DFRVxdD1XJ3f5+L8gmHTTfNc1ox4E9Ls+Tu6EvlX8J6h66cadlSawgFKGyEsSongHZL/YqWxTmE8Qu4lZFpjUVAiiwI+v5+vZmmspNkDM+cKCMGLP+wJaScC/AmNiQqqKOiFnLOVYRzlqPKnyMJieJXVEUPAEzGlZ0Ocn/eU46IW1R9qWamksFrTblr23UDnFr0oAKOEDdU5xxgSnQeU4ez0hBtnZyht2e623Hn/DuuTE5RSdN2B3dUlIEqyXbXUTUNzekJlapITMri+66jWLc33fJzuv/lNnJOOtyAe07puiTFgTYW2JYtKQKQP8F9sBl7c7PjUG3tuf2bNOHgpT40Rf3+EccXLv/l7+Sb/No211KsNzo/s+wOJhLGGXf9P8/xzf5PDbss4dICibSqZcSuVGq+//vdjq4q2cfgYJ49AQmSHMWp+b2rOJfT4yUprejcKBfTpyUpa3g8jo/OgNE1dURlDTDD0DmVbhtExjqKn3TDydfMZrKl4/8ZNhr4nrgK7umbPKc+c3KRn/8h19oFMhVEHiZWGCmsysogJVKSqDEYbQPj4m3bN2c1/i//6zv+J3eV9yIhcKz3FtsjNHcQFWCzMR7nj0pGMXL4vfy0RRHFnibU6RbGzoD+rb9Gs1zk+H6cFXuJe49BTtSustdR1QyE/0kpJudSFw48iyFMms0kx4ocB13eY9YYf+80O5xzby0t+7uv/Nr8t/lNU1cznTY416dyIIsbSiS1mS/A4GacY2SlGghvEBeRK/FijbIM2cn7vc0MdL1nzz7/8MilGdldXKGMkc5uUgYynIuUKBIn5S8KlpmlX2aoaj5Jg5iEgb7LIHsg+v/aM8nFPytla3HvpmqUzd94UK2q3vWIYetrVirppcKPH2koAQbYeRYkbqqYVN+DQ53IsIVgZlXQ2CxORibg6yVbL3N0zA5SYiHrm9Zi6h+beGHMJLpTFoJSwKf7yzcTJSceNWyu+63bM554VbwEEMzA4mpXFrrk2jr5XAOAiBl+AAGqqLd9tdzz73DPc/ugXeNe8w319h7jPLKfXH/wSdMCDmzuJhWtMTULKqPAuG/8yHyGzgyqjpW1uuR+lUMpgKoUb+rkkMYSFqzZ7aZZeigRM7bpL4rFk0cvlCpBPT9BDcOxlk2uMqeRTiLUv1MCgMhGWd372IAJ1bam0yj0RNHVdE0NkdzhkN/3DdukiOVCBj5GLXYdCYXMYRk9t3+fGa6PzDM5hq9yZLwT2u0PmVIG6aScOApI8I2PEMNxdXbHbXmGM5W/c+xnquuEnwg/zD6vP8Etff5NNvRKPg5JEX7ybc3VSJOZmTP/Zm/doV2uapuaPvPoK77/3Pm+rPdXrsDlZc+vmTU5OTtnvD/zqs47+cODyzvdSrxU3Xj5FW8Pl2/973r9zh9VmxZ17Pe/538mLL/y/SVHyGmKKNI2lGyTEKImOGZAoDYj+rJsKo6Xqy1pLZStiTqx0LmCyd0NC8z2KSF21+FDOqVm3FU1TM4yRey/+Q+zaFSlaGq/Yp2fZ1i8x6IC9f0VlKw6dyPC2qVBK0XcD3aHPXo6Hjw/oZRBIMTOF1QGSpWQpz1m7okzqqkZtJLvxd+r/BRfVXX51+6dwo8RepCxmTlCarEf5paW3L//2wjJ9YJ1eS07M/5nipkcuSml60nX7nMCSy5RUYcFKU1mTQtE0K4w1mWdAUdW1sIDFJJbddO1panXZbXeoBLayjH3Hbrtje3WFOdOzDooSn5tkUJJM4CJlj0uajgVm8OJdCL5QZwqY6LsepYdJWBae7WpTS7tkbfFBsmPl7qQ+WOWcgKkMJgYBACiatSD3o7LIxRVNhqTM+PywWIisAgDKzS+/9ATGEVZZgBOV3ZvieZFmJmPXCUe4reBIKc5WtyQWZQs0nzyWxlQRiIm6aTOpiZ+qEEpCXrHKp5a++YKq4SdxzY9TmhEtnfb50qfl7UbH1eUVIUS+8soLfM+dsic5BgP5N6fKmGl7HFf5yDHzHp3eTCxCKDNoLVS1CsUbz/8FNt0fp+s6hkHCdKpY3iz2Ozy4pqZj5neVVphcG1+e01R2m2nCTWVRaHEdK08MfgL6StrPLebteoWAuvZ3MUjifHyK0kFxsvD8E64ymOerWPViCJjptchZ2ZdpEq9q/i455m8U1lScnZwwDD3b/X6e4we8TA+5jpRoa4PPKRcpRmKmLRbugIj3gUPfZw+GRdVV5m8RS7mEPrUxE5itrcGoTOyjDCGz0dpVy+53foQYE590LxKCVFMFJBwUvFBMh9yWWCkllTq7K4b+wMnmhOA87eaMYX/F5dBjKiF6Sgifw+Xllrt3z+m6A+3pCZuTNZsbpxj9b/L/Y+/PgzW7jvtA8Jfn3Pst773aABR2oABUYeEiiZJISaSshSQAbiBIkSIpW7bbluRxTNjTM9F2292OaMeEZ8LT3dFSdExYbrs9tjSy3JYokeJObBQlW1xEiuICLkAVasVe+9u+5d57Ts4fmWe59/teFSibKPb0TRL13vu+u5wlT+bv5MllozkOnv8rKT0coygEjJApMSwGmEw3UTcNbrn1ayiHYzz37GvRNA51MxNgq86FgBy5h2qJf7Q9xE8XMkHn975Wre8EsMPGYIAJz1BRhemghi0KlGUB54FyqnIfFlVhMJtWmrbY6tqTvkklRAm3LgcD+X2wc4Kty/oQEIuHtHhJp6I6wetXij0K99jCYqTx+8VghH2jG7C1fgHz6Vb0/IUOZhA7bWXP4f9IQCCYz3P9IjvThX1nVL5JEQUz2WRzE+wZ47XdYLCAHO9jfPNgOFLzu0V+3masjWEvwdM8vExMaQZcVZhNtlGUJeaTKaYTsRSQMWCXZSOMZ3TiWdq4JoUz5gIMmRCECgDy8XOQLjJjEWuIkTjrSGldi+lkgpXVXQKAQvpRFZakHt6h7K5zDtW8AhmDkZpZc2mwoMt32PUFJZY2JZlEucLHBktQJULYUF3NY6GYxsxRVwUGw5GapcM8IwoC77TsLhnUurMK+RxU3QuIVPAQQEByUqd4Zaz8mfF+MPO2aMn4NbWUEd4aDgG/FnnDey2Eo34QhhCTyiTnuDbQJkiNe1tYWEpZ1oKTaTWXY6hSHadSiluP2foMp188jfN8DrPpFClyRa1H0sHF9RonAjEsjpMm03bpFiKAV227UaXvG9m9h4iOUOkPlPKjpARqbaCdfGAEAMSojgAQdM5ZQdFLzYf/vaBoBeEs/TA0/l374J1aTcCxzazfgeRabw1MYTAoS6yujEBayjuAyBZg4/b7A1wojMHAGjQKkDx7wCmoNFYqwXrJv2KshBkWZYHh2hjTC5uIVVHD2AaJzwzvGxRFiDSRin+DwQBrqysKgBxmsznWN6YgWDRotKS5x7yaxQUkFTA58sds7mCMOOWJ82Ty8J/Pa2xsbGE2rzBeWUFZlqjqBm5zC1vTCRrvJPXyqJSoLXUMFwdKD0KDsrCYV5UUfdL5qaoak+lUdJD3aIz6E6h+KooCDFJrFKKjK7NECXhXYV4pyNHjXYA0ckL+IxAq76Q4HoDCWJU9MsSeGXXjYrZUELS2wXK6tIVAY4YTIHDRpEYIC4kTKjNyhkS2wNreAq8d/UN8c+WfYf3cGWxvXIi53MM+qb11Szsx5cDWL23coAq7I2CDAIs7QP1NSmpOQWQwHK/A65kUs1QSZO+jyS0ksIm7BJZynCev/W0cvPBLKEuKQkJeIr/U8zmaao7tzU1Mt7eF6dtbU7UqyAIKFbO040i7FPEtCA5sosSNONooEwCM1V1rsOUQdROAhsSqSgpXwNVOdgy2SDHbQc/r8EPNv94zuJb0u875lJEs39lxLi4yW2u2oInFAz0Ij/ge7kz0y0h5/DqWtMK5Bo1rtJyrTGfDDZid+pqk51gj5Y7TmDg4l529ZqBI1oyPx0RhwAOoC5m9k8WILoufCICmmkN4pGsabG9tonIFBuMxiIDfvuoT+OsX3inHIiT+ISY4W8HHnOoB1Msa93B75+CLA5TjcczBwcxwdY1/vfsj2LN3N35p8z0xnApE2J5toa4qPD74dbgzTcy3AIQjEwWxC+A9mjL07/Sxd7IzlEiXGOStrOQ1tlvu9c6BmxTuJgzpo3xKG4lkbch/J31pGIewCQLLEYFXrzLvGhTD4ZJZeRmJtc2GpGQhkhxqgbsOmAzLL2TP9F4iAwaDEtU8OM/6yMPhntZjWDZ/4Xup2OdhrDjMgV0MX5zPZTNUVQ7WMiaTCeywhC1kcxUeTKCYZpk9a0gdwVpNaUxiySBjwSR1MEoqMK8aGNIiQjo3ja9RVbPo3PjZo+cwHon/TjkYoTr/zzEb3ICmeQeIgLIQ0733jMlkjqqqsXv3Llx91T5MN7fw/AtnsD4RS+9jL/4G3jSeolgZ4Po9n0c9a8TpFAbzqsFkOpcU0QCOPfVKjMZjDAcOVVVhOpN8PU09x4fo54EAcGHwjptfxI/t2YMz6xtg9rBBZhIhuGd5FmlaljJfhiw8N2rpsSAqUNeVOpbK4wPQcRrF4ZwcL5migGtSAaZldGlAAETHB6dxlMwFwsY9oOpwLcUEGAZlUaJYK/Ejo7+PreE6zhfP4+vnfhVNM4cnq1t+32LkNmPnX1AIFdZrknjPN6LRFBrMt/EyGaW6mknFP+c1xazsNBoG5rMZjK0BVg/Qwiq6dYBnNJUmORmUmnsgPDz4BwC1c/jWfuCsY/hnRCGHRWxUMrnglZ7FNOfyMpw1h5AcW5Yw5Uiy2qEGUKEsLXbv3YvGAc32VM65CQAHCwABumBinG8AAtkqj4CDSKwuJOfT1oayv5SkCaVxb4kbVaJhB2PQjgxJyvPKmVtje/IjDEg/XCMJTqhUJaOXurpBcOjM0JM+RrLohV2YfppM1taqlzeBKSiyNPQhX4FRVLAwrmGTrPMW8UT+M/aLUc3neOLmAj+yLXU4fnn7vcCNDpPJtiTDuiA7G/aMqqrwL24LyWEc/u5cEmlV1RxbRzZwLV2H4U3XoyzHCNUGB7t34e/TL4EmhIYbjcmWtMnfHv8LTCcTVPMKyWk4bRbyYY/d42gfTPPB6bu6blAMmpY52XkXFbctbRhxycVvLKwtAS3q5hqxdvnMvAtQu03aMPFn8nqkx5rPQ342TYOY5I8IuIKAIIRKkjEwLAlogvUweNbH/CRhLRJJngLN4m81hbE8UOpqNF58XqqqjjnuM/GKCPr1M+cZcw3RAxmUnkGGQZ7QeAfnxBIsYJDQOI/1ixuYTWcYDAawRkK25XjBgGAQjzjCf0SwVvJ7GGNQ1w3W17dhbInptMbW1gSrK6tgrvWIShKFiewDClgUtoAhOXaaTWf47T/7MfzKX/oWMBSQOBoOMBqWYM8orMGNN1yLq/ZfBe8N/sWxIzh64iQublyE98CN1KAeML5VfAX7JhOcXnsNmkGN+UBq6EyncxAxqpUGdGcDHlSwqwXO8WuxUWyCmfHI6RthTQCoHHfqn3/qz/Gqa+/UuhECUgoNnV1bXcPW9hRgj8FQ8itINclG5JMC97qutWCXgAfnHKazqUQxKe97BXCyGdh5c3ZJQBDPPNmjceLQxoMB2JCmyxQFJ7vJkPTBJwFoCGU5xL7912G0ugZb/iN88eQ/hrGurVV0p7rEqquUQZ/sk/yGIFM4EyzJV0Hub+oG21vrsOVAcnuTCLWQ6MU7h7KU8pLMBVbWdiHEQ1trcObqD+Pm534Bhcanevao55XswomwceE8NvwMM7VGhIQcEqtbaraoRpWtBcXsbw5AyCFu0o6lMKgbh7qZaEy0tHPX7quwub4JKkrMp1NsXTwHMoTRyko0K5nSRhMfkJmHvRQeyc9nw3jlUQOyAwzmLU5jH4FBEvw5+ZbiD/0LnrVXgJQPQ2s6XwlIY4avJOOYNTJfntNRATPULJ0SlbSMJMzwWgQMAKrZTASxT4VxAi7zGX+CU256AoHJ4AcunIihdHohvr3/TvVbCC/MeyGKbmtjEyu7rpJcHE2D9YvrOP3CC5jPZijKgbxLk/Y8+ITcR4Zw1paQ+SaQLWW3B42RJuDXbyH87RM1xsORRGVQCe89fnP3H6BxDj8yGaCqqgTA9Zhrp5j9tkJuzQTC0Cbe8vDsUjKm2F9xmPPOoSglj73XHWaMbgpllaF5OxCS7zBMMYjFdwz5lC5dd7gGYU5DWWaDlIfjylAAW41uZAIb1I3XVMQhwsVGmQ3dXJDz8BCAWhYW5aCEIcKsctjUEsPet4FrjqEZOZCSQ2Ji2UQwlPfDd1mSHtbrnGdMp3PM5zVWVle0VgUgae3Vt4lEmQUvM6uRAgE0y1xaOLaoG4cPfeUw3vmDt6IcDDEYDmGM+BxUswke+s5zGAzGgA3riMFuhtJMQYMhplsTgBmz6VT8sAg4ffoctrY3ATvGG5sxTpUjjEermM5mKGyJL9mr8INrB/B0czPq6QzVXPy6isJjezLREFvSgnWEkfPitKnRR0WRHOslkZHBeDTEa299NSazGeAZ1z93D4bDAc7dfAyGCHv27MIzz5zGvJqDAS10ZHD1qdtQNzVmrziLVSuOmWVhYK04xM/mTqojWiNlrTWRHkj8POr6L5iHgAE472Cc7KRqtRLEtJBi9AF5OaeM53fCMrquHYgsxiuruOm2g/jh6X+Dr77wT8UMnm3tQ3nauFluoVRlrv+kBakM7RjFWML0QtYp7xymk22srK6pA5iHr+aYbDGsLTEajVCWY3ifUkAKApbkD+OiwNf3NXhxuoH55ix5kwtqgiGD2WwuTKP4JOqU1q5TdwC2BDcNrBUnP88ijJq6QjWbSAESYpRGTaqhCqOO2Wy6DQ/xPmYQYPT4Iyy4CMWhCitIAQAU8g8EqRBmJJ1hUrgtE+T5+bDkMjcxbedk1+M7KoiXhbQL3cyLC8SI/hpA2OXKAxiizJ1jMffHYdS1wGFfJtEpaBIDJ3tE61WtYyM5cSMpClOUCI5IzIxXnD2Cb+27HeFC1gqX8qdYn2azCXjVYTiUs1dxzBugYMJgMBKzKzOaagbvGzkCKUqYohTgaAxcXWPPTXsw5jFWV8eoa4dywBgOZBf3m3s/hv/i4oMoihJkLebbUzROzMOuqls8wKHHnP6+1LineRLlU1dzDEYDDAcDzLCt8oHSDovVIqNFxSwAqsW3Y2Z/CaX/X1XZSGEgQJ3AkFjdM8vxABCfJ9vScDgmKbtJd9Psdk75+r2m3MoVj3tYw55DWWfnorBPSYPKmFdlNpeUvLO55AOYO8Z0LsVyvMqHxKeUca4q1bQP0DEUy616ErQsXIDG7odPVT94TuuKNWW3AHYDC8LA2nhclRIhJcC2un4O9dmz2LhwGnjOwAzGmF+1DysrJcrREINyP4riTHLi1Siipqnw21/9cez5oTN447TG5sYWmCVh0HAwwPOnL2BtdRW/c/o7aBqHkhjDUsoF/+2Vg/ht9zwmk1nMKhrmIBSEChunP/vGjSgHJd78kxuy0SWKOjNcI2uPUDcNvnziG7hr30Fw3WC2vgEeDTGZbAnw0+PJxmtyo0qiRsqqwrPXfAe7qz2Sdp4Yu1clasOzQd1UMFYAQki9HpwNJ9M5VoZ/wSMDimZ9KevYNGJGC173ZAyC8c+DQR6SeCGGQOmEevFqLwYD3HLwbnxnay+q2VZSTAhATkyssRZSlCLKkAtiJTNNtwBEd2eczIZ1PYfXsqtFUWhKTck/L84aTUwaQSCtiNfANxWK4QoKrY0gZ8oW/59Da/g7pyS0kRDO/0W5S2YqQlXXIvwDM4W+UHvxMWs1QgjYWF3bheF4jOlsLuVe1VnMg1JMtJr8EXa00BTMgxGCb0H4n1wuPZbkQ+l+Mno2qQsvnKdDFZ2s5+RgFT4L9xvdjUx2f1PmXYUrM4NrRMZ8uSkmhMxBQZYvINnyA9MhAoMF8MCScS1Lehfekpml5RNrKGdvCC8GpqZWyu+A3uvhr8DOn8nelwSytUZBg9GkQZkXvxHnxdn2NvZffy0AxtxMMRgMwEwoBgMBg8woeADXiEYMli3pi4xD3TSY1XOU0xmaxuFvPNGgsrJDrmqJd7a2wM8/ey/+6db/glNbp8RymFsuaBn8yX92aQH9a6it04xtjeJTMZu7xqEoZcwHo0H0faGQXZIAKgpQJXwoplPdnUF8IoIFTxLaZgYf58BqNZG5MRqBxPChbO+VoGxjlCx0wYcrgd0YuszqMKuhh0YVUqNWK4MajVuXNOzqAe+1Yi1338staS7tCMtGQRypxUlKKYss8kHyEEWZ6X0TF0XYBAaAt3ttDa+8+y4cfuZZ7VOwqqnvlK+xcf4s/t1Tz4AB/G9HT6MsB3jwNauoBwN88tl/ifft/atwoTAWe61eLWl955MJZhcv4ncnm3hfUWC0NtX2Adszh+3JeZw/ewENe/w3gyPYtWc39l2/CxdfsJjP5igKyefifbLgTWezllW6VjDuvFhuAKAsS/zMt2v80asGMi/M8E2Djc1NrG9uwa1WOPj0nRi6Gm7WYO071+Hpm4/g208cwayaid7Qo2YyFrAF5nWDjc0tFNZgbTSEJ4OZI/zw1z6PaSXlkePmLtOBAuQY+KXlbHZZQMCeY8U37zQnQVm2nJvCbiAojYIg5hEiOI+Yz5oAjFdX8bqb/xG+cOIfw1fLTRccr0922ciAoYNB6HSNBkGJUftDVhOXVOuaxR2sdw62KDAcjjSGVZJVWFvErIFlWSpqZc1TrQqWgP/ziRrbkwm26q1MAQcYLU5fAKIjF5AKXjA7UcQsu3yGLFpfS6rUpqlhqgZNJSkoQ5bDYA5MO/nUb5kX6CJWkOA9QBKPIOfaWex2eEYcu/hhW/iEc/dw1ELAZNfj8dVB+cMlUJHpwkvvEL+HZIoCw/qvAoZQl7+tcdIyznF3qGCA1UHUqxBZIBIeymY43Z9bSIDoFJQPLZBARgBRH6L3x3sejEpe8lygyMGa0eels2LdZoERcqCXgJZkHhQDFGWJumGATOpr3iDdeYADODD4VTT47+paFInn+E5rU372+XSKP9/T4IXDL2BaziLwaa3P0ClCdhSVDWXGX9G5L7avbYFjltTgRVmimldyfmqTGV9YX15aDX4F5D2q8pdA9M9kLsPOPtt8VOUvYVD96yREdG0G4Znmm2J/rqQfTF6xEGjtpTSMr705IqMptdVkHfwMrLVaNtmAnZPYeDKwJEDKdRZrWt9YlLVABAKSIKoAE6GqGpCRM3LvRDGVZYmVFckGOg/Z9EySKUVRYjQeYs/ePcCpp+PGJUSZOOdQNzX+3ZHnIuCo6xreQ5LnNQ3esPsDqPJkSRx25AKk57MZ/sHz/xYXpnPULxSAFUtXWZa4oRzi/776FsnTwh7/fXEPrhteh39+/Ta2Lm5gxQxx8/43ggDM+KuYzSpsb0/R/PF+uFkF/ORz+OwX98L7GkzAn/zZflx351dw++pNGJQWTVng3icalIMSRSEbanedReMa3PrsnRg0HmWcVIarPCo/U4ulFOe79vRtKIoCDSQ1t3cSyfDKx78IjwEcLNaZ0HgDz2XGJ8miFKwyO9GlAQEEzaRoAoe6bjAcinIJArTLqQQIg8VdEsVKTiCDPVddjbXzV2H74tmoMHMGW7QExEe3zFJiTQhbv+wLoCXQg/NVgC/s5DfvPVxIUhR2jpSF9VARTURkDT7E78N/qVm8ovBrGN/Y51FfnGu7JZLgL59+EC9cLRMQzsFCW0K6ZtIKg8yaHbEcwhSy23FEqph8NNWF3VxTzWHLkY5X2mF2RgvRyzqMXWYNaN2blj0AaE0FYLL78bi7Cu+OO8rs92TGDN90hNdS5Pby0LD5q7IbJoohpi4vRhIp8A21GK0FeDPs5WNiLc6Ec2bSVmrtwBEeLbkv/sB8IJ5XhyHzzuuONDwvRHtkz6X8h1porEUxHEo8uCnlbL0oANSaCa1RZ9pGKqMB8Dr3xaBEiCemMFZGznWpKFAUkiHwjdf8NZy6mnH+bIPTJ56XvBwx6manNRu0KToskGm0NFggksp6RTnAwxsD3Hfjr8A0/0xTRZdwjUvJudTSRc6A2aMa/rIkk5rPRbGFdd82H4KCUzOpQuO8VYF/KV4fwHUXBr6c1BrHhTUWFF9IOczQYOQWBYdla1JkgXPiGF6WJQx7QL3Ts7sAWgbowlgJyBBH7BIMgrECSGxRog6bN1OCzEAtXC7K+IRPJanQ+fULEv5aDrQGAsNo0Z5G83qExoi/UoNPfvMk3vu6ewAA09k0VmrtUuM8aDyChcV87gUsOw9HjLWVEf7h6T/A/3jVgyBX4e/xt7Bv9hym05vwa8MfxIo7ij27xihtgbr5SWxgG832OsryFJq6wbD8UVh7QvUF8LM/egOemllcfdUeFIYwWxliMqtRWovRcAgCsAmAPWDZw6oMYGYJowxBahQsKxwtON47XH/mLpy94Sga54HhbthiRY5vnOTpoGBNZpY8EcE6HVPXL6fLRxmEf9hr1i9x5jEUzjK7jMcAa8UrVoQXETYkP7gtsHvf1ZhPtuDdJCK5KDNygRpNARzNmu23pYWSlFWGcjPw35ZHovRDjGcwcRe2iACI1BzWVBXM6kp4XPyP2WMy2caFyRkJ1Qt9BIFh0TQsKUKRJlYEkYnRAK6WhCpFWaIcCCDw8wqmABCKGBnS0EGGYY8qK/Ihz07grAWmPIOiV4kKtejn0d4FEaAZCDXvPjTWu0iCMyk1jv4RiMcI4XHBbN4WnlcGDqgg9Ryd+UIsrok7VL1O/wkAihZxDYKiCAuTMpC5+GIkK5U+S97BccxlV5fKGYe2SUN1Ln06226Hqab+mDB/ZQFWvxJTSmKlaj4TPmtqSQyj0StQ/iZQDEMKFqxwdCSe/Q51NcfG+jou7BXLwYVzF7C1uYngwR/M+cjWXZsFuPUjWrcWJwtkJH32YLwCvxWcj2URp7WeHAQlgZg6/6n1iowBN+EwM8CpBGRbAJm7TQh9yHxlKGwQljX65aN41Ljsu8A/QFqPlN8bepRM9d55OD1GGA1KWEhKXFQNlq/fDCRRmhpTlBL3Tyklu1gISg3jJjBZ1I4A51FVDoNBOp5gzV5bNw3OnDsL7x0Mp7TXTIj+aUkFhE2Ig3MNnJNjoKaudXMX2i8KWspgAw1ZGAuUA6+uQhZWa1Ws7Lkaq9fcAOcqDGbPoXIO5y+cA+zVcclZQ/BaR8OpddkYg+FoiFLTFxdFiaIosTIa4OYbr0VhCKfXBmiaTbF8ZH0AEMGrY3H+hIrWZRsMiRZwcZJNOcJw9zWwgxXAO6nSOJV8COVwiLzaI+vaTyG6i3SZWgbQ4wLxIxBPd/UjCJnEqO2KAnh4Dufh4jXPTGA1V5ORegD3jH4F66N/iqaao6nrNMkdLswTpOgQ7bgo0hAjbeUiuqco7OOFCnSspji1RaE1Gpr4CEm0UYOIteIddDwIjWvw9X0O1fMzjFZWIChdQnsYhOu+fQ5nXr0XTBIDalwIszQgO4ShBvVcMlkF/wXHhGo2kTSkmiQp7Wz0rD58ku0YGZqpLOtjfqYYOxS6HW/X55MI462Vr0laZm6AOigsFYgB1eeDTAQyCCOc2tM1ce44Y99bitkd2eD3/c8DzHiQ/7eoDAGk8zkoryxRWEHBeflHx1yOEMIV0bCQmb3Dgu7uoD9M79MKfUCEFkSaJVMBstNSs5xX4UP2HvknttdYsNZBJ2vgmgaTjfU0/8iBGyIA8uxhIXz9d6YO//ONHqOVOf7a4xdx/MAqptvbOOfO4TP/8X/ET+/9RYSCTjIgPusnInNEz/1LUXZUkLCClKEeDAeo5hdxy5Evgfm1OH7gNSh8AWcdmmGDxhDqQQUuhxqiFmLs5whJe2IJ70w6EYB58TcROFZkS+LtYBGNAxxkz5LNyMtJORjKQ13j94zMw18m15ABG0kaFMh7Rq3+Q8GXxnmPwaCI47VguelQmjVZ/5K3xMJpeHoEVZqW2JD4YNT1HPP5FK6qJXugc9FCGuRRrbolP/O11qIsh3A+yN9gpRXZ5Joa4+cfh9GaFu/aU+ODL66CSGuFMKNuKgyHQ2xuSf4Zay2KQQmyQwyGq1hZWUXtPP7x1kMACPV0GzxfR7P2arz/4tP4KIDht7+G9UOvxnxWYX1zglldy+ZOw2ONtbCeURQWX/jmOdzz2lXcfv29WFldQXPfYWx+5DvwzGich3/tblj3g3jDra/A5OkNDMnA1EADhjcW/nM3SYr5n3kxzmfjGnEAdQ7PP3ERdHg/dv3SNSgnMzAZwFUoyKOYyxGgLQsYTdYVQoids0Czs3PsZVIX+7irCZPmvcd0NkU5kPMX773UOGC5vvEEKvSMHBwTKwSWJgAra2uYk8PKrt2YTyeoqyoq7lyGkA4yEQEhD0JsHBYRe3ZvWwC3BUL3m9lsCsceg+EQyBKy1FWFoizB8JhNZ0AJcarSds1mc2xMLkZP1uDtH8w2yR7GgDEoRysIpsq6kdLEo9VVzLYncq/u7kh/SjrWhAm891KWufEYI4UasdZE8N6JYFckxN2ecrJvSIoEFd5BKQWzFcRjuXGyuClu99IuKwy41kjRc+JFQUJLfns5KSSIMkilSz/EkiDkvfi92LRlp19h/igTWJEYSGGjyldhk6zXW06+NAxeSH3bcqpSQPf4vtu0kpqJsfHaxNjWMEfsJWTOETDQI68QoS676HRG37o5/kmAkYpwJQFFOcD6+gbumc0B9vhjz+CjZ/UyC2sHGAxHcf6H4zGGqwa20oyOmo7VeaeZA3dQLB22zNek9x7z2QzT4pfB7l9mUU0cd5IgQjkcQkpT25SXoGrQ1LK7ZWZUg19B4f5la4wBxPN0Yy3gQkRUrlxDCmQ56hPlYzLwdwXo8thKLzLpaFBBb7AASvleJOtUBnCqWpRE0zh0hkNe38FD8XSfGa6aw9Fci75JencpDCaJ0ryTiC5jpFhU3agTKhEKLcXsmgaTmaTfJWMkxC5EfQT94xpEZ2YEiytULzHGgxFOPXUYs9kUU7oTrqkj6CMi/L3xx3DhXBkjaiQTosHuffuxOroVXDG2pjPNOsqw8Dj+4gq8q/BG/4N4bnsD/OLnxDLQNNjrPZ6d74P9iWvU50bM8lVVYT6b4CcP/DXs2bsL44HF7E9OYzqv4HXjWSB4/jd4/poBBqcrFPBgQ2i0+B2YMaDXoCgLzUy4jqqq42ZwMBrjjc8fh7NDTdsMoGYY7zBaLVB7yUAhhQON1lhJEX3L6DKZChU5ByGnZpy6qrG5sYGiHGg1vyFGo1Esp+tZamt7mbew1daHyo9d+/bhx81/hS80/z1cXcHV9YKpOe6NVekg24FEk1XYXYWJbz8i702LyZll9zibTMHeYXX3bqysrqEoCxHgaq4aDqWiXePE0e83dn0EZAiTPe/BT24BzbN1jH0OOwtbED5446fwxqt+AUADY0s0TY2mmqEoSwxXVkT5E0A+HVGEjiWP6Kz/Kmxj/xjqaBZy5JMKSFkhTVWjLAtgOA5PESsAGRSDoZ4j6o7AEEJ2NwLjK898Ez960yuyBE5pDFsD6EWhJBtGPnM5srtyO6ucglIJ5v4P4X3hm3YHGLhv7y4AiMJ018V/k5mTka7vLK4AewkaqVD7FmAgBEHcGTXFUyZ8T0AwaVHWDtZ3p2MajorXarEhsNTd8B5Y2X2VOgwyhs//FqpqCjBHx9ZQbMasq7nXe7wiMyHlvbsHDFr/X2L/X0GkB6EhjEmK63jnMJtMMNnexvFbx51ZWOSFfMUzA3XV4NDxPwcb8XkgEGpNfERijgJZCyoMbFmodQ5gnqKp9YyUZfzIGiArDyxWNg0LjkKl3U/vPExhUBptL8lY7IRvXlYiigC1/XEa1xB5UFVafhphjNuh2+GeoigRohKSbww6U5XlKY0sLL5hjaYMNpozP0RUNY2AAA+ArSaPgpGiSwpW67pBXTlNsOTgYWCtgzWlWj085lUFPvanoKqKyCTwfshE+NGNVfz0i98CyMDagVQmDZYfHxIcVQJ4ALFegOE84eL50yBIVtfNjQ0BS2oZf/z8V2CNxS2HDiE49BJIKswCOHBwAj4nDuV899XAt07LkRsZbGxu49lnn4dvasx/aAR6DvjjV48xGBR4x3gFVV2DSArmTQqxIoc5Cb5183mlRaoQ284AHBm89ZV/BiruwXzzIuqqEsdhzwBZ2HKA6cYWJpPteETAHFJd/wUBQWQjTpEGQQDO5zNUs5kwRCMpS8fjkS6tEXwpZiKw1C43cRemu8zG46p9e/Ejk/8Sz2yfwrcu/jo0m3OUsSE/vLEWRWHhiDBcWYGrpTyk+DC0txsiy5Z0uCXIZZF751H7GcrBQFLWNpL5iiDnQOVwiKZp4oK5cP4CZrM3SIrg88dxpgkm/SBcAkTxsMaJKd2p+YaBBpKYyDcNPHlYAzmuiOev4WhDLSq6oyQisAvJWfQkkdthf+xZnKlqKcXLroEbDRA1CgfQJPnn5dihjEonKEoG8NpbfhDwddJ52ZwsPf1VCRGVHkHAQriJ+YolJorTHeYpisbUl7ZOb/NTuG9z3y+nK7zH7o3fRL4+whhFJ6B89x+mQNsSy1zneCA8Iwht1sQ4nmGiBQ664CnOvaTxJtR1g6auMYQC3fkUjXMYrqwIZD7666hUyDBrmlhO4UzQ94fuh4RcZGwGvhEtUS3HpAwnBYue8x5FMQgPu8wstcfeWoOjt/4QzPNfxvHbXqMK2kZztvcOk40NsNc6C9Op7BIbF2tSxBYtKE9dA8F/KMxTbjzJlL/UAJXIHHrJ/fgeUwdvt78IP0KSoKzdHI68BDAAiFaQaLb37QMWUh7Lni6P0s1Z4JmwWTShEmM8ZrSRn8XqKMc5wUkdkHwYFoTRaIzRyhqsNWBXgZtGsieSx6njR3DDgdtARs78Qx4ZW1j8pcnjGLgxapJQ8AD+ikJKE0uiOUZd1/ja9p1gZrx+/ykQOILXM/XzAAzKsoS1IYRTEsh5Jpw88hQIrNY7Yelb7rwb1hoYI7k8/sbsPP7taARrDT5w/RQrTz6OrWNSKG9PVePTb7gF+1iya05nc0wmE7jGg71ENoXQ7/P7R+DDmyBmWGPFx4fFShcsZuPVNayt7cPRr/8pquk64GtYY1GWA4zGK7B+D1589nl4V6OZz6U/xujm4T/BqTD/mYlQZQr11ncOs9lMcip7j/G4wq69eyFhbnJ9MGAbMigMYJgxnTjYcoDV3btRzkao57PILEF5kSHc6v+KnC0OSlxz7c3YuHgBE7eO4/63otLMcO1yIqiwNZlyEOFe1xXWL5yXs39NBToaj7G2aw+KQQk7kjLPk80J7Av/DqZp8MZ9vxhTozIzYHVRaAa0n9n7i7C2BJVDmKJEFdJrBkfBoPShO30S11xujW0w/ss7mrqGa6ooFA0KyKIVj3DnHNAgCvcgtAsV0t5r9avxODoXRhkXFzVH9J8iEJDMpWHnJR9mg67GvMg0aa8szopXBhAkQefx81OBQb9TvoQEMyrwpAepn6y76+2rfyWm9WbdTe9a/zeXfGQ8n1UARqGAgpL3HnDBUhNyxGtmOCNHCtEDnMQhznvGM098Ed+65zU4cb3DP9yoMa/mmM4mmG1vRX8EM53A1bWkwI5AIO2a87UtYEAcrUxRqPAPAK+Kzl5QDs3cKOC5kaM+IrCxOPj0HEdv+e5S/kodDzkDD2FW0RnScwzhJWagoRjpGuYnyQIF2XFLywEPtOYUCDadJN1sOC5AAOVmORh+mUlaSZE3ETci4ZhgmRRM8o50nYcdtuwVOMnchbvSz2Rp0NXOasHK3hueI7tsixg2S+02eufgGofReIzReCyWy7KEMSWq+RR1NcPwucfxgH+tHFcdHMJ7h1+8eYZ//7z42RSl1Dz489WfwE9NH0d5762YPHQirtFQiwck1rCvbtwtTtZgfOH0LWD2GkovabKtlfwzr9v7FL5w9lYMBkOMV2S3DzDYeTTs9QjN4JmjT4lFzHvceugu/P7Z3TBmDkMGv3dmDX+lnGIyETDimfHg88e0jo2EUI6rCs45PHf9HWB2cF5k6PRPTqN8/dWYf+60HDFwSiTEnvHCsS287Y7/iIun1+CmF7A2LFBVwGw6wWyyjel0C+sXz2E+m2XWZwI5mU1jd9aUl3EqDDu7sMVR58J8xwPhslDilT1j4ieievUsaDAYSJU0a0GqdOCBqp6DSJTvXaNfxvb8YssKwQpmQplKZsJwOMT+G27C5miEcv1XMNvexgn8NoCdOkmLfwaFp+cp7D2qah6Ve7ikLAd6DAL8++pdmE3Pw85mUvRE06QG4SjxvvIKMdFazZCWzoOSNArnesk5Jm0BZbH5ptHKZULCSA18ExIKpUx2snsyADct6wgZI2rYOzReyi27Jssox5ACPmGXuCAgc6evZWbE9EG+444CClnY4xUWprlPyQeqAr87aJa0iBf+VFaJCjEIxeCkKuG38uH2vl+JFqrdF/9NNu/hIeGxCtZ8qEyX/adhS8GqI8+Qs1/P4Xgg8RJBzgy9c9jaWMf/dJU4wb77yESSZYlBAa5psrz9LjlSxuMJBavaZO8calSgpgl5R1P7Qr5/cKtfZALg8YDGt3trQ2f0/wpC8nGOVQTVT8l5uJnUHKnnVXL04+yqODaZeSLjsmT1CO8AQpbN/Cgmn/KWi2MAEjAI5uUrycJdRR/27KlJwUKVvkX2nRwnLulC1PLfhRUn2311QQhnA26s5krNZJ4tLJiltoYtJGGdbKRqeNdg7ezXgaaCDYWO1BoQjmWHozHE6mxhjSjwN2x9FStvvwuTh4/BWis5W0LH1NJljMF4ZQ3BOgSf1pzUHZHNKhnCn2/dg9FYk7/FtNUMxISwmvSJtVYAM048+R28zjl8YfePgIjw4J5zqKpBAqM6xsykhZqAsjQwtsENLxxHXd6UgVS5R3ReKh4Y/IHesO8jGK/eIWnJi1KAjSd4GHgWoFV7PYLnMCmc1vtftJZB7l0bTUKxYRlfcNwfApB6z9tbWzBkUA4KNMMBRqOh5HYmLd4DaGU9YDQaYnVtDZPNTQmbyJ6JiGhFGM0mE1x78y0xN7Qhgp2XcHW9Q0cTuMgZt7UfYIigjOYzEaCSBpSjsJ3PJhhUEvIXSsyGcfJhnWgBCg7KP9s1t9e0hJvZUsyqwQwbxpMgwCIURfIKQkQ1UzRdRfNPd2dAADuPuprBNQaNkxwSPqtjANZc+t5ltwdlg4XnUbBGLFzTFrTIdzAURNeVodZxQNzKXq41HfATj0Oy89tc0QdBTEYVp+QSyMMEFxWVol0si+HPLGRIfNoaY5YUyqOCcM2aBTuH7c0tFKUI22pegZ2LPgLJuVClhEln6VFY2wLB+VFi1GUteq8CVMekNXrMCCnZkjJSuWEIhpNFLqaz1qRC0ehA7TEgIngjOzbv0bJm5PtWogD0lsDNJA2zgQ/3C3/G0QjgIBse9l6yHTLa832FKRslhAJbQJBvvLSZKZqi+5x83QZI/1KhO0WZkR9J5FXoglWF1F+JAx8QSYK4UmzlLpNtg/ksPCjjE1lXhgiwBQojBa3Eu1/CvZ3m2QgFjsqiVKdsBlmxvq6srMEY8WHwnI5IJTTZSf2O8DdyoKM/jUnZW8PGNuq9zGrGUo674lBQyraeJbJdfbi86AoqJEQQBC1wJP8Fv7wwboPxCnZffT2GK3vgMIAphnDVFJZrlFSB6jkAxsraCkajNSmRvr2Jej4Fs0Rc7ejsi5cSZeCyUBZrkeq2JlGlF6tgkWu9c3AsmQ2rao55Ncd4OIK1FsPhEMH5zRrCaFhibdcqzp8tUVfzjKEQt2ikdcDXL5zHdTffhNW1VRA8DBmsbO7C5sULLcGxKGR1OmR1x+9TiJmaIJWfw6R+sPk5FPMBttZfQF3NYX3KwcBh52ismvwBY2RIH3vxN/Dma/+6MBkH03KUNgCMZI0iSqZnn4rhlMMhysEIIIJzNXwj+QrCeLBr4Ko5qqqCqyvZtQEJwJM4YgGaTpklrtw5n3Q10ruTUAC+dOLr+PHbfkDGgdICCU5DSXAkvxJiK/3KF1GuUJeaMl8eigB2KTC7HHWFZgDKiHyiGzBJg20IzAabe3+pBUKTooXscDYnoXVxzYTjJBGElNrOiILRqj+BY+HDlYHBcK0Ee4fpZIrx6orUbG/El8QYI0lOmONuLCjmUBZbGQZ2MADHCIHAanmaZW7xVxzPfKxMOh8OioCMhbGEwWCIYjCAtQUOPVNFa4BnxtFbRq25ufvEv8Hw4N+Fcw3qah4LcoXVKlECBRpfd9qAuN6ICFX5y5KRsDurAd2gEzYd8ExYix0x9/1AmcpFOMqLOjmTa0vvzSywgIDcKJZeQhRF8tpHbEV6XFpgZGRnDrDu7k1KkOM9vJFEQ6svfgc+m1NW5Wk0V0p4TbLNAaUt43oQ+cjY/PiTYpUygDUFVlfX9OihgikIZAlrbz8EYwt1uPXwIMwePSmbQcjRKpOB0+iuKCPjJgCQKI50Bh/KN4fmvfbClwFmnDwvAPzWO++Sqp1EsmEgQoz8iCAcoOZ5+OEtABgHbt8Ev7gBf9CDn99E2IDy+DYMV/dg355b4FFitHsEOI+6mqNoapTzKebTLThXY+811+Kqa24EO48zL76A9XMvYja9CFY/tJ3o0kcGnuG91IY3ZFFgACpkFxF2L6Jcdd0w9LworCXZ6fjGY9rMMJtIkpS1XasgI9WeykIK4QxGY6zu2YumVSQlQjj54T22NjYw2VjHrj1rGAxKjFdX8Gr+2/jK5NdQzeZoVyVb1vHMlsGtjxEd9QA0rsF0so2LfB7j1bVkclXhCcj1tixRkgGoiIwk+RoqNNUcg5FBPZvD1VUMvRETkJYEaWo0VR0rlln2sNagHI5BYLi6QjXdTtXeWIDaxsWLsMZoYY22I5VgtYQqiSR3AccERQAjlMtM54npbJjjeAiJyCQyKEfjqFjCTtKzR1NVcLUHoCFbyg+XA2jfe2q/PwjKD1QWvztoR1AkwLDoYBeYuuuOI4BSLvQshb7y90HXhMSE6xGTJ9y7Z1dsGxh4bGNLLyYNPdVds/oRfMptY6hOR2QMiC08e5yfNnjx+Ql+uHgSh/fsxnQ6RV3X4pXvPDw52Gd+Q58NgFmcXG0hBY+QwhNFuAog8BrREudyAf8vKp4AOow+h6xIgDufq7CytobR6gpAFtWsgmN1UGQ5ajtwYqJzIGeslfc4+MSviaXFe3zrtr+tCZUQM4oaa0FNDaNgFUAKTY5grK0Yu5UvlypOlV8iDzTNbwjBvuIkExHW7OJ3y66Pt6V1HeR3BLm+ZZUK1H1DlMyMCEbC5pBgWmHTRTGAc7UkuFKHVmstdp8/LGf2RhSwCdFOFKwK3XYkhczs0ZAFO0n16z1r3QCL8dvvVKuzweCrEorH3mG8ajFeJbz4+99AUWidigjCRUEzSR0PsrpGFXbFKr4Z6AmYKkSipWWc0skTiR/K+TsZs0ePwDuHm+44JD5cmiY8WMdCmnz2z8twlgPEYzEO0R8O5a49GKzsxuzsDK4Ra6ApBqByAFsMYIcrGK3tg2sqTDcvYIuew8233oJhcRPIe7w424JHjUuJ4ksDAiI9L/Rgm/IK2HxrwGgrAHXKS+a4pNzD8ef6xQ0wgO2ywGBYYLwyxmA0xu69ezHd2kI1myK+ID5ITjK993j26VO4CTdjOBphdXUFo9EAP4z/Cv/w2eNYMx9BiMHNFwhHxhf+TQmPgGUjFHog1awuxon/xbMPwFiL39g/x7vsqhR6iowiHqSurnBx9DZ8eOM03lXtS2eumtjJ2Aa2NCjKISabm7KbI4P5dBvMHoPxKgIMr6bbEs3RrbSmJq9P1JsxE1UgQwbvKNdkdx//h9BxIGxpM6ZDGGaNJa6quTpx+TB9YFUmIFK3WMiC8R6eGrgMHIKQzK1XmHLrAJB44BJ3pGujaNAFrztLRkjFFPgo4y/oziLcLdlhoSynSqktdu/fuxtzMGAcPrO1GXkqIJAQCvWx2cV4HEEQYPYaU+Jrt78StL2NwWgoRcjqWs5KnTjwJiFrUA5HGgGQEiIFQW5NgcbOY0bSUD8DGVgGc2Y1CGOcFG10ZGIGDKGwJQbjMbwXx6fpZFt2ctaol7ZW7CSCdwxu1F/GE1BLoppXn/pXADO+ecv/ST3PSf2bwqCGcTIRMIQy0mRIU8GGKKQM5GV9CrtuALGapYRHiQK6ktQC1Kod80ijS9wJ5rZy1QfG+wTwJSXMdLn1kT+CNG1xoRaB4DBYo2q2YYzB7nNPapirlWPQ4UifQAkIRP6Mpo5s4yl6aDaZ4LnjR2DXXoNKjxqsLQBTAAaYPnwc4Whse2UFTTUHCKgqwrxyqOs5wrFeTKYF4ZMIOOoaq++4C9WjJ0Wu+m6GygwZkwFpsToVsNmlBMfA9kMnYIyM0fm7GewrODfD/qMCCopQSC9z8I7bWd2cCZuXuPX0b6CpG5zblKJU7Bl2MASbIcrhGIPxKsqhhLRPpjXOvfgETh0/gkE5kOAkAxTlUHNFLKdL1zIwhHI4UqcLAwrpKZecQUSlGAZ2iSrIdTRBfA3EM3KCq67ei2uvvVqyor1YwWuqVZA6hVgJ8eOasb2xiWdOnsTq2ipWVlcxHI9x1TXX4B9dvID/95bBh80H0qTpNP0cfi8i4uhVu4Trw2JgMH6f3wdyDt5xPG/9Xw8WGJRDvGf1ahSDEZq6gqvnYM/48PZZyaeQCcuPTM7hwdEeZe7QIEJRDFDXczHrx+MXMSu5usF8OoWra1TTSSvV5Np0hsnqCrxnfHR2flEwp5fAGouVtd0YDIdgluQj8/kc7OWoxftGHM80fbLXGO5g1pOmdqIDwnoNhW+MAVujZ3mKAuK1FH1OrjQwiNEgl7sOQBfG5KA23ygn4JOBy87TEosFELbsnYRQQtF5rxYjiha33dsfx3TfewBj8PMTwodWhR8JEt74nb3fwg8ervH4PT+Ms6fP4v/aGFSNAzGjeOY3xDIU3sNiYqyrOprFGYhJwEKDjZU157S4UDBzBiesLgUH2xjzTOp7QHJm29QNmCQbpyHW8C7ZGXogJjIKx1O2KMVRmQXcMHtYsnjF8X+Ox2/5WwghYNYmAQ8AtiRw3UiCmyhswsZCdyRqiQiAOO6SO3Mf0ppbU0DSI19ZUCDELaQdwOrS65JqSX9lDBxAbdvkn0zarctVgRpjVIGp5VFls/cMV8/V+imWgF3njgofDYaaUjoDHQGPxEWEVlvDRtN7zX7oG7z4zEn86d7XanZXC+8dnG9i+GKorwiyeMPW4/gPo1fA+xqybRlEP4VMEMdGiJVAokpmDx/D6tvvBABsfPwJkXWhsfmt8f5F3w3phYl7J++B5qGTMoYEXLz/NswfOQbnHG647Q4YI+BAHDEzhBsBk+jL+XyGpmnQNI0A/ukUq7v3oZp6zLbWQexAxQCmGGFlz7UgY0SHNHPYosR479WodigqCLyU8sfatMAAySM+KM5siINpGqIIYBB31sHElQvU8I7pdIIXn5uAXYPdu3dha/0iJhtzTVaBFhIm3Y3Np1PU1Rzbm1sYjcdYWV3Frl27YE5TYvIgAKzBJ0d/E7Yo8a76t+FdLRYHFmc9kIk10zlbaTH0jxDjklcvfgS2KPAR+wG8s9mNj0zOw6nfQ3BUST2VNnx8vglTBgdBANMpaLYu3rCOtegOo3AeNJmjns8hZUK1RXFbA3wAFuOtbZy+9gh+etTmwjBGf7x+EJ9stvDuch/KwRCD4Qiu8agbiQ3/6OwCfuobW2DnsfIDewFD2PrqORARip+RZ8Xjkfy8EQx2TuNZXWuMPSdLQi6hYojTFTsySLQAADvMmL6+/PaIllzTFbi0+G2k3Ns+qa6ksN43s/jgUJwOHxj+PIrK4uPWYvWqEhYNmmmDYHIrrMFVu1ZgBK/DVy6ahQFdgwThZWapnyFfdEz/ZcoXoR7XxhiJlQ7tzu4J/QjAEDlI1F2dKQs4B1Tzuey02UteBS2YY6wqCC+5C4KfTDCnhoJUpCliy6KA1SyodZUUUIwggKaSVesEZ3xMcYiX8GI6L8rmK2wePMIZ+JUiq5aPeBwYOxOow19B3nYV+1LKZB5xWrPhxsziyiyywShoCE7KIdGVtSXWzj0BQ1JPw7TCrFt7ovgCyhZOsDqQIdR1jRNPfBsAoywKDEdD/OT2N/CH5T0AO3hXg13m5Bx7k6wnrmkwbRqMNXGerIKAA5LilQgZAntJrDR96BiKosDuB+7Bxse/g+RnFQcFIYQnuBAkYKD6ES5kOW91mgA0nzqmxwoWF+6WstDXHGVAazFYIw6TYexu2foj1GzQOKBqnPo9iP/RdHtTfdcY7Bp43lTLh0U5WNH0zhWaStb9cHXfjpxwGUDQ/SQsqsQtdTVXD/+QBMMoqjZZ2FzGlAtC2cB7YDKd4PQLp7GyugvD4RBTQ1lxJF5M+6oJFmqeSyKW6QxG/RdIn8vE0By9+K9P/SZGKysoyhKEUhIq6U5cTJbSYVc3cdf9D/Hv8asH/no00bqmAXTnU1dzfLg6DWZJ1WqLEtDkEoCFDY58lezCrCZ58a7BT60+AehO64/XD4EV2Yq3q8dP7ToMdHYjn71wewQp0Zy2OGMtRfWJZhOrmwQzsZL6Uv0NmqbBH95J+Olv1TG17+7X7AcATPjFiNDD7jEbdFSzaev8LCzelN8+45a4+0o7mu8PEgHygXnuR5CLTN0pRUzHrZ+UX5Xd0rVA0OLVO7dHv35sYxvvm0n40PumopQ/Uv0O3rXyfhG+hvHebeDfewfikCIc+JMbDoLgwUYWtayOBEoRzixDP2J75cXi9Ch3Sce9PL8oYjGk4Jza6WC2s0cUYGRNqglChKaqQcalcQ08FBRONjoESDEbDtZI9SEiANbi1U//K7imwf9w8y+m7J0ZvXO4B0Hwp7FP8+N9+HtxRsKImNg3ybhK1uKKEukocOdDAOnDRf6KwHAB+FK8JRx9hWOU4F9k1RM+FEMIG0Oj5m35z2DP+SPqpGqiJTn5BXQdirN1EI6ewkcEWLVm1XWFk0eeFHO7LbDy1oOoHjspc6dtGg2BcgjYeRKXTFBlqX4mRhz6yIRMiSmclPPxU8sUacl75zyYa7iHj7XGMhwlhyEVK4mBh1efahZgESFC2NeFd7RnzxGhfugYDIAz992mc8OYPXwEN91xSHSptZjP55LVsZY04d5LpAUYcE0Nh5Cy28dnM3vU8y3d+HowO8wn62D+ixY36lCOdAQVCkKs51MNFxQGMGREOWsMcjAtFYNhjCftotvGM7a3NtHUDQqNQkgOQJwt/IDC1FOapARqM28Qzjrla4qexGLqgtR0t8F7VZgihLxEK0SSkdGBy1oryFh3x9F06nSnpcJWmBCwtohntHO/reehYsJ1zukiCOecqY9hR4KQwzvObDb2i3yV5iaXqkrz2VScxkICJw6OV9p+7+IDhWezLG8qLLIvNVNdcKbRPAohG5nyRpI1wTnvSqKBS++NdqaOAl/2CFYBlH+Z/5rPXRDo4RLuXB7MwKqomVkyWHgP7zjmIPdgNZV6WCIRjsZgWjWwEPP7LlhYAFP9j4GYFoo7P1t9iR1KitMGfwdK7QLyoVH+DT4lkQfTG4mM8L+a4GFDbQLAabROiDYIOk9eawCTLGTsPDwcTFHIMYL6CkSQHKxVXuLb01FA6lMeSt2izk46zL44zQKGcwXy8pMtCtT1zgm1pEttmdr9TVWZ/B6PhpLyZt18ecpCk4HIk2QMCmthaKC7U3EINNFRTgFAABcmkx/tJunfQV6zrhMBcaHMMZGE4EWLUONCok6Ry4WNR0ZOZVFYXGGzEioPlqMxitlAE3tpO1vZU4XHrbGAHkfIkVV7rQSLGHMaUfmNdAMaHiV9y5fJwrECB0dkgA1lmSWD7pHnS+jglhwTeB9DH8Feo0S4tTZl+Yl/Q9Bt4d3e1ainW9iJLgsI0iuCx2MqvQgbCmmkKlnsPRyc+KJlVTRNMYAtCrA12YDq0zVTX9PUcFtbGOrZZprfhHzy6TFFiaLQ3buTc8pfXnmPps2V9vzPlvH3T/1/weOx5rJu4F3mP+C9nuNrRITG5YMIVtGfoGKCsxbvXv0AiAi/YxtAM8dZq+ed3kvhI2Pxl90Ixlj8Vtmg0lCuwARx8YHws9+Z449fORYFrVXaIqLUAfijC3ekYiSGcPqaw3EM4hjRohHbs6TrFOcwVs91yK6LoGBAELpnxubXTqP4mXwFJHQfzXBdZY8wPhZETWxUtjZ33hi/LPTdgYGlzc0WecsOEs5DsXhTvvvMnxmFQlRWQS5SujheInc+MHyvbmBYKlGqj4fTHc1kz3vhZzM00wYeQAmLAQgNGJPwPFoikXKUGbS5CaFReoFK4PBOn4XGhnsZARCoc5YPOyiKSlvyGKgvkili6KP002teBMgxY2yyMFIIFZZQQ7E+VrNZ1oV2BtVPVBsxUgMAfm6h/4yYhCm8J+tTywWPIaCMdt5VvRw0KAeYz+bZJ12+VufB5Tgn/mGgilrltilKdVjVBHA+Wf3CJikc0wIMWxTYdfpJeVzYAIaibHnmUwTQkR+HLYIDUktwIM8ex574FiwZlMOBbsYY258+JiHT+kyJPjHwzmQbmQz8B9xqLd74hg2Uoxqzh22ycGVhi2HuiaBHVNIvF/QdxFHb6xgkS03GMwQJjQ9zEUYoEwISvdQdghCmy5g8fFxFvGxczx2Sjdfu7zjMpxPxv9FQ3giEQ1sy3maQOn3n1pkMuPi/YLXDfGClalUD1Lr42Qv6Go6wuntvVBDs065QcupLKl9jNDVlUSbmU+RvbCGFknwN52pMtzezfuaIPvgHKHMai+FoDGsNmqbB1uY2qHEoigK/Rm00VU2l9oIxNhNOIlC9cyBlvGgKB/DFswfwUxv/ISJkgGF+4D75aQgf2Hwenj1+7+o7AMe4d/duhPjo1W9sY+vAKqwhWGPw5t2reGxzGwSgxA8BJGYpzxcFDDRNTIVMY2RHK4yf3XccQ/ohiec+PdNiRMFzPOxA28gfgOZl0HELlgj2+JlvTwEQ/vjVY/zs18+CmbH2A1cjnpeGcQfwpZNfBxHwult+INN8hC+d+kY0of3EHT/aQttEhC+f/LoyusePHfihy7LZy01RPGUyJP8u8FoY4wWEH8Y9e0R3N7QzDmq/MAfHAOODA4f3zYPCks8D0q8nDX7HOsABDPG0Hq9/GPXau8HsQd7jrG8weO634ANg4dBbzQyn67PdejkSsOVAwvm0Yb6uUViLuWuAYNnq3koKMuHUKVdMtDJmPp5vkpHImnK8Jla0Uh2FXRbuqn2uK9lNFBqJYK3RhC1Gd0qMYjCE05omOYgFOK19iAk8zjUIZf2v0Qz/VtsqGDVUNmvZ9+KQduWQrbW2tbaBpMvan6cz+dZP0kx8Vnb0QYmLT0ktGUzVimg0SozU3L56/klJ6xsS7CiYMsYkHwEALWAZ2tIZM85+IUptD7Li5BPflpTVpRwTzB45LrVyGh/5LMgm5xgMhybzcUmbTflpAFSPnQS95Q40TQ1oFZfhfQdgjEX12EkM7rtNft57IB59BP+y2UNHAUiFQrHWyYY4btqyMScFVmJkVfCQlvWOFP0rdCfv1JJcf/IoitLiFatPYqqdkzfrEXMEJvmSTOMZAYHqwLD5uBQfXyYxUfrdNxXq6QS+qUFkwb5BWZYw9moJIzFWfCyiT1JS3kHe5Xxrg8CAOMwYIlQEVJjAGoO13buxvbWF2XQSJ0EYO3m0T7e3MN3eirsNz4yiLDAcreAfOCmA9Ks8l/MTSHw/KFg61IFFc/qHXTTA+NKF28WUZikWWAp06huPAAy8AcCZew9g/shxvOHoU7jlzruBreB4abB94CAKQzCFhWksPrs9Fb8Cn+L/6y+cBXuPn/xqhcEbrtEJBAx+KDNFEx69uIn796ryN4SSXxPPOEGAs4+n+WLgvr27I5N8ZmM7Y4KAhNMuMCQm2vjaaZnnP7kRuO1b8fKwaL906htRsRujscKZEguKQJhP027Ky5CcUV9+WhZd8MGhx/sr2wH53FpUmUzLhFpwbm2/I39OvgfghYv011wqtpAJ8Obdq9j34gQe4eiG8InZ72Oy++ewZwLUW4ymRBxTdl5isodiZTIM/Jot8Pc0fh8h4RWJj0sxKOG8h0eju0FAUyoJUA4JrlT4SinjWlKOx7z++k/W7nh2qfMP1uoVnuWIACTFWqzBaGUVtijBYN31AZY4Uw4exjgQJOQqpcBmNN6jqhus7d2HX+XP4r9dfQum29tonYvm1rIINBQYE1AVvyShmCRtCv0IoDlNaFcBXzlAkCx0YYygljkske/JH8CQRAGQJRBZhLwZrqnVX8rFDQWZcAQgoGHX2Sfku+EIcfxChsu4LtSakBqawDCnjRcos3zGxSIND7kvTh5+AoW1GAwKrL39Tmw/dEwtnD5OSdi0/fjFr2jWywLeFAv5JeAZP3HxyyiKAqvvegU8i3+YKQoYUwhIUDlYfeYkQAIcgPYegQyBnQCytQfuwvpHvw3vqLUJg/4e2ceEzXCwonYRtDYx+1SEbQZoVJTWtUPdNKrMw3G1z+5L78+fnVIBhA11Gr9L0UvzIegwnDESY8levM7lfD9H2FokR1vBGUJB6LA+14dEKM6hGIwwGI1BAFZ37QIVQwAG060NuZ9Zsk5RMrOIXMpQY9NgNt2WpCs6FiGdjI9h9RQbkYSiDNaX1w/CFmLSjAxPSLuJbOtXfeaUlGH1Hs8cflKYX02ut/7QzWBY/MLGsxmqlAb5iZjmmgMNnj2xB3/8yjHuzYY5P6eVFujO3VH0LM/bUbgf0KsCMtTneFEqyYt9UaD90SuHYGb89LemIBD+6JVDrG1zO9QmzGtQAhzWcjovjGMITmBFm3IlBalQDoYo7oCAVNcgXJVTROCLX6SdsV6z4OSZy4DsM172R3gWMx7b2AZGwPvmBYKfiTEFbDmAU2Udxa9C/uTPYfDfXfgomAzqwQjNfJrxt4xBM58lkJaFGQbw7qoKUbWyhAkSIIKUS7R6kC9kasvHaIYtCnW6kqiDZjbDbHsTw5U1WEswujNsvNeMb0mA+QhoWMdB0pU3VSPO2Ab4B+c/iP/n1e9GM3NxfuPwM2I1w5RSlzGo/zX+wHwA7w1tRNrI7DR5V7qwEQfnO+1Da00pHxCZqCSttXF+nXNqgZylI1+QOuzZKLPWzj4RraZWc0O0joRzoNUC+skaETVakJdJuCaeAPS4iDGbzXDiye8AEKVbDgrsesed2P70UdRVLWb6XFECCgaUHwxJCgsVOhS2wQawVGIwHGAwGKFpXNtnIGFEZOIWqa5L6KkcZ8/nc4yYMR6vYj6foa7rjliI2g5EWnURAqjDcd9OLHRZzmKgKEvJucDAbDYBKItfaAHYXMKw6s3Fbu9ELw0QREak7H2CVFzTwHoGG7kw73dMtRv/7jxUr/Xeo6nnEoJkB2BmbG1twxYW5XCI2dTGGgfeORAknpQZGlpkpDyymsi98zFOMJpx5O7Wogr9gCrcP1u/U440giKk0E4ScxEQF0boQzhXp6LA6N4DqB49ruMgbXz6yBHccOBAtJjAECyLs5SxFrcdmuBAtQ2cORtBz+/uvRnvu3AKZ2++S8YnrKUdUot2P124imUHb40Bs1YiQ1uA/4dXreCNT1T4mW9N8ZUDaqIM/QXwY7f+oKzpkNNeF3iYv+AwKWGaRRxaUsFzpUK2lgPisMsKmr27mBIQUNio55zJ/Ipwdb7Ylr2Mg6hIz1ryIzb0zbtW8NjmVDWU8NaDq+/HhwYFvPf43bIRQVgYrZkBgAjvPXMUv7PnRslZDmgiqyCAFUSbEojnh5T+U/4IxyPMrAW8arm3kKyGhKzzSTO0xVBcGtprAzAIMAbGe8A3qKfbcJoSXcB9e+xiTQ8NB/ZOcrA7XZLBH0fa6vH3T/4WfFPjfzrw19NulEO6aobxmrKZpS1/YN4fkxVFeZBPJkfXsdSdbI6uKOVgWxW5NRbGlrI50TBtzwxfV+I47BJYsvGsXxT9rnNPqoWVQINBAgH6snCMKP4JaXNgzKLlLzkHZg3taKBwT13XqOZTPHvsKVgrxYcGZYldDygYqBsg8G3+XALKsoyAxERfgDylPgBijN92CMPRCMZaFOronlvnOBQNcx5gh+QDEWR8W3Wuf+w72PeuV4EfPg5AIuyowzpJAQZQYjTTYNqc5XyVBk9XUa5idStHRBgMRijKAVzjMJ9PlxxfBpmWN6b9a+uGHegygCBXmm3NbqCCIyQQgoRA+Gw/msOv+C+3OSSKSkZSGqxgQsOqilA+GIBW9FZlFSpRqed8y6SmVgMDZRYXhjfu5vJh+dLFgxqnimzh52lpcxiZfrK+C+wwe+wERveLA6A5PYx1H54+8mQcAwJwy6G7EEqCUmGzMZKH/pWtF4BygOtfOA72Hn/Ve/DkRblmfBuC+S3b9LwkaofPkfgwBCcxInz2HskRvrZN+Oz6Qbx53zEVqog7a0MUgVF+PhbHnhlfPvl1HSqK97srBAh2GpwPDj3+cjPQeZh3lHmXP5F4JtuBUrD67Pya7N5soiJAbd/EDHxmYwIyFr838nj/TEDBx6e/B+z6RRhr8Qtbz7fObgGA6ceiIvyT567H6689BXYeFAG5ghkDgIr0GVF7/cXfGTFJs9qk24Vcuv1DTFebBq5zpaYUZ++BpgZKrQ5KUgHPmgLOedTzKerJJsAMKiRU11UVoLUJJGFSAVMUAMs576/e9jfA7GHzeYqCMdXX+DC9r90k/Tf4PuUtThEhufXrSpIqEiIQFWoJkPHJo5587VWBy+aHCOqIRlhVC4AJlgRjQGWpCjUBwnBfEnKUFkK+48+LhXHm06SWxACignXVqP/KfDaDczWeO35MlLUtUJYFxm89iMlDx1BXTUvhRaBKAHmkDJQKNGECcEDWNk1tbUwMMzXGiN+B1pLJbtB/sw1ja7JDpAtj4xNPYNcDd2PAjI2PPQHXNC1WTwbaZCERh/C0cWqpEk7SIZ/p1CrEGjLGStlnseZ1Lo7TQ7qWUwe6KuJSCbYuW/44P5vookFixCODXDn4mDEKLVSd4tKRGFDkDBghVjKJSokFRUxOwoE54/2pmQEQhLDC+C5mfOHsrbEvsUnh/cH0FFLyZtMTGTr8TgGIhH9S24NSvO70XTDGikMXE27+gXtx6qufjs9jZjx95HAUyrfceWdkbgpbKlLhy5Jjm7SgDQPg6mlc+1yoihgUvDTlg/tuxpvWVvDY5kQUsWf8wvqzsa1E6i1+E/C7e28GnF8wo8Udgff4wwu3YxVfB4Px2Yu3605EMmmN8FWEyAyjPiDWWrDPBKgy//dHhrecZHzLwRC2sDCuSbvOhSs5ZiLM724vue/izdlNV598MnuuKOgPhN+R1gsXjJ8/dxwfQQLBaSMgY/zM0SP4SRyGZ9nxUB6PnO3skvSitiCLlgNJxiUZe0PqX48Y0haBQ1oLghWCxO5ktgy9IQ3b8x7kHMRRq4xrIgDKcD4tOTmCbAlHbqS5PkJ6YsSUuGDgfReejuNG2XOZf1I+25fqnMQ2cVhYOqMLx1vivX+JTdXLQqz9J91NR0uI9xodkEKBASAc4xljsevcE2JNKMq4Qw9HA6GSYC7fsn+SHNfPKOcfZE6DuW7o2KiDDcm5Bk0jZY6fP34MtrAYv+UgisLCWIPZI8elImsS0AtG0ZS3Imtf9nt8NwPTTx9FVdh4vVgCWJz+1OEtPInz45DYB174u6lrbH/yCMqyxK4H7sb6R7+tvJvpjQ4byQmGgJe06U0LqbX9SAsbQY+FfD7eOThXL4xvmsAcBFCcU4T1kN2yE10+7LDTO9I1T9xxWtCWReeX0D9VCqQNi8PG0OpaHJWzoFqvC1AzlyEhwhAd0FoQrG/VqAUO4XmQBZ47tcSSqzpgIbyGglBRpmifncs/JlOqqQAH4NXyAGYtBiXtZ2QKWB9jFMW6GMkgTBqPIXJmD+AkvC9DfaHiXRjPIMyslZziRQBQxLo7iJwBHzLKkYRwpU6ygjKOfWmvELGSkAruxGBB6IZxVibhXGFStORcaUpKAggRIQUVGlKXHNMCEFjwf+jCbeR/L/kyrm3lutZWoG2G3WkrSgxw02S82RZYSXyYxYp13e1H3tR4DQPsYbL1CCCdyxoO4iWB4yiSGYWREMfWs7tjROJYyOFd3gHFIB41BasVGUIxGOlcCC+SSTkFoGMQ+D4KdF2jcW2DsxhtuSJUIo3kAt9nw8TpHTsP2MtPMQQw9I6T/1a+XSTNMBnDCjUlbgyxizxIUeTIX8gYKYEmzng0yZEOH4cvVQ6ltOdyrfh7abpd18BaKxFnhlCWhRZ8Y9R1A7dTzQhpTIZns3XDikVzpmMpUBeSYwU5KiDDQ3ItSqhsNgJRgXbHPpD3HlU1BxFhVFgMBkPM5zN0TfUta7W+PxSY8zF4Wbku3rZcVYcaEex5sWxAnIfFe3Og91J3L5ePMsgGKKFLE1OO5oUh8jUTdvPJTB2YjtMY+KRIbGETo4OjC6YAEq3+pp8J8g1njyG0bjklxacmpIhys/NgIhBMVqZS2snK4NLPUh2saOFteTyo7DT1zE4F6g2vehOeffyxBCqQxOkzTx0BEXDTwUOxvWyM1tjSmQzjn3oVAQRlA/+XN58HNoG/wklJI8xP2OnIisAHLj67IOPCPZ+MZ9RpAa6s/wGm+96j8xMKekilsUfP3AxbyBk3vMcu/kYyBKnprrvIriS9b2bwwaHDb9MEvzhn/BU7wr+1rl0XQofV2CLtvpYR52uNW3+38ZRwztWnnkgA0HaWn0lAKij/CMiZ8U5+HWDS2549egSBF2Jp42wHl0DZEmCTt43lvN1kwDFYf3KXVCmoktJ4y70hTG0JcMr/JLF2MTQ/fVWBYROfBjnDLFnlyKAdAsu6JjkCcNbcH/+3p/4VyBCe3Xefvkv7HN6rU/MLG88hG05Uu4IjbmDP9iYg78OVhQOI4EfCuBvEc3UKuVIy3wAFBKtnvqPOdyG6IG1qWpRMep2PFmVd7kMVgLWIlKgs5EdMCyBljkM9ihdPnRQwQISVtx2CNYTpQ8dQ1VKaPU5BmDfqjn0+KQkCxMKLYbgybB19IloPaius5Xo1QM38DtJMtRUmnz6K3Q/egzMf+rps7OIdmc5rCwGRKQJFlC+XyBXOngFohUQBBTsevWZK/3KS9lKy4DLVDpf8bQyYrOw+rY0IKwgjIkTHsziQwfQJICaQSF+CiFAMBjIQKm1y4ZxMU/LUVO43KXfpaMAbaUje8JXPCjrTcps5xTbqkZLV8/yQjS/k5zdGMr+Bs3Zl8DpfJM9+6zPSLmMw1PjW8t4DGN10SAGRx/yR41G4BZBw7qDH7NHjWhKWceCuu2MsN4Fax3iMsAAX5yhFKOjYZOaiMD5RvrbkQHJgIUP4wMVnQET4hJ5/Tfe9WywIoXhNAEwqmF2tQM95bO16F1Y3PiJj6RmPnbl1cUdxBSnUCGjqGrWT6n+msKCw40JakCEmOQxa2G0mxR9+z5dhMstefeoJZMgTyHmwJXSTKIk7MZWtD/Br5ZwUNvLNmUMOw0N3gECYP3oS5ZtuQf2ZUxjefxvoK8fluQo4OH/hJebBaVo2YxhW/bRSZA6idS3ySz6p3oPJIDeddomJ1HdKfAUQPLUzix7p2kkmgExJs5hNm3qewANYs9YpII1jzamWVFT2mbimTKFlwjdrbVog6M7vlSFxhJTxDc50IeQ6RAnkvAdbKChC/Lz9wM6fRJfvpWq5MG9ytAMNOw5+RKTO3k4zpXpYa/HiqWdkU0ZAWRawhjSaoIHzIemQWcI+1PqRf96GLHrcyp1LGbp+zI6PChbmsOENAJUViOWIwUCy485mUwzqGitvOYjNT+jx3zIEoL/GzS6S+ghrDmixm94iPG6txWi8Iscps2ka97z33frkO9DlxPBlfAiyp4SFFiG1R+MaGJJkJpbLwBXp9nynCs5C5pJjxU6dSGtZF32HmSMgRYb+cmEdhLhOgtdkEcbY1hvFe1aOHObz+QIjMZJ/AmuaVXldV/C1Nbb3HtOHj4GIJL41mvflTGh0722oHj2hu0+P+SPHQBCPYUvAc8eP4eaDh0LHEGL7dx6pMChYmLfkNdwCkmluMvM+M+NB/JjgPAM8iNfJDZvPx9fIGd+PSSEUw+CtF6JJ84P7bsHa5kcWWef7hPIQSQD490UFuEoS/XTROgOuqpGrgyzDwpLnijC56tST2RfLTJI7oPRsl0rZnwFIMgPPHn9KTIgnAhgTJp0/dgLjtxzE9OGjwFUMU5Sw5RAgg7qaLr6r815moDCJqxkAPOAzM22+kw5WuqBoZex8/Hsp6UL1HBIcBeVs0ngEa8fCwOg7W7u9TNZ4OXrQ1qX3ZcorF87dp7fb+P1HVTWPyiEdgQp4Xzv9RNoA6DjlOCoHA23YGqgdmBwx0jIWJaCF+Ujkp4QwilXRMzCbzjCZSk6Z50+ejPMwHg2w+vaDAIDNTz6FqmpiWGlLwad9zUJr43x2eCACu7DG8m84RLWYALsR8jKEjYy8S50O2wMYRrE1guwcLvzBNxGOpcOz2ms7bdyIKfNH0vEmp75yuVzRw24xUaNuapTeo64rVLOZFL7LrRDdhv4n0EuOMgivc66WyAL9ljXTn9dcBPFkMSqnbEva3qsgmL0Ajl7MEbGrlaGpK6lrzXn0QruNDMCSBRVWEgxln7/uNffiz77xh/pSo050eTsoXc3ZOmgxG6v5toPCODeoqtJehJ7wTZ40Rf8xRsK5GBob7OMRStjVP/vUU7EJg3tvAwDsP14CyN6Tm+oQAFTAbYrmOayfDLG0hHr3fF9nJz0o6w6rd33WP72GmfELG8+B6MfxSfuViIg/sP7szib37zEREX534PCBarE4Tb473Im8d6qUk0CNCx+Ea55+Em3R2lmgSwRaGu6O4GgJsQBUhR+eO34MMAbjtxzE/NET0ZJGRCBrsPK2Q5g+dDQKyxiKlSvClnBL7ZWxYHikdL7xeA7ZEQFno+URqxvKuTED5AHvkkDM55zF30YkmL4nmh7a/ibeSRExW5b6GA/f+JTRkPMjHAZILGnPHXsK3Snl+K8I7JsOHpL1RZkV4rKseWV4N6dGnV5jroAcFOh8J74UCvtRQ4v+OxEoxL8z/gZnQCpdDYRNhI+4L+67vPofQcDLbD7FCyeOoygkjLywBrsfuAv+s08DIGx+4jDmVa0GB6NHtV0w0F5X3dZHn4IOv7Whjw5Iy5Kt66KLnPKXBODb/aKT6TPI1bYnCqfByZ/dAllp/drCSC0P3bRyiyc9mqpCXczB3qmV17f6mDap3VWdj1db9+5E31Vxo6XrhzM002oMRyUhl+nf8Sggsxzoc6RiXrjPwzsvGbXUoUomj+PjcyAWx5q1XrseKfzZ43+oIUpQ8282IvEsbIfOhnNU7Thl/Y+3tGL/wuDkSzJvn4IGZkweOopw/jd8yx1oPnNKrtdCRM6FmhHyuNmjxwEAT0OYaHjf7ag+cxI3HzyUrtXvkJ3pinWAYhO5pXUuwRqUM3QbnXd3tybMM5GG1TAe4NcmYdzGYC8rGVuATHK+JALe36pyqLQE1IexaglgBD+AVCY4u0VlDKmQ6JDa3POhXWhDmCP2eOboEQQTurEW5b0HBAxk9xprMX7rIcwePhaPsxgM52rxPgfgQ1IWWiYyWNMi+3auiDZ2lIxwLjiw5Xfn4J4QnH+SHknFwMJ6JxiVGT50uPXSdFwT+JajJS1GBSw0dOExEWDloYPPHj0SX3ndj4T1ou+It3fWBac2XSnac+GIKPaiaLUv8WVXHgZ5kJvgadloyV9ZFIlcmSnU8ESV9QRSB+OgbNVZ2jVSL6auUdgCRBbOOay9404MBiXcZ09heN9t2PrkEcyrWtcCLW83KOnV2LCuL0BLwy4nanGoykJq36d/59FQraiB1igsQ9Vhw5g1K++RT7+3doz5HkH9zSQ5V+BaedTnXrwZr7/2aXjXoGmqyKvGGOQaZicO/W42Y5d2KgztzpFXPL/I+hOcAzN0E7OMZdYBZsA3TRIQ3iHEfnIABJmZn33aFYiebTNtAgHovEeLIxHwute8GX/+zf8AEDC6/3bMHz2BTPIuVY7tKKOU4CSi767ej/enB3YBZz6qrO2VcfCYPvQUcu/g4VsPwjs5RhDLSwBV4RGM2SPHYQzhmaNHUL75ANh7zB45LiUzOTtHBMm4dUxVGUTptDzv4CItHN0g8UX4nhhZjP5lFuz3mH5/ROpN3qZ8Z0EgvP/i00lcEkCbQMrUlu9Ewu57yZlsuFeflPNAW5BhcVh0frz3eObo4QgWo38KQ8AAEBlh9JY7tPiLZBTMwTfr4b8sCw9jh1pHJHNXiopWAEhL2GXzL8q8icdC3Ys66XsAaD6SEDiOrBAL2gp/UYhmz2hcNFGn834svC3Ooo5TAgYdOZW0HYiBF//82ghwwvHLtT9yemGdXFkoIGRtkYB9ZxYo48XwTQ5IQ4hmHKmu3KJlv3fXLsVxC4PMFBJ2MRonUQTMHi+cPB4B86533An+42fhrMHg/tuw/amnMstAklHdyM4uZy2VIxSAaK6629/Lz4zJuo8hJDkZn5F8hRJPUfs5rSFqc2T+b4vC2GWWkHw9Q4+ARCUmJUPGoKkrrTfRTtH9xTO34SeuOdFuV5c/8tYsk1kZvSQfgks+jFPho3DeL0eEHiEzYNr1s3rhhwWoqF8HpYX+814wkA9wHL+WScYDnEIHWRVv3DlnqYi7zE7t+YwNSE2QZ0m6TY82Ey7SwpqKQKIDE7TPAho9yJMWW5KdU8i/gKzgUnwoczCCRA/fEBUQxlb61q5LHpBo3tBlAu/yQjAlbRJh3Pk2F0C4kmKVW7MuDaIIwELbrU3xykGpx+x9aPcn7cg64opaf+lvOa8xFq9IH/ioNCmCw6BM48kbEj8HfxjXuGztcALI0UsfYHZgbzJAoNf46O+c/VwimnPPwm4vlq2fTMimHUq+5giAEQEX+bCtwEPIbraM5F+DzB8Jkbdj2GuUOV3BmB2oUfa8IOyJYwXG2J1c9lxaln5PKeQLWXZsmsICqTUH0tN2ttgWbGApMoc0bJEM5R8mHs4NRGLp8VJ8SMP7iqKI1qTBoMRgWKJRZ23XOMyrJh0vh0WjPzviNzQxa3WSfe0GZ5KIMvAZjhQy9gu6KA5VJpPjd1H5J+e90Bi5j9IfAELemJ0UcjAJxm9DN8J7s34Ei5VhTQamwMkQwVM+VtyejAgg2vPVXaLI7lhGL9mHIB/wvHMgAQSurkDOZIo9V+CsJknNphX8BVoCUgWxScqLALgGyc0ZiBOUjo1SRqjQvj/7+h/iR3/gZ2P7w+5urmb31gB1R6ct2eVXLxcaQ/BMGlWY37j4eybaF8ZSmrrIPMwMbhpMPn1Ez5YKDO+/HdXDxyJjt6w/OtbzR47rcwnnDomlwDUNbrrjIFiK5Mp4GgPOU47GHW9oYSYElgm/nOc61pr2ZZwu0YZfKtTle0nJASf1kyBRJx+4+Ew8XqFWPXdVHNxmh6TvM+enS3YriLPFAe0OW9ihSipXg8F9t+nnwPyR4+lJKiCsLVB95qTkqXcuPrX93CTsfNOAdcedNyKoyC7PUwCdoafha1q4Ovuc8wdcYmhIBbeTFvuQPAx4/f6TrT584cyB+Fkw9xJRq/hTbJA2NI53d+ldQhKSgrDTX7sOzIzrfvRM9JWJPb6SgCDI4K5kz0BoXG7hu3Bnx0QeZsqz1+JGHD+N42xMBkLCIzn6rgRzddM0qKoKhoCiHOCFkyfALAB774N3gwEM7j0A5zy2PvUU6qbJsmxS1qK82YRlXNaSmJzJmdZl7WcKdgi/sxazUr5mIDiKB6ty6Gee80B+hnNPhQMtPcht3uoC4Iw3F3hxCU+JHDIwAJxm6PzSxTvw4/uOwTkD7+WI7/Onb4k/A71+/ynli0wGL8C9neklJCZKrSdjYYoCrmmiGd+EEpquATnZ5bDXyoFhwDhT/hnYDrsgKTlptdqWDAYRqbPivNUeAuHLX/8MiAive82b2w0NO6k0svqVtInCYKceJQQcuZ7i+VHu3JF6oAouPqQtfFrs2N1NtWRu0PDZM4AsfpYlfvchyfU9vv8gwCxe5NkYhj6HZ80fPg6CLMjzd8rRQujHTXccgnP52BstiZoAWBi/PDIhDG/evzZ/MRa8KVvfUwfJvHz0/ouSvc4Pb0UODH5h/VnJ/Z4Lpjj2+mdUMGkqd8JKrS+Yl16U4aOFz58++hQAOQaoHzuJ6rGTWpGTM3kj/xZab6MNBjKi4MMQQknjF+05VcWfVkRHieY8kN3Irb6235tPc7xsKegWHv/CmVuyNQAFBvkgMb5w5tbsPgEFr7/6RHzcF87cqmlqfQS7w/tuiy+qHjsRwU0aTP19CZMTEU7H4wS0jmKuFPHCL9nfOwKV9hHPMt4zFMAZte4Jm1HKfGREmaYEUHU1x3w+g9FIAiKp5kpEuPq9r0L16AkM7juAyaePoqob1HXanLRkY5ehiNA6Q2j1cekOJHOA9p2OUvYA1rXJ2XWqA8LcxtuETyT0O2S4TM9NjtV5fZx0L+dt6fBNvpalu9TBFCqnjIVl2X8aWPzpxYOyqfYO7B2sFWuLz6x8ARy8fv8ppDDS9ORlm5OcLpOYKDSMYCD1sG1RYD7ZhqvmAIlzCdc1UNdYNlltICS7VFsWMQ1uyqCVgQ8dQB98EHQevvy1z8SHMRhf+upjAIDX/dCbwQawYPzpn0t54j97/I9ivu80xlmilZeK9nMB50Pug+B5ncE9RZTLpj6NwM4C5VImdecctj59JC7GlbcdQv2Zk/B1A3YhbWbWFGkl6sdOajETWYAX7yHMHzshTKTlnm8+eCfQIFoQAkADTJanIEGhIJBbbRZpgfaiuFRvXz4KJmCmPPliOnNdWJzhxkwARXkRFGQGIlunXOF+zu8MyYXUQZUyxUKEp586En6NeSsAqfWediyJynKA0VsPYvtThxUMZHxFhHhMEDvRnpeW0NGvFj5bJjO4/fvCKQB3LmrJ14SmSFEn8+KxS7yesnsyij1lxhfPHtAPpWhNa0NAjNnDx0AwGtYuPDtUq0sVfTGy0Mcu5WMfsMMVsnKFJoTf0pAHoBIEfbiSsznMJohb0E9L0NuM5/N6AEDbB0wUoiSE85hOJ6jqSsDAiWOQFngU1mL/z78a04ePY3T/7aibBvOqkcJnXRCQr8EMRFNU2p0NVavf1Pq0LdM5/7R7e9Qz7UReYX22ZXZXgsehRGhj/mG6WnSPUVmbJxNq64zcv4uQHVHEo24LS1LOz3iCJy8JwiCbOe9d9l96TwDRb9h/CotAHzvSSwAEDC1lCBlEgIO5Li6aYFbsLu5kYiJjUA4HKAYjrZyGtBjVghAdCoNQU9NIPo7p/L6tfABNrauId/SWOyDHBCda45FTvl5Y2x8Vhv5kWvI+6ERm7dJuYMkwXJZamaa7grZ1oYz8tloNYk73uJY6UjveJuM617wIlgxW3nYHAOACizPn7JFjYM+46eChCAxSOJCOTTzD4pz3W7SoH8LCvzLC1FgblXl+5hY3IC3TRy415B9uXbKD8qA2wIgCLn8iq/eJ8zh1+EmtOV9ieP/tABi1AgFB/MtHqyhKrLz9Tmx+4gktOZ41NTYl7Hh87OclrTPLtWHW58vM20tg23YRHATdAkBSR4f7l59CcasVTO2/0+LuvlnXlEdMFDt7+Ficq8G9B7KXMeaPHte5TjySZHfOI1eect+doEiATO4ocyv3ZrHvYfAzq6L6AQDQ65SP85z7pEAAjLqpMJ/N0LgGg3KI508eB2te1dFwgKvefU8EA9ufegqzeZUd83b0QxdEIjuKC/PaYobF7xb5Lh+dTPu1FGGWLyMo99Z5fPYk72PGWY73Zu1vWRYofm/IYM8Dr4AtC5z70ONoXB371/aVWQLWO2uSoOWUlXedJ4AkG5QxVkJ9vQN5r9k7XWzW5xUYBGvn6/efuiQbXxIQiCxh+KaJijqdteQzIkwT06yGfsX65mghdSApKUYWWZCBgXB/2EUw5RO9pEvM0XxKxqD6zCkdiLRowqDEW+LELD5xWeInZm7X3d5ZRSxBlryEefO/wzZkBxkdrmFpR+ObiF9Hbz0oJUQBTB862gpDXGiXMvH04WNpTIiw+rY7wQBefPS4xsR63HTHQTggggOvddJjP+K4tlUTdzq/CFZeRlJWjeGXO1DcYWSrMka3ZFctTGJk6faRkvyajmG81kp45qkjUq3PGAzuvRX1Y8cBAIM334bpw8fTDiG0Qv8sigJrD9yFrU8cXuLglwPKXFgGMPvd0I5iasdrl1/XTSurvBHGkD3+9PztWrgr+TG0VlT7Aa1fY5jX0sXU5rhWyzwD8AIOOjR48wEwsxwxBKUZ5dQV4l8lr2fJ1OK/9pFAsLq0fLOyTU78LNvopKJWnaeFta0WtqapUTc1mkaK65x79lkUxQDeSyGsve+8B4PRoGUZmE7n2SYNmX7otijrQ1iw3M07ExZy9md+F6NjgdAfCzVEJOw155GwelLoYKbXTPIdSFy6KN1F//nYZucd1j/+Hex79w9g77teiQsf+aYkuIv90ydm6f0j6xIAzlN3Q/ugZarJwHk5LiTSY3uSo242BuTMgsUg9Ovzp2/BG659esnIC10SEITqSt5pNilFUiFZSy4c0xClVdo6w4jKXs7z4yJrWQQ4Dhgpwl1chjnTyu9f1sRDxkhMdvXoydblC0cEyzhxARHIPwS0UvzG+eqAH4Bjf5fJqZ1e2/6SEiNe4jJG8pUgANNHjsWSuBTqBrgc8S4HULruAE6OiYYIprAo3nQ7Xnj0eHaOzbjp4J1SxTH7z5DkqG/rSoqvjSL+CuIBAKDpKdDwlsXFh+yXbqra7Aw9sTslEBDnahElBAHoYvw88NyxowoG2s9gZkwfOY60ywiPljZYa7H69rsweehoKtaSUUu87sDH8Twr4+WFcegovs4SXzKFvPBrGkKOPxZDr3XMwrJsAZvFaemCrIWvL3F9kj9LWp0hV2bWkORwP2F4362pG8yYP3YCV4pa+URyagmbjLfjRxyrXebhy2lXHO5YImn1vqapUNeVmP2NwelTp1AUAzRNDSJg37teCf9HT6MCxGfg4aOYTObpuFf/i46RO1DqivwWAJ9gnyV9j62n1tzHZ7TZKo1QPJ5IyhwIMf15Lo5wRBhkQcdHLfJk+LOt73zjsPHxJ7D7wbux64G7sfmJJ2X95nzXQuyMdHwQrOdp6UZgwwSrgFA2BwJayLK6LZBErGnCwK7vy+fP3IKd6JKAoJ5PwexiGFzqRRiVNiMtAjRFLfltmSkqHUkkb82Y1CVf+HoGHquZUZrIXKCQsWJCyTLBUcYoyxhqcdfYhqDtocz+Cu9ccj7QXpDLPtzh4rBQs6+67+8yIwNSZZEZTB6hyA2ItHaDHNvkTNG1lMiDcoAA1I+Jk9D4LQcQkso89+hTYJ8XYoIUujaEdvpZRMa9/AB8rynwhvqqhH4CCBIneaUv0RrZUcDCsGXjFf4WocExwdQzWoAo+GiEhFKDe2/TJEMcNqEdSmBg/LZDmD92Ak1dv+Re5wK/FfWTgQ65ahGEhr5y9ndrSDp/Z6t9Qa/ER+fgEJ3IBuoM6jK1kZU9vzxLcfv3ZVqoK5Q7dxIQ/TnC58P779jphd9zorz/+S8tsNURJmhfu0Tld65NKpkUrdZ1jbqu4L2DMQYvnDoJW5Sazt1j74P3gP/oaQzvuw0hl8x8VmtdCQ1fRDCVL1L3syUxL1gqu7t8oGs7rdOd+Cj3QAjPCSg5G4UMJMs6z1ZFZ70sTSuvx7t1Ncfk00cxfsvtWHnbnZnvT6sVrb63cAahIxtEpxIIMEYO771PMMYYgEkPceT6WAm4JQOW0yUBgavn8f5c8QbzQ3cZR2ET/tDBTtcF5c8ZqMjOs0jOXkRI+XbDg9NbfH46AmiH0bWVdFdhJ3ZbIrloR3GUnZIE4bf8uhzsZT92lF3R0NBhstZzXoIuDRNOemJqQIBVJe1Zz5dytLh8DFpnqBQcv8Q5y1otamVS5jmJZYd4eMf5oVA6r/3wK0nKIxxMlrE5MgEc0PkCJdQeHFK78kCeDwW5QDvrn/JtMD1Gq0MCasuqdTIAq0V7jLGo61oESdQDOyPM6LWcW0M6T29bSjKF2BKKyZzZUbGtPsfPuyCwtZvvtCIu12X92IF3aIevFxoWfl+WMmnnW8Kjd7JMXtaf4ntKAdwBYbfaDSfsLukAd9sXAKmSJeKxbOsxqlzFIXAG7x2sLVAUA1hbiuXLOYxGJYbDEjMGwgavrh3qusnmnjKgyC2eWJR2nZ/asEXjQM5jiyJyQWSGpd1B3aEpC3BQrSryljyxVn7D4rgBmezUv51zqOYzjMAoigLWFq0EfMvWQAqlzzqzhIFJq+IyEaDRBhEbGQNR7w7sKUYi5Efyy+glJCZSRlSttfz8HvGsJjYWYcjawoG5nawoaUyK8amuruOZa0BoobJXDgTSfeKcxOwl14COSpeJlkGDvKtBGCwfAs66ougsq0W+1Fs6/5uXMK0CpxTyk8YrVzo5iInmviUUcRiFVKIO47ceEk97ZsweOgpuUka7xbHogIV4lCCfGUMYvOV2nAdrPn0fK0/eeMchUGRkEx2UFs/mX27i1jql+F+K646CcyftkXm7tb2Q2/POrOPhPZ47flTKaWt1N4AxuPc2EMvP6SPH4tlg9oDYSCKDlbfdCWOlPoev667Vf8f+fvHsAfzYvvB8Tp2Mjc6v5k5/Ew+005EHc2W2rvP2LxFsy4eTM+ZfovjTwtCPOhquSzvjotb1rZXFnQu4e2t7pbK2Y/7oceD/tcP7XiYibQuQ0ixFPdWeLgT/ntbUhxtYkxJFoCE5/gMIbJpawIBzeO74UQwGIwUDklZ9MChw9Xtehc1PHMboLbfDM6OqGmx+UrKu5gA5RSAtkzOpZ9TipTbFO+Lz9FPll5iYK7JmG26w+mC0ADkQMy2CMqDP6fscJHRXXzzeDk3JNlOkY8oA5vM55rM5irKELQo47+AauTZsCFughPKuLGH6bN2RIcimWy3ocdPnswgr4QOvmUsvFT57mdTF2aC2ZmQHhUTZL9wWsnkKVtbBaj3GezSNg/NNKkHLIS96SiHbFUDGGMkyZwy48R3F3AEBl5CkS7/ihV+klKexiwAgR5Adhg/gNM1jWIRLXrhEV3P3u+6rokBIDMpgsGNsf+JJROtKeBZHzLSss51+pe+d85g+dFSaRYTR/bfHcTj96PFYcY7Z46Y77ozXhaiFK0Fdh8f42QJgzG/KbonjS3HuWiJF/V4CgCVAwICR+uWU4QwiST/sfe7OGuakrbEHg4EID9dg+1OHY3tif/Lrlx1bRRyWrZcd5MDyrzrQI8OslH8QTVz5dQmsB/DV8hOgzrx0X75EYIU10Hp3+mKRcicJTvcv3LijbFy844pSC3gKY3ZBbFsJkvKl7kLjhoxUUSdrofesabJFvjVNjaqawbPHs8ePorBSUK1uJLR8PBpg/3tfjYsfewJrbz8E5xmbWX0CaVaqodDhpPZf8UgBCeB0AFmqopvPWQdQcnZtfHToc8YLQMpAGsYsaXQEx3YKIYHhqNq3n9FS4TkSC2AiXK5juv6x72DPO+/B6C23o3QOW5k/QSy0les3TrOZ5rkdnxDfTaT5gMQDgkM4MulxLhsQeZBx8J7aNUs69F0VN+qMg/YhLXCK1dIyIdGZvOQ0aCJTSqIFNbNGZg2jkQmQcCQQBIy+wnkPymK1XioIuCx1JGXYcXnsYClZlGwACCvvuAvWFph8+khM6tS6vBXPurwRXQTZ+rr16szxJb6HlUk44nCyFqO33IFKowoiw1+SckYEZg8fj38bK6Ge88dOwDuP544fQ8hOCTBuPnTnS3j+f35KQyC/GKMgkgDXUcItIJfPe0z8kbyu5Qsp6BJyxT9//JiCH0mDPLjvgIQTklSrnD1yHPkw0w4AcDAcYuVth7D9qSNo6jqZEPMO7dhhBNkWe9XqYvw9eZ+H1dlatzssnEvt4pZTBzjrJyFOe6Fk8U63L+03dy7KP1tybeernXdK3Qt3uOzlpEzhtwGt8m2wxsXrM2ftDNS2UlzLw2RDBamoWNcVmqaWwlpEKIuBJMDyFYqywMp4hKve/Upc+OgTWH37HZg8dBTb23M455OsjmuEQAtjt0x4tbqpSX8o9nXRtH+Zgeo8W87bu+9r7aQQLAAUdE2+fnR950makK2aNAUG7ZTHMtYhq+PWp45g7YG7URYFdj9wNy5+9NtgiONxe/a6ayY8Mx8EbQXnCci0Hg6QIs0Cn5CVUubQkgI70EsGBPk5TjBDpV17GNeUFCV8F0xGZCRmkhRtSWIcn5IP6T1f7qQdzvreGqyisDpIXnPAL2LLpQIjWwwJc+wgjDocmG9q0g5M3x11fBulA2J23/tzr0b54Csxn86w9cknFh5/ORDTwSY7tDNclWmEHS533mP+2EmM33qnWA6cw+TTT7XOvpe/kRf/YsA1HpOHnoLR3AXDtx1E8NwWE/pimNfLQjGCJSSh0SiZ4S3A9KRck2zh4Sb51aedlJwSmTjn7JwsOgKeP3FMj60k58HoLbcBEKc0cbYCpg8fl9PInK2X6LGiHGD17Xdh65OHtVhM4tUuW6TmcsaLAlmjkojSNBNeS54V5VpL+i7Of+Rvv/h9W8EGiaruTdmOh4lgjcHaO+7G9qePwNWaXnqZHl4CmPJnyUdBgXD8Pgn7hS7ssDQ68oby9ysYXHbby0Qcst51tSMtmYO25tDPAUSzOQDddRqyAANVPUfdVGrhSz4mdV0BIIxGQ6yujrH2jjux/vEnsesdd6Kqa2xuTuF8cAbXUYpWIxLZD31fq1XLQFz3GrQ2g7K5WMbASSnn37X4kTM5r4AjHtkq74ley2UntfKtMfRYpTXWncamlyE1SjUBM6afOgI3GmHtHXdi77tfhQt/8Liyvs+OjrNpZo7ZH9NbMo7n0LJEhgxgsRB+bsgAhpa7SildOg9Bruw7SrO7yNFqIDQj4QC+aUQAa+cCGPDOS9EefULMQhi6lyMhSg5sRNBzWcrSNgbtzOl3pLUcvMiDuFyq6jJmWuaMtciyCnh8fs1yJdzUFbY/eRirb78L5WgAW5RomrrFPzlEWTjD5Py7BZCov6dFsTMUyNrIQFPX2PrUYVjN6LjyjrvgncP000d2sBhks71MIHE4lwTcw8dEQBBheP8dy6zaLwv5oFCZwZMTMkTGxPDJcP4YhFbnxAmEUIUS0j+X/Cak7kAh6U0hVgCQHAtIwiGxorStjZy0u48vAYhhbZEpyRrcZq7WWmsLwNz5L60V9j4t/qwNCwI3/MLA58/evCMYuBS9fr/k/QgZ0l6//xS+cOZWvH7/04m3s0d6LwB0/NY7heceOpKBth0YOTtyzFdk6++Qc2bJO+WT5Xydm3iBXI5yuuaSI/C9pegLwB1P+nw8lgCBeL9+E44VQyVNZkZVzVA3NU4dfjIdRwRrLAkY2Pvg3TDWYvvTR7HytoNomgYXP/qE5hlov0d+pt/SfNAi/yVxpAq3IyiYZf0EK2r052k/Nz0ByS8A3Uf5BAx2FEj5gpHorbZbfIvBAopudya/g6illJ1zqKsKrnEYr6ygeeAebH3iSWhZwNSCoMoo+NZl7wkioz1M6f2kyh/QsHEfQ/ql73aHvr/UWgYZKs/X2gIKzX7PPf+DpSAAA687ny/9+WOIk5jd++Wvfgav/aE3yXP0zOvLX3usdSYUkGy4Oca8Ljwt+yTjpXYfM9za1m/ImU0elDzs216+vOzVcRHW8xmca2CsxeoDd2Hjo9/OBH6bgbvJadpt3fnDl2xVzd7Daqkh7+Aeekq7kcLDAKTqXAsCOqHV1usYQKhiCWD2iFoH/snSLr0s1LJmBSBwiT1fFLhBNwUFq4Pw3PFjMLYAGRIgAMmZTwCG992ulhHujFlasN1pMUZyDcwePYamqpAXW+lSa/GHickAgTKdzEH2CFHW1OKFruDKd0gLsjl/bXYzgeTZhMgTXzx3G8gQvnjuAH7i6hPo9piZ4Zoas4eewvD+OzB+6yF45yRhULRSdV4WNiCtdrWVfmhjVvw33/C1FFDb3a4jHLpnLlcSDSCb845VNhC1/4l8UBQGRWF0p5nLFoJzHlVVoW5qPH3kSUQ5F55JhOFwgL0P3o3qsVMK7m+H9w4XP/YkmsYvVa5ttZ8xu7a/PSGdPsTfWeWQzhOjxcu0oIjDNdxSmBzGZGH+umsTkW/acj//vtuAHIik6J6cyTK7WNRBrmmw9YnD2PvuV2K8sgJ++52YPPRUVsAztED1p0UEQ9nsZP9y1NHyUhkAYwhkWPwGqO03shO9hNTFoTGhg23aqVhCNCAZLZzhVfmoCaSbldC3ntxBl51zzZTASNFeflYS2tt5VL7rzweV0BYYOe+mGxYnmLldKhXL7sve1DQNmqpCORyiLAcoBgPU81m6aUfFvWTQd5jUbt/SAl+yILL2eWagATy5yNSxOctxjj4iQ86ZmZHDmHKapytFcUzyM9dMcKbflkRx6z8cULZeK6WHDVqCsAPZ27kfck3EsVJauMEYA1uWoDy8cCcKDVtg1MTjwbu5A9PS70vWM2X3p+ft3IzWY1vMIeMbslsu+sukP73zYK5RugZkrSRtKix8g1aWtVZjKAPt1OZrjv+m3fTS9uZ/J0QE5dwWaGgP3ZXj5UV3MqXA/0DVGwABAABJREFUzoy0YUK2brOdvrWJSZ1zmnBoHq16acMlv5dlifF4CGM18Y2ayeazGlW1mCArb22+IHjhu+7vtPBRruuX3RE7qQ1uY0SOa3OJWs9uDTxF3duydnEGMijqWyxcuyinF9+rn3ixzlbzOYajEYbjMWa2EP2oz6FM78WjDFAq8ZANXc7CXcwi/hMBEBDaoeeLdJmwwyU3tpQt7awtQNFBI3RIQrIYX/rqozs8VHpKAP7s638Y0bB4qlv1mES2O09ylXZ6Xqd9i8zZYZmWFNBdSa4UWwMuCG6p12b26CBstz95GIPRCKsP3I1d77wHFz/8+A7Cf4fVoB2ONTE6V8ddXm7xwDJh0uacCB30SKf1eZwDfXcnyRH0vv/4Iz8b69fnbcj/vfKUM0oGlFp+MOn7kFxITG0AkcFzx45qIiYp60qk1fQADO67DQQ5Jmh7NjNyMJlewnK0VhQYv/UQGtfIUcGilutQcCMKj+s+t3sfLf219cT/BGUXBWaUVLnWDm3pwK0ItrweHRyEMRaj+w/CNw0mDz21vC/hSCG+YhmHpecvtnVJ25U+96NvTLe0FMYVxQKxDdH9M2PdpNPS+GqeMDUcMaraiW9PiDRiSTg0n8/gNXlWct6Tn2VRYt+77kE5KDD5lBwTMIBqXmPjE4cza1vWxghC0hecf7l0p34pasuifDBaGzkgKVIgrecuKIi/tHkmd5Td8bgq3k9JYWcAvN3abjc48lCQx549Nj72BPa959UYDIdYe8dd2Prkk3CN0w1D+/b4/HwpL0M7S8x60dBJknZ+AWxn9NKqHUaNsXCFKAzufKb/Ru9HpCQYi2AAiFNClJg+LAASK4OxFsP778AsCIoA59peH2mSKbSl0754RtlWljsJ0AWlG56hGSMjX+wgaDPVjsY1wHwOUm/T4WiE6fZ2bEVAoK2bsPSjbJeZNX2J1Lrc+uu6Z3WXsAFgrMH4rYfAjvHIizeKQyhrdsTwzqZZIoSvtBRtz1/b0BR4YHGuEa1YYrYnY/Dc8WMKTOX6YTgmePQEhvfdDgCYaUhhCzRGXZ0DBHkZGcL4bYdQFCXYe2x/8skdQ4Ja98dxph34t/2q+He2g/zPruE6a4AXeGEZhXXLmD50FK0wuvSQHd/H8Nn87XAtd5vG+NyPvqnzbL0oHPF0FEc8qriSFHDWwof6G6ej18IaDAYS6eI9wzmxZDrPaOa1HhNUCgYOA6C4yZLIghL73v0KjMdDXPzYYex+4C549phN5lj/+GEwi0wwZNrjQjkY4NaOO0mqZYJyaeeWXCPP3vEy6nzbfV1nCQa9lN+fANciKAg83QqS7G6O9KaFYxMsggjnHTY+9h3sfferMBqPUA2GqHimERv5ve13pKa1B5jDTrHdofirAYHN8iOnQC8hymDJWUv6Sk0Y3Bl43TVnZR8ZmVBbIEqTEX+IN6QJYOC+2zH79FO57hdhjbR7bYnSpZogE4YZwqb8oe3qITsqWYKH51BaOGMAtYYsc8ojEJxrUM1mcHWDXe98BZoPP466mkehs8SnptWcllaj7AQ/2yUuWQOd5+2gPTq7JY5HOwyc0pAbrpX5AuxLb4qiOb4jrcgr5VTYpq6EaPNFyDAoR1ny3XMnj7f8DwhiCZg/egLDe2/D8P7bU26BJUcE7eHOFyhj5e13aYEYj60uGIgAYHH8IijMfmu9Bqw7wfxEND1AWkfZde1RWojf/gvRZbYy1PlDFXw4anpJj+cuoG3T535U/JDanvdZ6B1zTDQVrA1hvtpJZq4884ZQbJF3BCm3ThljcIxrZzbwLI5jJiZ0k4iBeTVHrQ6rzx49Eu9VQSmOrW8/BGuAMx/6Fva/99XiM/DRJzCvJANhzouStVR+D8dE0l4ZzdBmuWBJvxC+YuBSCq276TOJP2n5o5dsduKbAIQcIe2SzxR0WdcxMZdpOv47vS+D3amNLRmQjlLn8zmmkylWVlew9sDdmM9m2Pj4d5L4XCJDw2pfkOU7gOl8+xus9jvRd5+HoEO5Dm2bW7UOtDFYdN7qarnlvwdG8t5j+tBTWcc6T1uyRU9OqDsAmi6vLFyT3ReRQ3qHZwYyp0BR5tR6FnffAQY8oWkabH78Cez5uVdh17teiYsffhxN07QvDY+h9qdtYZ3auJNY/Pxr39R6aL448+QcQUjKua4H1w3aSj8rh5q/cWEqO99/n1BbtKcRZlAGBDiCRTKE508cjwIuHAcAYgkY33cbAGD68LEl/LU4KcFuFlqw8vY7YYsC04ePSq6BULRoARBmC/sSemlpdc6dL18u9OJLli6IJQ9Y/nlwsMpEWfbMoMQ0bDhr7eIT5ZPPvfaN3WWwcxt8xs/B1yhT7kGj5HHiWOhtV5heecpDs/UT2XRkfxMgJdGZUFXiD2RIwERVSySBZFf1eOapI9kRgdQ9WXnbIVhLcM7h4seOYf/PvwqzR45iY2OCug4+NGEjAk2+hdYmKinhYBnuKlUkWdQyjYf5UIQaQOTS+eYYTbIUCLSxdICB7Q873Jl06+XlFmf/5h9S3sTLUlpjm594AvZdr0Q5HGI4HmH3g6/Exse+jcSfAVyEW3U95UcW3Ze3lAhas3KpRn53gKA7VqrkFseRokm563a3bMcSH5X/EiaTAVIG4fABEJkyTGs6CEg3R7ASbSzUlk05g+afLeyadmASZhhjYwrjeDyRrVPv81CaZM1o6hpNVaMYDLD2zldg6xNPaK56whuufRq/etvfQCj0JEDDpLbmaBWIu3iOIIURwpZjgEk8joEqQHEs4gAAVBkGAZo7V3U6vXw84uUd0RqZdvkQfq8pCp2u8AhAyLfjrokIz584FsebAAzvuw3VoycRfAnG99+O+SPHs4yDS+gS/bW2hLUlpg8dg2vEiZBfwn3LxzCsp5ciykLEz7I87PKshVXZEixdiZ5+D+b+FFlk8PnXvRkA4fOZc1R8sgnFt3K+SQ6c4RNNFtde24So8NHi/SD9xM8mZYHKYUeSGDuPWFIW8shlUQ8vP6X1ywnQR0UHhMRwoBR21jiHqp7DuwaeGc88dbhjyRKrwJ533gWj6djnnzmBq37uFWAAGxtT1LWPbw+6SOSeZMSTZDg6L9mTo8LqLLy8dPziiCo/pwP3cJf8mztOLhkhhDYueWraDqjGUJ4OORTSP2lML420M0G/g44lraKY268X9BQDGx9/Anve9UqU5QDDwRC73iHVERFHKXtB58/IF6nRCDp42Thcii4PCMLum9LjWuOxcAMh5Q1wcq6hAy+5BroTujjBLZOGgkbKmbjDYPmyj4ukhYzCm4K2T49qdyhd1f4wvJPw+de+MQogYw1+5ut/gpiACUkBBkb5wo+9Sb3SrTj1qIe6MRaDyQilG4tyvv+H4jnet4mwN5jfcsfKGI+aXhEEoWevGR8dXNOgqStVNim/vvdeckBkhY5ieBvnY5mEa1KUuULqKv3ln7cG+SUj5/+8JNOWv5xbRyExjPDYUeG7eMbG0TcglMUlIgzvO5DAwDLLVDYGbdArYNBYi/HbD2H+6Am4plEwme5Ore7w36V7qL8tE7DSii+cPRDf8PnXvjmzZjF+4sufQVxo4Skq6+T6NyHkuQ+FmshInQbh6UIrjZosAsNgt5qrxcqS+FgHMzqyCesJOPPhv6ZB01TwjUuWKp+uYe8XLAAtE2qcn0Ve3UkVyfeLIEKbe0Vp0b8CGWjPVF3cSHmJbGoaON/Ae8azTx1Z6Le1FisrQxSFxezh4yAD7HnwblSPncR0WqGuXdywR8WZKTITMgB2xieTJEm5txRXavsyymVwu9uL7wpXMrPWVOsoT+SOqNwp0Z0D5KiBwh3Zo4Iiouy54cnpfd1Vm1tMFvRnRt57bH7iSQxHI6y+/U7xLytLNHWlaZT1+YHHObPA6aPjG6gteSKvvAQh/BKjDLoKtnOZ/mxNHOsCpqBYlt2blEWcipjNcCdPyKDUM4mVf0vtCVr6vp0+yXVXNM0DeTGNlAwJYZXA2gJsxfksnNkZK0Jz175rYKyFVQEq0RJWazAUsIXkCW+h9oD+c+GZgZKFPqtiZwUF3jlU8wmmmxtw9Ry+8Zpit2lZBBJztQVnENCRgSPYaV2xMJ6tOH8kIbYgzF5Oyv1HAk92YvxjNcJsIaWdCGf8KVavtr/AzlaCFjggiZSxRQkiA++aaJ1Qcda687uihbUpij1YA9rXquSIWz3EM2ZDBNKkX0RG+bXA6t5rVPkXkYeNsRIqqPwsgCEkcQrvT4AWuTJZql3D3Cio9Q3q2QTz7S00dSU7XOfAzmnRsyx8KhvDxKLLAMHy6o3xW0JM/ZrnUMl/v2LU1kOdzaxuhfSaUI+g0aRwXv0PuvxYFBYr4xEGZSHK3RqURQFrLbbmDebzJlnv9b+4KUECCS+h2Uit3+n65TzfVrVhs7d8kyFHRSR+AF0wjnTrYpvQUuttMdces/hXGPvsVW3TPS/indYSXwSqrmk0aVGDoiwwHA6F771fMjqcdGBO2Z+Ut6vVgJ3n7DLFjdLt3Pniy19/bOHBr3vNm+X6qLO1JKPuRIBl54RZBzRjXjC/L2WSDvi7pIrvantaMjsZKoxXZosvZoomwhde92ZYBiwIZA2ssfizv/QA/uunfwu/dvsvieK3pVa5k1KXe4sCxhSwWY57RAGZ56fOMXWSccExB/Fn+K4NtNibyCPi/VqgqRrU8xmauoZ3DRBS2ubvi793nQLb48TZIszUZjyHRBQOHQWQ/bwilCH5tlVEhL+hEEFg4g0EYHjvAcwePQGAMVJ/AWZg9sjxlgJe2qvuutOdtS0KjN9yEK5xWtOiU+L7kp24xPiF81ZQjFP+wtkDbTM6pL9f+LF7EzglSaz0lZ9+F37yK5/Fn/74/TBFIfkA9D9bDrCnKGNGRgEAYgHI65fk3c6bnCy/2aC0+Dpczyo4LMh6WCrhrIdvNtBUNXxTyZEae3DHnyVZCfLHdYWg/r4DWE3hzSGLXwA3IT/8TkDmZSJdtlHZxbZL/0LTJL9Ag6ap4dkBDDzz1JHWo4gIhS0w0qRDdeMwffg41t5xCNZYVFWD+azOwEBuoaRoLQwgOijGZF1fVLKtNdEdxh3WwNKNXW6x7iyLnWYnaRLufLqsEe39fpKLOyGyJY/JqqO2X6crgZfrQc8edS1RILYosPbA3Wj+4JuYq9P5wjgRUvta7QmfykSF0s/JoLmz0LkkIPjy13Klv8w5L/sgTlCmaDzBGLmvi8wpu4+g51BWhIzTQjzdNy2ixWW0w3cEORaO45pXUAzX5KAglWoyhcVP3fA8vrFnL4pSEgvZcqBC0+I3b/rHuEaVvSQrMprSUyYlCsWA0hlgj5bQip7PKjo57ES9HAdI3Qe0TaH5MYBz8L6B051UPZ1isn0W7OrO2HTHatlfQeCE39u7pphKkzqCkoIZK188y3xMXk7KE2Gp8IREsDx3/FhMOxy8lIjEZ2D2iDgUju6/XYsSLXdOvdSSCCS77QLjtx6E9x7bnzosSm2nMVkmt7IFkwScLnr9zui9BJaY41YdBgtbDjDevRfFYIxiMIS1AwUGBk+8+29hH4WjLQtoSJlRILsMnidc6pO84gzKM0e/21izxAd54JPFxqfjLuFl2dnW021MN86CuWm9nRcYKpcqmWCn8FM5uXXkQTG3uwnKzijACQAg4+PQnytFXQtiAFVBfjID3jeo6ipWHAUDTz91OD4jjIctLIbDAfa96x54BiYPH8eeB+4EGcJ8VuPix55UMJDAk1FglFPLigYg7NwvPUqKHAKIvdSYZgosgoug0HLTRdyrtN+fq8es1fHYKPsofg5i5EfAYEqJiPIT29CNVmPbv7baET5j/YQyH4YgaRnwzmHrk4dh3/VKrKysYO+7X4lzH348y0+iOgWqX3QRtrUrxzFbmI1oxVhOl8lD0H1J7N6Si4Evfe0x/NgP35td78EwLdTYohYyl12La3Txt6BlnPHO7ap+qCseQppIiorLhHNME+CtCIcvvE7OU0PtemvFZGbLEkVZorAlisEIJ4sBrrMloAVuuiZE77KIA89ydg8sxKWnfmQ7fgTBGM61JULDOQdXN3BNDecaOXN2DXxTw7tafASaGsyN7n5dPDoAWHcTl6IOADKU7QbSTr/dV110Of9zewV8PyUl8s7FTGwAAKJoERCPbPludN/tIBJ/gdkjxzG+/w6AgKn6CyS6DBjt7ByIRACvvPUgmCFggC+RiTAu++47VGlFgBZ4n/C5174pgtHoq2Kt8HFRwhbCw0U5wjV2kMpRZ5YqZMcLAbyKWZ6icuHYOm1fLoiCcg+AFxwjjXzjBKg2jfJsAxf41wkPe1/rEYoHvAMjbAry9N75HOTjkin8cGRHusEIij8oNCJIRHZbeUSLHOkrlx3lXEFWbilj9jFhWKC6rlDVNYJTsYCBjmUAUtlwNBrhqne/AtuffgrzucPVP3cPqsdOYjarMJ9VWTGd3Ocje31M75wr22WQsfXyS3++FEh3lXlnXeTv5+w7at3Qenaa9aDNO3wVqwfKWg78zQC847g5yu7odG3ZGCTgtNzIxKGzkA2Mw8bHvo3yPT+IwXCA3Q++Ahc/8i34OteNyqw7DHkA6vH9RDAhW+El5on+02KNe+qpp5566qmn/3+gJcn4e+qpp5566qmn/6NRDwh66qmnnnrqqaceEPTUU0899dRTTz0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp57QA4Keeuqpp5566gk9IOipp5566qmnntADgp566qmnnnrqCT0g6Kmnnnrqqaee0AOCnnrqqaeeeuoJPSDoqaeeeuqpp54AFJf68nNf+if8yEOfwPPPPgvX1LDWgIhgjIHzHuwZDAYAGGMwHIywb+/1eOOb34S1PQOcOv4CnPMYjksMBiVcbWCMxcrKAOPxAOfOnwMZj+FwiEExRmEJZy9s4rZbb4RzHp/7k89jc3Md191wHXavXoMjT30HN1x/A+648w589atfxYsvPIOisNi39xpsb01x2x034eL6Nra2zmOyNYN3Bisrq7j+2hvxyh+4C1QwqmmNqmpQ1w28Z1hbYDAsMJ3MUdcNrrpqD+bVDMYA+/ZdhdXVEZ55/nk8feo57L9qP1ZWVjAcDzAYlLDWYDwcwIPxO/V78HdOelhrYIhA9LLM3yXJe+Ch+WkcfupJTOfbuGb/flhbwDfAxvo2XnjhFJyrAQaYPbxnMDO8dxgMB7jx1pvx6Au/ga31Lbz1xr+F4WiIwXCM7c1tMFeYbE/QNA1sAdSNh/cNmnkFD4PBsAQxwzc1nPNgGPzmr/8/XvZR+dt/758wABhrQACYAYABI1jYNQ7eO5TDEkVRAmSErz2jsBbVfA4igvMOTdOAGSAQVtbWUFgDYwyqqkLTNCAikE48GYNqPodrZCzHq2v43OaH8BPDd+Kqq/bg/ftfgW9cY/CacxbXX3/99wW/fL/SbD6H8w2MMRiUAxiycM7js7wOYAunTz+L9YsbcI4BMECEeVVjc3sOZqiEAgACM4O9BwB477Fn3z684hX34IHxLQAR9AnxPyC/H7j23gNXZKb+7n/7PzARgUCwhcUNN9yIB0a34OZbbr4SzfnfLX3w3GGcPPUMDh26A3ceuh2FtfjG1w/j2edOY3NzHRvr5zGvpmDvQAYoCgsig6IcoLAWIAifsMhKeOi2OrEFEdL3IJAx+Jt3vh7XXX89ykGJcDUz4NijIANPbT4L1xj9WTcNptMpNtY38PWrgGdPPodhOcJ4ZQVFaQF4yNsKDAYj7Nq1ClsalIUBwFG2Bznz7p95xVI+viQgIDhMJxOw9yAjTWPtCPsABGxsfFEU2L//GuzaPcaxI09j/zXXYGuyjdl8Cu8cdu9Zw3A4AuAwnW9i755dePHFM9jenOLa60psblfYs2sV6xsb2LdvL267/Q4cO3oU58+dxVVX78XK6hg33HADmD327b0KF8+fw2y2DWaP4WiAi+cmuPXAbTh8eIrbD9yKvXv2YTAc4NrrrsaLZ17E+fMb2LNrF1ZWxti9ew2rq2MMRwOdCQLAmEwr1BcazGdznDt3HqeemWL/0ffgZ2+8Dis8BE0MeJvRNA5N41CWFszA/2XAsEWYvpePvAq3XBkFapoGW9ubqKu59M4zYAhX778WRbmJ7ckGvG9AZMDMoriZ4ZoaZICLZy9g/fw6jDEgS2jqCkTAcDxENWOADDwzuHFwdYOqqmBMgeGgADkH7z0IBqPRUPnn5afxeKxjxAJinRel7hmzeQXnPMqiQDVrUKGBsQbWWpAhAIUuMh1f5ZGiLEAETKZTjEdjARkkC5+ZIzgoigIEApER0AWGY8bG5hY+MjwKXifcWO/B7t2rWF3ddUXG538P9MXRBMdOHMXFzYsYjgdYW12BIYN6NsPW1iZ8I2tA1rHw8GxWLUrY1gcyX1tbWzhz5gwu7FrD1VddBQedb7QBgf9edvClkPIPCPCesbGxgS9ctYX3eg8i0wNKiF46ffYMPmtOY23XGl59mrFn9x6srqyitCUurF/ExQtnMCwLsG+wPdnAoCwxWh1j7/6rsbp3N3bt3YdzZ1/A9uZFeN+gKAqMhkM4XeOIuk+4g+Mug6P85agkARDQNDW+tLKN+ybbqOoC29sTTKczfOd6iwvnz+PHJyu46eabMRwMIigFy33rF9fx5I0lNiabqJoKPGbwNrBv717YcoCyHKAsS5RlgbKwsIWFMZSBEq8bPgZY2uj9wsKIdElAcOrkcUwn2/IwUrTTUXgKmOJgTGdbeOrwU9i372rsv3YP9tSrOH3mHKaTGYgKzOYTTLYm+qxtNLWDcx6nXzwLZsbNN6/g3Pl12MJi/7VXY2PjIg4fPoMnvvNNGCoxXh3Bs8fKeAXD4Qjb2xvY2t6AQYEDtxzAcy8cx759V+P6G65DURhsTbaxubWBYTnCoTuuhvNO2koGs6pB4z1WV8YorCjz2fwiajeHZ4emBg6e+S+w95Y1jMdDmEypWWtQqmLwzDBGxMjLvTAn2zOAgcGwxGBYtr6r5jUmkwka14AM4LzDymiEXXv2YDqbYzgegb2DtQUAgnMOIIJ3TpQ/CKUdoHGNWIjKEs45GACmsLJzbhqwr1HXDcgalIUFmgaeAVsUKMoSpjC6e3v5yRYFCsiCMK6BI6dImWBrAzBhMBrCOy8gr/aAJ4xWxwAEcJENil3WubVWxqtxMrZEKIsSZAiz2Vz4hIGiKGGMjJPICFErzMDG5gQE4At7LY65Z3Ht8Bq84gXGsdt240cuDJSfeqprh7mfo5k5TNdnOP3iGdmpAWDv4byDIbHUCGjzkI2LBTPpLk3smBSUKiCAzzNcXeP8ufP44nXX4h24Kkq3AAQDXemzVQYn2cuM2XSC0y+exjl3Na7Zv//KNu77iI7cWOLc187i2NHj+FZhMN4aY2V1Bbt378Z8NsXW5jquv/5m7FpbhSELhhWrbmFhiQALOF+BiDEalRiNRqJYHcvopylI1sagcBVJUgYpDRkUwxHOnbmIx64rwDNG1czRUIP6ZAXXeDzkNrF/o8FPTMfYs3cvmIGnbh5ie2uCrdEU1fObaOoGgIEtCpRliZXdIxRlIW03FAxj8jsBTeNgiMCkwIU5buT/woDg6VOnUFVV6rSioBwAtP8msLcglJhXc6xvXMTarjWsrY1RzSusr6+jms9gyGD3nj0YlAVGQwevpozt7W28+OKLqBuHzY0B9u7dg127dmE8XsHzz5/E1fuuAbPHeDzCNfuvxosv7sbZc6cxnUxw3bU3Y2PrIs6fu4BXvfJWDEcDVFUFawqMx2OMhkOMV8ZomgbzqoLzHmCGdw7T6RTGEDa3tjD6+ltwDVmMhgOMxiOM9w0xHg/ToFC2YwxjwLwAlF4ucs7jm9cCMFOsrHjcfOQiyrKENRZP3DjG7PkpvHcgMqjrBuVAECWRKjZLKIoSRKK0jSE0TQNjCNYYlMMh/MyDWXYi3nk4V4Nh4FwD77xYCQBYAGAPkBFGLQuQNbp4rgwgEEUhJjUonwbhWg4YxnlYa2GM/Oe8F4QNisqjKIsoDJrGxbmX4xWWowNrAQg/lWUJ1t/jLtP7qGXYe9RVDTIGGxtbqOsaFy5cwDOrqzDHzuDVq3dgOBwuWHz+j0iz6Qyb9SbKosTqyhourF9ETXW2UwNApLsiUr4uIJiBW3zHYJE1AOCFb8GM7e0tPP/8C5jdsB/D0SiCgXDn98ssMIdNKqNxDptbW/jTAxO8Awzm749jyitFQcZcuHARw7LEbDLFbD6HsQZFaTEcDuGdg28a3HAji4zUI8Kg35xrsLl5AU09x2AgOsBag+mshgqP7lsjk0S+4rBBls+LQYm1XXvhncP5M+dErniGZw9rDMYrq3BbE6yfW8dXrrXYtTqDIYvZC1vwzoM9/f/I+/Ng7bLsrA/87eEM73Snb87MyqrKqlIJEIOMLUBgFDJmcGNaQhLCGmkkYUnG7rCNo93R3dG0oyPadtMYGtsYGwS2MRiMxSCDATMZGxCNZGQhpJJUVTlnfsOd3+lMe+g/1t7nfW9mVmYNqvxksaMqM++973DOPnuvvdaznvUsiqKmrgzGCnqpjaYuy50DQCSEkEAJcV5CiGij3mJ343sGZu/qEJydnuKTUcsbRKKr7I2nke5ea810Oufk1i3absPl5TX9INGj8z1t26HQmEJRlSWTumKwgxwm1tD1HZcXF3g/UFc1bV1SViVHR0e8+sqLaG1xg0PPNMfHBxweHWBtgRs6ZvMpj588Yl4fsjiYMQwDMUZunZxweHgwRs/OD3RdR9f3CULROO8prGa9bphqy2w6ZT6fJFRAEaM88BgjWt1cGN57jHl68UMIkSen5wJ/1Zb205eUZYnRhtfCAevtCh88Jh34RVGgjZZ7z5GT1hhtUTpBSjFgowXCztmLiEMQBuEdoMX7tQXOA+kIVShMUUrOXqdveErOAMg1K6NRGFAapZxE6kpRRIVyDtLGUtqgozzLGAM68WVMij5DsBJ1ygff4AtkB0FrLbBf8PSDkzygMWgjW00hayYgKbbBKfzas1qu0PqMejLh8s4xd27fwdp33Z7/RIz1esPGb6mmNcfW8PjJE3rXjn/P6ysElRA8LSkapW5Au5L3VfkdY45XAX0/cHFxyWlxxgee2+Xk952CnzUjO5Ux0vUdb7zxBu1zd6knk6d9ZU95RIZh4PzynIPDA6YXl/T9gBscrnc065YYJa07DC5x4SQACMk53KyXbFdXWA11VUoqcfB4H1EatLppynYAgTgGObAlOWjZrkxnM4J3ECLWWrQ1hOgx1lBVBTCj73rWqxY3gC0KiIqiKCirEmsN1lqsFX4apCMorYV8EkciKoIPYbyOjAZkdDOEXWrjnca7WpztZn3j55sfE5NRTB4REmkenxwyP6hY6AmX59c8eXxB37WgoConHN8+Yb26pu87fBgYhmE8mPu+Y7E44JWXX2Y2m6F0QGvJQZdlzXwxJ8TIdrOhPjliNpsxnc64vmrZNivCoPiSX/SlKKXYbrcsFjPu3D1BaYHDh6Hn4vKa66sVXcoxGiOQbj2peeH0t3F4b05ZFiNkmyc0hMAwOP7oxycYo/nuTw8A/MfPa/611296he/nGJxjudnw+PQMHwY+rSPKyfPRnz5jvVphTEFRVJRFTVGUcnSPi0OMotIaHTMCJPnVvm1xQ5+QISPphOABTVHUWDvFFi1NsyQG4RHYqsIWaVnFbHxJKaf3f0jqTw4LlaLIELxA+oUeN0iMYYT0QeFDwNgCrTUhBkgEWm3NSBYytsAYm5wAuU9bFIQYcIMb+R0WKOIOuhNuxQ5liloLfO0D3m95vX2Vw8XhuDZ/ro8dgrRbf3n847uK4TXH8fExGsNi9pCLZZ+el0T8Oq9ZpTHajKm9SLwB6+4bsPGwV7K3t9stf6de8VucE6JpFOTIGLNHQHXvz4S8w9ihA7vb8N5zfn7O4+Ixz3/weRT6Zw+c8T6PGCOrzZqrqyX3PvYxDg4u2Ww3cr7ceCHjqZ55U845+r7j8uwxOnim0xprDYPzdIMf9/a4TtP7FeD3HEsh2Us6SmkxeSFECmvxkA74CmMM3gtBeXAOpaCsa2xRYkyFMcWIBCgjAdrgBkIU5DU7AFbrMZWZ3YK0jVBajUGs2LfdPbybSXlXh6Bpu72fMmFCJnH8VYLQtTYj9Hx1taQqS46ODzk+Pma5XHNxccFmu2bSWLzriUxAQVkWDL2n2ba4znF8sqCup7zxxpt431NVE2KQSLRtN8wXc/puYLlcE4nUk4pHjxpefvllvvKXfRV3n7nFxcUFQz/QND2r9YaqKllvlrz88qt88M1v5xc9c5/5fCoRbGQ8/NUD+I+e1/yOT3b4wEgQO//IX+DOS1+HUorv+KkGgF4rjDH8zldA2aeHELRNgzbCvu6TI5Cf1dD3GDPh6PiYk5M7TGcLppODFC1BzNZDSXpADsKce1IJerWgNNVkQkQWWV1NuXXnPsFHrq4uGIYGayfJ7roRbhciYWTwPUM/vPMNvF8jIVpKK0ELAB0i2hjhgfh8eEDeWZImkV84H/A+JEKhOBCz+QJtBCkJweNdi3cSleQDDiRFEIJP/w+7PHUIBO8lzYK8PITAD042PL9epejg5z5KEGOkabfEGATKNcU4Rw8fvonSmuOTI+bTOaurLebhlL7vWK+XtO1a8qQJydJGp0qCXAEVRxQhAUPynZkgJh4jw+B5/fWHvNkd8KO3A23f8gtec5wcHzOfzUFpTk+fcIePPrU5yve490u6oed/1Od8i38OZfU/qf4AIQTOzk6JEe7evct2vWWz3tD3A957fPDplTsHMr9vGAYuL04ZmhW3jw9QGtpuoOsTAXlMD8pnZDuR4fjg94jd2qC1xWiDNZrDxTH1tCZ6T4wK5zyD82hlMbZgUhbYohh5RkqphGiKg+GDPHetdLIXcl5ZuwtwYkp/58Nea02MQXhcWqefU7pMGYz5PBGCHOHJ3TLCpOJdJxIdmkikKGqOj+5w/8F9bCk52NlMPK2j4xn3H9zi9Mk5L376JYZ+y2bTUJYlZVFgrJF8ntKcnV8ynx1wfHSLzWaLtWBspB+2PH74Jn7oOTxcsN00DIMw/RWKWb3AFJrr6yXr9ZZ6OqMoLY+ePOLi/JzL8yX37z/H8uf/ZY4ffxMuOsktFSVlWY0b6Xe+EhiUwnnHow/+WVbLFeW2FBKaMRAjPnj+0IcLvuclR5XLSJ7STvyJ+5bmtQ3eS/SynzMyRYGxcHh0wL1nbnN4eAwYnHNApChsOvRUiv5j8jhVgsslGh76jrbZoI1lOllw75nnmC0OWC2XmI2lnNRYa3FdjxsCyhi00rhhoO87XD+gUjXK+z60JkRQKVq/iVMIHyJvoDx3Wgk1LXjJ+xtrMNYK1J8O8YAn2iBJEq3QSqM0whsIIaUnduVJ4gjI6wCKosS7IX2vIBU6OVDL5Yq/+9ySr16VHB8fv5+z9VRGs235gc0rvPHwNaLyTCYTqrrGGs3yasXJyV20iigdOLxzxH1rcM5zfvaEJ49eQRMoyxJtBAJORI0RoYG9yC5mJziCMlhbUZQVVVVRlDV/bvkq4SrQNp4fazdw+mmq0lIUFjfAL+Grns4kIYeCYn+Pi1PzxptvcmofcPfu3R0690/YCD7wj0809XnNZFLw/IeeQxvL4dk5Xdey2Wy4uDgjEtJBCiBl0cvrC5rrM24dzTEGut7RD5nbtmPlx4x4hjjm64OXcr+qqKknM+aLBZPJRBx5FYVo3AxYW1JVdaoIKChKizUmcZyEC9Z2UqKdj5LJpMIagwJJFyTyYK6aAnBenBSlNTsLG9G6EJuTgj+lYOcufp6kwrzw9r1SrSQnKoSHiLIQohi4o+ND7tw95vz8isJqmqZlOqkxpWFSl9y5e8Ll1TVvvr6i2a7pe81seoAZKrTSPP+BZzk+EQKG856zs3POzi44Oz9jtVrj3MDZ2SMWBwccHCwozwqpIbcFH/vol3J8fIvr5SXrzZKDw0MuLq94+PAxJ4e3uXv3Adp6bt0+ZHXrL7O8XrFab1BEPvzGtzGbTqjKgsF7Hj3//UL82AS2m4YPP/lWTj/+57j3ytdJasQYfuerQTy5p+ySL5dL1uulsP+NXH/id+482QSdhhAkok1ElES7Tg6B5M1H2EkJGhBCSHm2KNUbzz2PtZaiEAOsE1Iih6ostRACQ9/jeuFxmBT1PZWh1K5+mATjRckZdl1P13ZUVTmmSbInnd8bgZAgZDcM6W+KyWwuFRRKoxUMvcMNTio18nv3iF7yuZIC86kyYXCOGC1VZbE2kTmVIujIq6+9yvlUMZ/PKYqnNHfv09hsNtSmRDvDk4sLIpeArKPZbMoLL3yU2WyOwmCMJSpw0XF1+QSjYTqZoJSmG9wOH9vbBGPWID17+bPi4OiAyXSGsUWKrCx9NzCZzQBHCGJE67pmMqkpy6f3HLJTaVNZGYmcFmOkH3r+7PUn+NjdwK9YHnBwcPDUrvNpDWMtv9rf4tJJNZVCUdU188UBk9kUW5acX5xRWENhC2IMXF9e8ujRIy7PnrCYFpSFxYdAP/ikqxIT+i1OwZiPR2OtpapqJpMpi8WB6AuMeWMh/9miQqlIWVVUpaRSjU68JKNGQnLX97ikhyLrV1EUlrpMJf1KIcUDghaYjIIlW6RNsjMxE6ZTvsJL8BpilJS5kxR93/XAz3/HeXxvhyCTGOQ3QqoKYUwVZC9ca4HrxGMJAvUT6fsBpRRFWVBYy7PP3McPjiePH7FebwhOce/ejGeefYajI4FgVWFQ/cDR0SHGWOpqwmw658d+7Ef4kR/5h0xnMw4OT1gvVzSbLWVZcXR8yMntI65WVzx89JDHj55wsDjin3H/BveK+6yvNrz24E/x+uuPeP7hN/GB+YyyLHn0ge9nc/uvsnjt61mutwz9wMEnfiNFUchDLwvqWcnk1W+g67sEae425dMa+cxabzZstluMMdS2xPkBo02Cn3jbNSqlcG5gu7lm6FupLggWM3qTmTPh8a4nBE9V1dy9/xy3bt1jNp/LwWUyEz8hRSm/6YaBMHgUIuyjrEZpzV6w9r4OPWaL1QirZWcpRPHw+77HGpucJYngnXMobbBaU5TFCMt1XY93Ul0RTUQXiqosMFrTtg0i9aBvRnHpGQQv8GT+LNjBjNkRiwAhsl6t+YcPelb3FF9+8b5O2fs+fuyOwl8E6klNZSu2/YZ84DnnEkE4QaFEgo9cnD3BDy0Hi2ki2EnuXyfnL+dOQxQhovw8EgYkdiwGtDYYLXoT0+kcrVpKa9G1YjG/nchchVTnPMX0jS1KgvdJK0QOlVxZEYGLiyWPH17SlDUHC/6J4xJorTm5dcjVL7mLIaKUz+Q2nA9cXJyjVODk6AitI9dXVwk18lirCF7hCWy7HheSbUhcI6U0xhbMqinT6YyqqiQY0DqRliVAKspSHAFrZK2oiBsctrAUhUGbnKYKhCAPKKcychWSiG8VTCYihBSDIBAmkbRzFUN2cGOM+OBSpVcc09x939N3A4Nz+JDtnnAOjCk/4zy+9wq/wUJQO6JOKvUZORZKItFhGASC1woVBdJQvQjaGGOYzmqefe4BwXuGYUCpyOAc18srtA4cHB6glEYbRVkVHBoREprOal597RWur055/PCUfgg0zRaAorDYwrDebFiurvC9Z7ZYcHR4xKE6ZLaYUtUli/V3cfbhP4t6pOj7gaoq+dCTb+aVB3+Sl+/9CUIIPPPaN4oRKJIzkKNHFfnPf96c73nJjRvx/Rw+IzJajVUN3nmapsV7EdQJwTN0PV1MMJKSxTwkYiCIETw/fcx2s2XoPVpHjBX4m2Qk+6Gl2awobElRCKR6fOsW9WyGKSyD6xl6J6JG7ByP4D2+G9BGIHYh14jXPEbO7/OIMUiKPueMk3BNziPGGPGDbHwT9fhc3eCEeGgtwyBpBWsszkiaSu54x8EQGFKnH5PHoVI1R/pMOZhCEj1ir35+V/qU64a9Dzw5PeP4+BgXf25WHGTU6vL6mqKquHXrNl3T0160ECMuO21xVy7ovWe7XdOsLjlcTLDG0LRSzw0p7ZUcgmww93hkSElskdajoihL6krEq4whCY1FjC0oayHhai216jzFaiJFoChLsb8hlZkRU3VMrox52moJT2/k8yXGIPyQNJxzrNdLmu2Kg/mUojSEEGjaDdvtltVyxTD0KK1ptz3bZiAgpcpVWVKVFUVVUVU1tigobIktRNXUWsn/a6Mpy1Kqjdil/vquTbwDCTZiyARusQ95TUtqMmKMwhaWui4pCz1G/VqrJHondiF4SVv6GBh6R9d3yVEUh9d7sWcxKNAF1ggvwWiD0fpdq+LeHSHgLY5mPvnV7u/5v2KCiVerFVVZ4pygBt7JzWZigzWaw8M5w4N7dF2PcwPOD6zXG2FmxygOhVKST9FKDvOw4N7d+1xePKHvHU8eP+H6+kqISNbSDz2PHj3i/PScuppycHjEZDohLsVjqicV02lNODmiPFjQdh1N0+Cc43p5TYxgjTgCZSFoRmHtjnCoBMYx5umEus55iU6DY1JXaKNpm16i0r2DZrE45PLiDNFWE6Mo4kER7xyr1Zr1aoUtSsoyOw5qzLEOQ8d6eUXXtdy7d8h0NkcbSz2pRQVLgR8SUSfly32qzScx9m0pKEpMaYh9gt3TGDFhxvsMYSHqqPG/c242O11aKYH2iQx9TJGiFeY/u5r3nYKhfIdOqQe1t1dUErDMHrwoIQpRdqxkCF7gvpTjjgpWqxVnZ+csi5KTk1vv65y9X8M5T9f2zOdHzCdTgov0YSCEwGa7IZIImlFQq6Fv2awuKU1kOqlp2g7nhUAFO65AnusMtY+RnimoqglKwWQyGzlMJmqUNlS1SbwoiQqVlmeVS0uf1oghUEwqtLGJuNqP0SMxpvVkxTn4Jwwd2B9DP6DLYjwY23bLZr2ksprppEKhWK6W9INjs93SNg256qrtHUoV1FWdFADFISjrirKeUFghWZtkCwora0cBtjCjM5od18zFyjhqTOH9vmaNMaNxQBlDURRUhRlTCj4GVIChl0CkGwa886l1QMCntEBM61vskk1tBsxIPDRJgVW/lZj6lvHeYccuCUrMhMK0QTMrMhMd3DCw3WyJwdO2jNKtZVHitORXi8ISYmSxmGKMJgQhP/S9o+taLi+umc1mY96mKAshY5QF9+/f4yd/EorScnl1zXK5pHcdRVmwWq/oBke7aXnuuec5ODhAG83DD/y3bA8P+dDpN1MUBfde+TriUWS7bVit1rx0579ivWz4m8ffxTfo7+fioz/As69/ozxoLU5JhpG/+8X+qW027wPX10vOL8+ZzSuKoqBrepp2M+aJirLk1sldmk1LoEfFQJ/0GJzr2WxWnJ+dopRmNl+gtBEPVpHIco7Nesny6oqiLJnOF0zWc1xSIQSR0xyGQRZ1eu7S50IOQlMWQmxSGaJXo2jG0xlvf2C5TEgllMtaye3laNIagypE2CqEyNDLJoyVHOaZXJtZ3yMCgGzKMccbdxUs+ef9NJwtkpKjMaNTF5P3oIC+77m4uOCHP3bCV3UtZVnLJ/0cMvghBGbTObPphMmkFi5AcHgvacVtuxIDGxxhGNhuV7h2zcFiiveervcjEzsmKCCSuAJpzRktpaGmKCnL6Z5QWY1NMK/WNkV9lrIo6fqBQCSXrBbW7hzIpzC01vxPl38CW5b8qoN/iRhccrgzXSJxeX4uLY7PYcQo6HQ/OCprCDHQdS3bzRrfNyzmU1BSIXd6eiaoUrLtkeRI6JKDo2NmszllXWGNOFjGSn+AqiopyzIFhsIdyvn5kA5oZeTzUFHQJRXQKaUvqGRCBREEvSwLiOBMP5IdvR+IUeFDpOvEOQ4hjJo+PlVECWppKGyVtGTM2G8o8wy88wnN12Oa9/MmFb6DKU0eqSImiVBS7tloTV1NOD46oR96njx6jFIwn89ZLMQT0lGx6TuatiGGgNaWtu2p64pnn71P13W4lErIhOCisEynFd5HTm6doLRlGDpOjm+zXq9ZLq9xxcB6tWW+OODB/Wf44Ic+SFmV9MOA9447L30tvg4EE0Yvaj6fMplOON78yzRDz897tQO+nsUiOyNJ/947JvXTF/1QCq6vr/mrwyP8xYC1Io+72a6E6a40dS0lhgdHx0QkTdNsRYVxvVoSfERhmM4mXF5cEqMbKwy892zWK86fnBJDoEwa2UYbvBIkwTvHdr0ROK2uRaY3iRNpYzE24IPZu2bxkMPTjKzYqUiOpT3sCLPi6ZuR6RuRQ9+WZYosA0ErXJB1uSNQ5qhzR9rM3xOyvjzs1cTv0gZS+zwkaWM1NsPKhXJJ+ogYhTT68ssv8xG15sMf/uiYlvi5Muq65J8fbvHqyYK+bwV+rWuc62n7NhlfRdduWa/XXF2cMq0NhTGs1w2D8yMJNPNYYsyOmqEoKupqQj2dMplOKcpUMWQtthDmd1WWFIWIv2glaTPnHTGIQ1cVltm05mmiXNPZjO5ywy+ffi3tdknil433oRIUvM8q/ydlxCgR+eMnj7i2mtt1Rd+3rNdX9N2G2aTCGIULkfW2pe16QZRiTAGOSK0fHC6YHx4KclQKT0BKr/W4DrVWhOgJgx8DCJ2DiSB6ATlgRgmvrhgDJIU2aZ1pLYc1Cm2gVJam3bJtNnR9j7EFIWip2lJ6dCQKO6GqpOFSVck1EeNou3KADpIuCT5iCzOqr+Zs5mcan11iMkZIOdJ9Y5o9hhACXdex3lzTdCtu37nLyckxL734sgjnrFaE4Lh95zZVdYBznk9+8mXmM51gakkbHB4tePToCWVZ0jRbHj95jFaaO3fucPv2bQ4O5pyc3ObRo8d82S98wMH1IWenp5RFzce/5OO88sYroBzr7ZoJM7RS2KJkOp1I1yq9fyCkvJO11BPFxcd+gHsvfV1SpRPBiIfPfz/Pv/lbf1ZsLlF7DBht8S4QvXTZCx4m0wmTeiYlVEVJWVeAQSPyuZv1mhgixye3mM8PR6JW22zRVqKKrm3YrJZUZc3QrInepUkSVGCzWmLNhNniGAij1K/SKvEFdKo4EA9Zpc2ilKIsi7HU/v0eIUSUScxbIKcOsghRUZaJwStDJ34B2ZNW0ikRH1JnxCDkIHK+LmBNTJ8bRmOgjXjvUg8cBL7LZMbgqesJk8kEY6ScUSDgSFQRk/gCwiAfOD0756+dRH778EHKck9G+3/jI3NPqkmRiKeKiDhbFxcX+KHl3u07EByr5TXNdkuhI7Ew9MNANwg6EEbSoMKagsl0xnw2ZzqbYcsyrVODtlYIYdaiiNR1KuvSyZVTEWKg74dR7rssSyZ1iTHqqfXjgLROTYHCUCVJ3b7vIUTc0FOUJf3QMOiOGD1gflbYrfdjhCjCUn8rPuS5cJ/1asWjN9+k3aworSB4bd+zaXqGtGack6qgzAcqihJlLNP5nMl0jtFmRDl98MQBGORX+7D7PsEedo6osfngV2OfDfk7YlYiqexQ+GmrzZZXXn6Jx48fgVY8/8LHmM8PmSaRvMxbE3SBhFJK8OD8rj+LAtCRYegJAeEOmJ1YV5am/0zjs3IIcp70betrj0k9nR1yfHSfy/M1p0/O+cBzzxJjwHuHdwrXD2zWWw6PFpRlya0TKdVwLtC2LRcXl8znMxaLOa+9+iZtt+Xy/IqDxSExaC7OLzk+Oebo+Jg3Xn0Jo6GqRCJ38B1Nv+Hs7JT5ZEFpCw4Xc6mzJ1Iti5RjTLlI2POk4hgRlFXB9cf/O5yTCf7oK9+Kqn527Kq2bdluNvjCEYMnammDOp0tuHv3Pvfu3ePw6GhPkU+jCfRDz3y+4OjkFpPJPBk6hRs8zbbB+4Fh6KUjolJUZQWhZnEgn+WGDu89tpgwnx1SVgWDG5KEMyN8rsfoe0dyys6j8wEfnp7KWybDwj7JTA7xjG4pDTqkqhmdSUqJCKQkLxtiGOt+d7SB7DzkFEHSI3ADUQupNoSIsTsnww8OEAa8UeLBl7Gi6LuU3pHvyMbEGpt4NT+30IE8suiLRFme7WbD9dUpd24dYoym7RrOr85ZLVdEH9BKc3a1pHdglGVSz5hMpkynU+rJRJwAI8IvVVmKxoAtgIjWsNmsyKVcuXGN3telDRGjNNWkZjIpKZI6pXqKLY5ihHo6ZbZYYI1Krbgji8Ucn1Cn115/mf/+dsPHbMVX9gcjEe3n+tisV/z1+JBms0Kb52jblq7bEBIXpe17mnagHzxuGCRyDtK3uKpq5osFs/khzoszPkoBh5DIp5GyskIETHn9HFjqRIBX2sh5opHyZQWDG1CIQqFA9knOPSkPOu9xfqDvB7q25fadO8xnhyzXG7xPHXV9TltlW2AoS0thNW7oGYaBpt3S96Iq673DDQO3bt/DFHPMfrRDSvG+C7/7XR2CXOZzo9MWN0kJUltdsJgf8ODZB8wXNa+99pDBee7eu8vyek1RGGazaWJWCgFCyEQd2mpi8HR9x6uvvszR0W2ef/45Xnz5JZxrUXrOYjHB2hJF5Llnn+O1V17k8eM3Wa2u8d7RbAOPHz5Co3n++ef54JNvYdHMyH0KeuP5vo/V/LZPrCmt1JparbFWcrer1Za7L34dj3/+96N7tTsksheYAZH30TeIUZyA3OTm08/P+GQ3wb1xRkypDKmHNcwPphydHDCbTlmvmzF33TatHEZJDEMlaEty35L7b9sG7waC9yigWhwKq9rKYRiDNIupJ5Wo+uVSmz0nMc+TVpqQu86Ncyf1vPEpRVej5kLcz53tNb1RCnJdsMrlRoExk59V8MgVCQ5t99Iien9diKCVCnrM4RHBaJMOpN01ZTRhdLRDILiBoqp3fvbIlJfP+Nnhmv7Mjx89cajthhih6xqWV+ccLaaU1tC2HRdXr+JSFYFS0nsAVXH71jF1PaEoy0SSLSnLWtIDVZWauyTdAUgoRKAsqiRgJKrEGY4FJXXqpmQSArYUSFbs00B7Q7n1/R19l9IpZYFzA03T0Gw2TGo50NbrNZqKX3o944WrCr34uekM5L3xQ4dbLi8vCcFz91MPOZs3FLbg4vKcq6tLtpuGzbalaXu6fhCFwGEYeQOTqbQcXywOmM0XVHXF1dUqddLMKqViXwFiyI2xAdTIB9ipGEqVlkYh7kJOG4DvBLUJSbHUO590B0JyTA1lVTGb1WjTsO06xsRhuuHg5Rp8Kl0OwfH4jVeEYOr9rrkSYnMPj25jy71gPqP5/t3PsXdHCLINjSTOgB5zzuNnRs2t43vcu/cMBwdzjNU8+8x9qTaoKo6PD4S0ZQ2EgC0MXdfT92vJz5UVsYg0Tcsnf/pF7txZcnxyxMX5E07PzjDaMPQ9BwcHDM5x5/YJs9mcF196ibZtCcFRljUXlxcMnePi8oJXnvnjHB/fSs1jHPde+Xp+x6d7fKrPP3vhz48CH7Mf/w384Y+WfOfhX6HUqQGNypr3gl4YI92y3u+x2bQ8evKIqip4POu5vpYNYGyROg7uJKTViAyIR+m9xzknXIC9xjoRMS7r1ZLB9Uk6N1JYQzWZUE8nuKVPpVeSnwwMI+z1Vq35yI0gObHwd5F4znU+teBqR/ZPh2sY1Qal+Y1KpBs7PvO+d5hi5zTk8sAYswyufG4MYdQvBxKEp8bSnmy8IvuwNjsIcY/ToLWkVpz3IgNeVJK2IUikl1MXP4dGjMKLOd1esFgcEAOsV0uslmZj/TCw3ja0nRsrBoRRbbh97w4HB0dUVY0pslZAQWltytnGkQeU3xuHMJI6i6RsmJ0BYyXC01qjK8N2veL67FTKEW1JjJanlPUCSEResU25ztw5n7rRSqvtqqiZlTVVVfycdR5B5uLRG2/w+htvEIPnjYMC3w8EpTg7O2Oz2bJtetouNdZLB7BShnpSMZ+LIzCdihaNKQyz6ZS+l3K94J2kmUwqJU6clDGLeMMG7vg+MQaCk6A3BC9aJVEEydT4GUmYyFaYZCAzWdFagzWDdGbUGZVizDPk5lw+Qt8MbLc9pCoc791YuRSjqLNmrYq8GHKA825r493LDnNnJLW79bd+2Gwy55lnn+XO3VtoHYHAfD4VEodzRBOxVogV3gfKskChWBws6Lt+PLhijMxnhxS2ZOg9wUst+NXVFQ8fPqSe1lTVhMOjBccnt3jppU/RNhuRPQ6Bq6tLPvz8R/nwk2/j/OAvcPvFr6Kqa6bW4svA2Qt/nqZpeea1bxBZXqXwzvHy3T/Bbw4WpQ7RWnP7019LfgYuerq+pyo/s5DDF3P0/cDf1pfoAJevXnN9fU2MkUKX9L0f5YqzOFSMkcH1xCgVG+IoqMTAloXpnKNrW0hVAiSCVVlY6rpGG0OMAq0JKcagvR/LmfaC112UPf5ODtrM3B3hedRT4xDEKKV8cijnjSqedtptNzgF4pmrG8SbTPbLmznzKnKPApRwNd4qlbszHHulbzBGFflLIozltqHr+Z8u/yS/4bl/GT9EQuqp0XUdP3I88EsuIsbY/83mh7NwyvXymhADP3rkaK42TCY1bnB07RqtoOsHtk1H27nErE5MblSqgJkznS+SRKzIbCulCVF0TUActsxTyCtXqUzskrxq7mipUw15zLybjaQ+UZrZwQFFYcZU2NMYzjl80t13wzBGl9l2Sikr9H1L37eU1fypXesXe4Tg6ZoG10k6U8VAriBoN9u0bgYGl8vxpC9LVVdorTk8PqYqK5wfaFdbrLUcHR2nsmppa5hLj8dcfUrXZZ2QbDP2S1uzAFYued05D2YMAvJa03qHRGgja9iHKDLrWtboDn29CftLTCI9WUJ0gMYNHqWDVCLtNTZ669g5GO883luHIEU946epvc2lNYeHJzzzzH1Obh0mOER0xY+PD1it1jRtR9d15F4ASimqupKGQ6sNbdcirP85t05uU1YlQz9Q11PqepKiiBUP33zEs889x3Q64dbJLV577WU5bBJBhNjz/PMf5Lmr59jWE4a+k3K4JB6xXq1YbTYs1vKdxhn6rmezaTg+OhRoPSHB+/M19lx/n0Y+aGMUEtvjJ2ciFNRs8c5T1RVFWeJcSFK3qZ4+RLq25erqkq7b0G4bykIQEsmZeYa+o2vlWUwmC1ar69TRTWNLm8SNxOhItVymK6sbk5LLuxiPexkhPQtb2BGChZvNRN7vIZtWLjWknGD0QSBAnYhXMYuE7A6NcSi5r5iaEkmnMk/fdSJU5AZxDmIYO6vFKGp6Qj6MObWYpjHNxbhh5bXOiSNVlhVlkfPdeiQ8bpuGJ4+fEMx9jHkn1/x/GyP4wHq94eWXXsTHgccPJEffNGu6tqNtNwyDY9O2bFNpmE+VBILU1ZTlFJuU4VRqLCV8Jcb8aBJ12+uEmPtziDM1Vn1kR3HwycELiVPjcEMk6oj3UJRPd75zV762a0e0wKT9GqLoEPjoWa/WbDcNs/n8C3Ya98+Tp+mAytma9mZy4IXvVCYZcBh8oOt61psmCVWlTn/pcC2sZTKZAjCZTOm6luX1NW3XsJgvhEQYk4CPsW9DQkECqhjSv3MqNO3hURMCUEgJoNI75VM17v2E5I7RlTxD5yQAbrsWFzxFUcndvhWRly+Qqr2kSSGVMZLdFMdQenoMXlq7SwfQ5OAkJOMzjc+q7HDnZcvEZNFarQzHx7c4OjpgOq1pu571cs1kMiFiOTk54vJyyfL6mqZpuHXrBKXApvKYw6MDZm4KKKwVQ2uswQ2eNx5WTOqag4Mjjk/u8OTJJfVkijF3ODg8pCzKPaZnpJ7WHBwtOIhT/pn4r3F1a8XZ+QWfXHwfgx8oXi2I3tMc/hGqc4n4vQ8YU7CYzykLy61Pf+3bFr6kmHeRwW6TJArdz+BGkfIZie4HN9B2jdS9D7t2xaCZLw6xxRRtDGUhTOiub2m2DY/efJNtqioYIrRdSz/r6bseFaHreu7ee8DQw5PTNxP5Su8cK+UYuoHyHZTxdov4rXNBgtBlTvTYglb61Ivy5NOJrrLOQjb/wOjR69yjNCsH7Q2VHJoxCoARWepdUjE0Nkkfb5OjIQ5UiBFNEuVCjBJG7Rzq7GRB6mAW8M7hYmQ2m1MUJc12Q2EFtTHa0PcDpa0xyrztWj+b8bPFuDvnWV4t+Tv2CqU8i3ZKrEqePNnQNC2bdZvSBMOIDGhtmEymzOeHzBcHSMc2szPGb1mTMQZJcGpNltYeU1tBus2Z1OVSJfTGuYF+EC5NjIrDxZxbUdGkEjXp8Pr0Ji6EwOC88BhSR1JSgCUCblLb/upHTzAfOubO6gv7vrfauac5xCZ29E7skpSlBxEC9YG+92zbltVqS98LYdfYgo8/+glJiSJVGovFnJef/6ewxnCxblivt6IMOJ2P+zLzAoC9Qz6OsLz3IaEBcUQMc8RvrE2R/y7X7r3DpdSs0pqirLEqI85q9/wQIbK2bUSs7B1bn8uzyBU1SpvUgt1QBSHG2qIE5DP73uGc9L+we2hYeJcg97OQLgayuEoUclZ2EKwpuP/gFm2/5fIyMp3NqOuSzWZFVRmch8XBjBgj200zpggOFgJnKS09DnaOh6XtOuq6kofgHbNJyfMfeJZbt27z4oufYj6bMZ3NKOtaGp0kdrJWmtsvfi3tdEApaH7xX6MYek5OT/jUT30aCwTneP7LP8BsNmXwkleqqpKqLrj96a/5jOs+i8tkTzXDl4UtfkYj3xACl1dX/G39hM3mGjuf0V928gi0ZTqbcPv2XU5O7nF2ds5Qd8ynFd47Li8u6NuWxWw+kgdnsxmr5RKtFEPfUxYV9+89y537d7m+Wt7ITw1DT9c2zOaasqooqvpGh8LRUx2XQk6k77zksiygFCQo5+lHVtz7C7SMQ0r55DDYPxxCiGRiMDCekgqdUl8p3eL30YKUQtGG+cEB88UBfd/TbNZ0bYvDj7BaHL8JRBI6wt40ZAUxHyLBy8E3DD0HB4fYspS2rW6gsJZqJqVyX3bm0fc/d8fqHZDD93XElCvN12G1ZlbVYASxGdZbmq4bSWB9LzlypTT1ZMrR0QkHB4dMZ6IjEL3CKbPTcsjtYmFsbz0yxTOHIEB0QUSPXG5F7cWe7Rl0Y6RMeTIppJtqiPiRkPr0DkalFNELy11HaTBnlNS5E8UmKaP4+Y8dH6odav75S13n5+RT+i8BWnvX8gXezOc4Lq+u+JvqCS+//BJVXXNyfECzXtN1HdumYb1p2W5bYoSyrFkcHDKZTpmvX2e1vJYy680GazQHhweiPVHXTNxCug4WRUKIDdIBVdZlSId/SB00tZHmWmPVQEoDODdw+vgNyrrk4PAEYwrapmGzuqRtmjGoqCdTDo5uUdhdCjqDrUIyVBTFhLKuMyVr71U5GItjTGFtgY7Skj2TH5XWeDdgjcEmDQWd7HhIJbpfkFJh3LseSNEVCf7Q8FOf/Km0YKR8ajKZEpynKCW6KQpL9oSqspBotus4OjpkcbCgLKUkqChy73c9Er+68rvoy2eIsy/n+HbNh+O/z4/92E/wC77sS5nNplwVBV0rAiJHRycsFjMev/DnIUZKbdmsV7zyyos8evQyk7oiTr+HwCd48MY3jKxvpRT67DNNUMTv5erafuAPln+Ks7NzgvP8O8f/GvP59L2m8HMarnNcb5d0w5Ztu0xeqTQTOjw+4gMf+iB37z7gyelZ0scObFYr5vMFBweHXF1di/EIgdXqmu12y1FZcXR4zMmtO0xnUyHLJE0GaW/sGfqByaSmmkzouk6M7N7CGSsKkMUY98ECtTPGJGXCEHyC1hIs/rRIBGrnwI7SoSMcuJ8bkgS/toaqKFLpKbvOh7wd9vMxoFSksJpQSAtv50Kap5tphx3TVxGVyCL3vSBjAkNKI7CQSnUlIgk32pv+3WrJ14a74wb/XIbArPA0DrWmafg79RVNs5UyqNuB+rSgdz3OBa5Wa1ZrQQWCF5nospROdUVhOTw6pGsbVutLprM59+4/h++CSD8nYuD+vYn9EI6NNLDyKfKPiURoMLaiTG26Rx0CUiTuHU0b6fpOqqhsccMZfhqjLAviJqSGN6kpToxYU6XyNY+LA650I7z+hY18eIBSZiRowq6Xyvs1hmFguV1yfnqBLQrUMEjvmm2TUAFPXU9ZLA45ObnFfDFHKcXR6RExiDN+cfGEsijRs5kggirJUWtDiELC7oeesGHUWDHaYKukY6GSzcy8ITJyqHn05hs433O9XMrBX89om47rq2vq6Qxi0jbR9kafhTETrzUxOEwub1VvsR+ZzJxTCOnN2mjabQtU0oxNgTIVSuczN5cupy/7LJbFe3IIzI1dMGKvQm4rq2QlpaWrbxxKOaIPOA/bZp2EG1TqddAl6VcI4WXxclJXwbwpi0I8sM16gwv/LD5Ezi8u+Ctv/mG+85/53RTF/4ef+MRPskykJJRiMpnwy82/xcXHfgBS7mi12XJ5vaJrB/zkeznvNli/YfnXvpyzD51z69YJdV2/6+TkfH7XCcGuKkt+l/p24m2Zhp/pOl/vPE3XsGq2dEOHGwJVWaIHTdNscYOUr/g9ApvoDJwwqes9gotnubymbRtigLv37jM/PKCsS7RWrJZL3NALiS2p8RXWUtYlENHGUNUTKb0kOwF59d6YnOQwJgLN/tyFiBuGVOojDsfTGuMmU1LPi9GosBOqGmG4NH/5ue43yJFfyD1Ku1ElSmPJkciOgrAnBZXYb3aUERZipG9brgdpAmVTKWfugLher/mn66+jbxqZzyhOqUiUfv7kVuE4OMqyHGHPP/Kxmu99+YvfdGqz2vCJT/4kZ5dnTCYVt48PUTGy3m44v1rSNj2g0dqiC/iSh/8YYyxvHP8yZos5w+BZrraE4Dk4Ej36rPiW7y1HcrI3ckmXpK5M6kY3wsEx0PUNXdtLfrmoKMtU7pkg3Kv1SiqMbEFlMuLw9DwCY7PaXEgwtBMns9ap6qBDYwhW6ua/8CH3OgyOolDjvIpDVb5vzpEELANNIyXYD+7dxfuBs/NreueZTBfcu3fAfLFI1SUwX8xwg6C/k1kNKK6vpf9ANAafOVFKQyowzih6XU9FGEztBIAA2mbDZn1F33UE77FlwWy2wNoaNJRVSVCBpmnRqsDaEm0qYlRcnZ8xPzzAWDuSDgEIjHwiUrXLfgCS/yuT++VSdkibT30N7EzSBCGVRpok3SypsFx5Ju9ROTD6DOPdOQRv3QNKSdMWpdBKU08m4j2hMEoTdGZd76LPEKKIviRN6KHvqeoara2QgYLGe1BJFKbvO0Jo8X0LE3n/crXhyeNztNbM7/8ujh79n3jZvzhCWrYsGL78bxDCHQpruby+5OXz/x2nT56w9kvmc6kn9c5hg+Ef3Yr8wtNTbt+5zWTybrLEkf/i6Af4rs1vYbGYSjSxHzX/DG8K7z1dN9B1Az79PFssmC8mVJs11aTey32K1v20LkbGtPdCrmqaLavlNSpGykrU8JSWboTN0EsdN1qMiJYoFW0we53TdGrosrvXCCqkSFcEZLwTWFv6hsuBE0OHD17KfYYBP0hXrqcFW2cZYSARyFJf85zKUFl7PKUMblQcyLtuwiE75ygkoqFSea7cHrEovReIMdcUq/Ejp9MpVVVLfrRNRDGlaNuW//n6z/DVt75ZDqF0QDnXUlc1n684UYyRNz/w32Btwa1PfY0Y2sGImlne6IovypHXth19L+QnawzOOTabLRdXS3yITGcLFotDlNI8/+IPcxXADS0vvPIjNL/8NzL0gaKqpc+9scm2SIDh98o5IYm3SAE2WmnaZstqu4YYWBweiYG+eCJGEkVZVehUjrybKwhBWg6PQjXJGD/NoZUSXRKkbTdKpTSHSU254FMfqFHPT/jFuWV2Pnti3LNdMUHk77yWMuKbFe02m82odveHP1ryvS/7UTkvR6JfvCHPtCwKFtMpi9mE2fwes+kh9aSmnkxQWrPZtrz2+qtUVcntW7dTekWIvkpr6ukUW1Y4rVE+9zLZnXHiC+70KPadASJcnp/j3DahUhqrpRyx63qRNS4K+talNIMEFZlLNZ3ORQrZFsJbgjGFuBtZaXB0A+TCchRywxlI9iemazYGi+hlFKnqRv4eICREdP+b3mUZv4dDoHabYcwdpChJS/mPsXZ3Y4nRbozdQZRpcflEhNDGpteY8Ym8nXnpk732rLcrwpni+vqSq+tLrDUcHs1FvlMbgQW9Z9tsiNzm4ZOHfPrRr+P8/GVpbOEcxhR86MU1r3/JCT99rySePuT8QjOdTd/DIYBvPf+N1Iei6f/FXPii6CcEFKWgLCpmkwMOj46whSAxttCJfLKk7ze4vqNP5TYZYu66nuVySXCe2XRCNZmgtKLvezSaqiyZTCYopXeGVIEw7blRVeG9wwe5pu1mjYqKyXSKd9L3oGlWONePjNuua3B9O5Jeomcsf3laDkGG+kCC97F1bAjEVNqzz4NAyhGI5CI0dg5D8sTEEO4REfOf3rJAdtO7v8kjxooQST2pGXrp+KmdQ6fD8p+789vwrh+V9IZBKhlEAjkbaz+ial0vPRbKoviMa3QYpHzv8Kf+RXrVp2qJwOvP/hnuvfz1o776F8MjUCjKsuTALCgKw2bbsml6qnrGbDanriU94L3ntY98BQ9++gdZXl9JmrGqiGHApEM7RkbpWa2yjkC2mIKO9Ul1syxr+q6l61pi9Ki1pipn9F0nGvBETGHf8ZaV1ph0GMmj+5kB4j/fkbtwFraQ1vFmJ1eLAm2kS+uHXlzxAXUFt47lfYjj+qkPznjhJdF+6fuBN5/7b/jI+be9/XuSnc/dVa0x46FXWMt3/NSWN174czx47bckJ+FzT199LkNy5YbJpGLoSupJxYdf+DDXV1fiICpD7yPbVirGZrMZ2hhQUs7ebLegwIdht0fzOR+SzR26XeS+HwTHPdgzaqQVsdlVq2hNcLvyZUGgcrdUjS1EE0PPZyMyRSYEEkdO0w3PYKRm5Q6JO6dkzxcQ4rKWcv7g3Zimjb2si7IsKBPn7cZtvMcqfg8OwU6ONh8a+ZqVEhXDDIdmwY/gPUqF8cDXSR1sFGUxBpc68GltiEryyzqaHeyqFH7QuOBZXl+xXK25uDznEz/5CcqqxLaPx/aSSikGN/Dw4ZsUdcFLL7/Ca+ev0rVNIg1FUD1932Gska6I7ZaLC8utW3e4devd2srKgy2K4l1e8zMzttstp6dPOL84gznUdc10esjR8TEx6gT/C9t2u21QeApjUrlMHEkwEcXQO6p6wmQ2k/wnqec24sTl51KWNUohnf5SbjU/qwh0bUvfNnRdy+r6Svoo+IFmu+Hq4oLl1ZVcV3L+uqYleicbxtrxgMxQ7NMY2amVjSUthrMDkJ0BuUj5RwxR6pDZgQg3N+z4S2Gxh3eA3NOmFlQyo0pxNOB6zF1rVIq8sjRpjAGtoE8kMelY5hj6nq5tCYU867Zrx+ZTTdOISt9b1um+I5b/2w0epXyCEy1DHL7o/A6bmgMpVVKUBU3TU9UuVQ1JUxfpd1HQVh3T2Yxm22BtkZj0bnTIJHpPKoN78yjoYkvbrEQLw2gUGpdKr0JUaZ6mkkpQJAcrp3IYn09MxvZt8/IUPYJR1TKz2lVWxJORAzTrbVpH8nvvpapivWmSzTT0vWOzad/zO7UWpdcspS32RfRRYojwxfUFACHbee+xRjOfzajqmvlixuMnj4XYXWbUTLg5VULRIqLd0HXtWJYqx2t2HKWyRAVwhSUtgL3UZ9448pO1Bc7r9NkqcQHkvPLOCSqFyBRbW4iTphVGK3Rhk3ZEhBhuHvRp3Ijg2Y/B008q7l6VgpcoOQcJikMWXMvIfNjdxQ1n9gtxCPYjyBwGpd8ZWzD0veT/3+IceOdSbtQkb0mavBDECzPGCMlHCTwbfBzzUyZ5nEP1XUTXsV6taPuBy8tLfvRHfxRbFEzcj0leH/nsEAJvPnyTq9WS0+3X0Xer8ZJJk/PTzxYcDB1ETdP0/H8fGL70OcW//64TkG7/i3yWDYPjhw96Xr644nTRQUz610ag5X4QB6sbOrabNVoZJnWNtTkqTDkwbSmLiqKomM2nFKXBeVnkhS2o6zotbCmBmc8PhPhHIPoBY3LaQZ5x1zS0bUPXtmxWK8pqwna95Pz0iXAUmlaMDLI8NYqqKDFK1Pr6kLxTpWSTPIUhzk0uGbu5GSQju/9ahERKBGXHQyL9lXyoC9wnh0lMTsROsVA8/xAjVmuKsrixISW1oJNEctzbY6lWPtUMxxhA2dG4AXRdh596usHxyQ9O+ejLW8pS8eYH/gzPvv5bb9yb99LHYhgGqlIIu3df/joat+X0w38WrQ3/Ymc5ee23oCc3U2Gf3zznOdohJTtfKzKdVBSl5eDwEGsq2q5F24LT0wveuLxiNp9TFlVay0HUB4sCP+K6e4YuMvalJ60v7xzb1Yrl8lz2RlkmuFhhioLoBpGdVip1sBOMJ9ubHEm9m8F8qggBO+O+u5aU5krzo43G9W4UZgox0vWObhjoO5JDIBr7zr2d0+ODlL96L6Vq9aRieb3izef+ND9g/iW0gW9Q38+DT/8W4vRmOfYX5Z5jpGm2bDYr4iwym88wRrPdNvzUJz/FrZPb3Lpdjk6StcVYEZf5JHI/iVeRglYhPktrYJGu3q3XUYl0fz9Exv4wMQUXIcq/y7JgtRywhYMYqKqaoiylAV0IQLInMVW6EOVwH3tXyxfsP9ubafr897enZrxPzpItyHKxOwQklye+ZdW+xxp/T1IhZOfkJqwxXxwAmmEYpG+00onMEBk6IQ9alXLRyZOKWvwiXRpyXafAt34Ud9HGoI0lFCn3q8VIGmMxukRh2arvxKo/IiU3hqQiZnm0/Bq8E/gnZEBG7cQhVtfXHB4dc3h0zLfeu8cLR/eIV+924GdP64vjEWTC2unpEz7Zvc5yuUx1pGkzbLcjxJNVrqqiZDqZst1uiDGy2W4pyorpoqLUlovzi9SsR9G1Ld7LIikLYWSHmAV2NPPDQ2G7dw3NpsO7jqKsRscuJHEkNwx0zZbtesXF+RntthmjqjEnFiSiNVbyWXK9YqSMtVRPqYV0CAE8uxRJeHsKY3fIy/P2Lkgzk72/j1De3ut3SmX7eWwYN3gqq41B+BWk/bCjMOSIJDvaEWsLyrKgbc3IWdHGYOoJZVny0seOafoe32wTV6PfoWF7Y9NsefTkCT9964/x5Zf/Cvdu3QEiP338R4iXonfwoSffhirE0RAuiSXGtxuez3aeBycS18UNdCjwj24NmEvF4mDGweEBIcDp5RNu3bpHjAK/mhRY9H3P8vqKvu+A2YjwjIJBQ0dmXIujld1RQBm0thRlhSlKiLsqEa2M2B8tNqVIzWoAgeMZg8Eb231cG095jFHrXmT6NuQK+NQHp/gPTrm9kWvvArz8JSeE5XXqSNuzWq0YTvqdfU/32zQNp+fnvHTnv+DnnX0n/Zf/LdQ/+NU8efyYb3z0hIODA6bTr6coRU7eGP0FrZl3Gvsz7b3nx24HzqJh0pdsmzWspfLG2IrDoyOm0xnbpt0hSJAi5SD7LKHbIcRdOiCdmbYoqOqSIhNK87ffuJcUSCjIbYjJiKPWkn4NlqvzcyaTGZPJjKKoaIbtaEdRqbxea1mHKS0rpnNczTnkGHH5HVawd0l7l1gWJT1uTFHk6CaGcLOj4figd9/3mcZ7lx3GHF/tLsxY0fbXxtJs11CSYHWpQbfW0jZbajXBmuy13QRFcs5GiIXiucYQGfoebQLBeFQUvXkfAz4EfsHFK2w6lTb6rx2VooyG16uPoenHzbufM9EJ3VAalteXTGZzhqFPOuDvvqD/5N2/xL+h/g/vNU2f88g25vzinB/YvMzFxQVK7XpnW2ul3alWtO0a7wfKqmQ6myZnN3B5cU6IkXv3n6GuJ2w3G7quRRtRYYxDR1lPRadd32SXOu8ZhjaVuQ2JizEIBKfV+Fxi9DTNhodvvJGYzYycjyz6o3X2muMowRtDwBOxCALRbr9ApZTPd569lD8qbVIUuCc3GnMbkptSwiH1Ft+XIJWRoo8x5SAQdj/sYNXdUMQg+hhR59+o5AzsSrhg9/Gip5GInTfIq+IMuugZfGTwUsXw00ffx9npKec/fsYzh136DHnPq8/817ymHrJatvzE4fcRnn8B/cNfxenyjHXbcnR0xK31iu4X/XWqqubPm9/Kv/5Q2lq/1/n31r0SI/zgouf1s1OOZ3M++OABH3+1BSJnp2f0kwatoe870ZrfOny0WCscJG1NSgdIemS7XpOVOnO6MqRoTxwBtTOqam+OrMHYMlU/aakvbzY4J9UEk8kUoy3B+bEcTSeS7ojKvvUZ7pnnp6W2CaO/mJQJ9xzQ8ZJkf4u0sRvf03Y9bd8xDD3/ePaf8vjRQ9btkh975UN8+QMJAPJrP3Xnj/NK+xqrR0vCrT/Er3zp/8wP3/sDmMbw6IU/x5m1PPPaN9D/or/Bc29+M822FeXU4p31WPbAr3e/r7f/FlB84hnD6vVrNuulpMtiYD6bj2nNru8TGqJ2mby0XcuylBbYkxmb7QpbWJSy0gsjzZvKJGolSoNS4qtGIGG8lhxxkwOCgHAKItponvngB+malnpSC0qTDuMsziZpLifIRPRvu9Mx0Mg/v2MAqkZDkc9OZTRqkFdLoCepLgnUkkOxN8GfjV/7nkqFSuvxkxTyRYUtx1aO0mgngHJjGZCxRjgA/UC0cdclb/Tmc87bjwZ3P8/c2e/AeJ9y28lQakPA0A+BfEkhyE42gPdRSHdaHtgIz7DHNE9eXtdsefjwddH9fuEFflV3iEa/feFG8ba+GLmyGCPL5ZI/c/GTXF+vUErQls1mQ1SayXzB1JY8efSQ9WpF17bMplOCd2y3DY8ePmS1umaxOEgylqJSNVscslwvsVqhqx2cNm7YtNj7pmV5fSUR8dDTd1vKsiSLPDXbDeebUy4uTkdoyiRt5ywH2/swNvCQUjA5+VwSf+mGns710q/7fZaA3p/n6AUZGH/encXpRYz7TchbN9f8+LcYkj7+Xi4vfV6OVPN3KBhZzrJW8wftLJccRGlPjJ8jn5srDEYYEFiv16w3K4LS6PUfpGkauq5LSoee388f4/8Yvl32SlI/7LuWs7OB9f17PH94RDgTrf9+6Hn8oe/nFz78Hoyx/Bt1yT84HrhaX/GLHgfunZyMlSvOe6qyHNM/N+dX/n12vWK57VhvG548esQ/6BvqesLioGZ9cUU/dImYVonR9MIjGjkeEQJxtAMh5PSNDG0tJbU024rSaO2thlNy7Gr8dVmVTKo50a8xxnB0dIIbvEhrJ5XJ3NJ4l95IjsF7QKtPY0QExQjJmVXs1EHkkNNsmg2vP3yNT14ZFgdHfOojJ+jlf0R/eZ7IZ9K45zccDm/pzSDlfUNqD3x2cYW/Ffjrd76LF176v9AMHfP5HP/Mn+IrHv/rYITwKdUGn/89DW7garWiHxzTquJ/Nme8+ehNjo+OsBfQNduxAkfUPx0Xl9d0w8Bm2zCZzEZioxt6EQLygaquePPjv4KHize4ur7kzu07bJ55QN/26NTELnqH6wPO7AibeS52TkFOy7BD7FLzMkntCQo6SXo02WoEH9hutvRdQGtFcAFtLfXU34j/d9MvehmRCDqOCOw43uatyrNvmg0+VuksDRitGZyjqstxXXwuj+c9uh2mI1ztyjBEfjHVPcaAsRbX9/jBiQps0tcW+UWVNnfIFjGRdsIon5iNb/TyEIbqd4xCDYMXqPVvnP4XWFMmOEjmKqScrSb3l+6xCRKMo8Y0e7SHBM8mdbq+6zg/OxX29kc+yj/bH48lfXtzvoN9fgaH94HVesWfW32a6+ultOTMeUCtMQneh4gbHEZpjBbPc7neEKPGFhPm88h8sRg93el0ynyxYHilo5xN0Wo/571DZRQibGKNZQiDzKPWaA3eD7TNhriNuFSvrpD6/dzJUKcItoiina2NIBrWWnw/sFqvUxTN2EL5i5V2ea8RQkgEx7TOkLxeJk6OQ6UtZjQMfnxviNL1UZvdAT7m5tLPYiBSLjp9qBw2svYjEo1Iq/CsV0B6fUpThIDSEqmEfG17OcAYoRsGPvnpT2GKEr18haHd4vsepTU/pP8DPvWpCf/Ll/x+PvTk21izou+61CM9cn5+zvxjP4C51Li24bxtcG1L9+D38Qubf4XJZMLFcsmT6yXPXEfmkyllYfm78ffSNBt+Tfi/cvaRv8C9V74Ba+yo3rmbZ5nDoe3otmv67Ya6rummBptEXkKQKphtI1Grvytvcs4xDAOHi0Nu37nLSx//Z9lsV4Tnn+f24MY+EsQAwe+tpCgn5B4MLFFY7mUQmR/OmR3MIK3hYRBiLvRoIESPKQr2teNG5y8GVK5Eecojo1vS5dCNztT417TH+37g0ZNT/rLRlM018x//96TKaL1GBTc6/BdXl/wt9f/g562/m/l8zqSe4JTwLPquI6YGVP9qW/FXtKZrmrGhkP7g7+MXt7+TyURq/P9/R46u7zmYz/jy0529ffTB7+fuS1837hv9Dnb0/GrJDx45Nk3D0TRy+to5Vhd0bc+2b9A6NW5CnMQQI03bpU6P4rwUKQUdcoSf5yPtUWsNVVVQVZWUvg/i2LfthrAZUPFwl8J7h5nPkIL3A0UUeF5FpJdwftXe88gEe63FNuJlT+sMRbG3tdM6lbR5T0RKSWXcWOl7vxmNh+hElNWIlmvN2JNjvJbPYXyWvQzUjf+21iYvXY0oQnCOYegxMRF9dI5w5AZEPnQHcyllxgOXZACH8jsx2YFAjfl/rQ3/Kr8ca2Bai1crrMo8p7LYIlF0EvbvQamxPCsk8lfOj3ddx+XlJS+++CL6Yx/jl60mlGW1M3Yxm4cvzCQMCcKTZiSR6+U1/5O9oGlaFot56o8tm9V5RwaPQghUhWWAJPDjmM5mHBweMlssaDY7bMsayZ8aY3YLLUop4VsDnWEYGPpWHLPcsCNAs22ZTA3ehXHOFIqoBKERvQMhi2a4Na/sGAJD20Kq/82H2riQnyrcGhEdhRt6ixmWGg9l0hpVJmngp+cvUFyqpkle9+Acqu/EK08VNZmoJa9NcqGpr/qu25kZ5yUEER3yXoi1WEbDFGMgsiu1I8rrzs/O0EVJ1a2JQ48KUm2yWl5zuWx56aVrXi/+PfpXBrq+JwwD3jkePXqE0oqm2UKU791utlxfX9P4hqbZ4EppgvWTH5iyvmM5mEw4/aFTmu2aH37h91E9rFke/1Em0ynPvvaNUledm7cET3N5ju9aSqOp6wllYQlugEJjjXA43OAYejmU952n4APGGmazKbPZjIjn+ORYoN5uwLuert3QthZ1dLKPx6Dirjw6xkD0jphRnlS9Mdp1wLtAn6p0sq7BiCemfzgvin9WK0aI8HM0rj/TI0YYekkJyKGzs3850IoRXAgMfU/c/CG8LWU99z0mOaRaa/zas92suVr8HsqmpAol2/OO7XYtjHjn+PH5f8rB4SHudEBFsbnNtuHq8opOdahDaVH95GrJZttIAOcmaKX44fIP4F9xHHQt11/yF1FKce+Vr38bEfGljyzYvPIql5cXbI0WB1dpbKoMEHQ+VeeoLJAU6XtBA4ZhSI2AJFLXo2MunV+HoSX4nrbbQCKU9kPHSDRWolTY9y03LdYOLRLQSuHdgKLIdAUShHwD9t/L4Ah/SsvzyEJBuzW0F5Bk1HJMXadT5waMsP/p2QlWYzmqjoYYNcYUqMJgbTW++e3L9jOv489J8FolhMBYO4qyjJCmYmSoZ1iFoHabLealK86ASgSQvEAijP3JvZP8YwY8dKo1rkuNTTBN1wmbNqSmDnVVUhRq3NA5Asy5vwjo9GAUYEyRWv0Gzs/PMdby3HDE/Xv3mdS70pWb+aTPb+Scl9aK7XbLkyenXE3XlGWJUoWU8jUK1fUjoqyVKKzpRIYbhoHoHa1WWN9LPTeiBthstzTNljoT90ZEO+MBssRC8AxD4PrqUrrKuV4Mcfqe9XqJaqV3gkkogNIKFZUoSo4NpUQYJaZ+BcF7Qtag2It+k++b1s4XNoef74gjrJRr7NXoJEqAGUdHIHvT1thsBdgR/nY3EXyQ3gWDG9e6pMHSnKSVa7ICoRJJZKUMtpiIg2WKG07bmCOOIemax5GEOyJiMdIPDhUienDgPTpI+1c3RLpecX3Vys7Z677mg+f8/FxKVjeb0ah2XcfF5SWvXb/C2fkp2w8twHva7Zaz83P6uqbZbGiaDa+++iqLxQGLxYH0a3/jdapK9DFMURLqjtA0GCJFVdIPA7XeKbOp0fGSdGHXd+Ohlp3FHEDF6EH5pNFegBLSpHMJ0vYOVPn2vRlJLcH9+H27FFG2rrlUrJdnM5ba7iGJpPWgdpFmLlh7ekPWlHQuDaMtziMi6EBRFIlwrolRiXBTCOjEtI8BvArjAdf3koTWSkrphFTr8THy6NGjpHnSkbk3wzBwdX3NZbxg8I7JdE4XO5quZbXZsNxIEPPqo9eI3vNMfMz6zjllUXLUtZRlNaJpkNb/0OO2G7S1VEXBerOlMDWC5CW+iMmH5K4XSf5/ZD+Fkp1tIaH2XcswdLRdm2r3zViGmCsHfIhcXV5iyoqo9vqQjIJieY2mIDUL1Knd3/N7MokxBxrODfRdn1KHMXEYErLFHrlZQa7Wy4T7vmup64lU60UFakeiBTkvD45OmC/m5LM1V94UpR0bMOXrkQt9d6f2s3YI8uEqjH9hSrbFd6CA0n9ffrqiuz8yYHdbaIzUlcCrrfnte05AyvOP0PYO1pXD2/Af3nuB+XzGb9AT/kpo+bWr70s1pgFrLXX9i6nqKiEAu8UWE7t0JJIFgQILW2JsgXMDXbvl7OyMv3vX8KueKO7evst0+vmz4mWhSt7cFvYGbNO2LZ94UKBXBm01fd9iUp4/L2SdFm4mQ4JobwfnaJZX9Otr4uFdIVlpzWazYbpZ3xQJGcEYNYq1uMHhvOPi/Ew6KvYtESObtCxR2y1dP4gDZsxYlhVjHIVrvHdSypPKuJwbCFnCF4jpcBwvYVyTT8ecZgJQTEY+SzXvBGfkHzkyV8mzl+526SUhooxK3ImETnUer/2Nng9jHjo7F9qkQyely7TmyUv/iBAdH/h5v3xXT69TZKMEEv0fHv1RvnL+jTfuIyRjoo2hGv6Y3FdyyIaQYEJfpmodxoMg58z6tmOzWYtBTb0ThmGg7Vr+vv696EaxeHhMmP+rFMP3sVkqBmMZ+g43DJyfneOcZ0jplJf5DyhCwbb8Top6hnEh6WIIV6jZNkwri04GLpAdVHGAXGppPKYDSIiJH+j7lq6Xjp+TyWycJ0FhAtvtlslcWkQT1dijXtKT2QHdPRPxBeIutaA0fS9oSFSK2icSXt40UZ5VjMLW9t5ji+KLLsLzbiOQ5yeMqGzm7OR0QtO24ogmtTplbErJygEYQhy1C7LmiKyXKKXIMHpYMcLl5RXXiWfkUvAVQuB6ec2P3P4DxA6ev/dhfPON4B1ts+VHb5d87JUVFxfnRO/5kbt/gOkbM+bzOfOrK+p6wnQySdG6QcVIoRSF1mM03nUt82mZqvPinj1J/J3I2LlPKZ3I6B3BD7ihl/2nk8MQIz5KW+yYDvbscGutMUrav69WKw6Pi3GdjOgTmZ+xc8B2YdZNm/ZWp9F7kcjOcseorKGRnIG91469EnIKcfBcnp9x5959iiKRjLOtSu+0heHW7TtJbVOlK5Ah6Eg3Bj55r721Gumt4z05BDGtjrwIi9SaMaSLE4KLH28qppyrRChZm0Df+HdXficxteyUT2GMxnzITGJ5r4iazPm3w5b/Vd9hvbriN1X/LZuQYPYgRAptpBWkSqIdYwQYEws+53gSXCq3JWztmT1gcAMXl5f8rfnAVz32PPfsc2IAPo9zzHvPH5n9tzg38K8M3wIwQs7GGEorxiwG0b4urUkRoBj2mLzbrm24desWZVVTT2Z4W1AXJVprtiGMFR3WFlhTJJGi3UEmzY8UXddydXHBMEhEEBJM3XfCvvZGA0EgN12kubeYwmBtQT/0eDcwdC1924kTsBdRS4TBuPDy7xSycZMUwlMZIUZMOuwFrk5KkHWdY8ERDYAcrYf9/Tfep/AldmtZIlgrxLtUZWBsFi/Jh8ruuYYQadoG12/ZrpcUpU2pmAJqJZExUgGyX+IkTZOcaOvXU7k2L3nHmCO/hAB571Pzm5DSDmkewh5kmQ5O0fyPDG6QQ7zpOTr+D1hHYftnUbF8EHRdjzZbnPOs12s5KBYXmGXDgzsn1JMp282aTbPBaChs0huBsWd7NsomoTBd1+Jci08tYiWN4vFeOCygRlEtoyXqWV5dMVkcpjvL0RYpeLDEvXU4Qrt7cGvwXhTsonCdxpK0BAlKqafU9G83a5wbODo+oih/ZhuZfS5DELgBRpsqT92HgI3iKAxDj1aKEojGEL1Dpf3sfeZxyfv/6rLk18665ChkFDMwpnO1xQ8iQ++dVLDkNaR7zaeuLrG2EDXD6vdgtcZvFGfXhmY6Yeg6vBt4/bXXOTw6omkaVvV/DErx0Td/G0obZrM57UQqp4b2kMenp8TNGmOEtKdC0q8ZUSZJv+qaMUIXZNol4rVoFjjvKHRJYUuqakYICmPL8SANPmC1YTaZUVUVk8kEN/jxvMi+48727wSrpFReoU3Y9fLJa23veeV0q1TKaJQSAuuIYiglMunslh6QbL+U7rfbVtLwpkgpz3x9geAdIOhO07SpY6obA7beOaqyIhJHjo78Pzkn/Pp3XGefW8pAa0xSdersb4eUs+rMbyfqQBm+L+Wz5AatFU0B0mS25jvkg5Lx3Jtv9sUcJbJHJjFKSeJsPkuCD54/rX8zv77/o+IMJPnM//zNF8VLUlnP3IwepDYCn0n7SuEkZKOeiYQhepTX/PrLgbPOcXR4yMHB0ecyPbtJtZbvbn/reJD88ZMf4LddfQ2wi/RCasvbdz3BawYXEtwpC/y1V16mrmvu3buPtgFjNWU14/D4Fkobto/epCgK6qrk3v173L59lxgiFxdXI8yplMaFgdVyRQiRqppQT6a4VM/d9z1lWeMykSg4JtMZWmk++NIGH1pCrei7jtX1cq9jnBpzevL8MhQLtsjVHOJMeheJ/q11+u/jSIZD+gG4sT+66wfqSY0POyiSBLW7wSViTxyd4uy558gzHyQ75CviQ4Qhoq1U2oQg36dQSSY5EkLWfVjTNUaa1qTe58ZonA981fG3SqQ9Qog7kaFZURKdI/qBmJ5HdmCyFlvgrSpl2Rlm7P7nnRfHOO7iCu8cq+WSoZc25XVdS3e5tH9XqxXr9XqcgxDBdT1H0zk+QbN936M1HB8sIAp6FwkMztMOHh+tXGOQToRt27Ddbtg2W3o3oI1lMlnQJccmxkhRlBwfnXCsTijLkrYdRj7SflQWkRxz27aURTHugx1cKv9ly5Lp/JCha5hMp9STaYKChWsSUrdE53p5vbFpn37xG0F9plEWqc3x4AmIVn70nmYYGLqCtuvQWlRgUTCJ/yXeFomTJdedERqdnmeISBQ+plYioIlK88lP/2L6zYrp4ojnnvlBwp7DJs5nwLnAq6+8xvHJMUqrlDJUIkMdRAcgpIojcSK3nJ6d8mn/u4nWYMy/Tv1GxaQoQEe6dos1htvHx8SQ+iWQUqbOEbzortybnhCiw/teyvkoUErz6k/8fa4PD/nIx75UJPJTx1VlRPDODQ6jDQcHC6aTSUohyP5dXi8Z4mguxrErYxc7qKLoiRRFMZZsygtTcJHerI1hOpsxm02ZTGqePHpEUYnY1piiCWI3YhCVzWHopNMpEWsN9559kPqctElkKR/qPV2S5JZGV8OISmYNnnHVj/skXeZ7VHu9p1LhSAZTuyh3HwbNX6aUwU2+m7L7Iwx9LhOx9OV3jZOkxosRpitvnfic70sjCIZO02x59OYbDM/fGqO2G5GbViJFmroA+sREzjLIWahCUAjGA8vs8SGIcPvuA6Kx/G1zzo+v4auuT9Af+vyg7v3qhG85+43EkX8Xx2t0IVLXorceEtoRQsCnfvCFLbh77y6PHp2yWi1Tn26HSjDrWLOOGqG1mKJE53wSrIksDo6YTGf0/cD16RPOnpyyXq2kd3aMmCgL0BrF0G6ZzA+IBAq9pVAtWiue+/SKVz48w+T7ys8qpwqIaFtQTiZoW2Az0W4Y2Kw29EP/ec3jFzo04ggOfZ/8ll3/eNitoZh4Hjn3ns+STKgd/5YO1td+4u9hbMEHf8FXjq8zOpGehojRRkpZjfxNUhRyZNvEX6lrqVsO3idjVRK952+c/zF+zZ1vJ7ieoVcJ5pT2qFz/h1DX4DMZNKfYsrFWYwVOjPkwiGPqSJwPOaT9MIjGO4ASjfu+H5KDocaeACIBTpIDFouZ1/asLlFId02tFCfHCwqj0Honn6qVZrlZs+08yohOQEgd+zbbhtd/4u9z5+7XELxUhFR1zYPZA+qqYug7prOa6XyCQuaq6y7HPZwNsTxaETkqy1KcmuAwFKnkGTK59OTOMYW9w+rqEjQMXcOybwAh3Lbtlma7FWTMO0Esxgj9X3hf1u07DWM0RWGIMcH7UZzQqByFLcaeJc47KusorSEG4fcQBc0lCuH31y46RJtfj+ml7Fw5N7C5vmRoN3LoZZvl/Q3kJa+BzWYtEsNOmuv4bGuVwvvIcrVi2zZyqPY9znmq6ZRKafrVigGJ2idVyfHRgsJKGbl8kXyXd5HL5Zquh4OmwRiLD5HBeawNo5yyd4MELiEyrafcvX0Pm8iqgAi6hYgtCgpjx+8YBkfnJRWqM0SfR9rf08mcyaSiKEv6rufy/JKo4PDwNrl8Na9GY+DgcE5RlUTvuPfgrhzk2zVtsxpTNiK21Y8NzpwbGPwgJaJp3nNJYdw7H7Mk+luFs2608s6vVbvf8RY9q7eO90YIssejsqKYMJ+1sYTgUFGN7WAZoyW5iM5+B2bPqdgvy4gwyjPvl8YRhb0evJNrV9IW9ZPP/mIYc8C7iRCt7gFjduS9XT5YGN7xrdcwwsMRHRlr6SMCtW63DS+++BJnBxdczU/h3nvOkjyA5KUp9VZZT7UH8+WYRQ5VYzS9ky6HPgRMUWCrEjspCEZxdn7BdrtNLOyUn4+7lIdUTgS6pmG9WvHkyUPKsmC7aXBuwFrLcrlks9myWa1p2xalFPP5HFtIZOGcI6LpthuGrufDLzcMcYunpVedQGRZPz0E0YdAGlUVZUVV1dTTKZPpjK5txKMNnuglT2usxoTPz7H6Qkcms2pj0D4SCaJiqbJiYNzbWGEsATRFOTpoMQqTPZJycUS0UYnApXj4yR8ixsD9j31FymGnNZZK10iH8TCI0RoGiTyLFC2EIOzvojAoAr/mzrcLXhZTGY02lFUp3I2+o4+5Z/p4l/K/4Al+2P0q3493WFsQgFdf/aUMLu0hIg/u/l1ccIkoBWSkLkqDm6qKe3MJNzpBKo1t/zDOfi+TuqAuCyBIJJPEWbyLOB+ZLU44PJnQD57r1RJrCulB3/bjIRODR6vI0eEBLnXM1CqjfobcxMj1A+dPHjF5/kNoZSWKVAFrNSe3j6jritdffoWL00fU0ylZ2jhr2w99J9GjF6KiSw3SYnIu8oFS1TVlWVJYi0YY9U9ruD2Rpn1CmtY6KZOK01MWVtZ6BNdK/5YYwrh/c9r2ry4Lfu10C7q8gfDl+89OQEgaJD7ti6wbI0s8Q/A7RwFSBQ6M1yidKfsxHRFjRM2+hzAMDF1HVVUs5hOmtUYhRLxMvAsBBh8IQXHv7rOU9YRN0yb0YA/1SukQrY0ERIMgVVUpYkTb7RZjSybTSsrjx9bkejxL+nbgjdde5v6DZ5nMFrs5iQGlAnfu3bmhtTIMPavLS7yTLoc+iEPhBsfgkjPppG20D9JrJreuj1GCCymXDOO1FKUolapU0bXZbhMyaZNTmyWRSe/ZNeDKKeTgPV3f78ECGfpgVE3+TOO9pYv3DGbfd/hrj6u+C729QPoP5PLAHK3+Vsru+7DWYLb/CcP0uxPJUO1F6EkdClKZoByY2dhyw+uJKG2o6hrnujFCyQ9RID3NtCrpe0XXORikjC6OExhHJvgII0ZGEse+h2XLkjrOhVnLTXLZO85RWvBxzwBrrW84BBLhSf7PO4c3jsE7hsETvJMDtZ4xeMe2a9huVmPknUv4SGhAjoryd3s3cHb6mMuLM5rtlvXymhhFxUspiXhWy5X0nEAxXyxk0YSIHwasSVB5BOdEV2JwjsLuNn5GXK0tsWXBpJ5STaR9b1lVlGWZSFeay4sLuTzX4wGtw4gsPa0hZ4ogUjmPuIv80xGYHdMQBQUQiGl0FMUW7+5BjKTn9U/84NjPAdSOIJic1dyEy6bOfCCkr6s3fpzDL/tVglSkCCQfSjppFkCu2JHrsMYwq2eEwHg4Bu/oe4cxKsG4ORealBhTZNH3/Y5I2HSg1CgkJve4R3ZKj94nHZCcJlU5105e92J4b80nyHIXp6frBpwPFLZgcXBCXU+4/+A+Qx84Pb/EB0+dHJy8mLfbLcvVkrrv2Kw36fARWfKDo2PqarJzphU0qzWXF6dIxcBA13f0XSuCRyGw2WywW4u9ljbrg3NJjTOgrWZST8g6EW7YY+6rXQMlSeEVEn3jOZgvvmhr9PMbcSyeyeTpwhrKasLEHAjhtGskes0qeTGiFfy6Rc/QO4H1Y04dZdhZPj3XzefDbGcr1U2BrpxWI0IA7zzWmhEhCvs+pBLb3HUdNlWHVZVB60BQolTrMjqAoihrjuZTDg+P+MDzz3N2fsnrbzzkYH4ougJa44Z+dGa7vufq6pLpdMbQD9LpMiHSznuKleH4+BZlWeVsvpwjWgvyohTrzYoudUD0bqBrW1FKJIydBV06+DeN4XJ5TvBBSlXDbp6UEnlhay1aKQbv6YeBrPCaN1N2/CV9II5vYUrhOpgk22+kuiGna9Te/s1lzSZp8Gy2W7rYccPi7qMI77KiPisdAvlSmbxGfTv0fSIc7XIV+wZ/yzdhghJRj+FqzM/uonQ9tqTNm3DciKmO2CiScpSGGFAEptMJV8YQUh4n198aoylLm7TzDbZ3iVyVKwtkcYeEQISYVdH2cmfp/sqypKhKKjfFasMliv/kQ5bveWkge4xvHZls88dv/UW+5fRfuDH/zg383rstX7mSBbY9bOmuGwpj6dqOECPz+QEow6bZErcb+rYjekdly71NmO8lQ8UheaARY6RfucCkYfQ6bWFS9y0hHurkQYLCDwMBj+gfRfpBDpPJpGRwDUoh6QGEK2AKy+37D5hOp5RlPba+zn3SR0KpyXmyOP5+eIqRVR7jcxshz72Tbc/Jgp0P9JYNMDpGxJuZ69GhjLn1qSKXyWXlw2wgQNbLnQ9/+c31xw7h+lvnf5yvOv7mnUNGQjIy+qZ3znI+9DMxbETJQuYOyL0K7B157rn/lZ/+yY+B0qkihPEw2BmodD1RIpqsyLabk72ug/Pvpiykq+DQ93SdoE2Hh0csFgfcvn2HECMHi4PEb5EGMNYWDL1oaxAj6/WK4B0Xr/wj7nzklwqkmtZ9NZmKPkjUY/+Tpt3w+PEbYyokQ/skZxgixk6JMUVkIXeZi6MjYrShKisKW9xwFLfbLX3inAxDP66VL3Yzn3cfiRj9VnOelx4xRb7ScGdSlDRNM3KslFLgFM4P+BD5a0vLV9eBiB/XCjGOXfzGtUnSidiDrFUqB8jclEwwj4hjIu3t9d7rw7h1IFVK9D3V4ZyiEO6G9z29G9g2HXUlbenn812Za1VXLBYLTk/PxNFcLMjr0KdmTTnw+rG/95coi5J7H/mnxdlRKvVxERRqMp2J2Jja07TxnqbdEglsu006DsTO9sMgaF9CL7LybVFYSTtEQUmGfpBAN81dFiwzxkraY18FNe0jldKqfUIPnXMM/UAxLYkK6skkld3vVzPtSJa5Oi0Hx5lcPDo777BWuPnbG+OzUioEUn4uK7IlGFarnTHcuwSBfQIqMYxvXpBE/PvGZV9xK99wXZVYa4iI59a2W5SepAnsR+Qik7q0VlijUFFLLjZ4jJJmEt6lulsvLFrnPE3fM7iUmyH1O4gknQVDUVVMyorTohwndn8rxhs3ljZRYu+DLMzVasVydcXr2zUvXmzTRhFWuTGGGBVlWTGdzXE+sG0aVIgUStP0gxwsuc4/BJSHoevE821bqSGOXhroRMmn+XQQKaAsq5EYltUFAWJykJTR6LjvYPjxmfeDVA44H0GJ0Mz8/gOqqh7Jm7x1PtKhJWmlIhE2Fa1q3jphT2GoFDkD40H5Ti/bOadvdRJIv8p6GfLyfY6BbHSpP94RGHOKa//zxsM73HT49olJuyE4n0TtTiBMdnDjmDqK+07jfp/29BF7GvhjTHejMVM22XsOjto/HGQOR9VKBdO6FJEhQJuSyXRCVU+4des2i4MDjo6OWK/XRKTktu97rC1QKJbX1/SDlMp1TcvQdVxenLN4pqGsJiPvRMR4BqIOqdeJZvADbrPjpWTkQCudIjC5b2Ms1kh6JsZA1wshyzuHLhRKi5Ki8G/ieO8qPcdclZOh9qc29iL3/dV4I2rfu3YVMzqQxLQixKzQGbPjyLj3sz6LaPvvleTmtTWKZSR0KK1JuZS9vyH21dosS5+djHzdUu1Ta0VVGkACG+cDwYHRJbdv32U2n3N8dMxkNpPD1Eu653p5DVoJ96oXZEg6sjZkyG91vUQDk9tX2LLEFiXO+dEZzKm7kJRB+16iaTf0tEOTRO4Y17/zfmwtnp2jbANzD59s01E7yfKsORCjlG3XVX1jr8maVTQRcQiidGDsUxfhECNVOn/2ywVlrQoPTSdUwIddADy4flwbu7Fnwd7FFr93++Nk8IS5bwmF3fMOhaEgDN0dj0Cr1DMbxhygRObiLAghJCTGYxwNW+5PnlXKlZKJNMawXq1Zra4JQWSHQ8glMnJ9GfqLw4CxNaawVGVFXU5xziXtcjHYTdsS1mucb8g50WzgvJNIYzKpOVzMmekZ3/uy3x2mOaRiN69yyBu+5ew34qOUQ263W/6t8BJf0a95+A+/j4uDb8Y5z3Qy4eBI8nZFWTFfLCjLCte0aKWoywq7OGBoW6wxAk25IeWpoInSEnS9WuK9MIbbrie2wjrte2GjK4S0VpbSz2B/CWgDVhmcV9J62u8gLoDZbM62aehaRz9oyrLk4PCQOJmkLnRgizIRQzPSw7jxlc59DTR6rLt9OmNfcAh2QbcYdz3CAXLAylrdlQvuHeJ76/jvLP80L/CR0RCnD4B8qKgs0pXeGiOZDkCUuTO2SBUnO72N7ITsmfukNJm+J0aiF5luneuLw+69++8P6d5znjffz6uv/CJQ7R7ykB0FhVJ+F4Wwc34y2pY/SxtDVdUYJbKyq3XDfHHA0cltDuYH1JMJRVlgbTKQ6f3S7lkQveDh9PSxKMTlwyTxYbId6LuO6XRCluxVUaKsyXQKUY0dKTOxcpzv5Lj0KY9aFgVGa0KQPLv3IXFndk3Vdg5aGO87X1PfiSjYU13He//M4XY+mOPeoSuHSk87bGjb7cgd8GG3lpXS/LpFhxsiGYLOaIBWaf+WFhWL9Pk3q4R2aQXh1oyHT0QA3dSMLneRzDr8Ob0cY2Q2qVJTtSzaVjCb1lRVxUc/9iWgGInJWVCobVvWqxVFNZeDMAbWq5UIrTVtQozT3k3PUhtDVU/ECcycFNL+RISe2qalrCtsURL7LVVdoZQe079d4jkE7xPaqRJa4FNaSVFXtTSmS58ZUfTbDW3XUxXSBEmCwF1aJqcXfFKnFRBSft5ut0QkANx/PuyhiuO+2fs5WeAR4XjHlfQusdl7cggUjDeTYQtBlbJFUTfEWRQKa41os6vd+0jTaK0IG3W9G+V488RnDQFZDELimVVz/u3Zr+cflDVtsyQiNcw66lQ5ABFF0w50zcBEB3Ts8JRsmo7lVoR/6skcHyJt27LdblLDDJlMrRR1Xe7t9zjex3cuvw6meSOkxZ5YnzkVYm2RfCeZm74fuLy84pc0K9ow8Mvn/xLDIISToTAE57FFyZ07d1ML2908ZJKbNlrKnZIH3DRbcbpIMF3wI7/g6nI75q8S1g/B03YN2hpKK610Y1KJQ0OzXrG+EtERaZgiTt9keoD/6ue5+0OvcnV1zfHJXRYHB/Qf/wU01yteffmTTKZT7j14VqC3pDO+j6DkCo59Muc7h+Nf/BERkpTSWgRsFIDoM/zty/+aX7H4+jG8zIhT3rgg6yN3Q8sRf66jHyMJGKOrmHgDcu/65l5hhzw4L6JGu3h9F52OHxjkDkjIQYhyfUPvxrLa/MKxFFRLr3aDTlB6SMiCGMjnP/SPePG1Xyj37GNy1OV7UpEX+UmGINFcRkCAUQZYKTg8PMC5yGy24APPfYB6Oh/3QCb8BjewXYtxM9ZST2qGBLtmJya5VGJkvWfoelx/idaWw8NjyqIabUllLc6JE79ttqPNywhVhmpB8tFD37NNe9MmwSmrFHHw9J3bQ0xSi1wi04O5iEolox28wyME5Kc6UgCUA7J95AiyJozoN+TOfc55Iaml9+fPyYGQGlNhKf3khdRdPTjGlCfwymr3xijPNadyQKoBcjo5X5JCYbRh8MNb7IKmqmt8/Tuoa8vl1ZpJNWOxOODWrVvcuXePZrvBWIv3Q+J4ZcdWUZQV9WRBUYoA19APrNdSCnv64o/IJabn76Pk9Gm3ONfTbrvU4OoQ1zvWcZWuyVBPJlRVPb4/xIgmVYI5EXOTtZaFnbJaomfbNBRFSYyyFkOQiqEc8fedKGI2bSN/T2jvuOKTmqAtbBJzkYl2w0DwgYF3FkHSOfWQnAD5tL2EUnoON5aPUkkG4DMvsffmECjJifbld44XIaIKsIdF5mtIHqeisLse57uRpEuDGwVERm8zL/b0QSFETO6klaIvY4xs6KIEJ8Sr4EX8wUVPWdcUqqcuwE4meF3Rd462XbPZXpLVugorC8y7iA8iMVsXgeiF+FcWE8qiIsacH5ORhV+cGxjcwH/2Qsn3vhxEWGbPS45RtNB9CGw2DW3bIYi9iKwMQy/598IydA43uGSwxTrawlLXE5zzXJ1fsN5s6bp2zJH1fUffdXRdz3w2l3w+xdjpTVjx4PoWVxSiaBeFCNO3rXTJa9t00Ow896IoqSeCrmx/1Zfwpa/8KP9O/M2UpeWlqkJjePa5F2ibteTt+o5gDN47hr4DJK20Xm1wbhCUYM94PI2RSzyNShLYSvPoUz9MWRT4Z/brs8Pose/O8JSrS0YpII5FGCP23evyYaS0lMbpvXUv8xshBkJwtO2GrtlS2INRMjbrmOfIK0d/Km13Bcnhi9jCMPQucQqkYY+0oNXk3OJ4zClFTLl1rTWvv/blTJ47IQye4dFVfhVpIm4+qQR9lmUxfpdKTbCqouDk+f8bk1rK0oyRQ7htRPikntS88dpr1NOSGAzNIPnh9UYi12FwHB8fsVotb0Q7KHGw68mUejJjcXREXU3Ipa5Zca2wltD1VIm0pZQm+iBRcYJ5I6KFohCUxijFpK4JCPFt2EtpRucZIfUgVSQQpRcCBhUsQ9v9TC3Lz3nkNNZ+NHgzAFTjGswwUQ5ORpQWWV9aSVqUlOfXWgul1OfjWxGbAbdqmZb1+A1xtHHZKZDfSjoy/zi6Kozy9tnpUOAn38vtaUnbOebTOffvP8Pi4ICyqggp6iYK+VVrIX0225a265gvDsShyCnUUShP03ZSNhpilJbn2eH0Ipw3qSvKesozzz2f0p6i8zH23Mn+VQiS4koOZnZ2dstzxyMLEdpuoGULCKFTpd+HsOur47yX9CyKylh0sUtfG22ICmxV4YKgikpraRjY5JbmEWvFEfepNbstRPzP9S59TkY+Qn4sN0YkjuqW6l0UNz9LDoEaF8LuC4Bcs+1DQlTVSDZMV4cxajRU2eCKbCSQUwTZ25GvGj1gpXLLZJmksijo4sDgGrKMpbWWhfoOvtW3/IWpwWAIQch6ZVFSljNQsF5f4p0fN1Mu8ai1ZT6fUuuWxsMLr/wo85kIV0wua8LxLxvvWXJdfiR+fOs/3rJCMZvN+UMftnzrP5JymX7o+Yn7hot/eI73nh9q/zxfufgtO+hNkp0MQw+Bkbcg+0Y+bzqdc3V9nUpVkiBF8lS11kSlKOqS+cGCuqzohp5Vu0k55sh/36343Q9fRWnND5+8wLrvGFJtq0SzQhg0Vuq2y7IgRokqs7aBqNO1eKcJwVFUhsOjOTEOXJ6fpRLDnNII3H3wgMXimOXVFW2zxZaWqqqeItAq0G+Whi5K4VIU1mZQIB+142E3xl6pTOUtPvYuUi7ghz/0cb6mPBqFfEIICcXZc27zzkzvK4sCFScp95j12EVOOUdEIx8gQNBiWLLNyvXe+RrzASCRh9/tF8VoqHflh4Hnnv1fUNairMZ/wNFtb4rthIRKjGfIuOf3K3IURVlyeHAgJa9ty3bbMFVJWU7L32/fucd0NuUnf/KTTJwT+ViSQFat2OpdI67Mc6nKWsr96hpjNcurS9x0YLttaJst9bTm5PgO2lpm1SH37z9LYcvUbnbNozdfFfnajODF5BSmMkhX+HEPBNTenGfiHOM+zSj4WNn0hS/Hz3vsYOObzsDNPDHpUEspWO/Hdrg7NEsQRJ0OF5NRX1LAEj2+b1HrltIHnnvhh+hbqXiRt+egbfe9cjjvHA6xB/bG5yqddF9U4M7tO0wnNcYa6qpO0iASTV9eXXDn7l1eevFTuKFnsTiknsyIKK6uV2y3W7abNX3fE4GqrjlYHFLYgq7t5KBHjedKURQUVU09mVKUFUVZjU59DA6CGgWQjJagyGrNdDKjricjGX25vKZtttJFM2ZSn0KV4lR556nLgtJanA90/YAbRBjJGIMpC3FKc1AdI94FvPIi9qcVhGyLpKxfFdLd0yfuWQiB6ETwyWiNC8KJUAlhUEpAxVJrtv2ODBvZPb4bkM07jPdECBRCItK5z3iG5vLnZ8zvBkCRDZosvsyszFFqhlfROvdz2xFX0ndaawVlSAa9MAYfJaXwvx/+pNRID98Eg+Zyc4ktNF1nsUajVAnR4vse74W0hC4ZhvXo2RqjKApLWVUYW4ixHcQChCiQm/c7I900G9abDX/4IyVaK5w3fNP/eskffF7ze4HveclxncpRltfXPF6eYYylLCvodsY7KxXmJiU+eDZpgW82K4Ib8KFku20kmmwcvh8gCp+iqkpRa0sSlH3fQZByFt8NUuamNf/m2RsMaAyizGiUlvr1tEHH3t5pMZVVhXMyN+22wTtH125Yr1YMbuD06HHKBXuUsTRNQ7PdELwjRvF0xwMorQLvPD1dWkNPj6EtLYiTXn0M3P3IL+XJi/+LpFAGibRN6t8g0LE8e601ZOEq5L50at40WVT8yotX0M/dQg3ClDYmp8Y0hF1KaURcg+f+R/8pcmvddEHklEDWBhirBGIQ/YN0CMcYUl3zXvtw2ClvposcI0niqPme133XbvnrFzMijl87bd5S07x/SfKdOS0R968zGdxcY10UJT4EQYyCT90wA2VVcnx8RGEsL376RerJlNl8gULktGOEohTBIaU0ZTXhY7/0n6eqJ1xfXVLXQriNqZTN+yiGOynP+TiwWl+jEUGovu8lok8cBZWJtHu565AOTLEJ6fnktIFKTaHi/hwk4/0e5cdf7DGS+uIOiR3B2fE6w5g7F18o9XZQguqOjeRi5C9fW379fFf9M5a3BjnQH9z7Qf6H9YT7m80Y4Of3vj38jFkahZzzjyGOHWjHwzMFcHfv3GVwvaSHvMe1HUURmUwmo5T38dEtiqJgs225ul6Bhsl0gXOOskgHu1I0TcN22+DTIVtYQcqGoccWBWVVU9YTirJEKbi6uhDJ5LZju90QvGdxeMDx0S2J1G3BbDbj8PCYyWQuOgwh4Fyka4VzNu4rY0b5/eA8zbZjKLL+xi61XBQWa6yIcQ1u1HbIPpW2ZlyDMp9p2WotonUxEjupUgteUKsb5y8wuIx2Bpq3iq6lf0QxMXvBytvHeyIEaEkXGKVGf+Cti+Fmfjg5AKNB3G22XS/4OE5kPpzQchDnMpGYHAQRW3FjxKO05s/yjfym+CcJnrQQPCFqNutOSkEKjXMirdkPXg5lEjM8yAHmoycGEeXp+05IR5T8v+a3+b93V0lyVaK3f/d4ybk/hTLChUpSyJHfc2vL1RuXDM98gO/7+Iyv+Xtb/r2jFWftGV9x2TGdzsaIfcy7JYTEp7ro66srlteXCXXo06LpUgQoteeTpPw3pINk6CW/FH2k91lYSBaWKVIJlTHMjm+JAmJR4Ntmx/PQeqz0iCiGpPKFkgU+9APD0PLjtz/Kf7f6gwxh4DeHr5B0TeoXIU96zw1MkCbsGdwQ8C7XzD+d4YeBkA8FEuwZsu7/rqwsaL+LctJr9st8cupM5g4O734ZtigFGtQKTW5AEgU5izuSZs7zCoy61/cjEx6VoDV5iXz1rW9LEqajv0AuZ/LBj2tph9pG0Dp9fVZazNZmzLnJugiRX7+Q6Mq7wFs3dYbmR1xgL6LJ/x4VNUMQDQoNSluMlpTBdrum7XtuHR9zfvaYbbNis16jbEGVItf1es1sPufg6BYf+PlfST2RZmJt21DVNe22wVrJORdFwXxxyGS2oChFQ0Mpgx8aVtdX47Xn4ESaEGVHYO/faa5ispBqnCd51kZJ8GG0xpaVOCJe1BxRcYRln8aIe/+VHUb5acchyMHM4Bx96JNt3nPu9tRhf8OhI3p2SFNKV2YnNldqiI5G+ua9733b9WWnir0ANK3xHdCkmIb/EmN+P92QQ1WdEJwB50TeWxtNUZYcHBxQVBNWmw2vvfIqB0cnFEWVCKKJBAoUZYnWiWAaIx/40l9GWVfJ7utUVRAkTx88dTVhu224vroiBEdZCX9M76UQQpQeH7m5lY8JOY2gsoNDRpNIwkQeHVKJoFYj0lSUBUVhaZyTxkqJL5adfOPt3vO9EVaLMxADMepxTsdXjqWIO2GmzIPZD9CzA5kJoO8GdX0WCIFKwli7gz8bjRFFyreRXElFNpx7AkJpoeUyJiGixdEoqvz2uIP5QhAN9GEYyPLDPjV+0doSok4SlxrtI20r2tYxWqCn7z19HxgGT1mVOyMHZHancw6XGkjYQnLMgxtwQTSlm2bDwzevOD19krzM1O42Rtqm4ez8nNXBEu8qlsslj9rHLJcrivIQYwrW69XOoKYHLPKrPf3FOavlkiY19IiJkOK8aOkHF5hMpxTWEL3H+cRKV0IYygSRkJwtmw7qtm0lSiglchtCxO2x/aX9tJG8NiqxZQPGFOlgT7XC6TFrYyirirqWBlJ91415SCW+H0bbG3lOYtyJ/dzArN7fsd9/YH/kzl9j9J8dgD0gLK9REAQkB/wxQt8M4FVqob1zv62xdM6lTZxU2VQEJG/nvZecrta4PWEegbA/02aN5DawQe2XDqbrjMIjtdqj8ISoRkRAx10uNz+HUdRoz4nLQ+02M5n/k0vS0tYc77coLFVZY3WHLSoiHjcY3NBzfbFERU/fNazXSyK5CZlOQmFGVNkqQeGMMaOEa11PcEOPD1IlY4whKkN0nr7r6ZqNzEmIY7c+FMmhU6Nq3y53nX+XUkPRk21RvmFjBXlACYl6NjvAO2iaNd6J7ko0Tw/lyvf41uclSyaO6FKISb3Vu1Hcat+ZGxvNkVGkndOrEnSulNiKfUeA8fXvgDirmxe2P68xXZ9O54X0V5F0XFkUgiYFj9aRGFo22xVt2ybSrKIoxC5eXV3S9Y67954h6JDUW4WLVhQl09mCzWrJZDIdyellVRECbFZLOhU5OjpOLeeFpzKZzABJYWXSKkoku1era4xZ41P129B3kn+PGUWK4/xl1oRC1rFJaoHe+VGDJQeXIYk8Zad+13SMvLnGGQ5jpL87fnNqXp6PBB1ScJct1c7e3nQiIer8DD5PhCAzlzNkmC8qpqvMmy47DtmWyEWndr4pYsqHaG69mqFRYcaG0Z+RLoXyXS5ETIKVfM7dOwdobP+tKWIWz+1PVY4YFM7FcUFnNLTvOhQ7GVnxBrnhLOVNo63mx+98nMl0yvHRIV/25iWPWHF9vRTjZAv2RWfatuXfPVrxu37I8W8fXvMrnjhCrJlMZwzOY5pmbz5TYyUt5Mjr8zOyj1+OJSteyD7aYApNMZkQEpoQFSgjbYhN3sgpKhS4WKKvv/raf8bH1a9keX3F0PV084O0zlTycHc5tv0QMdeZKyVEt1yaY6yIDYlQlEL4g7vPkKqCTCCVeczkG1l7e6Sx933ciFnG/7z3kX+aT21eQhKYO8b1GFFmR+aGM5PXZjaQIqmaI2Yd4a9/+pxf/aGjxJOJuzWX/im93dUI76YvFichrce/efbH+dXH3zReckxRSTZCIUSKohjFVZRSlNbwu8KvZHm94RPzvzumFARmTAY+3clfWwuv46vrfiTN3jD0e059TNecuzpm9EBpTVWJrrtVHcpA30eULrCmpN2e8+hRjybSth1Wp8ZiSoGxAuUWJcFvCM4LOpZqM5utKBVmmD5GUVpcbza02zXO9Yn0R5I5l454WZZVKY1ROqGN8jNJgMsag8/7wIh8tdJSgVBYKzwCpZjNFnRtoO9a+R5tCOZprWHGZ5/3180/MjoLsj6SRK4PkBtdRZlPCxgLRvmb4mwkLZa0CkZp4Buxa/aW3z4POdADbhBq2V+3ae2EICqWZWlk/2EwJqLihuX1JWdPHmOsZrW8omla2maDQlpqZ1LpZr1GEaknE2xZ88Iv+eewL/4Uz37gA1xfXbPZrKWtuy3oOoH69a1bzOdzUNJpcTKdoxQUZTF291SopEy4HedC/qVvoOT57M5ddcUWJltpjTjb1U5oKCpBXfbi6N3cZwc/28/0MHfrfz+wUWO/gv0kVtz75/7BdtMpSN/zLkjXe+oQ9OV3YtNFEVMftWzAVGroOMKSowuzg0TSAtrV+voxCs2wqta5PpgxrbCvuvaH7A/zK8MH8SHwl9yGr11JFJYnSWvDt4SKP1UIo9p7Lf0VdMQYn0px4niAZQlIIS5maFfybf9iueAv9tdYGr7RWP6fi4bN1bVIbdpSFAb7gfVScmveR9588w1+x/U1q/WaL7OHTCYzUQVUhtn8EB/kHsuyZLFYcHB4jBs82/UapcBpkXrNnAVTiPd659ZtqqLk4cPX8VqhiwKlDJpU3tL3DIOTFrj5kAqRQmv+oPr7/KrimwgGwtCnRZaXSIp6rbTfzUI7Q59ziruGUCHVn/fDwPnpOSjpPjeWPSbpXaNBZRRCqVHISmuJxp9W2kAlXkAKotgdezFdn0n9OMyuRFYxEvfE/u6lv6Liq29/O0PXJecquXQh8hc/8Wpi++88+X1kTKXOaiFxA2zqyJfz1unrdr59iq7EyU4HdNKM+Fj5Ozg8PKKua0L0hAj1gzn/+PT3EJYqEQx3ipz74zfVXw/AOv7ne0GJoBCj2Bc7JM1qgy1qnFvvjL62I1qgbc226VmvW4n8qxnz2QznHW3XUBSWwQ30XcdGb4hR0zUds0lNTAxsH0T8xRpL10lTJQKp3NbQND3ddsuQpGjz81GlwSR9fFREpdpzhZKmPkSEVC0IjbUWHUSSFq2FCR4hoOlT3lcXdhT48l5Y3PpdmNnvx/AuR6O7iBF2iE1OSgUfiAHM4Mg8A6WABLNjFKUJfOziK/jJg79HF1IzrMhIcA0hYo3lN89/K+ftH9pdhJJmYft9CxRywOTyuR05NxMh924irfWyrCiLgqG7pCgqbDnFWk1wA1ppXn7xU8wOZnRNw2q14Xq1hhgpypKqqoXgXFZC4qsrvBdRob95+sf49ud/t9jUfqDZbjHWChKXgiWtRexO6Qgh4oKjXW7ZaOl4S0KRiIn3lqoZtJUKMSk9vVneB7vDfOSbRKmKU1pL6W6xWz85kM5IOQiJsK6n+BDo+waiH59HTkvcQNnHQ3/fadulRfcmnZ3tT/bkXfhc7+oQhBFQSl+c8xU+oGyqADB6p4KXbjA3ayBLXIZAVHJjuXwJMolFIiUxXEFKfNSOhLbdrrk4f8KfVWesNg3eQ9sOux2hFDE4YjAMRJzLTTRSDXjyqo2xoDQq5LSqGh9GdhSkD73A4qD4S6/+Zywnv4mq1mhdgbL0gxcJSmNxQ4cbBn7iJz6RVAgLhsMZ02ki0BSWWVFweHTEnVv3U8vMghgcZXQUWtGHgDFWkAFEuXBxeMTx8S0ODhZcXV7S9h1Nu0WRNuQIY0nnsDwV2mjqSc1sNmO93oiwUXbixrWRBHjQaGtFJ9sWovWd1Lwg0neiDd+1DVVZ4buBzXpNs11x98EzjCzZ4IU9OzgIw/6KTyon6Vh6SghBUYrC2OiJ70FyIORSrQTmG/PlyGUbrUXFKWR5YHGO/seL/4pfffTN2ELmz5HKRhEtdZcJieycgp0ew+6ADpmJleSOVe75ESXKiloOOa3FYSkLi2o0f7H6Nr7Ea958cpGEokSe+8GDZ/n45Lv5oeX/W/ZoOtX9XmpEKWmmFWPE69Q2OZXxzecH0kM9kgSxUupDqbQnGAmx22bL6ekpk7qGCKvNlqRKw3q94snpGVpr3njzTR7cv8/gAu1yTdl7qmqC857VT/wkhweHfOz6z2CNpq5KlNIs19Jt0G4K6usJRkl6pR+EY6ONZbvdoLTikz/v35QmMSESw0AkpRSVwVqVUohJfExbQd6sPNcQvEQh6Zm4xNswSnN++nBUm9QI2vA0Jbh3zulbfh8iyuxB9LsTChUTLyuAUh5jDbYsUOUEZw7onRkjd5CqAx/8iHwNSSkyjuFwJgnuxj5xVsXkZBszyhfrMViUw0grmE4nhKiY2UoObB/+/+39Z7CmR5YeiD0n8zXf911ThSqg0Q5AWQBtxnIMOZwZcqbhGq4b3T2GbofcJXclrUJSSPoh/dBGKCRthEIhKaQfIndXI4oSl1yyDVzBd3NmOEtyx3Hao7yBawBlr/nMazJTP845mfl+91aB2lCjNhSVAdy69zPvm2/myXOe49E0DqEnTFbW0M6n2Lh6DXfsW4H3IyxEUSmqsVzPoh5PuFS94Zo3jRTw2dy4hsWcc/7broXpuXsnQsBozCWLfQC6ZoHFokHTLLC5eQ3wHuWoECVRhK4L8H0PIh+bGgVZ27gr8tl6VIvpX2sI8JnTQOO0aMP1U1ld12N85CP3oFm0eO/d83DQTqMhyiq1qgfnoA7wAW+R68HJflAWR6BW22WL6dL4wG6Hal7Wi6rJNF5WzRAQLasomJAEeYcQ4ElRV8gsImJBQAqcABk283sfqz55p/5YLqP7W00Jsj5W1wvew4Ue3hv8Bmr8Y9LldnF9AMhhVpUuISZQ2p7VyRgg4MnxXoQA/As43HYbm5bYTeAkVdCzT7kagWyJsJiKD74AYNC2Hba3thCIUFiL9bU92LP3NlhrMZ/NcfnKJfhugT7mvbMJuawqFEWJxWyGC1evwBqDpm3RNo10weIKh4t+gbZpUZQVykr8wN7BFAb1ygSVn+B/NPtZnBiN4WcNjCUYy2vuHbfANVJC2ViLsqpRFBZ9DC7kqHtrCzZddS3ge7iuR1EWKIsKmopF4EZV3iBWSzPaTMVDW1EAdH1U+uMciwm7U4pNh5Upl3L9r+oOjxdr0Gj/IIxOkXsqHgKxvgDHeo0FAfYAeLHfRmlqlAS4E1ewaLpoNXnh+2/gsc/eldxkAAJ5WAsc6zfhOqkIKK4XPbzGGDy8vg4KHttVB7vJ/nFrmLm2q4SJ+R38e2YFnsDlXp0HBY7sn06nAI3hnEfvtcmRjxjISrGdXKsJwWM0GuEXF+s48pFPxUBJrZfx3jvv4s/Xp2LlYW2rbRrMZ1Nsb08BHzCbzUC2QF1PxL3lAQnMq0cjmLIA2QIWFtaylcv7DtPO4cBbfx8/+3M/jfX1PajrCgiEy5c38IPjp9G6DhqYZYwd9PbYU0/gvcdPXPhdfP/gf4Q+tOi9B5lS3CBOap14sf4U8B7o+g5VxW3PXee4WJW4cGNJdQTsue1OuJ4wm17DYn5N+NsHN4f9cQ23bmFmhHaFz1MIwHhuxMpFgDEoC7a0eu9BPcGJK9ZJMx0bLFdzDQ1Orv0hXBNiS+MQEGulGGMxDn8b0/Ifwc+Vv/NQMKvuI25gZiMNA4GrOpJFXY9j4G7wASgJRckV/wICQjHBdN6gaeboHVuR9+67HRd/NIfve5y58CN4HwQwdOi9wXvvvoPReIKNjU2sjEew4zF87xH6HkTc64L7KHDPFh8rNGqMkKZCxnq4qMpKYlYkyJYk9sEQbF2JK0UK9BmxPgUtudxjVNUYlZWU5u4k7oDpyUAssdbCBoKpLOKKCi2bii0JTtJj1VVb1tVAgc4HmQIhOJSjkVgNtUEVYG1M+YiWWn0uI70Xrjc+IKiQoF1rcyNRnKBGOQpTAxHKegKYEs1MC47IQsZubz4CBbUOJHsGC+yyLGEMF1xh8wtiKgvkepqmGKOE9evWDp5Ar23UxyVCa2A91l/FrBYcuysW8xkePf8e/pt7K8BYfO72C/i9KwcxGq/gf3b+H+J/vf/LmE63MBqtwLuAv3H7XVhZWYttbZuOibQoS66pXZRoO3YPTOcLVKMRXNuBChvX1/U95pJru7K6gsJWsBPu9ljXjEJ7H9B1PeqiRDBajIOfsTAWD975H6DY/GPYsgKoxWhlgtF4DO89Ni5f5kNvDYqqYhTsnKbAKthHUZbMSAxxUY2SmxlNVlZQViNojQgNJOwJ8JKSVxcVt18NHMlPtOxX/PBGv2Ck/eJ8C7/t+YD91qLAP602scezpmyIQY6xhWhLPXzncKzdUMpA7A8AAMHBkJd4jh5O072Cmm0dA1U5E2rjtZC8Yu1xAEXxsuiWA98skRRSIrgYiOTge4NmXOGecsIV0ooClgLaxQwIbDUbj1ZxtPp78G//Axhj8H++53fw2OIfou+66IpTkFJ2fx1fHXn8X/3vo1qf4NrWFGQX8VwZMljfvx8PmH2o6zGaqsFiNsP25ia+t/73IuCZjMfoA/tQPUmaMqW6DwDXuwiBq2+WZYW2a9H3AUfvO4o9e/ZgMpmgriqEAEyn3LUQ8IAJqXCXKCKGDIqqxKSuYYzFX3j3H2E23cJ37/4PALLCtEMUdPDiOkEqxdxLO16NsGeLYgpGrOoxQlGgbeaJ990kGgYA73vAO4lXYVNy0/YxuNdaC2+MpF0T2urvom1b1tJtATv/z9D1bIYuPfCt2QQPrBgEeDHlO7j0oOidg+1/C8D/E1GrlfWvqhof+9gnuPGO4aDktmkwn88wn8/hfJ9lLfEeON+j7zpMZ1O89/77UBk1nS8AcDpi3/eYTrfw7sVrqKoS717aQFVVmIxGsLbEfNGg7Rj06RyvXb6M6vI13Dme4Hfu+h9i01rsmbe4qFXVBeAUBevUly5dRFGW8MFCQi45q4Fq9H6hkkSCUA0IDABcYBdMHhFExsAEtoZMO1FAbQFrCnFQsQtblV5+KQV0Ou9gZb+8d1jMt7jLbpDMDinMRETSQ0jdQ0lBV5eGlTVJ91CLUerQSKS68PURwY0BgUkR5/J8os2yPpVPDCHABW5raYsJyEw55Q0SP4AU7R0/711kUNFUC64FrcxGI79jsRDfcxpZSEAi6DWR5qeItbBcMZEPP6eSRPM1pc3NR5D0x67rcW17A9tbe7G6vge/d/Ug/hc/+ieo6hpYXcV/cvGf43/zkd/EfD7P5poAEpEFDIlQZHTG/1suxEIGk8mKmOFkAyUgCABWtrYx37MXPnhMNrYxWfGY792DopiDyGDl2ja2968DYJeL8cCELP7llf8Sv033SWQ8r5UPqShT/shsgmLhxSY9XndbWKCREp1g4iwKrmGvAUSDONYQIFU7AAQYcIR7VgvuRqT2YxsUONgMgVM9vWgGwTK4fL7dwpfKffycXjpIOofnu62YZuYzgU9yBqxYmpzj+vqMNY0cdo+Xjr+DRz9zl0yCacIDqEdjjMYl2rZB17bRnK2f42AuDn5r1wKcFisBoSoKzr9v56iLDlVBaPsK3rVsNvY90C2wtrqC//S+/wEAwv/qnf8S/9s7/g5mfosZMxy+4lhj/NqY40EqVDj3kb+Ln2ifjtk4eREx1zVc0bMcY7RSoihH+OWNr+GNu//H4vuvYFwq/av1LazhNFhmaAZ9D6nb7jEajbHv/d8FHf4ZTKdTjOoaVkoLt7GeQWJ6zvXRekVwcGL2qOqKwW7gLJm+bwFjuWwt1BySNWgSuuWUtax8LwAgxFoUbTOHd4TecVoqpyRe39T64x7RYO1TTAmb+z3QsyLRrRpRpgzqOWE0nqAoC1z1U1D9dxEA/Pzr/wWqGvhM2QNzi+ANZrNtnPiogZY+59ioPgIwH1IEfVVV+MkrJQ59ZD+KruYpCbDuiw7b2MK/qS5jsVgklwMg9Q24oil3YTRwfY9F2wlPYbDatp10ozXRagbSsuPaeIn3oW1adE2DvlnAei7gZu0qqrLCi81lPFncxu4jSyjrirV2SJtxcSkbY0CW4hx1cAB4CegaB1E7RSElEChwv5bgNaNDGkmpdgpkOmlWGErlVvAALFcCbha42rwrDeZSUbSB2wF6Hf5+LHVvSO2biGYCArjkeoiuP0tFnMX1xgenHS75KEh8nRt/9h6qir++/jMfYXOxd2ibBayv4Txiu+FgxIQS0nX6XoN1jChQAbPvXgaBsPJT+9FLYIa6fWMDExAQbFzvuMSCcouiSGDCcOBWVVVSFMkJCElpR0Rps0jNOCSd5bxDJ3WpNee1bTuAOCJ5NKpgiFDXNQpp2NT3XHKTpLKUMTbmshrt22AtqqpGXdf4xUv/BItmIdYQTlOZbW/j337sd9BubqK6dg2j0QpMyTEMtijZ519YLPqE/HSURPjcHb8DuvZHkT7appXAmsz05xOIUgKzpawdlJWGlOrmfRR43nMvhjr4mLYJH+S7zGxZIBj0PQHkGZTdhGEl28VEJM4H19pCSnlaHGu3UPg5mwq950YwlNbH2hLWcOvY4HpM17/Iec0IcCgAqrLiIgEIHWsGQQ82RZdX7zysETBrgGiCi3Z8g794199CIK3foOWIE5huF3MUFcMu17GwNCA0boZ2MYYpCP8TR+hah2bR4H96/h/hf/+J3xZTZ0DRdvAI+BuuwOGL/xjnf+p/ierkNZiDFisr6xxRL/SOENC3c/R9QCALsiU3tkLHLYnhUVUl+kUK8i0K1mZ88FgZj1BVJeC5Ta2XOKLJaILxeITNaxuYT2cMQAEs5gu89/77cT20iEtsZy5n1Ep6hPMORcWNaX7yzf87/uwjfx1BC6FJTADXJDTSPVS7UAa1GMd9U3clqMR06yq8D+i6huNJCouyTGV8P+zBCiNbjlSwaKc7DjDLo9U5rW4yWWX5OeVSvD/z/f8bQlGhd4AnrqCHwK7Oz1wiGFNx5cl2gdP72CVAlvBTVyqMV1Y4ALcBqkkND0If9MxzbY7CGoxB+AuXOyzmBfwW00PfA80i4PQnOFPFeY+v/fFxfPFnDu3uA4+afeptE0TTt9HV2cK8dxn9fIF53yE0DZzvUexZQ1mU+O2tEjPZruipNga+6+W5bDpTPghNJGGt5nYE4rLWASDLShwDAiA4gMhJxUubvh+SRUVO/5LKiWi+JwEZRVGhLCdwzmEx30bXc3aaMUXG36U4mXMwZVYXIVtDVY5ZyaZsDlnV3xvQ2Qe6DOqqhikK1pz6vEiFaugS/RwkX9lzsBu7Y9gkFQKbEIuiYDTpuaiJNUWM3k31BRJAiDGTQQsv8JzUaoCQR1WyxaEoapRVwWZAQ1yKsixiwEcoC3ivLVxosNiGAvu7xFTj+p4LlRTsj+r7HtPZFM1igZVxjbriwKSqrDAajdB3PeaY8Wv1GFrrgLVBrvXvem5CRIaw97a9WG3XgWmBUiL2u7YDEbsIFpcuowah2juBKWrAFrJGBFOUaJyTRklWzFccdOhEW4WsTd92sYOclQDQEBBTQIkAS5RqwgtBcfnTniPK+USh63sUZQ9blqjIgKjh8pmG/bw+BLjgUZLh3GNoNsnN0a40ur8oS5iWI4mZYVYgw75l53qEro3dG0Ng65cTzWcyWuUD3y7Q9h1cCHAuwIYAUAGYgrMpwKZnA0K7mMUMDDIE4wx657FYtDBoMtsWIqKP6w7W0NVECz0Joq00bY+m46JcXdeha9ktYrDAdl2jrAu4nk20fj5DVVmsTFYksBaoFtzYZTQaodwssbmYwfQOXddwRUBwcRs+PyXKqkbTzrjWugcIDoVxMIa7c65MJlh0m1yoqCzhfS3PFVBYwqiqQIHQdpw6a61BVdVYXZnAGouNzW2U772HzY0NTKdzvPf+JQRi4c+FXFx8di3rTAB6cGxQ6TwXf6lqjk9wzAc6z2nJLCc9A6i+g+97FNIFVC0aFJt/9TAhYD7fghaRsiKIqrr+cIh2tyHA0hqCF4uHNQU8adtiQiiMZGklZUdbN7u+h5G6/p1vga7n8+48VizBjldinwC3xb53Aufo79m7gr379sMYGzvNdj0HE5MEhkchCMLa3ttQlRXzOnDHPgqI9fi993jv/Yvo+7tR1iMp9Jal/oKkOm5SThi881KohbVznl2wvYPrGgT0KI2B81wN10gBNm3sZojQuV5M7GlhNR0ynkNdcJ5Q5KVky6gkIy9vHYJk3YQ8JI3lsbjEY9qw2tbVDSBgpapH2LPnTnQtn9uu47RHBcpJiodoLeeCfskirXxCp6/gILUGoPj69cYNAYExhHBqAdQ1mtlU8kGlU5uUTzSmgLUc7LP57R/B2gIrPzXG1revwhCw8hN7sPXn76Gqa6ytrWM23cLks3sx/95VKRkszYmkA1pVldj4t++CSMqTOgf/0WRGN1aBBZs/gwADgGMSLAFrm0/Hzzb7fwMrV7+Gxb7fQA/g9uZFhBCwtfYFZvYb34hE6H2POf0WMJshgCPt60mNlZVVFGWB//jE38d0PoUJHuhr0GQMexsz2cnKKty8R7OYoWtrrJOBKWuu8z7dQrOYceCI69B3LXrf4y9d+ce4tLWNtu+F8AimLFCORvj0+f8M37aPMyoua1BRZyUrA/Yu5rgWPFzwXHZXzLQE4F9c+n/hb5rPIJlMlVgolnONJkfvJYo6mSMhJPzNd/8fEi3MgKMoK3Rdh9FIo5c5nYeBtImEpz4zLrTDptn+JkVoa176g3v2gObb7Ls0lht0wYJMAd92ESiQmiVDiMFPtihgigq96+B9wOjq09hafVIYgLixXMtrZyp4CugOr+K5ZiMi+KKscJsHfM/9JEDJVB1rfWgBKUqlktX8zhYtI41ctiWq2oldEXIdYGPzKlf3KwpUlUU1LlGPanz+zJ9LrQiguP0zKAqL9fV12Isc6GoPTbB19RKa+RxzaYBFBKysrKAsS3SdQ9tzbrshj8nIYrGYYVyvY3V9FRtbM/S9w2g0RlWVXA67KvDuj6b4yEfuBECYzRt4SPtj71AWBp/45Cfx7rvv4713L2Jrewt9z0GOsCUHbomlIqVDRttVDL7yizmC71FYi59443fx3U/+HZSrYwawHfuoDXFxLwYXDkaKcBEFtiKWYzjP0eeB+mg1gyhaMCmd7mYMjTCPGicRujUgBI6X4FoKzM6dc9g0PTYXvIdkDdADtQ/o4dGhAzzB+R4mAGsoMO1ahLqCKUoU1Yg1YgT87OYIRWXwxkd+B2RLeAfUdY1Pds+g1UwUpdfAhdNccNja2kRpuJbJYjZD2zY4dJ7w3qdvR9t2eO/iRXzj357GX/vln4oWKQSOD9EeBFasvXoGDLH5u+9blFWFxe23oylLmPcvQnvbVPUI2xcvwjkGPNVoIhky7A6CBEtrHJq6s2xRoJlL9lpIew/iVNUQOpBEELhei5oNHaIaY8QeAgIF7t4ZQo/SVpLxIqXG1TohP9TlyGXIh1V8Q3YXIsMWEmMkHI/SRXKeIlZy59V6lJwNAzfl0vgAOy7BIcD3nO5TlgUmq2PYosTVS1fhPQvR9//NednECtYYXPvTC6hGK+j7Dlf/7D0uS+l4w7quxRi8seOVVYRAmLs5F/GxFn0fUNcj6f7Hi64tPYGAy+dbjMYVVu40gHMKjOKC9c5xZ0BDsL5A17ZoGvZneYkq317/Arc09awJFbHaHM/RaR+DwAE0f33rHbz7g/Pw1uNfvfsJLtRSFviVj76Dz137o5i72ywa/OFP/hKC72EXV0GNwXQ6RWcfxPbWFvu8+g69d/jsuX+Ayx+5E23PbgXtYtX3DvPZDPPFHOM7VrG+fhtsWaN3PD8OpuwxHUn9BO/gO0iOe4HgpfOdMpG4k3Jg+56DDUNKr4EEAzbzOfpJhZrGMAEg52ACB9jYssDeffsAInQtp1uG+Qy2c6h9QFNKtHNgtNp0DefHRw3sxpT24xpO0tF832Old9DAsL5jYOb7DtHG5FMhF0BdBmKd8pIXDI/pni9I62C+nDIspkWD+d0jTsEMiDsQAsd5IGoXw3kakKQ2EW5/8yTKspLOZEZKqho2c4aA3pXwXuJSDHetAwDXtZhPt+Fcj/X1PVhbW8UP7c8DHVDVHDSnQhQgvPm9b+K7Vz+Bf/2JHn+nuYatq+/BVOsgU4imye6ma1cvY7yyhvlszrXV+xbTugSd/xP0kzGuVb+CruW+CEVhUFUruPOO2zEa1Xjj/JsYj8fousQ8iQhkCdPZAt/9zndwzz33IPQe2xvbCIawvvc2gEo07YI1TaPlnhEBFpuBmf90XYvFdDsy5IPf/z/hrZ/7T+CkjgBbrgi9tBlHCGjnM5A1sFWBAiUHFDuPerKG+ewaQH4IpUnNwjdnmKJEIAMXuOz2clGa4DjYOL2Y3AchsGWmJaAXfloUFsH3WHQeF+FhO8DPZrBlhUL8z0QGK+Mxum6BjSuX0fQW+94FRn/5KA7ecxRN6+K9WFtmQdl3LS6++x7effdHHD8FbX09webJQ9j7SXYBTbdn0gacraNEkFog3C13z+pqFK6983Bg66p3Dvv27UdhSjRNi4VkolVVhdW1NVyVNOF6VOP2j9yJ8eoeEIC262ACC3gPtnZ618PZEk3bgFuHh7h8qvFrhpxvFwiSidI7B9d3HKDIZg85/5zumdyNlu/juQYCAkl56Za75GqFSdej6xr0HSt5Qa25oBjQrGWjuaImZ3dJgBRU4cv/VcuExoVERfAGfTlubCGwnDfftg3GKxPYgtA0c7RtD7JcSjR4xzXrXc8tG7UYBXFkZywJCWB7e4p9P/9xbH/nKlbX9qIwE8znU7jeobCcrjhZWRf034gbQrMLPCwF7NmzB1RUIJqCC8bwXFV3AFwECHkMxOTa19GMH2dz4vv/Fbq9XxJTEkfYz/Z8CeOrX8W/KD3KSQXnHMbzCepRjX+69hH8cnsC3/b3Yt9+WRtjcPrXfg7dK+eEwRmMJ2M8curfQosq3XnX3fCu56Yr71/mzQwBEyLctncPa2jVCJPJRLSwDltb27hy5TIQPIpL/29cPPqfot/YwKKZwwegKTh4kzwT87U/fhv1eIyirDD+uY+hKyqM6xWcHn8WVnvZIxF3CKylapczSOyF92oi57Xse3YRsZbMVoCyLlGPKmxckbxgD9Q9709Xyi7I2nfSSpr/Dinn/kMe8a7SFyME1vp7YguH6zsGguB10jK9WseCsYCLVgNDBpONpzFd/SJfz6iwFnNiUaOqLFwXpLaJFN8Sn2Vdj2CgJtACf23znWiSLooSdvsSaM9tyBEUH/fE7AnAd374X+Pnf/rXURQl1tb3AmDf/ebmNcynU94/79E76XPfdvjEZz6Hvu9x+RJrUPuP/ApuCwEHXA+qLDpH2H7/XfRa6ErcSAAwKi3WxyW6coT5AjDEQLEqK3Qn/g3WjIEtDPxtPwvfO+xZX0FhOIjJux6z6YxLXss5JyqwvrYXfbfAqVOnAACraxO0TYuNq5dw7/2fQeMLTLencK6TtNcWTTNH07ZRByAilNbCUhWD4uq6wsqJ/yO+/fG/DYDPi++lUqn3Yv2bccCjCegAdIs5uqbFaGWV26AXdmBbNZqBcJOGCw6978UNkgIL4yBK/wNidtcaMQwGm6Jkd27fgg12rDluk8dqXcK3c3hJocZ6QFVVmM6m+NNrB3H3xyvAWljbY2u6hRM/+AGssZg1LbuXiN1LVVWhrkp88u578N3pvTG401qLsixx91/5MsZ1iTv2346/++AvYLQyQeccTDDctbVdwEgAsw8cEzaZTECmwLVr22gWm9CGWpOtixhtbGEucsAWFlU9wni0ggZcXKxpFhhNVjk9PECUJS5yNJpM0HdjXLlyGbPtLZBuufBE17HVNEDiqFyAlZoUvu8B77OYFK49kvoUILpmyQfAJz8/ea3lg+hCmM+3MZueZmBFXDWSK4GOsZgv0Hct2mbBAMtYscpydoJzXeQhweeWh5AyowTUsuIz7HCajw9obhSwee0am+ulSAr7Jj3G4zFXAwVx4INhTbPzgYPTLNfEttYgkPigA2H725dQ1TWMGaFtApwzICphqGf/o3Nc8KWo0Czmsd775453IGOw5651zvkODt53UfusRyOsTVZwe/M1uKKMFQ8VYcazLYTbFWw+HVU1m5LGI/y19tdh5++DFmxuwcqv4did6/ibl87jHedRP3APmm9ekAAxh81jJ9lNISVkAaB64B7YEDB/9RzeOnc2plY65/CxAwfBFag8Nra2cPnKVdSTFYwnq1jMZtyEQ9B233UYTyYg32OjAOzVLSaofoy+67GyPUNLBCoqVPUY9ajGaGUVGI3Rznr8/tV/jL+8/tuy7hlnI6CsChSlRSduGjZXe3iJEQlSzMhbAyoLEAwWswXeee8N1FWB0dpeidSFVPAizt6AHKConSi6luY/N2EYY/DNzSlHEI8VKRJKY2A7E+tdDJj9UqCTMSTBcwWsWUPtR/hKcxnUXQXI4KtY5zK4994GOjXH5M0Ov/2RGbQREgB4t8AzZY3/MMx4jR2nitJoAo2JefPM6WhKJEKyDIg/lesIBNzzsU+jqmoUBVc6/Jf/+tkYp9FJhs5ksoqVlVXUoxoAoW87bG1uomkaFszGANhGURQYj8coJ3tw6fD/HKf+6GmJ6OdMm6Kw+Lk9Z/AnG0dQVjXYNccgZ3T8JBACPnrPARQFF06y1/4l1KpibYGj5RTTKQvx4D1632FrYwPGbOPa1YvsmjDgfSBC23eYb17D97/zZ/jEXQdQjvaIYgAYG8A1wyqpSNojeCdKB0nwK6eRTVYq/Ny7/xjfuevfFwDCACYYdlcYkJiqA9pFI4ydg4LrlRWh16HF6GbFwQBA3zEfvPOdM0wPZHDlwKdw+5sno2mZrIkmd23UowqRMQZ1XaFrFvC+R1kUKMsaIKBtG0ynU3x/8RmsilZelRVAhJPhZ3H77QVGdQXTNmgPGYxCg6vXrsAEoOkdtre24PoO1nLs0+rKCgCPffuPwBBw6P77UWgQX/cm3i/vRvA9Pnrn7Widx8bWNowxWF1dAxnC5sYm1lZXceniRRgK7P6qa8xmCxhrubCR5+qnrGvKHnkWyut79+H89zqsfLzCYt6AzAZGkxUOwHQeXTvFuCgwmaxwOXZ/CX3boBrzWWE+5hDgorkdluD7DuPJKqwtRQ42wjgalOUYwUtjOh9QlDWKaoSuazgg0ia3oDEWVWVZLnQdQCUKiVnTNEiAff9FUcAQhxZbNuTCdT1MYeE6x51wtfGZWP+ix0ODCzUuAwZU3DjP4IaAQKuDEYDCcj17UxfwzmM8qjHfniGQR1nXsEUFF4B2NocTs73m91ohVBDED90j+EbS4tis4QKb/533UkI3RPMuEfdXr6uKTTTTaQxq1KIlz64X+PepROEKkPeY7/0ya+qSciEuFsn7tCgrdm/g438Dv7X5Dmx7GTQZSySrgQbv/c3puyiKVNZWgx5Vg/LEGiRZnmfz2vnInK21nNtrCAbAu29c4Dm5Hh/b4zCbzjBvWkynUzSLFl3XpZaZRYHRaIzZbIq+bwDpndDMF+zG8eCMAystpRvg8h+/hTt+6YA0fEktctWMlUe8BCUYJHdCfE/NkiH52AgEO21g2w5hZZ2Zp+vRBh8DwFKeO6DWAkOEzLP2oY+7L72Nv5PfntK/ofwV0OJyFoqTBefk/rhOKwjyRd5682O4TG8jAPjDn/k10PtXxLIQUFCHsrB45qNHoU12griyiot/gvffvBBTO1N6LNM5t5C2yV9OFJm6lgr3zuH1s3+Kycoafnj6TxEQUI9XANEIV4yRvhOFWOYoak8XT/3X3AmvWcA5h7t/8kEQcTOs+aIFEXDXTzyAH73+e9w7XlIGT/v93G9dngfiJuk9gEB45/wFJSJoxLv3AXcfOcpFWs7+KVa6HnWWYtz3Dhsb3FXU9R5N20Yryd7b9uOO22/H22++idvv7OADl3/VOCMNENZ7kphWAwwCuIwzecCUNX7yzX+I793zd+Fsm2hdzUHRfBYALSMNwBYVWH3rk0+ZUvvgmzHuufoODo7+yoA+PvH+G8BozPQrQF6fx8ODPPDOubMw0pp8Oj2MxWwG77jzX1ly9cm+71GUJSaTFRR1Hauf6vLMmxZd18K12zDk0RUGV69eATmHajyBMQFUWMkuCXj//fewvjrCZFwjOId3z51BUVgcuO9+GAKqd77Lrs8z/w0HSa4dgbWsxI1GI+zbtxd1VaBrO4xHY4zHY6E9Po9aU2axdxWL7VXgfT6Xk5U1IACXLr2PfXeXuPjt91FWNeq/NBGzu8gA6djqhXbW9+wBhQ7ztoFrF5E2oumdQuSXBKCoathCgHa3EIW45Dgp7e4ISD2SIEqhQT0ao6zHsKaAc1w+u2vmALFVW0MBlFeRsTCGlU0GBUzlGkdTVjVG9WSg8WuciWZ7uc6h71uuDQED+wE2gA/oZcCsvCiYMbjew4WWF2YyQTkaYTGfRf9O7wL6zmEyLtG2C/ELGSAYwBax+IT3Bn0/ZRQKyf8W7dQUHs4ZuL7hzY+HkP32ADcrKlc0cj1IMEmNp8clys5iuucpTK59AwjAbO9TsMZgse8rqANQtiUW+76Mf2/jbYlktTCSbqf/x45gYn1gEODR/96bbBbyQRpd8P2VScXI/sx/V5ZclpjNz0yRwRv2Ybse3WLGwZWBBUJVFrG6l/ceh374f8Abe34drvy4aIoc4e6Cjdp8Lz6qru+wtbmBje2rkn+qee5DYaxFhXIhyT4z+T12vBGBJVVElNmDGFh1xsBpdLCU33WSVsb9EQK0EFVe//zDHO+++cbw6cPwOVI5T2Dga1L3R0gvB+/x8c/8Oj7+6btl7QPoxJVY48GevArIOfmNqUeq6M1lnrvyi6iOcqqqDwHvHf8DlGUVmZMFQJrjTBzERhGj8C+GCKPROGkuMl+l1whcd1g5LMqKYArL57Dr8O7xPxCTo5Rllj0sq1q0kxLagyKI6y6PShE5KX3vwbERSJHXZ06ciGc7FUQK+MTBw+wGMFywCHlqocRtbG5tYT6fwxjCymgFzaLFvDHSdKtH1zSYbW8uUbaeO4PRZAX1aAU0mmA8XsVithnrgfAnU6vYuP+kB8HF6m96vhbzGegmWbkALhTGgl80TRVa8u/bZ84MwKPSA3doZWvBysoaxqMJNPJcY1aiAlNwQBu3k+ed5nLG0izJOzjfotnaBF25zEJqug3t9aHt6buuR0EOCzTMEyRr69zxH6IqC1y+uoHb9t4NL6Xq9109gaIosdKvou07rK8fAFetdbCGfelt14tL03GgnmadicJSj0ao7rkLG3/+Lrq+5ZLklml4+zsXUf/iRPhagC0r8ecHcTGNgLV1tNeuAGAqMtHEHhKfDCzEuTSxR7uYwoceQRShvm25xwYFkA/o0YKVVgdTVDHVkT1bhHI0QbuYIQQHK/b23FRJynszqyFPI3MfatClyC2QxpIFdO0CCBo34xK4vQEv/sBuh1YEspM+5lwxzKOQVDvV4p1zUlRCawXwTbVPgTGEEDhokFO95mjhUFgx02hhhyBpMq6PaSc+ePQd++JnsynapoHN0lTYHFZzWpAuYOAsg7IsURQMRqyxKJsSrqpiExo1D+vCKsjQNTPCrHUTvJeaClCTjK6xH6T8KFo31sIYrg2uwieEgEaIp287aYlrYaq09n3PoKAquUe7qTjlqbPSxQ0liHqolcT1zHgX8xmm29sY1SMO/FPfPekzUXSjMGtRFJyIXg+B2g80M8FZA1cVKEQ4kSFQSDUfFBprPXMEBy2zSnR9IvxxjtjcKB/ybBrdL/I/vjf4aL408YOSD0/Zl0iYomVGo3TPbwcEeBSSXtVLSbigKovshSksV/9EEvCk4ERvXVhY2B1nWj87BDgQsBcinVuy0azcu0JSRl2MdSCJwibi4Cd4RTVALIOcLRQRZ/kP1kyDzBQciHUQqt2QQUCKT9DSqpqmO502aJqGz8lijrXVvQi1gWNEJIXSDNrLl7lgjYAInX8IhPHqOqrRGASgrEbo2zlbE7L1gES258DJeQ9IJoIGfzrXY9H3bJ69aYPi/woQjTwvGRbmUalRhUYBglg1C817l3MakJ5dy267nkuUG9nDxXwOsuJ6NRUCCE3To5pPWUn0LtJbamhmMYXHlObsKpC5WmtQlez2WltfRQhga3HgOJPFYsbdbNfZ/z+q2UrlnMN8PkfXdlHwdl3LKaSeS7FPxqsYT1aw6efSkjwtmwY7hsCR/5bYcsZG0yAxC9K+fbDU6SQpFO7aRrR7h66dcsokWcAt4LpWMg8CABcBMwAUoULwPdo2wEujvXq8iq5rYaznFGZkiplOnrShlWQKGAJJur3rO7guxW8UZS3ZM4atAqIohiVmcSNO/AGAgBFf73o9c/Bg//bmJpeVNLaALSxC38M79ukvmgWc99LbiJmn90FMUQaQtrB977k0r7WpeYT34IYuFlp7X317s6lnH/XPrSG8eXWgwVdlCWsJ23ufwuqlr2K2/yucTmIsnrJ/EWbrR1KV6i8CG28h1jKQFeI85yDMW5EnB0OeP/46qqqQlBdl8xT9rCpAmfD5AHhp9BLzUBV0uMCVuLyXGuOS/4webt4lotC+A5JDj/4dBO+xdoktEl35CRARbvu5j2Pr2xf5kP3U7QAoHm7fSxEOpGdCAFzvQdZH9JkYokYLy2YH4Nfv+B2srq2DQHCVRVeVqGX+gJb4VDU6gQ0QsniC7GR8yINIiogOjAD5QU/hqPkIQfc0xM+TMXj3xB9wcK8AyGL8WWnwxMVgSrF6vXvi96PpkHOG2VpkDGHRdKyBlyXUwGetQf3QARAZdN+6EBl3XDVK5lLeRgEmPuV/mxygROCiqaTq1gFggIK4gmeQol1cZIV9nREYq2WH0rnQayfRFOJry9UAFVgTEZdllrm+ffYsmsUCH9tjpe6GAGeiaD1zfY+iqHD54nuoqjGM4aBbHzjVmevnc5wSM24JtDMWTgAXm2wd7j35f0HXzPDm6q9mOx2i1QIAZnd8WpaZ4vW4ogTn7vvWoe1SK/MPe7x15rSYkFXoq0bO/7IlINsXSnKtsNwAiHWUgOgzUf4cODbszvv/Clc87Dpcu3YVPgTsOfAL3N00EGy1CgOgCAv86bXDknqcUg6JCH/5I28hiEtosWgjD6UMPxMCMLY4+cMf4iN33Y0QuKOmnS8ABPjNP4EPAR9bbKO+dhG0QZiN7kbXcX2Btm0x296SbCeuJFmUBXrXY/Un96M/fhmAxru1kf4hwMMbigLWCx24mEIoFKJKjwQTi1qPvm3gQxNpC6Zk/t13DCIJbBRVBTJK+MCNyLx06vRsOXB9A+0civz+aQp8DrXQH0gqFxL6rkW3aGAKA+9rBAooDaFresy3t+D7Fmrm1GyoaFW6zrhxt0MRkmVZxbKibr6QmgAhuguahgV217WsUSvBivlTr0NSUKHrZnCemSKXmyyk+Qj7QpxrmWhEE7fWoK4qVL90OyN26Qyo3gTvPdqmiWVnnyr+EorFxVjJCdKpDUBioFFzFq2iT2YoBHZPUD3CYrEACCjKAt28GZi+9TB5r5XSIfNKPR56MYOuPnoUs5fPIviAsirx+uKn8an6O/iDi3dIaVxN2wn4S7efR1lVaJxLZSetBYgL/xhrUeA9BBswmV3CHUc8WzG2trB9+6dgjcUvr/8W2qYRwEQRMTOBi4sGzEAJ2txHcu+Dj2w+AgYCa68m63gmP1TgaW0DXUMEydMHImP48EdC3joi0w87DQMkJ0b/NSb54fl9+dsA1YMH8EvP/1v8QfVpAIRfmX0Hf3TbL7Drp6oz8zQXlKnrAnufOIL3vn5C5oF47erBg5GB1w/cAyKD9lsXhClkQhrA+OGDqKoK3bcuoO+ZRnxgARZCwOihA1LshdN7NegMABYS48ICPiGOZc1ffx2C5LhC0WoAUubqo0shVUpTQMDf0+ZX6lKyxqL12q2Rz57TfHTLZtjFfIHLl96Xok6N1EEwUuddg6jUrwoGCIFw7fJFbG9clefwKCzB7FHNUWg260S3duVkBnX0GYaUtL3//utS2Y97VBU3XjNGAQuSW0ikRpD9yHWdqOkSSV0QCH0j1sp3HTfpOftnL3KX07bFnff9KgxZNE2HC99+Fff/0pdhixpkLIpyjDs/dhfUT62FchCAU/g4vPcofIlazr92w1VFJ4DwE+//Ma4awsbWcbEQSNA1kYDBAkVhMZtzbFV5+XtYdw4rvUPYDFy7BUA9m6GxH8U/MTM8+odncOcvHYQh4N3TU6hbtCxKTmn3Dov5HEDgWgvOwQXPTYkWC1GeEojnpfKANQheeJhzMAiAYfeVkcB1F1JKs9YRGRIQoZ0vOMvFS4yWY9eDL7kpXqosKBuXaTFeQAEgdBtNhsrfHfp2Ad93aOdNLFZmixK2tCAUyUJ9Azr7wHqywXGDEdd7rs5GJcqyhjHAdLod/etcrlaJlAUxBwkVEiznuZSt97HGNeDR9w1C6GEL6aJnCPPZlFGQBahn5lz84j5J7+AdiyUdRXj5EPA3N98RrW0cTWnLJtRoyoy9v9VcyhHhznP+KhFhNpvh3Qvn8dHf/BkQEZoXT6HMNN2AIP579ZN7BNeBvInmaMjabL90EuOHDqP0HtOXTmM8GeFc+AV89ONM8Fre2DuH7zd74GYO3veoXY27bmui6c9qsBgZTpPJBHAAUG2fRVWWWL30OrS0ad7QhsmIsHX7p2JNA64eGcSKqv5kdaFAXg/RxM1KY0A8PT6k4iQRVMl3vLZfvjn+VydWltwszNofAUb9x/l7hPqhAwCAlXGJ6Utn0fUpQFP0XsABi5fPCqOQkqZdiZ+/+idshalGbF0g1eQ5HxwBKEuDpnUi6PmizWvnhwIXyJi9CACJKZi9dBYLw1pRVRZYf+wopi+fQdt2CA5ov3UhVkGzv/ZJ3iJ9tgcPRj7TvnZhqBUBcU+5rkiB0YMHsHjtPBA4s8b++l1R2EPXInC/k/mr51B/7h4AAe23LsR15Y9nRa9Eo/M+oGkalBK0yyDDi+CzomBYbG5cgfMhdjjVKRMRVtbWUZTJT65ly6dbm5htb7DgN4SqKnHu+A+BEHDXkXujgFI3w8DCoqbikNY+IGD92qn/r+nv/1eDMsEe/9b3ZGWXwa3uZdu2iR8BGdjhTxprURgu5z0eT9C7Hut79qIsLOrRGPt+6UvoncN0e4vBrTW467O/Bh883j3++7C2HhRtSqlukGJbrEAuZ2k4z3VCeB4G71y4ACA1Evv4gUMxtsR57txYiHJXlhU3/goAmTGeev8MLl77KNZ/8Hto8VHMZ1OmYVfizo+9i43LewCy2N7cQNNW8ABWiIs5KXBmBZSi5YRUkSUgSD0FFEUsIQ21hAWgrOp4FlS+sIWY15gVXuaTRIEDzaX+DJkSxo7her+j6mMe38SWcq4gWhUFa/1GCpo1PRw5GMvudgY1Hjaw9dKYZB1YdiHk48YWAglUC97BFjWMKYCCC/4434MQ0Pes4RdlBUb6ATAlQJYjUiUAIwSP3veYTCbY3k51z31wHJnp2ILgO4fqL+1PgtoH4K0ENkDs27TygCGwNeKvb/0Ipqpi9yjlpYm5ygJrgxKJ4YgakvdwzmOlrrjccNPi7bNnsXfvOrpvvcHxET5EE7IuatK2gBhcQJ4FtqI4IvRdj80XTohQ18pcAVVdCbGk6OmIUOWwXH3vPZQP3AXvHPaf8mhdj7IoYYQ4k5bEJGRhYtyEApU4RyH2fRunBqVgt/bfj77jSmMAm7DjAVEt0AmAEkuOunWcC9JDwsrBEnOZLAlbkxQEfrijLPRIBVQPHgBA6L55IVqgYlSWjACg+9Yb2PvEEcxfOYumc9GYlIlAVSMAgFOKQuDKb2RgimEcgDJyQ4S281h79AiKhfqj81gBZAyf0H7zQvZaEgSKw9q2R9f1mD97HHVdYd8XPoXZK2fRNC2DgwDQq+d41vKYkReopqzXT6o8j54bzUyfeV0CDC1GDx0Qixgwf/UcazfBZ2ZRoP3mhTjHKFhpeE9I8GLftVjMp/jT5jORwf+FPad5TcWs23Vt0kCXBmcLldxTwdhY68FYg/n2Nrxk21BRgKji7AEQ3j5/XtYkpDkhGjwAAJ84dEQWSy0PQ+D4oQ+1DuzyevaPAJmQWXD49ZA9S/brDk8ed3sNePsH38QdR38FW1vbkRdrm3p2V3DZ9q2NLYxXVjgDzaTSyZFI5YZqOYojBLjM8qafZcWFtejzJ0/JfX0qziOKyCcP3wuAsxJKdwX9eAWfvGcTAAeq3n1gK7pXvAPo3J8ABKwGgCigeZvQkcHszs8CxCCH2zQ7xM42qg0FKV8duH02JANNFZ7gPTz1cd3j81OK4/Da2bCUFH3ZmDKMYIsKhBR0q1ZoEis7r92wtHNUxEKQOK0Q55vhMQbdi5Zdz1UZYwKvN24ICAprpUENR5caw0VqwOE9MeI+j252PZufbFlIUyCXmFjgXMlKAkW4sh1Tg/n5PdCGKt71go0IMHwQLHEXKTIWd759ErRykF0Rnn3hde2iqT43r8ajHqWhICVkL4lWbKVBzbnXX+fUyskY44cPYfHaebRdBw04hBCyFq3JwUAi+SD3UQ2DtZ/gA8ga7H3iPlx77nUOismiyfOUKmO5rn5AQPettwAEvB8Cys/dhX0nPVzTCMGZ+Ow6gRfMn+GL+EW+jgr1bGqBPMgTA5wQsOfqCXRdB7tZoD/yF7m2grRGtcZgbW0V48NH0LsO0+2ZqH3CHKrUkyJfBDbtWo4ovwEq/XGO2FQpAO5fvBVptXrwQOYG0DLchPD7b2H10UPYfvEM2la6Pyp4RLwUuDY5m7Z/dcGaJ1U1IGbE5ItGpINAwNZLZ7H6+cPovvkGMxRkYiYHBZllYNfgQiDSMveMX2Dx9A8xqivsffJ+zF8+i7brJGhLvxTidXROgAgLZTQ0nEtcx7/6SUxfOoP6wXtARJg8cmgw7/kr57gPgsusUTm4VYGiViPv8EdbhzCd3Y4QHNpuiuA9/uX2R/FLH3kzA8T54oTBPvjgsHn1IojsQLIRIJ0kFbhSNEEzfs94gwDk3IKBALx97qzQeISAQyK4CSPPXhowsWjqSHuZP0+K9SDVTwYjupSIebq1FrawuHrujziiPssQUdSkdV7quk68B9oZEYAnqQyrkj7+4PolwoqBJdagNCPnhefPAjhk6bpvnTkjAMEv3SfA+/PQcs5EBncdORoBkXYuVAKfvP+DiJAqKP9F1CaD7P/sI59GQTbGbagrXAP3NB00e5Bohel7sZCAwBksEEVNrLeVR+F6wHVseYWUn756Fc28Qds1gAko6hI2FMIDOHBbu5PCJwUkAIBjNwIU7Ctfppyed44PDipEllIUgAAv6YMcVc9pSiU3TgFARYHeNUCQIAswU7USbRqcQ/EX98F4D8TNEcEOKeGaaUy6efvePAEiA1uV8OtHOGUlkFRLK2FMI/SQm6aSShSyC1LIKqIHZlAqVKfTKfquQ1mVKKxB89o5dJ2T+emBCiyoc9QNfi2JXYnQNhn9Bc4+6LoWWy+ewvrj92Hj2HFJRySYghvKhzzXergjCCC033wT74aA8oG70Lx6Fh87eCgCLGssvkC/CG/8cB2wxAgCpzBqBoUJJqZ4lm9/G0SE3vWYvP8DjBfraNbXUVUj1KNVdK1DPRpx6V9F74H3M4ADdJx2+4v3v0nMNEs6z3gSmlfPywd4UdisXGD18wwGmtYNkHb6pFw2cquhz1YRfBTgqinIBfgMEcYPH8L81XPQvOEoi1VQZ0uWXDfJ+rU8dK+7rsf2C6cwfvgQatWye26atYjPnNk6okBM1xhqdjxmr5xBANC/dEbWIs2Z03cZJHAWTkDz6nmmA0lpjLEI/A984FRhMns4Bbfn/yG+4RTwl4P5HD5Jg6O+A5FDrgRoihzALoQ/uXYYk3YF9SjEvY7ACPm6A9UDB5ZSZHnOzWvncTNHFHiRwcd3EJAlRBKJO4+WPpH2ewidhgJCXZOqIVtrE8gL2fopcLBWeqyowBtQl05gx+nPSGzpGTUoNRsRDOtTaKoz+92NZDrpd63Jbkhc8CuuhLgAPnn43vj0+foGk1sykjVw/dLJWP8gv5YCCE3Z3b7jUwO5wDRoY4xM2haO3+i6jktgeZdkVQhwHbeGbhcNQiYnh2SQBaubBAhKazAEj0j7RhoEvvu4ISBIBMCpJBqcxh2YhJEKUmFNRbzFxJXdjCApNSUhcPAIOa0AlaFYkvgDJIYXp00EMlZakFZooNYJSPQ2+5W0FkBGC0kIxJUcPp8G0FVlgaaRzn3EGoW1RlCgk/kImBBIFuKlcyLJhV9+ABOC986jDQ1G3qGqqphipZsWAqN1n9UQSACYmSL3LuBCNtbY6BZw0us+aqkg7B5WytYB0muGgBB7OoSYE87+tQ7d9ja6skFZ1fCuQ1WVscofF1tKxTGstfDesstApepuUuxDGOr7J9kI/SsNtoCUpYW1HATatA7OZ/npiDwpfje3LqhlMWnwSdBEF4DJhA+CZMAY5IAASMI/mnwRstdNWsaMzHKNvOt79M6BmoYLghmDwhqgtGiIe4IkU/kuY1ngZMIlaojZohAAckKPognp5Y0Uk3HkYQK7E6NVhCgWiGEFo0DfFej7DkXBFkQvGv4OYLA0Vy59lfKxNTAW4KZSVV3BlkV6rLh3O4HizmXhhc739WYMjSzXKVH6K9f/oeJfg3mZxyZtG9jlGQcsKwWQagVIotTZj4gFsdYxGGSk6Dqp4M55rmhFSzrKriPhvyHvS4+fwDiCBC5HwBIGjD/sRjNylQhiKKulIW5h/V4E8kjnWc+anuP80kaqifILyqsNTIyVyKYiChhJen205hOAokTQEuIh2xcgO78yT43tyhQQBQscrA4QcQlviGv8euPGMQTOo/jFfQh/dCX1gA7SU54UyekBDFHTZct6wOiX7hgwymh6ksUxssA5M4wrkmlYRVHASj2Bsigx61iQajpUjtyiVR+QHGX5XRiErmoMLgyQCluE+XyOdy+cR1VxVGr94AH0vYd78XTU/PgSidiD+nEicpPfdSI+EwayaSAWuBvPHcdtX/g0mmPH2fUiH4qojzdhQNSaQugDsHiVq9796MJ5hOBR/Ppd2H9KfFtSqjUGeSrIEhAW4r4ow0iBVKpRKCJ3zqF+688Z0RqDkgjuYz/BcQOSPeA9t70O3klOb0Dfc8lcfxMZadQ19PmiQFdAy9H/K48chPMBWy+cEaBpcvk/+E7+ew728t/T5/g1Amcl6AH/w+0j+AVzHk4ih5XWcxDBdJoHGWbgM9I1hFn4ATjdfIED4KwxGNUVxo8cQmG5VK8Tv39i8rvvz+6vhsH7AdI1s/foXjoTH9+IWXn88EEEAO1r5xlcew/vAnwgwBs4b+Ata5tlUaJ3Hb69fS9+epUzMf71+3cN7ptjldwqoGDAWAvX9/i5vWdAFFBIBhORiQFiLGz0skNNtn3pbLwPZfe92aMorIB8FrwhAt0h38y3MmK5yI+AHVpm+nQ8+8trnNyBfEPmT5mPHapc6ZwyJqyHKD8Wy5NMn47yL9eW4985IMiENAuXpWtTQCwiEtTdIUAFwJunNUBU6lcgxWLp5/Xanzx8NKOF3AKTnkOtoauXjmcrmsmfbM/i8ybkk6xSURvm76o7RGVm/Ao4U2Fr//0Z/kl7iCBt1PN9kQe6UV+ZG1sI4NF7B/qFPXIvvrBPO8PpEMvIR+7uvEZu8qtKvBRjB9LqBJFGRAa3v3Vq4Bv/Sv0r3A7TFlwkow2w7Vug+i7pWNeCqhCFE4CMOHWdTdTsfba4hgxG9QjXrl3FW2dOoa7Hci+L+Stn0ba9xEFoG87kx1IGzSadjGSIFyYYWUVPgtp0Lgwueudw+envx/3Xw2b0X2M4OlybssihUIU/yPpr/EL/L97CxsMH4Z3DntcDXNdEs56xqeTpbioR5XOHMhqk55LJe+/hQoB9888jgc3u/AyMtZhOt+C4ni27iYyFIzbdXk/o/LiHBqJG3CnAQJnKqCqw8vlD2H75LLqOQeP44QMD0x6Bg+UC/xlH3Ifs4Gdsiv8K6bX5K+eYd1UFHnyywgYgQZrpK0w76b75fngX0k13E9fKrCNsZAvJdLZA+/wJ7H3iPhARpi+fQdd1aDsXu2zmU4+xBflDpCO/dEv+kslAL3+FW69OXzkHKy6FkgglWZSfuztqPZ00YZq/fI77mPgCzpb48637sWjmKKt+EFBGUkaWAkWgnSxZfXQ5/NHlg+wG2h6hqjuEwMFm44cPgQyh++YbUOZE0Mp/ylAhYGzIptS/ezOGIc7MWHuMg107yWUfP3hgQDt/sHEERMBf3csxEMaYWE490qI8l2wBCw8ppJUM84glqnUM1kJeiXWhciUJQ7CWPp9dKeR/hTiPKDiza6rs0blFcCFAJwAiU3KLJ1gpimCIGSdFPq0rkCGVTLGL1VsC8Obp0/KaH0TpBwTcdfhoWo0AEIV4FpxbBlc8+ehY1ixFSIy7WgF0nzJrRAaxstUPGM/fzMCTzDKEeF6CzxrLyee6/voFtm4ICJzXhglJuA7PhCCmjInkKI58SkM0kbiWWIo+NBFuf+skjDUwklqX9w/I3Q4TushmxfYthK4HqkOcEhUFDy9mMhBI8Bz0IIivyVqM6hrz+Qynvv89rO9Z59cePsg9sD3QHDsJa8v0bMJ09TRpmlOfVeyKhBGsMJYMGWagQM2badmYCJ0H1FJgDGtS3MTKDwldyVoe2YWA6UtnYQi4bAjl5+7B9osn8dF7DiC0nFMftfolZM5zk0Mda3dDTISqCeQHNRFg/e73gABYCRab3fHp+HlVIm5WHfg85VAPFz+bx3hcYc8TR3Hl2ZNoOxfdC/3LZwfaU6ajpwtHJpy/r0O1Dvl2pElhNIGZhi0MemdiymYu/NVAGJkPRfKL99gNFJA842AeROh7j8tPv841PeoS66sTjB4+iM1jpzCbNbFvxQCYyKgeuHuXsx8niva185myo3EpQk/eow/pzCEE4JkTktZoYQ2heuAe+FEF57giKZHFxBYYTVYkHbeXKqkuRrwvR6zznmYsUy1tZDi1refgyu0XT8d4JvX7cuwNoX7oYAQ0zavn47Pk1pSbNRZNB9t7rHiPyecPo2s7XHv2JNoXTg2A7s8SC68tia2q6wpFUWI2n8M7bjZnJVh8GIAdUH7unsE9QwgRCMdqrboOATFLKXJZ2uWMhyUXMKU4K+XFyOklAy5qfZWvpUvGHzySsBSeg4xfIacViqCPTf/pvPFZIZCRK2U0lsR/VnhNXnvrzJk0iQhgJG7GsXX3wL33ZUqJWGMzWTgAWgMg5bNnQXQD5U9OuXVcLmYQuFunaOzpW7z2ozDC9caN2x+nZcwmnE/H7Hhf/zKkWCgJyRyMwRjc8dZJXiiJUbCjcRT8KW7BYFm7rOsRiLiVpZkQiC7HRxkGFab5aGqUEh03LCrQti2uXL6MtbU1EKQT4rfeQC8bwV21rIDMqP7ItdI9aPBwTNSaQRCCVlSWtdCKYfrpwOb92774aZRliStP/xBN03DVOBED/EwmHiAFB5GcMgjJcQ8B7SvnUFQVrrz7Drzz+P2f/GV88b3TcV2LspTca0ooXa7v1c/E3AApAFSfN2PCmQWKyGBy8XXRurgG+sZtR3GzBmvAMjf5aQxhMq6x/thhXPzG6+h6vwuzz0VviKdtBzhQgLasA4XESCjSJG9S7zz6zmH04AF0L56B1jbf7e7RAkq5kMs1JfUbyrMRoX7wwNKzCLjQGYWAngiLRYuysPjEb/8k5q+cxXTWoO16CQL00f/YvXg2CXRgsJ4ByDS6nLlln1ILQ8YEXQBcyz7S2TF2yVlLKOsSa48fBRAwf/ks+t5z8SXnYo2MCCyyU6RgbzhUGOmaDUvThkDwICklG9C/dBZc84hi7IWxCTQsC8wPe3jncPWZ49j/xU9hZVzDPnUfLj8tJuqQrYEICW5/7WLmgD5/7zxIssN4W3h9nASd5mmDRITRQwf5FpngWbx6HkTAbV+4n4v+9A5dx7VUlBdq1ljz6vkB/XivRazUjQx4SbuLqdcqMBAfT4QbIq3n0nFAmRkvjMW3Iq/M3lwaOaiImgxE+Yquu6E9PM4yyL3AVm5bcBMlhIB3LpxPzxTUfRHwycNH8fbZ0/j4oSO8D6K8qMOW/9t9zssgYrgsFOkAVlwc2fm8kbX2xlkGql2FpLEsX4rij+FrQ8bAB/P2N07EhbbWoqiqFKCS1+HOanCnYCq+Rgyqo/zBln1nOzec0T4TW1mWKMsSfd/j2rWruPyjtzEaj2HFV1Y/eBAhBMxePpu0O11kJFAxtActrwFFk032VX5PshTUvOQFbW88fxyTyQQf/a2fxo/+2Z/HNrVB0SuRBDWKwCYIoWYoOAyJpXca6An81e/9K1xDQN/1uOOTd3N6qGFgpAFChqwQosdvjn5FwApF7Vnr4Ks5bSAoItLnanK2HMFai9X+Pe4EdhOGull0g4rCYP2xI6hKg0vPnEDXOezYvKWR6xHLtMY3Ef2B0jcSo03fiTUwwMyaWwbbgbDJyS1ejdRtkczc2a0HQNchoH1Ro6rTSYzksaT1AMC1f/ZdjOsKe564F94HbL14Gk3TofM9El+mIePRay0h/Qg7ov9WHypnWCHzfFC8Vtfxi83zZ8SqpMXNLOoHeX18CJi9fA597yRIMUs5i3NQZqpgabgfRITqwXskHXdpKwNbPPhegO9Y4wshIDx3GvgPcVOG1lcJALZePIV+VGPtsSMwX/oUNl84jfqBg7H4DMC0Uj94D9e++OYbKKxFMDZCqCjeYg+ZLMYrarr82flzx5clEAI4I+z9r/0AZVlg8sihCDxmL59B27IrKFrQKO0/kGoqGDLwJkhxPw4KX/n8oSRp5HvtNy+g+NzdaF+7wGWYVVsWEszN5AzSkYRgjhoFRyS4OnAeDIRXThopKDN/Vc+3rGnIrwhkh4eFtMmvEPD2hfMgW+JHChhySCIPFwI3A4MqBPyLzJWyOSTeon8nKJGfzxuPD2xupAUYdPWH5IQsVzRNSKHDvjePiy+ZCcVIO1XOcy3EJWCjVSDdc2h6UrDGwGBAmQNzlB56fS9mEWQCqywLjEYjtC23HX777Bmsrq4hBGDl0cOYv3wuUkzf94mYdllJRasBGHSCG/hwDQtHL5UAIwDNHk47r2sTD3r+dXzkKz+F97/6bbRdG2+SnoyjWZ1UANN1YPoTFJoLlZBiPQjMZLc+y22s958y6F0H9OAUzqqKjLSsspLPITPhZRMhqNlKgY6CU44hKIoSrncwN6tyMRAB/9qjh1FVFoaAq8+dRNf7TANPJj0NlhJZgnzzdV9HDx3cabpG+j4RM7H88PJB5yssXjuPfU/eB1eV8IsW81fO6kSWmO8AikT5muTpTpCeqy28F7GbRXxbkWMA+zpnixbdM8dRlQVWP38Ea8SVCTePneI4Gtl3ElpMDJSBbZxyUB90SKuVMdn0HNkL+RpGVsMFkLzw0fmrF2BEe69HJcYoUX7uHixePYfygXv480GyGORyzWsXsgum5w4hYPHKuXjrkN7M5pDYqYLfJSXtQx1aqwQAut6Bmg7j3mM0GqGpS8xfPRuFhY7+xTMJzGG36ZMIovSkN37GoWAJAmx906J97gSsNSis5ViHR49g66XTaBuuUusjY0B0OeRupPy205fPJqGc8bD25bN8Z1GyjIDs6sF7MprTz9Pg+yF4LF69kLklcnoJ0YjFXR5zNCHYVudItIvpPi1PWm1wqntQuTScX6a/pX3LZWzkSwHvnD8n/CMdPAYKR5B9Iy6UyTLt+FJaFwVIG7D7+MDSxTvNC3GmubyJb+1/4wSIiIsaVdxmUgtdWMtFFTSHNbUbpsG9iNJrGrynxEigIf8QZk9xbjtmBYCRsLUWdV3DOa5p3fe9uB+4tnrz2gUQERavnY9mrQHiiFfO/DIBCd3pSwNoOfSLUTbHIK/EqwYOjJrNZqCXTmHfU5/B5W98X4BJzlGH6wUh4oQJ9XrDeegMPID2NdY2r3zubgTPpvX9pwlt2w4sNoPAIJMfu/xeiIAk3yvnuA+Dd9LI6SYM1axWHjko2jgX2ip+/W64b17IgOxQ889T0nKfp25zEihhuBKC4hMu1T0PUcND4AZT3gfUDx6AX7RoXjgdBSHkbrnwVV7MTCvdULNGkha+C71m11QxrbhaWV/wAZ24C/oXTvH5tQa3PXkf+t5h68XT6EQrT+d9ieZysLgMU5ZSX6PWqNeQ+VcP3JN9Bmi/eT4J7CDeKcdzcK+eh/daHZGfXMHB4tXzosywMFBXd1wJPatLzFHPUchv+t+Bwem7ia5a9Nh4/iT2fuF+rHz+CJpnjnPp21ikOh9D61UcsUqn/rss8IeDsnfSOoZIt15S2pxz6F88DUOEtceOsDuhd5i/cpZdeH5IjzuetQcGEDYD5YRhfE4IAe1r5yPdJHYd0GWAPFrwCBg/yP0OAD5LzWvnpepgQPnA3QISdWbybaH75rULUIUruW91HUKksXQu40IN13QJANBgH/LvUTw7mqHGLxPeOnsmrmP8GdQ9yUjGi7U2WQ12KjH5+IAsA507DQRDCBq9PZw7kVQEs9JuuLAJEGgRi+x6w6CWbOQ0G4XfcL3SDJcYuqAnhKVDHQIq6YO9tbWJpuVOXGVVseWgKKSpRgnt4Z6LhB0Ls9uaDua9+1shf5Y4P5k/hDG3HbbDNsbGYDKZYDadxSZJ/F0hIgVNwBC1KlgLufDOpi4/FJxxulZAWRJXpXQ9vCNp3WyiqSqmGYUlsCFXjgxDD5t30os7S6v5kEdhuMtgXTGpdx0zJ55pEp4phkJeQNJ8c/Y6FNoyKEP60fSX+/YTT1O66J1D3zsBymwhc+IGug4Ej39Q9uoAmAIDwTsgr/xCIT85ad9CgDRLctBeBlUIKEuL8ahC0Tnx53spcZ3WJjfRZjCRGSftsmZIsT75+lrtRCevq/UpBSvm/8tdCLFImvUJYhsikAECcadFr+BdENYAyg3+ocEz7Pbrhz00eI/EIuP7gEUImM8XmIxHGI9qzOYLjmzPqTYx5+xqS4BBU2wBYJmespGD4x3vyZ5xt0SADFAWBayUqC8LC19zfYm+9wOL6jKHzeMHli3AOaJToRxCgJHsJpWrIQBt5wZC2IsLwzmPEPvcQKzWQDCEojCR3qL7ASQZY0yfCVjmhYrSd3bjESkrLVteZtxpyTUtMvtq1physCcEQFFNhAuqkQUFD3yBSOchuYOuN25sIRDpZawZTAbgRVRrgC6qMQbleMKtOIEoTJLGaWPUd4oe3QUQgDV61bSS4FPukpZFkU/UTANi58D8wa21qKoKi8Uc0+kMPzp3huMGpKnK+OGD2Hj+BFYePYjpS6fROy2KgsGmLZEulEMP0V/+ixCsBBfmYBzZ3/ktQgCapsHFr30Xd/7mTyM8fwKLxSK6MCIypYxpImtDygub5hgo1mTIjbUhgF0kYIZ69eGDCMHithOQhlRuuHc29Vpf1iGyMwyNn8jdN+ZGPTd/jMNag9VHD8H7gM0XzqDtlvuDJ/HKckJdB8hoTWl16eJLBzTEy2XgKN/vjPV5xxk8RWFRFhZFYbiolPrel9H24NfrCCyljd2mGNK+LH9teRD4/DVti0tPH0ddWex94j4UhcHslXNomo6DD0PA8HbpD1WAys/dvWOtOHr9PELQ6HUR+D5wAGMQag7p8/xn4qbKdKNIEQNUc+wM9z2xhMIa9m2Ly2Tx6nmuK6LBiZItPIgzCWmvc51ueKZuxgiD+wdwnZhrz51A/Rufxd4n74V/5jgWi1YaAWFwHrM/h9cayP9lMKB/0/ATmWRLH80VEgYwi6ZB8+xxjgGpS+x5/CiICNOX9Bym4MI0v4Dic3cvWX55j5rXzsfW8UwznDIbPMd7eS01s0MYp/kRgOb50/F+EUwawujhA3CO7xN8Vmpb7pXzdYpri7iW6mInAJXEvORDpEH8u3n1gryoIEJ5OwZ8PmY3yI8EKhSwyHdVWUOaKtmsaQ8pK/pvCQjUEB1vLg+978JxWUjDTXYyC0ApBYSS3x4xvSdqmMiEvDxNDgxCCLFdaxT0ejwHgiYX2EK0xPejYGKHvqLguIGua3HlyhX86Pw5jEYjGCnUMhpV2H7pNGxRYCFNW+J9IkJLQl0ZGM+PX9CeDnGDBSh550TIaExDAAUWqlzISTdad1UZkMFiscB7//zPcedv/gzsS2cwnU5j57K4bqJRgQwjxOjqWAZSiUpUNgVKxOWcx/aLZ3ivPn8YzavvoO97tNKb/pOHj6AoSu4sh+xymZUnRMST9kx/pZvU7fC2L9yLtnPYeP4UayYCcncOdebQ0qs8dvpXc7CQg6/88wEwFION8iUJCJi/cg71k/ehKCxWHjmE5pkT2TmT7+jWEYbzViA8mG3OWBD3Q/dJaSYIOFAayV12rFWn86o03fVOXC+HsSauIx8Cto6dRtv1kgWQ+2T59+bFs3xPv8T00pRlrtkL+TOGBC6iu5AyphZyiuPncCHA9UDb9Zg/eyqmFRbWoCwN9jx8BIDUSXj5bCqv7ANraWpKH04TO2pZf6gjxbTE4DIZm8dOo3rqU1h/4ijcM8fhW68SBUBSBnZDgcwLQgRFMb5jCeiFwbbIOc+UwRQ7w0KxevBA7B6pWuli0cL93lsgACvjCqOHDnCZcAGYGizoj53J7plbetMzLGvmu/0e5yvgTmejgfKA9BNwAXAB7bGz0Axra7jhkSkJ9YP3IHg+r06sY86F6IYaDn5h/vzpAQmZ7L3humV7qvtqOJ+M+BcQuAOrrrExWj4a7O71Pq2VZ8C0kLTZKK9kHfNUzt3GB8YQrG/8LjbW/07U9m9/8wSoKFCUJSoJOiMpX2xFm1SNeEcqFQ1JUoXuoCQrKJZIZi0/obGBKSUjYDWLOJeXOkV0YYxGHCdw5coVeO9Q1zWsLRB8gLWE1UcP4/LTP8T+pz6LzWMn4KQh0/Lw2cIP5sErzUguI5L0/NqrQQ9yEiKk2rs8uwIK1nIsmrbB+1/9NvZ/+ScxBnDp699jUGDkudUfJ1JeI9mH1ahIQP31CCHEjWFN+jSsIYw/fwTlty4geI+6rqWLXstuIelupk8YTZpR0OhfSwFkH/JYNC2uPndaKkEmAszILUGBwZ5neF4Pm74TfT5LY+nlYTIi73meutV1nFtflgZVWfCLPh1gzonOA8KW6hVEJqK/I4LuoeWO4vvVAwcUS+w6QkCmIflYwnrj+ZNRszYGqOsS+568H+uPH8W150+iabnQkXcJKIfsmnEJhquPHARfZ0aIRyquncKBPIZBrkNp53TlVNi3vQc1wPQbJ7hYkiWMHzmIwppYgnb+yln0jsuV987Du+WzdPOGas1A9nzE6aNd51DXJSbjEQKAxaJN7ZxzkAogOwZQfjvcE4pKBcABtOqPrx64J86h/eaFgYlcQaBzAe0Lp6XKntxZUJ+6Dg0I1dd+iD1P3otJYeFDwMaxk5jNmkH7ZMSZZXrtUL9Jrw1Ry/AaUTgnxZH/yoE9//Qe6L0HOpYns+dOC6jkipErDx2OZ3Lx6nlpze2jYF6WEfpZrUGS1wag7KO5tUJBrAFh9NCBKBe85ywbrnUg7g9ZDA2yVDA/euggum9diCCc9ydljO026EZo4b/3H308eHABn8n2r6IoSw7Sks0pbOoypq4BK+VDufiHEaGeUBB/1gyYr2oUqanG7jxCtabUKIIG/+q1eqlWphkFhS1w6dJFbE+3sfH+eyjLKn5vNKoiSlx77F5ce+649APIGK2hSNDL5mauuZ6/lnnwCKmscu4aCchaYCZCzF0d0Swk9yzLCiurE6w/fh8ufvW7WCwWsetWvIJQBl/LxXXKsXUKfsmFXTpMGdSJ87SyryDA/JVP4NX3P4kvXTwX96ysKk5r0gtkEie/1//u7//n1xFDP77x9x5/NPCa5GY+SkBgF+S3DFqX31zWy5VWAH58o69lr8c1icyYBdK+L9yH1UkNEHD5meNomj5m3VA82AfiXJOlLbshgPZbb7BZU02MQjeqmeeBrULK0YLAr+9ch+UsisjYlKkbQlUWWFkZYfXzh+G8x8axU5jNGzRNJ7SQ+1kzc2YUUki0GO+L7PPC/YeUHr8c31fiW3qMAY0jDGIb83NBwkwLa1AWFuNHeM21l8nslXNwzuEfPHvsQ6dhAPjvf+mpBKcU/KkwJ8KoKnH7U59GWRacTv38SfSddNkTvgpK363ELA+wUFPTe6rXkis/iSdH/gGk+hM57lBet0yg+fv6t8iForCoqwLrjx+FtYSm7bHx/CkGzFqzIKeXBDXj/qq/nxco3mzwEoDU5C7T3NR3vxMa6OeGSlY8ynIei8Jg/PABScfmdVm8eo6BpUsFz/TzKvD1ftWD98QYGKX5xSsX4JxjS4Q0DNMYmCTgZV8GpyfbM332TFnQf3/3xVd3peMPqFTIvQmC5/QSox31xCXQOxeBwCDATV5LFgBd393QaFqsFHiRtiaiYkrfy10L0QyfvQYEFEWJqqpgiDsYbm5t4eq772A8nsQ728Jg/PBBXH32ONYfvw/Xnj8eNSIENfsHGJ83sMiRaioLqc8d6YyWnlLaNOv3tRFTmnMGJSgjcHmv61psbXksvvYdabksDlBZFwVLQe4FsbwEeMR0lfxgD3aAGWmO5nW5eZ85epgIsL/3Jj6HN7H963dh30lOzWwWC7SkDaFsVkI6Z+Y3ZzAQ0ACr4SHJdyhZlYZChF/c+auutzJmFShEZqCR5/euH7gnXlYZgjV8b2sIex4/isvPnGD6EE0CALZfPDM0i+bzy0DOwHu4/PldH2zHZeIfCb+k8qmZRILSSdP1aDem2P7aD1BXBVYfOYQ1A/S9x+YLpzGbt1wpMJ/lYAq7uBIyJjz43LJQWNojfT9yD60Bkj3jkO6z5woBCATnuDtk8/wpdjMUXFHxji/fd9NoGOD6GSw0TOSH9QP3RCXKGIOtl05j7dEjKKzFnifuxdVnj6Nte8Blmjr439nzJ5eEpqzOElADhK6zgLdEBxlIzD6PALF6qnsqu6aOkIBp2/WchfC1H8BKbY49TxwBgTB75Sy6rkfT9OLyy66Sn0tauv6SmMx59uC9sPyt4Uxzzjx4LYi7Qaxo7fOnpA4D/1+WBqORQf3A0UxOEprXzsP1ngtuiauqffHMYCpq3tea5mnNw6AeQn5GB7PM23sDmRU5RNl0vfHBaYcy03b9X6E3BtXmXwaRRVWVHEGuDJfUv2FTAN3gQupnBkLwCSggE6SDRc+IMxLukl8/JI3aSxSSuiC4wQ6haRpsbm7AGhNTDL33GD98EFVZYPYy538vXjuHvuvT/dVqQQRPPnamyhmjrk0qRSlTo/gEgwM20PoB0CD3a3jSiEQokBo+A0f/+9Qpkg8eX4fRIg1JWSlGiIDjF9IhXmaQhIDIuwMy4hNylBQuYwjhW2/g2oP3wHvOzth3iuAc+5LLouDqjnnZ4GV6+NCGCP4o5JL2EnEm8l/kT8l5r6TqXwIAKnrT57tvXojPSkoAOY0CCPCYvXJWGGRyoywKg3ZcYe8TR6PZuu160I7d0RmnvaP8b8o2Tv4J+ad3CerUVWDAENK89LsBO2Ic8ylFgRoC2o61oea5E2KCt9j7+FGsh4Cm7bD54mn0PZs5KdJmRhcEaUueMS+l3YxRXm+E/Jo6r93mm/2m8RJEXCCnevBAMtWaxJ+6b72BzWNn2OL2N647hR/rMMIjc/fFVHiXPrghgpkuMB5VEkx7GBe//kPRUBM9DQCSgC9SnrWMqgApirpTcBKQWUcJA5JdBmfZd/mIDOmbFQ/A+V7o6JT48TlDYeWRQ+i9R9P0mL54NrlvlxSvwU3yye4Q9Ts/GHB9oEAAxwMRIigzJL59ilwmKlLta6zhNy+chnOs6HLnSKbp0cMHuM6GWBNcFnsTdqFdncVg1Wj4Icp+2+2sRIvPDXjxjUsXqxDMNXLvuUVwXcHaIpmls4dhP6OPwmxZo9dL5vEBSmLXdWGo2hoQQYECDx8CQkzL43Qpaw36rsf2dBtN02AymWBeFLF/teant20npTf7gaUhqhwimI2kz8TN0o/IIaJh2EhiqAMGrV1sFG1TJCYNQtyJgGlAnLl/LWd8+l1Kl49MNmpJIcKqeP38XMoODAlmwFDFrOjZ3F0GMX9VFeraoO97SVt0YgFJGcAPxusAADhgSURBVCY3hKU/xlFYqXyJRIfL2nJcggxAp/7i6VpD5qarpab5tJa6wro/+unIOkPaZ+88jDFwLnBkfGEwXyzlktPSXKIJB9dliDvY30AKZC+lDk3Doqy78I08JmZ5VUII6PqArmfAWFiHouvZbVeX8OManeSjd72TJljAAB6R/rV8j93+Xnp9F+mfH2UCZQAgbXROF9boWQlSv4D3djHv2E98E4MKucYAMNjZpSUJgWNmrCGMxxXKskBRWCzmLXYj5BB/lWuGXegFGHSNze8Vr0FIgFIVj53T23HpXIApmwshSJMxx2mkBZeQLjy3KR/XJfy4lPTXkICBmmbD8B47TkJ289x6ASBa89iyl4Lac8VVWbJ+TwvqsbVYLCg+oJFiXnmhLLbwCL11Psoxjr3LZCgwyHKIxZKWZANh+NLS0yDusJzxHZUUdxkfWKmQRPBq6hnu+FNg4y8LT8qkT9DAOSeLWCBbKyj6DAExaHCIEAFlSVrjYJmpDgRmZJIG8AEe3JFQMx2885jNZ5jNZjDW4tI7b4PIwDnPNcqNYXNP77DyxBFsHju59PAZSxZmmYJ0hlQVAgDpFzQkxOHCB6lZH10sCnENxToCrOUHpIpvkl+7tF6Jcerb2XvRmoEIBkioXy8TeaXscVI8klkqX/8wuF+A6z22XzrDh9YSLj98EO0338RH7zmIf7r2MXzp4rmIjI0t0tp9yKMsGBBoff8o+FVQq1tM9rF97YIcSP7g7JVzS9uonCTR6HDwKztSaaMFaXgcvQ/RfFgZg7VHD2P7qz8Y0NjyMUfGmPKRB9pGF5IeF1qmxuH3QwZkdJ14rXaCgDSz7Lfs4hyF7dBI5cM9jx/ByucPA4AUOTqD1ih4DPnyZN4Cil0fk+haeoKMTvn5EsCOH8ldNyTxGMJJ87oEi1fPY/byuaU+Djuf+WaNvnc7QWBm7ZI/MXvpDMK4RvWF+1CWBfY8cRStWAmiZTI/4DJ2fb78xV0UtZC9tUzvOa+43j0SZe2+ut57uMajBbB49iTK0mLt0cNYe/QwB9dJXEdKJV0CNTmqzXSBeH+TAQD5G0C0DhlZ3+rBu7NlUKUXWLx6DtMXz4jgzwMKd38q7xIfb1+Q/h2azWAMRg8fjHvbvHpBYgckA0Z5lvwbZC56rgexMVF2UnoB8qGwzFGG4wNdBtzko0C1+csoCouirGAn7Cf2ElPAaIoXMZYp1vyNCAZ4V6w10k6Y/84XMPrVFWMszYUDBqWozMB1wG4DYyhmPszmM0y3t+Gcw+bF9zAajaMVYPXRIyAidFKABQhSFCaL2lcNUHgRdyUsZDEpIzC2DRBJn2mBzKr3aAEOIiPCh9/X3Gi++DL8jj8yCst8+9A6DUaWWAETzy34LHYjPoogRa8FPAwGZZ0xFCYqIHWdc8CQ1j2I5gT0L3AXuatHA379m/8Gz//MX0HXdXjq/TPo2ubGRPZjHE4qkLUvnEHuhtLKb9cdQp+DwEAAesyGDDAX0MNPxwO76/V1DT2mL59F9eRRPmPWoOuZlhJuzEHo9S9M+WsZvQxmls0z0s7S3AnDS6v2lj9UYnnXERbiLnj/G9xlce3RwxjVJfZ/8T744DGbNdg4djqlg+5U7+JUAzgyPX9D9yEpLhKRnS+Bam0hYP7qeUxfPJvS25TBKojDEvQQk8/NBgMAdm6I/GmMiVbDAI46XyxaXHvuJG7/0v2o6xKjcYX5rMm0ek3hRgTDlDEXBRvxkxoUt3TzSJYE5nOZtSnx/iUgl/3qs/3OuNDgc/rt3nGjpvk3XkdpLdYeP4zVRw/F0vpt22PrxbPM4312jQwIRCGvkfzEtQeM8GSS9YudLp2H8wHz508lS/TAIpuuHaeciAe72rqi3AsxmL1zXDdi9txJ5IGHHOBaYPTQPQIAWIGYv3JWsjl8CjTcZdCOtwi7uQ7zcUNAMJn9KoqiQFlWsJOChScRL5RjJm+MFi2SaFYhME1PUuEYBZlPpsJsGQfmeq0opRYIfd05FWBsbtff9VpVVcFai+3tbfxucRvc2hr+1vx9lGUdgwWrskBZWi6s4gJWHzuK6cvaDIbBRWQ/JM8FA2sK1ibkfrrvIQBd36MA5Pl1F/I0NzloWllKg0UQgJC1uMyQH5CY9NDPl46NDx6FscLwvBxfcV14zwWlsqG9wQnEh3E32ljSPpVPk0FmcopwKX7NOY5x6J4/iaKw+LV9XDr22vfexR/81K/gqYtncTOGNcSgAJAYiBCBQS4stbCT6Ajy4pABJKtAlNLIvrRDQA+uv7SnuagJniPZdU5lWaB33WB7KML+dF5AhF2sudkLyVw53NeIRrJccWQxRzsZ2XU1wN1unTBj/LvvPa48exJEHCA3HpW47Yl7sfqbn2UBduwU2tbBhXT2UxqVFDkzhJHWrQ8ZHJG0wvkr59i/HJK5NW/SmUGqBKGFR+ZK1PKGLom0mzJiOin/FX8Gr+de+ANxxcv5vMHG86dw2xeO4o6nPoXLT7+O6bxlLTWn4ShQ5CkpBZECAIKmmlJ6LxsJZNNwkUKioaSYLMVf5c+HAdlml9kJyLre4dI3TkiAO6eNj6oCH/3K/XDeY+vY6axiI1A/eABEhMKmOIzFK2zBnL54Bk5SJRXkLmdc5TB5V4CdrcbgjWEN+90+mV0snUPnPZznSosAsP30yRjTxAo3YeWxw7wngePfvPdS7CxIsKLf5R673Xg4bggIND3P9cknTETDMsRAjJ4HmEBdCBw9TWbAJBNTNMiXOwl/yWfPVeFsTZkorSC5VHGO058qlGWJZtFga3MLX3FXUdc1rvzoHRhboOs6hBCw/4v3o207bL90BiEQXGnRLLq4WuOVFdSjOvZdAAGz6RTz6Vw2TAMZfXw2YzndxDsXQQMztCRYICmCegC9mqplXSITDumQkRxclgVpJwkEr6Z+EqYebBJeMnHvfTR7JTQrVoXgWcojWR6GKWZCPdfBDTpX/Sy7gZgIu95h8wUJCjIGD97xBq5+9+3rXOXHO/Y/dS+8Y59eJ1HKBK5Jruk8IZqmldiUuaUnT4IyY4wRLGT0uusp3OUlYaJq4el6F7vD7Xn8CNpvnJDMjjwwM9GIgoNlob1TlKcnCLu8peuhE6PstwRaKNJ0Ahk77xHyH2H4Ti6Uu96j324w++oPsGd1xC6F3/oMeuelNoMfmO4519vD9R5bx87E4jB6dvTiUXzr2ogLJReg+kFanlkGYngtAS12drPBQBqJmSb2mFuxMlpBwHS6wHofYAvCvi/eD/eN17FYdMxjB8B1KQ0c2i5e+KvV+KihEheBALJ1223WA6DA/3jK30i8Jn954AYVGUFgwViU2guHASa73jiaf/3xI7CWs9y6znFQ67Ez3CFzaR67zl3oPCnTtPNLAwWNJ03Li3gdyslE4tKNh0ONLBFU+5RSP33mRFwLa9nybo1kNzx8QM4OUjElF67jVhmOf6egwt2aEF3v99h7mzTFLsQn0s+quSRqJyE9PBCy6PQsIpyYcA20aU4Y3rOwcM7h2sY1dH2Hi2+9ifFoBFsU6LsWTdNgZTJBUVhce+4EqocOoKoqzF8+yz28jQEFYDJZweraGsqs2mKzYGsI+3NSi1CWAwRjCwAhtd+EbiQ/Jym9Z8yL4GGNXaphEI91OgwEPT0DK0pkXiHPj40OjfiDmebOAK5kWlYGysFWy4Gf+p5qpLphekB3mpJD/AxbDTy6F7nQ0c0YF79+AuUDd0VhYQSk7Hn8MKwV4R4YiHrnMXvlHBf8kGpk6upKcGH4HPpa7vriZaUYhyAYIn13SZB7zxq06x1swRpAUXBb7BC7ZFLGoAJS+H8auQDcqYFdP5hoB4OKNJF+V40yuad2Z3c5uNcUTGu5SIqmXhm5ltL+1naDxWvnAADjhw6iLLgF93zRYvPYaXS9jwFbBIh5emm+8UnCUM7kD7nrUIHmEw+P85f3b8BAP6zhQxArUeY3Roa/5FCTBioTm9nf/8br+OhvfJpTJ7/0KVx7/iRmsxZ974f82PuMLtnFiYy388vZOV9CULue7rgtu4DRAbgNUbgZy/9bqcUxeuhgTOONEsKrH1/cbS+mapPqoi2sxepjh1BVBVYmNUZfuR/Nokvly+O944Tkp75IcV7x3YwX3HAs0V9uWVX+EE9RDsziLRLSyO8V+bF+Wt0OEsyrfGf76RNxLa2hWL6bPxAyt/jO8e8MCFJaYeqEt3PwjDUdMD4vpUXU4JYdQVe6ANlTRysAKRJGfF3nxf3SSwCE7e0tNIsFirLEaFSjKCuE4NH1XOylHlVYNB1bMKyFIYNOa9v7gECEzY0NzGfzGFsQwH0FYnyAMB0C+6ICAd738rdBitIf+pp39soWZB98Ig4oUQxUHmhb4QQGDAKFAbGwjEgd9WLsghCiMomY4in24R0HNTvkyQKQfi4LlaFbY9ctFaB0cwBB07ZSPpfnakRIqY+uKC3GDx1EYQlUFKifPAofONI5lqMGB/m4QYEQyPqFndoBdtErQ/4vJURGEPDk0XYOk9Ii+IDJIwfRHzsDB0nVM/n+JyrZobvohmbzyb834IEDZjQM9M2wq7Sb5XvqOSSb+EH9IOfDG8q0pkxSedHyc38+x3awmTOZaQmzZ06iKLjg0fjhA9j/1H1oO4ftl86iax03+cqmr8u5O/nRLgR+vZECe3Nzd3w3/Ltd5cc2Qr7jQRQB4bgZn1VFRddjsehw6enj2P/F+1GWFvuevA/jRYvLz55A36WeB2zhYwohJNevklIk3+y160818Rb9WNQ9SBRMAsYPH4og0VpKQktoxPuA+avnUrS+yA6tzhci+GMrX1KuArx3uPbcac6GsgZlVWD80AHs/+K96J3H9ktn0XfSqMtlYGAJRPIzZIxwFyLg9bkeRMYSfS7fQPjqTnw/+H76ip7DkJOCXI3i33rGegLaY6eTDBXXA/7j3W/1AUGFaTsZ7ZsYEQkAmpoR8U5m9h/UGshMWuo/Z2VSHo6ShpXHC3jvIqMYDmZMxqYAxrZtsL29DQBsHRiPGSX3fI26rrHyeS5RPHrwAAiEvu/RdZ3wDT5Fi8UCTdMM0LMyrFRUhdL7SWqnZ8w2yuRm3DB8huXYgFy72QmYEkgImuKTaWy6RDxPGsyf5D5JaGfIX8ABn6vkZ97hu8u47zI02G2qYfnvm6RlLae5OmmFS559rZ3zaI9xaVKjTAl8gCcPH0RRWBAB4yePRMbkQ0Dfs0BrXrsgFi859CHbJ0RQLks3ZOiUSZnggemLZ7HylfsRQpBMGAJbCANH3O+CwXeXg1opIdMKws7v5EAPlCx4GthEUpMeIaVXRdNttukhcLOiyIzU3K/rpalTQTW7VHgpZ+IAAAf0PaHvPLpjp1GWFvWDB7DnMY4s751D23lMX0q56JSB5p2ifPd1igIqbsmQoefAIFulmzoi+ItgC+lBIK8tCZwQgNm8hXn2JG77wlHYwmBUl9j7+FFcefZk1BZVWCS4OYyd0DOPjFfH15WEIk0I/VjmbfUDByLd5M3tCITmm+fhAHRy+UQ3HEuW04+6McJyXYQdspgEOAQ4sb51vUd77BTKwmL08AGsPXooCc3eY/bSOXYp8CG+zg7k9rFspcPy3uTTSucmB9v5e5F3D281/D0+45DCdwY9KyDg3/MyxUQByJJVdhsfYCHQh9FyiyYKb9U45ZOZZqALmh5+MFlFnGHJBJ4xYn4Qn30391syk+MAC+1v32N7e4qu6zCqR6iqCkQkpR/ZrzQe1wjBoes6TCz729u2Qy/WA40NIAEoyIrqeHEp5G6K3KxjNDNCHoD5Sw4LMwmZbYZX4S3PHcmNFDBlC0dJoNPwDeTUE+MqLJcUDt6j7/usz4MQhlxzCa/KXBIF5ixmCHIpA0iJjTAgWkYEN0DPH8oIyKWpCo4Q2DXQQ6xZsu5qRaicl4hkpm9rDAo5Ma5g+jWTMuYKe8m44MqeSQAOySCxlJy5gDhSWgUk+wR5PrGr4FIafHJD5Acy6I0QSCPzQ2QcgzQ8LZ+ancEU5cwaf1mV/JwR/GZrKKZm5zzP3WdlVgUhheyzgx3JmNsybXgf0PoebQ8UrUVoOlSljVUDq9LDjwp0nUPfp2yBXbcdsuZB1irJrMEaEgUEbxDda8vz3eXyH+ZYZuIaW5Teo6EbEIg8xPUO0+kC40WH8bhEURhMJiVmowKzWZuuqTVLMpNAbh0gMjGVPAeGJPx4UKciCn+gqixU8VEwwMLaoeucRNv7SD+5QMvPTP54OeeKmn0umLPfmJ4YSFprERY9ysKgKAyqwqC0BhiXaFtCN2h0NRS+uTyK90jSfcfY+ZLui8B1/S7yBF75bq4sQIBrxo+H/GMJBmcAYmDd2TnFHeOGgMAWRcZr0kaqqTAX6Hro9UDlxWjyFME8QErzKDHYXL7Y8nW995HAvA+wdQFbsGBfLBaYTrdhrcWld95EVdWSn8oMtioLrD92GJeefh0AwRYW85fPYDadyzO5tMUiELRqWtKkM2FtlM2GSLAawZ/QozBDZD6bnHCMXNMkwo14Z8k6kRN7bNcqIwaShXQNz1Ab64/fB2MMNo+dwGI+F1AgAoooS+OiRJIhoU5PRjdgcD9djyBaRdJYCFqgRC+WYYubMtIhySZAyXiuMjQXWp484IDLz50CAbGXQ2G5UMro4QMoLGerjB47kpGvnJGeheTsZWmUkzEYDc6NFJIxnc459J2DJOuwGdUSXKtdMXPBj7Tnon1YbU0t+GdZ4zdZzrMxXLY77nUIkQR1vbwP6FyP+SvnBtpa1PSDBu6RNGy5zthl/8PgZrt/PnigdT2aZ09KwJTF+uNHMK4LfORL96Ppemw8fxptI4GIel4GQGBJkmbvxch9Ij7vNgACCsLyd5YtZh/yiMIQicMkUqD4mZxf8zoyP+567vhZPHUfRqMSVVng9qfuxzv/7AdcJCpbppwlGys8TfiiFf/+6OGDEswMNkNbtqR5iXDvem501XzzPJoXzsQMMTYMLQvbXPuRdO3Baud/UVoM/VUrXFL+frpestEa9M5j4/nTzOcNg4K1xziFkQjoHMckdJ3n4kd5XNiSFSmPx0qvXgcGBGRN7PI9pYRTMwCQvph9f+l7lK/TLucr2axlHYiV/LK8fufZG1sIyCyVn1WGpugz8+FkGn/0vwftTZAmnGu+Vogop0bVWApRxbRWtA7vA8qyhDWGa1wv5phNpwCAjfd+hNFkAoJB2zbwnoNL9j75KXjvMZ3Osbq6yqloTqK6xTpgjRUzqYkLqYttZS4xIlsZTzyUWYa0tkMOIW1cRpzacjiIYLAggEzcXmXEur68HHz15UQSBU/ZX5GZeudw6evfxe1f+Uns/cKn0CwaXP76d3n/DFdR8rF7nhybMGz7TDnZDUxp6X3hllAz9WCf9ds5N/uwRwaRB+AgAIG82A2UxvPnSlP20qSk7fgK20+fBIFEy7AYP3IQpcQjGEOoay7KtfLl+yPQcI6LD01fOouu9zHgMq6tJzhwcFBd8awmjxwCFi3a507L/AkInkscUzrgVqwYVVlg5fNH2M2Raf+MJVLwmAp2TrnysXVxiAKf3Sq5L1iZVk6TIV+knFdmGHe48Gn5h68tIYaQleaQ/XM+wDU9mq8fR1EY3PbkUaxMKnz0K59C1zssFj02j51C07kYMKcSckfci5JA4CqRcZ0Cr2Uf/T+DKd3cMUAEmRCB8qkssiTbO8jXiLhpUNtyV0RrLOraYH1tjOl0kfpviD9/LEGgVip9IuT8ntOMt186zRq+53x6DbhWK5fyp3wrk3WVZxt5bcYfOBJL+JHIBxWKkVKugyd3hW25xSP+EOtg47D4xnEubV9ZrD9+GHufPCIWZo+m7bF57Axnv+jDL9F5bsHIXo6/XU9o8/LkVTB2mbp+LeNL8XKDy+YACJEGtB9HVVqUpcXkkYNJB91lfEClQv5XN5pEUGvEZx4AmKJAKX5Hg7KW05VCYDCQm6Zzn2QOQJyUwtVrj0Y1ylKKD23OsLW1De8dJpMJutEY1lhxBTCIsLZAAPD+138IMlzfWwkZZKK2r1qSCRJhCzC6zihIi4DkyC5S5wBic8qhRi6TkWY/ISCmMqmWJZYPXW8lD9bYvACDFOAzpKqwfGeeGbGA7vseF7/6Hez70k9gNBrhjt/4aVz82neSVpcjX1KAs7wP+plhA6llE2Y6cMvR7PrKzUIEkX9mQC//SUlTXHp+QLY4Mt8sTgScPtf1HotnT0XGZ0iAQmmw8vlDKAs2dRcFd9EbffFeaHxGci9ws5PZy+dAAKyxCAgoam4pjvUxd0QjjpsprB2aZ5HaoE5fPhNdIU60NS2fqkJwSdbF+hjxCSljYpSOwJDmE0sfas8ZgsheSuc//+5wLGPb+FlKlw0Aus7jva8fR2ENViYl9jxxFKsrFVZ/69No2h7TeYvN58+k+IvhRPgpIzfNBJasgyVWDlJGEZYP2U0ZfGx13jktp98irWcWIU1LGz90CFVpgZCqxe7/4n3Y612sGuklu2b2Mvfd0MZmQ+sQ4gYGIPIyIMcswl+yrn4JIOaiM0SAuBwPxSBN45vSOmRiJ72WIYqkyCfkuYP/DBQaVjznC4/Z116HlS6edV1g7dFDWPmNT6F33Edh+8UzaDuf1cRRgJPEf/znxkVCdnk9XSd/5gzb7nqV4VniEs9VVWDtscOoKhszvJwLaFuHrRdOA39791ncEBAwEaSOhsZksHSgBuSLHYRwk781Z7J5CmwAa7JqGo9MV0AEMzMf71FVZbQcTKdTzGZTONejqipceedt9plnQrYoCqw/fgTBe7Rth/FkDADoWgenEeSqkQvhBu8R45gpAF7nT/BB2omyahafTV0lqlkz49WaBBQPn6GktYUgBZggxEo0WEYO8tFuiGltl4chjW0ICTQoqpZSzVe+8X2Mx2Ps/cKn8NHf/llc/Np3ho2cIM+ZdaLUQ6pCYACGYiypMqEUxMbukwQBhmE4N2Fk6gkfqswPJ5MiloADIJM04Fyw7aprDlw4znv4xmPRAtOvHx+Y6zWrYeXznFpnDIEKg5IMUAOrX7pP1prEcgVURNj75FH0HfcA2JJmKbFuegix4JLSnlrd0tpnb1A2dVJhHlJ8Ql4iRD8n6xg1IX3etIDpY0GumWexxBXX71+fHtIKh+t8LkCtHs57bG41mP6zH6AsLKqqwPpjh7A6roHHD6NtHRavnk9FijIhoUw2WjYNwXpREAgIeva8h18CMzdj6HYpH1arEAfDGkweOshBsZrtEevGJxO9D1w5sul6VKXFZDziaxNh68UzmG4v0LYOCniXPVM61A3K2QhImr98bkcAcW4WHmCBJSCp38eQb0SdbBnb7UZESbeJwDQCul32kGCgzl3+LsE5YO56LJoeW//8dRTWYP3xw6gri8mX74cPHKzetg6bL5xB17vMLczPOrwdxesL2k4PkS1Nhphk/SnNH0DedyT/tLVAYdkCsPr5QygKdnF6H9C1DldfPMO1P6Ty4o0CvD/QQpDSCzmSmpyWCTaR8UQrkDCN3HKQT5xAWVDKMII/j5iPjECRl1gmioJLBzdNg9lshq7rUBQFLr/zNsbjCcgYOClPbIxBVZUoywIbz58AiLD2aIoUV+EZIAFTwjCTaZzis+lTqGBXk79izPQJyQOWh+b0NB8FvoKhyIQGxCEPzlBAagtkmDMyXZMdyFwbl0DEjKiU/rx3WCzmuPbc69j/pc/i9q/8FC599bvo+24A1oM8XCJGxAPGr7HVYwjp0vPkK7E8blaWASAMLKTfFWwNXEPaW1yf36d1UOaqmtcwwl4PdEjrRwowAATAEccRdL0HtT1m3zgJQ9x+u5DMnckjB7n+gDVwcAONhxBiMy7z+cPoneeCI6q1AUxfmg+5zCxz9JPIA1HoZkSwHJ8SmU8G/iKDj8AAULLYyXd3/+t6n7lRep/uQhQVcn/nA3zbo+0c5l87zu1nP3c3/uDaYfzaI/wtL0Vacq0/CbognWYDLELabyKwO8+r/LppY/9T90ZwuYMGgSzbRTXuMOB1woqgfMFag7XVCfZ/8V4YIux9/CjCcycR0KBrfQSRMWNqmS7A98hlfYxbyEbkkGpdlO8lQkg0pLSzHLcVf01oN42w9Ee0nAytmMOAS4WpObVmPC07KhqQePmZkwzoCwb11nL76e/86sP4tdvOYtH0mL18TqwpKbp/MNtMkEc8Hp8vi6cjWvre0ClBIHEFWKw+qgAgZUi53mPzxVNo+37QACoE5XW47vh3am40nFtIgid2K8zNPsOnZ6CQiCHtdW52iXdM2q58gc1eBcqyZI3Xeyzmc/RdD2MtqrpGVdesTYcQr7ny6BGM6xIheDRNy6Zba7Fo2liEQ5Y/CT3Jt9Zn0sUPQAQNcXYhgRrEa/CFCMSmMp9fJWPwlKoYaue7SKsZMs5BCx+YjICzfdHYg7Q/2eGTh3PeYTGf49qzr2PPk5/C/i99Fle+8X10XZdSv/RwK6CVScWX5BkHvuWgFqF8LXYCpZs2AjtuiHQXKK0t7yy/ljEBfnwFZwr+ErPKGTIDBtY0gLRfysDyA69rFoKHA5tjO8loWDxzUtJo1cxrMH7oQNQC1bdrrUUVDEZPHM00P8TMhsWrUpksD2QMgektKKPMwUGGHpbPus/ZkHwuCoj0jkS6pi/mfHZ3BLBzm3a8oNa0nQxsSFuZfAnsfjG9R/PSGfwCzmJhpEWtAcYPH4APUhPBSwOjeKGAAAcfABNMuicRCAYGfqmI2Ic7Zi+fy/7KgKzQKGd1IPIo/kBOf9m3RUnYni6w0vZsVrYG648fRTHnPgid1Cgwxg46rA7moPFQufZP+dLtQAeJNJZlRRiWRea9N5kAY4ak2S45+cUvhJyBXY/klmk6flkukRS6RN98xtrAdQtM52EtYfH8GfyCPQt69BDGowKTp46K9YArbs5eOot+h4zTWYTBXzqPHbhdvqvlu63lQkOalswt0wMWr5znOKXexWZpLreKKe9Z2pLl8e9YhyB7hTBAMrt/PDfP5WUxM01th1apnx/GExhjURQFrLUc5LFYoFk0CMGjrKrYvwAIUlmO3QWVmGS7jruqrUzGIAkmDEunQwkhaF8BeRgDim4FjitwgzVRhKeaYxLALHaMUQvI0uGIwgmJKWWHJfdbDg9bMsTrPSMQQPbZjCPn5uO+7zGbTjFuGtR1jdF4jBBCLOu8LMaTTqa1FbKqi/qRXXRC6HrsplV8yCOv0qhrLG8gxAMo65pMU6DBhzMmFutrJLqOn1UwGdtaJ0dYZM5xv5gueu9jbjD1Lga2WksI826QGWCtmor5tULvKZf1IcBOaglgdBEYcLVDM6gHwFPZhWWG/NfEtRkMAQMDUVwXAVe7cJvle2R62NKrCZTmDZpCfGHHlzBQT9OMOfhLznIIBOt8LEZVkkGoLJwzUsqVS7wmTZpDbRPgG97uZo3Fot9x1CJABQaKAIDEY2i4bElZ4HLe02kDojpW8KxraVftWjjpYcChVEkQ7xC3metpOSA38cUbgamMp2b8V/8egFiiAd9bvswOoJCNkP9yPdEVX8gQi1r8otXFoe/5ZWsJRdOjsBK4V3AMUVVa0Eol4IDPYwhMZzvOgIKQ9CN694ylmNlhxII4HrGl3PmAvuPg+Pm8Q++0JXSytu948EA33IobAoKcgSmBxf7P+ecygZfe1UDE3a6qEdJmAAyCmLisVkGjxAw1jXA63UbvepAxeO+N8xiNxjDGSjBMjxAQ+4BzX+oWRITVx47Aeza1Lk9Ho2hTPYFkmosECLAQgJqEdV30swa5QFZBQ2QHpYWH65ZcJhRMJDztc5CEjiJxxOvvPijitJgiI5xcaa3vOlz+xvdwx5d/CmuP34tw7AQwB/q+23FQskeMBzO1ZdaqiFkJkwyPDATBLgfwwxoD2leT4wDJKdbKhJoEZWZwJj+rcqkEeuN7JDRiEk1YcTnk6aGud3HfY790EXo+AKH36B3QSnqUlgA2hpnN+OGDci6SNYHrchBWHz0EIM8oYBMmiCRw8eww0BBZ5UVkmovQW7ZMyE3IOxd4WL45f39nt91lglgCHnFVs4nFT+agV/cmDMBLepXP0vzlsyDDbpmi4mBPjVGav3Iulo3mViSBG4Pp2cuA+s0EBNzXAlHZSIApxP2JdKi8wiwrCfK3IkgEXHn2BMxT92NUl7CWUFqLvU/eC//MCcznHUKfVWgNekfEs6SKScwGyPFbZoUdkMwQocQ1jtbH+MFsv0mBd24n3U2y8QTiI+42liY0uOt1vxQS/5ChZYOvPXcahrinwsrnD6EsLcqCy6ODSAL5zjCdiUshIAyKBklxSGhgszGc7rz66EGUpc0Kpkldha7H9oucsRR7ssQlpWzKuwCDG1i6bmwhUNQn+c35Iu/mSlj+3ZgUDZ0YaiqDHGMHhHlpuhCjKA9blkAAurblKND5HG3XAQAuv/0mRvVIrAOEvu/Qdh0MGez7wn0gAhZNi81jpzhN0VrM5wt0XeqDoD8HKU7KAAJXW6PAgTqpVWeIH03WKX7GtMF82EhUKr1ePIzyEW1UoWtmjYWq4ARix6cIhNSqOKFl51I/iAF73QHE0t54sQi8/7XvYH3POiaTCaqyxHQ6RbNYLJ0V3R9gUJWSkCwAemhDrj0sjZvISEkYaL4zuXBXRSCPvYhSj5YzJnh7uKBUArbKIBmEORhPsXciaxFGrFwFitKio05SbkmALGfSpGZL7PMzKpHAFdecNP+ZP3syPofmUtvCYOXhgyjLIoIFAgOGsjS8f1XA+Iv3DsBlCOxqYP9nijTnSoLSPlrpcUBUenqGgjh/O7m6FPzm7w/PoM4lvaWCCzvpJ6GGfGcGLyReK3DBeWy/cIath1WBPY8fxqguMPnivQA4SGzz2BksFpJ7LqYQjeVget/lOT+0kevfPPLtWMZiokfswq85XkL/9j7g8jMncOdXPiV8ktPU7vjyp3Dxa69jNm8za2/Oy2lpXwiJWpdcZYOpDSTxANwQUSxPnO6UlA0FP16tISpDkH9eY6uyZ86+O/yZn/vBtPhr2fejUrU85NouAF3TY/6MxAcZ7sJYVQWq0uK2J4/Gs9b3DtsvnkUrKZuAWgIYSJSlweThA0l/AUma8Fm0HTdp6/swrGuQzy8oKBhWAU6fuT5D/oAsAzG3ko++lZR6Jsw28omklTATtMAut1fNSKOaWbCGGHGvke4po4DT55rpAvM5dxwcjUYY1WMUZRkFE3+f0xKrssDWi6cwnS0AGOx94j4AAdsvnhZilXoJA50lr90tWh2SZqdrod/IUypTnwNd+GydpN5AzuTJ8DWtXSoBLRc3tmC/HSnIcOmaCv60VoFuuqC16PcNiM+QM221ynRti82NDayuraGqKkxWVkAgzOYzpKBRBiLcHc0NTZIy4QhGI3hWwJQ+G9foJo2QzTFJQ17LoGWbI7tNJaUQUiaJXsDLg/Je6stJE4r3VDoLBO/ZfF+WHkUxBkCYTucorEVVVRjVYxgR4s57eNdzbQDnuaGWuAD0Hqq5BwBBOv+hBeZPnwQgBY1MsrAVpY1lmGO+uZxbY7h76PiL90bmFIBYk6DruX/A4tXz4oZIVo1cw1Gsq4wo1cxYsm7tAlTDsiYTwTcN/hxgD59FMcbNTd8nWvp8JgAXiw7zr72OsrDY+8QRjOoSVVli7xNH0fcch7D1QmqqpEz1ZloIokwGVAmWmCdEhJsLRgWp8fvLLoUohRkMXX7mBG7/4n0YjYooaPd/6X70X/0+Fo3QHknlS8rWVealkDu3NsXbDDDjclxakgWxq0vOOyIY4GspneTZZ3FykcmxEN1hscow5pIGlU8owYUlrLAbNs1fMNm8ew9cO3Y6fqQsOMh9/bFDGI9KTL5yH58laUdd2GG1X+8Dms5h+4Wz7PZ2YUcdmt0fIQz/EcIZzv2/JSBYbmCUp/SxEBNz5NJgQZIdICHYHFTqWXfC+ILC1gBUVQlrGQx0XYfFYsGCygdUNacY5mCgl8wCIsLeJ+7lfteLBfq+R1lVMNZisWjRtD1iBkRA7AnAc84QKpJgtYbjE3JfXc68fFCT3RCu50I41WSQtEsXohlZuyEmTVwOO0IsoRsD4GT9gqZCCtDQdqbs608HiOQZoyAE4pqBgLZtsbW5ifFkgpWVFVS37QWIm0Q55zkGIuPkO5lKxqNMWjssMfhkXr+JQ9cgIVh+Wd058TUPDhAkdg0BiWjVXKvWI1uKli810DONJwQGg9CqliIUvQ9SFMvBuR5N28Z7GK2IKDEzVV2hLCvu5Nlzyqt3LKD7vo9lg9U1ELW+QFx9DkDoHGjRYfNrr8c6BjZzNUwePijtzNVUSRGYEwHWFPCwmHzh3kwoSac5Kba0ePU8t292XkAMP2wELREwLUuSFGdCKSYTcQGjGrcTTUTooh+LHG+oMWZiIl1CXmg7h4vfOAGSlNC1xw5jPCqxslJj/be5HXMrhWmaptuV132oI/KJEHmpCr6cr9LSd5YvovxG/gIImC86bE0b+BBQV1a6DRrc+RufwY/++Q/QdSmwVuOekgDMgaTcZfhWml+OanaTuPqZpe+nz+yi05PuuoD0JX4TeXYuFePRHqYjx7mH4Vzzu+5mVdChMjMP8vSAgMsW7vnTGI8K7HniMGqpM6JdZp3jds3zRY+N56Tok0x02QpyA5meZjfEBvHxb8SKPyCoUC+kZhypXEW55sS3ibxzwGxDrDKY/PFJeCrAyAVNURRxUTnXs8FiMYdzPQwRLr39FsbjcdR0tdJaADAe1bCGMJsvRPgbrD3KppqNY6eWzFcaTAggE+p50A1AjMoUlUYzZyKUAeamrKpfUOErcVjaCTFbm+R3SDxPsFN0neiLcc30Q8L8yFCq0hk4DkItFlH3VTxBug/sn9K4jPl0Btc7jMbjGGg4X8yH0cVCTZpaNzAN6HQMIUYLx+e62WBAAZ/Qn742YJwZSAjJ3DhE1GFAp9ZYeO+QyjXrENSv90SSaW3boet6iRERAJjRBAfFhmiNmi34dY4PKFBWJWsShiTrRoU4S9OuY4DhYwVEyLwhTJNiT/SuZwAxe+Y4QKl/gUYvG2MweugABzHaVLxLrYHa7bAoLEZP8BnTng6q4TipWzF75SxXstMCNyEM6GLo51z6PYIEhRfZniIJgoGGGHl/yD6XX1ZjdBCtlX1wuPbcSWxZg3FdYs+TR1EWBpNxhfFX7kfXs9Xg5g6NVxkqV3ksFmW0HYZfZaGiYFU4YLQyhIDtF87ATyrUX7ovWi/LwmJ1pcZ01kpnWEDF6E53AOKNc9mrIDKxqbDMPuJ31f14vXD4YY8YvcjgL6GUrAqivkth8Ll4W6JELyH9nfxOu39vMHE5Z84lSzIZoLSWCwSVFkWhHR0J3rF8867H9OWzMIaw8gjXkhjVJYov3cfuAWnkxfEt+UIgi+cZrHb22i7rsvTe8rhxUGGmDcd8bBpaDRIAEFAQNWkf61rz5yI5p6lnDxSCFt2wEljl0HUtmqZB3/cgAJfeeQurq2vxns459K4HAldnWn3sMLzn4i0hAKU0RJm/eg69xB7ElaFEMhpIxM+o8RJJsKmgBxB9XABARoCCuA+MTUApLT6idSGKddLr+KixDxCg0G6IhJgLLF23oYDSAx+RMJTRRiiMIGsWoOY53jPnHZpmAeccm7DHI4CAZrGQFM0hCJKLD7ZQ70SSKhTi/Ye8+kMfNHR1ATqXiGCXvqB7wZah5QOk/s24HsOQ+JjiaIzJ3EyJQ/ssFiQyTpP2lzWKIUj0EMuCd1lveJ1+qtERAlCVJbxlN0JMlxThq/SsAtZnz+YpgBxHLat1YPbsiRggqcWV9P/RQwfFgqBuNUKwgAkKioEiMC1Ujx+Rqoypba1aGEIAFq+dS1H+mTvCZ3NN669/Z3szAAPDmnQ7hOKAbvXqshcB0b3TfO04ypIrvmmu921PHsXNGjuygBS1IodJifXHrBnQ4BwO2pAvKXE+cLDaxvOnse8L98Z6DHueOAo6dhrzeYem7WO7YJ3XQB7RMtjW+Sz9Fpb2ZvApICkdIWlJEJ0j19gj0KHBNfO1ipZTfVXBKGWfJ1FmpPR8ei2uZpxj4uv5dPncc60CLhFcFGyFKwxFC5j33F0xlTB3cIGfa/aNE9LUzGD8yEHUVYm6Chg/da8EBJ+PVjkFHnEjc0Y85MhAtlYfND4AEGir4jziffAJJA0s04iCHHbN94+EuCwo0gXZjJmCENVV0LUdC/yiwGg0zoKxcuuCZBZYg67r0PUOxhiURcECr9cucrTjYKV1FHSoz6SAcmlNl2FiZFiUTOo0+FwGmXWhAORNgILGIKg5X1O7BA2HfF7Q59A9Sq9HxC6AgfPPl+ebmF+cv1hyvARTVfUaxlLFrG0a7hgZD+FOg9mAFuMLiS6CALCbM/Twp33INQdSgaIIjobMJMBn36EBPeRrkr4QuIplwmHZeU3CCKBhSWSdQ3Y1/m7G5oOP6U66bwCh7x2K0sXMGAYADCvia0jfiVaeAOTiU0396tNV3EQhxb4QMYBxsyZWzFOrU4yQFtpVa6AxBEsACu1xIu3NrVS6G5UxPVLpM3VNxJL1IQM4PkKnbL/Szuqvw3VXWhhuW35M2Q3ToesJbdsjbC9QS3DYzRvXYUBQsJA+lq8J6XtLX5MIqRiYZmQPXe8xm7cYzVtMJhUAzvoa1QXUIutcH++7PKsd8HrJPKhnJvdq7xo/MgDsIQMI+pKcvespGzkvJFrG7dl3klVFvxepJeMZuw6Zki1MDAjUIkHjcckZeULLXeulPgA3P5stOqF5LlxnCOgBEHk+P4sOZWFRlpxBVFUFMC44KNGxm1yvFYtRxXVdmqT+pGxdrjM+0EIQi7DEhc99LeoqyIPLQoyaThfKAklC0ozlT2YYEoUN8EFvFgs0TQPvnTSeqKSHgaBZ7xCQAhGr0oIQsHHsJLz3WHvsXozHXMq4y8r0AkB+ehLTIxHIiIxseXGvV2iDTOZG4Q9mz4uMyHLilxgCKZCSE2sIEj9AXN1QD14CK0lwqXUB2e0ic8vMsnG/9B7y6TzF23sP6ghN02I8HmM8HoPIoGkW8M5F4taDEvQ8xr1fXpssB/km4YGY9zuoMaFDn2GJqwTEbskUNd4AogCCSYBqWa7k1SVzc6PK2GUmJa9RfpGE+TI6UkaYzTO7VggBXd9xU5gc1BAh5BaFTHArSFMaStcWoQ0WJooRXPDI40IXx05xpAVR/J8DGfk8jh48EONkjIIDQ1kgJmIp9MkjB7P10vcFagkQ0Hr6zgc0r50XkMCxSrG2guIccQmkc5PwXtqzDCRE1CZ0Gi2Q7I5sn+UqdVVVAH8LN2eIFYb/G3CDCGQjCSnSpIEclREyRDkEv4BU5mt6bG0vUBQs5BDA7qPewT1/WlI0lc4y+JVbKwf1g5fO3XCZr/e42TMlug/QyrLZZ+MHM2aG/KUhHcTdD0v7v4sw3SEDQNKNVOuBEKrKYvXRwyiLBMi9C+g71uaTRcDF0sFxvWi4A94HuBCwcex01hfFYvXzB1E+cA/qWM5em6Wdkz4UProV2NVM+VIsL/91xwcWJgqBa4an9MEUpcwTQxSdKX2wzxgZix81VWnwkx5cQwaFLVAUZbzefDHHdDaVAEYDWxS49PZbqOoaAGJQlndqpuEo6q7rMZ83IMN1na016HsngICSZTEyigwZmlQ9EFBhGgZ/J+2fkBOQMQZqE9LOh1rAIu2AHkS5rlwjpp0gu6YQKscD9PE1LqSja5k2PS61zC8GGarFIaTfael1bT6iz8tdIbfZhzweY6XgNtOz6ZQLGCEtmQqjhEKQnk+q6xGIW+N+ADL9cQ0Gn2YgKHMTIyDsQfcoMCDV+gEcIhBSPY+cJiRoUP5IgjUDgNqkCgCDxlzwxzmmQlMZXMzcQUM7hLod0lkURuR9yiwJnKHg+gR4eLsp3ZzAzynPamDi/PM2x6AlQCNLJdV+EYs/9TrXgOmzJ+M6GyAGMyrvGD/EJtUBL0HKH1c6NZZA3sMQN0PzIWD0+JFYpMm5gF5ck82r5+EDt+B10YIoTFLWLK9OGF2BKjTi0sgZU2AFqSo5bz+I3H58I7cEKjBQOotmuIynDfhvDiH4WjHTBBzYHK1DMrZeOA2/MsL+L9wLW/AqFMZg7xNHgOdPYXu7ZZ4XUmwVXzoXomqdG9KNTlk42tI+KMpYRsgQwBek18xQkF43DiV+O/HN3N2Q2NZOQBrhCCmr1JLB3Iqbaw4YGKNBhBIYKJUKt186h7btB7FgiaaGa5I8OSGuSwgeTefRdI7dCRLjs/roIVSVxaguMH7qqHSePIOudZKS6CQeKd12+ZmuN25cuji3N4cQD1VhCzloQ+an1gFOORyOQXRsFLyEoixhrI3+Vu89tre20HWd5FhbXHr7DYxGK3HBuq6NxR0KY1GV3IFx0TToncPaeISqKhAQBJVp34Gk9St+0nLFPMfUDjm6NQJFhhfzX3X2KjT4XekvIH9lbZsLWY88/oBVJJdBpky8U4iChLSVdJZmYwzgHWL7YiUxJSJ9PmtTsFHSwPj60XTnQyocQ4bT2xywvb0FMgaj0Qjj8RhAwMa1a1BzsyJ8FawxRVWHVxG0mxnrwxup9ntiDAnYsRsslrKW18lImqTL6ZaQ1wVQ1BYLGhFAtJPudV2M4WDAELihF/lhka94ZWXWmSqdx4ooK4xAQL4f6SOkFM94PUnlVVdevLYHAkkcSx9AElmuc83vAyBm8/iMhhOTUQDI9Oo09iRwlDX6gD4r/zt75mScIwwLG3U3GOntoBqYIQIki4Xk2Qp5r7AE0we43qB45KAsJj9v74ZuFO89mtfORx9srLmQFWnSEa2PGVDPBdCHPZgGHDgVNikViYYyjTBkxcKQCbsMfCU+FqBWquEpJUynDYoXTmPfk0dhLAm/Ndj/xfvgv3Ec84XLYmLi1eI5CvC5MSJTptJnY6phfC+k64SEDXYzheezju6D/F4hfTb/c7g2ApQoX0dNW1XlARiNSux5/DDKQlzngd1Z3rHlrOs8tl44g7Zjoexi5tfgsbI57wQF0LXK1kyBXAgk3VUdFk+fABFQVwXG4worjxzE6iOH4jpoyuLmc5o6iwFI2mkpzdbtZmlut8atcWvcGrfGrXFr/HdnmA/+yK1xa9wat8atcWvcGv//Pm4Bglvj1rg1bo1b49a4NW4Bglvj1rg1bo1b49a4NW4Bglvj1rg1bo1b49a4NXALENwat8atcWvcGrfGrYFbgODWuDVujVvj1rg1bg0A/x+RmN/OqqegNwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 648x432 with 6 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"dls.show_batch(max_n=6)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Training run" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" Logging results to <a href=\"https://wandb.com\" target=\"_blank\">Weights & Biases</a> <a href=\"https://docs.wandb.com/integrations/jupyter.html\" target=\"_blank\">(Documentation)</a>.<br/>\n", | |
" Project page: <a href=\"https://app.wandb.ai/borisd13/fastai2\" target=\"_blank\">https://app.wandb.ai/borisd13/fastai2</a><br/>\n", | |
" Run page: <a href=\"https://app.wandb.ai/borisd13/fastai2/runs/158c9fbv\" target=\"_blank\">https://app.wandb.ai/borisd13/fastai2/runs/158c9fbv</a><br/>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"W&B Run: https://app.wandb.ai/borisd13/fastai2/runs/158c9fbv" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"wandb.init(project='fastai2')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"learn = unet_learner(dls, resnet34, cbs=[WandbCallback(log_dataset=True, log_model=True), SaveModelCallback()])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/boris/.fastai/data/camvid_tiny/labels)... Done. 0.0s\n", | |
"\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/boris/.fastai/data/camvid_tiny/images)... Done. 0.0s\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: left;\">\n", | |
" <th>epoch</th>\n", | |
" <th>train_loss</th>\n", | |
" <th>valid_loss</th>\n", | |
" <th>time</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <td>0</td>\n", | |
" <td>2.735993</td>\n", | |
" <td>2.390173</td>\n", | |
" <td>00:03</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>1</td>\n", | |
" <td>2.229564</td>\n", | |
" <td>1.549332</td>\n", | |
" <td>00:03</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>2</td>\n", | |
" <td>1.851629</td>\n", | |
" <td>1.359124</td>\n", | |
" <td>00:03</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>3</td>\n", | |
" <td>1.613460</td>\n", | |
" <td>1.251787</td>\n", | |
" <td>00:03</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>4</td>\n", | |
" <td>1.456770</td>\n", | |
" <td>1.255426</td>\n", | |
" <td>00:03</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Better model found at epoch 0 with valid_loss value: 2.3901734352111816.\n", | |
"Better model found at epoch 1 with valid_loss value: 1.5493322610855103.\n", | |
"Better model found at epoch 2 with valid_loss value: 1.359123706817627.\n", | |
"Better model found at epoch 3 with valid_loss value: 1.2517869472503662.\n" | |
] | |
} | |
], | |
"source": [ | |
"learn.fit_one_cycle(5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# optional: mark the run as completed\n", | |
"wandb.join()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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