{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os, warnings\nimport matplotlib.pyplot as plt\nfrom matplotlib import gridspec\nimport cv2\nimport numpy as np\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing import image_dataset_from_directory\n\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-08-10T19:20:29.114671Z","iopub.execute_input":"2022-08-10T19:20:29.116096Z","iopub.status.idle":"2022-08-10T19:20:29.127222Z","shell.execute_reply.started":"2022-08-10T19:20:29.116040Z","shell.execute_reply":"2022-08-10T19:20:29.125732Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\n# Table of Contents\n* [MNIST](#intro)\n\n* [Data Loading](#loading)\n\n* [Training](#training)\n\n* [Submission](#sub)\n\n     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l+D/wD0U/Qf/BzD/wDFV+Le0e/50bR6n86r/iM2M/6BY/8AgTH/AMQDwX/QdP8A8AX+Z+0n/C5fg/8A9FP0H/wcw/8AxVH/AAuX4P8A/RT9B/8ABzD/APFV+Le0e/50bR7/AJ0f8Rmxn/QLH/wJh/xAPBf9B0//AABf5n7Sf8Ll+D//AEU/Qf8Awcw//FUf8Ll+D/8A0U/Qf/BzD/8AFV+Le0e/50bR7/nR/wARmxn/AECx/wDAmH/EA8F/0HT/APAF/mftJ/wub4Pjr8T9B/8ABzD/APFVNp3xT+G+t38WlaD460m9uZSfLgtdSikc4GeisT61+KpRT1z+Zr27/gnJaxTftieFkYsMR3R4Y/8APFq78q8WcXmWZUcK8Mo88lG93pd2PKzzwTweU5PXxqxkpezhKVnFK9lfufqysjOcg98GpIzlfxqGFQiEj2zk1OgAXiv2uK5ZtdD+elzWVxaiaMMCAxB7MOoqWgjNU0n0K1KzQgnb5rDPXHH8qU20RAGTx6H/ABqYRgHOT+dLtGMA0rX/AOHFFcuxHCgR+GJ471LSAY7mlpodktgoprMQcCsvxb4w8PeBdDufFPi/XrTTdMsoTLd3l5KI44kHUsxOAKTlGN3LRLW5UYynJRirtmtRXxX8UP8Agur+xx4C1KTSPCqa74sliJDT6PY7Lc4PVZJCAR71jeEv+C/f7KOualFZeJfA3izRIZel5NZpMi+58s5xXjPiPI1U5HXjc9+HCfEdSl7WOFny+h920VyHwg+OPww+PfhC28e/CLxtYa5pVyPluLKUNtPdXHVGH90gGutDNkA969enVhVipQd09bo8GpTqUpuE0010Y6o5xkZ9qkpkpwM4rVOzM3bcrajdf2bp9zqGwN5EDSEeu1Sf6V+Rvxy/4Lj/ALUXibUtQ8O/CzwrofhS3t7ua2+1vGbq6IRypYFvlGcZHBr9bfE6KfD9+OR/oM3P/ADX84XiAL/wk2rfKONXuu3/AE2avn88xVahGKpu1z8e8V8+zXI8Pho4Kt7Pncrvva2n4nQfFT47fGr45ag2q/Fr4qa5rrsTiO9vG8pQecCIYTHttrk1iREWOP5VXooHH5U489aDjPJx718tKUqju5ts/nHEYmtiqnt695Pq23YKK1PAvgXxt8T/ABND4K+HHhTUdd1W5IEFlpdqZZOTjLAcKM9yeK9C/ad/Y8+Kn7JFr4Wi+L81lDqnie0nuV0mzl8xrJI2VcSP91mOei9O9WqNVRvbQ6oZdjq2Dni4U26UbXlbRXsrX+Z5TRRRWadzh6hX0h/wSO/5SD+B/wDrhe/+iWr5vr6Q/wCCR3/KQfwP/wBcL3/0S1dOE/3iH+JH0PCX/JS4H/r7H/0uJ+46fcH0paRPuD6UtffrY/tMKKKKYBRRSMcUALRSZyODTWaUH5RxQA+iow79xSrIx7fnSvbcEmxZmKxkjrXwZ/wUL8Ta1D8ejo9jrt3DDHpEQkhhuWVTuLHkA+1feEjkgoGH5V4Z8V/2JPBHxn+Jt78RfF3ijU1NxbRRR2lptQRhM9WOSc5r8+8SslzjiHhx4PLHao5Jt3tZLuz6vgzM8vyjOPrON1govpfU+A1CKAijA5Jx3P8Aj716h+yra/Ak+P7XVPjT4gNsYbhG0+0uIT9llkByplfthsYB61u/tWfsf3XwCs4PGHh/V5tQ0KabypvtCgS2rHoSR94HpmvEiDt24IDLyDyORg1/JcqOZ8D8Tx+vUY1KlNqooz1hJN2+/qn0P6IhiMHxZkjeDrOMJ+7orNPz7H61aPNBcWgms5o5IW5iaI5UqRxgjqKtV8r/APBNv4w6x4g8P6p8KtavZJv7EjSbTXlOSIGOCmT1Ckcema+pI5GdQc9a/tXhjPsLxFkdHH4eLjGa235WtGvk/wAD+Yc7ymtkmaVcHUd3B7909UySigciivoTygooooAKKKKACiiml9pwT1NAm0tx1FVjqGC5YBVTOSeOB3+leJ6z/wAFIP2N/Dut3Xh/V/jhp4urO4aC4jjtpm2SL95dwTBx7Vx4rMMDgWliasYX25mlf7z0cFlOa5nNwwdCdVq1+SLla+17J2ue60V4C/8AwU5/YmKYi+N9nuPQfY5v/iK9C+CH7RHwu/aJ0i98Q/CLxbBrFjp959luZ4YnQJJtDYwwB6Gs8Pm2V4uqqVGvGUn0Uk3p6G+N4fz7LqLq4rC1KcFbWUHFau27SO8opsZfo5H4U6u9O6ueQFFFFMAooooAKKKKACiiigAoopACMjPWgCO9nW2tJblzgRxliT6AZr8XfjJ4kHjT4u+KPFzPuN/rtzJGQc5XecH8sV+uvx18UReC/g14n8UzSlRZaDdSLg9XEbYH54r8ZY3eSLzpB88hBb2PU/zr8J8ZsY1HC0E9rya/A/orwDwN6uNxTXRQT9dWHHaiiivwuGkEf0le4UUUcDmndd194tQoooqedd19479goooo513X3iCvcv8Agm9/yeP4X/643f8A6JavDa9w/wCCcWR+2H4Xx/zzuv8A0Sa93hiX/GRYS1n+8j180fM8af8AJJY7/r1P/wBJZ+qqfcP0FTJ90VBnadh64JzU0RBQEHOa/s1ats/glO6uOooopjCiiigAooooAhlEnmEo3GOn+fwr8f8A/gtt+114k+KPx4n/AGaPDWuPH4Y8ILGdXt4ZCFv9QYA7ZB/EqA9DxntX7AXcy26GZ+AqlifoCf6V/Ob+0N4rufHHx/8AHHi25nMj3viu/cOST8vnMAPyGK+H43xtahgadGDt7RtP0R+leGWXUMXnFTE1Y39lHRebNb9mP9mH4pftZ/E4fCj4RWEBuvsxubu8vCVt7KFTtLyEdcnoK6P9sf8AYR+N/wCxVq2m2fxQFjqGnawCunazpe4wySjrGQfuN3FfZX/BvJ4VtvsXxM8dPEPN+12VgDgH5QhkP55H5V7N/wAFyPCtnr/7Ct9rb2wM2i+IrG6hcqMoS5Q/nur5yhw7hq3DTxnM/aWbT02T2PscbxjjcPxxDLIxj7LmjBrXdq9/+AfnR/wTd/a28Sfso/tKaRqMWpsvhbxBqEVh4m08uRGVkIRLnb03oTnd1PfNfu9aTC6VLiJ90bruUg8EHkH8Qa/mcuZpbSF7q3k2PEN6t6FTuH6iv6Lv2YvFMnjf9n3wV4umfe+oeGbOaRyc/OYVBr1uA8bVlSnhZO6jqvJHgeKeWYelWoY2nHlcrxl5tdTvaZN92n01+1fop+RPYo+Jf+Rfvz/04zf+gNX833iO4hXxPqqPJhzrF0qIBkufOboMV/SNqNot/Zy2cgJWWMoy7iMhgQRx7E15X8Kv2F/2T/g25vvBPwN0GG9aZpWv7u0FzOXLFi2+XJBye1eXmGXyxrhaVrH53x3wZi+L54eFKt7JU+Zt2ve9tF9x+Knwa/Yx/al+PkyJ8L/gjrd5btwdTuofs1qvuXlwG+q8V9l/s7f8EF9Snlt9d/ag+KiQxjDt4f8ADA5b/Za4cfmFH41+ndvbW8EKxQwoigcKqgAfgKeI4xyEH5VnQyXC0neWrOHJvCbh3Lasa2Jcq81/N8P3L9Tz34Gfsz/A/wDZv8Px+G/g38OdO0aJVw80Me6eU9y8rZZs+mcV+d//AAcFlj8VvhvkYxo17j/v4tfqhKqhMgdOlflh/wAHBY/4up8NT/1Bb7/0YKvM4RpYBxgjs8SsNRocEV6dNcsVy6JJL4oo/Pmiiivi0rI/lN3vqFfSH/BI7/lIP4H/AOuF7/6Javm+vpD/AIJHf8pB/A//AFwvf/RLV04T/eIf4kfQcJf8lLgf+vsf/S4n7jp9wfSlpE+4PpS19+tj+0woopk2dox6+tMG7D6a+M1UvLyKxhlu7y5jhhiUtJLJKFCqOpJPAr5O/aU/4KwfC74a3dz4Y+Dmm/8ACV6xCTG10JNtlC/T74/1mO4WvJzTPMqyah7XGVFGP4/duexk3D2d8QYj2GXUXUl1tsl5vZH1xJI8RyD9ciud8T/F34Y+DVZ/FfxC0bTtoywvdSjjI/Amvye+K37cn7T3xhmmHiL4nXun2ryErYaG5t4sf3cr8xH1NeTXklzqUxvtRupbiRiSXuJTI35tzX5fj/FvDQk1g6HMu7en3LU/ZMs8C8fVpqWYYlU2/sxV3970/A/X/VP27/2R9KfbefHfRNwOCIpWcZ9iq4P1FeTePP8Ags9+xv4Q1i88P6Z4jvNRuLNwrSQ25WJj7MetfmqsUS/djUfRa86+NXhKUzx+LrO2DiQeXelV+6B91q8KPidnePq+yhGFO+zSu/xPoJeCuQYKl7SdadS3TRfkfp7ff8Fqfh5qkqx+EbDSArMADqWq7W68/KB6V9jeAvH/AIW+I/hmx8S6BrVpexXlskqm0uUkUFlBxwffH4V/N1sQj7gIxyAOtd58J/2ifiJ8IlSHwtr1/ZxxsPs76fqckEkY/u/L1/EYr1ss4tzrLK8quNquvF6JWUeXzVlZ/M8PMvDHJ8fRUcJP2LW/Ndp/jc/b/wDb/vdOsv2Z9VhvdokuLiCO1VvveZvBGPfANfn6d2TngbjtA6Y6/wBa8X1X/gp3+0P4/hsPDXxmvl1zRdOfdDECFulPTfvHDsB6jNemeAfiP4P+JWlLq/hPU1nBXL26riaFj1DR+47+tfkfiricVn2eQxkKDVPljG/XmvfWx9JwTkVbhnLZUa803zOTa2SW34H1Z/wTKsLif4va/qClhFb6CqSN/CC0gx/I19u24MaKjNkjqfWvC/2DPgfe/C34UnxB4ksvI1bxBItzcRP96KADEaH8Dkj1Ne8Lt2YA6DrX9EeGWUYnJuD6FCsrSlebv05ne3yPwbjfMcPmXEdapQd4ppLz5Va/zHjpxRSL0FLX6CfKBRRRQAUUUyTcG46Y7UAPqKXiRRvxk9PWhCVwozj3NfMf/BRf9ubT/wBl3wWfCfgy9hn8bazA66fAXBFhERg3cg7Adh3OK4cwzDD5XhJYiu7JL732PVyPJMy4izWll+BhzVZuyXRd230S7nmn/BUL9vGTwLZT/s7fB/Xz/bd5EV8RapA2fsELf8sFI6SsOvoK/OHyowu3y1Iznkd/X6+9WNT1PUtd1S517Wr2a6vr2Zp727uTmSaVvvM5PUn/AOtUPB5r+ZuIuIMRn2YSrzdoa8q7H97cD8GZdwVksMJhVzT3qT2cp9V6LoNWKLcP3S9R/CK/Sr/gh2UT4H+MeOT4sH/ohP8ACvzXX7w+or9Kf+CHIB+BvjPI/wCZsH/ola9zw597iim2vsy/I+R8cpN8A1E/54f+lRPt1MZPNOpsfenV/RUXeKZ/EKVgooopjE3KejD86Nyg4LD868p+Kv7bn7JvwS1BtG+KPx88OaVeoSHsnvRJMh9GSPcVPscVy2if8FP/ANgnxBfR6fYftL6CJZGCxi4MkSkn3dAP1rqp5fmVWHtI0Jcvflf+Rh9awsXZzV/U9/LAd6Wsrw54u8K+MNJi1/wn4jstUsZhmG7sLlZo3+jKSD9K00ZWJIP1rkfNGXK1ZmyakrpjqKKKYwqMMc9fXNSVCV2E9srzSauhO90eAf8ABSbxa/hT9k3XYomAbU3isVz/ALcmT+imvy54EYXPSvvr/gsN4pOnfDLwp4HhkIbUNZe4mXP8EScH82r4Er+YfFbF/WuJ3TvpBJfqf174JZesJwc6/WpOX3Rsk/zCjBPQUUoYLknspP5V+apWR+wpK12ezfsIfAzwj8fvjofCXj7T5LrSLXS5Li5iilKN5mQsfI6fxV9sx/8ABMj9kKYF18A3ign/AKCkvPavFP8Agjv4U365408byRg+UttZKWX7vWQn9RX3RPfadplv5moalDboOS0soUY+pr+jfD/h7J6vCsK+KowlKbvdpbXtu/Q/kzxS4t4hocaVMNgcTUhTppK0ZNK9k9l6ngw/4JhfshHkeBbsf9xSSj/h2D+yH/0I13/4NJK9R1r9oz4D+HZmtta+Lvh63kQ4dH1SLIPpjNUbb9rD9my7m+zwfG3w4zen9pRj+Zr6+WU8GKTTpUb/APbp8THPvECULxxGIt6zPOx/wTD/AGQT08EXX/g1ko/4dh/shZx/wg13/wCDSSva/D3xA8BeJ4/O8NeONL1BfW0v45P/AEE1rGdB84b5fXHWumHDXDNWN6eGpy9FFnHU4w4xoO1XG1l6ykvzPn//AIdg/sh/9CNd/wDg0krd+Gf7CX7Ovwa8cWfxE8A+E7m31OxVxBK9/I4G4YPB4NeyoWc/LIGHf2qRAwJz07V0UOHMhoVY1KeGjGUXf4Umc2I4s4mxWHlRq42pKMk005Npp90QRLLICZEOQcZxwanjGEwBjFOor3Lanz9rMKKKKBhRRRQAUUUUAVdVAaznXuYGwPX5TX83XxHhkt/iX4ngkjZWTxJfBlYYIPnvwa/pJudgIZxwAdx9q/n5/bv+GmpfCX9sn4heDr+3ZEPiCa8tMrgNFP8AvFI/76/Ovz3j+MlhqNRLSLd/nofrPhRXgsbiaX2pRVvOz1PvP/g3muIj8LPiTZ/xR+I7RyO/NvXs/wDwWfkT/h3x4xO4ZaezAHuJ0r5B/wCCDXx58KfD/wCMPiv4P+LdahsX8VWMF1pX2mXYJriEsjRrnjOwg479q9s/4LvftA+DtK/Z6034B6drkNxrfiLWYZ57OGUGSC2iyxd1HQFsDmtMDjMN/qbJN6JOPnuZZpl2KfiZFqm2nOM7+SSv8tD8mLttlvK3pG38jX9Bv7B9rPYfse/Da1uAVYeE7Q4YYPKAj9DX8/elaRe+JtWsvDWmRs91qd5Da20arlmaVwgGPxr+jj4P+EU8BfDPw34KXONI0O2sx9Y4lU/yxXmcAUn7arUey0PY8WK0VhsLSe95Pz8vzOqoOM8iiiv1E/ExpUZ6GlXp/jS0UCVwooooGNl/1Zr8r/8Ag4L/AOSp/DX/ALAt9/6MFfqhL/qzX5X/APBwX/yVP4a/9gW+/wDRgrzM2/3N+p+feKH/ACRmI/7d/wDS4n580UUV8Uz+TXuFfSH/AASO/wCUg/gf/rhe/wDolq+b6+kP+CR3/KQfwP8A9cL3/wBEtXRhP94h/iR9Bwl/yUuB/wCvsf8A0uJ+46fcH0paRPuD6UN908dq/QFsf2nsBZQNxYYrL8ZeK/Dngzw5d+J/FGrQ2dhYwma6uZ3AWNB1Ymr8mDC2eAVr83/+CpX7W9/468Yyfs6eBtZdNE0ecP4gkgkx9suMcQ5H/LNAefVvpXzvE2f0eHsrliZfFtFd5dPkfT8I8M4rizOIYOjfl3k10j1fr2OM/bZ/b/8AGH7SOqXPgX4f39xpHgqCUokcWUm1LH8cp7If4VH1r50BXG1YwoB4AzSKgQADAxxtHT2pa/ljOM1xucY6eJxM+aUvuS7JbH9oZHkeV8P5ZDA4OmoRW9tG33k92FFFFeYklsewkkFJJFDPE0FxEJI3Uq6E8MDwR+VOVWb7opM+x/KhOUZKSdmirRlFxkro4HxH8Dre4la88M6gkG9sm0lB2r7A1z9x8IPHNu+IrOKQf3lmX+vNevUV7GHzvG0Fa9/U8jEZJga8ryR5DB8G/Glw+2W1hiHd2lU4/KvRPgt4Z1T4LeM9P+I+g64ZNY064SW3EifuAQc4df8AloD0weB1raoqa2c42ty3ezv8+n3CjkmA5JRnG6asz9cP2Kv2v/DH7VHw/F0yxWPiPTQE13R1fiNugkjzy0Z7enSvcImjKZ3jrzivxN+Bnxs8Xfs8/E7Tvil4PvHSWxfN3a7vkvLfOJIWHQ5HQ9jiv2M+E3xM8J/Fn4c6T8QvCN0klhqtos0WDkxn+JD7qcg/Sv6F4E4uXEOA+r4iS9vBa+ce/qfyl4l8Dz4VzJV8PF/V6t+R9mt4+i6eR1Q6cUUL0H0or9BWx+ZhQSB1opsudo2+tD0B6C71JxuFMlKhw5fAHXmonlOTtYKB1auR+N/xr8DfAX4cah8SvH+rrb2WnwlunzzP/DGg6szHjArOvWp4Wi6tV2itzWhha+MxEMPSjzTk0lFbtvY5H9sj9qzwd+yh8Mbjxlrdwlxq1yPJ0HSFceZeXB6ADso6s3TAx3r8d/iX8SvGPxf8caj8RfH+ptf6rqcpe4mb7qqTxCg/hVe30ro/2lf2jfHf7UfxRu/iT42kaOFyY9J0redthbdo8dCxHJYc5NcCA7MscavIzEIiIuWY5CqoA5JPAA6mv5y4x4rqZ7i3Tg37KDskuvS5/cXhb4e4fgnKXVxEb4qovfk9op68qfZfaffyLPh/Qdc8Ua9ZeGfDemzX2o6hdrBYWsIJeZm9QOTWp8Tfh3rvwm+IGq/DfxM0Z1HSJhDfeUfkEhVWIH4mv0a/4JnfsFJ8GNFj+OHxa0hX8WanEDptlLgjS7dhnIHaVxjcewGK+I/28gB+2T8RgO3iA/8AotKyzThipk/D1LE4lWqVJJW6JNN/edWQcf4fiXjetlGAd6FCDfP/ADS5op2/u767t+R5Iv3h/vD+dfpV/wAEOP8AkhvjP/sbP/aK1+ayffH1r9Kf+CHII+BvjMn/AKGv/wBorXX4cO/EtL/DL/0k8jxx14CqP+/D/wBKifbkfenU2PvTq/oiHwI/iZ7hRRRViP50/wBmf9nT4iftdfG6w+E3gB421XU2knvNTv5GZbSJBl55W5ZjjgDucCvff2x/+CN3xh/ZV+E1z8YbDx1pvi3R9MVW16O2sWgms0JAMgUk70BI54I64rjf+CVP7SngL9l39rSx8e/E+6NroWq6TNpV3qG0lbJnKMsjADO3cpyewPtX6D/8FKP+Chf7L2m/sm+KPA3gn4n6R4m13xZpH2LStO0a5W4IWXrK7DhUVcnnnOOK/cM6zTP8FxLSw+GpfuJNX926tfXXpZH5vl+Ey/EZTUq1Z/vFe2vlofm3+wn+298Rv2L/AIp2GvaNrM8/hG8uVXxJ4ceUmCa3J2mWNeiSr94MMZ79a/ezwrrul+KdBsvFGhXYnsdRs4rm0mUgh43UMrDHqDmv5oEiBs2hBDZHlkjkMQgBx7V++n/BLzxNe+Lf2Cfhnq2oTNJKvh1bcs5ydsTtGv8A46orxPEjKcNQhRxdOKUpOzt1PS4UxlWdSdCcrpLQ99pkk2xtvlsfcCn1BOP3uduc+9flaPttiVZQeqkfWo3bKkE9uuKQFVHI/DFCFCcjp6AVMr3WnUjm13R+dH/BXbxZ/avx40DwkLjKaZoRd0B4DSOWyffgCvlGvYP2+PFP/CX/ALWvi69hlLx2dzHZx5UkBY0GVB9dxJrx4MScKhJ9AK/jbjDHfXOKMXWTTTm0r6baH94cAYKWX8G4Kg1ZqCeunxe989xaVTtO7PTovrwaTPYqR9RRXznO32+R9e/ejZnrfwS/bL+J/wCzv8NL/wCHnwrsLG1m1O/a6u9Yu082XOAoCqeOB3Oa4vxz8aPi18Tbt7vx78RtY1LzGLNFPeuIx7BFIUVzFBBA3HpXozzvN54SOFdeXsoqyjfRHjUuHcjo4yeLjh4+1m7uTV5N7bsa0MMvMkQbHQPzTfs8ROGiT6hBmpdpKB15zSfWuFJW/wCC/wDM9pNpWX5L/Ifpt3f6POt7pGp3NnOrbhLaTtGQexBB4PvXtXwd/wCCgn7S3wluIbafxX/wkmnIwD2OuDzG246JIPmB9zmvEqRunT9a9DBZvmGVT9rh60o213f5HlZpkGU5/S9jjaEal9NUr/efqz+yz+3H8Jf2lLddJ0+7bSfEKITNol9IA5Ixkxn+NefrXt8Mu9iygkGvw+0rVNX0HVLfXdC1W4sr+0lElpfW0hSWFgeoYfr6jIr9J/8Agn/+25b/ALQWhP8AD/4gXFvB4v0iAGRk+VdQgHAmUevTIHTOa/f+BPET+2ZLAZlZVvsy2U/8mfy94jeFsuHIyzLK7yofaju4f5o+nS4HGDn0pFnQ9Rj61WuNRhtYHu7uWKGKJcyyyyBVUYySSeg96+Z/jz/wVs/Yz+B2rTeH5/HM/iLVIGMclh4at2uNrjszghB9cmv1apWp0Veq7H4TmGZ4DKqXtMXVjBPq3+h9Q+dHzz070i3Cu2Ap+p4r859e/wCDg/wFG+PDH7N+uXMYJHmXmrRRDHrgKal0H/g4O+Gcsgj8T/s5a9bL3lstSimH5ECuNZtl7ly858ovEngn2ns/rsebzUkvvsfosXUHBP60jSY6KTXzV+z5/wAFWv2OP2htTg8M6R4+fQtauAoh0vxJAbVpGPAVHb5GP0Oa+j4Z0kCvGcqwyrKwIIrspVaVbWnJM+swOZYHMqXtMLUjNeTT/IsA57UU1SN+Oc4p1aI7URXETSkBfTkHuK+Hf+CuH/BN/XP2n7C3+OXwV06KTxtotgYLzTSwQazaA58sMeBKnVT36V9zY+bPtUbweZwyjrkHGcVw5jgKOaYSVCrsz0spzbFZLj4YrDu0o39Ne6P5sPE3hLxj8O9dl0rxf4d1TQtSs5iWhvLWW3kidTztbA2keoPNVZLvXvGWqhhPqOtX86hFlcy3U0g9MnJb86/pB8QfDrwJ4tG3xZ4O0vUueDe2EcpH4sDVXQPhD8LfCcoufCnw80PTZQeJLLSoYiPxVRXw74Eq8/Kq/udj9Rp+K0I0E5YW9RK17/8AAPzL/wCCTP8AwTD+It58S9M/aW/aE8KzaRpOiMLjw3oOooBcXd3/AA3Ei9VReoB6+lfqnDG6SKDyB3pQvl/dUHjB4p6KQ4YNx6V9plOV4fKMN7On13PzfiDPcdxDj/rWIXRJJbJL+tSSiiivTPFCiiigAooooAbL/qzX5X/8HBf/ACVP4a/9gW+/9GCv1Ql/1Zr8r/8Ag4L/AOSp/DX/ALAt9/6MFeZm3+5v1Pz7xQ/5IzEf9u/+lxPz5ooor4pn8mvcK+kP+CR3/KQfwP8A9cL3/wBEtXzfX0h/wSO/5SD+B/8Arhe/+iWrown+8Q/xI+g4S/5KXA/9fY/+lxP3HT7g+lJISI2I7ClT7g+lEhwh+lfoC1R/ad7anl/7XHxsi+AfwA1/4iGRReQ2flaXGcfPdP8AKgxnsTn8K/G25vb3UryXUNRuDLPcTNNcSty0kjZLkn3Yk19v/wDBZb4qzXWqeFfgvY3OUjDapqSK3cfJHkfUk18OqmGzX83eJ+bSxufLDRl7tNWt59/U/rLwayKOV8MPMJR/eV5K3flX6f5jqKKK/ND9eWlwpNyjknAzgmlAyce1e4fsF/srJ+0/8W3j8QiRfDOgxrca5IvBmOcx26/72CT7Cu/LMtxWbY6GEw6vKbt6eZ5ucZtgsjyyrjsXK0Kau/0S82cN8Jv2bfjt8ckNz8Lfhvf6jaq+037KIoM98O5AOPbNdR42/YF/a18Daa+r638Iri4hiGWOmXsc7Adc7Qc/pX61+H/DOieGtJtvDnh6wt7GztYVjgtbaAKkaAcAAewHNX54oxhQQpPU7eTX7dR8JMrWGUa1d+0tq1sn6H831/HLPpYx1MPh4ql0i9W135r/AKH4Tyxy29xLZ3MLxTQOUnhmUo8bD+Fgeh9utJX6N/8ABSf9iLRvHXg6++O/w20eK38QaPCZ9TtraMAajbr95io/5aL1DdcAjvX5xRyLKokjztYAqSMZ9fyPFfknEvDeO4dx/wBXqr3X8MujR+7cH8XYDi7Kli6Oko6Th1T/AMh1FFFfOJ3PrN1cRkychsHsSM49se9fbP8AwSB+PEml67q37PGu3+6C5Q6hoEbniNzxNGM9j1x7Gvieur+BfxGvfhB8ZfDPxIsZQradq0Zmx1aFvlkXPbKk819Lwrmk8oz2jXi7K9pf4T5XjfJKfEHDVfCSV24tw7qUdrevXuftvESYlJ64p1VtL1O21XTLfVLNw8VxAssbDoVYZBH4GrNf1tCcakFJbPU/hlxcHyvdBTZDgD3OKdUdwMgfNjmq3DTuZPi/xF4f8E+G7vxT4o1SKz0/T4HuLy5ncKkaKMliTX5Bft0/tl+If2tfiIY9MnktvB+izFfD+nMeLggn/SXHq38PoK+v/wDgth4i1vT/AIA+HtGsdSmgtNU8TCHUoIn2i4iWJmCNjqMgHHSvzOTIQKTnkknHfj9OK/FfEjiKtLEPLacuWK+L9LH9UeBPBOWywL4jxKUqkm1T/u8rs369n0EbbbwGQqwRVLMTzjn17193f8EtP2C11q9s/wBpn4y6R/o8MnmeEdHulx5jDrdyKR26ID9a+HtB1SPQ9dstcl0azvxZXSzizvot0UzL0DgdR7V9N2H/AAV8/au0myi07SPD3hGG2hTZFEmmMAq9gPm4Ar4/hXE5BgcVHEZheXIvdSV9e7R+n+JGD41znLHgMlioKorTk5Wbj1UdH8XXyP1YV0P3hj0LEZr8W/28mH/DZXxGVTu/4qA8j/rmlept/wAFj/2wz00vwoPb+zX4/wDHq+b/AIp/ELXvi98RdX+J/ilYU1HW737Tdx2wIiDbVHyg89v1r6LjnizKc9yyFLB8zlGV9VbpY+C8JPDfibg3Oq2KzHlUZU2o2lf3uaLV9F2MLcE+c9F5P0r9KP8Agh/MkPwN8YBv4vFoGffyF/xr818KRtYcH73uK9k/Zo/bo+N37KPhjUPCnwxtdInh1S++2Xcmp2xkcyhAvy4IAGAK+a4PzXBZNnaxOIcuVJpWV91Y/QfE/hrMeLOFquX5db2ilTa5nZWunLX1R+z8VxG2cnB9DUm4Yzivj3/gmj+298Z/2sfGPirRvipY6PFDo2n28to2m2pRmZ3YNuyTkYAx+NfYK4Zc561/ROT5phc5waxWHvyO9rqz0dmfw/xHw/mXC2bVMux3L7SFr8rurNJrX0YqsGGRS0igAYFLXprVHiH4/fE7/gixpX/Ccp4c+Bn7YngfURqErR6Zo+vX6LfH+IogiYhyOnSrfi3/AII0eGP2Wv2fPGv7QP7RfxVs9Ym0HQJp9L0XQLU21vJcyDZH5rsdz/Mwwq4zjNfHOveAvjr+zR8SLXUfEvgrX/CnifQtQS5sr27sZA0c6EESK2CrqSBnkV3/AO0F+39+17+2J4bs/ht8S/EEt7ptvKrtpWh6KyC8mX7jTCPJfB6DsTX7zLBcSOrRVLGRlS+1JpJ26/ej8wp18q9nUTw7jN7Ru9+h4USVszcSsd4jJZhwBhQQcfoa/oF/4J2eAdU+F/7Fnw48F6zbGK6t/DUUs8bDBQyky4PuA4/KvzW/4J3f8Elvi78aPH+kfFP9oHwhdeG/BWm3cd4NO1OLy7rWHQhljERyUiyOS2CRwBzX7GWVtb2Vslta26pHFGqxoowFUDAA+gr5LxEzrC4udLB0JKXJu1tc9zhXLcTQlOvWjZvYnMhH3sD0rjvjp8afA/wB+GesfFj4i6vHZ6Xo9m00zs2DI3RI1z1ZmIUD1NdReXn2SE3EjoiIpZ3c4AA5r8cv+Ctn7d0n7TvxQf4QfDnU5JPAvhW4O54WGzVr5Thpf9qOM5C9iQTX4vn+cUsnwjb+J7H7p4acCYrj7iSGDjeNGDvVnbSMVvb+89l8+w3xT/wWv/bZ1rxDe6j4YvvD2l6ZNdO1hp0+i+ZJbxZO1Hfd8zAdT0znFUI/+Cz/AO3rBlh4r8Mnjo3h4H/2avlUgZOcHJ4IOcjsaQKo/hFfj/8ArFnUZ+0daWj28j+7oeFfh5Cgqay+ila15Rbl5N63Te5g+M/27f2hfGHjHVPFes6xpD3ep6jLPdP/AGaFDMzFsgfjj6Cs1v2yvjiQVF9pRz3XTV/xrprjQtEu8/atItpMjB3RCs27+Gngm9yG0OJCe8bFa9KOP4SnK1bBxb3bte7e7PksT4c8T07rDY1NLZX5eVLZJWeljsP2ZPj78R/if8QLjwt4uns3tYtOedTb2ext4YAc56Y7V7qA23c64HQfX/Pasj/gk3+xv8PPjt+0xqvhS/1rU7CNPCkk8b2soOHEqevUc9K/QjRv+CPnhPT/ABXZ32pfFq9v9Hgl3Xmny2apJOgPKb16A96+XzvgrGcQ5hDFZNSjGg7RfSzW7PkMbxjlnA+Illme1n9YiueyTkpJ7JO2j0PlL4F/sr/Gr9oq7P8AwrbwxusI2C3Gs3z+XaxHuN2MufZRx0Jr6a8K/wDBHdZrNJPGXxskSdly0em6cpQH2Lkk19p+DPBvhvwToEHhnwposGn6daIqWtnbRBEjUDjgd/fvWoyqvRce4XrX6Bk3hVkGCoL66va1Ot7qN/KzR+E8QeM/FWPxUvqElh6V9FZSlbzbTX3I+A/iX/wSE8U6Rp8l98LvirHqMyKWFnqln5QfH8IdDgfiK+UPiF8OvHHwq8UXHgz4h+G7jTNRgYARyrlJQf4kbo6+4r9qRGM4C7c8hhXgv7fn7N2jfHP4L3+q2lhH/wAJBoVtJd6XdhPnxGNzxe4Ydq83irwxy2WX1MTlcXCcV8Otnb11PX4K8Yc7p5pTw2cy9pSm7c1kmr+ltD8tqKakhIG9cFiRj+6R1FOr+fdUz+qFGNTR7MBwQ2OR0rW8BfETWvhB4x074neHtTWzudCmFyJmOE8sH94jf7JXcMfT0rJJwMgZ6cfjXif7bHxEuvD3gW28C6TcFJ9cYm5dDylupHH49M16fDmBxGZZvRoUbpqV79mtT4nxE4oy3hHg3GZvjYKUYwcVF7Tk/din6to+hP26f+CqfxC/bCkXw18K9QvPD/gAooNvbXGyfVWHDGV15EecgIOoGTXyzFGqlowihPQLiuQ+CWrPd+FJLF2+W1uCEBHRD0Ar0XwP4O8Q/ETxxpHw68LW3malrepR2NmpHy73YAk+mAc/hX9JVnWnXUKj5paK5/iNnmY5pnufTc5tznJpK7SjzaqMbbpbfIx3uYRJtlJZu2z73PT5RyfrxTo5opV3BhjzNgIYEbvQd91fux+yp/wT6/Z8/Zl+Htl4asPA2matrLQqdW1vULFJZ7uYgb2JYHauc4UcAV8rf8Fm/wBhPwJpPgi2/aP+CfgCOw1W2vo7XxBZaLZEi9gkOFk8tF4dT3A6GvUrZNVpUOe/yPssf4U5vl2RPGyqJzSu4WufmhKiSqRPgjOcn+9/eJ9ffiv0K/4JF/8ABSTxRo/jSw/ZY+PHiWe+0vUsweEdb1GUvNbSgHFrJIeWU4wpPOSBXxn4S/ZW/ac8cjd4V/Z88X3ingSLokqofoXVR+eK9M8E/wDBLb/goVqcsHiHQfgfPpd1bTLPY3Go6pDbvHMrB0YjcSMMBz2rlwX9oYeqqlOPyPA4P/1pybNKWKwmGm1zWklFqLXmv1P3JtnYkK+CduSVqeuY+EP/AAm4+HWhR/Ee1ht9eXSol1mC3nEiLcBQHKt3BIz+NdPX28XeKZ/XtOUqlNTatfW3byCk2+5paKGkyxCvp/KgL6/ypaKdtAGNEWGA5H0pyJtGC2fc0tI5IHFK1xWV7hljyKQuVHOKbKxUcenSqf8AbWmB2ifUbYMhwVadc/iM8VMpwTs5DSlLZF3zfcUeb7iqX9s6V/0ErX/v+v8AjR/bOl/9BK1/7/r/AI0ueP8AMg5Z9vwf+RdEvPJFN89skZXiqn9s6V/0ErX/AL/r/jStrWj451e2X2+0L/jQqlNPWSBRqX2/BlppSyleOnavyw/4OCWJ+Kfw1OP+YLe4/wC/i1+o0V7FdLm0ukkXO0vG4YKe/Q9a+S/+CjH/AATh8Tft1+LvDXiTQfijbeHR4fspreSK701pzKZGByCGGOlcmZUZ4jCuNPVnx3HmV47OeGK+EwsOab5fLqn19D8aaK/Qr/iH0+Ix6/tNaR9f+Effr/38o/4h8/iJ/wBHN6R/4T0n/wAXXyn9mY7+U/neXhxxlGVvqv8A5ND9Wj89a+j/APgkhkf8FBvAxH/PG9/9Emvez/wb5fEfGR+0xpBH/YvuP/alenfsbf8ABHTxr+y7+0boPxz1f44WGr2+jJOHsINIaJpfMTbwxcgYzXThMuxkcVByhZI9jh7gHivBZ5hK1XDWjGopN8y0SafS/Y+/ojujU+1K2dpwO1NgLGFSw5xzUGuahHpOi3eqSnC21tJKxz2VSf6V9fKSpwcn0P6jUXKfKup+Q37f/j1/iB+1z4t1FbgvBp92unW47KsSgcf8CLflXj1aPjXXZ/EvjbWvEl4My6hrN1OznnO6Vjms6v40zfEzx+bVsQ3dznJ/JbH98ZHgo5bk+Hw8VZU4Rj98Vf8AEKKKK4G0oy9Get0uKZERf3zbU6l/Sv1O/wCCYHwitvh3+yxpOvz2qJf+JJG1G8cD5mUkqgPsFHH1r8rzbyXsiWEYy07rEoI7swH9a/cH4QeGYfB/ws8O+F4YRGtho1vCEHbbGor9c8JMDCtmlbFSV+SKS8m7a/dc/DPHPMJUsmw2Ei7e0nKT81FaL72dAIAB15AxTQUbgg5HQ4qboOOwrNuPEOlWM32fUNWs4H6+XLOqtj1wT0r99nKMI3e3y/U/l9pJ3vYm1Gwtr6yltLtA8MiFJIyOqkYI/Kvxj/ag+F6/Bz9oLxX8PobfZbWeqPJYL/dgkw6D6AEj8K/ZKbxX4d8phFr1iTjgG6T/ABr80v8Agrtpeh6b+0fpXiyy1W2ZNa8OqHKTpgvC5XJOeuDivyrxUwtLG5HTrU7OUJX3W3oj9j8Fc3+qcSzwvMuWrTl1S1jZ/lc+XhRiof7R08ddQtz9LhaT+09O/wCf6D/wIX/Gv5/VGpP3km7+Vj+rvbYeSTUlb1i/1J8UybcYnRTgmNsN6Ejr+FR/2np3/P8AQf8AgQtH9o6cef7Qt+Rj/j4X/GrjSqR+yx+1o2tzd+seu/U/Y79iH4hSfEr9lzwX4mll82f+yltpmP8AC8P7sj/x0fnXrXmEkLwDivjf/gj/APEbSrr9nvVfCd9r9rH/AGP4gkEKSXSZEcihwRz65r60XxX4aLA/29ZZHUm6X/Gv6x4czGnicjw1SckpOC0clfTS5/BvFmEp5ZxLisOpKyqO3o9TV3+/6VHOPMUZJ4PaqX/CWeGP+g/Y/wDgUn+NNfxR4YkAH/CQWXBz/wAfaD+te59YodZr70fPqcJacyPjD/gt43/FkfBwORjxP0xz/qHr82lAC8luvpX7TftN/s7/AAI/av8ADdh4W+KOvt9n069+1W32DVlibzNpXkgnIwTxXja/8Ejv2HlGH8Qaxnv/AMVGB/SvyPizhTMs7zueLw06fJJJK8lfT7z+lfDLxb4V4Q4Vhl+Yc7qJyvaKas3fuj8vsr6n/vmlDKO5/Kv1B/4dH/sOf9B/WP8AwpB/hR/w6Q/Yc/6GDWP/AApB/hXzn/EPs+f/AC8p/wDga/yPv/8AiYHgB2/i6f3V/wDJH5fFh7/lSV+oR/4JH/sO441/WP8AwpB/hX55ftNeBvCfwk/aA8V/DbwjeM+laPqZgsXuLoSMU2KeXH3jknk14+a8LZnklJVKsoO76S5mfScMeKPCvGOKnhsA5qUI875kkrLT+Z9zihx0oxkE47Hp9KjF5ZHpeRfTzlr69/4JzfsX/s+ftQfDnX/FPxd1a+iu9P1sWlqtrq6wqYzErcgdTk9TXnZZlWKzXGvD4dWf958q+8+g4p4uynhPKamNxk06acVaKTfvbdTrP+CHSt/wsbx+FB50izPI/wCmj1+jysFUBs59q8M/Zk/ZJ/Z3/ZM1fVdZ+FuvTi41m3jhvDqGsLMuxCSNo4wcmvZB4q8M4wPEFl/4FJ/jX9B8JYSrlGSwwuJkuePNe0k1q21r6H8QeJHEmVcUcV1sfgW1TkoJcySfuxUXovNGkGAGKQzDPBrNPi3wyDtbX7LPqLlP8at2uoWd7CLixuY54yeHiYMPpkV9LCtSqaQknbs0fDqdNu1xmo+GvD2sQi31fQ7S7QDAS6t1kGPT5gaqaZ8PvAWizfadH8E6TayA5Eltp0SMD9Qua2KK6/aVLWu7A4RlK7Wo0xRkglenvTZRgAL3PT1p+5f7w/OvHv23v2svCH7HvwPvvif4gZJ79gbfQdMEgD3t2w+RAPQHknsBXLia1HC0JVqjtFas7svy/GZrjqeDwkOepUajFLq2fNf/AAWQ/bvl+EXgsfs1fC3W/L8VeIrU/wBtXVvNhtMsm4PI6O/QD0Jr8n4QqKPKyApyvGMHv/Wtn4gfEDxh8V/HGrfEz4g6s19reu3jXWoTu2fmJ+VFHZFHCj2rIr8Iz3Oa2cY91npD7K8kf6S+HHAeD4B4cp4GKvVaUqk/55ve3lH4V6XAADgCiikZ0T77qv8AvNivIjeTsffSmo3nJ77sWkb7pqvca3o8Cnz9Vt4+Od84/pVCfx54NtMrP4ltx6gHd/KuilhMTWf7uDZwzzfKqLvUrxj6ySPur/ghGFH7Y2sfKOPBcmMDp+8Sv15CsSMA+uRX4ef8Efv2svg18Gf2odV8V+L9XuzbP4QkhiNpZlyx81O34V+kvhv/AIKrfAnxd470rwXoPhvXm/tbUI7WO8ubcRxRlyQCeSe1fpHDmc5bkmBhhMfVUKjk2oPfXb7z+JfG3I844j40qY/LKUqtCNOCc4+9G6vdX8j6jhRQCPf1p+xeuKisirRb1bKn7pz2qbI9a/RPdkvI/nhaaCeWmc7ar6naQXOm3NtJGpWWB1YEdQVINWcj1qHUJkh0+edmGEhZic9MA1NSzptPsVTvzq3c/EzxtpsOj+N9c0eIDy7TWrmJMdtsjAD8gKzK1fHOoDWfHmuarEB5dxrV3LFjupkbmsqv4hxaSxlRU9rn+iOXyq/2dSlV3tqAznAYDORk18fftia+2tfHG604Pui0uyit4wDwp6mvsEqH+U96+G/jzN9r+Nnid8/8xJ0GfbFfoPhXhvbZzKq/swv872P5Y+l3mGIwfAuDwkXaNStZ/wDbi5vza+41vgM7PFqyM2QGjAFfbH/BIXwRB47/AG9/Cr3kBkj0axvNSfuA6R7VyOnVwRXxd8CbQrot9qR4824VOnoAK91+BH7RXxE/Zr1vW/FnwsmhttZ1fRH0qHVZIy7adGzBnljHTzOABn09q/ZJTVLHKfZ3P8xcJi8Hl/E9PF4rWnTkpNd/JH7XftF/t7/sufstytYfFb4o2sGqFMro1gPtF2ecAeWucf8AAsV4Jef8F4P2QBcmz/4QrxlNBu5uW0qMgn12mTNfkxq2q6hqepXHiHxFq015fXTmS5vr258yWck5LM7ctk/4VArpIokVgQR1U5Fd+IzvEVJ2jHRH2+ZeMHEdavL6tSjThfRSjzNx6H7nfAb/AIKefsZftA6jD4d8G/FSLTdTlYKmla9D9jlds4wN/BP0NfQJlikjMnJAGQQeoPcetfzXuqnDlCxT7m37y/7pHIP0r9C/+CU3/BUDxLofirTP2YP2ifFMmpaXfypbeFPEV9Lme2kIwttOx++hOFVjzkjNduAzmNSooVFZn1vB3iss1xUcFmUPZSlpCdmot9mmfqTbtG2GRfvDNTVDbvlwhUA7cnHSpq95OLV0ftMdrBRRkDqaMj1FUMKKKKACmyZ28etOpsrFEyPWk720C19Cvf3UdlZS3tyTsgRpGPoFBJ/lX8xf7QHxf8aeOvj9468Z2/jvXFi1LxdfzQJFrEyosfnMEAAbAGABx6V/R/8AtPeNU+Hn7Onjnxw0oQaV4XvpwScciB8friv5f4J5ryIXtzzJP+9lP+23Jr43iyvKnKnGLtfsfr3hThKdWpicRKKdkkrrY1P+E18c9P8AhPvEH/g7n/8Ai6P+E08df9D94g/8Hc//AMXVG2tbm8mWzsbWaeaQ4jggjZ2c+gVRkn2FaI+H/wAQv+ia+Ivw0K4/+Jr5BVK72b/E/YpU8LB6pL7hn/Ca+Ov+h98Qf+Duf/4ugeNfHeePH2v9f+g1P/8AF08+APiAOvw28Rf+CK4/+Jo/4QD4hfw/DbxGf+4Fcf8AxNKUsRbd/iZVIYGSV1Hfy7M/Zj/g3D1LV9c/ZG8Vz+INXu76VPHVwiSXty8rKvkx8AuSccmv0O8iIkMYxkdDivzy/wCDcLR9b0b9krxXba7ot9YSnx1OyxX1q8LEeTHzhwMiv0Pr9PyVyeWU297H8z8XxpriTEqKVub9EJ5adMfrR5a+h/Olor1Ls+cuxNi+n60nlR8/IOTk06igGk9xo4GB61xP7ReuP4c+BHjDWkkZTb+HbtlYHkHyiB/Ou3bGOteNft7as+kfsjeObxWK50R48g4+8QP615ubVfY5ZXn/AHX+R35PS9rm2Hp95x/NH4+WbM8CyM5GU3bfck1LTIVAt0GOir/Kn1/Gp/oD0sFFFAofwv0Y0rtI3fhbpA8QfFPwxoRQN9r1+zjIPcecpI/IV+4dmgjtIowPuxqP0r8Wf2XbP7f+0t4Es8Z3eJrdiMf3Sa/amPhcehr978IqXJgsTPvKP5H8zeOtdyzLBU+0JP75IUjIwa/P3/goqGi/aPaOKWRFGg2+FSQgDLPnofYV+gVfn9/wUY/5OSf/ALAFt/6E9e34n6cOKS354/qfzbnzccA2u6PCTJcsNou589v37dfzr52/b9sZZJfDOrmVzt8+FmaQk9j/AD5r6Izgr/vD+deE/t5web4D0G7HWHVmQ/in/wBavwLJq0/rkIt9X+ZjwTVdLijDT6+8vvSPmIM46Sv/AN9mjfJ/z1f/AL7NNUnJ5pa++koSk3Y/oXmk1uLvk/56v/32aQs5OfNf/vs0UVPs4dkF2fQn7A2svDqHibQlnlBkihnRRKwAxkHofc19JGac/wDL3N/3/b/Gvk79hm9+zfFy/tM5FxosjDn0Za+r6+IztThj5KLsktD8E49jOnxFOTe6THebcf8AP3P/AN/2/wAaPNuP+fub/v8At/jTaK8hVai+0/vPi+efcVpJmGGuZj/22b/GgPKP+XmX/v8AN/jSUUOpUfVi5pdxfMm/5+Jf+/rf40eZN/z8S/8Af1v8aSilzz7sfPPuOV5dw/0iXr/z1b/Gvi74+yTH41eJDi4bdqTFnZmwx2L6Zr7PzjmoZNN02WRpZdOt3dzl3aBSWPqSRzXo5fj1hJtzjzI+i4b4hfD2NliHBzunHR9z4HJk4BWXGR13/wCFfSn7D0lwPAGsr5ksanWAxRnIJPlgZ/IV7GNJ0kcjSrUH/r3X/CnwWtraKyWttHErNuYRRhQx9Tjqa7MdnccVRcILlbPYz7jP+2ct+pujJaptt6abX726EwlnX7t1MPpM3+NIJZx0upv+/wA3+NJRXgwlKKsmfC+1qS1crj1ln2k/apv+/wC3+NffX/BP/dJ+zVpjyOzMb66yzuSf9YfWvgRfuGvvv/gn5/ybRpf/AF/XX/ow1+jeG85yzmrFvTkWn3HtZFOcsZJN9D3umykBORSefHu285xnpTLi4jWJuc+wFf0jsfXvYy/FnibRPB/h/UPFniXU4LLTtOt2nvLuZwFiiUZZiT6Yr8M/2+P2x9e/bO+OVx4uS4kj8L6Qz2vhWwJICwAkG4YH+OXG72XAr6b/AOC0f7eH/CV6xN+x/wDCzVy+m2cobxveW8uBcSYylmrD+EE5fHoBX56qpAy7lj03Ec8f09PavyfjPiD61VeBoP3Y6yfRvsf2n4AeGkcpwS4kzCH76qrUk/sw/n9Zfl6jmYs2PSkoor8/1P6eCuH+NulXEumW2sQuyrbSbJ9jHofWu4qvqum22sabPpt3EGSdNhBH3f8AarvyvGrLswp4iSuk9fRnicSZS85ySthVo2tPkeDookBfH3Rk0h6H6Vc1nSL/AEPVZ9J1BfmgfapxjevZh61TbofpX7lSlSq0lUpfDLVH8e4ijWweJlQrXUoOzueyfsSn/i8d4P8AqDv/AOjBX1TbTXlpcwXunzPHcQOJLaVDzHIrBlb8CMfia+Vf2JefjHeH/qDv/wCjBX1QfuqCSMHPB7g1/N3ifKceKVyb8sH91z9a4Pgp5E1PWLclb1sfrr+yN8ftE/aE+DWneMrC6iF7FCsGr2ivzBcKoDAjsDjI9q9NjlU5IBGDya/G/wCCPx7+Jf7PfitfFfw31zyDI2L/AE6XLWt2vXDr29MjmvsX4f8A/BXn4aXdgifEf4c6tpt4FxNJp5W4hJ/2BkHH1r9T4V8TMlxmBhRx0/Z1Iqzb0T/pH87caeEfEGXZhOtldL21GTurfFG/S278rH2U7MQpVwMnktxkV4n+3R+0HpfwK+Bmq3EeoxrrOsQSWWj2qsNzSSDbvI64XqT2rx74gf8ABXnwDp+mSQfDHwFqmpXhBEEuqKsMaH1YbicfSvjL4x/Gf4hfHjxrP46+JWsfarpvltreMfubZM/6uNT/AA+pPNc3GPiTlOHy+phssn7SrNWv9lfM14G8Jc8xuZ08VmsPZUIO9npKb7Nbpepyqo8ajc+58YZgetLRRX86Sas2z+suVNWHRY8xc4696+FPju7p8ZfFDIhLf2w+0DuTjFfdGUUqzNgZzuPQV8sfFn4dGf8AaW1i8liKWMZhu3LLkSuy/Kv6c+nev0rwxxDo5riIv+VH8hfTGo1HwLg8WtqdZ39ZRat+CJvA2g/8I54WtNOYHzDH5kmfVua7H4Y/DnxT8YPiNonwr8FWwn1bXdQW0sYznCl/vOx7KoyxrE+XO1QRj9PavqH/AII3abp2p/t8eHRqECObbSb+eBXGf3giUKw9CMmv16jFV8Qovqz/ADHyTBwzjiCjhqvwzmk/Q/QT9nX/AIJGfsnfCDwbbWXjb4e2ni7XHhH9patrcPmea+BkRoTtRM9BjNeL/wDBRr/gkf8ACmH4Zan8bv2ZPC40TWtEha61DQLZyLbULdBmQIp4jkwM8cHHPNfoo7Bhg5yBkgVl+J7a11HQL/Tbu38yKaylVwwyCChBB9a+yrZfhJ4V03Hof1ZjuDuH8Tk88FHDR5UnZ9bpH84MRWW3WcNy4BGKUNNG6S20zRTROJIZEOGR1OVYe4IB/CmePdb8OeFPFWs2FzfRxi11m6SK2U5YKJnULgdMCuTvvi7ZRMU0zSXmP8LSPgZrwcBwzneYJuhQbj0k3yr5dz+R6eXYz6xL2Kfuy93TRNPf0P6GP+CevxzvP2h/2R/BnxP1a5MmoT6Uttqjk5LXMJ8t2PuxGfxr2rzVH/LSvwh/Y4/4K0/tE/s0/A9Phh8NPB/hySyi1W5uVuNVMrv+9IOwBeMAg/nXozf8F2/24Xl8waR4KVQf9WdLkOfx3V+pYPgniF4aHPGN7L7SZ/SuW+I+RYbL6VLFuXtYxSlZaXW7P2XYh8EOPx60Akjhv0r8etH/AOC+f7YllMsmq/D3wTdqG+ZVinjLD0yG4r0jwP8A8HDmqxzRxfFD9mpRAxPmz6DrG5l9wkg/rVV+Dc+oxv7NS9Gmeth/EjhWtK3tXH1iz9QVbCBmPbrTutfJ3wK/4LHfsRfGOWDSL3x3ceFNUnXAs/E9ubdS3oswJQj3JFfUmj+IdD1/Soda0PVYLy0uIw8FzayiSORT0KsuQa8HE4LF4J2xFNx9U0fWYHNctzOPNha0Z+jT/DoXabIMgfWmrdwvjBOT0GKc7KFDE9+1cr1R3prRnyv/AMFmfHq/Dv8A4Jx/Ei8WbZLqdgmmwjP3jPIqEfkTX89oVo0WNiMqo3KOxxX7T/8AByF48TR/2OPD3gRJip8ReMoFdQcbo4Ud2/I7a/FdC2Cr9mP8/wDDFfnfFFR1cz5V0R++eF+HjQ4edR/bkz6Q/wCCRPgRPiF/wUa+GumTwh4tOvLnVJFK7gBBCWBx0xkgZ9xX7z+P/wBoX9mj4TOYPiZ8W/CGhydTBqWpW8b+v3Sc1/NH4D+JfxB+FWsTeIvhn4xvdA1C4spLSbUdOl8uYQP99VfqmfUc1j3zyavc/wBqa1NPe3MzfNeahKZpGbuS7E5J9a5stzuGWYbkjC7v1OziHg2rxLmUK1Wu4U4R5Vbff8j+l3wb+2D+xl8RblNP8E/HvwLqE7nCQRatb72PsCcmvT4rTRLmFZraytJEdco8aIwb6HGDX8p5tLJZFla0Rep4XDKR0PGK+oP2Fv8Agq7+0l+xb4mtbO98S3/i7wOZQNR8M6xdGZ4Yv79tI3Mbjn5funGK9rB8VUq1Tlq07eaPk828Mq9ChKrgcQ5tbp7/AC/4Y/oUtLe1tcQ28KRjOSiIBz68VariPgN8dPh1+0Z8MNF+L/wv16PUNH1u2E1rKmAycfNG47OrZBHYiu3r7KnOFWmpw2Z+TVadajVlTraSTs77hRSF1H/6qAynvVGd0LRRketGRQMjc8ke1eDf8FKLhrf9i/xkyjJa2iXH1mWvdywZzzx0r5//AOCnkjQfsW+LW65NsMD/AK7LXg8SaZDin/07n+R73CUVPibB361Yf+lI/KIcIB/siko74zRX8gJpuyP7xWoUZPrRRVLcb+F+h6b+xdD5/wC1n4BjP/QdRvyBr9ll6V+Nv7EcIn/a58AgyFdutZ+vyGv2SU5Gfc1/QXhFZ5LW/wAf6H8weO//ACUOG/69/wDtzFr8/v8Agox/yck//YAtv/Qnr9Aa/P7/AIKMf8nJP/2ALb/0J69PxQ/5Jpf44/qfznxB/wAi9+qPCVALAH1FeKft0w7/AIS6dMBkrrUY/DYa9rXqPrXjP7cP/JIbH/sMxf8AoDV/POVf77T9X+ZwcJf8lDhv8cf1Pk/nd+FLSd/wpa/Sp/Ef0atgoooqRnqX7G0wh+O9pECP3umzq3PtX2FXxv8AsdnPx90w+tvchvpsr7Ir4fiH/kYI/DPET/kdR/69/qFFFFeGfBBRRRQAUUUUAFFFFABgelGBnOKKKACiiigBy/cNfff/AAT8/wCTaNL/AOv66/8ARhr4EX7hr77/AOCfoI/Zo0vP/P8AXX/ow1+i+Gv/ACO6v+Bfoe1kWmNl6HunmAYIyc8Dj9a+Vv8AgqH+3Na/sl/Bw+HfCuoRN428UQPBoNruybaMDD3TegGeD3bFe6/Hr45+B/2d/hRq/wAXPiNqy2mmaNatLKGIDTP0SJfVmbAAHrX4NftE/tAeOf2n/i/q3xl8fzuLnUJVSzsdxKWNspPlQKD0CjknuWNfsvFmff2ThOSD9+WnpfS5/UHgj4bS41zv69i1/smHacr7VJfZil2T1l5adTjZ7i8vrqXUdSunuLq5laW5uZW3PLIxyzMx+8SxJzTaKK/Fm5ct27tvU/0AjGNOnGKSSirJLZIKQnClsE49B/n/APXxQWUHlunXHUD/AOv0r66/4JPfsKXP7THxZi+LPxC0Zn8EeEr5XMMy4TVb5cMsJ7NHGcM3+1gV25fl9bMcbDDw66v0PA4p4my7hDI6uaYxrlpp2X80re7FebZ8natpOqaDqMmka3p8trdRY823mXa6ZAYZHbKkH8ar169/wUCSNP23figkQARPE7IiquAoEUfQeleQ4xx6VzYqj7GvUovo7fI7snx39p5TQx3LaVWnTnbtzRTa/E57x/4Ft/GFmk0WEvbdSIJem4f3T9a8lv7C8027ksL+2aKaLIeNhz9R6ive/wAAfY1l+I/B+ieKrYQ6ra5lHEc8fDp9DX0+Q8UV8uSo1tYd+x8Lxn4e0s9lLF4CSp1/NaMqfsSNn4xXRwRnRpMZ/wCugr6pb7i/SvG/2B/2X/ih42+N+q6b8M9M/tuW18PS3D2yyBJdvmLkAMeete8+LPAHj/wNdf2f4z8C6vpUqZ3re6fIoH/AsbT+Br4XxCdTMc6+uUISlTcIrm5Xa6vdXt0Pjsg9lk1J5bjKkY14ttxco312dr7PoZFHPb+dNFxakZW5U+vzD/Gnbo+okBHqK/N5qz1PqeeH8y+8X5dvQ570lI8kaLuMi89MsKaLm2+VWuEDN/DupxhKT0BuMVeTS9WP/wA8ChsLnJHAywBGR+FdN4F+DPxc+JV4lr4D+HOsagXYASw2bKik+rEAAe+a+o/2f/8Agkr4k12aHW/j34kjsLXcH/sTSn3SsPSSXHH4V9JlXC+e5zNRw1CTXdqyX32Plc+4z4YyCi3jcRHb4Yu8n5K17X8z50/Z1/Zv+Jf7S/jBfDHgOyaK0jYHU9blT9xZR8ZyTwznsv8AhXU/8Fiv2I9A+AvgPwB8UPhnoxTTNKtjouvXIGWkkZg0U8p7liXGe2BX6g/Dr4V+C/hR4Xt/Bnw/0C003TbdcJb28IG4/wB5j1Zj3JrP+O3wZ8H/AB5+Fms/Cbx/YJc6brVk8Em5fmjYg7XT0ZTyPpX9BcM8A4Th7L5Rm+etLVy7eR/GHjVxPj/FfLauAf7uhfmhHs1s33btb5n87eGBKsTkHHPUHuDXffsufHG+/Zt/aB8L/GizgeWPRL4PqEMR+aW1f5Jk9/lOR9KtftS/srfE79kT4p3Hwx+ItjJJAWzoOsrGRFqluMhWQnjzAPvJnIx3rzZXJb92SSBlXAIx+daN1MLUaa95M/z3ax+R5jFzTp1abvro7pn9EHgD48/C34jfDCD4w+GPHFhc+HZNP+1y3/2hdkCBdzeYf4Mc5B9K/L3/AIKO/wDBbvxZ4pXU/hf+yhq76LoWGt5/FgUfbdTPIK2yn/Vxf9NDyR0Ffnx4w+MnjvR7G9+Hfgnx7rGn6TfY/tqystReOC9cdFkQHBHtXAz3d3dYa8mZ2UbVDNkBfT1H4V++cJZJRlhYYzGwvNr3U9l6o/bsw48znOsspwoR9i2vee9/u7jJZZrmeS8u52mmkkLySync0hOSzFjznJpDkAlRkgZA9aQ7gwVgBk4BJrZ8IeG5davhczKVtYXBeRl4fHYV9vRpc0lCMUn1S2PlKs4UrttI7HwdYyad4ct7eZMOw3n05rTpvEckduiMSzbIo05Lk9FVerH2Fd5oH7Ln7TvirTF1vw3+zr4zvLJxmO5i0NwD+DYNe9Orh8LFKc0vmj5OFDF42pKVOnKXomcLShgBwgz61oeLfB3i/wAA6kNG8eeEdV0O7Ztqwavp8luWPopcAMfoaziGBKspBBwQR0rSM4TV4u/oY1KdWlLlnFp9mmhJUWaMxyhXBOdrLkZ9x/hivYf2V/26/wBoz9j7X47/AOF/jKa40XzQ174U1WdpbK4XvgNkwnGcFMe+a8fo5zwPzrPE4ahjaPJXgpL0N8Hjsbl1f22FqOEl1vr/AJWP3s/Yl/b2+D/7bvgeTWvB0rad4g09F/t7wzduDcWTH+Jf78Z7OOPXFe6RSR+UpUtgt3Ffzj/BX4zfEP8AZ7+J2l/F74Wa29jrWlSjYwkIS6hzlreUfxI3THav3i/Y5/ap8G/tf/AzSvi74PiEUs5MGs6azjzLC8QASRMPryDjkc1+O8T8OTyer7ajrTb08j+jOCOMVxFS9hibLERV79JLuux8lf8ABdP9i/8Aav8A2wR4CtP2fPAttrel+Hmu7nVYH1FIZfOcKqBA5AbjPevyz8d/sAftufDN3j8Zfst+MIFiBMs1rphuIxjvuiLV/SuUDKfmGf4io60hDRnYrfKevr+FfmOYcP0MwxEqspWb2P33IuP8wyPAxwcaUZ04669z+eH9hH/gl18fv23PHN1pxsb7wb4a0aULrfiHV9PljdHPPlQxMAZJMYODwM199a5/wbXfs2y+EXtfDnxt8Y2+uLEQuoziB4mbHeHYAAT6EH3r9HlggjIMFoq7iWYqoX0BJ9amgQ+WSQRjoPSrwfDuBoU+Wa5iM08ROIMwxMalKp7OK1UVa39ep/Mr+1p+yv8AEv8AYz+OGpfAv4pxxyXVmiz6fqVsCIdQtW+5NHu5APQqeQ2RXm6/fHbn8q/Uv/g5m8E6Xb678KfiCkY+1zLqGnzEqPmjULIvTnIYkivyzwRwST796+FzTCQwuYThDRI/b+Fc2rZzkdPF1bcz0fyP0u/4Nxv2mtW8P/FXxL+ydrOos+lavYnW9Dt5H4guoyBcIoP3QwZXIHcV+xImXkDP4jH5etfze/8ABM/49eDP2Z/22vB/xf8AHV5PHpmnw3y3cdrEZJZA8BG0KOuTtx9K+zP2hv8Aguh8ffiDd3GlfALwjZeDdNI/d6hqCC6v5BnAbBARM+wJFfoPClHFYnLEpLROx+b8UcFY/OeInLAU/dkk27pJO/37W6H63Xl7aWsXn31wkCZ+/NIEH61yevftEfATwlI0XiP4y+GLF1B3Jc61CpGPbdX4F/ED9ob9oD4r3b3vxJ+NniXWHkyXjn1WRIgT6RoQo/KuLextJCDJCHPdpGLEn3LE19dHLNNZHVhfCGfInicXr2jH9Wf0Bz/t2fscWr+Xc/tJ+Dw2cAHWYv8AGrml/tnfsoa0wj0r9onwfKx6Aa5CP5tX895sLP5QtpFhTnmMf0FDadYMPmsosnuEArRZZC3xHbLwiy23u4mf3I/o98OfFT4a+MG3eF/H+i6gCMr9k1KKTPvw1eQ/8FLytz+xh4waJkICW7ZJAGPNXoa/CfTJrvRZftGjahdWUvaazuniYfipFd3H+1v+05oXgPUPAUHxu1680S8h8u40vVro3UTKDkAGTJH515OdZDWx2VYihSmk5Qkl6vYww3hpWyXMqGYU8QpRpThKzWtk7s7zg84/WivMvCv7QNq5jsfF+miLgFbq1XKj6j/69ekWuoWGoWSajpt4lxBIAY5YjkNX8i8RcK59w3JRzCk+XpNbP7j+jcszzLc5p3w002t1t+ZLRSId6eYMYJx1pa+a+GTT6anqbppHqH7E7Mn7XPgBgcf8TsZ/75Ir9k0xtyBX4v8A7I94NP8A2pPh/dM2APEkIJ+uRiv2gQ5XOO9fv3hDplFePXnX4o/mDx21z/Cy6Om/wkxa/P7/AIKMf8nJP/2ALb/0J6/QGvz+/wCCjH/JyT/9gC2/9CevX8UP+SaX+OP6n858Qf8AIvfqjwleo+teMftxHHwgsif+g1EP/HGr2dc7hgdxXin7dkyr8LdNjHG/WI8D1wh5r+e8pi3jadu7/M8/hR24gw7/ALyPlVgQ2D6UUFg5zjpxRX6RJ3kz+jkraBRRRUjPTv2Oom/4X5px/u2dy5+m3FfY1fIn7FlsZPjf5vXydJmbOOmSB/Wvruvh+IP+Rgj8M8RWlniXaCXzCiiivDPggooooAKKKKACiiigAoopQpY4GKAeiuxKKVUZ22j5QPvM/QflmvN/ij+1x+zt8HWe28a/EyyF4nXTtPYXFwPqqnA59TmtsPhq+Kny0otv0/U68LgcXjqihQg5N9kekKw+7nk+9ff/APwT9lMX7NGljyyc3tyeP+uhr8QvF/8AwVz8BWTvB4C+E2q6iykhZ9Qu1t42HY7RkivoD9k3/gup8dfCnwYs9F8PfA/wuLWO7naPz76ZnOXzyRxmv1DgHKcwy7M6lbE0+WMoq2q/Q/TuE/DXjDMMXN0qFrLrKK/U0P8Agqz+3TN+1N8VR8N/AOsFvA/hK6dLRo87NTvRw85GfmRQcJ2HWvlDB/iOecqT1Hr9c0ioqqqqoG0AKR1AAxilrmx+Or5ji3iKru306H+ofDHDWW8J5LSyzARtCHXrJ9ZPzk9X2CkZgoyTgdzS1Np1hqWrapaaRouny3d9eXUcFjaW6bpJpnOERB3YkjA6dc1xpSbSgrt9D3p1KdNSc5WSV2/Jb/he/kd1+y/+zj42/as+MulfBvwVE0T3kqy6lqATcun2it88zHoGA4UHqTX7ufBD4KeBvgJ8MdH+Ffw80xbTSdHgEUESjmQjrIx7sxySfevHP+CZ/wCxBpv7HXwVVPEUEMvjPxAEuvE14uGMT9Vtlb+4mce5ya+k9iqF2cDfwPrX7XwpkFPKMGqklectfTyP8+vGvxJfHeevC4N/7HRfLC202nZzf5Ly9T8Ef+CgLF/23Pii5HXxW5/8hx15Cepr2D/goJgftv8AxSAH/M1yf+i0rx9up+tfkGZPmzKu3/Mz+5eEHzcKYCXejSsvLkiFIwypGSOOopaQjCn6VxP4T6HmUZp9T7T/AOCEQLftka0QeT4JkDHHJ/ex/wCFfrjqOg6NrUJh1jS4LpCuClxCHBB9civyO/4ITBj+2HrRU8jwXJgev72Ov16TeQBgj1NfsvBtOnVyNQmlJcz31XTofwH9Iaq4eJM5w0fs6e1136nC6z+y1+zr4nZpNZ+DPh6djkFjpyA/mBWBcfsG/skTMWf4HaRk9QqsP616vJdpZL5l7cJEnZpJAo/EnFc9rXxo+E3hzcuv/EvQrMr94T6rCuPzavflkWU1NZYeDf8AhR+UYXOeJF7mHxFZ+SlP9GcLB+wd+yNazB0+B2kEju0RI/U11Hhz9mz9n/wpt/4R74Q+H7Qg8FdNjJ/Mg1SvP2t/2YtPy17+0B4Rjx1365D/AI1XP7Z/7JTEZ/aN8G/+D6H/ABpwyPKaTvDDQT/wo3r4ni/Eq1adeS8/aM9Et9E0+xhWDT7OKFB0SNAoH0AqeNCkirgkD24FcPY/tO/s6apg6f8AHXwpKM/wa7Ac/wDj1dFpPxD8B69h9B8baVeccfZtQjfP5NXpRhyRtFW+R4lXB42MnOpTl809DdpsihgAaiWdpcPA4dSOCpyD+NAlkL4cAEdMsKpJs53dHF/HL9nn4Q/tF+CJvAHxj8F2mt6bJkqlzH+8gbH34nHzIw9VOa/Mj/goT/wSK8FfswfCDX/j18NfjVcxaVpkIFv4f1y3EjSSOwRIY5Vwc5P8QJwK/WwBckkEH61+fv8AwcGeNJtN+AHgv4dw3LLHrvioz3UHaSOCIsM/QtmuzKcnw+aZvQpTS1kj4Lj3KcirZPVx2NoqU6cbqXXdJfK7Pxhk+G3igyM0r27ljuJMnXPPelh+G3iVj+9NugB6tLXfE84XgDim7QTkkn61+9QwGHUFZW6JeSP50WbYnl5bJW6dLHMaV8MrOFjNrN6Zl7xIPlIrqbHT5Hlg0nRdPMks8iQWVnCvzSSMQqoPckgUKSCADxnkV73/AMEvPhtpnxW/bx8BaDrtsk9rY3U2pTxSLlW+zx71yP8Ae21GIlTy7CVK6XwpsrB0auc5hRwkpWU5pfe0j9Hf+CbX/BLj4a/s4eEbD4j/ABa8O2uu/EDUbVZ72e9gEkWlFsMIYUboV4Bfk5BwcV9kC3RVEce1VUcKq4AoggiVw4+9tOMGp8A9RX4LjMdiMxrutWbbZ/WmV5ZhMpwcMPh4pJLt1OJ+M3wJ+Evx48I3Pgr4teBLDXNPuYijJdW4Lx5yNyNjcjDqCCDX4v8A/BSD/gn9rX7EfxItLjw9cXGo+B/EMpGhX0ykyWkvX7LK3c4+6e+Oa/dGRVaTDDIA4FfPf/BUP4MWHxt/Yk8daE9qr3ml6U2raXLj5op7f95lT6lQw/Gva4bzrFZXj4RvenJpNevY+c404awuc5XOpGKVaKbUl1SV7PyZ+EGVOSh4zxmimW9wt1bx3SjiSMN09Rmn1+4v4j+WoO8E7WAHac/0zX1j/wAEgf2rbv8AZz/ahs/AviTU3j8LePJYtPvkd/3cF9giCcDtubCEnqDXydk9QadBc31jNHfaVcGK7t5FltZVbDCRCHTB7fMBXDmODp5hgqmHmtHt5Hp5VmVXKMwhjIPWLWnRq+qZ+gf/AAUg/wCCxf7b37J37V3iX9n7wr4P8JWem6eIrjRdRvLGSWW6tJUDLIfnA3Z3A4GMrXyd4v8A+C1v/BSjxazD/hfMGkxNnjSNFgjKg+hZSa+t/wDgpP8Aszav/wAFA/2G/h5+3p8HNJa+8X6H4WjHiHT4FHm31kB++A9XikV2x1IJFfk9G8c8YkRiwDEHcMcg9MHkfj3r+Nc+/tXL8zq4eU3ypux/qBwDQ4Uz/IaONhQg5JJO9n71r3a7M/XX/ggt+3/8TfjP428bfBT9o/4xX/iHxBeeTqnhq41idd8sSgpNBFgAfLw5X3r9P4XZYAJJMknAJGM/4V/K54S8XeJ/AHiix8beCNfu9J1fS5hNYanYSlJrZ89RjqDjkdDX1pd/8F3P+Cjl54CPglvHnh5JGt/JfXo9CVbwjGM5Py7/AHxxXTlHEUMNh/ZV02+/9M87irw9xGOzP2+AnCMZ7xs4pPysnp9x6t/wcbfHvw748+Pngz4JeGtSS5l8IaZcXesCFwyxXFxhUhJ7MEXeQecEV+a3iDxCmiqI40DXLDKxk9Pc1qeMfFut63qeo+OPGuu3upapfztcaje38xee8mJyWdu7dvpgdK89lmudSvfNG6WeVsRomSzkngew7V0ZPl0s+zCWLqRtBPS/U+xwtBZBk8Mvou8kvvfU7f4D6Zeax47l1m9mMn2C0KvNnq7dAPwNezKoX7vAz07D6Dt+Fc18LvBf/CEeGI7G7I+1zkS3bAfxHon4V01frVGlCjTUIpJI+rymlKlhU5/E9w7YooorR6K53vljtqFFFFK+g7Sfwq4VFexiW0lQnHyk8fSpaSRd8bIehUimRXjGdCUH2ZzC7No2rgdwD1re8A+PtW8B3++zLS2kjf6RZ7uCPVR2NYOQHaMjoT/OlXGeuD2Poa5sxy7CZth5YfFJOLTV2vyXQ/HcLiMRluKVShpKL2v1PpXRtY0rxDpkGuaNOJLa5j3RMO3qD7g1arxr4FeNX0bXP+ESvbjba3zFoQfuxyD09ARxivZQCFG7r3HpX8X8a8L1OF86ngrfu5Lmg+9+j9Op/QXDWdrO8uhVW63Ol+COqLonxs8Ias7bVtvE1k7MfTzMH+dft5A2+BH/ALyg1+ENjqDaXqdrqiDJtLmKYf8AAXVv6V+5ngnWE8QeENK12JwUvNPhmUjodyA/1r9D8H8QnRxVJ7pr8FY/DfHfDtYnA11s4yX4o1a/P7/gox/yck//AGALb/0J6/QBiQM5r8/v+CizK/7RzyAAZ0G2xz/tPX0PilOMeGOZ9JxZ/M2fJPANX6nhSMFYMR0rwX9ve6SLwd4e00t80moyNjP91cf1r3gqSDkHAGT+FfNn7fmpLJr/AIc0VW/1dtNcMp/hLMAM/gK/BMljfMIRT6/nqc3BNNV+IaNtlqfP5UKeD1opCXPVl/Oj5v7y/nX6Dyyu9Op/Q0pwU3d9RaKT5v7y/nR8395fzp8she0p9z2/9hKxab4j6xqRX5YNHCg+7vj+lfU1fO/7A+lSi08S669sxEksFtEw9juavdNa8b+DPDk/2PXPFum2s/A8me7VXU+4r4nNMFmGYZrKnhqUpyjuoq7/AAufgnG/tcZxJVjTi5ONk7d7GpRVTSPEGg+IYDc+H9Ztr6Mfee2nDbatEMOxrxsRhsThavs6sHF2vqrfg7P8D46cJ05cs1Z+YtFJz7/pRhiM4Nc7lBK7f5ktxS3FooyoXaw+b60UJpq6BNNaMKKKAMnG4D3Y8Uw7+WoZxzjv64/XtXnn7Qf7Tvwr/Zv8OjU/HmrGW9uo2NlotiQ1zcY9v4VyPvGuV/bN/bF8P/syeG49J0Vbe/8AF2qws2maXMwK20X/AD8TY6eynqcV+bHi7xn4o+Ivie68beO9duNT1e9ffcXl0xJJ7BOyqvQAcV9jw7wvPNIRxOIbVPt1f/AP0zgvgOeeKOMxjtRey7+fp0PWPj5+3v8AHb49TT6dbazL4Y0GT5YtH0eYqzR9vNlHLH1HSvFfJj3GTB3NyzZ5J9Se5pxyTn164pGO1gSfl53cV+pUMJhcFSjCjBJH9A4HK8Bk9ONLDwio+ln/AOBb3Y1yo+ZySVHyADk+31r6W+Bmk3/hz4c2en6zbPDMzNL5bNyqtyM+9eefAH4Vtqjx+O/ElmBbxPixt5R/rZP75HoPTpXsjDLEly3vmvoMuw71lPqfs3AnDTipYrEJx5krLrbz8zUoooGcghgMHJJ7Cvx1Wvq7I/om9hrnA3MwCgEsScYGDz+HX8K/R/8A4IvfsGTSPF+1/wDFzRQo8or4GsLuPkg/evWU9CeiDsOe9fM//BOH9ivUv2yfjPHFrtvLH4L8Ouk3ie52/wCuYHdHar7scZ9AD61+3vhjQ9N8P6PbaJpFjFb2llbpBbW8KBUiRRgKo9MYr9C4JyJ1ZLHVo6J6X6+Z/Lnj/wCJsstwn+rGXVLVZL981vGMtVG/eS3XRadSxbiJEfYVUE5Bzz9akfHy4/vDNSlFPJUflUc33h/vCv1VaaH8YJJbaH4If8FBf+T3/il/2Nkn/otK8fbqfrXsH/BQX/k+D4pf9jXJ/wCi0rx9iM5z3r+dMx1zKv8A42f6ocGpy4Ry5Lf2NP8A9IQU2V40iZ5HCqAdzFsAfjVTW9e0/Q7T7Zeycsp8uIdWPpXDa74l1HX3ZppCsIB2RDjH19amhg6lZ67G2bZ/RyqHKrOXbsfTv7B37cei/sd/GbV/iRp/g6XxHd3Hh2SwtLVLkQReYZAwLEg5AGOnNekfFr/gsh+298SZpYNB8U6b4Qs5EIWDQrHfIoPfzZCTn6V8T/D4ka5Ng4/0fsfpXYKqoMIoHsBiv3LgzD0qeTJQ25n+h+OZrkmR8QZw82xuHjOs0ld6qy20enU6vxh8ffjv8QpjL45+NvivVWOdwuNck2nJ/uqQB9K5O6iF85kvmkmYnJM07OT9cmnYGc4or63kiepQwWDpQShTjH/DFL9CEafYD/lyi/GMGl+w2X/PnF/37FS0UckTo5I9CA6bp55FlGD/ALK4/lVuxvdS0yTzdL1e+tHxgPbXskZH5NUdFHJEUqaqfGk/kj0HwH+1f+1D8MZopfAv7QniuwWL7kR1VpowP9yQkHpX0N8If+C4P7X/AMPp4rb4k2uieM7FeJDeQizuiPZ0BUE+4r44oBI6Gk6cWjwMy4S4czWLWJwlOTfXlSfyasfs/wDsx/8ABY79lX4+3dr4W8V6hc+CdfnACWOvkC3mc9o7gfKefXFeC/8ABwpE19oPwp1qzuRJYyXOooJEcMpLRIQQRwfrX5sukUsLQTxhoicur9GPTr6+9Z/7Un7W3xl8B/s+aXoOv6vd+JPCXh3xBHcPpV/NvlsklXyiYZeqgYyVPFepkNSngs3pV5vSL1P5n8afA9T4LxtXIpN2jzezeuiabs/JLrcmb75G3HPQUlZPgbx54T+JfhuHxZ4Q1tb2xuBlpAoDRtj7kg7HtWsCCAQAPYV+2U506tOMqbvHoz/NnEYerhqjhONmnZp6O++3bzFQZcfUV9Tf8EYtUttO/wCCg/huO6AVrnRtRt4/dmiD/wAlr5ZX7w4rs/2dPjFqH7PXx28J/GnT1Lnw3rEdxcxqcGS3J2yr/wB8Fq480w9TF5bWowV3KLR3ZHiqeDznDV5/DGpFvySadz+i+BFViR1I/wAKlrnfh3468M/EnwbpnxA8H6tHe6Vq9jHdWF3E+4SRuMg8d+QCO2K3RInr+lfz04unJwlo1of19Tq06tNTg04tXT7pivjzB9RXA/tRXVvp/wCzh48vbtwsUXhG/LE/9cHxXdPJFneG6DBOa+Of+C0/7S+j/Br9lXUfhjpmpIPEnj1RYWECy4ZLYYaaYjsAPl9y1duV0KmLzGnSp73Xyszzs7x9DL8orYio7JRdvN2skfi7pRB02Agg5jBBFWKSONYY1iUcKoAHpxS1/Q+vU/jyN+VX3ClRPMdUzjJ60lIylhgDNOLsx2b2P2A/4IM+OB4t/Y5v/BV6PMPhvxPc2yq5yPLl/fIoB7fMePeuc/bx/wCCDXwd/aM8Q3nxW/Z51+HwF4pvSZL2y+z+Zpl7JnJZolwY3OTll656cVzH/Bu9r8slp8UvCZnDRx31heImOheJkz/47X6YRhSMFQePSv594wyzDVM6rUaiur3/ACZ/XnhrnmYYHh3C4rCz5Zcuq6PXsfz6/Ev/AIIjf8FG/h5eSQWnwZt/EUEbZS68O6xFIZAOh2SYYeuM964If8Exf+ChX2gJ/wAMj+KxIX2ktBHgn3O7iv6SSqnqo/Ksfxr4l0/wX4W1TxZqs6R2um2Mt1cOxwFRELN+gr4GrwhgKzaUmrn7XhvFLiFctNxi29Nj+X/4u/sufHTwL49l+GPxE8LLoOo6YiSahZX1yrmFnG5QWQnnbztrQ+H/AMJ9A8FldRZze37D/j7kXCxj0RT0r0j4q/EPU/jD8UfEXxT1K88+fxDrVxfuQ2cIzsYxn2XA+lYh3cFhyP0r9HyvLsPluBhRpLRH7hgcuj7Onia9vaSSe+moHk7j19aKQso4LAfU0p6ZPevQ1PVsrX/IRiyjKAFicKDjr+PH4npX0R+xP/wTW+OX7aEbeKNKlj8PeEIZCj+Ib+FmNxID8ywJwZAP72QuSK8t/Zx+CuqftG/HTwz8E9IDZ17UlivpFXPlWi/NO/4ID+df0D/DnwT4d+HHgzS/AfhPSY7HTNKs0trO1iQKEjRQB07nGc+9cGNxToRSjufm/H/GNbh6EMNgmvaz3fZHxBof/BAb9m+PRxDrfxW8X3V5t5uIbmONc4HOzbwM9q8B/bB/4IofE/4KeF7v4hfAPxjN4x02whMt7pFzbKl7FGBlmj28S4GTjrX69xooGdo9uKjkihfcpjU84ww45GCPyrzYY2vGV27n5PguP+J8Jio1J1uePWMtn92x/NQjKyghSPZgQR7HPOaUHBya+lv+Cs3wC0f4A/tm6xbeG9PW10jxVarrFnEgwsUjsRMijsDIOPTNfNLHjJGPb0r36UlUpKR/SOVY6lm2XUcTDRVI81u3kc5qMH2e+kjI6ncPYVCQDwRV/wARQlLxJQchl61RrRNSdmfl2a0p4XMqqXfQdHdSWk8d5HKVeGRZEIPI2nNfSujamus6Rbasv/Lxbo7fXHJr5nbacKe7Y/OvfPg9cG5+GulyE5Kxsn5Gvw7xwwHPkuGxkl70Z2v5STdvvVz7vw0xUqWY1aC+Frm+52OkniSaExHB3Kd2ewPH9a/Xn9gP4jx/En9lLwjqxuS81tYfYbrJyRJC2zn8APzr8h++a+xf+CSn7RFj4S8Z6h8AvFWo+Vba5IbrQTI3yi6CjzI/bcoBA9RX5R4bZtSy3Po0arsqq5fndNfkdPi9klXM+FFWpR5pUJcztvyu6f3Xufo395AO4FebfEn9lX4JfGDxOfGHjnwq15fm3SHzTcSIAikkDg+5r0OJijYCgrt5bPU1I7IBwFz6Zr+j8VhcNjaTp14c0ezVz+QZwjOKjUSfqeNS/sC/sxqhI8Ak+wvJefb71fmL/wAFCPhT8DtR/af1rQfCvhcx2OgwRadxdOczKN0nU9ckA/Sv1g/aV+N/h/8AZ++DusfEjX7qMSWlqVsbcN89xcniONR35Ir8adb1vVPE+u3vifWpXlu9Ru5Lm5kbu8jbj9ck/pivxjxLnluU4ajhcFTjGrJ3dt0j9y8FOE8JicdXzGvSXs4x5VpvLfT0/U4g/A34WdToDf8AgQaP+FG/Cr/oAt/4EGuuwOmKMD0FfkH1/FNu1R/ef0csiyblT9hH7jkf+FG/Cv8A6ALf+BBpf+FH/CqOMs3h9iP+vg11uB6UjW81yy2dpEZJZ5FWJB/ePyAfmRVQxmNlPl9o7vYP7DyZR5nQikk29Ox7lYfC/wCEn7L3/BLPUfjnYeDQfFHibXGtNBnmuJMQvKxjWTGeqqjsPpXyT8Av2ZfjZ+1r42ufBfwg8NnXNUhtDd6jNfXPlpEgO3e8jd2PRe9ftFqf7CHwT+MP7Lngz4E/Gbw/c3mn6FY280cVrdPCVuvLO5iU68u3Wk/Z6/Y4/Zg/4J3aH4u+IvgnUr/TNMvrOOfXLvXtTMyQRwbiNpcZH3unc4r+2+BcRlnC/DlOnhaSWKaV5curvbq9T+McdmuDWa4nEYeC9pOo2tL2SdkvuPxKi/4Tb9mr4wSWninQpdP1Xw7qwh1vR5pGCyiNhvhYL1DqTg/Sv278Afsc/so/ETwVo/jjSvh6Ut9a0uC/t0+3yNtSVBIFznkgNj8K/GT9rb4uL+1d+1F4q+KPg3S2WPxdrccGhQInzyoVWGEsP77cH6E1+9XwE8ES/Dj4MeEvAM8OyXRvDtpaTqTnEiRKrD3+YGvd47yXKcbDD4rGYeDrSWuibPNz7DUKlKnUqU17R76HE/8ADAn7MXT/AIQI/wDgZL/jSN+wN+y8oKP4CPI5P26QY+nNe0HCjnrXHfHH4qaJ8GvhxqPjvWyrC1gP2a3Jw08p4RB9TivzTEZLkGEoSrzoQUYq7bS2R81LDYOnBycFp5Hxj+2t4G+Avwm1iz+HXwt8Mxw6sxFxqdyLp3+zRAcJyT8zeleEE7iWx15AxjAq/wCKfFGs+NfEt/4s8RXbT32o3TT3Lt/eJ4AHYAYH4VQx3r+YM8xuHx+Z1K2Hio05O8Uu2x8Niaiq4h2ikg+tcL+0b8d/Dv7Ofwov/iVr0ayzxjytM05jhrm6YYRB/s9C1d2qszeWn3ieK/Nn/gol+0DL8Y/jhN4Q0S/83QPCJa0t/LPyy3XSaU+uG+QVtw9lSzbMYwesI6s+l4JyD/WTOI0pr91HWXy2Xozxbxz438SfEfxjqPj3xpqT3eqapdNLcXLNuDf3UUHoqjj04rJycYoxg9B0x+FHWv22EYU4qMFaK2Xkf1RTp0aNKMKcVGKVklsl2Cun+FPw6uPiB4jCXAZNOtcNfzL1IzkIPr39qwNH0rUNf1W20bSofMmuZQiY7f7X0FfS3gfwZp/gPw5B4fsF3Mgzcz45lkPU/wBK9DBYd1al3sj7Tg3hx55j+eqr0oavzaNOG2itYY7SCBY44ECRRoMKijoAPSnk88mrvhzw7r/jLxDY+EvCOhz6pq2qXS2+n6faxGSSeQ/dUKO4PJPQDrX6N/Bj/ggLPqvw+stV+NHxkvtM8QXS+bd6bo0SNDa5APl7mGXYHOT0/KvpIUuZe4j9Q4j424c4Ppw/tCqoc2ySvL1stbeZ+dTMEG4nGOa6X4S/CTx38d/ido/wh+G+mm61fWrnyY1GdsKD/WTOR0VFySenbvXNksFyhGe2fWvob9hH9uTwh+xBdar4mtvgOPEniLUyIV1eXU1Q21mvKwRgjgZySe5r8OwFPC1MUliHaCer8up+hcU4vOcJkdaeTUfb4jaMb8qTeik3JpWW+5+vf7Jn7NPgv9lH4MaZ8J/BUG77PD5mp3/lgPe3JA3yue5J6egAr1BGA6nt3r8yB/wcJa3u5/ZhUD211f8ACnf8RCOr/wDRsX/ldX/Cv1yhxdw5h6UacKlopWXus/hrH+C/i1meOqYvFYXnqVG5Sbq0rtvd/GfpvvX1qKd0DLlurDFfmb/xEI6x/wBGxD/wer/hTJP+Dg3WmYEfsxjoT/yHV7dB0rZcZcPt6VLv0ZxvwJ8T0r/Ub27VKb/KTPkb/goGyn9uT4pYPTxRJ/6LSvFtU1S30vTpL26KiONflC9zXbfH74q/8Lz+NniX4yNoX9mN4l1Nrx9P87zPIJVVK7u/TP41474+1r7bqP8AZdu58m3UFgP4m7ivyOUY4vMqlSHwuTZ/cOGr1uG+DsJQxEeWtClCNuzUUnsY+qapd6vfve3ZJLj5FPRB6VXf7p+lLQa9iKUPdWx+e1q1TEVXUqO7Zt/D7P8AbkpP/Pv/AIV2OCegrgfD+sf2HeNefZ/MyhXbux171rn4hjvo+f8Atsa/QOHM9y3AZd7KtUUZXbtZ+RrRlHk1OnPHB9KQMGGVOa5yDx9580UC6Ts3yhS3mZxXSuArEADjqBX2GBzTCZjTcqEuazOqM4tWQlFC/NkKOQeRil2MBkjA969B3uPn5nypa+b/AOAJRQQQMkceo5oqFNtj5teVpp+YUUUVoUFZPjrwbpXxC8Hap4H1wf6Lqti9u7D+BiDsf6hua1qKmWxhiaFHFUJUayvCSal6Pc/P74UfEvxz+yX8Xrvw/rscjWkN39m17SmGEmjU4E6DsQMHP8Vfdmia3pfifRbTxLoV2lxZX8Cz2s8ZyHRun+B9DXj/AO2R+zD/AMLa0s/ETwNaqviXTrby5rfbxqUC87Md2Xt3NcN+wH8X7y2vr74DeJHlhMfmT6LHckrJAw/1tsd38WckD8q+54Szl0aywtZ+49vJn+Z/j74T4rIcbUxkYq8btSS0nDon5xPqKgdMDqR8pHY+v/6+KCCDyMUV+lrmg7/1Y/k1SUo7aM+nv2B/+CoHxa/Yrb/hC9Q0tvFXgeaYu2hzXG2awYkbntnPAB6lG4JORjFfoB4S/wCC3/7B3iHSYr7VvGOtaLcFMy2WoaNLuRu4ygKn6g4NfjENufnUkexo3N/DgfTivl8y4TyjMq3tZR5ZdbdT7fJ+P+Icmw6oU5KUFspK9l6n6vfHv/gvd8BfD+kTWX7Png3VPFeqshWGfU7drSzhfszE/M49lr8z/jp8ePij+0n8Sr74sfGHxI+paxeARx4BENnEp3LBAnRY+2ep6nmuQZiFLO+AO5PFOghnubmKztbaSaa4lWK3hiQs8rnGFUDlic9BXZlnD2W5R79Ne93e5wZ7xdnfEVqGKleO6hFaer6iMFDEL0znrmkqW/sb3Sr+bStTtJLe5t5WiuLeVcPE69VYdiKi617W58y731CjJAJHXBopVClgG6U0rsI7n6J/8G7104+InxRswPlbSdOfOO++X+hr9UYuv4V+XX/Bu3p858T/ABR1ByCq2umxKQPaQ9fwr9RY+vPpX4fxe0+IKrXl+h/T3hypLhHDX7P8x9Z3iTw9pHijR7zw/r2nR3dlfW7Q3ltNHuSaJhhkI75FaNFfNbH3SbjJSW6PlT4h/wDBHP8AYS+IuZYvhK2g3BBJn0C7e25+gJH6V4P8Q/8Ag308MXiPP8Jvj/qmnNklbXW7BLhfYblwcfrX6R0VusTWj1PosFxfxJgGvZ4lv1s/zPxh+I3/AARD/bb8FrNL4Vh8P+KYlbKPp2o/Z5HH+5KP614L8Q/2Rf2pvhLLIvxA/Z78U6ekP37pdKaeL6h4wRiv6F3BKEDH41BNA0ymORA8ZHKNyD+tdccyqpapH12E8V89or/aKcKnyaf4afgfkT/wQa+G8XiL9q7xH401LS3STwz4X2os8TI8U1wyqThgMHav61+vKKUJUgnJ6+tZ2ieEfDOhapcavo/huxs7m7RRc3FtbIjzbem4gZOPetauOvWdapzM+M4kz18R5o8Y4ct0lb0Q1CcHcO9LvXOM0kj7RnPSs3xF4l0XwppF14g8R6lFaWdnbPPd3E0gVIokUszMTwAAOtYJuU+VHhQjKT5Urs/Kj/gv9qOmXH7SHgjTreRWuoPCk7TAHlVM4xn64P5V8HYzwa9d/bs/aQH7VX7UXiP4vac7NpBcWPh1Sf8Alzi+VX9t3LfjXkRr6fDQdKkkf1pwrgauX8M4WjUVpcuvlfUpavbPPYnahJQ5AArEyPXrXUEgA5GeOlc/qlibK9aNVJVuVOK3TSd2eJxZgG6scVBdNf8AMrjOQwH3Tmve/hBbm2+HGloVI3wmTnvuJ5rwaK3lupUtIAS87iNFXqWJwK+lND0qHQ9ItdHgzttrdIwSPQf4k1+I+OmNVHJ8Lgm/elNyt2jFNX+9nqeG2GnPG1cTb3VHlXzdy1Utjf6hpV9Fq2k3sttd2kqS2k9u+x45FOQ4bsfX1HFRUV/M0ZOElOPxLVPs+5+xNRlFxkrpqzR91/s5/wDBXOxtNAtvDP7ROhXBvbZVjHiDSrfetyAMBpIuqn1I716J4y/4K3/sx6NpLXfhn+1tdu1H7q2gsGj3N2yz4xX5oUjZJG0kDv0r77DeJXE2GwioqabSspNan5XjPB7g7GY11+Rxi3dxT91v818j1D9qD9q/4l/tT+Kl1fxeyWWl2cpbS9Dt5CYrfPG8kf6yQjueBXmB9SaKK+IxmMxWYYmWIxE3Kct2z9Iy7L8FlWEhhcLBRpx2S/UKKKK5nY7BQGxkCvXv2Dvg+3xp/ag8OaDPatJY6Tcf2nqnyZUxRkFVP1fbXj8syQwM7yKoUEncegxnNfpZ/wAEpv2brn4YfCC5+KvinTzFrHi8rJCky4eCyXIRfbdy34ivsOBsonnWf0oqN40nzS7W7HwPiTxBDhzherUUrVKq9nBdbv4n8j6we6srO2aeedYokTczyNhVUDqT2FfjH/wVc/4KM6p+1D46u/gv8L9cmtvh3oN0UubiFip1y5Tgu3/TFTwo/iPzV91/8Fk/2htU+Bn7HeoaR4X1BrbWPGV2NFtZ42IeKF1LTshHfy1Kg9t+a/GDwjrl94K8Qad4m0Wzgkn0q6S6tIb22EsJkQjG9T98ZGSDwa/urg7JY1acsfON7aRTP5RyPBuSdeSu1sfov/wSC/4Jn6mmuWH7XH7QWhyWyQ5n8F+G7yDaysel5MpGR/0zX3zX6dQsVcBlPAPJ785r8PX/AOCxf/BQS0tWNt8UNMjWKE7Qvh6LgAcfkOMdK/YT9lfx14k+JX7Ofgr4h+MbtbrU9Y8OW11qE8cYUSSugLEKOBzXlcU4PNKdZYnGSTUtEk9jkzahjIVPbVbWlsj0CaTA+VxuOdoPSvgz9vv48N8R/iUvw60O83aT4cmxJsOUuLvHzbv9lRx9a+n/ANr744r8EfhLdappsq/2vqAa00pO6yMMeZj0UHNfnCTKzGWeQySOS0kjNuZmJyST35zX85eJ/EbpUVldCXvPWfkui+fXyPhs9xip01Qi9XuHbrn3PWjtRRX4XFRTUdo/kfKPV3OC/af+LMfwR+A/iP4iK4W5trN4NODH5muJMLGPqCcivyYkluJ5GubmVpJ5GLTSt1kdm3Mx9819u/8ABW/4jNDoXhX4TWk2Gvbl9Qvdp+8kfypke5Ofwr4ir9c4LwX1bLPbWtKf5LY/o3wvyxYPIHiHG0qkvwW333DvSOyIu9yQBySOtL710vwo8DN498Wx6fMrC0tiJb1u20EfL+NfZU4Sm1BH6phMLVzHGQw9NXlJ6f8ABPRP2d/h4dH03/hO9UgVbu8jK2UbDHkxev4/0r0xjuY43fKAMdh2pFhigjEcMaoiAJFGowEQcAULazahLHpdrEzz3MiwwhepZ2Cj9TX1GGpLD01Fan9G5Tl9DIsuhCOiSfM/TX/P7j9Of+CFH7HVpHoN5+2H4w01JLq9klsPCAePPkRL8styoPRmbKhh/CK/Se3g8mIIxJPckVxf7MPwusvgt+z94R+GFhCqJo+hW8LBVAy+wFyfcsTXeV79OKhBJH8DcbZ/X4o4nr4+s7q7jDsoJ2ikvQ/mrooor+a02tj/AFGd5WUndLp0+4KKKKHOo18TFaPZBRRRSTkndtsUqcJxceVf8EraveJp2n3F4c5WLK/WvNJWaeR5nYkysWcn35rtPiPdeVpMdmrYad8E+gFcX9BXt5bSdOm33PzjjHF+1xsaEX7sVe3m9wooor0T5B6ybCiiineS2YrE+mjfqMEY6+chJPYZxmvXvAXw+8b/ABY8ZWfgL4ZeFbzWtc1KTbaafZxZc46s3ZVHUseK8esC66lbGKNpGM6BYwu7c2flGO5J4Hviv33/AOCXX7Dmh/sq/Ayz8VeJ9Jibxx4nto7rXb503SW6suVtkY8qFBwcYyc+lfoHBk+XDVfU+S4y4xocG5X7eMeerPSEb9e78l+Ox8zfAn/ggT4i1rSYNe/aK+Mh02WYKzaN4bgEjRgjlGnf+IdMqCK9jl/4IH/shnT/ACYPGXjWO524F0NXUn8imK+34YRGmwHj6AfyqTHGK+uc5XP5vxniVxtja3tJYyUfKNkl5bH5P/tHf8EHfiP4J0m48Tfs5/EhPEqW67m8P6zCIrl19I5VwrN6BsCvg3XNC1zwvrV54a8UaNc6bqWn3LQXthfRGOWGQfwsp5HqPUc1/STNCfnZJMHbwNvSviD/AILBfsHaN8ZfhZeftG/D/SI08ZeFrBpbz7Ou06rZLy6Sf3mUfMG5Py4rSM5XR+h8BeLGOqY6GXZzJShNpRq21jLon3Tel+h+ReaKRXSRBIjZVvuH1FLXTGTbsf0fGak+Vet+6CiiirauaPVWDLKQYmKlTlcdc+ue1edfEX9nDwp4s8c6Z8XvDl0ND8T6dfxStqFtGPLuUzh0mX+IEfxda9Fps0QnjkhbkSKVx9RirhUq0ZqdNXadzxc/4eynibLp4DH0lKE015q/Z9D0f41/sb/tJfAm2g13xz8Nr240S9tkubDxFo0TXVlPC6hlfegJTgjhgDXlUV3azHEdzG2GwwV+VPoR1FfvB/wTE8aD4n/sIeANS1Vo7podI+wXCSoH/wBQxjAOevCjrmuu+I/7EH7IfxVc3fjv9nrwxfTk5acaYschJ6nKYJr7TCcfTjpiqN/NP9D/ACu4n8Glg82r0MFiLKE5JKSbtrpqj+fZ1ZDhgMf3twxUc91aW+fNu4xjrlx/k1+6D/8ABJP/AIJ4Synb+zlpaknLKlzMAPw312Xw/wD+CfH7F3wyuk1Hwf8As5eGIJ4/uTy6asrj8XzXXLxCyxx/d05N+dv8z5uHhFm/MvaV4pdbL/M/Ez9n79j79pX9pvWLfT/g98LtQuIJHw+tX0Jt7KEHHzNI4+bHXaATX6h/sZ/8EqfhT+xjodz8ZfibfweKfGljpksyajLCFtdL2oWIt0I4bg/vCM/Svsiz0rTtNtV0rSLSG1gjUCOC3hVEUewHFeUft5/EaD4T/safEPxtJcENb+GLmGAk4/eyr5aD82FfNY7ijMc5xUMPH3IyaVlvZ+Z9tlXAuScNYepjZy9pNRer2Vl0R+BWvatLrfijV/EDSb21HWLu5dmOSfMlZv61UHAqO0iaG1iik+8Ixv8Arjn9c1JX7DSh7OnGPZJH851Kjq1HN9Xf7wo3BeWUEd89KBz0pGZFRpJEJRFJccdBzW8XHnvsRfl1P1U/4N5vCv2P4PfEHxs8ZBv/ABPFaxkjtDCMj83r9EonDErjBxzXyx/wSD+Gq/CT9hLwm2ubLW88QvNrNz5q+WT575QnP+wFP419G3XxC8B2MrLe+MNLhI/v30YJ/Wv534hx2Hq5xWquVle2rXQ/rPhPCxyzhzDYeo7NR19XqbtIWIPC5rm0+LPwwd9i/EHRifQajH/jVyz8deC9RO2x8WadMewjvEP8jXirG4V/8vI/ev8AM+h9rSbspJmxuP8AdNG8Zxg1Xivba4XfbTRSDsUkBzTlnUPjg+g3VtGfP8DT+ZbkluTkZGKbtwMDv60u4ZHFLVLUZGF8nLlR+FeXftOftnfAb9kG10W/+OniSfTLfXrmSCxnis3mXei7ju2AkcV6lO2xd/p2r8yv+DhnWGS++F+iK/RtQuAu49diLnH511YWiq1dQex9DwtlNHO87pYOu2oyvd+kW/zPoTxl/wAFpv2DPDOntf6Z8R7zWpNmUtdJ0qV5HPpyAF/EivgH9vP/AIKn/Er9sOxl+HXg/SpfC/giR83Nj5u661LB+Xz2HHlg8+WDhu5r5UVUCj5MfTg/iR1oyBxuz9cf0r2qOEo0mpJan73kvh9kOT1liF+8lGzTbuvu2BQFUKqhQBwB0FLRRXUfcpvf8AwDwah1C1jv4RAwAYkeXx1bsKldgiliwAHdjgfnX0h+wF/wTl+I/wC2p4jh8Q6za3Wi/D22l/4mOuyqY3v9p+a3t1OC2ehk+6O2amU1TXM3t0PLzrGYHA4CVXHSUI2e/wDWp4X8DfAMuoawfF2q2zLDaFhZblOLh+m5P7yjpuHGa9dDMQMkkYzk/wB7vX6rfHv/AIJ3fBH4s/CDSvh74T0ODwze+GrEWvhzULKEAwIo+5IBjerEZOe/Nfm98c/2d/iz+zl4im0H4m+GpLdDMVtNViBa1u+eCsgGAcdjX8q+KuCz3EZ48bXi5UbKMWtbJfq+pl4b8WcN5jgJYWg/Z1k3eEnuu6fX0Wq6nFUUhPybweM4yQcE+maUMGGVr8jSbV7H6pay1d35BRRRQAUUDGeTj3pSp/h59AB1obsriSk5WEo6YycZOF9z6ChQzOsO0+a7BUiCEsx9Ao+Yn8K+nv2S/wDgmb8Tfjbc23i34tWlz4Z8KuQzW8q7L2/j67VX/lkp7see1etlOSZnnWKjQwlJyb36KK736niZ5xDlHD2ClicZWjFLZPeT7JLVv00Oa/YK/ZF1X9pb4iQeJNdsnTwhol2r6nO6fLeyDkWy5HzDON3YV+rumWMNhZR2NpapDDAixwwxjAjRRgKPYYrL8AfDfwd8MvDFn4M8C6Fb6dplhEI7a2t48BQBjPuT3J61ujeFODk+tf05wnwzQ4Yy/wBkrOb1lLu/8vI/jzjji/E8YZp7eV404XUI9k+/d+Z5R+1D+xb8EP2xNJ0nRfjjoM9/b6JcyXGnra3zwFJHUKxO08/KK8gb/giD/wAE/tny/DrVM++uzf419dLkqCfShuhx6V9rRx+NoQUKdRpLZXPlIYrEUocsZNI+Qj/wRB/YAliaGX4dap86lTjXZuh/GvpzwJ4D8N/CbwFpPgDwrB9n0jQrBLWxjkkJKRIuBknr0reLsFz3xxn1rxP9uT44j4U/B+40nRbvZrOvFrPTwDyqkfvH+gHH415mdZ48Ll88Ri6jcYa6vqY4rG1FSdSrLRdz5P8A2xPjU3xi+MdzPps+/StCc2embX+Vj/y0kx0JJ6H0FeTgAAYQDCgYHtSCMR/u1cFVAAbPLepNLX8d5njq+Z4+eJqu8pN/d0PznEVJ1q8py6hQOWwKKdHs8xd7YUcs3oM1xSjzK3p+ZlGLk7Lc/M7/AIKTeM38W/tXatYq37rQrGHT4wp4GFDn8SzV4VXWfHrxDJ4t+OXi3xEzeYLrxBclm3Z4WQqv5BRXJk4Ukdvev6Ay+ksPl9KmtlFfif2FkeHWEyahRS+GK+6yf6hyeFBLHhUH8R7L+J4/Gvov4N+CIvAng+KCZc3l8qz3jkcgnon/AAEV5P8AAzwWfFnjFb66hD2WmbZbjjILnlF/r+FfQTuZGLEDlsjHb2r6bLMO1P2ktj9t8PMkVqmYVFa6tH/MGYN0r0f9jfwOPiV+1r8OPAckW6G/8X2f2gY48tH3tn2wteb+1fT/APwRx8KL4p/4KB+EpJot8el2N9enj7rLCQp/MivYguaokz7Hi7HPAcLY3FX+GlJ/9vKLX6o/cK2k2KIigGDgbegHSpTIAcf1qB3ihcyOFGFyWLYx3rwH4q/8FRf2IPgx4zuPAPjb41WI1O0A+1RWUb3CxMSRsLRgjcMcjPFe1eMVqz/PfA5bmGZTcMNSlNrpFN/efhlRUX260/5+4P8Av9/9aj7daf8AP3B/3+/+tX81cjP9YuaHcloqL7daf8/cH/f7/wCtR9utP+fuD/v9/wDWo5GHNDuS0VF9utP+fuD/AL/f/WpDfWeeb+AfWYUnCXQcJxjNNP7zk/iRcCXVre1Df6qHdj3rncbePSu61bwZp/iC6OpG9l3suA0eCuPaqEvwzQcQ6qR9VFe3h8XRhTUWz86zTh/NcZjqleMOZN9HY5THGaK6SX4Z6inEOpxP7lCKrzfDzXkO1Li3f2Vq6PrWHl9qx4dTIM1o6SpP77mHRWpL4L8RW5zLbIR6+aKrNoerKxzak464cHH5Vca1BrRnHLLsdSXv05HX/sv6TDrX7SfgGwuoRJC/jDTvOjYZDgXKEAj61/TLbRItukUYKjGflPrzX82P7IVqbX9pHwVczMEdPFem7Vdh/wA/KfSv6TrRiY13dlGK+54NqxnGtFdz+e/HfDOlWy6clZyjO/ykrFhc45pTyMUA56UV9utj8AG+WNuNxz61U1zSLLWdHutIv4lkgurd4ZI3UEFWGCD7HNXazvFuv2HhXwvqPibVblYbawspbieVzgIqIWJP5VSbuXTUnUXJvdW9eh/Ol8VPC6eCPir4q8GQY8rSvEd5axL6IszBf0/lWDWt4/8AE58b/ELxB42PH9r65d3YDKQQrysy/oaya742smf3/gFUjg6Uam6jFfgFVdY1jTtA0u51vWLoQWlnA01zNtLFEUZLYHarVNljt7mGS0uohJDIhS4iYcPG42lT69atnRiPa+wkqTtJp20vr0+88e1L9vL9muwJW18TX96w6ra6ax/Ik81zWr/8FJfhVaMRovgPXbs54MhjiB/Mmvmr4+fCjVPg18UtT8EXiv8AZVnM+m3RHyy27ksuPpyprkFIHz+WF77R2rSVOMop7M/lbOPFjjjC46eHqckJQeqUVdNO3XyP3Q/4Jrf8F0fGfwu/Y60nwd4M/Z5sJ1h1O9CXep602BmXOCqL7+or0XxN/wAF4f2z9ZkdPD/hvwVoqP8A6p1sJLgx+/zNivzW/Yr0l9I/Zv8AD7zRDfcma43Ecne55/QV6qG2tu2gnPcV+qZXw5lE8LSqVqSk3q27n8JcZ+IHFGN4ixl8VKLdSWqSjrfyP3L/AOCVv7WviX9r39mxfGXxG1e2uPFWl6lNZ64ttCI1BzujbaOmUI/I19MBlJ4avwN/YN/bg8e/sNfFSbxZoOlnVvD+sRpD4h0ES7WmRTkSw54Eq84zwQSD2r9TPh7/AMFh/wBg3x1oEWtX3xpt9CmdAZbDXbWS3mhJ6hhtI9sjivg+IuG8ZhMdOWHpuVKWsbLbyP0jg7jTLcwy2EMXV5a0VaXM97dfmfUM+z75bG3nJ9fevz0/4L4/tGaP4f8AhNoP7MmiakG1TxBqK6lrFvDJ80VjDnbuHYO5wM/3K6j9pX/gud+zX8P9BudP+AD3HjnX2jK2zRW7Q2MLYO15JHA3KDzheTX5S/Fj4sfEH45/EfU/i18U9fbU9d1eXzLqck7IlH3YYwfuxp0A/HvXbwrw1jZ4uOJxMHGMNUnuzyuO+NMvhl8sDg6inOaabWyT3V+7OdJJPIwcUgbIOVIK/eB6AfWlnlgtoZLq7mSOJE3ySu3Qe3+FeVePPijeeIWfStBke3085HmI2JZ8fyFfccQcR4Hh/D89Z803tFH4Vl+BrYpqEV7vc67xT8WfCvhyQ2kDG+uAPmihPyofduhH0rD8I+JfiR8ZfHmk/Djw2yWsmsX8dsqW0OcITl33HoAuTXny7UGRgAevSvsv/gml+zze6TZT/tB+LNPaKW7ia28NxTR4YQjiSfB6ZJ2j1HNfzxxx4m5vHLatb2nsr3UUn+R9vlPDtCpXUZJSsz7AGta/b6HZeG38UancWmn2aW1ksl/JtESKEGADgdDVIwxv/rV3nuXJJNOzwB2HQelFfx3icdicbJ1as27tvVtn6wnNRSvr1+Qz7Nbf8+6f9805FERzAWjPrG5B/nS0VzqUk7p2E22auh+O/HnhiTzfDvjjV7Jv+ne/cf1r0bwR+27+0J4MlUz+KItYtxj91q0AY8dty4I+teSUdDXp4XO83wUlKhWkmttTWOJxFJ3jJn2t8Kf+Cj3gHxJPDpPxO0aTQLp2Cm7QmW257lhyo9zX0Ro2v6Xr+nQ6voupQXdrOu6Ge3cMrjHUEV+UJAYlmAJIwc+leg/AT9pDx/8AALWkl0C7kutIklBvNElk/dOvcxg/cYdeMZ71+pcO+KGLpVI0c3ScHpzR3v5ns4POZX5ayP0nmIYLnpnmvym/4ODNRW5+OHw70kPn7N4fvJio9GlVc/kK/TH4TfFnwh8ZvCEHi/whqKzQSjE0R4eCTujjsRX5T/8ABeLWTfftgaFpJfJsvBK8Y6b5mP8ASv6ByfE0sVOFWlK8Xs0frvhnBV+K6Ljsk3+B8TDn5yME9RS0r9R9BSV9Itj+mWk3cKKMg9DRTAu+HNai8Oa/ZeIJtBsNUSyuUmbTtUj321yFOdkigjKnuK/Sj9ln/guh8KtOtNP8BfHb4Pp4OsYEWCz1PwwvmWEKAAAmHh4lHsDX5lZxzmhTsO4MQSc5BwSfrWVSjTraSPAzzhvJ+JaMY4pSuuqvdeh/Rp8OviX4C+LPhO28dfDTxPZ6zpN7Hvtr6wnEkbj3I6H2PIq54p8GeE/HujTeG/Gfh211KynXD215AHXn61+D37G37afxf/Yu+IMfiPwBey3mhXdyG13wvJKfIvEP3mQdI5QOQwxnGDX69R/8FK/2LtO+FGlfF/xF8f8ARNO07WLNZrW1luQ92px80bQplg6tkEYrw62VVJT9jCHPfZWv+B/OvGHDeJ4LrQxE6i9jJ+7K9revZnC/GD/gkJ8CPFs0uq/DHW9R8KXbNuSCAie2B/3G5A/GvBPF3/BIL9o3R7hx4R8WeH9YiU/L5jtbO34HNekfEP8A4OAP2P8Aw5O9v4F8K+K/FLRtgzW2nCCL6gyEEj3xXk3iP/g4wv2dv+EO/ZWYrn5G1TxABke4ROK8jEeBLzqftvqMqbfVNR/B/wCR5GE+kNi+Hoqj/aCqJdJRc7fNa/ic3qP/AATQ/bOsJCsfwytroA43W2qxnPvziqsf/BOL9tKQgf8ACm2XJ/j1GIf1qxff8HE3x2kZ/wCzv2cfC0Ix8nm6tcOQf+Aiqsf/AAcO/tII/mTfATwc6n+Aahcj+lcS+jDiW+a0vTnget/xNtaPK3B+apzX6nReHv8Aglb+15rEiDUNC0bTAx5a81LdtH0Vea9U+Hv/AARi1aW6jufip8X0RM5e10S2wSPTe/T6gV49p3/BxX8WoQG1j9mTQpcH5jaa3Iv/AKEtdp4W/wCDizwW5CePP2Y9atm/ik0vVYph+AYA/rXTS+jnPBr2k8LKpbvOL/BWPPxP0oMTmEfZ08XGlftBp/e7n2T8Dv2Ev2bPgJMl/wCEfA8V3qKLxquq4uJwfUFuB+Fewx2yqMmRiOw6fyr48+GX/Bcj9hLx1LFZeIPF2reFJ3A3Lr2kOkaknvImVH1NfTXw5+OHwo+MOlLrXwq+Iuj6/bOoKy6ZfJN2zyFOQfrXqLhnE5DSVJYV0or+7ZfefPT4ro8QV/a1MWq03/eu/wDgHWJGq/dY4pVj2kkMeaSBmePLDBp9ZW0szbR6gBgYzQenNFIxwpND20GQ3B2qWLAKvzE56AV+b/7X/wAZW+M3xnvr+xui+k6Vmz0v0bDEO492Izn0xX2B+2r8ZP8AhUvwXvhY3WNS1oCx05UYBssP3j+21c8/SvzsUbcKCWAGNxPVu59q/EvFXO0408ppv+/J/wDtrPmuIMTeKoxe249mYjbxgfdGOg9KSiivxZtt6nzN3awVX1qaOz0O+vJHKiGwmfPphSf6VYrA+Kt62nfC3xLfI21odBu2z6fuzitcNDnxMF5o6MHHmxVNd5RX3tH4/wCp3xvtVu9QDZ+0Xk8hI77pCc/rVcOxOAm4nooHWm2uwWsbAcbAevtXWfBfwmvi/wAd20EqFrazX7RckjjjlVNf0Lh6Tlyw8kf2xluArYvEUsJS3naK+5foj2b4PeDl8G+Bra0lULd3KefdnHJJ+6PwHSunpSx27QABkdB6DFJX1tKPJSUex/TGDwdHBYSnQpqyirW7Pr+IDqBX2t/wQnh0rT/2q/E/jbXr6C0s9C8CzSz3ly4SOEPOmWYnjG1G5yMY718U981r6F428V+HfDuteFdB1ye0sPEVvHb63BA237XCjFljcjnZknK9D3rWnJQqXkeRxZk1fiHh3E5bRlye1STb6Xavy+qVj7V/4KN/8FfvF3xqu9Q+Df7MWuT6R4QSVre+8S2+UutX7FYO6RE5+bgkcgivhRFityyxDdlizOWOWY9SSTkn3PNKSY2+Q4x0x2poAAwBVVJurK7K4a4YyjhDARwuAgkrK8rayfdvuz+hH/hiD9kD/o2zwf8A+CaL/Cj/AIYg/ZA/6Ns8H/8Agmi/wr1eiuv+zsF/z7j/AOAr/I/gL/WTiD/oLq/+DJ/5nlH/AAxB+yB/0bZ4P/8ABNF/hSj9h/8AZAP/ADbb4O/8E0X+FerUE4o/s7Bf8+4/+Ar/ACE+JOILf73V/wDBk/8AM8p/4Ye/ZA/6Nu8Hf+CaL/CmS/sQ/shIu4fs2+DuCP8AmDx/4V6xu/2T+VR3Byg/3xVRy/Bxkv3Uf/AV/kKPEnEEpL/bKv8A4Mn/AJn4B/txeHtC8Jftg/Ebwz4W0iDT9OsPEjQ2VjaIEigjEafKoHAFeWkkE4PevXv+Cggx+298URj/AJmuT/0WleQN1P1r+fswjGOYVkl9pn+m/Cc51eFMBKbu3Rptt6ttwWr8wIB6ilAGOlJQfumuRbn0K0a9T61/4Iy/C/4dfFv9q3VfDPxO8E6br2nxeEZJ4rPVLVZY0kEiDeFYdcHrX6kR/sR/shY2j9m3wePpo0f+Ffmr/wAEIf8Ak8fWf+xKk/8ARiV+v0PIJ9hX7DwbhMPWyVSnBN80t0vI/hP6QGcZrg/EOpSoYicI+zhpGckuvRNI8y079jD9lDR9Qt9W0v8AZ48JQXFrOk1vcRaTGGjkQ7lYHHBBAINemxxqF4UfgKcpBHApa+xpYejQXuRS9EkfgmKx+Ox7TxNWU7bc0nK3pduwdKD04oyB3ppdGU4YHHBwa2OUZySfmI9/Svh//gtZ+15D8H/ga3wA8LaqF8SeN42W4RHy1rpqkeazY5G/7o9t1e//ALYv7X3w3/Y1+E9z8RPHd8s13IDDomiq487UbjHyog6hc43N0Ar8M/jd8avH/wC0T8UdW+MvxO1Q3Gr6vMS8audltCD8kCDskY49yc10UqfO7n634V8E1s8zGOaYpf7PSaf+Ka1SXdJ7nK4UKkY3YjXYhPHygDkiijOeporsP6wjfmQUdCGHUdKKKDR820Vd9DzH9qj9nex+PfgVTppSHxDpSs+lXTdHB5MDj+6x6GvgfV9B8QaTrU/hPVtKmttThuPs81rIuHjlJ24x3XuDX6jYxyO4rs/2XP8AgmT4L/4KQftH6f4b1eKTSp/DtrJqV34mtIR5kATiGGXtKGk29ewI7VpSlCNSPtJWjdXPwzxe4GoY/A1s8wrUK1OLck9pW2v59u55L8NPC6+CfhxoPhCNAo0/S4onCjGZNuXH55NbZAPJFfQn7SX/AATE/bC/Zqu7nUNZ+HMvijQEYmPXvDEJuE8sdDJF/rIz+Yr58uSLS6ksLyN7a4iOJLa6QxSIfTaQK/bsFi8FXw0VQmpRSP8AJ/OMLmVPH1JYym1KUnLXd3e4jEsMMc0MFdtzqGJ6lhmkV0cZR1I9Qc04KxJAU8deK7ltoeUpLdMTouwdPTtRyD8ozn72ewob5RluB3Jqlrut2uiaPdalLOv+jwGRVRssT0HA5rLF4iGHoTqVXpFc33FU6SqVFCK3OA+MnjJr2+/4Q/TXP2e1y14QeXkP8P0rhsKq5K4AGceldx8Nf2cvjr8arsTeEfh7f3CTSb5NTvIjDbpk53F5Ov4V9W/AL/gm54L8C3dv4s+NOrR+I9Si/eQ6XbAixhb/AKad5Tmv484x4/y2GOq4jEVbyu+VLXTofpmV5NXlh1CGlzxf9jn9ivXfjhq9v4++IdvcWHg2B96pt2y6q6n7ke7kRnozflX6A2lraafYwabptiltbW0Kw29vGgVYUQYCAD2p6RQRRLbW8EcccKKkEcS7Y41H8KjtR1/Cv504i4hxnEGN56mkPs+vofd4HA0cDTSh1DI65oyByam0+y1DU7+HTdIsXubu4lWK2to0y0rsQAo9Ov5V9k/AD/gnv4M0LSofEPxng/tXUpVDjS1Yrb2oPOwgffI9aOHeF814lqNYOKSW85fCv+HPZwWExGMm1HRLqfFr3MBP+uRfbNODKVyrAj1r9N7f4AfBWC1+wx/C3RPKA2hTpyZx9SK8v+NX7A3wu8aadPf/AA4sz4d1VIz5X2X/AFEx/uuv9RX2eN8KM5w9B1KFWErLVK9/xPRqZNiYQbjJM+GR9aK0fF/hHxL4F8TXnhDxVpj22o2DlZ4CcoQTjevqD2rOHAxX5fVpVMPUdGppKO54zTj7r3QUEA9aKKzSfQR6T+y78edS+BPxJt9QlnkbRdRkEWs2wb5QpI/fY6Arwc+mat/t4f8ABMr9oL9tT9rn/hZng/xFoWk+E28O2dvbavfzNJLKRvZgsSDOBuHORnNeVNtKlXXIYYz6V9//ALB/xFuPHvwFs7HULoPeaJO1jMxPJC42n8j+lfuPhHxJiqeInltSWm8b792fa8F8R4/I8bKeGdp20b13PlHwf/wb5fDdLAHx7+0Pr15c/wAY0yyjhjU46DIJx9aw/i1/wb8Lb6RLefA34/TvfRoWisfE1kDFIwHTzIsMufcEV+mYwowoA55wO9BBY5IB+tfvSx2MevN+B93HxB4uhW9o8Q/uVvyP50vjN8Dvil+zz8QLn4YfGPwrcaRrFshZUYB0uI84EkLj5ZUPUkciuV+tfuR/wUq/Y60D9rf4CajY2mmRjxX4ft5L3wxfIv7xZ0XcYc/3XHy+nNfhoTOgcX8BSWN2jnjPBVlJVl+oII/CvYwuJWJpW6n7pwbxRDijL3Un/GjpNfk16jydoztJ56AVz3xH+KXgz4T6J/wkfjfV44IyWW3t4xvluWHRUX+vSmfFj4m6F8HvBVz4v8RTB9hKWlov+suZv4UHt6mvhz4h/ELxX8U/Fc3i3xhqBmuJOIoB/qrZO0aD2HU1w5pm1PAx5IayFxTxbHIqSpUH+9enod/8Wv2wPiZ8Qmk0rwy7+H9LclRDaMPtEi+ryH7px/COKt/sefEmTR/HFx4G1i6MkGrAyWk07l3S4XluT3YcnHpXjhAPUVY0bV7jw/r2n67aS7ZLK9jnTH+yef0rxMiz/HZVnlLHKTupLS+lno/wP534yo4ji/KMRhMbUupxdl2e6t21PvhmBBTcGA/i9e/9aDz3P51DYXsGp2EGpWrZiuIElQ+zKG/mTU1f2jCv7enCcXdWTv8A4tT+Fp0nSnZqz1+5O36CBEByFA5pQSOhooquZvqS1pqLk9KNxwVzwetJRSe93uLRq3QBx/geRWl4H8Z+M/hhr8Hiv4a+MNS8Pahby7kvNIvGgfP/AAEgH6His2jA9OowaivShiKfJVSlF99fzLoVJ4apz0W4tdtPyP0P/Yw/4Lu/ELwZdWngX9sSyOuaOzLGPF2mQbby1HADTxjiVfVl+av1M8AfETwd8UfClj46+HPim11nR9RhElnqFlMHjkB9x0I6EHkEc1/NJkgAdh0HpX0Z/wAE7P8AgoV49/YZ+JEcd7cXOpfD/VrlP+Ej0LzOLfJ2i5tx/DIM5Zejgeor8s4u8OsLXpTxeWWjNLWHST627H6lwl4iYrD1IYTMryg3pPrFf3vLz3P3ujOVBznj1olKiMlumOayfBPjLwv4/wDCWn+OPBmtwajpWrWkdxYXsEgZJYnUFWBHXg/nXO/tCfE60+EHwk1rxrPKBJBaNHZoT9+d8iMf99EfgK/n/GV/qGGnVrK3InddrH7x7WDpe0i7q17+R8W/t4/FgfEn41z6Bptzu03wypsoQDlXmODMfqGwv4V4nk5J9cZ98U+6vLq9uJL6/bdNcytLKc5+dyWJplfyLnWZVc2zSrjJbSZ+fYvEPE4h1O4UUUV5ZgFcp8eJVtvgb4xlI5Xw1dsT/wBsmxXV1ynx5j8/4GeMUHU+GbwY/wC2TV0YX/eIf4o/mjty3l/tGi3/ADx/NH5BWuFtYuOBGOPwr3z9nbwkuh+Cn165hxc6tIXJI5WNeVrw7whoU/iLVtO8P2eS9zKsbH2wCf0r6qsrODTLKHTrLiK3gWKIf7Ir+mcqpc03UfQ/0V8N8q9tjJY6ptCyXq1+aH0UUV7fU/YrRiuVdAoyR0NFABPQUaCdmrMKHaFcB5FU46F8V6x+x3+x98Uf2z/ilH8Pvh4n2SxtNsniDxDNFuh06E9jn78jD7qd+tfrT8Kf+CQ/7Evw58E2nhjVfhHbeI7yMbrvWNalZ57iQgZJ7AccAcCtqeHq1FdbH5txl4p8M8GYiOGxK9rUe8Ibx85Pz7H1PRRQTgZr1j+EQoprSImNxxmgSqTjB49RSbSAdUU/3h/vCnmRR2PTpioppUJBByM5yKV0tQPwS/4KC/8AJ7/xS/7GyT/0WlePt1P1r1v/AIKB3lof24PiiPtUYz4qcjMgHHlpXj5vrHP/AB+w/wDf0f41/O2ZXWZVl/eZ/qbwd/ySGX/9eaf/AKSiWkbofpUYvbInAvYf+/o/xpWu7MKSb2Hp/wA9RXGk7n0iaR9r/wDBCH/k8fWf+xKk/wDRiV+v0H3fwH8q/H//AIIPTQSftl63FFcRuy+CpdwRwcYmQdvcV+wEAIWv2jgn/kRr/FL9D+APpDp/8RFn/wBeqf6jl7/WlpAQpwT1NNM8StsLYOa+v3Z+GJaDS5DkeZ3/ACrwv9tX9uj4S/sW+BD4g8ZXMeoa7eqy6F4btZB9ovJPU4+5GO7nivOf+ChX/BUz4c/sm2t14A+Hz23iPx88R8vTUkBg0wHgTXDDpg9EHJNfkD8T/in8RPjR44u/iP8AFPxVc6xrV+xNzd3QHyrk4iRBwijoFHGOvNb06ak/eP13gHwvxnEM443Mb08P0Wzqf/Ix/vdehuftFftH/FT9qf4nXXxV+LWtG4upsrp9ijHyNNg7QxL0X3PU1wlFFbqLuf1XhMHQwOHhh6EFTp01ZKIUUUVsdDkoq7Ciig5UbiOMfe7cdfy6/Sol7yshyU0tN+nqDsyQF1UlgQEVerEnAA9yePrX7R/8Ejv2P779mf8AZ2j8T+NNLEPivxn5eoaurL81vAR+4tznkbUO4j+81fGX/BIv/gn7d/HrxzbftIfFTQCfBvh2636JaXcWF1i9U5VsH70MeN3TBbB7V+wMSbYwqLgY4ArlqNH81+MPGMMTP+w8JK8U71Wnu+kfl1B1HlsqjPGMetcB8Qv2Y/2fviwsg+IvwS8N6u8n+smvNIhMjf8AAwAf1r0F0LcbeD15pFiVB8qY/Cs4VZ0pXjKz8j+fauHo14ctSKkuzSf5nzV4g/4JF/8ABP7xE265/Z8sLXA4On3U0P6K2K5+f/giX/wT5uGBPww1NNp4xrs+D+bGvrUh2GBn8aTypfX9a7451msVaOIlb1Z5UuHMhk7vDQX/AG4v0PlvQv8Agjd/wT80C5W4/wCFJC+wchNQ1WeRf++cgVn/ALVX7Jn7MPwE/Z01W7+F3wI8MaTcTz28IuYtLR5FBkzwzZPWvrTyyB83UdDXjX7eukS6t+zRrSoC32WWCdsdtsg/xr53ivMszxGQYtSqzf7uX2n/ACiqZNlOGw8pUqEItdVBXPz/ADJIV8nYiqjZVUG0L7YHBppJJyetBJYkkd6K/i93erPmwoU4YEnjPPuPSilXJYKByeBQ03sNbnv3/BOr4c2nir4vXnjLUohKvh+xVoFYZAnlP3vqoBr7pg4yMk8DBNfHn/BMHVrNNa8V6OzgSvb20yZHJT5hn8yK+wopVIyQc47iv6g8NaOHocKUpUtLt382fW5TTUMEkiWmyAnFLvGM4NRy3CIPmBx1OB2r75ST1R6TajufJH/BS74c2aDRfihZ24W4a4/s+7cDG9WG5CT3wQR+NfJ5bJyRivsr/gp18QfA2hfBXTrfW/GGlWcsmvRFFu7+OM4VWyeT71+dXir9sL9lrwXuXXvjpohZfvJaXHnn6fIDX80+ImUVVxVUWGpt3Sbsu587j8sxlfHNUacpNpbJnpbAowVgQSMgHjikLqBuLcZxmvm7xN/wVU/ZO8PCSPRb/XNZlA6WOkkIR/vPXnXiT/gsdoi5TwR8C7yVRkJNqupqv44UZ/CvlaHC2eYpXjQkvV8p2YbgnivEu8cLJLztH8z7XLADeHGFJzg56V9bf8EwdRmSz8W6I7Zjjnt5l9iVIIr8sv2G/wBubxl+1L4+8ReEfGvhjSdKWx0tLqwjsHcl8MFfO70z+Nfqf/wTG02SHSfFniN0Ijlu7eFSe+ASf5j86+q4FyzF5ZxvQoVl7yUnvfePcyeUY7Js5jhsVG00u6e6vutNj6yhxsyO5zTqjt23JyMHvUlf0utke0iKSPJI2g7vvZ7iv5+f21fAUHw1/bB+I3guxtVjgh8VTSWsYHyxxzETD8t5/Ov6CHJzkV/P3/wWj8eWngb9qn4yeMrWZC9nJFHb84zMbeNMfXJFehgZqnKUnskfqPhbjHg8fipbJUm/uZ+bP7WfxVn+JHxPm0nTro/2ToDm1tlzxJMP9Y/17D6V5hUcZd2Mty7PK/zSSMeWYksSfzx+FSV8hiK7xGIlUfU8TMsbXzTGzxM92wqO5QGIk9e36mpKbMCYmA7KSCfoa59jhd3FpH2/8Ir5tS+GGg3jH72lw9PZAK6MnHJ9cZrm/g9aPZ/CzQoHXBj0qAkfVAR/Ovqr/gnh/wAE/PG37dfxKuLIX82jeDNDkT/hJNdijBkZzyLaDPBkI+8T91SD1r+1sNj8NlHDVHE4p2jCnG9/8K09T+JcVgMTmvENTD4ZNylUla23xPfyPnmDdd3K2VnDLNO/3YYYWdz/AMBAJrSm8C+O7W3F5cfD7X44j/y1fQrgL9c7eK/oL+AP7Ev7M/7NmiQ6P8JfhFpVi0caq+o3Fus13MQPvPK4LEmvUZdD0+4ha3n0y2aNgVaN7dCpHpjFfnOI8WqKrfuMJePm7P5H6PhfCWvKlfE4nlm+iV4n8x6SRuzorfNGcSIRhkPuDyPxp3149j1/Kv3m/a6/4Jb/ALL/AO1P4euZ7nwPaeHfE3lE2PiTQoVt5kk7GRVGJV7FT2Nfiv8AtL/s3fE39lH4waj8F/irYxrqNmBJa39upEOo2rZ2TxseSOxX+EgivteGeMss4ln7KEeSovst3fqvI+K4m4MzHhpe1lLnh/MlZej8zgaKMHGcd8UV9dF3R8i3fUKUqChR2yrdvSkopiP05/4IGftgXk0eq/sa+N9SeRbRH1PwZLM2SI85ntgT2XIdR6Fq95/4KafFB59T0b4QaZcExwJ9v1NQepPyxA/TDH8a/JT9kT4vzfAn9qHwL8VoLhoodJ8QQDUXDcyWrnZKufTaxOPYV9z/ABv+IEvxS+LeveOmuC0d9fubME5At0wsYH1XBx6k1/Ff0mo0uH+WGG0eKs2u9vi+8/cOEOIa2M4ZeFm7zpvlT/u/1ocrRRRX8XnqBRRRQAVg/FWzbUvhd4jsoYzvm0K7TA7nyzit6otStUvdHvLSTBWaynjOR/sN/jWuHnyYiD80dGEmqeJpylspRf3NM/Kn9mDw39p1y58R3CKUsIBBCSOPMfgn8BXtdc/8LfBkngbwo2j3MBiuHvp5Jgy8jEjBQfwFdBX9VZfDlwVN90j/AFV4Py/+zsgpRas5Lma7OST1/AKKKK7T6cKVFnkYQWkTSTOQkMY/jkYgIPxbj8aSvU/2HvAFp8UP2w/hx4Iv4WeC58UwTzqBkFId0hBHcHH6UKHtJpM4c0xsMuyyviZq/JCUr+SW336n7Lf8E6P2UdE/ZP8A2Y9C8GwafGus6hbrf+Ibrb8811Iu8qx6kJnaB2xXvYLEAt1xzSQYEShEwAMYx0p439hXuJKMUkf5xZrmOLzjMauMxMrzqScn6t3HU2UlYyV6j0o8zIO3Ge3NUdY16x0TTbjVtYvYLS1tYjJcXM8oVIkAyWYngChO7sjiV76alD4i+PPD3w08Eap8QPF2opa6bpFjJc3kzsAFVVJx9ScD6mvzvu/+C63xHW/nk0n4A6TJaGQ/Znm1mUMyZ+UsAnBxjNcb/wAFM/8AgoNH+0ZqL/BT4QahLH4MsbjfqGoxvj+2ZVPGz/pipz/vfhXyIQCxYZHJ2gHoPSvtcnyGi8O6mJjfm2XY+vyrJKXsXPEr4tl2PuqT/guz8Vghb/hnrRMBST/xO5uw4x8lfdf7Mnxg1P4//Abw18XtT0SPTbjXtO+0TWULmRITuK4BI5HFfhSwJiddx+4w6+1ftX/wTgQv+xF8OnGP+QCOv/XR6x4hy7BYGhGVCFrsxz/L8FhKEXRja77nQ+J/2Pv2WPGPiG78V+LPgD4Xv9TvpPMvL+80iJ5JnxjcxIyTgDr6VV/4YW/Y67/s2+D/AMNDi/wr1h4i/BIxShWUYU8V8NLAYKcuaVON/Q8unxBn9OKhDF1VFKySqTtby948mH7C37HXf9mzwf8A+CSL/ClP7DH7HJGP+GafB3/gki/wr1nD92ppU545pLL8Cv8Al3H7i/8AWLiH/oMq/wDgyf8AmcR8N/2avgD8I/EEvij4YfB/w/oOoywGGW90vTUikeMnJUsozjPOK7fPlj5vTtTZJGhXeFB5xgmsX4i/Enwb8KfCN549+IXiG10nSNOgaW9vryUIiKBnjPVvQDk10U6NOlHlpxSXkcNavjsxxCdWcqtR2Su3KT7Lq/Q09U1Wy0y1kv8AULhIIYYjJNNOwVUQcliT0Ar81/8Agoh/wWVjE2o/BX9kDV1eRQ8GteOl5SHHDR2nZm7eYeB2zXiH/BQv/gqp45/a0nuvhn8Jpbzw98PVkZHCMYrrWlBxulI5SI/3Op7ntXyII0VVREVVUcKF+UH1A6CuynSe5/QXAPhJTpcuYZ1G89HGn9lf4vPy2XUnur671O5l1HUryW6ubqYz3VzcSl3mlJyXZjyx/kaiJJOSST3JOSfx70AY6sSe5Y8miteSR/QKjCMOSEeVBRRRWxewUUUFo1UtI20AZLnovuT2HvUy+EE1K9g4HJIH1NfS/wDwTp/4J3eKv20PG3/CReK4bnTPh5pM4Gsam0ZVtRkVs/ZIM/eB6O3QDgVt/wDBO7/gl/49/az1e1+JPxMtLvRfh3A+/e8bR3GuesUQOCsR7uevb1r9iPA3gPwf8NfB1h4F8CaNbaVo+lwLBY2NnCBHEijG0ev16+9c0p8ux+H+IniXQymlLLcokniGmpTvdQ9O79Nifwf4J8MeAfCtn4Q8FaPDpml6daLb2dlbJtSGNRhQAOn9a2Y+IxznA6+tZuu+JNC8MaXNq/iDVrWws7dCZLm6mCRoB6k18+fE/wD4Kq/ss/D930/Qdau/E92gxs0W33RZ9PNbCivGx2cZbl8ebE1VH1ev3bn86YDJs5zyu3haM6snu0m1fze1/Vn0sGGM4P5Um9D0/lXwZ4g/4LWskxTwr8BJGjI+V9Q1VVOfogNZEf8AwWr8eO2JPgLpYHtrLj+aV8vLxE4UjK3t/wDyWX+R9fHwo46nHmeFt6ygn+Z+hasCcAfpS18LeFv+C0/h9544/G3wP1C1Vjh5dPvkm2+4BwTX0F8Ef29/2bPjzNHpnhPx3DZ6nIP+QTq4+z3H4K3Dfga9PLeL+Hs1n7PD105dndP7nY8XNOCOKclpupisLJR7q0l98b2PZmUHk1z3xM8H23jzwPqnhG7QFNRspITnsSpwfzxW59oJOwgZxwQeDSEvI24jtyCehr38RQjicPKnLaSs/RnyU0pRa6bM/KLWND1Pwxq1z4c1m3eO7sbqS2uI3+8rocHP1HIqvx2OR619Sft+fs36ha6vJ8dPB2mtNDOoXxFbW8eXUj7s4A6gDhvavltSrEYdTu+5syd1fyHxHkuIyLOJ0KitFt2vta+mvofF4uhPD1nGXfQKAWU70+8OVz60UV4UJJNM5rXO1/Z8+MF18DfilY+No1Z7Lm21OBer2zH5iPUqeR9K/Rzwj4u8N+NtBtvEvhnVI7uyuoRJFPGwIII6H0PqO1fld8v8SA4ORkdD611Xww+NnxO+D1y03gHxTPaRSSmSaxf57eRvUoe/uCK/ReCOO58N03hMQnKk3e63Xoerl2ZPCe5Lbufp6rLgbcmvln/gsB4Y8d61+xZ4h8TfDzxRqelX/hyaLUpH0u+e3aa2Rh5qMVPK7ST+FcHZ/wDBSL4zW1qIbnwvoU8m3mZhInPrgE15t8c/2kPir+0X4Y1DwD4+1+ODRNWtGtL3TNNj8uKSNwyneSSWPIPUdK/UZeLPDmG5atJSnJNe61ZfefR5dxJhcBj6WJab5ZJtW3+8/En9pX4v3PxY8TpAPEd3qdhpqMsNzdXskwmlZuSNzHIxxnFedCGFHVoYEXA+Y7Rk/liug+K3w61b4PfE3XfhlrVsY5tD1CS3CuMbotx8t/fK8g1hDBHH6101cY8xqfWZW9/X0T6fI/pqOJeMhHEQUXGSTWi08k12Dc5XaWHHTr/jSYJ++5OeopaCcDJ/IdT7D3qHfq7jukj179hD4qwfCH9qXwzr2pXPl2Gou+l6gT02TDapI74fbX9N37G3wtuPhT8CNM0rU7Urf3+69vQ3UM/3VP0UCv5cPgR8Kr7xv4hTxBfBoNO0y5V1nDYLTqQybT/skBj7Cv6Of+CYv7fnhT9qr4RWXgnxbrENp4+8P2Udvq+lyOFe6jQbVuowfvKwGTjoa9fJ+Gksa83a95w5F99+b9D86484WrOdLOKcW9HGVunZtfgfV8RPzZGOeKfUEEw+Yg5GeDThddmTBJwobgmvrD8wi+ZFPW9cstA0y71zVJ1itbKB5p5XYAKiqSzH2AB/Kv5bP+CuPxqHxU8S654qSTI8ZeObm8QNxm3jJCn6YC/lX7Mf8Fiv+Chfh/wd4K1P9lH4NeJYrvxFrcezxVfWcwK6VZHh4S3/AD1kA2hRyOfWvx2+Lf7P3gf4z/YG8UXeownTkZLT7HcbAqn1BBruWDrVMDNU/iex+wcG8K5h/q9iMTFWnWtGC2vHq9dvmfCwAHz5GB+dAkUnAr6pvv2APh5Pk6d451mA/wAO9UfH8qyLr/gnxGWI034qOvp9o0/d/Jq+f/sPMn9j8V/mc9XgbiKOsaV/nH/M+btwp9rZTare2+lW4y9zdRQoOuS7gfyr3m+/YC8bwkiw+JGlSk/dE1s6Zr0/9hn/AIJF/tPftG/tAWnh3wJN4dvRols+p3xub5oURB8sYJKnlnIx9KvDZPiHi4Qrrli2ru60Vzwc5yLP8py6riJ4eXuJvbr0Ot03TJNL0m10azUeZbxJFAq9C2AiD8yK/oP/AOCd37N2kfsx/sl+D/h/BZCLUZtNS/1qUrh5LucCR9/qV3Beey1+YXwx/wCCM/7cOjfGbwnL8QvhrpbaBb+I7WXW7601qOQR26TBnbbwSMDpX7V2sSPaqIiAoACgdABX7R4j53hMVgsLgMFVU4JXlyu60SSWnzP5s8OcjxmHxuJxuNoyhJu0eZW3bbtfzsOyyoQB0HFTDpzTRHjqe1OPA6V+SJe9c/WVorMbMu6JlyRkcEDofWvzx/4ODPg3oesfs+eG/jlDaouqeHPESWTTj7zW1wDuUn0DKCB2zX6GTuUhZ9v3Rk4PNfnl/wAHB/xe0jRP2fvC3wPhuVfU/EfiNbySBW5W2twSzEehZgo+lfVcGLEPijCqk7Xlr6dfwPluNJYdcM4mVVXtHS/fyPyU8wOcKuM8kelFKwUO2Bznmkr+pZO85abNo/leCtTjruk/vCiiipbSKM7xTfPpugtKrDczKsa9ON2SfrX6EeGpPtvhrTLsYUtpluwHbJiUt+JNfnN4waXU9a07QLdf3klwiBP7xZgMfrX6QabZnS9MttLCbfs1pFEw9Cqhf6V/n79KDOP7U4op0U/doJ8v6n6jwbQdHBzfcmooor+Xj7MKKKKACuk+D/g2X4h/FHQPBCQlk1DVI0nH/TEENIfyGfoDXN19Ef8ABNrwJ/b/AMYdQ8aTwK8eh6aViY9ppTgfjsDfnXucM5e8zz/D4e105a+h1YKj9YxMab6n5o/tieBv+Fb/ALWPxG8DRWxhjsfFlwbaDGAkLsJFx7bT+tea19ef8Ftfhm/gL9uW78SxweXa+K/D9vfq2MebKg8qX8Rhfzr5Dr+oXCNJ+zjtHRfI/wBVODcwjmnCuDxSd3OnFv1SSf3WCiiikfTBX0j/AMEirWK5/wCChXgQz/djW9dQf7wt2x/Ovm6vb/8Agmx4tg8Fft3/AAy1a6nEUU2vmzdicD99EyKD/wACIH41dJfvYnznGFGdbhPHRg9XSqJf+A3/AEP33iGExn606o7ckx/N13H+dSV7NrH+dbVnY+S/jz/wV7/Zf+E1vcaV4Cvbjxrq8Q2/Z9HG22Vv9qdvlH/AcmvgD9qL9vn4+ftW3Eml+KNaGj+HhLvj8NaRKyRsAeDM2cynpxnHtXipRd5UKAMlhtGMH29KDwdxcjoMsSe9fpmCyLL8E7vV92fomCyXB4LW2vmKOMkYAJ6BQAPp6UV00/wb+Jdn8LF+NupeE7mz8MzagljZX918n2qZgWzGpGWQAfe6VzNetTq06kfd2Wh3xnGrDmTVttBD91/90/yr9rv+Cbv/ACY/8Of+wAv/AKG1fiifuv8A7p/lX7Xf8E3f+TH/AIc/9gBf/Q2r5niv/dKXqfP8S/7pTPb6KKQkgHJ+lfBnxV7A33TTJGKR7h/+ulZjg/N29K89/aO/aR+Gf7L3wtvfil8U9cS0s7UFYLcODNdzH7sESj7zE4+gyT0ppNs1oYetjK0aNGLlKTskt2yf4/8A7Qnws/Zw+G998T/i54kh07TLFCwDv+8uJMfLFEvV3J4CivxW/bm/b7+KX7b3jRpNdEukeELCY/2N4VjmJjTB+WafH+smwAcHheg9aw/2wv2x/ih+2d8Sm8aeOrh7bR7N2/4Rzw7E3+j6fEc9e0kpH3m7dK8mAx3/AD/SuqnS0uf1d4eeGmF4dpLG42KliZLTr7NdldfF3fToBOWLE8k5P19aKKK6UrI/X27hRRRQIKAQOuPqTjHvRgkfKCT2ArsvgX8BPiz+0p47h+HPwY8ITatqEyhp5ACkFrGc5klc8RqPfJPaolOMdzmxWLwuDw8q+Imo00ruT0S9TkIra5uLmGzsbSa4nuZBHaW8UZZ5nJ+6FXJ57cV+iP8AwTx/4I3XuvyWPxm/a+0dorRXWfSfBLj5pR1SS79P+uf5+lfSX7BP/BK74Tfsm2cPjbxpFb+KPHciK0us3EX7myOPuW6H7oHTeeT7V9XPFCuY9oUEdq5Z1LvQ/mzjrxbxGYc+ByZ8lPZz2bXXl8vPcr2Gm2Wk6dBpGmWUNtaQRrHDb26hUiRRgKoHQCvMf2qv2svAX7KvgZvEHiUi71O6Jj0jRYXHm3Unr/soO7Y4r0Hxz4o0DwJ4Xv8Axt4jvPIsNJs5Lm5lz0VFycZ+n51+Nn7RPx18UftFfFfUviX4lnYLPI8em2gclbS1z8kY9yuCfc1+ecccWf6u4JRpa1Z3S8l3/wAj5Lw44IfF+aSqYm6oUrOTvrNv7N+ndvovUvftA/tQfGH9pXXH1L4j+JJTZB/9E0K1lIs7YZ4wgOGb/aOTXngVVG1UA+nFKDkDPpRX804vG4rH13WxUnOT6tn9e5dgcHlOGWHwdNQgtlHT7+/qJsXG0DH07UoY7gc9KCwUZY8D3xTPOgLhBN8zfdUjH8+tYRp1Kl2k2krnWpKMt9+7v+Y5l38HPPB560nlKHjmUlZImDRyodroe20jlfwxTqKhN3jJOzWt1o/vLkpWlHZPdbpr0Z9afsT/APBSfxd8LdUsfhr8d9cn1XwzO6wQ63dybp9MJ4Uu3V488eo9a/SDSNSs9Y06LVNPvIrmCeISQTxOCsiEZBB9xX4VMEdTG6ghlKkHuD1r72/4JOftT3mrpcfs0eN9RaW4tbc3Xhq4lkyzwA4eAk/3SQQOuD7V+1+HfGteddZbj5XT0g9/k29bn87eK/h3haWHlnWWw5ZRs6kErJp/at08/vPuSfT7O9s5LS6gDwyoVkikAKsD1yD1r5H/AGlP2A7qC4ufGfwSRDEzGa58PvJtAPcwt2/3TX0X8Yfjj4H+B/hV/E3jfVFjHK2tpEN0tzJ2VF6n3PQd6+J/jV+2Z8WvjDLNp9jqL6BozjCabp05EjD/AKayj7/0XFfSeIOY8MRwf1bHr2lXpGNuZfij+X8zqYL2dqm/Sx5Re2V5pt9LpmoWzRXNu5W4gcgPGR2IHH5GoqVmZzmRi5znLnJz65NJX831HFv3T5YKKKKhWfUEm9gx70DA7D3z3oozTUZS0sPWLuz4l/4Kz/s7T3VtYftL+GrMuLVFsPFCpHyqZ/c3Bx1APy5r4d/Gv2x8QeG9C8Y6BeeF/E+lpd6dqFpJb31u6Aho2GO/f09DyK/KT9rr9lnxT+y38SJdEuUkuvD2oyGXw9qpQ7ZYv+eRI4WRffqBX61wVnsKuG+oV5e/Ha/VM/e/DXiihicHHKq87ThpC/2l/mjykkKMnoOua7z4SfAzV/iGU1rWZGstG38zEDfP7IBnH1NcHz1DEH1Bwa3PBfxJ8X+AL5brw9qDFC432crZik9sHp9RX6hgHh6WKX1le55b3P2HDewp1VKr06H1Nouk6XoelwaTotmlvaQJtgijXHA7n1JrW8OeJ/EfgvxBaeKfB2vXml6nZPvtL6wnMcsZ6/eHJHT5Tx7VxHwx+LPhz4l2BNiottSiH+k6e7fMPUqT1FdWrDkKT1zyOg9K/WsNVoYnDL2VuU+wprD1qLUbWlv1v5M+s/h1/wAFq/24PBOjxaPrWo6D4jEAwLvVtPIncY4LtGQD9cVl/GX/AIK/ftsfGLRZfDsPjPTvDFnOhSf/AIRu0McrqRggSuSw/DFfL+xQ28DB9QacGIGM/nS+rUXq0eOuFOGoV1WWFjzL7gkeSeeS7uJJJZZpTLNLcSGSR5Cc72Zslmz3JzSHnOe9HXrRW0Y8ux78bRilGKVtkthuwep/OnYG3b/Wj8aUAH+HPtuxmqtfYE4KXLLft1GvKkUZaZyqKdztjgAcnNfsV/wRb/ZKufgN+zvJ8VvGulNb+I/HrJevDKvz2tkM+RGT6kHef94DtXxL/wAEsv2AdZ/ar+KFv8TfH2luvw/8OXwlmeRCq6vcoQyQJnkxg8u3QgY71+0enWlrawC0s4FihiVVgjQYVUAwoA7ADjHtXkZliG17OGndn4r4ocUU6kY5Th5XtrNp3XdL79w8hAS7Fhx/eqa1CiEBQce9O8tfejG35QeleRZxem3Y/E1FJ3Q6mSOVjL56AnJpFcjjJb6CuI+Ov7QXwt/Zt+HN58TfjB4rh0vTbSMt85BknbHyxRKOXdjgADua1p0qteSp04tyeyW7M6tejRi6k5JRW7exo/Fr4teA/gn8PdU+JfxL8RQabo+kWrT311O2AoHO0D+Jj0Cjkk1+Av7af7V/ij9sv9oHVvjPrSSW2nti18O6bJJn7HZKTsXHdn/1jHsWx2rsf+CgX/BRT4k/tzeMltZY5dF8DafcNJoPh2OQnzWU4FxckcPKeoXov15r52AwAATx0ya/oLgTg2WRUvrmKX72asl/Kv8AM/nvjvjCOe1fqmGf7qD1f8z/AMhScjGO+aSiiv0ZaKx+chSZzgDjk7ifTFLVfW7wafo9xdPKqbLdiCefYfielc2LxP1LBVa72gm35JK9y6cHUqqmt2av7M3gub4pftJ6ZD5ZltdOuPt91uHAij6DPYlhX3w7F2LE9WLH3zXhn7CvwXuvhz8NW8beILfydV8SkS+Wy/Pb2qnKrz03ZBr3Kv8AKDxFz+XEPElaupXV/wAL6/oftuSYX6tgFzaBRRRXwh6gUUUUPRABG0BnYKuCS3pivu3/AIJ2eAz4e+Aw8WNb7bjXdTe43kYLRL8ifyNfCaQTXUq2UCljcyLEoUc7iwAH6iv1S+Eng+28DfDHQvCUcW37DpkMbjp8+3Lcf7xNfq3hVlzrZxVxMlpTSt6tr9LnvZHh+erOT2SsfDP/AAX++C0viT4MeFfjvp1mWl8La19k1KVUyVtbgYBPsJAo+r1+UVf0T/tJ/BrR/wBoL4I+J/g/rKjyNc0iW3Vjz5cu0mJx7q4B/Cv56fFfhTXPAfinU/Aniy1a21TR76Wzv4ZEIKyRuVYgehI49mzX7ji6fLU5lsz+7vATiCOO4cnlU5XnRldL+5PW/opXv2ujOooorkP3dO6DOKt+H/EGpeEfEem+LtGd1u9J1GG9t2Q42tEwfP6AfjVSgHH+f8+lO9rWJrUqdejOjP4Zxs/nv+Fz+i/9nf4yaD8ePgp4c+Lvhm4SS113SorkKr52SFf3kZPqrBhj2ruFO5Q3qM1+OX/BI3/gotp37NGvn4AfGXVvJ8E6zd+bpmpyHK6Ndudp8z+7DIf4hwrdetfr7pmpwarYRX+l6hHPbyoGhmt3V0dccEEHmvWpVFVjc/z/AOPeEcdwdn9TDVov2Um3TlZtOLeivbdLdH4r/BT9gT9rH473EcvhT4VXOnadJIc6xrym2t9nYgN87n2VQDX3D+zD/wAEcfhL8Lrq38WfG/Wv+Ez1aIhksHjMdhEw5+51kIPduOK+1wiKAqqAB0AFJIBsPHavocfxFmOMi0moryPDxWeYzFaJ2R8Rf8FrtNstJ/ZX8NWGl2cNvb2/iyGOGG3iCJGgicBVUdAAMcelfmF3x7V+o3/BcLj9mHQMf9DfD/6Lkr8uR1/CvqeGXfKrve7Po+H1zZbd73Yh+6/+6f5V+13/AATd/wCTH/hz/wBgBf8A0Nq/FE/df/dP8q/a7/gm7/yY/wDDn/sAL/6G1c3Ff+6UvU5+Jf8AdKZ7fTG5BHvT6r3V7aafbS3t7cxwxQo0kssrhVRQMliT0AFfCLc+Klrp3OW+M3xj8DfAX4c6p8TviPrcVhpOlWjTXFxK4G4/wxoP4nY8AdzxX4b/ALbf7Zvj/wDbT+LUvjPxI81noFlI6eGNBDHZaRA48xx0aR+u7qAcV6L/AMFTf28r79rr4rSeBPA+psvw/wDC94y6ckLEDVLpTta6f1QdEH418r11Uqeh/VnhbwDSyPCxzLGw/fzV0mvhi/8A25/hsJjHGKWiiulKx+y69QooooAKOlBIHU+/X0r6/wD+CbH/AATH1n9q7UYfi58X7G5034d20mYYsFJtckHG1O4g9W6ntxWcqsYni59n+WcOYCeMx1RRhHz95+UV1ZxH7C//AATn+Lf7amuLrEZl0DwRbzhdR8UPD802DzFbK3DsRkF/uqa/Yz9nP9mj4Ofsu+BYfh78IPCUGnWqjN1ct81xeyY5lmfq7E+vHpXW+EfB3h/wH4ds/CXhDSINP0vT4Fgs7C1hVIoY1HAAFaoRmPOB78Vxymm9z+QeNOPs24wxVpS5KK2gr29Zae9LzFUKp+QqM9hSSruPzmjym/56/wDjopJsRR7pHLDI7VDs9j4V2SvJqx8i/wDBX34v3PhH4Iab8LdJuCtz4r1DZcBWIP2eLDt9QSAK/NtQCMlcZ5xX1F/wV18ct4r/AGm7XwjHOTDoGgpGB28yYlj+Qxmvl7dv+d8KT1APfpX8seIGYrMeJ6/vK1O0Vr95/ZvhZlTyzgrDNR96recn3v8AD+AUcxxZZSxzwF6n2HvRlf7wrtf2bPAB+J/7QHg7wO1v5sV5rsLzq3eONt7/AKAH6V8jg6EsXi4YeLTc2l/Wh93jsUsBgauJnooRcvkld/gfb/7Bf/BPrwL4b8Eab8U/jb4Zt9V8Q6nGlzb6dfQh4LGM8ouw/KXxgknoa+jvHH7NfwH8feH5NA8TfC7RZ7eRNhVLFEaMeqMoBU+hBrtLKGKCGKEIE2KqqqngAdquleOPXmv62y3h3K8uwEcKqUWre87bs/hjNeJ88zXM6mLqV5KTfupN2ir6H5CftvfsnXn7LPxOWx0mee78NawrTaLdyjmEg/PbuR1K8YJ5IzXi9fqb/wAFU/hnB44/ZN1PWlgBu/D13DqEEoHKqG2uPptY/lX5ZFg4Dgfeyfwzkfpiv5247yGhkWfSp0NITXOv1R/V3hfxFiOJOG4SxDvUpy5G+9ldP7gxzmug+E/xD1f4S/FDQfiXo0p8/RtRS52IxBdBw6kjoCDg+orn6aw3Ap/eIU/TrXyNCtPDV41ab1jqvJ9z7zE0I4vDVKM1dTi4v0a/Q+ovi38X/Efxt8ZXHjvxDdH9+uLG1RyY7OA8hV7Enue9cuMg5HH6VkeALz+1PBtjccZVDGRnptrXB3DJ71lisRiMbWdXEScpN3b63fmf5mcQYCeW57icJP7E5r7np96CiijJHYkdwD1HpWSvfQ8kAAfvMF77mzxXofwY/Zi+LHx0AvvCekC103PzatqKlIT/ALoHzN07Vofsk/s/N8dfiI1trO/+xNIZZdUIPMzcbYVYdAep9ga/Q3Q9J0/Q9Ng0jSbOK3tbeFUgghTaiKBgACv07gPgOjn9H67jP4V7JdZfPpY9fLsuWJXPU0XbufIsH/BMfWns8z/FiFZyPupp+VB9OTnFeZfGX9jL4w/B+ym1mSzi1rS40zLfaYrFoB6tHy2PccCv0TwPQVBNHFIWVogwbIYFeDkYwfUYr9Ix/hfwxXw/LSi4SW0r3t8j1J5Ng5RslY/JolZACCGHYg5Fc78VPhT4C+Nfge7+HfxK8PRX+m3SfMHO2SBv4ZY3HRgf5V9V/tz/ALM+n/DXVF+LPgbTRBo9/Ps1WzhGEtpifllUdgx69q+dzuHDfiK/As2yvMOGc2dGo7VIO8X3j0Z89/tGWY3npOzjs+vyPy3/AGqf2Cfiz+zncz+ItDtpfEfhRpT5Gr2kBaS2T+7PGOVI/vdDXhEcqOhaOQMOVZkzg+o55Fft8UjlVop0VkcYdHUMGHoQeteEfGj/AIJ1fs3fGW6l1iPw9P4b1ebLSX+gssSu3q0Ryr5719nk/HcFFUscnf8Am/4B+vcP+KdKnRhhs2Wi051+q7/M/MLSNY1Pw9qlvrGjXZt7i3cNFKGwB/snHY9K+o/hj8QbD4k+E4dft/kuAdl7bn/llIP6HtWh43/4I+/FbTZmn+HfxR0TV4cnbDqULWsntnGVJqD4CfsFfto+DPiOvhqP4WxX8GsEWwWx1WNlab+A8kepr9Z4T40ymOMjThXTjLTXSzP1zIuOuGZVFy4qNnspOz+42KK9i1P/AIJ4ftxaTKY739mLxG2wlR5UcbdOOMNSWX/BPb9uO+kX7J+zJ4kLnjEsSJ+pav2OVWm3o7n3kM8yWorrEw/8CR49QOo+tfSPhb/gkP8A8FAPE7xxD4LQ6WsnWbVtZhRUHuo3Gvb/AIU/8EA/i5q00V18aPjXpOkw8edZ6HbG5m/77bCf+O1lLF0IvVnmYvjLhrAxbqYqDfaL5n+B+f8AJKiOsZB3scIqJuLE9gB1NfZH7CX/AASI+Kn7Q+o2XxC+POl3fhXwQGWWOyuMpqGrIOdoXrDGe7H5mB4r9AP2af8Aglz+yZ+zPeRa9oPgf+3NdQgnXfEf+kzhh3jVvkjH+6BX0dEqo6xhMADjjAx6AV5+JxyelLY/NeIvFOeIpyoZTHlTVnN7/JdDD8AeAfBXws8H6f4F8C6DbaZpOmW4gsrK0iCpGg7AD8ye5rfjKbiFGPWnbVPUCkdVHz9xXmuXNufjk5VJyc5O8m7t9x2R60xnweefQCqmp6np2kWc2panewW1vBGZJ555QqRqBkszHoAO9fmv/wAFBP8Agt7YaJPf/B79jS7hvLxVaLU/HMke+3hOMGO0U/6yT/bPyjGRmvTyfI8zz3EqhhIXfV9Eu7Z4+cZ5luSYZ18VOyWy6t9rfqfUv7c//BSf4JfsS6K2n63djXfF1zCX0vwlp06+c57STHpDEO5PJ7V+L37Un7Wvxs/bE8fSfED4x+JmuERz/ZWi2zMtlpsZ/gjTP3vWRhlq4LxD4g8QeK9bu/E3ivX7rVNUv5fNv9Rvrppp7iQnOSzdsmqXXPv1r+heGOCcv4aiqjXPX6yfT0XT7z+eeJeNsw4km6fwUOkVu/V9QwCSSOpyfrRRRX2bs3fqz42+luiCig4A3E8DvSSFRGTI4RV+ZmxzgdhSd1/W3qOK5nb+n6dx25UQsRXsf7O/7J2vfE3RbT4yeONJFr4Nj1QQ2TTqQ2sXEfzMqDvDHxubueO1ep/8E3P+CXHjj9sjXIfiR8TLS60f4aWsyl5ZEKz604IPkw56Rkfek/AV9i/t6xeFvB/jTw18FfA2lW+naR4X0FVtrGzQLHCHOAuB3wuSepySa/nPx98QqGS8JYnLsvn++q2hKSeiV9V56eZ+jcK8I4ith1mWLjyx+ymtWv0PB8L0WIIAAAgGNoHQY9qKDnPLZPc+tFf50Np8z6s++921raBRRRSEFFFAyego3076Adz+zT4R/wCE5+PPhbw2YN8baqs9yrDKmOMbzkf8Br9O4mBQHt0FfCv/AATV8J/2z8ZtT8UTQgxaTpB2MezyttH6K3519yhSFUtxg5wK/onwqwUqPD8sS1rUl+C0PschpcmD5n9pkuI1HAx6V+TX/Bc39kC78D/Ea1/az8H6Z/xKvETLZeJ1hXiC8GFinOOzrhT6kV9hftvftQ/Ej4LePdJ8KfDbVLe3EmnPc33m2olJZnCr16cA186/FX9p74tfG74e6r8LviZqVhf6PrNrJbXcb6WoxnJDpzwydQfUVlnnixwvlGaVMvr8znB8raWlz+gfDPJ+Jckx2HzzD8qpT0lHm1lBvVbeV0fmRQQR1FcT8e4fjb8AfiJc+APEt8jxAebpV/8AYxturY52vnoWPcdsVxf/AAun4gdf7Uh/8BFr7LB4rDY/DQxFJtxkr3tsf1XLizLk7NNPzVj2qivFf+F0fED/AKCcP/gItdB8MfiT4s8TeK00bWNRieGS3kJVYNpyB7V1SpuKuzXD8S4DEVVCN7s9JZVdCjqCD1B6V6x8Nf22/wBrD4P+FIfBHw/+OOrWWlQMWtrOWVZBCDgbULHIUY4HbmvKW3FtzDGeRSYB6ipU5R2Z6mOyzLs2oKjjaanBO6Vlv31TP6aKST7h+lLSSfcP0r2Xsf5rLc+K/wDguF/ybDoH/Y4Q/wDouSvy4HX8K/Uf/guF/wAmw6B/2OEP/ouSvy4HX8K/ReGf+RWvVn3nD3/IsfqxD91/90/yr9rf+CbxA/Yf+HOf+gCv/obV+KR+6/8Aun+VftZ/wTfz/wAMP/DoHvoC4/77aufiv/c6XqcvE3+6Uz28yIDgmvgj/gtj+2hc/CT4cwfs1fDzWPK8QeL4Wk1qeCXD2Wng4IyPutIcKB6bq+1/iN8QNC+GPgrVfH3ia7WCw0iykurqR2AAjjQseT64A+pFfz7ftEfG7Xf2jvjV4j+OHi652Sa1ftNAsjHFtarkQxjPQBcZ96+Jpxd72PovCfheOe519drxvRoWk13l0/8AAd/uOOClY1iiBPsPShyIyBI6rn+8wFePfEr9oK+nvZdD8BT+VBG5R9R6vK3qn90e1ebahr+t6q7z6nrV1OzffLzNn8hxX0+EyTE1qanLRM/eM18RMvwNTkoQdRXtdNJfI+q0XzBmMhv91gaTsSeMHkHqPwr5SstV1iycT2es3UZHKMkzA/UHNejfDH4/6vp13BovjaU3Vo7bFumA8yInuT/EKrE5JiaMHOOqDLfEPA4qv7PEUnC7te+nkez0UHyyA0Um9WUMr5zkHkUV4h+hJppNO/oXvDOq6foniGy1vWPDtvq9tZ3CSyaVdSFYbsqcqkmOdueuOvSvsvRv+C6X7R/hvRbbw34c+DngewsbONYrW2tkmVIIlGAiqvGBjFfE1FRKEZHhZzwzkef8n16ip8m179T7jP8AwX0/asPH/Cr/AAcP/Aj/ABoX/gvp+1YvT4X+Dfx+0f418OUUezh2PG/4hxwVa31OH4/5n3L/AMP9/wBq3/ol/gz8rj/Gj/h/l+1RJgTfC/wd142mcdj6n6V8NUBSxGOzZpexpvSxM/DfgnkbWCj+P+Z2fx9/bz+J/wAaPi7rXxJ1/wANaPDd6jOvmQ24fYgVQoA3fSuPP7U/jhOBoOn/AIBv6V53qjB9UuXHQzGoK5J8AcH4qbrVcHGU5atu+v4nyDzbMMDJ4bD1HGnDRJbJdF8uh6X/AMNVeOf+gDp//j9d3+zV+3l8Tfg/8X9P+I/h7wbod3e6bBKIEuvMCEsuzdwfQmvnmtnwAjDWtx6CE5qVwHwhgn7ejg4xnHZ66HbgMxxuaYuGDxc3OlUdpRe0l1T9T92f+CXH7c3xP/be8M+K9b+JXhPSNOl8P6lbW1uNILlXEkRclt/OeBX1lX50/wDBvV/yT/4mf9jBZf8ApOa/Rao2Vj+eOO8tweUcWYrCYWPLTi1ZdrxT/U4L9qPw9B4r/Z38ZaBcR7luPD1yAMdxGSP1FfinZOXtoyepTOf0H8q/cz4n2gv/AIc67YkZ83SbhcfWNq/DWKIQs0aj5VdlA+jEV+EeMEFHGYWr2jI/ZPAitfBY2lfaUH96aH9sUUUV+NWSWh+/HpfwZvTL4WuIO8F2Rj/erreBwK4T4Iz4j1K3b7u+Nuntiu7HHUVD3P8APjxdw8cL4iY6MVo5Rl83FXClVQ7BD370lKNo+ZicLzx3qWpNWW5+atXR92/8E7/CFtoPwAi8QmNfP1q+muJJAOSu7ao/ADFe+pjHBryH9h64t7v9mfw4sJX91DKkgU9GEjZr11O4Ar+v+FqVKnkOGjSSUfZxendrU+4wlo4WCXYdTTgn6U6mdGJPrX0EtdDpOL+Pngm0+IHwg8QeF7yFZPP06Vosj7rqpZT+BFfmQmQoSRssvyk+pHFfqx4tnhtfDepXFwwEcenylyenCNmvyoYiV5JkHy+c5H/fRr8I8YKNNYnC1be9JO/orWPnc8UVKLXn+gtFFFfi8k2rXPBd2rPYOvFWNJ1S40PVbXWrSdo5bK6iniZeoZHBquOKZcg/ZnI7DP8AWtqDUK8ZRVmrO/oxqU04yjun2P1S0jxZpM3gu38ZanfRW9m+nJdy3EzhVjQoGLMTwB15NfNHxM/4LRfsD/DfXn8OzfFafVpo3KTvoWny3EUTDsXAC/kTXzH/AMFo/wBp7xR4M/Zu+Gf7N3hrVprQ+KfD0V/4j+zTFHls4kQLCSpztdjyO4WvmH/gnb/wTN8S/t4DxBrCeOE8M6H4fdLX7dFaCR57pwSVRegTGPfmv6ircQY1zp4XCQvPlTfrb1P7D4C8J+F8XwS+KeLcZKhh38Kiul7Xej1b+G3zP1y/Zt/4KN/sk/tWakPDfwm+KlvNq6jLaNqEL29ywxnKq33/AMM17qCj/Mgx77a/m3+K/wAOviZ+xt+0XqPgl9bey8UeCdYxY6xpwMe8jDxyIeuxgRuX6iv34/Yv+O0v7Rv7Mvg34xXJX7RrelJJdheizL8rj/voGvTyDO6uZSnSrJKceh43iz4W4HgnC4XNsprOrg69uWUrXTkuaOyWjXkeqKjDjJP1pxYLyxwKWmTtsQHdjnvX0jfKr2PxN67itKi/ebH4Vx3xz+Ovws/Z6+H978TPi54vtNI0ixjLPNdNzI46Ii9Xc9ABzXJ/tgftmfBz9jP4Xz/Eb4qaoTMwKaToluwN1qE2OEjXPT1boBX4eftf/tnfGr9tD4hyeNfipqhi0+3mYaF4ZtnJttNjzxgHh5CMbnPfpX2nCnB2N4jqe0knGinrLv5L9T4ri3jLCcN0/ZJqVaWy7eb/AEPU/wDgoP8A8FVPiv8AtjX1x4C8ELd+GPh5FJiLSo5ilzqgGcSXLqchTwfKBxjqa+UVUIoREVQBgKvQfSlPXGeB0xnH60V/RWWZZgslwkcLhIKMV23b7tn865nmuNzrFPFYqblLp5LtYOe9FFH416Hu9EcDlJ6MKCcAsewo7hScEjOD1r0n9mP9kr46fte+NR4M+CnhCW7ELKdQ1qdStlp6k/ekk6E/7IyTWGJxWHwdCVWvNQivtPb09TXD4bE4uuqWHg5yf2Vv6+h5zBbT3V1FYWlrLPczyrHbW8MZd5XPRUA5Yn0Ffo7/AME5/wDgihq/iaew+Nf7ZelPa6eGW40zwI7fvJz1Vrsg8KP+eQ69/Svqf9hT/glD8EP2PLeDxbq9rF4r8dNHun8RX8Q8u1Y9VtYzxEP9r71fV9uiphC2cAYAPSvxDirxJq42MsLlKcIvSU+svTsvxP27hTw4hg5RxWbNSlvGH8vr3K2laRpHh7SoNC0TToLO0tYxHb2ttEESNAOFUDgAV+a/7Vvid/GP7QvinVxKGWO/+ywsD0WFNuP++s1+kPi3WIdC8OahrMxwtnYyylj22oT/AEr8pNU1KXWdVu9XnYmS6u5ZnJOcszkn9TX8keLmMX1XD4a93JuT76H3HEE+SjCktF2RAQAcDpRRRX4QtUfLhRRRQAU5DjOabSOwQZ7kH+mP1pSbUG1uNH2n/wAExPCosvh5r3jCSIh9Q1UQRuehSIYI/wC+ia+oBtP3zjIryP8AYW8Mp4Y/Zn8OoY9sl4kl3ICOSzuTXq93KtrBJcN0ijZq/rThjCxy/h3DU/5Yp/fq2foOApuOEhDv+p+eP7c/iUeKP2lNbIkLRafBDZR4PClU3H9WH515ICFO4jp1re+KGuyeKfiX4h8SSylzd6vOwPsJSB/46BWCYmn/AHK4y5CjPvxX8QcR4pZtxBiqs5K0qkmm+3Nbof2NkuGWX5FQpRVuWmtOraRkfG79iHxD+1F8OItB1P4W60+79/oWtWOnM7WkpwQytj5k9QeOa/Nr4/fsfftG/sy+LW8K/Fv4V6tZLLI39nakbBxbXgB+8j9Cx7r7cV/RTY/ti/s5fBvwTpPgx/Esuo3On6dBC1vpEJkO4IM5IIHY1wvxY/bD/ZJ+PPhS7+HvxY+EWpaxpF0pVo7yxRtnBG9SG3IwycEHPNf0rwni+FeC8H7Cpm6lGpFNwlJWTaW3U+KwXFXE+JxzlLLZyo31cb81u/vafI/nY/4Q3xbuKf8ACL3uQeR5J4rp/g14f13TPHcV3qOi3MEQt5FLyxEAEjgV+j3xY/4JsfD7xxqDal+xp8bIbszHdF4K8Xn7NcoAf9XFcfdYc8Bufevmn4vfAP44fAi9ksfjR8MdZ8PBJin2nULdhbsexWYZRh+NfpOCzTLcyoc2FrwqR7xd0fsvD1XhvMMRCWGxL9oteSSUJeacZWendXT3ORbOSTx9aZJJHFgSuF3DIyeormvEfxT0LSFe30xxfXGdoPIRD7E9a4jU/Eeu6reNe3eqNvfqqjAX2FdUFKXQ+4xucUKMtFr6o/rEDg9RRIflxjqOteUfCz9tH9mL44Xo0n4Z/GjRNQvcZFkt1slPphHwT+Feni5wgZ8HA4KnrXtU50qyvCV0f5p4bGYXGw58PNT9Hc+M/wDguEf+MYtAH/U4Rf8AouSvy5zz+FfsB/wVD/Zu+K/7TnwO0rwX8I9LtLvULPxFHdypdXYhXygjAnJ75PSvhQf8Ejv24m+b/hB9Fx2P9up/hX3nD+NwmHy7lqTSdz7vIsbhaGXctSSTufNJxtb/AHD/ACNftX/wTibb+w/8OOM50Ff/AENq/Op/+CR37ce0oPA+i5bgH+3EwM9zxX6YfsY/Drxb8Gv2YvBnwu8eWsMOsaRpYt7+G3m8xFcOx+Vu4wRXPxJjMNiaMFSmnZ/5mHEOMwtbDx9nK9mfLv8AwXd/aFm8C/AzSvgHod75V941vC+pCNvmWwhIcg+geQKp9ga/Fr9o7xZc6F4Wj8N6fL5c2oswkdTysIGTj8eBX2x/wVp+NM3xj/bg8RxW960th4Vjg0SxTPygplp/rlyc/wC7X52/tD6s9/8AEiS1Zspa20ccY9BjcfpnOK8/JMNGpjotq9j91yvBS4U8MqSj7tWq02+vvf8AAsjhmCqm0ksFQbQeMep4r034PfBbT/FWlHxN4tkmFtI7JaW0DbTKo43E+leZPtAJLYGOvpX0TY+KPCfwv8BaTa+ItR8pxYoY4EG6Rwe4A9c5/Cvo83r4inRiqO7Z53BuX5fXxdWtjFH2dNde7Z5l8a/hfpngGa01Dw7LM1ld5UwyAsY2HQZ964220HWtTKw2eiXc+87cJbseD36V7JJ+0d8OrqUR3OgX0kUZ+WQxocfga7Twj438M+MbPz/C+qh9gBMGAkkfuVxnFcKzDMMNSanTv5nvVOF+Hs1zWpHC4tRg7e6t7+SMj4Mz+Jz4DtrDxXplxb3FozRI1ymGlQdD+HSuqpWYE8OW9TknJ/GkrwKtT2tRzta/Q/V8BhZYLBwoSbbirXe4UUUVmdYUUUUAFOj6/wCfSm0qswcADOTTW4p/BL0Z53qH/IQn/wCuzfzqKptSBXUrhT2lP86hr6Cn/DR+D4v/AHyp6hW34C/5C7f9cKxK2vAT/wDE5Zcf8sazxP8Au8j0cg/5HFH/ABI/XT/g3q/5J/8AEz/sYLL/ANJzX6LV+dP/AAb1f8k/+Jn/AGMFl/6Tmv0Wr497n4n4m/8AJc4z1j/6REzPGQDeFdSVhkHT58/9+2r8L5FxcT88faZcf99tX7m+PJxa+DNVuSOI9NnY5P8A0zavwyeQPNMV6G4kI/77avw7xhSf1X/t5ffY/TPAaLbxz86f6iUUUV+JLY/ol6Nnc/BX/WakMfwx16AeSa4D4KISdRcdN0a/pmu+yetQ9z+BPGxwl4j4tL+5+SCg5HzDqvKj1NFKrFWDChOzuflLPsL/AIJsfE+ym8Kap8Jr24UXFhc/a7JSfvwyAbiPo386+pUlDMcLX5W+AfG3iL4aeK7Lxr4UvjBd2DqU5+WRc8ow7qc/hX37+z/+1b8PfjXpCW/9ow6brcYC3WkXcoV92OWTP31PY1/Q3hxxXhsTlkMvrvlqQVl5pbH1GVYyNakqcnqtj1gMepFNYe/eohcKQTgdcAiuX+Kfxq+Hvwf0OXWfG2vw24VC0Vsr7pZvZUHJ5r9PxGKoYWl7WrNRitW20etKcaa5pOyOP/bP+KVl8NPghqkaXAXUNYRrHTYwfvu/3j7YXcc1+eahI12IOMV3n7Q3x58RftAeNm8Q6pG9rp9uDHpmm7uIY85y3q54JP4VwZOeTX8vcccSU+I829pQ/hQ92Pnbd/M+RzHFrFVtNkFFFFfFnnhT4LWfULiLTLaIu9zMkUaDqzMwAFMHXk4GOpr079kL4Zz/ABK+PGjWrw77PS5BqF8CPuBPug/ViK7sqwtXHZnSw8I3cml8rmuHpzq1lCO7aPmP/guhHPp37V/hrwrO2V0n4dWFugX0LENj8hX17/wb66bHB+xzrGo28amWfxrc+YcfeCKij+tfM/8AwcJ+FrrSP2tvC/itrVhb6l4PEayjoWhmIZR6nBBr6D/4N4vGem3f7M3izwbFMPtel+LXkkgJwQksakMPbOR9RX9FZXBYTiqdObtZWV/RH988XN1/oz5dKldxg6d10+Jxe3S9t9mfHf8AwW90uCw/4KKeIzbghbnQNNlkz2Yxtk/oK/QT/ghDq13q3/BP3Rredv3dh4g1C3hBPKosgI/nX51f8FmvGFj4u/4KF+Mp9Nukkj0uxsrCZw2VEkcOWHHcbwMV+kf/AARB8L3XhT/gnx4ZnubZo/7Vvry+iVxjcry4BHt8prfJHz8UV5R21/MnxUapfR/ySFf47UrLrZQlf8GfYLTKo6ZOM4rxj9t79tb4X/sV/B+5+IXjiT7ZqE6mPQdBgk/f6hcYO1V7hQcZboBXY/Hr45eAf2c/hTrXxi+J2pJZ6RotkZp2ZvnmbHyxIP4nZsAD3r8CP2tf2q/iV+2J8Yr34t/Ee5eNXJi0LSMkR6ZaZykar03lcFm9eK/d+CeE6vEWM9rWTVCD957Xf8qfn1Z/BPG3FlPh3BezptOvU+Fb2X8z9OxnftG/tIfFb9qn4p3vxb+L+vNeahPlLKxViINLgPK28S9gB1PUnmuEJyFXAwowP/196MAcKMAdAOlFf0fh8NQwmHjQox5YR2S2P5wr4mviq8q1aTlKW7eoUUUVslYweoUjOEYKwP3sFV+9k9AB1JPoKm06xv8AV7+DStK06e6u7uYQ2drbR75J5D0VFH3jX6s/8EzP+CRXhz4Ux6b8e/2rLKy1HxXhZdE8LyOr22jrwQ0gJw83Q9wteDxDxFgeHMH7evq38MVvJ9vTuz3eH+HsfxFjfYYdaL4pN2UV3PCP+Cf3/BGL4h/tDCy+Kn7SxuvC/g6VkmtNBA2ahq0ech2PWGMj1+bBr9afhP8ABv4cfA/wZa/D34V+ELDRNHtE2w2VhCEUf7THq7HqWbk1vJeacAAl9CNuPlEq4A9BzT/7Rsf+f6L/AL/L/jX86cQ8S5vxHW58R7sOkFey/wA35s/ozh7hvJ+HaPLh1zT6zbV3/kvJEyLtGCAaUBRyFx9Kg/tGx/5/ov8Av8v+NH9o2P8Az/Rf9/l/xr5zlq9vzPo+am9/zR5z+2F4mbwt+zl4qv0ba8unG3RgccyME/ka/NeMBUUBcDAwPQV9zf8ABSrxbBZfA+z0C3njc6jrMKyBZl+4uSc+3+FfDHmwr8pu4Dg9fPX+pr+dvFXE1avEEaSWkIJbP7W58jn1WNTEqCkmktrjqKb50He5g/7/AK/40u4YyHQ55AR93HrkcV+aSpSpx5lF281Y8VXa0SfzFoooqACmyRmZfI2nEh2ZHXJ4AH44p1avgPSpde8eaHoca5+1axbJgDP/AC1Un9Aa3wtJ18VTpfzNL72VBXqJeZ+nnwi0JPDnww8PaHEu1bXR4EIPrsBP65ql8bfFY8H/AAq8R6/LkfZdIuHjZT0PlnH5muts4Ut7aOBQAqIAB6CqmvaDo3iTTptG13T4bu1nTbNbzplHHoR3r+vamGr/ANk+wotKfJyq+ydrH6dhJU6FelKabjFq6XY/JyOTMZLPvd8sQOSSeaVZFQCVjtA65Xp9a/R/Wv2OP2a/EIzf/DCwRv71tuT+RrE0H9gT9nbRfEtt4nsdFvX+yvvSyub0vAW6glD6V/L9bwJ4mde3tqbg3q7u6Td9Ez97p+K2R+xTdCaaVktLfPU+HfDvwg+K3iewGqeGPhvq91a7f9dFYlVb3GfvVja7o+teHb9tI8QaPdWN2nJt7u3KOvvg1+r9rZW2n2qWNlGsUcahY440AVQO2K8U/bp+Enh7xx8FdR8SvYJ/amiwm5s7uNAHXHVc/wB3B6e1ezn3ghRy/LKmKw2Jcqqi5NSire6tbHn5T4p1MdmcKFfDxVOTsmm7q+1z4ClVJmQthvmUjdkE88MMdDmvm79v34q/EPxf8RtK8FeL/G+qanplhoEP2Swu7pmhU7iSSucE5746V9I7yoEjHK9QB1BBAA/HrXyN+3TMsfxvs03AsNGgChDknk5GK/NfD3GYvDZy2pOMOSTavo2rWsfrcs2nkOLo5pTipShJdFdxe623s7X3PI7nw1oF2uLnSoWJ5yq7f5VVPw78Lv8AOLYpn+H7Rtx+Br6c/Zj/AOCYH7Xv7T1xbahonw8l8PaBMQX8QeJVNvEUPeOM/PJx6AD3r9D/AIU/8EI/2RPCfgu20n4mx6j4r1oZe91eeQwhmIHyIinCoMcD3Nf1LgcHmuKV1JxVj9W4w8XPCbhuUfbuNarKzcacFNq6v7z0SfdXufnj+0B8BvHv7MnxkvfhX43k26ppojns9RsZGTzoXOY5o34YYKkYz1r9I/8AgkV+2j4i/aG8F6h8IPijrDXXiXwrHFJb30xG+/sXyEZsdXQjYzd+K+Hv+CjX7R/g/wDah/aan8ceApGk0PS9Ni0vTr5lIN3sYu8+D0XJwv4muk/4I9+ILjRf25tF0+KUKNU0W+t50A5YBRIM/itVl2I+p5r7OhNuDdrH+IPC+ZU8g48+rYCo5Yec3COt1JPS/wAj9jfJTnHcYpREoPDH6U4ciivveVWP6eG+UpzknkYrH8b69ZeDvC+qeK7w7YtO0+a6kcnoI4yx/QVtV5v+1j4Z8f8Ajj9nnxp4K+GNtHPr2q+Hp7XSoZZhGrSyKV5Y8DqaqCipam+GhTniIRqO0W1f0uj+fzxb4rvPHHjPVfGmoOzzaxqk97I0hyd0shbP618u/GeVpvibq7uORcBRj021+mVr/wAEYv8AgoJFAo/4VnoeVHOPEkfX05FfJf7Rn/BMv9rfwb8Z9d8NeIfCmlQ3kLxySImrowwyAjB7mvpMmxmFwlZyqzUb9z+lfEPi/hKlkVGEcwp8sWtOaOlory6Hy8GCMGJxg5zjpV24k17xbqbSPDc3t0UUHy4y21R0Ax0r2CT/AIJ7ftNwo0p8PaaAozn+01PT8K+vfgT/AMETP269J+HGmano/wAMtCd9VtVuWun8RxB3VwGXjb8vB9q9nFZ3gaUb0pKbXQ/PuGs64W4jxk8Osxpwja7fNFfLofmxd2l3YTm0vrR7d1HzQyxkMPzqxomu6t4a1SHWdDuGingbKBG6/X1HtX6F/tN/8EVP25bf4X33jjWPhtocL6NGspni8QRM/l5ww6c9RXyun/BPP9ptwHHhvTSrA/KdVXI/KtKWc5diqLWImlfoyM+z3hbhrMYwhmVO7s1Lmjf06nYeCfF9p458NW3ia1+Vp0xPGeqSLwfz61rV2P7Fn/BMf9sz4iR674c8I+DNGnNi0U7JNriIADlcDI9q91/4cy/8FBCSB8MtE49fEsX+FfKYmWGjXkqUrx6M/cuHfEfhbNcnpYiePppta+9Ho7d12PlmivqYf8EZP+Cgvf4Z6H/4UsX+FH/DmT/goL/0TPQ//Cki/wAKw56fc9pca8Kf9DCn/wCBQ/zPlmivqb/hzJ/wUF/6Jnof/hSRf4Uf8OZP+Cgv/RM9D/8ACki/wo56fcP9deFP+hhT/wDAof5nyzSqcEEdcivqX/hzJ/wUF/6Jnof/AIUkX+FH/DmT/goGSAfhtoinPBHiSL/Cl7SEdUxPjXhTlf8AwoU//Ao/5s+HfEMJh1q5THHmZGfeqde9ftJfsB/tM/Anxzb+H/iX4SsLK6v7MXEC2+rJKkiglSd3HcHivPT+zp8WMBl0mzAYZwL5eK1lxXw7g2qGIxkITjum1f8AE+Bq4HFY6tPE4SPtKMn7kltJdddvwOHrX8ESJDrwU9JE2rXQ/wDDOvxa/wCgVaf+Bw/wrW8D/szfGHU/GWmaRYaVYi4vLxIIfN1GMIHdgqgnsPesa3GPCtWk4QxsG3ayTX6HRl2BzHB4+lXqUmoxab9Lq7foj9PP+DeuQjwB8Sju4PiCyzx/071+jVfFv/BHz9kP47fsneFfGul/HDQLLT5NZ1i2n05LLUFuBJGkOwsSAMHNfaVclSVOU24bH4J4gYzC4/i/FV8NNTpyas1191I5X446kNH+D3ifVGYAQaFdOSegxE1fiFbbjbo7rgsuevqST+tfr5/wUL8eRfD/APZI8XagZwkt7Y/YbYE43ySnaAPwz+VfkHBH5MKQk52rwfY1+AeL2J9rmGHw0d1GUj9q8CcJOGT4uva3PUUU/wDDG/6j6KKT+MHfjA6etfj62R+72i7WPRfgvBs0W+uf+el0oX6rxXaHGa9L/Z+/Y11vx3+x3pPxS8GQM3iG4u7q5ksJG+W9tw5Chf7rgDjsa83uLW6sbiSzvbOWK4gk8uWGQEMjdwykAivTzHJcwyuFGpXhanVSafyuf54eK1eeL49x2JS0cnFf9upL8xlFFFeQ1c/OxVba28AZHQntRG8sUiTQzujx/ckRirL/AMCHNJRVc8+fmvqEW47HVWXxy+M+nWY0+x+KmuRwKu1Y1v2wB6DPNc7qurarr12b/XtVub6c9Zry4aRvzY8fhVeiuirjsZXp+zqVJOPZt2LdSbVmwOT1OaKKK5XrLme+xAUUUjFQCWbHocZ5+nemuVtJp69h7K4u/YwYrkA8jGT9cd/pX3t+wx8CLn4U/DQ+JfEVrs1vX9s1wHHzQQ8mOP64OT9R6V5F+xj+yDqXiPU7X4ufEzSmg022YS6PptwuGumHSWRT0HoPzr7NhRY1wOBjgentX7t4a8H1cJN5pi42ltBPqu59HlOClTftqi16eR8k/wDBXb9hHWv2y/gjbXvw4jg/4TLwpM13oqTcLdow/eQE9iwHy9s9a/HnwJ8S/wBqj9jPxxqMHg+88SeBdcuYmtNSs57MqZkUkYZWUqSOoYfUGv6PZY1cYLYyOuay9W8F+EtamW71rwzY3kqD5ZLmzSQj8WBr9CzThynmVZYinNxn3R/Q/AHjLieEcjqZHmGDji8JJ8yjJ2s73ts0431t36n89X7PH7Jn7S37bvxRjsPCnhvWL46xetNr3izVLd1hhRn/AHs8srAAyeijJOK/f34L/CrQfgp8JvD/AMJ/DSBbPw/pMNnbPjGQigbvqcZPua6Gx0XSNMtEttO023t4lOVjhhVFHpgAYrw3/gor+1N/wyf+yd4o+JlvIv8Aa00J07w6nmDc13N8iMAeuwkt/wABr0uG+Glh8TGjSfPVqtLzPnvFbxfx/HNOnLEU40MNQTcacdlp9qWnovuPzg/4LV/tsT/Hn43t+zv4G1kv4U8DXAF95T/Le6oOHJ9RF93HTJNfEu7A2hQBjA9hnOB7Z5omnvLyeS91G8a5nlmaW5uGYlpZXJZmJPJ5J5pPpX9m5JlVDJcspYWkvhVpeb7vzP8APjOs1r51mdXFV27yd4+S7LyCiiivUPMCiiigB9tdXNncJeWVzJDPGcxzwSFHQ+qsuCp9xg1dPjDxozFj441sknOTq83X/vqs+iplCnJ3kk/VX/MqNSpFNRk16No0P+Ew8af9Dvrf/g3n/wDiqP8AhMfGv/Q8a3/4Npv/AIqs+islhcMlZQX3It4jEN35397NH/hMfGv/AEO+t/8Ag2m/+Ko/4THxp/0O+t/+Deb/AOKrOpVKjBYfxU3h8Mo35Fp5IPb1/wCd/ezF+JHi3xXeG1tLrxbq0wUs4WbU5mAOMZ5auZXW9dCgDX9Qxj/n+k/+KrQ8d3Cy615SHlIxj2BzWOcdFGABxX8aeINahi+M8VNQVk3HZbo+zwE5/VYSu72RYbWtdKH/AIqDUP8AwOk/+Kr9B/2XZJp/2evCtxPPI7yaYDI7tksQxGST16V+d55U1+h/7LP/ACbr4R/7BQ/9DavwjxCo045bTaSu52/A+myWUpYizeh3tFFFfkZ9MFeg/spaQ+uftGeEbJY9wj1VZ3HsisTXn1e1f8E/dJOp/tL6fcbciy025m57ZULn/wAer2+GqPt8/wALD+/H8zpwcHUxUI+aP0KAG0EHrXlv7T/7RF/+zt4bs/EkHgmTV4bq58iRluAiwHGQWyOhr1GIYjC5ztOK5n4rfDfw/wDFnwRqfgPxLb5tr6Ir5h6o/wDCw9wa/qbO4ZjVyurDL58tZp8jauro/UMsngqWPpyxseakmuZJ2dvI+UdY/wCCn/xFcEaP8LtLtzzj7Tdu38gKk+GP/BRH4ma38TdI0nx3Do1roV1diO9mtYGDIrABW3E8AMeeOleE/F74M+Ofgd4sl8MeNdLZUMh+w36rmG6QdGRsYzjGVODnpXKsCVwzFsA4DucetfyBi/EDj7Lcx5cdiJ3py96G17PXTqn0P6Ow3BnCGNwL+rUY2nH3Z35t9te66n61Rz/aoUubSVWjcBkYHKupGQQa8l/bT8eaX4F/Z91yO9u0E+pwm0s4GPzSu/GAPYZ5+lfG/gD9rf4//DfRk8PaB418yzRcQw6hB53lj0VuuPrXL/EL4sfED4sayutePfFEuozRjESv8qRD0VAMD61+kZ743ZTjshnRwtGSrVIuOuyurM+IyrwszPD5xTqYirH2VOV9Hq7PTQ58KFzETzG20n3GKb4a+Fmh+PPiTpcMfhe1utVvrmCziuZrYSMEL89QcYAzmngbnQck5woAJySemBycnt1NfYP7Cf7K2p+F7qP41fEfT2tbuSEro2m3H+shVusjD+Fj0A7DHevx7gbhrMOI88pUqKagmuea2jHqn5vY/SOKc7y/IcpnVrP37Wgn36M+o/D2jwaRolrpUK7UtrdIgi8AbVA4/KryoFGASBTbUgxnD7vmPNSV/ddKEYU1GKskrfcfyrOUqk3Ke7PxF/4KA/Av4Y/sz/Gqy+B3wuvJroaR4fik1q+u5d891eTMzBn/AIVAQKAB0zgV6J/wRd8B33iv9sp/F1vE7Wfhzw7czzSleN87LHGPy3V4r4K+AP7Vn7WHjyfVtA8Ba/reqaxcmbUde1S2eK3VzwWeWRQMAdhz6V+r3/BP39jDRv2Ofhe2i3N4NQ8S6zKtz4j1NUwrSbeIY88iJOgHfrXxeXYKviMz+sKly01sfzXwZkGLzvi9ZlSoOjhoTk0mmtI6RSv3e59BUUUV9wf0kFIUQncVGfWlooAaI4x0QV+ev/BTrwNN4b+P9p4uSHbba9pAIb/pvEdh/wDHSDX6GV4h+3L+z/P8fPg9cW+hW2dd0R2vNHyP9awHzRZ7BhxWOIp+1pNdj5XjLKZ5vkNSnT+KPvL1ifmhMCYXAH8J71+qX7KnjPSvHXwD8K63pMkbhdKjt5lQ/deJfLYfgVr8sLmKWzne0vYZIpY3KSxOCro46qQeQR6V6J8Cf2pPi3+zq1zD4G1G2msLp98+mX6FofM/vLt5Unua4MLWVKdmfjnBfEVPh7NJ/W17s173k2fef7dviLTPDX7LfiqS7uER7qyFrbhx96R2GB+QNfmLFvQCMFgFGFyeSMda9D+On7TvxV/aHuLd/HN/BDY2zE22k2CssMbnqxLHLn0JHFcDbW9ze3UVhYQPNPcyCGGCJSXlZiMKuO5OOPTNFepGtUsjPjDP6XEGaxeHXuxi1Hvc+vf+CTGiTtf+NPER4hX7La/8D+Zv5GvthAOeBkda8m/Yt+B8vwH+CFl4c1aBBq9/Ib7WAv8ABPJz5ee4UYUfSvXffFehQjyUYxP27hTL6+WZBQoVvi5dfnr+oigbeRS4HoKKK1PologwPQUYHoKKKBhgegqKbaGGTjg1LTJYlcgtngUCex8S/wDBZT4XvqHgLw38YLCEs2jX5s71h2hl5H5MD+dfnxt2koecHrX7YfHf4U6H8bPhVrfwr8Qx/wCj61YvCJQPmhkIOyQe6ttNfjJ468EeJvhr4w1LwH4ysTbalpNy0F3GQQODgOM/wsBuB75r+dvFTI5YXOI5hTXuVFr6n9UeC3EFLGZDLK5v36DuvOEtfwf6GVgelOSaWB47yzk8qWGRXikXjaytuU/geabRkA5Iz7CvyxNwmnH4lsftLjzx5XG6a37Lqfrf+w9+1D4f/aP+EdldSanGviDS4EttdsmceasijHmAf3XHOa9pmLvAxllxHjO5Wxj8e1fhx4M8beMvh1r8XinwF4pvdH1KHOy6spijbf7rY4YV3fi/9s/9qbx1oj+HvE/xq1eSzlGJIodsJdcfdLIMkV+35T4rYXCZcqWKpt1ILp1P51zrwQr4zNp1cuxEFQqO6UrqS72tpb5o9u/4Km/tWaJ8U/ENl8DPAuqi70zQro3Or3UUm6Oa76LGD0bYCc+hNfIvYD06UKVC+WmTgkk+568nkmivyfPM4xWeZjLG11Zy2XZdD9s4Z4fwfDGT08vw+0d33k92FLb2F3q15DpmnoXubmVbe3Qf33IVf1akxX0R/wAE0f2frn4y/tCWvizUrFm0TwgRe3cjL8r3P/LKIfX7xH+yKnI8vebZrSw0er1NeIM0wuS5PXxtV+5CLv8A4vspfM/Sf4CfDq2+FfwY8M/D2KAKdK0iCGUAfxhRu/XNcl8ff2Qvh38cmfWnjGla6EzDqtogDOe3mL0cduea9eiUGMEenHFLgdDn8q/q/EZNl+Ny+GCxNNThFJa9LK2h/BWOnLMa861fVzbk/Vu7Pzp+KX7HXxx+GU8k0vhhtWsFbK3+kqZMj/aj6oK8tnimtJ/JuYpIpAxDxTRlGQj2NfrPJGWUqV3cVz/in4WfD3xhGV8TeCdNvyw5e5tFZv8AvrGa/MM08IcHUk54Gt7PyeqPBq5JS/5ds/LcEHoRRg+lfoVrf7Df7N2tP5v/AAr4WbHk/Ybh4x+Wa567/wCCcXwEuWJtpddgB6hdSLAfQEV8rX8J+I6cv3c4T802n+JxSyXFJ3TR8LUV9ur/AME0PgryU8S68Bnp9pH/AMTU9r/wTZ+BMLD7Xf67c4/v3wUH8lzXOvCziq/wwfrO6EsnxfdHw2eOtChrhvIgUl8/wKST+A5NfoNof7B/7OGinzD4Je8ZRjN/dySA/hmu88LfCD4ZeDQG8LfD/SrFlx+8gskD/wDfWMmvXw3hHmkpJ4mvBLsk7mlPJcRJ+9KyPz8+Hf7Lfx1+KEsbeH/A11a20hGL/UkMMRB7gNhsfQV9R/An9gjwN8O7uHxJ8QbpPEGqxhSkUkWLS3cf3E6sfds19DBduAoIA6ACnBBjJzX6Fkfh3kOTTVSadWfRy2Xoj0sPleHoyu3dkVtCiqqiNQqrgALjp0wPSptq+gpQMDFFffRiopJdD1LiFVIwQKCildpXj0paKpaCsmV5FJJ2/wB0ivyU/wCDgj42y698YvCf7POmXINl4e0ttY1KIE83Ux2RgjocICw+tfrcdmdxIwOCa/nu/wCCh/xOm+K/7cHxJ8VyXWY08RNp9ttOcRWw8oD9K/RPDDBLGcRKvbSkm/m9P8z828T8b9U4d9gv+Xk0vkjxosxxlicDA5pKTI9RRkeor+iD+eLxYtFJkeooyPUUBdC0UmR6ijI9RQF0LRSZHqKMj1FAXQtFJkeooyPUUBdC05AGBXHPWmZHqKM7cup5A9aly5Yub6WZag6kUl3OH8USrPr1w4H3W2jjpiqFTahL52oTuMf6096hxX8J53iFic4xFV/anJ/iz7ulDkpKK7AfuGv0P/ZZ/wCTdfCP/YKH/obV+eDEBDmv0P8A2WP+TdvCS9/7KHH/AANq/KPESUf7Npa/8vP0PoMj0xNzvaKKK/H+aPc+nFQAnkV9F/8ABM7SjdfGXWdVP/LtohQH0LSD/CvnRCA2CevSvq3/AIJb2Ak1jxfqoXJWK3iB/FjX1/AdNVuKsMuzv9yuejlMefMII+xI2DJlBjOakVFdBvGfrUce4gcdBg1KowK/qeG3zf5n3ctW0YvjPwL4Q8f6NJ4e8ZeHLXUbSTrDdQ7wPQqex+leC+Mv+CbPwh1yaS88JeItU0V3ORCjiWNfwbn9a+lajO/PQfiK8TOOGMgz5f7dh4zfd7/etT1Muz3N8of+yVpQXZbfc9D5Bn/4Ja3O8tZfGDKHr5+lgn9GFW9J/wCCXmmJKp8RfFq6kQfeWzslQn6E5r6yyw6n8AKODyw/SvmIeFPAlOaksJG683/me5/xEDi1pp4iVn5R/wAjyr4R/sefBH4RTR6npPhr7fqERymoar++cH1UfdU/QV6rFBDt2iEADoMU+Pvxj8KdX2uXZVluU4f2ODpRpw7RVv8Ahz5nGY7G5jVdXFVHOT6t3EREjG1FAGc4FLRRXoHKQW0CwoECrjPCqMCpdg3bqDGexpFLZxmnqTGKitB9FFFIoKKKKACopGc5ZDn1FS0wDLEAAe4poNb6Hz7+0d+wB8OPjnqE/i/Q7x/DviCdczXtrGDFcsOhlTjc3+0MGvnTX/8Agl3+0ZpkzromraBqsW4hZVumhdh7hlP86/Q4qdpzSKvHHA9BXNLDU5O7Pkc04J4dzeq61Wk1J7uLtf1Pzv0b/gmH+0hqE6prF5oWmxMcO32xpSR9FXn86+j/ANmv9gj4dfAa/h8Wa9fvr/iGJCIry4jAjt89fKj6A+55r6CQ5OMcUwqC27aKunh6UHe2oZZwVw9lNZVIU25LZt3aHQjGT0yelPoAA6CitdD67UKKKKACiiigAooooAa4Yn5Tj1OOtfKX/BRj9hWT4/6SPin8M7GNPF2lw7Z4AoC6rbgcxt/tgD5Sa+r6hl3hyVVT0PJNebm2VYTOcFLC4iN4v8H3Xmj1sjzrH8P5nTxuDlacX8muqfdM/CbUbHUdHv7jSdZsJ7S8tJTFdWlzEUlicHG0qeeKi7E5GB1Oa/XH9p39g34L/tNq2ta3YvpPiERkQ67pmElPHSQYw6/Xmvz9/aN/YW+IX7OlzJLfeMtH1WzT/VSxNNFLjPdNpU/99V/OHEPAWbZDUdmp0b+67rm9Hc/rHhLxLybiagoSThX+0mm4/wDbtlt9x4hRTWlVLh7Yg7kbaSOlKzBRuNfDNWly2sfo6knG97oXuB3J4oyM4PUdjVnQNFvfFOoxaRpzRK80ojzO5VckZ6gE/pX1x+zz/wAEntY+INla+Kfib8TrW20qQAvp+gwsZZFJ+6ZJFGOnUDI7V7GV5FmGcV1Rw61fVtW/M8HO+Jcq4fwzxGLk7Lok7/kfMfwg+Dnj/wCPXjq2+Hvw20R728uCBLNsJgtEJwZpW6AL1Hqa/W/9lz9nXwt+zJ8K7TwD4ckE9wf3upaiVAe8uCPmc+2eg7CtT4Mfs9/Cz4AeHB4X+F/hO20+EKPtE4y005AxueQ/Mx+prtFjBjVWUHHXmv6D4O4JocNQ9vXtKtLRtbL0P5a4/wDETEcYVfYUE6eFj9nq5fzMmi3eWN/XHNOpEGFApa+/tY/M1sFFFFAwooooAKKKKACiiigAooooAKKKKACiiigCOSESqYyBg9a+b9Z/4JJ/sCeIdavfEGs/AG2mvL+8kurydtQuMyyuxdmP7zuSa+k9pB3A0hQk5P8AOt8Nj8ZgW3QqODf8rscmKy/BY1JV6an6q58yf8Of/wDgnb/0brZ/+B9x/wDHKP8Ahz//AME7f+jdbP8A8D7j/wCOV9MbT6n86Np9T+ddv9vZ3/0FT/8AAn/mcf8AYWSf9A8P/AEfM/8Aw5//AOCd3/Rutn/4H3H/AMco/wCHP/8AwTt/6N1s/wDwPuP/AI5X0xtPqfzo2n1P50f29nf/AEFT/wDAn/mH9hZH/wA+If8AgCPmf/hz/wD8E7v+jdbP/wAD7j/45R/w5/8A+Cdv/Rutn/4H3H/xyvpjafU/nRtPqfzo/t7O/wDoKn/4E/8AMP7CyP8A58Q/8AR8z/8ADn//AIJ3f9G62f8A4H3H/wAco/4c/wD/AATt/wCjdbP/AMD7j/45X0xtPqfzo2n1P50f29nf/QVP/wACf+Yf2Fkf/PiH/gCPmf8A4c//APBO3/o3Wz/8D7j/AOOUf8Of/wDgnb/0brZ/+B9x/wDHK+mNp9T+dG0+p/Oj+3s7/wCgqf8A4E/8w/sPI/8AnxD/AMAR8zN/wR9/4J4nlP2drLjrm/uP/jlZvin/AIJNf8E8dA8OX+uL+zzZIbKylmz9uuP4UJ/v19VgEDOfzNVtb0Sw8QaVcaLqsAltbqForiMkjejDBHHtWNbPc+qU5Qhi58zTSvJ2VyZZBkrg3HDwu9vdSPxHl/Y4/ZpklZl+F8ABY7QbmXgZOP4vTFN/4Y1/Zq/6JhB/4Ey/41+tEX7Cv7LyrgfDC3/8CZf6NTv+GGP2X8Z/4Vhb/wDgTL/8XX4BU4E44nUlL6/u39p/5Hgy4Uble0T8lT+xp+zUQVPwyt+nP+ky/wCNeg+F/Dfh7wV4ftfCXhaxS10+ziCW1sshYIB05PNfpT/wwp+y+Onwwt//AAKm/wDi6b/wwx+y+CP+LYwHn/n6l/8AiqwxHhxxbi6XJUxUZr+83/kbQ4bq0/gsj858j3/KkJHrj8K/Rr/hhn9l3/ol8H/gXN/8VR/wwx+y6evwvg/8Cpv/AIquFeE3EF/40Pvf+Q/7Bxv8yPzlC72AVuQa+yv+CWunCPwj4r1MLy+pwxZx3VCT/OvT3/YX/ZdKkf8ACr4MEdrqb/4qu3+Fvwd+H3wc0q40X4d+H00+2urjzZo0kZtzYxn5ie1fTcK+H2bZHnUMZXqRcUmrJu+qt1R35dlOJwmKVSbVtTp41BUN606kC4XaPwpR05r9ev71j6EKKKKoAooooAKKKKACiiigD//Z"}}},{"cell_type":"markdown","source":"<a id = \"intro\" ></a>\n# MNIST","metadata":{}},{"cell_type":"markdown","source":"From the competition description : \n\n**MNIST (\"Modified National Institute of Standards and Technology\") is the de facto “hello world” dataset of computer vision. Since its release in 1999, this classic dataset of handwritten images has served as the basis for benchmarking classification algorithms. As new machine learning techniques emerge, MNIST remains a reliable resource for researchers and learners alike.**\n\n**In this competition, your goal is to correctly identify digits from a dataset of tens of thousands of handwritten images. We’ve curated a set of tutorial-style kernels which cover everything from regression to neural networks. We encourage you to experiment with different algorithms to learn first-hand what works well and how techniques compare.**\n\nSo here we have a classification problem with 10 classes : the numbers 0-9\n","metadata":{}},{"cell_type":"markdown","source":"<a id=\"loading\"></a>\n# Data Loading ","metadata":{}},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/digit-recognizer/train.csv')\ntest = pd.read_csv('/kaggle/input/digit-recognizer/test.csv')\nsub = pd.read_csv('/kaggle/input/digit-recognizer/sample_submission.csv')\nX_train = train.drop('label', axis=1)\ny_train = train['label']","metadata":{"execution":{"iopub.status.busy":"2022-08-10T19:20:29.170332Z","iopub.execute_input":"2022-08-10T19:20:29.171252Z","iopub.status.idle":"2022-08-10T19:20:33.490755Z","shell.execute_reply.started":"2022-08-10T19:20:29.171200Z","shell.execute_reply":"2022-08-10T19:20:33.489315Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"training\"></a>\n# Training","metadata":{}},{"cell_type":"markdown","source":"We use a K-Nearest Neighbors algorithms to classify the 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t4nPnzrW3t3/69GlSUtLTp0+Tk5PLy8tTUlK6d+/OfUx1dfWMGTOGDh06fPhwFxcXbW1tXBXQvtjRHLYAELAAoLU5c+ZcvHiR+yWDwbCxsXFychoxYgR3o4ODw759++Tx7ExMTN5rxt3y+vXr5ORk3oAYFxd3sRkhhMlkDho0aPjw4a6urm5ububm5rhCAAABCwAEKi4uvnHjRnizX3/91dPTk9o+YsSIhISEof/H0dFRV1dXgetg2azFlh9//PGfZqmpqTHNfv75Z6rTk3fUFwAAAhYAkNra2qioqPDw8OvXr8fExHA4HGp7ZGQkN2CtWrXK39+fzlXq3r37l19+SX1eUFBw9+7d27dv37lzp6GhgZuuGhsbPTw8HB0dvby8hg8fjlkhAAABC4C+3N3do6KiuF/a2dl5enp6eHiMHj2au5HBYKBQXEZGRlOaEUK4eZQQkpCQcKPZjh07NDQ0xo0bR/U8CpqZAgAAAQtAQSQlJZ07d27GjBnW1v/e5Dxu3LiXL19SocrT05N3ugRoE5PJ5H5uZWUVHBx89erVa9euZWdnU2O2lJSUhg4deuXKFX19fZQLABCwABRKYmLiqVOnTp8+nZSURMWCVatWUd/65ptvvvvuO5RIdNra2j7NCCHx8fGXLl26cOFCdHR0YWEhb7p69epVr169UC4AQMACkFevXr0KCgo6efJkYuK/0/AoKyu7u7u/88473MdgqJAkDGj2zTff5ObmpqWlcbdnZWXZ2Ng4ODjMnDnT19e3xVB6AEDAAgA5sHnzZmqqTCaT6e7uPn369A8++IC7Th9IgWkz7pcxMTEqKirUvKZr1qwZMWLE7NmzfXx8FPuuTABAwAKQYw0NDTdu3NDW1nZxcaG2zJkz59WrVzNmzPjggw+MjIxQoi43efLk3NzcM2fOBAUF3bx583azZcuWzZo16+DBg6gPzV39NuX11bIWGy29dLw290FxELAAoAtkZ2cfPnz40KFD6enp3t7ely5doraPHj06IiIC9ZEpenp6c5tlZ2cfO3bsxIkTT5484S7dCAB0poQSAMiCxsbGmzdvTp8+3crKat26denp6To6Or17925sbERxZF/37t39/f3j4+MfPnz4zTffcLdfvXp12rRpN27cQIkA6AYtWABdLy4ubtasWU+fPqW+HDJkyKJFiz788EMtLS0UR744OjryfvnLL79cunTpzJkzDg4OX3755ezZs3EjAgACFgBIiZWV1evXrzU1NX19fRcuXOjk5ISaKIbvv//ezMyM6jqcP3/+mjVrFi5cuHjxYix6KHcSLuQRQqICMltsVzNWHrLYVNtUtaczFllqr+c3Cm+tTG/zYZZeOhYuOrYehiwNpjyeJroIAbpAbGzs0qVLGxoaqC/19PTOnTuXlZV16NAhpCtFYm9vHxgYmJGRsW3bNktLy8LCws2bN/fq1evs2bMojhxFq0DHmKiAzNbpihBSnV8fFZAZtjj16rcpqJV4vb5aFhWQ+fuouKj9rxGwAKANt2/f9vLyGjJkyE8//fTnn39yt48bNw639ysqfX39VatWvXz58s8//xw9erSqqqq7uzvKIvtq2ZzzS5L55iqQasY9WHB+SXItm4OABQB8hIeHjxkzxs3NLSwsTElJacaMGfb29igLfTCZzGnTpt26dSslJYW7qjSHw/H19b18+TLuZpDBdHV2flLevUqUQhbk3au8u/c1AhYA/EdERISrq6unp2dkZCSLxfrkk0+SkpJCQkJ4J2EH+uCdrfTUqVMhISGTJk1ycnK6ePEiYpbsuLIqpTS5BnWQHSkhRTmJ5QhYAPBWcnLy/fv31dXVlyxZkpKScvjwYVtbW5QFCCFjx45dsWKFpqZmTEzM5MmTnZ2dr1y5grJ0uYQLeWi7kkGPT+YiYAHQXUFBAffzefPmBQQEpKWl/fzzz1ixDniZmJjs2LHj1atXq1ev1tLSevjw4cSJE0eOHBkVFYXidJWKgtpH+4S9kffx0R+/z3pBjOP/+6v/8A0WqJi4vHfUdvw+a0svHUEPeH21rKKgFgELgKbi4+MnTpw4cOBANptNbVFVVV2/fr2xsTGKA3wZGRl9//33L1++XL58ubq6+t27dx89eoSydJVn1wqr8+sFfXf8Pmv3Vb2oSRn0rTTsJ5ssiHFcEOOINXDEoqezntfmPvbzBa4GlnavGAELgHaysrI+/fTTwYMHX7lypaCg4O+//0ZNoEMxa9euXSkpKWvWrFmwYAF3e11dHYojNbVsTuLxAkHfHb7BAvNdScFQP3M1Y/7zdNaUcxCwAGikoqJi7dq1ffr0OXz4cENDw9SpUx8/fuzl5YXKQEeZm5tv2bKFxWJRX7LZ7P79+69du7aiogLFkYKchHJBzVeWXjr2k01QIilgaTDtZvNvxCp4WomABUAXFy9etLW13bx5c1VV1eDBg2/evHnmzBncIQhiERQUlJqaunnz5nfeeScoKAi3GUray1sCe6AGzjRFfaSm+yBtvttL02oQsADoorq6Oicnx9LS8uTJkzExMWPGjEFNQFzmzp178uRJS0vLjIyMmTNnjho1KjY2FmWRnIybZXy3m7hqmtlpoz5SY9BLQ95PAQELoDO4q9wQQqZPn37kyJHk5OQPP/yQwWCgOCBGDAbjww8/fPr06bfffkuNfx86dOjnn39eUlKC4ohdURpbUP+g9bvdUB9pktP1BxGwAERy/Pjxd955Jy8vj7vl448/VldXR2VAQjQ1NTdt2pSYmDh16tSGhoZff/01LCwMZRG77HiB81h2H4DmK0DAApCYlJQUT0/POXPmPHv2bPfu3SgISFOvXr3OnDlz/fr1hQsX+vj4oCBiJ+gONTVjZX0rDdRHmuRu5cHWlPEqArRHfX39zp07v/vuu6qqKlVV1W+++Wb16tUoC0ifRzPul4WFhceOHfviiy+UlfH7XFSC7lDTtVaVzn8gJ7H81e3ihIP/mSdi+AaLzt29mP6gpDCFHbM7p8V2+/lGOt1VhT+nKPuKRUV+DQIWgOKLi4ubO3cuNbh45MiRBw8e7NevH8oCsmD58uXHjh0LDg4+fPiwnZ0dCiIKQXeoGdlLo/kq4UJeVEBm6+1RAZmJIQW6Vqqvr7YcgK/bT9XnBJ814ysKau/sSW/9+H8P1BzgogIyP749qPVQJ1H2FaPyfP4ztutaqcrL5YQuQoA2pKamOjs7x8bG6urq/vrrr5GRkUhXIDvGjRunp6f34MEDR0fHzZs319fXoyadD1gCVnfW6S7xN/X0ByV80xX3PyYo8fBNV2f8ktrz+NpKjhj3FS9B82Xo9EDAAlAU1tbWs2fPnjJlSmJi4uLFi5WU8FMDMuSjjz5KSEiYMGFCTU3N2rVrXVxcnjx5grJ0gpBBPywtpqQPHbkhXVzPdnnZcyFL/UhuXzEqSmOnhBR1VdhFwAKQoIaGBt7b4AMDA8+ePWtubo7KgAwyNzcPDQ09fPiwrq7uo0ePnJyctm/fjilJO5xyBDfJqGpJdjhN2v1iccWahAt5gtrhJLqvGOUkll//9qWg71q5dkPAApBXr1+/dnd39/Hx4b5FYfgwyL5PPvkkISHBy8urpqbm0aNHmJKto8oFj6pmaUq2BetlhNgWME69Vtwl+4rFq9vFRyc8vuj3XFDOs59vpGXEkpcrCm8bAP8RHBy8ePHikpISLS2tpKQkrHgDcsTCwiI0NPTYsWOTJk1CNcRIVZIBq5bNETLmyX6+0Yvz7W3fqmVz8u7xvxGyj4++0yfmhJC0e8V8B3uJsq+4tLh9sgXdfqoDpsnTakUIWAD/YrPZX3zxxeHDhwkhQ4YMCQoKsrW1RVlAvjAYDD8/P94tgYGBs2fP1tDANE6dx9KU4Hvlm1dsQd8as6On7VjDAdNMz/gltSdjCXoq+/lGwxdZ/vv5ZBNbD8Pn4YUtWuZE2VcKTFw1x23oLUfNV+giBPi/v5wSEhwdHQ8fPsxgMJYvXx4VFYV0BQrgt99+W7hw4YgRI1JSUlAN4crzumb40ZtUtqBIYTvWkBCiZcQasliklpsWDT8sDab9ZBP7ySbtmWdBlH3FxX6+0ft7+8lXukLAAmhy8+ZNFxeX5ORkY2Pjy5cv79q1S1VVFWUBBWBtbW1ubh4XFzd06NDTp0+jIDJI0PTxvKsfirhQT21lfZfsK7Y/gA8W3Nz+Su7mdkfAAiBOTk49e/b09PR8/PjxhAkTUBD+khnt/QCZMWbMmNjY2HfffbesrGzGjBlffPFFTU0NyiJTyrL4vyIG1m97dfWtNNSMO99N+fhUXpfsK0YpIUVn5ydVFNQiYAHIEy0trVu3bl29etXU1BTVEBitJPd4kCQjI6OrV69+//33TCZz7969o0aNev36NcoiO2pK+TcRaRv/px3deEjbo+gMemkISicJF/Ikt690lCbXRAS8RMACkHVhYWG///77219exsaYQVTMUQkxS2YwGIzVq1dfv37dyMgoOjra29u7oaEBZWlByGRXEu0mE7Q+T4shR+2ZwZylwTRx1eT7raiATOE5SZR9xeW9o7b/76/+9vONBD0g716ljKQ9BCwA/nbs2OHt7b1w4cJHjx6hGsISkow8CYiDu7t7bGysm5vbgQMH8OcEn4Qh+La4mkppj/5p3SGoqt2uLsL+HxgK+lZUQObN7a8ktK+46FtpDF9kOWZHT0EPSAwpQMACkEVVVVWzZs1atWoVh8P5+OOP7e3tUROJByNkLJlhbm4eGRk5fPhwlKJDpH+Doao+s1XAatdde7ZjDQU1RFH9fSGzEgSNZBJlX/GyHWsoqB2rNLmmKI2NgAUgWzIzM0eNGnXy5EkVFZV9+/YdOHCAxWKhLNKIRMhYMunFixceHh5ZWVkoResxT7xqK+Tp/rVxG3rr9hN4LqXJNWf8kgRlFFH2Fa9+XgKb08rzaxGwAGRITEyMi4tLTEyMoaFhRETEokWLUBOphiFkLNnzySefREREODs7x8TEoBrCugjL5SlgaRmxvPfYCslJ1fn1lxan8M1JouwrXkJunCzPrUHAApAVJSUl48aNy87OtrOze/DgwahRo1CTLohByFgy5ujRo3Z2dtnZ2aNHjz5//jzdA5bgmTMLnlbK17loGbGmHuwvpL+Pykl8+/tE2Ve8dK1V5TrvImABLejp6X3//fdeXl53797t1asXCtJlAQgZS5b06tXr7t2748ePr6ysnDZt2i+//ELzgghqucl/xJbHvPj+3n59fPSF5KT4v3LFvq8Y6VgKClj1CFgAMmTx4sWhoaG6urooBcDbSKGre/ny5UWLFnE4nCVLlqxYsYLOMzgYD9QUlCfkZWB1C+6reg3fYCHouwkHC4RMjy7KvmKhqsOU68sJAQsUVk1NzYYNG9jst78WGQw0nwgmtbYlNGLJGCaTuW/fvq1btzIYjF27dvHOD0c3OuYCxx5lx5dL6KBq3fiMNCpNbjnMqCy7kwOP7CebvHdU4MqqafeLJbSv6MoyahCwAGROeXm5t7f3d99999FHH6EaAG3y9/c/fvz49OnT6fwjY9hH4Gzpkpt+SVW3Xe00NWWdby4ys9Mev8+a77favEFSlH1F/SO5lP/zt3NKsC6njF8roHgKCgomTpz48OFDbW1t/ncLtr8RpV8jLUom5ValZAZdCitXZjajcwXM7AWuqVyaXJP+oKSns57YDypoivaKglreydzLXovUnNPTWc/SS+f11bIW29vTMCbKvqLIu1cpIGDJR9chWrBA0WRkZLi5uT18+NDExOTmzZvjxo1r+daOZfUA2uGnn36i26qFQpaLIYTc/zFTEgfV6c4/YL15xW5P2mg/CxedLtm3c9IflAh8mbQQsACkLjU11c3NLTk52crK6u+//3Z0dBRPVELMApo5ePDg0qVL3dzcXrx4QasTt363m6BvlSbXxJzIFn+qExAXClPeBqycRDGMACtIZnfJvp0Td1TgXYqGvTUQsACkKjk5edSoUWlpaf369bt9+7atre1/EpIYDoCMBXTh5eXVt2/f9PT00aNHJycn0+fErVy7CfluzO4csWcsQXHhRWgR9/NXt9s7nDwnsTzQMSZkVkKLTFZRUJtxs6z143nbz0TZV4xq2Zyr36YIarFTM1bWt0LAApAufX19XV3dgQMHRkZGWlhYSCQYIWMBPfTo0SMyMnLAgAHZ2dljxoxJSEigyYlrGbEErYLHzVghsxISLuRRXyZcyDu/JDnQMebqtymd/MUlYMry0uSaqP2vCSHPbxQmHOzYEPvS5JqLfs9vbn9FdbSlPyi5vOx5dT6f6aO0TVXFuK+IXt0uvrn91e+j4lqP93p7ZbrryMu1hEHuoDiMjY3Dw8PV1dX19fUlGIkwQBvogRrFOH78+IcPH7q7u1+7dm3w4MF0OPEB00yFB5qm6BOQGRUgtiFZPdx1UkKKWm9POFjQ0WjFKyWkiO/TcqkZKwsa1y/Kvp3WnpPt520oLxcSWrBA7tXWvl2xwdzcXLLpSqJPCyBj9PX1w8PDnZ2dCwsLPT09Y2Nj6XDWWkYsx+Vm0jxi7zHduuRMbd7vJmSBIMnt22mWXjpmdtoIWADSEB8fb2tr+/fff0s7BiFjAT3o6upeu3Zt2LBhlZWV+fn5NDlrh6kmQhY8FrueznrSPBxFzVh5qJ+59PcV5T88cllPObqKELBAjiUmJnp4eKSnpwcEBHRBAELGAtpkrKtXr0ZERIwfP54mp8zSYHrvsZVm6HH7pqeUw8qkfX061wQlyr4i/od5JwZDwAKQlBcvXowfP76goMDR0fHMmTMoCIBEM9bw4cNpdcpaRizvPbZCpsUSLzM77TE7egpPGO15Hm1j1TYfaeKqOWlfn9b34omyr0T18dH/4Gh/ebl5kAuD3KUOc4iLQ2ZmppeXV1ZW1oABA8LCwlou4SzNZfXwMgHNvHnz5tNPP927d+9/7tVV0Iz1/t5+CRfyxDieXQjbsYaGf2kkX215z6Cll07/942yHpW1Zwy4lhHL78rA5zcKC5+zWz/ecbmZYR8NQfPRi7KvhHKVUT8NK9du8tVwxcVobMTbgzBbt25ds2ZNi42rV6/+/vvvJRitELOEKigocHd3T0xMtLW1vXPnjpGRkXhK3TmK8QJJv7sTF7bcmjJlyvnz5/v27Xv79m0+P30K6vmNwtoKzqN9ua0nLBi+wULbVFWayQPkAlqwZP7di9oX70b/p7Ky0tvbOzEx0cLCIiIioovTFRqxgH727t0bExPz7NmzCRMmREREtGw/VlC2Yw0JIfaTTXABQDthDJactA1gPPX/0dDQ8PT0NDIyunnzpsL3UADIIAsLi9DQUF1d3ZiYmA8++IB3nhQAQMCSq3SFjMWDwWBs3rw5ISHBxsYG1RAbKTfCoc1Pzjk4OISFhWloaNy4cWPu3LkYagKAgCW36QoZ67+MjY1RBIAu5OLiEhQUxGQyT5w48fXXX6MgAAhYcpuu6J2xfvzxx8WLF3M4HFxZkiK1ViU0XymKyZMn//777wwG486dOxUVFSgIAC8McifyF4PoN6r6woULX3/9NYfDcXd3nzFjBq4vABkxe/ZsdXV1Ly8vTU1NVAOAF1qw5C1dSe0QMuPhw4cffvghh8P59NNPka4kSwrBHc1XCmfatGlIVwAIWCBnsrKypk6dymazx44d++uvv6Ig8h2AkK4U3bVr1zIzM1EHAAQsCZDmHOKKjs1mT5s2LTMz08bGJiQkhMVi4fqS44yFdKXogoKCJk6cOG3atKqqKlQDAAELZFRjY+OCBQv++ecfXV3d0NBQQ0ND1ESOMxbSFQ04Ozvr6ek9ePBg4cKFqAYAApZYSX8OccWVnp4eFhbGYrHOnDnTp08fXFxynLGQrujB2to6ODiYyWQeO3Zs9+7dKAggYAHIIisrq+jo6KNHj44dOxbVkOOMhXRFJx4eHtu3byeErFq16tq1aygIIGAByGjG8vHxQR26OGN1OiGJsi/IreXLl8+ZM4fD4fj4+Lx8+RIFAQQsAJnAZrMzMjJQB/mOWYhW9LZ//35HR8eSkpJp06bV1dWhIEBPmGgUZMuSJUsuXboUFBQ0bty4zqcBaY5Oo0+SQGaC9tHQ0Dh37tzIkSO/+uorFRUVFAQQsAC62G+//XbkyBEmk4m1YwHkmoWFRUpKCtIV0Bm6CEFWJCQkfPnll4SQNWvWeHh4iPRcWFYPoKshXQECFkDXq6ysnDFjBpvNHj169P/+9z8UBEBhFBUVLVu2jM1moxRAK+giBJmwbNmypKQkIyOjkydPMplMMTyjFEZioflKqH/++SckJKSoqOhNs4qKisrKyvLychMTkydPnnAfpq6uXl1draOjw2QydXR0NDQ0dHV1u3Xrtm7dOldXV+oxaWlpVVVVVlZW6urqKKzc8fb2vn//fnV19f79+1ENQMACkJ5Tp04dOnSIwWAcPXq0e/fu4gxAkstYtE9XjY2Nr169evLkSVJS0rNnz1JTU1NSUpYuXbp69WrqAc+ePfvhhx9a76iqqsr7ZXV1NSGkrKyMEFJcXMzdvnz5cu7nu3bt2rt3LyHE1NS0T58+NjY2ffv2feeddwYOHGhpaYmfIBm3ZcsWT0/PAwcOeHp6Tps2DQUBBCwAKXnw4AE1M6GXl5f4Y5AkMhbt09WiRYuCgoKoVMQrLS2N+/ngwYNXrlxpZGRk0ExTU1NPT09VVVVbW5t3l/z8/PLycippVVVVFRcXlzZzcHDgPkZJSUlbW7u8vDy32e3bt6ntM2fOPHHiBPV5eXl5QUFB79698QMla9zd3f39/bds2TJ//nwnJydkYkDAApCSnTt3TpgwYfTo0RJ5drFnLDqlq4aGhsTExJs3b966dWvTpk3vvPMON/GUlZWxWKx+/frZ29v37dvXxsbG1taWd1EjBwcHalJv4YyaCX/Mj83evHmTlpb28uXLpKSkp0+fJicnDx06lPuYsLCw6dOnGxsbu7q6jh492t3dfeDAgQwGAz9fsiAgIODmzZv37t3z8/OLiIgQzzAAAAQsgDZ1ftYrKWcseqSr3Nzcq83Cw8PfvHlDbfT09OQGrOXLly9evLhfv37SvFOMaglzdHQU9H9WVVXNz88/34yKbh4eHt7e3rNmzcKPWBe/0ygrHzt2bNCgQZGRkbt37165ciVqAgoPdxFClyksLJTefFdYVq/dJk+e3L17908++SQkJOTNmzfa2toTJkzYunUrbwi2sbFxcHCQqfvwlyxZUlJS8vfff2/dutXb21tLS6ugoCCoGfcxmF+tC1lbW1Nj8tatW8d7lwOAwv5dgRKI+V0cc4i3T11d3bvvvmtoaPjHH3+YmZlJr1yde4EUOlrFx8dbWlrq6elRX1pYWDAYjKFDh3p5eU2YMMHJyUlZWT5+UaipqY1q5u/vX1dXd//+/evXrw8ZMoT7gIiIiM8//3xGM94xXiAd8+bNu3jxooaGhrm5OaoBCFgAErF58+bY2FhDQ0Npj5LpaMxS3GiVnZ197Nix48ePJyQkBAYGzp8/n9r+7bffBgQEtDkuSsapqKhQYYt349mzZ58/f76pmYODw8cff+zr6yvOG1ehLadOnWpxGykAAha0+/1YOo1Y8vzGHxcXt2XLFkLIzz//bGpq2jUvE13V1dVdvHjxt99+CwsL43A41LwJOTk53AcocOvCtm3bRowYERwcfO3atSdPnnz99derVq0aP378ihUr3N3d8dtLCpCugD4wBgukjcPhzJs3r66ubtq0ab6+viiINAUFBVlZWU2bNi00NLShoWHUqFEHDhzIyclZv349HU5fS0tr5syZFy5cyMnJOXDggKurK4fDCQ0NffjwIa4N6btw4UJ9fT3qAAhY0G5SaB2R5waYH374ISYmxsDA4Ndff8XFImUaGhrZ2dnGxsYrV6589uzZ33//vWDBgm7dutGtDt26dVuwYEFUVFRSUpK/v/8nn3zC/daVK1fi4uJwqUjaRx999P777/OdihYAAQu6KADJc7pKTU3dsGEDNTe3sbExrhRJi4iI+Omnn7hfvvfee3/99dfr16+3b9/OO2cVfX9S+/XbunWroaEh9WV9ff2iRYsGDx787rvvRkZGoj6S4+bmRgjZsGFDamoqqgEIWCADMUjOBw8FBASw2WxPT08/Pz9cI5LT2Nh48eJFV1dXDw+PVatWcYdYKSkpffDBBxgHI0hZWZmzs7OSktL169fHjBkzYsSIK1euYHIHSZg7d+6oUaOqqqoWLlyICgMCFnR1GJL/odn79u1btWrV/v37McW25ISFhTk7O0+ePPn+/fvq6uoLFiyQl3kWupy+vv7p06cTEhJmz56trKwcFRU1ceJEZ2fn0NBQFEe8GAzGgQMHWCxWRETEyZMnURBAwIKui0QKceObpqbmtm3bsGCchNy5c2fUqFFeXl4PHz7U1tb29/d/9erVTz/9JO9zLkhZ//79jx079uzZswULFrBYrIcPH/r7+zc0NKAyYq8zNaX7ihUrSkpKUBBAwIKuCEb90IQObfvhhx/u3Lmjrq6+fPnyly9fbt261cTEBGXpnN69ex84cCA1NXXp0qXbtm1TUsJvS/Fbu3atjY1Nbm7u2rVrUQ1AwIJOxaNOJyRR9pUZsbGxP//8M27JlrTvv/9+4cKFz58/37VrF3fgNojCwsJiz549EydO5G7ZsGHDihUrSktLURzRqampUXcTnz9/ns1moyCAgAVSiUoKEa2oAdefffbZl19+iT9Sxe748eMLFy7kfmlra7t//34LCwtURkJycnK2b9++a9eu/v37865yCJ3m6el54sSJpKQkDQ0NVAMQsEDkmNWeD0Vx8uTJ+/fva2hofPbZZ3j9xeXZs2fjxo2bM2dOYGDgrVu3UBDpMDMz+/PPP21sbHJycmbOnDlhwoRXr16hLCKaOXOmlpYW6gAIWAAdwGaz16xZQwj5+uuvLS0tURDR1dXVBQQEDBgw4MaNGxoaGt9///3w4cNRFqnx9vZOTEzctGmTpqbm1atX7e3td+zYge5vAEDAAqnauXNnRkaGubm5v78/qiG6uLg4Jyen//3vf7W1tZMmTUpMTFy9ejWLxUJlpInFYn377bcJCQleXl5sNnvVqlVonRVdfX39r7/+unv3bpQCELAA2pCVlbV9+3ZCyJYtWzQ1NVEQEZ07d87Z2fnx48dGRkbBwcEXL160srJCWbqKlZXVlStXjh8/bmVltWrVKhRERFeuXPn888/XrVuXmZmJagACFoAw69atq6ysdHJymjNnDqohOnd3dzMzsxkzZiQkJPj4+KAgsmDWrFkpKSk2NjbcLcXFxShLJ0yaNMnFxYXNZtNk6XFAwALopJqamujoaAaD8cMPP2DedrHQ1dWNiYkJCQnBMo4yhXei/PDw8F69ep04cQJl6SgGg0E1eP/xxx/x8fEoCCBgAfCnqqoaGxt77dq1ESNGoBqdU1FRMXv27P3793O3YHYrGXf48OHS0tLZs2d/+umnmNipo9zc3Ly9vRsaGqg7YwAQsAAE/mXv4eGBOnROcnKyk5PTiRMnVq1aVVRUhILIhWPHjv3vf/9jMpmHDx92dnZOTk5GTTpk69atTCYzNDQ0MjIS1QAELAAQs1OnTjk5OSUnJ5ubm1++fFlfXx81kQtMJnPDhg3h4eHm5uaJiYkuLi5nzpxBWdrP3t7ez8+PEPLtt9+iGoCABfAf169f37BhA1Zv7Ryqf8TX17eiosLd3T02NnbUqFEoi3wZM2ZMTEyMm5tbWVnZ//t//2/z5s2oSfsFBASoqakVFRXl5+ejGoCABfDWN9988913323btg2l6Kjy8vIpU6Zs3bq1sbFx5cqV169fNzIyQlnkkYmJSURExNKlSwkh/fr1Q0Har0ePHnfv3k1ISMDNHCDXlFECEK/Q0NCHDx+qq6tTby3QIQkJCWFhYWpqaoGBgZjbQu5/vSor79mzZ968efb29qhGhwwZMgRFAAQsgP+gekMWLFhgamqKanSUq6vr8ePHLS0tXVxcUA3FwJuuCgoKcnNzHRwcUBYAhYcuQhCniIiIqKgoNTU1TGzdIQ0NDdzPp0+fjnSlkNhs9nvvvTd69Og7d+6gGu1RVFS0bt26a9euoRSAgAV0t3HjRkLIp59+2r17d1SjnU6dOuXs7FxYWIhSKLa6ujo1NbXi4uJ33333woULKEibdu7cuWnTpoCAAJQCELCA1u7cuRMZGclisVavXo1qtFNgYODMmTNjYmL27t2Laig2XV3dq1evTp06taqq6oMPPjh8+DBqItwXX3yhrq4eFRV148YNVAMQsIC+/vrrL0LI3LlzLSwsUI322LNnz6JFizgczoIFC9atW4eCKDw1NbXTp0/PmzePw+HMmzfvl19+QU2EMDMz++STTwgh1BI6AAhYQFM//PDDzZs3v/nmG5SiPbZv3/7VV181NjauWLFi//79TCYTNaEDJpMZGBi4bNmyxsbGL774Yvfu3aiJECtXrlRWVr527RpWJwQELKC1MWPG9OjRA3Vo0+7du/39/Qkh69ev37FjBxbDphVqBXR/f//GxsaQkJDa2lrURBArK6sZM2Y0Njbu2rUL1QAELAAQJjg4+Ouvv6bSFQbw0tbWrVsDAwOvXbvGYrFQDSFWrFhB/dRkZGSgGoCABfRy6dKl9PR01KGd3nvvPXd393Xr1iFd0dz8+fN1dXVRB+EGDx48ZsyY2traU6dOoRogRzDRKIiqoqJizpw55eXl0dHRgwcPRkHapKmpefXqVbRbAK/z588zGIzJkyejFK3t2rWroqLCzc0NpQAELKCRo0ePlpSU2NjYDBw4ENUQoqSkRE9Pj/oc6Qp4RUVFTZs2TVlZOTQ0dOzYsShIC1g5B+QRughBJI2NjdSt5l9++aWSEi4ngZ48eWJtbf3bb7+hFNCai4uLt7d3TU3NBx988OTJExQEAAEL6C4iIuLp06daWlrUdDXAV2Zm5sSJE4uKik6ePMm7Kg4AhclkBgUFjRw5srS0dOLEiZmZmagJX69fv05JSUEdAAELFN++ffsIIX5+flpaWqgGX9y3TAcHhzNnzqCdD/jS0NC4dOmSg4NDZmamt7c3m81GTVrYv39/7969MdMeIGCB4svOzqaWVFu0aBGqwVdDQ4Ofn9+TJ09MTU1DQ0NxyxgIoaure/bsWSMjo/j4+JkzZzY2NqImvIYPH87hcC5cuJCbm4tqAAIWKLLDhw/X19ePGDHCwcEB1eBrw4YNFy5cUFdXP3fuHFYQgjZZW1ufO3eOxWJduHAhMjISBeE1YMAAJyen2traI0eOoBog+3AXIXTexIkTX7165eXlhVLw9eeff27evJkQcuDAARcXFxQE2mP48OG///67hobGmDFjUI0W5s2bFx0dHRgY6O/vj952kHG4QKHzhgwZ8ttvv02fPh2l4Ku6ulpVVfXrr7+eM2cOqgHt9+GHH77//vuoA9/KaGlppaWlRUREoBqAgAVAU7Nnz46Li9u2bRtKAZ1WV1dXVVWFOlC0tbVnzJhBjU9ANQABC4C++vbty2QyUQfonNevX7u5ueEmEl7z5s0jhJw7d664uBjVAAQsUDSHDh3y9vYODw9HKVoLDw8vKSlBHUB0aWlp0dHRR48ePXbsGKpBcXV1HTZsmK+vb2VlJaoBCFigaI4cORIaGhobG4tStPD8+fMpU6YMGjQIK/+D6Nzc3NauXUsI+eyzz1JTU1EQSlRU1JEjR3BbLiBggaJ5+fLlvXv3lJSUZs6ciWrw4nA4fn5+lZWVvXv3Njc3R0FAdOvWrXNzc6uoqPjoo484HA4KQghhMBgoAiBggQIKCgpqbGx0d3dHhmhh27Zt//zzT7du3f744w/cQw5iwWQyjx8/rqend/fu3V27dqEgAAhYoLCCg4OpW+RQCl7x8fEBAQHU8kE9evRAQUBcevTo8eOPPxJC1q9fj6WgKTU1NX/99ddXX32FUgACFiiIhGaqqqpTpkxBNbhqa2v9/Pxqa2t9fX19fHxQEBAvPz+/KVOm1NTU7NixA9UghFRVVX344Yd79uxJSkpCNQABCxTBqVOnCCGenp56enqoBteWLVseP35saGhItTQAiN2BAwe2b9+O+Z8oenp648aNI4SEhISgGoCABYqAWt0ZjTQtUHd4/fzzz8bGxqgGSIKxsfHKlSuVlbG+2b8++OADQsjp06dRCkDAAkVw69atY8eOTZ48GaXgdezYsfv37/v6+qIUANIxZcoUJpP5tBmqAQhYIPf09PRmz56to6ODUrSA5ZxBOiorK1evXo2uMSMjo1GjRlGzuuOqAAQsAIVSX1+PIoCUHTp0aNu2bcuWLSsrK6N5KaZNm0YIOX/+PK4KQMACOVZbW9vQ0IA68PL39580aRKm2AZpWrRokbW1dW5u7ubNm2leiqlTpzIYjOjo6OzsbFwYgIAF8urIkSNmZmbbt29HKSjPnz//+eefL1++nJKSgmqA1Kiqqu7cuZMQ8uOPP9I83Jubmy9btuyXX37R0NDAhQEIWCCvLl68mJ+fj8U6uPz9/evq6ryaoRogTVOmTHn33Xdramr8/f1pXordu3cvXrwYs8YAAhbIq5qamsjISELI+PHjUQ1CyN27d8+dO6esrEy1JQBI2c6dO5WUlM6cOXPv3j1UAwABC+RVVFRURUVF9+7dBw8ejGoQQr799ltCyNy5c+3s7FANkD4HBwc/P7/GxsY1a9agGgAyCHPWQbtcu3aNEDJx4kSsY09VIzIyUl1dff369dI4XmMtqYoi1dGkOp7UPif1GYTzpmk704Ao9yAsW6I2gKg5EfXhhMHCq0MfAQEBwcHBGhoa5eXl2tratK1DQkLC4cOHzc3Nv/76a1wVgIAFciYsLIwQ4uHhgVI0NjauXbuWELJ48WJzc3PJHqw2mZRfIJWhhB3J57v1OU0f1Q8Idbe+xmiiOZFoTyasfniZZFxDXWNufEVBIrsohV2aXlORV1tdWk8IUdNV1jJh6fZU1e+jYWSnYTpAS0lF4J80lpaWycnJPXv2pHkxnz59+sMPP9jb2yNgAQIWyJn8/Py4uDglJSUELGq6Cjc3t4yMDMmOL67PJaVHSdlxUvOkvbuwI5s+yo4TndlE148om+LFkkEladXpkSWv75blxJTzeQ0L69iFdfmJlYQUEULMHLUtR+j0HK2nZ6XG99mQrggh48aNU1JSSkxMzM/Px1pVIDswBgvaFhkZ2djYOGTIEAMDA1SDukk+LS1Ngr/KK8NI7kJS4N+BdMVV86Rpx9yFTU8CsoT9pu7xH7nh/i//+SmLb7pqLSem/J+fssL9Xz7+I5f9pg415MvAwGDIkCGNjY23bt1CNQABC+TJ9OnTU1NTf/31V5SCN2ZJ6qlLDpG8paTigkhPUnGh6UlKDuGVkhGZ98pub379z09ZRS+qOrpv0Yuqf37Kur35deY9/lO3x8fHz5w58+bNm7Qt77hx4wghdK4AIGCBvOrdu7eTkxPqIHHFP5OC1aT2mRieqvZZ01MV/4yidrnkc4VROzLSI0tEeZL0yJKoHRnJ5wpbf+vgwYNBQUHbtm2jbYXd3d0RsAABC0BexcbGDh48ODg4WFIHKDlECgP+vUNQLDhvmp4Q7VhdKiE4/8FPWSXp1WK4QNKrH/yUlRCc32L70qVLmUxmWFhYbGwsPYs8fPhwZWXlZ8+eYc0cQMACuYGp27n27NkTFxd34cIFiTx7ZRgp2inOdMXNWEU7MR6rqySfK3wUmEPdISgW1aX1jwJzWrRj2djYUMse79mzh5511tbWHjJkCCEEw7AAAQvkxpIlS955552//vqL5nXIycmh2q6+/PJL8T97fS4p/lU8PYOt1T5revL6XFzMUpZ5ryz+aJ4Y0xU3Y8UfzWsxHuurr74ihAQHBxcWFtKz2gsXLvzuu++omAWAgAVy4N69e0lJSUpKdL9UDhw4UFtbO6yZ+J+99Kioo9qFq7jQdAiQIvabusTTBWLpGWytJL068XQB732Fw4YNc3Fxqa2t3b9/Pz0LPnfu3HXr1vXrh0ngAAEL5EFpaemTJ0+oIQ50rkN9ff2hQ4cIIcuWLRP/s9cmk7LjEj+HsuNNBwJpSbn0RsRR7cKlR5akXPpPh/Jnn31GCAkMDKyvr0f9ARCwQKY9ePCgoaHBxsbGxMSEznW4cuVKVlaWkZHR1KlTxf/s5Rc6M99VR9U8aToQSEVJWnVKaJHEM1xoUUna2xay6dOnGxoa5ubmPnr0CC8BAAIWyDRqoX6JdIrJlcDAQELIxx9/zGKJe7G/xlpSGSql06gMbTocSF56ZEkn5rvqqKIXVbyNZOrq6iEhIRkZGc7OzvQs+5MnTzZu3BgSEoIrEBCwQNY9ePCAEDJ06FA6F4HNZsfHxzMYjHnz5on/2aui+K8zKJEziWw6HEhYQ13j67tl0jnW67tlDXWN3C/Hjh1L58bmiIiI9evXHz9+HBchIGCBrHv48CEhhOZTjGpoaLx8+fL27du2trbif/bqaKmejJQPR0u58RXtXAlHdDkx5bnxFag5ZfDgwYSQ6Ghc5ICABbItMzMzLy9PWVl50KBBNC8Fk8kcMWKEZBJPvHQDVjwubEkrSGR37eEaGhru379Pz4DFYDDy8vIyMzNxHQICFsguY2Pj+/fvHzt2TENDA9WQlNrninw4WipKYXfh4err621tbV1dXZOTaXfTqI6OTu/evalFF3AdAgIWyC4Wi+Xi4uLr60vnIkRHRxcVSfJ2sPoMqZ6PlA9HS6XpNV14OGVl5f79+xNC6DnWm5poFAELELAAZJ2fn5+pqakE198Q+9o4MnU4WqrIq+3aw02fPp0Qcvr0aRoWnxrP8PjxY1yHgIAFILueP3+enJzMZDJpfh8ldIjY18bp6OGmTJmiqqqa2IxuxXd0dCSExMdjrCEgYIGsYrPZ48aNW7p0aV1dHW2LcPHiRUKIp6enlpaWpI7BNJDqKUn5cNAVdHR0PDw8CCFnzpyh27kPGjRo9OjR48ePx2UACFggo5KSkm7cuHHs2DEVFRXaFuHy5cuEEInM3s6l3EOqpyTlw9GSmq5ylx9u8uTJhJBLly7RrfgmJia3bt3au3cvrkNAwALZDViEEDqvnFpaWnrnzh0lJSVvb28JHoZlK9WzkvLhaEnLhNXlh5s0aRKDwYiOjs7NzcUrAoCABTKEusdbIlNryomwsLC6urqhQ4caGxtLsv1hgFTPSsqHoyXdnqpdfrju3bsPGTJk0KBBOTk5eEUAuoQySgB8PXv2jBDSt29f2lbg/PnzhBCJD+ZQk+4s+WpOuLYlTb+PBiFF0j0cH3fu3FFTU6Nh/SsrKxMTE6uqqkaPHo2rEboQWrCAv+fPn9O8i5DFYunq6np5eUn2MOrDiYa03gY0RjcdDiTMyE5DFg5Hz3RFCLl165aLi8uXX36JSxEQsEDmNDY2vnjxghDSp08f2hbhyJEjb968cXV1lexhGCyiOVFKp6Q5selwIGGmA7TMHLWlcywzR23TAVqoOS9qMvcXL140NjaiGoCABbIlKyuLzWYzmUw6j8GiliBkMBgSP4z2ZKLqIPGjqDo0HQik8FtVhWE5Qkc6x7IcoaOkIvASbWhoePLkCd1m3bSysmIwGGw2OysrC1cjIGCBbGGxWOvXr//iiy9YLDR4SKHc/YjObIkfRWd204FAKnqO1tO3UZf0UfRt1HuO1hPygJ07dw4YMGDjxo20Kr66urqZmRkh5NWrV7gUAQELZIuxsXFAQMAPP/xA2wpcu3attLRUesfT9SNakmxe0prcdAiQFj0rtT4T9SV9lD4T9fWshA20GjZsGCHk7t27dKu/lZUVISQ9PR2XIiBgAciQFy9ejB8/vnv37vX10lrzRNmUdPuMsCRzzyarb9OTK5vilZWmPpMMhDcviajnaL0+k9qYl3/o0KHKysq5ublpaWm0Kj41DAsBCxCwAGTL/fv3CSH29vbKylKcx0RzPNFfIf6lbJgGTU+riZVDpE3DQMVuupFeT4ncyqfXU81uupGGQRurLGhoaAwZMoR7SdMHWrAAAQtk1LlmBQUF9Dz96OhoQoiLi4u0D6w3jxhuEGfGYho0PaHePBkt9J07in0hWbjqDPAzEfvKOWq6ygP8TCxc2zWO3snJiRDy8OFDWv0I9+7dW0lJqby8HL/MAQELZMu33347derUuLg4ep7+o0ePuO9M0tbtC2K0VTx9hay+TU/V7QvZLfQvv5DUVMW+lvpNMRyywEyMGUtNV3nIArN+Uwzb+XiqBYtuP8uzZ8+uqakJCgrCL3PoQpjJHfigbm+W7BIxsqqxsZG6rX3QoEFd8z/Qm0dUepDiX0nFhc4/idZk0u0zme4ZzMsjwcFk7Fhiba3YV5S9r7GymlL80byS9GpRL42eagP8TNqfrriXMd0CFp2XqAfZgRYsaKmqqoq6gc7UlI7Dol+9elVeXq6iotKVs9hrjiemB4jRts7Mj6Xq0LSj6QFZH3d161bTvzdu0OGi6jfFcPjKHiKOee85Wm/4yh4dSlfUUEJVVdVu3boVFxfjlxuANKEFC1qilt9XUlIyNDSk4eknJCRQawR18R/ByqbEYBXRnkzKL5DKUMKObHsXjdFEc2LTLnIx39W5c03/BgeTTZsUvhGLGo+lb6tuOlAzJbSo6EVVh/bVt1HvM1G/zySDNke1t8ZiscrKyjChHQACFnQ9amy7kZERk8mk4ekXFhZqamo6ODjIxP+G1Y8Y9CP6y0hVFKmOJtXxpPY5qc8gnDeEGsOu3IOwbInaAKLmRNSHy81KOJWVTdGK8vAhHQIWdV/hwI9Me47WS48seX23LCem7SHYZo7aliN0eo7WEz7fVZsZi4Y/yOPHj3/06NHly5ednZ3xWx0QsEAmUC1YJiYm9Dz9uc0qKytl6P/EYBGNMU0fCuPSpbefnztHfHzoc4HpWanpWZk6zDTJja8oSGQXpbBL02sq8mqrS+upMexaJizdnqr6fTSM7DRMB2gJWQkHhCguLi4sLETHKCBggQwpLCykc8CiaGpq4kqQoNu3335Om15CXkoqjO6O2t2ltSY09XNNq05/6mTfvHmDnzbosh9zlABa4HA4RkZGFhYWKAVIRGUl+eWX/2yh2SxNUvbkyRNNTU1HR0danTV1E3RRUREuAEDAAlkxf/78/Pz8w4cP0/DcGxoapLc8Dm3x9g9SqAHvIBlGRkZsNjsrK6uuro4+Z62vr091FOICAAQsgK6XkpKirq4+cOBAlEKCePsHKcHBJC8PhZEQU1NTdXV1DoeTkZFBn7PW0dFBwAIELABZkZmZWd8MpZCU1v2DFGpaLJAMS0tLuq3Np6uri4AFCFgAsoKawt7c3BylkJS//+a/Hb2EktSjRw9CSHZ2Nt0CFsZgQRfCXYTQ0pgxY+Lj4//444/33nuPngELA/wlKCqK//bgYLJnD6H3vauSQ90UnJ+fT59TdnNzCwwM7NOnD179rhLoGNPORy6IcUTAAlqoqKgoLi5WUqJj62Ze80ggE7zNS0hlJdm0SeB3b92i1YRY0kTdUpdHp4FuNs3w0st4tOJ9vOLFLGm8iR48eJDBY+fOnW3usm7dOt5dQkJCcMlKTXV1NW1XS6U6FAwMDHAZSISg/kEKegklhoYtWNBV0aqj6Uos+9I3YM2fP9/Dw4P75cqVK+/cuSPk8VeuXNnE82eur6+vD/6ulaLy8nJCiIaGBg3PnZqWkLrBG8RPUP8gJTiYyNQE+gpk1qxZUVFRGzduRClAoulKRp6ERgGLELJ//37eLxctWiRoKZK8vLyVK1dyv7Szs9uzZw8uXGmiWrDouX4Z1YKFgNW2kBDCYHT4Q0j/IEVLq8PPuW4dpnhok4WFhaurK63u3igoKNi2bdv27dvx6stRulKwjCWlgGVtbR3MXduVkMTExK1bt/J95LJlyxITE7lfrlu3DgNipKympoYQoq6uTsNz//HHHy9evOjq6orLoA0+PiQ3l/j6dvF/IzSUbNyIofHQWm5u7urVq7ds2YJSyFe6UqSMpSTFX8g+vjy/jjdt2tS6ozAkJIQ3h61duxadg11FVVVVIs+bzGjvR1dwdnaeNGkSMn27mJiQoCASGNg1R/f1JS9ekAkT8DoAX9REoyCP6UphMpZU7xTbs2ePnZ0d98tFixbx3tWSmprKm8Ds7OxWr16Na1f6ysrKCCFqamoSiVaSezx0ifnzSVwc4fm5loYdO5qyHc3WhxZFVlaWr6/vp59+Sp9TZjCafntg0mA5TVeKkbGUpPsXr8mOHTu4XyYmJu7du5f6vLKyctGiRbwP3r9/v6amJi5f6QsJCTl16pQ4F94XJSohZsm+gQPJP/+Qzz+XxrHs7Mjt22TFClS9Q4qKikJCQv766y+6nXglbpuQ23SlABlL2nMdTZgwYe3atdwvuR2FJ0+eDA8Pf1vTwMCRI0fi8u0S05uJ7S5CscQjaWWshc0w+3OHaWqSvXsJT/++RHz+OYmIIPjN0HFUfxmtFnsGoF3AIoSsXr2ad9aGgICAK1euLFiwgLvFw8Nj5syZeG0UgRiDkVQyVmCz2tpavHSd4eNDXrwgPD/d4hQc3JThMDyuU6j+MjabTZ9T1tbWxusu2d+W0mpbkt9GLKWu+FtXk3eu0fDw8IkTJ/I+AJ2DSFddmLFoeweleFhbk+vXCU8rtRh4eJC4OEzyDh2CP5OAjgGreczGwEABNx8FBwdbY+xql9q8efPq1atLSkpkMQxJJWPhV7OoNm4kt2+L56nWriXnzpGBA1FU6JDGxkbHZiiFJEi5VUlOG7G6bL25+fPn+7aaRAeTtsuC7777btu2bdS9hLIYgySfsaqqqnAZiGrkSPLihagTZVHTXKE9GzrO1NT0YTOUAmgXsJpHrLa87QjzMsgCqoOs88M1pNDIhPsK5YK1NQkK6mR3oYcHprkSO0wNBUCXgPXLL7+02CJoeneQPnrecKSrq0sIqaiowAUgxpp2Zq+cHGJqiuKJi5aW1oIFCz7++GOUAkDxA1aLSdspwcHBISEheFW6lkgtWFJrW5LMgZSUmn4iOBwOLgOx+f33zuyVmEhiY1E8cdHX1z9w4MCPP/5In1PmcDjFxcV46YF2AavFpO28fH19U1NT8cJ0IWqZZ3q2YL3//vvTp0/v1q0bLgPxePyY8Cwt2jFhYagfdFpsbKy+vn7Pnj1RCqBRwGo9aXtcXBzvzFgtvgtSRk0x2pkWLCkPjZLA4Y4cOXLq1CkLCwtcBuLx4EHn9z17lmAabugs6lYVsU2YDCAXAavFpO3BwcEDBw7csGEDd0t4ePjBgwfx2nRtwMKkzyAGovRJoZdQfF6/fh0WFpbY6dZEOUTdB40pFYFGAevOnTu8k7Zz52UYOXIk7zKFCxYsoJbQAekbNGiQq6sr5kEGUYnSP0i5fx9VFItr1655eXmtWbOGPqdMtcEjYAFdAlbrzsE9e/ZwP1+8eHGLJXSwTmeX+O2336Kiotzc3Gh47oWFhQ8ePEhLS8NlIAZt9g8GB7cxUVbnBshDK/n5+dRQd/qcMnUvMP5QBLoErK1bt/K2UQcHB5vwrCymqanZoqMQszaAlG3ZssXFxWXfvn0ohRgI6R/09SUvXhAfHxIURHiarltKTCRoyRbTXw6EEAMDA/qccmlpKQIW0CVghYSEbNq0ifvl2rVrW0/a3qKjcNOmTVeuXMGLBFJjZmZGCMnNzUUpRJWaKrB/cMeOplzFXRFrxQpy+zaxs+P/YPQSii9gmdJpajFqsS/dzk3DBiBHASsvL2/jxo3cL+3s7JYsWcL3kS06CleuXJmXl9fm8+/cuZPBYDx+/BivqOgaGhoKm9Hw3Kkm1ezsbFwGorpxg89GO7umLLViBWn1pxWJiCCtlnYg6CUUE+qSplXAolqwMOUKKH7AWrZsGW/n4P79+3k7B3m16ChMTExctmyZ8Ce/cuXKypUr8VqKy+7du42MjJYvX07Dc+/evTv19wAuA1GdOtVyi69vU4oaOVJQtiV795JWkw+jl1AsXr9+TQgxNzenzyl/9dVXkZGR8+bNw6sPihywWkzavnbt2pGCfsn++9fsfzoKhU/vfufOnYkTJ+KFFCNqJGxOTg4Nz516B0pPT8dlIJLUVMIzFUuTwEASFEQE/Fn1lo8PiYsjPG3YTZKSUFERZWRkEEJoNcGbpaWlm5ubNbcnGsRqQYyjAh9ObgJWi0nbPTw82rOic4uOQkHTu4eEhIwaNQrXungZGhpybzuim969ezMYjLKysjdv3uBK6Dze/kE7u6bMNH9+e/cdOJCcO/ef7kI6LfAiCSUlJd26dWMwGJjWHEChApa1tXUjj+vXr7dnYhJNTc3r16/z7tjiD5HU1NQlS5ZQ0c1O0PBY6BSq95ae3WSqqqpUI9bLly9xJXQet3/w88/JP/80ZaYO0dT8T3dhYiLB8EoR6OnpZWdnV1VVqaqqohogLlJrVZLT5quuXOxZFFeuXLGxsfnll1+oDscTJ07gWhcjqgWrsLCQnmse9+rVi8Vi0XOMv3hw+weDg5tyUqdnevTxIS9e/NtdKMqSO/B/fzzQ6nxnzJjx2WefUUPdARCwOsbDw+P27du8NyeCWFADvTkcDj1DxtmzZ9ls9oQJE3AldNLDh02piJrmSkTW1uT6dbJ2LXoJoUOKiopOnz69b98+NNpJlBTaluS3+UpeA5atrW1oaOj169eFD5aHzlFXV9fT06NtL6GBgQGTycRlIJLr14kYBxdv3Ej27yf8RmFCe1BzmtMKddekgYGBmpoaLgD5DUByna7kNWBZW1ujgUGiOjlbQb9Gqf4vpXw4aCfRG65aGzmS4Hawzho2bJihoeG9e/foc8qZmZnc32MgpxlL3tMVIUQZFwe0dvz4cTU1NRsbG9pWoLa2VllZWUlJCRcDyLWamppnz57V19dbWloiYIHkMlagYwzSVQt4/wA+Bg8e3L9/fxUVlQ7vKbVWJUkeaOTIkVpaWk+ePMGVAPIuISGhvr5eX1+fVrOM0nDeL1nIWEhXCFgAbf1UKCnV1dXdxyp4IP/i4+ObJxcbSKuzpgIWrRrtFCZjKUy6QsACCZBCI5aEDzFkyJDmVYYRsEDuxcTEUG3StDprqovQysoKF4D0M1anE5Io+yJggdx49erVjBkzpk6dKosBSPIBbtiwYYQQWg0KBkVF/Z3g5OREq7N+7733fHx8HBwccAHIRcxSvGhFwSB34ENFReX06dPKysp1dXWdGYlFxaBkhjymK0KIq6sr+f/s3Qs8lGn/P/B7kNMIW2sRxYZKaJRSOVWMSi3JbqHTdpCttLtSdlXUs2VLy267LbXYziee9rfZFMohRaHYUmzFSFEOkSJjnOf/+rt/z/2bRyU5jHtmPu/X83pe19xzm7nn677Xp+u+5roIoqCgoKamhlyZEUAUNTQ05HZMgk/+m0FybNiwAb99OsQsCa8AerDgDbS0tJSUlFpbW3u17HGfhyFhjaDX0dHR1tbm8/nk7RUAEZWbm9va2qqhoYGbZQAIWEALDAaDnKOhoKCALpFIuLNe4S4hiIGpU6eWlZX9+eefKAUAAhbQhaGhIUEQHA6HFsFI6HOKWlhYUAOEAUSXpqYmectbcty6dev8+fNlZWX47QMCFtDRqFGjCIK4d+9e38SjHiek3vxsL7i6uqanp//xxx84EwBEy2+//ebo6BgeHo5SwMDCIHd4s9GjRxME8c8///TZK5I5qfsj3wd0JZxhHXAagOhqbGyUzJX4yCmCx44di3MABhZ6sKCrgNU3PVidYlM3/wcAvRAYGKilpRURESFRn5rP5+fl5REEgTkaYMCJQw8Wi8Xi8/H3uO8D1rp160xMTNrb2yV5ST4ul8tkMnE+gMiJj48vKytTUlKSqE/96NGjV69eycnJkYMcABCwgHaYTGZYWJgkV6CpqcnBweHatWulpaUfffQRTgmR0N7Cr7hTX5XfUFPYUPu4qb6yubG2lSAIeRUZJXVZFR25IQaKakaKGuOUpAYxxLgOZWVlt27dkpaWnj17tkSdAOSoBkNDQxkZ/HUDBCwAWpKTk6utrW1ubj537pyHhwcKQnMvHzU+vvKy5Fpdec6r159tqG5pqG55ls8liBqCIDTNBo+wVNaZpqqqK56jlOLi4vh8/tSpUyVtplxyAJaxsTGuCBhwGIMF8FaOjo4EQZw7dw6loLOG5y25RyuSvn2Yte/pG9PV68pzXmXte5r07cPcoxUNz1vEryZnz54lCOKTTz6RtJOBDFhGRka4LgABC2jcJfDy5ZEjR3bt2iWxFXB2diYIIikpqb6+HucDPT3JqEv7viRr39MaDu99f7aGw8va9zTt+5InGXViduUmJSURBDFv3jxJOx/k5eWVlZUxwh0QsIDWeDzeihUrtm3bJrHxwtTU1MDAgMfjnT9/HucDDd2Pqb4eXPr4ysvevMjjKy+vB5fej6kWm7KcO3euubl5TAdJOyUOHjz48uVLSRt5BghYIGI0NTW1tbXb2tokeULzzz77jCCI06dP43ygm7yoZzf2PX35uLH3L/XyceONfU/zop6JR2Xu3LlDEMTChQsl88RgMBjS0tK4QAABC2ht0qRJBEFkZWVJbAXc3d0JgkhISHjx4gXOB/q4H1P9d0Q5+Q3BPtFY2/p3RLl49GOFhIQUFRWtXbsW5wkAAhYgYNGUSQcFBQVy9kKggycZdXeOVfZhuqIy1p1jleIxHmvkyJEaGhqSdmIUFBTweDxcIICABSLA3NycIIgbN25IchH++OOPiooKa2trnA900PC8Jf9MVZ/cGXzdy8eN+WeqxPJ7hZJg7ty5ysrK169fRykAAQvobuLEiVJSUk86SGwRRo0aJZlrutFT4fnnvRzV3rXHV14Wnn8uosV58uSJxI6YfPbsGYfDaW9vxxwNgIAFIkBFRcXQ0BCdWEATLx81FsbV9HuGi6t5+ahRFOvz888/T5w48auvvpLAc+PatWvkDFgqKiq4UgABC0TAvHnzXFxc1NTUJLwODQ0NR44caW5uxikxgB5fedmD+a7eVw2H16+dZP2kqanp6NGjBEHMnDlTAs+NjIwMgiCsrKxwmQBNYKkceIfvv/8eRSCHo+Xn58vIyCxZsgTVGBDtLfySa0IagV5yrc5kkbporVf473//u7q6esSIEQ4ODhJ4eqSlpSFgAa2gBwugW9zc3AiCkPAFsAdWxZ36bq6E03vlOa8q7ojY/Lr79+8nCMLLy0sCZ4F69epVdnY2AhYgYAGIHg8PD1lZ2czMTEmetGJgVeU3iPHb9VJmBwUFhZUrV0rguZGent7a2qqrqztixAhcKYCABSKjrq7ufAdJLoKGhgbZibVv3z6cEgOiprBBjN+ul0JCQsh5cT/88EMJPDeKiopkZGSmT5+OywQQsECUxMbGOjo6btu2TcLr4O3tTY50KS4uxlkhfLWPm8T47XqDw+GcPXuWwWB8/fXXknlurF+//sWLFxgwCghYIGLs7e0ZDMbt27crKiokuQ7jx4+3s7NrbW398ccfcVYIX31lsxi/XW+oqant2LFjyZIl48aNk9jTQ0lJadiwYbhMAAELRMlHH33EYrH4fP6lS5ckvBR+fn4EQRw6dOj58+c4MYSsz9fGodXb9YaKisrWrVuPHTuGkwQAAQtEDDmzzsWLFyW8Dmw229PT88yZM0OGDMFZAUAHDx8+bGtrQx0AAQtEOGBdunSpvb1dwksRHh4+d+5cBoOBs0LI5FVkxPjteubVq1cSPvktn8+3trb+6KOP7ty5g2sEELBA9FhZWSkoKFRXV5OTzQAIn5K6rBi/Xc8EBASMHj1akr/he+vWrbKysubm5tGjR+MaAQQsED1ycnK2tra4Syjo0aNHlZWVqIPQqOjIifHb9UBxcfGBAwcePXokJycnsWcFOTCUzWZLchEAAQtEm5OT07Rp0wwMDFAKckr30aNHb9myBaUQmiEGimL8dj2wffv25uZm+w4Se1aQvXdz587FBQIIWCCqPD09U1NTyck2YcKECS0tLUePHr179y6qIRxqRopi/Hbv6+7duydPnpSWlpbkSUMqKyszMjIYDMacOXNwgQACFoA4mDp16vz589va2nx9fVEN4dAYp6RpNlg476VpNlhjnBKdq/H111+3t7cvX77cxMREYk+Jc+fOtbe3T5o0CTNgAQIWgPgICgqSlZW9ePHihQsXUA1h/NdqEGOEpbJw3muEpbLUIPp+UTQmJuby5ctKSkqBgYGSfEqcPXuWIAhnZ2dcHYCABSLv5s2bfn5+dXV1KIWBgcGXX35JEMSGDRuamppQECHQmaY6RF+hv99liL6CzjRV2hahpaVl06ZNBEF88803GhoaEnsy8Pn82tpagiDmz5+PSwMQsEDkff7553v27Pnrr79QCoIgtm3bpqGhUVhYSC61C/1NVVfeYE6/T/FqMGeIqq48bYswaNCgn376ycbGZuPGjZJ8MjAYjGvXrj1+/HjMmDG4NAABC0TeZ599Ri54jFIQBKGsrBwcHEwQxN69e7lcLgoiBAafDO3X7iWdaaoGnwyleRGcnJyuXLmiqKiI82HEiBEoAiBggTggv0WYmJj48uVLVIMgiMWLF2/evDkrK4vJZKIaQqA4dJDRAjVVnX7pYVLVkTdaoKY4dBDqDAAIWCBUY8eOZbFYTU1NMTExqAZ5n2LXrl16enoohdBoT1Uet0y9z5eykVeRGbdMXXuqMm0/eHJycnFxMU4AgiD+/vvvf/75B3UABCwQK2Qn1okTJ1AKGChjnD+c4KnZhxlLXkVmgqfmGOcPafuRKyoqFi5caGJicvPmTZwA3377rZGR0W+//YZSAAIWiA93d3cGg3H58uWysjJUQ9ClS5e8vb1RB+EwdvvI/CutPrlXqKojb/6VlrHbR3T+vJ6enjU1NWPGjBk/fryE/+rLyspSUlIYDAa5CD0AAhaICR0dHQsLi/b29pMnT6IalNLSUicnp19++QV9e0IzxvlDC9/hvRzzrjNN1cJ3OJ37rgiCOH78eGxsrKys7OHDh2VkZCT8937y5Mn29nZLS8uRI0fiKgAELBAr69ev37hxo6OjI0pBGT58eEBAAEEQX375ZWlpKQoiHNpTla23jpj8lVYP5scaoq8w+Sst660j6DzuilxWnJxxLSAgQJLnbaeQ/4ZZsmQJSgF0xuDz+ahCF4KCgjZv3txpo5+f3+7du1Ec6KStrc3a2jojI2PGjBmJiYnS0tKoidC8fNT4+MrLkmt15Tmv3rmzptngEZbKOtNU6TzfFXVS2djYXL9+3dLS8sqVKzipcnJyJk6cqKCgUF5erqKigjMfaEsGJQDoK9LS0seOHRs/fvzly5d37dpFdmiBcKjqyqvqapgsUq+4U1+V31BT2FD7uKm+srmxtpUcw66kLquiIzfEQFHNSFFjnBKdV8IRtGPHjuvXr6uqqp44cQLpiiCIgwcPEgTh4uLSs3QVYZbTzT09c8xQbUDAAqALfX39X3/9dcWKFd99952Njc20adNQE2GSGsQYZjZ4mLDWhBYCBQUFGRmZAwcO6Orq4vfL4/GioqIIgli5cmX/RSvB/RGzoOf/OUIJoMf++OOPqVOnYkx3J8uXL1+6dGlbW9vixYt5PB4KAr3h5+eXn59Pzo0CjY2Nn3/+uZmZ2fTp098rKr1vuuqTnwUJhx4s6Ll79+5lZmbKyMhgtGknBw4cKCoq+vbbbxUUFFAN6KVRo0ahCKQPPvhg796975uQev++EWY56MqC94UeLOi5lStXysjIpKen5+XloRqCmEzmtWvXnJycUAromVOnTjU0NKAOvQ9GNHwpQMACeActLS0XFxeCIDCfMkAfOnjw4OLFi62srBobG1EN+kQiZCxAwALhWbduHUEQx44dq6+vRzXeqKysbNq0aVlZWSgFdEdaWhp5Wc2bN09eXh4FIdXX19vZ2R09erStrW0AwxAyFiBggZBMmzZt3Lhxr169Onz4MKrxRtu3b7969aqjoyOHw0E1oGscDufTTz9tbm52cXHZtm0bCkI5fPhwSkrKnj17pKSkBjYGIWMBAhYIyfr16wmC2LdvX3t7O6rxul9++YXFYlVVVTk5OdXW1qIg8DZVVVUODg5VVVVmZmbHjx9nMBioCam9vX3fvn0EQaxdu/adZRFCAELGAgQsEIbFixerqqrW19c/evQI1XidoqLi+fPntbW179275+Ligokb4I0aGhrIbk5tbe2YmBhFRUXUhHLx4kUOh6OqqrpixQpUAxCwQIICRGJi4qNHj7Dw6ttoa2vHxcWpqKikpKS4ubl1cxAJSJRt27ZlZWWpqKjExcVpa2ujIIJ+/PFHgiA8PDyUlJS63lNofUvoxAIELBCGiRMnysnJoQ5dMDExOX/+vKKi4rlz59auXStaa4C6u7szOsTHx4vKMUdHRwcEBDD+w9jYODo6uqioiM4Ba86cObGxsVjOuZNbt24lJyfLysr6+PigGoCABQCdWVlZnT59Wlpa+smTJ01NTSJ05OTiJKIy42VRUZG9vb2bm1tgYCC1kZwMXV9fn7YLRCorK1+4cMHa2hpXSifBwcEEQbi5uWlqana9p5B7ldCJBQhYICQNDQ2//vrr48ePUYq3cXJyunTpUkxMjAh9/V6w10dPT4/+R6uvr5+UlPS2HQIDA93d3elzwHfv3sV10YXGxsZr164xGAxvb29UAxCwQEJ9/vnnX3311Q8//IBSdMHW1lZWVlaEDri8vJxs0H85PC6Xu2bNmv/rYIiIqK+v53e4ffu2l5cXuT0qKioyMpIOB7x58+bx48efPn0a18XbyMvLFxQUxMbGjh8/HtUABCyQUGvXriWnq6H+JEPXfv31V9resaI8ffqUbOjr69P8UM+fP0/1Xd2+fXv16tVMJpN8yGKxQkND/f39yYeenp5cLndgj9bX1zcoKKi9vf358+e4FrogJyc3d+5c1AEQsEBy2draWllZ8Xi8n3/+GdV4p9zc3K+//jowMNDX15fOY96phSaNjY1pXtKYmBiyERwczGKxXt/Bz8+Pat+6dWugjpPP53t7e4eEhDAYjP3795MzyQEAAhbAW5FzT+/fvx//KH8nsk+FwWCEhISsWbOGtnM3ZGZmkg0tLS0615PL5VKD8efPn//GfZhMJpvNJttUz5yQtba2rlix4pdffmEwGOHh4YL3NEFQdXX13r17seI1IGAB/H/29vYWFhb19fUhISGoxjutW7fu6NGj0tLSERERCxcupOHKvlwul7rpZmBg8PoOubm51FQI0dHRA3ioTCaT/x+0HYzP4/E+/fRT8pd+9OjR1atX4yp4mz179vj4+JDLyQMgYAH8bydWaGhoVVUVqvFOS5cuPXPmjJyc3J9//mlvb//ixQtaHV5FRQXZMDIyUldX7/RsfHy8qakp2U5LS3N1de361Rjvr29DW2VlJZUXx4wZI/x6ZmVlXbhwQV5e/o8//li6dCnO/7cpKysLCwujlpMHQMACIGbNmjVlypT6+vqjR4+iGt0xf/78+Ph4ZWXl9PR0ug3mzc7OJhvTp0/v9FR0dPScOXPI7HX79m0rKyua15nL5VJf9Xdzc3vjIK3+Nn369PDw8ISEBGdnZ5z5Xfj+++95PN7kyZMdHR1RDRBRMigB9Lk9e/ZUVlZ+9tlnKEU3zZgxIy0tzcnJSXAUNh3U1dWRjU5xJCQkxNfXlyAINpt94sSJ1zu36CY6Onrnzp35+flkIhTy9zDa29ulpP73X7OrVq3CCd+14uLi33//nZy0DCteAwIWwP+xsbFBEd7XuHHjHjx4QLcVh3Jzc8mGsrIytXH9+vXk7RsvL689e/ZQUyG8k/C/LEkFQYqXl1dAQIAwE+HBgwfDw8NTU1OxfnM37dixo7m52dbWlvpGAoAowi1CALoQTFdPnjzZunVrS0vLwB5Samoq2SBHLFVWVrq7u5Ppyt/fPzQ0tPvpakA8evSo05YPPvigsLBQOO/e0tKyfv16Dw+PmzdvHjhwAGd4d9y/f//EiRPkXUJUAxCwAN6surr60KFDqMP7amtrmz9//q5du6ysrIqLiwfqMCorK8l7auQso0VFRUuWLCGnQoiKitq5cyf9K/ngwYOIiIioqChqitHAwEBra2shzO9aUVFhZ2cXFhbGYDC+++47LFTcTSdOnGhtbXVycpoyZQqqASINtwihv9TU1Ojp6b169Wr06NGWlpYoSPdJS0v7+/t//vnnN27cmDBhwuHDhwdkTDTV08NmszkczuLFi8m8FRUV9c4vDNJEYmIi2XB1dd25cyd1x5BcB7r/MmJiYuKyZcsqKiqUlZWPHz/u5OSEs7qbdu7cyWKxjIyMUAoQdejBgv4yZMiQTz/9lM/nb9iwgc4zldPTvHnzbt68aWJi8vLlSxcXFx8fH+HfLhScitPU1JTqzUpLSxPRqm7atImajDQwMJAaYdaH2tvbt23bNnv27IqKChMTk+zsbKSr98JgMBYsWDB27Nge/KxnjpkwD1XIbwcIWAD/Z8eOHYqKijdv3jx+/Diq8b4MDAwyMzNXrFjB5/P37t1rY2NTUlIizAMoLS0lG9TcUaSwsLCeRZMBnweL7Mqihk7fuHGjP/LBnTt32tvbly9fnpmZ+cbZWQEAAQugV7S1tTdt2kQQxJYtW7DkRQ8oKioeOnTo1KlTysrKmZmZJ0+eFOa75+TkUG02my3YcRUZGSm6VV24cCHZSElJ6Y+AdfDgwejo6MOHD+Nrg93X2Njo7+9fXV3dy9cRWq8Suq8AAQsG2LfffqulpfX06dM9e/agGj3j7u5++/bttWvXfvPNN8J8X+pumpeXV0xMjJWVVXBwMLklLCyssrJSROtJTTnR+z/npIqKCqoyBEEMHTqUynDQTcHBwd9///306dMxnAAQsAC6RVFRMSgoiJyRiLrlBO/r448/3r9/v7S0NPmQx+P98ccf/fqORUVFVJuajkFwEeUe3Pblvz/6j6Y/evSokZHRN998g/vgPVZcXLx7926yq7v3M4sKoW8J3VeAgAW0sHjx4ilTpvB4vPPnz6MafcLf33/BggWzZs16+PBhP71FeXk52XBzc6M26unpeXl5kW1fX19adWJFR0eTw7aMjY25XG4Xe+bl5ZGNXk4EUFRUNHv27OXLl9fU1Jibm1PLMsL78vHx4fF4VlZW7u7u9A9ASFeAgAV0wWAwwsPDU1JS1q5di2r0CTU1NQUFhUuXLhkbG+/evbu5ubnP3+LevXtkw8zsv/6crF69mmrTqs9m4sSJZCM/P//q1atv262yspKco4EgCAsLi569F4/H+9e//mViYnLx4kUmk7l3797r16+bmJjgzOyBCxcuxMTESEtL//zzz324ME4/xSCkK0DAAnoZN27c66sFQ4/5+fnl5uay2Wwej7dlyxYjI6OzZ8/27VtQ31gcPny44HYWi0XPTqxu9q5R6z0bGRn1bE2nBw8emJiYfPfddzweb9asWXl5ed7e3tTdW3gvjY2NGzZs+P/BxdOzU5SnYRhCugIELADxZ2BgkJiYePz4cU1NTQ6H4+Li4uDg0NTU1Fevn5mZSTa0tLQ6PUXbTizqwPLz85csWdJpiofo6Gh7e3tq5P5vv/3Ws3V+dHV1+Xy+pqbmqVOnEhISdHV1cTb2WHBwcGFhoZqaWj8tjNOHkQjpChCwgNYKCwudnJwEB1BDbyxZsqSgoGDr1q2ysrJyHfrkZblcLjX31eszObFYLGpglq+vb9cDnoSJxWLFxcWR7aSkJDc3N8Eptdzc3KgPFRcXZ2Vl1f1XLikpqa+vJ9tycnJ//fVXQUFBXw0YkmRPnjwhCOLHH3/84IMP+ukt+iQYIV0BAhbQnY+PT2xsrIeHB76M3VeUlJQCAwPz8/N//vlnauPjx4+fPXvW49fkcDhkw8jISF1d/fUdli1bRrVp9d0FBweHtLS0LhZaMTIySktLc3Bw6OYLlpeXf/XVVwYGBj/99BO10djYWElJCede74WHh2dlZS1ZsqRf38Uzx6zHCak3PwsIWADC8/PPPysqKqampkZERKAafUhfX1/wXtWXX3758ccfb9y4saKiogevdv/+fbLxtpFzDg4O1HzoO3fupE8nFkEQVlZWeXl5ggs8k4KDg6OiovLy8rrZd1VeXr5p0yY9Pb1ff/21ubm5P9bVAYIgzM3N+3Bsex9GJUQr6C0+dImcnaUTPz8/VKbHyCkZBw8eXFpaimr0By6XS01AoKCgsH79+qKiIpSl+zgczhdffEHdb7W1tU1LS0NZ+vYURRFA7KEHC4TN29t7woQJr1698vT0RDX6g6KiYkZGRkJCgqWlJY/HCw0NHTVq1MKFC/tj6T3xU1xcPHr06PDw8KamJltb2ytXriQnJ7/XgC14pyVLlsyePVvIa2sCCBkCFgibjIzMwYMHBw0aFB8fj8mv+8+sWbPS09NTUlJmzZrV3t5+5swZOzs7rAj5Ri0tLVT7448/trGxmTVrFhmtejaVA3Th2LFjZ8+eTUlJqampQTUAAQugL5mamm7evJnszerZICHophkzZiQkJNy9e3fVqlVr1qyhlh/m8XjUQCtJlpeX5+Pjo6GhcefOHWpjXFxcQkIColV/KC0t/frrrwmC2Lx5M+a+BzHvTUAJYEBs3br1woULbDa7/76eDRQjI6Pff/9dcMu///3v5cuXT506dcmSJW5ubkOGDJGoglRXV585c+b48eMZGRnklpMnT44bN45sy8vL45zpD3w+f+XKlS9fvmSxWFu3bkVBAAELoO/JyspmZGQMGjQIpRgQBQUF0tLSGR18fHxmzZq1YMECR0dHFRUV8f7gcXFx+/fvv3TpEnlbcNCgQXPnzl29evXs2bNxVvS3sLCwpKQkWVnZ48ePy8rKoiAg3nCLEAYM0tUA+v7770tKSoKDgydMmNDU1HTu3LmlS5eqq6uHhISI34cVnHTt5s2bFy5caGlpmTBhwk8//VRaWnr27Nk5c+ZISeE/hv2rsLDQz8+PnNcD6zYCAhaAMLS2toaHh7e1taEUwjRs2LBNmzbl5OQUFBQEBgaamJg0NTUJTqb1999/X716tT9WkhaC5ubm1NTULVu2TJgw4V//+he13d3dPSAgID8/PycnZ8OGDW+cRhX6w44dO7hc7rRp0zZu3IhqgCTALUIYeI6OjgkJCaWlpYGBgaiG8BkYGGzt8M8//wgGrJCQkNOnTysqKlpaWtra2lpaWk6cOFFBQYG2H4TH4928efPKlStpaWkZGRnU4jZSUlLfffcd2R41atSOHTvwSxe+8PDwoUOHbtiwAQtjAwIWgJAsW7YsISEhKCiIzWa/bepwEIKxY8cKPlRVVVVTU6uqqkrsQE6xwWKxNm/e/Omnn9LhgJubmxsbG5WVlcmHe/fuFRw6raGhwWazZ86caW9vj1/ugFNUVBRczQkAAQug37m7uyclJR06dGjx4sW5ubkffvghakIH+/fvDwsLy8/PT09Pv3bt2vXr1x8+fJiTkyM4mdaJEyfOnTs3atQoQ0NDAwMDXV3djz76qJ+O59mzZ0UdCgsL//nnn7y8PA6H4+vru2vXLnKHKVOmaGlpWVtbW1lZ2djYGBsbC2cNFgAABCygqX379mVkZNy7d2/p0qVxcXH4u0gTDAbDuMOaNWsIgnj69On169cFpzVPSUk5c+aM4I/Iy8vr6Oh89tln1A3fmpqa5ORkFRUVJSUlJpM5ePBgqktDQ0ODIIhHjx61tLTU1dW1tbXV1dW9ePGipqbmxYsXrq6uH3/8MbnzihUrjhw58voRPnjwgGrPmDHjyZMn+K3RB5/Pnzdvno2NzcaNG3FRAwIWwABgMpn//ve/J0+enJCQsHv37i1btqAmNKSlpbVgwQLBLR4eHoaGhhwOp6io6OHDh6WlpY2NjQ8ePKiqqqL2yc3NXbhw4dv+AJMTz9bW1r7+7OjRo6mApampyWAwhg0bZmBgMLqDoaHh2LFjR4wYIRgH8TuilV27dsXGxiYnJ8+fP19PTw8FAQQsgAFgbGy8b98+Dw+Pbdu2WVhYYDCWSLDoQD1saWkpKSl5/Pix4H1eWVlZa2vrV69e1XVoa2vj8XiNjY3UDnJych988AGTyVRUVBw8eLCKioqiouKQIUPI/i2Sn5/f9u3bqQWYgf4uX768fft2cvorpCtAwAIYSKtWrbp27Vpubq6Ojg6qIYoGDRqk10Fwo6Wl5dWrV7v4qcrKyne+MjWSHUTCkydP3N3d29raVqxYsXz5chQEELAABlhoaKiUlBTWKgEQXc3NzQsWLKisrGSxWKGhoSgIIGABDDxqNWIAEFFeXl6ZmZlDhgz5n//5H1zRILEwkzvQV3Jy8tGjR1EHABHy8OHDkydPSktLnzp1CkOvQJKhBwto6saNG7Nnz5aSktLV1Z02bRoKAiASRo4cmZ6efuPGjVmzZqEaIMnQgwU0NWnSpE8//ZQczFFcXIyCAIiKCRMmkBOnASBgAdAOg8E4dOiQmZlZVVXVvHnz3jhPEgDQRG1tbXV1NeoAgIAFIkBRUTEmJkZbW/vu3buurq5tbW2oCQANNTc3u7i4TJky5f79+6gGAAIWiABtbe24uDgmk3nx4sUvv/wSBQGgGz6fv3LlypSUlPLycvQ0AyBggcgwMTE5deqUtLT0gQMH0tPTURAAWtmyZQv5tcHTp09PnjwZBQEg4VuEIAKcnJxCQ0Pl5OQElxkGgAF34MCBoKAggiBCQkKcnJxQEAAELBAx+FISAN2cO3eOvHG/du1ab29vFARAEG4RguhpaWnhcDioA8AAevDgwZIlS9ra2hYtWvTrr7+iIAAIWCDauFzuvHnzLCws7t27h2oADBQdHR02m21ra3v48GFpaWkUBKAT3CIEEdPa2lpdXV1VVTVz5szLly/r6+ujJgDCJy8vf+bMmYaGBllZWVQD4HXowQIRo6KicuHCBRMTkydPnsycOfPJkyeoCYDQNDc3U21paenBgwejJgAIWCAm1NTUEhIS9PX1i4uL2Wx2VVUVagIgBM+fPzc3N9+3bx9KAYCABeJp2LBhiYmJ2traDx48YLPZL168QE0A+lVtbe2sWbNyc3ODgoJevnyJggAgYIF40tXVTUpKUlNTu3PnDiZxAOhXdXV1s2fPzsnJUVNTS0xMVFVVRU0AELBAbI0ePToxMXHy5MkhISGoBkA/qa2tdXBwyMzMVFNTS0lJMTIyQk0A3gnfIgTRxmKxMjMzUQeA/ktXM2fOvHHjhpqaWnJysrGxMWoC0B3owQKxkp2dXVNTgzoA9Ak+nz9nzhwyXSUlJZmYmKAmAN2EHiwQHzdv3rS3t9fW1k5MTNTU1ERBAHqJwWD4+vp6eXnFxcWNGzcOBYGeiTDL6eaenjlmCFgAtKOkpKSoqJifn29paZmYmKinp4eaAPSSs7PzrFmzFBQUUAro12gluL94xCzcIgTxYWhomJaWpqurW1xcbG1tfffuXdQEoAc4HE51dTX1EOkKehat3jdd9cnPImAB9As9Pb2rV6+OHj26vLx8+vTpGP8O8L6ysrIsLCw++eSThoYGVAN6nJBo8iIIWAB9Zvjw4WlpaWZmZjU1Nfb29klJSagJQDdduHDBzs6uqqqqvb2dy+WiIDCwwUikMxYCFoghNTW1y5cv29nZ1dfXX758GQUB6I6DBw86OztzudyZM2empKSoqamhJjDgkUh0MxYCFoinwYMHx8XFhYWFBQYGohoA77Rjx47Vq1e3trYuWrQoNjZWSUkJNQGahCERzVgIWCC2ZGVl161bx2AwyIfNzc1tbW0oC0AnbW1tnp6e27dv5/P5Pj4+J06ckJWVRVmAVjFIFDMWAhZICm9vb0dHx7q6OpQCQFBTU9OdO3ekpKT27t37448/Uv8mAaBVABK5jIV5sEAiFBQUHDt2jMvlWlhYxMbGfvzxx6gJAElRUTE2NvbGjRtz585FNQD6CnqwQCKMGjXqypUrw4YNy8/PnzJlSnp6OmoCEu7p06dUW01NDekKekxofUui1YmFgAWSwszM7ObNmxMnTnz27Jmtre1vv/2GmoDE+u233wwMDM6dO4dSACBgAfTWsGHDrl696ubm1tLSsnbt2i+++KK5uRllAYnS3Nz8xRdfrF27lsfjxcbGoiDQS0LuVRKhTiwELJAsCgoKp06dCgoKkpaWjo2Nff78OWoCkuPp06czZsyIiIiQlpYODg6OiIhATQD6CQa5g8RhMBjffvvtuHHjlJWVNTU1URCQEJcvX3Z1da2qqho6dGhUVBSbzUZNAPoPerBAQjk4OFhaWlIP//nnn/b2dpQFxNUvv/xib29fVVU1fvz47OxspCsABCyAfsfhcCwsLGbNmlVRUYFqgFjS0dFpb29fvnz5tWvXdHV1URAABCyAfpefn9/S0pKUlDRu3Lj4+HgUBMSPs7NzVlbW4cOHFRQUUA0ABCwAYZg3b15WVtaYMWOqqqrmzp27cePGpqYmlAVEWktLS2BgYHl5ObVl0qRJKAsAAhaAUBkbG2dnZ69atYrP5//000+WlpaFhYUoC4ioe/fuWVhYBAQELF26lM/noyAACFgAA4bJZP7+++9//PHHkCFDcnJyJk2ahEkcSO7u7owOonX/NDo6OiAggCEgOjq6qKhIvH9ZfD4/NDTUzMwsOztbVVXVw8MDawsCDAhM0wDwXz799FNzc/Nly5aZm5sPHToUBSEIIioqimyMGjVKJA44Nzd306ZNSUlJnba7ubkRBBEREbF69Wqx/E09ffp0xYoViYmJBEHY2toeOXJk+PDhOIEBELAAaGH48OHJycltbW3UllevXg0ePFgyqyHY5aOnpycS6crU1LSLHTw9PQmCEL+MFR0dvW7dupqaGnl5+e+//97b21tKCvcoAAYMLj+AN10YUlKDBg0i262trXZ2dvPnzxdcHFdyUKOkye4fmqusrFy8eDHZ9vLyioqK4v9HXFwcNfmTp6en+C34fe3atZqaGhaLdfPmTR8fH6QrAAQsAFrLyMi4fft2TEyMkZHRgQMHJG3IMBUr9fX16X+0O3fuzM/PJ+NgaGioq6sr9ZSDg0NMTAyVsaj7nmJj9+7dISEhN27cMDY2xmULgIAFQHfW1tbZ2dkTJkyora1dt26djY3N/fv3Jefj5+XlkQ36/9kuKioKCwsj24GBga/vwGQyfXx8yHZYWBiXyxXpXw2Hw/Hx8aHuZTOZzI0bN8rKyuKaBUDAAhAN48aNy8rKCgoKUlBQSE9PNzU13bFjR3NzsyR89szMTLKhpaVF80NNSUkhG8HBwW8bLmZjY0O1b926JaK/FB6Pt337dmNj47179+7fvx9XKAwgzxwzMX47BCyAficjI/Ptt9/evXuXzWY3NTVt3779yJEjYv+puVwu9V08AwOD13fIzc0VnASBJgFrypQpb9uHyWRSo7KsrKxE8ZcSFxdnYmKyY8eOpqYmNpvt4OCAyxMAAQtAtOnp6SUmJh47dszOzm7lypVi/3mpxRmNjIzU1dU7PRsfH099Xy8tLU1wwNMbMd5f90Mbl8ulhlWNHz9eLH8dJSUlLi4uc+fOLSoq0tDQOHnyZGJiokiMjQPxJrReJRHqvkLAAuiJpUuXJiUlycj87ywnDQ0NP/30E4/HE79Pmp2dTTamT5/e6ano6Og5c+aQ2ev27dsD3hvE4XDIBpvNZjKZ5DcKo6OjjY2NxWOi0ezsbCMjo7Nnz0pJSa1bt+7evXuLFi3CxQiAgAUgtoKCgjZu3DhmzJjTp0+L2XcM6+rqyAaLxRLcHhISQs7awGazk5OTOz07IMrKysjG6NGjyfynoaHh5uZGfqmQ5Obmpq+vP+C3MnvG1NRUW1t7ypQp2dnZYWFhqqqquPSAPoTQtyRa3VcIWAB9wMjISFNTs6SkZNGiRWZmZqmpqWLz0XJzc8mGsrIytXH9+vW+vr7kRFMxMTGv3zp8G/77e+dtx9ezIJmuupi1y83NLSQkRCTqf+PGjfr6erItIyNz+fLl69evi+sNUEDGEqd0hYAF0AdcXV0LCgq2bt2qoKBw69atGTNmuLi4iMdUDlRYHDNmDHnTzd3dnZwKwd/fPzQ0lLwZRwdUwEpNTSXTlZubW1xcHJXV0tLSqNTl6+tL83UVORzOwoULp0yZ8sMPP1AbNTQ0sLAgSGDGEsV0hYAF0DeUlJQCAwMLCgpWrFghJSV19uxZExMTagYpEVVZWUndX9PX1y8qKlqyZAk5kDwqKmrnzp20Otra2lqyQR6zl5fX6dOnBb9hZ2Vldfr0aS8vLypj0XMerLKysnXr1hkaGp45c4bBYLx48QLXF0hyxhLRdIWABdCXtLW1Dx069Pfffzs4OEydOlXUJ9QuLCwkG2w2m8PhzJs3j5yyISoqqvt37gYEm83es2fPG58KCAigchjd5sGqqqrauHGjvr7+gQMHWltbnZyc7t69++uvv+LKAonNWKKbrhCwAPoei8WKi4tLSEigtpSUlGzZsqWqqkq0Pojg2oumpqZUb1ZaWhoNj1ZFRYVqe3h4vO3epbq6ur+/P9m+d+8efY7/0aNHI0eOJL+OamlpmZ6e/tdff40dOxYXFEhsxhLpdIWABdBfFBUVqfauXbt27949cuRIX1/fyspKUfkIpaWlZIOaa5QUFhZGDX5/L/06D5bgMPyJEyd2seeIESPIRs8+RT/R1dWdMGHCxIkTL1y4kJ6ebmlpiYsIRD1j9Tgh9eZnEbAAJIijo+OECRPq6+tDQkJGjhy5fv364uJi+h92Tk4O1Waz2YIdV5GRkXQ+ciUlpe5EsQcPHgzgQT58+HD9+vWC83KdPXv2xo0b5OxiAJIZs8QjWv0vPnRp9+7drxfNz88PlYH30t7efv78eWoJFxkZmUWLFnE4HDofM3XCe3l51dfX8/n84OBgamNFRUWPX7D7oqKiuvnigvmv68JSE767ubkNSGFv3brl7u5OTlT7xRdf4OoAEEvowQIQBgaDMXfu3IyMjOTkZHt7+9bW1tOnTzc1NdH2gAV7VqjpGObPn09tPH78uBD+Odf90fSCs0OVl5d3sSc1oYOQF/I6VkwAAA5zSURBVJkhQzabzR4/fvzp06fb2trmzp3r7u6OqwNALCFgAQiVra3tpUuXbt269cMPPwgOYY6OjqYmGqADKqMIztipp6cnOM0BrcaTMZlM6lAvXrzYxZ7UmtDC/JpnWlqaoaGho6NjcnKyrKzs559/npube/78+WnTpuGiAEDAAoC+YWpqumnTJurhrVu33NzctLS0PDw8bt68SYcjpL5hZ2b2X+MhVq9eTbV70InVr5ydnclGYGDg28JfZWUldYuw67HwfUtNTa2wsFBFRcXX17e4uPjIkSMmJia4EAAQsACgH9XU1IwdO5bL5R48eNDc3HzSpEm///47tUbKgCgpKSEbw4cPF9zOYrFo24n1ySefGBkZkW1vb+83ziPq7e1NNry8vPT09PrpSHg83vHjx9etW0dtGTNmzJ9//llaWvrDDz8MGzYM5zwAAhYA9Ds7O7v8/PyUlJQFCxYMGjQoOzt79erV2tra//rXvwbqkDIzM8mGlpZWp6do24nFZDKpeUSjoqI8PDzS09OpZ+Pj493d3anuqw0bNvTHMeTk5Hz55ZfDhg1btmzZgQMHBGeCcHZ2Hjx4MM52AAkhgxIA0MSMDuXl5b93KCkpaWxsHJAj4XK51NxXBgYGnZ5lsVhubm5kUvH19V27di19ViR0dXUtLS0l16KO6vDG3eLi4vq2+6qsrOzkyZPHjx+/e/cuuUVXV3fVqlXorAKQWOjBAqAXTU3NgICA4uLixMTENWvWUNsPHDjAZrPDw8Orq6v7+xg4HA7ZMDIyUldXf32HZcuWUe3z58/TqoCbNm2Ki4t727NGRkZpaWmCaxT2Hp/PNzc3/+abb+7evaugoLB48eLExMSioiJ/f381NTWc0gAIWABAmytTSorNZuvq6lJbjh07lpycvGbNGg0NjZkzZ0ZGRj5//ryf3v3+/ftkY/r06W/cwcHBgc1mk+2dO3fSbdVkBweH+vr6qKgowa9Akr1ueXl5VlZWvXz9ly9fnjhxgqo/g8FwdXW1sLAIDw9/+vTpiRMn2Gy2lBT+6wog0Rg9m/1PcgQFBW3evLnTRj8/vzdOQArQf4qLi8l7Xnfu3CG3yMjI2NnZbdmyxcbGBvURgmfPnp07d+7PP/9MTk5ubm6OjIz08PAgn2pvb0eiAoD/+ncySgAgEj7++OPNmzfn5ubm5eUFBAQYGhq2trZevHhRcPasV69eoVB9Lj8/f9euXVOnTtXU1Fy9enV8fHxzc7OhoaGsrOz//ZcU6QoA/hsGuQOIGCMjox0d7t27FxMTY29vTz21atWqtLQ0e3t7Npttb2+vqamJcvXerl27Tp06Rd4KnDhxorOzs4uLi6GhISoDAAhYAGLIsAP1sL29PT09vaKi4ngHcqZyMmnZ2Nh0vf4xEATx/Pnz9PT01NTUq1ev+vv7U+sCOTo61tfXf9IBmRUAELAAJIuUlNTDhw+vXr2akJBw6dKl/Pz8vA4///zzyZMnFy1aRO7W2tpKLjMM5LCqtLS0K1eupKam5ufnt7e3k9svXrxIBSy3DqgVACBgAUgoeXn5mR3ImZmSk5NTU1NTUlIEF7xbuXJlRkaGubn55MmTzc3NWSyWgoKC5JSIx+NJS0tTw6c8PDxiY2OpZ3V1dadPn25ra2tnZ4fTCQAQsACgs2HDhi3t0Gl7RkYGpwM5rkhGRmbMmDETJkxYtmyZWKaKysrKux3+/vvv27dv379//6+//pozZw75rLW1dXFxsYWFhXUHHR0dnDkAgIAFAO8tOzs7Kyvrxo0b5P8/e/aMvJM4depUKmBduHDhr7/+0hegqKhI/4/W1tYmLS1NPXRxcbl69errs4Xl5eVRAcu3A84KAEDAAoBeUVFRoW4jEgTx5MkTsmtHcE7R5OTkyMhIwZ/S0tLS19e3tbXdtm0buaW1tbW+vl5VVVX4H6GlpaWgoODx48clHUpLSx89elRSUlJWVvbixQtqOH9VVdXz58+lpKT09fVNTU3Hjx9v2kFDQwOnAQAgYAFAP9Lu4OTkJLjxk08+kZeXf/DgAYfDefjwYX19/dMOQ4YMofZ5+PDh6NGjBw0a9OF/qHX48MMPfXx8lJWVyd1ycnKoH1FSUho0aBBBEHJycmSXWENDQ1NTk4aGBtVD9uDBg8LCwrq6utra2rq6uhcvXpCNsWPHbt26ldynoKDA2Nj4jR+nqKiIxWKR7eDg4EGDBo0ZM4Y+SyUCAAIWAEgu2w7Uw8rKyocPHxYVFX300UfUxqdPn5KdSeUdBH/8yy+/FGxnZGR0/XZnz551dnYm20eOHAkKCnp9HysrKypgaWhofPDBB8OHD9fR0RkxYsTwDjodtLS0qB+ZMmUKfpUAgIAFADSl3mHq1KmCG2fMmNHY2FhVVfXs2bPKysqqqqrq6uqqqqqamhrB+4aqqqojR4588eIF+ZDssur0+jwej2pramqamZkxmUwVFRXV//jggw8Eh58PHTq0pqYGvxcAQMACADEkJydH3mHsYp+4uLj3es2vOqC2ACDqsH4WAAAAAAIWAAAAAAIWAAAAAAIWAAAAACBgAQAAACBgAQAAACBgAQAAAAACFgAAAAACFgAAAIgNU1PT/fv319bWImABAAAA9I3c3FwvLy8tLa1Vq1ZlZWUhYAEAAAD0DS6Xe+jQoSlTpkhUhxYCFgAAAAiDRHVoIWABAACA8EhIhxYCFgAAAAwA8e7QQsACAACAASOuHVoIWAAAADDwxKxDCwELAAAA6EJsOrQQsAAAAIB2RL1DSwa/wh5ITU318/NDHQAAAPoV2aF16NAhFovl6em5ePFiFRUV0Th0PnRp9+7dOL8BAADogMlkrly5MjMzk/75AbcIAQAAQDSI0AgtBCwAAAAQMfQfoYUxWO8wffr0oKAgsp2ampqQkICaAAAA0CLEyMjIycnJy8vT8eAwygrjsQAAAESLubn577///urVK9pmBvRgAQAAgGhQUVFZtGiRp6enqakpzQ+Vwefz8QvrpszMzCtXrqAOAAAA3dGHUxqZm5t7enq6uroqKSmJxGdHwAIAAID+CRkMRi9fQYS6rDrBLUIAAACgHZHrskLAAgAAAJoS3S4rBCwAAACgHVHvskLAAgAAALoQmy4rBCwAAAAYeGLWZYWABQAAAANGWVmZ7LIaP368GH9MBCwAAAAQhkmTJnl6erq5uYlllxUCFgAAAAiPhHRZIWABAACAMEhUl1UnmMkdAAAAoI9JoQQAAAAACFgAAAAACFgAAAAACFgAAAAAgIAFAAAAgIAFAAAAgIAFAAAAAAhYAEBTkZGRDAEhISHv/JGAgADBH4mOjkYZAYC2MNEoAAwMe3v7pKQk6mFaWpqVldXbdo6Pj58zZw710M3N7fTp06ghACBgAQD8l6KiIn19feqhkZFRVlYWk8l8fc/Kyko7O7v8/Hxqz+TkZHV1ddQQAGgLtwgBYGDo6elFRUVRD/Pz84OCgt64p7e3N5WuyHuFSFcAQHPowQKAgeTu7i4Ys16/URgdHe3m5kY99Pf337lzJ+oGAAhYAABv1fXtv+7fRgQAoBXcIgSAgaSurh4cHEw9zM/PDw0NJdtcLnfNmjWCO//2229IVwCAgAUA8G4ODg7+/v7Uw8DAwPT0dIIgTp06Jfg1w4iIiC6+ZggAQCu4RQgAA4/L5To7O1Nxis1m+/j4CM7LwGazY2Ji0H0FAAhYAADvITc319TU9G3PcjgcPT09VAkARAVuEQIALbBYrIiIiDc+FRUVhXQFAKIFPVgAQCOdZm3ApO0AgIAFANBb6enp1tbWgltu377NYrFQGQAQLbhFCAA0EhYW1mnL26Z3BwBAwAIAeLfo6OhO9wfJAVjR0dEoDgCIFtwiBABa6DRpeyf4FiEAiBb0YAHAwHt90vbbt2+z2WzqYadnAQAQsAAA3qHTpO1RUVEsFmv79u3UlqSkpMjISBQKAEQFbhECwADr9M1BwXkZQkJCfH19qafS0tKwWg4AIGABALwDl8udPHlyfn4+taWiokJdXZ16ttMSOlgwBwBEAm4RAsBACgoKEkxXUVFRVLoiCILJZHa6UYhZGwAAAQsAoCvR0dGBgYHUQ39/f1dX1077WFlZBQcHUw8DAwPj4+Pf+Gq5ubmRkZEMAZGRkbm5uagzAAgfbhECwMCorKy0s7Ojuq+MjIySk5MFu68onW4UvnHPTqO1BEVERKxevRoFBwAELAAQf52WHex6AHsXA+EJgoiMjPT09OzivaKiol7vGwMA6D+4RQgAA6DTpO3+/v5dfz2w041CwendKysrqXQVERFRX1/P78DhcLy8vMjtO3fu5HK5KDsACA16sABA2DpN2t7N7wZ2ulFITe8eHR3t5ub2tj6wgIAAcpgXpngAAGFCDxYACJuenh5fQGJiYndmXmAymYmJiYI/SC6ek5eXRw7MemN+Wr58Odl4+vQpKg8ACFgAAN2yc+dOPp9PxqzXKSkpoUQAgIAFANCXCgsLyYaWlhaqAQAIWAAAfYAcSs9mszEACwAQsAAA+kB0dHRYWBhBED4+PqgGACBgAQD0Vnx8PPntQn9/fwcHBxQEAIQJ0zQAgBii5m7oNCUpAIBwoAcLAMRNZGQkma68vLyQrgAAAQsAoFe4XO769evJid39/f1DQ0NREwAYEDIoAQCIh9zc3MWLF5OrR2OBZwBAwAIA6K34+Pg5c+aQU7qfPHmSxWKhJgAwgDDIHQBEXnp6urW1NTnf1YkTJ9TV1VETABhYGIMFAKKtsrJyzZo1SFcAgIAFANBnzp07R467SkpK0tDQYLzF+vXrUSsAQMACAOiWX375BUUAAAQsAIA+U1lZSXZfAQDQCga5AwAAAPQx9GABAAAAIGABAAAAIGABAAAAIGABAAAAAAIWAAAAAAIWAAAAAAIWAAAAACBgAQAAACBgAQAAACBgAQAAAEBn/y8AAP//2QhWGdSaZ34AAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"We classify examples according to the label of other examples that are close enough","metadata":{}},{"cell_type":"code","source":"from sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.model_selection import GridSearchCV\n","metadata":{"execution":{"iopub.status.busy":"2022-08-10T19:20:33.492976Z","iopub.execute_input":"2022-08-10T19:20:33.493394Z","iopub.status.idle":"2022-08-10T19:20:33.499262Z","shell.execute_reply.started":"2022-08-10T19:20:33.493356Z","shell.execute_reply":"2022-08-10T19:20:33.498014Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We perfom a grid search to tune the hyperparameter of our algorithm","metadata":{}},{"cell_type":"code","source":"estimator = KNeighborsClassifier()\nk = list(range(1, 10))\nparam_grid = dict(n_neighbors=k)\n\ngrid = GridSearchCV(estimator, param_grid, cv=10, scoring='accuracy', return_train_score=False,verbose=1)\n  \ngrid_search=grid.fit(X_train, y_train)","metadata":{"execution":{"iopub.status.busy":"2022-08-10T19:20:33.500879Z","iopub.execute_input":"2022-08-10T19:20:33.501325Z","iopub.status.idle":"2022-08-10T19:32:06.193023Z","shell.execute_reply.started":"2022-08-10T19:20:33.501291Z","shell.execute_reply":"2022-08-10T19:32:06.190585Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(grid_search.best_params_)\n","metadata":{"execution":{"iopub.status.busy":"2022-08-10T19:32:06.196272Z","iopub.execute_input":"2022-08-10T19:32:06.197100Z","iopub.status.idle":"2022-08-10T19:32:06.205224Z","shell.execute_reply.started":"2022-08-10T19:32:06.197036Z","shell.execute_reply":"2022-08-10T19:32:06.203701Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"Training accuracy after optimization : {}\".format(grid_search.best_score_) )\n","metadata":{"execution":{"iopub.status.busy":"2022-08-10T19:32:06.207381Z","iopub.execute_input":"2022-08-10T19:32:06.207915Z","iopub.status.idle":"2022-08-10T19:32:06.222619Z","shell.execute_reply.started":"2022-08-10T19:32:06.207870Z","shell.execute_reply":"2022-08-10T19:32:06.221143Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"This is a very good accuracy, almost 97% on the training set","metadata":{}},{"cell_type":"markdown","source":"<a id=\"sub\"></a>\n# Submission","metadata":{}},{"cell_type":"code","source":"estimator = KNeighborsClassifier(n_neighbors=3)\nestimator.fit(X_train, y_train)\npred_test = estimator.predict(test)\nsub['Label']= np.array(pred_test)\nsub.to_csv('/kaggle/working/submission.csv',index=False)","metadata":{"execution":{"iopub.status.busy":"2022-08-10T19:34:28.168888Z","iopub.execute_input":"2022-08-10T19:34:28.169350Z","iopub.status.idle":"2022-08-10T19:35:17.320773Z","shell.execute_reply.started":"2022-08-10T19:34:28.169309Z","shell.execute_reply":"2022-08-10T19:35:17.319423Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub","metadata":{"execution":{"iopub.status.busy":"2022-08-10T19:56:05.335221Z","iopub.execute_input":"2022-08-10T19:56:05.335911Z","iopub.status.idle":"2022-08-10T19:56:05.354045Z","shell.execute_reply.started":"2022-08-10T19:56:05.335863Z","shell.execute_reply":"2022-08-10T19:56:05.353007Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}