question
stringclasses
5 values
questionId
stringlengths
6
6
question_types
stringclasses
5 values
image
dict
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003100
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAFmAgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD0/wAT+KL3RdTS1t4bd0aESEyBs5JYdiPSsj/hYGqf8+tn+Tf/ABVN8ff8h+L/AK9l/wDQmrI0XSJNXvhCpKxqN0j4+6P8aBlnXPiT4g07Sjf2+n2LxRuEkZ1fAz06NXOf8Lt8RibYdO0vGcZ2yf8Axdd9408PQ3Pge5020hwqASADqSuTkn1rwS2sZLyB0CZYv8wB6EAf1qU7lONkekzfGLXo2YCx0084UlJOvv8ANXNy/tC+J4pGjbS9I3AkZ2S4P/j9YV3p+pNGzR2cjllA4Hcdf5CuT1HSL2FjcXNs0ILc7hTJZ6fb/H/xRKRu0rSsf7KS/wDxdaMXxw8Qypn+ztMVj0ykmMf99147He7ECKoUdCxGcVY+1xKnN4mf9xif5UxHqs3xw8UwHnTNJZfVUl/+LqSP456+8ZZrDSwf9yTH/odeQNd2zH79zJ7HEYH88/pUYvJvNEe9vs6j5YixKrnrjPSgD2Fvjrrqg/8AEv03PbKyDP8A4/USfHbxK5z/AGdpOP8Adk/+LryXaJG7n+lSxKVPLhVHU0Aetr8cfEZA3adpXXHCSf8AxdWI/jT4icf8eGl/98Sf/F15KtxGzgISwHc1u6Bo+p+Irl7bSLVrh0GZH3BUj+rHijYaVz0B/jPr0ULSPYabgdwkn/xdQw/GzxBLCJXsNLVSTtG2QEjsfv1xuueBfE+jwPPfBFhVSwMJ8xcgcAkdPxq/oWgaRfabbXziW5aRckSyZCt3GBjoaSknsDi1udIvxt8QTyeVa6XYXEn92KKVsf8Aj1bNj8Q/GNwQ93YaRax/3Nsjv+j4FZEFvDbRiOCKOJB0VFCj9KkpiOq/4WBqn/PrZ/k3/wAVR/wsDVP+fWz/ACb/AOKrlaKAOq/4WBqn/PrZ/k3/AMVR/wALB1T/AJ9bP8m/+KrlKTFAHV/8LB1T/n1s/wAm/wDiqP8AhYOqf8+tn+Tf/FVylFAHV/8ACwdU/wCfWz/Jv/iqQ/ELVf8An1s/yb/4quVpDQB1J+IWq/8APrZ/k/8A8VS/8LC1X/n1s/8Avl//AIquSooA6z/hYeq/8+1l/wB8v/8AFU0/ETVu1rZf98v/APFVylIaAOr/AOFjat/z62X/AHy//wAVSH4j6v8A8+ll/wB8v/8AFVyRFNIoA60/EnVx/wAull/3y/8A8VVzUPHeqWvhO01WO2tDPNdNCysrbQoUnI+bOePWuEIrX1VR/wAK90/IzjUJP/QDQwJv+Fsa5g/6Hpw9MpJ/8VVf/hcGvhubHTceu2T/AOKrh5CwJAORnoeKrYO4noc+lTcD0L/hcGvDObDTfptf/wCKpB8Ytdzg2GnD/gMn/wAVXBDGRnoOwHWlliUtuAwPWi4HoUXxc1xwd1lp34K//wAVUh+LGtAcWen5P+y//wAVXmhEls+cbh9KsRzCQA557e1Fxnfn4t68D/x46djt8r//ABVV5fjHryNxY6bgeqSf/FVxLuAPTjPBphQNk45PrRcLHar8ZdfL7WsNNB/3ZP8A4upW+MWvDn7BpuD/ALMn/wAVXm0sRDkj8OelEdwB8rjIHtRcD0mL4w640yCSx07YTgkLJnH/AH1XXW/jm9mQMYLXBGeA3+NeHZTO4HINdloN0RCkEjZZRj6is5ya2NacU9zt7/xh4iXa1kmmBT1EsUjH9HFZ83jfxhEmY08PSHbklhMpz6Y3H+dEcfnJtbGDWdceGIHYtFeToTzt3ZWpU2bqEOqLmkfEfxVc3RivtK05YgMmWFnx+RbNal58Q761jLfZ7Qn0Ib/GucNn/Z8WyLJz1Y8k1zWoztJOV3Zx2pObE4Q6I6i4+Luswhn+xaeEUEklX6f99VhWnx08UXV0E/srS1jY4VhHKSB/33XLahIpXy+uT81WtCtrSWfNxNFHCAcqF/eMfY5wB+FUpSJ5IN2O+k+Ifj8Dfb6Hpd3ERkPbpIxP/Ad+c/hWLN8bvFVvK0U+kabFKhwySRSqyn0IL5Fbei6/p4uk0+2jKsGCLuPJGOprO+J3hkXOmNrkIIubbasoHIeLpn6gkfhmmpMzqU+XYoD47+Jj/wAw3Sf++Jf/AIumt8ePE6nB0zSf++Jf/i68xDKTzxQ43DOau5ieoj48eJCM/wBnaT/3xJ/8XUkXx08RO4DadpQHskn/AMXXlKLlT7VLGMEHFFwPU5fjl4iRwF07S8e6yf8AxdRN8d/Ei4/4luk/98Sf/F15kxyajb7wFO4z1Ffjt4kY/wDIN0r/AL4k/wDi6e3xz8SBMjTtKz/uSf8AxdeWpwwAqbPzAetAj0Q/HnxODg6bpH/fEv8A8XXW/DX4n6z4y8Tz6XqFnYwwx2jzhrdXDbg6Lj5mIx8xrwzytxJxXoXwLUj4h3eR/wAwyX/0ZFQgPRvG8Mlx4kt4olLSPboqqO53NXS6JpUek2CwrhpW+aVh3P8AgKsXNhEdaF+w3SiARpn+HliT+tWGYRruNTKXQ0iupBfOi2zo/IdSpHsRg187BG0DxRe2l+FtleTfFvOFZemQa9xv7zfIQMHHSvCfikJ5fFSM3INuuwduvaphL3jScbQO3hv9OaAMLy3x3/eCub8ZXOnTaJdBLiEuVyu1geRzXnRixF5bDjPINVpnUZRlGxkwcD0ra5hYgDrmq+R0zTY1kPyL27VJDDLcSpFGpLMcACi4WGB9p4qZSz42qxbHQCthfDF2uSyY4zk1ctNClTLNgH0qOdFezZkwQXG0HyCf95sCrB064lOJGRB2C81ufZGjXhefU1G5YNyp/wAKOYfIc/d2M0ARU3bXOATXpun6z/YOjw6JZJLGWQPLIhwWY9yayrGxW5sYnkTOxienejWxLf28skdkGNtGTuPUr3471jOV2dNJcqudHpfie8tne2muEv7VgfMiZtzAd/r9KzrFbbQ/EcmmWjltPvYxc2uTnZnOV/Q/lXJaDaXd7dJdQKIoIGDSzdAAOw966LUoDcWthexAo0TMUI6hS2RSg+WRdZc8b9TraKoaVqK30O18CdB8w9fcVoYrpTvqjgatoxtFOxSYpiEpKdikoASjFLRQA2kNOpKAGEUmKeRTTQA2kp1JQA000inmmmmBGRWxqh2/D7Tve/f/ANANZJrV1c7fh/pvr/aD/wDoBpMDjnRWPTB7VVkhJbj16VdZlL+hNMaHc2QRjqOakCq8RUbsfNjjjrTkVnjC1qRxkxrlRn3pDbRt6g0AZ8iLtU4J4xnHWmvbK4yh2t2x3q3cWzxHHVT0Jqq7GIDJzz60hlCdmTasmQfWpow3lcHOe9LcbJQQfqM1WhaSGTKtlfSgCVlPSqM8BDhl/Kr6ypK5/hf0NSi2edCEikc9DtQnB/CgZn2kEl3eQwxD52IB+nrXYTQNaXHyjHQgipfD+ivpyh7oAS3HQY5XA6H3rX1Kz32wdRytc9SV2dFJWRHbayrRBXOH9DU39pE+/wCNc2w55pkkLOmA2M+lBbNW91KaXIBCj1Jrn7uRIkbadzt1NNFtKGO9mOPU1E8DSyheuKARh3DM0p9qYysQOKu6pbNabJAFO7jBPeq6ytIgLIqN2CjAI+laLYylCUtUWNOvLqO+tpIxueCQNuA5298kdq+gIViu9OEc4DJJGUf3BGDXz3byGKQSIxU98HqO4PtXvejn7ZpMb4K7kDYz0yKaJTvHU+f/ABZ4XuvC+sNaTfNA/wA1vMBxIn+I7j/GsP5lPtXs/wAUYSfCWCA3k3MbAkcjOVOPzrxfcfrVGclZj425OanyQKjiVXHoakOUAz0pkjaaw7ntTiRmnqM5FAEUPMoNTTD5+BzSIoVwaRn2ynnNADUkKsRzXpnwOOfHd16/2dJ/6Miry95PmzXp3wLO7xxdHI/5B0n/AKMipoD3u5IWQH2rJv7oBSAauapN5bgf7NcvfXYGTmsZvWx0043VyGe4VN0jEfSvNPG0I1Jo7lV+eLIwOu010+q35OUVvrWXb2/nP58oz/dU1ME3LQ0qNKOp5Td3CblHGeMn/P0rOnXcoI7CvadR8B6T4j0xpI0FpqC5AmjHDHtuXv8AXrVLT/hpZ2UCrfSfapAc5QbRx2rV1EtzBU29TzDSbP8AfzO65VY9wwOtdL4U8MSQ3H267UKQP3aH+Zru18MWloxMFsBnqTzUj2boPlH4VlOo2bQppGfJBuOAAe2KZbaYjMd6jB7CtWLTJpOTlan+zpaDMjj86yuzVpFB9JgMe0xKQfasmTwv85eM7h2U+npXTR3ETnCkYPrVuJBnI6U+ZonlTMjS9GWzhO4ffOSp/hqzdWCplowFJBUnHYjFX5XC9DTVlDDawo3Hsc9olpb2MUljaoroGy5YdTVu9skaIxqgCgYAHanMgtb4mIAb+SavBRIvvSY73OJNrNZ3KywkhlPH+FdHaXK3cAkA2t0ZfQ1PLYAnOOtVls5LZ/NiHP8AEvqK0p1bPUxqU+ZaFqkpVYMuR/8Aqpa6zlaG0lOxRigQyilNJQAmKKWigBppKdSGgBhpDTjTTQAhppp1IRQBGa2NTCnwDpobH/IQfr/uGsg1p6ywX4f6YT/0EH/9ANDA5eW3BPGB6GqjM6v1wauq6spw2Diq5BLHvUgWoZcoA2AfWrtv5b46GqcK5AyP0p5jKEsh/EUAXriFTESO3QGsm6tQw+Xj2NacE7NHskX8aSRUchSQTnAx1pActNFjpn6VFHBNJKEhR3c9FRSx/IV6LpXw+v8AVSZL7NnBnILL+8Yey9vqfyrvtJ8M6boEDLYw4kb78rnc7fj/AEHFNIDy/Rvhve3O2fVma1jGCIlwZG+vZa7/AE3S7PSofIsovKTO7GSTn6nk1funuQSoZT7EVVSZs/MCDVJBci1PSVvoWaErHcDlWwCCfcVhqS8O1kZTyrK3UEcEGuoSUHnkVRuo4oL7zbjH2O5wr54EcvQNn36fl3rOdNPVFwqNbnnmpW/2edlHTqKpLKFOK7jxB4ZnljL2v71lP3ejfSvObsS21y0UiMjqcFWGCPwrFxa3OhTT2L8j5U81HDhdx74qrDKWGKbczlJFjB5PWgpMkvbSa/gZIIjK8Y37VGTjPOKn0PR7fV9iPxFjJI4PHatPwqHk1NUjB37VIPf72c12cnhnT4o7jU9OR4LkFpJogxKTDuQD90jrxx61aV0Rz8svU4FvBEi6njzB9izktn5iPTH9a9K0F1hgWEcIqgAegFZVswmIYng1asZNp+XsSP1qkNxVtCl8R7YTeD9QkA4VVf8AJga8GaJSuRxk19FeIZ9NtfD9ymuXsdtBdRNEgc/M2R2Hevn67itopQLaaSWM9HkjKE/gaaRzyKwiZMGpW6DNTIwK4PTNPkhDJuHFUiCgww3B4pwbDChlKnBoVd31oAkJBYkcZqvJ97NSbTuprLk0gKcjHNem/ANs+ProZ/5hsv8A6MirzaVQM16T8Ax/xcC7/wCwbL/6MipoD2rxFP5d0q5xmMH9TXDanfEEgH2rqPGUwi1BATj9yD+rVwMhe4mxk47mueSvI7KbShdkUcRuJN78oD+dXaAoVQAMAUtdEY8qOec3J3L2l6lHp85+0nFvJgFuyH1Pt2romaBmUgqQ3OR0rjyAwIIyD2NQW9s9o+ba6niTOfLDZT8Aen4VE6d9UVCpZWZ29x9nWEsSABXEa34qsdPfaCHfsoNX7hLrUdNnCXckcsa7iEA+YV5bOqx3uSpdgfmMnJrOyvaRsm2rxOkfxbqNyuVEdtD/AHj1/CoodahLZllllbsW7/Qdaz4NNu9TCia/kRVHyqqLzz0J64rdtvDKI3mEjcwG45zQ+UFcu6bKbhhIcBT2roY2XZwax1jS0QInapoLncwB71jbU16F24OKgycd+e9OuXJXPaqschK8HntV2I3JnQMwJ5NWIWxiogAFBJpscu5zg96ljRpKisBUn2YMOlV4nOKvxN2qCjPm03+KMYPf3qjJE8bbXUg11McYIHFOlsI5kIKg1pCq4+hnOmpHJYpK1rrRpIzuh5HoahvNHvbG3S4mhHkucLIjBl/MV1xmpbHLKDjuZppKeRTSKokSkp1JQISmkU8000ANIppp+KaaYDcU006koAYa09Zj3/D7TfbUHP8A44azSK1tVOPAGnf9f7/+gGk9gOORAGww/KpFj/ecDin/ACk8AZ9qmjQbv6GpAQIQOpxU6g7OvX1p2Cpx1455qK33Xd3HbRIxkdgqgdyTigDW0jRL7V5GW2j2xKfnmk4Rfqf6V6Xovhmw0dFeOMS3OBmdwCf+A+g+lLpWnx6ZYLYxHhRlmH8ZI5P5/pirUC/ZN7RBjEp5jySAPUDt9KpILl0qFOTUMmGU4596c8isoZWBUjII71VgbDzR9QpBH0PNMkzrsMsgOOO9V8bvmFX7j51YFe1UVGFHpTsAqrTZo0uIJIJBlHUqf8ak6UxThzQO4zTrhprYxTcXEB8qUHuR0bqeCMHrVfVNFs9WjK3ESs2MBiOaS73WuoRXQYiKbEMw9z9xuvHPHvuHpWixK4I7daTVwucJc+CltyTF5u3sVO4D8OtZz+FA10shld9p+4YP/r16eT8vQc1XEyu+1Rk5x0qHTTLVWSOa0ewaz1xS8O0y25C8YAwf0/zz2rsEgcISoXcBkg9D7VjtIX8QwoP4bZgeOnzj/P8ATvW3YN/rIjxsP6GmopEuTe5xt1byaVfbMN5Eh3RMe49PqKoX+vQ+H7Fr64UlA2EX++3oK9GawttQha2uY9yg5HYqfUV4b48sribxdDpExYQRLmNCMfL3P4nv7VPLqaqp7tivp0eq+PdXa4lbAbia5bJWJO0cQ7e56n2HXY1jwhdWOoTQwSSXNlJamQ23mguqqOmSRtG4A84BHfNUR4pi8O2y6XYNGju2HmfKkHOCFAU9MEZIxnis+38RTHR9QvDdTrdam7QRI43OkI+8yrn5nY4XPYZycYqku5ErbIxtSs7SJI57CfzYHADDkmM9s8Dg849OmTVVHzGQc1atIQ+k6gY7cw+Q6h7eXe0m1h94NgLwwJweRk461Tib5M+tJkkDAkmkRfmxUr4300jnIpAPSPqajZCGGR3q3AjNETiiePdEGxgg9aAMy5QckCvRvgMm3x7dH/qGyf8AoyKuAnTg+leh/An/AJHq5/7Bsn/oyKmgO/8AH7ka1DGO9uvH/Amrmo02Ljv3NdP47TPiKJj/AM+qgf8AfT1zdJRs7mkp3SQUYopyqWYKoySeAKsgbU0Fu87fKDgdTWha6LJOiMwIyTn2rpLLR0ittuOQKAOa0eCf7dIpjAiMZUn+VeeeItPFnqswxwWzXvEVhHDDjb8zcmvKvF9gzalJ8pPPasKq6nTQejRyllctbEHcAvoa6qwv0mj4INc0NJEchmvJBHEq9z/IVBpSXS3BkRisRJwp9KxsbbHYyFXPJ4p0AQN8vasozPkfyq9ZlmYZoQMtXLEpj2qvB1OTT7vKrgVDbHCs7nCqMk1ZA+9uhCoTd25plpMXx71g3Nw9zeGQj5c8D1rWsDwKiRSOggOa0oDyM1nWo+XJrRhwOM1mM04RkAVfijzgVStFLkAAknsK6Sx07YA8457L/jVxg5PQic1FakNppYmIeVcJ6eta0kEUsBgkjRoiMFCOMVJRXXCCitDklNyepw2v+DxGhuNLRmA+/DnJ+q/4VxrKVYqwIIOCCOle14zWDrfhm21ZWlTEN1jiQDhv94VZJ5hikq3f6fc6dctb3MZRx+RHqD3FVcUANxSU4ikoAaabTzTTQA0im08imGmA01q6s23wBpx/6f3/APQDWXWnrGP+EA07P/P+/wD6AaTA5NDzyM5qzE2TgH25qCMcDJ6dqtwqCRxmlYCUA7C2PqRWz4BsBc+IGumB22yFgccbjwB/M/hWXLiO2JPpXd+BbD7J4f8AtDgCS6Yyf8BHA/qfxoW4HQkkXA9xU8bhY92cHNQO4x6GoL1WNsGRj8oyMd60sSTrKIrjyjjypcmP0Dd1/wAKANl2c9Cnb61mQz/arcqD84wV9mFX4pfP8mTuVII9D3pWAlZAS3es5EIyD1BrWQfJk1UmiXcxFAFRuKjH36kbrUfRqAG3UEd1bSQSgmORSrYODg+h7H3pmmTvNbGKcg3MDeXLxjJ7H8Rg/jVnGRVC7K2Ui6ieEQbLj02Z4b8D+OOKARfmby7d2PQKTUOmx/ufMbq3IqS9GbGcY6oafBhbWPb/AHB/KgDNiXHiWZuv+hr+GXzWskghvY3J+VxtJ/lVCwxLqupPgfJ5cQOPRST/ADq1MpaE+q8igDSeQ27rMFyF+8PUVy3xBsE1C1trq1gh+0MrJBedGSXgopP904YfUiumik82DB64qvJDbSRSWd0gezuwUdc4wfb0+tSM8E1uzGraj/aVonk6rMALq2mUjyJMYZwOhB/Qg967vwh4TsdJ0+KaS3El6w5ml+Ygegz0FdFqng/T9Jga7sw5KOHkEjbjs44yeTjr+JqWzkDjk5qJtm0ErXMfUdKs9aaXSbrdEl6y+XOnBSdc7c+qnOCK8TcGCWSF+GRyp47g4r3u/wB0M8RjIXDGUsANw55x+leZ/EDwv/Zt3/bFgpbTrlsvj/llIecfQ9R+VC2JmtTiZGy3FIM03kH2pwJx7UEGrBxbjH4024B2AAcU20kxHj9Ku4WRc45oAxphlcCu/wDgV/yPl3/2DpP/AEZFXEXajbhRzXc/AyNk8eXTHodOk/8ARkVNAdl8RtYs7DxHDBMzGY2iMEVcnG5xn07Gs7w5HHrkojlLWxY/JnDBvx7Guo8V+HbbVPEsV3Om/bbImCB2Zz9e/Sp7PSba1TbFDGg9FUCspVWpWR0RpxcdSyvg2zMQVi4YfxA8mrY8N2SMpEQ3Ku0H+taGn3W9PJkOXUcE/wAQ/wAattyK2TTV0YNWdjNjskiJ2gdP1/zirEcQ2kU9upI6j9aAQM46YzTAibl6x9Q0myvLjzJ4ct7HGa2B98VTuTtkNDV9wTa2OI8QaDC6yvLBlMDyiiEkflXHXajTUUPDKuen7s817PbqspZWAZSMEHoaw9d8PWCqjiJirNyu7is5U+qOiFVbSPMbOVro7jbMkfQFj8x/AVoeetvjHXsK0r60jgiZoAfZcdKw/KeSThCWPHFc+7Nm0Xd7XA/ljvVp9MmltVRCFB5Izya6Twp4WkMq3eowlIVAKRuMFj6keldJqHhbT75vMUzW0n96B8D8jkfpWqptoxdVJnkcmlyI5BXGKmt4/JIFeiy+Ed0e37YWI/ieIZP1wQKjtvA9qX3T3E8nsgCg/wAzUexkV7aJylvMOh4zXT6Zod7d7XeMxRf35Bj8h1rp9P0Kw0/DW9pGj/32+ZvzPNaoUCrjR7mcq3Yp2OmwWKARrlu7t1NXqTpRWySWxi23qxaKKKYgooooAz9U0q11W2MNynT7rj7yH2rzXWdFudHufLmG6Nv9XKBw3+B9q9aqrd2cN7btBcRLJG3VT/MehoA8cIppFdTrHhC6si01luuIOu0D51/Dv+FcyykEgjBFAEdNp5ppoAaaaRT6aRTAYa09Yx/wgWm/9hB//QDWYa0da/5EHTP+wg//AKAaTA5hQDyPxqxGcAcVBGPTNT7cRnHFADXlnvLy102JQzzyBF9s8ZPsM5r2iO3jtbaK3hXEcSBFHoAMV5d4Asft/iqa9dcx2UZKn/bbgfpu/SvUpAWXK9RTW4mNLZOCMEU2bmHb3owHAYHleKSXlM+lWiTCLG0u944RjyK2Lc/v1I+4+WX696zZhG7sGyCevFT2TsJoo2OduaTGbacpVWbIyB3q3EeCDUNwozmgRnMOaYakfrTKQCimMAVII4PBp2aYzZoGU9MfFpcaex+e1+RQepjI+Q9SemVyepQ1etG3W0Y/2QP0rNuCbW/trwE+Wx+zTAejH5W6dm7k8AtUy3S2ulTTv0iVzzj1PrigB+hYaznuQc/abmSXPHTO0f8AoNXzypqvpcJt9ItYSMFYhkZPU8nrz3qc0JAUr7XNP0FYpdRukt45WKKzBiCeuOAcVWfxHoOpwFbbWLJpAcqPOCnP0bBrC+J1n9r8GzSgZa2lSUfTO0/+hV4e5DdutaRpqSuFz6ntJ01B8P8AOgQBvfIrnYY2sb+a0ZsmF9oPqvY/lXk3h3xxq2gaY9lZSRkHO3zV3bP93n/Gt/wf4qvdX1SddTuDNMyhkYgDgdgB2rOpTaVy6crOx6LcxGby2XAI9RmqLi2mhksLuJXsbmPOx8gFT1GexBx+hrUt3DLg1n6lb/M+JCHOGBPPTj8/5jNYxZpJHivinw3ceGdXa1kJe3fL28xHEif4joR/iKyFGRXt2p2Fv4n0d9Jvisdyo3W0558tux9weh9R6Hp43e2FzpeoT2V3GY54XKOp/mPUHqD6GqZkMibZir9vIrZ55rPB4pnmNGdwNIC1dHBJx2ruvge5bx1c5/6B0n/oyKvPprtCnI5rvfgXJv8AHl1x/wAw6X/0ZFTA9t1XaL1Sf+eY/maomVVqTxBL5d6o/wCmY/maxWuc8Zrnl8TOqC91GkbkowdWwwOQa2ra8W5gEi8How9DXFPeYJ5pbLWhZXWZGxC/yv7eh/Cqpys7MVSF1dHZSzAfOOo6/SkilDpJg5C1hXuo+VyD0/UV5f8AELxVq2iX+nS6XfS25KuxCnKuOMBgeD3rpOc9sVgXWqeofLLXnPhX4x6Vfxxw66w0+7HBlwfJf3z/AA/Q16NflZoY5o2DI6hlYdCCMg0ARWcwE2M1e1GD7RYNjkr8wrBjk2yg10dnIJYcHuKYHPaba2ss7JcQI4PPzCtG50KzSEta2sUbjnKryfxpl1ZtbTl4+hOa07K6WePa3DilYGzPsdSMYENxkFeA3+Na6SI4ypGPaqV9pyTZdRhqrWsE8D4yaYGyEB71KuFHFRxZKjI5qbaBSEG4+lLk0AU7FIBKWiigAooooAKKKKACiiigBuKytU8P2GqoTNEI5e0ycN+Pr+NahYklV7dT6UjRoww43f71AHkOp6e+m30lq7q+3oy9GHrVE13XjLRy8aX1unEYxIoHb1rhjQA00w080w0AMNaWs/8AIhaZ/wBhB/8A0A1nEVpaz/yIWm4/6CD/APoBoA5iIEdKluWMcLnpgUyLoOKi1FmaJIY8mSRgqj3PA/XFAHoXw4077L4Z+1EHfeStIf8AdHyr+YGfxrrXkEJyeBUNhANOsLW0UALDEsePoMVNcKH4IypFUiWG7cc44PcVC7KrYb7rdc06JWjG3qB0qC5G76eopiM65LRzHcBlehxT4JA1xE4+9nmrUtr9ot+CNwHHvWdbZjnVSOd1DGdVEF25HU1HOuabHkgYqSUHYeaQjLl4bFRkVPIvzVGwxQBCelRu2DinsarynDD6UARXscdxaTQyjKSIVIxXNWWuy6hE2klB9p3mN3beC2GXJIA4yTngnGD2ropzwB61g20KD4hKiyBh9nMuN+eeBge/OfpQxncAADA6AYqJuuKl6CoW5cU0BjeMYDP4M1dByfsrt/3yN39K8V0/Tra+nmE8QUR6M1ynlsBmRVGGOPXHINe96tF5uiX0R/5aW8iY+qkf1rw/QmM2oGFfmd9DmiRQckkK3H6dK0iIzoNIDeH7fVRc4ea+NoI2X5RhQdxbPv0xWtoWnTaP4/g0q9IWYTG3Zk5AYrkEHv2/Oookkh+HljI8bbDrLMCRxjyx/Wun8fKtt4shu0XbIy290HHBHTP6CrtzKzC9tTuNPuC0alhhu49D3q/PEJ4/m6d/pWbPiHVHZARDcDzo/TnqB+NXXm22zt1wOlee1ZnVe6uc7eRG2vI/MLH5MRt2BGT+oz+VVvEnh6PxZpaT2+xNWt0zGxIAuE/uE+o7E/41Lqk//HzFJcbWjEawlfY5Jx/npUVvqIaGG4DKrCIK4OMMy9R+h5rXdGD0Z5RJFJbzSQzRtHLGxV0cYKkdiKqvySK9r8UeD4vE+kR6hZKE1WOPrkDzwP4W/wBrGMH8K8VlSSOZkkRkdThlYYKnuCKkdivKPlNei/Acg+Pbr/sGyf8AoyKvOZmzmvRvgN/yP13/ANg2T/0ZFTQj1bxdP5WqRgH/AJYqf1audN1kHnmtTx3Jt1yIf9O6/wDoTVzQlHrWMlqdUPhRYluGbOOKy7m5cggVaaRT3qpIFJ9aRVzS0m9e6hW1mYmSMYQk/eX0/Cp9c+H1l4r0b7RLczW15CSkLjlMcHBX6nrXPzTfZo/NTduXldvXPbFZ/jnxdr3hzxDAljfNGn2aMywH5onbJySvr71vCV0c9SNnc8/1/wALat4aumjv7dvKz8twgzG49c9voa3tP+InibRLaGGK+NxaooAguRvUD0B6ivQPC/xL0PXUS21XyrK5bh45+YXPsx4/P86u+JPhBYa8W1DQ76K080bhCIw0P/ASvTP4irMzC0b4u6VdlU1a3ksJe8ifvIz/AFH416d4f1yx1GISWN5DcxnnMThv06j8a+ddf+G/ibQizTae1xCD/rbU+YPyHzfpXKwXFxZT77eaWCVT1jYqQfwouB9sMFmTsQaoSWxikDJ0r540j4s+LdOt41e/S7QcYuYw7H/gXWu3s/jdGY0GqaOwY9XtZOP++W5/Wi4HrkEpYbX61OFXPIrh9H+JvhTVHRRqBtZD0S6jKH8xkfrXa21zb3kYktp4poz/ABxOGH5igCwoFPxUTHGAOtALigCaiowzU4FvSkA6ikyfSloAKKKKACiims2PrQA6opJMEIp+Y/oPWnM4jjLt0AzVaPdgyP8Affk+w7CgCcMFAAppf3qPk5xTM0AE+HjYHuO/SvMdd0/7BfEIuIpOVH931FemM3BrkPEkHmWsoPWI71Pt3FMDjTTTTzTTSAYa1tSAbwLpwIzm/f8A9ANZRrV1LjwLpp9L9/8A0A0Ac8Iti7lqbQLL+0vGWnwyDMUTGdxjsvI/XFMklIhI9e+K6L4bWbPNqmqOCVLLbx/hyx/UD8KYHfncwIYLye1MaYR/u25z0NSNwuQM1ERvXBH41RAOMKcnt2qo5zjnFWTlV4FVH5fPINADmeby9kC5b1Jxis0mQXWJgQ4ar7dQQ3PtWdLJuu85J+YUAdHaOPLAqdx8tULU4UVZMjMcDigCvIo3ZqCQYFW2FVpaAKTdaqztiQfSrbjmqlwvzA+1ICFgXZAPWuJsmMPi+0uUjaHdfPE4zkqCOV98gk57YruVXJB9OayE0VB4+N2ZJER4FuVUY2l1O05/Bj+VJjR14Jxz1qPq1P6LTUGWzVoQl2u61kX+8pFfL6T3Wk38F3AzQzofMhcexIz+YIr6ln+5XzmLnT7PxA0erWb3Nlslt3CnDIPOch19xj+dXEDd0jx/rF3qO65gsrm22AfZGgAiBHIYDsc96n8VXE+rz/bbhlaaZB0GAB2AHYCqll4QudPnF7aMb/SZATFdwLkY9GA+6w7/ANKv38S3NhGU5ZRgEV0QUd0JncS3CyeGtEvQpLPCGD5/hwAw/PFX7aUPGMc1k+GvLn8C2aynd9kuZI9h/ut0X8qdp05jdrZzlkOM+3avOrKzOilLSxen0S0umMjLtOOo/wA9K40/Z4ZihOIyzYlBynysQMr2BAHT1rb8R6lf2+21smCNJETuZQQ2TjGT047+49K5OOSSGzjE0TBmJQgnk4bJ/X+dENhVNz0fwxJLHbSQTEZXbjDZHI7HvXJfE3wzGyHXbSMBshbpR39H/ofwrp9Lh+w21rAr7iikHnPuf1zV69SO9sZ7OY/u54zG2ewPf+tZc2pfL7p83SoRkY5r0f4Erjx9df8AYNk/9GRVxd5beRJLA4IeNyhz14Ndv8DFx4+uv+wbJ/6MirUxO98fsBr8Wf8An2X/ANCauULjNdl44hR9eiZlyfsy/wDoTVzioi9FA+gqXC7NVUsrFLDuAFQn8KkW1duXIUe3NW6KaggdR9COK3ijKt5YZ1O5WbnB9cdKbrvw2t/FejLqqX0sGonKfP8ANGwB4yOo+v6VPXbaQv8AxS9v7s//AKEatKxm23ufK2teH9R8P3rWupWrRNn5W6o49VPcV2Hgzx7rXhbTjBaNFNal9xgnUlQe5BBBH517hdWFtfJ5F3bxXELdY5UDKfwNYWsfCLSb+08zRdunXGclDlon/Dqv4flTEc/D8aLCZ1TVNMntWPBkgYSKffBwQPzqzcW/gvxzllNnczkffiPlzAfo358VxGvfDHxTpwZjpb3SL/y0tT5gPvgcj8RXntzBPZXJSSOSGZT0YFWBouB7PP8ABa2uIA2l6w6Ef8s7mMN/48uMfkawtY+FfiqxjzHYpeRgfftZA36HB/SsHw/8R/FGhoFjvhcwjpHdr5g/PIb9a9K8PfHK3kAi1rS5Yz0821YMP++Tgj8zQB5VLpV7pkpS+sri2cD7s0ZQ/rVjTb+802T7TZXU9vIo4aJyp/Svomw8ceEPEKC1Go2rF+PIu02bj6YcYP4VHqvwz8LaxETHZC0dufMsmCfpyv6UgPJ9I+K/iq1kJuLiG9iQfdniGf8AvpcH9a7zQ/jPpd9iPVLOaxfvIh8xPr6j8jWPqvwSuYoH/sfVElJOfLuU2n6bhn+QrhdT8Ja54dQ/2hps0S5x5qjen/fQ4oA+lNN1fTtXh87T72G5THPluCR9R1H41fr5MtLy4sZ1ntLiSCZfuyROVYfiK73Qvi5rNhtj1JI9QhH8TfJIB9RwfxH40Ae7UVyWh/ETw9rhSJLv7LctwIbn5CT6A9D+BrrAQRkcigBaKM00mgBWbaMmokO989qiuJei1JEQkJYnj1oAguZPMnSAdB8zf0H508glgg+8etV7eT5JLl+rt8v06CrUeIYWmkODjJzTAiupRAixr95qZ91RmqVrIb6+ac8qDhastMJJX2/dXjNADmNYmswiSFiOcgqf6VrM+BWTfSfOD/DnB+lAHnpGDj0pDUs6GOeRGGCGIP51EaQDD0rW1EgeBdOz0+3v/wCgGso1rakwXwPpxIz/AKe//oBoA524ZRASfugEk16L4Qsv7H8LWUTqRNKpmkX0ZjnFcLp1tHqN/aWhz++mVW+mcn+VewiFMghOBwOO1NCZQ3XAO5o8RmnAhuhwK0CAo4HB6ioW+z85jTNUSUJiQAQflqlu+fg5yauXSowIDbEHoc1Rj2NIAkqNjsODQA6YoF5WQnHasa6vYoJoxsK75VQZ65JrYu3aBdyhjn0rkbl3vNfsoT0jczt7Y4H6mkxo7i0f5RV9SMVlWb5A7+taK5NMTHSDIzVSf7tW36VVm6UICiwOTUEwzjNWiKhlGaLAQp0xVhIBJPDKSQ0QYD3BFRxrmrsK8A0gFfqBUkaY60Y+apgMCqArXIxGa+cfFkIg8RXYxhTcTAcf9NGPr719I3R/dmvGY4oG+IV7I8MM7Qm7kWOVdw3Km5Tj6/TpVQYD/h5pPieEtd2cz6dYH5pJbltkTD12n735Y9663xPr+nyWi2dtbw3V0SPNvhEEHH90D/8AV9a5vwnqt14outQ1LxBcSXdpp0Hni0U7UZieOB6ep5966Wxl0nxKk9odJtrKdYXkiltxggqM4I71p1uxGPp2oNF4f1vy1AaGWC42+oyVNIurwTX0Zhb5wg389M8gfXFc/pd+sz61bREgPp8jt7FGU/1NZdneiDUY2YgCZfmYcc9v0rDEbmlJ6np08CapZjG3z0BKEng+oPsf8KwX0xru7iDLMlyuQsYwFUg9SepFWdO1AowBOCK6S2nDrkHiuXmaOhxTLCoVbe0YLnqyip5IfMhbHXHWlBBXNL5oXqcDvUFWPB9bWQ6zf+au2Tz2DD3zXX/BAY8fXX/YNk/9GRVheOmjXxZetGRtlCvx6kc/rW58Dsnx9dk/9A2T/wBGRVujme56L43/AOQ3F/17r/6E1c3XS+Nv+Q3F/wBe6/8AoTVzdWAlLRijFAC13Wjr/wAUxa/V/wD0I1woFd9o4/4pmz/4F/6EaEBG64cVt2f+pFZMi/MK1bL/AFQqgZYIrB8Q+FtL8QxhNSsYblQMDzF+YfRuo/A1v0GkI8h1X4IaNcwk6Xd3NlL2WTEif0I/WuIvfhN4o0pyUs1voh0e1bcT/wABPNfSfljrinBPagD5Bktbi3umS5hkikU4KSKVOfxrX0/XdY0iZE07Ubq22/wxyHb/AN89P0r6evdLsNSj2XtnDcLjH71A2Pxrj9T+Evhy8ZpLRJrCU9DC2VH/AAE0gOI0n4yazaziDULWG+iHBcfu3/Tg/kK9D0b4j+G9cHkvc/ZZm+Uw3Q25z2z0Neaat8JNd0vzJrIx6jGMkCP5ZP8Avk9fwriZ7aeykNvcRSRSjlkkUqc/Q0Ae/wCt/Dbw5rqGWO2W0nbkS2oCg/Veh/SvNdc+FGv6ZvksNmowDkeX8smP909fwrA0bxprnh5wLG+fyh/ywk+dD+B6fhivStC+M2n3O2HWrZrSTp50Xzx/iOooA8YnimtJ3huInilXgo6lSPwNbOj+PfEHh90Sy1B2hX/ljN86Y9MHp+BFfQFzZeGvGdgGkS01GEjiRCCy/iORXm/iD4JA75dB1DGeRBd8/gHH9aALeifG+xmIi1qwkt27zW/zp9SvUfhmvQdL8T6NrsW/TNSt7n1VXG4exU818x674T1/w8xXUdMnjT/nqq70P/AhXOfanhIlhkZJB910bBH0IoA+wjNvuSncVY1GfydP2g4ZyEH418r+HviV4l0S6jYXzXcAPMN184I+vUfWvZtL+Idn4zktYrW3mgmiYedG4yAxHGG70Aeg2i+e6f8APOMYUVmeI9VxKmnW7fvXPzEfwitG5uk0jSWnf7+OB6muL08SXl21w2WlnfC/SgDqLdlsdIMg4LfKtJA+yFQevU/WqOqXKi6hs4zlIRz7mlWVnbGcn+VMC5JNkdaoXClkJ605pMk4p6YaPB6HigDitXAXUZMdwCfyqgavaojpqU4fru4+naqJpAIau66+zwDpx7/b3x/3wapGrPiNGf4f6aAcf8TB8/8AftqHsB55f6ne2Ucc9lcvBOrfJIrYYVa0z4kXrgRahfXcEvQTRzvsP1BJx/KsjWICka7ezCubu49jbuzfzqbgeuDx/wCILMI0OqG5hPTzVV1P5YP61s2XxMvXA+2WUEq9zCSh/I5rwXTri4hv4YYZWWN5AGXPBH0r0a1RfLHFTKbWxrGCkelQ+MNHvWCGaS1cn/luMA/8CHFbkLQGHzo5I5ged64P8q8faAOcAHNWbKxvoH8y2lmt++5Gx+nShVu4So9j1W41KMQsVbnGNua5rSIRLd398OQG2KT6DAP8qxJNbv8AT7WSW7lS7VBkiRcMT6ZFdJ4eVx4TjlkGJJtzt+Jq1JS2M3FxN6zbCZ9a1Y3yozWFp8uYwDW1DkgVoiGTM2agkqYgio3oSEU2HXAqvJ05FWpODioHySDwRTARRwKvQj5RVaP/AHavQr8tJgCr81SlSO1EYyTmnsDSAo3eREe3FeMLewWfjxpLlisR1CaGVixwqyRhQcHgd8n29q9ovf8AVGvA9eaSw8aanexqsv2a6gcQOgZHZo88/ljHvVxA6Dwboeo+G18RSavA8FnHZNb726TNkbSvrnGfxqPRNRu9HvYr2HT5rvapUoqkBgRjriuw1XxhDottBY3tnb3OpBFaaFR+7hbHC89xVWDxx/bTjTHnl0WeQ7be5tpMqH7Bgw6GtLys3YR51oE4bxHcWwh8s3MNzEys3K7kY4/MCuciu1EEaTKxZBgMCOnvmumtEu7D4hw2+on/AEkXvlTsw5dmypb8d1cpOgSeVMfddl/Imsq+tionU6PrizIIZ22SLxGxPUehPrXZ6VqmxgrtxXka8IBW9o+t/ZmEV2WaP+FxyV/+tXLKPY3hU6M9ut5BJEGByKzNa1KGwtXlkkAwPWuWsfGkFpAUMqugHy+tcf4h8Qz63dHOVgX7q+v1qOVs0c0kZWo3r3l7LcPkl2J59K9A+CBRvHV1t6/2dJ/6MirzZxXovwL/AOR6uv8AsHSf+jIq2RzbnpHjb/kNxf8AXuv/AKE1c3XSeNv+Q3F/17r/AOhNXOVYxKWgU6gBB1r0HR1/4pqz+jf+hGvPxXomjr/xTtn/ALn9TQA2VORWjZcR1Udau2g+SmInPWilIoFACCnCm0oNAD6Kbml3UgFrN1TQtM1qDytRsYbhexdeR9D1FaOaKAPIvEPwZVg02gXuw9fs90cj8H6j8c15Vrnh/WPDsxj1Swmg5wHIyjfRhx/WvrEmq9zFDcwtDPEksTDDI6ggj6GgD5Ds9WvtJuRcWF3NbTL0eJytd/ofxv1iyKx6vbRahCODIn7uT/A/jXbeI/hF4d1bdJYLJpk55/ccxk+6Hp+GK8q174UeJdI3Nbxx6hCOd9ucNj3U8/lmgD1nT/iv4U1lPLe9NpI/Biu02g+2eQfxxWbrnhPwpr7m5FjayFus1k4Un8U4r59ure4s5TDdQSwSjrHKhVvyNQLczwOGhmkjYdCjEYoA9Y1P4OiS3e50C+Luoz9mucDPsrD+taHwj8PahpmuXDanaNblDvKuRk4GOxNcV4b+KeuaJ+6u2Go22MbZTiQfR/8AHNeieE/GA1a21PVDAYF4CoW3EAds8ZoA7HxBfvq2ox2UTYjTlvYVb04R2cMt6eFjGyHPc9z+FZOj28s0Ic/8fF0dzMf4Vq3qMhu5YtNslJVRtAHYep+tMCtau9zO83JMjfKByTWpN/ocQjyDO46D+GnhYNFttq4e6Ixn+7VOJGObqckk/dB/nQBKONqZ571dgGeOoqhCCzE/rVnzjAQdvFAHPeKIPK1FXHR1rCNdZ4pEdxZ21zHxsYqw+vT+VcmaAGmrXiI48AaYc/8AMQf/ANAaq1WPEgz4A0wE4/4mD/8AoDUnsB5nrALQ5zwCKwJofNiZMjPUfWui1RFWCQA9GFYjAYNQNGZo0D3Gu2sSjLF+n4Gvb9J0C1SBTPmWTHPOB+VeRaLEYvE1vMB2Yn8q9t0eYTWaOP4lrGq3c6KWxbFlaxL8kCDHtWdesQMDAFbDJuG0DdntWVqMEi8OpXPqKy1NWcxfq15e2enIc+fIGcf7I6frXphgFvpcduvREC1xOg6c114smuSMx2oVB/vV392m2Ir6V001octV62KGmOQu0fSty3Ylev5Vz9idsxHvW5bn0xit0YsvA9qbJxQtNkHBqhFVj8xJxURHHT9Klfr3qJ2waAJIBk4xV9B8tUrf5jV5RhRSYD0604801BTjSGUL04jPtXg3i91s/GGoTlHID2kx2g4wAoOa941H/UmvBPiRIYPFEkYVSJrSMMT2w5PH/fIq4K7EX/FcTjxteuxLRzus8Tno0bKCCPbt+FVJIJZ5Y0hRjKzqEAGctnip9K8T293oC6brFmbiS3jK2V2jYki9Fb1X/PNT6NrLaDNLdQRRT3BiKxtPz5bf3lx3rpV7WEQeO7pU+KkEpfJtXshLg8b1Kls+9cnrEPk63qEfZbmTH/fRNVdQnnnluriWRnuJCzu7dS3rWp4kwfEV8w6NJu/MA1z142SHEyQxFSKckVHinRHLfjXMUWc8YpVUBsdzTtnHWnRxMzZGOKYyvOMcV6D8Cv8AkfLv/sHSf+jIq4O4Q7ckV3vwLGPHt3/2DpP/AEZFQgPSfGv/ACG4v+vdf/Qmrm66Txt/yGov+vdf/QmrnBVDFFLSUtABXo+jj/inrP8A6515xXpWkKV0CyBGD5YNAh7rVm2GFqJl4qa3FMCem06kpAFNIp9JimAlGKOlGaAFooFBHFADOteb+Lvi1pWgXn2KwiGpXKNibZJtjTHUbsHLfTpXbeIdRXSPD2o6gcf6Pbu4z3IHAr5MtrW41PUYLKD95cXMgjTJ6sTQB9FeE/iFpfjGeS3tLe5guYo/MkjlUFQM44Yf1xW/ONxPpXBfDHwnf+FI9Wl1WFIrqZ1iTa4cGMc5yPesD4i/FS5sL640PQx5U0LeXPdtgkN3CD+poA9B1PTLW+iMV5aw3EZ/hljDD9a5S/8Ahx4ZuImLaVHGezQsyEfgDj9K8zsfix4qtFCS3cN4o4AuYQTj6riuisPjPI7Rw6jpMQRmCtNFKRtHc7SP60gM7WPhQwJfRb3cM/6m64P4MBz+IH1rQ8L6JdaPZnS7p4zJJc7n8s5AAGcV3MpCzbkOVPIIPBrmJNUig8aC0fdvP74fLxjpyfrQB6REkixC0tFzcSgb27IvpVqGKLTIWjtR5s7cyTHuaTTo3+ziOMfO4zNJ3+laJtCVCA7EHU9zVAZVvYGZmurtvkHPPeoZpTeT7I1wg4FaN6HuMQQIwiXqT0NNhsVTAZwo9B1pAV0j2fKnJHU1ZRFAzKvX1q2iQxrhEyfpT1Rm5KD8aAMvVNPhn0e5EWNwXePw5/xrz816dcK2xgehGMYrzSZDHK6HqrEUARGrHiTH/CAaZn/oIP8A+gNVc1L4pAPw90zOf+Qi/T/rm1JgedanIjW8mODxWCx4PNat6oNrIwJ4HrWKzjHb8qzY0W9Fcf29bg/xEj9K9Y8NiSMSWzfwP8v0PNeQaQ+NctCf+en9DXtGgAHUnY9AAf0rGpudFL4WdtYWiwx7mAMjd/Sq2t2P2u0JA/eLytWGvoLaMNKWwecqpbA9TjoPepjIk0QdGDowyCDkEVSWgm9TnPBtuGadivMly7MfpxXR6hHhyPWqXhmAQXmoRBcCOdtv+6eQa19RQZ3YraK0MJPU5qMbbiti3IHfismVdk2a0bZsmrRDNJTSSZxxSIRilfpmrEVnPze1V3PzDnNPkYGQ/NUaqC/XmhAXbcdBVvoKrwDmrB60mA9OlOI5pq8AUpOaQyhqP+rIxXn+v+ALfxPqCX0moS20ixiLaIgwwCTnr713+oH92ao2gJX2zVJtbCOJsvhLbRL82rzMP9mED+prZt/htoyAebPeTeuXCg/kK7CPsBUwFVzyA49/h14W+YHSw2epaaTn/wAeryLxfaQ2/iy/hiTZGjAIuc4GBjrX0Rcfd4xXgnxBQJ4xuWAxvRD/AOOgVnNtrUaOaSBTGcioI0G/GOM1cJZYSe1Qwrlxn1rIourCpxgUjhY++KNxqGcFsHNMRHdSZTqMV3vwM/5Hu6/7Bsn/AKMirzq5PGK9D+BJ/wCK6uv+wdJ/6MioGeleNv8AkNRf9e6/+hNXO10fjX/kNRf9e6/+hNXOVQxaKKWgB0SGWVI1+8zBR9TXqqxrDbpEv3UUKPwrzzw9b/aNdtVxkK28/hz/ADxXpD/doEVyOKkh6U0jinxUwJaSlpKQBS0UUAJijFLRQAmKQ06o5DgUAeefGXUJLXwK8MasRdXCROwH3QMtz9doH414t4BvtM07xtY3urXK29tBucOwJAfHy59Oe9fRfinRovEfhy+0pyAZk+Rz0RxypP0OK+cNb+H3ifRN0txpkkkI/wCWtsfNX9Of0oA9+vde05tKm1G1vbe4ghjaUtHIGzgZ6deelfKsjXGramzgF7i7myAe7O3A/UUu6SN3jBZGPDqCVJ9iP8a7f4aeFrvUvENrq0tsw0y0cyNKwwruAcKvqc4PHpQB09z8HNIeNRDfXtvKFG48SAtjng4xzXkus6Yum69daZDMbjyJjCJAuCzDg8fXivc/G/j6LwpdWsC2n2qWdWdhv27QOAfxOfyryHwZbNrXjqwMx3kzm4lJ77cuc/XGPxoA9risHsNLtLZn3tBAkbMx5JVQD/KvOtXvS3i6WaLkwqI8/wC6NxH5la9B8Tammn6ZcXXDGNMqB/E3YfnXl1pEwW4mc7nyYt395s5kP4tx/wABoA+gfD9/9r0yCZMbXQNxWu7Ow6k/hXk3gzxhf2umLYpZ2sog+VWcsDj3xW9P4z1+VrhIY7G2EeMNsL8EZzzUupFblqnJ6o7ZbV3b7ppsrQWgJubmGEAc+Y4X+deQ6lrXiHVCyvrdy0b/ACJHbkRqzdSRjsB3rGm0q7WIvexPORjMhmLge5B5/KodZdC1RfU9ZvvHvhPTjiXWIpHH8MWXNc/e/GTT1JXTNMluDnAeZwi/kOa8qn8M3CytdrELmLefun7wHXj07Vs6U2nTxsEsEjZeGA6/yodTS6CNNXszp9R+IPiG94hkgtrc4yYVycemTTyc8nknmuSvIordSkEZT1Beus/hH0FOm29xVElsIaf4sbb8PdL4yP7RfP8A37amUnjF9nw90o/9RF//AEW1WzI85uVY2kny9u9c/ICO9dA8u+Bhg/dPIrCl5PHNQxkdvL9nu4Jv+ecisfpmvbPD8waSRs9QCPyrw9lLIeK9T8F3pntoHY8tGAfqOKzqrqa030PQZoZ7sR+VcbFUENGw+SQkcbsc8H0qj4f1FbR20q4R1uRMcBRlRnk8fwj2960rNuCM1X1fTGuUS6tCI7yH5kcd/anCWlmOS6o3tNOzWyM8TQH81/8ArEVr3ke+AkdRXOaTebponm2LcxjEiKc7CeCP5V1RAYY7GtobGMtzkbtMPnNTWTBupJp2qRGORhjiqFpIyTdeKohnQocDpSTNhc02B8gU26bj0FWIpZy5JANPiwz5zUeQX55qeIAtxwPWiwF6Hp2qao4+1Sd6TAVaD0NG6m570AUb85jPvVS1GMDPJqzfHJAP1qtankHjmmBpRnAqYdKgXkZqdelAFe7cKhJBNeGfEOMSeIo5uQHi/kTXuN8u6E8kfSvF/iHFi6tnXP8AEv4cVEtho4+TiDaGqCIsH60MflzmmZ6Ed6gpmipXZ8zAGq0kmD1zULEnFHOKBEc7bhXonwJ/5Hu6/wCwbJ/6MirzpxgGvRvgUP8Aiu7r/sHSf+jIqBnpfjX/AJDUX/Xuv/oTVzldH41/5DUX/Xuv/oTVzmKoYtKKSloA6fwVBvv7icj/AFcYUfif/rV2zfdNc74Ot/L0qSYjmWQ4+g4/nmuiPQ0CIscU6PrSUqdaYElJ3paQUgFooooAKKKa3SgALcVC7cU45rJ8R6j/AGT4c1K/zhre2kkX/eCnH64pgfN/ibxXqR8c6rqWnahcWzNcMqNFKVyq/Kv6KK734ZeNvEHiTVJ7DUJYp4LeAymYx7XzkADI69e9eMfK0i+YSFJG4gc4717Z4Bm8E6NJfNpXiAObsptivsRSIBn5ckAN17elIDstR0TS9VBS90u0uf8ArrEDSm3MMKQRxpFFGNqIgwFHsK0YyrpmMhlIyCDmq8j4Yg80DPLfGXw2vPEOsyalHqsaFlVFhkiJCgDsQfx/GtTw54Ss/C9kUgXzbtx++uWHzN7D0X2ruJI9w6VSljz2NAjzHxreTveRWcS5MQWXB/ikdtkQ+gOW/wCA1XOnfZLRLYA7Ik25Pf1P4nJq3OFvvGBkzlDfsQT/AHLeL/45J+laGoKGtpJB0J2igDK8LMEv5k/vAGuwnsoJhvkQMcY68HHTPrXHaMPJ1ZD65FdvI222ZgMkKSB+FctZWloddF3ic9JPHFqiNI0cMKBohuIHOAc/TtV+5lijtWZmXay4HPUn0p+n20H2QTAJI8w3PIQCWJrD1qBYpBFZKwCndIseSq59h0zUJJuxd2lcu2EkBsYY4WBCIoYDqDj/ABzXP3kjf2y9xYoJVC7ZY1bG4j2FXNPtN8zrPGyJICyqGOGwcY98VPcxQRywmNFR1fYMDGV7j6U9IyFrKKMiGf7fLBnYrPIFMS/wjOTn8q64iuaVUXxJbhUUbxkkD7x5rpTXTT2Oare9hpqLxu4T4daUT/0En/8ARbVKarePf+ScaR/2E3/9FtVvYzPPXuAtq2Nv3e4rDNypHbPtV0gmI+mDWKRhqgZZaSuy8CXZERXP3JiMexGf55rhgcZz3roPCFyYtSmhyAHj3D6qf8Cama90qD1PdbGXhec1qZyorm9Jn3wIc10UTbkFYRZuzMmE1nqqTGdmhl3qqnACZGce/I4rtrKXzbWKTP3lBrl7q3FxAYyDnqMeo6Vf8IXwvvDtnLgglMEehzXTTdznqKxe1aENGHA6da5t8JJnH5V2Uyh4yp6GuY1C2MLlgDtzWpmXbN8oAAKW7PSsyxuHFyiqpIJ5q7fOCcA1SERRHL5IOKtxMDk4xVGEjGM1eUgYAoAvR9O9PzUSZ2ipMmkAtB5FHWkYgL1oAzrzBf61DBjdnA4qW5OZBnpTIVCqP8aYi8pyRVgAAVBCBnPrUrHAzSYylqD4hce1eS/EDAtI3IwFmC/mD/hXql6S4ZfavMvH0W/QriQf8spEbp74/rSkNHmU74XApkUnrUbtxyKRDWZRbZxuGOlBcE8dKgzzUiDmkISVuOtej/As58d3Q/6h0n/oyKvNbivRvgQc+Pbr/sGyf+jIqaGeneNf+Q1F/wBe6/8AoTVztdH40/5DUX/Xuv8A6E1c5VDCloqezhNxeQwgZ3uq/gTzQB6Po1v9l0i1iIwwjBb6nk1fPQ0AYAA6CgdTQIjpydaTsaVOtMB9J3paTvSAKTNOppFAC5pp5NLTWOKYDWIHevPfjBqYs/AVxCGw95LHAMdcZ3H9Fx+Nd3M/GK8r+L+h63rVhp/9mWUlzBbtI8wiILZIAHy9TgA/nQB4vo+hal4ivjZaXAJ51jMhQuFyo+v8qq6nomraTMY7/Tbq2YHH7yMgGp9OtdQGvWllD59reTTLEv3o2yWA9jX1NLEog8k5eIKFw/zbgPXPWkB8m2Wt6npf/HhqF1beohlZQfqAcVu2fxM8V2jAnUvPA/hnjVv1wD+te1aj4K8NalIXutHtS396NfLP1+XArk9f+FWifYZ5NJjuluwhMURuBsLdgcjj86APOoPFPiPWPEimLVLuCW+uVBjgmdY1LHHC5wAK96uboxr715N4I8EatpvimK91W1EUNujOrBwwZyMAcfUn8K6bWbPXb/xEtzp062UUEZi3zMXWfPP+rHTB7k0AWl0q2W88y2gCSMHBbcTje25up7nmrmpacTBFCoUqi7jg561p6Xp0sdvEblhJNtG9lXALY5IHbmqevKyuxDsqoPujjJoA5qwsy+oEr0jBYn6V1MD7ogcdqzNKi8u1klb7z8VetmxFjuOKwrLZnRQe6KN7aR20bSQyTRMzjKRMcHJ5wvPbPSqlh5MM86plRNiSPzCQX4568/8A66vXbu90kakjcp5A6e/9PxquLIyjbciKRBjbgHIxWLempslroUNZuEjltwJCsyksApGRkYGc9qQWjDbLLKZZCOpwAM9cYqtqVna296VJCBosqckkEfXmi3vPLtYYpHDsxGD7Ht+FNr3VYSfvaj0hVtYtnx80e7n2xWyayLch7+B1bPJ/EYrXJropfCYV/iGmoPHIz8OdJ/7Cb/8AotqnNReN1z8OtK5xjUn/APRbVo9jE8yKnyzgZrBlX5ie5Nb5ZcHmsKZ181sc5NQBDjnFWtNuvsOrW07fdVsN9Dx/Wq25c9KjlOVPrQxrc960Ob92o7DpXVW0m7A7V5v4Q1L7XptvITlioDfUcGu/s3+7XNs7HT0NXIDKfQg1nfD6Y/2M8BPzQXMsX4Bzj9K0DyuawvB+6y8Ra3ZseHuTMg9iK3pbmNXY9Azkc1UuYEmBVhxVkNkVFKeMmuhGBSS1itYj5Y5Pesy7fLAZrUkbIOOgrEunzP8ATrTSAsQDjPvVuFMvnFUrdi/bgd604V2gc0AWhwMYpaZnvRuNIB4z601zkYpc0xyR0oEUZzhh70qABRweKJiTKvGfpUqINuORTQE0Z6YpZGwp601MYB4pkpxxjmiwyqx3z8gkZrz7xLGLvw3qeOSfMI/4CQf6V3rMVJI61yGpQK2l3duAC2yQe5JGKT2BHh55XmiLG4ZNIT8uKE681iWWiFyMVIq81GhBqaJC9MTK9wCTgV6L8CAV8e3QP/QNk/8ARkVcHJCQwz1r0b4IwlPHV0xHH9nSD/yJHQCPRfGn/Iai/wCvdf8A0Jq52ui8af8AIai/691/9CaucFUULW34Xt/P1yJscRAufyx/WsSuv8FW+Furk9yIx/P+tAHX00d6d2po60CG+tKnWj1oXrTAfSGlopAIKDRTSDQAtManj7tMJyaYDCgJrmfFPjbQvCiol/OXuGI228I3SY9SOw+tb+oXken6dc3kv3LeJpWz3Cgn+lfIVxPdavqryEvPdXc3HOS7MeB+tAH0jpvivwZ4kmjmjurNrqIh0W6QRyoR0ILf0NWp75ZH/dj5D0I6V8v6zpWp6O5i1KxuLVgesqED8G6H8DU/hbxPe+HtZtbvz5pLZXHnQmQlXToePpSA+l9oYZNVJ5EB61max408P6ZaLNLqkG10DoiMGdgRkfKOR+OK8d1Tx3reueKFj0a+ubW1nkSGGIY7nG4j170AevalewWNjcXk7FYYYzI5AycAZ496m0aSx1BkeK6t5d3IVZVJ/IGorjR4tWsjYXRd4X2+Zg8ttIPPsSOa0rHwT4ftLuG+t9GtILqFgySxR7SD+FAGu8McS8ADFcNrcpmumjU8bvzrtLuTaOT6k1wl03m3pPXLUAWFUR28aD60xH2SMp781I/XHoMVUuxhVkHbg/SoqK8TSk7SJWKvMG7jiqutXFzZwoYQAJActjJBp9s2ZRU2qygwNA8Z25AU93btj0HvXNFanTN6HKxlrm5824IkkHT5s7sDpVa4imkdtiMMNkD2rUAkhd/sqGJQNrHAOT3Oe3NRwmT7QsjsX2/Nz3H+NavQxWu5Hb+ZbalaxNwqnGfUEfzroTVG5RTcwuFBDMCDV89aqi7oVZWYw1D45YL8OdJznH9pP/6LapzVfx1/yTnSf+wk/wD6LatXsYnljNkEc1jS/wCtP1rZwOfSsecYlbHrUDI+9I1FNegR2fw91DZLPZseA29fx6/0r2Cxkyq1886BefYddtpScKW2N9DXu2mT7o0INYzVpXOiDujrEOVWskj+z/EQv9uVd0SQ+isNufzA/OtG2YPGOvSory2FwJIGJHmxEZ9Md/1qoOzJmro61VyoPXNRzxlkIB5qnol6bvTIXcYkA2uPRhwRWhJKqKS1dW6OYyblhb27MxrmzK0kpwc5PatbVpWum2Lwvaqun6cd+9jTAv2sRVFz2HSr0YIHIpoj2cZBp+B3PNFxDyR60vGM8GmqoJzxSnbng4pAKKRgTnOKCQBnNMdxsPrQBWkGZBUytgdarEkyE4PFORieTTAtK3BqGVsA89qkTBznOKrXbqBgZoApyuMqOR61zwUSXU4xjMhH0radvmyOo9elZE8Mi3cUaNteRic9smhjPBZ0aGeSFuGRypH0NNTlhmtPxXB9m8WarCAAFuXIx6E5/rWXGDnNYsstxkZIq5FIinGeaoR4BNTqMtkcUASzzYkyegr0X4IXHneOboYwP7OkP/kSOvMZnGeTXo/wKIPju6wP+YdJ/wCjIqAPTPGn/Iai/wCvdf8A0Jq52ui8af8AIZj/AOvdf/QmrnaoYCvRPDFv5GhQkjmQmT8zxXnqIZHVF6sQo+p4r1a2hFvbRQqMBEC/lQIlPSkHWnGkoATvSL96lPWkX71AD6QnFLSN0oAXNFNBpaAEPApgHWpKTFAHn/xe1X+zfAN3GrbZLx0t1wecE5P6Lj8a8L8Apat440x764hgghkMpaZwo3KCVGT33Yr0D48XV3Jc6VarbzfZIleVpQh2bycYz0zgZ/GvGXt7iS3NysErW4bYZQhK7sZxn15FAH1RqNzAlrJdTlHgjjLksAw2gZ/KvlG7uTdXU1xtCebI0m0DAG4k4H51JFqt9bwy21ve3EUEilJIklIV1PUEDg0zT9QfTNTtr6OOKSS3kEipKu5SR6jIyKANbQ/BGu+IGV7WyZID/wAvE/yJj2PU/gDXp3hr4YWeh3tvfXNzJdXkR3KAu2NTjHTqevc/hXHXnxY1290mezMVvbySrtFxbF0dOeo+Y4Ndj8J77U9UstRvNRvri6VJVjj86QtjjJxn60AdveWWvgwSaHLp64B81L1HIb0wV6Va06+8RRvKmu2emxRCPKS2UztubI4wwyOM/lT9M1+1v9S1Cwt45t1gUWWUr8hdhnaD6gYz9RUthqVnrX2k28hdba4e3mBUja69Rz9R+dAFC+u/9Eml/wBnArkrU+ZcF+w5rofFN1HFAIIhgs3OKwrJMQlvXigCwTUcw3QuP9k1JTT0oY1uVLIP54AHBHGa1rqFNxJ+/t8wn0AU4/Wrlrpce5JOx5qhfeRd3F00rFEVNqgEj0H8q5Yo65swGgDW52SBsqMrgdeuDz+NVmVUUkuCM4QnIJ461dubKOKEyQGUgDK7gCAPf0rHvJ5lj/eKFRwQpU/Lj29Kt6mS8yezuROsIJyY32/rW2a5jTmBhR16eYTXTdaun1FV2TEqv47OPhzpB/6ib/8Aotqs1W8ef8k50j/sJv8A+i2rR7GJ5WxyT71l3K4nNauwknH4VQvExKfaoApmmt0p/tSEYoEVnGDkda9s8HXwvdGtZmOWKDP1HBrxaQc16F8Nb0ta3NqW5hkDKPY//XqKi0NaTsz2Kwk3DGeoq7Kv7yFgP4sH8R/+qsfTpMsMVuD5lx+VZxZtJaCabmz1GeAn5ZQJU+vQ/wBD+NT6jerGNm7JqrcTRiWGYSLvhb51B5Cng5H5H8KL7SJTIZEYvnnBrrjscbKcdypl+YgZ71tQy24RVQhj6iuee0kTIKnPuKnt0lixgHJqxG9g5yelJnmqiStsCt1+tWYwSBRsIlzxwKQ5z2FLjHrSYyehpABbtTJeV4p6rg5wajuHAXnihAVS7KcKR708SYA6fhVF75A+0Bjin+errjoetMC7JLtjJ3VnzS7yeefWhmI4LdfSo2244I/GgCCSVEdFzgk+tI8avcQyZAYP+lISfM+XBP0oeC63ghM0DPG/iNb+R43vWHSUJID6/KB/SubTsK7T4oQMPEdvIRgvbAH6hj/jXHJHnrWUtykOI4qWI8Hmo2TpzUyjatSMruvz16X8Ch/xXd1/2DpP/RkVebuWZulelfAxCvjq6J/6B0n/AKMipoD0rxp/yGov+vdf/QmrnK6Lxr/yGov+vdf/AEJq52qGanh63+065bLjIVt5+gr0uuL8F2265ubkjhFCD6nmu0oEJR2oo9aAEPWkH3qcegpvR6AH0jdKWkPSgBgNOqPo1MuldodsbbSe9MCfIoPNYv22WFjHJww9e9Y3ifxPJpHh2/vgdvkwsyn/AGui/qRQBT8Z/Evw94Zc2Fyxv7hjiS2g2ttH+1ngfSuc0z4heDJont7KaDTUlYs8MkPkqWPX2NeDWttdatqcVtCPMurqXaMnGWY8kn9a1dR8D+JdLYibSp2Ucb4cSKfxFID2q68OeFddj3f2fp85b+ODCn6/IR+tc7d/Cfw+7Ep9tgP+zKCB+BH9a8Y3XWnS9ZrWTv8AeiP9K0LfxPrtuQYdXvBjp+9LfzzQB1XiD4aXljJANGFzqAfPmAoq7PTvzXpvw70a50PwhDbXsDQ3TyPJIjDkZPGfwrzDwl491aTxJZwaxqMk9nM3lN5gHyE8K3AHf+dfQdranYA3JoA4/UPCsN1qk9/aX+pafcT4M32SbakhAwCVIxn3rc8PaKNE09oLeOYxs7TSzTNl5XPVmPc/4V1UFiigMygmsPxhqostONvEQJJflGOw70AcHqt2b7UWKnKBiFqyqeXGqegqnp8PmT7iOBV9jliaAG0mMnFLU1pH5t3Gg7tSbshpXZ09nEFtFDDIC4xXMXYa4MzqATMu4D6EED6YGK64qFtyg4+XFcRcyCyjjO0PdOucnooPAx9a5oHVMzL26t5IkLbkkiJ24OPqP/1VhXkglsgp/wCWZ3YHbJq7f3k0bmWRQyuR84A7entWbchmEwwAGGcD3xVElnTowkUagY3HNdJWNYxfv0Tso/lWya0pdWTW6IQ1W8dgn4daQB31N/8A0W1WDUHjj/knOk/9hN//AEW1aPYwPM1QAkZJNUb9AJOcVczjmqV+wyCPXmoAp4UCo2IwcDrQx4qM8igCJ+9dP8PLkQ+IniY/LNCR+RzXMNT9Pv303UIruMEmMnj1HpQ1dWKi7O59CQalbafGbi5mSKFBlnc4ArBvfiRNqVwun+HLZpndsCVgeff6fr9K82km1DxHPFJe3Q8k4KxpwiD0+tdNYa3DpbCy0+1MJ8sh7llBd8DkKP4R+tRGFnY1lMtxabrGj6idSm1BLi4AKSqx7sOVJ7ZBFeweFPEi32lQJeoUmUbG38HcPX3rgdEhe8uxaogkEiDzCxyEXrl/f0HXmtbWbK90lneA77WVgSe6tjGTWvNZ2MnC+p6e9tBMoO0EH0qnLpyk/LwK47wlrepNCJZiPsgcqwc9cf3feu7WUSAEdDVp3MmrGaumMH3M5/KriWm0etWgABUck6IPvU7gM+zqBmmsqL1NV5NQRQSWrMutchiBOcmgDXbYATmuW1rVD5nlx9enBqhf+IXYMAQAeABWdaRy3U+9sigDUto22AyMD9RV1cbcUQ2zcZB2AVOFAbaB+AFMCIKrg78mmybdmEH4VPKPLTJU5qvk54X9aAHwW7j52jIPr1q2DIqglaiE8oHSpi8jQO7ZOAeKYHk/xQAlvLCfb1EiE+uNv/168+clSPSvV/iNa+doMF3tx5MmefQ8f1FeUSsMdKxluUgLbm68VKhzxVUH0q/Cq7Mk4NSMhYEHivSPgWD/AMJ1dZ/6B0n/AKMirzyYjoPzr0T4Gf8AI9XXPP8AZ0n/AKMipgekeNf+Q1F/17r/AOhNXO10fjT/AJDMf/Xuv/oTVzqqXZUHVjgVQz0DwpbeRoqORzMxfPt0Fb1V7SAW1pDAo4jQLVigQlA70UUAJ2prdjT+9NPIxQA4Gimqe1OoAhbqaU8rSt1pmccUwKt5arcxn+8Ohrxz4y3M9p4dtLEKwW5uf3j9sKMgfjmvbAcHBFcv478HL4v8OT2ETrFc5DwyOMhXHTPt1pAfPPw7k0208VR3mpXcMCwRs0PmnG6Q8Dnp0J617ck6XMXm28qyqejROGH5ivCde+HHijQnc3OmvNEv/LS3/eD8uv6Vy8cs8EmEkkidT0DFSD9KAPpKe3jnbE0EcpP/AD0jDH9RWH4j8OaPa+H9Q1ObQ7NjbwM6losc44ryaw8XeI7FlMGsXYVeivIWX8jW3f8AxG8R6xos+lX9xBNbzABiIFVsA56igDC8GaUdS8Y6PZEZ8y6TP4fN/SvqDxONTg8MX0mjK5vdo2eUAXC7huKA/wAQXOK8N+EVkbv4h2TrGStvHJMzAcKQMDP519GXOoWVjcW1tdXUUM1ySsKu23zCMZA9+aAOKvvGt1fiws9GsNXhuvtMRne8sGjTyR/rCzHgcenPpXP67qDanqbyA/IDtQe1dn401fyLb7FE5Lyfe56CuHsLRricMR8ooAu2lv8AZ7JnI+Y1HV2+IREiH1NUaACtbQ7fdO0xHC8Csmun0uLybJM9Tyazqu0TWlG8izcvst3I6hTXAa43mSK8RLABR09B0rvJyCpB6HiuUvLC0ZyyoU5yQjYBrnjKx0Sjc4udkkeQpvaWXAZCeBj0p8VuFfax3dD+AFadzpdmGyiSLz0VyBUDokSFUXGevqaOZdAUGty1p0f35Pwq6abbxeVbovfGTTjXVBWVjlnLmlcQ1V8eHHw50j/sJv8A+i2q0aqePjj4caR/2E3/APRTVT2IPMCQRwaoXnarYfoKrXgB+YelQBRphbmnE8VHnmgBG5NQN61M1QtyTTA3dOvR5CBY1wgwV6D/AOvXbaH4Um1VUu75xBAw4VeZG/PhawtHsIx4UhuMK0om83bkcjOK7rRrza8fJ8t+1ZzdtUbU0pbnYaJZW+n2/k2sYjT26n3J7mtWdRNE0co3IwwQay4blbcxknCnvWn9oR4yeKzTubNEWi6LaLp0yXBkxHO+0L0wQMGrlrqyWjNEwIhXhNxycVyOt+P9M8PNNZXMN25GJHkgCkDd0HJBzxXPf8LQ8M3B+a4vov8ArpB/gTXVHY45/EenXnimNExANx6YrOXUb25cFjGue27pXDw/EbwijAveu2PWBv8ACrv/AAs7wcVymoOjH/p3f/CqIOrnZ2QlpEB7c1jtp91ctnzEC9ucmsZvif4UU/8AH9K4/wBmBqcfjF4WgHyfbZD/ALNuB/NqAOgg0BQ4LNvOP7tblrZpbKAAxbHXAwK86k+OOiJkxaXfuffYv9TVSX472xGI9BmJ7Fp1H/stAHrAcBBw2T9BSwwnzWlZTgdMtXil38atQlANvosCHGQZZmb+WKypPjD4qeORohZQgDPEW7HOO5NNNBY9/kVZ35RDj1Jpwtk3DasXHYDmvmib4meLp23f2oIz/wBM4UX+QqhP4x8UXR/e67fEeizFR+lO6HY+pyjqOUwPpUFzMotnDSKoPXJAr5Pk1DU7hszahcuT/elY/wBarsZz1mc/8CNLQD6C8ezW7+FZE+1W5fYNq+aCxO5TwB9K8dkQsOKpaaxa2Ac5IJHNXS4Q1nJ3Y0MCFD0q1GQFBNQ7mfHpSsQvGakBZpQRgCvRfgT/AMj3df8AYOk/9GRV5nIwzXpvwJOfHV1/2DpP/RkVMZ6Z40/5DUX/AF7r/wChNWdoFv8AatbtYyMgNvP0HNaHjX/kNxf9e6/+hNVnwXZ7pZ7xhwo8tPqetUB2YopaQ0AFFFJQAHrRQaTNMBOhpwNIelGaAEf1qM9akbpTDQA0qcjFfOHjrx5qeva1dWguTHp9tOyRQxEgHacbm9TkH6dq+hNXvFsNEvrxmwIbd3z9FNfINrHJf6jDCcmS5mVTj1dgD/OkB3Gk/EjxFpkYie7F9bgf6q8Hmf8Aj33h+ddNB8R/C+pRLFrvhZG4wSqJMPwDYI/M16Fe+C/DGqwLb3el23mIgTzIl8twQMZyuM/jmvKviJ4E03wfbWt3ZXs8i3EhQQzAEgAZJ3DGe3agDurT4e+AfFelx6jp+nqkUucNDI0ZU9wVzgEfSs+6+A+iSkm01K+tyezlZFH6A/rWV8EL66bVtTtFkP2LyBK0Z6CTcACPTgn68ele3qO9AGB4W8I6b4Q0sWenR5dsGadx88repP8AIdBWP8QdHOs2CxXOpi209Bl4Ut1aSR88FXP3ePQV2F5dx2cDSysFVRkk15br+uSapdA5xEpO0Z/WgDLt43McNuZ559qhRJO5dyB6muks7dbeHOB0qjo1hvhWVxz71q3OEi2gYzxQBj3TmSdjUFOc5cn3ptAx8CGW4RPU4rrlASMDtXN6Um++U/3RmuikbC1z1nrY6KK0uVLuUKjH0Fc7dzccGtW9lIXbmubvpvm4Nc7OlFWWXcxzVVR5twi+rUFzg5PWprBN05fsorSmrtIio7RbNE000p4pK7TgENUfiEcfDfR/+wo//opqumqXxBGfhvo/OP8AiaP/AOimpPYDygAgjk1Hc/cAqwBnH9KjuVyp45xUDM1uBUZ61KwxxURoENNRtUhqOmAsBkS6jeLO5TuGD6c16lo95viTHAYCSP6Hr+teZ2HF8nAPDDDDI+6a7ixnS2itYyGQpGpXJz8rAHr7cVFRXRrSdmemW8yahpxjU/vlG5aSG+eO1YykgICWJ9BWTBc/Zgl3EwG4Zwex7iqfjLXLRNISG2kCTXZzMuf9XGOv4HgfjWEYts6JOyuedeIr99RmeVt+65kMnzNwEH3R/L/61YDYXg4qS9vvPuHZPu/dBHoP5ev41TLsT1rtWhwt3Jdwppwe1MFLRcBaMUUlFwsLgUDAOcUmaAM+1Aixcv8AOME4CgAHPpSxRM+n3EvOBtXhcjqO/am3GWZCehQHFaNrHHNoV4iRZmjcNuH93GT+A2/rQBkYAFKDinBc8YpwiBpgIGBoJ460/wAqMdWxTG8scA5NAi5p7/6xfxqw7nd1rOtpNtwuBweDV9j3qHuUixHLnC0kh+aoogSwqQ5zSAbnJr1H4Ef8j3df9g2T/wBGRV5aeDXqXwIJPju6/wCwbJ/6MioQz0vxr/yG4v8Ar3X/ANCaup8PWv2PRLdCMM6+Y31PP8sVgeI7U33iuztwcb4kBPoNzZrsgAqgAYA6VQDqQilzSZoAKSlpKACmj0paaeGpgO60h6UDig0AJSUHpQDQBxHxX1D+z/h5qSg/Nc7bce+48/pXy+JZYp1lhZkkRgyspwQfUV9deLNP8Pajo5TxH5Is0beGkfZtbHVT1ziuL8N/D34fT3c1zY3EeqQyptW2nlD7DnORnDZpAeX6L8TPFOjqC96t2p/gu4w/6jBqv428f3fjOOwWe0itfsm/iJyQ5bHPPT7tetaz8E9Av+dPnu9PfrgMJE/I9B9K4u8+BPiCCX/Rbyzu4/UsYjj6HNAE/wAF9a0bRYtVn1bU4LWWZo1RJCQSoySR+JH5V1mqfG7StN1GeGGwlu7aM4WeKQDeMDkA/wCeK4a6+FXijS7GSb7LbsqKSwS4BOB35xXIeFdOXXtXaacbrS2w7L/z0Y/dX+v4UAeteJPiALwWqraTxR3MCThXYZUM+3B9xkH8ajisXnnAYHANZXinTcSWUknLvZznjttaNhXoKWaq28L97n86AFhgEFsgAxxWfeyfI7egwPrWreOI4woPOKwr5v3I92oAzqQ0pNNJoGauiL++kfHQAVrXDYAyaztETEUj+rVduztXmuSo/eZ10l7qMXUZsE89q5u4fc9aWq3B85h2xWMzbhk1kbETtzjArSsI9ltuPVzmstVMsgXuTitwAKgUdAMV00Y9Tmry0sBptKaTNdBzCGqvj/H/AArbSc9tTf8A9FtVo1R+IZ/4trpH/YUf/wBFNSewHlwlUAAVHczbo+AAKhLfLTZWHlmoGVHYmmGlY1GTQIQ9aZTjTaAE3FXDDqDmuzsbuxvbKwgmuVjkaJoyWc4jKjKNz2PzA/hXFmpFu2SEwlFZQcrnqKdrgnbU719ZudJt3tL6J2kK7ohuBJz6kHpXEX2oz3DEPIGYjaSOgHoPaoJrx5UChVQDrt6mq1CikVKbkL1p6gdzTcUlUQPLY4FIWoCk0bfagAzmlxxSgYpaAEHSnopdgo6k4GTTDxSBs0Aat9psqC3ERE7uMYgbeq9OCfzqxJGukaU0bOPtdyPmUYO1cYx+RP44x0NOn1VrbRLOC2AjfblmHOc/5+lYTyyTSF5HLuepNMQFsfWmlye9LtJ59aeEPTFAEe0k81Iq460EYoznimIVeJFOehFaTHmszPFX423xq3qKiRSLMKEnNTsFC1UWUrxmpM5HNSAxm+fFeo/AY58e3X/YNk/9GRV5bwGr1P4D4/4Ty6x/0DZP/RkVNDNd/j14Sk8Rx6kdP1ry47fywvkxZ3ZPP+s6YNan/DR3g/8A6Buuf9+If/jtfMFFUB9PH9o3wef+Ybrn/fiH/wCO0f8ADRvg8D/kG65/34h/+O18w0UAfT//AA0d4Q/6Buuf9+If/jtJ/wANG+EAf+Qbrn/fiL/47XzDRQB9PH9o3wh/0Ddc/wC/EX/x2mn9ozwgf+Ydrn/fiL/47XzHRQB9Oj9ozwj/ANA7XP8AvxF/8doH7RvhD/oHa5/34i/+O18xUUAfTh/aL8I/9A7XP+/EX/x2k/4aK8I8f8S7XP8AvxF/8dr5kooA9F8ZfEaHxN4kuL6NbwWeQLeGUL8i4A6AkZznvUfhLxroujeJbTUdSgvpIIGL7II0LFgOOrjjnPPpXn1FAH0teftHeG1tXNlpWrSXGPkE6RoucdyHJ/SuLH7QXiBLppQkMkeeImgUAD0yDn9a8dooA9vm/aA+32xhvtEYbhhzDMMEd+GB/nVCz+Jfg+znLQ6TfQRZ3FILeJdxx1Pz+9eP0UAeweJfipoGrSW5srTUo1htpov3saD5nK+jnjCmvatMvIdR0eyv4UcQ3VvHMgcAMFZAwzjPODXxrX1l4Yv1tvAeghR839m24x/2yWgCzqEubnaO1ZmokhYl+pNWUzLKXbkk5qrqZ/eRj/ZoAok02lPFCjewUdScUDOl0qPy9PQngn5vzqDU5tuB7VoBBDAqAdABWFqsnziuKTu7nfBWSRz985eZj61nSt2B/Crl043saznYtIMD2pJFMuadFulMhHCjj61omo7aMQwKuOepp5rshGyscFSXNK4UlKaaasgQ1R+IZ/4tro5/6ij/APopqvHpVD4i5Pw20YDvqr/+impPYDyLPDcU18lDU2zax3elQyH5agCmeKTFPI5o2EDnigCMim45qUimN74oAYajcYOR9KlIxTHHymmgIaM0mc0uaoQZpw5puaUHFAEnajpUZkxTdxNAEhYDvSbyaYFJp4WgAJpAcUGmlqALsku6zTPJyBn2AquHx2prP+6VRn1NMyfWmBYEoPUVKsi49KpZPrSZNFxWNEbGHXmmvCeo5qkHYDjNSpPIO9FwHkYq3bn90B6VVE4YfMOasW7ZRsetJgibPNS7uKgzTwagdgZua9S+AZz4+u/+wbJ/6Mirys16n8Af+R+u/wDsGyf+jIqaGeI0UUVQBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFfZ/grSNPuPAPhx5bZXdtLtSSSevlL70UUAb40TTR0tEH4n/GmS6BpUhBks0Yjjqf8aKKAGf8I3o3/PhH+Z/xpU8OaOjhlsYwwOQcn/GiigCydKs26wKfxNVpfD2kyn95Zo34n/Giip5I9iueXcgbwfoLHJ06M/8AAm/xpB4M8PAgjTIsj3b/ABoop8qFzy7k3/CL6L/z4R/m3+NH/CK6J/0D4/zb/GiimIP+EV0T/oHx/m3+NH/CK6J/0D4/zb/GiigBP+EV0T/oHx/99N/jWb4i8A6L4h0u10+5Fxb21vOZkFs4B3FSvO4HjBoooA5g/AfwoSSbvV+f+nhP/iKQ/APwmRj7Xq//AIEJ/wDEUUVIDP8AhQHhP/n81gf9vCf/ABuk/wCGffCX/P5rH/gRH/8AG6KKYB/wz74S/wCfzWP/AAIj/wDjdIf2e/CJ/wCXzWP/AAIj/wDjdFFADf8Ahnvwif8Al81n/wACI/8A43Qf2efCBGPtms/+BEf/AMboooAb/wAM7eD/APn91n/wIj/+N0f8M6+D/wDn91n/AMCI/wD43RRTAP8Ahnbwf/z+az/4ER//ABuj/hnXwf8A8/us/wDgRH/8boooAT/hnTwd/wA/ms/+BEf/AMbpf+GdvB//AD+az/4ER/8AxuiigBf+Gd/B/wDz+az/AOBEf/xuj/hnjwhj/j81n/wIj/8AjdFFACH9nbwef+XzWf8AwIj/APjdJ/wzr4P/AOfzWf8AwIj/APjdFFACn9nbwef+X3Wf/AiP/wCN0f8ADOvg/wD5/NZ/8CI//jdFFAB/wzt4P/5/NZ/8CI//AI3R/wAM7eD/APn81n/wIj/+N0UUAL/wzv4P/wCfzWf/AAIj/wDjdL/wzz4Q/wCfvWP/AAIj/wDjdFFACH9nfwf/AM/ms/8AgRH/APG6fH+z74SjBC3msc+txH/8boooAf8A8KB8Kf8AP3q//gQn/wAbpf8AhQXhT/n81f8A8CE/+N0UUgE/4UD4U/5+9X/8CE/+N1veEfhhofgzV5NR02e/knkgaAi4lVl2llY8BRzlRRRQB//Z", "path": "003100.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003101
Men Tshirts
{ "bytes": "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", "path": "003101.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003102
Men Tshirts
{ "bytes": "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", "path": "003102.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003103
Men Tshirts
{ "bytes": "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", "path": "003103.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003104
Men Tshirts
{ "bytes": "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", "path": "003104.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003105
Men Tshirts
{ "bytes": "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", "path": "003105.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003106
Men Tshirts
{ "bytes": "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", "path": "003106.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003107
Men Tshirts
{ "bytes": "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", "path": "003107.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003108
Men Tshirts
{ "bytes": "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", "path": "003108.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003109
Men Tshirts
{ "bytes": "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", "path": "003109.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003110
Men Tshirts
{ "bytes": "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", "path": "003110.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003111
Men Tshirts
{ "bytes": "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", "path": "003111.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003112
Men Tshirts
{ "bytes": "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", "path": "003112.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003113
Men Tshirts
{ "bytes": "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", "path": "003113.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003114
Men Tshirts
{ "bytes": "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", "path": "003114.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003115
Men Tshirts
{ "bytes": "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", "path": "003115.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003116
Men Tshirts
{ "bytes": "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", "path": "003116.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003117
Men Tshirts
{ "bytes": "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", "path": "003117.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003118
Men Tshirts
{ "bytes": "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", "path": "003118.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003119
Men Tshirts
{ "bytes": "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", "path": "003119.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003120
Men Tshirts
{ "bytes": "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", "path": "003120.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003121
Men Tshirts
{ "bytes": "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", "path": "003121.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003122
Men Tshirts
{ "bytes": "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", "path": "003122.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003123
Men Tshirts
{ "bytes": "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", "path": "003123.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003124
Men Tshirts
{ "bytes": "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", "path": "003124.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003125
Men Tshirts
{ "bytes": "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", "path": "003125.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003126
Men Tshirts
{ "bytes": "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", "path": "003126.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003127
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAIAAgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAopMjP0paACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKD0ooPSgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKRs44oAjnmjgheaVwkaAszMcAAV81eNvi5rmo67PFod9LZabExSMwnDSY6sT712Xxn8fQwac3hrTbhWuJv+Pt4zny0/u59TXgYB447UAbcPiTxVqF4tvDrGoSTTHAHnmrc97JAPLuvEWrTzj7/ANmLFF9Rk9eRWfohKW+qtCcXH2QiM9wCQG/TNdlo0/2bSIGZmmhntSyS3JVRnsiDH61nOXKa04cxyd02q21v9ss9avJ7Vm2s29kdT1wwqvF4j1yFg0WsXqkHjE7cV0d0hj1KW3mluXDaa0kqTgYReCmCAN3OOa4peRmnB3RM1Z2Poz4P+PbrxJaz6Vqs/m39sN6SseZU9/cV6tXxl4e1y58Oa7a6pauQ8DgkA/fXuPyr6/0vUYNX0u11C2cNDcRiRSD6jpVkF6iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoPSig9KACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiikNAAeleT/FD4pR6FDLo2iyq+pOCsswORAO/wDwKrPxQ+JKeHLNtI0qVX1eZSGYHIgX1P8AtHsK+cLiV5WeV2Z3c7mLHJJ9/egAaRrh3lkdnkY7mZzknPc+9MxiprK1uLqRLe2hklmY4WNFJJPtXqnhT4I6lqQW51yb7BAeRCuDIfr6UAeVWl1LY3SXMWCy8FWHDL3B9jW8PEFs0EEICxJCpEcctr523nPB3Divcn+BvhIwhVa+Vx/H5w5/SsG7/Z8tXdjaa9LGhOdstuGI/EMP5UnFPcqM3HY8l1rxCL9Git1bLosc0zKFLKv3VAHRaw16V7gn7PkS20vma+7TYPllbfaoPvljXJ678F/FOjwedbLDqcf8Qtid4/4CcE/hTSS2E23qzzwV7n8EPGAeJ/DN4/KZktWY9u614hPbzWs8lvcRSRSxthkkUgqfQip9M1O60jVLbUbNyk8Dh0I9RQI+1aK8x8LfGfQdYtFGrSDTLsdQ+Wjf3DAfpXf6dq+n6xbfadOvYbqHON8TggH3oAv0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUHpRQelABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUh45oAQ0Z4rH1bxHY6UpWR/Mm7RJyxrj7vxZqN/uVMW8Z4ATr+JqZSSN6WGqVNtjr9a8SadodtLNczFjGpYxx8twK8N8R/HXWNSV4dEtVsIGGPNc7pT+PQfhXTXcTXNpcRsSxkjZST6kV4VFp908rxCJso20kj0OP6UoTUi8Rh/ZWW4sks1zK9xcSPLNISzu5yWP1ruvBXwq1PxesV/cSraaZu5dvvuPYf41R8P8AhpLmVDcZKBwCccZ9K9h0aebRo1S1fagGCvY/hQ6kb2HHBVHDmOq8M+C9D8KW6x6bZoJcfNO4Bdvx/wAK6OuatPFcLHbdRlD/AHl5rWi1exmAKXMfPYnBpqSZhKlOO6L9FRLPE/3ZUP0an5Hrmnczt5DqOB2pMj1prSKo5YD6mmFmc34o8C6F4shP9o2Y+0AYS5iG2Rfx7/jXz94y+GGt+FJHmjia+0/JKzxKSVHow7fyr6cn1Kytx++uYk+rVl3HizSkV1DmU/3QvBpcyW5apzlsj5E8mTbl4nXPG5lI/DmtDSdZ1Xw/fi50m+mt5CAx8tsB/YjvXt/izU4db0maGW0t4rZWD8IMkjpzXhWq/bWvN9zB5IHCIi4VV7CkpxbsjSphqkI8zR6t4b+OOpi7htdbtIrlJJAhlgGx1yeOOh/Kva7HV7O/H7mX5uMq3Br5N8H2H9qeKLKIruiiPnOe3y9K9uMjKQysQwOcg1Mp8rNaOG9rFvY9UozXBaf4nu7UhZz50Xv1H4119hqtrqEe6GQFu6nqKpSTMauHnT3L1LSc0tUYIKKKKBhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFB6UUHpQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRSGgApCTVO+1O006LzLmZI17ZPJ+lcXq3jK5ud0Onr5EfTzG+8foO1TKaRtSw9So/dR12pa3Y6WhNxMN/aNTlj+FcXqni+9vQY7UG1iJ+rkVzrbpJC7szuerMck0oGKwlVb2PUo4KENZasU5ZiWJJJ5JOSaeo5poFPHWsjsVraEinoe/8AOsubRbP7RLN5WTIS2PQ+1aY6UrruXHftTvYiUU3qcpbaVPb3M7WN48BJztPIzVv/AISTVdNkSC+09bjcwCywtjP4VbVdl669j2qO+QF4CegbNTexu4J6Gnb67Y3KfNJ5Tg8q9WxLHIm5JUYeoIrlGsmiPlJMdu7cemDmra6fbmQHYMHghTjP5U+cUqMUb6XOOY5xj/ZephqFwMYuX/77Nc7LounxRtJtkRVGTtciol0yzZVIe6GRniSmpMy9jB9Dp2vrk/8ALzJ/33UM16+zL3TfjJWAdLswMl7o+xkpW0ewEe5o3b/ekJo5mP2MF0NGW9twQGuIyx7Fwao3GtWkK5VjM392PmoxptlF88dtGHxwWGcVTtraS0STzJo5HY8bE2gCk5GsKa2Rn6vrN9eskUNgy26/33wWPrisxppHUpcQoAe2c81s3E6o2C361Vs7Q6lfpBg7ScufQVKbvoXKmrWZs+CtISxtJb0xBZJ+FwOiV1BOTTI0EUSRqMKBgAU6tLt7nHypPQGOadFLJDIJInZHHdTg0yimN2ejOn0zxbJGRHfKXX/novUfUd6623uobqISQyB0PcGvKuatWd/c2Eoe3kK88r2atI1H1OKtgoy1gepUVzumeKLa7Cx3J8iU9M9G/Gt5JEdQysGB6Y5rZO55k6coOzRLRSdqWmSFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABQelFB6UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAhzXN+I/EyaUnkQYku2HTsnua0Nd1WPSbB5mP7xhtRfU15ZNLJcTNNKxLucsSetZVZ8q0O3B4b2j5pbC3FzPezGa5laSQnJLHpTQKQCngcVy3b3PZjFRVkAFOxSU7HSmhhilpaKYhQadnjimCloERT2+9hKv3hxj1qhdjLRcfxflWrUU1uswHYg5zSaKi9Sgy5fkVIkS71+XvUxi+bmniPoaSRTlchvkkksZY4VLOwwADikWFwkYOfuAHJ6YFWqUCnYSlbQqCFs9BinTjEePfFWcAdqr3LBdgz3oGtWVpSAPpWLf3u3Kqeas6leABlTqT1rFSCS4kKqCznrUM3irK5Cd8smAMk12Whab9itjJIP3sn8qg0jRFgImnHPUA+tb1UkZVKnRC0UUGrOcKSiigAozS0UxBjjHarllqd5YuGgnYD+4xypqnR3+lF2thSgp6M9D0bW4tUhwcJOv3k9fcVr15PaXMkFwJ4mKsh+U5616PpGpLqVikwwHHDj0Nbwnc8jE4f2butjR70tJS1ocoUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUHpRQelABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAhppOB1pewrnfGGsHStFby2xPN8iY7ep/Ck3ZXKpwdSSiupxniXWm1XU5yjZtrcmNPQ46ms5BuUMOhFZ9mCdLnz7nNWdNm8yDaTnFcUnzO59JCmqcOVdCxilpzDnimilYY4ClPakpT2qgFooooEFOpKBQJi0UUUCF2g0beKAaXIoGR7DmmltvYn6VNkUvagCo00mDshY+9UpIbmQ7mQ5rZBopFKTRgJoTzPunbavoK1raxgtEAjj5/vHrVnNFFhucmIKWkopozY7NJmiimIBS0gpaACiiigAqOV8LgfxHFSVE3Mo9KYD1AUADtW/wCF78WuoGJziOb5foe1YHU1IrmN1I6qQacXZmdWnzxcT1cUtUtNuxeafDMGByo3fXvV2uq9zwWmnZi0UUUCCiiigAooooAKKKKACiiigAooooAKD0ooPSgAooooAKKKKACiiigAooooAKKKKACiiigAooooAY3SvKfGWonUdXlVGzDbqUX6969F12+GnaXNNn5iNqj3NeQTZeKeT+961jWlZWPTy2leXO+g3Thm1kjPQqf5VBorkXEkZHQcVc04YyD6VnWbeTrRXPDEiuV6HspXUkdAwpmKeORRiqRiMpaWimAUtFIaAFopBS0CFopBS0AFFFFACjrS00dadQIXPFHam9qUUAFFFFAxaKSlpoQtFJS0CYClpBS0AFFFFABTcZbNPxxTQOaAFUfNTXP7wU9fvVG/+sHvQw8zrfCF8A0lozfe+ZR/OuwFeXaddNZXsU6/wt+lemW8y3FtHKhyrrkV0U3pY8jGU+WfN3JqKKK0OMKKKKACiiigAooooAKKKKACiiigAoPSig9KACiiigAooooAKKKKACiiigAooooAKKKKACmml7VVv7pbOzlnc4CLmkwSu7HF+NNR8+4FohysX3vrXHzD/RMf3jzV2/na4nd3OWdic1VuhthC1y1HzM+iw9P2cFEjsjiU1k3J8rW0x03/AM61bT75NY2rHbqO/wBGBrI7IL3mdSnK041HCcxqfUVJVI52N60lPxTcUCEpaMUUwCiigUALRRRQAUUUUCCigdadigBO1KOlGKKAEJoHWlxRQAUtJRTQC0vakpR0oEwpaSlHSgAooooAWikzSigBucHNNf8AhYUrUg5SgCROtdt4VvRLZtbMfmiOR9DXEpWno159i1GOQnCMdrfjVwdmc2Jp+0gejDpS01WDKD2NOrpPFCiiigAooooAKKKKACiiigAooooAKD0ooPSgAooooAKKKKACiiigAooooAKKKKACiiigBpOK5LxlqBVIrJDyfmf+grq5ZFijaRzhVGTXlmrXrX2oyzk8EkL9KicrI68FS56l3sjOI3SAdxUV3ytT9GJ71Bc8xmuNnurcba9TWFrJxeOK3bTpmsLWSDevSZvD4mdLasfIT6CrHaq1sP3Ef0FWu1UjnluJSYpaKZI3vRQetFABQKKWgAooooAKKKKBCjrS00UuRQAtFGaKACiiigAoFFApoBaUdKSlHSgTCjPFFFABmlpKXNABRmjNGKBDX6Gmp92hz1pI/u0DJhxUimohThTEehaBe/bdNQk5kj+Rq1u1cL4Yvvs2o+S74SUY/HtXdDpXRB3R4eIp8k2haKKKsxCiiigAooooAKKKKACiiigAoPSig9KACiiigAooooAKKKKACiiigAooooAM0ZpDR3oAwfFN/wDZNLMatiSb5R9O9edMcmt3xRqH2zUmVGzHF8q/41gH2rmqu7PbwdLkp3fUM81WufuD/eFWO9QXH+rH+8KyZ2x3C0+6a5zVm/02X610lqPkNcxqZzfS/WoZvD4mdZaf6hPoKtVXtf8AUJ9BU461aOeW4YopcU09aZIh60UGlFAAKKWg0AJRRRQAUUUUCCjGKB7VYvbX7FPHExO549+Me/8A+qglzSdmV6cOlNp5VlxuUgkZwfSgryEooooGFFFFNCFpab3pc0ALRRmigLBRRRQJigZpe1IKUnigCF+c0R/dofvRH92gbJRThTacKCWPRzG4ZTgqQwNekaXerfWMcwILYwwHY15qDXQ+Fr77Pem3Y4SXp9a0pyszjxlPnjzdUdvRSDoKWug8kKKKKACiiigAooooAKKKKACg9KKD0oAKKKKACiiigAooooAKKKKACiiigBKo6rd/YtNmnH3lXC/Wr1cf4z1DCx2SHn77/wBP51MnZGlGDnNI46WTe7MepPWoicU5utNauS59EopKwHrUFx/qx/vCrB61Xuf9UP8AeFDKW460wF5rmdWjZb+U9ia6a1+5XO6u2b2Sokb0/iZ09ocQJ/uirAPNVrY4hT/dFWAc4po55bjs0h60tFUSJ3pD1p3emt1oABS03NKKACiiigAo+lFISFUknAAyaBbGv4fsUvr9t2MxJ5ig9Bz1p3xAlEF/oW1xzJIjAnk/L/jWdoeuvpVhLrN9ZqNMLlFdSfOjGMBnX+6Sce1ReKdP1HX7jR7i0YG8MEs0KD7jkEHb7HGP5U7Hlyq81a76FcuLnV7DSU/1l3JhiD91ByT+QNaWossmp3JjP7sucfQcCuftvD3iG3ktvEmnN9rmBJmi24eFsEMm09ce1aNtdR3cCXEbh0cZyB/nBznimddOaqVHK5LRS0lQdKCiiiqQBS0lLQAUo5pKUUALRRmigGA4oPSijtQIifpRH92h+lEf3fxoGyTNOBptOFBI4VLBK0MiSr95GDD8KiBoH4072Fyp6M9OsrlbuzimXo4qz2rmfCV0ZLeaBj/qyCv0Of8AP41046V1Rd0eDVjyzaCiiimQFFFFABRRRQAUUUUAFB6UUHpQAUUUUAFFFFABRRRQAUUUUAFFFFAEcjiJWdzhFGSfSvLdVvGvtQmnPRmOM9hXZeMtR+w6M6Kf3k52Dnt3rzRLiTPJzn1rCtLoepl9Fu9Qs0jUKdwzQaxPTFPWq1z/AKr8asGoLj/VfjQxrcda/wCrrm9XP+nS10tsP3YrmNV5vZvrUSNqfxM6iA/uE/3RU6NUFvzbp9BUq8GqRhLcmzS0g5p1UQJimsOafTG60mMbSijNANIB2KMUClpgJijFLUVxcR2sfmSnC7go9yTgCgT01JdG16ytvEEukaoFa3nC+WzruAdv4SO/QEfSn3P9sfDi9eeKFtQ0CRyWGPmtyeoB7fy7Vq2PguLTW/tO9AnvWm8z5cgKMjaMeoxXbM0UsJ37WikGDu5BBH6jmtL23PDxFpzvE5a3+IPha4hjnW8VC5LlNuGVvf8AxrE1W58M3dpNeaVqMEF0AX2btu/Hqvce/vXOXelaPp19q7yq0Nu8jpHIoLLA6yEFf9k7ChGfWl0fw6fFJjgtrd0slcGbUpIypcD+Ff7xrF1G58qQ4/u1zX17FvTdSg1K3DxkBx96PPKmrtUtT+G95osUlxZSrOBICHQlXiTPfs1W1AAAzn39atpI9LD1pVV7yHUUUUI6Qpc8UlFAC5zSg4popaAF70tJS0AwoH9KMUv+FAiF+lEf3fxofpRH938aBskp3am07tQSKKdTRS5oE9jS0bUDYairZ/dvhX+hr0NSGUMOQeRXlQzmvRNDmebSIGl+/twcexIH6Yrek9LHnY6la00alFJSitTzwooooAKKKKACiiigAoPSig9KACiiigAooooAKKKKACiiigBKTNLWfq16un6bPcHqq8e5PT9aGOKcmkjgPGepC+1YwocxwjaPr3rn0WiVzLM0hPzMSSalRMKK4pu7PpKVP2dNRJEHy4pTSDilpFsSoLj/AFR+tTnrUciM6bVGTQJPUW3/ANWK5XUzm+l+tdbDEyKAwxXI6nxfyD3qZG1J+8zrrUf6Ov0qTvUdr/x7IfUVKapbGMtx607FRrT6pEi0xutOqNjzSYBRSA0tADlp+KZSlgqkk4A6mkHoLWXDdw3/AIt0yxLJ9nS5VmcngkdqztW1sz5t7Q/ujw8g7+wrBile3cToSHik3cHB49D61POrmkqLcHfse5Syf8TzythSYXCBWJIEke1s9eD3+7WnpdzBPbFIHwYWMZRuqEfwn+f0xXikFzNpWv6fr0zz3dsJRLudyWXPUEn6/jXoHifSdXs5U8QeGJyl86AXNnI3y3aYyB/vgcZHb6V0WPnmuiOkl8P6Fcak17Np9s14wGXdeWA4Bx37c4q/MotrRjBHt2kHavH1/SvIrnxpH4guNPTUdP1DR9QtCTFeRsQEkxg5Rh8ynvz+Nd3oPihbsGy1Hy0vMcbeI51xyyH/ANl6ikU6U0uY6eRUmtmX5WRl/DBFeZzRCC4kiU5VGIFZfjHV9e8K+RYaReiO2TcY1j5faTnDLz09abomo6nqtm95q0SpcSP97bs3e+KlnXg4Si7mnRRRSR3oKKKKAAUtIKXNAC0tNFOoBi0vYUmaX0+lAiB+lEf3fxpJDSx9KBskpwpuaUUEjqXtSZo7UAFdd4RuS0M1sx4U7l/HrXI1asL2WwuUniONpyR2I7irg+VmNen7SDR6aKdUFvMtxAkqfdcAip66Tw7W0CiiigAooooAKKKKACg9KKD0oAKKKKACiiigAooooAKKKKAErD8T6bc6npnk2rDcGyVJ6itykxSaurFQk4yUkeN3Gk3tnMVuLZ4xnqRxSYxxXsLxRyqVkRXX0IzWNfeFrC6JaNTC57r0rGVHsenDMb6TVjzgUdK6S+8IX0BLQFZkHpwfyrBuLaa3YrLGyEeoxWTi0dsK9OfwshHWpF46VGKkApGmo/tn07VxuoIJdTYHjc2DXZ9hXJXw/wCJsAP79TI2o7nRWxIjRT0UYqxVOJsYFXFGQD60IyluKKdTelOHNWSFMPWnkUw9aTASig0CgBwrA8QXzgrZxNgld0mD+lbckiwxtI/3UBY/hXETSNcSSTsfnkbcf8PyxUTdka0oXdyKIsV+bqDimoQ5kGP4jSqSJSPxFV9zw3bp/BI2QT2PcVhHc6p7Hf2EIl0q2VipTyuVI4zWtbahLbaXDpl5ZfbbaE5tyH+ZfQE+3+FZ2mKsulQDO3MY5H+faq+o61aaPJHBNHNI+wzN5KZCIDjcfxr14pcqufDVJTVVxj3ZU8ZtcatDBcSrHGsHypGgzsz6+9M8OTg2E9mXLBXyEPIAPPFWNe8pdJMkTbt7ofrnkVg6G7JrICnh8hvcCuOt7tTQ+gy5+0w7cu51UVvDC5ZIlDE5LYyfzqcHkmmU4UrnSklsOpaQUtNAFFFFABRRRQAoNOplPoBhT+34Uyn9vwoYioxzTkbHFRucEinJzSuVbQmAp4FItPAoIYmKKdxjOasW1lc3jYghZ/8AaxxT1JcktWVamt7eW4k2RRs7egro7LwizANeS4/2U/rXRWWm2tgm23iC+p7mtI02zkq42EdI6kWh201rpcUU/wB8Z49Oa0qQcUtbpWPLlLmbYtFFFMQUUUUAFFFFABQelFB6UAFFFFABRRRQAUUUUAFFFFABRRRQAUlLRQAmKrXFjb3aFZ4lcH1FWaOtFhptao5i88HWsoJtXMTeh5FYF54b1C0yfK3r/eTmvRqQgGocEzop4upDqeTNE0ZIIII7Ec1yV6M6yP8Afr3m70qzvRiaFWP94DBFcRrvw5idpb6xumVlG7ynUEcehrCdF9D0sNmEL2mcztHUelWYclaqxMTHz24q1D92szsZJjmnCkoqiBW6VH3p5pppMYlJilo57daAM3XZdmkuo6yEJ+H+RXK8A49ABW34iuC08VtghFXefcn/ACawMytnaADyATXPUetjto+7G7FB3OWH8PFJNGHikHGeoPoaZANq7D98DBHvUrE7X57dqg03R0uhatHa+HxNdFlSF9hdULdT1wKxvEmraJqMtm8F5IcuIrkxggmA8sMd+aveFGffcokkqAKrbT0yM+nNP1zyF8TaFI8UIiLvl0QHL9gRXpwbcEfH1qcaeJmh99fxX3h4NBZzwQK6+W8q7dwHHA64xjmszQVzranGMK3410msjz9InO8naQwx0IB6/r0rnNCkEetIr/xhgp/Af4Vz4hWmj1MrlfDy9Trj1pRTTSg0jrJARijIpo6UUwH5pab2pRTQhRRS0GgBvenimd6cOlAMUdaf2NMp/ahklGTlz7VJHjpUtvp93dzkQwO+T1A4rptP8HTPh7txGP7i8n86ag2RUr04Lc5xAWICgk+gFa9l4f1C8UMI/KQ/xPxXY2ejWVio8qFd3948mtAAAVqqS6nnVMa3pAwLDwra2+HuP38nv0FbkcCRKFjRVUdlGKlpK1UUjklUlLdhjiilopkCUtFFABRRRQAUUUUAFFFFABQelFB6UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAlV7z/jxuP8Ark38jVioLz/jyuP+ubfyNALdHi9ucswPrV2L7tZ5+SU49avQnK8dK4Op9MtiZTmlpF6UtVckQ9KRaU9KRaYx1HSiiiwGdqelRX67lIS4UYRwev1rlZYpLeQxzIUcdj/Su5NZ2tQRzaXO0igsi5Vu4+lZzjobUqri7HHzqrRkngjoc8g1GLkKVWZSDjO4D5T/AIUpc7EVgCCevrXVfD3VLey8Sm3njjZLhNgdiPkP/wBesoR5nYvEVnShz2uZegXshlmFpFa3Lbh8jS7WPX7pI6/Wk8U6upjt5mstQtb62mEqCdMoV7kEEjpXtOu6LYX+nmNlSCVDuhmQYMbDvx29a4tQHR0lClwdkqnBDEZB49zn9K9CnFuPKj5TE1k63tJLc5S21OfxGbmS3t/s+n2ysAmRmV8H7x6YA5474qhpJzq9qQMbh/Q11l1YQWel3SWkZhWQMzLEMAkj0rjbO4jt9WtHlkVBzyeKwxK1SPVyqcZQny7HbEc9aSkWWKVd0ciOOxVgaXNSrHcrMeDS1GGAGSeKcrqxwrA0uZXs2S2h4pRSgUnSqAdzS0gp2KoCPvThmmnrTlNIBw61Kn3h+AqEHmpYv9YvpkU1uRJ2TPTbKJI7WIIgUFAeBjPFWfwqK3/49ov9wfyqU11rQ+flqwxS0UUCCiiigAooooAKKKKACiiigAooooAKKKKACg9KKD0oAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigBKgu/+POf/rm38jU5qC7/AOPOf/rm38qAW6PFJPvt9TV2D/Viqcn3m+pq1CcIK4Op9QvhRZHSg0gNLVEBSDrRSimhDhQaBSHrQA01U1JPM0y4UnAKE/lz/SrRpksYmgeJvuuCpxSZSaWrPP1LKCGQFcdBSxOFmV1HlshypHBB9amksbqOURq6OeeSO2eKaYLpWKPbMW7MpBX8+1cjlZ6G31inKyZ2+k61e6v4eht7m6d5YZTtJPJA6Z9Tk1YgaXYGmUtycuGGSfX8a86SLU4Huvs8j5+UoY2+UcjOM98VakutWTWjcQztJal8hN4bIx0xXfSrxS1PnMThpTqScXod60UNw53PJyMFd3GK8s15QJY1GOC3Gc4rpV1nW5ZBHNPbW6hR5hWL5mbvj26VhaxoWoxaWmssgewL7BLuG7JJ6r25BpVKkKj0N8DCVDmUupkQ3tzbJsikZFBzgHrV+28TarbEfv8AevowrI6jNPkgkijjkbAWQZXBqWkjtV0tT0fS9WOr6YJmwkm4bwo6DvVq1SNbxfLdn3ZkY9QAeBzXLaJp+l30am3vLqKfbtkQuF2v6r6irJlvNC1ewtYrp5oLhtvlSAZUZ9ulcs8LKU1O+xnGspT5TtQaXrTc5pRXQdY4U6mjrTqoGyJutOUimsKRTzQBNgVIn31+tRipE/1i/WmtyJ/Cz1G3/wCPeL/cH8qmFQ2//HvF/uD+VTCus+ee4UUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFB6UUHpQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFACGoLv8A485/+ubfyqeoLr/j1m/3G/lQC3R4sRmRh/tGrCDAFVv+W5/3jVpeleefUL4UTL0p1MWnHrVkWCnL1pBTh1ouAvaijtSnpTERGlBxSGlHOB70NAzlJohNeqc4UKeh96k+zxkEYI9txpbhWi1aZdoCsoOz+opw4BwPzrzamkjgmlcZgxjG0eV3Oeai8sqjoh3D72TwRUruAv7wHHtVNrpvtBhtoneRxlgwwEHTOalNsSsWwQoUkjOMliMkVp6bJ9o02WwmBltg2drj5Wzycj61loskcSqqggDqTnJ9a1dL3AzgkdR0rbD/ABmlJJy1K03hTR5X3i1KH0RyAfwqC68LWl08Jd3CRdFUAZHoa6A03vXZa7uztUdTC1TRob4Rpb20KmMrllXado6gEY61Lp3h/T4biO+VZWlH3d8hcD6Z5rUaIMTgkZ681LGqoiqvAAwK56caym+Z6Gfs7Su0Sd6fUYp4rpNBafUY61IOlNEsY1MHWpGFRHg0DRMtSp/rF+tQr0qWP76/WmtyJ/Cz1K3/AOPeL/cH8qmFRQf6iL/dH8qlFdZ889wooooAKKKKACiiigAooooAKKKKACiiigAooooAKD0ooPSgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAENQ3P/HtL/un+VTVFc/8AHtL/ALp/lQOO6PEs5uH/AN8/zq2vSqi/8fcn+8f51cXpXAfT291DgadmmU6mSPBpwpq84p+KBAKU0lBOaoRGaB0pTSA+nWgZgX536vIzLtMaBR7iot3y74+Vq3rTFLy1aPkkEMpH3l/+tVFTHCjMG2rnJ9q8+qveOCqvesPaYIgfazZ6ALk1Qsnj1ATT4YZcKMcMAvAz+prorCzcMtxMAMDdGg7e5qnqcQivo9kaIChLOBjJzVqk1G5SpPluQplVzI+8gcseDj3rS06JgjTv1lwVHtWXI6qV3KW3cDHT8a2bCJ4bRUkOWBOPYHt+FFBa3LoRbkWTSUrU3PNdZ1oKcDUZNOWn6DJRTxUYNPU0EjqetMpymmhMVhUL1OwqFxQCFjNTof3i8dx/Oq8dWE++v1prcifws9Tg/wBRH/uj+VSiobf/AI9ov9wfyqYV1nzz3CiiigAooooAKKKKACiiigAooooAKKKKACiiigAoPSig9KACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooASorn/j1l/3D/Kpahuv+PWX/cP8qQ47o8ST/j7k/wB4/wA6ur0qpEP9Jm/3j/Ora8Vwn099ELS5pp60tMRKpxT81GvSnigkWiig9KpARk0g5HXFKetJQxdTD11lTULV2z8yEAelNgtLqdTNb27yohG/j5fxrc1C1WCCC9uLD7SPMyu08gdwe2DXO654p1sTRrp0Qt9NX5Tawxhj/wAD461l7Bylc86rUXNc6XHHHoOneqWpQXFysUEETyln+ZVGSQBn+la2hz2Gr2/zKYblFBeAtkgeo9RU2qeHoL+FYY7uaEBwzmJhkj0z1raVJ8uppLExlHlRzV/YWum2gfUL6KN5BkQQDzJAPcDpWhBPDcQiSCQPGejA5yKuf8Idp+w/vLgSfw4RcA/i1ZEPgfVortGGtqkO/c6rEF4z37VMKSS0ViKFVwepdamjrU9zGsU7Rq+8LwD6j8KgpHoxd1cQ9aQcNSnrTSfmoKLCnIp4qKM8VIKaE0PpwptKOtMhj+1RvUnao36UAhidasxffT/eqsvWrEX30/3qa3FU+FnqkH/HvF/uD+VSiooP+PeL/cH8qlFdZ869wooooAKKKKACiiigAooooAKKKKACiiigAooooAKD0ooPSgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAEqG6/49Zv8AdP8AKpqhu/8Aj0m/3G/lQOO6PFIf9fL/ALx/nVwVStf9dJ9TV70rgPpuiGnrSUN1oFMRKh4qQGo1qQdKAFNJQKWqQiM9aSlNJ2oAvRajJHD5MqLLF/dbqK57WPDtnql0bq3u7mymI5CHKfiK1aKfM0YuhBu9ih4f0GLS7pby9u3urqMMilchQhGNuK0mxubbwM8ew9KUdKYetDm3uOFGMXcQ59T+dI2e+fzpx6U2pvY0siM0h6U402kVcYetIetKfvCkNAyRDUwPFVUY7sVaQ8UJgx46UtIKWqM2PFNccUooIytAEC/eqzD/AKxfqP51XHDVYi++v1prcVT4WeqQf6iP/dH8qlFQ2/8Ax7Rf7g/lUwrrPnXuFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABQelFB6UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAlQXn/HnP/1zb+Rqc1XvP+PK4/65t/I0DW6PFLRsyyfU1fByKzrNv3r/AO8f51ojpXAj6bohhoHSkbrSrTESDpT6aKdQA9aQ0CkNUhDSeaaelOIpp6UXAVTTx1qMdKeOopASCmHrT+9MPWgBKSlpDSAYaQ9KU0nagaIzw1IaG+9R2pDIt2JKuxnIFZ7f6z8auxH5RQhssLTqatOqzMBTu1MHWnCgRCeHqxF99f8AeqFxg5qSH7y/UfzprcVT4Weq2/8Ax7Rf7g/lUwqKD/URf7o/lUorrPnXuFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABQelFB6UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAhqvef8ec//AFzb+VWD1qve/wDHjcf9c2/kaGNbo8OtDidv94/zrVHSsi0OZ2/3jWqp4rgPp2rJDW60qU1qVKYrE2acDUfpT1oEPFGaSiqQhKaad3pppMBvenimU4UgJQeKaetKOlI1MBKQ9aWmmkAwnmjtSHrRQNETfeFBPFLKMEVGDSZaRG/+sNWoTxiqh+9U0DfNRcbRfQ0+o4zUlWjIQ9acKQ0CgliOOKIDh1+o/nTm6UkQG9frTW5M/hZ6vB/qIv8AdH8qlFQ2/wDx7Rf7g/lUwrrPnnuFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABQelFB6UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAhqtff8eNz/1yb+Rqyaq6icabdH0hf+RoGt0eFWvFwf8AeNbC/drGtztcH1Na6HIFeefUPZCN1pw7UEc0tUSSL0paavSnigBRS0lJVImwGm96DTTQwCnCmU4VIyVaU0i0ppiGmmGnGmmkA00lKetJmgaGvzVcnGasOeKrScE0mWiMnmpIWw9Vyeach+YUi7aGtH0qUVBEcrwamFWjB7jjSA0tNPWmJj+1LCMyge4/nTRT4OJ0/wB4fzprcifws9TgGIIx6KP5VMaji/1S/wC6KkNdZ8+9wooooEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFB6UUHpQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFACGqWrHbpN2f+mTfyq6ap6kobS7oH/nk/wDI0McfiR4ZBgv071rRj5RWRBw4+ta8f3a87qfUvZCnrS0d6KsgeOlPFMHSnjpQAppKU0lUhDaaadTTQwEpwptOFSBKtKaRaVqYmMamnrT2qOkA00Ud6D0oGhrjgVWfvVl+gqtJ3pMtFc4zT0A3CmHrTkPzCkaGnCAE4GKnFQx9PwqYVaMJbjqaetOpD1pksUdKfD/rk/3h/OmCpIf9cn+8P501uRP4WeqRf6pf90VIKji/1Sf7o/lUgrrPnnuFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABQelFB6UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAhqpqX/ILuv8Ari//AKCatmqeqHGk3f8A1xf/ANBNDHH4keFRcMMeta8Z+UVkxjn8a04jlRXnn1UtiaiiiqIHjpTx0po6U4UCYppKU0lUhDaaadTTQwEpwpuaUGpAmWlakXpSmmJjWqM09qYTSAaaSlNJxQOwj9BVaWrDVWlpMtEDdaVaYx5pyUjU1LdsoDVgVTtP9X+NXFq0c8tx1NNOpD71RFxR1qSL/XJ/vD+dRCpYv9cn+8P50Lcmfws9Ui/1Sf7o/lUgqKH/AFMf+6P5VKK6z557hRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUHpRQelABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAIapar/yB7z/AK4Sf+gmrpqlqv8AyB7z/rhJ/wCgmgcfiR4dH2q/F0FUYuQDV2M8CvPPqnqizRTQacKogkHSn0wdKfQIDSUppKpCEIqNqkNRtSYDe9OBplOGaAJ1PFLTUp1AmMamGnnrTDQCQ1qSlakpFDTVebpVg1Xm6UmVEqtT4+TUbnmnwmlc26Ghangirq9Ko24w1XV6VSOaQ8UjUopGqyAFSxf61f8AeH86iFSRH96v+9QtyZ/Cz1SH/Ux/7o/lUpqKA5gjP+yP5VKa6z597hRRRQIKKKKACiiigAooooAKKKKACiiigAooooAKD0ooPSgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAENU9TGdKux6wv/AOgmrhqterusbhfWNh+hoHH4keFxDCirkfQVW27WI9DVhDwK88+qvdFkU4VGpqQdKohkg6U+mDpT6CQNJSmkNUgGk0w06mmkwG96cKZThSAnXpS01elOpiGHrTDT2phoGhrUlBopDGmq83SrBqvN0pMqJTc81JB97FQv1qS3PzCpN+how9auryKpw1bTpVI5ZbkgpGpRSGrIsJmpI/vj1yP51H3qSE4lUnpkfzprcmfws9Ut/wDj2j/3B/KpjUUGPIjx02j+VSmus+fe4UUUUCCiiigAooooAKKKKACiiigAooooAKKKKACg9KKD0oAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigBDTHG6Nh6ginmkY4WgFueG3Ufl3cyntI386F6Vu6h4Y1d7+eSOxkaNpCVO9eRn61XHhvWB/y4S/+O/41xOEr7H0cMRTcVqUUqYdqur4f1ZethL+n+NP/sPVP+fGb8qOV9gden3KQp9W/wCxtTXrYz/9804aPqX/AD4z/wDfFPlfYXtqfcpU2tD+xdTPSxm/75o/sPVD/wAuMv5U+Vk+3p9zNpprU/sDVP8Anxl/Sk/sDVf+fGX9P8aHFh7en3MmnCtE+HtW/wCfGX9P8acNA1Uf8uEv6f40uV9h+3p9ymo4pTV9dC1X/nxk/Snf2Dqv/PlJ+Y/xo5X2F7en3MpqYa1ToGqk8WMv6f400+HtXz/x4yfmv+NHK+we3p9zL6mlxWl/wjurf8+Uv5r/AI0v/CP6t/z5S/mP8aOV9ivb0+5lEVVn4rePh/Vv+fGX9Kqz+G9YbONPm/Sk4vsVGvT/AJkc455pYjgg1qP4W1wnjTJ/0/xpyeFNd/6Bkw/Ff8ankl2N/rFK3xIIOlWlNWbfw5rKr82nyj8V/wAatL4f1YdbGT81/wAapRl2OaVem38RQBpSOK0P7C1Qf8uUn6f40n9jal0+xS/lV8rI9tT7maTzUsXMg+oH61e/4R/Vm5Fi/wCLKP61NF4f1VXU/Y2BBB5ZfX601F3InWp8r1PQYBiCMf7I/lUpqOMbY1GMYAqQ10niPcKKKKBBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABQelFB6UAc/8A8J34P/6GvQ//AAYw/wDxVNPjzwgM/wDFVaH/AODCL/4qviKigD7e/wCE88If9DVof/gwi/8AiqhuPiD4PggklfxRoxVFyfLvUdj9FUkk+w5r4nooA+0bn4leC7S2juJPFGmsjnAEU4kboTyq5I6dx+pFSW/xE8HXVss8XifSAr9BLeJGw5xyrEEfiBxzXxVRQB9oWfxN8F37SeT4m01dgBbz5hDnOem/GenbOOM9RQnxM8FyXrWi+JtN8xcklpwqcejn5T+B9a+L6KAPtK8+JXguwjV5vFGmMrHb+4nExz7hMkD36Us/xH8GQ2n2pvFGl+XgHCXKO+Dj+AEt+GK+LKKAPtGy+Jngu/3+T4m0xduN3nziHr6b8Z/Ci0+Jngu9ZxF4m0xdmN3nTiLPXpvxnp2z+or4uooA+07r4k+DLNoll8UaUTK21TDcrKAffbnA9zgVJN8QvB8ELzSeJ9HKIMkR3sbtj2VTkn2ANfFFFAH2vb/ELwddQJMninR1RhkCS8RG/FWII/EVY/4Tvwf/ANDXof8A4MYf/iq+IKKAPt//AITvwf8A9DXof/gxh/8AiqT/AITrwf8A9DXof/gxh/8Aiq+IaKAPt7/hOvB//Q1aH/4MYv8A4qtyCeG6t4ri3ljmglQPHJGwZXUjIII4II5zXwLX2/4E/wCSeeGv+wVa/wDopaAN+ilooASilooASiiigAoxRRQAYoozRmjUAopaMUAJRS0UAJRS4oxRqISilpMUDCjNGKMUAFFGKXFADcfWlpcUYoATik/OnYpMe9AB2paKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoPSig9KAPgCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvt/wJ/wAk88Nf9gq1/wDRS18QV9v+BCP+FeeGv+wVa/8AopaAOgooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAooyKMigAoPSjIpCRg80Af/2Q==", "path": "003127.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003128
Men Tshirts
{ "bytes": "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", "path": "003128.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003129
Men Tshirts
{ "bytes": "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", "path": "003129.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003130
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAGuAgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKazhQSTiqVzfhImZQflIDEds0AXGlRPvMB9TTgQRkHIrB1UebpNwY92cbuvpWTpOuT27eW53x9getJuwHa0VUg1CCZRg7T6GrIdW6MD+NMB1FFFABRSZozQAtFFFABRSZ4zUM93DbqTI4FAE2aAQelZa6gl0paJ+nb0qo99cQ3bGM5XGSD+tK4WOgorLttYikYxzKY3GOT056Voq4cZUgj1BzTuA+ikpaACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKgmuBGDg59T6UASSSrGMsaoS6gSxC8D9ap3E8jrvAO31I6/QVlfajvOeTnGabVgNlpjIAWPHvUZQyrIjdJEIqCGVWA7/WrSn+Jeo5pALEPMtih6kbSP51yTwm3vHReNrdz78V2EZCyMo6Nhl/rXOeJrF43XUbclXUBZNvcdj/AE/GkwLFvI+BkE+4NXY5WPdh9DWDpupSOFVlQnHJAxW1BdByA8eB6561SAvLcSCP75zQLycD/WVEZUDdGAPFNLxdNxGcZyKALH26f+/S/wBoTf3gfxrJOoWUdy8DXaCSPAdDnjPI7elTJPbTqWimR15GQehB5osFzQ/tGcDIA/Oo31S5GcBePeqxaHgeavvg0gkhAxvznv6UgLqX7yxjc3PtWfcxvOzDJZutPE8UZ4V2Psv+JFQPeSniKEKOxc5/Qf8A16BNlixhWB8Fs4+Y1PGq7mY9+tV7ZJFhaSSQsZei9AoH+P8AhUhP7o4+83A/rQwQxokkJyM5JPNOTzkOElYD0PSmg4OM5qWMF2AFIZZt7i5JPzf1qzbalHM2xyA2cZqpc4trVivX1rIimVbkq2MMMAmh6Adjmismxv8AYwt52P8AssfX0rWpgFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFMkfavGM+9AEc0wQFR19qyZZfMl2L9wH1+8fSn3c5/wBWnLP/AJyaghXMqDGOaANExqbY7gMkVy1wmyVxjoa6y6+WAn2rlLg7pGb1NOWwhIJ2jcZrWhmDAe/vWIeGGKuwuRikhmuAWG1T8wOV/rRPHHc2zI/3HGCPbvUUb7wPmw3Y1P8ALn/Zb9GoYHDpFJp2pvbOOVOAfUdjW/BtYA47daNe083Np5sSf6RFyvqR6VS0y682PDcMBggjpQkBrFtvutJIgZD+eBSuf3ag9+SaQNtHHTNMDldWsr+S9MsZXbvVgG3DkDHVTyMdulaGhpKln5cqurbmPPua2DgnnFNxtPT8KLgCBuQckdjmmFSrZBJzUmAA3NMXPOemaQC84GefWn28QllwcFV+Zj6CkRGZ9ijLHt6fWrhCRReWnUfeP940ANkbe3YZ6ewqCSXHA/ClkcKDzz3HpUEaNK27GB70ASISx5rRtFwRmqICocY5q7bNnHBA96dgJr2MPbMvqK5a+BRQ4OCDiuvdd0frXLa2vlKw9SDUyAsRM11ZCVT+9UDv19q19J1QTr5MpIccAnv/APXrndKnMduR71bmiYEXMJI55AoA7Cis7S78XcG1j+9Xg+9aI6UwCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoopM0ABYAEms27ugisT9MVPczAKWzgDp/jWDPcNPKAv3e3v70rgTR75HLHlm6mrsSAODzmorZAkZLD/wCvViM5fJzVICTUm22mc9q5dhgk10GrviELXPyd6hgQnkgircBwRnFVQOcCrKKRVIDQiIPTipo32kq/3W4z6e9U4+1WFfP3unoaYFhgw+Un58cH1HrWHfafJHc/a7NMsf8AWR5xu9/rW0sm75H6dQe4NDoyr8xyD3HegDMt7hJ4BgkFT8yt1H1FSD7xxg1Za1hmJMqZboHHBH41GdPKkNHOcejjP60gIcYGcZPWlOMjk8+1OFtIP+Wi/rSi2PGZBx6CgCPjH86SKCSUsUA28DcTx16VaWCKM5ILn/aPSntIc4/QUACKkCEITycsx6n/AD6VGxz9ewpxOBULEnI9eSaAFMaYBJyR1z3oJYA44poGD6in/exQA2MZ9zV2IY5/Oq6jB5q1H2pgW0Axmud8RRkRbscAiugQ8Vl67H5lm4HUipkBz1q21Meta9lLuRkY8YrEtW5/AVfhco/FCE9i4FksrlZYzxnjnj6V01rcJcwK6/Qj0NYaqtxblW54ptleNZTASFjxhv8AaHr9aBo6aimI4dQynIIyD60+mAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVDM42lScDuae7YGB1NZV1OCvUhOgB/iP8AhQBSvLh587RiM/8Aj1Rwxqh3ucnsB2qN2Zz1JqRFyQPSkBeUmQZ6DtVqIZIUdzVeMYUD8KuQDBz6c5psDN1Rw0xX0rGm61o3bb5nJPes2Tl6gAjUk5NW0AyM1WVsYAqaMng1QFle2KkUZXmo0PSpBiqAcBzn2xUquyrwMjuKi7c1KR8ooAcCpI6rnnFBGQcMKj6nimngH60gHlCB94daYAc8kY9aM4xz1puTnOaAHvgckn+VNLcfLTRz1pM8c0AN65z+QpMflinADjmjHFACcH1/ClPPSlHBpDxyDTAUHDYNW488VSDAtyO/WrsRPHegC1GPWquqKDB7Zq4mKr34zbt9KTA4mPMczKezEVdBPUVVulKX0noW3fmBVhTkVKA17J+AKmuIPMTKnDcEGqVmxAAFaStlTVWAXSr8xubWc4OeK3c1y99CSm9Wwy9DWrpGoC7t9j4EqcEetLYZqUUUUxBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAU1jgZ606qs8mOSfpQBDNIZPkGefvZ4P0H1rHuZC7+gHatchZYsnj0NYcyssxV+vr60AKnXjrU8ec+/eoFDZHAq1EhJJOKYFqPBAz24q0pEds7fhVWMcA9cVNc/JZgdzzSYGNMeWI71RbqeKuyn5TVMkZNQAKOasxDIqun3ulW46tASAcCpBTVwFp45pgOA/GnZzgYFNzjA5xSj9aAD3/ABppPtT8ZJ+lNxz1/CgBpPSjJ59qXbkGmjg0AJnB5pR1oPNIOvPpQAuP5UZB470g6Ucen5UgExgilPpRnA5GKTPrTAbj5s1ciI6VU/jq1F2oAvRUl0u6Bs9MGiI80+YZiNJgcVqSgXeexApgI2j3q3q0ZEykEdxVIEYxUgaNocAVrxg7fasazOSorbjUlQPWrQDZYzJEVGASOayre4awvN6k4zg57itaaRVYRDnP61j6hCUkyT15pMDsopFljWRT8rDIqSsDw/elk+zuc4GUzW/QAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUHgUANdgo5rKuZd74Bzg1buptqk9+1Zqnc/40AWxxBjk8ZrPu0Dgk/hir852RLj2qmr75duPf8aAKaSPG/luvB6Ed6txOjdTVgWwkgkDD5+q46g+1VnXH3sBxyT0DDsf5j60WAuRjOAOSTT9ROFC+1R2LFpEB+tN1JjvFDAy5PumqbdatydDVJuTioSAlhGT9KtoMAVUh+9VtB6mrsBMOvbFPHr2pgGcGpO2aYAeelKOv40cYDE8Uik96AHH2ptOYk49aZ7c8igBetNAweaXkYFIevFIBcYpmck04+4po+8aAFAP1pPend8Gm98UAGOOxpMZz6HilxjHoKO2KAEP3qtRdBVTHzZq1ByaYF2LrU0nKYqKMYNSuMrSA5fWE4JHUMP1GKxd/OK6DWEJhlP8As5/I1zyjkGo6gatiM44rcdvs8PP3j+lZGnAKm89ulT3EzSnNXeyAkgBnuVbOMGk1SMDaSAeam00fMTTtUGVz6UnsBkWkjQTBlOCjZH0rs4JlnhWRTwRXELxOM9D1ro9EnID27dvmWhAbNFFFMAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACoZnxhB36n0FSsQqknoKo3MoCEE8t1FAFO4m8xjz/wDWNRwf6zJ5qNyWOT161PAPmHHHrRYCxOP3X8qzlOJAeOvX1rRuD8gP+elZykGUUAa0XKio7qDzUyud68rj+VLGdoA5zU69RzT6AVdPXlmI5UYqvfHMhrWKhVZh1NY97981LAoTnCmqH8dXLk4FUgfm6D8aSAswjmra9hVW3781aX/9VWBKvQAVIOuaYMCpBzwP1oAGIxSD7x9aVgM4GKVVyc0ABGQKaRg8U5uB1ppAx15pAJ0Ao7EnvS46CkJ744oAQelN79aeOvXp1pv8XTigBRxmkI7igHHB/Sl7fWgBuc4yKTOOlOIxj0zSKB60AIOWHarcS9x9OKqAYkHrWhAOAcHOKYE8YxxUrdKjUc0885pAY2pR7vlPRgQfyrmthO1RwT19q6vUAa5yVfLmkOOdxx9Kl7gTpLtQKOAOKmDZ561QV8mrEb5YD0pgbWn9KdfrlTTbJuQB6VPeDMZpvYDnpVwAe+av28vktFOpOV6/SqcgyCCOlTWrbkwee1SgOuicSRh1OQwzUlZGjXHytbMeV+79K16oAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKjkfavHU8Ae9AEcrgdeVHJ+tZU0peQmp7mXHyA8fqTVI/Nj86AFALHirEeVOKijXB5HvU68n6UwJZsNEcd+az4lIk6d+9XQxwc9uagVcPx36mkBYV8YPTjpVqPnNUz7Vag5bHrT6ATyNtXmse8+9x1rVnPasq66moaAy7rrVSrVwNxqseDikBPB24xVtOaqQYNW0OOnSrQEwHA71IDjvmo1p6LknNMClq+r2OgaXJqWpTCG2jxk4yWbsqjuT6V5hY/GoP4jkF7YiHRn+SMoN0sf+2x/i9x27Z77/AMWfCdzrujw39i0kk9gG3WwbiRDySB/eGPxGa+e25IIP6c0gPr+CZLm3S4hZZIpFDI6nIYHoRTs5OeleD/DX4if2B5ejaq3/ABK3b91OetsT/NCfy617shDAMpDKwyGByDQA4daRuTgUuM0hJBwOpoAB1xTR1IOc+1LvUbnZgqqCzEngAdSfavEvHvxTmupZ9K8OzeXaY2yXqZDy+oQ9l9+p7YHUA9C1n4j+GdFuXtJ715riM4dLaIylT6EjjPtms/wZ8SoPFerz6Y+ntZyqjSQMJd4kUHkdBhsEdz3r59VgVwCQPXNdn8NtO1K48YWN5ZwO0NrITcS4+RFKkYJ6ZOenX2oA+iCMpgU5elNHIHoKeuCenB60AIQN4rQt+UAxmqQXB/Gr9uCFpgSEEUZpzdKiLHikBVvVyDXNXY2zn3ANdRcEMfeub1Ndrow65K/4VLAp8ZqaJsMKr5zzT0JBoA6CxbpzV+4G6KsjT35HetlxuizkVXQDn5B8zD3ptu22TFSz8StVcHD5qQNGOQ288dwMYB5+ldMjh4wwOQRXLR4kjwfStfRrgtEbd2JZOhPcUwNWiiimAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVUuZcKSOMcCrLsFGTWRdTb32r92gCpI7Mxb17VJEnQ54pgXJzVmNdqZPYdu9AC7ePwpSME45HWgDnOOPWj5eO3fNMBQRzzx3pFwRk8elCkhR06UD24oAkRcg/Wp7Xlie4FRxAFT79KmhXbEW7mhgEhyaoXIJzkc1cY8EVWl5DfSpYGJPw1U5CC5xVufIc+9U34NSBYt+uKuIM1SgJzV5GAFWgJUBzyRUyn0FRKcDFSDr0pgLMcpwce4rxL4oeAksN/iDTIyltI/+mRKOIif+Wg9FJ6jsa9tYbhnPNIYleJkdFdWGGVhkEHqMHrSA+PXDLjKkZG4ZHUdPy4r1b4Y/Ec20kHh7WpQLYgR2dy3Hl+iMfQ9Ae2PTpnfE/wRLoN21/ptu39jSnzCF5W3c9R6hTnK9uSOtebkbT+PX+lAH2Ogz1HPpVPU72206ymu7u4jgt4l3PI5wFHv/hXkfgX4uRWGnjTvEQnkWBD5F1Gpdyo6Iw9fRvpmuN8beOtQ8XXZ8wmDT0bMNorcD0Zj/E3qenagDQ8c/Em68SNJp2nNLa6TnDAkh5/dvRf9n864E53DAJboAKjUnef/ANVenfDr4bya40eraxEY9MU5ihcYN0f5hPfvQBQ8A/D258VSre3e+30hGw82MNMe6p7erdu3NfQNrYW2n2cVpZwRwW0QwkcYAA/LqT6mnW1vHbQRwwqqRooVFRQAoHYD0qU9eaAEUcdOlPXBPWk6nFEeQ3P5UATbfmFXYRle9Q7NwziprfrjFMCR6qyMV5qzKQBVNznjNIAcblznmsTVUHlk+jA1tDpWfqKbon9SpFJgc6P508HnFNHKgigZGaQGtp7fvBXQDmGuY09v3o5rpYjmEVQmzFulImOOlVH4PvV69H76qcgyBU9Rli2kq5G5t54516A4PuKzITtbHrWpEA0JB5qgOiRw6Bh0IzTqzNInLRNC5+ZOn0rToAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigApCcUtQXEoRCc8DrQBVvrgqu3IGazgTJ8vYmnSyGVzmkjXBH8qEBLEmPmB4Azmpj93A5I6UyM7QM88U7PIPb2/z9KYBjt3xzRnjHtQepPakJwOccd6ABcbwPalHDfh0oU9SD7UrKcg9B7UATRg4yO1Tv8saiq8APT3qaXlgPSkBGT1qrK24kVO7YzVY9CfekwMu6XDVRf2rTu1zms5xgZpALB96rqYqlB1FXV57YqkBYU8ipQelQoOhqZeopgOLHAHFOUgkVG3L8d6d0AP4UgIru1hurd7a5hSaCVSrxOMq6nqD7V81+P/Bk3hLWT5Qd9LuGJtZmI44yUPuOnuK+itb1qw0DSZdS1KcRW8Q69WY9lUfxE+lfNfjPxjeeLtXa4lLRWUZItbXdkRr6n1Y+tAHPLn8KRwcD0PGadG27qOlEvYkD8elAHonwv8CQ6vMNZ1e3L2KN/o0LfdnYHqf9kY/E17wCCox0wABjoPQelcV4I8T6d4j0pTZwi2kt1WOW1HAi442+qeh/OuzQfLn3oAkxgUH+97UEZowORQAdecc+1OTluOeab3NKn3x/KgC9CSRzVhBjnFV4TxVtTkUwIZzVVsdBVqZeDjmqWTuxSAeORmq90uUzU4I2++abOu6NvUCkwOSI2ll9CRQOmafMhW6lU9mpjcdBwakCzZN++FdRbn9yPpXJ2TDzxXV2pzCKolmbegmTNUyeKvXo/eZqi2AKRRGpw4rUtWBFZR9avWcmMCqAuI7Wt5HMD8vRvpXQKwZQw6HpWFIoaMirulXPmRGBz86cc9xSA0qKKKYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBHK+xR6k4FU7kqUK5+pq3MrEAqAWHY1Rn3nPBHtSApH911Ax1yKcG68ZHr/n600dMcjsc04RBuR8pP5GmAobJ9+mKmXggVCoKkq3BqU4HBzj1pgLgbWOOaMZ79uBRxwRxgc0DGcgcdKAADnGfr7U5gT0pG6kDjPU+tPx2yKAJbdcvuz1qSU80kAwDnsMU2X26UgK0mSeKhbP61IzYbnFQTNxkdKVwK9xzhR0NZ864X2q275JI7VRlmLHb0pAFuCe9XV/l0qK2T5cmpRkHAyKpATqMfSpQeeRyOKYvAFPHTmmAqjDfjVLWdZsNA0uXUdRmEVvH19WJ6Ko7k+n9KbrOsWOgaXNqOoOY7aLg4GSzHoqjuxNfOPjHxpqPjC/8y4Pl2cTE29qp+WMHuT3Y+tJgN8Z+Mb7xhqf2m4HlW0XFtbKSQgPc+rHufyrmgocHsF+ZjnoM1csNOe982VpUt7WIZmuHBKrxwAO7Hso5OPTNer+AvhnaSlde1e3Z4HPmWNnOeQueHlA7+i/jQBjaJ8JNU1TwvNqm/7NcMpezs3jG+Zeo3nPykjG0V55eQPDK8ciMjoSrIwwVI6gjsRX2FANq4PT271558S/h7B4it5NR0yBE1lOSQdouRj7p7bvQ/hQB4LoOu3/AIc1aLUdPkCTIcFW5WRe6sO4NfTPhTxJZ+KdBh1K0BUn5JYScmJxjK+/qD3r5XlieGZ4pEZHQlWVhgqRwQR2Namg+JdV8N3f2jS7x4GbAkTqko9GU8GgD6x+fdnqD0owc9Ofaub8HeMbDxfpgmtyIryID7Tan70Z7keqnse3Q10Z6Dge9AAQc4x2pRkMOCc/pTcYA4xQB82cnrQBeh6dKtqfl6CqELdPUVbU5xVWAe9VJEwTirTcCmlQyjIFSBUAwKO34U5hg0mMpxxQBzGoJs1BsdGGf6f0qs4PFaGpoPPjOOhYfhWfLgdO9QgH2h/fYrqrTiEVydn/AK6ustDmL8KaApXv3vSqR5FX74DdkmqBPNAEJzkelT27YcVGVJPtU0ICuM800wNaPLpj161A+60mFwgwc4Jz1qeH7vf8Kmkg+0DaB171TA04JRNCkg6MM1JUFpB9nt1jySQOc1PSAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACmSRLIOafRQBny2mAcj8RUJiZcbfuj26VrVFJCG5XhqQGeMMCMZUDvTTF8xIzxzirTRhSNwIPqKaVyxJxtx2qgKxOcZ4NKTjp+VLJtAO7Jz0PcVHtKHk5XHWgB5PI6+9SKB8wIqJW4XIqdexGMUgLKDERPrUE7YjNTk7YRVG4c4INS2BUZ89agkJxjrT34qB2ApAQTMQp5ogtxJHnqabIN3rVq0Gwgd6aAkihKAgCmPGd+fatFVD4pskJI44461YFIMV4qwnzFQeASBnPrVeVdhPFRCYY69eKQHzz8Q/EOs6z4iuYNSjmtobeRlgtGBVUXJw2D1J67vwFcfzn8eteufFTwTqtzqV14mtZRdWrIglhxh4FUY4H8S9+ORk1xng3wRfeLtQUR5hsYmUXFwegBP3V9WI446d6AOy+FHgk6tFDrmrjzbG2kb7FbP9x3zzIR3AJwPUjnpXs5yWptjaQWNhBa26COGFBHGg6KoGAKe2N4oAfGcNx1ouV3IR1z2qMZBz3p7HcvvQB5Z8Rvh+fEED6ppcS/2nCpMiKMG5X/AOLHY9+nWvC3jeKV0kRkdSVZGGCpzyCD3r6+2ESduvavO/iT8OW8R/8AE30hVGpogEsJwBcKO4PZx09xx1xQB4fpeqXmj6lBf2E7wXERBV1PX2I7g9x3r6Z8H+KIPFvh5NQii8qVXMVxD12SAA4B7qQcj/GvmGGyuJb5bNY3E7SCIIRghyduCOxya+pPC/hy28K6BDpdsxfYzPLIf+WkhxuP07D2FAGyBkAUp6e9J1Y9s0cc+hoAerfpV1G5GaoKMMPrVtGxj1pgWScilWow2eKep5xSAY6CoSMcVbbGM1Vcc5NAGFqi5DEdmFZEx6Vt6gMiQemD+tYU2c1IEtmP3wxXV2fMXFcrYqTICeldXZDK4WnECC8UAEtz7Cstep+X8DW5PHuyAMmq0WjzzMGY7UpNAZbEg1YtraaZxsjJ966C30m2hwSu9vU1dVFQYUAfShJgUbaxKqGlPPpV5UVRhRinUVQBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAhUMMEZFQPAeTGce3rVijFAGZNEzAnb8wHSoxlQM4OeorVZQRzVeW26kfypagVPKGcr09KfHycEY5pTlQc1Io3HB65pgSTHEQ+lZspJyTWhdMBGBWVI3WpYFaV6rM/qKdM2TUfcd6AHKNx4q2i9CO/aoYlq0n6iqSAsQk8c1aGCuBVOOrKEnGaYEU9uHU+vtWJMjRMQfWulAz16Gs7ULUMCcUmBTtpQflPercaoqhUVVHJwowMn2FZIDRvx2q9BMG47igC4RxntTAMk8D8aepyCKYSc49aAD2FIc8kflS4O6k6e/0oAQAdeMnrQeoHpS9qRj8wwRzQBkDwtoQ17+3RpkP9pjP7/nOem7HTdjvjNaxHFO4+tIeg/rQAnTB70vfocUY4BFJjJxzigBRwQBU6nGAag78fpUoBpgTq3NWI+eap9xnNWoTuNAErLiq7jrVlxxVaU9R2pAYmogkvjuKxHjzz39K377OO1ZPlFsBRk+mKlgNtM78cV1VgrGL5RkmqelaG/Etz8oPRR1NdCkaxgBVAA9KaAjjt1HL/M38qnoopgFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAx41cciovJKHParFNb7poApXvArLlPHpWjfnArLcjaalgU3b5jQgyc5prqeTRF1A70IC5GKsAZOO1RRipRwc1YDhwTU0bZJqIY/LoKFPPegC8jcUkyb0zUcTZGKsr8y0rAc9ewbc1ThPlvkmty9gyhPvWJcIc5FAGvC4KA9BSE5ycVUspvl2mrecn9aAF53dce1If6UuRkE0mPpQAHvTcZFLxnBoOetAAeOCfzoPT29qNvtSDqeKAFHp2JFIPftSnr70Hp/jQAq4zUwXge/rUKjpzVlQQvamA1jgDtUlu+HAprgAAk1HDJuuwtIDUcZUGqchPOO1XJPu1Qlbac0AZl2C7hQOWOM1s2OmW9sqvt3ORnJrFuW/fIPRh/OuojOYkPqBU2AfRRRVAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFI33TS0h6GgDNvgcVn+XvPatS7GapImGJ60gMy6XY+BUMf3quXyHJyO1UFJD0wNOI5ANWBx261UgbKjFW8g80wDpig/eFLggfSk70ASI/TPXNXIGz3rOGcjHFWLd8EUAWbpAydPrXP3KBXNdKcMORWJqEWMmk0BmwnZIa0Y2DDNZpUhgRVyBvl60kBZ7cHFL0HHWgc9xQ3PbmmAg4pCQcGloIwKAAHIFNxzTucelNPSgBT2HSlAPekI6etOQZ7HrQA9V5FWAOMUxF6VOBgdKYFe5cLHVWyObsU68kG/bTbE5ul+lT1EzdYHbWZc8E1psflrIuzhiPypjMy5bEmT2auqtTm1iz12iuQuSfm9x+tdbZndZxH1XNJbgWKKKKYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABSHoaWkPQ0AUroZH4VWhUknjirdwOKrx8NQBUv4jjIArGYbWNdJdx7kJA7Vz864Y0AS2zn171pINy4ArHgbDAVt2+MUAMc7RzkZpBnd1pZhhj1qFXwRnP0pgTdD0qRThhj86i704fe47UAacTbh1qpfxbkqS2epp03J0yaTA5d1IYg9qdGwBAqa6j2uT79Kp/dYEUgNJDlc56mnnOeB1qCBsgc1P0pgLzSAnk0dOaQ5+tACnOM5pp6D86UZzzSnAH0oAQfeHepkBOB1+lRKMt0q3EnyimA5EzTpDtU+wqUAAcVUvHCpweopNiM6V97k96l07BuPpVVuFNWdLP7/kHpSjuDN1uB+FY94fmPrWwx+WsW9++1NjMqc5zmutsDmwgx/cFcfN1rrtNOdOgP8AsD+VTEZcoooqhBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBVuBVYDkYFTXj7IGk4GB36D3NZv2ZblHaUySN8wA3YAI44AwOooA0mXdGw71g3UWJHFbVo5mtYywZWAAYP1BA5z+OaoahFhycdaGBjA7XHsa3LOTdgfhWNKuOcVesJcMAT3oA0rhMoWA4rLLkOea2wA6Y5rLuoSpPSmAsbjGal7ZqnHJ1Hp+lWkPy84wevFAFiFsOcnFX1JKVz6zNIqSFnG6TaI0fbjvyQMnjn8a09OYL51uEmXynIBkOSw65B9M5oArajHyTisluOa6K+j3Rk9659xgmpYEkDcg1cDZHtWdGcMADV5DxjNNMBzSLHgscAkKCfU0xJlc+Xh0fGQHXBx60LgXMrhvmKrgdwvP8A9eqv2ZH1UXSyy+ZGnlSKuNhHB59+n86AL1K3Qc9eKQ/1o2/LmgCSJef0q+u2NMtx2qCCPcwyO1PuGWNJXZlUquFZ2xjPvTAkLAg4PTg1lXkm58A1YWbe8kkbFoT0JGBngfKeuOKzpX3SH61DAa7fIat6UPnz6iqMp+WtHTRtwR6U4iZbvLryZEj8yKMMNxaQE5HfgdOo5rAlvpJLuMGQbJ/MMcZTB2qPvZ/p710ksUcjMGQHIC5OPTpWBdxtO0Uku0IhLoijocnaST7enrTY0VZj1xzXW6X/AMg2D/dFcjKdoPtXXaWMabB/u1MRl2iiiqEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAFO+B8hioGRj+YNZ10Wa4t4llljDsd2wj5gFPBPbn09K0b44tJSc4Ck8fSqM+RNE2f+WmB+II/rQBdt0WNNqLtXnAqC9j3KSAanhJ2jn3pZ1DRnIoA5uRfvA022YrLj3qaddjHPrUBGx8jrmkB0Nq+5RUV5FnBpljJnvVyVdyHJzxTA5+QYJPSrFu251HuKjnTbIQaiSQxMT0A5/KgCaCRm0yJ14dgFDEA4JIXPPtWtZrszl3ZmxksR/IcVkWhzp9tkc7YyR6fdP9a07diGGaYFyZQ61z10m2ZgPWukHzLWJqEe2XdjrUsDN6GrkTc1TY1YhOfpihAWRjzT6lBn8+P602HrMc5Pmt/Qf0pAf37df9Wo9u9EAIMu4dZWI78YFOwExBx0P50+NPmA9aYASBnr6Vbhj6ZpgWIECgetVL6xN1ewyGbbHGjAoVyCSRg9e1aGAMYqCY/vCP9kf5/SkwMmNRbabbwb2cJGBubqfrVQ9alnkDRoV6bRj6VBn1zUAI/HFa2nDge9ZBOXFbOn8BaqImWZ2K288gHzAnH5D/ABrIugFOwfw8flx/StaUg2g4By65/Fh/Sse6wZW5oY0UJRnNdhpwxp8H+4K4+QnGBXZ2QxZQj/YFCGWKKKKYgooooAKKQnFRySpEjPIQqKMlmOAB70AS0Vzdl4y0/VZCNIhu9SjXO+a3ixGpBxjc5UE/TNSX3iux0lVk1aK6sIXOBLNFuTPoWQsB+OKV0OzudBRUUcySorxsGRhkMpyCPrUmeaYhaKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAqX5xZzH/AGT/ACrIv72C3WISzRxPJMixq7gFjvHQd6t+Ibl7Tw5qdwhAeK0ldSV3YIQnp35FfJ15rmoXesRateXL3V/FIsokm+blWyBgdBkdBii4H1tC36cVbIylc/o93ealZW9zJGbIyIryxFcsGPLLnsAe9bURmWTy5DuBHyuBj86AMm/j2nP41Qwe/wCFbN+gIP8AWsdhwaTAuWEhDYJraQhkrnrc7HFbtqwKj6U0Bn38W1icVlTDdFIu7blSM+nFdDeR71rCnjZw6KdhIIDYzjjrjv8ASk3YDnbfxfYCERR29+8Lf8vcdpI8AJx1fHbvgEDHWu2iYZz2rxmx8LeIZbY3jx6Wqk4Ed1JLNM3OCd4OEJx0GAMYr0+81QWMfyKJCpAYuSMDGeSB1IGfzqkB1EJytUtRjyOlU9M1wT3yWUts8MzIXHO5TjPfHsfyrVu13xEj0pMDmn64p8LfNjOKSROTmmRkqc1KAtpIounViAPLTB9fvdKdbyJIsxRgdrkHHrgVVCxvLM/kbnOIt5PZfU9hkmprbYssqKIgAFJEYxtPuPfrmrAvwpnHetFFwBVO3dcBgpKddy8j/wCtV4EMAynII4NADmOBWfLNi4YbucLgZ/P+dXGNYGoMzXuPNMfRQUGXbIGceg6dqQFVHDQR+yAc0Z4qrbypFYWxkcKPLC5kYc4469zUwkWRNyOrKehUg1IDlOXFbNq6xRF2PCjJrFi5fNUfH1wlt8O9XL3P2cyQ+UjgZ3MWACjHOTVJCNi28QafcP8AY4ruOe4Vg7RwursigAnIB9RRdNliV5BHFeMfBmK3m8ds0kY8yG0eSEqxGw5AYYHByp6e1etT3kNtmGUlGR2TAViBySORnHHNJjEfJ6Gu2tlK20QPUKK4mJllkieNgyuwII7g13MYxGo9qEMfRRRTEFVb69ttNspry8mSC2hQvLLIcKqjqTVknArwL47+NDJNF4VtJB5ce24virckjlIz2/2iPp6UAavij492Fqnk+HLRryUr/wAfNyGjjXp0X7zd+uPxryLWvHniPxBdCTVNUmeLOPJj+SJen8A4PQHnPPNc1H/qk65xQRuBWnYD0/wx8XPHBlt9NsrW11NwmyKAWu1iAOo2EZNR+Kfi74333OnXkFtpbNH5ctuLcFgCPViSD7V5yk0sM/nQSeU+cgxtjb3xn9KJ5Jby6824laWVzyzt+ZzQM6vwz8QvEfhJkSyuS1vkNJaTjfGWOMkD+HJyeCOte3+EvjHoPiForW+J0zUZH2LHIxaNz2w+ABn0OPx618yBske/PJpGkC5z0A60WBn3OpJHOPwpa4H4T+J28SeDIVnlD3lifs83HJA+43vle/qDXejpSELRRRQAUVWubtLaMsclsEhR1IFZc+qzCOO4i2mLfhkC5+U98+xoA3aKyTrSh1QoAW6EkgH9KjbVZJT+72oF68ZJ+maANqisyPU1DwpOAvm52sOnH8q0s0ALRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBzPjuWGHwLrbzhWj+ySLhhwWIwv6la+T7jcGznBBByOx9a+wte0waxo13pxl8oXMZjMm3JTPce/p718l+JLEaZrmo2KhwtvcyxJuHO0MQOntg0gPdfh34kbXPDv2j7NLLcwErKkfPzHknkj09e/5+hWs/nsQgwIztcMO+On4d6+NtN1S90y6W4srye3mU5DRSFefw617X4B+L4ln+w+JnhiMjZjvVXapb0kA4H+9+dCA9fu0yntWFKu1zXRybZIgVIYEZBB61yut6rZaSUN3Ns8zIQYJ3EdQPz/nQwJVOGrZs3yorEB6EYIIB4rRsJc4UNk0RA1JRuU1h3cZEhxW8vzgVmX0fDEfn6U2gOf2Bbd4omKOzyFDjjJYnp9SK84Hi+TXfFd/bWxtP7MsoWvJ5ZUJY7AAxXpnG7GD0IPrXcazqp0PTNXvnRTHa25uYiT/AB4I2/ntx9TXk978L9UFjZ3On3DS3N1bCS5jdtmCwBdRjqMlRg9c+1CA9R8I38ur3unXyROsNzGLlXdlLKF+XGMZA+bA578816O/zR49q+ePhDoGtL4qTVJBNb2lqrwTCT+LI/1eCc446+q9Oa+g2lSG1aVslVGTtGSfwHWmBh3S7ZD9arK2H9PX2p8lxJNKD+4eHeYmaMkFXHbn69vaoxw/PPvUgMgTzBdwxsFPm7yAxI5VTyOo5yTjg/ia5n4g683hO2srlLFLuaYNbxtM3yDHzOHUfezkEemK7G3RTd7toBaMAnucNgfzP51Q8Q+EbDxWlkmomYQWdwZnSLA37lGQe+MDGRVXA8t8MfEdW1+yS/0XToIpHWIT6fEYZYtxAB4OGGTyDXv9t5gj8ubaZE4JXow9QK8gn+GWiWuuxy6Ut3NDFskKTSgojZ3Ag5DHlQCDwM161bec0hnmUISuAu7J5OeSOKQE0zAK2emK43ULrZf3ZcbykpwkYI4wvLf0A6k11V05HIxz3NcvMG/tOXJHllxNxnJwoCg/TBOB6D3pMDOsF8qVpsLndtjC/dHPGPQfNn/9VLbSr/bt3HtIYxh24xjkAfz/AFHpVXSbq1awjlE4TMssgjkG11BbIBB6YBA/Gr+mwIEa7Gd90MkAYAXJwOefr/8AWpAacAyea574sS2sXw+kiuFZpZp40t9pxiQHOT7AA/nXR24yc+tch8ZFDeCbUtjcL5Sue2VbP6Va2EeU+B7q3s/GFnPcXQtowrqHboWK7QM/w8nOfavbb/bbjY7lEiO3cSTwDlmPuSoH0Vq+bH9P1xXqPh7x7ZatZmx1VlsdSCYjuRzDNjpuB4V/fpnHuCmM9G0h5Tc20e0gNL8xC52k4I+mevtnmvSF6VwOg2KR39pHHcTPGh3gMeX4zuY9Tn8q74dKSAWiikOccUwMPxV4itPCnh271e8YbIEyiFsGRzwqD3J/qe1fHWoaldazqN7qN65e5upWlkbJ6nnAz2HQDsABXvfx30zxLqWl2SadYPcaRATNcGFiz+YBgFk/ugZORnk9u/z0oKllx1zQAQ8wJ9KcVxz+tNg/1Mf0q5ZXFtaX0U15afa7dd2+Dft3DBHXsQSD+FUBIdHvxtX7Gytjgd2HUH3yCCMcHIq1pnhq/wBXs727tFR1s497pnlx32npkZH51qMl3C3yW8atDHA7fOQsgZASMkY5DAHPQ8DoK9a8K6VFD4d1FCUh+0xmNnjZT5WFwTjGDgnAIz1FNomMtT56J+YfnTLjO0n2qzqccUGpzwwEmFJGWMnqVB4zVecbozj0pFno/wAIvFP/AAjvi6KKZ9tnfhbaXLYCnPyMe3B4+jGvqNfuiviK1RpdqJkuxCqAcHPsa+r/AIe69L4h8GWd1cpIt1EPIn3oV3OoA3D2IwePepBrqdfTJJFijZ2PAp3asu+k88Sx4+VMDI9c9aBFaadpbS4uGOGYbVH90elUbMYgZGI2uCCD0watXsTW2nlGIPzcN64HpUFqp8oY6kelC3Ak+zog2IzFBxhutBBwFxhB/Ce9SMOQCCMimbT15x2NAEep/Lp1vMo5SQcjtnNael3e+OOJj94ZQk9e5FUr6Mvoco7jDAn2qpBMRZLIh5gKbSPXPNIDraKjglWeFJF6MM1JTAKKKKACiiigAooooAKKKKACiiigAooooAjk5XHrXzB8XLVLX4g6nsG0TCOc/wC8yDP8q+oHxjmvmT4wSLL8Qr9Qc+XFCh+oX/69IDzVeH6Vchbgen1qoPvmrEPBwTxTA+nPhHrJ1jwDbxSOXnsWa1fPUgcof++SB+FXtYaIaibyS1SZLaMxklAzYOC20Ht0HTnt0ry34H60LTxNeaVK5CX0G5ATwZI+ePcqT+Vevaral3DxsfJfq6DJUH2/ljuT60AeV+PPHc/hu0isNPdl1Sf55Hljz5SDjO1s/MSDgcgDNcHp/wAT/F1peRzf2s86hsmGdFZGHpjHA+mK0PizZF9VstVgjl+xyxfZhJIvPmRk5BOSCeSePSvPo/vAEZHpQB9ZeEfEEfiDw3bav5fkXF6jF0Rzw4bDAZ6gYGPrXQESyQHzlw4PXPUda8q+F3ibTbPSdE0I3sBvLwyPsUb8MSTh+mwnHA5z3r14RAQBclieST396APnL4y6vqMPiZ9KjvZ0sXtYpHtwwCMSW6+vQVh6F8S/EWnT2yTyDU4oyAkU+Q54xgOOe+Ocjp6VrfG6ML49HH/LlD/N65vwJbxDxKNSukDWulQSX8oPQmMfID9XKigS1PbfD0kt34o1hDfvHJZQQwPFE+7a7FpGYqeDjdsyR2PSvQbF5HgaOdgzxnBcDG7uGHpn+lfM3w3n1e78Z3OqWzPNOsUk9yu7mXewBGD1OWJx7V9GWNwDHDcRZeNlAYDk7T0b86Bkl5CvloNqjByoXpkZNZT53cmtZsTKGBBVVbnscn/6xrLkAJz0oAs2gBul/wBwj9RWzaoAWcHrjt3rL0wM07DHKoM/Unj+VatiNvnJnIEjYzTAdFaxQ+YERVRzyoHB+tRJsjyIhiNgT7Ag81anbZC7YJwpIA6n0FZSANp+yKUqRnDEcqw5GR6j09PrSAS7l445IrCmQtdXBBwzRBVIGcZz/h+lXWujMrblCSKdsiDnaw/p3B7j8apSyiK7QkgI6FSfQhgR/NqlgZsnh6ynDCdWx5xlIjbbvJIODxnGfQjoKm2PBiSEu8CZQxtlvlHGR1OR6ZwR+FWribyUG1d0rHZGmcbm7DPb3PYVi6hpU7wlrWYtMMsQ7csep2t/D7A5A6cUIDpbRkdA6sGQjIYHIx9a4r41TCPwrpsOTukvScewjP8A9auh01pGtFvBH5bRxq2SxUTDAyCCPwDdc+xrzz42akZtZ0vTlYgW9sZmU9d0h4z77U/Wr6CPK35warN0Pp3qywAHPWq0mOSePepGe4fAbW7q/uL7Tru4kmFoiPBvOdiHKlR3xnbXu46V4D8CvDuqaZ4n1O5vrKa2jNmqqZBjeWYMMevTNe/DpQgFooopgIw3CvP/ABl8JdB8VtJdxx/2dqbHP2iBRtkP/TROjfXg+9eg0h/rQB8PXdm+n31xZSMrSW8rRMy9CVJBx+VQ+b5M8cu1X2OrbWGVODnBHp61f1x9/iLVGxjN7Of/ACI1UoLObUdStrK3UNLPIETJ4yT1qkFj2rQLLZ4a0zxLeW6mWQlduPl2tuJDEnABznjk4AFdF4g1CDSvCpnjdzvgIi807SCRkA9MckDp2FYMevWuk6FZ+HYZRdNalSfNIQN5X735gw+ZSVK4HQEHnivPfFfxBufFixweQIoF+YrnJJ47/Xt9KLhZHHXkm+83ZJJOST1P+ea19B0G78T63a6PYtEtxdEqrSnCrgFiT+ANYlwf9IXpXoHwg/5Khoh/2pf/AES9AHrvhX4KaFoYjuNTd9Vu152yDbCp7YTqce5P0r01IxGiqiqqqMBQMAe1SClqQK13N5MOFOZG4UVnBQq4PzZ5PvV+7tDcEMG5XoKrGMiQKyke9AFfVh/oKjOSBzWattHf6bNay7vLmiaJtjFWwRg4I5B96u6nPukaJQMnjNZms/2jp+h3MmlQRXF95ZNukrYVn7A/0GRk8d6EB56fGeteBp5PDGp2jazdgoNMuI5OZombAWXGWyBx0yenoa63wdoWq2H2rVNf1F7nVdQYNNEkn7iED7qoBxxyMjtx6k4sHwwtL/w/PLq9xcN4ivlW4mvi/wA8E4yQEx0UZwRnHHGMDHQeEz4jSyns/EkUJltHEUF3E3N2gH3yo+6Ogz354HcA6y4QfZPJIHzKRg1gaac293E3Zc9fQ10akTRKT1ArC0+BpNSvoU5JUgfnSe4GtodwTG0ZPGePrW1WRp+lNACZXAJIbavatemAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBHJ0Gema+TvHc89z4y1mW4ikika6b924wwA+UfmBn8a+sZRmMj3H868+1XwH4c1TXptW1SxmmmuJNrI87BMgYzjIGCB64pMD5fYbZNpwG9M1ahtbl8ulvMwA6iNiPzxX05aaN4c0h4o7LTtLg3ORiKNXY9emATn2zWxaakZeIUdIlVH/ejy8A55x6cd8U7CPmG1aTQ9csblJnQgRS78FGCuOR+RYV9TXmmRy+HpNNjnfy5LUwLL1O0rjd7+tfPnxTgE/xGu4oFw8iQLw2dzlev8q+kLe2a20+G3JJMcSIT6lVA/pQM+btY+FHiyzh+yW11Ff2cPzRRJcFMZzyEbgE47Hmuetvh34suJxGNEuEG7BkkwqD6sTjFfTU6H7VMSAVwoH4A5z+J/SoUjVWLYGe3agRxHwx+HUWg6jJqGpsJ9Qg+RAmfLgYjnB/ibGPmHAzXroHy81g21xFDqK27Sqr3EZeNO52YBIH0Za1rm5a2tGmVDIwwAgOCScD+tMZ82fGi5jvPiBdrEP+PeCKBj0G4Ak/+hCud08/YPAWs3RYBtQuIbFB6ouZH/DhRXtXjnwBY6pp09zFbWltqTxpm5kVhlwwJOR6jjke/avOvEPgzW10DQtF07Sri5eCJru7kQDAmlwduSf4VCjj1NICL4N3SReJr23dsSXFn8nuVcMf0yfwr3bTbg20hU58hm3KR/AT1BHpnJz7+leF+CPBev6X4s02+vbV7aBJMFjIpJypG3Gehr261kKTDnvSuBrQwxWtnLFDEY40Y7ckHqSTj2yeKzMF2wOprWnKLZlUUKMZwBgVlwozswRSzhThQcEnHSmBtaZBstTJjmViwP8As9v0qzGCJXbAwwH51Rutb0/SNIju7+ZbSEKB++IUg46Y7n6Zrh7340eHbaRhBb3t0Acbo02jP/AsZpjSuelXBXyH3/dHX6ZrJvSsE5foJMK3uccH8sj8q5fw18TbPxbqcmnW+m3kCpEzyTPtYAdMfKeCSRiugvbmB/kWQBkK/K+VPUDOCB61LEZyS+dPM3qFH5Cq97GZ42hC7mMbnH1XaOfqalVQl06L0KA4PqWNQef8jXBCmJuFJ7qOhx3JOcD6VIDbaUXMcUj7t8ceG3DByRjP5A0Mwl5kJWE8DPWTP9D+vtWdcGUFo2L/AGmbEyxTHIdQ4ypPRcF/oOMjg1o2UDBhLMTvwMKW3bO3XuaaA1LWF3kVnG3BHlxg8A9MnHU/oK+d/HmpLqvjbV7mNsxCcwxkf3UAQf8AoOfxr6D1W/Gj6Jfak3P2WB5fqQvH64r5ad2cln++cs31Jyf1qpCRCx5Na/hHRm17xVYWW3MRkEs3tGnzN/LH41jucnNeg/B8R/8ACS6gWz5gsG2fTzEz+lIZ7/4aUu1xIw+nsD2/SujHSsTw3GVsHbj5n4P4Vt0IAooopgFIelLSH+tAHxJrB/4n+p/9fk3/AKMaq1pdC1vmkMzwsEYLJHHuZWIxxyMHGec1Y1j/AJD2p+v2yb/0Y1Y8h/0j8qYzeins7WZpraeZGQERsYvv5XBVvn4BBIPXg1VZdOLsYJ5wwUBUaDhjzySXOM8VXckIMVXh4uMUwC5/4+BXoPwf/wCSnaKf9qX/ANFPXn1z/wAfArv/AIQH/i5uif78n/op6TA+sqKKKQgprKGHIzinUHpQBzMykagC/wDFnH51dVFmieBj94cY9ahvkfyRMcbopOgHQe/+NEsjQSB0IxIA6ljgA0AQwOSm1vvrwakGScAd88024Hk6huwNsozj37ipYVeKB5XXzTGu4gHG4jt6D/61AFiI7JjH3EZYip9LSP7GsiIFLkljjknJ61lw3Iae4nJIGzbx2zwK1dIz/ZkOT6/zNIC9RRRTAKKKKACiiigAooooAKKKKACiiigAooooAY4+X8R/OsoQLIF3LnErsAeRnNar52NjOcdq8v1v4t6Ho91PZR219dTwSvGyBFRQynBG4nkZB6CkOx2hjHmxGJAFG47hjP0FY8kVtdQlYSJkQLA0qH75HzbFIOMDqTnrgZ5NcJpvj/VvG+vW2l6do8EFvgtPJNK8gSP+IkDaCewByCTXVrN9s1eZ4VX+ydOkFkixj5TLjdIcDsPkTI4B3UxHmOox/wBp/HZIbnADapCjDthQhx/47j8a+jmUMpyeK+ddH1K3b4wRyPbLNPPqsRiuXJ+RWQqwK9CTuBB7EV9EjoKAPDfFPjbU/BHxC1O1kt1u9MvGjuljZirKSgUlG9yp4PHFSN8Z9CEBYWOoedj/AFWExn/ezWv8UPh/ceKde069tr2CAlRayCRDwNzMHGDz1xisab4K6KZspqWoRLgfLhDz65I9aTC9jJ8M+NrnxN8WtIuZ0EFsFlt4IA+QgZDyT3JIBz7CvfIi0jqvHlgZ56lu2K8k0v4W6bovirT9Rhvbk2sHziKRuRIuAp3DGRk5I9sV61Yk7WyMZc8e2eP0poLlbXrA3+kTwLkkrkAEAnH1B/8A14rg2e8t1mjmjuZriR8iRwfmTvnI4Iz0C59+a9PcgDNeQfGe4ktNAS4t7mWCU3cSBo3KEfu33AEH0C5pAT3OraZpt4tnd6jHHcuyMiNKNzSbhtG0Enn3wPaujdjHc5HHPNfKcjfN97nPUGvpHw3qTax4W0vUGbfJJAqyMP765Vj+YNCA7PzA8HJ7VXWVbK1urx5BEkMLyFyM7QFJz+FRWrGRFXnBOK89+LPjCG209vC+nSFrqbBvCh4UdVi+rHGfb61XQRwkB8U+PZoIo0uL9rSMIuMKkWepJ6Atn6/lXQRfCDXNqm+vtPtGJ+YeY0rfkAB+te3eGNGh0Lwzp+nRxIrQwIJSgC7nwNxPqSauPbRKSyxjd1Bx0J7ikM8+8G+AE8IXEmoi/a6uXjMbkxhFVcgkKDzk9yelaeras5SPDwGUSr5IdtvmOcYVSeg+bqe4rppFH2fyc5AXDH1zXIapprTXLEQCeEN++jkPDEjhl45I79j+FJgSRyTTzuk0TQuSImG7Py4LHGPwHPrVjzwSAmzA/ixx+Fcv4ssr9PBN21vdTRXVrGsySxyHzMJnOWGMEgn/AOvXjLa54odCr6vqGCMYN4R+u6kB79qE0cce+YrEUdSjPKAXO4fKo9xnjvWrEfmGa+bdDnaHxLZXeoXIZBKBJI1yGdQeM/ezkEg/hX0fapN5UZlQCUgbwDnB700DMr4lXAg+HWpf9NTHB/304z+ma+dpG3EnFfRfxEszefDzUlIYvFsmQKMlmVhgfjmvnWaKVGIaKQEDuppyJiV+O1dl8K7gweNkjz/r7WeP8doYfqtcceMgjH14rpvh1Z3F741sjbXCwm3zO5IJ3IuMrx65xSKPqrQ0CaTDjo2W/WtOq1jEIbGGNc4VABmrNNAFFFFABSGlprkKuT0HNAHxHrJ/4n2pn/p8m/8ARjVj9bg/WtLUZPN1O9lHR7iVvzc1lpzMDVDL0hwgzVaH/X1PMcIv0qvB/r6AH3XEwrvvhAf+Ln6KP9uT/wBFPXA3X+tzXd/CD/kqOhn1aT/0U9JgfWwooHSikIKRuFNLSH7poA8j0Pxu6+OfEHhPUFklke8m+wyeYcHHIiwTgdOMcdQa1rvxDpGs+GNbWMTXJ0QsLqNAyEFPn+Vhjuvr2Pbrj3Fp4Yu/HRnsrJoNWg1iFbi5f5WdizbinzHgnC8gdDjJBxqaX4YhF34g0+XRrDTLLUIZVkktWbdL87YJyBsGzB2g4ySehoAuaBqd1rnhTTtRubm2muJCcvaEbQCflHfBxyR1GcHmtGT7da6NqUF3NBJ5jP8AZBETGwjIwqs5JBbOeR7cGuN8Ha5ZS+Gru10RlcW9+1vbJLJvjWR5dsZyoGIyWBwM4HrW1rt5f6LoTXGtP/ajQ5ZpLC38oop4OF3dMEZO7j0pMDC8WeKZvCmiabdMvns14oni83llVCWRivfDA4OBkLXp3h6dbrw/p1yu7bPAkq7uuGG4Z98Gvnv4p3slxpfhuRRPHbXEL3Rjk+Yh2K8scfewcf0r6StVMdpAhGCsagj04oAnooopgFJuFfEP/Cd+L/8Aoa9c/wDBjN/8VSf8Jz4uzn/hKtbz/wBhCX/4qgD7fLAUm8e/5V8Qnx14vPXxVrn/AIMJf/iqrnxX4jIugdf1Ui7/AOPgG8k/ffLt+fn5uABz2GKAPubcMUbx7/lXw1aeLfEmn24t7LxDq1tCCSI4b2RFBJyeAcdaZZeJtf00yGx1zUrUyndIYLuRN555ODz1P5mgD7p3D3/Kk3A+v5V8JWmu6xp9wbiy1W+tpyCpkhuHRiDjIyDnHA/KpYfE2v299LfQ65qUV5MMS3CXciyOOOrA5PQdfQUAfc+4ejfkaUuAe/5V8GLqV+k4nS9uVmD7xIJWDBs5znPXPOatv4n1+TUI9QfXNTa9jG1LlruQyKORgNnIHJ/M0AfdG9cZ7fSjeM4r4Xn8Ta/dXkN5ca5qU11D/qp5LuRnj5z8rE5H4VLc+MPE95bvb3XiPV54ZBteOW+kZWHoQWwaAPuSvkrxRbhvE2qkXlmWN7KSDOAeXJwR+NcqPHPi4DA8Va4B/wBhCX/4qs6TWdUluDcSalePOW3GRp2LZ65znOaQH0DaQD4YfDSS4mlhh1zVThPMfBjJHA99ikn6mum8E2sOn+ENJhhuUljlgiYPzhpJNzsx9SSOPYV8vXniXXtRKG+1vUropnaZ7p3259MnjoPypYfE/iC2iWKDXdTijU5CJdyKAfoDTA9La2gh+J6Th7kpHqsZ3La/JgOuDuLAdB6V9MEYHf8ACvhKXVNQmm82W+uZJcg73mYnI6HOfYVqf8Jz4u/6GnW//BhL/wDFUAfW+uaPPqEjKLiaGJ1Cs0U204yMgjBJ6cYx1NOuPmdvlbn1Pb0r5FPjjxaevijWz/3EJf8A4qvqvwolze+DNBuZjJLNLp1vI8sjFmdjGpJJPJJPekBZMW9lYMysBjIPY9jWvZR+WE2EYCgNnv7/AFqt9huMACI/Wr1vBNEBmPOPQigCxNIghLMygepNfNXxO8c2/iPV1tdPmlSwtCwWRIwRM56tyenGB+PrX0k6SSZzbKMjGSwrwuf4Aaq8jNFrNmFyduYmzjPGaYHkf2wMBuvJwPRoEI/nXo3wz8S28Esuh3V3GVmbzLQeUY8P0ZfT5uCPcVbf9nvXQDs1awP1RxWn4d+B2q6Vr9jqF3f2M0VvJvaMBstwcEe4JB59KQHo2lqGcDBBzjPpXjWqalHq3xPkKXfyTaokKxw2gyyq6ryxx/d96970/RpLNlZmVsHOAcV5/pHwfudO8ZQ64+pQPFDeNcrCEOTkkgE/jTuFj1LoT06moZD1xVnynxjd+tMNqW6tRcLGNcfLu2scvIO9UZQ3UmugfTEkZGZz8pyB/k0v9kW565/M/wCNIDitVt2vdLvbQDPn28keCOuVI/rXy4JjH8ptrdGUYbMQJz+Nfa39iWvHB4OetchJ8GfBUs7yvp0hZ2LMPObBJOTQM+WDcOFJAi4GeIwK+qdLn83TrWYHIkiR8+u5Qf61JH8HvBEf/MIDf70rH+tdPb6HYWtvFbwxbYokVEXrgAYA59hQBwPxKuVt/h1fOyq4kkgTDMRnLjPI56CvnqS8iOcRzxj/AGLlsfrmvrbX/CGm+JNKOm3xm+zF1fEbBTlenOPc1xM/wG8OyDCXt8n4g0CPn77UgOVuLtT/ALQV/wBciu++EbG88YShp5JQto3ymNV6ug9a6+6/Z7sjk2utTKewkiBra+H3wpk8G63cahcX8d15kPlIqIRj5gTnP0FAHp6LtQAdhinUCimAUUUUAFQ3Cs8LohALKQCfpU1FAHzUPgD4qnMpe/0lDvYAtJIdwz14Tj8eaYv7OnilDu/tTSDjnAeXn/xyvpiigD5lh+APi24LCS40u329GeZm3f8AfK1LF+zt4ojfcdV0c/8AA5f/AIivpWincD5j1H4AeL4wJILnS7k/3UmZT+bKK2fh58LPFfh/x1pWqajZW8dpbs5kdbpXIzGyjAHuRX0HRSAKKKKACkIyCKWigDMTRNNS6a6FhbfaCSfNMYLZLFup/wBpifqTV/ylyTtXJ68VJRQBSg02ztVK29nbxLuDERxqvI6HgdatBADwAPcU+igCvPaw3KbLiGOVPSRQw/WrFFFABRRRQB8AUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV9v+BP8Aknnhr/sFWv8A6KWviCvt/wACf8k88Nf9gq1/9FLQBv4FGKWigApMUtFABRRRQAUmKWigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD//Z", "path": "003130.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003131
Men Tshirts
{ "bytes": "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", "path": "003131.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003132
Men Tshirts
{ "bytes": "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", "path": "003132.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003133
Men Tshirts
{ "bytes": "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", "path": "003133.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003134
Men Tshirts
{ "bytes": "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", "path": "003134.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003135
Men Tshirts
{ "bytes": "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", "path": "003135.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003136
Men Tshirts
{ "bytes": "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", "path": "003136.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003137
Men Tshirts
{ "bytes": "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", "path": "003137.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003138
Men Tshirts
{ "bytes": "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", "path": "003138.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003139
Men Tshirts
{ "bytes": "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", "path": "003139.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003140
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAI4AgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKYzqgyxAA7k1Cb61XGZ4+SFGG7ntQBZoqqL+0Z2UXMJZfvAOCR9fSnm5j2b0YOucEqc4oAnorJ1fxBpuiWpuL66jjXOACeSfQDuak0jV7XWbEXVrJuQnaQeCp9CDyD7GgDSopKKAFopKKAFopKKAFopKKAFopKKAFopKKAForP1PWNP0a1NzqN7FbQj+KRsZ+g6n8Koy+MfDkNhFeya1ZC2l4R/NB3fh1oA3qK5f/hYXhLcq/wBvWmW5B3HH4nGB+NammeINJ1p5F03ULe6aMAuIn3YBoA1KKwm8XeH0vZbN9XtEniJV1d9uCOoyeMitS1vba8j8y1uIp0BwWicMB+VAFmiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiuf1Dxn4d0uVo7zVoI3Q4YDLYPpwDz7VPaeKdFv03W9/Gw9WBX+YoA2aKYjrIgdGDKRkFTkGn0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRTWYKpY9AM0AMmmSCJ5ZDhEUsx9AK858X/E7+xLxLXTraOeRR++E7FNpP8OBznHf3rl/HXjq9ubeSwsp5UE7ESDjbs7KO9edXd/JIZZLuQtKSCxfk9MDn8KC1Hudf4k+Jura2FjiBstoIZI26g+9cmdd1GEtKLyYOwI3b6pxMlywYthFHJ7mq95dwMQc4ReFUUmaJI7fwT41Gj3c0dwBJDKuSSOdw7jkY4/Ou80nxXZamZLr7e8d1u2rbpJj5eMDb/Fk/jXiItQtqtwQQSu7ntVrR7yWGXeiqwBz8w/zzSuwsehXni+C88dNqN5DuhsYD5MUmOJOnT1ya0LX4mC31aX7NZeWJwC5IDeYw79vpn2rym6vhJdSMWwWO4g1GLre/mg7jjAB6UXYWR9XaJrFvremxXduw+dfmTdkoe4NadfMfhTxLqWkX5exdEGweYuPlwD3+pr6I8P6vHr2h2uoxqF85AWQHOxu4/A0zOUbGpRRRTICiiigAooooAKKK4jx78RLHwXbrEsYutTlXdHbhsBR/eY9h/OgDsZ7iG2haaaVIo15Z5GCgfUmvLPFfxo0u0t76y0hLiS9XdHHckKIgem8c5PtxzXlXizx5rXjSZfteIbaP7sEJIjU+vPU/WuWYRp/y0zn+8M1LZSizV1fWtV8R3jXeqXstxOOFZ+VUegA4A+lZ+HHyl0kI6AHkVSkuXjwMgr7cUwSsfmByPWkNJEsty24gkjHarmnavqGnTiawvbi3lAx5kMhVh+VJAqXsWyQ4YHAY9foad/ZrQHcxwAcZx0PoaEx2IpZ552Z3ldpM5ctySfWn2Wp32nXazwXEsZwFyrEZHoce1OaPHlTLjIODUpVAjEAFTyATyvsaBWR9E/C3xlD4g8Px2NxOx1O1BRhJ1kQfdbPfjAPfivQ6+QtI1S50ZxdWNxJBMP4o2II78H+dexfDDx5rXiTWZbPUJ45oPKLLlArKR7j71UmS0et0UUUxBRRRQAUUUUAFFFFABRRRQAUUUUAFFFcz4v8aaX4R0557y4jNyUJgtt3zyt247D3oAg8ZePNN8H2pM4NxdldyWyMAcZxknsK8R8SfGDXdXZfscr2UYBDRxHhs9RnuK5TXtevfE2rz6jfybp5TwozhR2UewrPihSKBmmU78gKtZuRpGIlxdXt0wkuJnb0BNTW2p6ha4MV3MmOwcipYonn3AJhVG3P9KrXUDRqeDu9BU3NOVHV6F8RNa0e7SVb2QR5+eNMFW+qnjNe1+DPihpXiqX7DI4tb/jaknyiX/d56+2a+Wj50eWIKj6U+G7RZFLgo6nKyISCD61SZDjc+4aK8q+E/j99dtf7F1O5Et7CuYJmPzTIOoPqw/UV6rWhm1YKKKKBBRRRQAUUUUAFFFFABRRRQAUUUUAFcl4z8RxabpE0NrODfPhQqnJQZGSf8966mWQRRM7dFGTXgviG8ur7xFc37zF4mdhAwxgAHGB7ZFJsuEbs5fVtqTqV6qa5fVZvMlck5JGK6HVpDvZj/EOfrXIXLksc0kzaSsOWZltsA9eKb5fmuFJ5ADUiqDbd87s/pT54nQRyr2AzTMy7NcSH5C3yngD8KmsZjCQOwBJqkHWeLcCd4PI9KA5Xvg0ikRQyG4vZOcbjyT2qyJkGFT7g4BqnGipcMQcq44qGSUycdBngUCudNZXvk2ckFuu6WbG5voc/4V1ja/eaF4di0+J3Ds6zEgkFHBzkEetcJocoF9FuGQvJHrWpc30mp3J3t99s+wpN6lKzR9S6Hqces6NaahH0njDEf3T3H51o15v8OtbQM2lugj87M0Qz90gAFf6/XNekZqkYSVmFFFFMQUUUUAcF8S/Ho8GaXFHbKsmpXWRCrdI1HVz+OMCvmy8vJr+7e81K5kmnkbczOxLMfcmu4+Muoi/8ezRiQNDaxJEpznnGWA/E15pNdBnYbNwz1JqWNE0907EouFx0x3qAOXHvTeGQbT05HqKWMDk9Aev+yaRSJUjEgK+opkS/Z5gsgPlk4NWIsI+/GR1IB5B9RVtoY7qMlfmx6df8+1Aya2hSJxIhGCOc8/nV+a4Cp+7OexDdvb39jWLbmW2dVdSYuxIOB/h/KrF7mFvlDfjg4/LtSZSYybynLGPMbH7yHpn+lVTO4+RxgjjJ6ke9IzmRQR94dDTJFcR52np6UITJoLkp8r4O04w3etzQtSlsdctLqyuUglEiqjf3ckDdjuATk+1csh8yYB+laa2yKqhQQPXd096om9z7MtvNFtEJ2Rpdg3sgwpbHJHtU9c34F1ca34O06753iIROSc5ZRgmukqiAooooAKKKKACiiigAooooAKKKKAOG+JXjpfBWipJBsa+uSVhVxkLjqxH4ivmS7vrzXdSl1C/uGmuJjl5HOSf/AK3tXX/GO/vNT8bXQlB8i2byYl3ZAA/xPNcRa4RMc571nJmkEW9scXly90cZ9qJZzNc4bpHkj+lGEcMGyAwpXt2yGHzYGMioua2JvtrW8AVegFQjVTt+6N543dx61DLG23kEVAlnJM21BRcC8I01CLHCt0AHU1nzaU8UjCSVEAGeepq5DHcWMrebG3IxUclve3js4hkfJzkLQpIfKxujapd6Bq1ve2jsjwSCRGI4JFfXPhLxRY+LdBg1KzYAkYmiPWJ+6n+nqK+RL2O5ihWJ7ZgwGctXf/BLxY2keKhpcz4tr8CPB7P/AAn+laRZjOJ9OUUUVZmFFFFABRRRQAUUUUAFFFFABRRRQAx8FGBGRg5HrXgHie0l0+8cxNus5S00PPBDfyPYj1FfQJ6GvIvG8dmks6s0kPmkyLEQRtY9flPqeeKlmtJ6nlE7PMMOox0qlceH7kosiRPsPcium0bSW1PU4IV4DvyQO1exx6LZpbpD5SlUGBmspTsdcaaktT55j0vZHtkiKjsRzimS2bxJtKkr/CcV9GpotgP+XWM/VaW40fT7mPy5bSEr/uCl7Rh7GJ8zm2KEMo5PpTGs5pGykbflXvt54H0ee4Eog2Y4IXoasp4f0+FAsdrGAvTik6o1Q8z59g0i6kYKIm4PHHSp7rwpeRRecoyMZIx0r3SXSrdTlYVH0FVJ9PieNlKjkVPtnctYWJ4HaNJZ3fzjDcjmrejThbtWILBMnHb2q/4nskjvZUQcg9QKyLBJYpcrjPbNbRd1c5ZQcJcp654L+2T61Y387+WfOUEfxOO/4dc17sCCAQcg9MV8+eC1Fw6SSG4ubgnakCjbH/wNvT6V79bLIttGJShkCjdsGFz3x7VojKruTUUUUzIK86+MHiLVPDnhSGbS5Hhe4uBFJOnVF2k4HpnHUV6LXF/EzwxeeK/CwsrAI1xHOsoRmxuABBAPTPPehgj5YmeS8nMsrM7n5mZjkk/Wq0ioDhR+Nat7ZyabJLaT4WaKRonA5wwOCM/Ws94iZNijn1/rUF2uV1BU5HSppIcDzYidpHIPatO20G8mjEkcDFT1yOoqy+hTeQyjcnHQjk+1LmRapysYUTSbgNuT+tbFvFMId+0Jg8Me3saLPw/dSTbfKkb02g101l4Q1O9mCiB0jPUlc5H4daTkhqnI55p40VlYfMecq2VPuPeobW0lv5BEFZufl45r02z+FkOA0shU9SByD+ddJYeCrCyYbUzjuaiU0aRpHmdr4LllQOBt79OCK0LjwY8VgQI1aQjkEZx7V6oNPijz8oOfaop41KEY4xWTqM2VNWPnW6tPsd2Wkh3LnaQvBU+mKsJLbMvyOQrDBDjFdl470QQut/Eh2THbKB/eHQ1xjxRBSrAhj1Hr7iuiMuZXOaceV2Pc/gfq3n6Nf6Q6kSWkolDcfMr/AP11r1ivn/4H3ph8W3VmWJWexzgdNyMMfoT+dfQFaLYwluFFFFMQUUUUAFFFFABRRRQAUUUUAfMXxvjWHxzMI1Vd6o2FPU7Rkn3rH8HeFG1hXmncrGOnqa1fjCir8QrpFOdxVm56fKK1/AkgEBVRwR+ArnrOyOqhG5Kvw3gkkA835TyWHAH4VfX4ZWjNiK6f8RXVWz8bTWjbtg1zKTOtxRwU/wAMC3Echz6mn2PwyMDlp5ldf7oFelK4oZ/arIucufCmneWiSW6uFGORUbaFZRRFYoUUjocV00hBFZ8/GeKhlJ3OK1rw1balAylFSYKdrgV5RptvLZeK7LyAfNW7jHHruFe7XPHboprzvwnpian8VLKF0zH9oMzDP9z5v5gVrRlrYyrrS59MISUBYYOOadRRXYcAUUUUAFFFFABRRRQAUUUUAFFFFABXnHxR0yBdOTUguJg3lk4POa9Hrm/HNp9s8IX6gZZEEg49Dn+WaTKg7M8t+HcXm6pPORnykCr7Zr09K4L4bW2LS9nPeXaDXbS3trby+XLPHG+M7WYA1yyV2elHSJcUUFeaijuoJACk0bA9wwqYYIyDkUWC5WlXmoiKtuARVGeeKMHdIo+pqbFplS46ms+dQVIp1zq9gmQ95Cp93qKK5gu1LQTJKo6lTnFS0zSMkeZeK7FUuZMKQxOc+1cdGGSdQDtIPWvWvFlij2wuePl4PvXmSWzPqDEY2hsAdTW9J+7Y5MSrSue8/DC2trjTRcxNt2AK8HYN/eHsRXo/QYrjPAehHS7T7QBsSaFFC+uOcn88V2ZrdHDN6hRRRTJCmSNsiZ8Z2gnA70+igD4vvpXmubmViSXdnwfUmug8M+Fm1O1W7kBRCxJx0NXPiR4Vk8M+KLiNYttncu01uw+6VJzt/wCAk4/L1rrPBuz/AIR6KJfQgisajsjopJNmxZ6XDDBGmxdoAHStCPSrRzuMCE+uKSH7gHpWhAegNcrZ2JaDY9Ot1wBEo+grSs7ZIiCgC/SmJjqRUgk2twMU07CfY0fKRxk4J9KrSQgAnGPakWYkfeIpHckYyTVtpkJNMqS8CqUoypq5IcnFVJRxjNYmyOZ8TwJLoFwjjPGR7YNeQX8TIvmsMYb5eegr23XYvM0q4X/YJrw+/kaWV4x0Dd66KPU5q533wTAbx6zD/nzlHT3Wvoyvnv4GW0n/AAmd82PkitGyfqygf1r6ErpjscktwooopkhRRRQAUUUUAFFFFABRRTSQoJJAA5JNAHzf8bLMw+OmmKMBcQIykgYOBg4/EVW8DXRjYp2wBXRfHSax1BNHv7O6imaNpIZPLbOBwR/WuT8GDzLaZu4fiuavsdmH0dmenxTfMGrXtyWwR0ri21aGxUiTdJKRkRr1/GrEPji3gG2W3kQAddp4rlidbO9VSRTscVy9h4y067dY45yHP8LDFbiXm8ZXBHsa1uZtFhlqncrjNUdU8RW2mws8pJI/hXk1ytx4+EjmO2tWJ7MxA/nSY1obOpSbd3+6awfhFYm78e6hfPFuW2gbD9lZmwP0BqNdRv7uYeeieU5yMMMirPwv8QWehTa2boSs01woHlqCFVc5JJ+vSro2T1Mq6k1ZHulFMR1kRXQ5VhkH1FPrsOAKKKKACiiigAooooAKKKKACiiigAqC5gS5tZrd/uyoUP0IxU3aquoXQs7Gac/8s1JpMaTbsjzLwjbXdhpGs2ESD7bb3LqoPrjj+VZTeDGlUzalqsnnMcu5I6/jXWaG4n1DVtQQsY7t43Usu3J28nH5VV1jRZr7a0dwY2B6DuPQHt9etczlroekou1mef3fhq6065WS31qN0ByoZiv4eld34e1W6NusVwdzAfeDbs/jXEa/4U1BNZEtpdMlqX3eWJSW5AyCecgHP512PhTRZ7S1LzkDLfKq9MUm33KhBWudFcXTpbFhnmvLvEf9p3szb7mOCPkAPJivTdaOy0wuB9K841DRZb6/imLIY1OXVycn2GP51NyuVNGBZeFku5ALzXQR1Cx84/Otq28HyWLi50jV3EinoeQfY1Us/A7R6m9zLcxSISNqOhO0D8R6102laQ+mnAnllGer9celU5+YoU+6sT6wHbw3K9wirKI8sByAfavOvD2nvqfiCytI1Jaadenpnn9BXpOsI9xot3EOpibH5VzPgi2fTJINbPmZR1jTbwOeDn25opSSRNWEptRifQCIsaBFGFAwAPSn0incoPTNLXWeWFFFFABRRRQB498fYCdE0i4VctHcOpPfBUf1ArlvAVz5un7ASdg5HpXd/GqJrjw5ZwIQGadiDnBJC9P8+leVfDWd4tRvLdm4aMMAfY//AF6xqq6ZvSumn3PUYjiT2q/Dn8KyTdW9t880ioPepoNc04qS06IAMncQMVy2bO1SSN2NSR1qdY8kZzWVa6tZ3P8AqbmN/YNWjDdgryQaPUHrsWAgHrTmUBelVmvlQZzWTqviix0yBpZ5funGB1z6U99ibdzTlXk1TeuNfxxe6pI0WmWErr/fIwv5niprZdanbdLLHEpPQPnFHINTudFcIJImQjIIwRXjXiawTTNXmhCgofnQkdAa9ftkmQFZZfNAHDVwHxBthHfxT7c7oiPrz/8AXq6WkjOrqjpPgrcw2b3bSxqpvpEijlZsMSoJ2479a9t7V4p8LbOO4bTGKD/RZXYZ4Kkqf/rV7XXTB3OWrFK1uwtFFFWZBRRRQAUUUUAFFFFACVzPjy5uLXwjem1YpLIBEGHYMcH9K6aqeo2UeoWE9rIBtkUj6HsfzpPVFQaUk2fOrWr32lz2epYkLZMMuOVI7VU8CQssV2D0DAA/Sul1zSpHItj+7eCZw2OPmFQ+G7IWMU8bYDGYk/pXC9mj15pNqSLLxyW6yyBGLt3C5rF+z6rermzs4pAWw8lxNtOPUDPFej2dvHIPmUEEVONCsixfywCeuDUx0ZEmrWOAg0S8S4EQkgdSoJORkNjnFeg+Hov9BCSjMijBzSHTba0Uui89s80/TnzdPj07VXUW6OR8RaXc395M0LpFGH2kt1x3xXPweHbm0eZ5dStniCny0EWSW/2sj+VekRIklw6SrnLHrUr6Vaht5gQn1xTvYXa5wmmWdwIQ8kIjGc4B4/CuetdOuzJf2679r3RXaO57V6peRRxwnCjgVS8FWEd74olkdVZISZ8H14AP5/yoprWw5SUfffQ9Qsojb2NvC3VIlU/gAKsUUV3HlBRRRQAUUUUAFFFFABRRRQAUUUUAIOlUdXt/tWlXUH9+Jh+lXqRlDAg9CMUmrqw4uzTOO06NIbdogOYwitj/AHBVhlBFE0Qtb+aPozKD9QOM/qKVTXJJWdj1Iy5tSk1ossv3Rn1q8kQjjCqOlKMLUM2pWVrPDDcXUMUsxxGjuAXPsO9FiihrBJKg9KowwRsQSozVvXLu1t4/OuLiOGMcFnbArPS5jBRo5FdHGQVORioZpHY1Eto9uQi1BdrtAqxby71xn6VXvTz+NIaKjIv2Wd3OFWNiT+FYehJJNDDpLAFoZomBHoWBx+taepzhdMNtn5rqRIePQkZ/Suk8O6FGt2LxYVjiXleOXbpk/Srgr6Gc6qpptnYqMLiloortPHCiiigAooooA5fx9pS6r4XlQ4zBIk4J7bTz+hNeNaJp8Np4rk8llIaFyQOoORxX0Ncwrc2ssLfdkQqfxFeC6fYPY+MLhpVIXGEPruOD+VY1dGddBKUX5Fy/0pLoO80kxHohPSuQvbbThlI7SaSZf4PMYsPc44H5k16nDGrpgqvPqKiOlJBlo4VIJycrzXMp2epvyXR5Zoq6hLO8tnYTIIlLtucrgD0z1rvNB197gJG+4Fhxu7/41txwyKu1ERF74XrVa5tojdRhIkjwc5VQOT16U6k09h04NaM0rkObUuB+NcdqGlXF/MH2bVZ/vYyT7/h+dd7KoewC+lVUiLxbe3sahOzLaPOr7wXqA1LNjeSNb5B3PkMP1/oeldBY+Hp4bz95Kjxj7jEYcfUjGfxrpVsiOAz/AEzVmK2EY4FXOrdWsZxpqLvcrLb+SoXdmuZ8X6LJq5sY4jtfzCpPtjNdg6cVnTvtuYCBlg+VHvg1MGxzM/wlpc2k6vaxQyOBlTIGPTnFeu1yWh2ayahG27Plr5jkfxN0BNdfXXS2ucmJknJJdAooorU5wooooAKKKKACiiigAooooA888YaH5OoPqIU/ZpwPNweFcDGT9fWvP4CLLVZYFkaRHwysxyc+lfQDIrrtYAg9QR1ry74k6ZHaajpl7bRJEro8TBFAGQcjp9TXNVp7yR2Ua90oMNNuflArahk3LnvXH6Vc54bhsV01pMNgJrmTOol1JwloWY4A4zVbQ5rYzORLnZwc/pUmqGKfTponk271xkHkV5zFaXmkXM88DuySvh2J+974qiopWPQXuIF1cQK4L9TitOYkR8VwGiwPHrgvrlnDOAT3DccV2Fxfx+UetFyWjO1K5+Rl3c4NdX4K0eXT7B7mcIJLkKygckJ1GT75rz3ULoOWUAkt8uK9kso/JsreLn5IlXn2Aregru5y4mTSSLNFFFdJxhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGB4kCQxW13jlJQjN/ssCP54qipHY1r+IrZrrQrtFGXVN68d15rj9L1ZJSsL8Ej5ST6CuestTuw0vdaNoyIrfO4Ue5rkPEPiGwtL0uljFdTxAbZWAO3PoexrO1+HU5tQmkk+1NbNwVtuSBTWuTamOOPR5ESRADJJhgMf3jUI6owlLYytT8WzX0RaytDvjO5t67gKZpfiuCJyuoqYc4w23Ga2DqIWJ4YkgjAyTsjyWOOnSsW7mvryVkTSbeUthYzcJgt9VHT86bSL9nPoztNJ1a1vgfs8ocL6VYvblIwWc++K4/Q9AudEuWu5toGCzLHnA+gp1zrX2m/kCnMJznB6D/8AXWdrsnmtua+nq+reIdOj28G4BAPTavJr2BVCqAAAB0Aryv4fW/23xDLckER2kYCHPG45yPyr1YdK6qcbI87ESvMWiiitDnCiiigAooooASvKPHGnLb6tK8e6MErcx46bu+PqR+ter1n6lo9lqsYW7hDlfusDhh+NROPMrGlKpySued2svmrG6nhwGH4itqEZXDYrKv7OLRdXexhL+SgBj39cEdM96txXI29a4pKzPQhK6uXJgir8o7VhTNuuSQQatT3Tyhtn3R39az7W4huGjcOrMD82OoPpUNXLTOgQ7rXFVYWCOQTjmr8XlLbsxfJI4AFZNxPFC/zyBWbhRnlj7VUlsCZtxFHTIYGkfGKyxHJERIjc/wAS+tWBcZXJ4pN6CCd9o4qlaWk2o6xBFDtBUM53HjA//WKdPKCTVrwiHfxC7Ko2JC+4+mSMVdJXlYyrO0bnXaXpiafGxJDSv94joPYVo0UtdySSsjz223dhRRRTEFFFFABRRRQAUUUUAFFFFACVw3xQi3eH7aXODHdKM/VT/hXXX96ljb+aylmJ2qgONxryrxj4nuNWg+wSRxxxh92wDnIz3/GuevWhH3HuzahBuSaMazlC7GJwx7V0kMpktCyelcRYSFZfKmyOPlbt9K6nTZNqCE889fSuHmPRsPu9VS2i+azuZT6ouRWW+t30qELokzwtxtMQIP65ro5LN3UlRz7VjXL3li/yWrPk54Faxa6mtOUFuiFdW1QOok0fORwBtGP1q0bi5u3XzbfyNoyV3ZNS2FvfXY33CeWnYGn6iBZwFT95u9DZNRxb0KGl2MmseIYLaLcUMmXI6BR1Jr24dK5vwhocOkaSkv3ri5VZJX9ARkKPYZroxXbShyxPKrVOeQtFFFaGQUUUUAFFFFABRRRQAUUUUAFFFFABRRRQA1gGUgjIPavI9RtX0fxWNPZdsJBeBz/EhPb6dPwr12sPxH4dg8QWSozeVdQkvbzgco3ofUHuKmaujSnPkZgWKpiRlJYucnJyKztWuotIQysuYj1QrkCodG1QWt7dWGoKYLq2P7xGPB7ZX1FbVze6deQ7ZtpU9m/z71zWselGdtUeft440yWUxInzFjjMZ4rodLghlUXf33ccMR0FNl8NaDFP5sNvGH6nPepRqESxsiKqqvGAelD1NHUk9GLqMqfY5dhyyjNeY3V24ungt48yTSYVB35GK39d1Zmm+zWcZkuZgQkcXVie5HStXwp4P/s5xqGpMJ78jgfwxew9T70tjKWuiO68AaUNM00o4/fn5pTnPzH/AA6V2XavGvG/jPU/CljB/ZMyR3MzkncgbKj2P1qp4E+Juval4ls7LVp454LpvLIEaqUY9CMe9dFN3icdWlKUm0e5UUUVocwUUUUAFFFFABRRRQBxHjm123NjeDod0LH9R/Wuag35miJJKcj3Br0jXtOOqaPPbR4EpAaMnsw5H+H415mLry7uC4ZGUjMUykcqR6j1zXJXh71zsw89LFc35FwLeR0iLfcDMBuHoM1n3/h+aSU3FnKUn67kOK39e0Gx1/T2guogy/ejYdUPqDXH6Rp82gl7K/eea1Vsx3MeWdOR8rL1x15FZq1jqUL7G3aXfiORBaSQ4b7vnBf1x0rVtNHks3E8i+fc4G6WTlvfHpTLWKJrXzodfXy9+CGHOM+h5zReGKI7Ibq7u33LyrbFC9yWp2ElfRXJtU1NNMtPtFzKsSJ1Zjgf/XpbPUE1C3MiEHIByKo6d4fjmvv7Quw0zqT5QlO4Jz0AP8602t49PSURKFU5bA6ColYbXKRu/lgk9CcD2rS8EzD+3biMDO+A8+mCP8a5a7v2SMgY3njHtxV/wXdeRqMd/LgRufLyey8gn8+a0pe67s5qr5lZHrdFYun+J9G1Ocw2d8kkoJG3BXJHUDIGTW12rtOCMoy+F3FooooKCiiigAooooAKKKKACiiigDC8SyLHbWxY4zN/Q1wfiXw6bqWPVLXJlRCskY6OPX6113iMm9uFhQ/Lb8nHdj/gKqWTkxeW/UcV4GMrJVm0d1BNRR5lJbBhyKktLmS3bYwLAdGzyP8AGus1/wAPkh7u0Xnq6Dv7iuPPBzWtOoqkbo673OxsdYR9oYjp1Herxv4mHUGuGgJDgqcGtJGdhy/6VsnYho6G41BI0J4GBXG6rqB1Kfy1J2KeTV66RzE371iDWRLH5UTsoxhSf0qua4rHt+hapb6ppkUsHylFCOh6qQP5Vq14/wDDvX2EEU5bKECOZR6ev4da9eVgyhlIIIyCO9dOHr+0jZ7rc8+rT5JD6KKK6TIKKKKACiiigAooooAKKKKACiiigAooooAKQ0dKzdc1SLRdGutRmxtgjLAf3j2H4nFA0ruyOa8U6BZ668hEhiu4DmOeL70bYzg+o9jXmV/pPizTJmEcH2xN2Vlibn8Qelb3wy1241O81yK7kLzPKtyST3bIP8hXfTIrDDAGueW56MY8vunidzqfiSWPyf7Kuw/9/YfSk0zQvFF7kSsLKI8eZKct+AH9a9XkhXeQFGKZ5WB92s3N9DRRMDRNAttGRzGzTTyYMk8nLN/gPat2WdLa1kmkYKiKWJPal8racmvPPiP4hdLL+zrVsBziRgeo9KlXbK2WhxPifXn8R69JMCRbp8kQ/wBn1/GorO5msrqK4gfZLEwdGHYg5BrJhBTmrSzYroWiCK01Pqrwf4ng8UaHDdqyC4VQtxEDyj/T0PUV0VfJOi+Jr/QNQjvbCdo5F6gcq49CO4r2nw58ZdG1TZDqcb6fOeNzfNGT9eo/GtEzz6tBxd47Hp1FVrW/tL2ISWtzFOhGQY3DfyqzVHOFFFFABRRRQAVwPjfQWj83WbNMpj/S4lHUdPMHuO/sM131RyKkkbI6hkYYYHoQamSTVmOLad0eX6VeedaKpYHZwfpTby0SSTdnax+6+Ovsa5g3TeHNbnsnVjAspQEnIVc4A/D1rsLW5juYOzDsfWuJpxZ6VKpf1KIiihwJXjz61etmgmUYYOq8BQuBT/ssM330GBVqG2it0wihT0GKfNoayqSe7JF45wAB+lZmqTBLdyxx7VdnuFijIJxnuK4DX/ERedo4wXXJWNF6sfapUWzGc0kV7+SS71GGwgJEkv3sfwr3P+FdpbWyW1skUa7VVQqj2rF8LaJ5O+7uctcygFmI4A9BXTOOSewFOT6IzjG2rOTmsxYanK8TN5dy5m2/3H4zj2PWu58L+L2d1sdTkyTxFO3r6N/jXH6k268A/uKc/j/+qqaGuqk3ynyeMrvDYyTp7dUe7D3pa850bxtJZWggvY3uAnCSKw3Y9DnrW9a+O9IuDtlaa2b/AKapx+YzWtz0qWOo1EnzW9TqBRiobe6gu4hLbzJJGejIwIqag6009ULRRRQMKKKZJIkSF5GCqOpNLYBSQASTgDvWPd6vuJjtuneQ/wBKrXt9JeMUQlYgeB3b3P8AhVdVwa8jF45/BT+86adHrIgRTHcMGyVkOQffuP60ksBR96Va2hl2npT1AYYbqP1rxnd7nSiCOTemG61yfibQCqteWaDjl0Xv712DQDqvBpvUFHFXTnKDuikzyOGXuDV6K4YYGa3Nc8HMWkutLfZIfmMLfdY+3oa5KC4lS8NtcQvFKOGVhgg161KrGaLubnmCVcVBewr9mYDjIIzT4uKZfSr9mjI/iNaPQEjG+H0slpey2UvrkZ6V7bpOqwQWywXMwj2nEbOcAj0zXlfhvT0lDOBiS2mKg/3kPI/LNdzNGJLMA9hXBHESpVnKJnVpqSO5R1dQyMGB6EHIp1ec281xbPmGaSM/7LYrXt/Ed9HgSrHKPcYP6V6VPMacviVjjlQktjr6KzdO1eC/OwAxyjnYx6/StKu6E4zXNF3Ri007MWiiirEFFFFABRRRQAUUUUAJS0lVb7ULTTrdri8uI4IVGS8jYFAJX2LWeK8p+MmshbO00mN+XbzpgPQcKPzyfwqDxV8V2Ie10FSo6G5ccn/dHb6mvMNUuZrqETzyvLK+WZ3bJJPvUOR34bDSTU5Gr8LL/wCz+PDbn7tzbSKf+A4YV7bcDcCBXz/8Nnz49jcDkQuBmvoAHcgIOQRWM2aN6sq/Zx1zUiw4GalHNSkYQ1kVcwtXlaG3cICWI7V4L4hvvt2pvtOY0YgH1Pc16l8RtfGn2v2GB/8ASrheSOqJ3P1PSvGXPzYFaRRoloNPFAyaVY2Y9KmKCJC7DgDNaDUSAkiREHXqfargXIHrUEUTY3MPmb5jVpRxTuCiXNM1K80yZZLS4lhYdCjEV634Z+LpIjttbg3Ywv2iIc/Vh/hXjdSI+KOZinSjNWaPrSyv7TUrVbmznSeF+jocirNfM3hzxhqXh27WWCVmiJG+Inhh717v4b8YaV4kt0NrOFuCuXgfhlPf61adzzq2HlT1WqOjoozRVHOJXG/EXxC2ieF7hLaUpezqUi2nDKO7e3/166XUdTtNLtWuLudI0AOMnlvYDua8L8Rarca7qFxcXB4b5Y07InYCkzixmJVGNluwu1W+sopm+cTRKzZ75ANU9M1K60d/LcNJa5+VhyyexHpVrQpPN01bV/8AWW37o59P4T+X8qLu0dTuQHFcTbTsetQkqkFJGuni6xCErcoGI7nkVXufG9nHlVl4PTHIrGMMMvEsKMe+5RTk0m1YhltkBHTAouja0n1Ir3xRfasDb2MLojfxsMDHtWr4a8NeXMtxMd79yf6elT2GmRqwJXPtXW2ULKgyNijtScuiBQtqyVIRHGFUcCopvlQkde31q2/TArH1i68i38tTiSQYH+yO5oUW3YyxFaNGm6ktkc/cSBp5H67mwPoKjUjBJpOrcdBxin44rsirKx8BXqurUdR9SKVtsYOepApokbgMuR6iluRwg9yaiXj5W/CmSmXrLVLvTZxLaSzQt3K9D9R0NdZZfES5QKt1bI+OrAlCfw6VxOcUvTrz9aLnTSxdWlpBnqlp440yfaJhLAx671yB+I/wretdRtLwZt7iKT2Vsn8q8NAK/dJH0NTRXM8TBlk5HQ9CPxFFzup5tNfGr/ge4XE8dvC0shwo/M+1c9eXkl443jCA5VPT6+9cJF4m1NAiyymVU+6JG3Y/Ora+K5WxttlLfjXHioVqnuw2PUoZrhrXndP0OtjXvUmKxtG10XxMVyscMufkAbhh/jW3ivFq0p05cs0evQxFOvHmpu6G4ox6cGlxRWVjcejBlPqOooKAmo2B4ZeGHT39qPOlycQgDtuf/wCtSsArgAVi3tnY6lJsMKysOrj+D6H1p2oWOpX7Y+3pBD3jiTkj3Y81dtrVbeARJgACplKS+EtM5DXdLXT4Flg3GM/Kc8kGueBM9rbYOcM6mvT5bOK5geCdQ6MMEVwl1o0ljcTWx6LMHRvVSK9HDVnOFpbmkHcueF45CbglB8kgVT3wRk10mpXP2PTpLgxSSImC4Qcqvc/hVLw9bjyJQR/y0OSO9M8RO98RpkEhQfemIPX0X+tcVX+K2SyS1miu4FlhcOjDIYVYVKx9L0B7JxILqZQDnYrYDfUVu4qSHYau6Nw6kqynII6iuk0vWRckQXGFm/hPZ/8A69c9TCuDkcGurDYmVGWmxlUpqaO9orI0XUvtcRgmbMyDv/EvrWvX0FOaqRUkcMk4uzFooorQQUUUUAJRRXGeOPGkfhq1+z2+17+VcqD0jH94/wBBQ3YqEHN8sS/4p8Yaf4YtSZWEt0wzHAp5PufQV4NrviPUfEF+1xeTs4z8kYOFQegFUdR1K41G6kubmVpZpDlnY5JqmDWTketQw8aS8x554qHUb5YprSxRQ0si/MT0UVOrJGC75wOwGawp4Lm61gXwj2IHG1W67RxzUo1qylFLlOj8BSJbePIhklfKYZr6Bthm3Wvnrw1Ao8YQDIUlsgmvoaz+aFAOcjtUyV2c0lZscqHNZviPXbXw7pJurg7nb5YogeZG9Pp6mpvEXiCy8M6ebm5ZXmYEQwBvmkP+HvXz/wCKvFl3qWqpd3+ZCVISNDhYx6AVKiEduZ7EesX9xquozXly2ZZWyfQegHsKoR2pzlu9QjV435FtKfoRUg1CRh8lpJ/wIgVpY6FOHctrEFHAqvKvmSrF/CPmb+lME1/KfliijH+1k1NFE67mkYM7dSBimNyT2HBRinAYpQKXFBSExSgUuKMUAKDipre7ltZhNBK8Uo6OjEGq5ByAK29O8Ps5Et6Cq9RF3P19B+tCObFYqlh6fNUdl+fodl4R+JmtwSC3vbd9Rtx1kL7WT8TwfpXWap8Q5pFZNOt/JHeWbBP4L0/OuEijWOMImEiXoqjAFDHI4GB2FaHxeNzeVWT9iuVfiJf315qN4J7ud5W5GWOcew9KpsN3bmrBX99COxJz+VDx4bNI8lzlJ3ZWt3e1uBOgyQNrr/eX/EV0UDQ3cYZTkGsby/4h1pYr6G2u0hUMZWGSq9FHqT2rKpC+qPayvMVSXs6m3fsbLWCtzgGr1rYxYGV596q2GqCa5ELqgDcKQe/vW3HGwbOMVi42ep9Hh8TTrxcqbuh0NuiY2p0q6pAHWocEZ4pyABS8rBUUZJJ4A96Xob+bI7y7is4DLM3HRVHVj6CuPurmS6uHd2y7HnHQDsBVbxj4kTzjb2GZbkRlYVHbP8Z9PasrS9aBtR9utbqGdOJG8ospPqCP8K6KcbK73PlM1xE675afwr8fM3Au0e9H1NUF1mxb7srt9InP9KDqSycR21049oto/M4rU8P2c+xZcb5AewFI0e5cU9BkcgZPJpxpCGD5ox0zS470icZFPI44oAQfzpSOaAPfOadtoC4mM8GnxcL9aQ4Cn6YpQMYx0pjJ0Y8Gun0TW2LJa3TZB4SQ9vY1yynmpVPHWs6tKNWPLI6sJiqmHqKUX/wT0ikrL0O/N7Z7JDmaLAYnuOxrUr52pTdOTi+h9zQrRrU1UjswpMUtFRY2IyKb0qQ0wipaAUHNZmt2vm2wmA+aPr7itEHBp7KrxlWGQRgiiEnTlzIcXZmHps6WWizXTjozHHqegFZum28ryvczEmSRtzE+9aj2LDTobNiMeazE+wJxViGFEXA7d6mc+ebaLk+ooHFLjipMUEVSIepDSP8AdFPYVGfummIl02ZodYtivALbW+hrtq4DO2SJx2YEfnXfDpXtZdK8GuxyV1Z3HUUUV6RgFFFFAFXUL2HTtPnvLg4ihQux9hXzR4g1ebXNYub6ZjulckD0HYfgK9l+LN81n4MZEYg3E6Rn6ck/yrwdPmUmokz0sDBWciNhzQoqRxzSAVmehYX+Cm96UmkJAGaQMgEzW17bXkZIaJxkj0zXvTeIrLQ/DaalcHcCoEcY6yNjoP8AGvBim+PZjOabq/iO4eK2s2k817ePy0B+6nr+NFjColvLY0fEPiCfUtQk1LUpQZH4VR0VR0VR6Vx91cNqNyhEeFHAqWK2nvpfMmcmtOC2jhGFUfWqIadTTZBBAsUSrgdKnA44opRSbOhKw3FLinYooHYQClxQK2dJ0SS8C3Nx8lrnIHeT6e3vQlcwr16eHg51HZGOAWIVQSx6Acmtay8P3Vzhp/8AR4vVh834CuniSOFAkSJGo6BRjFKz5q1E+WxXEk5K1CNvN6/gUbbSrOxYPDGTIP8Alo5y34elXFQtRjJ5p/ReO9UfOVsRVry5qsrsa/HA6UgGTQacppGFxhTDIfRhT3GR7dzRIhliKq5Q5BDL1H51VfTIpf8Aj4kln9pHJH5DigtW6sq3V85hb+z0W4kDbCwb5EPue/0FZ/2CeOJpo5ZZJmz5mTgsT1//AFV0C20cS4RFVMbSoGOKjKeW+Dzn9f8A69Baq8qtFHO2kF9FcHaH8uNer5BJ9q9P8Ka6mooLK8IF2n3WI/1g9PqP1rmwA0eOMVVeN4Jlnt2KOhDAr1BFKUVJHXhsfOjV5lt1Xc9RniVcnp9K43xbrRtbY2VvhpW5b0H1rXh8SRXWhvduQLiMbXT1fsR7GuHDG9le6kO4FvlJ/iPc/SsoQ967PYzLMY+xUaT+L8jM03TmSV7mYl55DuZjyTW2FCrgdfWkRfQU8D0FbHzE5OTuxVXB5JpcD/8AXSj60UEig88009SRS9jxxRQAKMNTzg+9NUc896cenSgYJzjpTj16U2D+tOPBNMBG4HtSjOMmkf8AlS9AKAHrUqsBUINPFAzU0m8+xXscpyIz8rj2rt8ggEHivOUbA9RXZaFefabBUY5kiO059O1ebmNK6VRdD6PJMVZug+uq/U1aDQKDXkH0ghphp9NIoKuMNKrY60EU09aiSAifbPK0eMGM8j68g0oiCcCmlNl55wH+sTa31HT9M1K3IzWdNWKkRkU0inGkI4rUREwqFs8ip2qF+M1SEVwSzRoBkmQAfmK9DHSuC05RJrFohHWQHH05/pXe969jLY2jJ+Zy4h6pC0UUV6ZzhRRRQB5h8aZMaDp0f965Lfkp/wAa8btwCCPevaPjNb+Z4bs5/wDnnc4/NT/gK8asELH8azmevgf4YOvzGojwasTkKSKqk81mdoE0jfdNITTZDiM0Esq3k8iIkEClriXhVFUrGx/5ay8sexq3Yzv9smvPJikOdsZkBOwjuMH9KsKPU5JOSfU1XQwUXKd2KqBRgUuKUUUjboJilxRS0gEzSE0uKTazOFUZYnAA7mmDdjY0DSxezm4nXNvEeh/jb0+nrXXSHKEY4HYcVBZ2q2VjFbr/AAL8x9W7n86lOMVolY/PM2x8sVXdn7q0X+fzIsYP1oxgU8coOnHBpcZU9qZ5IwCnn7o9aYOGp7dBQIibNKOlKaBxigB/agdKQ+lKDxQMUYpjoGGD0pwbn2pD09qAGKpU4zlT3pCcfK1SDr9KSbBCn1ODj2pBa5Uli8wmBPlEnzSEdl7D8aslAiKijAA6Cq1uzMGlL8yPkDP3vp9ABVthwKC5xcXZjMc08cDvmk6UoOaCBecUo9O1APNGPb9aBBxikx+NL+FAH4UAHXOKU0Dg0UwEhOJ2T15FPBy341DITGySf3Tz9KduCzgZ65NAyQjLY96XqajU5ZjnvipOgpAO5pynvUYNOBpjJR9K1tBuxa6igY4ST5Gz29P1rHBqRSQR+hqZwU4uL6m2HqulUjUjuj0ig1V0+6+12MU2ckrg/UcGrJr5mUXGTi+h99TmpxUlswpDzS0lI0Qw009aeaYaTADzge+aarAgignFJu+Y+lZtDEI5pp6U4uDTTTQDGqCToanbpVeToatAWvD8Pma0j9o42P58V2dcj4bbGrOvrEf5iuur6DA/wUcVb4gooorsMgpDS0UAcN8VLYz+CpZB/wAsJkc+wzj+teG6bx5xP8K5/HNfRvjK2+1+D9VhAzm2Y/lz/SvnSxyLe599v9azmergH7jRWmYliagPWpJep+tR1mdzENMlz5ZxTzSHpQIhgj8uIL+NPxg5p1N70xWHUCigUDFpaBS0hDT0rQ0C18/V42P3YgZD+HT9azzXTeGINlpNcEcyNtH0H/1z+lOO55+a1/YYWclvay+ehuEnk0mcHHrSkY5prcj3FaH5uwHDMPXmlHFMyCyt2pz8Z9uaYhp45pzcHFMJy+PU05jkmgQg5PalBpBjFOHFAAeg/pSHINKSaTvQAClwKPag0AJt/GnEbnQdsMf0FHQc96bH/r0APVW/pQNDWt41lZ0jCM3UgYzT2BGO+Kc3SnMMr9aA1Is5FKBSn6UAUCDnPFKByMigZxRjHU0ABpe3FLtpQAPWgY0c0Uv4UuMmgBu0OpWqxzhCeqHY2f0q042/MM1WuiCpkXjcMMPRhyKBofEcA+uT/OpQQT7DrVGO4BJI+o/GrKn5QPTk5pBYmzz704daiB4yOp6U9evX60wJc8mnq3SogRnkU9TQB1Phi4JimtyeFIdfx610Ari9Bn8nU48nhwUrsQ3FeFj4ctW/c+zyir7TDJdtP1JKSgGkriPUA9KjNPJpjUDGE1Hn3pzGos0mMfR2pm6jdSAVjxVeU8VMzcVUmemgNHw182sH2ib+Yrsa5Dwou/UriTssQH5n/wCtXX19DgVaijirfGLRRRXYZBRRRQBm69/yL2pf9esv/oJr5psiGiuUHYKfwr6d1GMS6bdRno8Lr+amvl6w4uXT+9Gy/lWdQ9HAPSRXl4JqGpZ+HP1qKsz0gNNJp1IRQIbzRS0UwCgUUZoAcKUnFNBpCaQgZsDNd1p8P2bTLaLGCEBP1PJ/nXC28ZubyGAc+ZIq/ma9DYjcccAdPpVxPl+JK1qcaXd3+4bnHvQOmaQnmlzxiqPjxgX7yfiKVjuiLY6g5+tNdsAP/dPP070H5d6de4/GgBFJabPGAgP4mpMZJqKEZQN3bH6DFTgEdqYmJgAUDjmlxkUEUCDFGOKUcGkJ/OgA+goAyTSDn/GndB6GgBDimoP9JiPu38qD1p8YJlQ46H+hoGhSMkjFDZCKewOKdh+4UD3NMYBkZS4544FACleTSDPNEZJjXPXGDS9DigQgooA7ClFAwwMUp6803PPU07GaADrR07UneloGPBBGKrTL5ZJwCp6j1FWP88VDMflIY0COehLwX0lu+SsYDbv7wJO3/PtWvEwYfMSR1Y1m3chF5FEoG515PsDV+EZUdSo6e/vSNZu+pbViTk8E9vSpAewPTrUKEjGPvH9KlVcfh1oMx4PPJ+lSUxfWn9himBPDI0UqSDqpBruopQ6K6nhhkVwQPPpXTaNcl7EI2cxnbz6dRXnZlTvBT7H0GRVrVJUn11+43Q1LvFVRLR5teMfUFksDTHNRByaM5oARmqPNKwptA0LmkJoprUgGyNgVQuJD61cfpVGZSzcU0rgdP4OAMF22Pm3qM+2K6iuV8EyxTWV40bbiJtjY6cKP8a6qvpMMrUonDV+NhRRRXQZhRRRQBWvd32GcL94xtj64NfK5cW+oAnosmT9DX1Nf5/s25x18p8fka+U74/v3PqeazqHoYH7RPdx7ZmHvVXGKvFvtNnHMOSBsY+4qi5xWZ6VwzSE0lFAXCiiigQUUUhNAATiomank1ETQJmn4ej83XIO4QM/5D/69dqcY71yfhNQdSnfukJx+JArrCf4hWkdj4niGd8Qo9khvvQSe3XtSHAwf4T0PpSE44bgdjTPnhrlducfIwww9KhebbbFnPzRfK+O49f5GpXbYSSMgj5l9fes2+cwxSfNlTGQD/fT/ABHX6UFRV3Y1YOI4weyj+VT5FU4pMoh65A6fSrKsDTJe4/NHSkzzR1oJA0gpT0NAzx60AAGRR1460HpSdeaAFHA7U4YBUn15ApAM9qXoBg96AHNxn5c+9NL4TjFO4xUUhwp+tAx68LijFAPy0A5GD1oAXBo70Ae/60d+1ACGlGMdqOopeMUDG45pTnFHfpmg9KAEJqGRgQVJ4NPY8cVA6g5GeaBGHKzrqoikX+E7T7Z5/pWvGwYD0Hb1rL1AOt1bFl53Fd454x0/StOB0QAswU9tx/pSNZ7JlpFIGepPWpQCTjoKiEpbARWPuflH+NP+dhy4HsvH60zMlO1AC7AfWjfn7qk/X5RUahQ2Qv496mRWdgqgsx/hUZP5UDjFydoq7Ew5HLgD0UY/WtjQ2KrJEuSThuuc9qgh0e9kAzF5a+shx+nWtXTdP+y3BzIGcqR0wBXJi5RlRkj3MrwOJhWjVcbJdy6qtVhEPenrER1p4Wvnz6wFWnYpQMUGmIYRTCKlI4qM0DGGmNTz3plAETd6o3v7u1nk9I2P6VoMKoapxpl0f+mRrSirzQmbXw3iKaBM5HD3Bx+CgV2dc74Jt/I8K2h6GTdIfxJro6+lgrRRw1HeTCiiirICiiigCOUAxMCMjByDXzZ4v8JX+k3c88ELz2DsWSRFzsB7MB0x619I3J22sp9EP8q5KJu2axquzR24RtXPnnR5P3s1sT99CwHuP/rUTIQxr2rxDo2mNY3N5/Z9sLlI2ZZVjCsDj1FeQXCfOahO56VPVFADFLTmGDTaZQUlFFAAelMOcU+mkUARnNNqUrSbaCTf8JxEG7lxxhUH15P+FdHnaefunrUGmWK2OnxQqRvI3ufVj/nFWWB6461qtj87zXERrYqUo7bfcMbMZ5BKnr/iKaTtHHzIen/1qXdtwrfc7H0ppVkPy4weqnoaDzRuSq/KC6D+H+JfpVO7hEkEgX95C4+YDqp9R71cwH+dMhh1HcVE4JO7o395e/1FA07O5RsbnNjASwLKoVvqOK1YpMgYrm582V6ccQznp2R/8DWhZXO4AE9KDWcL+8upths0vpUCNnFSryenFMwaHij+lHTnijNAg69eaBQOg6UcelADhQelLnAOKaT07c0APz1qCUYQ1PUUq/IaAHJyg+lLjnjtTYDmMUrD3zQMdyO9JjnigE/Q0Yyf60DDn1pV+tNJxnmjPP8AhQBIR60wkZ60hZqaze1AhrFSPvEfhVaWNCMhj+FWWC46frTG244FIDD1ZJTYyFckphwQeeKs6Y6vAjIAAwzn1/GrU8YeJk7EEYqt4NthdCWO6LEQymMIp2jA6ZpSaSuzuw2HliV7OLszTjBdwiqWY9FUZNbNn4d1G55aMQqe8pwfy610mnw29rEFhiSMf7IxmtONgRmsnVfQ9uhklOOtR3/IxbXwtZxYM7vOw7Z2r+QrXjt4baPZBEka+iLipwRmmSdcZrKUm9z2aOGpUVaEUirIM+1U5GMcyv2BzV6T2qlMODWLV9DpSNLrQBUNo++3Q9xwfwqyBXkSjyyaEAHFIwp1IRmkIYaaRUhHFNNAEDioqmfioe9AwxxVLU13aZdD/pk38qvYqveY+xzg9PLb+RrWj8aEzpPBk63HhLT3B5EZU+xBIrfrhPhfembRLq1J5gmyPowz/MGu7r6WLvFHDUVptC0UUVRAUUUUAVNSbbp05/2DXHo20ZrqNck2aXIO7kL+tcs/EZPpXNW3O7CL3WyhrsudGu+f+WZryC4HevVNZkJ0m8z08o15VckgH3qaex6dNWRnyH5qaTxStyaSrGxM0tHFLQISilxQRQAlNPPHrTqaaCXsd9GriNQGIwo4IyOlO3OOCuf905/nUml215e6Tb3DKjSOmSBwT6GnyW80XEkUi/VT/OrU4vqfnWMwGIp1HzRv5rVEHmp0fIH+0poHl5wroR/dLUoPPB59KVgCOQD9RVHntNbjDBn5l4I6EHOKjkVv4jhvUDg1I0cfXYuaikjj/u/qaZNzF1qASWjksSQOu3ArM0y7LCNj1Yc11Wl6DJ4g1u2sYYQyl1eZmzhYwRuJ/Dj6msXXNCfQfF19poBEUUxMX+4fmX9CKD0aNJuhzPa5rW8uVHNXUcCsqIkAVbRvWkcUolzeCadxj3qCI/8A1qk6UzMkyM8UDrURY1ImWOaAHZ9sUdcYpGPPFOUfMOKBD8DNRuMg8VLwM5qM4oAitz8hX0qZhlagjBErDirQ5FAyDo39Kk6imuMGlT3oAac8Cmg8jj86nK5GeahZSD70DJQA3amsuPSmJIVIHWrIw3NAiqVJ4pCuKssB3zUTY6GgCsy8HPSsrQpzZ+LLq3JwsyiQD3HB/pWywFYFwfs3ibT7joGJjP4ipkrxPQy2pyV0er2jZQfStOHoKxtNcNEpz2rYhPy89q5T7VMsA5pjd6cDkdKQj3pM0K74NVZB8pyOatuO1VpPTFZsuIunHiVD2bNaArMsMC8dfVM/rWnXm4lWqMl7hRRQawEITxUbHinGo2JxQBFIajocnNJk0AKWwKz9Sm2afcv6RN/Krkh+WsfXmKaRKP7xVf1regrzQEPw5v8A7F4h+zucJdxlOf7w5H9a9erwC0me1u4bmMkPE4dSPUHNe9QyiaCOVfuuoYfQjNe/RldWOfExtK/cmooorY5gooooA5/xFOP3MGefvn+QrCmz5Lc84pdVvjc6lK6n5QdoHsKrySnb14rjqSvI9ShDlgjA1mVv7Muh0BXH615tenmvQ/EjbNLlI9R/OvOrpt1VT2O6OxQNFHeiqEwpaSloABS0goNAAelEcbTTJEv3nYKPxOKQmtHw9D9o8QWSYJAk3HHoBmgmTsrnqtlCtvCkSD5UUKB7CtKLGMVVhHFW4xXGt7nNYV7G0nX97bRP7lBUTeHtMk/5dtv+45FXY+gqwO1axbOSpQpz+KKZiN4YsM8POv0fP8xWddaBaxKSJpz9SP8ACupkIxWRqLfumNXzS7nNLA4ffkX3HQeBNJisNGa5CkyXTlix67RwB/M/jXL/ABZ0dFez1qNMMT9nmP6of5j8RXpGlw/Z9LtYdu3ZEoI9Djmo9Z0y31nSbnT7lQ0cyFef4T2I9wcGupLQ56tGMqbglY+dVmyMA1Yikz1qr9intbqS3uBtkicxuPRgcH+VW1jGPlpHzFWKi7FuIndUzHj+dQQqAee1Sk5YCg5nuKoJ7/lVlflUYHOKhGB071OfSmIb1NSKcMfpTVHFPUY5oEL/AA9KjNSEfLTD0zQIg4E+RVlTVeX7wPNTxnpQAOOKjXIPerDDIFQNmgLkmCcU1lz1JzSowNPHPGaBlVtwbr+dSxuRwMGnuvBNR4wc5oGTcnrUbjinBuODTWyf/rUCIX6VzviNSlvHcL1icP8Aka6JlLE8n86zdWtvOsJU9QaRrRlyVEzs9DuhNaRuD1ANdHbPnINed+Br3zdKiRm+aP5G/A4ru7eXlfTvXK1Zn3lCXNBM1FI9aGPykjNMU8U/PFSzdEL/AHcmqr/WrjDIIqnL19RWbNER2jbdQX0YFTWtisNXC3cLA9HHStzn1rgxa95MTWomKCKdSN0rlJGEVE3SpGNRt0oAgcc0w9KkamHpQBGwyKwvEf8Ax4xIP4pf6Gt1ulc/4jb/AI9U65LH+VdWGXvgt0YATGOK9s8PSeb4esHJJ/cqOfbivHCvGa9b8JPv8L2J44Qrx7E17NDdmeK+FG5RRRXScQg6VDcyeVaSyf3UJ/SpqztacppFwQcfLj9aT2HFXaRwUfMrHPUk1MeeKhiOWJqdvubj1NcL1PZRzviiNjpExUZwVJ/OvOrgYFen6nie0liYDDqRXmd4uxyp7cVpBm8djOPWilPWmk8VY2GaXNNpKBD91BNMzSE0AOJrY8InPie1+j/+gmsMtW14P+bxRa+yuf8Ax00nsZzfus9bh5OKtxYPWqMJ5q9F1rlRgyynpU69Khj5qcjirRkyKQjBrKuU8yWOPGd7qMeuTWnKeMVRt1M2s2UYPWZf55q47mU9j0YAAYHQUtFFdpxng/xG0V9L8YvNHIwgvx56jsH6MPz5/GsW3JGARzXpvxcsTN4dt71APNtpsA+zD/ECvNbaRLiGOdOjrnHp6ipZ87j4clV9i0pwDinoveogwDYqwgGO9I8uQcArzVjPtVZvvLnoDVpPpxTEOHSjPHFKTxSdBQIDxTTT/XnmmHjvQIidSQfSnxnKjmkbpnimoeev6UAWRzUbrwD2pytz1oI4zQBADg/1qdDnvURFKhOevFAEp5GOxphTNSZyKDwPWgZCI9tObG2nnn2qOThetAEfWq865RlOORVlRwahmGelIZi+E7g2etXdkeFLeYo/Q16bbSZUdK8nu3/s3X7W8zhC2xz7Hj/CvS7GXfACD+ArCotbn2WV1uekkdFBKHXnrU6t2FYttcFZwp71rI47msWeqh7e1VJe/FWyQf8AGq0w6jqalmiMuUlWzkgrzXRg7gCOhGa5q674robRt9pC3XKCuLFrRMUtyXtTW6U7tTT0riJGGoyM1IaaaAISOaiapmHNRkUAQnpXLeIZM6pBHn7sWT+J/wDrV1bDg1xGuy58Rsn92NB+ma7cKtbjh8Q7HtxXp3gaXzPDaL/zzldcenOf615vGARzXb/D2cCG+tCeVkEgH1GD/IV6lH4icUvcO3ooorrPPErL8QAnRbjHoP51qVn61H5mkXK/7GfypS2Kh8SODhQlvapLo7YjREQo4FU7+dlU9gK4D2Yq5kahdgGuD1MfvmI6ZroNRuDI5ArntQ61cDoSsjLzTTTjTe9aiEopaSgBKQ9KWkagTGHpW34OVv8AhJbcgcBXz7DaaxcV0fggH+3iQOBC2fzFKWzMp7M9PhNX4e1Z8FaUA4Ga5UYPYsx9Km7VCDinM/FaIxZFM2Aah0NPO8SWoK5Clm/JT/XFJPJ1FW/CcPmaxNMRxHERn3J/+tWkFeRlUeh29FFFdZynPeNbT7d4Q1KEKWIi3gA91Ib+leBWZNvey2RyEYmSL+o/rX0hqiiTSrxD0aBx+hr571Kzd4o7iHiWLkEVLPFzPScb9UT+W4HT8alj8wY681FZXqXEaseD3B7GrwK44pHiSvezGhSal3kDGeKhZz0C/jSjceuBQSTCT3qQYK8VX21Mv3aYh9IfxowaCMDNAmMNNwQc5xT85PemnnpQA9Tg1LUI4wKlU+tAMjkGO1MBwamcAnpURXH50AiRH96eearh8VMp4oGL2qCU5bAp8jk8ColXLdaAHgcdqimHy8VNjHXio5fu8UgMHXLP7VYsOpxxXReF7mUaXYmc7mlhDK3rglSPqCP1qkUDqVI7Vp6dCqeG4MD57S6cf8AY8/zFY1nZL1PeyWr78oeVzVmnMUiSZ4U5rcgkJA71zmoxssCsP4mA/M4rasyScfwg4FYn08Xqao5GahlXg8VIrHHFNkORg1LNUZN4O9blhj7BBj+4KxL4bUyMVuWYAsIAP7grkxfwL1BvUmNNPSnU09K88Qw00040lMCNqhNTv0qA9aAI5PumuA1Yl/EtyR22j8gK9AlOENefXTCTxDenOcSkfoK7cL1Kh8Rr28BMQLV0XgSVYvEFzAeskGR+BH+NYtr80AxVzRZfsPiexlYEB38s/wDAhj/CvRpu0kOurwaPVKKKK7TywFVb/wD48Lj/AK5t/KrQqG5UPbSqehQ/yoY1uedRAqMtzWPq82UbHGa00dvJyDlua5/VWcbjIRuPYVwPc9ymjDl+ZjWFqJ+c1vda5/Uf9a31NXFGxmGkoNFaCCkozSZoAKKKBQSxcV0/gghdSufXyR/6FXMV0vgnnVLj/rj/AFqZ/CzOfwnpFtyRWtCPl+lZVoM881rwkKtc6RgxWO3rVeWcD1qeZgEz0rNlw7EVRmJPNla3fAt1HP8A2nEpBeKRA34rmuZmBRSSeBzVX4O6k93reuhm/wBdiYD6MR/IiuijuY1I3i32PYaKKK6DkILmIT200ROBIjKfxGK8CtZBJCqsRkLg/Xoa+gjXzbq8Nx4d8TXtvIp8lZ3AA7LnKkfgRSZ5WZ0+aEfmLdac8UhmtuD1K+tEF+R8sgKt6GtWKRZ4lkQ5BFRS2cU3LKN3rUnz/NbSRGtwJMYNSq56VV+ytA3AyKsxOpHIwRQJ26EgcnjpViPBFQnDDIqSPgkUxEntR2OKDTu1BLIyOetJTjSY4oATI7VIvHeowAM4496UUATdqjZc04dMYpcUAV8EMelSITnBI/AUrLUQ+U9aBolZFFN2gdBT1IZaD1oAYcduKY/8/wBaeelMP1zSBEGMNzV+0kddOvUUZGM498D/AAqkxAetDT2Q2moK3URBh+orHEK8PmvzR6eUy5cSvNP8jRuJFlsIUxhjMoA9uta1mNqDjpXONOouIyx+SPnAHJY8AV0kDDzWj7rgn8RWLPsKTuy+h4z2NLIcDJohHy0k3HTp6VJuZOoNlSK3bMg2MGOmwVz96ct+Nbmlndp0PsCP1NcuLXuL1Ey1TW6U49aRq88CM0lOIppOKAGOark1JIxqu7YpgMmYEEZrzKC63eJb1W/jnb+deg3s3lW8j5xgcVzPi3wy+jy6frlopFtconm8Z2SEfyNd2EjdNjjJRkjY04AxA1Jclop4JlzujcOMexzVfTPM8kMRgAYHvU88hYYII+tdi0Nmro9VhlSaFJIzlHUMp9QakrB8IXJuPD0IJyYmaP8AI8foRW9XfF3VzyJKzaFpjjKMD6Gn0xzhGPsaYjzGGMxNKHIwGOPzrn/EU0StlDx3zXSkfez3JrhvFRMcgOME9RXC9z3KOyZVSVGI+YVz11J5ju3Ysade3htJIwDgmMt+fFU1fKgZrSK0Nr6kZpDTmHNMNUAUlFFAgooooEBNdR4FRm1K5f8AhWIA/if/AK1cvXReCpRFrjJkfvImA+owamWzIn8J6fbcYA6VpJgAVl2+c9a0IznGawRzsfO/GRzWazZnwOnatGQZHPSs6RQk4ftmqWpk9CrqjbNOuWAyRE3H4GsD4JyMPFV0gPBszn/vpa6a9jM9vKo/iRgPxFcJ8LdVj0fxpCJyFS4Q2zE/wkkYP5gD8a2pbg9YSPo8UUg6UtdJ542vFvG1ml14k1FWHPmD/wBBFe0968o8axCPxRckLjeqN/47j+lJnl5rf2Ka7nA2zz6XKUbLQ5/Kt1CkyB0OQeajmjVsZUHNQ25NnKYv+Wbcr7e1SfPSfPq9y5tBGDUUkQBzj8qnxnkUuARTM1oVEYY71LGRTZLclsg0zy3HINBRcNHrUcbkjb3qQHimJjT0pDmndTzTcZpCEyKOpp20UY4oAcvGKfzUag0/vQMRvWoWHNTnoKYRmgRGjbeual61GVweRSrwaBgw6io24qVueajYcGgCFievoaltpxG1wD/y0t2H5YNQNkZzVaaWRbiJYvvODGfoRg1E1eNjrwMnGvBrua9rIEkW4lcKiHcT6n0/P/PNdDp82+781hhpjjA6DArFtbSK5skWR5I/LJPyd8ngVu6QIpljlhzsT5QD2rF2sfZ0rm4mQMk/hVed8Zx0qct8tVJmJz0rFnWjMuz14rd0rjTIfx/mawrvpit+xXy9PhX0QH+tcuLfuL1BlmkNIGJHTFBPFeeIaajY09jUZoAieq0nSrbLxVSbimhmFrUvyCIdTzXZ6s1s3g+2tbiJZVuIURUb6A5/CuCvmMt2ecgcV0utzPHp2gy5OxoTGPTdgf4V6eD0hIlq84oou0cKqgwoAwBUciB045zU7RI7Dco4ptrJAbyaDILRgZA7ZrdHbbQ2fB199mupNPkPyzHfHnswHI/Efyrt681mSS1kS6tjtkjIZT716Bp95Hf2EN1H92Rc49D3H511UZXVjzMTT5ZX7luopztgkPopP6VLVTUpBFp1y5OAI25/CtjmRwLqu0gfe9a5vxRpkt3pjShcyRcjA6iumiiZ8Ad+9aEVmnG7Jri6ntQfKjwK9iF5a3l7nbHawxKc/wB5pMAfkDWfDNnANfR8ujWUsTI1rAysQSrICCR0JryH4i+HF0uc6jbQrHESBKqDAHofatEOM/ebOWJqI9aSKUOgbPPpS0za9wooooAKKKKBBV/RLn7JrdpMTgCQKfoeP61QPShWIdSDggjmgTV1Y9vtjlea0Ijx0rKsm+UZ/GtOPBBxg1zHKndEzDI9qqTx9eKujkDPWopVzk9jTRDM7JAIPSvGNQjktNT1KONtskLuysvGCrZGPyr2mRcZHY15Lrg2eM71WXhieCOoKitqYUtZNH0Z4P11PEvhTT9VUgtNEPMA7OOGH5it3vXi3wG1ciPWNBZsrBILiIegPyt/IH8a9p710o4Jx5ZNBjrXkvi7UYb/AMT3ixHP2ULAx/2gMn/0LH4V6VrV+ul6PdXrDPkxllHqew/PFeD2DuNSu1lbdJKfNYnuxJyf1oZ42aTXs+T5l9xn8Kjkj8yM569qsD6UbeOlI+dRBbyfLsbqKsjGKqyRMGyBUkT5ABPNAMmxmlwKSjIoATaFOQKXtQT6UintTAXHHSm96fTcUgEzz/8AWpcn8e1GPSkoEOAzS9+lIp/GjPPNAxxwBSD60ZB60DHUCgQhHNJgE04c+1HTgfjQAzHFMPHFSZ5prdM0DK0vBqGxxJrkKn+Hmpp+lQaL82pT3G0tsyByABgdfpUT2PSyuHNXT7Gjby3HzqjEAuXI9COldbpMYWOdiPvSk1hQxRPsfzoVAbc5z174xXS2RUwjbx3/ADrGb0sfX0Y6llj19KrSsDn+dTkYGOv1qtJjJ6VidJn3ABPXqcYrp1UIoX0GK56NfMv4U/2xnFdHXFi3siXuNOAKjY8GpDk9qaRiuMRH2pKcQfQ0w5ouApHBNZV7MBG5zjA61dndhG20Hnisq9jZrVuPzqo2Gc8SN7vk5rvo0guvh7E9yu7yk3Ke4YNxiuFlijSJ8yDOOg5rrtPm+1/DaZOnksVY+wYHP5GvRwju2vIiS1j6mPHMxOTXK2+v3R8VtYxW4hjeRy07D759q6e5ktbSyEoY8DOSetcTar9q1iAngiXfnHQda3vY9I9JQ7YsMxb1JOa3fBV2Jre+gGMRT5H/AAIf/WrmpbiGOzOzhcfmasfD1Z21e9lCnyDEA57bicgfXGa1pP3jkxcfcPRxVa9iWeynif7rIQfyqyKin/1Mn+6f5V1nmLc42CNRGg9qkuLlbWHzHPFMXO1celch471uXSrJWWEuAQQe2feuVrU9ZHVDXLaO4SKaVEDgYLsB1p2r2NtfWskdzGrxOpVlYZzXzn4j8bahrZaEbYYzjcI++Peu/wDBnxUspdLhsddmMV1AoVZ2BKygdCfQ1XKxKrBztE5fxR4ek8O32+GOQ2Mh+UsDlD/dJ/lWUjh1DDoa7Lx/430/V9OfT9PkWcvjdIBgDBzXFWx/cr9KDoT1JaTNBNJkUFjs0U3IpQaAFPSm0pPFJQI9W8NXzXuj20z/AHtuxvqvGf0ro4H6f5zXn/gW63WdxbZ5jk3j6MP8RXdQtXPNWZyNWbRpxtxjNKwGDioYieBVgDjryPWhENWKM6eleZeO7A2+s22oqPkliaNz/tDp+n8q9UkXP1rndf0aHW7M2c0hiV2UiRQCVOf8M1pCVmSnyyTOH+C180HxNCZ+W5hljP5bh/6DX0rLPFCm6WRUX1Y4ryrQfA2i+HJVubOB2vF6XMrkuPp2H4VuyI0h+di2PU5rX2tiZYbnle5B488RpJoFxDbxsY1ZWZz/ABAMDwK89hCNPHdRtuVk4I7g13GpWqS6bdIyhg0TDBHtXlOm6g1ldNp8xwoYmI/XqKqEnLVngZ1h1GceXsdeCMZzTu/FV1y8YIJwR2qIyNE2GFWfM2LpXPWoGj2NkUqTgryRTyVYZx+tAAGJHT86X/OKZ0oB55oEP6nP5UCkzn/9dGfUH60AL9KXNN5z1oJI7UDHc5pD1oGc8HFLg0CFAxzmj+dAozx3oABxxQcijcKQ8nnpQAq0uM01eDTifSgBCPpTG4HFOJppFAFS4zsJ9qj8Ov8AKhYfLI7A8deDTryaNFYE9ulZ+jTMsMHPAIIHpwaiSue1k6tOTOxdLa3RWaPfn7qrzmui06OVLbdOB5kh3MB29B+ArJ0q3MrBnGQCSOK6DkdK55y6H1VOPUazdu9VpARk9z2qduTnjNVpfdsYrM2E0uPfqqN12Aseenb+tdEwYjofyrx/xvrupaU1rFpmoS2ck24vJH1IyAB+dYer69rBdkGr3oAIU4nIzge31qZ5fUrtTTSRzzrKMrWPedjf3T+VNZTnB4r5vj1PU5HlSXVr45jJA+0uDkfjWfdanf3BSH7ZciMcEmZjk+vWp/sif8wvrK7H005QcFx/31TAsb8LICfZga+WGacgbppT9ZD/AI0wPNEcpcTKfaRv8ar+yH/N+AvrC7H1Q9vnjccVn34tYoG+1TRxx4yTI4UfrXzVLPetBG0d7cq+7acSt349abfM8sk3mSSNlgp3MT0//VRHKH/MH1hdj1zV/F/hjT0KJfieQ8Bbcb8/j0rqfBniSOX4dXmrQwgJ9oMZjlwQOACT68HpXziYVWK3fHG8g/gQa9J8A6i8Wmy2RJktxMWWJfUjrj8q6Y4ONBNrVlU5e1mkztrW40tJHeJUV3ByyPkEHqMdB9Ks289jap+5RVA9BWQf7MuNwkh8iQH7yjY34461ZhsNMWImSaVwexc4rOx6t0lcbqGpCd/LVh9K9O8J2JsvD1urDDy5lbj+90/TFecWFhZ6lrVrZWsCjewMhA6IOWyfp/OvYlAVQAMAcACuilG2p52MqJ2ih1RyjMTj/ZNSU1huUj1GK2OFHDwzATGNu3Ss3xhop1fQriCNQzuhA+taEsBjuHjb5ZYzg1dhkEkWxxg1y6pnrpq10fKVtZNBeXUVzGVaFWRlIxhulUYAPPx2r6B17wDZ6xqk93JcNC0uA3lKBkDpnPesqw+H+g+HBLd3TG+kBJQyqMKO3HQn3q+dEKhqkjyq2tw8e4c1oIoRAB2qfUdTgvtau/JjjjVWwERcDFQFqDqgl0A9aSjNFBQUUUooAQUpNLSEUAbvhC7+z64sROFnQp+I5H8q9Pgk6flXisMz29xHNGcPGwZfqK9c067S6t4p0OVkUOMe9Y1V1OeorSub0TZGR2q6jZGM5P8AKsuCQ5HpWhE3y5/lWaM2LIB0rNu061q4BxVO7jyue1UZNFrTJftFoCTlk+Vv6VNIoNY+kTmK/aDPyyr+o/ya1pWIbir3RrTd0VLgboZBjOVIx+FeQ63p4MqzIPmHPFeuPKoUsThRkk+grz66VJyHQ7opPun19K0pdT5/iBuLhJef6FDSNRdQsM3IPANbToCMMMjtWPbpBPb7UADp6dQa14zuhBxzitj5erZu6KskZhbK5I9hSrMey/nVspkYI/Oq7w7WyKRncUTHuBTlkGeopAgp4jGc44oGODge1PDA85poQelLsH5UxD+MUY5703p3zS7u1Aw6GlI5xTSc0uCPrQIfijrnrTAeKcDzQAYoIpRzmgkkUAHApjSgdTSOeOTTBGCc4B96AHCTPQUkshSIsQKdnHFRTAOVBxigDOuLPfaSysSZSpNU9I4gthk7mhH581usPkP0PBqPw5bQmziDxq0iAMpxyMdKiTtqe5k3vSkju7KL7NboOnAFXwcKCCDnpVeHlMkdQDirBA2jB49a5HufWrYiYZz2qpcHC9sfWrbE8+1ZeoXUdtbyTSHCRqWY+gHWla49jyLxncre+NPJxnyCkQBPGR8x4/Gs/U7ovKWONxJPPbnH9KqwzSXWoXF/IRvkkZhnPVj/AEHFU7q686QKpIVeBXswjyxSPMk7tsc+5J1kV8kZGB34qCZndcoQCORn1qRpAWAUcYzR91c849j0qybknyld+MqeajXbk8CnwgeXycgHoKQBPM5zQK9yQwiSAkHlZEI496rTIGEhAP3/AMuTV22O2bbk4IH8xVeNd7Tj0br+JoApHAjCHsxIr234G6bZaromtwXcCTKLiJlz1X5CMg9R0rxF/wDWY/Gvav2fLgC81u1LcmOKQD6Fgf5is6i90qLs9Drbv4c3kLMbC+SZM52XAw35jils/A2rSDF1NbW6/wCyS7Y/ICvSKK5uRHT9ZqWtc5/QfC9robvMrtPcuNplcAEL6AVv0tFNK2xjKTk7sKKKKYjlfENqYLlbpQQsnDHsD7/WqIkLJwMOK7OSJJUKSKGU8FSODWBqGkC2UywZ8oclc8r/APWrGcHujtoV1ZRkcVeX08FwweGVznoo4/OsDXr+eWxkjkQQoR13ZNbvim+Nsi5IBI6iuBuku9XmRXfFvySPX0zWSg5M6p14wVzhLaNF1Gd423JnAPrWhiuqbwQskLXNvKI2BUGPbkEn0p83gC+hGGu7cyBQxRckjjpW/IyaeIpqO5yWKTIrppPBd8iIWkCOwG6Nl5XNWE8DFRumv8L/ALCZNHs5PYr63S7nI0Amus1fwNNb6U8+m3ZubsDckO0fOAfmAHXOMEetZGm2VnPaxfa5JYJ2JBVjtK/UY4pqlIl4ymjLJNJu9q9Fh8IaHHFbLO00ryKCZEl4OeePwqW48C6FkmO7uEVgNhLgjPvxR7GQvrtM8zc123gXVA8EmnOfmjJkT3Unkfgf51HL4D3SZjvWEeDyyDrVW10SbRdVjuor2JvKIOCpG4HqPalKjJqxMsTTktz0pG4AHWtCKTAUZyTWRbyK/IYEHpjuKvo2Mse1cRW6NFRnHemTLujOfzpY3ymfbvSv9xh+OKZLMNn+z3kcucbHBP0rUkvFY7Y8k5rNv03DjHNS2CqkAnZs7hnmrT0HS3aK+vO9roVztYCSRfLB9C3GfyzXFaKA2nyWTZxA21c9dp5FdF4rvQbWBAchpQSPQD/9dc9ZI0OoyNjCuo/Ot6a90+Wz2rz1nT7JffuU76wmjmNxav5c/wDEv8MlJp/iBEl8m7XymzjDdPwNdC0ayY4rPvdItr1CJYwT2YdRWh4kaiatM0UdJk3RsCPamnphhXMix1LRXLWrmeDqY26itjTtYgvxsYbJR1RuooIlT6xd0WWEinco4pouG79e9WSndT+FRumfvLg+tBmIk2Tnn86kEinrmoPJP8O0j3oII7HP0oAseYtJvBNQgOcYU0vlt70ASbjjil3HpkVGEOetSCMepoAQMfSn4Oc4x+NAXHSncAZ7UAKp5pjyY471HJLn5RSBMnJ/WgBRlj6U/gelJkKOtJknoCaBXBn64GaZ0JdyBTyrdqQqsYLuTxzQMimfbbyyHhQpx+VSeGUa4igYhlZWVcA8HHOSPasDWbm8vLWUQL5NumAzuOW9gK67wuplulMaFY0GBuHX1P1Jx+ArOpsfRZLTtd+h2kQOz1x1pxHY96ZDkZ/POaGOF965T6gilPOc/jXH+O74W3h+WPfta4Ijz3weW/QfrXVSttz/ACryv4i6gZ9RgtIiGMCZIz0J7/lWuHjzVEZVpcsDi7mcFdi544C+g9PxqusByHLKSTyKsR2jbwSNo+tTlUTGEHXrnmvWSPPK7KyOVOMYz8vFRtyPap2LSMWx9KjK5681pykNiINqZ/KgHn0+lIWZQFxxnjnNP27GHI9etKwXHW7KLgs3QYJ/n/SooSrQuxbG6Tr0zUbybEkbj5jtB9fX/PvUXmEW8YUcDLE+hPQVDGRzD95x06V6r8ACf+Ey1EZ/5cD/AOjFryxlDNgnrXqnwDXy/GuoAnrp5x7/ALxaia90pH0TRRRXOWFFFFABRRRQAVU1Jd2mXS+sTD9Kt1U1Jtum3JHXymx+VAHiWvPMCY5VZ0xgN1wao6bbkL8nIOO9dHqMkTFouC45daq2tp5B32wGCMMh/pV2HdsvC3Zbe2VMZacE/QA/4im3Muby/YhgqfJlTz0xx71cYYisiBtwzMM+uKwA7s7BN8jNKd4U4yc46/nVxRLZaE3z+YWIBAXLcHHv71o2samPcdpEhHWqA2kY+XGQPX3pyWmFR7edo2UZ29RVPYkfqdtKEeS3nRQ4G6KVSAxB4we1cndyPs/4mdgZjyBLLHknjj5hg/rXax3sqptntg+DncnOKZPdxspdnxGuflI9qkZzllrWj21sqxtOiR8iJmJX8Mg4/OrR17T5kk8i7CIcMd7rnJ7c4q4LmCQMBYwyHkEumD+dMkFoh/5Bdv5nCkGIHPv0oKMeXVIXS4YXshCblAWVB2yOxyKq3UWnvG8lvA13N0wxlkyPbGB71ce9SHa8SW8WSPlWEAgevA96juZb27jKx3bIQc42lQBQBc8O3l2vm213am3Ebfuf3YQFSOgGev8AjXVQyAjpzXnFzN/ZkcbWZXzQ7SEq2ct8oOfqCa7bTLuO8t45o+Aw6Vw4inZ8yOuhO65Wb6SbQCal5JXGMZ5z3qlHIH99vGato+ck9O1c6OhlK8h5bjrWL50hXyBnapNdDc5YBxzjNYF68ttKxhUF5Bhc9AfWqQou0kYeur+4wQcoA36//WqsJQMYFS6uklvG6zF2bYCzP1bPOaqQR+aoKn7wrqirJHw+YVHPETb7v/I1IXEicU/vVC3L28xjckg9Kv7vaqPNaGnP0rOvtLjuGEsQ8udfuuvFalJ9aAUmtjMtL6aFhDdAAjv61qI6vyCKgnt0mXawBPrUEKtbybdxI96CnZl8op6gUnlqOC360p6A9qiZWbHWgmxJtUd+PrS/IB1/OoDAzH7xFRtatn75phZFnfGO4o81B0qobVv7xNNMEmPlJ/OgZeEgJwOKGj3HliR6VneXdg/KR+NOBvxj5U/OkFi+qBeFWkIGPmYVUxesPmZFHtzT1gYj5nJNArE4aMfdwacr7u1MWML9acWCDJIzQA9mCjPSoS5ckEcGkCl2y5/Co7qcW8BIGXY7UHqTQNGdfukhEA53OoI/Guz8MRuLV5ZG3bjx7Z5/rXFyxC38gk5w+5nP8Rwa9C0GBYNPihwAdiv1yCSKwrM+qySK9m35m3GoCnPXFRyj+KpA2ODxgVFKRsB9sVie8UrmRUUs/AHJ+leA6lfXF/qtxdkIBJKzD19v0xXsXjTUjZeHbh0ALy/uRk4+9wf0zXjJaJG5jYeoHOa78HDRyOTEyu0hzOWKlpORmkZgWUA7j7U+IxuhcxtjOOV6UilBIjlSecV3xORhsJyMHkcZpPLYYyOCO1XY3QZ2xjPTLc1BduAoPIzzWttDJvUpbAXz2FQyyYJxxjirCsAjNg1nSz+VNkqrDqQ3SokrIa1JfsrzuokYKgPQcnB5/CnttMm1cKqnLe+O1VhezTkIijGf4BgCpfsyqp3swYfwjnmskm9TS4u7MjMa9K+Bzs3jyXapI+xSbiOw3LXm0dszD5jg9hmvavgJYJHLrd2VHmBYogcdB8xP9PyoqL3GEXqe3UUUVxmoUUUUAFFFFABVDWpBFo125IAEZ61frF8USRroNxEzANKu1R6nr/SgDyy/jM05lWQJL0zjg1btJgAUmTYw6EdD9KzppN5wwwucgjsauQTfu1RzkcjkVqBsO4kso3bGUJ59yMf0rl9OjLzs8rxr85c+Z90Lnk+mfSt2JUaFkRsq44Ge45H8q5CS/EAmSEL5puFOGGQFPX8qYma95KWuJXhbNtuG1sYyMcVUW/lsiC6nbxyOhpllJNNbFXKspfKnHTnpWh5CFEUqDjgjGaoRbtNXiVtobaZBkBhV8XUEqgseOoNZRsUkAkBKjheB3rR0+AXV2IZXKoc/MuOKTAiku1E4iiAeVwSu1cfhWPeXEkSytcLIkmR8rEZGec/rWlbKmnaoXaRrl4CTlBndz/hUGsyxalfm4AUJtAAPUY6gikUYZRzKuFDOGzxjpUku6QvHIhWQ/INozg561NbpCcfe35+ZiMYqS4SLzsEbQW5Jb+tAHO6habrmOCCaWWXy1BkcYBLSKMr7cVr6RO2l3v2aaUlZCBkngNjj86p3jQx6tBCAEjVIxw3OCxOSfwqO4EckrlT9wjknJPFTKKkrMcZcruj0KCQBQB+NXI5ATyDj2rmdG1H7Tbgk/vE+8PX0NbiSjP1rzZRcXZnowkpK6LsmGZj/AA4rH1G5lsI/t8UaySWzeYEbocdj9a2ok3Iucknqfas3VbYvaTRjIDoVB/ChOzIqR5otHMeK9el1a4TUGs40WOPybhEJIYZ4YemAcVUsbUQoDG++LGVz1x70lnKLy0DMoPBhnjP8Ljhgf896tRRQoR5abSowBk8D6V2bnwOInJyan8XUguQCQxBzjjFPjlDKAf51LJCJPunB9KqeW0ZwQR6UHOWhIoIz0NSK6mqgY7eVORSGV1HA7UCsXcg9KhmXOG71At3g4bgVOZ0ZPvCgLE0Zyoyadt4zVUTADrUyTKR1oAeOnFIeetOBB44pNpzQAnTvRjNLS445oENCmgLxzS8UnsBQMMYI4o/Cmlj6U0tgdaAH/iaQkcjGfeoy5x1pRIGTAPP0oAdyAWxkjovrVOOyaW682di7gEgfwp7D/Gp9kzMNrbQO9Wo12D19SeKBp22Oe0a5n1XxBaadd2vlshZpAPukYxx7V6tawbWJAAxwMDiuD8NafO/jC4u5CpihXbHtGMA88+9ekLjZnpXLVd5H3GWQUcOmla5HLjdn17VC4PI7HmpJOG3dqjXlOT+NZnonmnxHu/Nu7WxU5EaGZh7ngfoD+dcPhGYEkLnjpitPxbdPd+L76UMWWOTyk4xhVGMfzrJzJwCoz2zXsUY8sEjzKkuaTZY2sscfzg88jFNaMBh8pNMjLAncOAeTUg+YLnHPeuiJky3CuxeYxkjnNZ94cJgg5zjBq7GoLY3E9wap3KZkAOOCa3MihdSiG1z39PWsyO384hpGJJ5IqxM/2icdkQkD/GnrEG4BIP0rCbuy4qxZgt1VQgULj0qz9nUR4BGT3PWmQCWNRnDDsam80YyRTQMVFVUxkEmvcvgnYmDw9qN2f+W90Fx/uqP/AIqvFht8tSMc4r6D+FVv5HgW2bGPNlkk+vzY/pUYjSA6fxHb0UUVwm4UUUUAFFFFABWP4kWH+xpXmUHZgqSOhrYrH8SxrJosoYZ5GKAPKblUDMBgqTnFThUkgRuc9+c1n3EDo7GN8DnqM0sUl3CmHjViD1HpWiA1IF8thtzwc1ganYfZr95YyxhmLNzyFJB4/OtyK6BALxuvuRxTZGhn/dyq4VhjOMUwKmj25jsQZVGWO4Y5wP8A9eauyoeHB+9z0qW2h2aasabWaI/OFPbOQRTTImxiegHA96aYhsjubVUyM/eIpsd7JDC6qyLkbdzLkg1JP5ciNsK5OOO9ZpBwE39+gpgOXy0OwEEHOT061ELWLe4XALcioptoO8/eGSM84NRNO0O58cAAlu9AEsxZJdzkHcQQiii5vmjtdyoqsDwW5+nFVROTcb3XfI2AMnOOcCq19K+ySKUYAyAOg4/+vmgDDljmvtXImndizKDg44CseMdBWmqBJnXnAXb8x6k1m7kurt3gkEShtokc4GdlW1j8qZiZNzjg9xmgDW0uYWsqsSdpO3B9K6+OQMARiuH8w4245yAK6XR7hpYDG3VB8p9q5sTTuuZHRh52fKzo7eZjjBx2q4EWRMNjbjNZdr93n+9UWta2LCH7NAy+eyFyzHiFB/Gf5AdzXNTpyqS5Ub1qihG7OI8VNFpmuzz6TG4lZlW7cDchfHyptzgk9z16VWt/EcCssWpQPYTf3m+aM/Ru340SpbytHdTIY0UFo4WbJB/vue7NWPeytczqBkryBnnPNer9XjypI+fxFCnXd5LXudpHIsqB0dXU8hlOQfxqQ4bsD9a4eK1khkMlnLJav38tsA465XoauQ+Ir+1k8u4giuwP44m8tvyPFYyoyR5VTLpr4Hc6hoR1FRshHVc1mweJdNkwksr2rn+G5QqP++un61rxyrLGGjZZEPRlO4fpWLTW5xzozh8SsVHhRwQRVZ7Rgco7D8a1zsPVRTdiduKDNNoyxHKOCTTxFIR3HvWj5WehpRFyM5pCuymlsx581x9DU4WWM/6zevvU2wDP+FKFWmGowPkDrTwc0hA6U4KD60ANOM0vNAHJ5NLj60BYZjHtScd6fxSHBoERbc8YpyxY9B9BTsnPAzVefULW3JEtwikfw5yfyFNa7FRi5aJFkYXgcYp4bJ9zXP3HiSNd32a3aQj+KQ7R+XWsm51O8voykt00atxthygH49T+daRozZ20sBWnvoj0/wAOzxm5kjAUsf4gehHY/hiunPyrjrXiOg63Ppd8TK5YDaJVjUDcg4WRf9sencZHevYLK+i1CxjuIZVdWUEMvRge49q5sRRcHc+sy/3KSpN3aLDsCDn06VXEyJavNIwEceWYnsB1qVmyw6VwnxJ1VrPSYrCFmWS7ky2B1RcZ/M4rCnDnkkd05cquec6hcm71Gafbs82V26Y6nNV8ybgcnGcdaQ7nYNywPJ5pwzgHnP0r2kjy2OiL7AxIwSeDT2yMDI/A1GgGzOeQc9KkbYWznt2FXEhsuRgAjam44xx/jVK8yC54A5/CtKNRjIPHpWbqRAjbd93kYFbdDMw4flXHGKsRugcDaCP5VDhO3+FTRxoSATj3rnNC9HKp4B59KeWJYcD/AIEAapi36sG7dqmt1kDDa2e9WhMvF8lRhQc84GK+lfh6nl+AdHHrBu/Mk18ztIdv3TkDmvqXwpavZeFNLtpE2SR2sYZfQ4rLEv3Ui6e5tUUUVxmoUUUUAFFfP/8Aw01/1KP/AJUv/tVH/DTX/Uo/+VL/AO1UAfQFZmvRtJo1xtGSq7vyrxL/AIaa/wCpR/8AKl/9qqK4/aUFxbyQnwljepGf7S6f+QqAOhaFZZ8HAUdj60LsBK5XjrzXnLfGZWct/wAI8P8AwM/+wpn/AAuCAMWHhpcnr/pn/wBrq+YD0Vpkh2ksQD2JpJLiNowysSSM15rJ8XA5GNBUD0+1f/YUyT4smQYOjf8Ak1/9hRzAd8NWvNOnEir5sOfnQnGR7e9dKY7fUtOS4t2ADruVgK8PuPiU06YGlbT6/aM/+y1d0L4ty6Lby27aR9oidtyA3O3YT1/gOaFID0S5gubZyyYcgfwimedGIcvA6yDjHauIb4xgyM3/AAj/AAR0N5/9hTG+L6shX+wOvU/bP/sKrmQjr5LoucBSXX04xVSW6wu5MkP8o9a5J/iojY/4kKg/9fXX/wAcqq3xIQ526MB1wPtPT/xyjmQHcaW9yupAtuVVVmcgdBjrWVds11eSlYjGjcqgOcCueX4lqscgXRgJHTZv+09BnJ/g9qpnx6Gfc2mZ4/5+O/8A3zRzIDoNNUJDv8tpDJO3yhc9Bt/rWokTRAyP/rQ2CfSuQi+Ia28Aht9IEa7izf6QTnJ/3famP8QC5fOmnDHOPtHfP+7RzIDsk2q+QM4OeT3rb0+VraaIY+Vyd3t715nF8QFjVg2lbyehNx0/8dr0rw3eW12lhdPEUjljEpQtnrglc96bakrIadnc6J7pbWJpZjtjiQs/sBzXA3989xdyTTbVaRhJIT1zjKIPZRj8TXpHxJWCXQbXU7JVWO5kVJDjj5fmGf8AvnFeQXDyXDlmzy3zE/xE8n9aeFpqCbIxNXnaRNPctPHnzGZi/U96fDGo2ySHgdR61X4AVU4UdM9z61aeN5owVHAHc9K6zmJ8x7SF+U7cgehqo0YDE9Tj9aMuGZ+gxj3pQ67mEpwB7e1AETeWw8tgdoGcHkE1RFiiymSASW75HzQMUP14q6ygPgENjHIpCz9QSCe3rUtJ7gNi1LXbUDytSE6/3LmMN+vWrg8W6lb4+16TFKv9+3l6/gaqGEeWATyOtRS5OFwSp71nKjFmMsNSnvFfkbMfjrTeBcW93A3vGGH6GrUfjTQZMf6ds/342X+lcvIqvkFQeO+KpyWSMAWiT8BWboeZi8uoPujvk8S6LIPl1S2/GTH86n/tfTwEY31uA4yuZANw9RXlt7ZWqn/VhDszz0rqgsUEtvC0ZMsUMSDjOPlB/malUHtczeWU+kmdK+uaWn3tRtl+sgFQv4n0VPvapbfQMT/IVzU9ml00gZVwo6sAPqaoGCzgniEKrM+TncMAcU3h/MFllLq2dcfFujZOy6eQ/wDTOFj/AEo/4Si1P+qtbt8+qBf5muahlXeFOB7gVJHIvmYVcntk4xxVrDx6spZdR8zebxG+MraKuf8AnpJ0/ACqza7eOMholXv5aZ/U1lNIpBOeSc4Wo43QBWBI5xz0FWqMF0NY4KjH7JozXM9yG82eUrjIBY4/SoY7ZS2GBAzxgDGKaksBYDJIyQcE1NHcqLfaQSSec9x/jWiSWxvGCjokVHiXzHVVJGeMikCPuVAuePXtVqEqd2AgAIOTzTyiqpCbPQHFMoqPFOB9oTyxJCcq4XOD6Edwa6PwV4iOn3UdrcuTazthy4wIJSfXup7+5zWVFFiJ1cNtPy9PX1qCO2niLyQITlCkqLz5ienPeoqU1KNmXCbi7o9pL4YjP4V5X8R9QhudVitPLZJbTBZz0YNg8V2ug3/2mxjt5JfNeJVZJM53xH7pPuOh/A964T4kQquurMM4ltVLc9CGIFebSp+zq8rPQnUU6aaObRARkOOOM1KyEJjzDiqZkZU2c89+tSLcJtALYHfNehE5GPj25Iz35+Wnsq7+uQPQU2ORWdmVwATz0pzyR5XL5OfXrWkTNlpMEKCuODyTWbq5CQgYxvbArSjYLt+bBxx9aytbbLwoWyeWNaPYjqZgUNwTVgKCBUMY3HJxxxVqMc5HFYo0JVQEcHH8qswwHbuDAfj2qHyxu4b26VciGxFyFORnrVoTL3h+xOpeJNOsuXEtzGpHtuBP6Zr6sHAr50+F1iLvx7ZOV+WBXmPOei4H6kV9F1y4l+8kXS2FooornNQooooA+AKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK9r8OwSL4csJVbCi2jJJ7fKK8Ur6Y+FOnw6lZWC3EYkiisYn2noWAXGaqLsB1eoaFLffC8WhjzPHELhFYc5B3Y+uMj8a8RmbYH833AXGBX1R2r5p8WadcaPr95Yu6yeVKSGx1U/MOO3BFb0JbowqrqYG8sQxIAHT2qxE+FGWBPoDVZ52VccYHU0wzFj1AU10GZcmk+Xk9BkYGc5qNpkbCgsM9QDULyZO3OenJ9KeqhTxyM0wJnjAJZSGOcNjtUe88bGJ56E09Thl+cZwDg9qjdUaQknBJHK8UADTlRyM4PNMLRgBs8ngj3okjldCQ2/wDKo9qjAfp6CkMchG3ceT3/AApHQlfYHt2qPeVHHGeBVuPy487uv5fnRYCndwuUiQbsPhfpz/8AXrprmMWuqzhUE1zI5wDz5ajp+JArFuVb7RZvF/qnmUc885Ga6u1WFdZuJpiGaWQhc84AY/8A6qVtRNnNmPczh2bDZLfX/wDXVGWzg8+IRTs2dxJIx0rfDI6bQNx5GBxnJrMnsB9piLREqNzEemKdgTKhjEbjy+3f17UEMCSfmHanl4kIVRjAwMUNIgBJyR9KAQyMtlgoAPOKVgrcAlTkYAH8qh37DkZ9KnDK64fPp8ozQMiDeWxKKcjrmpFlkkCiQDaBwacjxqwbY209jSvJGCrIuQOME9KAIyhLAKwz71KDKFKngnBx1zUbOrKu1TlTyKnjYnO7JBXGKAsWE3gLvOxQM1ft5hFMD1i4IaqUU5kVt0YZtwIBbvU0dygO2RCqcDANUQzesLt7W7VRkAOzwBSNuT99f+BDke/0rL+IMsM99YtFy32fLH/ZLZH9aLdg9wY4VkdHIwd3zK+eCPfODWT4luGn1MukYVEiCEDoGBIOPbOawqQXMpG1KTScTI2FvmdQc+lO2ZTJDYB4yOlMVgcqzD254q0hGwjcCOO9Ui2Vwq/MAOM07bECOMn3FNx87kOq4OcZp5BCA5JJrSJmy0mxiNvB9qxtTlBv3QghUAUd62oACy85J4rnpn8+6kbsXJ4+tVPYUdyWNFwSRVlAMHaQfUVXTkgA1YRVxnn8KyRTJoo8nPAHWrG4KnIU4H96oIztbIbBx1qUnf1I69K0RLPV/gjYeZc6pqTAHaiQqfqdx/kK9l71wnwl042XgiKdhh7yV5vwztH6LXd1wVXebN4KyFooorMoKKKKAPgCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvpH4R+I9B03TIzf65plqws4k2z3kcZyAMjBNFFNAem/8J14P/wChr0P/AMGMX/xVeO/E3UdCn8QfbtP1zTrtLiMFxBdxvsYcY4J6jBooqqcnGWhEldHCPqNg7jN1AAc5/eL/AI1Cbuz3/wDH5BtA/wCei/40UV087M+RDheWYH/H7Bg+sq8frSPqFqU2m8tzgcHzB/jRRRzsOREDX9tn/j4hx7Sr/jS/b7MuGF1GCeoMgooo52HIh41K3yB9sgA7/vBTWv7UD/j5g6dBKKKKOdhyIPt1sCpF1bnHUeYKsnULAqN1zBk9cSL/AI0UUc7DkQr6jZA2wN5AfLuY2+WQdMjJPNaS69Yi7kdry32mRvuyjkZJHf60UUc7uDiik2pWbDIv4BliP9avAz9arNqVsNSjIvY3QRkF2mB5/OiijnYciKzX9nzi5iznP+sFI2pWpRf9Jiz3+cUUUc7HyIct/afMftMIPUfvBzT/AO0rRR8lzFyP+eg60UUc7FyoauoQ4/4/YOTxmQZpVvLY5Bu7b2Pmj/GiijnY+VDlurQQn/TbcNzn94vP60ov7XC/6XB6H94vT86KKOdhyolXULROl5BkjGRKv+NXYNUsCPmvbbOP4pl/xooo52LkRdt9U0qAlxqVsNrZBE65P4ZrM8R3+nXFyzW95bsD8ylJVPXBOcH1zRRUymyoxSZkreW4Q5u4CxxyZBU8V/aqObuD/v4P8aKKOZlNCC+tcHN5D7YdaU3tqQFN5Fxz/rFxRRWimyHFEo1CzijdluoNyqSoEgznHHesSK4gXJMyDI/viiiic2Ciiwl1a9TPF9N4q1HdWioALuHPvItFFSpMqxPFfWYyTc2+T6ygf1pXurSSZUW7t1yQA3mrgE/j0ooq+Zk8qufS+k+LPBumaTZ2KeKtD228KRj/AImMPYY/vVd/4Tvwh/0Neh/+DGH/AOKoorgNg/4Tvwh/0Neh/wDgxh/+Ko/4Tvwh/wBDXof/AIMYf/iqKKAD/hO/CH/Q16H/AODGH/4qj/hO/CH/AENeh/8Agxh/+KoooA//2Q==", "path": "003140.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003141
Men Tshirts
{ "bytes": "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", "path": "003141.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003142
Men Tshirts
{ "bytes": "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", "path": "003142.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003143
Men Tshirts
{ "bytes": "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", "path": "003143.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003144
Men Tshirts
{ "bytes": "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", "path": "003144.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003145
Men Tshirts
{ "bytes": "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", "path": "003145.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003146
Men Tshirts
{ "bytes": "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", "path": "003146.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003147
Men Tshirts
{ "bytes": "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", "path": "003147.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003148
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAGvAgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAoopCcDJoAQkAEk4A7muM8UfE3w54VDx3F2Lm7UcW1v8zfiegrzf4m/FeeWa50LQZDFAuY57pThnPQqvoO2e9eKs7SOSSTzk5NA7Hs+qftBX5dhpmjQRRdmuXLN+QwK5m5+NnjKdCovYIec5it1B+nOeK4CKJXVssd+ePemiI7sYOenHamB6bp3x38V2ki/axZ3kY6q8Wxj+K/4V3Gh/HjR7spHq9lLZOcAyRt5iZ/mBXzuybcgHBB5FIOh6gntQB9s6Xq1hrNhFfadcx3FtJ92RDx9PY+1aNfHvg3xtrPg+9E2n3BaBmzNaSEmOQe47H3FfTvhDxZp3jDSRfWLFWU7ZoWI3xt747elIR01FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRTCQqkkgAckmgCK5uYbO3ee4lSKJBlnc4AFcBq3xJs4ZWEVwYkX7qhMs3ufT6VxXxM8ef2hfNZ2VwVsYDtDKf9Y46kfSvLRfyXLnywcZ+8eaVzaNNW1PZZfjBfRsfs9ssi9mkIH6Zp9h8YZzcj7bAApOCUYED8K8PnnkXJLlQaqpcTSSbY3JJ7k0XZTUV0PpLUfi9YQoy2dpJPIV+Uhhge+ay7L4zKswW8sJgp6sHVsfhXhMeoT2jeX5mQDzkVbXUIpR8yKrHuBkUXYlGNtj6b0/4keHdSISG72yHHyyDZz7Z611kFxFcxLLC4dD0Ir42uZTCFZmUZ6ELius8IfETVNAmXE7zWxI8yFzkEe1FxOmnsfUVLWF4d8Tad4m0yO9sZ0OR88Zb5o29CK2wwPQimYtWHUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXAfFXxNL4d8HyLaSBLy9byI2zyoxlmH4fzrv68A+N9+174otrBCSlpbjIB/ic5/kBQNHj7I0sh28nP51oaf4evL+RUgiZ2Y9hWjpOjCW5jDsQpPJxXt/h/SbWwsY1ihCtjJJHJrOc+VG1OnzPU8NvfDmoaM4W4gZNw4Yc/jWG8LpKSAdo6+9fVT2MFxHtmiR19GUEVzGu/DXSNYBkiBtJT1aLofwqY1O5cqS6HzrKFKh+jH+VMCgrkGvQ/Evww1bS4vNs0W8jUHJjHzfitcU1lcx7vNheMrw25cYrRST2MXCS3RUTDYUnkdDiul8C+LJ/B3ie3vlZ2tWIW5iVuHjP9R1Fcyd2SAOM9anEUkuHWJto5JAqrk2PtS1uob20huraQSQTIHRx0KkZBq1Xl3wS19tU8KSaZNzLpknlq2eWjbJX8uRXqNBIUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAleZfE/xqunonh6xfN3dL+9dT/q09Pqa6fxZ4rt/DdhJNKu5gMKnd27AV83axq0+p6xc6rcY8+UgBR0RR2pN2NIRvqzD1ESXuoNCmRGhwTU+UsYABtx6DrVZtSO4iMDGePc+tV5YJpVDsWYuevpSNOtytcXTSyEk5J/SiBzG24npzUaxMXwBk1sadokt0hcA4A6etDaQlFyZkNIXkLE9ealtxmUKSAp71pNoFwHKhPmGcL64NUI42ilKsOclcGhST2Dla3NFrZBBIskvA6DNZ6rLbycMGUVdcGSBUySzKPzFUJWdXXI4I4z3pgzofDniK/wBA1KO9spT15Qnh17q1fVehXtrqujWWo2q4juYlkHqMjkH6dK+PYsFAyHGDXsPw/wDHj2OkwaZcM6IpKo+75Tk5/A80LsKcbo94orF07WBOojuA0MnATzFI3++elbVMxCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigBK+bPH1wb74haswwyxSCMf8BUCvd77Wmtr4W0UO4hQzM3A56DPavCNa0rULbV7y/v4iv2i5kPqMkk/yxU8yvY1VOSV2iPSrORpYniGGyAOK9a0uB47dN4IbA4NYnhSwWDSopWQF35GewrozNHAu6R1RR3Y4Fc85XdjopxsjShUbcnNPk2hc4rLh1a0nfZDdxMfQOKu4d19aNkVbUrSYY8H8KzrrTbW6BWW3icEYO5AcirUwdX6VDM7KuazZqkc3feGtMVSEtIl+iiucl0q3hcoqKFPbFdtcTq2Rn865rUfkYsKqLdyZLQf8EI/svijxBajIAiQgfRj/jXuNeLfB+NpPFmuXOz5fISMt77s4/IV7TXWjz5bhRRRTJCiiigAooooAKKKKACiiigBK4/xf4xh8PwuiyIHC8t1OewA9a6W/uRZ2E05/gQke5xXy1491e4vdcmTzjtTqc9z1oLgrvUZrvie61a8aa5ldl5Kh3zj8KwmuTcwPt78fhWfNH5UEfXMh+pq1Yyb4BgY2kgn8ak1v0LWg6fHczF3XcVUsRVh7kRu9tsAKfKT71seFrIxwahet/qgwhH1Yf41zt87NqUrbeZm3ADsc/8A1qz5ryZqo2imWLTSmN7GAmWA+YY613Ph6xgaGQRkErzx3FWvDfhR9XtTeSl42ZcBgcHNZ+q+G9W8LznUbSd2jT5nyOQPcdDUSaloaxXKzbu9FSK/gkA+WQMv4nmvPPE2lfZtWkaNSA43Hjoa9Fs9WOqaYkbBfNQiRMdx7VzXi59489cZaP8AI8ZFRB2kVUScThrhAjRsc88Gq+fOhMTgFd2R6g1JPKZQM8AdR6Uts0XmHPB2k/iK6kzjaI5QYSqqe4JB96v2Vw9uXVXYL0IqpcSxT2w3DLKf4eKjgvIzIEk59Ce9MV7M938FeKkutOWzuJ1IjwAknGBjsa9M0fUBcgxhw+BkHv8ASvlvStUGn3iTR/N/s54I9K9l8Ia7DdywTWUoDscSQseDx+h+n1qlqTKPVHrFFRRSCWFJAMB1DD8alpGQUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBzGqwqmsmVyNrqrH6Diub8Q28OsaKYoCsp3hkIIPRvX6Zrd8TBZr6KBn2RMUWZs4wvJqsYILeONIY1RAcAL0rml8eh3r+Gm+xDZ2wtrSOFAAEUCszVdE0+8/e6gHkUDgM5wv0FbyDJwKnnso7m1MUqAhhzkVLvfQastzzO80/wbIgjttRS0uQdoeKbOD9D+FMsbvxVo90qf2gNQsc/K4G75fr2+lbmreCrG41Nb77IjSKMMoOFfHTcO/SrWm6I1vLI+RErHPloOAabnpoNQ6s17K/W9j3shQ9we1F7Pboh3SKPqah1qdNP0eSSJQCoySBXl+q3Rv7eS6up7tYImAlMCghM8DIJFJK7sNuyudjdXVszER3EZYHswrJnb7Q2wYJ9q5C30TQL5Way1i7+0D+CRQh/Tg/nWzosN3o8ki3pe7tvl2bThzk8jPrjNWoJMzc2+h6v8NNA/sfQZbqRMT38plJPXYOE/TJ/Gu3NVLN1eygdYjErRqRGRgoMdPwq2a6Die4UUUUCCiiigAooooAKKKKACiiigDH8TRtLoF0qEhtvGO9fKHihR/wkN3Hu3HzWLE+tfXmoANp9yGxjy26/SvkDUWE+rXtwxyBIcE9yTQ9jSmVmjjEMfmkjb931NPtI1k/dqpCDk+pqjPNtfzJeSegrV8LxXWoX7LGmM4246AZ61EnZXNYq8rHYyzwaTolvZ5XcCssvP8AF15/E/pVLw34Xk8Qams0SkR7iSxH8qtt4HubyRzNqIUAbuRnJq1pMXiXw4v+gXkEyg8oemKxi49zpal2PZtI06HTrOKFQBsXGKq+I7VbnSLmFY97SIUAA9a5bQPGWpXNyttqdgYmPSROVNdsZgybjg1LatYSTvdnnmkeFZ7cAupTA+UGqPivw1IbEyRJukj5Yf3h/jXZ6z4gtNIhMs5yOwHJNcTd/EWS53x2uiyyg8BnPX8MUlFvVFua2Z5TfWxt3eI5XsCR+hrLtZFF9Gsp2rnaT7Gu/wBXtdR1oGZtFaMf3lUg/wD164PUbCa2lYNC8Z/usOa6Is5aie6IWcrKy578VX+84x1FTYLbWPXvTobYuT6g1aMWaNhlSBJyPU/yrsvBl9JbeIYhEx2NkEZ/z61wrO0SgZ6EHHvXYeCIvtev6YvP724IyOuOKOpfQ+prElrC2YjBMSk/kKs01VCqFAwAMAU6mYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGDrlkZGjuFGQo2vx2rEZNrBF4VegA4FduRkVx9+VGozhFwN/aspwV+Y6adRuPKOi4+Y1pAkx9M1RgHy+9XYmwMVmjVkBt/Nbmq77I2KgDirM8pRsKawW1lU1T7L/Zt3Im0sboIDH7gnOc1LsWkyj4tcnTdgztfg1g6NZxXFk0MkatkbWBGciuk8S3mn/YCkkqIXYKgZhyT2Fc9pcn2eUp3BwaT0LWpR1HRYVEcaRKFjbepAxg+tb3hXRzqeoQCTb5FufOlB/i5wo/HFR3zq2FUfMeK63wBp7W+mzXr43XUnyeyLwPz5NXSbk9TKs1BXR2dFFFdJwBRRRQAUUUUAFFFFABRRRQAUUUUAY/iK8Sx8OalcucCO2c/jggfrXyReMBuT+M/O31Ne/8AxS8ReVoUunRFgZj8wHdQeSfQZ4HrXzpcSlr1jntSZrBaFS4mRX3uu7j5VPQmvQvhbYtcte3knJyFH5V55cQ+YPk5IP5ivYPhHGo0OfPXzjn8qxru0Degr1B2s30+n3ATypnRz1iPNQz+NZ9JK2c2keW7hSBJNl2Bz/wGu61Tw+t+gIXkcjFZt14ae6MX2i1EzRDahdM4Hpn0rCE4pao7JqT+GRVsbk3ISaOF4nKiQxsuCAec4/rXbx+Y2mCTvjNZlppssS+dN/rmXZknOF71tSjZp2BwMVLtfQG7pXPOp1fUr6Z5jiGE/Mx6D8ao6trWi6MFgS1uWnYAgmHGc5wQCckcHnFdDZWUc17PDKgaOQ7ipJAyOhqHxJ4cTW7iKa6iDyRLsVuhK+hPeqhKNveCfNf3Dl7fxWhdYyzKkigqsiFeD0xWTq9kdUV3VDgZ5IrqJvDVxc3kTuqhYgFQBegFX5NOW2spEcZJ55oc4p3iLllJWmeNalYtEzHGASDVS9t2heOVcqGXPB7f5/nXQ+JV2HIHG7FYdzMJ7CPB5UbTXXB3SOGpHVkKSC4Qp3HGffsa6jwJdGDxBphzzHdgY9mGDXHRZiVjmtDTbp7W6imRirI6sGHqKohan2ojbo1YdCAakrifAPixdf01Le4KC7iQdD99fXFdtTMmrBRRRQIKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigBK4ggm6lJ672zn6mu1Y4Un0Ga4ub5Zy/wDC5Lfn2qJmtLdk6SYwfWrAmCrk1RA4G2pD867ScA8da59jpQ+SVpCzIAwBxxWfdyNAgLxshkYLnHFQXOk3ETM1vqE4jbnaTu2n/Csu6m1qBGi/dXYA4IOz8+oNPzsb06LktzD1qxVtdXGMhdwLDOD6jNWILcW6BixLHqTVC51KQ3iLfQPC5ICHdv8A1H+FXjvE3lscgc0mrileDszU0fTG1nUVtt5RSpLMOqr3x716nb28VrbxwQqEjjUKqjsBXJ+A7XEN3eEfeYRqfYcn+Y/KuzrohGyOCrNykLRRRVmQUUUUAFFFFABRRRQAUUUUAFV7x2jtJXT7wU4PpVio3RZEZHGVYEEe1AHhHjiVZbHUbqXJEt39niHokQwfwyTXlRtUluVXcF4YnPr2Fet+MdIuor6606TcUiEk8ZA++HYEn647V5PqhEE7spxuJxRI2jsY0oeG7YIe/SvY/hOP9AnXcCHYOPbtXi7MzPktz1r0P4T6xLF4jOnuw8mWJmUejDFY1o3ia0ZWmfQVqgIGRmrhhXHIFZ9pIMA1PcTkJgVzxaSOiUW5aFS9ZVmCjvUN3vNjhT0qpeXCWY+03UixgdCxwBTLzxFZnTN6SRsu3IIP9ahK92apWtYxbCbOqhD1zXZm1BjDbQa83tdQt3mhvYZQ5MnQcH3GK9Kt7oS2y8jpQkuo6l9GjPuIAmTiub1ohYSR6V1N+4EeRXE65cYt5ef4aXLqUnoeQeKLjM3lg9zWNGQbNiO9WNen868kReobBqCGNIrYFjkEZHv/AJNd0NjzZu8mQqoCDcfvZqWJ12eYB8uOnpVRmYoQfU4/GrQjCwJjrkE1dyEtT0n4eapJa6lH5b5WKaNlwcbgxwR/nvX0wOlfMXwp003utjOFW2KzsT1IB449utfTETF4lZhhu496a2IqbktFFFBAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFRu6opZ2CqOpJwKAK1/J5VlM+cHbgfU8VgGFZoCpFWdQ1OK6H2WA7xkFn7cdh61HHxxWM3dnTTi4rUzAxgk2SDK9mqeMqxwDU9zErnkdRzWbLFNbKWT5k9O4rNxuaXtsXZ7d2Q4PXuKwLmzmjkOLlx3O4Zq8mrBUKb8kHoetVNSvQbckDk+lJxa2NYTsc7eWqi68wncw7mrNpZ3F5cJDEheeU4CjsPeqRugCXlGWHIQf1r1rRNLtrCwhdIVE0kamR+pJI559KunFt6mVeroWNJ05NL0yG0U5KD5m9WPU1o0UV0HEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAee/FZI7fQU1MECWJ/LP8AtKeor5t1V/tN8zZwMcCvd/jXq8Y0GDT0bLvLuIHovU/TtXhk0W9Y3GCW6/Sk2aw+ExWQ7lUjBzg1teE74aV4q0u6c7U84Ix7Yb5f6/pWaG3swPVT8pqvKxaJB0KsSDSavoNaan1pbsQuVPaokuWklJkkCgEgKe9c94G18a34etZncGdFEcw77gOv49a3b2wgvGDSLn0IJBB+orhkraM9CMrlm4igvLfyp0SROuGGazLjQrOQlUiCBVztXofese5jvra4MRvJDHn5S/p9RTLldY3JFHfxfZyMs/mHNNK50Rotq6ZZg0W2tpPMCDd1ya1Ir5Y8BHGf7ua4m8W/WQJHftuboFz0/Otzw9owtx9puZnuLh/4nPAHsO1S0TOLibt7Mzw5PGRXE+IpNlo7twiAk5712epOCNgOABXlvxA1VFtksVbmY4bB52jrTgruxlKVo3PNZFSad55XzucttA6596fGPtFyqk/UDsB2qGa4Qv8AIgVUGFA7+9O018TSO3UjaD9TXcedfUnbCXDkoMYwoP4Vas4kNyBc/liq1zKHkWMYyo4Pv/kVI8kkjxsAQwQAj3FBSPTfh7Mum+J7baBskYxE565GcV9C22RbRgnJCivlLwdrYfxBp0Vw4RRcqxYn7vNfWK42Db0xxVGU9x1FFFBAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRTHkVBlmAqu12M4RfxNCTYFuoHuFXIX5m/SoDvlPzSfh2p6RFeuKqwFPV47uXTybW4eGVTuJUDJXuK52GzOGaR3cnkl2Jz9c12Y6Vj6haeRlkX92x7fwmsasW9Ub0ZpaMybdB5p44FXl4GBUcSbefWpO/Ws0rI2buxknUelNBUIQ3NOftUTDHJ5pgYmo6fEyO+wDnOelclNJKCRvO3pjNdXrN0XHlR8L/ABGuYkTc+B061JZFawedeQRHPzyKv5kCvc0AVAB0HFeFSM0R3KSrLyCOoPrWzpfxG1W2uII74pPbhwsp2Yfb0yCOpq6bSMa0XLY9goqKCeK5jEkLq6nuDUtbHKFFFFABRRRQAUUUUAFFFFABRRRQAVl6xqS6dYPIFZ5WwsaKeWY9BWpXH65d7dXUlC/2aMuqD+KRztX8gCfxoA8r8f3EchmtJNhvAAZ5Oy8ZCL7Afzya8xjl2tJFFiXgjcD19hXReLL1d10JFJv5bmT7TMTwOcBFHpjvXKyWzRWIlclTJyoHYDOP5UGy0RXRGjnidh3GRUV0oQ/J91icA9uauGFxBGSSXYE49KZc27mJJFjbyt20MRxn0qR20Oi8H+Jn8NaujyE/Y5EVZ1Hb0Ye4r6AsryG9t0lhdXjkAZWU5BFfKsrsHHXpXp/wt1u4Frc2ZdmELK6oT0Ujt+I/WsK0NOY2pT15T1y6083CEAA57GsObQL8udoUL6k1u2WpRzR7gefT0qy94vqKxSOqM5R2Oaj0CSM5fGT1PrV4lLRAM8irNzfrGhJIzXIaxrIG7DfhSauO7erF8Qa9HZW0krMMD9a8R1bUZ9T1R7qY4BOEHoPSug8Q6hLeT/O2QOi54FczKrSXkaAcAYUfWuilFLU5a076EMNo0xlbOFT19aSJSsnycgfritC5xa2bIANxOPxqtarvaMqR6fjWxztEL8ykZPBrQtGeWzndiOB1Jwfwpj226U7AdgP3vWuo8FaP5usiO7spbryAZRbI6rk9eSew701uD0MC1stt0gJKsUyexBIr6Q+E2v3Gu+DlS8YvcWT+QznqwA4/TivBNYu/+KnlkW2W3UuT5aN5gXtjI4r6C+Fug3GheD4xdqFuLt/tDIeqhgMA++KZMtjuqKKKDMKKKKACiiigAooooAKKKKACiiigAooooAKKKryOXbap+WhAOa4RTgHcfQVA88zHAGwe3WlKhRkCnDBFVoBCE3HJJP1pylAcMBUmBRtVuCBTuAbFI4pQGXoc/WmGMocofwo8xu4pAShj3FOZVdSrAEEcg96iD08PSAyrqwaAl4xuj/VaqZro8gjNUrnTY5TvjPlv+hrOUOxtGp0Zkk1XuWAX/CrFzDNbt+8jIX+8ORWdcPvHBB/Gs2bLXUxNUwM+prOjhAizjk1p3MBlk+nWqc390VBZi3o+8AOtTaFoJ1O+Xev7mIh5D7dh+Na2n+HrvVpwUQpAPvTOOPw9a7my0u3061FvAuEHLMerH1Na06d3d7GdSqkrLczUjubN/OglaNs5IHQ/UV0On6rHcoqTFY5zxt7E+1U5YgwxioJLRJEKsvBFdLVzkOmornrO/ns/3NxukjHCsev51uxSpMgeNsioasBJRRRSAKKKKACiiigAooooAK838RXU6a5cQWnzXU7BImPAjAXlz9BXpFeT3rXlz4h1RrWFnbYbUOnWNVOXIz/ESeB7e1NDSueWajpC6h4ubS7WVpYllPzMeN38TH0HBOawNQIbMSEHy3K7h0OOMCupsYre3a9vruVo40Qr5anmRj0Un045rmriLfcSHZ5XzfLGeCM88/nUm5StSpugHwURTnNd5daFDe/D5riIqHt2EucfeyMY9z0riYrAtKUiV2cnK54GMZxz3rY0vxBc6SJ7AkmKVSqB/wDlnIeM89O/PahCexx11GwIk9q6r4aXWzxWIv4Zrdlb8DmubljaW58pGDKz4JUZA/2vpXafDXRJE1SS/kHGCkfHbuazqaQdyqd3NWPVGgZDujYqfUVE894i8MD9RWqkWUpnkA5BFcabO/Q5q8u7ogh2x9K5PUpnJI5ru9Ss8Idtcrc6e0rnAqosmXkcFepy7v0xWdJcbXgkKfPHwff0rqNV0/DBW4UEk+9creYOCnV810QZzTQl3KJY1HHJ4PvUml22dzOdsSk5JrPYlnMfUY4q9IxOiooO0k4JrUx63EutS3yKtt8kaHgjqx9at2WrXiyhTMxGSVwcNkjB564PpWLGmwqSM7untV612+WSxJfOFPtjpTEtWevfCXQLTUdfl1PUESUW6DZGyjakmfT6V79Xyd4V1e5gmb/iZXdr5rAO0DKCccdwa9V0/Vda09PtkOu3d5GPme2u0VsqB2YDr7VSVyJLU9coqhpOpQ6tpsN5Cyssi5+U5FX6RAUUUUAFFFFABRRRQAUUUUAFFFFABRRTJG2IWoAjkbcdo6DrSBRTFPIPrUlUAYypFMT7g9akFMHDsPXkUALSEYOaceKKAFByKa65FOFBoAiANLgU4ikoAASKeH9abikPSgB+QeOtU5tMspiS9uuT1K/KT+VWKNxzilYabWxQOhaftIELY/3zTIdB0u3felohf1kJbH51p7jUUmSaFFdh80u4hKgYGOOw6CoXz1BpwznBp+ARVEkGfUUZX0qUpTClMBpCsMEZHpTFRoH3wNt9u1P20UAXLe8WQBX+V/fofpVusVwGUgipra+aEiOY7o+z9x9alx7AalFNBBAIOQe9OqQCiiigAooooAK81vZTp8WqNFKzXn2uUtEqZJ9GB7cHvx9K9KrhPFWm6bHcz6pc75UMf72LcdoZRw23o30poaPE7dftF5LLKpWH5TvwSIsnG/HfHNSXw0u3lg+xhrmQSebIx7jgBSep7/nXXWKR6fcx3z2hWzkiVJRJHn5CACwHqCM1JfeBomDXOmyg28g35PRh1yKai7Gzepz9xAl5DYp/Z6wTLGQ7xyBiy5yNy4/+vWTe+D9R1i+8zy/KZsKoyW4Hc5P6V6vpnhlbVAWChmG4nH6CulsdLhhIO0Fj1Jq+XuQ5Hl9p8Mo9M8N3s7LvumQAtjkDcM4/CtvRNJSyjCqoAHTFeorAhQoygqRggjg1iXGhtayboFLw9h3X2rlxEHLVG1ColozOSLAFJ5fzGr7w4XGOai8o4ziuNqx1qRlXtvvTgVknTwFJIrp5IDJUFxZMls7BSdoJ4GaLPoPmR5J4pixdBQQFOQc/yFcZcWgVQcAO3r/CK9H8YaPcWbw3V2FV5dvkx7uQCDnj19frXm2oSqZ9iNwcgH+tdcI2WpzVGm7owZmMd0QO2RVkXAksWQcEnP4ioNnmTSN7k9KCPLTAHIzmtDAfvaS2RP7j9frV2AIVBXjLEn8BVWEGSGRl/iXGO4I5p8G82oYZwODgep5/SmI3vD1xB56QmRC0p2tGewNe5aDp622hTXM/zRxxEcnknGP514XeeHPsD6XPaziSa5HmBUOcAd6+ldN08vpllbAHZtUy5HUjnB/GtI6Cew7wlof2DQrdZCwcLyAeMnn+tbolnt2OSZE9D1FWI02RBQMAUrLkc0XM2LFcJKuQcHuD2qasu5jIt3ReCe9XLWdZohj7y8MPSpaAsUUUUgCiiigAooooAKKKKACq9w3RB9TViqch3S00Ao4VTUh4P1pijKD8qcOV96YDgaaw+ZTSjg0poAQ9aKQctT6ADoKbSnmkoAKSlpBQAUjcU6mtzQA1elJk7qcowKQj5qAHdqYeTT6Z/HQA1lwc0lSkZWo8UwDg0hFIeKUNkUAIUphTNSHgUvBFAFYrjioymeKtlc1GF+bmncBtjdCO4Fmx+8Cyf4VrVyTSkX/2kHAjmCg/jzXWipkgCiiipAKQnAyaWopTnC59zQBHNmZSgJCn071jS+G7S4lLzK0mT0dyw/LpW4oxmkye1UnYLlQWNvFEV8sEYxg1z0cBt3ls1B8pWJj/ANlOOPwNdSybhzyKrPZqWLd8YHtVJjTMyON5MY49KvxW7rjJFWY7ZVUYFTBMelDkIahwAD+dTA0zbS7fSpYDZIIpgRJGrZ9RUR0+2P8Ayzx9DVjJFG4+1S4p7jUmtmQrZW68iJfxqDUyIdOlKKMnACjjJzVwsawvEF1Itm7R4+TIyfXoP1pxjbYd23qeU/F24WC/gh3h7kL19O2PbpXjlxIYpQjnLjIA9z1Jr0H4hSl/E08U0jSTqoyT2NcKLMJNJI44Vsk+1Q9zbokU/KMY3EHB4qozAPlumeRW/cGM2XyR/us5WVhgk45A9qxTCGG5yQT0FMlliFY4XWRWypGSD2qSM7IIpoQfllIZfpz/ACqp1AAUjHpWlbW0tlKk88TTW4+aRUP3R05/SgD1D4eeHo9VuW1aSIBXby4Y8cKD/wDWya95iiEQAUYHSvLfhPNH/ZKDOQvCg+nrXqgYMByKvoRPexKOeKTtQpppPFIgimGVNZ6TG1uRIOVPDD2q/I3FZ0y5NWgNtWDoGU5BGQafWVplwQTA590/wrVrNqzAKKKKACiiigAooooAa5wpqo336sSHLY9Krv8AeqkA9OhH404HDfWmKcMD2NK36jpQA/vQT1poboadxn60ACjilJqtfXcVhaS3VwxWOJSzEKWOPYDkn2Fczq/ia503RZtWubcafaL9xblgJGz03Yzsz/dAZznoDQB1pYKCSQABkk9hXD+KfidougFIIdQ0+a5OS4M27ywPZc5PtkfWvAfHnjHxfq94F1eW8tLKYb7a18toFaPJAbbnJz6kmvPs0rgfQd18dreNiy3L3CdhbWvkt+O/eP1qqv7QojbK2V1IPSUR/wDsuK8GoouB9E2v7Rmmkj7Zo91/2y2/1aulsfjj4Hu8CW7urQntNbMR+a5FfKOKKLgfbml+MvDWtcadrlhcN/cWYBvyODWyeoPrXwYGIOQeR3rptE+IPirw6w/s/WblYgc+TK3mRn/gLZFFwPs6mHgmvD/DH7QsEpSDxNp5hJ4N3Z5ZfqyHkfgT9K9h0rWtM16xW90q+hvLZv44mzj2I6g+xpgaQ6U0inL0pGBzQBGRUQOxuelTVHIO9NAPIyuajVsEinQtwVPaoYjlG/vAmgCdDkmo7t/Itnl9BT4Rlie1VtYOYooB1kfn6CjqBjXAMFhBn77tvP8AOuwU5UH2rj9XfdciJekabePWuwT7o+lEgHUUUVABVMSb5C1WJm2xMfaqCHBqooC8pyDSZqOJsn61JigAJo60tGcUAJg0uDSZpaACiiikwCilpKAGtWBqZ81lgPKg+a/0HT9f61vSMFQse1YWp4s7K4uJumDI7H+HA6fTtVIqJ85+L5WufE1024lvM2qSOuBj+dUnja51GKySFnPUxr3IHc+neptcO7WZnQEK0hk3HrhucfpTrawv0V9ZAkQqN8hH8MbHA/Cs+puzM1RG+0tFJIreUcfKPlB9B7CmyWaQ2ZSWMmdyNuOoFLdqF1pl+9CZs5zngjiuttdMl/0KYxBsN9nYHqGBDZ+nSi1xHLXXhx7SOxZmObhgW/2RnA/ka6PTLVoHnMp8y3WJ0+YcEY55rqfFulBLSF4sMkUaq5A54OQcf72f++vaqdppr6rbRiOMxWud7Y5ZvX6DsM9TTasxrVGz8MEMaLGoO0puPscgD8817HEBsBrj9A0JNMs0uEUfaWwzqOm3so+grrI3LIPSqSsjGo03oTZ25+lRb8rmldvkP0qKM5iPtTSIJF+YVXli4JqzEPkFKy5JFFwMkhkkDocMpyDW7FIJYlcdGGazZYDtJxyal06ZQXtST5ijfg+hol3A0aKKKgAooooAKQnAzS0hGRigCEjJNMcfNU2wj3pjVQEQHJQ9+lLywwfvCnEBgKCpIBH3hQBAxIyPyoMwZBn1xUpAcc9apXgaGNpVAO3kg+1MB2oXS2di8zqz7eFRerN2A/x7de1c/oemS6zdx+ItbjEk/Wwt2HyWyf3wp/jb1PIGOmTXTQv58CsYyA65ZHHTI6GrAwBikBwvjfwZDr3hTU7K7urX7VLL5lldXCrG0b9VQt37rnrg+1fJt9ZXGm389ldxmK4gkaORD/CwOCK95+Pniuwe1Xwo1tc/bEeK8WYYEfRhj1PDHp3r59ZixJYkk9zSYDa1/D2mDWNesbB32RzTKsjnOETPzH8qyK9j+AvhtNW1fUdTm4js1iRflzuZmyR9CqEH60gPRdC+EngS8sBcJbLfKXkHmrK6gYYjbjPVcYOeciuO1r9nS8EssmhavA0ROUhu1Kso9Cy5B/KvebKzt7C3W2toUihUkhVGBknJP1JJNXKbA+Ptc+EnjLQYHuJ9LNxbpy0to4lAHrgfNj3xXCV953MC3VrLAWkVZFKlonKMM+jDkH3ryfx98G18R3EFzpBtba6wFnnlyrS/7TBRhm9TgE+9KwHzJWzoPiLVvDeorfaReyW0w67T8rj0YdCPrXYa18HfFOgXMbvaHUbLJaSWw+ZlVRk/KcEHAOPWuS1nRZ9J8qdQ0un3JY2l2B8sqg+3Rh3U8g0AfSHw5+LWn+LlTT9QCWWsgcR5+Sf3TPf/AGfyzXpZ6V8IRTPDIksTskiMGVlOCpHQg9jXvPw2+N3ntDo3iyUBzhIdRPAJ7CX/AOK/P1p3A9y70yQZFLuB5ByD0IppPFUBEr7HqIHZdsucBsU6U/qaguGxIG7imBpwDis28lU6mXY/JBHk/Wr4mEdsZSeNu6ubuZS4YZ5Y7nP8hQgI7dWvNRTPV5AT+ddvXLaVCEvbcN95yW/ACupqZAFFFFSBXu+Ywo7mqyoatzAMV9qjAAxVp6ANQEEGpc1FLMsSkmnA5APrSAfk0uaaDSigBaWiigAoopcUrgJRWTrXiPRvDlr9p1jUbezjP3fNblv91ep/AV5/P8fvCEXnCJNRm2KShWAKJD2AyePqaAPUXJeUKOi8n3PasXxJFutoRKGNoHLTKBnOB8uf9ndgmvn7xD8ePEupySJpIh0m3J48sCSXHuzcfkK8+ufEWqX96lzqV7LqLqdwF5I0q5+hOPw6UXHc9IfSk1zxhewwnMMkzElP7g7ivQPD9jbXHhBFumijKLskeUhRjGDye3FfPVv4n1q0ld7W/kt2cYJhAXA9BgcfhWZcXl1dtuubmaY5zmRy386E7FynfY9KvPDM1tEb2GJrvSnaSNZ7chxtVioYEdcYqPTtavdOZQWW5jUYQE+nQ/XiuR07xj4g0jTf7O0/VJ7a03s4jTHDHGecZ7Cr/hg6nr+rvCNTlgZly8n2V7j/AMdRSfxpeg1U7nuui+JrPW5LRBFi4nJDps+5gZJ57e9XNG0FI5mmtmaP96xcA5UqD8gx+tReHbHS9LjiNlYarcX3lBHke0ZBI3dvmxtz9K7PTNPe0s40dSGYl3BOfmPb+lXvuDkktCxaI6jDqP8AgNXVwv0NCqAtI4HWgyGzMChqOP7pHqM0yR88UkbYUe3FOwFuP7tPUUyMYUZqQsqKWZgFAySTwKkBJNqoWYhVAySTwBXF2mvxyeLBMjf6M37gH1HY/nUfijxCbtGs7NsQHh3/AOent9K5aMlCDnpXPOrrZHZToe63Lqe0ClrM0W/Go6ZDcZ+cja/+8OtaVbHI1Z2FooooEFFFFAFe4kEFtLKeiIW/IVwum3N1a/NBcyKCclCdykn2P9K6zX5fJ0S6OcFl2fmcf1rkLX7ornrSaasdeHgnFtnTWuuRthbqPy2/vryv+IrXjdJFDxsrKe6nNcaemRUsE8lv80Tsh/2TRCu/tBPDreJ1retVblv3RHrxWSuvXEajzESUf98n/D9Kytd8VRx6XcqttKJnQomGBAZuAc/jW8akX1MHSmuh0Wk3b3WnxzyJtZi3ToQCQD+IAP41fkl8qCSTbu2IWxnGcDNUtMkV9NtcLtIiUEehxVxHLSOuxgFxhjjDfSrZmfNHx01e11bxDozQrF5w09XlaOQOBvYlV3Dg49R615JX0f8AF74b6OuhS+ItORLGWyTEkMMY2TbnAB/2SCxOe9eN+PvDQ8KeLJ9JTmOOONo3LZMilQdx9yc8VIHKV9Rfs/2C2vw8kusfPd3sjk+yhVA/MH86+Xa+o/gNrdje+Ak0qKUC8sJZPOjJ52uxZWHtzj6imgPVQeaeDUNSKaYC1BOs7QkQSJHJkfM6bhjPPGR296npDSASvKPE3gy0HiZLJlVPD/iR3iuoscW96ELRzR/3WbBHvgg9a9XrkviTZ/bPh7rOxik1tAbuGRThkeI7wwPY/KfzoA+SNe0i50DXLzSbwYntJWiYjocdCPYjB/Gsuut+IbanceMbm/1aJUuL2KG5UoMKyNGu0j8Bj6g1yVID6H+B3jqW/gfwtqUpea3j32UjHJaMdU/DqPbPpXsjPzivjjwNqb6P430W+ViBHdoHx3RjtYfiCa+w2GSR3qkA2RwTg1UnbcFb0pZmKyYJqrJOBjPTFWBPqF4Ps8MCHkjJFVIIw3zyHCLyaqiRppcLyT1PpU0jM6iGP7g+8fWgC1plx52uxOeAchR+FdZXDafIY9TgdegcD+ldzUS3AKKKKkCOQZxVaV9gJ60mpXYsdOmuSm/yxnbnGeaxpdbs7iEMk6Ln+Fzgiqi1ew+VtXJJpjLJjPFacD7kX6VgRTLJ86Mrj1BzWpYS5UqT0q2tBGmKUU1TxTqgB1FJzXAeOPiNpvhi5lsJzIxjgMlwYX2uCwxHGhHR25Of4VGepFIDub2/tNNs5bu+uYre3hXdJJKwVVHuTXhXjf4/nMth4SiAH3TqE6Zz/uIf5t+VeUeIfFt54iKwbVs9NiYtBYRMTGme5JOWY92P6VzFIC7qOp3uq3j3eo3c11cuctLK5Zj+dUqUAk4Fej+E/g34n8TLHcyxrplg/ImugdzD1WPqfxwPegDzerVtZXV7IEtreSZjxiNS1fU/h34HeEdDVZLuB9WuR1e7PyZ9kHH55ruTo9jFCkVraQQKhyqxxKoGPoKaA+RdP+G/iS+gE72BtYDwJbjKrn8Mn9K6vTfgteXQBaS6nbGdscPlxt9JWyPzFfS1vbrEq8fMvQ45FWPeiwHmGk/AnwbaQRNeWl1eT7QXE1020NjnGwLkZrrbHwJ4b0pP+JZpVtZP/wA9IokL/wDfTAmuk7UUAUrSx+yFj9quJywwBKwwo9gABVkjNPNNJpgIaryvgVI7ACqM8v1ppARSSkBselFvIXkIb2NVplaZHQEqGUjIPOat3Fr/AGfZi5eRmCKPMOP14qm7AXmnjhgaWVwsajLMe1cXrOtz6kTHFujth0Xu3uf8KTUdZOouIkytsh4H98+pqsdpXOK4a1a75YnfQoW96W5mSKduT1qpJ8prTlXIIxVGROMVzpnVY6fwPqXl3MllI3yyjcn+8Ov6V3teM21y9hexTxnDRsGH4V69Z3Ud7ZxXMRykqhhXZSldWPPxMOWV+5aooorU5gooooA5zxfJs0dU5+eZQf1P9K5yAgKBXQeMc/YLbHTzxn/vk1zUR6Vx1/jPQwy/dmiDkCnDpnvUUZyop5+71rNFtEE5AHFY9xbm8vbSEfxXC5+gyf6CtWZuDTNJi8zxBZDHGZG/JR/jWtJXkiZ6QZ2UEIijVRxwKsClK4bFKBXaeccd8VkaT4X68o5xAG/JlP8ASvnv4ranYap4g097E5EWm28cvB+VtgO3J64BFfTHji0N74C1+2Vdzvp820e+wkfrXzX8UNOtII/C+pWy7ZNQ0eCSbHRnVQu76kAflSYHnldr8LNZl0X4iaRMkhSKeYW8wzwyPwQfxwfwriq0tBYp4g01lOCLqIj/AL7FID7j+vWlzilX7zfU/wA6aaoB6mlNNWnNQAlcn8Rrk2/gLV405mu4hZwr3Z5SIwB/30fyrrK8w8Z+ILM681xctu0fwvi7ueeJ70jEMI9SM7j6EigDyP44Twf8JzBp1uwI06whtm9mAJx+RWvMq0tV1S41nV7vU7x99xdStLIfcnOB7dqzakDovBOnPq3jbRbJATvu4y2OyqdzH8ACa+wvNy/JwSa8S+BXhB4o5/FV5GRuUwWQYdR/G/8A7KP+BV6/JLsYN3HNXFAJfS7Zj7DFZU0ykkE8DrTb2+RZlRpF86UnYhYAn6U+1iDupcLxziqAmto2ZeBtz+lS3C+VFtUY7VoRphRgcD0rnPEOt22l5RiJLg8iIHn8fQUm0ldjSbdkaunWzz3caxDG1gxPoBXY1yvga/fUdDNxKFEhndW29OMY/nXU9qhyuDVnYWiiikIwvFMnl6HN/tlV/WvO5B5ibTzXc+NJdmmRJ/fl/kK4dRlc1zVn7x3YZe4Z6xzW0xkt5Xib/YbFb+j+Jbi3u4o71g8THa0hGGH+NZkyDBqiJHjuI3j++rAr9QeKmFSSejNJ04yWp7JDOkg+U1MKgt8tAhdQr4G4DoD3qyBXczzQH1r5j+Pelmw8Y29xHGVgvYPOZsk75QdrH8gv4V9O1zni/wAHaV400uOy1ONv3MolikQ4ZT3GfQjg/wD1qlgfGt9YXWnXP2e8haKXYkm1uu11DKfxDA1Sr3fxp8MPIIbUxevFFGsUGs2kZnAjUbUW5hHzAqAB5iZBA5Ga8zu/AmsRxtPpqw6zZjkXGmSeeMf7SD51/FRSA6X4Z634B8OTLqGvJd3Gq5/dl7YPDB7r82S3uRx29a9sg+MvgKcgf28Iyf8Anrbyj9duK+SJYpIZGjlRkdTgqwwR+FRUAfbVh448LaoALPxDpkrHon2lVb/vkkGt5JUkUMjo6noVYHNfA9TwXVxbNmCeWI+sblf5U7gfeePaiviqy8d+KtPkBtvEWpoB0U3LMB+DEiugsvjd46sz+81OO6HpcW6H+QFFwPrWivnbTP2jdSjKLqmi2s4/ie3kaM/kciu50f48+D9S2pdyXWnSHr9oj3IP+BLn+VFwPT8+tNZj2FU9O1fT9Ythc6bfW93D/fgkDgfXHT8asyEgcGmBDNK6j7tUJZmY9KttG8nV8Cqs8iIPLj/FqtARwqZLmNfVgK6BlDKVYAgjBB71kaXHvui56Iv6mtqoluB5v4h0g6TfCSEH7NKcp/snuKqQtvWvQ9U0+PUrCW2fGWGVP91uxrzZVe1uJIJV2vGxVga4q0LO6PQw9XmVnuTSDHvVR1GCe9W3YMKqykqxrnOtGdcLxx1ruvAWp+fZy2EjfPEd6f7p6/r/ADrh52PYVY0HUTpmsW9xnCBtrj/ZPBrajK0jDEQ5oHslFNUhlBByDyDTq7TywooooA5rxn/yDLf/AK7j/wBBauWhbPNdR40/5BMH/Xcf+gtXLWwyoFcdf4z0ML8BoxcrUjdKbEPlp7jg1mjSRSlHy5q54ej3a5C2PuRSH88CqkvpWl4YXOqzt/ct1H4ljW1Fe8ZVn7jOpb74oofjBpa7DgI54hPbywsMiRGQj6jFfKPxA3f8Iv4L3HLQWM1q3s0UxXH6V9ZA4IPpXyr8S7d4zNpwxnTdUvicnHySNHIMf990mB5nWloZVNf053+6t1EWwM8bxWbWz4UmSDxfo8rgbVvYic/74pAfbxOc47mmNT26n6mmHk1QD1px5NNWuA8dfErTfC2bC3nSbVNuWRRvFuv95x6+i5HuQKANLxl4pGkRvY6fNCmpPEZHnmP7qxh6GeU+g6KvVm4HevmXxh4pj1TyNJ0zzV0izdnRpf8AW3Uzffnl/wBpj27Dio/FHjG78QeZbh2jtHl86QF9z3EnTfI3G446DACjgAVydSAV1/gPwZeeNteisoUdLSNg13cY4jTvz/ePQCk8D+BdQ8b6sLa0UxWkZBubph8sS/1Y9hX1n4d8O6b4W0iHS9LgEUEQ5OPmkbuzHuTQAv2G203Treys4lhtreMRxovRVAwBWFqV6ltbTTvkrGpcgdwBmui1TItHIPI5rh9VP2qzuox08pgPc4NWthpXPOLjUbjVbo3lwf3jHgDog7AV0Wk6rqUYAW8lx2yd3865a1X99s966iwiworjlJp6M74xTVmbE+q6jJCQ15N0/hbb/KuUuP8AWEnknqT3ro5VxGee1c9crg5rPmbepo4pbI9R+GJP/COz8/8ALy38hXbVxfw3i2+GCxGC9w5z6jAFdpXXHZHnVPiYUUUVRByPjo4tLT/rof5VxsZ4xXU+P5SBZRD/AGm/kK5GNxt5rkrfEehh/wCGNuGwOtZwY+cCOoOauXLfKap26mS5VByScCpjuay2PZ7KTzrWKTj50Dce4q2Ko2cBs4IrZjkxoq59eKuqa9BnlDxS00GlzUgLXP6n4I8Naxc/abzR7f7VnP2mHMMuf99CG/Wt7NLmiwHD6h8OI7mHyoNbvjH0EWoRQ30YHp+9Ut/49XF6t8Ebi6yIo/D03/TRLeazf8kdk/8AHa9rooA+Y7j4D+IUuPltQYs/8sLuOQ/+P7KST4JXKD94+sQN6HTVmH5xyGvp7NJxRYD5Qu/hHNbtj/hILONuy3drcQn9UI/Wsmb4X+IVbFmdO1A9ls7+J3P/AAAkN+lfYuc9zVC60bSr0EXWm2k2epeFSfzxRYD4q1Lw/rGivt1TS7yzOcfv4WQH8SMVk19pT+CNM8kx2M15p4P8FtOTEfrE+5D+IrwT4ieGdI0+LWJVa2F3YXEMMdzaRiKO6ZwS8bRj5RIgGSUwOeQDRYDznStY1HRbxbvTbye0uF6SQuVP0OOo9q93+H3xpfV7q30bxGsaXUpEcN8g2rIx4AdegJ9Rx7CvnenqxVgykhgcgjtQnYD7jlkIUgdT3qi3XFJZSSzabayz581oUZ8/3toz+tBrQDV0lMRSP6nH+fzrTqpp6bLOP1PzH8at1m9wEri/GWmbHTU4V64SXH6H+n5V2lVru2jvLSW3lGUkUqaiUeZWLpzcJJnl8b7lqObnpS3MEljfS2kv3o2K/X3ppO6uCSs7M9eLurooTE5zVQnBNXblfSs8/eNKLKktD1rwjqf9paFFubMsH7p/w6H8q6GvLfAupmy1v7M5xFdDZ9GH3f6j8a9Srvpy5o3PIrQ5JtC0UUVZkcx42ONKh/67j/0Fq5myBIFdJ42bOn2yes2fyU/41hWMeIxXJX+I9DDfwy0PlGDQ75HWlkGFqnJLg8mskatXHP71ueGLcxm4mOcyhCM/3cHFc9bxvqF5FaQn5pDgkdh3P5V3FpAtvdTogwihEUewWuqgupy4iVlylmQfLQvQUPyKah4roOQd3xXhnj/w2bz4i65bBcnUtBlubZP71xHszj3IjxXufeqF3oun3usWGqzwbr2w3/Z5QcFd4ww9xikB8MVPBK0E8cqHDxsGU+4ORXrPir4VeR4n8QWVkzRubY6lpcQHyzRhv3kX+8uePw9a8otbWa7vIraBN00jBVXpk+lID7f0LURq+g6fqKnK3VvHLn6qCf1zUt5eW1hayXV3PHBbxLukllYKqj1JNcn8Lr6N/hbo0krhFtoGilLnaEKMQc56YxXKeN/iQb/SbmPw9a2slpA2ZNXvkH2ZHXOBCGH7x/TAOD270wI/G/xWljsNmmySabZS/dvZExc3S/8ATCI8qv8A00fA9ATxXgWo6o967qqmKFmLFdxZnbOSzseWb3NVr6+utSvJby9uJLi5lbdJLKxZmPuTSWdldajdx2lnbyXFxKdqRRKWZj7AUgKleifD74Xan42nW7mDWWjKfnuWXmT1WMHqffoP0rvfAXwIWIxaj4twz8MmnIcgf9dGHX/dH517jFDHBEkMMaRxIAqIigBQOgAHQU7AUdC0LTvDmlRabpdskFrEOFXqx7sx7k+taXelFIaYFHURutZB6g1w+3KsvqCK7q95hb6Vxe3Ezr6E0xo8viTbqTr6GussB8oNc1OPL1u4HpIR+tdJYnCCuKa1PQgXJh8hrnb1cV0knKYrAv0z09KzW5o3dHrXgaIReELDjBYMx98sa6TvXPeCmDeENOIOf3ZH/jxroe9dq2PMl8TFooopknm3jqYtrSx5OI4V/MkmubDHbxWz4rLTeIbsYPDKo+gUVjPBIgJ5H4Vw1X7x6tBWgitcPxVnw1F9q8QWcXUGVc/QHJ/lWdcuwUlhW58PSknieIv1CsV+uP8A9dVS1ZNbSLPV7pdpWQfQ0I2anlQPEynuKowOdg3dRxXctUeYWxzS5pEcMKfgUANzSU/FIRSAbmjNOxRgUwG0U7FUr+/t9Ks5Lu6ZxDHjPlxtI3JwAFUEn8BQBbqhq2sadolk95ql7BZ269ZJn2g+w9T7DmuB8S/EifT4ype20CFhlZdRHm3Tj1jtUOR7FyBXjOvfEGG5vWuNPinvL0cDVNYKzSr/ANc4v9XEPoCaVwPSfGPxcMll/wASlZbOxlB23c4Mck6/9M1+9j3H5oa8O13W59buomLsYIV2wxHhUGcnCjgZP1J7kms29vbrUbt7q9uJbieQ5aSVyzH8TRZWN1qN3Ha2VvLcXEhwkUSFmb8BSAqV6T8MPh7c+K9Xi1C8iKaNayBpGYf69hzsX19z6V1fgr4EyyNHf+K8xxj5lsIm+Zv99h0HsOfevcbWytrK1itbSKOC3iULHFGu1VHoBVJdwI5BhKrHk1cudoIG7NVUGZQP9oVYHQxDbCg9FFSUg4GKWsgCiiigDg/Hdh5c0GooOG/dyH37H8s/lXLxPnoa9M8SQR3Hh69WTGFiLgnsRyK8ptixcdcVx4iNnc9LCTvG3YnuOQRWa6/MeK2JIsoT6DPSs2RRvrnTOvoMgle3mjnQ4aNwwI9Qc17fBKJYI5R0dQw/EZrw9x8p4r2rTQRplqD1ESA/98iuzDvRnn4xbMu0UUV0HEcv4yjLW1q/YTY/Mf8A1qyrRQFFbfi9lXTISevnrj8jWLasCgrkrfGd1B/uySf7hrEvM4wOpNbM3IPpWPeDa2R61nY2TL3hHMfiEK3O6B8fmK7oqBcOR3ANcNojBPENm/QNuQ/ipruyf9II/wBkV10fhOLEfGDdKiU4NTdqhI5rYwHZpc00UooAhmsba4u7W6kiBntSxhk7puGG/AivlD4l+G5vCPxBvBZxvHbPIL21ZB9xWOcD02sCPwFfRvi74heH/Btuf7QuvMuyMpZwYaVvqP4R7nFeA+LfE/in4lOr/wBmx2ekwsWjzhEQdC0krYz+g9qTAS+8ZW2lPf2kyQ6rbXTrfQ2ENy32OKdxlxKMBpMEA7c7ck1x+sazrPiG4huL6SSXP7u3iRNsaDptjQcAdsAV6R4N+FMt+sdxHAlyG/5fr2NltV/65RHDTn3ban+9XtPhvwHovh+YXaxNeakRhr25AZx7IPuoPZQKAPB/B/wQ17X/AC7jVydKsWwf3i5mceydvqa9/wDCvgXQPB1v5Wk2SpMwxJdSfNNJ9W7D2GB7V0felPTmgBtNPSnU1ulMABoPSmg0uaAKl7/qjXHyDF2/vzXXXx/dGuVnH78H2qkNHmuqqE124IHWQ/zrZsZBsH071j65lfEV4g6eZn8wDVq0m2IM1xT3O+GyNwyYWs25jLZwKs2xa4JwOKuS2arF05rJmqO1+Hlx53hWGPvBI8Z/PP8AWutrzr4c3YhvdQ05v4gJk/kf6V6LXXB3ijzqqtNhRRRVmZ5j4iUnxVd/7y/+gigQq0WCAam8SoY/FEx/vBW/TH9KWHBSvNrfGz16P8NGRd2ERQ/IBVDSG/srXba5U4VJAW+nf9K6G4QFTisOeL5yRTpOzHUSkrHsxPyEj0rOAJJGMetM0W6N1oVrNn5jEAT7jj+lXNoddwr04s8hqzsRhWTkcipklzwetNQ8YNKUBpsRNmiolyp56VJngkmpYARUE88FtA89xKkUSDLySMFVR6kngVxfin4m6F4bZ4rjVLRZV/5Yw5uJifTapAX6s34V434m+MN3rs4g0rShJg5jkvwLhgR0ZYQPLU/g31pAe06n8RdNggkfSoJ9TCcNPHiK2X/enfC/985NeQ+Nfi7rF7bzW9pr0Nox4WDSELAf71w2Cf8AgAFeearL4l168VdSmu726JwluWLsvpiMfdH4Cuk0L4JeMtaKvPZppkB6yXrbW/74GW/MCgDz6WWS4laWWR3kc5Z3OST6k1e0fQNW165FtpWnz3kpPSJCQPqeg/Gvorw58A/DelYm1iabVpxg7G/dRZ/3Qcn8Tj2r06x02x0u1W10+0gtbdRgRwxhFH4CnYDwbwx+z3PLsuPEl+IV6/ZLQhn+jOeB+ANey6D4U0PwtbeRo2nQWoIwzqMu/wDvOeT+dbhplNIBhBqJ6l+6cdRTGZe4qkBRl5ei2XddRD/aFLIRuOOtPsBm9j/E03sBu0UUVkAlFFZetaqmkae87YMh+WNf7zUN2Gk27IwPGGqj/kGQNlmwZiOw7L/WudtbUADioYjJc3DTSsWdzuJPc1rRqAtefWnzM9ahT9nGxXuEBiINYdyoXpW7dNgHNc9clppxGgLMxwAO9ZRV2bSdlctaFpcmsavDBg+Up3yN6KOv+FewgBVAHQVheGNDGj6eA4H2iXDSn09F/Ct7tXo04cqPIr1OeXkOooorQxOV8b5GnWxB4FwMj/gJrGsJMxjmt/xpF5mhF8f6uVW/p/WuV0yX5QO9ctb4juw+sLGnKeKzbtdwNaEjZWqUw4NY9TdLQTSZM6rp47+cAa7+Q4u8eq155peF1uzz0E6/zrv5X/00flXZQ2OLEfEWaiYc1IDmkYE1sc5GWCKWYgKOpJwK4rxTP4i19UsfCV20ETAie9CbEB7bZTnI9kUn/aWuye1hlbMkSv7ONw/I8U85zmgDyXSPhFBptx9okhXV9SY7pL/VSfIRvVYgd0h/3iPqa7XT/Aumwzx3epO2q3cZzGbhQIYT/wBM4R8i49cE+9dOOlOoAjwd1SKOaDTQcE80ASijtTQeKWgBO9NanHrTTQBH3pc0hpM4GadgKt6coR7Vy8/+tH0rpLxiY3/KuckGZR9aYHnGuYPim7/3h/6CKt26Iycj86o6xz4gvHB5EpH5YFW7dt64HWuOe7PQhokbGnbcNgfStOUAx4x2rN05Nigdc9a034iNZstXbK3hmb7J40tT2m3RH8Rx/KvXK8VgmNt4j06YH7tynT3OP617T2rei7xOTEq0haKKK1Oc4XxnD5Wq2lyBxJGUP1B/+vVGA/IK6PxnambRPPUfNbuH/Dof51y9lJlBzXDXjadz08NK9O3YmmXisyeLk1rP8wOKozr8prOO5rLY6bwhdbtGe3z80UpH4Hkf1roYTjK/jXO+E4ANJldR87THP4AVsSNcRDfHGJD/AHd239a9OHwo8qp8bL+3JrmfEHjzwv4XBGq6xbxTAf6iM+ZKf+Arkj8eKXWtCvPEcCxXOoTWVqB80NnIQZAezHj9CK5eD4RaBbfLb6BYuwbJn1CeSdm/4CpA/Ogg5bWP2hDK/wBk8MaJJM5OFlu+p+kaf4/hXJandfEjxc6xapqElnHN921LGHI9okBdx9Aa90svh/ZWow9w6p3hsYls4yPfyxvP/fVb+naPp2kRsun2UFsG++Y0ALn1Y9WPuSaAPA9A+BF7cFZb5W29f9IPkr/3wuXYfUxn2r0rR/g/oenoBcPJOOMxQfuIz9dvzN+LV6HRnFFgM7TND0vRIRDpmnW1nGBjEEQTP1I5P41o8UbqMigBMUGl4opgRE4NNJp0gyKYDkU0Axj7VEz4GCKslgBVeRge1NAVJiM8DFTaaM3nH900yRMRs549Km0tT57t2C4oewGtRRRWYETsqIXYgKoySewrzLXdUfWtVLIT9nj+WIe3r+Nb/jLW/Kj/ALNt2/eOMykHoOw/GuVsoeQa5687e6jtwtL7bL1pDtXpVtzhePSmp8qelQzy7VOa4md6KOoT7Yzk/rWt4H0f7RcNqlwuUjO2EHu3c/hWDa2k2taxHZw5wzZZuyr3Nes2dpFY2kVtCu2ONQoFdWHp/aZx4urZciLNFFFdZ54UUUUAZeu2/wBq0W8iAyfLLD6jkfyrzuxfHPavVJF3xsvqCK8qtk2SPEeCjEfkcVz11szswr3Rrg5XrUEvenx8JimSdDXMdaKPmtbzLMg+aM7h9RzXa6ddG8sLa7PWRBIfx5NcTMvX3BFdP4TlEugWYznamz8q68O9zkxK2Z1CHKg0pODUUB+THpUpGRXQcYYppWhT2p9AEIJBwacDmnEA0gGKAEbpTN3zU56gydxpoCyDmnZqJTxUgNIBTTTS0hNAEZpjHAp5qM8mmgKF8dls571hAbpB7c1s6id0RUeorKwI1kYn7q0AeU6hIX1e5fPWZj+pq7aHJAziqOoxmG/lU9QxzVuxOWUVxS3PRjsdNYj5BV2T7lVbEAKKszHCms2aI57UH8u5jk5+SRW49iDXuKNujVvUA14RqhLyqg6s2APrXu0QxCgPZR/Kt6GzOXF7olooorc5CtdW6XNrLBIPkkUqfxrzS3je1uJbaXh4nKH8DXqfauD8V2n2PVo71RiO5XDezj/638jWFeN437HVhJ2ly9yJcFap3K4Bq1Ad6A1HJC8rhFGWY4A9TXKjtZv+EN39nShgQplJU+vHNdBjkiqllbLp9nBbjkIuGPqe/wCtXsAivSirRSPKnLmk2iJPlfb2PSpSKYynHuOlSIdy0yRBS0h4ooAM0tJRmgAxSYNKDS0ANyRSb6caQ80ANJBFJgDilK5pNpFACEqByKjaRFGcClmU7M1UZWfvgVSQEVxMZTjsKt6SPmm/CqbphsVd0s/64ehFEtgNKsvWtVi0jTZLl8Fuka/3m7VfkkSKNpJGCooyzHoBXlHiPXH1zVMRki1iO2NfX3/GsZy5Vc0pU+eViskkt9dSXEzF3dizE+tbMMSog96p2NuFUEirzNjn0rgk7s9WKtoLJJtGKyb24LYjTJYnAA7mn3t0FBAPNdH4U8OspTU75P3h5hjYfdH94+/pRTpubFVqqnG5qeFdC/smy82Zf9LmAMn+yOy10lFLXoJJKyPIlJyd2FFFFMQUUUUAJ2rzDUYzbeILyPsJSR+PP9a9Prz/AMXW5g1+O4A+WaMH8RxWNZXidGGdp2Io+fpTZBg4pbc7ox7ClkXIrkO9blGYdK0vh/P5ujlc/cnkX/x41nXHAXjvU3w2bNrfJ/cu5B+tdWG3ZzYn4Tv4+GPvU1Qj1qQGulnCIwwcinA5FB5pg+U47UASZpKO1NP1oARqgP3qmNQH71NATL0p4NRp0qSkAtIelLSGgCNqjboTUjVGe9MDJuGJz9ao3sflWJz95zitXyh5hLEdaytZkzKkYPAGaoDzLxFCYr8t2cAj8OKj08/Mta3imDEUUncMR+BrEsGxIK46qszvpO6R2Fnyg9aluDiM1FZkmMGm3rkRn6VgzdGDJ++1m1jyPmnQfmwr3sDArwXT1M/iHTx3a5j/APQhXvfauijsceK+JC0UUVscolY+v6d/aWkzRqP3qjfGf9of5xWxRSaurMcW07o820198XOQa3NIszNfCYr8sfOfeqkOmtH4hvLROE37x7Kef611lrEkMYVAAo6VhSpO930OyrWVrLqKcEEGnq2ODSMgzRjHSus4iXGajOY2z2PWlVuxp+MikAoIIoxUQyh46VKDnmlYBKKXikJoAKM03mk2n1pgPyKTimYPrS7c0AP4pCQKMYqCR+cA0AJO5YbV6mqzqVUjNT4xzUbKSpYjAFUgKyrk5q5pf3Zj/tVWQYgY9/WsLXddk0XR3WAET3DbVf8AujHJ+tKT0HFNuyM/xz4l3M2k2b/KD+/YHqf7v+Ncvp0JdgxrLjLTzksSSTk101hEEQE1w1JXPSpQUVYvxjYgFVby6Ea9akuZhFGDnrV/w34dOrSi/v1P2VT+7jP/AC0Pqfb+dZRg5OyNJzUFzMXwx4ba/kXUb9P3IOYo2H3z6n2/nXofQU0AKAAMAcACnGu6EFFWR5lSo6krsWiiiqMwooooAKKKKACuV8a2hl02G6UcwScn/ZPH88V1NUtStRe6bcWx/wCWkZUfXt+tTJXTRUJcskzgLJ/kHPFW3HFZdi5XKuCCpwR6GtTIKiuE9S5n3QI7VJ8PF8u51mL+7eE/mAaddrmMe1QeDZfI8XanbHgTxRzr74+U/wBK3w796xjiV7lz0XPFLnilwCKbiuw88cHHelPPNM2ZoBI4NADsik/GiikAjGowBmnmmcZ96YDxT+9NXrTqTAWkNKKQj3oAY1V2zk1O31qFs1QEPl85PQVz98d93I3YHArZvLgxptB5NY0vzsxPemCOa8TQb9NYgcqc1x9o2JFr1WLTo9RmNpKoIlhkAB9ccH868piUx3DRtwysQfwrmrLU66D6HX2LnyhRftmIjvUFgxMYGParNxFlSTXIzsSMzw7GJPFulRt0+0An9T/SvdO1eIeE8SeONPzziQn/AMdNe39q6qPwnBifjCiiitTnCiiigDPa1CanJc8ZkiVPyJ/xFSx8HFLI2ZuOg4pR1zVLRBe45qTindaawx0oARhjmlD+tKDkUu0UAGQaBik8sHpxRtI70AOzRjNIDS0AG2gilzRSATHtS9KCQOajaQUbgJK/UDrUaxgcmk3En5R1p4Qn7x4qgE68DoKgncn5FFTO2BtWmxRD75poCvOvlWoXua43xrDv0mFwOVlA/MGuvvX3OFHQVgeJ4t+gyH+6yt+tTP4GXT+NHBWVthgea20fy0HPFZ9qdv1rX07TJtauhBF8kS8yyY+6P8a8+zbsj1LqKuy1o2itr14skgZbKI/O398/3R/WvRI40ijWONQqKMBQMACobOzhsLWO3gTbHGMAf1PvVoc11wgoqx5tWo6jv0HUUUVZkFFFFABRRRQAUUUUAFFFFAHm+sW/2PX7qPGFkbzV+jc/zzT42+Ue9avjS3w9peAcgmNv5j+tYsJLJ1riqK02elRlzQQ6dQYm9cVkWUv2PxnpU/RZg9ux+vzD9c1sOQVxXP6zuhjiul4a2mScf8BPP6E06TtNDqK8Gj1tTxS1WhnWS2jlB4dQw/EVIJh0PFd9jzCWmtim7waaR70WAfnNA+lNFKODQAHFR8Z608gmm7TTActSVGuRTs0gHZppYUE8YpMUANznPFQzuI0LGp2IArK1Kb5NuetNAZ88plcn8qbHEXOTT4YS/Jqw+IYSaYDdJ/5GCMZ4WNgPyrzTxLZf2f4yv4du1WmLqPZuR/OvQLKbytUhm7CVQT9eP61z/wATrLydfsb5RgTRbGPup/wI/Ksay0NqLtIz9PHy4rQuF/cn6VQ00blq/cn90eO1cLPSKHgNC/ji3yM7Ukb6cV7PXkPw4j3+MZ3Of3cDY/EivXq66fwnm4j4xaKKK0MQpCcAn0pahuGxER60ICunzMWPU1LjioYzU46VbBCqaUjIppHNKDSAaQR0pQx70+kK5oAMmjJpAcdadQAnNHalooATmjdS03AoADz3pu1T2oPHSkwTQA4ACgnAo6CoyNx56UAIME+tPkISImnKoUVVuX3fKKe4FJ8u5Jqhrke7RbkEZ/dmtPaFNUdZVn0ydVBLGMgD1NOWzKj8SOD02wuNRvUtbdMyMeT2Uep9q9T0nS4dLsVtouccs56s3rVTw7okejWQDKDdSAGV/f0HsK3BXPThy6vc1r1ud2WwtFFFaGAUUUUAFFFFABRRRQAUUUUAFFFFAGN4itftWh3KgZZB5i/Uc/41xNs3yjntXpToroyMMqRgj2rzhoTbytGeWjcofwNc9dbM7MLLRomcYGaz9QtlmgeNvuupU/Q1o53L71XmA8s5rDzOtI6LwlfLe6FBFJjz4F8px7rxmtwxA1xfhlY11GWIuVeT5hg9cV2ihl4Y7h616MJc0Uzy6keWTQww4oCH1qYH1pCuelVczGAYFHNBBFJuI6igLi7uKUMKZvpwZaAuOzzS9qaGWk3igdx+aQtgUwuKjeZVHWiwriSyACsq6HmToMVZkkz8x6dqpyTc5HWmBNkIoAwKq3AMmBnik3O5PWnCB2xnimBn3hEMI29Q4bj25qf4lW32nw7bXajJgmVs+zDH88VHqKAOidSa19btTqPgOaPG5/socfVQD/Ss6mppB2aZ5/pR+QYq/dkCIk9Kz9JIZEPYqKvXx/cnNeez1UWPhhFnW9Um/uxhP/Hv/rV6lXnXwsXK6vJ6zIP0Nei12Q+FHmVnebCiiiqMgqtL8ysT6VZqrKwU+XkbiMgZ5IpoCOIcVLSRgBRT9uapgFNpwU0EH0pAFAakFBFADsg0YpmKMnvQA/FJg0A0ZoAMGl4pMiigBeKQ0n40HpQAYzRgCkyaac96ACR8Diq7D5SalIyaa+MVSArEZbAqK4C71DDIyMj8asqMyZqrcnMjYqgN+iooHEkEbg5DKDUtYgFFFFABRRRQAUUUUAFFFFABRRRQAUUUUANA4FcLrEQtdcnUjCSgSr+PX9Qa7uuY8W2ge2huwPmjbY2PQ/8A1/51nUV4m1CVp+pgFhtwOlQTMCmf0qULiPr060xodwzXGz042Me+aSELMjOjxuGDI2CCPevQNJ1SS4hiE6nLqCrnv9feuPnjSRCsikr0NXItQv7bS/stslvMAP3bTBsj64IzXRQqqKtI5sRRc7OJ3RzjODSg1leH9TlvrJVuVVLpB86qcj6j2rZwPSupNM4JRcXZjODTCMVLtFJsBp3EQNjuKbgMcA1YMXuab5RHTFO4iLyyO+aNu0ZJqQhlH3SarS+a52hWAoERvISSBioWY+tSfZ5MYCGj7G544HFMChKzSNtXmpI7I4Bar8VmIx2J65p5XH4U7jKvlJEhOOaj3AIWxT3V5G2jAGcdar325YwgcAHrSAypn8+6Zz0UE/kK66zhEuhwQsMB7cKR9Vrl0gVIJ3xnCYyfc11el+Z/Zlv5n3tg/Lt+lTIroeUaZEYpGi/55kr+RxU2rtstmYntip7ZkOpX5ACgTv8Ahyaz9ZcNG3PArgluetDVXOi+FD7rTVB381Dn8DXo1eZfCpX8zVCD+7GwH68/0r02uqPwo8yr8bCiiiqMwrzvxfdXT+IIvL3pbwR4WaNsEPnke3au/ckIxBAODgmvM76SaS5aSOZyxY7sYb8GU/eHuOa3w6965lV2sW7bxHq9uuRPBcoDwsw5x/vDn881oxeP7OIgalZz2vq6fvE/Tn9K5eaW3QfNFah8ZJJaM9fSqRktJZCjwrt5+YXNdLp05dDJSnE9Q07xHouqqWstStpSOq7wGH1B5Fa3DDI5HqK8UuRbNALWBIo0WTfhcNk9ySep/lV21e4hi2Wd5dW2FwuyY8enB4rL6tfVMv26W568MUYHpXkkXiDxLbgBdXZyOD50atmpY/H3iS3IDxWNyOeqFM/kal4Wp0Gq8D1YqPSm7RXm0fxSu4VY3ehqSveK4xn6bhV+x+Kmj3ULSyWV/EqEB2EYcL9cHP6VDo1Fui1Ui+p3O2jbXNw/EDwvNEsn9qxxqx2jzUdOfTkVqwa/pFz/AKnVLN/YTrn+dRyyXQq6L2w0m1vehJopP9XIjfRgalHPvSGQ7TTu1SYpKLgR0xm9BU+KjPWgCMBj2NNZSegqakOOvT607gQ+WRyTVORAGP1p15q1hZqTPdxKAMkBsn8hzXN3HjKxkMi2cckxX+JxtX/Gq1SuwWr5VudbpLM2mxbxggsPyJrQrN0O5a80WzuHADSRBiFHHNaRrIHuLRRRQAUUUUAFFFFABRRRQAVn3es6Xp08MN9qVpazTnEUc86o0h/2QTz+FfKH/C7fiH/0MP8A5JW//wAbqkvxY8bLqFxfjWh9quIlhklNpASUUsQo+TgZdunrQB9gajfW+labdahcvst7aJppW9FUZP6CsmPXby00i71PXNNXT7a3t2uNqT+c4QDJDjaAG9gW+tfLF98XPHOpWE1jd635ltMmyRPskC7l9MhAaqSfEjxVJDfRHUIVW/z9qMdjAhmJOSWKoCT7/hQB9b6dql7Mjf2tYR2MvleesMdwZ32d9wCj5h0IXcPfkZx9U8Qm98K6letpV9EguUtrKOaMxy3LM0ao2xwCgMj7eewz3xXzY3xe8dtexXh13NxFE8KP9kg4RipYY2YOSi89ePrULfFTxo6TodaOJ51uZMW0IJkUqQwOzjGxenpQ9Rp2dz3ea8urOweWa3guLtZo7dbeyuPM3SyEBF3Mq4yT1xjAPJxUlxeXFhYzvdQW0t2jxRLbWdz5pZ5W2RrllXG5sjOMcHng18+WfxG8W2CzC21h086YzyHyoyS+MZyVyAAMADgdhUcPj/xPBLLKmqHzJbiO5d2hjYs8ZynJXopyQv3eelYulqb/AFhrY+iHj1JrZlFvYNeJIqPGLxjGme5fy93TPRSDg4PWiwF632k3H9nbbd1jb7JdSSkORuwd0SDoQeCeo9a+fl+Jni9J5pl1fEkyokjC2i+YJuK/wdt7fn7DDbf4keLbW38iHVtsfmPKR9niOXY5Yklckk/px0pey0K+su6ufR32mWFwVdl4wSpwfzqZrvVxGXs9ZlBxkLOiSL/IH9a+bW+Jni9/vavn/t2i/wDiKQfEnxcFKjVzg9R9ni/+JoUJrZjdam90elSfHLxJpOqXVhf6dp155Dld6bosj8Ca27L9oXS32i/0K8hPdoZVkH5HBr56u9SvL65kubmbfLIcs20DJ+gFQefJ/e/QVum7anLK19D6wsvjX4IvCFfUZrUn/n5t2UD8Rmuls/GfhnUUDWmvabID0H2hVP5MQa+KvPk/vfoKaZGPXH5CncR93RyxXC7oZElU942DD9KDG2fuv+Rr4WjvLmE5jnkQ/wCyxFWP7b1UDH9p3mP+uzf407i1Pt7y2+84Kj3qMz26ZZpYlH+04FfD8moXsxJku53z/ekJqRWdlBLucj+8adwPtd9U02Bf3uoWaH/buEH8zVSTWtLxn+07AAnj/So//iq+M/rk/WkJDDBUYouB9hP4i0S1QtLrWmrjP/L3H/jXJar8UvB9i7F9V+1yD/lnaRl/14FfNBRD/wDqpNoHrRzAeueIfjZc3VpNa6Hp/wBlEmP9InYPIB7KOB+Ne5+Db55/AWjXlw5kk+wRvKxJJLBOck98g18ZxxNLIsUSkvIQqgckk8AV9ca3d/2VoWneH4WJmNuiOcYIjUAfhkjH4GolLqXGLk7I520V2hmnPWeQyZPuc1Q1cBrTdyADzW3IQkI4HA6Vj6sPMttowK43uetHax1Hwqg2aRfT8fvJwvT0H/169BFcB8L5gdO1C3/55zhvzH/1q78V1R2R5dX42FFFFUZlHVJvs+nTydwuPz4rza8khSdnYMCevpXceKbgQ6eibsGR/wA8DNcIwjlJV8c+veu3DLS5zVnrYj+ScBBO+OhDGq76WGyyAE+oxU32Vo3JXkdlP+NRJKEOxgOOua6l5GHqMSN4M/ugR3I61ZjeFxgvsJHRhion4VSDkEdKZIyMoVhxj16UxE8tucA7Qy+oxVB7YsG2+pNTkSxHMbkpjpnHFSG62oRJg7uORg+tUhMyzIkUcgmi8xOO/INJZRILee6iUK4fEeB8rgdQQe1SzFIo5AwBDH+IZAq74dKxaS+zdmQs53JuHB54zz0ok7Dic9qUcX2yzhS2+Qb5vKlw2Aflxx2yvFWYdOS6ky1qkSDqQMCnRMZPFl0NwjEMaRZXjB2ox/VjWuUOWQEn61ELWuOd72M5NHijZjDKUx/EDjmryQagqKIdTu0wOguG/wAamMIEeSefQUg8wsTxtxTaTBNgl3q8DDZrN+ee8pb+dWIdc8TPOEi1WYIOrOiN/SoI3cgsU6D8cVNA+0A7CgPA5qHTj2Gpy7mpN4m1mDAa9T5uhMQzWPqvjDxC0qrp+qxiQr80HlJvz2Iz1z6VLdolzECByKwHt2Usu4NGTnB/L+VR7KL1SLVR7NnTnxBqEtqHe9lBAAcsdmDjk9qhe6jnQP57ToRyzOTWDHv3MFZyp6qRuGdw7HsFzWpFIY02wxRFO+LHr+HrS5VEq7kUdVujDZP9kBkLEFRGu4kegA5qKGSeNGFxF5UkqBlRvvgZ7+h9vatB3v3QKkckEXVt5WFR/wB8/NWHPcRHVY4oj8zgqSAQpIA6Z571jWdqbN8NG9WJ7N4TyPC2m7upgU/nW5WN4YK/8I5YBSx2whTu65HBrZrjWxrP4mLRRRTJCiiigAooooAKKKKAPgCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACrSN8i/SqtWFzsH0poB26k3E0AU7imAlFLkUh6UAavheFrnxbo8KjJe+hGP+BivpG+kN/4r1GdicRSeQg9Agwf1yfxrwj4VR+d8TdAXAIFwSQfZWOa9waQrqGqyt1N3L0/3jWNTY6MMryYtycq3fFZt3zGR14q0swkJFV7z7nFcz1PQtY2/hjJsvNUg4yQj/zH9a9Kryj4dv5Xim4XP+ttzx9CDXq1dUPhR5ldWmxaKKKsyOO8bbhJZtk7QH4/KuRO3zyrnaR0HrXceLoZZ7S2EMe9gxJ5A4x71x0ml3knDQ5+rD/Gu+hJciuctVPmIvMeErgb0PVW/pSeZbXIxu2uT0epxp+oqu0Q5C9iy/40jaPcuqq9sy+6uv8AjW3NHuZcr7FW4tXjYlVyOxGPSqrgknfxx6VpjTNSgYJGmVPRS4I/U024068miwYAH6ZDD/GqU49xOL7GdvbcQMMCB09aDLlAGwV6/MParX9kXu7Itz0/vr/jVefSNQdCvkHjH8a/40+aPcXLLsOCxyWUmEzuzwRnHFSaLbl9MZWDEo0gXJwRx1FEWm6kkQEYKE9iVI6fWruj2F3GtyDDtBY5wwwCc9Bn6VEpLuVGL7HImOVtd1V4hkrdyA8dgkI/rW3sdT1I4B6U6x0i/i8T6iTbfupJi4O9e6x9s+xrTv8ATblZSyQnJH94cfrRCaSSuOcW3cotIRC2Hzg8Y7Ug80ImHyT14p40vUBEQ0R2dR8y56/Wpk0+9VN3lMSO25f8avmj3I5ZdhiK7OPlGMY5FSBjlVKgjH8JqeO0ufJA8hsZ5O8Z/nVqPS/M2qIXUjqNwx/Ooco9ylFmZK8aRgYP55qhMsZAJBzgnmukbQ94AKMAOgyP8ajfQFYcxHj3H+NJTiuo+WRzohU4KqAoHUCpROYYigkIP94mtn/hF3J/dA5PZiMD9arnwndySbmKkf71DnF9Q5ZdjLWEXGE88knlvp6VZttLhn1GO0vUK2c7Bo7lCN8EoGPxUjH5Vor4Wng/jP0BFWrLQbuXUbe3kwsRfeW3AnA5NZVHCUWmzSnzRkmjttK04aZp0Vp5pkEefnIwTzmtCkAwAB2pa4Dqbbd2LRRRQAUUUUAFFFFABRRRQB//2Q==", "path": "003148.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003149
Men Tshirts
{ "bytes": "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", "path": "003149.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003150
Men Tshirts
{ "bytes": "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", "path": "003150.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003151
Men Tshirts
{ "bytes": "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", "path": "003151.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003152
Men Tshirts
{ "bytes": "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", "path": "003152.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003153
Men Tshirts
{ "bytes": "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", "path": "003153.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003154
Men Tshirts
{ "bytes": "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", "path": "003154.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003155
Men Tshirts
{ "bytes": "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", "path": "003155.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003156
Men Tshirts
{ "bytes": "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", "path": "003156.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003157
Men Tshirts
{ "bytes": "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", "path": "003157.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003158
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAG0AgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAENcD8RYsNZzAc4Za77iuU8eWpn0HzFGTG4P0BqJ/CVB2kecxuCOlW0mVI2YnoKy1baetSq29tp6HrXBY9BS0KV1eyTOVUHBqsLNXcNIi+5pusatb6bIsaRM7MeDtOB70zTHm1N18u+tldpNhRsgD3Oa0S00KWu5qLbRRAAMOemKnVDByoGeucVCNJvUkkWS9skCdXMnU/Ssi41e5sJlVJFvFIyfKB4/OhoajfY6WK8cupIPHWtR5wyAiub0zVo74k+RNGe4dMCtjcAgFZySEm0x0shYcde1eqaTCIdKtk24xGOK8sskN1fQQoPmZx/OvXo12Rqg/hAFdNCNtTjxErskpaKK6TnCiiigApDS0UAcp4z8NjXNO3wYW8gBaM4+8PSvGzlCyMpRoyVZSOVI7Gvo1h0rhfGPgMaq76jpRSLUMfOh4Wb6+h96zaB6nlmaM0k0c1rcvbXULwTocGKQYI+nqPpTN+OvFZkPQeaYcZpjTD1FMMvvQIeTSb8d6hMlOhimuZlhgiaWVuiqMk07lLUkEmSAO/T3r0bwN4QkeRNSv4yoySiHt7/X+VSeD/h/5LR32pgM/3lj7L/8AXr0pEWNAigADoKpRuUtBQoAAAwB0FLS0VqAUUUUAFJS0UAMcZGMAg9Qa888b+EjIpv7Jf3g+8B3+tejVHLGsiFGUMp6g96mSuCPnAuUYowKkHkHqKPNFem+LfAi3Ye8syEkH5H2b/GvLruzuLC4aC5iaOQdmH8vasrdxNEnmZozmqok9Ov8AKniT3oJLAFPzxUCyjvTvMHqKAJt1Lu98VCZBg8jjr7VqeHvDuo+KLhVtFaGyU/vLpl4x3C+p96BpXL/hHQX8Q6ugZT9jtnDyt2Zh0X35r2wIEi2gAKFwBVDRdGtNC02Kxs02xoOSeSx9Sa0W+4fpWkVYodRRRVgFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABSZpaYzBQWJ4HJoAr31/a6bavc3k6QwoMl3NcFqnxN8KapZ3Om2140txKpRF8vgmvN/ip4vudb1Ca1gkK2UBIVQfvEdzXmfhuYr4itST1c1VSHLHUIO8j1VJ8n6VehkUnB71izOYpN/8Jq1DOvGO9eaehsXtRsUuYY2AG5Ohx19qoJYWxGyZCpH5Gtm0dHTDNz2FOeKCXOBg0ldG8alkZH2SzWQs0hcscnjvViGwjkf5Idi9CW5JFWhbQBs7elXUeEfKBjjrTbY/aIhEEUKDaBxx07Uxp+PaknmAb29KpSyjzAq5yegqUZN3Z2/gXTzdXrXsg+SIfLn1r0avK/C/jjRvD4TSdRl8mSX94smMrzxg+nSvTbW7gvIFntpUliYZDocg13U4+7c4Kj94sUUmaWtDMKKKKACiiigApCKWigDG1vw5pniC38q+tVdgPllHDr9D1rzfV/hZqds7Npdyl1D1CTHa49s969hpCKlxuB89SeDvEcZIbTZvwORVm28Ca/ccm1EYH99jXvmKMYqeQNDyPTfhbdyMDezhF7rGMV32i+FNN0SMLBApfuxHU1vUuapRSC4gFLRRVAFFFFABRRRQAUUUUAFFFFACMM4rD1jwzp2sQlJ4Fz2OOh/pW7QaTVwPH9W+GV5A5awkDp2V+fyNcrdeGtZtC3mWM2AcZAzn6V9E49KaY1bqoP1FS4AfNLWN+hwbO4z/ALhrU0zwn4h1RgLfTpFQ/wDLSb5BX0AIIwciNc/SngY/wpcgaHm+h/Cq3iZJ9buDdOvIgTiMfX1r0O3tobWBYbeJIo1GFRBgCp6KtKwCDpQ33T9KWkb7p+lMBaKKKACiiigAooooAKKKKACiiigAooooAKKKTigBaKSikAVS1WQRaTduW2gQsc+nFWJp4reMyTSJGg6s7YFec/EfxlZw6C9jp91HNNcfKxibO1frWlOLlJEyaSPCNSfzp5STnexrC0aJo/EdupH3XzmtmUZJ71Ug2warbzkfKGw1deLpvkIoS949ACiWPaRnPrVJnks5Pm5j7Gr1swKg9c1LPbiWPBANfPqVnqey43WgWl6GAw/NatvNvI5FcvJZPG2Y2II7U5Li8j4xn8a0umZWaOuYxrzxmonuF/hNc0L28Y9P1qxGl3P947VPp1pOw7Nlue73ybU5NSwRFQWY5f3p1vZLFj6ck96mn+VKzlLoaxieXeObpv8AhJAFJwkSjj8TXVfDPx5eaHfpBLIz2bsFdC2QPeuK8Zbv+Eglcj5SowfpTtCiKRh26sf0r18JHmjY8vEvlk2fZkEyXEKSxsGR1DKfY1PXKfD66ku/B1i8pJZVKc+xrq6iS5XYiLugooopFBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFI33T9KWkb7p+lAC0UUUAFFFFABRRRQAUUUUAFFITVa6vLeyiMtzMkSDkl2xQtdhN2LNB6Vw2qfFHQrAskDPdsP+efA/M1xmqfGDUJgVsLeO3XszfMa2hh6ktkS6iR7NLPFAheWVY0HUsQK5bVfiP4d0olDdfaJRxsgGa8K1PxPqeqtuvLyaUf3S2APwrHklLcZxmumGC/mMnW7Hr+ofGqOMsLPTvoZW5/SuR1P4x+JLhits8duPRV5rh256mq7IBW6wsET7RlvVvE2ua05k1HUp5F/uF+KYZy8KYPAAArPnUlParVmu63BP0q4QUXoTKTaJgwYdOahmg3DkU5gEbNTRjzPvn8K0lBTVmQm1qjX0DUgQLac/MvAJ7iuoTBA5rhGgCkOnBHQ10Wk6qH2wznDY4JPWvn8bgpU3dbHr4XEqaszXaJSx4xT1tA7cCpmQlQRyDyKniU8E8V5ux3kK2IXnGamjiC9qlZiThakjjwMnrSvcEhm0gZIxVG8cBTnoK0JTgVzHiHUVsrZyWwcGnFXYSkkjhPEbC+1QxLzg9fardpGI0UAcDA+tVLWJpGaeQZkk5+grSQYZcV9NgqDhC7PCxVTmkfRHwylRvB0Co2SjEN7V2gr5o8P+M9Q8L3O62bfA334m+6cf1r1zw78UNF1jbFcyfY7jptf7p+hrmrUZKTY6c1Y7yioopo5kDxurqehUgg1JXOai0UmaWgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKRvun6UtI33T9KAFooooAKKKKACiiigApDRmue8VeJbfw1pn2mXBkc4jUnqfWmk27ITdhPFPiuz8N2JklYNOR8kfc14H4h8Wah4gu3luZmKZIWMHhRVPXtfu9d1CS5uJCSxOFzwKzF6c16lDDqOr3Oac77Di5J560hPBoz3pvWuxRSMQ3UnBNLiginYBhGc81GQM81J0NDAEUWC5VkjypHarNvEVt0AH3hmmOu5CB1p8Vx5cKxuj5XoQKi2twYnlktlqc8iQJ5kjBFHU02S4cjEcXJ7t2qhdW0kuHkbdj9KUrrYaQ6bU5bjItx5Ufr/Ef8KdbRMjiQyNv+tRwW3l4Ocg9RU7RHazL/D1rNQ5viNL22Og07WrxZ4YpJsxlgDkc4rs7OcMSp6+9eXwysG2NkHtkYNeh2dwstrBcqeXQE142ZUIxtKKPRwVVyumboU5xjFSYwKgt5fNjzTZ5SB1wK8ex6BHdzJHGTnnFeY69cvqWpCMH92pya6fW9WA3QRfexgtXMLHvmZicmvYwOClJ88jgxeJSXKh0KAdB0GKczYx61Kibe1MaPJyAc/WvoFHlVjx3LmZDP8AdB9+ahIIRSOMHGasmJnyGGAe+aSSLEDd+KhxuUnY3/D/AI51rQXQQ3TtCMZRjkflXsHhv4oaXqypDeMLW4PGT90mvnpeDnPWpUdlORmueeGjM0VRo+uo5UlQPG4ZT0KnIqTNfNWgeOtY0GQCKcyRDrG5yMV6t4f+KWkaoFivD9knP977pP1rhqYacDeNRM9AoqvBdwXUQlglSRD0ZDmpwa59tzQWikpaACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKRvun6UtI33T9KAFooooAKKKKACkpaQ8GgBGOB1xXzx8TfEH9s+IZoInzb2x8tQDxnvXsXjnX10Dw5NMDiaQbI/qa+ZHmeVpJXOXZsknvzXZhKd3zMwqvoGSck09OUFRMdq/Xmpl4jHrivUS1OYCQGC96Ce1MHMp9hSK26UD05qgZLjAph+/jNSGq6ndOaYD2GGoJ46Upzmg8g8UhDe9B5pcUYFFhjcCjaDT8e9HIPUUWEQ7PLOQMg9qRs7uMDvU9RMMSKeeeKGhpkM6tvU+b5h659K6XR74/wBlvCeqNkfQ1z7EFcHuKfa3Pkbs9CK4cdS5qbOrDVLTR6Lpl0Bagsc1ja9r3zm2tWDP0ZhzisT+2pV08QQHDn7zegrBuLpkOyH5pD1b0rzcJgteeex2YjFW92JpNkqSxJOeST3qh/bMdvePE6bk4yydjUCW00g3Tysc9s082VuFxs+leyr2tE83R7mvDcw3KboZAw9O4odjjGOfasdbIBt0UjIw7ir0UtygxIElX1zg1rFu2pm0lsTBXY89Km2jyyPY0xbqMDG11PptppuEKOATuI6EYqmSRqCEB74pQfWlC9KUikhiA8804HB44pMUYoauM29G8VaroUyvZ3TqueVJ+U+1ev8AhL4nWmsulpqCi3ujwGz8rGvBuQOuKVXKMGBIwc+mK5quGjJFxqNH1yrBlBBGDTq8r+Gnjo3gXR9SlzKOIZGPUelepg5rypwcJWZ1xldDqKKKgoKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkb7p+lLSN90/SgBaKKKACiiigAppp1QzyCKF5W+6ilj9BzQB4l8XNaN1rIsEfMdumCM/xV5Qh+T/AHq3/EGoHUdfurljnzZGNc7EeMdwSDXsUY8sUjjk7ssSkCOMe2alVvlQnoRVaRseV3GStTDKoo6kHGa6EyGNRgDIx7CltSCpc9ahnYpa3HPIFSw/Jaj8KE9Qa0JGf5SaZbgklvemTPlQoqeIbYwKrqIeR3pvPY8elSYGM0zvTEN70baXHNHNAB2ppGafRigBoprDLKfen7aRwAo+tIdyKYEKcdqppmfA9DU1zI27yx94mmMvlII0+8eprOeuha01H7xkhcYHU0xFUfMRkmpYocJjHJ61ZVMDAWmoCcivtd8YXAqRYT/FUpDCjHvVqKIbDCrjHWlJz0pMe1L9KdguABoI7ECnDNLiiwDce9HOOtL70vU8UANpcZpcUHp1oAacUh5zS54JHWmKcg561LAtWF3LY3kVxCSsiMGUjsa+l/CWux+IdCgvFP7wDbIO4YV8wDj/ABr0L4Va9NZ+I004v+4uQdwPTI6Vx4ulzR5kbUpanvdLTVzTq8o6wooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKRvun6UtI33T9KAFooooAKKKKAEFYHjG/Gm+Fr+43AN5ZRfqeK3zXm/wAXtSWDQIbEH5p3yR7D/wCvV0o3mkTJ2R4RcOTOzH1qpIvl3UoHRsSD+tWJQWbr3qKc5jjk7odp+hr2ktDjTI5c+WcdVO4GrOd0eR6CoF5THpT4j+62+mRVx3EyKcZguV9V609pMWqmmTcLIP8AZNQMS0ECdyoJqb2ZS1LUQ3sCauDAxzVK2O9z0wvFXMgVpHa5EhTwelJ3pSQcYFJj3pki4xQDxSil7YxTGJRjinCjHFAhMZFRTHbGfqKlAqveNttyaT2GinvyZLgjLDhBUsUatMxRt6dQTQI8pFGRxjJ+tWo4xH0H5dqzirspvQkGAMYApQ3NIMkmjnp2rUgCcmkpTQFGKAACjFOAAoyKAEC8dqXHFLgZoH1oABikIFKaQ/WkAhzSN92lJpH5WgCM8LkUi9KHwFHrQvapKFbArR8PXjafq9teBsMkobP41lscn2FSRNhxUVFdWKjofW9rOtzbRTocq6hgfqKnrlvh/ffbvB1i5bcyJsb2xXVV4UlyyaO1bBRRRSGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFI33T9KWkb7p+lAC0UUUAFBoooAac5rwb4rar9t8UtbKcpbRbfxPWvcb+6WysZ7lzhYkLGvlvWL59R1u7unOTI7GuvBwvK5jWeljJY9uuKaoDFo2+64xmnOOAaaQSoYdVORXqWOYjXIxnqPlNKvyylexFSYBYN/C/DfUVFOpC5HUGgBtxwufwNV5X8tVI++wCr7CppXDR7vaqkYEl2megXNRJ6lpGlbxiOIL371LkEVCH9Kep9K1jsQycH2p34U1cnGacPxqkSKBRznrRRn1piF7UUntRwOKYC1UvBvEUY/if+VWjUMnNwhxkqM4qZaoa3F2ZJNPjOTinbgB0NR5ZX6cetOwEvBJpDTY23E088dqBDaUUneigBw4pc+wpAPc0tAAKTBp2aTJP/wBegBCaYzAU48Go5CCaQChs0Me1MU9qc2Rgn8qB2I3PI9KC2TsXqep9Khd8S4HLHgCpI87Tjr3NQVYVuMAflTozz1wahJ3Nn8KmjB5+lID3X4OXQk0K7t88xy5A9q9Lrxr4Kzj7bfxbvvIpAr2bvXjYhWqM7Kb90WiiisSwooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigApG+6fpS0jfdP0oAWiiigAoopCaAOK+J2q/2d4TljU4e4Pljnt3r50LESg+tes/GbUCby0sQTiNN7fU15Ec8V6mFjaFzlqu7JmH7vgVGvIxirA+ZKhUYPFdxiRFSCUz15H1oY7o857frUsqllBA5HSqzsFc/3X6ex71L0GtSq5G1l9BUNo3yMe6nbmnTttkB6djRAuxT6FzWF/eNOhdQYWpUNRDtUi1smQydSaeDUQbipFYVoiWPGTRgg0A0fU1RIck0uKTGORSg5FIBCQOfSo4wWcv0zRKeMU6PgdKBjxnFNY8/MOKN2aaT60wGpwxqY8ioE4fNTZpIBu3B/CnYpO9KKBC0tJ9KM0ALSEijPrQSAOaAGtUTEZpxYdOaifGeKkaHKdp5pWbvjj1qNZMHBH40SsBGcGk2NIqpnezE5Zv0FWs7YqpxHfMF9OTVqQg/LUJlMagOasKMKxz0qJB0qQnEbe9U9hHf/AAkuvK8WomcCRCpFfQIr5i8B3ZsvFFnKO8iivp4V5OLVpnTSd0LRR3orlNgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigApG+6fpS0jfdP0oAWiiigBKQ96dUE8qwQvK5wqKWP0Ao3Ez56+KN8brxfdLnKx4jH4CuI25X3rV8QXZvNZupyc75C361mDIr26MbQRxyeo6BuqnrSkYbjvUQLRyBqsMA3NbxIY05A6iqVyuUYDr1FWyKqzEKcmlIaMi4k3L7nj8akgk3xIfU/rVW+BhnYD7rcin6Zl3Y/wDkfWuLm9+xu1oa/GeCacpIpg606upGJYU9KkHrUCk7fpUit681oiWShqTOKQcDgUhJqhDs570uTkCmDn6UqHLbqLgD8vjtTgSKYMtIT2p4IFJCHZ+lNI68UvfmlPSmBD/HUoII61BjDfjUy/dpIYpoyM8U0nGKbvPpTAlBo+lIrAmlJ4oEISQf8A69IW7U0nJzSbvekMR+KiY8HFPfOKgLYbB6VLY0hwwagvJVji5OM/rUw4HWsy7czXqQjkDrWU5WRcUXLBCIvMbq1WOrZpFUJGFAqRVAFXFWExUHNLJwi+5pRwKY/JUHtVMRpaLcG1v4pgPuOD+tfVdnL59pDL/fjVvzGa+S7Y7XLdxX0/4RujeeFtOmPJMIB/DivMxq2ZvRZuUtFFcJ0BRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABSN90/SlpG+6fpQAtFFFABWN4mOPDepHdt/cNg/hWzXJ/EK7ktfCV15Qy0mE/A1UFeSJlsfN9xxM3fmolOD/Sp5DlmbGMmojHk17sdtDid7ihN1OXcPlI6UxVccBqcWZR8wOPUVokSI545rPuyQhI5FX2cEcciqFxjaw9aiexUTKv8SW6yDqp5o0mUbWT3zUTyYSSI/hS6UP3jfSuBP8AepnQ/hNkHinjBNMANSLwOa7UYEg4HtQh5ApjNwB2qSIZ5q0SybgU0nmhqQAdasQO21No709RtjyahX5pKsPjaBUgNTuRTwPakUcUvNUIWkOKXj1pCme9AEDD5utTL0qJxg809BkcUhisM96i5Bqcr71ER70MBVOKcx+SoxnPJpxGUPNADN2KUGoj1p4pDFbqKqyZJIqw3FQPjcaiQ0N8wBct2/lVGwUyTPO38R4pbyXavlg/O/H4VYtFCoAOgFY35pGmyLefmA7VKBUS9alHSugzYp6VGeX+lPJ+WmoOSaAJYz1r6K+F939q8GW4JyYnZDXzmo5r3H4M3avot3a5+ZJA+PYj/wCtXDjF7prSep6jRRRXmHUFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFI33T9KWkb7p+lAC0UUUAJXN+OFV/CN+jKDvQKCe2SOa6WuX8eSiPw1KO7Oo/Wpk7K5UFeSR4kdBtpYVQb0bAwwNULjw3exEmFfPUf3ev5V0sI3HH5VsWyEgZGQKwp46rTe52zwlOSPL3R45CrqVYdQ3BphfBA5xXrc+lWV8hW5t0fPfHP51zuo+BEbL2Vzgnokv+NetQzSEtJ6M86rgZRd4nAyBWPTms654BPJA7V0uoeHdT08HzbVmH95OQa5i8BBKlSG9COa7ZVoSjeLOVU5ReqKdto93qa3c0EbGC1haWaRhwij19zUOlrh9x7ivTrPTm0L4Ga1eTRFJtTmWNSw5256V5zZRbEz+FcVL3pm0tIl9R3p/bmkQYWkc9q9BGAZJNWYhgYFQRjv3qyoGwZNXElg3XqKY7bVPrTiBUDkFsVbYkSwDJ5qdhTIBxTzihCYq9OlHSl7daTFUIXtRSgcdaQjFICGQ4PFKh460SAUIOKBkmRjrUbdMipCOKbj5e1DER80oGRikPWnKeakZCwx3pFJp8i8ZzxUKnmpbsykStyKqXciwozscAVbzx0rK1rPkLg8Z5rOq7RKgtTPR2mlMjd+n0ratvuZrDh4IGa24uIvwrCg76mkywhzUh7AVDH0HNSjlhzXWjFjm6YpyjaKbjLU9uKoBAea9d+CkmLrUU7lFNeQZ716V8Hbgx+KZIAflkhI/KuTEq8GXD4j3mlpKWvIOwKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKRvun6UtI33T9KAFooooASuP+IbAaGgzyZRXYZrzn4hagJrqCxU52ZZh71lVdomtFXmjj7SMZHGa2rZOlUbKPnPateJcL0rzOp6rRIMAdP0pGbHFNZ9veq7y5JzVohkV5JhGrgtUtft2s2tvHGGklmVQMeprsb6XCH3HFVvAWm/2t44S4dd0dmplJ9+g/nXTQbuc9a1jW+NgisvAmn6fGoUGZMKOnA5rw2NNoGBXrnx7nd9T0a2DfuwjuR715Yq5IIr3MItLnk1X0GnhcVGck09268UxTuPWu0xJYxzVgnjFRRKS1PY1rDYhiM2B0qDOWp8h96bHywpPVjLsYwgpxGaQcAUvNWSBBFJ3pTmkHXFAh/UU2lC0EYoAjkGRTFp7d6YnFAyU5xxjFNBODzSim8ZoAY2c0Kac1MXOaQCOOo7VWzhqtt1PvVR+HrORaJxyOtVby1a7SOFBl3kVB9ScCrK4K1t+ELVbzxXpkMi5Q3Ck/gc/0rOr8DHHc4eeznsNRktLiNklicoysMYIOK0lOIvau++OWipYeMLa/iUKt5FubA6sDg158rblHpXPhpXRpULUP3eamTr71DH90CrC8ds12oxY4LSN6ClLjt19KUKzc4xVCIyMV3fwpEv/AAmdsUHGxs1xaRqDk816J8Jtv/CVjA/5ZGubEfAy6b9494HBpaSlrxjtCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkb7p+lLSN90/SgBaKKKAILmdbe3kmf7qKWrxe+u31PVJrl+d7fpXpPja8Np4dm2ttaRggP868zsQM5PeuPEy6HbhYfaNO0ixV5jtWooTgcCllb5a5EdbZDNJgVU3nmknl285qBpcLzVElPVJjHExJ7V3fwt0j7HoMt+64kvHyP90cD+teb3nmX15DZxDLzOFAr3rTrNNO023s4hhIY1QV2UI9TjxEtbHgnxqmebxzDCTlIrYbR6E1wSDbF712vxblWb4gXW05McKKfrXFScRIPWvdw6tE8upuV25NKg70nenpwldJBNECMn1oY04H5KiY4rVbEdSN2BNSwKCc1DnJq1brnmpjuNk/0pcUpox6ZrUgTHFGO9KBSdutIA3DtmnYyM0gPrSHHqaAGMOOtRjg1KelRj71AyQU1gN2KcMUjgZ6c0AMIFMxz0p464pDkHmkICB1qpIPn71bOSOKrTfeqJFoIzxXVfD9C3jPTOP+WwrlENdn8N49/jXTcZOJcmsKr9xlx+I9N+Mnh6TWfCK3MEQeezfzCcc7D1r5xDYA5NfaU0MdxC8UihkdSrA9wa+ZviN4HfwtrqmDLWl0S0XtzyK4MPVUdGbzi3scjFyOTVpUX0/OnW2kX0wAjtJG/Ctm28J6tLgm3VB/tOOK7vrNJLVmXsZvoZSnAxkD6CnKoxk8111r4DlcA3N5Go7hBmti38HaXbgF1knYf3zgflXPUzOlHY1hgqkjz2KF5j+7jZ/wDdGa9M+FOnSw+IvNmG0iE4H5U2W0ht02xQoi+ijFbngMf8VL6fuW/pXBPMXVfKkdX1JU48zPURS0lLSMgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigApG+6fpS0jfdP0oAWiig0AcH8SZcWNpF2Zya4e0OAK674ly/vrGH2LVydt8oGBXnYh+8elhl7hsQNwKdM/yHpVeNsYqRz8vNYpm8kZ142Il6Z3YprRHyt3UYpt7yMDsc0yaY/YwgPJ71okZtk3gu1S/wDHdurjIgUy/iOle2V458MEaXxpeShTsjt8Z9ya9kFd9NWR59V3kfMXxD+fx9rDHJJmCj6Vy9ywDAegrrfHeD411du5nP8AKuMmYl/evboq0EefP4hqnJqbHQCmRLmpR1rZEMec7aryNk1M5IWqxyxq2IcqirkIwBVVRyBV2IAAURFIfj3pcHueaOKPqa1JF5A4pv1OKccd+KbxSAMDPXNKOe2aT6UY96AEccdcVFjvmpTTDQwFFK3rSAc9KVhx0oGQ8hs5pW9aTvS9RSAO3pVeYVY96hm+7nFTIqJFGa9I+EEIl8XoxGdkbNXm69a9Y+CluW1y7mxwkWM+5rlru1NmkV7x7mOleb/F/SmutBtb5B81rNz/ALrcV6RWX4hsRqWg3toQCZIWxn1xxXjvY7I6M8H0mXCLz+tb0U4rlNPYwu0TcMjEEVrrOARjivPqbnows0dHBLke1WiTj2rCtLjJA71rRtlazaNFoQ3AzV3wZKIPE8YJwHQrVWb5etVdPuBbaxazZxtkBJ/Gim7SCorwZ7TS0yNtyKw6EZp9eotjyQooopgFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUjfdP0paRvun6UALSUtJQB5T8RJhJ4iiizny4h+tZNqPlFTeM5BL4suSOdpAqC0PAry6zvNnq0FaCLw4H8qcfu0owRSMOKzRq9TOuBlj71nTSbYmPpmtO4GOaw76QrC/vxW0Fcxlod38IrIi11LUG/5ayBF/CvTMVzXgLThp3hCxQrh5E81vqa6U9K9CKsjzZu7bPl7xfMZfEWrSnqblh+Vcp95q6Txe4OuX+OjXLt+tc4gyM17VL4UcMtydBhc0qkd6U/JGPekyQOlbxRLI5mwOpqFRlqdIaEHeh7gTRjmrSjiq8Y6VZHFXElj+AKO3FJ1pRVEi470g+tGeOaTj1oAMD1zR2pcCjmgBpzTT+FPphFACZ5px+70puKdjiiwEBALUo4pG4NAOam5Q7qKjkHytzUn40hHXPelIFuVV5r3T4J2TJpN7dkDEjhRXhg4PNfRfwhhMXgmN2XBklY/hXDinaFjelqzvxSMP8A69LSHmvLOk+btVi+y+MNUtV+6lwwH50s5KBWz3xTPEE234haqT903LA/nS3RDSqgPAOa46i1O+k9DT09yzdOldFFu2dqwNNjPU1tqcLjNYSNkPdgQQQM1lS/8fEeP7w/nV+RsVQf/j4j/wB4fzqI/EW/hPbbM5tIT/sD+VWKr2gxaxD/AGB/KrFerHY8h7hRRRVCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKRvun6UtI33T9KAAdKQmnCmS8Rsfak9gR4Trcpk8QXkmc5lYfrVmz4ArPvcnVJz/00b+dadqPlHFeVU+JnsU/hRoR9OtKRSJ0p2MdalFMzL04zWHcRtPLFCnLSSBQPqa2L1tzt6VBoVubzxRp0SjgThj9BzXRT1Zz1HZHuNpEILSGIDGxAv6U6d/JtpZP7qE/kKkHSsnxNd/YPDGpXOM+Xbsf0xXoRWtjzWfL2vTG41WZic5dj+tUUXG0VYm/0i7aT+8c/SmqN02McCvahpFI42Nk+/g9qjc8Yp2QWY571DIRnrWqdiSMnLcVInApg+8KlUdO1LdgTxqdueanBz68VHF0x/WpPyrVbEMdnjpSc0ClpiAY70ny54o59aac0AOPPQ0bj0zSA4pcg/8A1qADNNPWnU0mgY0g+tAPajv0pcHsKAIn60wH3qSSo6hjQ/n1pDnNGaD0yKBpEJ4kI96+ovAdt9l8FaYhGCYtx/GvmHyzJcIg6uVA49a+stBtza6DYQHqkCj9K83GPRI3pI0qQ0tIRXAdB80+KlKeOtWHpcsf1p8amWUGr3j6BY/Ht/j+Jtx/GobKMfLxXHV3O6lqjZso9iirw5qrbjCirSd65ZPU6ooRxxiq1tGJ9Vtoj0aVR+tWJmwKh0r59fsl7+cKKfxBU+FntUQ2xoo7DFSGmrwBTjXqrY8dhRRRTAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigApG+6fpS0jfdP0oAKZL/AKtvoafTJf8AVP8AQ0nsNbngd0c6lP8A9dD/ADrTtvuj3rKuyP7SuP8Arof51p2ZLLnsK8qpuz2IfCjRGcDFLIcIaVe1Nn+7ipW42zJvO/Nanw9tvP8AFXmlciGJmz6E8VjXz8nngV2XwvtTjULz1Kxj8Oa6qCuzkru0T0YVzXj6QR+BtWJPWHH5kV0nQVwfxau/s/giaMMA00yIPcdT/KvQgryR50tj5/T5YS7fSo4shJH9OKdMwCKo5AFI/wAkKqepOTXtLocZDnAqB+TUzEbarnOeKpgPQZOOlTqPmqJV6VMnWhAyxGMLT+o60g6UdDxWyIFABoIx060nfFL0oEKBRg0cikzz3oAOhoyaTvSkZFACcfjSZ9qcRimnNACc+lAzQDRzQMa/uaiNTPnFQEdc1LGhc0mePWk+lAqbjLVihk1Gx2gkmVVA/EV9bW67baJfRAP0r5c8IxifxRpaEZH2leP8/SvqgV5eMfvJHTS2Fppp1Ia4jY+efGs/2jx1qLf3JNn5VJYp8imqviUb/Geqt/08N/OtDTxmFT2rirM9CitDRhHHSpx9KjQHFSjgVys6kVrl8IaPDg8zxLZA/wDPUGorrOKveDIfP8UW3+xlqul8RFV2gz2IdadSClr1EeQFFFFMAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkb7p+lLSN90/SgAqOb/VP9DUnao5v9S/+6aT2GtzwG7ONRn/AOuh/nWrZHEI9TWXdf8AIRuM/wDPRv51o2eNox2ryp/Ez2IfCjSVjTZjxzToxk8n8KguWwpqVuNmLqDgZGeteofDu0Nv4YSRhzNIX/CvKbshpQD3IFe66LbLaaPaQIMKsS/yruw66nDiXpY0K8b+OGqbJNK05WyPnmcfkB/WvZDXz/8AG8g+L7Tb1FoM/wDfRrvoK80cE9jz9U8xwB0NNuWHmHHbirFsNkZY9hwapSnnrXsI5ERtmmqvNJyTUiCgY8DAqSPnFM7VKi8DNVETJx93pS9eBxTecUoNakCkYxS03qKdmgQGk470nJNLQAhHoaBR+VO4AoAacZpOKX6CjnPAoAb1oxxSnr04pMj1oGIelQnPNTseKi5LVLGiPpQADQepyKAD6cVDKOv+GtoLzxrZoTxG3mD8K+lhXzl8KcDx1bf7jV9HCvKxbvM6aWwUjUtNdgqknoBXIanzrrvz+K9TPrcv/OtPT1/cgVjXUputZu5u7zMf1rd09cR1wVmelRWhfUYFKzYFAHFMc/L71zHSUbp854rofh5AZNdlm7Rx/wA65q5bmu4+Glsdl5ck8MwUfhW+HV5GGIdoHoNLRRXpHlhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABSN90/SlpG+6fpQAUyX/Uv9DT6a/II9RSewLc+f7nJ1Odf+mjfzrRg+XAqpqCeTrt0uPuytj86tW43DNeTP4mezT+FGjGTuFU7tzzz3qyhA5qjeHmkhyK9jbG91u0t1GS8oyPavd41CRqo6KAK8j8A2v2vxSk2PlgRmP1NevCvRoL3TzcQ7yFPavmr4n6muq/EC5SI5FuBD+I//Wa+iNWvE07Sbq8kOEhiZyfwr5Rimee6utQnO55JGbPqSSa9DCxvI4qj0C5cIixDqOtZ7Ek1JNKSxJPWoRkmvUOZDlHNSIKao96kHAoGGATU0YzUQPIqdc46VpEljucUoFJnNHatCRVp2fTrTR1peh60hCjk8mkI5peKQ/lQA3FHSlNJQA7ikPrSUuRQAmMGkxzSjjPNFAxrfWo+c5p7U09OtSxoY45pBknrUrLlKiIwazZR2/wpXPjm3x2Rq+jRXz38IYTJ40VgMhImJr6EHSvKxT986aWwdqin/wBRJ/un+VS1FP8A6l/90/yrlNlufN6Z+3y/75/nXR2Iytc4n/IQmH+2f510lh938K86tuepS+EvdgKik4B9af0AqC5bCe9YGxm3J3E16n8P7XyPDiyd5nL15VLy+PfpXt2g2ws9Es4MY2xD9ea68KtbnHi3okadFJS13HAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFI33T9KWkb7p+lAC0096dTT3pAeD618viG+/67N/OpLNuMk9aZ4gGPEN//wBdm/nUdrn5AOSa8ur8TPZpfCjUVuT6Vn3rZUmtIoI0zWRftiJsntUR3G9jvPhhZbbO7vWXBkbYp9hXoNc14Ftjb+ErPI5cFz+NdI3SvVgrRPIqO8mcL8WdRaz8FzQRn95dOIwPUd6+erh1jRYV6KOcdzXrXxq1YLc2Ngh+ZFLn8a8dwWOa9TCxtG5yVXqR7WZs9qfjj0p+3FMJycV2GQq8kU8jmlVQozQDzQIVeoyKlU5FRj2qVfQ961iiWLjNKBnjNJwPWjOfpViHYx70vTpTQfanAUhB3oIPpQfypcnFADGGDSCnck0h4oAUZz1xQabml5NABzQaCfzoJHpQMa1Rn6VIxpmcHpUsaJI8YIqJ0OaVGIPSpmXJqGNHffBgkeLJx/07n+de+V4J8GxjxfP/ANe5/nXvdeRiv4h10tgqKb/Uv/un+VTGoZv9S/8Aun+VczNFufNyH/T5v99v510difkrnYx/p83++f510NnwtebW3PWpL3S8Thap3D561ablaoTtwfSsTaw/SrY3+uWtuBnc4z9K9yjUKiqOgGK8s+HdiLjWpborlYV49jXqor0MNG0bnmYqV52F70UUV0nMFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFI33T9KWkb7p+lAC009DS9qQ0gPCPEAJ8Q3/AP12b+dLpeASx69BRr/PiG+/67N/Oo7A4IFeXU+JnsUvhRreuTkntWNdo8k6oBkuwGPxrcUZHNZYQ/2xbhuP36/zpU17wVHaJ7VpkAttMtoQMBI1GPwq2aRBhAPasrxLqf8AY/hzUL4EBooWKZ/vHgfrXqpHjt6nzp8RdYXVPHN86vuijfYn0Fc90j3AcGoHUm4ea4bMjsWI+vNOeUuFRB8or1aCtE5aj1Gs5JxTowSfpSLHzzUwAUCukzFb0PQ01QOtKRxzzSrgHiqSAeoHpTs0nI5FOxWiJYE84pQcdKTmgDPNMQ4E9TR170UZx2/KgQoOKT8TS0hFACUe9KAAaDjPFACE0ZHrQcGkwKADntQxOKWg0DGGmHrT+9NPepYxAccVPHk4NQ9ami44qGPoekfCGMDxbO472x/nXudeH/B4/wDFSzjv9nP869vryMT/ABDqpfCHaop/9S/0P8ql7VDcMEtpGPQIT+lczNlufOaD/Tpv+uh/nXQWq4Rc1gwc3kp6/Of510VuAI1zXmVfiPWp/CSSH5Tg8Vl3LcEVenfA46VnMjTzJGvJdgo/Gskrs1bsj1H4e2AttC+0FcPO2fwrsKo6Taiy0u2twPuRgVer1oLlikeNUfNJsWiiirICiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkb7p+lLSN90/SgApG6UtMl/1bEdcUugLc8L1znWb1/8Aps386ZYhg656Ypl8zXGqzRkHJlJP51at8LL932ryqnxM9mmvdRfDYKjnrVcp/wATaB8dJk/nVpWTKnFQ3Tcl16odw+tEHaSCorxZ7Mh+QH2rjPircpbeAb52YA5XAPc5rrLNzLZwyHncik/lXinx38QlpbTQoWb5R5suD1z0FevDVniy0PHIi80pJ5JNaUUO1cmqlkhABOMnrWhmvXpLQ5JvUbwvQUhJPNP25pNvOK3sSHpS0oHpSgGqSJFUcelL29aQZpefwqxAB6Uo4pMH0/Wl/GgABz2peAOlID707BK0CEB70pFJjGKOTQAdaTBFLtpMH1NABx6UdO1GKTHcmgAzzRnNJ3o7+1AxGph69KcaaetSxgO1TIcEZqHI7nNSIw9KhjPTfg+P+KouCOhtz/OvcK8P+DzA+JZ/+vY4/OvcBXj4n+IdVL4Raz9ZbZo16wOCIXI/I1oVg+L7k2nhfUJl6iIgfjgf1rnextHc8MsELz4zxnmukVdqZ9KxdIi3OM/Wt4cc49q8upqz14bFGZ+uOpq54WtDfeIrWPblVbc34Vn3BIkODxmuw+HNmHu7q7IyUUIPqadFXkTXlaB6SBgAU6k5pa9M8kKKKKYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABSN90/SlpG+6fpQAUjdDS1WvJ1trWWdiAsaFj+FJ6IErs8V1ALBrl57SMB+dRWzOZCR61HezC51GeZf43LfmatWS9c15VTVns01aKL6J8o96SaIbWUdxzUg4HtTJDgjuKlblSWh6Z4cuftWgWkmeQgB/Cvn74yL5fjy5fO7MafhxXsngq9Eay2Dt82d6A15D8a7T7P4w80ShvPjDEZPGOK9jDyujxa0bNnCWrKwGatjis+2U8EGrmT6EGvapao4pol3Ypw5PpUO4+5qWJ+eRnFbogcR6GjBp+9c9KNyZ6mqENGelL25p3yf3hSkD2NMQzIPejAp+3d6UbKAEAozxSiL2p2ztTER9utL260rKAeRmgJ7UAIMZo4xS+WQKbg0gD6UnIHXmlwaTtigYn1NJ3pcelIT81JgNxzSGnHGOlNNJgAGTS52ikX1pjnk1Ei0j0/wCC4Z/Ely+DtW3Iz+Ne6jpXjXwRWPzdSJP7zaoA9q9lHSvHxL/eHVT2CuL+JN0Y/Dy2qsA08gH4Dk12hryXxlqJ1LxM8KENDbAIB23d646srROmjHmmY+m2gjhJxyeKuyrtXjnFPh2xIFGDjrUcrcHmvNb1PVSM6VMuTivS/ANoINB83vK5J/CvN5Gw/Nev+HYFt9CtEUYHlg/nXThlrc5MVLSxrUUUV3HAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABSN90/SlpG+6fpQAYrk/Hmomz0UQofnnbaf93vVz/hO/CGP+Rr0P/wYxf8AxVeZeN/Gem6r4jjstN1TSpoooN/nvqEUcXOBgNzlvYVnU+GyNKSXNdmRCCWBPUnmtm3XaelYCatpEF0I5dX0w7QCTHdoy8jPBzzT9M17RXgtbi98St5swd2gSW1WKMBiFVsjf0AP41wKlKVz03VjFJHTA5/DrTnAI7dK53TPEejzTxzXviKKJJZX2QRSW5SNFYqpkLndk4zhexq1Frmlz6mzSeJdHgsoo5GCi4QvOwHAzn5Rzkd+KXsZJi9tBmwLqWxlgu4Th42FcB8ZNdg1/wASQi2kRktYQhZD/EeSD9K3V1fQpri3gm8YuDO53+XLaLHEo5yWKE+2M5NcVfWXhq91a8vrjVmNrNdNHBFa3MIkSNQCZX3HBB3cKOTtNdtBNdTiruLexx8LXEb/ALtmP4ZrTj1GVRtljBPtwav6DYaFcRXc95rBJiuBDDCk8Nu7of8AlqTLkbe20c1ZZdFs7zVDd62stlYzLDCLCVDJdlsncN2RtAXk4xlhXdTrSjsccoJlBb6B+PmBPbaakEqK2N3zYyRmk1u8trHUJLeyvrS7tsBo5g+7KkZGQP4h6ViSX3m5zOgB7KQorqjimjJ0kdCJEYdRTgVPSuVEyL0nAx/tini7ZTxdH/vutFjF1RLpHU4TPWneWmOD+RrlxqLjpcj86kXVZFI/fRn6tVrFx6kukzo/JOcbiKcIpOz1z41tweWiP/A6lTxAo+8F/Bqv61ATpM2gswPXJ96XMw6hTWWviK1xlhj8c1bj1ezcA7iM9yKtV4PqTyNFrzH6FKXzcDlahW8tnGRMtO8+F+Ny/nWntI9xWY/zR3BFJ5qe4pN0R6MG/GlxGafMhWYb0PVsUYHZhQUQ9OKYYh2NF0wsOx3yOaNuT2qPyWz1oKH0/Wi47Dm5XHGaY2QR0pCDTdpPtSbHYMn25pMZIzmjAAz296a00SnDyKCOcA/0rGU0tykj1T4NiYa/KY/9T5J8z654r3HtXEfDPQoNL8MQXSjM12gkdiORnoK2fEfiGLRbbamHupP9XH/U+1ePiJpzuddOLasM8Ua/FpFi6RsGu5Fwi56D1+leX20LFmkc5djkk9SatSzTXtw09zIXkc5JNPVOOleXWq8zsepRpKCI2J3n6dar3EpC4BzU8uAvHFZ9w2DjnNcx02LVnCb28t4ccuwFe1W0Qht44l4CKFrzfwHYi41Zp2BKwJ+temivRw8bRPNxMrysOoooroOYKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkb7p+lLSN90/SgD4BooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArctlH2SM5ySoA/KsOughIFtbjj/Vg4/CtKe5MglQLGqkd6mtIVDscZwlMd90gwOnNW4lCWc0vrwK1bZmkZnzAkhmwTkc07zZV6SOP+BU/bjAA9qTb7VXMwshVurkdJm/nT/ttz/z1b8qjCdqNlHPLuHKi/a3cs48syYk9u/09/alkkvYs7iCAcbgp/UdRVEIccVcgvZoT82JEHQHqB7HrR7SYcqGfbLg4IkUg+gpDcTOq7rggtyPlq0GsZt25TCx9P8Rx+dNNhCxGy54H0ah1Z9Q5EU3IIJaeWTjPoKiJLLtRAMYJA/xq79mtIeZZy2BjHT/69VLi8jQbYEAAPU96ylN21LUUfU3grUIbL4dWVzJI7COLJDHkn0/OuLudQm1S/lvZ+XcnaB0VewrC8KXd7J4Ws7OdmSBdzMvdyTkfoa3FBJAACqO1ebXq9D0cPSsrsco7Cp1O1cD8aYiipXART9K5GdiKc9Z87bmq7Kcg1QLDcc9qlFPY9J+HVvt02e4PWR8flXa1yXw+58P5z/Ga60V6tNe6ePWd5sWiiitDMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkb7p+lLSN90/SgD4BooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAraiY7Yf+ua/yooqo7iZIpPmGtBuNNXH98fzNFFasgp7jkUZooqxAGOaTec9qKKQBu5zgU8seKKKAG7yBxihjxnAzRRQMgdzycDP0qCH57pA3I3r/ADoorGpsaQ3R7XpjlLaJFAA2ir0k7rFwAOvaiivKqfEevDYlt5nYDOKnmkbyz06UUVmyzNklbZ2qjJIwQ4xRRUjex6l4BlZfD/AX/WHtXVfaH9vyoor1afwo8ep8TF89/ajz39qKKsgPPf2o89/aiigA89/ajz39qKKADz39qPPf2oooAPPf2o89/aiigA89/ajz39qKKADz39qPPf2oooAPPf2o89/aiigA89/ajz39qKKADz39qPPf2oooAPPf2o89/aiigA89/akad9p6dPSiigD/2Q==", "path": "003158.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003159
Men Tshirts
{ "bytes": "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", "path": "003159.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003160
Men Tshirts
{ "bytes": "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", "path": "003160.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003161
Men Tshirts
{ "bytes": "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", "path": "003161.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003162
Men Tshirts
{ "bytes": "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", "path": "003162.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003163
Men Tshirts
{ "bytes": "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", "path": "003163.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003164
Men Tshirts
{ "bytes": "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", "path": "003164.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003165
Men Tshirts
{ "bytes": "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", "path": "003165.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003166
Men Tshirts
{ "bytes": "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", "path": "003166.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003167
Men Tshirts
{ "bytes": "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", "path": "003167.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003168
Men Tshirts
{ "bytes": "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", "path": "003168.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003169
Men Tshirts
{ "bytes": "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", "path": "003169.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003170
Men Tshirts
{ "bytes": "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", "path": "003170.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003171
Men Tshirts
{ "bytes": "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", "path": "003171.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003172
Men Tshirts
{ "bytes": "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", "path": "003172.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003173
Men Tshirts
{ "bytes": "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", "path": "003173.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003174
Men Tshirts
{ "bytes": "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", "path": "003174.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003175
Men Tshirts
{ "bytes": "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", "path": "003175.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003176
Men Tshirts
{ "bytes": "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", "path": "003176.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003177
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAF8AgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoorH8S6/a+GdButUuyNkK/KmcGRzwqj3JoA0Lu8trC2e5u544IUGWkkYKB+JrzDU/jjpdpcSR2ulXdwi/dldhGGP0wTivGPEHiXU9U1Ce4ubid5ZJS58yQkR+iqOgwKwS00j7mfeSf4jmlcdj1a6+OuvTTSLZ29hAjYCbkZin4k8/lTIfjL4vjkzPHYMp4GYCB/PNeYmAMP3qmM9mPT86lMvkxCMyFlA6EZpXKse66J8Zla5jt9ctEi3nHmQA/L7kE8/hXq1vcQ3dvHcW8iywyKGR1OQwPevi6W6Z4trMXVfunOStdn4U+J+reGoYLZZPPt0dWKSHOV5yv+emKaZLR9S0Vl6Brdr4i0aDVLInyZgSA3VSDgg/lWpTEFFFFABRRRQA0kAEk4Arjdc+J/hnQdRewuLmWadVywto/MC+xOcZ9q8p+I3xE1e71K6061uza2Mc0kDQx4zIoOMs3fODxXmr3LFiqrgYxxRcdj2S++Od79qlSz0u1WA5ETSyMWHoTjj8KwpfjD4saRliubQBun+jAFfpzXmoiZmG3n2NXLZOSspZV9jkCpuVY9a0P4xapbPt1y1W4iJGZI1CFRXr+jazY69p0V/p8wkhkH4qfQjsa+TnuGSPbvBI6HuRW94P8dX3hS5kltislvKMSQt90nsfrTuDXY+paKyPD/iGx8Saal5ZSq3AEiA8xsRnBrXpkBRRRQAUUUUAFRTTRW8LSzSKkaDLOxwAPUmpa+cvir43/ALe1MWNjM4063JRRniZ84L49Owz7nvQB6Rq/xl8KafCxtLh9QmDhfKhUrkdzlgBxXEXXx41eQkWmk2kSHIVpCzn27ivIGCI2BneOpz1oEU0jfICT7GlcaR6Wvxo8WqT5stryeD9mGB+tXtM+M2v29wr3jW15ATyhi8s/gw/qDXlsQkRwkqkD3Gf0qYHyHZdoMZ6gc4/qKVyrH1p4b8R6f4o0pL+xkyv3ZIyfmjb+6f8APNbVfJ3hfxZf+EtU+1WM5EUo2TIeVcdjj1FfQvgTxdH4t0Fbh2jW9jJSeJG54OA2OoB/xppktWOsooopiCiiigArK1zxDpfhyzW71W7W2iZtiswJyfoK4T4p+NdS0M2+maJNHHdTKWmlIy0a9sZ6dzXiNzcPcF5L+9mu5FOTvkJGT39aLjSue4Xvxr0K2unhisb2dFH+swqZPsCc1yN18btWmus28dtaxZ4Roi3Huc/4V5UwSZiVc57g85qWO0lVTJjKr97n/GpuUkepJ8WfFUcqysLCaBjnaIivH1zzXpPhDx/YeKc2pT7NqCDLQMchh3KnvXzot2tpCFUlVY5Gfu5+nY1BYatPpurx31rMY5Y2DqRxyKEwaR9h0VwHw/8AiBH4oMtlOyi6Qboz3de/4iu/qiAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArwX40eKJ5tVOiKjC0tkzIrHAkkYAhvoB0+pr3qvlv4hSy6l4/1WFjuY3ZiUk9Avyikxo4ZVkmfuAfSrMVhKwYgSFl6DqDXsnh/wAGadYQRs8QllIBLOM11UOl2iD5baIfRBWLqdjdUu58+W3hrVr3MttaSY74zUV34f1a2crNZyr/AMB4r6Sjto4xhEVR7Cop7WKQfMgI9xS9oyvZI+b10HUShYW74rOlSSCTY6kY4wa+jJ7GFQdsagewrw3xhaC28Q3Cp93ORVQnd2M50+VHtfwM8Q2t5oFxomdt3bOZsH+JW4yPocfnXrtfL/wVumtviLZxAnbPFLEcem3d/Na+oK2MQooooAK4n4l+I5fD3hgtbTGG5uX8pJAMlBjLMPfHA+tdtXlfxvjzoGnTYYlbhlHpyvf8qAR4HeussznBYAnac5JHvUMEEsrYSEkf7PWtHTrJtQv4rXgFmAJr2/QvCOm6fbR4iV3xyzCspTsbRhc8Qh0yVXVlaQkHkAcircGiaxqU7eTAxI74xmvoiPTbUY228Q/4CKnW0hjPyxqD7AVPOzT2aPmy98L6zbAmW0k245OP1qk2mXttCzvBIEIznHSvpue1jkB3ICPcVhahpVtJBJH5ShWUg8UvaCdLscz8CtVt2vtQsHkkFy0YZVz8pAPP4/0r3Ovl3wIW0b4m2KqxQfavKJBwCpO3n86+oq3TujnaswooopiCiiigDjfibrdxoXgu5mtSVnuGFurjqm4HJHvgGvl+5XzCHHBTjB9O1fR/xmUN4CY8ZW6iI+vIr5+0mx/tLU4bUsQjEA1LdikrmWiPKxwM98kVdjT7KokKBtw9M4P+Fe26b4Q0q1gRRbIxI53DOa0R4T0h/wDlyhH0UVl7Q3VM+fFjvrtiY4mIHdV4plzDd5/exsrDocdK+krbQNOswRDbRrn2qrf6BYXYPm26H3xR7QPZHzkySiErIpBHQ46ivUfgZqlpB4oubeedkmubfZCn8LkHJB98Dj8a2NX8MWT6fPEkag7DtbGSK838Bu2n+PdKkH3lvIweeoLYI/WrjNMynBo+t6KKK0MwqhrGoJpOkXV/INywoW2+p7D86v1yPxHnaLwhLtIBaaNeT1+b/wCtQB86azqV1c3d7dalJ5l1cTlw7Mcgc8D2/pWQkMso3KpdScZBzXRWvh5/EfiSSJfkVeZD/d/+vXpGn/DjSIYlDo7N3O7GaylOxvGFzx3etsfL2b5D2wDSF7pFYCF/LbqpHT3Fe+QeBtGikWT7KCw6E81rnRLAxbDaxEYxyoqecv2Z8wJb3MjFEjdlPVcZp01rPbbXljZR7ivo+Tw7p6OXS3RW9hXI+OtFhGgyzxIqvF83TqKaqEumcN8Ndeg0PxlZ3F3vFuzeWzIPu7uBn2zX1XXxTbR/vgSSNpr6+8L3LXvhXSrhmLM9rGSx6k7RzWqMGbFFFFMQUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFACdq+avFVm0fxYv4+pa93j/AIEA39a+lu1eBa+EuPjTehV+VGBOfURDNTPYuG52Vs3yr7CtGM8VwTeJ7+3lYrpc726nAZVyT71paf43sruRYninhkJxh0IrlsdaOvLYqGVuKqahqUWn2TXU7YjHtk1yj+PFubjybKwuZSehKEZotcZ0l2wWNjXi3jGJv7ZmBU5+8D6ivQLjWtTGTNYMIu/IyPyrC8Z2Sz6ZFqKjDIQD7qacHaRM1dGZ8Jt0fxK0ggHlpAcf9c2r6nr5Z+Ge5PiNozKD/rWBx2Gxh/WvqaupHGwooopiE7V5x8aIt/guF+yXik/98sK9H7VwPxfCnwFMpK7vPjKgnnr2pMa3PDPDMTNrluqgli3avebRsQqvcCvKvhvYiXULq4dc+TGAufU12c+p6qk7JZ2gZFP3nOM1zz1Z1QWh2cbZp5PNcOvjG7tJRHe6VcKf7yDINdRpupDUbUTorqvowwak0Lcp4rLvP9W30rC1LxvHBcvbwWdzPIrFcqhx+dVJta1iUCQadtjPVWYZx9KVriOBkRrfxmkhG0pdpz/wIHNfUnavmvxVbiPxJE+NqzpG+T655r6RRldFZSCpAIIPBrphsclTcfRRRVkBRRRQBwHxhXPgCY8fLcRH9a8T8H2rza9HsUkL8xPpXs3xhul/4Q5rFQzSzSI+B2VTkk/pXn3w8tdun3t2VydwRfoBWdR6G1Ndz0a3bKqPQVoRmuEOtazA+5dNLRDsGG4/hV6x8cWksghuIp7eXoRJGRzXOlY6DryetV5iMUx72NLU3DMoiC7ixPGK5q68b6Qr+XHOZWP9wZp7gXdVJW0lx12nFeNaOAnieykGR/pcZz/wMV6WfECXlwsD200Yc4VmXANcH9kMXjaG0UhQL+PGeAAXU1dLRmVXY+p6KKK6DmAVxvxQg8/wHfEA5jaN+B0w4/xrshXLfEXA8A6ueOIhjP8AvChjW55X8OIcG8nYZZm5Y16Zb4rzvwtdw6X4WW9dGPmTPwoyTzW9Y+NtLZwk8hgk/uyDFcsk7nXHY7IdKUsMVRs9Ttr1N1vMkq+qnNQajrthpa5vLmOLjOGPJpFFyU5zXJeMsnQ7kAZAXJx6VM3jOwuAfsgkm/3VJqFb+HWFmgaJ0JXDI4wcGlsD1PEXjxMcKQCa+n/h25k+H+isxyfs4H5EivnTVbNrLUbi0Jz5TlQfavof4a7/APhXujhhg+U35bjiuqLujkmrHW0UUVRAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFACV4fc6ZJD8VdRnkB2uZWye+cY/Qivca4TxZaLDrsF0qf66Mhm9xx/LFZ1L2NKVr2ZxusaXdXBdYriaFCuEMXBB9arw6PJDBblpZZZ05kkk/iP0rrothHIzUN2o+VQOtc/NpY7FHqQ6r++08Rdz0rkrrwzLcMGgubiE787oz1X0rqbokBQQeKuWODCG46dKSdncuUNLHOWWkXMdyTvk8jAG2Vtx+tR+KbQSaBcwxrkhdwA9q6yaRQO1YV+wcMnrwaL6kNaWOO8J6BJHYvqHmBJtoII5K55H04/nX0TpxkbTrZpSS5iUsT64FefaDpcV1cRWojKo2N/GPlX/ADivSgAAABgDtXRTu7s56zSSih1FFFanOJXF+O7BtQ8iJzmHy3yp6E12lZWu2/n6exAyVz+AIwaioro0pO00eW+BNLbT0vvMBAeTCk919f1rodR0trvb5bsFByQDjNSQgxPtOMgYOK0YnFczep1Ja2RxyeEY47macLIDJ0BkJCfSuk01Pstq8WemcVfuZFSEmqcSloCRjJFNttlqNtDBuNHjvPOyhJcEZViCOeoqHSPDTadIu15Qgzu3uW35roLEfM3sasyyAClzaWE49Ti/EOinUde08rwkaOXb0A6fzr1rRIWt9Fs4nJLLEoJPWuV0y3F3qSxlQyng+w713KgKAAMAVvTXU5arVrDqKKK1MQooooA4nx3py3QhnddyrE6fjXLeFNKOlaSbaQDeZGY4/T9K9J1+yN7pjqASVO7A6kd64uE7GKk5INc9RWbOunK8V5GZqmhm8Z8tIUZcAI+NvvVCDw79lgjVWnZ0zueRslq7GJl9Kr3rjIRe5rO7tY1Udbla/Al0UwEAhlwRiuOn8OTB45LO5ktzuO8qgOR2xx1rsbsFYFGDirFqoEClgORQnZjlG6sYGnWNx832ljJGpyjOPm/GueudCe+8YXk4yEjVZAf9ojj+Vd9OyhSBxVjw3p63l+ZHjBjB3sfXHQfnVRuzN2Tu+h2ljG8NhbxyEl0iVWJ7kCrJpaK6jieoneuZ8eWb3/hO7gQbjlDj/gVdN3qG5hE9rLEwyHUr+lKSurDi7STPKPDVgYvCltGygyLvIBHfcaz59N1G6voluJbdrY/6xXtwxX6d66yyUxxiJgFZSQRWgIYyM4BNc3Nqdij0Of8ADtkNPupkEaqjfdIGKg8QaWl/dvII0L4HzFcmtxcC4Zh0HpUSkNcYPOTUGtupyVjYavbNOpu08kf6mNIQM/WuksrRxEs06ASgc4rbVEC8qM1WuWCrx0qpO5FrHmGt6I99422YxDIA7Menp/OvWPBNnJYi6thIWgQJtXHCnHasSCKOS6eRkycYz6d67rSbUWtmDtw8nzNn9P0rSF215GdRqMH5mjRRRW5yBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAJ2rG8Sac2oacTGB50J3rnuO4/KtqmsAykEZB4IpNXVhp2dzzGCXCZz054rI1O7u5pk+yZRlOcnkEfSrwkWO7nhDDEcrJ+AJFVp7ETP5qSyIT1CuQDXG9Gd8JX0M+R7+9BLXBj2fwxr1+pNbFlfKsSoQ2Rxk1nJAzSGM3M+R74q3HZRW53szsx7sx5pPQ0emzL07+9Z8MEl9qcFui7mkfAFOubhVBJIFavgNftXiGacjIhhO0+5IH+NVCN2YVJ2Vzt9I0iLS4CBhpX++4H6D2rTopa60rKyONtt3YUUUUxBTSAQQRkHtTqKAOU1nR/s+67hb92OGQ9RWfA3HJzXXasvmaVdKOvlMR+AzXC21yrDBPNc9SKWx005t7hfXLcw5Qbh/EeorKjtJ4f3cNzIsTkk4YHH0PatmRIrkFXUN9RVGewiRxtgUjvWSOmNnuyOxkawJiBLBiTlnyTWlLLuiB7kVVWzht13+UoP0qK5u9q4UZY8ChasiTsdn4ZsVhsvtROXmz26DNb1Zfh4k6BZ5PITB/AmtSuxbHDJ3eotFFFMQUUUUAJXFeI7KGzvkaBdgmUsyjpnPau2rjPGjlLu1YfwoT+tRU+E0pv3jNEm2IkdRWNfSXV0w8iTy2Q8Mpz+Bq9Fco8eQe1QzWMEp80LhsdV4Jrl6nZB3M2S51O6iw0ixqh52pkt+fSti0vRJGiYIOMc1mx2vmkr5lwMf7Zq1FFFa8LnPXJJNDLk7bMtSbppViTq7BR+Jr0DTdOi0y0WCM7j1Zz1Y1wmgMtz4ktIwMhWLt+AJFekV0Uo6XOKtJt2FooorUxCiiigDj9ds/sd+J0x5c5Jx6HvVSS7EMWTnkdq2/FhVNMjlPVJQPzBrl2Kzw7CevGQcEVy1VZnXSk+Uz4tYu4ZpM2+6MnKNnB/EVNa3Vx9qD3Plqh5AQHg/WoZba4iU/v8rn+NAf8Kljt55wM3Ax6qgFR0Om2l7m4s6yJ8pziqV2/y4pI/wBwhXeWPQk1Ru7kD5VOWPAoSuZSkdT4c0lZLeO7nAIJLIpHX3rqcVU0uPytLtE9Il/lVuuuKSRxTk5PUWiiiqJCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAQkAEk4ArxHxF8ejYarLa6RpMVzbpJsWeaUjzMHGQAOB6V6R478QWnh3wre3FxKFlmjaG3UH5nkYEDH06n2FfKllFby6naC5J8oSrk/j39qNhpXPYL6WSC5N5ggScuB781NZamkmAHBzV6W1W7tB0PFcpPp9zZ3BeD16EcGuK/c7VpsdckkQJYH5utUr7VI0Jz1Fc0bzUlbCxrn8acmn31+4NwxC/3RRoNtlh797+QRQAn1Y9BXpPw6tFhhvZB22ID+ZP8AOuLtdLW0h4Xnua2PCHjCHTvFi+G7lFCXqCSGYdRJyNp9iBx7/WtKWsjGrpE9WooorpOYKKKKACiiigBkiCSNkPRgQa8tu0e1mYqOhwR9K7fxHdyR2M0ULlCIyzsDggY6VyFpGbrTYWkHzNGCfrioqxslIulK7aKEepDf1IOfyrQW/j2jdyaz7nSd5yuQaptpt4Tt3tjp1rDQ6Vcv6hqOxcKQfQVFYQTTkXE42j+Ff61Jp+iEuGnJcj1rda3VIwAMAdhS22C19zofDU6Npgh3DcjsNuecdf61t159p7Tx6wvlsRH5bFh6EEYP8xXewSiaBJB/EM11xj7ikck377RLRRRQIKKKa7qi7mOBQBDcXSWybmBPsK47XrtNUuV2oVEa7eT15rodSLy2FxJH9/aWXPtXH2/zAsTndzms6zsrGtJXdzAnke0kKkHZnj2qa11ANwTxWpfWaTITgVgy6bJGxMBINc1zoSNX7XGAWTGRxWVNfvLNtjTLE1CtheF8FiB6Vt2GlrAm5uWPegb1NPwXblNYVn5fy2JP5f416HXm1lM1pqlsUJG+QIcehNeh28hkiBP3hwa6qfwnLV+ImoooqzMSo5JEhRndgqAZJJwAKkzXkPxT8RGa8TR7efMMY3XCqfvP2U/Qc49TUzlyq5vh6Eq9RQR1Gu+I9G1m2fTrDULe5uUYO6RNu2qOM56dTXIR35tZPIkbBB4J71neBtB/s9p72V9810oOB0RM5A+tbWs6UJV3qOa5ZS5nc6HTUG4o0YbiO5j+YjFT+dFBHxjFcWkt7ZqVC7x65wacl5qdz+6SIKPUnpSuh2ZtXmrwxHG7k+lNsI3nbzpRjdwq+lRafoTNIJbhi79ea2Jl+yxlwAdg3AeuKaJsekIoSNVHAAAp9YPhjxJa+JtN+0wApIh2yxMclG/qPQ1unniutO60OOcZRk4yWqHUUUUyQooooAKKKKACiiigAooooAKKKKACiiigAorP1XWdO0S0N1qd7Dawj+KRsZ9gOpP0ryTxT8bhh7bw5bkdvtc6/wDoK/4/lQB65qWrWGj2jXWo3cNtCP4pGxn6ep9hXlviX44WtuHg8P2nnv0FxcAqn4L1P44rxnVNa1DWLprnULya4lP8Ujk4+noKznPH40wNfxD4p1nxLcpPqt68+3PlocBUz12qOB0rC3c4NSMNwIHpUIG4UgPWvh94mF/bf2ZdP/pMK/IT/Gn+IrsbmyWX5gK+e7O8nsLqK5gkaKaJtyOOxr23wp4stfEVmFJWO+jX97Dn/wAeX1H8qwqQ6o6ac76MvJZop+ZBkU5UzKAq4q66ZJwRRDEFyTWVjUr3ICQnPYV5Q2p7viXY3IcItveQrvJ4AVxn+teg+KdTXTtKuJ88quF92PSvETK3mmRmJYnJPqa2pLW5jVfQ+2VYMoKkEHkEd6dXyr4S+JOueE5kSKZrvTs/NZzMSoH+weqn6ce1fQfhnx1oPiu2R7C9RblhlrWVgsqH0x3+ozWxznT0UU1nVFLMwAHc0AOqGeeO3jLyMAB+tU59RAysQ/4EazLiRpFYsSxPqa2hRb3MpVUtiC5Bv4LpGPzSqw/MYrE004hVDwVGCPpWsHaKTfjKmq81kwka4txlHO5lHUHvVYqk3FNdBYaqlJp9RHgB5FIsYA5FWISJI6UoAa82x6SZHDGAc0+QfLT146U9YGkcbgdo5Oe9aU6bm7IzqVFBXZFaw+SjSsPmfp7CrtpeSWpyMMCcFTUcvQseAO1RxqXbgZPoK9ZQiocvQ8pzlKfN1N6DVIJcBjsb/a6fnVwyIF3Fht9c1hRWfeQ/gKtKiqNqjA9K5Zwjf3Tpg5Ne8W3vB0jXPuaiDNI+XJJ7e1MxSjggjtUpWLFi4JjauYvdPbT7ogA+SxJQ/wBK6mRNwDCmuiTRGKdA6GoqQ50VCfKzk9oZageBQ9bdzo8kGXhPmR9fcVnSIQeRXJKDW51xknsU/JDOABVgqFXAFOVeelXINNnuSCqkJ/fbgUKLew20tyrpWnm51NJWH7uA7yf9rt/jXUwXCxTsrHCnv6GoESOzgEMIye59T600IVUE9WNdkIcsbHHOXM7mwCCM5GPWqOoaxp+kw+bfXcUC9t7cn6DqaqSCRoZI0mki3gjchwR7j3ryvxN4F1sSyXdtcvqankhz++H5/e/D8qipzRV0rm+FpU6srVJcpt6/8WoY0eLRrcu2CBNNwB7he/415LLdSTXLSTSMzOxZmY5LE9SadJE8btHIrI68MrDBB9xUDKCnPFcUpuW59Lh8NToL92j0jwZeieyELNmSI7SPbsa7BoRKmDXjOh6tJpV+k4yyjh1z95f8a9g0vUbbUbZJ7aUSRt3HUH0PoacdTzcbRcJ8y2ZUl01Q+cAipFtkjXhQDWpIgIqHyuetOxxXG28eFyaz9XkWO3cnGAOa1m+VK4nxnqQhtBao372brjsvf/Ch6I0pU3OaiupH8KtSWy8TS2skoWO5h2qGPBcHK/jjNe3dRXyukxjckNg+o7V1vh34l6xpDLDcv9vtRxsmb5wP9l+v55q6VRRVmdeOwMqkvaU9+x75+FGeK57w/wCMNI8RRj7JcBJ8fNby/LIPw7/UV0PauhNPY8ScJQfLJWYtFFFMkKKKKACiiigAooooAKKKKACvLPHfxYh0Uy6donl3F8pKSTsMxxEdQB/Ef0HvWx8TfGQ8MaJ9ntXxqN2CseOsafxP/Qe/0r5oeVnZixyc5oAu6trOoa3eNd6jdy3M7fxSNnHsB2HsKzyaUcg881Hnv3HBpjAnmh+UOO1Mzl8CnDkEeopAOA5qBhskx2PSp05ApJI/MXHIPY0CI2HGTS295LaXMc9pK8c0ZykiHBU/WmNbAr82WI9TT7djbzxvsV9jBgrjIbHYigD0nSPiSXa1tdTtGEzMsck6HaOTjcVIr0grtjNfObymViVARf4VBOF9BzzXp/iXxp9j8F2X2Zwb7UIBtIP3BjDN+eQKylBX0N4VNHc5L4h+IGvNV+w2sivDb/eA5Bfvz7dPzrj0fzADjHqKeqbVLE5Y8k0ixkdD161olZWMpO7uSL0xUkblGDKSGB4I6iox1r2H4WeCLZrSHxHqURkmZibSJh8qgceYR3Oc49OtXGLk7IzlJRV2dX8NpPGNtpm7XbrdaMn+jwXKlp19CWzwPY5P0rspJpJDl2LH3qMHJoxXZGCicspuQhNNIzTzTasgg4WMlyAg6knAFUxqZkbZYKrrnDTt9xfoP4v5VdltYpmzKm8f3W5H5dKXyQnKqBxgj1FVddRWHRRKq5kZmc9WY010G4+1WlyU4xg9ar3Y2mMD+M7f8/hXJWpqSulqdOHquMrN6EYCthSgYnsazryLUbcF9MuMP2hlG9D+fI/CtmKMDMpHzMMD2FJsG4+p4reCjBWSMJSlUldmXp99e3sotb6x8i5C7soS0bDuQe30NdBBCsS4HJ7mm28e1sDqRzUy8VjUqc2i2OinT5dXuSBaXFKp4p1ZXNhmKUUuKKAHRsAcHof0p7qFBYkADrmosUH5sA846UCsCEzLkr+7zwCOvuar39rE1tIyxqHHzZA61di6EUrIpjZccEEVMldWHF2ZhWdnE8ZklGVLbVGcZrQllNtj5SIm4P8Asn1+nrViG3SNVXAwuNue2KJcbh7URioqw5ScncZHBxubqaZJy304p6nYMJwPTtTCKsmwzbSFakxRtoAw9a8M6Xr0ZF7bAy4ws6fLIv49/oa8n8TeB77w+ktwh+1WAOfOUYMY/wBodvr0+le5lailjDKVYAgjBB6EVlOlGfqdmGxtWg9Hddj5ee6MYPkx+aw98D86v6Nq2oafdreRXDIw6ov3D7Ed/wAa7bx34KTTd+q6bHi0J/fQj/lkT3H+z/KuDhBjl9jziuKUXB2Z9DSnHEQ507rsemeEvF13rGqSWV8YjmItEUTbyOo/L+Vdp5XNeKaZfDT9ctL9V2CKQbhnqvQ8dOhr1rX9ft9B0WS+kG9vuxR5/wBYx6D6d/pTi7rU87F0OWa5FuVvE2vWnh+w865bLtxHEPvOf8PevEdQ8T3NxevcX0O/zD9+PsPTHpUup395rV+99fymWZjwP4VHoB2FVhbgrhhnNJyT3OmhhpU1eL1LCTpNGJEYMjDINC8Cq8FuYAyKf3ZOQvpVoCofkd0bte9uSRyvG6srFWU5BBwQfau20P4na3pQWK4db6AcbZj84Hs3X881w4FKM04ycdiKlCFVWmrn0J4Y8daX4k/cozW92BnyJSMt/unv/OurA4r5VineCRZI2KupyrKcEH1Feu+AfiC2ozppOqyAzMMQznguf7re/oe9dNOrfRniYzLnTTnT27Hp9FFFbHlhRRRQAUUUUAFRTSpBC80rBI0UszHoAOSalrgfi3rZ0jwVLBG22a+cQDHXb1b9Bj8aAPCvGniSXxP4lu9RckRM2yFM/cjH3R/U+5Nc2eoP4U9jk01ulADh2P4VHIcFz9KVTwQexFMfkN9aACFeCTT8Y4oX5Qop3XNAxEHFOoA5NLigBKikUjp2ORU1NK5FAETcYI/GomlknZPMYssa7UBPQZzj9TTpQQmF5JpYlyBnqBQIMZpcU7FGKBm74N8NN4n8RQ2RyLVP3ty47Rjt9SePxr6QgRIoUiiRUjRQqoowFA4AFcF8KNHWw8LG/df31+5fOOfLXhR+eT+Nd8vB/WuyjG0b9zkrSu7EoNOzkUwDJHvkUI3yitDIf2oxQDS0DExQelLQaQDoj8pHoaZMPMkVccjmlUgH0pkcv+kEEckcU13IZM3C4HQcURrk5pCakjHFZVHZG1GN3ckX5SD6VMwAbI6HkVF2qRDujI7r/Kuc6wU81IDUHR6lBoAfRSA8UuaACiiimA+PrUx5qBThhTppDFEXC55pMQ/vUDcsTU+f3e4DqM1XpoEGKQilpKBiYopSfemk0ABNQu3FOZqjHzyYHagCveRJLamKVA6SAhlI4K9MV4P4g0g6LrdxZ8mNTuiJ7oeR/h+Fe+3ODJgdAMD8K4Xxr4Zn1qeymtdgkTdHIzHGF6g+/OfzrHEQ5o37HoZbiPZVOWT0Z5WxB6j61Nrmv3GrQ2NvISRbRCMDP3m6Fj+GK9AtvBOmWVqxvibh8csx2qPoBXD3fhq6W5uZdOt5bm0UlllUbsD0/CuKzR7Xt6VWWnQx44+3YcfU1JtGacq4XgcUuKk60rIYVoAp9IaBiYxS0lJ3oAccEU2ORoZkkRirKQwIOCCKbu+bFNJ5pozkfRXgXxMviLQ1aVh9sgwkw9fRvx/nmur96+dfAWvNonia1dnxBMfJlGeNrHg/gcGvokciu2nLmR8xjaHsaumzHUUUVZyBRRRQAV4P8c9SM2u2Gnq2Vt7cyMPRnP8Agor3ivl34n6h9v8AH+rMDlYpBAP+AKAf1zQBxtIf5UtNbnp+FAEbHC5HY/pSryOemc1DI2M+lOBOAM0ASgknipAMcVEvAqUYoGKKWjHFJQAU1jilNNNAEQG6QD0FOK/NkccUIDyQOtOQgn8KBADTW4BPtT2Xnimt90/Q0DPpvRLVbLQtPtUGFito1x/wEZ/WtEHHPpVazfzLK3cchokI/wC+RVjODk9O9eitjge5JvwcehOPyoXsKqPLtZFPUNtP8xU6HNNolFgU4CmCnipKFxRilFKBUjGtwKlICqBjoKbjkfWnMQVx/Wgloj71MnSolHzE1Kg61jUd3Y6aKsrjx0pUbbIM9DwaQc0h+7nuOazNhX4lwe1PU1XeQNOR3FTJQBMDTqYtPFABRS4opAAHIqx1qDvVgdKAGSDCGq9WJfuVBQgEpPpTjTTTAaSaYxpWNROaYDS3zVJANqvJ3zx9e1VHkAfNWg2yJQf4Rk/WkIikH7wj0GKpzjIq2emT1NVbjoaT2KjujnL3SI9TuM308klqvS2Hyqx/2iOSPbgVBe6tZ6Y8dhbRGS5Zf3VrbplsfQcAe5wK15IGfOWKg8ZFUlj07RYmFtEBLIcswBaSQ+56muGx6Keuh5JqUNxb6hOt1bNbysxfyyOgJz+VVa1/Eus/2zqrN5Dw+QDFiQYbIPOR2rH6Viz6ClJuCbAimGpKaeaDQZmkByaGqIsQeKCW7Dx8rOxpMcc0wSbj+pqQ/wD1qZG46NirAg4NfT3h29Oo+HdOvCctLbozH3xz+tfL69RX0d8PSW8CaWT/AM82H/jxroobs8jNEuSL8zqKKKK6DxQooooAgubhLS0muJDiOJGkb6AZNfHmoXb31/cXUhy88ryMfdiT/Wvpv4m6gdN8AapIrbXmQQKf98gH9M18tOeTQAnqKaf/ANdKT39KXg0AVpxlSc0xG3AGnT8ZqCBuCPQ0AXFNSg1ApqVTQMmHSgimBjUg5oAjNRse1SPxUHJagCUjA4ApFUgZpxyFoB+QUAO6imMOD9KkXpV3SdLuNa1a2sLaJpHmcAgDov8AET7AZo3A+hdA3nw9pnmDD/ZItw99grVHNRKixhUT7qgKPoOBUor0VscD3M/VItluZ16x4b8Ac/pVqBw6KynKsMimX5zayD1FZvh66+0acFP3oXaI/h0/QiqexK3N1alFQoalWs2USClpAaOPWkUkLnimmnE8UijcwHqaQ7XJEX5akX71P8s9R+IpuK5nq7nUlZWBeCRQe/vSnrmmsaBmPdXcdprFskj4+0qYlGM7nXkfTjNa8bZArLubZZ7uGVsEwsxH1IxV6FsDBoAuqaeDUCtzUoNAEgopuaWkAuaXzTTKKaAcXLdaSm/jS0gFNManE0xjTQEbNUEjcVI7VUmfGaYERbdMq+pq8OevQdazrdT9oMxY8Dao7e5rQXpSAQnhpD+FVLjKp7kZq4RuZV7Dk1SuDuZiPwpPYa3M+Vm2kCuZ17xDY+HoC8rCS8l+5GvLv/gKq+JvGcekqbeBVlvHHypn7vu3oK80czXd093eStNcycs7fyHoPauBux7NDDyqavYs3N1JfXkt3KAJJm3sB0FNC0igZqZQMVke3FWVkRHioyamcYquxoGxrHFV5HqR2NVpX2qWPamjCcrCx5Mv+yP1q2OlVbXpzye9WzwKbCGwL94c19L+C7Y2ng7SoiMH7OrH/gXzf1r5ojwXGelfVOlbDpNp5ZBj8lNuPTaMVvQWrPJzR6RRdoooroPGCiiigDyb46aksOgadpwcb57gylc87UUjP5tXgWea9F+MupC/8dSwI4ZLOBIOD/Fyx/8AQv0rzrpQAopp+U+1OBpHI20AU7lqihPHSlnPOKWLhaAJwakQ5FRDNSrkLQBID708Gq+cZpxO2P60DCR80Rqc7jTY0LnJ6VPjnFACN92kH3RRLwBR/CKAJAeK7r4TDd40Y5wBaScevK1wLEjHNd78KOfEt2cfdtDz6fMtNS5XzBy83untxTHPajBAqOKViOefcVJvGOK7YVY1FeLOGpTnTdminft+4Ye1YPhtyqXYOf8Aj5Yge2BW9dlSjE4ArB02aNdSuYBIu9sSBc87emcema3dlEzje500ZJxVgVWh+4KsjpWLLHjOacD9aaOaUdaktC1BdTtbxB04fcMZqxWZqr4MaexNZVpcsGzWjHmmkbdhex3sRKja6/eXPI/+tVlkB/xrkreR4nDoxVh0Irbt9aiYBbgeW394dD/hXLCsnpI6p0mtUXHUqKgkbANWPOjdd8bgg9wao3UhIIB+tdEVdmMpWVyGE7nfP1qyg5qrbH5nNW07U57ip/CWI6kFRp1qQVBY4Ype1IOaWhgGKKWikAlIaWkpgIaY3ant0qJuopgQznCmqE2c8VeuR8mapSDvQIkgXdGCeo6CrKdKoxTot1HAxId0JHoQD/OtOKNOp5pDGYIU7RyeB7CmLBtO5hn2q9tHpWRqurRWatHHiSf06hfr/hQ2oq7BJydkeD+IdJXSvE+pW/JxOzKzHJKtyOfoaobc1teJ98niO7kkYs7lWJPckCskjmvMluz7DDr91F+SGIOcVMDgUgX2prcc1JuI5BFVpDipXPFVpGoIkyJ25qrc8xge4NTk5PSqtw3yEmrW5y1Hoye3bpV1vuZrOgJ4POKuiQFQMfnSaLhLQVGPmAL1r6G+GF79s8FW0Zfc9s7wtk8jnI/Qivn+0gluZ0gt42klc4VQOTXvnw10saRo9xbMQ0xkEkjDpkjGB7DFa0X7x5uZOPsrPe53FFFFdR4gUUUUAeDfEj4cXR1241LS5zcm8Zp5IJCAyknnaehHsa8ou7S6sJjDd28kEg6rIpU19S+I23amg/uxj+ZrJnsbW9h8q7t4p4z/AAyIGH61i6rUrGyppxufMxb8PpTWckda9v1X4ZeH7zL26S2Ln/ni2V/75Of0rjdT+Ft1blmtNTglUdpUKn9M1SqRZLpyR5/HZz3guHhTctvCZpT/AHUBAz+ZA/GoYxxXq2k+DJtG+Ffi7WLtkM1xEtvEE5ARZFLHPu2P++a8tVcGtDMeo6VLTQMUHpQAgG56V/nkCjtSx8KWoiHBY9TQMlVQOB0p3Qik4FIMF/pQA2UjIFOPQVG/LgVIfvYoAZIfnAr034RWha51S8I4VEhB9ySx/kK8vk/1uK94+GunGx8IW8jDD3TtOfoeF/QfrUVHaJdNXkdpEMCnPjHIFMDbajlk4rCJvIoagQyMoHXivK/C2s/b/iveNG37l4ZIIx/spgj9QT+Nej6vMY7Kd167SB9TxXMeGbG2TVIpvs8fnKGAk2DcOPWumnNqSuc9SF4s9HhHyCrI6CoYxhBUy9K72eePz6fzpRTeacKRQtZGo/Nd49FFa/asW7bdfP7HFc2Kf7s6cMvfBFwM1WnYk/KcVdC5SqU0R35rzrHffUl06AzzMz/cTqPU1ryfdqHT4wlmhHVvmNTv0xXq0IcsEeZXnzTYy1H3z7irqDpVO24En1q5H0FKfxF0/hROvUVLUS9RUtQWLThTPpThQAtFHFJQAUhpaaT1oAQ9aik6rUjdailzxTAjmGUP0qix+Sr7H5G+lUH43D0NAjlPEPiD+zNf0q2WPc8qO4JOAMHp+NdLbeIRKmVtip/2nH9BXm/xCk8vX9Nm7xQlh/33/wDWrotOnDRKQeCARXJKpJSaR3Sw6VKM31/zOkuNSuZ1Kh9inghOP161jXK4GBVtWBFQXC5BxWMpN7ijFLY818TLt12YnuiH9Kxhk10XjKEx6hBJjiSLH4g//XrnlGBWUtz6TCu9KL8hScUylJzQ3ApG5BIeaqyHrU8p5NV36CmjKZEadb2L37Oig4RC7EDoBj/Gmmu1+GGmrquu6jaMARJpsqj2JKgH88VpFXZx4iXLTkzMsvAmpXcavBcWxU9NzEH+VdHp/wAL5CQ1/qSqvdYEJJ/E/wCFbOgM0cIjcEMnykehFdVE2Vp2R5zxNRKyZj2Ph7TdFiK2UADEYaRzudvxrqvCf+sux7L/AFrMmGVrR8KkC4uk7lVP6mqp/EctVtxbZ1VFFFdRyBRRRQByGtZfWZfQBR+lVyMLmp9SOdXufZgP0FQOcJXJLWTOuPwozr26EfGaxbmSa6kjtbcbp5nCIvqTTtSkdrsRitzwLpqzatcahJz9mURxg9mbqfy/nRBXlYJuyuWPHmnxaZ8INWsY+Uhs8Z9TuBJ/E5NfLyKCxPYV9WfFNgvw01056wBR9S6ivlYACInuTius5BBTW7CnUiDL0AOI+QLUgAC4puBvPtTs8UDBjhfxpVwASajY5I+tSHhBQAxRmSpP46ZH1Jp47mgBbKyk1PV7axiGXuJVjGPc4r6etLaO1tIoIhiOJAiD2AwK8O+Feni88YtdsMpZwtJ/wJvlH8zXvKj93WFR62N6S0uVJpCDxVd5CRViSPc9RyqBwOtSi3sZizx3OrPouA0tzp9xMM9RtK7cfif0rF8OoW1VQB0BJqbS5xH8c9OiPIk0qRMfiW/9lrU06wFn4k1KIfdhYov0JyP0rohG8onPOVlI6NeFFTDpUVSjp/hXeeeKKUdaTNKDSGh1Yl8Nl859cH9K2qy9VQB4nx1yDXPiVemdOGdqgkR4pJFBFRRtUrHK15qPRauWrJs24X+6SKnaqFjJiZ09RmrzV6tCV4I8utHlmxYOBJVyPoPpVOH+L3q6nSpl8RcPhRInUVIaYtPNIoBThTacKQxaKKKAENRnqakqNqYCn7xqKXqPpUhPzGmOOfwoERZ+VvpVO4GJG+matHjI9qr3H3wfUUAeS/EVt2vW6Z6W4/VjWl4duTLpdu2ckLsP1HFZPxDb/ipsdlt0H86seDCX06cHos3H5CvPl/EZ704f7HB9rHYJNgCrI+ZaqCLCg1dgGQBUnnnJeM7HzdOSYD5oHz/wE8H+lcIxAHFes61As9nNE3R4yP0ryZuuKiR7WXTvTce36iKMikkPHtT+g6VBO3FSegys/JqOTgge1SAZNRS8uapGMiIivS/gnEzeKr2QfdSzIP4uuP5GvNR1Neu/A23Hm6zcnqBFGP8Ax41pT+JHBjXahIvajb/2d4mv4ANqGUyKPZuf61qW0uUFL42tTFrsFyo4mhwfqp/wIrPglIQVc9GeTDWKNdjuFW/Dz+VrG09JEK/j1/pWbbuXFTxyG1vIbj+44J+neoi7O4SV00d3RSAggEdDS12HGFFFFAHDXU3m6ncv2Mhx/L+lNf7tQzArfTA9pG/nUx+7XFLc7I7HP6h+5uVlxxgiuq+Ho/4lN2zfea5JP/fIrn9UiDQn1rd+HbE6beg9rgD/AMdFaUnqZ1VoVPjJcCH4bXy5wZZYUH/fYP8ASvmSTgqn90c/Wvoj453Cp4Rsrc/8tb1WI9lRj/hXzoWLMWPU810nOBPFSRjAqMcn6VMvC0DEHLmlY4oB5JphOTQIVeWFSP1xSRjmlP3qBgoG08UpwFJo6CkfhKAPU/g7aBdO1O8I5knSIfRVz/Nq9WT7tcF8MrU2vgu1cjBuJJJvqC2B+i13sZ+WuWb986oL3SNl5NV3AAJ71YkOKo3c6wwSTOcLGpdj7AZqkSzzvT9TWX9oPT9rfLDm1yO58ps/qa9JSPGv6tJ/eucfko/xr588I6mR8R9H1KZuZNSR3P8Avtj/ANmr6SubYQapd458yTf+YH+FdlJe8jkqy91gKeOlMHWpOldRyAPp+tKKT6UvSkNDhVHU1zbq3o1Xu1QXSeZbuntkVFWPNBo0py5ZpmOhFTE8VWU4qXdxXjnrhFJ5dyrds81rHrxWG5+ateN9yK3qor0MJLRo4cXHVMsQDr9auL0FVLfnmrq9q0l8TIj8KHinmmA8U80hh0NKKSlFADqTOaWkoGFRN+NSkgVExoATPNI33jSd6CeTQIhfrVec/KD9KsP1qs/MePTigDx74ht/xVcg/wCmMf8AKrPgmQG1u4e4dX/AjH9KrfEEf8Vc59YIz+ho8GMVv7lexiB/8erzpfxGfSuN8EvRHfxcxAHtVyEYSqMB7VeQ4ShnkWKN9zXkkqbbiRfRyP1r1i9fB/GvLb5NmoXC+krfzNZvY9TLX70l6FdsAZqnKSTVqU4HWqh5NI9WQLjrVZjyT71ZPCk1VPSmjKQKOCa9l+B+PsGrjjd50f8A6Ca8cA+WvSvgvfmHxJdWRPy3FrvA/wBpWH9Ca0pP3kcGOjehI9C8d4zp/HOX/wDZaw7aMNDuHauj8bQFrS0n7JIUP4j/AOtXOWZ2oy9jWlRanj0n7pbtVqe6x5RpluOadc/6s1kzQ67R5fP0i1kJyfLAP4cf0q9WP4affosf+y7L+tbBrri7pHFLRsWiiiqEcNqcfl6xcrj+Mn8+abj5aua8m3WGb+8qn9Mf0qoPu1xz+JnXB+6iheKChFXfh/N5d9qloe4jlA/MH+lVrkcEYqHwrN9m8ZrHni4t3T8Rhh/I06TtIKivE574/XWyPRrUHtNIR652j/GvDM4r1P476gLjxlb2YPFraqCPdiW/livLUGSSegrrOQeikHFS+tMSnnIBoAac7KatOI+QfSkUUASpRj5s0DNLQMMUyVsKafyKjkUvhf7xx+dAH0R4VtxbeF9JhxjbaR5HuRk/zroVOBVC0iEFvDCvSONU/IAVcBwtce7OtbEczZNcp491D+z/AAZqUgOHkj8lfq5x/Imullbk15f8XdSC2Fhpqt80shncf7KjA/Un8q2gtTObsjy62mNrdQTqcGKRXBHbBB/pX1pcSCa7klXJV8EfTAr5GWNpWEaDLOdqj1J4r6tsVkisbaKZt0qRIrn1IUA/yrsorVs4az0LS9M0/wDzxUYJA60/OfT866DnHc+9KKb+H50v5UDQ4GgikpGPFIowblDBcumOM8fSnKdy1Z1OLzIxIv3l6/SqMUmOpryq8OSdj1aE+eFxZByavWsn7gDuOKpSHv61NZtkMv40UqjhqgqU1USTNq0yUzVxaq2q7Yl+lWhXartXZyNJOyHjpT6jp2aYhaXmm5pQfagdxwNLmm5oJpWC4E1GacTTSaAGHrSE8mlNMJ5+tMQ1+hqo54NWmNVJu5oA8o+Ice3xJFJ/ftl/QkVS8ISbdVlX+9D/ACIrY+JMX+l2E47o6E/Qg/1Nc54al8vXIf8AbDJ+n/1q86ppUZ9NS9/A/L8j0u3OXFXs/LWZbtyK0c/JUs8lGfejgmvN9XXbrN2B08wmvRrwnafWvONaP/E5vMf89DUvY9HLv4j9DMmPvUGealk5qKpPWYjnCH6VXPSppOE+tRHBxTM5C/wV1vwuuRB8QdOz0kWSL80J/pXJNwla/hC4Ft4x0afOAt5GD9Ccf1qo6SRz4hc1OS8j6G8YgHQSfSVD+tcbbNyK7XxYm7w3ckfwFW/JhXC2zZINb1dz5+j8JswdM0l03yGli+7TZ+VIrBmx0fhVt2kH2lb+lbtc54RP/EvnHpL/AEFdHXZD4UcU/iYUUUVRJzPiSM/aYJexUr+R/wDr1lq2RXR6/B5un+YBzE278OhrmEPvXNVXvHRT1Qy4HBPas3Rzt8baUw4+aRfzRq05RuQ1jJcCx8RabdSYEcUrM302NUR+JGsl7rPH/iLqR1b4g6xODuUXLRJ9E+Qf+g1zrKFAQduT9akeVp55r2Xl5XL59SxyT+tQg5bNdhxEqjihzxQOKRuaYCtwooUcUrckUCgBw+tLzSUuaQCc1PZJ5mo2qes8Y/8AHhVfNWtMP/E2sjn/AJeI/wD0IUDPpOP77fWpmICVAnDtj1pZnwOa41udnQrynLYr5+8a6wNa8VXc6NmCI+RD/urxn8Tk169401v+w/DV3dK2JpB5MP8Avtxn8Bk/hXgArogtLnPUfQ6HwRZC/wDGelwsu5BN5jD2UFv6CvpNT/KvEfg/Y/aPEd5dkcW1ttB93YD+QNe3j6120V7pw1nqPzxwKX8DTePenf55rUyFzS7v84ptHWgB+RVW6vBAyrjJIJPtU1c/rkd6k3nWqo4YBSHbGKzqc3K+Xc2o8rmlLYveeZuWYbfTtVFx5cxCnK9jXNz6N4p1DbH/AGvBaxfxeQhyB9TWrpfhqDQ7WYpe3V1cSkNI88md2PQdq8yTclds9jlUdIo1H+ZR6AdaZFL5Uq+/FOibfFyPwqCVS13BGOrSKP1qY6kvRHYRjCgegqUUxfWnCvRPPHilJptLQIM0ZpKKYC7qMmkpQ3GMUAJmk5oJpOaAGmmnqaeRTCOaAGNVaUcVZIqvJ3oA8/8AiPFu0q1l/uT4/NT/AIV5/ZTfZr2CbpskUn869P8AHsW/wxO2OY5Ef9cf1ryjH1FefiFadz6XLXzYblfdo9Xtj83tWnn93XPaFcfaNOtpCckoAfqOP6VuhgI6hnnOPK2n0KV2cOPevNdUffqt2w5Blb+dejXcg3A9ga8tlfzJ5H/vMWz9TUdDvy9e9JjDURp5HNMPWkeo2MmPCjFR45FSSdRz2pg60zN7jX+6an02YW2pWlw3AiuI3J+jA/0qCTpUfOxscHFBlNXVj6y1aAXei3cI53wtj64yK8xspMgA9a9J8PXQvfDem3XXzrWJzn3UV5xcQGy1q7tsY8uVgB7Z4/TFdNTZM+cpaNxN23OYxUdycZOaLZvkpl1/qyfSsGbnReD/APjxuP8Arr/SukrnPB4/4lkzesx/kK6OuuHwo4p/EwoooqiSKWJZYXjb7rqVP41wzxNbzyQuPmRiDXfVyviG38q+S4A+WVcH6j/62Kyqq6ua0nZ2Mw/Mtcl4ugf+y7h0Yh1Q7SO3FdYCKydbtxcW2zoDnNcx0nzzP+72xY+6oz9aauMU+/RotRnibqkjL+RqJDzXcjhZKB+VIw5HvSgikOCwpgPI5zQBS0nHegBe1KKTikzQAVc0r/kM2IPI+0xcf8DFUxV7RkMmu6eg6m6iH/j4oA+j0GWbAPU1FdMRVmFSQTnjNU7o/vcZrjitTsbPJvixf77qx08N8sSmZx7twP0B/OvOAa3PFupjV/EV/dqcxmXZH/ur8o/l+tYgzXUlZHJJ3dz1/wCC1sRY6tdEcPNHGPwUk/zr1QD2rifhZYmz8D28hHzXUsk/4Z2j9Frt1/Su2CtFHHUd5Md+NL15/rRwBmkBOPSqMxT19fakoz1OaQ0DA1R1WE3Ng8aEq3YjtV6msAQQaARxUWp3ltN5EyjceFYnGTV6Ozu7zEt9eiKHORFBwT9W6/yq3q2lxXUJ+UZrmZf7UsotmS8K9j1x9a5K2Hu7wPRoYuy5ZnVwbd7BTlecUipnXbBPVy35AmszSL2CZfLto3TYu5tw7/1Na9knma7ay5ztVz+mK5Yxakkzok04tpnTgcYpRSUortOEWlopaYCUlKaKBCUUtJQAlFFH4UAJTWpxpp7UAMYcVXkFWCKhkoGc14sh87w1qK46QlvyIP8ASvGjxXuurxibTLuHGd8Lr/46a8K5IGTXDil7yZ9Bk8v3co+Z2nhCbdpzxk/clP6812MY3JXB+D5ObpM9CrfzrvYDlAax6GOKVq0kYGqy+Vb3Ld0jY/pXm4rv/FDhLC6ccbgE/MiuBHPepZ25evdb8wIGKYQCDT8UhANI9AgfrUfvipH4ODTD0pmbGNjGKYTwKeT1pjdKCGfSfw1nM/w90dmOSsJQ/wDAWIrH8Y25tvEqTAfLcRA/ivB/TFXPhLMJfh9ZqOscsqH/AL7J/kRVvx7bhtPtLkfein2/gw/xArravA+bl7teS82Y9s3ygimXT/IVptg2+IHNNvxsIPrXKzdnY+E126Ejf33Zv1x/Stysvw6Nug2g/wBjP5k1qV2R2RwS3YtFFFUITtWZrtv5+mSMB80Xzj8Ov6VqUyRA8bIejAg/jSaurDTs7nAqeKjuLfzEJzwByKnKGN2QjlSVP4VMgGznvXGdp87+ONObT/FE524jnAlU/Xg/qKwk5616p8V9HeSwttQiTd9ncq+ByFbv+BH615VE2RXVTd4nJUVpEvShfvCk60qn5ua0IJDSUZ5ozxQAcUlL2ooATFbfg63Nz4x0mIDOLgOc+i5Y/wAqxK7H4YQ+Z40R8Z8q3kbp7Af1pS2Y47nusSgR5rj/AB1qjaR4evLlDiV08qMjszcZ/AZNdjGf3VeX/F+5ePTbG2H3Zpi54/uj/E1z01qdNTY8gI4OKaSQCfQVIR8pqxpdob/VbO0ClvPnSPA7gsAf0roscp9IeGbf7J4X0m3K7SlpECPQ7Qf61sj0FRLtBwvCjgfSp1AP1rvtbQ4W7sQDil28U8KfQ0uxvQ0CIu1HPpUhRuymk2v/AHTSAiORUbZParGxv7pppT2P5UDK5XI5qGW2ikUhhkH1FXCtMK4oAzjYw28ZMagHrxVvR4wbt37qmB+JpZlJiYf7NP0ZcyTMAfuqP51y1l+9TO2g/wB3JGwKUUgpRVEi4paKKYhDRmlooASilFLigBlJTiOKTFADT0pD06U/FNIoAY1QSDirBxUEhoAozgbTn8a8JvoDbahcwEf6qVl/ImvdrnO3FeOeLrc23ii9TpvYSD/gQB/xrkxS0TPZyeVpyj3QeF7jydX2N0lQr+I5H9a9HtiTCPfmvKNMlEOqW0h5AkH68f1r1q2/49Rgdq5lqjox0bVL90cl4vymmtgffkUH261w/au+8WLv0eXcPuspH51wH+RUs6sD/CfqL0pv5UZwe9FI7LEbgH8KjxxUzdqjb6UEtETcVGze1SNUTjmmZyPdvgtMH8J3UXeO7Y/mq11njGIS+GLk94yrj8GFeffA+5OzV7Q9AYpR/wCPA/yFeq6jai+065tTj97Gyc+pHFdcNYHzeJXLXZ51pTYi2nqKn1THkj161Q0t2D7GGGUYYe9Xr9d8fPYVzs2Z3ukRiLR7NB0EK/yq9UNqoS0hUcAIo/Spq60cDCiiimAUUUUAcZrEDW+pTZGFc7198/8A181WUkriug8RwB7VJwOY2wfof/r1zyHFctSNpHXTleJS1Syi1CykgmQMrqVKnoRXgXiDw/c+HdReGVWNuxPky44Yeh9xX0TIpbpWNq+l22owPBdxLJFIMMp/mPQ+9EJcrHOmpI+ewwFODDOf6V3c3w6SGcq2oyCMn5T5QPHpnPWlT4f2zYI1GY/9swK7owcldHDKSi7M4Tf7H8qNx/un8q9AXwBZA4NxcN9GH+FNk8D6eo4nuQfdh/hV+wkT7WJwO5v7poyf7prtX8GWqKT9pl4HrUM2gWEAhUq5YoC5Eh5O3Of1p/V5i9rE48k/3TXqHwg03P8AaOqsORttkH/jzH/0Gsu28N6XJArPC5Yk8GRua9P8J6Rb6RokUFtGUWRjKwJJOT9fYCsa9NwjqbUZKctDcXO3muT+IGhf254ZlWNc3Nv++h9yByPxGf0rrXYIME1WuSDCx9BxXJF2Z2OPMj5czkVq+FbiCz8U6Zc3ExighnEkjhSxAHPQfl+NdjdeAbSWeR47i4jDMWAIUgZNZV/4QTRrdrz7cZAPlCGPGSffNdvJJann8yeh6vF8QvCx66tj/ehcf+y0+T4k+FIQP+JlJJ/1zgc/0rwN2OSKiJIPWtHXkzP2ET3aX4reGU+6t/J/uwAfzaq7fF7w+P8Aly1A/wDbNf8A4qvE9+OpppkU4waXtpD9jE9tHxf8PHrY6gPpGp/9mpw+MHhfOHt9SX/t3B/9mrw4mo2JHIo9rIPYxPfovix4Tk6SXq/W2P8AjVpPiZ4TkUE386Z5+a2k/wAK+dxJzkGpGkJ4JOKPayD2ET6Pj8d+FpwCuvWyn0kJU/qKuw67o1yf3Gr6fKf9mZD/AFr5gkmIAFM8zPVQfrTVZ9ifYLufVyhJlzG0cg9UbI/Ssez8TaRo900GpXa2pnI8uSQHYcdie34184Q3E8J3wSyRMOhjcqR+Veh+PywsdJWX/WmLc/rnC/1zWdSpzSib0afLCXyPerWe2vYhJbTQ3EZ5DxMGH5irAiT+7XyDFeXVhMJbO5mt5B/FE5Q/mK0P+Ez8Tbdv9v6lt/6+G/xo5hWPrDyl/uUeUP7n6GvkqTxX4hk+9rmokf8AX0/+NQf8JFrPfV9R/wDAuT/GjmCx9d+UP7n86TyR/c/nXyGfEOr5yNZ1EH/r7k/xqRPFfiKE5j1/Ux/29Of5mjmCx9bmNR1H60bEPr+dfKlv8QPFsRwviLUePWbP86mf4k+Lu/iG+/BwP6UcwWPqXykPb9aPJX0/WvlT/hYPjBzz4k1AD2l/+tSf8J94rzz4l1I/9tjRzBY+q/IX/JppgH+TXy2nxD8WJ93xFqJ+suatw/FHxjEfl1udv99Eb+Yo5gsfS5txjr+tV3gGTzXgUPxi8XxD57m0mH/TS1X+mKsn41eJSuDbaaT/AHvJb/4qnzBY9puUVV+UYxySe1eL+MtRs9S8QPLZyrJHGgiaRTkMwJzj+Wfaua1vx54j8QRtDe6gVt24MMCiND9ccn8TWXHqZtoVj8kOOud2KwrpyjZHfl1WFGrzVHZWOp0Syk1HV7eGPkBw7n+6oOSa9d2hISB2FcD8OVNxZT3rRqjPJsGDngf/AF673O5SK5bcqszsxVdVpXjsc14lga40m5VBlgu4D6HNecY9DXrd3ED8p6HivE7nUpra6mge3QNE5RvmI5BxSUJS2NcLi6dGLjUdjQx3yKTH0NZJ1wjrAp+jmhdbLdLY/wDff/1qfsp9jq/tDDv7X4M1WAx1FRkGqH9sA9bZ/wAGFPGpxnrC4/Kl7KfYf16g/tE7ZqJ+KY1/CR91h+FV5L1P4Ub8aapz7ETxdFK/Mj1r4I3SR67qNqSN0tsrr77W5/8AQq9x7V4T8C7pZNd1OJkTebVWU7eRh+QD+I/IV7tXTCLjGzPBxVSNSq5R2PNmtvs3iLUoTyRMWH0b5h/On3fCsOmRir92sc2tXd1E25ZGAB7cAD+lUrwbgwrCe5rHZHc6XI02l2sjfeaJSfyq5WdojK2jWm05AjA/EVo10rY43uFFFFMQUUUUAZ2uDOj3H0B/UVx8ZyAK7PVY/N0u5QdTGf8AGuIiPSsaq1OijsW15GKp3q/IT6Vazg1XvWBTA9OlZG6RkqU1LTmZMEjI+hFYkEqMdm4pIpwVaofDeqNZeIdQ0m7Y/PIZYCf4lPb6irOsi1sbtpZGKpKfvD1rsws+SXI+pzYqHPHnXQeGeP0IzgEU15wRtYfQEVTS4gdCY7kH05waWRtwyTn616J5pFMykseRwax7+bNwuMMQhX04x1/StRkO8kN1PINY8pIdNwyxySo6ZBGf50NtNWCKWp0WlRSXU1vCEALAKP6mvRYdsaBVHCjA+leZ6ZeTW15b3KxZMfUd9vcV6FZzrMAwOVYBlPsa4MXzXXY78Go2fcq63eSRW7eSR5gG5cnjIqe4lEmmiQcbk3fpmsHxDame+CglMryQcZFaOGXSI0OSViA+vFcnLZKR2c15OC6GGfLJyXZvpXMeM5FTS4lGRmXv9DXTJbhV4ZfzrkvHp229lGCCGZmOPbH+NenN+6eRFe8cOz55phbNOOKaRXMbiHB6mmNEp5B5peRRkigCMiVPuncPQ03zhnDgqffpUxJNMdQR82KAGMMfOOnpSmTGMY/CojGV+4+B6HpUYJ34PXHakMlJy2TTwwqIcGpFNAEqyFSCM5ByK2r/AFy/13E99KHdCFUKu0Ad6wxyOlW7UZjkHcc0WC72IZD8x9KjzT3+8c0w0xBkntTTk0UhNIBCuaaRinE+gppzQA3djkGmlixzRzTVV1AJXg5wT3oGPAY96lUADpTAGp4zQBIB7UufQUwFvalyfamIfk0UgJooAM81JKflT6VEaWbJRMHpSGetfDWUHw6UXqsr7q6wX6C9FvuG/Gce1cX8Nomt9AeU9ZpmYfQcf0rt7/S4bHwtHr8bObiRkEiMflOX2g+oxmuWSvJ2O+ElGCv1H3A3ITivEvHVg1n4om2nEVwBOvHc8H9RXtbyZtAxxnvivNfiaYGsbAcfa/Nbb67Mc/hnFVTdmTXj7tzz1UVeSQTT9y9v0qBY+7E1MqgcCug4hfMHoaerZpuMHpTgaYAQKQ4pc89KQ0gPQ/g3eG28f20QPy3EMsTf987h+q17z4jvTbab5cZIlnbylI6gdSfy/nXzz8I2C/EbS93rIB9fLavePFv+u05vRpBj3wKmbsi6avJIyogEUKO1RXI6n1qOS4EJBY9amkYPH9a5XqdzjY6LwpLu0t488pKfyPNb9cl4SlCXFzAT95QwH06/zrrO1dMPhRw1FaTFor4g/wCE78Yf9DXrn/gxm/8AiqP+E78Yf9DXrn/gxm/+KqiD7for4g/4Tvxh/wBDXrn/AIMZv/iqP+E78X/9DXrn/gxm/wDiqAPt1lDKQRkEYIrgdTtm0y7aA5Kn5oz6rXzB/wAJ34v/AOhr1z/wYy//ABVQzeL/ABNcEGfxFq8pAwC97I2PzaplG6LhPldz6V+2FuByabDciZ5I3BWROoPcHoRXzP8A8JNr+7d/bmpZ6Z+1yf40f8JPr+7d/bmp7gMZ+1yZx+dZOk+5v9YXY9l8Y2UtpcwavarmWBw2PX1H4itWC+sPE+kCeJ08xRlkbGQfpXgcviPXJ12y6zqMi+j3TkfzqqmoXsTFo7y4Rj1KykH+daqL0d9UZ+1Wqtue3mwhkAGI+D2FIdLdV+SVlHs+a8XGuauOmq3w/wC3h/8AGnf2/rP/AEFr/wD8CX/xrrVddjidJnsDW11Ew2TAjH8a5qpHqKvJJHIU8xSwYov4H+Qryhtc1ds7tUvTnrm4f/GoU1G+jOUvLhSTn5ZWH9aHXV9hqkz2qC/gIC+W5PrsNdX4f1KNwbcB1KfMoZSOO+K+cF1zVkHy6per9Lhx/WpF8Sa6hymtaip9rpx/Woq1FUjy2LpJ05cx9I+JHYW4mRSxXniotE16y1Xw826VVuowUeLPKmvnVvFHiBlKtruplT1Bu5MH9arprOqRzGZNSvFlPV1nYMfxzXIoPudzxEG72PoPyweQ1cl46TENjz13/wDsteX/APCR65/0GdR/8Cn/AMa9H8QmR/CnhyaVneSW1VmdjksTGpJJ7mutz5lY4FG0rnInA60mR60Nk1GQazLHnBHUU049RTSDTdtADiR2ppIpChPtSeX60gEbb6ioGx5vQjjvVgDmmXQxLHx/DQMjGDUi/Wox0zTgaAJVJq3Z5zIMfwjn8aohqu2Tf63P90fzoERS8OajJqSX7xFRkUDEzxTSaUikxmgBpYUcmggCjNACbAe9auqxW0elaRHGD9qWB5Jj7O5KD645/Gs+3he4nSKMZeRgqj1JOBXcfFfwy/hvxJbxqgFtPYwiJlHG6NQjD68A/wDAqAOCGaM0DpRigBwbinbjTQKDQBIH9qXdTQOlLigA61JIQI0Hrk00dakMZllt4gQC5xk9smgD1/wXGqeDrSTgjYScfU12niu9tbDwINHeWFryWKJPKPO0lgSfYjqM+leYaHo+oWFutst7K1sTu8vtz/IV1C2MUo/0xFKrghT3+tcvMk3Y9H2TlGPN0NSYLFaxRqfQZNeFeJdWl1fxBdXHPlq5jiHYIpwPz6/jXpHjPXvsOiyRQOUnmUxw+vPBYfQZryJGYDDc1pSXU58TK7sh6lu4p4Y+lR7hmnB62OYlByOaMnsKj30obFMQ/JPbFBPtRuGKCc0hnY/C51i+Imjsw+9MVH1KNXvvi2dAbOH/AJabmk+gxj+v6V8+/DSPzPiFoik4xcbvyVjXuXiMmXXJM9I4UUfjk/1qKnwm1BXmZ/8AYkur20t8swUWrEiNgcNhck5Heksphc2SygMARn5hg11Ph2BU0CRpeI5mdif9nGP6VyqxrZ2IjDZAG1Tjt2/SsHGyTOqE23Jdizo9ybfW4GXkM2wj2PFeg9q5PwzpAYjUJxnn90p9f73+FdZW1NNLU5KzTlofANFFFWZBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFeta/z4N8L4J/48k/9FpXktdLd+MNQvtLsLGWG1WKyiEUZVGyQAo5yeTwKpCe5MTg0maxTrFwf4IvyP+NJ/a0/9yP8j/jSA2sUmBWP/a8/9yL8j/jSf2vP/ci/I/40AbB4pp5rI/tWf+5H+R/xo/tWf+5H+R/xoGa6DLAUPaT3MVzdRxlobUKZWHRQx2r+ZrJXVp16JH+R/wAa2bLxleWXhbU9FjsrFodRZWmmdHMo2EFQp3YABz27mgCkvIp2KzPt8v8AdT9f8aX+0Jf7qfr/AI0AagFW7I/NIvbbmsH+0pv7kf6/41JDq08T7lSPOCOQf8aANeX75qM1ltq07HJSP8j/AI03+05v7kf5H/GgDWpp4rL/ALTm/uR/kf8AGj+05v7kf5H/ABoA0j1pCMc1m/2lN/cj/X/Gk/tGX+5H+R/xoA9B+GWk/wBsePtJgZcxxzefIMfwoN38wB+Ne+/E3wvb+J/B91u+W7sUa5tpAOQyqSV+jDj8j2r5k8I+PtT8G6pNfafa2M0zRGL/AEmN2ABYE42sOeBXXy/tD+LZ4JIn03QykilWHkS9CMf89aQHn3T8acDxWadRlP8ABGPoD/jSf2jN/dT9f8aYGr0FArL/ALSm/up+v+NL/ac39yP8j/jQBrClzWR/ac39yP8AI/40f2pP/dj/ACP+NAGwvUUTfeQgkEL+uTWQNUmH8Ef5H/GhtVnbGUj4GOh/xoA6638X63bH5bzeMAYkQH+maLjxfrl4GRrwxqe0KhT9M9a5D+0pv7kf6/41PY6vNb30EwhgcpIrbXUlTgg4Iz0qLR7Fc8rWufQXxA8Dlvhfo15FETe6PbIZv7zRsAZPyb5vzrwnuRXc3f7Qfiq+s57SfTNDMM8bRuBBLyrDB/5a15l/aU391P1/xqiTU25NAQVmf2nN/cj/ACP+NH9qT/3Y/wAj/jTA1duKUA5rJ/tSf+7H+R/xpRqs4/gj/I/40AbAHFLiscavOP8AlnF+R/xo/taf+5H+R/xoA9Q+E0Ql+I2kgjO0yP8AlG1fRGpaPZ3UjXM8jxgJ+8ZWABUev+NfIHhrxvqfhfWodVsYbSSeJXVVmRivzDBzhgf1rsb/AOPvirUdNmtZ9P0YRzLtbZDKDj2/eVMldDTaeh7bq/iNLiKLTtHG2E8SS7cDyx2X6+tZqI+palBZRHlm5PoO5/KvDYPitrsG8paadl+pMcn/AMXVvTfjZ4i0eWWWDTtHeSTgvLDKSB6DEg4rGzlLU621ThaJ9W28CW1vHDGMIihQKlr5f/4aO8X/APQN0P8A78Tf/HaP+GjvF/8A0DdD/wC/E3/x2tzjP//Z", "path": "003177.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003178
Men Tshirts
{ "bytes": "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", "path": "003178.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003179
Men Tshirts
{ "bytes": "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", "path": "003179.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003180
Men Tshirts
{ "bytes": "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", "path": "003180.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003181
Men Tshirts
{ "bytes": "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", "path": "003181.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003182
Men Tshirts
{ "bytes": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAGfAgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwDocUYp2KUCgBuKMU/FGKYGL4pmNt4avpB18sgfjXhrFl4PQV9BalYrqOnTWr9JFIrwK+ha3vbi3Yco5XH0OKljRXjdCTuydoznpV2B1ILOFRONq9qpxEZCMM554rSiXCs3zbOMhACfxz1pDNS1lgtUL2zLHIxw2FJz+v61cm8uSSFWuH/ecAqcDP1qHTdsu0rChTON23GfpmoNQurrS7zzTDuiznlcCmBea2i+1A3ULY/hkj6Nj+tZd1erbXB+zSeZCDuMLcAn1HcH3qW41ENmeKQhZRllByAfXFYc7ecxJIWTrjs30NIomvLoXTFhuIc5IPr3P1qqZjIpR3Zlx8pf/GoWDpl4+QPvLmmF94yPxFMkkiuJbR8K/UcjsR6GkdsyBhgE8j0NR4Mi4PWnSIYogrjryKLgevfDnUze+H3tZPv2cmwf7h5H9RXYV5f8LXk/tO9jyShgBI9w3H869RxVIliUUtGKAG0mKdikoATFJTqQ0ANxSEU7FJQA0imkVJTcUARkU0ipSKaRQBHis9vvH61p4rOYfMfrSuAzFLilopCEAxS0UuD6UAJRShSaXY1ADaKkVcDmjYPenYdiOipNg96Ng96QWI6KlAAFLx6U7BYwvEl79j0l1Vissx2LjqPX9K8/fIHFb/iq+FzqxhTJS3Gz2LHk/wBBXPSYzxQBGxJHem9T9KceR/8AWpD1AoAFPPI61G7bn46VI7AKSPpVY+1ADicCmEg44+tJu49cUhbPWgAI71E4BHNPLADmmM2BigCtIiEY6GoQhX6VNI1WtL0q61m8W0tFBkI3Ek4Cr3JoEeo+EZpLjwxZPISWVSoJ9AcCtvtUGn2Sadp1vaRnKwoFz6nuas0DI9intTfL/CpcUhHrQBB+FIRUjKB3OKYfagBh5GKjZcdamIpCMjBoA6vFLil70ooATFGKWimAmK8Y8d2Rs/FlxIFAWbEnHuMH+Ve0V5v8UbPH2G8A4OYif1FJgjzUqyybkPIHX8auQT/MgkfKk557GqhGCR6ihSfK2sOh/OkUdDLeLDAUVAe+4HBz9KqNrEssRjkRZkP3lbufX2P0rGSaWPI3Ej0NdLpGlR3tt5sm4HP1qW7FxXNojEuDEHBt1MXtnIqs7knIUZ7rjg+9djN4et2+VCVI6k85qFNAgQ/Od5+lT7RFeyZyypJORtRiexHUVftdDnmJZwF7+ma6aKyihYbIgMdM1aWEZGenpUufYtUl1MqDRLZFHylmxVXXdMC2fmImPLPP0rpUVQTtHWo76DzdOuARnMbED14zUqTuW4KxP8LbXEeoXR7lYx/OvRMVz3giys7Xw1BLZTectyPNd/8AaxgjHbHSuirqRxMSil60YoAbikp1JQA2iloxTAbSU7FJSAbSGnYpKAG0hFOpDQA0isxvvt9a1MVnNH8x570mBHT1UEZpQgBznNOosFhuxfSndKKKYwopcUYouK4lFLigClcLiUUuKWi4XGmkJ2gk9AM0/FU9Vl8jSLyT+7Cx/Si4HmU0jT3Eszfedyx/E5qu/rmt7QvDGp+II1ks4D5BO0SHoa6J/hHrqxlwYmOOgqHOKKUJPU87b6UoHIJrpNQ8C69pwLSWTuo67RmsGW3kt8pPG8bH++pFUpJicWtynI2WAHQCoz1HpUjKckgUw9aYiMj0ph5qQnjPWmNQBA+RUbNtHvUrmoJME9OaBDGOTnvXr3hDRbXTtGt54lH2i4iV5JDyTnnA9q8f7V7nocbRaFYI33hbxg/98igZbKnNIRipqMUWCxDRT/LHrTWG04pCGkU1gSMA4p9IaYyEoR3FNxU5GetRlAGAz1oA6qjFLiimAlGKWigBK5jx5pcmp+GpBBG0k0DiVVUZJHQ4H0NdRWPrOoXOnXdk0SqYZWKOT2PaonLlVzSlDnnynhLKd+CCCDz7UCMk16h4p8PW2s3Lun7u5QZLKMZ/xrzm+t5tKvntbvAK4IcdCCOKiM1IudJwK32V5SAqknrxXb+H4hFYbTnPpWno2nW8OlxO8MbSMNxbGakuAiphVC/Ss5zvobU6dtSpM4UkY/WqplGabJLvYjnIqPaCeTUI0ZKcsetShcjk0iRfLnPSpy0caZJHFMQ6OIttA4p95c2djCPtMyoG4wTyayr/AF0W0bC2Te4H3mOFX3Jrkg8+o3n2mWZZW3fxDKD2A71cYN6mU6iWiPT9Jzoi22p2od9GvkBukCn/AEeXoJQOynHzenWuz4IyMEe1eRpPfSWys2pXTOinywJNqrj/AGRxivRPCbvL4V0+VySXi3AE5wM8D6CuhHKzYpKdSYpiEpDTsUlADaKWkpgIaSnUlIBtIRTqQ0ANpKdikoAbiqDfeP1rQqgw+Y/WgBtLilxRSuFwxRRRSEFFFFABRRRQAUUUUAFRzwpcW8sMgykiFCPUEYqULnuKds9xQM6jwPaCy8M2VqAAY0wdv1PNdbG+F5rlfC1xEYkh86MyKSCm4ZH4V1wVSoPBrma1OpP3UNbZICGAI96w9R8KaRqWWntkJ6cVumMHgUwwE9Gx7UrMLnl2tfCHSpleSxmktZOo7r+VeYa14I1nSHbdALmIdJIjzj6V9MT2zkHDAism5t1VSHCsO+RQqkojdOMkfK0gKsUYMrDqrcEVXckZ617X4r8L6fqLl1iRJP7wXFeXav4bu9PZigM0Y9B8w/xreNRMxnScTnXaoiaVzhsU3IrQxBfmcL7gV9AogSNVAwAoAH4V4RpUH2nV7OADJknRcevzCvfDjJx60DGUU6kxxRcLiUhUGnYpKAIipAzSVMRkc1Gw54HFADcU2nUhFAHT0UtFMBKKWigBMVBeWqXls0UgzyGU+hByDVitjStL8wi4uV/d9UQ/xe59qmVralQve6ORtfCXiLWp/tD3cNhapLujDKWaUe4HQfWreofCCy1i5jnvdTmGyPYywxL84znknP8AKu11TWINOtiSQDjisjT5vEGrN5sQFtbHkSTjG76L1x71zKyeh2Scpq70Rz03wyttI08w6bfaiNvQSkSKfbpxXIavp9/pULyy+TLCo5ZWxj6g8ivRNV13VtCYm8RTFnAmXlD+Pb8a5TxD5XjXTzZLdG0lY7iyjIcjoG9qT1ZSTUTymbVp7je0U8MSAnOFZm/ID+ZrOS5m83dLdziP1VRk/gTRNHc2UtxZysVZJCkgVuGIP6iqpUseSTXQopHHKUrlqPVr55jFHI+M8M56D3xxWxZyXV3BOPlZ4+Gc9vpWJa7EJ3sFXqSa6rwla+fHNLKDiQ7sfXp+lKdkiqXNKVjkJ4G8+SKQvu3ncW6/jWlaxLGioowAK0de0Ke1u5ZoFeRSckAZI9/eqNos8rhIreaWQ8bUjP8AM8UKasJ02nY0ZJja6flfmlf5IkHVmPAFeuaRY/2bo1lYnrBAkbfUDn9c1zfhvwdJbXMGpasENxCMwW6ncIj/AHmPdv0FdlitVqjN7jaKdikxQIbSYpxpMUANIpKcRRQA003FOIooAbTafTaAEpKWkoATFUD94/WtCs9vvH60mAlFFHWkIKOtO2H2pwUgjJ6dKdh2GEEdRQoycVLRRYLDdg96Ng96dRTGN2D3o2D3p+KMUhDAgBp1LijFAGRqWnS2iS65ZXTwTRt86/wtx+dWdF+LVykiw38CyJj/AFkTZI+orptHt47u0uIXUEEg4P0rmdT8GLFemeG2XeCdrp8pFc8pWdjqpxvFHpGneJbHUrZZ4ZgVarMmtWsTfNKmPc1574P8MXa38wcyxwMmW3PkZ7YFZXjiC/06VoASyYyGXg1FzTlR6RdeKtNjGDdwg/71Y03iLTbh8fboue26vAbe5uxfsssTXC9k80q34GrY2h/+PK8DN/CT/Wq5UQpNHsV95MymSKZWHsRXK3sG5iCMmsPS0KtuMFxGx6AzFh+VdEkbCHzJup7Vm7LY0V3uebeKNFENx9ohXG/7wHrXLNE6YLoVB6EjrXpXimSI26qB8zHiorfw3b3tpDBKrSOFwADwCe9dEJOxzTppvQ57wJp7Xvim3kC5itczOfTHA/UivYaxfC/hlPDtjLF5glnmbc8gGOB0H0rcKkVqY2G0UUUhBSGlooAbTf4T+NPxSUxkNFPK5PFM70AdRikxTqKYCUUtGKANzRNMhljF1ONwz8idvqa2Zo5ZeIwAB+Vc/pmom3i8ph8oyRXRWtytxEpVlAPvzXPKV3Y6VHlVzLXTra2uDd3xWeYcqGHyJ9B6+9Yuu+L9gaK1znuwrotT0j7fGUF48WeuFzWUfDnh6wAe8j+0yDndcNkH/gI4qbPZGilHd6s5nTPHEbh4Ztk8eSki8N9cjvVLU9F0yaKTUtDkNtKAWe3RiAPUp6H2re1c+G9T2WptIIcH5ZoFEbJ9CP5HiuO1TTb7w9eRuLgXFlOxWK4Xg/7rDsf51LTNI2e2h5XqVleWl263EcsgJJEoGQ/uT61nANIxRFkLdMKhJr1u8t4/MYx/c6isydVj5wBTVV7Mh0E9UcVYaLLPIpvQYIByVY/M/tjsK73Q7NfvhgA3THTFc/LcRRXaSTZMYBDAda2rDWrGTbFazKWHRDwaG2yoRUTX1CDymSXgr0PtTIsNNEM4BYfzrI1vxGsVv9ljZXuHOSAfugevvVrQrp76WyGz5mnUEHnIHJ/lSUdUEppJo9B70hp1Jiuw88Skp2KSmA2kp1GOKAGGinUmKQDaaelPIpCKAGUlOxSGgBtJS0lACYrPb7x+taNUmUFj9aQDVXnkcU8DHSiimMKMUuKWlcVxMGjHrS0UXC4hHNLRRSEFFFFABRRRQBr+HpxFfOjHAkXj6iunmns403zSIo9Sa8+lmNtsudxVYmDNjuOhq7fXNrG0TahcYRm+Rc/ernqLU66LTid5YNEYzJCfkYZBx1Fc5rSxXd05m2Kg4DP0rft7mJ7FJYCphZB5eOmMVh3ctlCJJtTMflLkgORgfWofY1juc/N4D06+AmVkyecrgimJ4DWEfLPIVHbPFZFj4nC6xcTabMo04uFEPYn1HpXZJ4hheHPIP0palGO/h+G1GSDxWBqzgNsQ8LW7qet71YKa4zUrwqhYnLE+tJK4NpK5ymrzG71WKEHPzhQPxr1K2iSKCNURVAUdBivKdPjfU/FkEcQyFk3N7AHrXruBXXBWRwyldiUUuKMVdyLjCo9KYwwal70hUGgCKipNgqOkIKDRRQA2mNgLyOakI4ppXJFMZ0gFLiloxTASjFLikxQAsJ/eY/2ufyq6lw1lAZVb8qz4jidhn1/lU8qNKgiVeP0rkfxM7o/ChZfENwls0iBncfjXFatq2oX5dy4OP+WfOQPb1rc1S2aOMQgttb7wUkfqK5mJSkskZz8rHk0McbEMcE8lhLcIxaZT8o7MB2qzpepy3sIimbdGB8ynkA1bQeXAgHcfzrI1C0mt5TdWORIfvJnhvf61jzXbRtayuaVwoKkr0rmtWkMcTEH5wOBUw1lmBZRtIO0hjgk/Sq9zdQzyeY+DjqPf/CnFNMiUk0co8c1xM3mSBe/zGkXT4sbWulVux2nH54rsylncRhWVDjp6isjUEitnAijaRj23DitlPoZ+zS1YzTbBHeNY4ztGAZGHJA9u1bGmXLQ68BA+I7YMRj+8ePx71n21+0WnligWQnGB6fXvUujYCPOcgyMTz6Ck29x6bI9KsdTFy2yRArbc7geDWhn361ymlswjDsTl+R7DtXQQPvADV5dXNKlKbSV0afU4SV9i5ikpVG5eDz70pRh2r0MPmVCvpez7M5KmGnDzQykNOIpK7znGkUlONJQA00lONJigBh6Uhp+KaaAGGkpxFJQAlVCPmP1q53qofvH60gGgUtFFIQUUUoGe/PpQAlFPCevFGzHc07DsMpwXIzmn7R35pelFgGbPek2E+31qSiiwEYXg88ik21Icc1UvNRtNPUG5lClui4JJ/AUaDUXJ2RLNEJoXjOCGGMGvP9dvJ7p4NM3EXFvIY1LNgMvau/8AD7TeIryRrbbFYQMFd2GZHOM4A6KPc1z/AMSPDiadc2+q2ucbsOCM49DWUppuxsqcoast2Gs6no1qunS3CQoygxySthCT1APb8a5jV9D1jWGE1xqcTxM5UHzRt+nX2rov7Usb7Q4mu4wy7ME7c1z0aaIJcJcIVzkLzx+FQdVoyW5iG3ls7drSyV7l921jHnauO+f8K0dF1q/t72Kzn3bTgHzO34109ubV0wgG0egwMVyHiS7hFyhi+V0PBHf0pX5tDOaUdUdVqV9Dbkxl1MmM9a4vW9WTywVfnoAPWsO41eaSR3Zuav6FpTX04vLxWMY5jU9G9z7U1Dl1Zi6jnojpPA1n9hnS5n/1tyMc/wAIPSvQyMVwzjIKgkcYyDjFZcWtaz4bdpFlOoWPVop2JZPo3WrjJbMU6b6HplHPpXOeH/Gem68RB/x63hPEMhzu/wB1uh+nWujrQxtYO1NIxTqKYDaRgWGKXFFMZERg4pKcVbvTakkKQ9aWkxTQ0dLSUtSRwvKflHHrU1Kkaceabshxi5OyI6MVdFkg/wBZJg/UVIligcMshI+leZUzjDRT5Xdm8cLNvUyl+S5ww5ParvmeTFvBGDT4bMSySSEE88E9SKztWl8iNgDxXRTk5Lma3NmraGNfXzT3BUEBay2iL37Ko++QKryzF7nIJ61s6dbqd9wWzIeFHoKyxVdUabkaUoczsUbvdbTKrZ8ljhH9PY/0NNlGVwelaVxtcMrKCCOVPesidHiz5Z3p/dY8j6Hv+NebhcYpLlnv3OuVN7ox73TYbmUufklHSRev4jvWJdw3dnuEyF4z/wAtYxx+PcVuXNyqP84aM/7QxUEl6jR4DqfxzXqRn2OacEzEDK0fyMxyM0qzLFCZDy3QEmlnhtS5YHy2br5bYz+FQpaJ/DE8g/6anitHOKWplyS6DHf7WyJCTgD537Af41v6fD5pTIxAnQH+P/61Z8cQyPMIOOiKMLW1at0wK48RiPdtE2pUrO7Ny3cnHrWvbttArFteMZ61qwE8cV4VU6zXhfOOauocj3rMib04q9E5NcrAseSj84qN7Q9UOfY1MhzU68100MfiKL92WnZ7GE6MJ7oy3jdfvKRUeK29oIwaie0ifqvXuK9ajni2qx+45J4P+VmRSEVovpxaLfESfY9xVF0ZGKspBHY17GHxdLEK8H/mcs6coPUjNNp5ptdRmNNNNPxSGkA3vVM/eP1q7VMqSTgd6TAbTlAJ5oCZUEU4LjkHmhAhcAUtAopjEydwHal/GiigAoopk08VtCZZ5VijHVnOBQA+ori4htojJPIsaDuxrnb3xlbHcmm7bgg4Mh+6Pw71zV1d3F5OZriVnc9M9F+g7VEpWOyhhJVNXsdBqPissDFp6FSf+Wzjn8B/jXGXl7cJqAknmeRHHJY5P51fC55OaoarDm3V1zlDz9DUXbO2dBUoXh0O5+HWtfYPEP2N2xBers68Bxyp/mPxFegeJ9KGraY9scAMMnPevANPuipVAxDocow65H+Fe3+F/E8XiHTvKnZVv4V/er03D+8PY1nJWdzGdqkeaJ5Pazm0M2kzkLtYqMDj6c1nf2V5V4D5uOOAvJNegeMPCUV5O95AzJcDOAOAT61wU+i6unzhyX3bQAecetUpJnHJNGgNXSytWRRnPQ+lcdfTPdXfU4IPAOea3R4d1W7kjhchBk/MT0rrdI8MWGljzNpnuevmv2+npRdLYXLKehwujeG5p5FnvIysYORGw5b612kVuIUC4GB0ArUlhG44WqkpC9e1S5NmsYKK0Kky7VyKoXaq1rLuAxtOc/StFypHWsPXJ1g06U55K4FC3B7Hn5LLgqSMcgiup0P4gavpTCO5kN9bf3Jj8w+jda5hlO002MZOCK3T0OaS96x7HpvxD0O/wszyWch7TDI/McV08FzBdRiS3mjlQ/xIwYV8+CHJyBirljcXenzieznkglH8UZxn6+tLmL9iz3ykIrzfTviHqEW1b+3juEAwXQbH/wADXaaT4j0zWgRaXAMo+9C42uPw7/hVJozlBx3NOoyMNjtUhFFMkhopzjBz602kI7X7CYgN/lnnkkEj9KuoVVQAqhT3XpQsxVyjjDenY/SlOMhlA2ngivg6+Kq1pXqSuetGCirJDZIwR0BHoRWc9xYSzm1tZ4Td7trRpICyeuQKxfH3iOfQdERbJyLy5fYjL95FH3iM9+g/GvGre9lS7F1DNPFcqd245WQE85J716eWZZ7ZKtN6dF3MquI5Hyo+kroRWtocSKDivN9f1L94wD/p1rHtfGl7qcHk3ZbzFGGkUfL9T/d/lSSQSu+92PuDX0Li1uZxkpbEumI97OI4l3Of09z7V10mniKBEjb5kGMjuab4c05baw+0SfLLOMjI6J2/xrRmUjOQPqK+YzHFurU5I7I9CjHlVznbhmXiZSuP4wKz50LDIIYeorop1DA8ZH1rJuIIuT90+o4rmpzN7nP3Lbc8/nWVM8QY5RfrgVvXNnuztYGsK8spgScV6VGSZnIqNKg5XA+gqFp+aZLFMp5B4qII/oa7EkYNstRElua3bIDaKxLWFiwzXQWkW1RXPXasXA1LfgCtWDtWbbrWlAvFebUNS9F1q9HVKIY6VdjrlkBaj5qwtV04FTqahksmFDttjY98UwGq95MQqqM5JoRNrlgzBVAB6cVDKyTrtcfQ9xVTee5yaTec1rTnKEuaLswlBNWZDIhRyp5/rTCKsSfOme4qAivssFiVXpJ9ep5Nal7OVhhpMU6krsMRuKrZ5P1q0RVUgAnHrQAfhRRRQMKKKdt4zQAgpGZUUszBVAySTgCs3WdXTTI0jQB7qX/Voew7sfYfrXJX93dXrL587Oo6L0H5VDlY6cPhZVtehv6j4ohiVo7Iea/TzDwo+nrXm2s3d3qGoSNczySBTgbm4H0HQVv7efasDURi9lHuDSjK7OjFUI0qS5RmnTJb3G1jhHGCfet5U71zr2pQRu3KuuR/UVu6fOJ7RRn504apl3LwFVr92yc4PA4qO4h82CSPA+ZSKnA5NLjgcVJ6Uo3TTOSUmNweeK6K1vLixmhvbSVkkTDKy9foaxr2ER3cqejZH41qaeQ1koP8J2mreqPJwuk5U2eiaf4mt/EVp5RUR3qLmSL+97r6/SsHUJHgnbk9a5C8X7N++RzGVIIYHBU+1TDxTI6It/GZccedH94/UdDWXL1NKsVF2OjhujISQx3CpDqLR/xE1gQatZO2YrhCT2JwfyNJdXalflYEexosczZ08N+syHnms+6ucPgc1h2Go+WzbjjHqas/2np8e57i4UHrtHzE/gKBrUuqxkU9q4/xBfC5n+zxNuRPvMOhNT6p4gkvIzDbp5MHqfvMP6VkQRrLlh0BppDtd2Io4N3XvVVlMUpH901thMdqy7tcXT/hWkTOvCyTLcce5QccEZqURHtUMN5CkSowbIGOBUq3sB4+b/vmk0bRnC24/wAvtVa6jkiZLiJmR0P3lOCPfNaQSkljDROMdVNJPU0nTUos3/Dnj+4jX7Pqu64UdJF++B7+teh2V5BqFolzauHifoR+orwKBtlwpzjnBr0fwFqXl3E2nSONsvzxZP8AEOo/EfyrRPU4FBSg31R3pHrUZXBxUpqNzgjFUZHfSbZk9COh7io43IYo/wB4D8x602VHdRLbuA/UA/dasdvEtgt0ttIJUnD7NpXG1vT1wfXp1r89pUalZ2grnstqK1ZxvxUjc6rpkinjym4PTO6uCEaW8Q+diMnAfkL7V6z4m0ttdtP9tTke1cJoVppth4nMWvOIYVjbypJB8iyfwlvbr9K+1wMfZUI03ujzq8Hzcw/TvEtnoXh2WCJZTcy79yqvyvnjLH0x2rh49ev4ZmNvcMIyNuw8rx3welaHi7U4LzVZzZsGjfA3qMBsdSPrVDw/oV14g1WHTrXaHkyWZuiqOrH6V1TlGMXKWxjFNuyPY/h94ouPEukSw3sTNcWmFa4AAWQHpnH8XHPGK6WUMn3eRVbQdBtPDekrYWq5G4vJJtwXY98VclaviMVOE60pU1ZHtUk1FKW5mzFTndgH1FUZkyD0YVozqGHpWdKrAnBqImpm3EI54IrNmhPPNbLt/eqs0SPnmuqErAYEsGe2arG0BPAroJLQnkVGLM5+7XRGtZEuJmwWu0jitKGLpUyWvtVuK2xWc6twSC3T1rShHOOKijgxVuOPB9q5JSuUTxLz0q3HUMS4qwmM1ixEyfSpQaiWnZ/CpESFuKpTkvMAOwqwTn3qFceYzHtVIBNqxoWYjHvVdZQ+WHTsaoXt611dLawn5QfnarijChUHAq+Wy1GTBxmmHHaoi+1sd6VXG/HrXqZXX9lVUXs9DkxVPmhfsONJTjTTX1R5Q3FVT1P1q5VTufrQA2inUUrhcKq6jfw6ZYS3k+dkY4A6sewH1q3g1wnjDUhf31vpULbo0bfKQeM//WpPQqEXJ2RRinnvZJNQujmefn2VewHtRPKkUZdj8qjNKTjAHQcCsjV7grsiB6/MayWrPek1h6PoaFrOl3DvXhgcMp7Vk6ooF6x9VFJpzy/aN6H5QPn9/apdXA86KQfxKRxTWjOOrN1sPzMVYvP0jI+9ExIP+frVWwn8i6XOdjfKat6dLmCSMngMD+lZLJItw6dgx5prsYS92MKiOpzgU4CqltKZIIiepGD9atnhc1Gx7MJKUVJGFq64u1YfxLUdrffZo2TZuyc9cVZ1ZcmJ/qKzOorRJW1PExEpU67cdxb67kugFYBVHIA9ap20LSzFcnaBkj1q19nllOFic59q07Wx+zwnOC7dTjp7UOyWg6FOpVqc0jn7iwIOR/Kq3kTJ0Yj6NXTyQ561Ve3GRioR1ToHO+ZgnJYn604SgdF/OnSQlZXHoxqWOwmlQMigqehzV2R56lNuyKzOzH5jmtayhMduuR8zcmkt9L2SB5iDjoo6Vo7cUmdVCjJe9Ig2cc1l6jHi4BHda3NvSszVEw8TexFCLxUf3dzLxjvRjvmtbTI0dJN6hiD3FXTbQk/6tMf7optnNTwrnHmTGId0at6gGlf7h+lS7AFwBgDpUUnCN9Kjqd9rRsc2eCfrWrpV1NZtBdRORJHLvT8Kz4IxPcKhJAJ5xVqJ1B8leiE4PrVs82mtXc9zs7uO/sobuE5jmQOvtnt/SpWUE5rj/h9qJmsbjT3OWgbzE5/gbqPwP867E9KtbGUo2djesruGBFmtpPM02Q4HrA390g8gfyrmfGuhy6pfC9sVMc0abTIrYL+o+mOK6ubTfLu/P4jmkGJfLHyTr/tKe/vVtY0CEbc4HWvmMtoWl7ZHq1mpKx5TY+MNT0WRLXV7ZpULBd6DlR1Zj6AA8D2qxqb6d4lsRdWkiuSGKk8EgHB4+v8AOui8R6FBfK3ygMc9RXmV9olzp1y72spik2GMHsFPUAV7qs/I5WpR21Qw+H4LxiWLRuDyy/4V6f4E8H2nh+xF/uaW8uoxl3UDYnXA+vBNeUprV9YTf6Xbs6cAnnDcdc9s17VoGuRa3oVvfwQvBG4KiN+cbTjg9xx1ry83nVjSSWz3NMOouXmZ/i7xa3hyW1jS1S484Mx3SFcYIHHBql4c8WnxHLcobP7P5KBsiXduycegrmvidPu1exTI+W3Jx9WP+FL8Nx/yE39TGv8A6FXP9UpLAqo173f5lRqy9tyX0Leq+P47DVbmybT3kEEhTesoG7HtitnTdSGq6ZDepG0ayg4RiCRgkf0ryjxA+/xHqTZ63Mn/AKFXpHhb5PC+n+8WfzJq8bhKVGhCcFq7fkPD1pzqNN6F+4ZUjeQ9FUsfwrgX+ILH/V6Yo4/im/8Asa7DxFP9m0C/lzgiFgPqeP6146V54rTLMLTqQlKorixdacGlFnsWm3n27Tba62hfOQPtHQH0pmt6m2k6RJexxJI6MoCvnHJx2ql4PbzvDFr6xl0/Jj/jSeM0x4Yn/wB9P/QhXJGlFYr2bWlzdzfseZdinonjOfVNWtrKSxgRZn2l0dsjgnv9K7tIxxXjnhDP/CVafj/nof8A0E17IjnAzTzWjClUSpq2hGEqSnBuTOa1rxmNF1WSx/s/ztiqd/nbc5GemDVNfiUB00j/AMmP/sa6e40DSNRuWuLqwimmbAZyTk44HevJdWijt9avoYVCRJO6oo6AA4ArpwFHC4hcrjqlr/VzHETrU3e+jO1PxMl6ppMf4zk/+y16Hay+dbRTEbTIivjPTIzXG+GfDGjXvhuxubqwjlmkjy7ktknJ9DXaRIsUaRoMKqhQPQDgV52OdC/JRjZpu50UFUtebvcmU/8A6qVjTMge1NaQAV59jYUsA3FZ+qXn2e3cDIY8CppJ9uSTXP6pMZpGOcqK2pwuwLOiwNKWk7nv6VqX11Dp8HJzIeAPWqsNzFpGjCdyN7DIHrWBBcS6hei5nJIzlQfStFFzbk9kM20kYL85+c8t7e1SK/Ab0bFZiyliXY4Vmq1FIXhLdB5gGKqN4tMmSurGv2ppFER3Rqfwpa+ypT54KS6nhyXLJobiqp6n61bIqtkqTx1NWyRlPVeM0v3uCMUoGBiiwWMzVdXg02MiTJlZCVAH8zXmVgxuLye7bucD8a3PHdzJFfyRsrKDGoUnoQc5rJsE8q0QHq3zH8azbPSwlOLkrfMssTmudv5fOvJD2Hyj8K3ZpNkTOf4VJrmN29jj7xoh3NcfPRQNfSlKWrA/xHI+lM1FibaIMeUdhVuNfKgQAD5BVLUwPJYj0Df5/A/pS6mk4NYflItLctPLGvUhT+tWNSj2TqwwA69fcVj2d1LbSO0bAFhjPWpp7yRoS80jNtHGTVWdzznWj7L2b3NXR5fOkkj/ALhz+dakzchR2rE8PAxedIx5IBrXUF2yaiW56mDd6SKOqLm2Q+j/ANKqacwF6nuCK0dTH+gk46MKybJsX8X1/pVL4TixGmJRvEnr2qNgMmnMOKa3WoPVImTngVE0fNWDTCKaJaRzN6mLyT03VpWIzZR49/51R1E/6dJitPTY82MZJxyapnl4dfvpIkCcUbT6VJ3wKcVO0GpuejYhK+2KztVX5Ij7kVq45qhqif6KGHZhTT1MMRG9JlXS87pV+hrSxWZpZ/0lge61qtjtTkZ4R3pkbHiql0+yFz7VZY1RujujkHopqSqjtFszLPcJ124yQQM02MmK+KEg84JFLbOEl3H+FSR9agQn7QGJ53VZ5i0SZ2ngu7Nt4ptlz8s6tCfxGR+oFeqE8AZ5rxbRZfL13T5AeRcx/wDoQH9a9pK4bPpxTjsOt8VzsRukfzH+8f0qKZzGcrzUrybV9Kz7i4BOAce1cMIqK5VsdjdytdSZJJ6Vy2rRRyk8Amt+4lGDznFc5ey7y1aIRN4VskbUnlZQViQnkZ5PH+NdaSqKFQBVAwFAwB+FYPh7EVk79DI36D/JrbiRZ4rh2dl8lN+Aud3IHrx1r5vGuVau4rp+h1U0owuzyr4izeZ4kRc522yfzY07wRrWm6Va3iX12kDySqQGB5AHXgV3+peF9OvLKPVLy0hmeTCZdOepGM59v1rK1LwboNndyW50+IlOp5XP056V6Xt4fVlSqRdrLaxzKnL2jnFrqeS38y3GoXUynKvK7A+xJr1bQF2eHNOXHS3WpLj4caPFdW8H2ZN06lgRI4AwM881qwaM1rHNaxNGsdlGFOWPTHAFLHVfawjCEXo/0DDQ9nJyb3OP8dXHleH/AChnM8yr+A5P8hXnBhYQJN/Czsg+oAP9a9k1rwmms6fb3F2zpArZTy3AJJyOQR/sms4/Dm2uNHXZLcLb20jMX3LuJbbntyBx+daYLEwoU1CSd93p0JxFKVSbknpsUfh+4fQ7iPr5dwf1A/wq542AHhaY56yRj/x6tPSPCy+Go3jSaSQXAWTDlTgY46eoPerer+HW1rT4bOUyRpdMGjaPGWwcd/euGc4vGe0W10zoUX7Dle9jyvweufFdgP8AbP8A6Ca9hVOAQKxdH+GyaZrKyQyXEl1bjdsdkAwRj8etdGLeRbZZ2ChGYoMtySOvH408yqe3qKUE7JduxOFj7ONmyNQQw4zzXimqtnWr4+tw/wD6Ea99GmXMd5FasgEsh+Ubv6/hXMy/D/Q5zNdyRXBYy4f9+R8zZPTHsaMvqrDSk6if/DCxEfapKLJ/CWB4U0wcf6gfzNbYIpdO0U2sVvp1ouFjhDRgtk7OvX15pHiZbZpyy7RJ5YBPJPtXBWpTlOU0tG2bwlFJK41nxVeSXGaY82Koz3IA61nGBoNvLnCnFYa3O+8CE/eDceuKszzbyea5+SfbfQkNg8kH8TXbSp3VhGnrl+11cx26n5VAAAPerSOltbFjwWG1R7Vz1rcfaL2S5c/IhyPrWjA0l1KJWBIziNfX3q5QUUl2BM1LfJy8o4ReF/xq/BkabG3Tc+6qU8Zt4Y7bObiUjKjtWrdIIUt7deigZ9zXLJ6oZctW4KnrjNT1T3eUyOT35q6a+jyurz0eV9DycXDlqX7jDUP8Rqc1Aepr0zlEx3PWlopM4Jz0oGeVeMftVx4ukt5nzEAvlgH7qEfz60DAAA49KbcxNJrl/eSTedvlYRv6rmmsSeKxluezgqbhC73ZW1OXbZSY74FYMbqs6M5woYEmtTV3It0A/v8A9KxWO9Sy9uoNVHY48bN+2XkdOJ45CGR1IboQeDVS6wYHU9VyPw7Vzwk42hiueQR61csryeaUpM24Y2HPr2pNWNo4xVFytFWENJKFRSx9AKnnhdIkef5Y1bkdy3pSaTKIdQeWThY0Yn3Nal7EzWouJgNwI2RDogPc+9O5yxw6lTc+pHozSPdM8nyqU+Va6KMYTk9ea5nTpD9viLtwSRiuk8zPFTLc9DL3enYramf+JfIB7fzrEsiFvojnndWzqRzYy/h/OsS2YC6iOf4hTjsc+L/jxZ0TGmHmnNTT0zUHqDabxk5pSSelRswA5poTehjaoVS9fA6gGrGnylrPGejmqGrSE3pwP4RVzSgTajpyx4qnseVR/wB4djSiXAyeaeeaULwOKXHc1Fj07pETCqmoLmwk9eD+tW2wDyR+dV70g2Uoyv3fWmtzGq4uD1MOKZraTzFxkDHNSf2rMT/q0/WqjnJphrWx4sKs4qyZpwXz3DMGVV2jIxUN5IEt3OeSMVBZE+c4HpUd/JkhB+NRbU6/aN0rsqoMmhf9cMetIWCrTrdd8mfSmc7tpFG1oiNLrmnooyTcR4/76Fe2ScnrXkXgyNZ/FdiCQAhZxnvhTXrZwTxRHYKz1OlurjAI4rNebCkkfSmmRppSf4R1qneT44GR2rkOsr3dxwcH6VjTtnc2KsXEp6ds1XiQTXMUfZnAP070pS5YtsaV3Y6CFDa2UCYOQgz9TzUi3zpFLGpGJQFbjsDmlvWDR5A6VjGfaxBr5mLcpOXU7rK1ia/8YWFug066voIzEVOwqcjqRk/8CNU7nxlo15cPM+oWyvIctsDAE+vSvNvFchPiW8Puo/8AHRW1oej6ddeGmuri1V5wJCHJOeOnevblhacaUZ1JPW3Y4Y1ZOo4xS0ud2/j7T5ryG5N/Y74VKqMkAjnr+dasWquZLqUxxu10hBPPygjt/wDX9q+fVbIHPavbIWxGg/2R/KssdSdCzjJu9x4aaq3utjUuNdt4tOh0+4mghC4ZPMlAJwW5wf8Ae/SrEGtWiaQ1r50GJslJPOGCMjOPX7teQ+OLnzfEAj7QwquPrkn+dL4ggNvoXh8YAP2Vu3qQf61UMI5KEnPWStt0sKVZLmSWiPYZryPUHWSN0ZUjSMbWDYwAO351oHUIh/Z58oqLQ9S4+bofw5Bry74azkW+owjgB0fj3BH9K0fiFKToNsM4zcj/ANBNcbpTjinRUt7a2+ZpzRdHntsejw6vGmozXIiJEkYjC7xkAY5/SqZmzYxWxVgUkZycjBzj8e1eReAnJ8VQ7m4WGQ9f9mvWPNQev5VOOdShU5HK/wAu7/4A6HLOPNa3/ANSTVWk1GK9EOWiTYFZvrj+dZj61ZiK4gaSAeZL5g/fD5Tzx79aiM2CMZ6968Eu5VN7ckqvMrnp/tGtMFTqYtyU5W+XfQivKNJKyPoqDWzBdR3UcYYCJYxtbggY5z74/WqU2pZ08221wTMZcg8dOhFY+hMP+Ec07Axi2j/9BFNun2ZwefrXK51E3C+mpvGEdJCz3eDis2W4LZpkshJ6molG5WHcU4wSRoEsgjiLk9jXK3s7i62ICZBEqJ/vNn+lbt+5XT5COo4P0rnIZ/tV8ZTjMaYGP0/Su3Dx0ciZPoa+n2TS7LePlF+8T/EfeunV4dLjCwjzbthgN2X6CsjSlVY/McsVXnAHU1uWsBVPOKfvX6HrtFcteV5a7FpaEmkWjm5a8usll+6D61aJM955jc4PFTSYt7VYd37x+WPU0+1jCfvCvA6Z9a5HJvUAvAY7fB++3QelWbd/Mt0Y9SOaqzjzCWc1LZnahjPQcj6V6uUVVGpyPqcWMjeN+xYNQHrVg1XPU19IeYFZ+tXH2bRruTbljGVUepPA/nWhXM+MLgiG2tVkK72LsB3xwM/iaTdkbUYc81E40kgYbr04qNjxU8it3/SqzDH19KwPetZWM3WDi3jIGfn5H4VlWyJNc8ZPByoODWpq/Fuhx/Hz+VZ1lj7ajIcH3rRbHk4iN66uST2VuUDF3CHpIMHB9CO1UHjNsxbzNxGCjg8HHY1tzBizNHgOR8yHo9YN7EqlmiBQD7yHqtTqXVpxhqkWrCa3S4llkYZZwUQjPPXJ9hWvdXltLaSIsys5Ge/WuWtQzPnjAFWw47EGrt1OZYmUYuKRahl8uZH7KwNbbaxbKflDt9BWItrcuAViJB9MVHIGikMbrhh2osmx061WjHRGtc6qk9u0YjI3dyaoJNskVx/CciqwY4xVm0tjcuyhwpAzzRaxEp1K013LzazIRkRID9SagbWLjHCoPwqT+zFHDTEn2FH9mQ9TI5+mKXunW4Yh9SsdVuz/ABKPotRNqd2T/rj+AFXJNOgWNiu8kAnk1j7TnORTVjnq+2pv3mLLK8rl3YlvU1YtpZUjwJGVfQGrVlYwTwLJIpLZOeaZqEIt5EWFdqlfXPei62E6M4w9pcjM8xPMrn/gRphkY/xt/wB9U0Agc1s20cYtojsXJXrihuwUYyqu1zFJOepP40w+9XtUYecijAwvYVnZycUzOonCTjcGOe1QO2RXQ2202cWVB+X0qC4WPBBjU/8AAanmN/qml7nPh2XkMQajZ2ZiScmrN5sVgqqAepxVYAHmmu5zOLT5QGTVyNCke3ueTUUSAHIFW0TA9T61Mn0N6dOzuzb8HPDH4ssWnfYMsEOeC5UgD9a9d+leFK5tJ4bkdYZFkA+hzXuUUqzwpMhykihwfYjNOOxnWXvGjJKIYivfvWLdT5J61Ne3XUZ/GsaaYnJBrlR2izOWYECo4rjyLyEkjOetM3E9apTFmk3L/DxWGIfuNdyqa9652bS+ZF2wR61hXjFHOTipbG5EkC5JJpl4m9SeP514cI8srM7HseY+IZN+vXZ9WH8hXVeH3x4Pf/cm/rXLeIomXXZvlPIU8D2rqdAQ/wDCHyAgg7JeCPrXu4hp0IfI82kmqsvmcLGen4V7Qj4VcAdBXjMSNvT5T1HavZFGxdx6KMmsszs+T5/oXgtOY8v8Q3X2jxBfOenmlR9Bx/Sk1DW7zU4LeG5KFLcbY9qBcDAH9KggQX+sxqcHz7gZH+83/wBeur8X6JY2GkrPa2kULCYKWXI4IPH8q7faU6bpwa16eRzckpqU09BPh5eiPVLuI5w8AP5N/wDXrV+IVxnSLMA/8vB/9BNct4Kk2eJYlyP3kbr+mf6VvfEAH+zLLrzOf/Qa4a0UsfF9zog74ZozfAc5HiZT6QSfyFeo/avWvC7C9udNuftFpKY5dpXdgHg/Wuo8PeJdWvddtLW4ut0UjkMvlqM8E9h7UZjgZVZuqnokGGrKEVBnpn2hTzya8KuJAbiU+rsf1Ne1sny9+leIOuXc+pNZ5Okuf5fqPG7RPaNIlI0OxTHH2eP/ANBFLMfMGBzUljHs0mzXA/1Cf+gilZOc/wAq8mb99vzOyOyM4pnIxiowCH5FXpI8HcKhaMH5hVplGXqCDyJkPRlIrjNMISWdfTaPyrttSG23J7iuCLeVqrgHAYA/rXoYXWEkZVHZpnfaSBIiAqNi8810sTDeGYjjkA9BXLaJmSNcZP0rfF5ZWzbXlVpR/wAs4hvb9K4KsHKdkrmt1bU0A4Mm4YLHueasLubGfwJrnLrXr2JT9l01gOzy/wCArm7zVdSvWIublwp/gT5V/IVpTy6pP4tDOVaK2O51DWNM09SLq8hBH8IbJ/IVFpWtR6lKPsNrO8QODLs2oPxP9K4GCONJlZo1cKwLKw4Iz0NetRhBEgiULHgbVUYAHtXqYbLIQkpczujkr4h2tbcWq561Zqv/AB17B54mD9K4nxPFc/2u8kqsYSoETY+UDHTPrnNdwa17Gzt7uyMVxEssbdVYZBrKpKyOrCS5Z8x4k2Vz1AqFznsDXrt/8ONMuizWs01s3XaDuUfnXL3/AMNdXgybd4LlfZth/WslJHrKvCR5xqoU26hlP3/rWbaIv22M7iOe4xXWa54R1yGFQ2m3GAxJ2ANjj2rlXtL6xlDPbSqRzh0IrVNWPNxDXtrl+eMFSNy/nWBqQYfeaNsdGDc49DVqe/mOQYY8/Q1kXTM77mULnsBihIK9eMloRxKzHjNW0jIHH502CVFHIqb7RHt6VocBu2DFrFCTyMis/Uhi8yOjKDTtKuGmLQgYAORU2sReUYW7kEVmtz0aj58OmZm8LVzTJT9of3WspnbcQMVf0kO96FGACDmqexyYd/vUb7AhQTTMcU3UJHjifYcFRxWG+oXPTzj+HFSkenWxEaTszVuX228nX7prnxv7ZpXuJmyWlY5981HueqSsebiKyqs3dK3m2wecOam1NMJE/oSKi0RWMD57N/SrOr/8ein0f+lT1O618MY0j8deK2oeIEHoorAH7yVVz1OK6JU4C1UjLBLdmHqDb71+emBUGMVPN808jerGq0rY4p9DiqO82ayOEtI8nGFqjLdRufvj86ju5yIdg9AorNK5FRa511K1kooJZDJKzeppE6UmxvQmpEjkPARj+FW9jljdsmi4NW05Hyj8TS2ml39yR5VpK3vtwK6Ow8I3bgNdMsS/3Qck1i2kdkTCitHu38pFJLDBOOlew6PtGj2aochIlTn2GP6VzMelwWMRjiGO5J6mt3QXzYsn9xzThNNmVdaXIrq4BPWs933HjpRLKGJApgGWFY7G+5LnAp8dtut8nq3NEUXmNtA9zWsluBFivLxtWzUTpox0uZFqTDIUJ4PSr5YMuKhuLcqdwHINOjbI6VxyalqarsQTQAkMBz7CpbdirdPzqYoce1NWP5uaXPdWYWLkaq+Mov5CrUcYPUCq8C4q+i+lc85FEQsYC24QRbhyCEGRT5LOKZNk0SSLn7rqCP1qdDjg5qYYP/6qhzlvcVkZ8ek2kTq8drCjjoyxgEfjipJ9Ks7yNVureKYLyBIoODWhsBPWl8kUvbSve4WWxjHw1o+edNtP+/S0Q6BpltKs0FjbxypyrqgBFa5gBPammADPA/Oq9vUatzP7xckexVxjg4qh/wAI/oxH/IJtDn/pnWm0JXnjFN3gDG/FONSUfhdhuKe6GuqRxqoG1VGAo4AHpTQcjgVMpV8DfTz5IBw/NTcRWaLcPu4qpNEVHFaeEI4cVXmVdv3hVpgc3qWfJb6VzX9gT3el3uswkEWRAeM9WXqSPpxXVarjyWFbng+yjk8KtHIuUuXkDj1B+X+Qr2sujzNpnJip8sUzgNDmkvBiaQ+WOPLU7R+OOtdvZRRRRKIo1QY6KMVxOn2j6XrNxYy/ehkKfXHQ/liu0tXG0V2cqi7JEp8yuXJEBXpnNY93psb5O3n2raBBU1C+0dqYI5C4tTCxGOK9D0aYz6NaSE5PlgH6jj+lcpewBgcV0Hhh86OEP/LORl/r/Wuii9Tnrx0Ng1DjBNTGoe9bs5RD0re0o/uVrCrZ0gnyQawrHRQ3ZsgkdOtITnvTVzQa57nRYRwMdMis27jhcfPEjexUVfZsCs28faPrRqFjk9bs7BUY/YrfOD/AK8J8VOja3IsahVQAbR0r2/xFPtt3JPavBNRcXGo3MhPVjitaW9zKslYrxLnANXI7YNjio4IDnOavD5Fxmuk5DR0W2WOaSQ4wq1X1+QuYto4BIqxpTsVmHbIpNRiBhViMfP8A0rPqeko/7MYUURPJrX0hQL0DHRTVdSo7GtHTNouHYdkNW9jjwy/eodqR/cSn/ZrmnOTjNb+qPm1m/AfrXONnPWpjsbY1++PUYzg5qWOMtUcMbN2q9FEQPSrOI09HG1ZgfY0as2bRh7g/rUFhLtuWXjlakv8A5rOTJ9P51m1qepSlfDtGZYpuuoh/tZro1XAZj0AJrE0uIteL7Amt26byrSQ552miQYRWpSkzmpG25JqnnzJgO2c0+4kxwDzimW6559ap7HnwXNIS5YlgPxpbWBp7qOBQWZ2CgCkm/wCPgj3Aq7oDbfE2nn/p7j/9CFJFt+9chMPkTEYNbGmkbxV3xnpY0/WZAgxHId6/Q1n6YcOKiRUDtrDJQfStQA7KydObKj0rYQ8EVgzpRUuAcHNWNAPyXC/7QqOfkGpND+9cfUVdL4jKv8JlAYJ9KkX7w/wpMdMCur8OeH28yO+u0wB80UZHU+pqEnN2RpKSirsjt9KaztY/NH76Qb2H930FWBEAuK1L8brg+wAqoUGa+bxkv30vU7aLvBNmbPbhu3as8x+W5G2t90zVKa35yBUQmWVEBYdKUxkdAR+FTRqVbGamKHqaHIZBGGBq3EzD1qMIeoNTKpxUN3AlBLD7hJ9c0olZTyuaVOn/ANapCmazYAk5/uj86nWQH+Hn61W2kU8Mcgf0qWgLYII6YoKg8YqBZMGpllzzU2EK0SsvIAqlPa4ycGtAP9MfSn4Vx+FNNoDFQqjYIwPpVxEgZNwHP0qaawWTJXg1A8RiTaDk9KtNMCOQoDwPwxVG4b5SQOK0DGwBJ/Ws27cAHqK1juIwdRyyGuv8KDb4atMf7X/oRrkb0ZVieK7Dwt/yL1sPQsP/AB4172WP3mvI4sZ8KOV8a2P2TXrbUYxhbhdj/wC8v/1sflUtnMNinIro/FWn/b9BnVRmWH99H9V6/pmuKsbtTEue4rvrK0rmVCV42OkjkB6fnRIQR1/GqENxwAKnMgbqQayNSGUDb2rR8MPhbuHuGV/zGP6VQc7gCO1WNCfy9WZCf9ZEf0INaUnaRFZXgdMahPWpqhPU11s4Arc0xdsSD1FYddBZcxJ9K56x0UOpfA7UhOeKcOKY3B61gzoI5eR1rIvmwufrWnM3bHSsTUpAD16CkUcX4qkJgZFPLHaPqa8PuBsuZl6kMR+te3X3+ma7ZW3UNMCfoOa8Zu4WOqXSBefOcY/4Ea6KSsrmFTV2GW86k4Jwferu3cM1mtbFJG2nODirkMhKDPUdRW5yPc2NHQh5h2wKsartFvErDln/AKVHork+b07U/WW5gUjPBNZ/aPUTthTK8sZyCBVywxH5xJBOAKov8q5Bqaxc7JWPqBVS2OLDfxER6rIfs+M/eashEZj0JreJ3t0BrQtYOhIqE7HZPDe2le5gQxlAMqfyqRnCjFaGrsFuEH+x/WsaV9xIFaJ3PPqw5JuJYspf9OXHcH+Valyu6zl4z8uax9P4voj74romj3W0gx1Q/wAqh7nfhVelJFLRY8yu+Oi4qbWpvKtCM43ECn6YojtHc8bm/lWJrlz5syRA8LyaLaj5vZ4f1MlmJOc1o2kWI1J9KzQK25dsNsB0OKcjkoLdmQ5/0k8g/NWpoEe/xPpygdbpP51jqcyg+9dD4NCy+MtNDdpS35AmmSmrNne/EGx87T4rxACYm2N9D0/WuD0/iQc17DqtmL7Sbm2Iz5kZA+uMj+VeOw5jlweCDUzQqbOz02QALk1sK47VzFhOAACa2oZS/wAozXPI60WZTlfxqbRBg3GcZyKBB+7Jb9aNKG24uV+h+tVS+Iit8Jp+G9CaVxeXceIl5jRh94+uPSuyoo710RgoKyOWU3N3Zl3XM7/WqxFWJuZX+pqvnrXxVZ3qSfmz26atFIaR0prR7hTxyo/GnKMjBrO5ZRaLDdKkCjHPWrDIDn1pgTB5o5gItmO9PUc9KkKY57UAUXATGDntUi5PQUgp4AFJsBSp96YU56VKCMcGl4560rgQ4weFpdxHYVKVz0FIUAouA0Sn1yaesxHpUZAFRs2ATn8qe4i4Jzj71NbB+bNUS5zxmkMrY601EB91K+O1Y8zszEnFXJizDkk1TkQKOevpXRBWEZt3ubCjucV2HhobdFRfSRx+tcpIoM6jFdR4bb/Q50/uy5/MCvWy2VqtvI5MYv3dzZIBBBGQeCPWvI7uBtK1i6sWziKQ7Cf7p5H6V66a4Dx3Yf8AE1s7pBzLGUbHcqeP0NezWjeNzhoStKxnwXORwa0I5N+O1c+kUqEYBroNOgeQoD3rlOwuhG8vgDHeooJPsupW85+6rgN9Dwa2UhQR7OpxWTeQ5yMcU4uzuJrmVjrKhPWq+lXRutPjZj86/I/1FTnrXbe6uee1Z2Fzwa3bE/u1+grCUZIHrXQWK469BXPW3R0UFozQ7VDM2KmOcVn3jEKcVizdEM0wBPP51zeq3YBY7hjFXLy68tCScn61xes35Ktz+tAx+hD7Z4pebqtvET+J4H9a861+x/s7xRq2RgLKzr9DyP516l4LtDHpcl44w91ISCf7o4H9a8o8Ral/aWvatOCSGn2rz/COB/KulK0TmVT32zJjG4e5oZCjbhT4gAc9KsbQR1rU5i5oZDSyr6gGpNZGbmIeif1pdDtsXMknYLiodXkzfuAMbQBWa+I9GUv9lVzNlO1TmpLE5gc+rVTmbJPNXrBc2oHqxqpbHPhV75atnhjk3TMV9B1q9/aVog4dv++ayr+MrJH2GzpVJ2wKSijeeLnSk4pFnU7pLiYPGSVC45GKzm+ah2zSqpJxVJWOKc3OTkyzZKftUJ7bxXVsgEEn+6cflXM2y7WQ4/iH866W7kWONsnsaiW56GC+CSMc3Qt9NQk9QTXNSyGaZmPVjVu9uC0ccQPRRVWJM1SRy16l7RXQfGmBmpNQuDLPtB+VRigffUdhzVQ8t680dTFNqIsf38+lb/gv5fGGmN2MuP0NYKkBq6Dwv+68RaW/f7Uo/nQ3qXBXie3DBArxS9xFqdwg6LKwH5mvazgY+teJXmZdUuGznMrH9TSnsTDc0rJmJXmus0yHfg81zumWjMRXcaZa7YxjrXLJnbEnaP5Oh/EVQsjt1SVc/eStqVcR4JBrDUldaj9CCKqn8SFVXus9Ho6UUV1S+E4ImVJ95j7mqzHGfpxViTqfrVVj81fDy1mz6CGw/PyA05DimkcAU4DBqGMeV71GV54FTDBHNB5HAqREQGaYQecZqdS3oKRlYc+vtRcZAqknJHFLtIPFPKtigK22ncBRnjJFOBIzzTBG3WnKvGCaQC7+c4JxTTKSegFSbFyATmneUgOcU9BFYszHA/QUBMnkE/WrYVR2oOMZ7UXArbPlzjFQMGx1FWZJASeRVeXG3vWkbgVJGA4Lc1BIOOBmpH+/0H5VHcnC9R09a2W4iioDXBPXiug8Ntzdr7qf51gW65dia3fDZ/f3Q/2VP6mvRwDtXRhil+6Z0Fc34tQ+VYyAA7ZWBz6Ff/rV0hrF8SKGs4Ce0w/ka+hqfCzy6XxoyYLBLq3WWFPz7Vds7I71ZwAq9getJp6vDJ8p+RuoPrWoB3riO4a4CKQoHNZN4Bg57VqzOQDxmsq7O4Ef0pDSE8PzYu7iEfdZQ4+oOP61t9TXO6G2NacesTD9RXTV2U9YnDWXvsYhw4J6A10liB5an8a5xlJ6V0OnODaxn2FZVtzWj8LLrHjrWZejMbCtM9OapXUYdT+lZM2R594huTACAa4tzNql9BZRcvM236Dufyrt/F1jL5O9SSPXFYfgmx3ard3ci8woEQ+7dT+QqoK7FUdlc6bUpotE8N3MqfLHa25CY9hgV8+RBvKkkbksw/Pk17L8TLsweFfIU4a6mWPHsOT/ACrySaEx2KEDjdk10Psc8INxbIkb1qyrKe9VU+6KeFOeDVGCOo0wBbJeOXO41gahLuu5ie7Gug08GPTImY87c1yM826Rj6k/zqI7no4vSlCKIpCWJ962NMTMEY9zWGz5rpdChL2yORx2zTkY4JXqEWrgLLGMchaxZGyetauvygXSr/s1iDLtTjsZYr+KyTHNWIEzzUSLlhV6NcDpVGA4EIAT0FWdUvN2VBGD1rNu5do2DqaY7NNJtz9azkdeGm0mii+ZJjxxUwUKlCqAxPvTJnxxV7I5ZO7HxD5S3cnFVtnNXrSMui+lVZImVyu08HFSnqbTg1FWIcZc4re0idYdS0ubptuFJ/MViInOT1qWOZormFh0Rw3602rkQny3R9DPwG9s141BF5t2zerE/rXsMjboC/qmf0ry/SoN8u71qaj0Kp6s6PSbTAU4rr7SHag4rH023KopxXQohEY/X3rlZ2IrXJUZFc87f8TaDH96t67OFJIwa5xGzq8XOcMacPiQqnws9OpD0NOpr8I30rqqO0GzghujKbkmqjff4q2epqq4/eV8Q9z34jx94c9qcBzTV4YfSngYNQxkqninGmpzinke9SBGRg96eTlf/r0EZ4oUAdqQDDwehxTSalZfQVGRj3poBjButN+bHvUvpxSjt05NO4huGPc5pNrA8samHXrQyk+9O4EJB6biaZJjHX9alYBTyaiXaT700BEkG485I+tMuiFXHT05q+PkQsf5VjXMpknIrSGrASNfmzmq96Tkjg1diUjHQ/WqN426Sto7iG26hYiSK1fDh/0ucesY/nWfGn7nPr3q/oHGoyD1iP8AMV2YF/7RExxP8JnRmsfxEM2EX/XZf61r1j+IjjT4/wDrsv8AI19LU+Fnk0/jRDaMNg9quqTj1rLtJAFUZrUjK7eTXCegxkn3aybxwCdxyK07qTCe9c/eSMx2gUAh+kvt16E/3wy/p/8AWrqiea4zT3Mer2jE4/eAfnxXaYrrpfCcVde8OhGZlBrW04+WzRHPB4rJjOJUPvWpGdtxkHqM1nW+I1o/Cax5HWq04wuc1MG+Qc1DL05rE2Rjanb+fbOhA6Vzmh2wtri+QDALR/yNdZcLkEViLGIb+XGB5ij8wa0pP3iKq9085+J9yZdT06xB4jRpWHueB/KuWFslzatCRuA7elavjWYXHi26lY/LEVjHtgf4msqG5CyHnj2rWW5vh4xUbPqQNptvHbNI3mJt4Az1NQW8G+VE/vHHFWdUu93kxr93BY/yqCxcm7X2BNUtjnqxg6yjFaGvfXKxwmNThVXArjNjSHPNdU8JkjkY9Ap61jJCqgURKxrd0itFb8gmuutttvp0Q/2RXO8Cta5nyiRr2AFEtgwTs2zMvbWS+vNyuoGMdKcuhsq/65fyNaltAI03MOTU4GTjFTzNHX9UhJ80upiS2JtNhZg27OMD0qKR9iEmtTVyFkhU8YUkj8a5u9nLMQDVx2PLxEFCo4xGeZ5k+7rjpWpawbImduuCaztMh826APpmt24AjtJccfLik9zehH3HIwycLmqrncanmPO0VGibjVHCzX06IGzVzTHBmuMdhSQ3KQWDIWAIbiktrqCNdzNlj2ArOzuejGcXFJsrTwCKdgBx1FU3/wBYf0rUupo59rICCBg5FZinzJ1GOpxVo4qiXM7H0BK3l6Q7/wB23z/47XE6JbkqpHtXY6rmPQbkd1tyP0xXPaLD8q9qzqs1oLU6ewgOxTjNar/LH+FQ2SYUVPcHiuc6jJvHyDXP2i+ZqwPZQTWxfyeWrVmaMm+SeY+u0VdNXkZ1XaJ6WaZKf3T/AEp9RzA+S30rbEO1KT8mclPWaM08NUEy/Nmpif3lEy5Ar4o90rj73NSDJpnc81Iu72qGMkT6VJg4pi5yOlSgHAyeKhgR4oH1FOZfemHigCTGexpMAnoKFbjtTgfpQA0rjtSAZxT2ING4A524xQIYEwfejA5y360FsnJBxULFSeRTQEhRCeo/OpFijUA/Ln61DlAeDTXZOoYZ+lVYBt7OBGRkcehrJgXfIXYg/jUl64c7AfypYFVI8nFbxVoiJGYKPuqazbghpR8uKuuRnsPWqL4M+Bk1cUBcRf3fB61Y0f5dXI45jbp+FQKCE59PWnaQca4oJ6xtx+FdWB/jR9TLEfw2dPWP4kXOk7sfdlQ/0/rWxWfrcfm6NdKOoTcPwOf6V9TNXizx4O0kc9bSHArZhYsikcfhWBZyAqtbcDZXH8q89HpMS4yU5NZFxHjmte6YBBWPcv8AKRVCRRibbewMO0q9frXdHqfrXAxHN5D/ANdV/nXfnqfrXVR2OSv8QnatG3kD7G/Cs6rNo+H2/iKVaN1cVGVnY2UOVxTZOwpYjlRQ/Ncx0opyLkVj36mMpMOqNk49O9bUinPHSsy8jDREGhOxdrng3iqXzLi+m6l525/GuXjldG+R2GfSuw8e2ostQkt1GFlPmL9P/wBdcZC5SVW9CDXVHY5q8rzSRcWR5MeYxYjpk1NFcNbzeYoB4xzWuqxuPmjRh7imXVnai1eQRhWA4xTuaPDTiudMqtqsskTR+Uo3DGQTVTcwxz0oIUDimMeapI5J1JTfvMR5SBnNTQ6kzzhjFkD1aq0YSS4VJCdrHHFbcGlWyx8hs/WplbqbYeFWV+QjfWWyFEK4H+1Sxau7PxAMD/aNTJpNuzYCNk/7VU72OGymeOIHC8HJzz3oVmdFWVenHmkyDVL9p5C5AUkYwO1YuDI9PnkMsntUkSgDNUedKTk7sfHvhH7slW9R1qcGcxkuZCD65rYtyGhjOB90dqLuTEDrk/dNTc7lhrQvzHN43sTUqjAxUakYwKe7bUqrnCIIZLh/lAx05NXI9Lk4zIo/Wk0r5w2f4TWrGu58knFQ2ztoUITjdmRe25tFA3btw69Kh0wp/aMIdQQzqOR0Oa0daXMUQA53YrO04BdTtS/CiZM59NwppmNaHs5+7se46zxo16P+mRrN0RCIgQK2NSj82wuk/vRt/KqWggfZ0OOuKyrFYfqdJajAXii74XrxU0I+UHHTpVW/kCqT0rA6Ucvrc23KjuKk0qLy7BM9WyxrM1J2nuAoycnA/Gt6NBFEqD+FQtdFFdTmry6Hb0yb/VN9KfTJv9U1PE/wZ+jMqXxoym+/UrDcAPamMvzc1IgyOlfEM9wr7fmpR3qVl703BFSAL1FSgk4NRrk96eCaQx56VER7VLu47VEw4PvQhDVPIp5wvI/OoSee9SRtkYJp2AcHz6mnZHfAqFsq3UY+tN3UWGSnB71EevHNJu9+Pak3npjimkIdjPNRTEKp9akMhA/wFULiZj8pH4VpFXYFbyjLNnIwDU7IRgZ+lMD+WmCtJHK0km7yzxW2oh7q6Lw2fwzVFfmn6c1dkaR8/ux9RVWDc1wSR0prYC633e9V9IkH/CRRrz9xgfyNWm37M/Lj6Vn6TIT4iQnHDY/Q10YJ2qxfmZ1tYNHZ1FPH50EkR/jQr+YxUtJnBr6w8Q8+smKqFPBHFb8DcDHNYcsfkandQ/3ZWx+ea17Ukqo715+zsemneKZJcOXbBHArIuzgkHpWxOuAT39awr4nzCOKYiG2G6+tl9ZVx+dd6epridJj8zWbVf7r7vyGa7auqlscdb4gp0TbHVvQ02itJK6sZxdnc3bZ8jFSPiqNjLwM+mDmr78gGuJqzO5O+pVkbJ9qz5xkEVoSADPvVKYEA1JZ5V8TdO3w2t2oAZZNhPsa8x1C1+yTYX7ua9x8a2/n6JNlc7MMPqDXjmtBSyr3J3fpXRTd0Z1KceRz6mhZSCWBHPcCl1Fv9Bk/CorIFLaNSP4R1p1+oazfjriq6nXJ/uX6GMitJIFTlm4AqWa1uYU3PGQPUHNSafb5vYuD1zWzKAWI/OqbszgoYdVINnLICz59O9dfF80MeByyiuceDyZ5EA4BOK6mwT/RISeu0UpG+ATU5RJ4oxEhYnmuJ1G5M07kEnLH+dddqVyILduexrhoQZLhAe5oiVj2m4xLVvppk+ZpMfhmrL6aFGBNz9KuRjauAKkROdxFLmJjh4WWg+FPKhVSc4FVbtiYZCP7pqad+ij0qrdZW0kx1IpdTWo7QaRmwRq0qKx4JANWr+2iVP3S89etQWsWLqNpOm6rxYO7uRwAcVbepxUoKUHcpWD+VMF/vAg1vQrhc9657T133sYPfNdLwkR9MUpHRhNImTqcm65hj+ppkkP+gSMfvL8wIqtcyGTUlyeAQBWhd/JYEZ5bikxXU+Zs9d0q6/tDRLO4/wCe0Ck/UjB/Wk0JQIFHpxWJ4AuTceFYoyeYZXj/AAzkfzro9KTGf99v5mpq7HPR+JnQR4ERJGcCsPVpvlODW9wIDnGCK43WLjDsncGsDpM61j8/VFyPljG8itw1m6NF8kkx/jbA+grSrrpqyOGq7yO2qOc/u/rUlQz/AHRXPj5cuHk/IrDq9VFJhzTk44pWXilRdoxXxjZ7QhPPSmsDnjv7U/YQc4pcevWpYEOMU6n4460FfzpDImYgHnimlsjtUkkZIqEgjrxVIQhGaFGMc0mRjBJIpAV4pgSlQ465PvUTLgnFSoQOcimsFJzmhARE4bG6lVgOoBxRhQevFNLBR1qgGzzBRjpVJmDNk8/pU0jbs5NV32jADZHrg1rFANZ2ZsbeKljZlXtUKqrNjkirSW5I6YHoaptARsT5ZZmxntVW3++T6mrF38kRGB+dRWigHBbB9hTXw3ET3EipCQAScfhWZo5P29ZjwPNH86v6jtS0chieKzrNBDArnrnNbUHy2fmTJXTR3ZpKA25Q3YjNFfXxdzwjkNXh8vxDIccSKrj8sf0q7bRjAIo8Qx/6dayeqMv5HP8AWnWwzGDXDUVps9Gk700F4xQEAcfzrn58s+TzW5fHJPB+lYdxgZz/ADoRXQu+G49+rvIRxHGT9M8V1lYHhWL9zczf3nCg+wGf61v11wVonBUd5BRRRVkE9rJskx2NbOd0Y6Vz3I6VsWM3mRgGuarG2x00Z3VhXHP1qN03Kc+lW3TjNQ45/wDrVidCOZ8QWgm02eMDlkIx+FfP2sZF1CO4GD+eK+mb6HfC+RxivnTxZam18W3Fsy4UOCv0PNa0tyasvdsSpIOBjp6U3UJVW0UZ5LCkXrnrVbVFJijwe9aLc3qu1Jiac268XHZTWwqE5OKw9IiY3mT2U9K6OJeenFEtxYNfu7mBdDN5N/vYrpYj5Nqinsorno/318PRpP61p6hdhEKgj0oewsLKznMytauzIjKCcdKybFd13GMVLd7mj3Hu1Lpq/wCmKcc4NOOxzVZOdZXNkKAOlDSbVIAo3Y45zTlQsck1B327EUce8ljzUl2qpZSkgfdzVqNAq5Pas3V58WzoO/FNCqJRg7mPG7SXAA6DmrrllgOOwNVdPjzIxPpWyltujbOfumm9zjowfs20ZFgpiuY5D/eFb1222IqOp4rEzsXI4xWqxMrgnpgU5BhZOziYc42X30Iq9qz4tolBxls1TvP+P6T8KfqUgdIMdlBpmfNbmR6F8NJlbR7yEHlJw3/fS/8A1q7TSVLSkYP32/nXnnwzkxPfxdN0cb/kSP616voNiyo87DG5iRkds1FXYKS95lm6ISIqRyK4PWZA12xXvj867fUSNxOeTXE3kfmanEp6M/P4VhFam03ZGjaxeRaxxjsop7tt6U4nimNgqCeuK7bWRwN3O5qKf+Gpqhm7VwZp/u0vl+Zvhf4qK5GTzTd3z4HTNPoCjOStfHs9cTIJ/wDr0cDj+dPG3HTijg0hjM9Bg/Sjnrign5s4/OnZJ6cUhhzjGKikiJB5qcLkZoJ4xikIz3jI64qEqQOn51fcD0NVnUnjFWmMjQkDmpe1QPkf/WpYpAQRyKqwhSwBqvKVHJP51M2M1VcdePxNWkA3OemOfSojln9foaczbG60saE/N6+1aLQCSGJs8Hn2qVgy8YNKhMaggsT9Ka8zMpJGR78VOrYFO6UOyj86fbqBkbaZ5jCQnygffNWLcu5ZgACO1W9EIo6pnyQoBHPORVfKRRruYfTNS6gXeUBmJAPeo1toprhEBz6gCtY6RVxHX2Mom0+3cHIMY5qxVXTsfYwgBAQlcGrRr6zDy56UZeR4lRWm0YniJfktG9JCD+IpLHBj9sVN4gXNjGcdJR/I0yxUiJRWNb4zrofAVdQZQxwTk81z923B+tbept+8bjmuduXzu5+lSty3ojsvD0PlaJBnq+XP4mtGo7JPKsLdP7sSj9Kk712rY89u7CiiigAqe0kMc2M9agoyQQR1qZK6sVGXK7m+CSgNMPWo7KbzYQfz9qsMO1cbVjui0yrcrmHBHU14r8T9GZNbsr6NcCQeWx9xyP0r2x0dgB261yPjnSjf6FMyLmSIeYuBzx1/TNOLsx8qloeKqHX72CPaquov/q1z6mtM4wKx9SYG6C5+6tbxKxPu07FzRhl5G9ABWxLIIbaSQnoprK0dcQO3q2Km1S5CwrADksct9KbWpVOSp4e5StZAl1GT7n9KZdSmaXA55qtHL+/YjsKvWsGfnalIxw+sLFW+jCW0f+9/SotOybvC9dpqzqa7kj9NxqpHmDLoSrdMjrVJaGNWShVu+hvLHtHPJqVFJ5I4rnhNM55mf/vo1oaZIxnbc7MNvc5pcp008VGUlFIvzttHFYeosTGB1y1a02XbAzVa8tx9lDcZDDrSW5piLuLsVtGhzJITjOBWrczx28TDcN2MBaxC20HB/Koi2AeaqxwwxLhDkSEbLEAng8VuKMcZ7VhQZluFHUDk4rVhOGOc0ma4VWTbMy+4v5PTiptP0bVNek8vTrGe5KDkovC/U9BWxoHh2XxN4mW0GVt1AeeQDO1fT6npXvlnZ2ekWMdnZwpFEg4VBj8frSlKxn7Nym+x574F8B6ppV8bzUzFChh8swq4Zic55xwMV6S7C3gIXgVC8+0kk/Wq11dho+D1FYSk2bqKRmXtyS7H0/KubDF9Vjz/AAk5/KtLUZym7ms7T08yZpj2GPxqqa1M6rtE0z901DSt9446UldTOI72mSjpUmaZJzjnFcGaf7tL5fmb4b+KiDbnnpS7PSpAAPWkLL6Gvjj2CMLxQQBS7weAp/Ol3D+7SGQkc5xSZI428mpSeCdn61GWOc7B+dADwSAOKR2yOBTS7nooFRM7ZOSKLAPy2OgH1NNIBySwpo2seWWlAXOOw9KYxjRKw5GarT7YE3EYA7VafqcfzrLvXdztVc/jVwV2Id5+5e4zULvk+tRKHX+6PrRmTp8tbctgFBQn5uKsh0UD5qrD6D8qUMeykfhTauBI90O2T+FVzdb+PmHtTZJHX+Fai88FuY+PWqjEROJvlOEPJ71aQSJbFvuk88cVUimjZh8+360upTLFYM/mEjuQSafK20kBQKM8xZs4z3rS0+ICRpNuMd65yDxBpwbG6ZucZCV1NooW2JJBz3zWtenOmrSVrkxknsaWkSl45wR0kyPy/wDrVo1kaS6CeRA4JZc4+h/+vWvX0eXy5qEfI8nEq1VmbrYJ044671/nSWq7IQfbk1Lqez7IPMZUTeuWY4ArIuPEGlJHsXUIO/8AF/nNXWTctDSg0oalLWblUdsHr0xWIFLyxg9WYDH1NSX+pWM8iMlyrAn371RTW9Oh1GANKWVXDMUQkYBGamMWVKatuep9AB6UymW9zDd26XFvIJIpBlWFPrrOIKKKKBhSUtFAFrTpAk/ln7r9PrWyw4965wMUZWHUHIrpIyJYFkXowzXPVidNGV9CKoLmASRnOOeDVkjBxTWxt7VjY6LngXizQ30LW5YkB+zS5khPbB6j8K4a8bzLuQ46HFfRfi/RV1nSZIlVfPT54jjo3p+PSvnKZHjuJUlUpIrkMp6g55FbwdzLEzvFIkhuZoU2pIVHoDUcsxOSSSxqIsQcU+CB7mUKPujqa0ORc0nyot6fbmQ+Yeh5rXACrtpkSLFHhRjFSA55xUHr0afJFIoamAsMf+8azclzitTVF/dx/wC9/SqtkkLXAR1yCM4q09Dz8RFyrcqIVGzrVqwkH2rAI5U1f+zW/aFaVUij5SJQfUCk5XNaeElGSbZIBzkmo7wbrSUDsM0qMXPTildd0bD1BFR1O2SvFo58k5qOVHGMqwHuKdnaQfQ1r3UYltCRyQNwrRux5MKXOn5EOmGNIJQF+cHOfUVI7/Mpx1OMVn2lx5NwrZ4Pyn6GvTvBXhNdQnh1i/jC2UTbo42H+uYdD/ug/nUT0OzDzvC3Y67wZ4aXw9oYklXN5cgSTH044X8BV9r9BOU3fNTde16Gxs5JHbaFHc4xXG+HdTOu6vLKhJt4Rnd2Zj0rHfUq6udlcPhSe5rPlnPl8dPWjULkKpw3AFZV3cNHZoDwW70rCKN/OXkKg5Oea0LaHyoFQ9ep+tZVqnnXqr94D5jWyTtropR0OStK7sMPBNIaU8nNNPWtEYI9AqN/9Yo9qkzUTcyZ9K83NpWw9u7OnCL95cXaTmg4xjFPLooAJxn1o3o3Csv518geqRbR2oICjr+FSFMj74+maYyhe4pDIice1Qu2cD3qZh7VGzbFJ2mmhlaVyDgZqrISe4zU+GkYtyD+dRPb5cDexPvWi0GMBKYBYmkEsrZ+9intAYxkk/zpoVmXoce4p6AMaREB5+bqTVDmVyRIyj2rQaAMpXA568UxrbyI+FX8BzVxaQij+9jOCQ3oaVJc9V/rQ7HJUqM+wpV45Klfc1qBIHXOdrD6VIDEx+/z71GhBPY0pCY4UVLsBM0I2/LtP0qBoYx/yz3H6UqxhhlSoI7Dg0eckQIYnj1NCuIrPbrn5U2mq12A0UkABOVI696vpPHM3t61HsjYM7HOTgZFaxk07sHqecCyl3nEbYBzgE16jGfK0qAsNpMYJz9Ks2kKRLvZV47461W1GffIQoztraviniGk1sZwpqF7EWjz51tF/vRtn/P4V09cTp0hj1yGU9M7fzrtzgdenevby2X7px7Hn4xe+mea+PZmu/E1nZZzDDENwZsKGcnk/hiubn2XWtCBV2RoQME5AUc9foK7++8Fw311dahLe3AvLhiwdW+VF/hUL7DFcN4m8N6loaLdR3SXSMx3ny8EGu1VIvQxdGSVytFbw3jXNxJ5yrEyhVgIBG7v9O35DvUUOledfSq0y+VC3lLznc3UnPYc8+9YMk63Eq7pVjl6M24qK6fwz5cmmqhVlIkYKcjAY46+vGKsyOi8E3I07XpLIzhILmM7Y3frKDxt+oz+VeiV5NHZt/wlmhwq43i5Vty9gMH/ABr1mmAUUE460m4etAxaCcDNNZuODTcn1oAduB7VuaTODZ7GP3CRWAKr3evxaHNa/aDiC4mEbNn7pPQ1E48yKpytI6xmy5x0qGUkjHQVI8yLEDnk1CoMuPQ+tcrWp2plSUExsFHX2rzzxb8Ol1uQ6hYOsV6f9bG3Cy+4PY/zr05otpxxmo40wx/pQm0xtKSsz5v1Pwvd6XL5d5Y3MJ7FwcH6EcUkFt5KAIhB+lfSs1rDdxPBPCkkbcFHGQfwNcFr3wvhuHM2jzi2Y9YZCSn4EcitFO+5pBQT2PLfLkPY04Lg8so/4EK0tX8MaroZ/wBPtCIycCVG3ofxHT8azAEUDgCqR0JoqanCzwJhlwG5/KqljAi3cZeQenQ1oXzqbRxu56jmsaOdUkVt3Qg9atbHn12o1lI6Tyo8feP4ClEUXo5FQG/thyZk+m6mHVbNRzMv4c1Nmd3tYWvctnYvRP1qJjnjaPzprXONh8mU70DodnBU96gl1AROUaJww7cU+WXYmVel/MZNzGI7mRNgHORxWnZs01oOFyPlPFZ1zd/aZgyR7eMfMada3dxCGCQFwfQdKrlZ58KsIVX2N7wh4WOu+LIrKUZtIx502OMoOg/E8fnXumpSRWluqbFjVF+UAcDHavAdL1/W9Iv11C0hEboCGH95T1Bq5rvxE1jW7L7MEFur8MysSx9vaolTkylVpwvyjfGfiCXWL17OGRfJjbLsDgEj+ldz8PdNWDw4rcvLKSxVMFmPp7D3ryW2sZGw7fXk1ehu73TSWtbh489TFJjd9R0NW6Hu2Mfb+9c9mubQSyhrh0WNOfKQ5x9TXPapN9pusLzHHxgd643/AIWBqvkGGcJKvr90mqEvi29dCkcaID3BJNZqjI0ddWPR9Lh2q8p78CrhOTmsrwxIZfDttI8vmO6ks3vnpWpWqVtDnlK7uIRSUppDTEd9mmR4MjZrw/8A4XP4i/58tL/79Sf/ABdNX4yeIVLEWWl/N1/dSf8AxdebmWGq4iMYw6HTh6kad+Y912Bzg80fYoie/wCdeGr8aPEaj/jz0o/9spB/J6D8aPEh62el/wDfqT/4uvFeT4nsjsWLpHuTRJGNoFNCxj3PevDf+FzeI/8An00w/wDbJ/8A4ul/4XN4j7Welj/tlJ/8XR/Y+K8g+t0u7PcflB/+tUbugGGHHrXh5+MfiI/8uum/9+n/APi6YfjB4iIwbfTj/wBsn/8Ai6aybE+X3h9cpntbSR9v0FRqql9x6dsjivEz8WNfbrb6f/37f/4unr8W9fUY+y6cR6GN/wD4uq/sfEeX3h9cpntRxLwpQe2KY8pi+Vk49QorxVvivrrHItNOU+0b/wDxdSr8X/EKjH2XTSPeJ/8A4uj+yMR5feP65SPY2lQKWBBHpiqTXeW+6R7lc15I/wAVtdc5+y6cPpG//wAXUf8AwtHXP+fbT8enlP8A/FU1lFddvvD65SPYEtYmIeRt2fYj+tOe2ijwoQ4POea8fHxU1wAAWunjH/TN/wD4unj4r66E2m005h7xv/8AF03lWK8g+uUj1spFFzwT9TSfuj6/gRmvJD8VtcYYaz00j/rk/wD8XULfE7Wm/wCXXTx9I3H/ALNQsrxHVL7w+t0u7PXtmw7o5c8/xLU4lgkx5ipu9sV45/wtDW/+fXT/AK+W/wD8XXpWmXUmoaRZ3bMhkmgSR1TGAzKCQM/Wsa2Cq0bOa3NKdeFR2iXrqNGZjbw4bGOOlTW1o4CvIqhV+77+9NtbiGMfvQEI74wDVXUdZjX5IWH1HSudRk/dRsXbiZVQjeAfrWUZwisN4575zWa15NI4SVyit0YjipJYpAmWlTaO4YV0Ro8pDZMMRMkm5euST2rszMJURl5VgGyK5aySG42QM6t5nHB5rplVYgqKNqKAFHp6V6WBckpdjnrRUmm+g8gsRg8dxWHrMCXStFIuY8Yrfx8hx+dZl4MrXcQeH+KdKex1DdHGTEerDt9ak0vUH0n9xNG6wXKiRQw75wCtd/q9jHOHyobsRUXhrwNolyXurmGaSSJxtQykJjHcV005X0OSrC2qGeCIBq2tvqQiP2ey3KsjDBaVhjgegGfxr0Wora2t7K3WC2hjhhX7qRrgCpa1MAowPQUUUDGkD0FMqWoqQgrz74mTMY7WBegRpD7fMAK9Brzzxqwu9ZkthyUtgntknd/hVwV2TJ2R3ngTVf8AhIvCtrJIf38A8mX6r0P4jFdYqbUAHOK85+Djqulalb5+dZ1b8CMf0r0hc8g1zVI2k0dtJ3iiFlzIOvSniEAZFGCB709WwnPesrGxG2EGaybzWlsXy5AX3NbEinyya8s+J9x9j0yCb5wDLsyo6Ejj+VFug72V2bPiTVYNb0yewTpMm3j+deHz2UUcjpJNMGUlSpPcV3PhPVPtaxiQ596zPG2kiy1X7WqbYLr5gccBu4rai0nZnPXvypo5B7OAH/WOacljCx/1n4GpWCgHaykZqIsy5OR+dddkcLbEazQNjPHrUEkAQHHb3qUsc4qGV+CKVkNXN9p9lvaZCqPsqDPc81CrGS6ldlGBxyM1WuJinkAbflgTtzUBuQ0ru/PUYzVXIsySK4hiuNzKxA7HGOtTNqxzxGqjrgVThGWz8vAxg807Ypk7D2oGyWTU5nUqvQ9QBVUrNJ8yxke9WFkRWG1QPwp/2gA0eoDYrOWTBkl49BzU01tHBGSpZvq2KiN2p7cjmnG6WbrgZ9qBalFwc9B1oEZJFWhEpyVGRjrUaKzE7VOB37UrDuemeF9g8OWgTsCD9c81r1z3g1idFdTkhZmxn8M10JOKxe5ohtIelLUbDBpjPCaKKKQBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFbVrPcRRR+VM6fIACjlaxa2Le5tEgjV5lztGV2t1x9KajGXxBzNbF4XWsy8Jqc+PR5TSi212Q586V/925X/Gqq39qCF3/LnrtPFXYtXtAv/H2q/wC9Ex5/AUKlTXRD9pPuJ/ZesNgSSbO/727Uf+zVueEGuNJ8TWsskyTxSMIZEXLKQxAzk+hweKzE1TT2IDajbIAc7hbSZ/lVuLWtHtZorkalJPJGyuuYmUAg56Yq/Zx6WJ5pHtlw8FuyAxoGJ4woFVLi9QSoMjbn/wCtXO3fxE8J3BRxqfzBTx9nl4J/4DXNaj400dpLY298ZB58ZfETj5AwJ6iuWcW5bHZTlFR3PVQ+6Hisq73EkZ4rIX4keFFTA1TJ/wCveX/4mqd38QPC8iMY9UJYjgfZ5R/7LUcr7GnPHuTXI3IxI71peGG+W6X3U/zrkZfGXh54z/xMfm448mT/AOJq1onjrw3ZvOZ9R2B8Y/cSHP5LV000zKrJOOjPQjS1yn/Cx/Cf/QVP/gPL/wDE0w/EfwoT/wAhX/yXl/8Aia3ZynXZ96K5D/hY3hT/AKCv/kvL/wDE0o+I3hTP/IV/8l5f/iaQHWkj1qOuW/4WN4Uz/wAhX/yXl/8AiaT/AIWN4U/6Cv8A5Ly//E0AdSeK8w1d3bUppXGQXJ3Z75/wFdKfiN4Vwf8Aia84/wCfeX/4muF1PxRptyzCO6LqWJ5jYcdu1bUmluZVE+h2nw3u0tfENxEH+W5i6erDnivWnxtDA81806T4nstL1S2ukn4ikDEbG5Hft6Zr2F/iv4Lwu3WSemR9lm4/8crCuryujrw8rRszsgCzHNMzswWxxXGy/FbwaCDHrBP/AG7Tf/EVSuvip4WcP5eqE56f6PL/APE1z8r7HUpR7noDTIqliwxjmuC+IEKap4R1KKFNzJH5i8Z5Ug8fhmsgfEnw/NKUk1MhccEQSf8AxNObx94TMJi/tUFWGG/0aXkf980rSunYTlBpq55l4Q1T7Lfpbv0Y/Kc16RrFg2uaRJAzAMF3I3+0On+FeOXv2eDU5zYzCSBJCY5ApGVzxwQDXd+FPHdpaKkWrSFVTkPsLfyBrSUHdSRlTqJxcJHJyWzQyNHICrqcMDxg1E8fHX8a6vx3rfhvVri3utIn3XLEic+U6hhjgnIHNcd9pt2PzTH/AL5NdUZXWpxyjZ6A2R+FQSZb86sLLabjun4/3T/hTHmtsDY3QjsabaFqPvX/ANJK5GFCqDjsBUcMe/cxwAozj1qzLdWJu2kJMm5uGIOAPpVdJ4FDEuM5GBtPIo0AsKkabxyCoHGc0jBmUccjigXluTKfMUbzx8pyB+VNW7twpJm57Daad0TZgEcnp9aUW7MeW/Sm/bYQ2RLgf7ppx1CM9JiOOykUXQ9SVbMLncx/KpY7aJQWJb8TVQXkRBDTH8QTUf2i3zy+fwNF0KzZqiaKBThU/Hmqklyzg+9U2uIiOHA/A09ZrdSpaXd6jaaOZBZnpPg7H/CPRkd5H/nW7XF+HPEukafpjR3N7sdpC2PKc4H4CtX/AITTw/8A9BD/AMgyf/E1m9zRbG8c44pjHmsM+NNA7X//AJBk/wDiaZ/wmOg/8/4/78yf/E0rjZ//2Q==", "path": "003182.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003183
Men Tshirts
{ "bytes": "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", "path": "003183.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003184
Men Tshirts
{ "bytes": "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", "path": "003184.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003185
Men Tshirts
{ "bytes": "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", "path": "003185.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003186
Men Tshirts
{ "bytes": "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", "path": "003186.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003187
Men Tshirts
{ "bytes": "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", "path": "003187.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003188
Men Tshirts
{ "bytes": "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", "path": "003188.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003189
Men Tshirts
{ "bytes": "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", "path": "003189.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003190
Men Tshirts
{ "bytes": "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", "path": "003190.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003191
Men Tshirts
{ "bytes": "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", "path": "003191.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003192
Men Tshirts
{ "bytes": "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", "path": "003192.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003193
Men Tshirts
{ "bytes": "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", "path": "003193.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003194
Men Tshirts
{ "bytes": "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", "path": "003194.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003195
Men Tshirts
{ "bytes": "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", "path": "003195.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003196
Men Tshirts
{ "bytes": "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", "path": "003196.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003197
Men Tshirts
{ "bytes": "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", "path": "003197.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003198
Men Tshirts
{ "bytes": "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", "path": "003198.jpg" }
Given an image of a category: Men Tshirts, which has 5 attributes, predict the following attributes: color, neck, pattern, print_or_pattern_type, sleeve_length.
003199
Men Tshirts
{ "bytes": "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", "path": "003199.jpg" }