diff --git a/.ipynb_checkpoints/NPBinaryPlots-checkpoint.ipynb b/.ipynb_checkpoints/NPBinaryPlots-checkpoint.ipynb index 8885ea6..57df5d9 100644 --- a/.ipynb_checkpoints/NPBinaryPlots-checkpoint.ipynb +++ b/.ipynb_checkpoints/NPBinaryPlots-checkpoint.ipynb @@ -12,14 +12,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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AYumA5JFAEiATa5RuSpBjbimuW0j2qCdjz0ACQIDUO4RTJokRmG7zQ1D+IgqEE8snogyG4fWZxNQUrthh/u0nXZn1qlvNRpxEtBpqiQ7zDQmcaRPJfOuAcDT501LgVKH1ulMHNy4sAWy7pqMsg7HLwcGdFyDYde1Jvshi6ovL9Al339e/vhbkB+CViPz81f9/2BQkdQUA/zSAP6+qPyciPwimxJ+0Pkmu9/X+/BPXZyIYwglk6OGcQzke+TQziQ3FuQW4jCa0zkSIQCMQ5DK1mgiFzg6YF2jORJhaKLt6OJLwcNLIlEZCRI+8IfkAJ8i3G/jXJz5VnUBvDnY8hWyeBYrwSBSKQFSlpRgSXKUpJbqGUvK+W9HBXFA6x9rOUlZCoTKGhiThTA9oda4aaP20imqJzBLyLrLulQoQHMrGs3g/84bn9mRblm0wMoPvCQWSBnTTxBqZBbe8iZBcML0aiNYU8KNCA+CNVfZjaueEQcVhuSFpEE7GRBdd9aAwvSDITksC4ikhdw55cAgXNZmM6S13gVIeGPtsousSBTkKT7d9FSV6OJGG8BuzrYrceYRzRu4Z0NUJWWZDaO39tms9tgSiPikKV5T11acLNAbk4dC+S1Gy9OqNgY4egDZpkB8ThOpvpF2gpMbOQZUB8dpydh2ut4g/rcFM5gSn3rISnn8+8KWpHkrnmYxMM2TOrUb+aZcCWL62muEHqvrtX+H3XwTwRVX9Ofv/fw0Gw98Qkc8bKvw8gN+82v7j5HpfBPCHvuznP2M//+aP2f4T12cjGCooKegiJEToMjfk564RYd+TOfaOCC0Gav2ui8P1i9ICSIB0kcFzXkXRTTQNkIQpPVOMhZo29Q4uZ2oHu4gyhDekLCiKMngiJi+QIig9tXwAGEiW3F7jloK8DdTj5QKXlAExs0OhdURcd4M4Bq0qtC5RULqAcKoymNKYSQqKM0ofeFNeFkgpSJsN5jsKvnPvkKzA7ydtwY/Hy/cqkbKUtI1wlbABkLcBeXCY9x5pQ6Fw6ilwLnu/Co8tSOfoML0IPA9ZMd8GY2wF3VNeO0nsL3UCV6hhrB06JQpqd1C48JxVJKlOMN8EKw0Upp9REJ11ynSG0uuDzgmRpzHJuSJbZ6SPAKVDk8kARJ8qQKndRsLjz30kGnxvy2zC1e15/AyGgNyuJEsw4skuDQBAOIFEV5T2PTCAmuTpTHF+K51EitTTTVxlRiJUGASHvGOpoyFPQ7jl1YHs9/wWCZS3kCar6q+LyN8XkX9MVX8ZwB8B8Hfsz3cB+AH7+7+zl/w4gD8nIn8dJFAeLGD+FID/UERe2Hb/PIB/T1U/EpEnEfkDAH4OwJ8G8J99pWP6TARDLRllmuAAojnnV5SUmeLK1gJbDNCnI3CzZxpbCmSSlX3OmZ0sL+7IHG8HIseqG5wXCrFPl/b+bl6IGDc9yqs9kI1NNkFyrXdxY0EZmB7nTYR2Du6SeLObbhDIDO6WipduQ1b10DFtFaKVZR+gnjeFnwvEkI+fMlMek1vgpoefiF7SLsBPGfFpbuloUd+Ewf5pMsG0rFo5BeCA4SNjY3uPtHGU1iQGn/ng0B0LU7cEiHpq/2yNd0wth9cZkqkFVAHyxlHXaF0oAGt60WqJtV4233ikQQBQ9Mxao6WxszZ0KGp1xQIsG4fuVLDsHOKxQPsazAv8SCF37j0kA90p80FQ2/CsXgqsaXmV+7gpY3qvBwqQbgNTZuvaqYJxNyu6+xndg5LddhT/543DHAUuAUDA8AGvuxIdz0UQuKRY9h55cDxXZ6a3CI4dIQDSiy1y5+Avq8xJ41pPLJ2375HHEx5Hvt4UCunQrw/FcbHjWVe4n1hSMZUBamfKp12svLyt9ecB/DVjkn8VwJ8FHy//lYj86wD+HoB/ybb9CVBW8yugtObPAoAFve8Htc0A8B+o6kf2738Lq7TmJ/EVmGTgMxIMoYB4D1WFf3kHPV8g2037tcS4EiiLtdidR5Ial5Haw0q4hAB3t3aDyPHMVr7R0oy+M0GrbZ8SEEEpTkfpC5xD3nWUywyBF10txge74LNiuWGtJ70c0N1PcMcZMi8MvsG3VNydF5RtRLCiek3bShS4SVu3QktjgyAdiFZ9KfDnhTdG8U30nXvfYIbkwmA4GhpNbBuTrIhnEhvqrB4K68gYhF0YA9PuMBZMt47dGxGAA9yyfj95AOJJmfYaapnvrLPHC+ZDpDQGaMJfP9bukYJwFhTvW7BIG4fu0dBScdCFn5upH4ORZOssKYZ+p/UuDGem3uGUEC7UV/rzQnQ8UXaTDp19Z9JS7O7DGenQw18K8obyIHa/2Ee1B0wEpUvxaUZ8PSLd9ijK7f2imHcOLlETClgtUIFwZvD2M4XmJQqAAZ1tU9NYd0nwQ2hi8Sq7qUQPdP1eASDdbRDuL9AuYDl0LfDGo9WXF4r6W2mmj/BPI2Rg91ANop92sQPl7SxV/SVQEvPl6498zLYK4N/+hP38CIAf+Zif/zyoYfya1mciGIpzRH0hMA3+hveByt7mTJ3h4bAGRA0MgpcL0+curuVS7xkcrdaHEIB5Jtq8O7AGqNoIGnjXAqQO0RhT1nzS3UDN2JjYXwoAm4gg1ML5uSBtPMKFwUZ7TzOFxJ7j69T6upVs3kfkgXWoYMLsZb/WxDLQBLxpH4l4jEms/ax559auBnWIH41Idz3RT2L6rZ2DPy2tjawij2VPpOOywp3VOicC1JENRRSkjUC3dopmhR8ZHNXT7ABCcfH5LmD4KJPEuQqC7aY3RlpNU+hnNUSjmG8sOM+KPLAzBNbTXLwFmJq+z0RbANA9aDvvUkimxKW0HnD1kZ+3ETmsT/oL672SCtvNs0O4FMyWZqtj8AWAeEEjQlwqkLkg34VGjnXHgtxJu+5yT2S77L2RNUTIte95ubGanav1XorCXVIgFbjROk6U5BWyQsYJ5XbbrqHSBcy3HYOqsdeuNgXkwizJiBKXMvLLnX0f6WNNH35nS5A/lpv4vb8+E8EQTpoLjaaR5SzrKJGUgR3b3doX+vBEIqWQaKmMMwDoPEMvI3SeIV0Ht9kwIMZA4sB7Bkq5ujiWBN1teKNMRD3ptmc/cccUK98Mdjys1bnLiLyLiNaKBgVRiQjy7Y7prR1vumW/aW3ub+ynpai1la3GZ3ErQlQnuLwfKWzuWczvHrNJZ2z7oki3PbJ1hIRzNpLAI22YVjeRNIDp1iOeC/ylwE+FfbyJCJVkAgkSX2v2AoSLwi8KPxXuc2Ra2t9bTbMD/KUetyOZFK1DxRBs95RROmkEznyw4LwTdI8kN9RZIJEVzZUgwNahv+cDMneu1RabK44XdpwIkDtB/3p9vTogWO01b3kdlI4kRe5rf7GgBKB/rD3UuiK0JQMbZgjdY0LaeLi5oHtUTHdMP/1UkLYOy4ap9qKCzUeZ6a8jsZG2rqF/qIfLwPjCoztaV8o52XtSUiVF4T+kVqbc7pgtZCWZNF/1e5/tAZ8Lyi3vm7zvee2CgdOPb6eFjgTKczB8d0tB5CYkPdB3K9zfbUgm9JFOLB88QUSg80L5zN2B/cb3VWDlDSkKZLtthgwAmLqWAuk7oJgWseuIDmOAexrpFiICf5yRbnqkjYe6nv27MIkE6GAS7keix5qupoLSB/gHozWrNm0pSIeItPUoISBc6LACEaQNC+7966XJOvzF3GaE9b1wUUwvrDZmBISfcmv3k1wwvxww3XqmZ5tVcpI71unYIsfDiqe1Na2yqrW+5RIQaYpDFGfbA0xN3cwAMt+SwEgbgZ+11fsAYDmExtRqAKaDRxgLwsjvOveCtPFIV9KgZSuIF232V+oBCI8hTFd2YrA0X1mvrG401TJrvPPwk+L8jRGDWU2VQKRbP7dbSnPpgZJQytHOj32X6sn4LjsPf9ehdGw5LNGhu6dsadnHlQX2/H0H6yfPiumGn1udb3XQbM/tMNJWLExkzZcbynj8JTX9qm769RYJDNrF8fjD2VCxOQRJKtBtj3TL10wvYvvsLbC/hUWd4XMwfHdLAPEOqpTYIBegrzVAk6iowj/NkGmBni8Ukd4eaKl1maEvb7mr0wV6Ebjdjin0idtqMP/DGIgy724AgFKYK60i3UKI6rx3CMfFpCmWtldAqYKyJ7OXAl1nXCpwTyPrhtPckKFGD7E2qXguDRGGMfNGUerU4tNSdw03UQRNgoUBh6hN0D0m3gD1gdF5pG1FS4CbgOr3V3zV7AmG19YrPVMWU6JZSHlB97BgOQT4ka8tUZrhQe2prTeUKAv+4wuPaEyvpJUVL0GQ9gzyUAaA3DuUyHrgvBe4DMSLtv2rk9XzTwRpy4AhhfIdCtZXxMz3I7rOZilWAmU2uRO4BTh/ztJwQ4hp46w+5+AmRdp5xKOhMUTkjkETAHIk4RMmxeVVQO4E29/M6B9YbpApo3SuES6VFZbC9sSKCEsQpIEItn/SFqDTxnqZBXCZ5yAPDiV27UF37UIEoBlKhLHAH2e4Ex/e1HMGmoNYMI9PNI0Q0zi+rWAIAOUZGb7jFfmlYl6owq+9wAuDlHs0uJIS5OUdUc3NBu7hTKb42p8wBL7+7sAAmDOwsX1mPkGrZKHcbODOMzWIwTNljgEyLQhn84J7sVuP0zmTaawuL26iPEOWDDlPvPCca6SNvwdi7+EvnmzwTLEzvCA+JYzvd6xnVVcY0+lVSUzV9IVzMccXYH4RcPkcA2z/mnZeYVTTsxW4XDC+7CAFzeOvohiAQWS+MSS6KCAB3f2C+c46Sy5rmTxvmPb6+xl5FzHdhdVI1Yxqw2m1CKs1xUpc+BlmeSUY74THo0y9AaaeuednVgfMB3kDaU53TCnbpfKULcCxy0ZSQVgKFgTEswVsE2wDfACxRmlykyDQAwNd7qKhdL5fPVdk2IG5E0gGwlmxbB1Z8uKQNgHL3rcaY6uXzgpvfozDh6znTXcey0aQO2CY7AEzFxy/uSMyNTbdjySWci/w5q7zBrGiQOpoTeZ6D5xp9YVcrBFBEJ6stiECNwWkvRlR+LdTM3xGhs/reT2v5wVAIcj/H7U0+OwEQyfk7AdacEltQyqr9VZjmFVR9tvW/3vdLqfjxMzisANiQL7t4B4vkMtEk1fvoN43DZrMiagQIIpUhUxn6LKwnthFuIfzyuoVY/7MRsqdZ9A+34S+PWU/KNZnaq/xDxfoiy0RVO2IyIr5RWfso2C5cnGZ976hDPXsAZakdDqpLHUV2HYO3UOyDgcipbyLGD6YMb2M5lt4Je4WwfjCY9nyCd8/KkK29rOkKINg2a2/D5M2PdxyiEgboVFqMfa1d/Cdbx0ltLFSM2qtUhpq8/yk8JO2FBlgOi+Z6Gy6Ze2yYo/UU8pCV+2qTjZNoLDG6cfcRh9IUcRTsf1VskINoV4RGML0XYWpbrgw/axyonnPVLtEtFprdyqYbj2glAjlDkj1HJ0VLhNdlp4dTvGYoFrgkoMUaaazdcVTwXTjML6gFGe6CayRjiav8r45AeUt0bhLiuWGrkRRhF6VJqeC6qp7cQo3Z4SLqRKGa8fdT7ee0+R3uYTWWsgJejy/+avDjgSHyS40ZUgX4Y5naN+xif40Nhv/qklU51BqIbra+UdPxWhYLe3d08jezaLANEM3PeRiPnLOQS1lryabZd/BXRa4+3PTgOluYCuU89b4sn3jM2igbX7aR5ptmtlr6YOlsSzo1/a6yu52j2llTsl3oPQexTuz3X+zDlRrSnkXkXu2FtZ9AGjBMO0d5hsGtOG+wCXWvMK5oAw8N8tWWuBIAoTeIf9DW0w3nkYBPRDPPC51wHwXWhpePLDsnPUYA35mcEwDU+R40XUWDIC0Z60rd/z9fGCgo/u0MdtmWssPAqStg5sVKTp4z89SOmm9zOFSVnPdDGQzkJVClnzeW09zZlAk2eTRPxoppVRwXXfq5FhJFMqSShHEo7ZjCiMfAMvWIYxKEkP5XmmA9ZIzKG0+SBSSu7Wm6CclGWVzbsIlt+BZzFW7zmUpAbT5ul/Y476LgJeWDrs5M2V2QkOI/u0EMIVg1rcXWD9L6zMSDMUMRAEJHjpO6/Ch0xmiG3akOIFsB5s74vk3QI/BSlZsB4qxvaPVffS0Q+893HGy2SkLpFrg94HwRuVwQp4AACAASURBVJX9xacLa4fwKHf7pkursyVEabeOJUFGOmEjBqQDLd/dnKBwLGb79UKuLtS593BzhlOyzzRXpZC5Ol0Xu+jr//Pg0N0nxNcjlpcDkd6srWOlEid5G1CyXqEP0yJe9RkDDA7xpMjdleDXtHhpYJAIozZkmKNgurtyk/Ys+vuFJEa1r1+1lAyUl/cYbOo+6t8uGkFTrQOFweX62FSkBRf1sJqiBc+eTHs8URc533CMQe5MEL1nIF52ru0T4EPHZQZrv/D4l60gXBh0naFTgCRI7jyWHZB2rOdlZZ3RTxwbsP9SwnRX65BkxMlq8z3VMQAuW7H6KqBWCE1bZ2a2GfEkyIMgHou5etcRDAVqZrPOarx03qFDkSTF8mrfPCLz4Np3Hy4O8MLOp84hHN+etKY8p8nvcKkxlV2EPtE8teoAJVImgxgaytNNZ5pBgf/oCF0W4NaMFAI7Wdi3SdcOqRpDAJIzytCxswREWvF+BM4TNY1m5FAOWzo/Lxl5FyFV4LxkMs8xMGjaFLNq6yTWSlWibzovl0wKYR0FGhyKMkj6c6IOsBIxAFDC2uOaFPGYEc4LA/qUUUJ4w0q+TaVban+voRBhGujmwuFF1dLeC7qn9XXqBE6JTtNARJhvBc6CFR20paVpYSIidIu2dLXuB2BQkqwIZ0EyZVOJQLjw73kviGdtMhOXuF+X2LWx/fWFphkzSaXZiIrmBKRmgbVbp/tByU7PO37u8/v+iumlULsEthwuW6al88FS/Q2s28XKHbD0fAb6B8V0y3PQPRXEI1lav2gTznN7h7RdO1nSAAz3fMjEsyJtgO5xDbYMltVAYiWT/GTmHak08gMA0s7z4ZXFygoOc+/I+EeH5eCRBocw1U4paU5D8ZTenCz4KdczgfIul+LKbitDNpvmTKMD7bI0etb+TLaiu017jQw92+kA4Dwy1R3nNkGPkloAwSPdbZC2a7cHwB7j+PqJfof7AWXbNa0hADjraeV/sCLZaaHQ9eW+1WvSgUx1eLigDGs/aPjgCWU7QHu6asNqe6LgRb/QGRkA9GBuxVNpwSZtI/yYkO3Yr9NMf07sme4cinVFZJPNuKtxqpWZ9HMhIzlnipCtd1gda3ZpT/S0/fWVha6oyy1khbsTHVfiuRC5eWm6QaJUh3hSSFlRnDoGFT+9OfZTsiIcc/NYpMSHgbBEqzkOjqw3yNzWjhGAwbSWEvonItLSr5o+PxmSnRXTLdvoxvcc4hMDah6AZQ9oULiZO93+Rj1Xipu/l1vtk+lswbLzlmKbAqADlp2hPweUHkg7R+G6rjXRKrDmiVqlSkUEAn72tHVNclMfNGlg10sJLAmkLdUGks0xx1oXdTaB+2lps18olXpLbLIKsj4jwzeWiHwL6B77jWDZ9odV9QdF5N8H8G+Axo0A8H02AuAr7Axsu5tnBkKRJjjlmEcHd5oYBO8fKLa+jM30VTd9qxlClYHwZrfWAOcF5XaHvO2aGr/ZrT/NlMjsNlDnGHhN2OqeziREZqBs7c5KBdoHyDlD9xuOFR0T8k3fzBKqyURtRZPzxH2eLlAdaF5617H7Y+DF6kdpNvJMqwUuGfIQwJ2SCYQzYL261RxVPS301bPuVgIDl3oKoEsUhItHfGKwpRSIBBBrZQ4lGKJTPjr6e20DnvxRmVYa6oin0lrj0sassEybCLC3WZQSmf6R9T7JDFjz3nqzy3qjAzRmlaS4vBfQP2YsB0sJJ0XpTZDt6rWnhuKsW8VTk+is/pc7kht1+zzw52mgIW5yVkcc2HGSFvYnLwNQAr+76YVg8xtMSdVaD3PvsGyddcgAYrVVgEg8nhgQSwTcJBjfVwy/Ka19jkiQx9Q91Va/irJJ+kyvIlLPLhbJaOi2f2DNtNZCxzt22xCZ8pi6U2nliDRQv1ozBHk7WTKvz2dk+NtWAvDvquovisgBnD3w0/a7/1RV/6OveU8i7AzZMKfSzWrMqnc7uMdL0wjWoVGy360IbV7e3FdV7nvPeSeGMuuUuGqaAGAdwL7rac1UgPA0QU4jdDdAxgW66TB+ju14blHE+wnSBfYxO9PgnWYiPgDqaalUPejSqz3CB0dqHP1aW2OrnwWzjW/BB6g1NRo4dA80eKhO1LVVa741IfcpcfbwlilyJSrU1ZTKENGy6uz8UpAGBkpRbWRFOEtDMZVZrcSGS0zppluPMJkI3APLrWOAthvXT6a3s5piGpzNQkYb0+knmh0AgERB7niMGoDpLiCclA+Dfm0RrKxu2grSYGLlmeciZyK3eS/IG7wRbBXA+ErQ3RM9pQ2PsXskyiwe6J6AeKTYGzASaC+YXgZsfqtAsjG+t2IPr1UHCbCcAQH8tAay/oO1zTI3pLqiKr+wDtk9ZXYdhXpeBHAga18FBsVhuK8dR4p4LpgPrBHmTlupQarQIAhU+bBKvWB4eFs1Q8Gsn42E8m2v3/GnMmvuas/9JCJ/F1/FVvuTl0C2GzLJTiCTa+SIezi3EZ/VeEF2GwaWTc863zS3XmZYO532ntZe0UM3Dv5pajb+7nhpaThdaVbDVPViA4s2HO15GJr7CV9g7s1e4E8kQVQE7jwhjAu0DyjbDiU4LO/xzpKiKLvBiApd/QrBFjd/sYl0hgzz4NCb0ahfCn8X2WJXRc7XQ9Knu4jcM+DUwLXsKA1x1jvtFrRif7gIdKQdVerX9DOMiuKB4aFg3rkmf6nECZGRtIBbPIPUYnW67qF2oBhBMbJzZd5HFE+GNQ12LDcOxaoIJYqRPIrUMwCEE4PNsuf7TXdrYCgdAAVKVHSPAj8KnCcZUtHpsldINsXAzO3n2zVgawDO3yDoX7PH210UaSeIprIqATj+wyx9TC8Eu3/AQOdn1gNL4PmKdRoEBGnLz7b5Dcps5htpLYs8EGC+syteBfEk6B/Zq65STV0V3ZFB3SXWJQG+Z+odgpb2nUoB5p1geKiBeHW5Uc8e7st7FLK79PZE188EyldYIvKtAP4p0ETxD4ImjH8awM+D6PH117Sfw45aQpF1tKEZs0o1ZjAdImJo7jAYrnqZzYhVptzMRv3TxJrivFApEUMjUOBYn/FPE9zFIW/pCgIvKANn9spSEB+uaj02G6NED2fsctkNcOeJ208Z6H3TdvmpADcdZGZHwnxnhfEC+NMCf5zgc0G+JTL2F7ZqZduHswlr7HigbRNwpVmzey33a1qdZXWwLtbnWz3v1Aumu9BeIwpzXSarK4nSj1ZnEga/Oni91hBzb+9tTGm76QH4GaxfwsiKvVh7Go+nprc8HhIIKgxc/WtF3giWPdEfCo99vl1lLCpA6RQpCcJ5ff/ccx8xv0kA5cFSW/saVYC8B9JeEB+5f3VrnRECxAdB3ijSVnF536H/iGSIS0DeCPyC1VbM1XOsrT7ZPYIEyqmYlyOwHOzvnR1r4kNCArtPKiEjbPXA8MH6gCFSrPZgLEfUjpt4zGYEsrLVOdp5devnfhsrP+sMP36JyB7AfwPg31HVRxH5IQDfDz5Evh/AfwzOQ/3y1303OMYPgz+wx3JJZIO3QyNE5HhenWYAzkq+2TFlLgVl6OCmBWVvA29SMXsqc3Yx9rcarQJA2Q0tpZVc4C42vHsqCHMdH0D0p9Ejvl6NYPOhR460y/eFPaHogvkgrrbrslw5UTtg6QOCy5y/YSYGfsltlKMOK3MI0FR2ufGsE400Mw3nYt575tBim8enDB+JOvOGouVgWr7ZxoP6q0pCrbXVOlKtrfmZ4uZgRhGNydxQblOCoH+yG9sCYP172a03nJv5/zAC6KQhxxo8U8+HSbavrAYiBmM0NARBS7+XHeuqAJAHlgrCyaEES6ONyNAA+DMgI1pGWiKvRr9U3SLReloEywE4f14RLtx/E1jfK9yGPd1uIQIeXwHLJCRkKmnj189cbkxilBQ6sD4YL2puONY3bg+k+Ybp9Lyv4nHqDSWSgRd7AAQLtlNPP8cwrqgQRrLEx2TO3Gu/OuVOntMA5rU18dOu5w6UT1giEsFA+NdU9b8FAFX9javf/+cA/vuPe60Nh/lhALjdfF7hhB0iMyfNae3eaNb+AApTYw0OuiUaFJslXGf8is2foHC1EEWKrGl1UaLCykSeE/z9kX3Eng7b5bAhubCJZje17r/adcWPRtuP2BQ+m0TnOHC93PVvPI2Z8q3CZMmFwt1NhLssDM61xmV2W7yZcmO+KZGp+9MmpqZjCiObnwttpQwFdafSHK/X+lMt4K83yHwgQolPqd1Q6WBpu9X4oNTSVaFyG0iViAQb87kDJAlGtZqoBYHcsTwwH1iPLIbCSoY5fxviiwqNwOZL6/HRS9H+nQTFCnbDh+s2FVmqANqvx1M6ID6uougSYYQO9xuPgtwrdKPoHio7LOjuFXIQJEVL6SGsOcYjP3Pt4T59zuQ/jrrEcGF6nDZ8KKgwkA22vZ/4gFm2MImQ1WgD0D0pxhcOuWfQBPhwS4M0CRG1pjASzMGPC/ycV9t/L+gKAKXhRLoyb/q0qzyzyW8um3D/VwD8XVX9T65+/vk66g/AvwDgf/t0h/i8ntfz+qwsZu/PwfDL1x8E8K8C+F9F5JfsZ98H4E+JyD8JnrdfA/BvftU9KZrUAyLQvkPZ1o6PSOb2zDkmpY8o24g8eISnmV58uw7VQRhLgbvQukv7zmYtGyqcZujQw59nqOnJ3HEdB6B9R+JGBOlmQN4QKYZzajKZIh7hfmyWXWkfIUmALd2V3ZyIGHXV9XGQkLRUMz6lVgQvwSG/2LwxHS/3nBHsLyt7WIJAbVhQOJuzdu2zzZQg+YmGrr7qEz1RmyvljY4WldqWplg23mQfRBNpiOjv8xsdH8X25RYAYvWuqq+LwHIDFK8YLI2VBTbbV1paWMdLlmAppq4pY91POAHLgamum4kwu3s0ZrwyvbIAPhEZSaaYOUxqdU27DParDrHakuUe1uetWPbcnwoQziRH3IyGztsxnY2IoYLFapV2HraCZBIt6idJ0mRDuvGoJFHm2im07rt7IhFyeeWNLOE+w8h6rBQ1naV9xXkVeKsdRxh5XZw/F3BzySjAWqYpQBgzSi/Wmvmxd97XvRSC5bkd782lqv8T3rh02vrKmsKPWwIGQxFImlFuw9rKFhy8Wq9wyoCNrYz3C1PkrBAbqwkAwWYYa/BA8CgbM3qd2aJXhz219rTgyUbvNsiHniSNXfhsMWMQggXD8MGRnoheML8c4Ccz2XSCOka0Nstfz052iwmHs65sYF7rO9fb17nBzrk2V6QRPSPt4uukO4DFcymK+Sa22RiV7XTZ3Kw3tNIHgDgxxV52q1A6jErT1S2Zzf6xrLZPUuUy7N7oHxWXl2CJwFrP4ijthqMo3F4zsjZYrvp8m8ED6udmoCpR4RZhYJqAeIIFMe47mGduJUJKYPAJZyBJDTr87G5Za6JhVMy3fBiFo9UmZwtyjq+PR34v1XhBMtAdFYuZ17LmyP+XyEC/7FfCojuu3T1MvVlP7B7W9FYUq9+gjUKt6XTuxFokpUmjMhRyZSxRAksJi5lIpGH9fNPLyPnPtQ+9ek8mDvGqrYmfdqniWXT9rlfpAtzZeofnBFcdh7PVvIJnPS5RnCrTQucZL/QjrJbzHRlg3W+QtxHzbQc/F/izQ5gTNYfVMBZgre92x6HwvW8GB2I3tAovYFcH6pgIvAq4UdCGe2vPGSqNqb5aybzwKtvrx4ruDK0FQY7rv9VqkXWwu5sLvHLWcSUtusdVdD3blLcSBNNBmn29mh1+JRjqzxZjfl1Gu7mrtrDa0VdEM94JuiM7T6r8RoogHBW5ZzApV4RLXeHC18ACY+4U4gXzHuge1oCYB0CDtaqJwp8FfiQqq2x4Hta2vxK5vzACy43i/HmiRDevgVD9laJPgf4jRR5WdBbOiv5RzQWbREWOgv7ehOXnYhME0fqxSyB7KwqUo2K8c6uUZ8uaqJthg+QBzUDamrZyYHdMJbQWAQDzdjQypERqKL25X+cNfR3rElULwGgouX/NB2uOwPwNq/O2XygYF+uM2vzWW4KGkGfR9TtdNmdYrGOkpcygmFVU16ARvQWcjjNIXpsg2+Ysa3BQ53D5pl0bxE2Ff27MM+aCZDKWtDNrpDkjDXVyncAvCVCPeMkI92OzD9NNh3Q3YLozU1AHoljHzhGtU+sEbxAcUpju+mnVFVJY6xsyrDcW7ffJDOeO20UzQHVLgarD7ktTGxNQBG3weLHpCZdXDvEIRFca61yDG0XXREjLXppgOFzWNA3gPnhcwPl9h+6R30UJ7CwpljqnQeDT2rHiZpOzRGOH3YrUFkNi6q1XF0SA2fSHacPXV0lIPBGx5h5t/yUaKzwD8Ukw3xg7b+TIcjBUahWQMCnHmVq67CcKwl2yn8+C6aam/fzM4wvXDBzW1BWQUiiV2ThsPiztXM23TLslM4ipp5DdzWSxr/cBYLU5E6LKZO104Uwz3BwBf1nbFkUVw0eKZTIBd2C6P90Kf74TzAcy3wD36afculaurcM+zVI8I8N3vlydY1y0IUCAqEzmZEObBqKpTR3CYxKQpUBNWqMCLO9xpqyfC+SsHJOYFZLpTK3eo5gGMO08/EhXmmrp5C8MfP1HE4d0z5S/AESeJTiE05VUx0TYYrNvVShorh6ApbN01+qIsmSiUxhq6Ff7eIBBk0YEnloywBjDai+V4cYFxfMz+0RZBZ1xeIPQZsoEumb5VMXVKbAGWK4CUu74//lg9THF6orjpNUJnRkUiHn3tdkqeqXhMxOgEskU+xmNEV92a1CqqSW7VKjBi0elTvDM9HG6s9kfPVr5oTrl8M2A7Zek9QZDGYByv0p3Lq/Yh1w1i8tWkDPT3e6JYm2y3RRY1/2OryigXnb189auGisDWJcNwAciSwwW7IVO2fGobfxC61EG66V1UqCaED93a0oeL4pxcK3uOXzAbW9+bcZy4/H4LaG5C40vWa6IR33DERyw1Hrn33A5/7TrmUB5x0s3PYewZ4U7TyhbSmsk5zb4Hamg7LvWLuYfR3aVdJGmCQDyzcD0xiyu/HlG6QLCmTNnS+fZlWJP3PiUkerFUjsieg9/WoBSILUOaKsGJXXC+bzBWdubcFsRm/G76gzdnFFttFwqSDc9ZCnNl5CN9vqGi0x9qgN0JhGrZbqZD4AyxEbQEGUUAA7TrUM8A6nQGy8cM00cgrS6EbsTaEe1ztgQjC/XNLN/WJEebb4YXMZXws6PB5N22CCkcjV7mHM3TIC8WDF/qkYNFHXHE1Z/wjr86UJU1B0Lkc6NYL4BIGI1S24eLkA1ZxVY8DVbrhz5t0tony1tWQboHmiv31rjhF0o2y+x91ryKvcZX/F4pxcM0H4GkOlN6CODT+7WXmOOBjAZ0cw0t0SheNyDtdCrgORHS7svimXjMB9oLoGj2IAqPnjqA2bZCTYflrb/u19dcH4/IHdEneFiukd7aPtFMd24JrF6S67/UMizueu7XJyIthagxTumswA1focth98czM7LAe5Mx5i6TQ1YpbO004G1Q++sxuYYTA89U6HaOLAU+ImuLfFYOIxnLgwgPgAdU2+31PqcXVWq/LfyPd1SoB3nE0+HjsjRPlM4zihDQN4EzNuOtlyWLtevwE8Z0wveiX5kyu6yQpd1FGmdo1w7W657Y2sHBo0XaB8VnzLS3sOPNQisF3E8FTNmAMaXjkLfqqcz5rWmmW5mq1raMBDlIm24u5hI2o+rsLeiUQiDYK2V5t6RFLFVg/myk9WNu6wkQtqyy8RP/PzV5ir3DEIlorlRAytTrZaKN1G3IcXj7wMIz+zYk6B7BOY7tuXlnhpIvkaw3CjGz1HhUMaqgQSiWW/VUkM9/yiARiM4aq1PGaznLdA9SvsMrWPHznUYFUnYV+3uFciA6MqOu4Xna3oZbUCX8qGx4fXYnQpST+cbAK2/uQbrepyfdimA5bk3+d2telO7kVPf6kB3wKQCIkjv7ekHGARFHNy40IShD8j7fnWIMbNUyZWdNZPMqx5kDatspXREZ/GJglU3EknlTaDxgfnsJbPk50Q5hZsKfEV+FpRppOkRj9mciW3O765jb7EXXN4L6J5MeDsX1Nay+Sau0+XMdmnZOLpg9w66BSSvRgsuaeOAFivKV/soUXAAkbHe+T002QbAvuB4ogh43hMpifKG6x5Wq63qyOLnakDLmlc4r+QIR2YKXFjnFFfmlZ9BULxvk/KuDWIrOl/2NTWvtmPs2nAz4CvSmdZ2P/VAOgB5QzMHdYrrifEsAcg6V1pgZRNB2jAN1wiEI1p6X70NZf0IZgLBINuPLA9UYXV3BJJDe6gWz/OUtoI6QL6v5/JE2ZCGtWZYOisP9GSRp1tjzB/5MHBJcXlfWhmjiudrEI1aHXVKUwJcs/Tdiahy3lcHn7eF5p6HyL/zJRP91yQG5NtNMy2AkFUtnYe6wKL6cUHpA3Rrc3Pn8oaZQp3vK7mgRG8T7BIkF/jzAtHQJAi0xeIUMnUCNTOE8b24pp+X0izw2xxaq6nNN+Y9mKt2jylxNV4F0Gac5MFj82HCfPAokVPyShAsG4d4Ybvd9aL9Po8zDQ7D69yMHdIuYDlUVKnNQEFKRR2wQIHGJFcEJUr9W9qudb7KgvoZzf6qTYoTWGpLZjJelMGwE5y+0cEZaxqOq0wHwhRTzAs37bif7qkSWquMpTK1GshkL1tpcho1I/LlekBhspY8APNtgZvNTPYkSHvb30ERnwypKgMfdYOC8T2FH+lj6Cc0lMmJh/UcAfHEwOYvYF3OapV1/rG6FT0TYYu5W6P1JYs1QEGB7LGa3YaVSU6DyX6sdU+NrXczWp20eIF2DJ58UHkM94UkjOf5vK7bukQE7ScGyrLeHp9qKZ47UN750j4CKdNcdRPak6xEh/iYEe9H5F1HdFjrddEDk66pK+jj1j0u9AQ8xGaC2l8WuAvlOBocXI07jkFNjZEtA2Uo7BdVdA8Jy241g6UxaoGbMvImtNkSmgVuccgDzRTcokB1up6uRMzCXuNlS9Y7Wa0tR4FvMztWHSLrhAo/Z6b0Fxq8wgm6B0OeG0cWUYAyigUPZ9o9E+4WwFfJ4mLEh5Eg8cjgFU/msKJresXPbMFKTFpijte5o+/h9JJmCfFUyQEaGwBV6EwXGfV0bekeqCVs9bZpBXa1/cwlmK4SSC8Y/ILJp3IEXJamSyy9Ij4K8sBaZtoq+tfSdHj183gLZjHSgAEgytI9fx/PVySQsfLhbDOuz1ZPNBlM1V6+cQ1bz3eV9oSR6HnZSzO1befU5DP0HOT+xlcmKbqs7j4r+7ymus0v8spZqJYXVuUAZ9ssG9d6sd/WekaG73KpAs4hvdpivutYfzO2tftohH8aaa5ajMmbMhlZtwqzazE+HhOWfWipJiDoHjkIHs32fq0Bpm1EPE1MxXeB82snWu1XjWH3tCBteKraTfvCRg/UNCkITt/YNYa1e8xrQK+6wUIUmrau3ewuK7Kzpv0b197Dz0RfFbFWpxoeo81UqTN4p9J8Gf3EAJg2zup7lkLq2vHhMhCfaj541cSvdoMLb7hmmw8jCCZtA88BNPsuSRXxWEo78mbPA4+nBsR0l4AsEPXI02qXxe1NZ7ejBlHyajAghT3INQUMJ9YD/Vi1h/Xc2udbhAi22nF1lNtIMhPYxEvBTxZIj9ZvfcVAo/Ah0D3wxJCogJnn8uHgR85V4bkQDB/a7zval8174Wt6svZ+RCOZYA+WHMnUV8PYPBghNvK4tZbOrWaq3h5Onu8zOxuhUN2HplU+laOx5D3e0Ct+mqUqz8jweT2v5/W8SKA8t+O9u6VokoDufkZrzwOZWr3bwi3ZBL8OThVYQHSoCuev+nTBFIG9uCxES1KE12eUPkJybqgQINML2BySrFdp0trrm6Jfa4Yd65SszyhYRLI6l6GG/glmW899SdE3LNvVSWvzotWWER79ysa6RGTgFhu7aX3GfsyAMr2rUpMquM499Y8+K/qH3MTR452HS4rhw7VjpXR0eG7kVSLaEWX9kSkx2vHwvKrVJSm8rkzp9GKV0wBWq7oA8VHX2p8TQANKr8gDU/T5xr6vTsypme4y5ap7RAow/JZ1nVQpqp0XtxCBivI1YWSd0o820+QKhcEuqemW23WPPP5odc75Bi3NBoDlQBa7MvPB3tuZLGd8JZheAJvfXHuB3bJ6Fy571iRLV7t8BFm1naPVRdxE5GEtR8SjtYRilSvNh5WJhqXWoqsTT7zQGLd2uAArWVWdx9/Oep6B8m6XE06x046McvTNMgvdKl+B0B7fJQ/XefhH5kVuTKgmByRLqPcjs0uT0vRiC/8wUuxctElxtGcbXN7QH1A9oGahPh8i2ojHqks0E81wSoAq8jYgbZiSV2PP8Y7zMBqbmcW0fZ6iWFX0TzaYXQAIGe1607IuxxSqTqsr3nFehw0i6l/ntfc5AMU5I0sc4hPbA8f3Itys2H9xRunXWdF1ZCnbCRXdIwmk+eDfmE1cr/lKANWaYRUHl+AgiWYKJa46QH4pVu9yLBvEI5n8MjONJclTb1AFJksN4/pHMlNwlzhYvabJ6vn65UC7LDLg7Nv1F8X0gilk3X8YheYRiUEoV3e4E9p5DxeSKzXV7h5gzLS1Dx4t6JzVWg+BtFWcv9Guiyeyx7kXzDYaIHcMyuHMBxm1l3Z6bPxBmBR5lGb+EJ/QDDHEayvLVKF7GPlAqqJ0CE0fxjtvDzPbf9I2ga8y+29jkUB5OzsTkV8D8AQgA0iq+u0i8hLA3wDwraDRy59U1dfmkvWDAP44gDOAP6Oqv2j7+S4Af9F2+5dV9Uft578fwF8FsAE9E75HVT/xqfDZCIaFUpoSHCR6yJzgq6bsdoAsGe68oGwjyk2EetYOdcPh8NQe2o1+nKDRIxxnuNljMclKCQKUnt6DZp0PANOLDqln37BkNYEzML0IjShgAd0e6YWBanovQpLVwgbXf1dLOAAAIABJREFUHETGO7En/DoLuM45vr6GvNX5YFKgLinCVAkUNHnFuHesB0aBy866U3jT16I4g4Oge+SA+tx7LAePcKYUSZR1xVqHXfbUYlZ5CwOZDS+P0swVajAsUao8j3OGR3NlzsqAYmxwM5wwyUklY6rm0C3A8CEAKMb3BOHMF6SdAkKZDB98gHqSI+g4psAtq5GqGHtdOlBWAyM4AqDGUIcLWmsaYEjS7P/ZMseul/5eicy8sEulBqvEh5GfKQAfX9jAp619VkOV1fyC41Rh7kSwgAUkI1wqy/9mBwqJtHBRYGRLXx7sfDsgnFYkWc0s6gPHGbvfBkyditUJ7feZs58lc95ylUm9jfWWO1D+sKp+cPX/7wXwN1X1B0Tke+3/fwHAHwPwbfbnOwD8EIDvsOD5lwB8Oxirf0FEftzc9X8INJD+WTAYfgHAT37SgXw2gqEIDRYUbH8bF7rJgB0XJTroJqL0AcG6P/x5RhkiSnQIDxNEq0zDN1eavI1t/35hK14ZPGQpZGRthdEC4VwQTguWfbQAo6a9S02K4xcKonPngMjAVIfzVJ3fbG1lRVapSRg5WtMtDLilF4hjmhdMutMs5IUX/XTDfHE6mKNJFHQWtNRf6/o4a6SauOYNp66VTtqwKZe0pfq8IQ3dGJtdAgfIN0JHVl1fZbWTcOA656uoOYpTIOwWaeRD8QI1A9VKtuTAgJg2TPc2v7milcW0jq03eQGWHpheKeU6jsioCpBLD7gJKJFykppy0obMpC/9KpPxI4Nf01PO/BNPPAYxQqkKyQEG8OGhYDo4zj2x4FmZ5EqABXvvtAUCKFdyhgLjSREfYdPxgOH+SjplhFdFcNOtg5uwjkMoK4oEmDrnAev0uw0fSvFkZaCZzkR17nOOAuwduocMPyvi6U3Z1u90/S50oHwngD9k//5RAD8DBsPvBPBjhux+VkTuROTztu1Pq+pHAGBD6b4gIj8D4EZV/5b9/McA/An8XgiGeRuuhqgXqFyxtyJAKnBLhmahu8y2gxRFOM7Q6Jromnq+HstNJCrKaD29yz5gOfg2nhEw+6us8GOGS4Uzj0+J0oWbQJt9//+w96ahtm1tftfvGWPMZjW7Oefce9+2MDHGgArmQxED+RIMxpYEwWCpmBCCJZKAoKKWH0SiARWbfFDUkgREiJVECClCYlSkvtmkYkRMYrCMZept773nnN2sbjZjPH54njHnPm/d+9b71j03uSnPgMPZe+3VzLXWnM94mn8TF1jEtDNf2zgWqgl4LRvnzoLF2NiF95RtUafO4z7QzwaYHa8CGsPSf1s/j3pB2+3Rwb8aLTNrTpCO86pdp9YemDbBS6+ylPVzJzRFmfqwBE/LJtQCdgyL1mINgFVvsB7SUwEJo8d56edwlTjqooBtHyqLLL1d3N6fewCC8YGfKm2HKTDtVypg7u25VTxrRBhvDU9YP59cbT3VKHuVftccat9tDZJhtKxzvHbV6WDBr9IR6wS44jTra8y9LBCidDLYTw3aYNnnMuE+GXtFvI0cB10gLY1jMvVJRSLUTNGEHeKgDt2xY2kONsF+2npoDupIARb8JWKg+3RW5m5lVpXGmEUlQXdXlmvgbawf0BDqPRH52Se//6Sr2z9dCvy3IqLAf+Z//1IVh1bVb4vIB37frwG/8OSx3/Dbvt/t3/iE2z91fSGCoYr1xAIZ7SJaukWoQRRkzORds3iHVN/f0gZy3xHGwnS9okpL65mReySLKvMmMV5Hhluhu4P+dVUdfVO8VYMQ5kIp6rLsdkGEKpvug5MF7lKUeR+Z++CCpWYEpBEaF2oIs/sTu/2n5BUykhsDVj8FxZZUoSU+JBiNZ6zBglsSk3qv/aHT+2mh06mA3BnsZu7Nza4G3HqhVypeeyg0Z104vdNeltdH18FJ7jwrcwUgAxYL/UsXXa34t2raPq0ex8XNs8S6FLT3K2C7igq0fuGbS54Hwt6xhSdh3htIugae5mCYwqCGVyxJUbVMfnKHu+b0ZomZ3P3O3r+9HsPaYzPGii79RNR6jSoGV6nnQRWFDTMrEB24vHBYkzNLLGsuxEEZruzDSBddsJ61ZK7MHw3iKjm6lNTVawVYcISltd7ktLVjLBFEZPn+a5lsgdTxivuw8OQ/61KFqfxAwfBjVf3RX+I+v0lVv+UB778Tkf/z+9z3k9JR/WXc/qnrCxEMRZXm3kRZ5WxOeNW0XQULhEWXfp31yqz2yF14QwbL/DbcI+K8YgVribh5WbyPZfdvjub5MV13q45gMcWY4cqkrprTkzTJH9fezZ6hGMYxPG1SOwNjwRlGFhFVGxwEZw5UgLQ1uasclAl5AqIuOlpLeQjbYLSrmmlg7Ix5a1lL/0oNlDytJbr163QxhSqNBcJPWipeCRaWftjK4/ZA6M3+eSvL5hBm1olrNbxyF7dpZ1mVBQk4vzA64FQzzlIfqyYE0Tqe7mJBOF7s5/apPXa2DNYGFBYkcgsqSpwEDiuDpnq3hImll6kBLs9MBitOFdP45nudN4YPrOyQi29aeaOEe3tNdcHZzYcu7PDCNp3u3jYckwLTX3R5BpcQq0pDdWMIs9rmGFkySvBNcFCCq26ns3o7xUV5k7VpKs4wne17sDbC25ok1zL5LcmBqX7L//9QRP4E8BuA71brEC+DP/S7fwP4kScP/zrwLb/9N3/P7T/jt3/9E+7/qesLMyMPh4H48QPhdPGsL/m/aNS60Vzsqk9xSWbe3hxn65d5ryUONqVN50ycyjJciGOhfcykc2Hz8biQ3U1UMzLvIuO1KUiPV5HcGZi1fSykY6Z7PdG9nojuVJd9Ojv3YSmpps1appjyjKlMV65vmFeV6+OXzKjn8jw4/KeWj+oG6k+HI3ZCl0ZoHjPN40xuhdP7gdP7Jh0176CqQmsUhhvzJY6TXZh1GlypcCboYP/GnXB+38rlaW9+yDKvmoDp7GKlYk39WiIbHMX6eRWmI2oXbm6cOuZMl/pcJdkxjteyTI1VbENYMtMW0tH8kJujDVrSee311aw5t/56O7cZddWZ3MJ0bWDmqn4TZhs6ldb9k10lO7tR+5JJek9Qk2WL47UsWWs9X9o7hwKNNVDbd557YffNYrYCu9oCUGcCWfAtLp0WL2uboPKKa/smDra5jHv7HHOzslkW+9fGlJJMVs3O/acbXOMBOGSHH+W3FxCz85O/379faonITkSu6s/Ab8X8kn4a+F1+t98F/En/+aeB3ym2fiNw7+X0nwV+q4g8E5Fn/jx/1v/2KCK/0SfRv/PJc33i+kJkhgCUAtNMub2yCbKLHyjCdNWYM5xba2oKlC45RMZKwuaxdtEt08x9Yt645ttpQosJBtiUcGVvaBOsAX3KlCb5NHbVkauZ5qKvGNMb6i/isk65tXKvTp+bJ6o1UgKXTViYJZVxUPm2pRGaY1mhOD6JHG7sQu1fWw8wd2K9r116wx5z3hnMQ4XFqqAKH4RZSX20C3KxIVizxmkrxgmevef1hG5WuczTbuU9hwm6h8Lha2GdkBbQJAxukF6DranIeI/LaWpV4HS6WnuM8bIGstLqUorbFNxgLlWmC6w8nXd2m2QoG9BWFx+Rea++UdWABGHrNMQZ8s4UsuNFuLyAphXKE5gNOC1QcHyow3JGJR1Y1HrSRRfFaY2mki3FSueqgVjfnwVpWQRzK2+4+uLkZtV3jKPBZiobCJzFlGyDKQPeg7QNpn00BZuQ10107q1/LBd9g9H1WddbhNZ8CfgTFqdIwB9R1f9GRP4c8MdE5PcAfw34HX7/P43Ban4Og9b8bgBVfSUi/ybw5/x+v78OU4B/jhVa82f4PsOTehCfaf0wWKFPew4TbHUfY3UjnNYObe5tomqy9kp6NKP2EArzrrGBx3lcPU2yYQiliT4lFabrtAqtJqF9vdZbmoJ7atiUd7iJfiLqkk2lPixl9rS1jKtEL1tU6R7yG1Ca9n62164y/tH7Q36Rt4eCBvMgiYMpIlfMH7B4JW8/tp7PtAueYSmHrzqYu/AG9zYdhApfKY1lLRZcrMcVByVXeIWszfjce4bWrmVuLd0XiTBZJb00GkC8f6kMt0+B37x58Sd7zPBMyRsre7uXYVFxrgo28OYGgVrvrjQWrJYNYl6HG/PWJ8MFxltve0QIZ0Euq+1megLSLlhGljc2hZbsjy2QToHRVWOWniE+nW7MpbZSBINTD+NQg7u/h0Fdy9LOpZplxtFL8Nm+6yrUYKW6uN+N3TbcBPrXhZLsHKleNvb5ij3G4VCxtj98A3iKFqjfYdWQLO1qT/DZ19spk1X1rwJ/9yfc/hL4LZ9wuwK/91Oe6w8Df/gTbv9Z4O/6QY/pbWWGPyhW6FNXOFwgZzN4b8ICZbG+mtDdTeZNkk0JO3eR3EdXTXY1bOzn0rXeW7TgisK8jd6HMoFVPHjm65YSI7kLCx4rDevAQoNDXHzlVpYMpZY04mrVUyum3ZcLTCy7cW7D0iiPk4F26/lURRNyK4vh0QKZwRv7ouAlWzUDqgEA1ql1GFgFXyuDxye0017WnpXCcCvLtLfelnsfkEQWEQeoMBHvJ6oBnTWa/0a9IOeNTVRhBU3PWyVvldIq6TEw7RW5l0UEoUJfcm9lvkbr28WLiTDU4wLcMc8xepP9PfeKJkW7QrpPpkoz+ST5ibp2GO01h2f2ut0r0yps7wIa1IOr3bcq3SwQF4yNApZxF+dsG9rAeo5gwbrqK87Oya4ByfqDpjFYS+rS2OPj2STFqv/JsY00JxsyRTeNr+dBnFz5+4nhVnINyOqzvVQtgg2u1G6r/s5vY73zQPnh1qdhhT5xyTjB+UL1MSndk51MYfPdC+E8o00wW1CAKKYeM1o5mq8sTQoXU6eZrzpQJR3KkqHZyZVXrxKwoNqFRVy092ZzldOat4FpG5j29rLF8XLNo0/9kgdaqaoigTAl0jm/UWrXXT63wV3OxJv5EIOweZWXAFbFGXIji72lOKWrigSEvGZWubVgFSddnOOsgWfYv7mxSe6yFIfuuAKNCxagpuYic+3Z2d3DZFlVc1DyxmhoYYTgme3c2LFdXqzPXwNJOgpzEfLWNqXz1wvxMfhE2O4ztYrMteyzqXA1kw+zcHnPM72wnhPiryFFCIfoRvb1M/4e/cPgIOfqH7KB6Ao4pRPGZ4XSFgh27oEF5HljDnpx9Iz42t6DDXiEeLbMGmxDa87e85vEFGjO6kZWYWGOrBudLBu2/2oAfhe8KAm2H5c3BneL+rVnydH73lLU+9ZhHbj48KcC4Mert8Mntmnyr0xu8ttoJFSs0J8XkR/3297ACgEffO+DROTHReRnReRnx3J+C4fxbr1b79bnvSro+pf69zfjehuZ4Q+DFVqWAyx/EuCm/ZISArrbQLHp7by13ac5zgvtrGwS0y4513V2BzsofWM2AGCc4xDQJjDvTHU6ZCWeZnLjfiVtZLxZ33rdnSs9KmQDssbJGtm1zwOWVdTG9egm8HO/ls5jI8TJpsp1gjdcG1/VZLNMVCL3ll2q2JBj7td9yTi0ijoftbINFu+QxkuwmrkNuFERTDcOF7kYKDkdhfEGpqvyRqaKKOkUjD2SQbNh9xbgcVjhR4vcf2cagRpgulEHtRsgedqB+sBFvXdZMYJgpWreFXQ7Mzfua10rulnIzzLxaNp7RCEWwxleror1bc+yaEdOVwWKTZtRE2Gtjnzp5GyR7RMhVc8wc2eMFgOp156gZXsyBQhK6esUH8JFXO5MmPYVc2PZqE2s11Lf+gVPeraTg6kvZmZ12VX703pMLPCjCovC2xDFwdbTdkUn1IFJSQKulRhmY02NV5F0tuHNU/HY8dope28ZXvOuTP6U9UNihT55BUG3PQSBEEjH6U1rw6LmIeIlLThOa8yEMSOTrjluCMy7hstzo9RN+2jDk2Z9vtyFpdk/3ISFrjTtrMzI2Mk0+8lVwbpg5WL7aCVxOqtbbfrfGnEdO9dZjLXsrRp87lI3rr/3L63nOG3WYUFVX67BK51WwHAYlXRc7S+frtw7n7W4X+9YaVxCPK1lqQRnOyg0D7JMemV2MPNkfckKBK9N/Ko8nTv7vHNnQWboLFjO9f6tImp4wdxC3mXCGHzE5sIbDbR33lPtlTCIcZ/3amDnoHUgvqxp55tir2ibISjNd5vFjAmHDqWzD1lcqCH3ioqJRdRBUe1bVhZI8yhIDktwK13tCTsO8miisXEQY8VUSI8jAqopWOlYLFSlrLCjkqDsbYpuD7C/D63QvXZGTaN0r2QBpZs3tO3U07ZynnWR91fHsnZ3meEmviHuWrx10T5aGf29rnm/3PUWp8lfuPWZgqHjg4KqPj7BCv1+VqzQv82bWKFPXiGgmxaNq3ZT82CZXjyNZhavBroOs5KOmeb+gkx5yQSz24cCbwTS2vsL7r+cmwAizFVOfysuVrBCIepULvcOLC7rMGHzofXNFs/fk8FT5p0sJ7hk7xHWvtlJazvUwL7PLfNpHnWBocRJF95ppd3Nvbzh+9Heu2LJ0TBqrV8oKjA6y2Hhzo7Q35ucVHPwzMo/ormXZfBRm/dQIT123CGvQdAmkhZgNKwbTw0kpbWA2zz659dY4DCBCcdybjLhFIkvE3imVzeReLFseXhu5lwyA8l6as1BkNlpjrceDGeBFphM2iyMrkjt2EDjurE8f7ist9XBRv2uKvsjTPKLhkYs358zPdQzUIcuXd4vS1UxPK+ZoptBzS4m0dh0fbpRO4+qurfafePFZMUsCIsLf1gQK4mld14B8yYebN9xSW6J4UwpO5ftfu2DYUOrsPDcvb0A9k7c9ZPXD4sV+vQVAqW3CyWeJqJrDso4m2n8rvOT16dnMSxq1/Nutc0EGzio6weG0aXyNwmKofILhdENnjQ4F9YN1EUNoF2N2G2Hf6JDN0P7UXkyvPCT1ad+ITvOsV1PTDB4RdUMbO9ZpsvTTpYTuwa+OMoKjO79MY9eus3rBVKDZ+U2p/OqUN26BWXufQAzK6HY/VsfCOR2DQwh23uo6i/z1jw3YM1SwwTDc88cRyuDNUDI9vvCosgWOIZbK+3pgCIWGAehvZdl0wALBMNzH2p4xlkv+jjKOjC4yHo8Z/fDebQstjmr2W06x9hM6n2YsF0Dmn1XvmkpLmumpl94WQcrFB+UuIG9ecQ4lEZrkJPFi6VcT+hjIh3McS8OynQljI1lkDLbdL3yq9t7u1/9nscbFj52czagtob1nGiOuugdVuvV2TnldQOUrOy+W5bPqAqCDFfxrcn+qwrzu2D4i9cPixX61FXM8Kl00RRojhdksm1dU7Qp81wWAdd5a/2m+ao1YYY20N5X0LVlIulU6F4NhKlQkgmyTlvzR85tWGhLk0vlN0fL0gz3JUtmkaY31Uyi/z5vrZwxCI5rDjYAJmslRRfZpJArGJpFxLSezBqN1/rUs1eTTXitdGJRfwkVo4cxOyro2pgtsjAyFGcvOIbQpqmylJzGBrHnG57JosoSRmF47htEt5aoVeh03irtQ6BEwwBqcHWdvU2ix7Q+/7x1qbHHgD4EhhfmyaGp0ttYBU69JzkFIFt52xwM1G1TYu9D1v6cWhZap8NGHVyB4dOORQAWYPMd+6xSrr1Wy7Cr73EaBY26BkKs/5lOsjBd4sWOrcKtNJnh1OKa+ZiMAhnq9wXdK+dUtzWgynJMzcHOkWp3UDPVmqVrqPhQv0Q8CA+3VpVUf+kwGz7WPhZZfk4uzDCHaP3kt4eseVcmf64rBCQXmlcn5Dwi54HFB7OxQyx9Qmal9O6GtzGaXknmUbLsfGonR24DeZMI00jeJsaryLQNtMfCtJVFhaZ9ZNUddNGESuyv6sEmmODBc/tEkXpioWiFrBDsZA+zYcgqd1ic92qGUKYiMlYWyt6CzLxdDY8Ms2eZQy5rad0+WPmTWwiyZp7VGW/eyBIEcu+Zp/sAxzNvAKSrOk06WX+stHD6qkExwug4vzrgUPz4oETL2vLGspx5gyuvrNmzlbrrUEMm67lVVom4yMEi+dXY72ESputC6ZXZ3e4q8Lm9V8ZUs3CW26vCthm0Cyo2kKjZIbgA7IMBu5Pj+ixL99dIsPmubyYeNMynmEUB5ykmUxN0Lz3wvfKhjjNiqreyOnukOSpzcazj9fr8xSl+cbDPuXtt7Zcwrm2J6otiL2q3W7vAqKJ1k01ZSQcT+61BUEUMMuYUvrelZ/iuZ/jXY1WM3ehbZ+u+ybuevGkoffTppRKyku4nNAnpNL/hjqdNYNobS0POyuW9ntJZ/83UmYX9N8cF02c0Miu5FhpY8QHJoKZs7MZHULMsu/BLtAxM0wqebs669NLUL/Yq9DBv7EIZbgPpaIrM4zMDD5e+MPok0Ca0cbnAcucA8ChMV2IevFVQFZYLtTIiKvtDHFtY8XLLQObiF64H2uyMFRUvZUUXBRywctGAzvY66SBoawF8+fsoS1laM6cSIZ6EOFs5G0fv4wkLh9jerz1m3in51iuCc7CBwsGyqnm7ZlXVpjN3LEIa424dVskM8UkZPl1ZFpjOFoDCaEwQFTsn4iML/e0NTrisPdU6Ja7CraamtPYl4YneYmNCre2jidjGCwtVcQFy75X2UTi/L2w+0gUbWu0q4tmQDBXfKmqtk6qcfX4/0N4r24+yqTSNhbkJTN7+SWe7PbdhOaff1noXDD/HZbtpJKiiXQulvKHiLLk4Uj8Q7y9GtyuF0iVKl5j2aZEoKk8mxQgeCMOyy28+nonnVTVz3ja09zN5EVkIC193irKIeNahSt3Jo6smV9bG6JCW4dqYJE/ZA1Wd2rIZE36tgqZ20AZR0WT3j6dA3jgMZIZyZa81742mljZhydbAs664QkKWsi7Uz1YdyuNZjKtES2+wHIJ3F7xUs13hSWY4Cekoi3dJ3qytA026DGPe6JGe1yHK0+lq/8oCRJjWYJ23Nk22X2wkXLpCc4jeO3vzuWvWVpXGz+/JwpBRPy6Z1swz98rsCtL9K8+6Qi09V8pb3th3Diy856r6XUtf6bwFMFmQe8qXTmWV0NKw2p6WxlolVQYNrBdavycNlkFqEMYrD7yt0N7D5X27v/HYvb/8hOky7gNNhCi+sbvDIs/j6o9yUqYn8LDPsv46iLv+DVtfiGBokBo/CXs7myo3uZrJh2EmnCfvyWTUFW2mvYmtVh6qzMYXDmOxi3RQ+tPMvDW/DlHIfVoGLsaDjQSX1DLupw0n2otbdUZ5Qw6qBonc2hRzuAk0B+s3tgddFKS7Bw/QjTDuheFGFhXm4o31yoyI4yoOUQcFhlWzwKJJmXdK6Yr168q62w8fZNJDWChs6eQXeACzvJSF4QEWVHOvHrBYSuJ4scl5mNbAa599ILe6mMTPe2/me6YYBvdB9uN5+j5Ka0Eqb8xs6fy++BBoDST2Pfuk/KWZRjX3wTCKW3se+4z8c+/sfZVmnf4Ozx1eo2tvcaE8+gRYiolRpItP+n0oVPvDYYTxvTpOtvelW8N2VjOm3Bm+cd6q0fPqUGaEHFnEFerEt5a61g9cN5g4uTzcQRcsYLUCrSIP827FJdb3XRp1X+76/ZvaUOpsg1zUcnzoVAeOcXp7AewdzvDzXArhNLmCTKFsmtUQyiehpU2U60g6TJQ2Mu/MaL64CkoY7UqMQzFLgDahranT5D6QDibpNe0SFFPLBqMwGQjZNOQ0AMFBzMXUQKbtKqSaG1kI8O3B8IH9a4OwBDWAtensCdMTClQtXdPJAcFbHIID3Z1liYsYqUB3t0rghxEu7xs0I5yDq8Gw8ndnYfrySLhvTNwgW2kqavcJo2HjarPfQNGW/ea+oNsMcyAMkdIrpfOy+pmb1O8yOQv6MlnwKDiIuSxQEhsqeWZ7NjhPaSEn0MY2issL64uWhGWysh5PBWzb0MIwitUgKowO6/HjrwDoebfiE+15LFtrHnXxfgELakvZLyZwUTGGKEQ3nTJx1jqhX1sP4lmvRntfFtzteWrpXr+raoxlArKyWA0w+xCrntY+tGsPpkdYHIUAHrxVEcdFAssmjXqGrkJ6hNNXrNymWFm+cLmjnYv9a5yf/ramyTD/YOKuf9OtL0QwlFyQUpChgAgyF+QJDxVgum4IkzLetFSDeAuCShzzWvqKUPoGnLz+1IRn2hp0Z3iWluFGBepWaak4KlHWqSPYbfXCmjtZlKgvNz6Vrjt/ayDbYfvm+1sAzjVA9JYp5b7QfxQXcC+1ee+GR/EC4aCmqDIK874sE0nb9dfuunzYosmyvXTyvlrj3OdomLPper0g6jRYW4WoQCF/KaNTIL1O5E2xkhWQNqMamF7MxMdoAO5OScewBNu80cWNTgpMT6T6q/BD3hamZ0p6iGZuXmEpvRIugkzCtLeMvjq92fu2z3j4wGEjs1D6QrgE5utMGGxDa7LjF42gsvQ8q7Ne6SE3SvsgS3aZ2wpQt8+tfgfzxibopTEBWXFYUs1+cwvNtGam8bxCeKpgQu0v1raKnlfZNtsYzWgqji7eEdegbXAiXXrpw3NdmDjx4ub0vR3X5YXSPAh5XLPz3FVlIjvJ62bzNta7Mvnderferf/fr3c9w897iUBWZJop286yO+8ViioymWJ07sKKn9qZUGsYDF7Dxt5KGLJ1k4uV1yLmRVFltJhtt63Cn4tvRHAWQ8D6Rc5GmDdhUY8BXFlEFiXsKa2MjWnnQqZPsGjg02HnFC8+vUeheYircKmsWUY6qkNfbOJsck0CYhlxOhlXdsENnk30tcp1VarZtFXyPiOPEe3UJsW+1MG/4RIobSFuvSS+ROZr4wmXa4dpDJGwnSmHhrzPlBRJRz9gsSxKI+jenmOK0bK369kSLVHklGA2/+K8KWT/nO0zVeQrA6UIem91YTwE5qts2NIsENXKeUBnIRwdMZA9G7Lk1oZaDmGq/iELt1zt/vMGxmeOzXMJMBkD8RCWbJWo5LNhgdbeoylvT1e6yI1qxRV4AAAgAElEQVRVu9NpX/Gbnv09yfbTRd0aYj2mqrRd2godco1Eh3xVGNJUq4wCeEWyYF4HK6mnYpnftH+CxcTOxwrHeZvTZH0XDD+/pUEo+3ZBnMpUiC68sJQNQQhBGJ41dC8nKxNzYe4jcSiroVMTkMmm0eNNa6VyFJrjvAw/4lgWMKtGC2bDtTm0bT8slGz3Kf633LMEzzi6LJNDW1ZqlJ/YdUIYQXN9jAc6p3jVwNi90gWEPfcrg6OW6CYrtvYarXFv5W6Jq3hpOjq+sDyZjPbKfJWXNoBknxDXVTwWKTAJ5dhBsb5n82B6f1qetBLmAF2GS0SvZqY2EIbgAxehbIqjpoGriTJEuARIChG0KcRTMl7xJltftrM3HFOm5IAWQZsC88rs0OQwn6QwvtmrKo0ik3umNMpMYJwMQvOGeOyTiXDplPHKA+E20+xHprseuR7RZ0oT16gxPrbIKaL7bAH5EDlfZ+gKDNZjrYG2ecRhUPZ64zMrdZuzw2aaJ+55/ple3vdhWKxUR2sB2GDHwOn9S3vA5T0xMfgrRxlkH0BV+E+7BlbAGUIsroPN4e30DOHdAOXzXWIT3vRoEUqmTBgsGOZ9B0GYd8kEX9UYKO39SEmBdMqLkROYPqE6JjFMyrQLpPMaNOOQaR5WVRzJStkI7VFdjaY4G8V0EDXENfPATsDmqC6YyeL9Me3tBG0fPCvM36O07IOAeDBQcDoZFCInA1ZXPKO9h7X3Uy+e8VpX/mwG7ZWc176qBkUbO8wKiJYxoE0h7zLpMRpHF8i7Qr4qaLT+HWfTA6ypZkkQLkI8WZaWewWJpME0/hRon1+YhoTOgVIwAYbgB/vYQJ+RXUaHaEGsz+SrjGSh2U2EWAh+/w+uD/y17zyHuwYahc6ODRVkO6OnhAweWLFMcvECuZmRpriWaeLSF5qHSP+hLJlnafy+rS49Qd1nrp8fySXAzcD8qic+v1CyRdB+MzJ3kYIF7TwG4pdHggptN3H6aEfpdIn/cRT3coa8xabdbYVc2cAFILc1yAOOrYzO064K3pqMk51Oa0bX3VkwzZ0LTyRZgmDu7Nww4Yx6TQmT92pDXGFGn3WZRMC7YPi5LSPKF2OijDNEQZNzh5tIaV32viglmRH7Ao9xKlZxw3jJuKCmXR7t3czwvCGOBcTc9MJUFmEDk+kyU6bmZEraYayeI6vPR80k02AMkOZgjIbKF62vLRnirEu5Co57my04RxcVyL274l2gdDC4jai9aQdP++Alu3m5JnV2CJYRuTrzfJNtytxXOFFYRQiyMWrm5/MS0AFkP8Hr1gYlCoKAi6rOrVPHPFOtFLzFBrMt5Bz4W77ykm+9ukGLME8RPXmr4iLonCygNWpBbA6k65E8B1KTmcbEi+cPANyfe2IqzH1BuoyOVpZLVPKhsWwJlkBGU7NLJW3s6p/PCRqHMiUT41iobeJKO7ICvSlwPrfcXp8Yx4iKMp0bJNlzHF5uCV2m2U1Mp4bYZ6ZLYnt9IcaCbGcyCfF2w3yOBM/USuOZeYT2tUPGalJbk+1iGXjubbBECOTOhzbuDmjy/m9Ot2NlqCQrc3Jn0/8aVFfPFOOip3OddL+tACa2gfwKXF+IYChFCacJKYW878hdNOl8sF7irMw3ictNZPuhnfySlXmXLJBNq/tXDWyaoDnMqJg5Uw1uBpGIq6fJTgwbmNWl2831rrTC5SYa2+Wii9/I3Lu2YFHmIs4qMSB1dWELowXNy7Pgx1pB2BiMKFtmWZVJVIRSFXKwkz73K0wijoIWF0c4m2/w8Hy1kZQSoAjNffSLyIHQPl2crouVe7vasBK2+4FjDugpEoZA6VaYimJwmmq9UIHBcbTATVAEOE8Nu83A64+vkFNcLjjJYhf6Vpmez8gQaN4/03Wr90xKmdcHa4h1zUzbTcz3rZXjvoIo4XpgHhLcN4SL/S17b3J3c2EcEtPrjniM5JsZ6TOl0wXGAxVaYll1GA0aMm8KRYWrbmCYEuU2kA8NnDyCRkVPkakroEI5Rdhlumama2bKPnC8RHRn5+mlL7QfJcc5WqbXPPrU13GleaNLcNNo8KUwqsF09hlRYd5m0svktgAK1yznRPNg6tq1PM69VxPFVbNh2ThE7fuae1dBH5/shJ9xvesZfo7Lsj5jlMybSN5Eu8CB7uVA6aKJK1wMAB3GTO7N1rO4kksdrMShMF1F7/n5xeNBMLcVxrA21duDBR0T1RQrOaPZZYasC9Okf2XPP+2Cc5P9QotCe69LryiOLiWVDX8IRtkrrSCnYuIMs/0ttya7FGa7YGomlqOXUerKKG3Fktnfm4MNgUbnHeceHwCJ90VlwSJathoZvjRbKQsgyunYIamgMRi8ZnaPj6Ro7z0yL0vzzntz2WXOijAPkQ8/vCG2GXlcFYDA+nK5wLwvEJXwbCTnwOnUsd0OqAp9M/NiZ4jib768QUuApiDnSHrvTJ4j8xhp+pl+N3I+J4rXjCEVrq/PpFh4vjvxC6cX6OhlehF0k+2tih1QGO19STB4kgYIx0hzeyFJ4YOrA98FHh9awjn4eyjoPhPuE2Wb0W1BYmHKEVXzpdk8PzO5OsV8SeRfdUG+2VOSZXhaMY1qGEyNXqr7Gm+KlciTgeq1zzCLQY0Ghz4tfGhlumE5B0qvCwOneRRktmqgajjK4KLEouR5lVf7rEt5VyZ/rktFmK86twA1j5CqQ1iaSLq7sJstE8xdIPfR7utTXHHTcrt/IB0zmoLhCZ1jOu7lDYHL1QlOiNnValxZOk5KwJ7TFIStlAa8bDaOdBx1YQ00xyeTXAfpDrdPshy3fzSNOVcxBju71GhqVZorHe01CLb7dy4GYEovlvWVJ4ZFFRxs/huexbkc1LzVRW26Zg2aoBwTtAWZbYpaA2e5AhksQGpyGbVLpOwyYUqWzTwkyqagwDwG4gR5X5Cpfgem7kxbCG1GC7R9Js+BaUrEWDheWsbZ3sCLmyP3xw2qQi7CdNdbySswHlvbFK4mWs8sYyw8PG7o+onLlKy09b5l2I6Uh44wCtOtHX84W6tAO4cIZGPkDKeG4Sbx0eOOy7mFVCiencsgcIy2Uaggh4huM5dzS4iF3WawIPpgO1K/GSlFOL1nPdLwcbRzL9XBiP2r30XZlCXTrVNx9fMhDCs1kyf4RhXIt9lwoaLIORIdhN+cfdjo38G8V1NAH8RVhN5SANM353C/ktYXIhgSDUqTu+DZUFl8jePBbEDjcbRBibDQ5sDFW1UX0ydUKV1g3oRV0PJJn6ZSoxa4xOzBpbFsUF3ooHJt503wTPJpyQUBUxzJ3WouXqfAVaPwDcMmL5+DWwmEXF9b6F+ZyXtxlsB4LYtSSjr5YMZLasQUbHIH4zMPVrPQ3odl8jztdaX9dZ5NncICrZHBcBtyNCm00jlAPalNhRUj2la+8zYjQZn3meY+mrBqVCuXL9FZO2pTV4CLfzlZ0LvWgppYEBNRhkuDhMLFBzSH0HNzfWIcE9Jl5GVLubUsMR4NYpNnYY4e3IJSHhvOx0TczzaF3mVkk9FsIhLFe6dggYfO3ldoMxKV8rojtZlvvbxBVShTQNqylOm6qyeLIp0FfgrM9y3NswunS0sMSgxeJg8NMRZuXxy4f70jd9F6f8FLWVHiJaxwq1kcXiVMV569DqYWpMky3KfcZxDmq4LMguwnyiVCEfKm0L6Ki/5j8N52M1fCgT/6LQawd9Pkz3FV3+IwFUprWMKFmnQ4Q4rkbW+T4iikcyZLdP6l9RQrVWveBA9Edbrs3seDuu+tBbDaQ1kwgcHKze7ed+76fN2qCQir4EB1wwvZIDC5xXuL61BloUA9mdKmi5XTxXms2rIwZYZbWV4DjFZGcCpfKw4XkmUg0L2My/01rrAKgPH9mXCOaG8YOoD06MGhYZHlL1czZCG9SsZlFntNmwBXOoap2cg2k68c8uRQGK4muFYkB/r9sHwH011P87E9Z4mgN7DfXRjnRB4jSEDPXl4Dr6c9IRX0lNDeoSs+ZU0PEY3KFC14zsmHMgXyKUFU+ucX9puBV6931vaYnmRXYu9Lklrge2igy8wveztXNhmJvgm0/p7HgGxm2s2EqjCJojnQbAe0BOaCvZavm5sTm3bi8dKhxaEvyQNhsP5gxW/WUyKMtmk2B/eunsSxrbpoG9YgVponONH71sJRUmSURTgisPriqDjMa2CRO3sbS98NUD7fZUrSStlGch8ordB/1y4srSDszoYeuTM4TZgK0nu5ep45ft2tQqscVCduuVlLSAfullUKqt4frb1Ie1x7LDTH8kS0VRaJqAqByY0sqiCLn0a0jC93vGHoHWa3lhxN2j/MMF4JwzODT4xfcixi7Qe5VHxpLZvMnU0d4yDL36vCM7DoF84O0M29QlTkgwtcEiqFdEirhNcZxhtXk75ENKhNm6MPbQLEh4jWzOraJrtX12e23cg4R8Y5UYowXFp2uwtBlA/2BwC+/XjFVHoTaug8cAk82575zv2V9SpftwvFTXvHiN61xEuwft02U3pxAQfzcJGXdkXnTYFWEX/czbMjfTuxbSaOm5YxKrlJyyZEUCSoTaxPaSmVNVmQooASiP1MrmXpLOgYKd1MnkxtQYIyDwkdImk/kefA5srO02FKxKCMY4IxWE9vWm0C6mstFMFz1bFkgW7FwXubCvOuWInuWMzqHUMWmGUJhGEU8r5w2UJ6CMuAZvOhMnmLqGJh39Z6VyZ/nkshDDPlRcO4C/R3mdJ7fRA6ShMoUZhduip3q3BCGAt5mxZVkXlrw5Iq4prOumgTmt6fCy1UCEK0kzXMSgIPnpZ1hLksiP4qf5X7YJJg5UmvruoaxjUwVlwhWNkbJsv8+leGM1yM1vf4a62wj+61SX5NW2e0RDvO+dZ2esMosrBi8oZFGn+6LpbFJSU/NsgcYD8x3cqSlQxfmpBTonQGyqYIzd4Otqig3+0pG11kwQDafmLb2X2GqeH57sTjpeP9918jogRRzrMFq8vFJr+lqxARK5G/9fqG4dSgp2QXvgOrpStw31iGlEBbJXSZ/tmZeY6M9x1oXG0ChoCcoZwCZVM49i3PdyeKCs/2J85jg+5k6Uluu4lchGFKNO3M5TuWPWpS5Hqk62emMZEvifjKs9VkpfJ011tv73ayzUEFkpXN73/wwOFsX0Lf2mvsNgND6JcsbuGAC5Ax+BOgowuFvO+Z9iESJvMAmm78ewn6RkCv8v5kC4Rx8EDueM3crQK75w+M9WRTZV30O9/GejdN/p4lIr8O+KNPbvpbgX8duAX+GeAjv/1fU9U//cs+wnfr3Xq3vjBL9V0w/EVLVf8K8OsBRCQC3wT+BPC7gf9QVf+9H/i5gjC835umXDb8nNTM0H1LYMVKzVuzRdx8PC1YuNozlKK0D8WzNitxm7OVfyVB92g78zLNxbCGYRLSpZDOVrLnPlgf0xVr1EU/q7pNaaCIPWZc8H4+Kb6uPiD+Av5SzcEYCbl37J6s/1cOKdSyd1U9kWK9oPDovNfgpXhlMwiLMkxp1PqEh2R85bbYQCMo2SW5Ymc0NFWYvrWjdIXgNLTpsUOiqchkn8bKOTIednznoaPZTRQVvjNesduMDDlyd9gi4iUikB9a0uiMiNH6jdNjy+TZjYyBfJUJZ/uO9Zho71d5K9nOhKi8f3Xk/tzTtjOnbUd2uoccEuES6D8KXN6HiZ67Xc+vvn1FUWHsE22Y+dbhBoCb7sJxapcyXbuCnI0VE6IyT9EGKI9pMWyKD8J8aS27bdWgO/5Zhi6Th8j9YbNgJ8c58eXrR4Y5Eb92x8OxZzi2aDBvlLIthFMg+gS51H7mJDz/6j3n65ZL2FlftylIUjgmVKuUkf93jPaZGqeAeBHCh4m8sWFNhdaU5Ao+Aws54G2td9Ca779+C/B/q+r/K7+cdNynXpqgORXmPjA8swulOZrIgoGITWxV1MxwwIQZhhft4hRnitayDFbSaJNaswM1JktpZOnpXV6ICSP0Qntcg48NVYTxKizadLAOVkpjwevyzI3Pxb1uq/Wmuto0Vi5rsuDYHGofkIVuVXs6i6y9B0K8TVRXHcBcntuQo0pmEZz1Ea2EVIfQhFko2xVDqIv6qhjM5bE13cPnM/Pkb2wMSBHyPi/0Ok1KexeYSExzoLm9EIIyTImHx43xkL+HN5y/OsB9Q77OBg8JukiC1fJPbx0q850WyRY85w9G+s3Eze5MF2f6duIyNnz5vXvuTwYOPeYNOgmnH8lm/t4VLmNDCoWA8u3jNdtm4qazL2DWwHubI+e5YdtNnAC9mg0veTFojl4i7aPQva6bnn2u5doGTO3NYOV6UyhnoweOY2D0oc722Zn7S8/Xr+4YS+K97ZGfD885q5jH8zFRtmUh0dS+ZbqauO6t73iRnQGz7xP5xnq4dfgl2fCIzaP1nBftyLFughht1cU1mtFsI+o59TYN7d71DL//+jHgv3ry++8Tkd8J/CzwL6rq6+99gIj8OPDjAO32lsvzSPtYUFl5uQDDtcE/+teZ0gqz9wsThfbVbEOLSbncWvBs3Qw+ZKU5lMU2VIoaEDuZh+y494Ax+IR3KD7hXfF+087YLXO/Bs84qSkaX2x6HEdXxX5QxmsfrJx4w3e4VF3BAR+EsOjcmV3o6pZm95elT4j3IMNUeakOtwhPKFa6Dl80WaCUSZivsl1YVxkZZMluyyzkcwcK+SYTghJTJueAZKFssmEEK73tEheYz9QbbS00xW5XgUkMulK/22SCgnI7kppMSoV5ikx33cKXBuDeKZTA8MLFG9rC1fZCCoXz3NDFTL+dmXLk67d3AHwDiO8VLkPDNCTIQimBv/zRlzieOsoc2F+f6RvPhENhkyZElMO5o7kamM5O5J4C8pBsyFLWPmxpPXubAs3NwG4z8N7NgW9/5xk8RnSXbePwTO98sAdetg37ZuDD0xXzHJBTpCjE/UweIqFd4UEhFmIsfPiw52ozEJ4N6Ie99VhfN5RNoXlwJMBRFlWc4XaF3BQbzFsP+YNxAcCbyrZBprrXTzjLn3Ep9ln/Slyf+V2JSAv8NuCP+03/CfBrsBL628C//0mPU9WfVNUfVdUfTf2ekoTz88i0NaWY+i/3T6AvreMLFTO6SYEwW/CrGd3cCbkV9yEOT5SLLZDW5zJ7TaW7L/SvMv3rmeZkhtyLtL9aYMrdOhxZpoGDoU8lq8F2iikzh+xldbDHo+6b65AJo1G5SVHnMvRnk3hfA7e/dmtT30q/Kk7i1+CyXaNlmYId2/TeTH4+ocFPfoHy/mj87a5YdpEFeVknNYXQz7x4dqBtZ/KDCcSGU0QEyjlRzon0GBez+HSXkGOiPDbI0WS5aBSJaoIJTaHp3dTJFVbfuzpytT8juxltCmEIxvSINvWevzwiz0bCM6vljpeWh0vH69OGV6cN33p1w/PNialEphL5ys0DQZS+m9jsBtrtxOWh4+HbV5TXHfJxy+Fhw3lsOI8Nx6Hlw+Oex7GjbydSKuxvz4blOwY0qEmOtfZdzTvl8uWZcjtDZxjLXAKPlw6JBW1NWQcgngLxFNBT4vTQ8837G5IU7s8908kwlnKJxt4JShkjZYyEWGjbGRFFBF49bMn3LWWTbYos1qqgAMU2yziw8NvjYBhFY7X4ZviQ7PxIyvSlcVFXL826Mb+NpT/Avx90iUgUkb8gIn/Kf//VIvI/i8j/JSJ/1OMLItL57z/nf/9VT57jJ/z2vyIif/+T2/8Bv+3nRORf/aWO5W18RP8g8L+q6ncB6v9+MP858Kd+yWfwwBPyOkWtuKh4scCzWB7ujNPb3mVKE5jdDax+2QZhsaA4bYTN62zOYVvjGdcSuX20r6w9GMMkt2H5P4S1LM6tHd/itLa3fs20lUXG3TjHNvm1/qMF22oI1L0U5h3kPYvUv5lImULxtKvljh3TtJO134gH0yx20WZozrKYmANMrTI/s7LPFGiE6YPJJLXE8IEc02K6lDfFYCmihKg8HHtrintA01FQf556fw3G2qiCEctXNzuV7BRhYx/SeGpgCoTNTIiFV0frKaIg24yc3LHt1oLf7c1xacoPU6Jr5gW6c77vCW3mL33zy2w2o59X1p/cbYYF9Dyq9SIlY9qNp0SpjoYaOPhkeTg3xFTomhkZjb2h24yOAW1XY63rLz+y7wdePuxIqXA49Mba8c8JUWPq+P0lC6rGIvnfv/tVvnLzwOHYI9uR2XupOsvSKhgfOsbUsL89c3zs0UMyw7OzUQbzrkCfSb/QLud3HFwdqbKF2lVDkTth2keG52V5rbxR8iBM1/L2yuS3P0D554G/zMLC5t/BZg4/JSL/KfB7sATr9wCvVfVvE5Ef8/v94yLyd2CV6d8JfBX470Xkb/fn+o+Bvw8rJv6ciPy0qv6lTzuQtxEM/wmelMgi8hVV/bb/+o8C/8cv9QSiVt4GV5CRTKWVssjyN8K0lcXs3ZRl4PI8LnJOgGWNXuqECeYuMG0C7WOhSA1e+gaVbe6DlxFGAzy/iD4IkcUKcnG6m0EbOwHHW3fEu13vtxi+z9DdOaPkpmrsGTi7OdY+oVCc0yx5BV2XzlVHJgs+uYXYGE1rEfYsa99IA4RTpFzNhMdE2WfL0rqMzgEdLXtZJeoDuS+EtjAfG3QHZQ4GGRkCgmU8VRWnZsoaTSElXAJlm+HZiE6B8JAWf466VJRySpRU0FiYpsT+5szhbkve+5vwgciunfh1tx/yv330NS6nlou07PYXjnc7JBWabqZpMtNkX9o0JjQLXTsz50DXzNYH3Br1z8DmmdPHtqNIV8BB0xIL00PL3Wvr/4XbGb1E6ArSZrp+La3vTxtCUMYxUoZIfFxLg9IZDrCKRqQuE1NmmhLjkPj5ywv2uwshFMYuMVwapiyIs3PCIORrOB06UpOZ54ZwEeeXB9sAryaG96oPciQ6wDqdZGFSpZOLAW+dqXTvfHzvJ4/PMxrDMhh6K+st9QxF5OvAPwz8AeBfEBs4/L3AP+l3+S+AfwMLhr/dfwb4r4H/yO//24GfUtUB+H9E5OeA3+D3+zlV/av+Wj/l9/18gqGIbLHI+88+ufnfFZFfj31kP/89f/vkVYyCp8F6e92DvgESza172E4WNJpjWbxi6wCiZlXDjfVWFt8NxxXOGwERciM0sxI9uJ3ei4udotHrguP15I3m86IqnZ9Q7hT3rrATUuMqtiCZ5aRpHlx/zul06Wglde4MlFwaeYMiWKIzapwSWAUYunsYff80YLe/VgEmIX3cmKBrsulnpZaFS1gsTwGT67oE9DHBJpPvW5vgNgX17EcDi2jBU4VsBPT5SIxK1490zcxruTIh1+ZJ8EyKHKKBlNWEHaZzQ78fOOd+EVUA+NbHtxzHhiAYMHqKHB42oJA8EL7YnZYs8Bc+vmUuiceHDV/54I42Zrqvzby82zOdG4oW6wXWgY0DluVqMkZJPzO+7pEpUB4amucX5iFRxsjgx9R4v3EcGpp2Zm6K9VePrgsZjS+dXbZMO5Mla7uZcjEJssOxp+0mPrg+cBc2DE3mXINp9scVYTq0sCnkCFKCMZ66QkqZzZctGz7lPWOytsJ0IzR33rpIQt6sxlGLDuZs30NzFxyz+CnX3i9jvcXM8A8C/zLgkiO8AO5UtXY4vwF8zX/+GvAL9vo6i8i93/9rwP/05DmfPuYXvuf2v+f7HcxnCoaqevIDenrbP/3Lea7SGPB589GETGVxr5v2yelnsgwd5k0gXQrDczOJyt4nBGhOPpA4mgx6OluApMiix1daITuXed5ZUKlleHeni9OZzEZ/Q6B7XY/TjmW8kkW0VQoMz9xj2YHYqBnQA6R7ZdwFKM5aEeM6N0fQiyw9nXoihyzE4zp0Afu/6uTl1vuX6UnwgYXRwSTW21MPysUmy9O1vUDeWf9QdzMyROuBqRBCQd47M913dsLXmUhS4kNcssPNduRXvXjFkBPfvrsm9TParRdICIU8mzCuXiI5KLEthOhDmqg2gLlz8dgp8CBbJBRSk61BL0oeA9OhJUbl26+vFxhLjIqmgoTCl7aPHKcOEsxjNFrd1kDcC0zm7O/d9kOuthfyZuBw7JmnyDwmA4KfAvm5vcblYh4NMWX6djJLgiYzSWP6mirkc1x6h/muJVxNXB47pC3Ml0SzmeiamcucuOoHyxJ7hx9NQuhnVIX2eiDPkayJ+crOcVJhOrXkyeFNz0aqp3TYZ6Y2wRzIm2COgmdXP/KKJ56rix6upflDX5KfuBQo5QcKhu+JyM8++f0nVfUn6y8i8o8AH6rqnxeR31xv/pSX/H5/+7TbPyn8f9+c9ovBQPGeXDpl4sEa/uNtu/7Zp6W17zT3wryJFrDE2B9PiehhrsySmikqeS/mJyGmRr1mWGq+FntrUlvD2QKBeeTaYxYV6hamKwtgwzNTJDbO83oigp2A6bJOWOOoJiTbCcnxkrkX5sZes3lcJ4Tto8OIboTx2lEYG1PEzh2WkfZl8RwJ9zYZnd+bCA/JLo6T9U6rfeX5y2WxFpVZ0D4jp2jT6kuAIVBuCzo25ncyRKTydIuQr/CL0S6GISeCKE3KxFho08x58P5WERClPB+WIKsqhKDMc+TZi0defXi9CEFIFvKrjub9M+PQULJACcgQbSr+ccP8fEavag9QKEVoG+XVZUcM1pfUMULB+6E2gbUHeK/lsWEUZWhmtu3El58/8PKw5fTQQ1vICjj2MaeCBAhiGoZZhdOpQ5oCbUHPkfi6WTYkTdYWIACPLWwy86ueuyny9S+95jw1lBJoGp8mXyvTfWeOgNKg7coh17YYTbLPNN06Bp7naO0MoNkZHVD3MH+7p3lYrxNgVVevyuhvsWfID5YZfqyqP/p9/v6bgN8mIv8Q0GM9wz8I3IpI8uzw68C3/P7fAH4E+IaIJOAGePXk9rqePubTbv/E9YUIhlKsLAxjIW8a5n2zCC2Me/sWu/vMvA1WMhr82UQAACAASURBVHs5LcWCS3hi2Qgs6i6z4/VKawOMEk3wsyoG24tbRlg9enNvijCWJdpdcrt6oJQKvWigcbhD9aOoYgly9J/jk2zJB0Ng/1e+sWQW2pT47i1VScffR2mUNMhi9Vl6tWyuXjzBJohytNIpXmSRFJNi/STT9PODUaX5sPGp+jqJ3u0GhktDUUGSkuqFGwsjrU0ru0LJgcfBssdn2zOvTxuGyVRbAMaho+tHclaaJjPPERFl149c9xdyCej7j9zfW09PX7fI89E8RxoTa5BiuLrg/Ob2o8TkXGQeG3STGRUe+5bHY0/xnUj6bPqHY2T4mh//o2XJZTsbr/jG1HNeHbe0KcP1hXmO5I0LvAJlsqxPt/Dx6ytS4+o4RWCIpDvLlFnaIoIcE9q4Cdfo5eljw7fTDb/myx+hKnx42ANw97AnnAPtfWDaKemlccSna2sfVPhRxX9utgPTmBAxfn0RMSXwU6LxYUpVWrI3YP/NGyWGJxvDW1hvA2eoqj8B/ASAZ4b/kqr+UyLyx4F/DPgp4HcBf9If8tP++//of/8fVFVF5KeBPyIi/wE2QPm1wP+Cffq/VkR+NUYI+THWXuQnri9EMLRJJWYML4bvWzBxjSyiCe1DZryORNYMUYMY9q+yQDJsXhXOzx2o7Re7zJAGWbO82s97xNWqa3mLQ2rs9irlP3kmWQclcYDmgaX0zv3a06w78vGrvos/eLB3rcHqeFdxhqJuFlRP4K0s3OfqjzxvXcmk+ngIi/gqs2V7qE18q56iwXjE1X1YsGZhMkJ/OpuacmnVvZGFrp8YhsTmZrRMHJgmw+GFIRAfAmMWPh6jDUTOV6SUmeewCJ2KwDA0aBYGZ63sdxdebI9sk+1CUwk8VImwm4lySoTtDB93JusfFJ4b35eHxPh+Bu/PxYtQNKJ75dU3b+01NzNxOy+6gtvnJ2afII9BYTDJK2kLr799TdjNiMC5wPX1mW03McyRuDOg9uHYMx8ayhgty51aC4ST2KCpMTGGpZWgEIvLZm2y9VmzIE0hpsz90BNFV/aGs3Emh13lzo2jxHjHBAPJVwLKOCaDO2VBcyC0mRiUMsRFjKFEFhHXeesWAVHeaMG8lfX5gq7/FeCnROTfAv4C8If89j8E/Jc+IHmFBTdU9S+KyB/DBiMz8HtVNQOIyO8D/iwQgT+sqn/x+73wFyIYvlvv1rv1N8uSt85NVtWfAX7Gf/6rrNPgp/e5AL/jUx7/B7CJ9Pfe/qeBH1gX4QsRDEuE8SoQciCOxWT1fffpHjJhtEwwDplQJ6STUpJZNRZZS0ARe772UZeMKHcsRkq197d6zyqI9QxtOKKE7A3n+p0/Ecksje24zaOSN5aFlXad7LYPgBqoujatp709X3MsDLfBbCGTsvmOQYWGW3lDu06yZQyIqeXYzi5Mu2Jwm2RZR3q9sg3CuA5zAJea92PZG0ynlkrmnaHIQYij4dF4bDgHA09fOSTk/sH0+koW9JSsF9t6FnpoeMyB1M8MZ1OiqeZIlTMtmxk5RaaoPOqGFAvtPvOVzT19XHthlylxunRc7jtT384C28zV9ZnzpaG7MdL2yVkeOSTCZqa4CZRcIpoDm+sTbZqJwVR0Bi8xx0dTsWYWdI7IFND7lhIUknI37ombmavdhb51V0YVHs/JQNYXpxu6xSlzQD+wfqhWGuIcmJtMuJrY763stunyxLabOFw6piku7nvMJrZbthm5hMUiNB0N+xgyTLe69AjHY2M40IvRJcu1onNARoPjaHBnxsUmgMW3RmZZzt+3sj7fzPBv2PpCBEMNzvEdlPawsknsjzifOHB50ZrYarLS2FgkmG2AK1HH/EQ+/6wLo2UJEg5hqXFuuloD6fBeofSFeHRdOBVoV/R/PVbUsIPF8Ya1/Exne81Kj6vslyqkcH7fTnRR4xLnznpN6ayLzH99jTiIl+fundGoyT8FA+amQ1qCTryYQvJiUB6s7F5N2v3xFZieoPvY/Xo3T2BMLzvyNnPv2EQZXEghGEc29ya8sDj0BSXPAe4aQl4xkMWnzvKyRZ9PJoO/nTgNLe31zDk3fG1zx85L5u9erviG3nDR3oMNpjcI/Mh7d3x02DHPkeBldffcFS02E+PQGI65wDTFpTTuW5vkAqTtbO55UYnb2eAws0NvBkG3md12sImv70ixH8i3gfOxI+xmSm4ID9577JWmMz538d6e9HnpmQrQJIPaTFPkMQfGc2MK24/V2NhaAfHRFLHD6N+/PkEQHAIcnJtcnmohwkhjOpBRzVXvIo608PN8hhDdf1p1hRl91qX/H3tvEmvbnt93ff7Nand7mtu9pupV4Sq77DgyGEdGDIAYpMDEE5QEJBRQpEwSMWBCGIUBAzMBIQUFRSTCQQrGioQUIVAEgShCxCSObcUpu2JX1at6de+7zbn37LPb1f0bBr//WvuWXVUuy/dJL677l57OffvsvfbaZ6/1+/+ab8PZT/sP2fpUBMNRc22EoqiQeLnIF+pqwQLKFHnstyUAdRPp52dGyZmzKVgw7UG10F0gU+sgA4vRRzakHbR96JOrnFw4yp17bSrIdBcgH4QhMi5Xy/AlO0iQcZWcSxwE2gOcDb4TflB5MP4c/Ebw7DicGXuVIRNgdahG4jGCyWxkcNONw5wE0B41DWMavOhBTMcnBs14Mx0VvpLP7qsoIO1OT0GPVpOd9JRNjAK2vgz4WkRLVYC4l4GBGcTSchSO0L3AjmIWia0wWfpjji8dH95dsq5a+mB5t5QJ1StV0w0i+c8ukxvfaZwz3DUlVgeUlQADMLw2kLkbDGbm6U8Z/fNajKvmnpaSfCVRxQ+actnhvWLYFox+zEpFwmDIqoHr+VGOnQYxzSD4SGMDrjOo2guDxClUr+jbTKh0+pwmud6gdGS3qQXbGJAJfCkWBvQK9ZrSECmw2t05G4xWBmmjDuTvRElEM2b6TBayII/lOyZHQFen/nba/MMZnPEG1ttg+Ikt7RGgdVKcdrmadriQKfJDwCQpLRWhWyYZLaMItUjvj9NnKZ8lGzRDxJ7i5JEMCVO4ODeaJTsCs5d00dcBPaRyFzDNiEU8XwDj8CNkCcZj5TnZQbJYVyZOcwq4vhK3Mz9/zQ/juZm416pJx0oZAZU8HrKk1H3ShFlyeNIi4KpvNVkqe/tVwGnJLvKdcJbHAGaPKgXps02lT6Krvjh7nojAQ5Sb3WvUINjE8fP6IhLf7UEl0dheyjw1yMYhXtJq+puOSjVBybHVwRB0ZH+oOLUFu7bkV/aCfKiqXgYuJ5HQigbIA82+oMgci7LjZjfHJQbKe/c23B5rXm3mFKUIMPRk02uzW4ubB1wSUNVZoN2LMIVujGTYQWEKz2zRUmaOzlkezna8aqU1cFk3vPCGrhVqoTqZCTWgPIReoyuPTdmnc4Y4Zl+dbADmICyeoBFh1yKcpbhmAyiI23walPk0kPFVQgf0mjhGwyxKu8YpwmoQLvheoD1uFbB7PRnWQ0I4lGekwzB/g7Xt2zL5E1wRSeUj2GPAr81U8v0uP+TEBR5qycAEYnMuD3wx0jhGw3c16QWCZEtTWYr0/kKWaFAKdC9BxueiOD2aT42BjSiA7lGdepw2j1qGOkoJOYyY+nQuKgpVSsyaFP06ikBDLaW6bV7LavMzaHzqIybcWcgDtjOSMY4tQyfag7FQDCTXwOTVMprQKw/DKpVxadocswhWshbllQRcE4k6gDZT2evLSH/hya0nBoW3EQZE5GAE+bbn7yCaSKiD9Omikps6j3AyuJRJvbxZTFnVvq+IXZrarkQyi17UYh4s9uz7gqG3mJQZ3h5rIpAloQOtI7bw+NIKLrEOotiSgiGDRp9GRR5x8bMrmTwDNH1GpyzvLQKLXHakx9sVTZMTWoO9sxJIHfRXXqT4gwCy76/E6sBHxfZUcbxJpHKVgloW5Psf4TLJpD56LcBzG3BLmSDbo3C23UxwkjGJa8gbyDFDHgS0bgN+tEtQiEcLZmoXCTsllfxJW/KNrbfB8JNdw0xT7CRLsa2IBQDSB0nsk3atp7JWRRFCyPffDpUB6ZeJfqCm2EQhtDcSoET5gynKuDIBq5PgqpupqTQe5pKJ6f6MMx0Db7YHbUVEwTTfDvp2ySdoxAXak/T0XB0nVzRfCaZMOYipyR3H+8hDt06vPZ57e6rTxCrgVh7Vq9esP9ObexiWXkDMs3i+ASG52ck/s2pgOOSoLvUFNcQoWeGoYeiLODFWYuVF4HVTYhaS0aCEX+tmEV8HfIUAGIBYeEztBIa3KVDLHrwmtobYGGzdiy1oClaxF3aOiJoGyMRmwNrAk+2KEBRV3U3isU2bkWVJeswErmYndtZxtAIPcoMhdgY1QndUkKytl0BdXDWClbydoXQkdpps2fPrzx4xKxP0xxtCVOiDBMLJYXFQUIuxVJ67CSrz7nxLO1iOUSVoTApmwwh3SrCc1NOMNkIWKC5a+jYDl2FaRb8Kyb2QSadSXoBwuiPEg8VrJv8WFMQ84JaemCiUuldT71r67t/11vv9re8fdP3P3fpUBMNxKDHUirDQFPsgNycCui52AZ80/tzs3BsLVoyVojmrStvjeNBUHixHNzmZrOle+no+ZTG6P/f9opXXdxfCShFUv9D9xvIj5Ge8oGSyiYEy+vbMpE83LMJEj3MpuJouZZmptxZ1RAdNsVF0F5HhMh0kE0C1boVgr51c7KMPsck8fjCEYzZ9VnQklnFysgOIpceWjqruCEHzweUtAN+4vRTK211Kd3UkXPcinGAE9Osvw7kf1hpG+1B/THaeI6YwSDmfXba49qxP6JtR3isQj5kMCkpRIG+PufCg0+F1sixlPvC6NrD3mnnVCdA4KilZAZtEG4I39F3GMFjyzAnDZdAYEwhDRjxLqaJWvciOBUW3Kc83dC/TedcLj3rUJTRZYFZ37JYWtbEyhLJIkEtiC8e99DMBNllNlTnyi1ZEYEcxW62wB4X2ipC/puXoFP5k0fMxW5cN03QK1SiGecSczqiKUZXI7sUpUHk1WZFGG8XmVCv85KBnsEedMLAR8waFGt6Ku36Ca7TyjBo0kW6pzyoxHvqZTg56aUrm4lQGukqC0dgDHBWoXSU/fXmm5kkgEkbJWDb3I6sjSxmiJdkFyLHyRJObsLKpxAxF2m0TfGHkF/siTWiXjtCM/DyN3Yvklx4kmwxWYBT2IIOgbK8YHsiNoXNPtIHoM3wecXlIN5YMQ1xvZdpbnrd7ZQKhFeEFei3PDwKLUcAHl7c8P0jtbnTAN0YgKL1kd9Fr6Uml94iRSYjUt2KgjkbkcvYZYe4J6zBJdbneTlklEWzlZYKro+gfFtKno/ZEr/GDlqwLpDy3EY2cr7HCcimrHms8RkW2TTllYSEorA00JzGY9wdL52QARFKoMYthAo2P965d9fhXBWYv0vm+lkCie010mfRAkwxZljus8czWDSdTyN9nUOeyv5RSeX+UDaXpMqpC3vPh+7fc7maSoW6TC2DaEEfKHQAd+EM1gedHy08iVM800Z57fcpJ/zCm7yxkceKcB4MI5dZ++rC6lyFbyJlA3W9svZ0mf3JLWBZJALUUxolPxP/RmF1FiAOUt0G+3GS5qbz0DCd3vFLhZpLJid8wE2bQFa87y51vXDmJiIoqBVsmvbh+9RqjA86Cs+bcLxwN412VprO1lDPjjUWjJ+3DkKVpsEriC0mnrl+B3qXgsESa9nMnwSRCbKyUdE4TG4NuzobksQjgLNROXjfIzaoLT+gN+13FV/vzVz30Vs7ZgFsEySBfZriVI5ICqVf4UW5qMRAGLZljVMRKelqzVcuqbuidZbuvpgHHg/tbCuN5vl3QNRksB1HQGVIv8KLFDwZVS2NY9UYmtRG0ieJ1ouDoS7pOSuIYYZHYIUpFNk+XqNITe4Pd2nN/tNDEIuJxk8jsWFKfDkWCryTICQJfiTaioka1EOaCM5xXHYui42gCfWcZtqlcNhF71eF6Q2wsfhRqcDnD3LJcNGyPldAQB0N2J5qH2VHBnaZPfdtQicjtaCEayiBZefI4GemZ+Z0cv80VJP9uqUbUNMRzTlog4TVy/OTemDy836S465s0pP80rU9HMIwyrbVtIDuNQqvyOzNEUaC2okyjHdgukEVorswUCMcvqNhHsiZyeqDPnrQJMnjW8zt7EPtMAlh+dy5J8l3EJ09m5YUeNw5Qpt5LlPJDeYXepzI4iTq4y0Ax66UXBMQ8yjS3S9LtjZTVrpSMVrJQAeCCcGm56ghOY60owIw+vtm8x+0lmI09OnMw+FmS6c8CsVTUs45hMCidMqffiTPrBfoRc8nYQiYq1tFE/FJ6kmOwDYcMVTnJjp1CzxzzecvDxZ7COo5DzrJs6ZxcToV17NqSPHMYE+h7wzDkmLmU7Ll1zPJhwvR9/GrFEDK0iRPAGwV21dHvCobcc329n079djuT77SxCRMqQcKXCTMZgKBwnZzPatHQ9JmY1K96Arn08pJ69ziF9nWABIruBstF2TDLe27cQjbLXqMWwp+0hcNFEcGVL00+y93LOQRRpFHPStk0k2WDQLRSn/fSEyLYhDMkwbpG+FRUaYiW+s/ljZ42XuVkiBj1eFw1XYtukYLtmD3GMTC+oQgWeTtA+URX6u+FTPjH9hQY5nKR2VOQm1CBbVIZOYjuYHYSoQb4HQ3iCPYkmoNCfJdsL98mXUQPqjs/V8Wz1L5tUqZ5PHv+ajcpNeEWcZJEMn362YxS/lLqq6OlSzgyALUYiG2OOkkfctzRbTtiCeUmUcm0Xd3rRKQ0+fNqE/GFlMr+aQVGSkubPH4nl7yguLo8sD+JiEKWeTpvJNPrzPl8RqP0gIjCrgZQRjxaCkX20grebQRRW+mb4pVkM9uc+49eAlDbHk3kZTNjXQoY+lVTM8t79qcFxgRW85Ym96zrBq0iD2c7DkPB8yRaMKs7qDuOpwJtIM4SXGWQ4F9WPbtjOQGq/SETBkpv8DXozuDL5GJnE9znaNDXyeDdGT64vOXpfsHtSwlsGBG51b0oiOPBzyOk76Bpcj6OS7zXEqQ1xCqJSMxFvl/ZgB5l0TqR81etIWaBcMzGwTG+jgyrgGn12RVvZ0WqLYGl9a3FLT2h9ujOEgrwjqlXPeJCdYLK+EIqnon5tFX0izh5Y7u1P19PSf37zSz1doDydr1db9fbBbzNDD/ZFUW9OpPMzfSBYpPSfaPoL7NUNgS0i3Qrg0rT56jBvCbh5Qo1aRKGbMRbAS7RnOK5qQwwslLGMtpVinwQZexxktyvzhPgURlk7D26OuHrEg7NtIohQuizaaobCvG0qF7ITm16Ob6rpbRzs9Q4TxWXbww6DUf8Tni1qvAiQNoLTS14I6opwGgaZHNH7wyPLnbc7OdoHURoNalWv95jVKNncRbRW/n7DksBZgtd8Gwr4C8E+6dqR8BiFgO3p4ovXb3grq849AXNYPEJGzTPe14d5d8haEKEeaK6XVcHnh1FAmi7l+csZi1dYnzYzKNNwDvDcnGiygdu9zOqYuBuV4yXy/RTt0ITjAZYDNAkBekyTBmM1QLR2W5r1EFkyGIecEFhRjHeALrTcCXZpBvMNLAxJkgm2kmWrVVkdbWXLHPMkjotPswX0t6IvRbuelCEhfRyQ5AqBSTL5GRw84BpBdeqe00oA+7KEXeGYNVUViufBiGlgPNdKdCuUYV9mIs83TBqVnYaVkPyvtGT+s0bWW/yWJ+i9ekIhkpNrnS+FG/jaBNBfWno59LTyQ/CLtEu0s91MsoWaf9hBF2XUna4Un5nOgmK2T5CPE+hR78R0iBjZGzoIQ1hauiukjXjtZcbDWCbEXotv2vUxBIZX68cZDtF+yCI5SYyQcy2etIX7C4U3WXE1QlWERTDZY9KElUMWgZ2r02Q48lO3sKhCJBFgaRAwkLKXbGqWq5KwRfFqHgVFdoEumN+ngKm44olaYTFQBw0HA1RTAFkinlPAkNROKpioOkyukbA0Zd1w24occk2MjPnO6QZsiTTH2n6jP2hIkTFct5Q2YLndwu8MxNEY3+oqOoOpwNlLhPZbrBYE5hnPWYZebmfnc/fxglWFIqAPRhiiIRDUrtYDeD0BKruBkvXJfrcpTzmewkW/mAJo8BE7TGj4Gxk0i/UKpLljqvrLbumZBgMp7ZA2yCCrsiwTNnAYtYyePlsYaXpOwuHTDCiCkyydw1eBHaD02LQNX42HQXCtIr4mRbfFUiUTZU0D2XT9Zm0MCZ1dV4zCVt7gUSZSLBx6pH/gdcPOs5QKfXXgVGm+4+kxy6B/xn4APE6+ZMxxk0yaflvgH8HOAH/YYzxV36v9/CZeJXoPjIs7bT793M1Ga6LNL8MUkyi3Y083pg+Schl58z38nsUmCZ+m+x5fE10dfRQKe+kxxgycHNpXCsvfr6x8qjxAlgN9LmYiJsEV1MBuaC9YjCvTQfHt4mJsldJpjvMI8PKY5NmoOsN6pCI9+n5JOCtmjmBu+SecMiIsyD+Int79mXpxCM5HDM2ZcU87/j84hVf211zf3Hg2XbB5fWeYyOZlXMGvRCRBa0BFafJccyiKOashumiD16TWU83WMrLlhAUISquCgm6H+6uMDrwaCYcRqsD39qvKaz0/obBkBtP7yy7viB4jd9nwuRA6HJNk/Pwcsc78y2HoeDpbkmMisaJ2GyMimIt0+S+zSiWnUyq9+L7olstjd25WHuWy1YUrEFMrlojvUgjyjxZ6fA+GVt5m5giCp/EKWzhJ6mqohyokprNvOx41c5ROqI0ZEsJrtoEMa3ywpuuC9FirMuO2/1aHBMHkecHsCdLvwpi8rQI2IPG1QF9MKCM0CRNnPrBY4Yowx4ZyNlWoQdhBAlLKp4hYK1AjfSg3pxIQ1o/6NPk/wH4y8DfeO2xvwj83RjjzyVP0r+ICDP+24ja7BcQA5a/wu9hxBKVwGfsyYNSZDtHe50msUmF2vQRV2hGBWsVEtB5lNAalWpOwuoY3cJkWJEMjpKiTb88D1xGsQfbiPcJKg1ZHAQUulMEZc7lzUzoWFFHojOiGGPkQvdzjzkYYYgMClLWZJskZFBH4jLt2oXHD1rgMl7kobJKbrhhl0umB4RoiXnA1o78uhG5rMMop5XK2CLh12aO3DoeVTt+7eYd7s2OvDrNuL88cFGcWN2TYPLh7optU9KMJuwIdk5YCwpWPbNFO30/zhlK66iXyYi9Kzj2OR/urqiznsx4lkU7Bcev7u5RZ1JKA1wsTtzuahnoDBbfi5x/THzvMFjMzJEZz0e7C5o+o8jEH2TEF1rrmZeSqZpl5GY7FxGFXFztgjWSVelIPZOJtUvyVw5pAxAUuhBKoTaB4Zhh7tIQCi0QpRQMXWsgD2Sznr63VPmAAg5tQVEOxKgoi4EhDXVmZc+py9A6Mi877g41VdFzOIksWRjZQiku5TvF7HFCPDidrnMtMC4D0UrQi0Ua0GRgOoNNU3A7KEwzgt5lQxw553JdR7K9fKevJwtvZP0gB8MY499/3bQ5rZ8F/vX0759HxBn/0/T434hCIfklpdT6d9iH/q6lopS6plPieBch343j4eRe1wRcoelWZ61B2ySF6wDZIe2gqd+XHcTMSbtU8lgwJ3lNsGeoTLGJ2JO8/+holx2BQ/JJUQqnmPxDzMYySvGrBHi1jaKbBVRyYSNKhmX2oyYXk4zXsPQCUzlagWo4UFWU3d6cy94wE527fGPwuZmm2SqJKUTDRK9jMaBzT1lKMP3VF+9ybAq2+5rr9YHPL14B8NHxQj6zcQze4J0hNFbYC3kgOkNYDsyTeIFPpdvoTLfvCo5tToyKy/mJbVOybUoWZUdhHK86wYFcFCdOLqfKHJtjxYPLDVYHCut4tl2gsyBMiTFjSRHi1bFmWXZY49EqchosfW/pjjnaBjIj10SRIDuA0P5UJJhIUQ5oHcVvuctZzSWg7xTkK4fVgcvZicEbDl1Of1NPOpIxDxJMRwjKoFEHizORrJIs7+Qz2kbkX5aLk7j5JQZKiCnj1pFTlxMjnFoxs8rWDSdd4muFuZVNvl9HZo/Fp8a0alKg8WWUS2j0nxnPJ4qplfLCAIhaePPZXq5Rn6fjpKlxcWtEzahPScOInni7vuv6g+wXD8YAF2N8qpS6nx6fLP3SGq37vmswREnmJ0BgRdCKYTbquAlXmZiyuJMwUKKB5kpj+qT3N95XWk0mSNlefqeiZJc+h1BJUDJJEm9M+UfOswg3yM5sG6ZM0cZzmeIr2XVHmEQ04kmiOlEpUU6JV0ja1U2fwLUuNcm1RQ1a5KaqQLSiZhK7s49H7JPgZ7on9Nbiks+w0hBVFM5v+vtpFfFes+/LJA+vJaD0GV/bXTPPO7at7ACb7YzglTBWskBe91BDcd/RtBnzsqPts4nBMc87Bm94tZkT9hnZuuPF3TwNPjLumpJ53k3UNKsCrc/wUVFkjmf7BfdmRzpvWc8aDiaw90psSdP5KxWFxhcVVeYmOnB/ytF3GWHlsCkAOm+YlT3OawZv6HtDkQec08yqfpL6GoPnctZSWMcHy1su8yO3/YynZkl8T7G9qwlHwSv6OkwXkjloQiUufm4w7A8Vrjfk1YBzhm7IyIyf/kaHU4m1Au5umhybye+cMwxDRr1sOd3MpH2ClLHN/Ui2V2BlAw4WCIq4iNiNxV057Ks0EMqk/TIsgqgJBbmGx2tZdwK/GXuDI7jfzSIeKDZvrlT+QS+Tfz/rO/3Vf9efTyn154A/B5DXF2iXAotW2NZPJdQwU5M/rHYR2wqVzWUiBhuNZHXju+Y7OU51Ow4nIq7U07T4cC1m6lMPuJEyc0gCDeJVElGD3I6mlY80Cm4KY0RNmELTK4a5YABjHifl5VHiSl4ktClfJQycVqIOYyBmQYRBM7GXBMEVjs11h1hBRqMIC8kKWQ7SvE/BsZz1kwdJljvmVce6aghR8Xy34MVuzlO/p5Ts3wAAIABJREFUnEQ5y0qEElzhxKLSGZQWTOPDi72UpSZMWY9VgRftnOgVej7gvWY2b3HeMC87vnT5HJBABvCtwwXbpqTtM4beslyc2LQVh6aguSvRhdDGxl5WrD1um7MfNG2ZURYDPmiao/iOxDKgToZD6nmOatSXsxOts+xUybJq2aUsdVm0HPpimmjPy44qG7jtamZWvshF1rG6aHhZdjx+foE6FJijmTjmI93NN8KbDs5CHugOBcoEdB2oi55tagW4wVCXPac2Z2gyhkYcC03lqOuO5lSg54MMeQBfOEKr8aWiuNW4Uq5P20ql4SpQ0Z5FjlM1YNNA0PRCCe0t5NukB3oAn1RrfCqfR3rfqA/6B16Rt3S877Cej+WvUuoR8CI9/pjvw6Iveaj+VYD5xXtRJrKK7ODxhZH+YVr9QpMdZeJmmzD19Nq1pr0nvRPTj8EUiDBUivJOjmF0xJWK4zt6Aqva0SB+ZHH0wjrxBixiL6pcxCcz+ThlnkxCmb4WAvxovgTAkMj4Xk0TwpjBUIdvk9yKeZyoYToLuF0+bRk+gsqCQFmUwTsRUVW5h0yhbSDPHReXgsjNtAQuq8T17YcWL+mCpdCOl4cZp11NHDQffCBf0eANhRXFlWbIuDtUxKho24wt8IWrG04u5zTIB82N47I6Ye4HtIqYlBpoFfnRi2e87GZc5CeeNwKZ8UFzanOC1xjrububMV+0NC9qaS0AykbUSjLb2FooxMC+byxDbeWGO1qBFQWFWvfoxPIYB0GnNqcue67nR2JULCvJAEszsIvl1GO83c3YZyXOaR5vV/S95dHFjsKIBWhWOIZZhurU2OYVRfJBETNh6qhBaHX5Qs6jbTMUTH3J0BtObU6eO4YmIzZGmCFOcehFQNYPdpLwwomsWUiQpuq5BLnx+tUJlTAqH40CvaOzo8+Z5Ou6taJ8KQiBsV0UMoU9ilLTMH+DStfwg90z/C5rtO77OX63pd9fUEr9AjI42X6vfiHIjqiHiC81wSry2xZfJ+iEVeghisTX1uMqufiGWuHqMXMTDiYwsUZMD82lJWtE8aZda/qk+mx6hT2dLxrtEpMlnjFnwcgu64tEjTqcz9dl0N3zmJNmmCfNOZswZFkUqttrF8xwf5iEE1QRkkaeUOgAwm0xQWjkBRpTid5eYwrpryWZK21lavmZyw3v1lsAKjMQUAzB8LnqJZl2fOXwiMentfTfEk2vT9zVd+dbnh2XVHZg5wvev7rj1bHm1OZoFcm1J5jz+D1ExZ948GW+3tyj0I4Pj1ds+4ofWz/ltq8pzcC3jhc0Tr6zfVvQNxkmC5Nj3m5TQ5YES4HYa+FBg5T5mYfck+WO7rYS5R4dUUVAzRzEZOxOUsQJ8n11pmC4NNxfHFgWLS5oXjZzfFS8uhOGi0zNI9YG6UFuSm5zEY1tByvZpw3CukmtjdiKdafKAyb3uF2OyuVvv64b9m1Bbj3H48jTFAtPn5zrQuKREwSi0x9yEc4dPXxaGc5FA+akhHanmNhYuk8qS7dyUXSXcQqUwo0XDcRooLsSjG6xOUvJ2WOchojKJ8XzN7R+oMtkpdT/hAxLrpVSj4G/hATBX1RK/VngI87OVf8bAqv5KgKt+Y9+z+MnKlx+57CHnmj1WbnaRbqlIT8EXCk9QldK2Tjtov7sgzwKKgzzJJiajuOr1CjXI40pgVldlBJCJYpckgAbFmISpQJkp7MQROwkSKpe4xeiXKK8lL3YCKlElpI7XTWdlvJ5VEPWSZsO5Caqk45f8sewOy3G4uWANh6PTDZHeat7ywProuHJaSXP14Ha9jwsdxgV2AwzGp/xZL8SZZpU7mbp54vTgsx4Nm3Fsjz3EqtiYFW1fLS/4EsXzyfQ8Y/Mn/JT1df5QvGMf3j8F+iDZZG1fHS8IDeeZ8clm1N1VofRgfmqoe8tLuEbTeVkgp78hdERk7T3/H358opyEM1CE6HT6MVAVjjy3HE6lmcl6XCmLsaZTJ2tCuy6ktZZjl2O95qhHc1tDJSOEESu3y4GnNc0g8V5w7DPp0A03unlVUNIOMMsFwP7ouxZ1w2FdfzYO0952qyma7gdLIdNjTYCdMcolus9m5cL2QTTgGpUrta9+Oz4WioEX0TsUdovozq5agQve75RwM0SrS9NjkMZyNYtfVYSMiM9SARxMYoTa6cIbzKd+0EOhjHGf++7/OpnvsNzI/Dnf19n4QPFpqNf5XTXZZKZTyWmEVl/VypMP2IHUyCLSezgNqISgld5zj4pSDnhMzF9GmEGyidXPNL7KAFL65hEE3LJDKORbM3niVNMKrGPoNfggyK/aIkRXJuJSKmC/E4GJqPIK0FBL73KUUrfz4OUTAps6VA6MGSjAZMAqE/7QuTdTRDVZhvICsexz3h2XLLvpIw9NgWfvdqwylp81Hxl/4AXpwVKRQZnmM9alIqUdnR+05Oogg+a9xZ3fHxY0fQZRgfmecdvbh7ww+ux8wGvvGRZv7l/yK4TsLULmvuzAyEq+sEyr6Qs3R5KZlXPctbS5o46H7isThz6go/jGm8Nemdx8wRK32aEmaNT0s90JkiGpSLBa07HUjLGJuklZqJkrXTknYcbFPDyJIbwIyYxBHXubegoQO5GvJyxMvk1Zc92V1JdNjS7Elu6SU37s1e3DMHw8jBjcAabOdazhnfmWz5b33I/35GpMIHOb45zmsIzdBaTeYrUP7QpCNvMEzOPu5Ho5moR+zWNovugQ91momHYnPvf7VXEjXL9CkLlUa0hPGqJnUntmYjrLbOHR45qhk7KQaZXdJcJVmPim83mfpCD4dv1dr1dbxcw+RD9YVyfjmCoFN1FQb80ItPlI3o4T5flOUxirtoJT9nn0mMM9uxYZ9pRv01NrnGjU9wk+c8ZdJ0dBGxtO+iXgvcaqXXByvOHeZxYK/Yk71E907RXiqFM4PBGQL/5KzMh/7PteO4xTQcTUDqC2RtiJhNnb4PgZdLAxddBlKE7nXitCl07EUV1hhgVL3bziSHx6GKHUpEHxY4hGkrj2DYyQJjVPYVxXJejBDj8S8uP+OXtZ/lof8G/cv9DnrZLrusjT4aV0OaylnnW8Ws37wDw5LTiW8tLQtScXM62KSXr9IYbNcN5Q545Xt1K9qht4NTmPFjvua6PfHH5gvvZno87YaU83S7J7nkOqd8WgTx3FJnjwWLPXVvROxlIdLsCXYg24PWVyHiduhyVoEQApz7DBU3T5VRFj9aBGEVVBiAqJeraVtgnMUr5uz+VzGYtTZOjTCDLHe9eSB/2ujxyXRz4LXOfjzYXGBMwKnKRn7gbar52uKb1GbeNTKyd1zy82rJtSgF8e4M1gTYqitLT94LxiuUoBST2AL6OsLOEOgiUSim6q9RLrv2EM1Q2YLPA1fsbjl2OKw3dKRN9y0FzogAb5XiA9tJGcqsRf/v7vSm/x3o7Tf7kli80w8g17qLgAVNPz+dS8prh7Ic8eidPJW449wr7pZosOvNdAqP2kfqFDFKkBD6X0a4iSVclGa55nIRb9QCTgfyIxZ1BdRIYQ8gUPblMel1SFs5G9eE4ucX5QqbTwZ7pe5DwiYVQ/ZQJ2LtEBdurJEALQyH9xhjVWUkaWM0a2l4C8bHPmc16Dr7gWSsT3SofMCry/nzDe+Udz7sli0ymTW3I+ML8Bf/qxVd50l2wzhoqM7DO5adWgf1Q8mghweerL67ZdiV1dtYg3Hy8QtWOWdEzy3tuNxeTr7HWMmi42c1hCe8WG2ot5/f5xUuuyiO9N4S1fGnzrOOur1jnDZf5kcd2zTe3AhCvEgXvYn6aptgfrG751Y/e52p9YHOohc+McLHbPuP9i7tpEATwspnRDJbDqaSsPG7UifSarrfYzFNVPVU+UCRz+wfFjoMvyLXnMxcbNq3wq//p7SPeX9wRoubJdoVNWMZ13VDZgXXZsOtKrqsN37i75N7qQO8ND5Yd33x+JYMhgMYkUdkkIRZA9Urc9HIZGimEqjj+TVfzllXREqJiNxjRVNxWgk4Ykg/FeIkEMQCLWtALoxnYm1hvM8NPcKk4agwmqMBCTz1DwRbK81wpk+XRrU5UfyPZ8dwTcaVkb91FmtS1gk00nZisd5kiFNC9poOofaRfC10u5MjEuZV+i0teFKNbH0qODUwWj6pTom3YSe+xXwfBIi7HXTnt0svkZlZFsluLNxFlI3nd091WwhMmBUsHcZY4prVjvmzwXvw9jI5kOtClD50Zz64r+Up4wL4v2LcFVgd+/Oopn6luMSpwXRzYv9aN/2L5jC+f3gXg/fKWTHkOvuRZt2KdnXDB8PXtlZy/juybEh80q1IUZlQlnOndqWQHFMnQHcDawKpu2J4qCiuT7QfFjkI7/sX5R3zUXfG8W/KZSjxZfvPwEKsCH+4u0avAPOt4MD9wKkT9Zlb01NkwCVDs+pLl4sTNqwXLpShtV8k0/qJsWOYtP7F8zONOAuo79Zav7a75iXsf8+S04rapObY5eeaoix4fNLM8cYzT33SIBqMi79Xi7fwyn/GqnRGi4qaZc6868HCxnyboP7Z+BsC9fM9Nv2BmOx5We762u+aD5YHfePkg2Yom+p+SQOePdrJviEMuuNN5UgBXceJKkytuNzOObc7l/IQxgW5XyXXnlGjSZmeo2LCUTDPMAmHuRWX8Ta23wfCTW8rLjmZPAVdrzHDm3YZM4ePIR2CC0ygP+UlUrYM54wyVl2yy2EiAm3jJZTKaT9eET2pQo0FUMIkEr6L4m4QznnA0nwLOyjZ1soI08dtMoXzyJw6viWkGm06/SFPju1xI+b0mmEhPLnxnk1SWr6PAaJLXrrGBMnOYQjLEY5dzSoEHYFW1LPKO0gzs+4Kuy1iv90KRG2b81u4+j+odOl3FXzk+4P94/iP4oPmZh/+MS3Nk62uGaLgbKo4+Z9PVE7uiPeXUcxmOPN/PaU85sRFxg16BP4n502hzUMwlq1lULS8PM5oho7hy/FD1Ao9miAatIo9bCVYhKr6+uaTMHN86XPDubMs6bxiCgLq7wbKnmIYVgzfk1vPufckAjQ50zsqm0BdclUcu7YFXSSZ65yqMDrzqZnx+8Yp10bDrSz58KcF+Xnbs2oIfvhR8JcCLbsHCdvzU8kNK1fO4v+Kb2SVPmxU/ffEhQzT8eniHzsuFcfQ5VgVW9kRAcWGP1LrmwfWOv/vsh6XkP+aTY9/68kDvLHrWirFU7hnWQGsEkuOVCFmkVohPfjFtUDy5K0VwojWJLRUF4D/iVwF6hR99awJvDmf4tmf4CS8FphN3L9NFhvo13KAVfFW/EDyg6LqJYofpIt1CgsaYSdo2MTtswlfNJDjmexiSQo1pIiH1AKOFoTg/Xw/JCW/sM7YqIfnT+WgJbr4SRRHlpNTOB+hXYhZP6lW+Tteb1Khbg1r3mGdFgvpo8T5REb9K09Wk5uJ7jak8s7rD6MBVdRKgdJ9x2NRcPpARd2UHQlQ8Oawky6k6jn3Gi3ZObXsuixNf2dxnmTyBXxzmNF1GkTs+ai4xKvDF8inb5j3uemFUHIecV1sJJleXB45tjg+KzHhs7nAwaQ/qeWDYFtRLSeEXZUfvDfumIARNmQ/c9RXP7ZLPFTc8bVcTLQ6gNAOfWd/x4jjn/fmG5ycp9Y0KzPMel5RgxswwRMW2r6jsQGkGTi7ng/ktj49r7i0OvF9vOIViyvJCVPigcSpycDm5FjGL4dKw74opuD4+rPlgKTzu56clq0XDwUsP8J18QxctRkU+7tbcy/f8yQf/iL/59Kfl+c2C05Dzazfv8qWrZ+g6UqaLZl02PH21kj5hKnvvNjMWq4ZF2fFgceBbr9bTRq2OBn0pvc9EzCI6keOKjYXCo7fZt5naC18ZdFLFUUGhvCbc64V55F4zovqDrrfB8JNbUSlCLvJcKkTyQ6C5SEKorWD+lJfAo6IMS7KDcIhtFxlqNQUrV6Y+YSf8XVcnYOpahjHKJQn1c2KFryR4afeatmG6MF3qP44lr2kTrc6BMpDttWSImkmZJtvJTzOqK4zUs5OYrquklBKVCIrqdDH7dJFlhSNG8Fqa7v1geX99xzpveHIUc3OcZvNK3O4yEyito3eWddXQ6IxTn/HitOCd+ZbWZayKlqc7CTLOa4LX3F8cOPqcTHmeD2tWpuFRteOru2se31xQ1RI8l2WLNZ5DW1BmjvevU+l4mImDqA50ueN6LsFqXTR8fFiidaQuJLO77WTQ8KRZc5kf+eh4yR9ZCTHpGyfJ0ASmo2lcRu8N92cHbpuCwjpc0JSpn1dox0XecNPNybXni+vH3Lmaf+3ebzNEw6P8jlPIqc2IX5TXfX1/xWVxpDIDhXb80fUTbvr5FHzfm91x9JIZPqh3HF3Blw/v8OOLx2xdzePmgienFe/WWx63F2xcTZsyw6e7JcdTQXCar9lrDkPBz1x/ha8399BEqrqje03zcQiWps24qBsK4yhyEZ84dTUxD/he3PHypGTUtYasFr9rgiIUgfyVma690et79NIubxXdhQDU9WyYtDXfxFJvrv34qVqfimCIEjtQ00dMKnPHTM/V0jcMmWSCwgiRgKciU9qenc54LFDT46YTSpI9phK6Omd2IEFKjN2TbFfy/hhVbVydQLCjAI1+bUCyFZOe4qVkj2OvMeRQ3agp4Loq6TEWch4+T3ahuRi9u5kIUYzSNENrz9aUXrxwv2EuebDc0wwZw7YQmlq6uV7ezSnLgUerHau8YZG1vGBBnfXMTM/n65f8vzefn0DUMSoW8wZNpPeGp/0KQ+C3D/dpXMbtsWa9PFFlciOGqKizgWXeEVBclUd2fcm/8f5v89Hxgq/dXrOoOtaFqF/ctjUXZYMPilne83y74MPmCu7Bj62ecvAF79V33A0SIN+t7nhUbrkbav7x8/cYEud53xd8sLzltzb3iFHxvJHg/4XlDS+7GVZ51nnDRXbkg/IlL4cF19mej7orhmg4OumFdMEyRM2X1s9pfEZlBh7lW4ZouMhOvFfe8bhd81614ZBe87xbshtK5rbj1/fvEVD81t09FPBRvOD2VHFsCqri/DfyJ0s2G7g7Snb9K7vPcvQ5276ksJ46H+gGueW2nUXrSOcN7WlG22XECGY2wNMSvxAB2P5WzketBmHSlE74zUXAzfUk5joquo+97WCST/fWiOPfm+wZ/iFdn45gCNPEOGpFv5AMESAUiqFQ5LvRoEml4Cila7TfDhvQQ6Too0yOM8kE7UEYKoPcS5LFpXLC9KkP6M5By1eQ70TCS/Tl4vmii6IQooz0CfNdMqHvYFgKwd80EoxHquCoUZfvZcAzsQcyiJUTFWQbUckdLybp+vyVkaCpAqd9wbHs2OxrCZxeTdCasRc4eEMfLPeKA1pFSuN4UOzQKvLOTGAfIJncg/mB05DTB8OL04LOWXLruNksRGzWRB5dC8yEoPGI5SZR8fy04KI48XGz4l554GU1J0TFXSdB4OFsx6armeUDpyFBj6IMJz48XnGRNxxDwTqT4Pkg21Hrjr/X/DC9sygVuTvUvJNgLl+8uOEwFNOwQgJh4GEtny1TnqVu+G33gG+2l1LKnlYTyLx1GVZ7XDAEFI+Pa/azkuviQK17fnL2DQr9Hjf9giJdTA+KHa23uKj5yp0IMo3nNkJ5tI7sD/KZlYoUyw6tI7Oy59FsxxA1M9PTpzL/4WzPs6NchGUtOok3mwW+M9jCYzOPaw36YQeNEV/pEYnTaVQdCMliNTaWUHtCIcbyIUtCriOx6ex6AC8KqN9gOvcGymSlVAn8faBA4tDfijH+JaXU54BfAC6BXwH+gxhjr5QqED3VnwReAX8qxviNdKz/DPizgAf+4xjj30mP/wlEaNoA/32M8ee+1zl9KoKhClGEEnJRl9GDBBBIgSvGZCV6FmOwzShqiQxfukQ523tcLf4RI+Hd1SRRBCYtxFQNTRmfq5mUbbJdnOh+45R4pPuNGWm2ZRLN1IMEO1dJTzNqGOZMSjcqJIxhCoDBCgMl6ohqkkG7DcTRp/ikxa7ACIc1akV0ehJIHSpPXveTW5w2gUXVsmsli/jhxXOuiwNHV5Bpz8ftWqArtQQfrSLzTCS3nh0WwtiIcLuf4TpLjBAHzSZlOLn1LMqO3HhuG/E7qezAT62+ya9v36GyA8chZ556kjfNnFnW0wzZNKUF2HUluox8dLygGTK+dCFqN795fMQ6O7GwHfMU8ItiYNeWHPuc3HiMDtyrhCC+6WoeJV42wJcP7/LL/gMqM3CZH/nm6RIXNd/arwFYFS25cXx9e8XdoeLhes9NN+dRueVzxQv+SfM+B1fwcbPkC4sbuR6C5idWj/ml28/hg576n9Z6ujbj3es7bo/1WajBG5QSRZ37swObrqYPluOQ8/7ijuenBTfNbFIC8l7LpLgzqE7jZopYKepli3NaGDedIab+sakd1npi7un3OdmqIyZLhz7LMZtMetRj9q+l7x6tDAJH+uIfeL25AUoH/PEY40EplQH/j1Lqfwf+E+C/jjH+glLqv0OC3F9JPzcxxh9SSv1p4L8E/pRS6keBPw38GPAO8H8qpb6Y3uO/Bf4tRDzmHyml/naM8Te+2wl9KoIhyDS4W6rp3z4//1s26ygl8yAQGe1iMmFXZE04K76UehpyjDoA9nQuqbUTk6exnOjXMvRwtRzX9EqyvpCMpppUbidu8shdDrmaLBuByX7AzaIEyA7OE/BIvj+byE+N8pkj6qSi3WuyzShTTOpLSi803xi6PDKreppOKGV9k1HUqUQLCucNdT7gguZ5t6DQnr0r6IJl01fcJvtOEPmqJ4cVmQ7U2Rlb97jPqBYtzb7EzvtJQDVExRA0xyGn94YyE6HUZ92Si7xhlbcMwfA09d4qO/DyNJvK8tx4kfRSwhsuMse6bNikYU1pHIXO2Q4l7y2kH9n0GZfVicZlHLocawJ3p3sA3J8fqMzAN45XLLOWk8s4DgWroqELhk1b82y/YJFUa0JUfLS7YHuscE4odpflkSftmkt7pA0Zt8OM0jieNBJAHxQ7vtVecOgL8WkGslyEZK/Wgh0M8Vx62iQ4G6Ni15UYHXi8XVFkjo2quVcdeNXOuE2yYv0+RzVGeskB1N5y8XBHO5xvSXvVENMEvao7jIrs9hW68AytZbZq0TrQ7wrBug5ncVd/P/meBBkKurXjja03EAwTbXeUP8nSfxH448C/nx7/eeA/R4Lhz6Z/A/wt4C8ni5GfBX4hxtgBHyqlvgr8sfS8r8YYvw6QhGN+Fvh0B8OoRMzVVWly2zNlgcoLsDq8ZnrjanlesY3YTibD43U5+aRkklkRJaCGTLjN4/P6CZkvBtz5TrxJfAEUolKjO4Q7fHrt21fy/lFJX3H0nVCRSc4rZhFfS48QhFHi5kpI9FHej5ncWDEm0QH77e+hBzUdd1iK5uHxVIihvA3om5x2IcEzW/b0zuCDkhKzlxuuc5bL5YlF1vHjV095UMj0+aPmAqs9+77kMOSsi4HcOMyl3MAXV3uaLudeGohYFQgoCuNYZB3LvCFEzXaomJmeIRhab6dp77Pjkt4ZBm84hpyLmYgeGHMWjZhn3QSKvsyP/JPbd3k42/GTq49YZS1PTiv2fUHvLPOi5zOLzaRFeNPOaXzGZ+oNz9oFIWo6b/n4sKLKBma2py76CYqz7wt2pxI3CKRnXnYch4LPzDbsfcnRFfgoxk9jX/JlO+N+tccFzazu6J1hPWsorcOqwMtTjVaRKqmLR2AYpIx+crPGWDGXUipytTxy08459vkUQHXh4WCT6K8iZpFXr+bUi47uUEwWEKPGZW89WeaZz1v231yhIxw74asTkjJ6pzGHJH4xCwyJ7aJmDk5v8FZ/Q9NkpZQB/jHwQ0gW9zXgLsY4Ru5RGBpeE42OMTql1Ba4So//0muHff01v1Nk+nvaj3wqguHb9Xa9Xf98LMX3PU2+Vkr98mv//1eThum0Yowe+Aml1Br4X4AvfYfjjKH3O02A4vd4/Dv1Bb5nGP+UBMOUscWUJS6YPooeEjZwiIQoGWFI6ta2SfAUFwnJWtQnBsqIE0TLMEV6hGrqRU6qNqUMPKT3eMYUuhryrZTOUTOV7f2K5I8s50tUZCcmNRxXynDGF+BWiUnQSener6KY+HgIThHbTBgmNqKb17LbUihZdmdwtfQhQ2MYej3pJoYiTh4iwynDO41JFDPnDZezE4u8YwiGy+xIoR2LNNEptOdJV9M5y/ZU4YOeStJl8jd+MD+w7WTg8u58y0UudDgfFa+6Gbn23HUVN2HOIuso7cDz0wj18RgdAU/Uil1bUOYDVeY4djll0WN1mHCAd0PFsmj5Y6tvMERDZQbmWUfnLQr4YPmKR+WOP1rLRn8zW/CN9prtUKFVpPWWXVuIMo2zLJYt7y/uuGkEF9UMGfeXB14eZnzmYsM6b3hUbvmgfMXTfsXMdtz2Na/aGS8PUhJrHXh1mhGiKHh/9nIjfVYVOLiCR4s9v/Xs3iQ4W+SOvrX0yhJ2GSGzhNnAXTfjK8n+oLRuskY4nQrc3EFUKGfk2j9ZTkC1bGl2pQDZEzulbzOyzLO7naHDyGoSKTtViqc2irO6+tiKqR2LZUNXvqFb/fvvGb6MMf7L39chY7xTSv094KeBtVLKpuzwdWHoUTT6sVLKAivglu8tJv17iky/vj4VwXBUwtAumWS7s/BCvo2EEghiJQpKTJ3yZBZvwed6kmsH6BdMTnhRC/A6asiOMogxrWABQXCEE6c4sUhclaZxRjGiXsfe4OtTOtukAc1MjOV9kWiFCfOlT+ceoOlTaT0XmpQ+WAmgg9CpVJB+I4hGnW7FZ1knuXe1N7ilRx20kP21UPUA4kwMzmNQLFYNWkV2bUFlB7ZDSWV6dn3FnZPy+Tc3D9i1BYddRVY4VBW5Oc5pB4tzhofrHfY168/WZ2wH4ea+OC2m8lMr2aA6Z5llPe/PNwBbuC+5AAAgAElEQVQ8Oa4Te0UsRY2Kk6/JZ9cb7rqKu66ajKq+vr9innU87VfMTccQNVYHZlnPZ9YbLrMjl/bI4/4SgJU58axdsrAdn61v+QeHz01uep9Zbth0NffKw1S26ypiVWBZtDwo97xXbqhNR6YcP1J9zC8fPkdAYZJvM8Ay76bp9XW1QSeRhnv5gSftmo8OF+S5nwYo/WBFMbuzmNVADOB3OfmF+CjPi55jn+OSuMRi3tDmGc1tRRiDYhaEidJbTOHxg500HLPSMQwGnXviRSTmnrjNRTuzdFA7EaRNpmIxD2SLnlktOM/wJsUV3sw0+R4wpEBYAf8mMhT5v4F/F5ko/xm+XTT6zwD/IP3+/4oxRqXU3wb+plLqv0IGKF8A/iGyHXwhTaefIEOWsRf5HdenIhiOq3lwBkxn+9d2uHE3ijJACZk0hglM3sgj7TZk4gmhe8nixi9OO2gvFeUrGbyMYg7ZnqlPKao4QgWMRoKhPcqwZbRaHJ83npPAdOR4OsF0QibT8BG+MwZ55REyfhnEhzkoslPSnMsQwj6SSepOONTRSOY6qt2gQDVGzmm8vrcZauko6oHceqzx9M6w60pum3qCpYxZD8DhVY2tHf2u4HkrChLRKUzlJ7/iXp2NM14cL+mdYVW1aBXZnCq6TnqSpXXJRuBcmczynpeHGVUuznI+Ku7VR26aGYtcMITfOFx+2/f/4fGK9+o7MhV4WO6ghP1Q8hvNQx5Wez5XyaT3/9t9nsv8RKV7Cu34/Ool3zpccFUeeafaEqLiq3fX1AknuWsL7s8PXBZik7AwLT9aPkETMCrwUX5NiBpNnLJVq4IYWBUNufG8W96xtC3faK44upxMexZVyzFpSnqv6VqhLcao6NqM7LLB2kBuHftW+pKnpNST5Y6rxRE/a7jZLAi9OStl6yi6iouITfqKF4sTy7xj01acupy+s/jSYxOg3PUGXbuJ9YSOvHO1xQWdvJx/z9vv+19vpmf4CPj51DfUwC/GGP9XpdRvAL+glPovgF8F/lp6/l8D/sc0ILlFghsxxi8rpX4RGYw44M+n8hul1F8A/g4CrfnrMcYvf68T+tQEw1EuyyVQ9AhlCVaGIiNM5v9n781Cdtvz/K7Pf1jjM73Tns4+59Q5XVXdXd1VnY4d7RhJjEhAg+KFIHpjHLAJKHrhRYwGImIuREUCgUCLIQqiuQh4IUFNQrCVpAM9hJ5qPqfqDHt8p2dcw3/y4vd/1rtPU0mV1aeaIrX/8LLfd+1nWM+z1vqt3/AdxCslB5fE5BtxzNxScZwYM7nkJSPwAnHWEy7yUfxhXMj242MgT3yTBLRQ3b0GgDpe7/m9qxspqVUEtxKedJgH9HAHiD0a22svdqhjHrLI/ie0EhD38fFHZRvxwpXneZ2wGzEnStkiYHJCixBVYt5Iox9AK7jZN4xDweXtnKpyk7tc15VUywE3WlSvMTdWAOBJBGs/4pSL0+3ETS60eKtsdw3WiGVnCJp5O3AYxeT97cU119kq9DgkmFUjg7Osmh4XNS/2c0oTWJb9JyTFNq5m5yoet2verq75Vn/Os37J/WrL836BVZGPDif81vUjAO63W553C76wfMYuVPhoeNBumZmRratprQg7vNjIHa8qPM+3C3pf8MXTp8LBDi2FCrxTXHJq91Ta8UZl+a2tyJaN0dAWIz5pel9w61q+NPuIX799izEalmVPa0c+ijJ97pHhiXMisZaSYthWsBgAcdLrewFWAwxdwXO3RJtIXTu6oCgakSpr2oFFPbDrq8nH5fFcoESdL+TmEjQ0TqBWzlDUnhQVD+/J4252Lc9uFxPucehfoVz9HtenAa1JKf0G8Ae/w/b3uJsGv7q9505N/3f/318A/sJ32P43EOX972n9UATDo2ahClkvcJCABUzwlWKXJj+SWKgcSOTf8MpxPvYLjw54oZS+YKhEiGFc5QByzPSCBCvTQ+boSzbo7lD9r3KTQfbHtyLRpZKU8sOpeFr40yAByyRSvh1PeMMMvVFOZJtkighqAMq7PmasErqX6XaxE45z0jKVVkER5x41GEKTn1BGZgvx87i/2PF8s8A5AfoWpac/lMRCE3PmuVp0Yhe6LVAawlFjT0vWGWzixeVyMpLXSjKm+2cbQtSEqAV83Jcs2oE35hveW1/wMJfVVkWsDryIC0ZvqIyntondWGF05I1mzcp2zHMP82v7h2gV+eLsCW8UN/SxYIiW93YXWBXZ+5LL3WxibxgdeTxbc+1mUzYXk+Ks3PN8WHDZz3lzfjuBrg9OvF3enN/ysFrzYX/Gx8MJf/LkN/gH/dvEpHk2rPgTq99mZSV7/L+vf5zNIL7QF/M9p9WBj8Yz3mxveW93zml5mHqbAF++egjtgHNW4C4HccfzWX+y25di8Xp0BNxb4sIRxgI3WKrGcb7Yk4C2EIjU49Wa3Sh3eR81rXW8s7zi4/0J232NMQk3WtxanPdsEdhkYH1KiuG6QWV8Ytt+isbJP6rcZKXUXwH+JeBFSumLedt/DfzLwIiMw//tXPu/A3wZ+Gp++i+nlP70d3sP4QIryvWdCOpxYHHkXcZChhuhvhNw1SnDcFIGViMZmG8FVuNn4i0RS3EHC41gr459yePj0XflbqhzttdIdqoCuPIuayy2+XsJIuiggpTdRxC43emJ53w0nldBylyfZd39uaiJHPuPvk0TrxnubgCxjsQx9wWXYtGXIlN2aLK7XHSa7lAyn/dc79vJ/0OZNNmDzpthUrq5up7LCW0TKSZU0qQmCB2wAHUw2IuRYZDTo67d1Cc0Ok72mIt2oBsL9r7kotlPJaZWke1Yc7mdoVTi8tBy0R6k71YdeNEvaNuRHXLhbn3FWXngMhPBTb4rPM7yWceMUE2vn/hge8rbixsq7Xl6WPKg2dKFkrPywEkh0J8x+2M+ajd8af4xlXYiUGtLdqHi7+8/y5nd8/duf4x/9d6v8sIveKeUUvzp/IQPtyc8XG45uIL1WHNZzHnSLXHRsHU198odqwxkBwmI3hu6bYUpo1gYeE1Z5lLW3bUd1NwLm8REqsYxbwY6Z/nC+QsKHdAkXg7zycTr+WHBo9mG1o5olXCHEr+V46OAqC31/Z7trVwIqTNQCf52me1Tf+sfcQ1+zyv9aHOT/yrwlxAqzHH9TeDPZrzPfwX8WeDP5P/7ZkrpZ/9/70h/NFwXOt6RG3wEUBc5eNl9ZqDsQSUBZMc8WYY7TrEZmUDOsZIGn3aa/iJhD+oTA/ujeGuxT8ROFHDETIo7p7JXMkPb3bFJQqUmOp/2oA4SJIUBoKZ9ClUS3blKaFNhFkUgImMTx5NXzrAkmaUepYeaiiQCeApRPulEwGHSustrt6sxNohnrxOSnpk7tI4chmJShiYzTI5NT3MmWYPvLQyaNPM0tXgXA2LSBGxVNfmLHP1OTtqOQgesDth8laxdw2ascKPFD4ZOV+wONZ9/8JLSBKG4bR/cTZ915KZv+fXxMe8ur5nZkQ92pzQ5s2sLR209NzkIH5wIT+xchbeaRSGc6U3mFT+qN1wO8098N2d2R60c7w33KXSgiIEhWr7ZC5D7/7j5Ep9rX/DUiazYrWt5a3HLVT/D5YD0pFuxdTUxKe7X4i99UUi572qDPzX88jfehaQwNpAS3F8JNXJvAzfr2UShTF3GiJ6O1KXjpOm4V++Y2YGTouP9/Tl7V07T5/1Q8uX9A376wTOeb+cQodjJ+RQWAWxiv68nfKLTiRQUpohcbmYM7Q8fzvCHbX3Xbyil9Es543t12//1yp+/jEx3vu+lkoCsQyllp4p3El7oo2T/nYBrUlJ6qiSB0u4TfvZKf26UzA4lz1FeTT0+26lP9BhjIZmmmFDlDNTe9QpjIVnbEZIDMqyRaTOMJ8J9RmWRhwTdg0R1oybj7mOGmEBauVGhu7ueojvzYomZe3rptiSZRHVpZD9MhtFEJVPmXuHvvbJDg1gNUAV8noCKHl4Ud7cqEKPG5zKzqD2jK0VSXkX8waLrIHakQNGIJNgRIA2iDD0MxdTkB3iw2ko5Fiwhaja5pNMqiRVA5fC3JWrQjK3hG+qChydbautw0UxBZttXVDaw6yq+HgyPFht80lz3LSe13OViUjzMytuboUarxMtuxh88/5jOSFltVGLvS37l6m1iUjy7FUaMtYHfvnrIH3n4Pj/VPmEdGk7tnhs/IwbF7djgk+bSzdnnE+O97TkuGoHqVEJF9FFzcAWP52ve210A8IWlfBetloytXQyMg6WtR37i4gU+am6GlvN2z/ZQEfJQKmwsqUyM+xI/yrbdWPJTp8/Z+0qA3bsZh0MWasjH4h989JiiCKgi4lYRPSjKE7kxjeuK5l6+sTmDNokYFGEsuR4/vWD4Ws/wH77+HeCvvfL3u0qpXwc2wJ9LKf0/3/UVIvhGU+wDTmuKnFmBBKdqHbO9Z/ZAyZxgn20AYsHkaXIsoUUoQUbRMhmWbCtUWc3jmCTlAyuG22oamoRGFGW0U6DvMk71CoTnqCd3lPmKhTiekUTkYRqgFFIqJyM9SgLiUWFyH9BrCVzHrKGMmN3RKQ9QUFxZeXwTiTV3nGYQG9IsGlo0Tjx6iwhOETH0lKSgJgn5cVsyGdiXgbQpSXspq5l7qsqL4OnhThm77wvq2nHYVSSn0a1wj49udL2z9F05Pf50tReIyEGLI2Ay+LkVWl5hWVU9VzfyxZ2s9uz7kn5XYkzkw9sT+rFg0fa8d3VOaYWt8yRbo16sdlweZvz4qZS025wRfrAVzvOuq+i31ZTBqINhN/f8Xd7lG7N7/JGz94hK8271krlZ4JNhZgYqfUfHC/kE2fQVbyxFn1GrNOEXt0OVrQUkKK6KnjGL0e6AR8sNj+vbyZPmebegrUd2Obi1b+7YP5uhthaSZb0p2Z/1vGc995od37i+YHM9m25QRKAJKJ0IzkjLpIro8xGlxEXQzPw0KFEKUoTYWfTBEKsfLqGGH8b1ewqGSqn/DBln/89501Pg7ZTSlVLq54D/TSn10ymlzXd47i8AvwBQzk4hJUKlBUPoxd4TxK9YOzGA8o0ilAq3kP5hUhIUo7nrY6gk28T7ARFbbZOcDE0ijppo9SeCmkWJUIOFsBDp/2IritqhgtCmSSdOj3fZZzrug86T2CoRmyj0Os3UAzzCYmwnWWcsZRqsR5EPi2UUv+Uss3QMlBKMBVOpnVTKZi8g7VinCVYRoyJ2FjNzuN6iyyD+Uk6TRk0MlmI+onPmGbDTRRadEq8NL/uvdKIuPOeNQGYAxmB4frUSYdciEG1kHCyb3I8ch+KVLBIuTrdsu5oYdW5RQKrku98fKsbSyKR0LgOUm6sFtnYsTg/s1g1V63CjpS8s3aGkoySOdwZPN7uW+8sdL7s5H+1OmJcDH69XuGDouxJtAqb2xJxxqZMRYxLbQ81p3fErt2/TWgcLmJuen5t/i22sufGzSdzWR01lPMt64OowY21q5uXIeb0X4YZDjdaRp1qyTz1PjMEyesOi6XlnLpYGe1/RB8uq7PBRs2rkM98eGrAJe5uJBDlY9d7y8W7FetOiDndtkGQT6mDFM6cOmDLQnBxwzuKdITgR4TwGcQZRtyGoCZL1qawMcfvHcX3fwVAp9aeQwco/n0nXZLL0kH//VaXUN4EfB37ldz8/U3N+EWB28VY6lqcWCW7VNosEWEW59lm2y35CyDLUd4IGn8ABhmzKPYq2oKgBK1IR0WcjYV3cMVx6TRrUBIvhOOU1MJ5mdsorXrbJAirh5xJsU/ZjFv+UJHLsRzbK8pUpbeZAKy/CnCoqgk2oUU37cgyGyUpWGm2SNoEHt0gZXqQotppYy6QYmPyEw74AncSdz0aZXCb5TH40mHyD0XUg9qB3llhG9EF2QHlF3YrB0+P2lipPmX718i2qemS7r2maDNNQiXEosIWnqkdi1JzMZRLrg+Gk7biOim6uxTi+jOA1KSm8N3z+wUs2w507ntVRZPCLyNhbTk727A61uL+NWoY7uazuesMLoLCBeT3wZLNk1fRc7dvJ93jWDpxeSIl9cxCmyhcunk9irAdf8JX9Q1ZFx/1ii1GR9w/n0z6dNQfGIGVyTHC9mbEtaoyKDMGwaHt6Z5kX0s95tl9yuZ3x+FRwjkcJsZgUN0PLg2bLHzj7mLWTYPvcLlivW2JlMAdFWCb8YNllJk3KnPyjxqWKSItFgdaJB2cbOmeZVSMvr5ckr0VFO3OQzcKJHUPmPpdXn+wvf79L8bpM/sTKOmF/BvhnU0qHV7bfA65TSkEp9WMIGvy9T2VPX6/X6/X6oVg/ssFQKfW/AH8cIV5/BPx5ZHpcAX9TVHQmCM0fA/4LpZRHhBb/dErp+nvZEe3FAnSoFNUmTuKuR1pcRNgn6shCMXf9OIo7eh0Ils8cstDlcXMETJK7ZRXRR1hCzthiKaY6RxWRWKnJ/8T0UN1kWl6jcDM1qdXEMkl5XEcwCXtjBYC9iKRZrsWP8Bgj+0oZ0a0ndJZkNeiEvbaERR6g6ITe5ywR6SuihL3im0hoJePrttXd62vQjSc6Db0hYtBZwy7OBPtYZlVm5wwxN/KVV4R5kKxzIQ53hQm87Od8dn4JwL1mT+8sMWq6Q0UYjJTTcwFux6hYzPoJWnPSdFwfGh6frrksRMprf6hQNtK0A3XhebGfc38mCk6FCQze0g0lRREoW8lIU5SeZkTOAXbH9D9lu8/A1WbGrBlwUTP0BW5TQhmpKsc2s0OaUqbRV/2ML5w840m3wkfN3pesio5n45IP9md8+/aUtpJMbzPUbIeSlBTrTUtVOwoTWA81u77Ce8O95Y4n2UohRoW1gXUvlqp9sFz3LeuuJgHn9Z61a6aJ+8GVNLOBwz73ebJdbEoyoKpaR9/ZqZ2jvIIAaimYwcp6ZsXIhzcn0haYB9xgp0gVDla8dLaFnNev3fG+6/pepsn/xnfY/D98h22klP468Ne/nx1xWZZLefExSa/wh0JpKPZRhimbyP6ByX0WCTDFRk3c5CMcJhXgmuyBnEtTc1VImfsqiqVIpASxEUxWfd7hnUF90EirJYHtXxF3fWXKrEJ+XhWFS9oZwiyK6MI8UC/ylK+3cFWRdCKVCVW8UsImwCv8uUfvcymTgd6xjtiNRndiNn/UrEuVBN7jQESVoh4bvZZekVOkJsIRApd7bS5PFGOUABzrKKV5GTGN9NiM9Xz7xRnnJzv6jGZ/vpvTDSWLtud6nIvKtkpSLidI3jKURRZngA/Wc5aznufbOUYlnDdEp6lnItCw6yq0TjwJEkjm1UhhAm09cOgrnDd0fUHTjHRdSTkf6DY1xUMpQmKeZntviEGz7yr2XYWxEd9IANjbmqKSoGpMZJNqHp1s+LXLt7jfbrkZWhblwN999i4hKlEJH+004TZZSKIqPEXpcaPF2sCLyyVxNDSrnjGYyfdl01doJc8zOoqnso5yeH1WEw9m8n6+3MwYNhUqKpLN3E4Fh41Qq3Qhsm32tpzO69BEtJb3mBUj37o5ZRwtxkjwD0ET7B0lMvUGhVwfn5o7HvzoBsPfjyWsEgFap/qOYge5PxggGoOKCd9kQ/ZCYXfSCyQJYBpgOAXlwOdsTzuho1SXRri8OViG8u6IxiZOOnC9rcEpVJOobjR2J0IP4/LuZIp5UAKgGj8FJTSkIhKOtqL5LYyNhJTxgjqJwkjMmWt2NFNRsIfyBpDagDqI7D8qm9QfNGEWUb0hVZHo5A0Wp4ectZXohSPsLKoT8HdoInQGtXSSNYFkpz5fIFHBoAlOMiq3rqCIPB9O2K0k8zxtxbB+cJYYlPhpONHSOznZ44LBOcvlyzxMKAOXL5aS1e2kj4lJxHhnVTCOhjIPaI54ws+eXvFkt+LZ1YpwsIKX9BqnEqqMUxC0hYgZ+KSYz2Qg0WW+btpZ1NwR9wWDv4MKBWf4Vn/ObN7TWMesGHn/+oxhsIRMYWxnA0U2ha8KT4ia0RvaeqQfC3brRo7dMTPVkS7bGpy1HduhojKB267Ge8MQLPN2wBSJq33LMFh8viGlg0WNglaIdZoGHcpIFRA2pTBYsly/HjRpFohBYY0olA9DQXSa6CRLNibKIAXkO48K3WW/oPgpRbD0I1wm/74slcHL6jj8uANdxyJT7LYyVEgmZ46ZpZEUFN2d8ALIkMEexPNEJeB40hUJn6eb2h1xiYn6ic0QmYjqNUdjJ1J+DwvDaT4pj8yVTos5t0JI9v0rDeoyQ1jyYCNFBbOA6sXWQDmZIqMhIVS7WEUZpgDp1EnGVQhWEKdJKoLKWZ/JIPKc8Q1DQVuP+NIzXDXiuNfLlJikJDgMRiA8CDA8lTK8iU2UzFEh5XYVwGtUKZxXgMvtjNWsE3e8dqQLino+UhaeezNhnnx4e4LJVqGHLD8V+wKVhHpo6oD3Bl8ExtFSVY57M8mq3p7f8OH+hJ2rKExA64iej3hnSCnBqIXemFsjY2+ZLXoKE3DBCBYvKWJvqC46xr5ANX46Js5XEBR65iZcZGGCMDm2FdWqp6kciyxfBlAZT+cLTBm53rcyMbc5oNuEu635eFeyuMig66DvoFFJ0W8rlIm0Jzsezja8d3POfqhR13JDUkkGb6lI6IMmnDpMEThZdGz2NUNpcgaerwMieiO+J1fXc+Ig1qHHSmAoIvGqmrpC6hgU1Q8geL0Ohj/Ale6gMMYlYmQCUWuPQDOylL7QWcUC9AincYs7/u+r/sb2oBjOogROny0VQ4a0HGm9ay2wl23uTR7L0SgTaWp5HXvIp1kOlNEknNHQaXHYy/+XdCKhobzD/qXMHlGnI/pZTZgHUu7TAXAw6PHOeD51OegtjrSb3ONMWdG4DthC6F4AZbYJTUmJWdBYSqsAMs1Oo/ZmmlrHhUcdjHwfg0YdJLDrmUObxPJClK6rTPupCo9RiXfPrvnw9oTiNFAVnreXNyyKgY/2d7Q1kP5Zt6kF/1hEZjnjClHjvKizxKipcmZ4Vu65GRs+2JxidORkecAHTT8W9LsKNXMozQTfcUNB35XYWS/iB8fJa+bjYiOqjJh51pNUd5P3eZ21F3cLrAmY1qOUfMZ5OXBwEqz2riQBl+sF3mvJiG9K+T5DzqpbAaIDqErK16vbOX6QQGZqKZNrI1lmGnMAA4q1FouJoBiXSSb7TcAHzflyz2VS+NEQ9/n1vQRhNWrSmAHzI3LjrRNhU6K98OOP5+mr7CrbfXpl8o8yHe/3ZRW7o0E8qFcc73wrAdD0UHQJ16gJuhLLfLBVZpzAnX1oyHAUDZyOxASpsxS3ZjJwAjmwxUaYJMkABsxWSmrjRLQhlkx3aJWlw3QUiIvycus9GkyFBkDwekeYh9aJYJLg3hYBTKI6Dh96IzYBebAiL6JIdcCUUeh1gwRCMyjSWWS27JnXw2QKf9M3FCbQzB0bVTM4TQpWBicmZ1avtAXI7QLdyb7HMmHmjjfO1zTWsSh7boZ28uvoxoLPn7+ktSPLez3PO3HHu6j2DMHy5uyWb64v2GZDKoDF2Z5hKJg1A6UNvLO65mU358V2LuWc11x38vrf1Bdsx1rK8KREy7Aa6YaSsh3F46UvhCUD6EIYNTcvFuA0qgmkTgZGsY7Y1lNWbgrmYhLvMTpRW88QLPu+xHuNsaIUc71p2RzqSffPOys4zUGjvKa41UQLabSCJT0ZqZuRoZcDP+pEvyspag9OerLGBnpn+drNPZzPAbLLHO+sb5lKsL3CGQi9oTl3bLqaqnICjs/nRAS5ueyswLecmnQtlY0ko/OgLPc8eyXn6SvJwae1XpfJP8iljsKrR1N4PanKKA9HcvjRE8Q3CjdjcqdTAYb7eYKiobw0+CblUjP/6zV2YwRLWN5pDR5VaeTfI2UhoYOauMXJ3MllJSMg8KN8mAST7HZXRtSoJ2xfUcg+dTtRITZ1IABExXBTQyG9sKTkhK5nkukdcYMpwXhbibBtL5mjKQP3Fzsa66aS7tjnent5w+J84O9/9Bm62EjQO/aifL54QIKjTYSZcFrN3PHWvRveWVzz/uac/X7Jtq/ErB7peV52c37i5Dmfqa+5qHZcDnM+2J8yLwbOShlsVDn4ey+N+3curjE68qDZsh5rESBQCW0iMapJC3BsLE+3C/qupKod+0PFbl9TVo57iz03h4ZeMdHWUlTEvQQFdELdFNhB4VYS/IvSs2iGiVvdDYb9tqasxbfY6JjpahGdMZhxW+G4Ky+VV/JaO50FhCWwyIAuYbTgLONRbXy0EBTu9sjzVIwvW9KFkhaGM7Kvx1PMAwbC0eIzyHO2fUWMihAMpgmEbaZX5iEZKwdbK1VDnkBrnYhWcJzHzDBpJBiOkjWnTysxfA26/sGuY0Yoxk9y8Wb+uwgVZLGGUKkJaiAeygKyHk7vGCLHBu/RU5kEaW+lAa2kNxeTmgYothPp9FAnQhsxnb4b3gRxzzOdmuTUi62aSlA/T8Q2yDDkOB3OQ5HkNf1BLnZbyk7HqEVJZtS5/xmEJlcGtEkUOZikWjEOlrgtRBexU7jTAEWkNJHtUPHO/JoP9iIqoBAHOgBN4p3za74+3sfvikxbEciQzoyVtBHuM6XcYeraYXXkW9szUbO+WQjtK/cYZ60YxMekeTYu+er6AT5pHs9uGaPldmxorJuGCW+f3dDakTFaTsqO9zfnbPqKVdPzcLFlPdQcxmJSodmOFUYljBXdRFuELAihiUmxqAeMjuyiNJKbZmRfSNAJm1LUzO85GSylRHdb0+8qbDZrmgYxOgk/WyUU0FSO0YtHNDahN3YKJmEep8wqKfAnMrwggF2NNO0gHO0jummQzDV6LTL8oybphOsKdNtjbMTBxFdXMffCk8IvxF6CoNh9uESdjsS9RbdeBiEg9EsbZUBWGIrnJbFIhFnEuyiBczAC/M8nhd0qUVl6hYv/qazXwfAHt47agypmXrGC6jYPB050prDl7NFIMCp2UkJHKwFK5Vuf8sL/DZhaOvsAACAASURBVJUieVG0Ca0Eg1Qm1KBk8JGxf87IJFo7qF5ayb56hZtH3DJiDho/S3dl+yzl4U2m+BVJCImjRilNqiL2xhKcJmbT+qpxGBM57Cv5sBlaczQJj03EnAzTOdbWA8FrUpThg2+BKlI0jpSgtp7fvHo0fX+9syzqYZJ3CjGXf1oYCASFbvxEf9s4AxmDWK16SutxwfDsdiGYwXknPb3cs1xVPe/Mr9j7ii+vH/J0vWReD3y5f8hJ0/GgESHYz6wEUmp15HF9y5c3D7keWjZ9xWbbcuhL3jq/5e3lDd+8OWfIwfNyN6MwgaLwDEMhSs8mUhWOdVczjBZrI6uFQAasCXcl8KwXHOO+FkuYQYuqj034HEhMFQhBkdYlaSYBZrYQOf7+IFhCXQXSeSS9zDewrdwUfSvUR4qIXTmBXakk8CT4hHe1sYmwTFR1Pk6lox8L1puZZHgqTbQ7N9cUOyU3fS03Y7sxhPsj8WCn3iK5bNe9Ipaa+LKW/nSE8lozKIgNpDoIUiEHQ7PX6KAIzV1A/zTWawbKD3gdTZ1ULkNCKRNjAD1KL9EMTCKwZkiEWglPOGMTp9fKNsRmgP4s23h6JQBoJ2Kq6IQ6agHuC8ytFfn/nIUeZbaSltc5Cjcc9zWViWSScD+TIgUt2VchWEW/DDJUyVxg7wxutFS1o1vXckYZoc0pRInGbUrU0VxoFnD7Aj1Kqe5XgWo+cL7MvNi+Yt/dNTJtIVPV62HGvXrHZqwwJqKrQDMb6buSsnL0udlfNE4CpU4Eb6gKz7qrUZnqte8qThcHPrsSj5Kzcs8YLS/7ObedNGc3h3oCGR9cwbwYWRUSbGd24Na1PG7X/ObVI5RKlBkHt+5rBm95vNzw9RcinxW8lkGVjlgb6LuSe2cikbXvLOOhxCx6jugQ0fVzPO8WVMazGURWyxWG8dDKxepeGaNmi4VUB2wZpJfXlRSlYCtt4zlZHrh8ufiEBqXy4FcZf7oc0DpOWpFHvUidg1b0IoShEAuAlISWqHUiHo2ddJqqjuDUpLieDNidon8QZQKupdedgkY1mX8eCsGvGohLTxyLSZ9TRU3QNqewObOt0iROHOr06fYMPy2Yzg/Z+qEIhiCTXNNFolUTcBpyAzibxh+Va2wnwgqhARKMp3EqD+xeU2yy8IJBssAk2DdKKV/ZWwEok++gLmeT5k48NtSiF+cWGZx8VCjWUlJRRMrGMexLOcmreEeKb4JkI/k93L6AUeNtQbEcBMunJajipQelvBZ1ZOByU+WJ5V0fc+wLbnRLXTo224bZXCapwOTQ9u2bUz5QJzhnKQpPUXmqwvF4tea6ayeD8qEvKBrHrBmk9+WFS9yXjl1fMfQFbeF4VIuE/P1yw7NhRUSxPVQThMQ7w0kWHliUPTYj34doaYzjSbfk4WxLaTyHLCP+dLugsY7rrp2mw0XjBZfXiwqO0qJcXZogAboMaJ34iTNRqRmj4eP9alLgdlkA4Xm3JBWRZHOVkLOqOGgW93e0pWg0rnc12kQxc3Iaj2VjanQRMffk8/jBokxEBfGpdmPGWCZkOj9qko1Hg0IAwmgwM4dSUo47nRi6QlojXpEGQzGXm7DvasaViHAQYTiPgijIqkcc+fZHiEwR5SZdB5QXKI66LCaYmL6SqmYKegrcAwcRlE2w/fTc8V6Xya/X6/V6vV68LpN/sEtlrcJavGCjVdPdJxmo1pFiL+VKf2ZwrRJPlFLhl4nYJJjlHpIV8cJkJeMCMDtDyKNonfF1Jiu1HPGDMbNSkk24VaLYaMbzSCoiZuZFbh9IWRkGhBY2W/UMfTHBaNxgiQdReD72ffTeCJh8FnHbivn9PcNgcftSMImRXGLnNkDrSS+qSQU7VQo2Bd2o6YsSXUS2lzOq5Z3a9OBFT9BvCxmMzMXL99BXfJx7c+NR0konZs1AWwoTo7IeHzVvzW+4V+7Y+Ial7fj69j4A7clIQGfB14TWMg1eLnrm5UBtZLK9n5Sm13Sh5F69w6jEvXLL13f3ed4tKG3g/ZdnWBungVGImn5XkbwS+Mnc47yhtp6i8Ggdebxa89VrKau1ErjPoum57WqawnO5mVFWLkvtG1KCYZOnBhr2u5r2zGFNoK4FfN11JWY5EkeDd4aHF+tJtswFOWe6POhZb2YcvY1RoE9GQm+kPwlTi8QY+Vx16WhLx6Es2HcVthkZXlEbT00k7fTUyyu2WkSNB4tfiG+2Gu+mw2HlwUgvVWdw/VEpPZavMKKOHORjqwAEh2k/xQj2Ohj+4JZoAgJKZLySuuMCa58wY8IMkVBpCZYV9EvpGepRCZOiugOb+nnE7rUAdXcCYC6uDWZU6CH3BetcVh/uJs/aZ93ABONZyJxdGXXHo7uYjTBq9MJR1Y5l09OuRK7x+XbO2MsE1+z1VFqHJk6Aal17ChNIpcIP8e688gpz1Cd0WjDEeRquu0zZ8ppyOQiwmDuGi14lKuupm5HDsTSMirYacd6wv20gM2uASQHbmsgYGlZ1z6rsqHTgJ9pnuGT4eDjljVbK5JXpOLV7XvQLVrOOl9dLZrOeL50/xSfN824BAU5KGXB8c3eB1ZGLSiABx0C4HYR3XBSBWT1OVp4vtzOq2cjwXHCHoTPEmeKk7ohJMS8HrI4ssojCk+slZ8sDu77COcP15QJTRmKIPDzbsKx6bvqG26Mb4K4iBcWLl0tWJ4eJz5uiIjpN2TqsDZzWHWWmGK3Hhn1Xs2p6OlewXBy4vZmxeLSdAprTluJEPvPhpsE0gbL0dF3JfCY2ooMT1WsfZSAWs1WD3hn8PILWWXZO4RvpVesB9Cg892P75wjKdl4A12rmScaI7mcl/eEUpRSXEwBptWTA/zEx+DTW68zwB7ySEvJ/MmKmdAQxRyMNYtNLMNRe7oZ2L9Nk7QUCY6+zpl9uHB8ZKG6eMoxBXrfYIgHzFQyhb14BYQfEDrSKVAvxwB2v6wn8qqsgYqqjoc4TTaMitRET8yNdLfWC5QNIVcQsHHE0rFYHjE601chhV6GrQFULQHifVZDL2cigE+lFhXKCL0xtQBdBAmApFgFl9rvoXMGjxYbKej7sC8HQ6YTJQgOdU5TXRkDoZJZMrTgMJSFoDkOJmxvOqz2/uv0Mn6mvGaLlZ2YfAlBrxzY0zLIF52q558F8xxANb9a3rMeaPhSTAdNlNxfwth3Y+orPzV4ysyPfSBdcu5ZZPXJ/tpuCZ2ECH9+sZKiVsZGnbcdmqPFRsxsrKus5y/ai+3mJC5pZNbJLFcxGxr7gdNXxM2dPpHe5gN+0Yvv5cdDS23Wa28s5JvcoU1SYMhK8oSxlon40vip0oCk8u6FiVo4cxoL79zYTHMgHwwEmdW9VRLQJWB0pMl86JlGymVUjl5uZDMjCsZ8J2kkgTAr8Ik6K7KFOIsRx0NP0ObYygFE2TSZStMKuGYdCaIJeC50UpCet0l2P73Vm+F3XD0cwzDgo48QLZVje0eW0Jwu5alQUPJZ2CYtkcb4VSt1wLk+wezWZvOtRjJ1CFngtr+TkiKXCZz915eT9UUx34VjJ49p65ObpUtD+2TA5ZdgGwO2m5fxkx9PNktFZUhLwbdE4/M5OJYtqBH/WLPrJd7g0gXS2oxsLTtqO++0WfyLB5KP1SvitCysZ40oCUF14Nl1N35U07TAlep8/fUlEsXclTTOSGgFA3x4amtKhZx7XCPYNQJWR5eJAXXi6seDQl7zczlDqPo9na9ZBxFCvs5/BjW95PiyISdSfF9XIsux5t73i2bCktY4xWl5kg6eQFDd9g8oDjo/6E35y9pyZHfioPmE71rw9u2GRzav7YNm2FeukROFHwfP1gnkzMK8Gei9qMh9uBFdpdGQYCxbVSKwUl7sFSiXZHi0/1rykjwWLbOOpFBL0ooJc5vvBkpymWAmMyerIi92cRfYpjklx1hx4ul0yBEOMmuv1jKaRbLupRoyJk5p20Y7TZy90pLSB680MYyLrrmY567lez6ZpL1HK22TuePIipxZJVqwgYvsK7y0qkeRKStR5vKaqPMum53kvtg7mxk4VCAGUzuIeTaS4+fQGKK/peD/IlUHSvpJApjPrBISrrL1kd75WDCud757ynKMcvt0fTzJhixR78oFT+RdwcykZ3Owu8Fkv5bZvM8THZSiOhpsnK5SXUkO9yu2MwMoTnFwgRemJUTFe1ag24PZWsJOvUOBSkH6b84Z9XzKrpVfXFI6LZsd1P2M/SpYxODEkL5YDKWpOV3su2j0HV050Masjp9mmsjGOB9VmKvFuu5rtoeJiuecwFtw72/LGfD250d3uG06anlkxMpaGvi4YgmFV9mgVuRzmbH3FUy2eIz5pxmAEdL1dMK9GboeGi5Mdz4YlX766T2FEugrgtO646RvR5kuKp4cVfSjQKmF15PPLl5wUB+oM3tyONddr0T08cnH7oDAmUlo/MUmOr//icilagK5g34u6SwyawVluxoYv84jPNFcsc+Z5ttiz6yvGUspj5wyps3eAZp3YbBuMiVMwFOvTyKPFhqfbJd1ejs3mesbyTDLUcbQs8u+VDTSF42U2rj9KgfWHEmMjfVcSncbsjz3G3Bf0AvuJdSLZXEEEReqQm/RR6XpUMJSkucftymnft0qwq6kTObXjDThWkWJjUB6xgv2UoDWvcYY/4HWU8Y+5LWeGhB3kG3eNwobEONcyMGmVGMLnjNF2gnm26a78MCOTHzJwx2Uu5Gc8vTNAMYNBDVI+h0p0EUMNbERYU1RimE4+GWoofCMntVfgeoupAmdv3bLetoSDEdn+Kr/PQVgPu9tG+omNpy4db57cokm8tz5nc6gnGh4Ia0UJ6oLeWdZDzegtzhmqWuAbp5XQ4N5sbpibnpXt6ENBiJqL9sCsGOirAhcNVseJpfLGyYbdWDIrRv7Q2QeTT3EfCxam53e2j9i5ijJDZWrreNhs+Z2bhzSlBLBH7YZ/sH0Ll7RkaEmxrCTTK7VHAZeHlmUttLhv9WdCzWt3PIsLGjOyy7SIvZMe282TlRhZeQVOc9hJT3A56xm9Yd/d0SiqQnqvi2bAOYMfLJttw++4h3zu3iVfvb3PZ1ciTrsoxd1u3dUc+pKUwC5HmTE4Q9OMk4zXOpuwL6ueWgdaM9IUImDhNyXFasAHTdeVnK32LCoJnj+xfMGX1w8oCs/2RfZ/njuRb8vwmDQaEdKFO+UiA+HcoXRicXJgGAqU0nijmexhkZ6idoqYrCj42IQ3BdubGqo4WVUcs0x7MJNupwp39NNPZaV/PKPhD00wjFZKZO0kCzzSlsp9pDszWdxSgLAqGz7ZvQTN0SnBayFSXtHIxNHNhDES6oTpM69UCRbxeKd0iwhJYwYp06ORE0cPMlAJTRKRV3cchmQWgVcZdA3aRtp2kB6TieizHretxBgKSGV+/M6S6iheJQu46VtRT943wl09JrejuRN20Im+k97eMBQURcDkMuwovvr13X3+0OrbROC0PDAGS2tHTsqO67Gl1J7GOOps/vze+oJCx+z7u+Wd8pI+FrR64KVf8qKSDHKRQdRGJYZgWVY9H2+WnLUdXSjQJDauZl4O3PQNrZVScQyWTVaD7gbJZtv66P0KPorT3GUvQaOynttDQ3XWsZz1HPJzQtAYE7ndtCgdJy1AYyPWRB60W57sVqzmPbOzkY8vT+iuGn7z+i3q014QBMDobRZdlWlsUwlI3XvNos3WmmUebOS056preTxfMwZD760YYc0laBkT8RmfeaTjNWbkQSPKPVudRHYtKJr5wKBFMzEdqVYARlgjOt/04G6+ZYtAeeokmzxykxOE+yNp1Ji1FQWbfT6/Bj1x8EXVSYQafJvEMM0m7O7TC4avM8Mf8GquA0krtM8N6ibTnSqFGaXM1V6GHfroVOfzgOWVg3MMetqlfEIoSGLhaXcKO6jJIxkkC/RNAqVQGXytvQTSZBKhTJ+Q14plzLafCf2yJMwj1XlHXQg8pSgCh4/mMAsC0EYmh6lKkhWuDeHccegrutKxcyJK+urSZZgUU4gKZw3OVZhVnnq24rR2lJxnCb98+y4/t/qAp92K2jguqh1DFBWYmDSV9hP05eFsI9NZO7D2Lc+UAJh/q3uTM7vnnfoKrQT4DFBpz2fqKyrj0SSeH+ac13sWRU9lPFfDjHeX1zyoZKr+cpxTWdEt1DqhFPRjQWEDH29XNIXjyzyk83eZ8NnsgIuan7v4iK9u7nPbNZw0HZ0ruNzMGA93peFi3vG5k0tmOfi21lHoQO8t17qdqHK7rKLzcLGVfmKwPF6sp0HPEKQXOQbD2UKsDYo8gd52NV/paj53fklpAqtZh5onBmcpbaDNGfJRmHZlOzaFZJXz84PYI3SG0Ggenm5xUXO7a+lv5DGqcSglgrJKJU6aHqMjl2mGUomztuNZ0LhM6Yyl0ADVqCcSQKwS1ZURaqjPPfKjXYS++4llmoZnv+f1owy6Vkr9FcQF70VK6Yt5238O/HvAy/yw/zSl9Dfy//1Z4N9FPFD+w5TS//ld9yJBqMQ3WQUYF3qi45Ggvgli41lqYqlwpUjxDyeK+lqMTo7TZ5AyORnhMo8rhRkUbhGJpaIQ241JpNXbNGG5VBLZL9OLfqFbRuxByvKjB7IeDX4RsBu5oMorQ29qzhZ7Rm9lQuwU3No7AVkDqs86iBYIiuFQ8NSt0CZKzzHo6SImu6PpjGFT+6wEfrDMzzbcHBqMjpzPpEwutUerxK9v3mI7VrTtSBdKPte+4GvxAR/tT3hQbfjJ+TNAPIGfDNIP3IWKQ7zHyki2V5WOmR6YH1MM4IVbolXkjy2/yq/bz/BPn915fLV65N7phq/2j1hZ2Z/GOJ43yxxcQtZaFE7x1fWc87MdLupJgiwivcV3l9fcuoa3Zze8PbuhMY6I4oP6lG++vJDsGbg32/PHz75KqTy/uX+Tx5X4EzfG8V59TmkCH2+W9KME2/dfnvHWxS2zYkSryEk50geL1ZHz+Z73N+dc7mas2o4i9yU3seZsfmCMhrPmwHaseNBuuSj3POmWbF2NC4Z3ZkJZfFTcUqhAPNN8fX2PZ3lfm2pkN5S0pZOhy0WeDkclwS0HvqPy0MPllhfbOUMwjF0huEZAz51kiTYLbNhI6gz9mwHViR7m8XwDuamrCCl+shL6NNaP8gDlrwJ/Cfifftf2/y6l9N+8ukEp9VPAvw78NPAG8LeUUj+eUgr8I5bYfybczIgog7lT+NVRJm6mFy5v0opin6YDkowS3vIq/50lucpNHphoJKjtM54rynQ55ExPOenL+DoRzqKUL5s7GadYcif0evycUQYs0l9MoBKbrqbrSuxHFdpnuMT8TkFEDwIkDzOh7aVo8J1FZ+FSEH4rgM2Tz9QEAYyv7jQQ+7HAB83FfM+jjAM8KTr+0Px9/tbNT/Go3fCyn/PW6Q2Xbs5FtcPqwBDvsrBaOx5WG6pM6n7hFhSF50+sfpu37C19MnxlfESfn/NmeT39/tPNRzy0a5a6p9WOhfJ83Z3yheZjfuPwNgAf9ycYHbm/2FHowJPNUqbbm5a6Hdl1FfNmmPQMf+biCVtfcb/esnYN+3xne7e9pNKORo88ajb82ovH+TxLXLoFn6uf8UeXX+PKzwloru2Mk6rjw+0JpQ1TlreODZe7GbNTUdLRKvFTy2e8W73kK90jnpgVF/M9lfHEXKx+8eFTfNTEpKmtY/CWz81e8kF3itURFwy1dbwYJHX7prlPoQPvNpc87Za0dUWqHD4YQtQsa8kAj4ZTvbMMQ8EwFNgcgEPUhKhRKvH8xQpuS1E6Rzj0UpFEdCEqR/bM0W+E2kmUTDEeJ9Pxzj4jcTcw/DTWj2wwTCn9klLqne/x9f4V4H/N/snvK6W+AfxTwN/7Xp58TOvdTDI/kAxOWCnyd3MZGZZasrWM0TqW0ABjm6W3lipLq4uqsB7VlPnpUU24wmQTfhZF4msesLXHz8wk6olXpDZgciYYZqIrl5zCV0mA1Qq6QyW4wAzpGc4icZWVlk0k7ApSp9C9IhSgRi1gcTJj5JUTzHVWTvwqEM8d2orIa0qK0RuMiQzeMuYv5ecX72GI/PjsBf/v5Wc5rQ583J3wqF7TmpF/ZvkRX+sfUeXp7T27pVaOWjuu/JxCe94qrjkzO1Y6sPUl7xQv+dgLlGUbGgoVuApzzs2OmR5Y6JGr2ODUyDvFLV8ZC4a8P1sn5enb8xueHpb85MULrvoZm32Nd4bVouNm0/KZ+6JyE1Gsip4xWkJSfHtzys9dfMSLccHPL95jZTo+GM75o2/k/l4uc5+7E1o9cGIOnJsdv7V/zEW55zMPrrkc5ny0PwHIgq6CIayN47PzSwoV2MaaPzz/Jqf2wK+t35LzLfdcTssDczPwG7ePue5bzuoDz4clSzuwGQU2NATLVS8YrZ2r+JnVx8yLnh+bX04ueM/2C2JS9N5idLqzFbCBLuNKd/sadyhQRWS1OrDdNWLmlEVcAVHYbkW70BaBqnI4Zycec8xA+iOXXY8qa1b+LmbK73UlXg9QvsP6D5RS/yZiEP8fp5RugMfAL7/ymI/ytu+6fJWntG3ekO7+TRrGpc7mUAnjpMeXzJ3kVzyWyYoJt2hz/1AFNU2Zi41iOE+C/gfBb41aeoE5k6hmI6OxxM6CUVKSaLkA7dpIjzJCLKR3qEwixSPKPzeuizTJhKl5IJpEsiLJpQ+5/I2iqh0r8SSZPnMVxdrRayg9sTfEZFGlMFfGpGhLx5jhG+8P93i7vOTGtbR25KqfTRfdzI5oEoUKvFVI8BmT4SrMKaIk7AvdU2vHdZhTEqmV5wN/yn2zBSQY1tphUuQqzHmruOLr7h6bUFNrx22Y8fXuAdejBIbaeM6rPT4a/rl7X+PD/oz10LCad/igCdla9Ag/0fmDf3Q4obUjXzx7hlaRSnt++/CYn519m1gq1qHN+1Pz87NvsI8V3xgeUihPn075seYltXIUKmC4z0khZfu1m/HB7pTLw4z7sx3v7895o1mzMD3bWHNRbHmzveVbu3Pensl3dOsaulBQ6MCq7Sh1YO1qFnag88VkBnU8BjM78kF3xstxwdrVtHbky5cPqApPaQKzYuTJZskyC1vc7hrBNxYBtxV4UL0aaSv5uSpmkzwYSJA+WwlEKASNz1jHPtUiEqKSaB122QFxZ8VUrAqi59l/enXypzFAUUq9hVSbD5FU4BdTSn9RKXUG/DXgHeBbwL+WUrpR4kn8F4E/CRyAfyul9Gv5tf4U8OfyS/+XKaX/MW//OaSybYC/AfxHKf3DI/n3+w39ZeCzwM8CT4H/9vgZv8Njv+ObK6V+QSn1K0qpX/H9/vvcjdfr9Xq9ft9X+h5+vvvySBL1BeAPA/9+brP9J8DfTil9Hvjb+W+AfxH4fP75BSQGkYPnnwd+HqlC/7xS6jQ/5y/nxx6f9y/8o3bo+8oMU0rPj78rpf574H/Pf34EvPXKQ98EnvxDXuMXgV8EmN17K0HucRzhJXnPfJ1tNCuwXSJWGjsIBMe1irJLDCvFK/1+VIByk4gG/AOFn0WKjRa4TiFYrKMydjobxajHRlJnCUlMuvu1yO0Xq+FOyh0Bdx+FXgG6x5JRmiLg5oF4VMrWTH7FKSixypx7zNoSs8dLLNPES00mYibzdIheGCzqqoTsZAcGdyLwjttdM4GRSxN431xIr8qO9N7SO8tt17CseyrteVit+Y2DHJqA5sPDKVYHHlRbfnb2Ab/TPeafaL/Fs7DkLXvLIVa4JAfhK90jvtR+yG1o+cnqKX9n91OEpDmze367O+VymIu8Vy6PtUp8vL7Po3bDpZtzPbZiel6O7Aah1nXZ7wTgve05n1teclIe+NLiY76ye8SLYcEYDG80G35p/ZMsbUfI9+5H5S3P/Al9LFiZA7/dvcmb5Q3/ZPMetfJ8093jJ5sn/J3bL8gxCkXu8XnhLNMwBkulPX+g+TZXYU6rR0rj+dpGxCm+dPKEfaig3vHe+oI3F7eclgca4/j88iVDtDztltNEvysK+mCZFwOroudmbHiw2PLB9SnLtmfvSmH1bCV7rkqhBMaYlbGDQIkUAjX64qOnfP3q3oTrXFU9z7YLjI7/H3vvEXPbmuZ3/d6w4k5fPOGeG6vrut2B6rK7nWXLAgQeIJJE8IBgIRkjM2CGQEhIRkZM8ARGlmwJS2BjyRYYZBt50sYRd3K7Q1X1rap7696Tv7TzSm9g8Lx77VPtqq5q6hS67rrv5Jyzzvr2t/beaz3vE/6BZpejjNDwikVL38qgRQE26R96EynqnuA1rs9fGx7mdYGuY4zPkESKGONGKfUlpIr814A/nE77n4CfBv7zdPwvpMzuHyqlTpRSD9O5fyvGeAuglPpbwB9RSv00MI8x/oN0/C8A/zrwN77dNf1/CoZKqYfpzQD8G8Avp7//NeB/UUr9GWSA8j7wj77T60UlvibFKjBMpB94yDEPlqC2kS/BlzI0yfaRrElDEAcmbUd2Jz4qUSn8/DABFl3C6mXCCpaRME9NRi+2mKwzUcNuDeubyWj0PiwLdKtHyIKKR1wkiAKxvefIc0cIGrfQRzvP0UUKypOWvrN4DWprhCMWFeFeT9zJi1UJ8xaCoolKxBVAOKp1AiN3BjUZGDrLKgkG/HL/kLPJnotqiwviPzLJB57fzdjsC6wKPM3mlEbe84tGmv5WBfpg6YJlblv+z7sv8rtnX+PMbLm0a/7S9e8F4Iuzj/mwu8fDfMkuFNS650u7h3S5ZWZaZnXL3756f+T13q83aBX5pZcP+bn+LfJceNv35xuqbOD57Zx7pxv2adqbW81H2zPenCz56v4eWkVal/FiP6UPlrcndxTajeDwTHmGaJiZhqfDKS5o9iHHo/nhLPDEDXy1fzCW3/eKDYus4avrS4Yh47QUZsptP+HL3RtcDzO6YOm9HbUaf2X1kC+ePKbSPf3McpHvsNrzsp0xsT1FmuDP561tYgAAIABJREFUE2PFRc1luaX3RiBIKlIaYSYttxVDZzE2jBuA1oFJ+r4BttuS4EW4t5oNtD7j3mw7WimsupK66Lm6m4kLIpHgFUHLwCUCbpuJVQCgs0CRO3Y7KaODfl09w/jdirteKKV+9pV//9mUAP1TK80kfgfw/wD3D7ElxvhMKXUvnfYI+OSVHzu04H6j44+/xfFvu74baM1fRKLvhVLqMZKS/mGl1BeRhPgj4D9OF/8rSqm/DPwqkgb/ye80SQYJLuVdoJ8mEGkapIAIOOSbSLYPYhRlBDcYDEn6K6lypPPLjWSN/VShfBQh2OoYSA+vP/bzvMJuM3SXfJUnEbXXoCHbicCqHsSH+bC6M/n9vpKpdrcqKS63yacY0KAnw8hbjV44t2XdMxiLX1oxg68csTPYRU+Wu7HP17SFiNCWgRiRzGFvBZybepS+taKwjSgr66m0Gqz2fOH8KR/vTtlUBU2X8XgpXOeDVD7Ae6c3LPKWzkswLPXAj08ekyvP39+/z5PulB+ZyH73UXvBD5UveTe7YhlqXgxzVkPJxHa8Xdzg0fyus2/w0f4cgI83p+y6nO3VBDVoehXR84HHwwmnsz2zacOL2/lo31lkjv2QcdVOeVitcVFzWuxpveXlbspluR0DIMBb2Q2lkozpKafcDhMK7Rii4a/v7/Nhd49f3rzBo2oJwKPiDhDw+LKvcFEnemDg59fvMLEdL7sZt209Bp/cOp51CxZZw+89+Tp7X/Cr24e0XqbRH29P+cLpE5o6Hz/3j7bn/Oj8GTfDhPNix7NmwW+7f8U37qRq0zqOvjjNUFBNRQhkUorTXrMrcF5zu694Z3GHVpFVKzft4MwIFcoKR7/LKaYdSiWPl8O6Tt4wZWDdGdlAzVEg4rWs7y4zvI4x/tR3OkkpNQX+CvCfxRjXSn3b6/x2Lbjf7PFvu76bafIf/RaH/9xvcP6fBv70d3rdf+rnjAw5holkiQfjJ9NHtI+4SsmE2EeCVbTnCtPG0T/l8DaHSlEMEdsGotbiAeHEy8IXh0wzYraJYL892gfYpC7sa6E3BQPGy0T6sFzF0WlORbERANY3E6FP6SiME/9KOzYoQmPZdwZlo0yt7yyh1cQyoE2QUiq5xQWv0JmHV+7xmAVwQrHyiVcbE8OlnHYMQbN3OdOsQxMpzcDgjQCem5y8cKw3Iv11stgRoub3zL8+8oN91DJd9lN+ZfuIN8s7VuJ7ykW25f3iOT5q7pkNM9Py+ckVddJZO2Rly17OL6zjajWViblTKBRhm9GHjOtUCmoj6tEAsRaZrmnWkWnPF+rHbHzJImv4+8173HQTZnbOT00/HD+Pie648nN+dvUuLmoy7fm72x8moPil1Rv0wVKZyXj+wjacZTty7XiYr/i13X1+5vnbTBOV8CAX5sORtXLX1ZxlO4ZoOLPbZH8w5+PNKT9+JhvFxEp2lynP25NbPDr97oGH1Yo+WOyZ54ObS2HiTOX8/bZgf12jKj+67MXO0NsMpeBrtxdcTHdiMYrw1b0XFZy+EaXyEKS6eNXI6oCq8F6jVkYmynUQ1O9rWq+LgaKUypBA+D/HGP9qOvziUHmmMvhlOv7tWnCPOZbVh+M/nY6/+S3O/7brU8NAcYUavY9f9SnWTtEtkndyLxlZKBBBVCOqMzFliSAldXuiyfZJ4MGJj0h5kPNyoLKjXiLIlxsNBBPT68qfvgIVFcP8SGcyvWAZlVOYgwLJTo8QhqgjujHCPpkkHureJAc9yURNz6iq44LGXnq6wdL3x69DmSgKKYPBOzNaUhIUOndEr7ELebCKTEzk82pPbXuu+wmbvkSpyDAYVJKfn86lPCwzxzwXuMofWfwTvty9wZP+lEx5nncLMu150c/53TMBV/9o8YTnbsE9s2EZav7Q9Mt8vb/H4/6MWss1/ML+7ZFRcrWZjtlKKAJiZq4EAnJboE56XJOTJwn8B5MNPzp/xtLVXOYbVr5i40t2ruBzJze82M94dLYcA/dzd8LS1/zs9j22Q8HO5fyiexOtAiFqzosdV92Uj7ZnANi5ZJWFdny8O6XxGV9bX+CCZtWU3JsJEt8myh5AlQ0j5rALGe/k1/z+2Vf5q+3v5I3piiEYTos9z3vpGT4b5qz7is1QjJzxzVDggqFxGeeTPZsup0kbXtxZyAOxM/iISG8VgbwY2K1KymnPy82UIYG3+31OVg106wJdelwv32vYW7K9wvRKsLApUNmtHjU7UcD8WBV8TysCr8EDJU2H/xzwpRjjn3nlv/4a8B8A/136839/5fh/qpT6S8iwZJUC5v8F/LevDE3+JeC/iDHeKqU2Sqnfi5Tf/z7wP/xG1/SpCIbSM0yiC5WYMLlU0nYnkr1FA6aJYGT4YNqI6RMPmVfKaiNeJiEXMLbyUN6Am8jrBAu+jqMoRMjE95jUB1SAPnCKrYC8lTsaQgWvCEYGH9orTCPBWw+iphOyiN0nte5tEgG9lBvRXllsoxgmcu39IhJnjr7LRn09gDhodObZbwuUiZTlgOsMMSqB4nhFnLiRsbLbi3KJSXzjXMug4N5sy52p2DUFdd1xllRu7tUbTrKGTHt+qX2LS7smZIoXw4Kdz8m14wvTx+yClFw/37zLg2zFR8PF2KdrQ8ab+S258qyi5d36hmd7CQxVPrALFWrqUDqidJT3FiE2ouiTTXpOZxI07ldrTrMdxUFY1VXUpqcLhu1Q0HvDP7j9HC+n0uuc25aLbMNPTT9k5wqmWcdXbu+RW8dbsyU7n3OS77lfCjSoMgML2/C13SWtz/jS3YORtxyBZVNRZQN1dtwhh6BHrvUQDRtf8Y827/FOfct1P6UyPU+7E9aJ4vhkd8Kuz7m+m9GeWx4HkQXLjOBD123B4I0YgpGqC6tQnR6dG8kDzhnKaS9WsUEdS2AdGa4qqD1hm43Xnt2JaHHIRMfzEAxDJlWTzyK6EZ70a1uvJzP8A8C/B/ySUuofp2P/JRIE/7JS6j8CPgb+rfR/fx2B1XwVgdb8MYAU9P4b4GfSeX/qMEwB/hOO0Jq/wW8wPIFPSTAkAae7E/VNnEoAtAQy2xwmy8kyNKHrJetgzAz1IK9zCJTZXspjuxdWS3M/CjD1MABxAvq1W1GscbUAXf3Eo3sxi0Izyv6bAYhiP4o/ZpV6UHgTRxuBbKMYFnLXmJUhVJGQR3yEfKVoHnkpfb3CO41rLfVCgpWxIqsv+EXFMBh0FgidIVRJoaQz+DYBwbMAJjK56Nn2BSHKA9c6S52LxH1mPWXi0c5sR5NYHj5qMuUp9TDS4m66CV83l5wmnF6te/7e5n3er15w46e8HOZjWf20O+ELk0/GfieI1NblfWHH7Luc3Z2o9ejSEZX0PN+7vGWWCwTgPNsxBMsQDSEq3i5u+Tt3nydExbYvKK3j+W42SnJZHfi4OydExZvVHTf9lD/08Kt8rrri680l39ifca9oRhD4vWxDQBGiYt2VFNax3VfU+UCIihgVd/uKbOZHWpxSkXVf4oJkl78Y3qS0Ay/SxP6mO+d+ueFJAnZPsp79IPYPV3cz8sJxOdvyYiX2q1nm2d7UR5uA2qP2hlj7MUMG0dDUOlDm4ukck4L7sMlh4lDrjDhz6JUVJRolA8RYSowaXRyLgOo0utNiCfAacdKvaZr8d/nWfT2Af+FbnB+BP/ltXuvPA3/+Wxz/WeDHv9tr+lQEwzEAHkzfTfo7jDCWfi4S/Sp5IisHMQVE0x3peT5XY4A0QxR6n1UoFxlOJMNUXh1VqJXQmFRAnMRSgAvxWNaGIqJf6bnoAWKXhB0GuS5XScDtzsNYwh96jRGF6uDgZObqiNlq3DyidyLIoIDGSJYRkyNbPe1om1yYBb2RsgqdpJ9eAWk7TblouN3VzMqO3ht8UDR9ifeas+mes2rPD88EEXXdT2lcRuMzlkNFFyz38jW17glR44KUlC97ycR+tH7KFycf88AKpGUfcl72czLlea8SStvDfMXvuzj29Dya5VDxC1dvkl14li9nhG3G7OGGMslvvZd4vQvbjMMRrSIftedcFDs6LzfBh8szJvnAl2/vAzC913Ni9/xY/ZQ25vy+yVeZ6YYrP+efbN/kXrlFq8jnKpHwetYvcMFwr9zwsFzxpfUD8TgJetRIHAbD4M1ReCFvebIRjuck7zE68GI/FTVz6yiMeFdf1DK4Oi92NC6jrw29s8yrlic3C2aTlu2+ZL8twETshWwA3mvstKcsxJflvZNbfmz+jC9tHvB0u8AF0WecTWUDaHOpIOJlshbwFTFLLCabqKFVFP9kwEwdPjf4XgvE6zOr0O+4PhXB8LDTKIfsFZFxgCIahGKBKEKr4JJQg6hWC13PtvIiB2N5VwtDRHjHkl36KiRFGwVJ9t/XIbFcFIokqhAhu9VSflgZuBxUblSQybLay3muTJRBI2bvMUtG9fZ4/+lB+pymEXP6aEi9TI2KYNZaSvfEHlCll/Jy/GAi09M9XZsxhEwMsF6lVxUyjDAm8P7iise7E652k1E5ZWXEa2VdScaoiTyqlkxNx80w4boXKa2dL/g9iw9po+VumPATSfb/4/6cNu4wBJa+5mU/54fKl7Qxo1QDX5x8jCZQp+jvUTzpTjnJGs6qPcu2Qlcid+acoa4bzoodWfqS38xveTqc8LKf4aLhuhMGjSZy007GPt4/dy5DC6tEZ/DWT7m0G96xd5RK2DEPijUrV3Fq91wP6X25gsr01LrnUXHHcqh5vpnRO4s1wmGu5jt+aHHNTSdDl2VX8Wi24slmQessJ2VDaRWfm91wlu9YDjU3WY1LQXzVi3/0/ekWHzR3bcWj8xWrpqQsBijENOtQnpeZ46LeUdueTS+MlSEYJrbH6iC9ZOs5IGJy63HOsJg2bJsCOxnITgWy1C5LQqdhPmAOPs6Dlhs0DygrNL+Pf5PP5bdc3z2o+p+59akIhgRwtfT4JPgchV59KWWt7lNgq+V8X0jA1D2IenWapiVxVpeBzpAHcBoZprJrZncyeRuFHpJPc8hlaKKdkj+HNNFOgfiw4/YRotKifqMkK/RlEm+wx3IkHHjLgBnEs6W/8Kg+KWcHMXpSTnygVYA+BdzYi3lQZ8SZ7TBNcr1B7Sxx6iTSHkj5e4NXsDhv+GB1yaYVSE2MoPJA11lWseJXeAgceoZ7hmhwSe3la9sLtIrczyUYLGwz0t+ed9ILDFEzRMOp3XPrppzZLUO0ZNGjfx17/7afYLXnnektPl4wLDS59WgVqbOeue24l4vk19LXDMGyHCo+2Z7yIycvaHzGi2aG1YG353cssnaUCNMqsvc5d0PNPit4ZO/4A+XAVwZPodwIw1kOcv2XufQOP9qfs3YVq6HkJ+495cP1OaumxGaiOA7wZi1wnMec8PbkFq0Cd10t8l+TFRfFlof5kotsi1YXfLQRONFVP0kcaEtlBz5/cs2LZsa96ZZ71YaXzYyLcsd14jLf7CfcNjUrXVJax9dXF2yHghAFWtO2MlXe72QDC4MmqwbWu1Ic+HIndLxegNfdbYVN7RVIfefKYazH2jBiQL/XJaDr35rR8FMRDKORDMsnoHzII33yNFH9EbjsJpFsI4145ZB+YiUBcFT1HWTi6zM5nyh9QLTAaUyrsNsjl1l3IuBqGpnGRRMxieTuMo69yMQnNr3wi30pwdJnqY8YwOwTsyVKyezrtEsXUQzAG03M5XfEIbn7DbIJ9CeMsmDuYkDnXsRNrScEzW5VwSqT4Uyf4Sd+VDSJXqFs4HYzwVoxJaqKAWMC3msZvOijE5+Lhr/34nO8u7gl144PlpdkOozwnN95+gmP96e41LjNtWPrCu6GmuftnAflmgf5mn+ye0t0DvXA3k9oU2/jG80FL9oZVgVKO3Be7qjswHmx40enT/m13QPO8y0PrPQVd6Hgg2HG3uX87otvEKLieTOjccIcGbwh156rVLYX2vH5+gW17nk5zLnxU36uuyNTjpthgkdzYbasjQSStavG/uHaFZwXO4yKzIuW230litlZy1m2G1kuf/D8AxamYeNKLsstO1eQac/OFVyrGQ/z5SiUAaLXuO+EZXJ/JsH33ektq6FkbjtO5g0vu9kI6j6pGp6t5mTGc7Wccnmy5fFG+o/7XYnvjLjb5alEUpHhZUXMA3riKMqB3snvtzbgZgNuddSxU04RnIgIh5Rlvrb1g6pa89n6bH22Pluvrs8yw+/nStNku4eDYVO0B1UZfezpeYHdwDfbe+rmCDaNVvp+wyxBb/KU/eXxWPq+0m6LGrK1ZpgFmVSvhX1iWvkdvhCIwuFnTCsZXT9Pk2MlJTkBYZ708uehzwkJvlNGYu0wN5lMlaeemGnsFgYlfOch6R/qwovzWtC4NiMOIiVmO3FU04MSTHfy1lC1g01GryLeaigHMuOxJjApezLj2bYFsySm+o27U2E0TDImRU+Mik1bUGSOVVfya1thQB0mxGdZ6pGlftqvre/xpfiAie15p7zhSX/K2/kNf/v6fUDkrAB2PmczCB1wknXk2vFzq3c4y/cUynFmBN9X646p6fhjD/8un/TnXDspjwvj+Nzshl+9u88vvXzIIim+vDu/5c5NeLe+5uPunH+0+xwhKq77KTuXk2vP02bBW5UwT550M3LtsNpTmYGTrOEr6/ts+oKzuhGR12LP2lWj0s3dMCFEzaNySeMzNkPJs/1cFGjmHc/6E35q/hH/x/4LAGx2JX6VQ2qnPFvPuTfbclmKnuRvr57h4lu0CYv5yXpBZjy7fcH5iXwOZ9Wex8sTYgBTeHxniAkxoFojyIeoCdrSRYhRYTOZ+MUAutXky6QQX0W5DzuNnzpC9pomKJ/1DL/PK4gYa1RJ1qoVWS1AAqGNhBjJl3oMZqY/YhNfDXAhkwAY8ohtNZCCYq+OwckeZf+LO5H0CnOH2lncRIKc6SSouomUtQc9uGESMYfpXRmT3qK8XrY7Bl1fRXyVAvrMoW8y2Of48wF6PVoHRK2SQCwyIQaR7MKIhJeKqCIQncGXAqsZLgdM5Ua5pri3mFbhM0t5vmcYDJkRr5TSOpohY1G1+PQBRORBumomPNksMDpwUjfs+pxSB1qf0bhslNX/xv6M07zBak+upT943UwJUfGsXzA1HX9/9fmRd7vtCyJwWe24bWvuuoptnvNsN+d+vWWtSkwZCKkkvXJz3sxvRVsxDVVCVGgV+WB1iU7g8ReN9C5XTYm7p3mvuCJExS/ePSI3Hqs8L/YyGHlrfseTVsrO7VCgleAnp7bnWTunD0YEX4uei2pL4zNOsmaUIZtlLeu24jzfMrct26wYtQuvuylvVnd81F6Mt7BvLXZtcDqyvJqKqTtwWW6Zmo4Pu0t8VCw7YRZkJrDps/F9LoqWxkmPOEZF2BrKs5Z2m3yZdwY1KOygGPJIaC2YyOAV9bzFdTKxO9zjppfnKGrF0GW4k9cEuua75ib/M7c+FcHwVbBRdyJBxiazm4MHiQqK/iSiohInu1r6hodByiFjFI/liOmkt2e3EmwOw5ZogCjBFyR4Ko8IM0wdwdtRbTsUEqRi7UdAtJg8abLNwbdZTHe0h/4kEBVkW8EZqtS0HqzB14FsaeDWysBm4oWu5iV4u4WH5KandlYyTQXKa6gdeuHxuwxVOTLria80xJVTwoAxcTQ1j4UY099sa4rMSR9uLT23MnP0veVqOSXP/aiMclbtyY3HBY0LmjZBW0rgS3f3eXd+S6EdLmrmRctJ3nDdTflqfwnAy51Mb31QlJnj49XJqKzz4nZOnjsyLX3EL+8esElk8VIPvJ1fM9E9Nwn/eMhKKzvw0fXZqOgC8N7ZLYus4cPukl9dPxwD4W07oR0szhty48cM9aPbM6ZlR9NnfMDlKICgVWTwmm+szpgWHVd6OvqjnBZ7tIrsfM7b1S0PirXoG6pA4zPuhprwqpa+iom5pAQClQytAoon7QlNMu86OAje7U+xJnB+vqLOep6t55LJp0zdlRqtAyZPStc2EhQCzrYBlQfi3pKdtKKWnXuGPOCTXYYeJLkImWh4avcaH/XPyuTv79JDxNVJnXo4mjwVt8IR9iVyw2kYZgmLmMQSTHO0CVDJN/lgdu0LwRqaRqFdwidaRs+UcLAA2GYiguAFi9jeS5S8qcdUjiyTQNXeyM5+gP4IHkduOgnaRyrh4Ry7Fo5oVOnaAjjEJMpXUaAyJpKVsnsPvUbvxdfCzT00Fl05smlPVfW0Xcawt+MuEq38PEERdpIhLLsp5Vyk5q0JbNpihOrk1lHkJgUDQ2Eduz7HW83NPhtxdYeSbtMXhKh4vD3hJ88/JqCY2J5H5ZIuWB5vT7jeTjhLniyFFeEFoyVz2V5PQEf6qFjZkm2Xc1o3I2Oltj2flKfMrdidrlzF3uWEqLjaTchzxzAYThLmrveGTAW+sr2P1Z4n2wXTXKTLtIK3Tpa82M+OEmfW0Q0W57XwtK2ndwbnRdem6zLu1jVaCQXy8DtOy4Y36yUXdsuX9g9xwWBM5P3pS562J8xtw36QGykrHcPECCAeICqG3vLRSkDb3WDZNTlVKRvPAd94t69YqpJZslQ1OnB/vuF2V7NNk2SAOHOwscTSo0zE5o5gIsNdiVn0gjSoHXF7FIR1iX7qS0bJuu95pefqt+L6dATDCP3iqBNoWsYHXTmwPUmy/5A1SrDsFwJwVq9IfplWYCyohBm0SoKoBZdL/y9bH2X/fSWZpzeQbTQ+F9ZHyCNh4rGTgdPFUXxWqUjXTEdrUtOkjDXdIOKzIsH4YNCjfIRW0595vBbZr1CLag2ngTJ3eK8Z2vR1GFHKdmWQ16qdXFNUtF3GYtrQ5I7tc8nEyouGdiOUPG0DSst1hqAoCgE4D86MGLd1U/Ijly94uZ/hggSEXZvjMk3vkoG98WMweWO64oObSzrj+XB3Th8sJ3nDz9y8g1KR/SDl3UUlva/WZ7RDJZPgxK3VuWcyaXFeY43nk+sT8jQpjRG+kZ9yVjdcllven74k145Plhfs9wVKB2ICIQMMueGX7x7yxmRFbXuxHd1OhLmRObZ9wabL2e4lmMSgxNs6DyiFWCck6mIImrrsWd5OCAq6pHY+OEM72FG+/53yhpmd8Mn+lA+297gotuNnA/DsZgGlVBBKQWwNQ2tYZ0LH63YCnp8m2a7tvsB1ojxUzjqumhxtAqczyUjLfGDX5NIzB/J6wGWBuu5pmxxjIn4A8kC4KwT65Y5kArPSY79bzKJ+E8/jd1qfZYbf35VtJVs7lLGHNcwkwzoEL+XVyLmMOhKrgIrmyCdO3GTTIAbdRcIpJo3BqKC9SLhFAMVYRisHdlC4WSSeyUN2frIVUdC9ZITNukRpKY/ztRr7l76UvmJUAryOJaOSCLxCk8oCk0dbmjYjeMN82ogHRpN9E89JnfRY6xl2OSbd4IdXm+RybZN3hILZ9BmdzcjLgTx3GBWZFDI4mWQ9667EBY1PSjqn0z17l1MYh1KGXZ9TFwP7xJFutfgML1JJd5t6ZW0vcvdW99x2NXetfCY+KOZVOwKQG5fRdDlF5ihyhz5thHGRAuztyzmqMQzm+H79eTMCjF3UuGioi57tpiSmEi9L8JBny/lY+h+us3cWH5R4Lkc19i9BJK5UY4hLhXnQCNYxH9j3YE3gbjUBp9H1sQKQzUSLLWqx4yKTvqLVnut2ysebUz63uOaqkQ2prjs2fS0bWZDsHxNp1iU689jC4QbDai3YR6UjsTfoUrJev5Ms/DYqdoW46ZXlMPLP+86i9BGE315X0kYpE60zKNSgKW4PDosCA3NV/Cbh49eyfmvGwk9HMDw41qEQDGB2xAGOZbARBRrTygAkZFI6qE3q8SX3LxVVwhbK6wpIVIycRh/jTo/BFSWB8TAQiRbC1FEmiaSr2xkxySsB6J2RoU4WhTO9VUcKoY6g1Ni3HN+fl9I55gEzHegHS5Z5irobJ4LDLhtlv+xswGYerQO+8ASnmC4a+t5yMm14NFnxqFrylbXQ0z52J1STjnafE6MYtp+UDbXtsUoAtytVsm+TUKiuEh1NMSt6cuNpBkvfHTXDYlSsDyhwYFJI6fx0u+Bzi2sWWcs8b7lra1zUdM6yTMHxotoS54rCOBqXcb2ZcDbfsetydjc1emNGwyIAP/MMnWWDlNib7pRusEyKnrx0tMsSlQXWqWyMUbH3OdaIi+BNqMmM9D5DlIDYvepFHYUhRA7DXcEmilpQbh1Nn4mWpBHtyIPvyPlsx7xoGYLh65tzVkOJVpG7ruZmV3M+2bPs6zFzLDLHLhNZN7/OBVjfa/RS4acGN3HEQY/3IIOmOGvodjnstViARnCD4XKxpUsbwAFEbTPP0FuafU68KTBO3lfwCioPXmH2WjC1HFEPwo767p/F72ap8FuzTv5UBEOUSPofMkBXq1GI1bQqjT/F89i0Iq0VMkX2LCfkkWyjx2DoC+mThBRcTaMIVvp/SinUoEaxAxBQt/Lg6mQTmhSqlYoMXQbLTErVQ3bmE4UvDxCtZJ5zJ7u0CfhVJlnqK/aiulP4mUcVgfm0oXeWKhdOap0NPFvO0YXYP4Lc+Fnm2G1KbO6xlRiyz+qOs2rPT8w/oQvZaF70yXpB12WETUavM8yFGKYv24qXdzO815RVP9L9dp2huCd106opKfOBTQo0Vd1RZo7SOjZJbmqSD9ztKzElSkHgvBBtwLend2xcQa4lIwW4yLe8Ua2Z2I5/fPsmxgRuVhOUAlV4Uf6pGW0RlI2EwdBHxVWc4r1mNmm5qHbc7SpU7sfNAGBoLeWkp3OGvhd16t0gzIwQVaKiieAFCFQpWhk4kIlTYQOiZQKjh/GhbAcRg5jnLVfNlFVTsmqSJJo37PcFvbMs6mY0tcqN5/75ihe3c+nfdhrdKoFpbTTeZZhXBrr+1NHdpgsoPFk1jL9/3RYUCTxv82Pg0TqyezmRDd4r8jtFdxZFqCMmnc5UjRyQCqN39+t60iOfga4UX3LFAAAgAElEQVS/3ytfi4CrLxX5+khBCxmjzP6Y7geZHofsKHwQXym5yJGgV8Q01U34QsfRhe5QRWkgxOQwRpL+UDSbQtSB8widGkveUIlqs9YR5w4k+Mj8dE8/WFqvoVfEIh6zgDR1zKqB1apmsdijVOS82rPuSjLrMdNAkybBfWvJMuGdxqCYVTIIyXRAq8iHzSX/6ukv8PO8C8B7J7f8/J2Ua8op+i7j6XIu4gM7MZbZ7+0Y0OmkVDWV4/J0wzTviXPF7WpCYT0X9Y771Wb8OFe9DD0OTJCp7bhqpwze8Psvvk5tOv7B7ed48MrPfGH6CdfDjHdnN2yHnGfrE0wWKKoBZwPeafI0TOibTKaw64y+MGRTcYh7vpuhdaSopVw8lLBDb3FOU6TPyA2G6DRDZ9CFJysdrjfUqT+3WVfEoDDzQYRzrVg6ZMazqFrJ+PYV1oTREqAPhpt2wu2upukyhs6KwnSToXRkvykYBsN8cqxBfdBM6o5tUASv8EZht1pUknQUAeMUnLIXmeBPi4hdOCZVT++MiDEAqu7E7yRtSMNg0DqgpwPR53gT4c5Q3Ilw7jCNoh2ZbmzTynNx8Ox2k9dT2yriZ6Dr7+tK32HISCKrR6hMtj1kfIrmXqRYppJWy2RWOUQp5oByeGUarTvpmSgPJsjfY50azYc4lUfBjpg0kU3l8EE+S5RiwM9T1tBr4qBZnG/Z6kBImcFuVzKbNgyFBayoXacAHb08BP1aAuzaVNw/W7PuJMjk1rPalgSXmuXlwHZVQWrwvzFdMc06TCrTGp/x8/t32adewjdWZ9JPmjhia4gJkBuClmtoBNfI4bmNSqTDOs26kIzQB83l6WbcI96ubnmUC2j5K/sHgAxGrA58fXWOD5qzas8vLN8iN47NUPJiL9CdH1pc8371gixli4M3lJOevsvwTlOUA0U2jNS009meF1cL2BvQkcWsobSOZVPikk/0rGq5vpPXD60hWs0OoZqFxkq7o/ScLHY4b+hUpE1lfzXp2F/X+EGTzTu8E09igM/Pr3mvuubLu/ss+3osT33QPLk+EUhPIgX0jQDgDwZf3spEGsD5fOxhTqYtfS6Bc8iMwLHmg1znof0DmEZLu6U3tDZD6yBZ82BYr3Oyk/YITYgK7wzRK8xph78Wj+5gE3+/DMc+OAI5M430v30dv0mt/XteP6jBUCn154F/BXgZY/zxdOx/BX44nXICLGOMX0zGLl8CvpL+7x/GGP/Ed3MhrlAMM1F7iUqNwRCOWaDdS4YXMjl2MIsyrTpOkxuZBA+nAbuW8jkU8SjO0BiiiUce8ImHLIw6c3arcbNAdJpi1jGrO7bNEZbSNYLpckGT5x7vI94rTmaNTDtVRL3R8vn7N7zYSLYWTxXbq4kIK0gFx3JXcT6VDLHpM7SOlHU//o7Yp96kCWyGktI4HIJ/u+tqfn54i0Um0a3KhIc8dBmTyz3OiUlQUQx0gG8MdqeFz52WdpruVOqd0jryvGM75FgtJfZXtve5K6TZnykRWLhfbXi2nzN4LXzpIadx2RjQD+tlM+NvDj8GSPm4KFuW6xptPEOTMZs2vHdyO5rBP93OMTbgioCtnMCBVODhbMMyc2zagtWuGoMnThNDJGRJATwCXmNsT5U5LuYrnm7n3C7l8zcmkJ909LscPxjy0lGXHZN84JPdCe9UN/zLZ7/CP969zde2AqS+ayvKqqfrZFI+9FYmxVkgOks26ckLx2Yrpa7WgaIc0FExKztaIyyifV/DYkDbiA/AweS9dMQ56CjT7r6zRKdRdxk6QqgDw6YgS1qHZdWzW5WY1GaIeaS5nzCIRYAi4DM9+iPrPim1H3qLx/bv975+UIMhohT7PyKGzwDEGP+dw9+VUv89sHrl/K/FGL/4ui7ws/XZ+mx9itYPcs8wxvh/p4zvn1rJx+DfBv757+UiBEithJNsxObz0B+0DWgXcT4pwZRy/oE5MmofHth7VhzudKsYzh046RmGxGTRO31koiCy6W6iyNYa08p5alDEXBGConeGadXRJoybyTxuMCgV6VvJGu5drGkTtSo4TVn3dM6OMvudN5y/u+fJ9Ql13VFkjgfTDVZ57tWRb6zO2IWc06mAlpeqogmKvBpwyV94lrVMTcfXtpcjS+Jr6yMd7N7phis9Zb8tOD3d4rzBGi+wDZtsCg5Qn0NLohAjqkXeElDshpzWWawO7F3OzhzTiU1fiqWA8czLjuW+GmWvCutYtSV5UolethVDLuKpB4jLT739MT/7yVuYPDArep7t5mQJeLxrc+nlTWSqOys6wUZ6wzQ/iNVqwl1ipwyKMHOjsotchEhVTZJ0v1aRebIVMDrig5gpxai4N9+KknVbjNjIB3ZJbR7wE4snct/pwEerMy6nOwZveLma0g05sTWo0jPsM9xNOU7E7VlDjIqzyZ79kFFmjm5I8lq7nPgyx9w/9hdjUJyd7ATfOST/5GtRJRqmonAUZvJ5ADQ7MQbyuwxdOqqLPc1NBVkkqwZcb4iDHnuSvozSN5wKLvdgdfs61mfT5G+9/iDwIsb4wSvH3lNK/QKwBv6rGOPf+U4vEjU0945yVwAquRhk+0A0imjUOCH2VSp7o+AJ2wkj9smfiL9wqD16n5gfOqJ7jekU+VJKcZdEEaKG8qWRYOlkSq0GUI1moGDY5lLamoNGGNjcCbDWCWD5dj0hRhh2ObrwtLucBw+esXfy8BZeTIF+5NFzrvYT5nnH2/Udy6Fi7zJClFJu20rwya0nP9nTDZa8GNh0BTfdhGdhQWkGrpsJb0xX44O8HQpiVDR1CzU0nQTWEBXGRMLE0T1AhhQIoT/kAbJAYYRr3CTqmkm+HTdNPX4/msj1vmZtC+Z5h9WBi+mObZ+zKFpWnfQdbQpum7ZgVnR0QTPJen7y7GM+2p/z6HzF7a7myfWJVLaH/mzySVE6JkHTyNP1nDfmaxqXYXRgvynGIZlI2ku7Ax3RW0OoFV2W8Xwz4/3zK37k7MXIcPFR83IzpcwHHs3XnOR7vr66oErWqb+8eYOn3Qln2Y6nSbvxw+U5hXVYFbA2cDHfsUq+NNpE3DLHbo4QrY6K+o0VT24XnM72XK9kKu7XObrR0r+7KoVJAqAi11czlBbmUXQQFp5o5QVDLn3w/mU93ncqJJ7+LqMZJCjb3Ms9OiiylRErAARi5ouYIDbqNWID4w90mfwbrT8K/MVX/v0MeDvGeKOU+kngf1NK/ViMcf3rf1Ap9ceBPw5gF6dkW0W/kEmvdkeGSD/TonMYomR4yZlOJX6xGMwr2vtyk6lBYDCqNXJDlQG1S74TitFDORxA3FE4xflSS79Sp6BYIWIRBxHY4tDIhsFpBq/IZh3upqLvStFLnDqyXPpRHy7PeThbp/ca6b3h2WZO7wx1NlDogbM88PHmTfZtQZ45MXZCsoYsdzKxHgw7lfM1d0Fd9GQ68GCy5qqZjhL1j+oVO5+jVOTldsq9+ZZp3nHXVvyuN7/BB8tLFg9bnq3nh7fAdlVhc0/r7Dj4EKtMzaPEqni+k/MPXsKHnt2yqXBe46Oi7SU7rvKBNg0fTuuG233FW/MV58WOF91chA+ykrWRwO1X2ThgwmnixJGXPSeTBqMCD2YbbpqabVuwW1Xo3BOqxFhpDfqkl2Daa0KZep9Vj09GTo93J2TJq+HFZsKs7IiINuNlvuWJPeHZcs6mLaiLnhd2xq7PaZI3cQiKfZdhZ+Fo0u4MSqfPoQzEtRmZR2anubuagYIrZ8hzJ4OaQZFtxPlRDxC2r3igZIG8GrA2iGDrrGVblaJh2QgK4IBIUEHBfMA+L2TjXotwR+hzTEJBvMo0ybbJHiOQGFKvj473WTD8dUspZYF/E/jJw7EYYwd06e8/p5T6GvDbgJ/99T8fY/yzwJ8FqB68Fe1epPlxcgMEK1+eKxPDwxw5kQfx55B8RqI6CqOCDFd8keSOlJTehwGKr5O01mGajMBlXB/HQUzUjGrXoYwy+juA/51G7RVh4hmWJflFg39cEy57Thc7qmwYaW8fJfPwEGSg4b1m6C1L4/mklP/rveF8tuPF7Ry/SaDnqOisQeXig6J1YLcvhAFiPZ03zPNuFDN4sl+I4XhX8uZCAlDjM07yBhcMj6YrbtoJP3QmniBfvb2gnPRME2Rn8Eb8NsqO33X/IzLlaUI+qiP/6uoBee64P93SeStcX1dgVETrwOANV2nSC+KJXJc9TzYLcuO4KHZ8tD2jcZm0E5xKOM30gE4HbOGwVnCX96oNmQqsu5LduhT2Rm/QCYenC2GfZNWAmYVxQt21GUU58DOP3yHLjrhHawK7LmdRtZzmDWtXjRvJQTXmdlcTohrhTQrwTvN0MFTlQG493gsKoap7WnKiyUY/4qgQg6cyUBQDs6rjzmt8EfCFCHuE4sgR9hrIAm6weCcWD0pFqjpJrgUR5VWJrx4Bv8vwk0C2lCqnvDYME3kglJOh44jC2EVxmazVaIb22tZvzSr5e8oM/0XgyzHGx4cDSqlL4DbG6JVSnwPeB77+nV5IJSOmfCX9kqiSvD8pINmkOjOAP434XM6NBvpFYnscNist/cAxcB56KCdO2ktBoVo9llxi2RhwE5n05suDf7PGVwHdpiw16crpNJ2zS4s7cQxNRjwT3OFJJUbklQp8fHuKSaV112bCIBgMvjO42vDJ5mRUTdm2Ink14gCJTE6bEQyskGyk22fYuaftM2Lq3wFjT21etmhkEvs75p9Q6IFf2z/g8f6Eyg6sksn7pOjZk9MOlpDEAbbbktx6nrdzPj+5ogk5T7diiKR15P5syzxv2bucdVtiEgBbq8jtvmIf9DGY60h1f6B3mifbBeu+pHUZT65PcHuLag2UnnwuT+7bF3fsh4xZ3jHPWzIVuEvXGr3G9aCzwOlceoBVNnC1nlIVPUXmmOcdt42wUFbrmtBYWqfQMwl4Vd3T7AUnuR8yFmVLYRwPT9bs+nxsT/S9FeOt9B6Uirg2Y5PA3krHMejmxUB7XwmQm0SLS4Eupgx7UnX0q0I2WJNYIYe2bdQM2hKmYvwTB82wzjl5IFjNLHcJHiU/cHgds9doJxa1+UaygmH6SqQ7DNxrNfbWozoefx3rBxZnqJT6i4hj/YVS6jHwX8cY/xzw7/LNJTLAHwL+lFLKIXvmn3jFw/TbryiqNSjxGw72FWUMJX087RKLJBkyuVrocKPeYeo12rWUu2IWlRgOgx5LkqG36EnEJVGE2GlpwuuIafTIfFEhleODQnfHgYuvA3YrvSLVa/RUtJKKsueylB7el67v4wZDn35HUckDFHpp+O9TOXxaN3gTuLsriK1hciEP+7tnt2IIpAPLtmLfZ8xnewEYB51oaJrrJERgrceoSOcsl9WWL84+xiAA7a2TDK/zR9GBfZfTDxZrPSd1w/VauMe3ywnTouP5bo5/JdiW+UBlBzSR3ZBL+WgCmfZMs44QFcvlRLI9IJ+I3eVbc8FSvtjMsCagdIBBHN3iJHKxkM/rvNwR4lTsR81AZQa+3p3z7GohIhuNJeDoE1UuRHj77I67tqLOBvogyjsuSIbYJF/hsJY/98ucWHn2rqQ4H+ic5Xo7IUv9SWs83ZBhTMClDSw4TUQxPWnYrSrxFKkdQ29RWkrnsu5xCQg+mzZs96W0OKwnRFjeTVClx7QJBzkcNTXjQTghQuyMmMgvBtbrCqWhKIWbvrmajvewVCugO0a3RvEQFzFj26qRaRIyEUl2tXCT9etSrYEf3DI5xvhHv83x//BbHPsrwF/5TV+FPliCRvKVop8zBqWoIN9I+q9MpLxW8kXXCVBaJL3DUdQycZOrCFkUk+7Ko6Iizx19m6EzfyS9J0C03R75zzET5P5BzivaJLOFlNzDqUcl8KvrDKbwnE/33HY1QzDMyo7VqmYyk+nhbl0SnUavLOHEUSV2wWEtFns2tmSRps+lGZiVHY93J1gd+O3nL2m95el2wb1yi4+am91xwBGjosgHqmwg146ZbtiEimf9HBcMpRnwQdMkSS4fNFnmmBQ907wjzuH59QJjAqumZLOtyIthxA4WmZPBz6KVgYIJGB2YZh2LrCXXnuGeYZMyrEXVUqbg6YLmnZM7Vn1J7wxDkRO0eCevG/mSn+v5qJ6z7ituO2F+BJc2KhWJrWHdpcBQetabmvlsT+ss00w0AK0O+LLH3A9sryZJexJhYeQybNjsSrQCHxVDl5MZT130NF1Ouy2Oz7nTmMmA95rziw2btIENvcVoaPc5JvOj+MXgDVnmmVUt27agGyQlUzcZrhJ9yzFLI/lzJ8RAryBmAZMFfGPRhbyuc2akLNLKpPjQLxcHyKMkHQi/v7yWNzDM5DwVBGP4TQyt72XFiAAmf+utTwUDJSrwpcL0EZ88k1/tcfgcmChMG7HJFF78jCV7c9OISebtB24yQP7S4nNpcRzENrUN+Me1sAqQMlwniTAVVLIPUPSzQJh4dCm8Y52Cp98KdUwtemzmyQvZ4peNQE8mWc9dV2Ezz/bl5PgGgTD1mNIRgiaqSIiKi3rH9X5CfbYeK5nSOFZ9iVGBLlr6IGKlk7xn0xf4IE5zB4ktgNWuYtflTGzPtZtzP1vxUXvBWb7no90Zs7xlm7T3tA4YFdl1Od1gxTIzQYb2bU4IirbJCcURpe2j4sluQWEc07LjvNqPhkiVGfjhk5fjwOKD9SVWB2rbc1Yp5nnDNJOSOLeezb7A2sB50j8cggi3ZjrwZLMYITs4cXiLq5yo4ggojo3BFYF9Ji0DNYGTsmE35JxVe54OaVBUH9KniFKQZZ6L6Y6bXc2k6Lm+mxGKgW6wyTjr+F3pyqFVpO8yJmXPpOqoMseuy1ndTYiDJgyyEQKcVC0nZUPnLIXxvFxPiZ3GOJWsYpPL4mFw5xTRBIbOYnOH6y157uiCYjJtGQZLkQ+44SD7r8nX6pvgZMqLn/hBqkvUk1KvvRZBWD1ID/x1Qmt+YDPD/z+WioIljIo0LQb7iv6admBa0QzU7ngTFHeKYSqiDIfdMSpQWjCJwSb5IqUIFexfTtCdJl/psYcyiikMSX7/EIUD2IlQxqq6G9VMmMovmUxaut7StTmXZ2vemi1ZdRWn5Z7dkLNa18fMJEoZrk4HtA7URU+dDTyYrFn3JVU2MMu7EZNXaIczmhDdWIY+3S4orASn1a7CmDCyYrY3tQgClI6n2zkv5nMKLT69E9vxw7MX/PLyjXFK/JX23ijMcBClKCspy4RzbWSSeRj2Bk2ZOcHl1Z779YaXr0yg75cbNq4YBy5vTsQ35F65gRZ+++QFL4cZmfZcZVOmRcdvW7zkPBOdSI/mk/0pAcU2L2hcRm492bQnREX9xkZM2NOMRmvwvaZdF1SLlsI6Bm9Y5JKJxyiDMGWPGcx02lJkIj7xYL7hxWaK1oGuyQitxUwG4TQPx0FcUQ40+4IQRR28c5b1poK1RQcFFx2XZ4IYyIxnnrUsY8VukMk+IYmEoEaPnLH9ExJ/vjeE1qKygNaRR5dLlk3Jm2dLrreTsYeZuYNWppTFpo+4UmEbiFbeb7BSGoNknn4iFVH53IxtpNeyPguG39+lhwSkPkxtDw6JB1+o/NAviXitKJaSIUYlGMRheqAmRcxe5PR1FBB1ttbEvQRb9Cu+KSCBMotJ6h+GC09+p4lFFKoX0OwL6kTIH3pL8IrdrpSpKLDrcp7rORfVlhf7GVUmElz9QVbMJWwcYuuYGc+uz1lnJY2TYciyrUah0MZnWBX4iZPHrFzFL94+4uVqSl32mFeweOPMqPREr/CdCJJ+sLlk4yTYvVPe8KQTL5C7TkrrKh8YnMENhvPTzf/b3rnFWpZdZ/mbl3Xb93Op6qrqbrfb7o7xRWA5TuIoKAriEpMXhwdQeElASEEokXgkkZBAgFBeEAIEkUCykghByEuEJXIhCoqQAJs4xgluO53uttvd1XWqTp3bvq2112XOycOYe52y02Ubd7WrurL/l3Nq1T7nrLnX2mONOcY//p8QFOfLAXvjkmWVoZWIUKRDCb5NY5kUG1pneH5yl1fX+wyThtfO9lhHAYfEXI7jdd6Qmo6TeoRH8bn503x4epPOG86V54euvsRfGH+BPKbwr7aHfP/I81L9BIbApy+epbAts6JCE9jLS24WM0bR0OrOctw/OA5Ha941Oue8HvRb87Y1MdWX87GJo6pEXbv1mmWdMSs2zIGqSsn3SxFMzRyz2KRZrPO+USKK3YZVlcnDIo0MA6/o3Fby66Inw1etpVrmqMIRGo1HxHr1Rl9ScTYiShK8QmUOY+UhueksmXVcVAVZ0kH0AvIWmr1AehEbI1Yaflupu/4ejp9o7YBSxlGDkYbjA0FAiraPIR6NYBgklVdevpr63u0EmHqbvYFLLx3uth2zrZ4gyPZ52502DfhW9XPN9LWWSwrClqLjB75vmDTTgFlpHClBB9SgE+EEpLuJU4S8YzjZ0DSWshTJpa82ota8alKsdTT3ZgGlwQONgrMwZDqs+PLdA7rWkuUNe8Oq9+zQKvAD+6+Q6ZZ5J9JZB5M1PihGacPtdsymTkhTCSaDYR0pKBKQzjZDlm3Oe8YnnLQjtApcKVa9D3JmOkykxBgVOF0NhBfndV8OINCvOck7DoqSg2zNcT1iYBteml+hbSyu08yTDhv5jwCpdhyVk5639979U27XUzLd8tG9r7Jn13wg2aC3tQpOuOvGfCB/g9vtjB8+eIGxqfify+epXMK8LTgs1qRbDawx1M7y/tkdAL5rcJvXk32ONlPO6oGsoYmCCkBbWoZX1yzrlDzpOBysqbqE9x0e0zjLG8spbWNpG8v5NrUCuo2sT6lAtc7kPnNaBooHHYNRzSSXh+QbqylVk9B0lvU8lxurVaI1WIsgg/diKwGwudHJfZE6iqHoWp7Nh+R5S2o7VmVGu8x6GosbOZkkqkWhxlQK08rQgUulRm5q1btEEsB0SsRe7/l8vHUECLua4Q477PAnHYFdA+XthrdSD0znoedlgWSCugFbRyJ2TFzaSKsxtXSeQ7rtDktxWrdE9WnpRrfSiBRHuyz0tRXtRPcwmNhB7qJVaQA112LYFGyvNkKQbqYysh3zTuNbzcnNGWSOczMiK1rJKEbxMb1MCEYkvdzK4lJNnrYMi5qLWor3dWdZxLG2a8MFx82YTHfcLMVh7pnxOe8enHJUTzFxr7WMStTzaEngnaIqM+60loPxmhfOrvP9V7/C1FY8mZ1TRn/Ul9ZXeSJfUpiWV9f7jNKask37ree2PtpGKfrnn7lL53Xvm3x7NWaYNULZqS11a5mOVr2KzrLLOFsPegOmW+kEqx3PDk/Zs2s+VryCI7CnZdueq4oLN+B2N+Xd6Qn7ZsVL9TU+MLjFf7z5PWSm47smx9wsZbt/mK95IltQmJb3F7cY66pX1jnMVrx2tiecza0gr3EoFZgVwi+0yvPB2REjU5Nox7LNqDtDuc7pIm/QXFhUFghTTzkvIE4ctWWKyh1p3vLu/UvW2N3VkOXpEL20IpGZi8dNaDVhGLPD1AvLAUBBMquZjjbMV5JJulVCeZqxjveiucfcyT9REypDfaXDlJpgQcWGis8uPXi2jZLt7H5vo/GgnEJhVzN8OxF0LAK3AVsLgbqZyEW1VTS16WRUzhsVO2VKJIpiqcpEa1HlhV4TjAQ+5aEdyHiS/N7497aN2Eii3o4+2VqjOilMN5Ot5aiGYRSEU/Ty7c0mIVQGs5ICtaoSgg3UgLa+Fy/tbKRMzC3BBtQw2n0GhU1F6ulemTCrPGftkFR3nNcD9vM1V/MliXZczZZMk4o9W/L78ycBkclapa1s0xqDtY678xE39ufcqcc8kS15f36LUy1PhLJIOdpMGGvHx/a/QulSbm5mJEq4ib9/coNlmfPce28B4oM8yTas25R1k5IaR9kk3JgsuLseMsoa3je9w61KSNrLJmd/WIoPc9rivOL2esL3zL7KzJT8YXOdJ8xX+S+RJ+nCgBc315laqdfdavfIdct/O3+/GNw3Usf8yOx1AG7X8nf2rTRgLtyAp5NT3pse87ny3VyfLbhrXe8fMsgactsxTmrONgM+tH/ExG44TJasXM40rbjjx2jj8HECxedR8Le0qKJjelBS1Qnj/bVQeLxmUec9RSoxDlUZTCllGZUo8qFQfpraojIn5vCxqeODosjlmo2HG+bLAXrQ4V1CMjcEiLPy8bZTATut6U4KfB7wSubtfRrv9UZhK9V77ZhKRE1UiF7fD9IH5QEFw/vIA+4D/wl4N/Aq8NdCCOdRFOZfAD8ClMDfCCF8Lv7MTwB/P/7afxJC+MV4/LsR1a0C+DXg74Zw/5N/JIIhRCe7FFqkFpIuLoUUTOwsu1TRDlWsF0YRWKRzthWvtGtFsJCsY9CLRNV2BLaMfrIWkpXq/25+V+OTe4yhInXB1FEt2AjPDUBtjMiuX1gwUqMPRsjebhAIqe9r99sMSyE8t2ANTFqCU1wsC7KsY3+y5s7xlGxwKXZadikexc31jGla9YZMuRnL5EQ25+Zmr3/vGmd4ZnrGcTkWwYI4I9w6IxMjJuerzSF/pngNgJeqJ3jv4ITvG77CwufcavfYS9bUPuG4GXNjtODG1dc53kjwPMxX3CknLDY5PogB1bWxTEpM8ppB0vDaeh+tLgODiarcmelY1DlXB0ueSU9Y+wyH5pcu+ilOjtsxBs/A1Kx9xtpnvNHscVRNGKU1tbM03uLiE+xGdkEdLFp57rRT9q2Qt0/diKkt+cj+63zJXuP1C8kknVc0zpDblqdGFyzanOeKY3LV8kL1JLdWUxLjSArH+kq8HyPdx3VCxxpkDa0zDNKWZZXhnOaonGIiF3NY1CIKYsTTRY/kph3kNfvjNYsq58Zk0dObFNKlT41j3SQURcPqfICdi45lso6BbTsSP09xrRLl9SjYUB86dK3FG7wI+Lir2f4Bn4Y+WWgnDyqbe6BCDb/A18t0ahEAABt1SURBVMkDAj8D/HYI4eeUUj8T//33gL+MTLQ9D3wf8PPA98Xg+Q+Aj8rJ8XtKqU+FEM7ja34S+DQSDD8O/Pr9TubRCIYxuG0l/5Pq8s0WCoHuVbC3XC3VSR0bD9mFjPGBBMbBkXTa7DrQzJTMN8fttO6ASvXB00S6TpcLOdXlQuNxqWzJk5VkhveqFiULUdDZzkUHE8eekoCdW3xp8ArxRgGU8QSnUeOuD6rtxuAGRjyMBy11mZBHM/evXuyRJR3PzU54Yz3lxnBOZjqWbcbN1YzlIONGMedsI59c57V4+mrPspQu5CivpautPYVp+aP1E2ximvGBwS2O2wkLn3OnnVG6jFy3fHTwFV5LDsh0R+0tTw0uAPhTxRGv5Qe8vL7CeX2pBn2Qr4UO02bMm0uP3+144FPjC8ouZZZX5Kbj/5TPsG/XvXn8drv/7vwEHzRPJHPGuuJms8+8K0Rtejnm2niJJpDET/Zz+W2WrsChebG8xr5d8WJ9nRvJBYlyZLrjfeM7PdXn1mLCJBeKktUyOfPC6gb76ZqX5lc4vRgxm5RY43h271R+ZjXlYlX0tKqzpViR3j2LlKIoH+aL+ABTkExr3EiTGI82nq7T6FzEc6/sn3K2GfD0+KJ/n26vJxydT7DWMcwbVo3Glkoaf/aSAwtg10YezI0SDx4TUAMHTUo3FqVrN/PYE7nGWqb8hJMbhM3wQBCAByThdR95wE8gE28Avwj8DhIMPwH8UszsPq2UmimlrsfX/tZ20k0p9VvAx5VSvwNMQgj/Kx7/JeBHeeSDYbhUr3apohnTq2/oTvXbWlOL6oxLJRhm5yHahipccvlERIMtAz6R129H99K5zB1v1bIhqmgb+Rmh4xD1DyWTDBqKO4pmTz5YLg/97LO3ojJsSqFM2BMjvC8lGWWTRpJwERjvrynLDNdo6MTJzLeas1YyAVN0XJyO+rfkxo0zjspJH3COygmtN6J+s55wcznjbC4Zo7EiRHA4WnN9suB8Ix3ozms2XcLxRj7AW5uAF8trtMHgguZuM+a4HvH+8W1eqq/xnuwOR82Mqa0Yxb2VVoGr6YLDZMWrm4N+O1yYlqNqgg+KVZ0xyqRFf1DIdrfxloFtaLylC5qzZshFWzAyNe8b3CZXl1r0bbAkquPl+hpLl/Py8grnm6I3kn9qeMEgUgDaYPmLw5f59xffTRsMn10+y/uHt7jVzvBBc9YOmdmSPHafJ7nIjr2+nFHWKUYL4fvmetYr7SzWOc9eOcXH7DM1rvcwTo0jMx2bLqEbVlSt5ez2FJXJVAvISOT+eE3VJMIx1WIwVSQtH5wd8fLyCofFqq/LvrGacrYckiSOxLj+Wm5FSIQ3GHr+rI6dYm/imOhSVL63Qc5OGhHdiOUfe5ywlf1yAx8zhweEt7dm+EQI4Uj+TDhSSl2Nx58EXr/ndTfjsW90/OabHL8vHolgqII0OYIGNLQjGUQHUbLRDWQXoedDJytQTqS25AaJHsYgWWYuwXRzELfUE3EPS5amD6hbyNymZHcuFSL3dltdHwTSc/Fc2fK0ulr13C2hACkUl9sTb6Sg7QaXBXybOVaLgiTrsLMNXWdwOhVhWQXBevzdXGgYyMzz7ZMpw9GG1+/uMRpuGKRtP698dz6iKZNe2LRLPGoYuH0xIY0afc/snVN1CR7Fl+cH5LbjNG63123KYbHm2I453QyZb3Jurye8f+82mW5ZdDkX7aA3St+3azY+4W4z5koq2+M6EtpGSc2LJ1exxvVKMAAfmtziohO/lsp5Fk3OeT1gnGzwmeaomfFnR+IO4YIm1y2fKd/LSTvmoi3ovEZHM/vVOueL509cGrcn53yxOeAwWfJKeYWhrfnS+kY894Ir6ZLTdoiNEzGjtGbTJdStFXMop1isCr7r+jHLKsNYR5Z21M5SO1nXfl6yid8/Nz7hB6d/yB+U7+JuM2LeFryiYNNa4TQiWo5bvxeANO04HK1xXvPl1SG5afFBczfqRJ6vBj1tp2xTcfRD/Hz0RvX35FZqzk18r1VIgJDFUdPMg/V06wSVut6+wo28jO858VpRq8tppbeGb3kc71Apda9a1b+NSlXfLt6MKBm+jeP3xaMRDJ0EvK0Cs+pEjQakvuetdH3ThYzjtSNFUl0aSG0lu+DS66GeyURJNwi94VQ3FNVfn10+cW2poJPgl6yVELm1CMhuuYqmCtKAAcKBwm4ULtYYdaeiNWnAFaHnS7qBZ3JVfmhdSnNE60AI8kGpVEJQYFaabiJ1STOPXrlpwK8Slo0BDxet4bzTjPfXtK14ceCUqL8AJJ7NOpUsJQFrHC8dX+FgLKNnmybhtLm81MY61tFs3RpHuck4qUREdd1lJNpRO8vrZZQgKxSJcly0BTfLGZO0YmJrhrbmvBlEiTvFzblctOf2T2iDYWzFd9gHxdFiwiBruKgK7tgxxWHDq41s8z+YvcEr7VWeSU8wBI42E1aNvGerUvZ5ISh+/1we7E+l50yy28xdwSwpeb3aY2gbrmVzVi7jj1ZXOcjW3CiExF5nli+dXyNLhBvY1DJ+eFYNuDpZ9U2hwrbMUnkKPz0452gz4WQzovaWL1VPUrmEwrRULiG1HWcXw37GvQyKdZWKYb2CTZVypgKjvGZR5zTOUDWJEKmBxDo2q4yutsKHVIAO+MLhpx42Rvy94wNVb+J9q6ReqGrxnVZOoSqLL6QU088y20BIFHpt+vr4A0GA8K3xDE9CCB/9Nv7CHaXU9ZgVXgeO4/GbwNP3vO4p4FY8/kNfd/x34vGn3uT198WjEQw9KC/UGdVFXcOIoMA4yfbuDfaukBEnHQKuUD21IGgJjC4TJRufBVQj/rGmEp9ZVEBFLaU2jnjZUhj+2y6cKwL58dYiQNFuFfADtCO5CbcF7m4kg/Bh4KDVoq0YYLWS2tiWW7w5z7GjFq9FxVjHOdPk3Mh5D2QRIQ1gPXphJdBmAYaOuk4YFjWLtsAUjrCIyjuLBKYyx9qlmiJtmY1KGmeEvLvIpJsZfZPDpKG1YpputBczorXljZMZmel4z/iU1pu+IXKnHpMozxvrKYtNxiTPGacy5rdocsoyk3nnKAawbHNer/bQBMouJbctg6zhbDkkTTppwriUPNZCXmmvcqudMdANU1NyPV+wcQmvLfZ49soZd9fDviEDl9v82ktwOszWtN7w2fNnaKIwxXkzYGyjVWiX8aH9I15b75EZhx9KQ+XqULat03RD1SXk5jKzfaOaUZiWeZ1zUg55OT3kI/uv03nD66s9mQsPl2rdOheXO7GXlVHJprUskQdFVaX4TuOjeIdzGpM6usqKkk/uoDHoWhGe6FCRQL9VJ3eV7XcC94552oWUZHSphZ+9la7rNDipeXtz6af8QPD2TqB8CvgJ4Ofi1/98z/GfVkr9MtJAmceA+ZvAP1VKbTuKfwn42RDCmVJqqZT6GPAZ4MeBf/WN/vAjEQy9gaCFkrBV9ug9StbyfbqUjrGUvaT2l85DLBQHdNxWBy0yRrZS1Hn0M0kCeq1ox5LtueGlmAMqbkniMPt2nMlUkiWmC9mSd5Hq4wrxWPGRx2b3N7QbKwFvYzAr6e6pztDeqxTi45Y9ynqpRuOyQHaq0R1U1/xlrE+9CIXqAFb8WTqn6BJHl2myrKU8L2C45RUFjPUEr0it412Tc26tppStFSvTxBPWFrb1JeskYylzEVutxaKzKBquDxa03jBLKtpYP3t9vcf5pqBuxbC9dYaDbM0b1Yzj1Qi3SHFAN5A39bWTPcppwmqTcXW84qIumGYbfFDM16KS/fLikC58AIBpUpHpjly3ZEqkuMou5cZoTtmlDNKWd43PWXXyRPrMnWc42xtwPZ/jEMXtO5sxI1tDl7JuMxLj+vrcvJEa6iiRLC2JWeCiznl2ctrbA3zx9jWuzS69nwFOo7xZ2xnujkZ03sgo5Trv3QyBKAKicVuqlgqMipr1JmVzZyjX0gR07OrmecN5LaUOVXS9La1XmrBKUEWH0oFrVyS7vXs+pq3k9bqL91Pc9aUXwocNrdSit7BrRbKSB757BGeT30weEAmCv6KU+lvAa8BfjS//NYRW8zJCrfmbcirhTCn1j4Hfja/7R/fIBv4dLqk1v843aJ7AIxIMg5Ftqu4uydeRcobPLs3jg5YttFKBwR36CoDupOu8fY1PpAGSnWk2151QEUw0lCoCdqX7m8NUsWAdJPB5C+X1SPy2gfKa1AO3DZcm2muGzJOMG0bDDXUqo1xtfdlkQUNyJm9vN/bovQa3kW2vKUQ1WS3tZXOoVLhhfKw3cXuUeMzd5FK8VsHydEgyaEUyP/os48G3Gps69ocljbu8rEoFTOYkg7nnHl7XKdNhxdliiMldPxSuCRxVE57Il2SxAZGbls6NRHlZBWZ5hVWeL5xfYVVmIqCrkIALNJ3mjpswGYmKy34uF3OUNiyrnHKRc2Ed8+jZvN1+agLzNue4HLOfl8ybgrP1gKujFV9Z7HMWA5N3ms9vnuTioOhNqqou4Wg5oawTJoMNue04XktD6upwRao7fNBktmMvK8lNy6IpeOH0GqlxnC6HaB04OpfAaK3wP10nnD87qDnZjHBRgfpgIhzHramVD4qT5ZA4OcpsXLFflJwvBoRBh4raiss44qh06Ef79EmKK3wUJo4yck5j07aXOTPWk++vWa9ynAqoypCdmv7e3go/9PPY6yjiEBkY2xnmt4wQHmQ3+U3lAYE//yavDcBP3ef3fBL45Jsc/yzwoW/1fB6JYLhFN4iCDVY4hyCBSnnwRolhUAXZMtAOFLqV+uG9Hss6zi33s5gBQuFgpSMJW56sW6kj1CX30CdCqzEbRTv1dPsdqjQ0+5czpdsbFmA4qLm4GBIqI8KmXjiOtPew/+M5uGXS1y5D3AKFJAgxtpSbeCtR5fNIndgY3MBHuTKPmqeQOdplKtvebXDzUSnZK9aNEKNbp3FeYxMJvC5zvdxUCEqEYp1hkDdsmoRRUVPWCS9eXJVgpx1njRT7tQpRMcfivMjkf3l5QJG0bDJLN23FmS3Wq5QOHM5WTLMN06xCq8A0qfBBM9/kuKHmyemcjZMAYbVn2Was2ozaWdZNglaFOPUZT+MNq01GW28FeQ3dPOWlxnIwW5FbUaNZLAeEoLh9MsCMOmysz10bLTmuxpRt2jd5EuW5MZgzb3JWdcYgr1lXGTbyBrUOrFe5ZM3AKhH1mk2T4JzmPVdWlG3aC1SsmpSn9y746ukeXWfIbceqyfCNQS2tzN2nAeZReLaQxoeq5RqzTfQUhNxBp/6Ygk7TWA72VizLnE1X0I48SWyM2Erh4/0tn6UQlZuItexHLzN81PBIBcMddtjhUUcgOPfNX/YOxCMRDLcTH7qNDZN7Mj3lZYROt3Gbm4pCsDjdRaVfBfV0O5MpzZRgZAxJV5oQZ5WFnqNox6C2PMbtlF0nJG0VIDuH5iBOnuReKDJL27+O2MW+OJqILBOglvIUNxslxeqAuP1BpDhEy0YPXeahlad2GIVeumzr16KUJuSOkAo/LLRaaBSJh06jiljwjJ1GszC4IZiiZb4uxDQqZlGuk+2xTvyleGwmWoc+iGjrqKipGumCTrINp9UArQLPj6SR97kzaeJZ4ygSz5dPDxhkDYuoiZgVLcmkY3kumeRoKgXcK8WKi6ZglNQ8k59x3I754MFtbuVTVk3G4B6P43ldiIitFr/k0/WAIm3ZL0pqZynSlq6Q93jTSfPCO9UL1HZe4zotniQe3DzB5fL6N4qJjD4az6azJEbmpJddznOTE15d7VN3lk2T0NSSuRnruHqw4Ph0IvU8YLkq6GqLTjxHiwnjvOb2QjpwVgvXs+sMWdZy63SK21ioNSQBXUf1mH6GXqHKBN1ITdvnopoUMo9KPdpIo8/FUsh6mbO3t6JqEmajkjtlgroQVRu7JWZXKjYa5ftmEkTrU9EbUb1lBHYSXm87IiXFVkQR18saoEtl+xkM6FI6zxhh6gclvMRt46MbSjc5WNGQ25KidSsBVLsgM5yxO6ycTJ0kMRBCPI+FplNW5pXPbS+NpJvL+c+gxY/CbBRuIPYDZkM/HJ+fyg3YTEVvLiiRCgPQ4xZlAm6doLxMrGy5iioonJGAmAxE9CEUiiTrcK3BdxqlQG8tULc1cyXWoq7TDAc1i2WB1oE0a2nqpB8dK6JFwKrOaCLlRmvPu/fOo35gRW5ajjZClXl6dM6riwPqznK2GNI1hqpMZQtovZhdNTlJsTWVd1jt+8ZE5zW3swmJcozthucnDa+u9/ua3tbL5D3jUz5/9wbDKH4rPi8DPnh4mzvlpO8mb+YZeCV1tKSjahKqMhUF8tzJvPha46Me46aR6Z42jkd2XnNcj9lP1lRuyLLOZLIk0Ae+rjacQywzaDYXuXRzTcATbQO87kcu11XOYFTjW01ZFahELGpNqfFJHPP0ChcFP+zCiChIo/BGxv7c2Mk2udO4jSIZN9I0QcRBOmdoGsvtC6k7dlOH3Vi2EnimBRPvBZdHJ8g4t/wgDaF2El5vI4KKDZMA2dxLfTC+39oFNnvq0pLRgotcla2YZTe8JKd68d7Ba8m0jNPYlTyVhcAto3rJSm7KbaDtCgWxZtkVUSk7U6hOY+pLNZDLDFWK0irITZgcxyaClpJKUJciEjI7ivx/oggqkOYdVyYrjpjSWd8X2CF2sof0vsKj8Ya2M8IlzDoxDq+Sr3H4I0iGNRyItWjnDMZ4afC0YmLko1+HUoFUy3QEA1hvUg7Ha2xUfmkiN3AVnxhPDS740/u3+MydZ0gSJ91zHSS7SQPtOsEUjmEhKcqmtf00SmY6ZmnFq+sDRrbuM0WrfD+Lvf36yuKQ5/dPsMqT6Y7TesiN4ZyLZsA43XC+kSDw5FNn3DmboI3HeUWWtGx0ImK8tYbC4TJPEqdD2sbS1Al70zWd06yajHTUcbSZcqcac7Eq8KUVU6atLuZQ3OnStKNtDcnM9QZfJnFsqq/tSAxGNeUqE65n6ujOcrkm0UbClop2ImZi2/tUexkYUCE+QJ0SisxIRqHaZdrfA6HTLO6MpIscgKjj2cw81irsWrLCbaPE3SMsrJvLiau3igCEXWb4NiLExkUt1Bjl6e0IgxLlGm/vYeRHKo52omKjG+giSVt1SMc2KMgjKTX6Rcjw+ra5IR9AuwlUY1HCwUM6l+x0W7s2tcyIbrvb8oQPhJnCb/1q71HObsf0HWLVZ2wi+uATyR498gGdVznFoGa5HBHGHS52gV0RKUFBsp/UilJzWrS4zpAVDW1t0fsSfIIHVgltmdDlLSoojApc2VvivKbphPqztZ08Xw4YHYg/7yyvyGctqzbjSr7iqJpSO0vZprxrLAyFyiW4oHhmesYLt69js44ib3FDLX4pXjEeVf0s8Civ2ctKnhpc8Or6gJcvDmk7g43Ocwubo1XgQ4dHAByVE+Z1Lk2HNuPJwQXPDY6Z5wNWLuP0YshZO2CYxvUGxZOHF5Rt0qvGHM5W3HVjgvVoG7BJR73eykArsnHdd8PrzvK546fZL0qclzX0cl9NDNBYXOJRmUitbZqErGjZlCnd3YJgxCphNpIb4/RiJA8IFegaK007p3CNlEfaqUyEdJOtY6PCaXk4N/udOC3WMtapmuggaIP8HpBxugTMqRULCSczyn7gcM7gMgm82Vl8aDeKzkFI4nzygyrzhbDLDN9O9N4mPkTRBIXX2y3jZYe5N343Mq/cpQpTSw0xvyv/5xPpSgcjGZnycf44iSo39ddKI3UDmVRpZ144gpUEPuVk2xqic5+LI3ymAp/GzDXE6ZMElJFAuzkMaLetgca9SVTOwUrLUK0trvGsycUXOXeE2kiHEdC1lhqSDmxWKc7FzmJjSPKOSbHpt4wA63Uu3Wfr2VTivzEc1CyqXIJVdHLTMRiNBzWd1wyThty0pNqxn5XcqSakuuONakKRdLy+Eh7rlWLFosm5ux5KVpl6irRlmDZM04qXTq9wcXdEMRMO1ChtsNrzP46eZV1JFzjJOg4ma/LoV7Kfl6w7CVa1s3TOsOgMIShe2Fxn3hYUpo2KNYYbo3lvdbqflry8POzninPb0TjDwf6KxTqnbYQPqWJWZTLxdllvUhLrKFIxgVq1KctNhjEBNWxwucafSjYccokeXWdEwUZBtcxgacU1cdSJ8kwcv0vSDl8ntGUKMZgpr+QeieT6buZ6UnTIZRjATaXoHXIPjUYvNWHoUYjqeshicMscvjW4SUd6YlGd2Ooy8oBBOdm9bF0lTRW1OlVAb+k3DwiPawNFfQN5r+/cSSh1F1gDJw/7XN4GHPJ4rgse37U9rut6JoRw5a38AqXUbyDvzzfDSQjh42/lb32n8UgEQwCl1Ge/zVnGRxqP67rg8V3b47quHb4xHpSUxQ477LDDOxq7YLjDDjvswKMVDN+K1tmjjMd1XfD4ru1xXdcO3wCPTM1whx122OFh4lHKDHfYYYcdHhoeejBUSn1cKfWiUurl6Ib1joZS6lWl1P9VSn1+K3uulNpXSv2WUuql+HXvm/2ehw2l1CeVUsdKqS/cc+xN16EE/zJewz9QSn3k4Z35N8d91vYPlVJvxOv2eaXUj9zzfz8b1/aiUuqHH85Z7/B246EGQ6WUAf41YgP4AeCvK6U+8DDP6QHhz4UQPnwPPWNrf/g88Nvx3486fgGxVrwX91vHvTaOP4lYND7K+AX++NoA/nm8bh8OIfwaQLwffwz4YPyZfxPv2x0eMzzszPB7gZdDCF8OITTALyOWgI8bPoHYHhK//uhDPJdvCSGE/w6cfd3h+62jt3EMIXwa2No4PpK4z9ruh08AvxxCqEMIX0GUlr/3bTu5HR4aHnYwvJ/N3zsZAfivSqnfU0r9ZDz2NfaHwNX7/vSjjfut43G5jj8dt/mfvKeU8bisbYdvgocdDP+/7fzeAfiBEMJHkK3jTymlfvBhn9B3AI/Ddfx54L3Ah4Ej4J/F44/D2nb4FvCwg+H97P/esQgh3Ipfj4FfRbZUd7bbxq+zP3yn4X7reMdfxxDCnRCCC+KD+e+43Aq/49e2w7eGhx0Mfxd4Xin1rFIqRQrVn3rI5/RtQyk1VEqNt98jtoVf4NL+EL7W/vCdhvut41PAj8eu8seINo4P4wS/XXxdjfOvINcNZG0/ppTKlFLPIk2i//2dPr8d3n48VAmvEEKnlPpp4DcRWc1PhhBeeJjn9BbxBPCrSsRnLfAfQgi/oZT6Xd7c/vCRxYOwcXxUcZ+1/ZBS6sPIFvhV4G8DhBBeUEr9CvBFoAN+KoTweGpY/QnHbgJlhx122IGHv03eYYcddngksAuGO+ywww7sguEOO+ywA7ALhjvssMMOwC4Y7rDDDjsAu2C4ww477ADsguEOO+ywA7ALhjvssMMOAPw/c0fiJCH/OmYAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ "img=np.load(r'C:\\Users\\hoodl\\Desktop\\img.npy')\n", "bcg=np.load(r'C:\\Users\\hoodl\\Desktop\\bcg.npy')\n", - "img2=np.load(r'C:\\Users\\hoodl\\Desktop\\img2.npy')\n", + "# img2=np.load(r'C:\\Users\\hoodl\\Desktop\\img2.npy')\n", "\n", "plt.imshow(img)\n", "plt.colorbar()\n", @@ -114,7 +70,7 @@ "bcg=bcg+1\n", "sub=img/bcg\n", "#sub[sub >1] = 1\n", - "print(img[100])\n", + "# print(img[100])\n", "print(np.max(bcg+1),np.max(img+1))\n", "print(np.min(bcg+1),np.min(img+1))\n", "plt.imshow(sub)\n", @@ -128,72 +84,47 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 67, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "5.95" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "23.8/4" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ + "name": "stdout", + "output_type": "stream", + "text": [ + "6082.0 6546.0\n", + "642.0 626.0\n" + ] + }, { "data": { + "image/png": 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\n", "text/plain": [ - "65536" + "
" ] }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "2**16" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.004714045207910317" - ] + "metadata": { + "needs_background": "light" }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "np.sqrt(45000)/45000" + "\n", + "print(np.max(bcg+1),np.max(img+1))\n", + "print(np.min(bcg+1),np.min(img+1))\n", + "plt.imshow(img[600:900,700:1000])\n", + "plt.colorbar()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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vtvebWODi7NSLoWz73n1SDE1FwyhlUHNsa+fpgCOPymaUQ0flenjjrYy7GI+9H67JSrfSMx31eRHl5lAxGsjHLOwxq1bXZeu1bXltH1O3d5wt57Xp1VPrs913aKpqrXPZVlMm3jhQWuQeZ15zmnppBXSZGg+vx+fRATbiImVwZJNuwN47enulbwCyo1PAWRfVTlH5rZf3d7lfA4uempJ2sYZHQ9m5Km335bVL9JJJeObdn6PXqmLJp28qQ0rTseZeGaQKOCTeTFVvrz0LY8/ENcrLTsXcHGD3gMi7GcZAesz69UCvZtXWQN4ro8uNWStjffXOQU05ePu9czP2UFTGbYG79hB74O/xtjVFUYvAGMwCxixTZ59EgRwFIpYasZa5zmwpQOdlu6xdc0NrFWOzFrz8tzlsgFFQH1sncJArV23YhUviR0lUjrq3i+saFWw1EsYzQjyjyzNqarPUawJ7BmHHNwf+rlveOpV4XeJZm56lbMHzGGDT9Xr0hG5/rIwtb39bgLd98MY1ZpmPjas27jHFY/uWNvlL0PV+HQ4n2/T+sW02DG8QoWPaGgWJWEc61juP3vXQzkhbv+a07bmS+secvnF7wY2PXcOxEEzPUvf8Bqavo47Rrhs4tGuhiq5zmxr3GhfHHmPAHHNcTUk/g9wuUHoeYqfT1hL2gNWzlj2L3rMSPEXgWWO2HZExa962a8ekjzF1JorB65c3ltoD4imRkYdiLD3vGEWTm/NpF4+ft2CRrD/rlNT9U47A4lVqnnKS8yILgDwgkX6oVa6Da2wVjVAjUrcuU3v7kqe0pazQLVZJeIqodg+mn3WlKOdvbNsoVab3U1Ner9jW4L45ZvZYm5EdmqlegzATOm6O+ryIcrPmIhWKoFrG22dvlgogDywTOwM4xjqoAYLXX68N22eoB3TMqqkpk0PjqJ1f7vP7Jx3r+lBEireYxdvv9nFkf1EX5YVHNetxcO01Z67LVhy/BYfuKWruhy+tFtF8vPynpuTqpbxn3XIPoPXbtuDujTkVrdMz1rq2SncsEsqz5Md492IG5hlMnGkcregHUUHueboe6V9Qa/wYuTnq6JDWroHiISu6YjUPnEteXbV+WlAea9OCjTd70MfZur06bD22La8+e468YypjTw++44isRUgk67pCx3iheO4Drfo6eBl5bTbn1WVB2HOqett0vTKb0rSQLddzmRFSFIG+hvLR/LXMHqTMMcpcbStmSuRTJDr6ZUzckFUL+uq+96KXiigZM0OTY10Hr/196Lo+pQTn6csb7nizLHbAt0is5ToG5h7o2v/2t23bzgo8CsX2ecxir80Axiz4Mavc1mmVSW08dmw1yqMvLShtSen/tem9lB1QOOYckKZKbN9JpQ1I/fYX94zGqetzYY8Vy1s7La1lr1ec2rJikXsKQZ/n3jn/VsbuIV1ML9Qy94oGTs8hrRcs1SxxO/uSbQMO3XuuamMUIJe0FJ2pM5ZnqzBryvMa5NZ5+jzlkFXrWT36BtMffewhi8CzwmuWgrU+vGOOsILdcerfh5RHbYx2/B7g6+MPTOVl29h4PF5dR0tIHe7K09p5qSnBONYBGHnla9dDzqUOYZR29bcAjd5uFYCAvYC87a+MpbJqdlR0uwLIFtRNuYLKIGeFcDxGg6qNY09lU1cd5zg7PhFzvov9ul1S6aC9Z9u7/3U71yQd01GfF1FujsryLpq1sPU2T8aoCtlmFYKuc8xK1tvZvOhZ12f7OWY16z4BZa7x2s2t6/Z+1/pcUxQVq9aC9cB6E+vdsQABFFSMBY0BeJD/qryiT1zGrpMXsVK7/vp3Y2LIe3MevXOuOXWvnOyrhft5qQS8e0NfS83Nc5/9Bd79r8+RoX3swiItHtAfilMf8ODscOUmX7+McbTu2n1qz801gbusPH1Z5eaMzFrjwLgVW6MctCKwisFTFF77Y32SduxsodZPu99rS6aitdWGHtDZ3/o4O3OpjcGKs81ziFrwsKBwyOoreF4L6l6fatacZ8XX9su35rztedSzNz1G7QjVlrm2SMesdQOExdhqYK+duN41Vv1nXVadbyuF9V55Cbkr6hpXKRmnneI6c+/7VGrPtP4/Zsw9g/TcHPV5EeXmWOyAD55W7INuj9eg6wGoBXcL9N7D7lm19pgx0Kw9zN5NXZtJjM1A7Ni88hZYRh6UGh1TWH/KKvNi2PUxxXecleTt9Twwst/971wDsjS7Pc9Cu3jWsz0nQtPIb23dJ4Cq5HQfAyFrkR9S2t4zIFa2Sfqlyx6KTHLTM2B4DQGUaQ5U/7xIKmkrKfhD95s1kGrPmxnfs4o4T19WuVnAfgjEAB9MPTC3ZfSxNcvA22e3jbVhZwbHKpqxtmrlpGztpj+mzzVlwIFqqkW8yLe10K3Upv5Vx57hZEfByTuH3rnT41NpAIo0wbbcGFg3BKDNbz6qzZ5q20R0RIx2wI7di+Y62jTI+n+VQkO2pPVxabFS7K/nIC9CGI+1oA+Vq93btX3XZLkzXlz+/Bi5OcDugcyhCztmNY+Bry1Ts9gPWcy2HW9MttwxD643FgtgFlDGLPIaqNtypmyNd/V4W89q836XTTnpBGL/alE37hik3945qoyziNLR5ezCI6C0rm1aAelj79xD3j3j9btvym2W09dlnQie5HuQ/+pc6hlPVZGy+Ej81+B5CmGMLx+z1Isw1wMzkgIDrgnQUxOM26iY5yaO5Vhs9z61m8N76G091sK2/22/dJ9sW/Zh9kDYK6/lGMveO9aOyavTKsojFabn9LRWem0q7opqx3WAxt/evkHcswKzwfn3FJvm1u0KXxGhaqS8rsObQfWcgLZwKtYcwXa8tp/WaWrL2X2eUVLMvHxuXM9WdMRS7sp4COTBWZq9T+O1Kvwg3nPm3atviRD6Iz8votw8lWUvaM2KrU2Ba9a3LXvs9M+C6yFr0QNxr+6agjhkcXv98vowNhsZG4/5tg94jZqROryVjgfDG1WfSv6div4Uce12DLZ+b8wavLRDVPZpq73rgiUt1rNYygK8jmJ2Zxj2nNeAW/ZrR+jIDCD5G8bGrvrkh7CqrI61vDOVMdbui1GFXjMmasaI/Lb7rkEYeGHTBRwjN2dk2uq028ceYC0WrGqA6D1QY/V622sA7c0yvL5ZK7+mUIylPoif937bOj2rSB/jzR5U27UYZ8u/as5dx0YPxOubGnsKo6TGXe3qPvTejMYqUv0C60ShcOko5X6YDkAAFzi8OlVEANobv6eUrfFRuY/lpRqDvO2p6mHUijfTkutlgfpYf4keS3HMAcXtHe+WqxkbtXv1KeR25enzEM8C9v4fsnp1fZ6FULMaxixgfaxnCdvjrfI4NFOwQF8bC+X8HAfPlxxXm0k8wexjzGpPjrcDYXOFUmAdIqn4dAVYWqkM+qXPoc5XrstZUBDATr/NtRUgtpa5bAP8V+C1LZIz1bt+ui5gfJWq/l1RuoPzo/7rdQXF+UhV13Pqy38dtWTLeQ5VMTae2Kmqji/6eoyRdQ3CeHFfonGM3Cx1NEY5eBa4tXSPAXLZbuvXYODVp3/beuXYQ0Cp2x6rr3ZsTUF4SkfK1B6OQw9g3O8uGoICCe4Ly09b7bWIGW3RF22ocbMB66ol6my3dSUAFgvaWoCaFxax9Vrg0krA0jq2L3osetbgzVKPmTE6s0StHKXtURB30vXq7Tb6Sf+uRddU+3toXHZsWjlfo4Vu5dZifx7iAZVHL3g3zBhHdwwwenV47Y1RHxZUx/r8pGPyxjB2w9dmFV4/K/0drB40lpnMHDxL3bXsUvN1oJd6qaHBK928NyZZIHOvgWwX8PUs68Ip22YLu6EyQyRQrlytiebl7YpV+19fH6892Q6VeVKPTX46lvrAVxH3ewCdq/QdpYPQVo6rr63o+1PNKtiu8HXGMGq96+3XICFXzHF+hRdRbqY6snSAtcw9KsKro1a3Bf4xK9gqCPvR5Q+17ZX1jh1TbB4dYffrOj0lcIS1XouK8OpI1rc6rjaVL0BbZgUKxMe43PTTW6FbE0vhjIGFtsCBUhmICOCLaOWij5O67LWUsdqoHE3XSJ8aykpCzxjs86DPiS4DFKA+FpI6cFZDXVeoay8KtXbutdKN/SiONdfavd5PaoA9hTBe7pWnN6vXFkRrlMchYLNg7Vmn3vTPk7F+eH0Zo36exAKx03Vr2Rx7gx9SekdM/dlaihg+9JqWKatxgN4uxlGWpIyrmCmY0EdqW//tRtQMk21pALXnTEBZ6qq9H1W/GEOX0zSMrtOCtNwncrx2ygoAWmVFjb9K1s5S5JxoANb3pLl3RbFWo1fMdfYosINCw9Wog+1R0dTel1udiV2TxQ683G9QujlUTG0aVgPomrVs67Ca/4ClUZSptVNTFp6VURPPih5TCjWx1o035kPnytajyqXpvAEDz6Hm8bFSRluNA9ogtkdNBqRqiKT00+O8gSGV4QAjEYE7Rc94jj8LzsCgHLVNqEe3L5SDjJ0IzBy2275wn/tr2459D+dLlZfFTAbsrN9C9unwUQjVpC3qESDnikO4qhSUFG2O3cN2RjNW/jotdqYX1ho/Rm4OsFvxLrZHlXhl9X5PQXj7dRldpzeLGJtRjNXl0SxeP7xjattrfanV7Y25dv5Qf4i9MDnL29rVjek4c84C+ByeObjbpP86OkaPT6/UBICewdwNj/cAV7YJwEVahCYTcNcHwAZ83l18EGDfOSt8up71yX5Ng00nh9/qRCrGn8qkauW38Vs0ZQI3/R3KNIPrXJyjEZAdRMmM0WDe/aj/1wytZ5T/X8exE9E3EtGvENHvE9EXiOhH4vZXiOhzRPSH8ft+3E5E9E+J6DUi+l0i+utP3Ctv2qwB55BGtzdCDRxqN5r+bae1Xl/1twbZMYrH9mNM4ei+jAG4N46xWYe3LZ4/61AbDXk0ZT3nabEqE/CPN2M+KoQuWcqVsnaq7yn7MYVu91MD3u+j9WxCGTXVIuddOHJdv6ZipD3zIm7WdI+9p+zYpY+xzOAFJigVsD33NpJJynnXWftT9HYrg22O4eBy9fr81zDgGkScp8d8jhEiaonot4noF+P/9xDRr0V8/DkimsXt8/j/tbj/m1QdPxa3/wERfZfa/sG47TUi+vgx/TlGZe0B/KfM/JcAfADADxHR+wB8HMAvMfN7AfxS/A8A3w3gvfHzMQD//JiOJLGAOAZK3gNau/E9xWDb8awHr6ztrwcC+rtmVdeA2vbd1lM7F1793nm0+8Wa1pEo8pJnp0/eQ6/3eaBuH3Qbj51+HwCMshIDyE5fk0hdbVsu97eUT7TMqXUUoNeudazacl4mSVEIFSsd1GRwtu3V7gFn/BbE7cKx2qIke32tUjg0i6vN1mS8RWjlMYZPbVb8DBKcp3TU50j5EQC/r/7/YwA/EfHxDQAfjds/CuANZv6LAH4ilkPE1A8D+MsAPgjgn0Vl0QL4SQRcfR+AH4hlR+XgWWLmrzDz/xZ/P46dfxeADwH4mVjsZwB8b/z9IQA/y0F+FcA9InrnoXZcYB0r41nRHkjXQN+zyg5ZRbVtFjw9hSG/PQC2CsSzqo/tV83SNMck4KjMgGy44WCbioNOvDnyw61BoOR4MajXvYa1mZlYt0ZxFjMCzyrXEStStnav9ZxpFisGkGkyKS11T1HIb72vCLFE6RT1rrOqSzsg09jtccgWtif2mtmVwrVwVa9ue231f7HKtXU+OhOzz+DY/fyMcl1x7ET0bgB/C8C/iP8JwLcD+PlYxOKj4ObPA/iOWP5DAD7JzBtm/ncAXgPwzfHzGjN/kZm3AD4Zy47KE52pOG34awB+DcA7mPkrQAB/AG+Pxd4F4E/UYV+K22xdHyOi3ySi39xhM7RsAf/ipgpMmUN0g0jNArCKxSqPQ7SNPqZmaY1Z57XZgq3T9kc/CN7vyjkZRKZgaLnZMRd8rLNvENZoKJqi/MCpp8Qul7dAJ5aert9GyXjnWQOwiB6zduqKVR0t+KK8VnD7vYp578pwSc9S130RJaWpGdnm3Vvppwol3O9KgKVmsMgoHWO2pXuhFgZZmT1p6kaX9V59WKx7qM2gPRmbfV6DyMrTIy32VwWr4udjprp/AuAfAJAOPgDwJjPv43+NgZQfX+IAACAASURBVAkf4/6HsXwNN4/CUytHO0+J6BTA/wDgP2HmR0HJ+EWdbQPzh5k/AeATAHBGr+g70NR2gKrwaA67T7Z5ddUsAwuUuowFfceqOtimtS49yx7xIbKREx5ge9a5dy6tmId3YGHrfhzJs+cuOFZfqk9ZdFYEIGR5u6Zt9BgsUIoiaFt/EZGJDCnGz304RisIbeUL+OrjJZ2AlLEv5tCOW328Bnkbf27HZZ2/WtQMUCvBRImY9ACuoqUGQE4JYY+VbR6lY5U5IOkl1CxKy7HWt2eUHJrNP4X0x9u1X2Pm93s7iOhvA/gqM/8WEX2bbHaK8oF9te1eJw+GJR0F7EQ0RQD1/46Z/8e4+U+J6J3M/JVItXw1bv8SgG9Uh78bwJePaSd02VAoHgja8of2eUDsWee2XDoBlRnAISveA/WxsTizEDa+v2p/vH4fmlHofrB5uQaXTriaM01/5yorkTHeTEyfd7GOBQBZrS6tzei8/OnWKtX1alDV50EvTpKy0m9rhcd6iChY7Lp+a91bIJc2U93qWN1f1R9qm9yOOV/UogBze451aKkF7/C/BO9cpi+2W6mGPJp7una8pXxqce/F7+u02BnX9aKNbwXwd4joewAsAJwhWPD3iGgSrXKNgYKPXyKiCYC7AF7HOG4+MZ4eVFmR//kpAL/PzP+12vVpAB+Jvz8C4BfU9h+M0TEfAPBQKJtR8egEwLdmU+cUXaHrseW8emogd0i8NuXY2o1YUwwW1Ow+K87Y9LTcjnGQitWz9E3f05Q5Wlw6wVfNmZarKamYwT479dcKTFnHgxd622sn/bT0hi5rxuU6NkVpeEAu35YO0jRD12faRM6bpnCA0lmrRfen68rFUlJPbI87c5/o8Xn3lHOe7BqDcApKR+qhWdcotVYD+nxA7l8sP6CMvOs2Zrg9gzAI+7496jNaD/OPMfO7mfmbEJyfv8zMfxfArwD4vljM4qPg5vfF8hy3fzhGzbwHIfjk1wH8BoD3xiibWWzj04fGd4zF/q0A/iMA/5aIfidu+88A/CMAnyKijwL4YwDfH/d9BsD3IJD/lwD+3hFtZDlkMR8zLatRILo+a+161mDFIndX7tVoDk+ZePu8GYSt26Fdxt5GU305tv4+QNcEKqiM7PAsLA/gddn8XWZwLADHvsPT9lNZ6CTWllAo3pgiRVEsY9eLiqSszrcODDM7Cs2iLXcR51giAjcoZwC6Xi1NjIG3CkokAqDcc9Uc7GOzOB6+jnAw8+JAMRWWu1LwcsyYBW5narqdtC1eRzd/jDeDtmO6RnB/i1eV/iiATxLRPwTw2wjGMeL3vySi1xAs9Q8DADN/gYg+BeD3ECIRf4jjggsi+mEAn0Xg/X6amb9wqPGDwM7M/wtQPQPf4ZRnAD90qN6B1C7mMQCu/9tjjqFRDlnfHmDWjhlTDA7wFGWPseC9Y2x7dvZzSGRa71h0Ej1R51WHUmynvHjGvsItbQNQXaAkY5ZjHOdfce7NeO2shTt1biw9orfbMohKgRU90qkyAto9h0VJWvTswlJDlmqyCqUhkPUJePeR3qb8DQO/CbKlrsetjZVM3wwjow6FSNp99p6xysI9/7WxSZlrEAaeJJTxuDqZPw/g8/H3FxEiWmyZNbIRbPf9OIAfd7Z/BsFgPlpu1spTC2qe5XqItvCsYr3PK+8de0gscNamyscc7wH0oX441vuo9eYdH0E251Q/3irX/0en8JWH0o1z1v2q9b92f3jXwdbRtjGdgKpH0y81pRxnBQmwG0rhkAngLUfeqNQFuk/a8uc+UNw6C6SIpoNE8U6prtj0tmI9VEmlFKGGVgkKCJu3WNUsdQvkg4gbC+C1Z7cyM5Z+PtVLtA/Ky51S4GaNrEZLWPDtjUdx7GKPKYmaVe5RKDUgrViKxXF2LB5wePXXjrUPct+VffHOS61/iA+kOYeWc9XgoCMnpJ6CV6cctzx46GM71qq35yL1iczLRTQY6/Nix+7t7zmvGpVzaWkFRfcACG15r42L1jRzplqoVX3ouaR8vJd16LHLt1jS3A9TETi+hxoFJuXc1Z3RItfXveYUtzQMNTk7p/WxDBR50RWnH3ps8tuZdSe/zzVZ6yIv8ztPbw6we+BWA1syN3ytntrDU7Nyx6gQW2asTQv2Hg1kt3mWuldG/059rzw0tq0xhTI4bBiLbH+D+8HDnDh53V9q4K40tf1U502XHwCG4mqLsdiHX3PbIhLpo4FGg9NkUlIklle3PLl2cjKPA5Adh10FK+3p62KdlCZFQqF8TTpk77pTpGmsw9IuINJx6oMZmT6m2KwMBMdQKM6N/q7NoHW5axaJijnm8yLKzaFiahartZo98PUoiBp42/+6Ls+699q0+2ybHrgfMxbvu2bN27F5Y62N255fU+8g5BEG0KmBzPe9aArL5+auOdkfxUJOmQwrCsDSFQ2FLmiKQyfr6jn/18cJwEC1I8cWbTtWeqRkpP3CSVqcG+Q+1pzsuj9xVlBQN7qvlJ3ARaZHe7+OKOpyGE7KBydu/VCo40DJG1/MQJxnezSF8JFGyNOIRMW8rHKzLHb9296onravHWe3e/stCOs2vfrHALZGA3hSs8pr37V6x6z52n+riCoPi6ZNtIUoQOytbLSiI12kLYoANjjOOtekbW0BqlkAywpP3Xddh40UErDX50RCDCNFI9/MxupsaJi3PR6fqJaKE7mIspH/jcpDo3n0XqUx0PdgtOqTQ9OjO+L/gVUs28x1TGOTnwbUazJqxZOzIKn2DNo+27Jjz+A1WvAvMxVzcyx2kWMs0No+z6r2wKsGorauWvlaOduGtswPWefesbXzMjYz8Y47ZgZTmf0MrDANCJF20Qub9GpHWY1YXA8NIKYu2++CglHniqakwgxzmtqCikiWOHKUiGctw+zXES4iPfs8u65DxiHOVB0y2av+9Ay0I2Bhr5XMnCaT4PT1lFY6h72pKoOm9ZeUCrtUBGPgrmdzxTXR2+FQQvbce/fjmBx63p5Q3oqomJskNwfYPeCuXUzP2rZg7tU71oZXf63cMTfXGA1TG8uT1ilSs4zsTMLrjz13Xh+RH3gvFDLtN4nApJ4US167LrV27Wwq/uZdbMuzMu24LYVj7ycBYE3xWEsbyIpE9gt1wkYBNA0gUTKi2NSMIJyPftiWHK+pJNW3FKapx6m/tRGRxtcNrllS2A6YVxcjKWdrLtMWil47uGtx7tJWId79XHm+Rmmbp5DbqJjnIfqB1A+mxx/WwM07TsTe9GNA5tEVNWCWMh64jlnd+lhbdgyMa0pHl/HEOz9OvYPVqjAP+aHfCgBkfInCsaFvZqye0zX85aKfgz5aUBP6BCjBUs8SZL9t01rg2lEvFJA4ICUBmCrHkeIZ0C2eaKdtq/olNJFHn1gHqRZ1HctFTTTI0e4tOrK8u7b4D4a6mtmXnW1VQ2PHjCRzL18nqOPIBGAvqlV/cyx2oA68gA9ahyiFMZqiBvxj246ZOdT6Nva7Vqd3zCEr15u5HJphKJCvOT31t/wurHC1+tLmJxFLsVio5PS5AAnV94G1r5WUpjxEOYkTUsDcRrZoadsS/HW3pB7bT5qAtbMTygqPwM/7fbDqZVGT2pcWOKntOmwyKZHinKp4+SPoDAHWZG3LrEkrUod20Ry6d93dWZulZ+QY0z92ErOFYy2Vg+F974zxWYQB7G8t9uckNeAEhha93l+zmGuWvq5fW9y6bgvw3kNUs9L1Z8yC1n30ZgZj1rntvydPYA3VFhnZfSmW2fC0KVeKnQFoJ6pu2350f7kvc67LPgd8iyX7sS7e79M+iuAKYJgbxkiyzh3ePEnbhvq7LoNxBOpiphDBWVM1tJinfnDXh3OmuW6ikkNX+wbvVtXn0Yozs0sOUlV+dHZGTXGti/ULhlYplTcNrn3VIDN1pHF7xklttvqUIhz7y2qx3yxgB/yb1YKtBUMrnkVTUwh6vwcwtr0aqB/6b8dWA/1D1olHzRxD3XgzlKJa51V26tsTlze1bZqyg/7Kfws8NsJDUyeaTuE+b3PaZYle0Vy6KAMDPDpdgF5gJPHpsh1tG+LdZQjTCZg5KQaiQMXQbJb73DN4vclj02OPVAl3fa5Xn0fdT0f5sw3V1Nc+fuv0vWl2pEHecV6HL67eC4WSV5b7IGqqZqQcEntNrxncb4H9ecgYZeEBWA3QPcXggXIN5DxLfaxt72bzqBmvTK3tWp2ejCnCmvJwjrGxx25IG8oHfXCsnUFFCsCOUWcc5P0ulFVWX1XkvGhAB8qFPpq2kW2arxZA77qSPwcGzs1khRvnqnWa8m6ft0VahZmH9Ic+n/q3gKHeJtdOU03SJ6PYZNHRQFk7OdpT3Zoy8cTOuAwNJ996Jlaty2s/bn8iuVaL/eXm2G8OsHt0hGeV1yxmj8axx44Bnfd/zKIeUyxen7z+erMEr2+2P7YPtdnIEyiImnMsAUplGu4dq8Wd7kfwDTSJefOR/dZL8WW7STGQKAzryBNuPVrZ2qGqLe7cr6agXZIVHpUBM5f0ilIWAuqpLgqAzLv90Jkr+63ILEGunc4aGRVEwfmLpe6tpqUyx4qreEm9tFysf3Pdw6587T2nqZeOQH7b1BJF3dcI1E8jL3Mc+80BdsAHKi2eNa2Ps2Vr+2URyhiNM1bvobK1ei2Y6+21WYadNdhZiaM8kuVrH2TTpp6O1yz0QXbEfrhApYgh90S37TlOrVhLWyzXuE072RLVQk22whvzAQKYk6qj67MzUlExOhRRUyspIiY6TQEMlIO28IX+0dExxTtj9xnwCw5frrnK7ijHD5y7kv5AFIyN8OH8spSBQjYzYbuAqSiHIWAXK4fN9qIPRtK9qa143V9T51sm/HJTMTcvKsaKpWI8AKxZ57U6Gyem2ral67a/vXot0Fr6yPCig77bftg2PEVV4RyLh2tE+RVxyA69YuvTD2WKD/fq1vtsf3X0hB13okwiAEaLtHhTUc+g6SRbvtN4C0fQLSxaoTEM2AIoUvBCZg59DwmUyOGLynpO7cT6GlMubg/9C4oj1dc2QK8pnkmy5t1kYdLHGF3jRfYkJ7GN1bez3nSAD6bhECr2a1qssMhltpXOo5kVyLFwUlFoMc9qcMabmYX0rzbTfgZhAHvv9YkvidyskXnWqWyvAan8rlEuXl3edq9O+fYeEo/6qf0fA/mxaekxs4Ax8RSeFjU2aykJl25D2+SNSrzbl23oGYblXWuUGjVxRaWxOMVKj4BWvBZOc842ukVZtcnRqbaLZezRILzbl7y5jmZZLot6UoZIIFv+jQ59zHRNomS6PkXRhPh3p//6/pJxC2jre1DGOJsNzncxu5Hro3+r+9Dzl+jtYTZUvvzEe6NWqFoZAsZ5OqBy1GyrmEkYhVQYEmOz86eQW479z0s0WOhtnnU9Blxj37asnRV4SqBGB3mKwLZl9+l6xvrv9Vmfn0obg9AzW9485LYfLuWiH3JlfQ8ezNq4zCyIOyd1gOzXIZQi2mEqzVA+nnf7AbURuPM2ceYDGqbrhqDf59hy3m5zfcLPU1MoiEQBSRlZkcvRgo/UDsVMnEVeGO349WY6ikOnyST5E3gXFExx7SLQD7YJ3cI518/gWsbvGi2Xu+XHuNvnhtrWL6ue3SJ2XY/Zljf7rkOY6ajPiyg3F9itePSEtRZroKuP8yxYPd0bo1+seCA5ZqlbBVFTBrbtmjLwxmfBulfW0yGqJ1VNCTBsKgFdpuBLVSKp1H5XLmkX556N7HCn38INS8igVbY2xlvSGbQt0DQ5hW4EdAHnFPESKRyazcrYdKE3rLNTnK8NAY1ysspMoAlALyCeolx6ThRM4vDT9nLcAvrlzKMtFEjx1iY5zmTELFI9KGu/9iYse131b1tWp40YWOIGlMW6L5SEN3sj5cQdmzVfMx1z6zx9HmLBzgMha63bbWPUiq3L267rttuteHSKR9t43xrwPSVTa8drw7NmdB1NWx5Xo3cEoE1kiQfqaZ/QKBpUi2JUPrRiaXbZakzWrYnoSEMRygfIoYwyPgFAVtY3UCgYHdKYFitF4A2rOYNTlGaz9NEUTubwIzgqTl2sbgltZOaiv6msjnGXmUHbgGbTfF5k9hL7JzMATesM4u/1OZPzxnm1aboGIgaMvRXAg9hzyguV0jUZmd25lr6eNVJTKIeiTlV2YBDp72sQvnWePkex4D5WRn7rby3aCq8pDVvGbhujTWrKYKx+/V0bl7d/DIzHvr36x4SGoWuD1AGqHt7vkWKotQOPy5dUF+fDWH6pLSIw5+PRN+Xye5vZUEtybKrtwocrh6k4NEP7waqntgWjywA/nSTw5QbZwaloHLB652mjXoHngJqUY5T9kXrCGJt0bJFULJ5Papuc9105SYko1atDQLnrgkLStFXXpfNDk0n2EwjIwmTd1NdQKf3Ei6v9Oi9Nus5aOe93A2s+nx/1NidHvNnA9Qihu3We/jnJMUB/yMKtga7Xjj2uBpRj1EgNeK21bMflzT68qWjtXHizBa+PtXGo4zXv6oK6tdaE95Wyst8sFqLJJFvY8pG2xFGYaIMmAVOyZKVOZbUm3tqE2SXLWCxu5VSl6SQt6ZfFRVmBdImDTytIE62RrXbdpyLaRiJ2hFeOUTU0nWQeXjhunUJAh0NGxylNJvEcZdqnAEidn0aoMLHEFdAXzmJSL+Fu26C4VJhkWjSmZYSWE9AtuPnKM+etbub9rswFb+5dl8O/Jrnl2J+3PInFacvWjq3tAw7PEGp98QDXA2APcK3iqFEp3vhqAO7RVzVRACzT8iIFr/CrEgXTq1WG1iITgFEWOzkRK8JjSx+5VwuAqMmcs4QtUlOCp4CUBkEYK5dy+cT7R6BN1Mkuv/c0cOJNtsoNl67BXPPp2ooHkGLaixWkTaBbaDZLUTdElJQTcwy1jMqHt9u0CpUmk7z4qO9zHL4oQ8tby7lWjuDE9ct5Ufcmxzw1xcwpOjsTVSL9Mg7VYqGSolUSF2/uD1tmbBWs7s+A2tG03jMK4+WmYm4OsHscMDAEwEOAqevyLFyPkvFA9ZCFrPtmgdn2VZcxHKjbRk2Z1CgXS+HY8R0QG9boPjyKf08gr+sXEHIom7T0PUaTpPMglrO1yvR/G9ctkSqJI5cVrCUNM0ibqxVNQ9kpS7EuCjMKseAFsJvlIlA4HKJhijBGICqDBpA8M2oRVCyQLVLK7YbZQMg5w9ttmBnEGY2cF0kLLLMDcRKnGYqAvFKm0keZRUkeGyjaJQGkmYEl/4CUi+GOw1uBU8SLXONimzIYvPtbg7u3ollTPebA4banFQ6X7JjPiyg3B9g1/XCIghgDOLt9zMK1dVugrLVhgVTXZ8UBbVaW7aCPh44fmylYBehRLf3wQS2rz6FpxQM4meYh2FQAQLECMlEIShkJ4AwSfdkxUpPpmibEfKel/gJqiqJJDsa9CnNM9Wfr1saui2WtwVMiYvSCIR3qmMuqOPW2BabTwTgo0hwJ1GP/+80mR+6I1TybFTODRAEph2uiezr1Sj65BgKmMQIozU50SgKZEUk/ZTajr6P0f8QhLgCu49lD9RRoFTEQphMkmkacw8p4sLy8R+/YSJnR1c1PIbdRMc9DPIu9BtweYGmw9SzXMTpGg6v9bftW46n1/hqnbo/z+uIpGtvdwopt6zMGr74mW22eJQVguHBERNqKU3nPmgNl+iJZlH1eqi9WatE/Y5XbMMAUJqiBSCgPTe2I9SwA1zSJtkn7gMIiTxRL5MZTpErYGb6F4xbnqljbRMGaX2+C1R3pE9mu29OKQ49XImlkNiIf2adnKRJDnxSYOHwjRVP4GoSCkn6b1MOJztIRRJNpvpdkFicAayJZrIWtHZyi1LTzvKDOlHLIt80QQFn1Qf5flzBwy7E/F/E45xpoShl9rJTz6jvU7hjdosXSDBbEx0C5NqvQ4ztUVqa9igZxb3aP2qmdI0eKWOXIASeuWjkJCwtKO/Z0vzXnHOkD/Zo3yXcS6Iy4TfKWyzGxPQB5FaoAaPym2TRTJVpBtU0EzrxgqEg90DSJH6fpJFn+3PXgzSYqh0AjJUcskCNsptNgXc/noayy5gfpDeTyrDcZKMWhrM59UDYqhl/TSVqEq4/npHi5iJRvJGxS3Ztyvo1FLMeIhZ1AXIeAyhiU9S11eL91LLxupzh+jGIZoyyfSQhdf9znRZSbE+6owfGQxVvj2r06pXxtnxbLi4/VYYG41h+Pa5cyx1j/XpvHUkA1ZeOdW9NWkeSpN6+jU9P6UC6UcccUgYrB6X+yyJscXcIxMVsIwzOWatcl6zmAORWWLRAAP1niU4kuidEti3mkZZq8CEmD6XSC/mqd6s+WMiXnZY5SUfRDVEDMDNLWp6TwFUdk3wdw7LrQj6mylD0HLDOgolV0aKaMI/W+aQCTRphmM/DVVVbEEjYZnbhBuaJQxikvTd+gmU3TWgNqevB2W9By9h22NjIm0S/Sn7YN9wjKd5Z6ayZSfepektwzqf5xNvFoeVGt8WPk5ljsWiyHXQNh+23BsAaENVrGAqoH1h53rdu3v72+1Dj6MbrIE2/s3szGo5q8evQmFSFTjDn+zwttJJ1sN2yT++z809auOj6t5JRVmwL8sk2W4AuVEVeVFkv/u/I8am4biBZyVA4k9UukTNehv1qX9JbMBMQpm1Z2Kks8Wvq83SYLWz4C+ESEXqzz3S6AspzXnfD5XVZSzMXK1yLBGJCOF59CGms8H6n81VW4bkLfzGZIqRGUNZ+ig5BnMuVtES1tidwR8FY0yiDKBUFJuE54Krdbp71sC3Xk0FlN+10XHRNO98tLxdwci92CmkdPeNz5GJ9eK+eVqc0QPEC2/a7NMuzYbF9qMxKv77VZx6GZBdQDauoqpsjquPDwIj6IThvAAEyTda/L6nhqEcOfp7wmsXxaPINgEfN6kxcBMRV8tFjvwoFzdESi2wyjU5omPM1k0uROp8Gink6AdZ/rFRBfb0pF0ragPlqxui9AmFV0HXi7C9bxeoNmMU/WPk0n4O0u9YG7PnD6sV+QaBY5Lyr1r84BL05H5uAT4P2+SJSWZhYxbFKctHqmlZVXtNS7eL3lf7Lk29KZKhFOQrW0ZbZHIMyeBo5Sh3JxY+L17yc1dJ5QXtRQxmPkZlnsNdpAxFqjNTCvWdVeWxZc7Xb9v0a5WPCtgbRnrevjrAKozVpqN3plplFYOQbAvfq8hSKpn+JAtWKiK1LdYvX2xqoWZ6gBfd7ucuTJdpdXfO7zUv3id9cDRPktRjF0MOWLUSGIvN1Gzj9b10Kz8HqTueRG9anJCcS464BdAO3m9CSFEjbzeV7oE61ZIkJzsgwgHi369Go8iV9PIKrGxzm6CEAE5j7PCqbTtLJUQFdCNRGdnEkxLpdgBfBpVa1yJqc8O/FeS6GSopjj/SHWvTi+i1Wm+l6Sfqtj823h5/L3jn8echvu+DxkzArXv2sgbaVGyxzS/rXjbB8skNdA3bY9BtaxniLMSx9bo27GfAye4qpIsXLQjtdrh/scmmgscRIqIVmeZeIs3X+aTsqXVihuOlEtqk80myn6I1rXjeKZhdfWC4Hi9gDeOaoncedNk0MmZf9un8CtWS4KDjzE38dFUPu9ihdnNKsV+qu1Shsg487csyitWGEabwpBbJqUFiBFzGy3oU3KC49SHU22xmWmlBQJhbEFiqovo2GA4riUHkG2KwtdZgnqIsdLMgxZDHSbee9BVPg6OZxP5QwTjb0V8jJTMTcH2IHD4Otx0zU+WcrX6vHasSBY688YhTIG3rZer0/c51jvMZrHzi48iqc26wBQs5oGaVSlHmWppwgWaorVpgAy105NAci83WZQ0AAgXG8EfgF5Tpa1LOtvEn0g5Xm3h2RPFLCXKB4NomkYk+gknU5T9EkAH06RL8wc6RlOwMq7faSEmkwv6Vh2iaohCtZ3jH1Pq0yB5DhNZWNYpYQGBqfqFM1qlUFY5YhPi5li6oUQTRQteU0nyflNMyVOlnyKLNIzJRU5E/ape0U5XoGggMU30MymqVwzm6a1DUV4YlfmbtdWfOGMteCuZgF2ZjBmmDyJ3OZjf15Ss0hr1nONJ6+Bfo1Lt/XabR49o/tbo4G0kvFoFGuJH+qTlPPqrx1To6qAYqGQF6mQHlA5TjsjO0W1UHac6hjwIleLDncEctw4kHlqAWvlGARQrPYsQwD7VFfqnxy/3qTIjewsDeWLUEpNuQg9oUIfw4yhz05d4apj+WRlRyAW2gaIK1ad8wZlkevxp4id7TYrJ6BczARkWkqcnU0TnaJNooAKv0I872kGFOsQ2iWlFdDpBeSaCjA3pMJS2xw+mQA8z4CKtBTJ6WzCH9syT7v9nU/YyHPzrPKSO09vDrADJXjZ7Yf+W8vV49ptWQ/szbFFmJ8+bswSr4G5tTo8kPdmDRagaxa/6ZPN0z3Wlht6ZsdoQgSLxFfcB6dhfPBTt3TaXb09AlWzXOT4677PIX6zGcQZmWiXvo8c9zRFeuh9CfwW87w6crcPCqeRcL5QR7J6xcqO4ZIActz6bBbDMLMzVVaZyiKk1C/pfzzvSUFF5ZDCNRfzHCGDaLlPp6WPQjt+Fa0kCq6Zz6Ni5gzm0XoXxSeKhabitFUvCzH3gVBOOhdQeleq0DoqRDRdUzEM9rsM1oUii29figuftAPfKoHQFcO3q3vxLaFk+MjPCyg3C9g9y9Xj3u0+u79GzeiyY+3rm15P570Zg2fN12YQh8Zoj7Vjdn4PEiqpffbFFwPg9xxZwrF7CkbCBLnP1qvw60CiTVLCr7hN8++yv8h0yH3mdjV1s1evq5NYbQU0JAuNJLY70jG83cW2Mi1TrCIVQEljCLw44gIlNE2Oa9fWtcShp1QFoV5aLgOoymygbfNvaU8iWDS9ouPiVax+qpcoKAEZ/24PTKchLUH0FaRMk1EJpbQHQu/ItZ3NcoikXsna1mroXwAAIABJREFUZt9HkZDN8/NIqOt0UiqBqGRB+QXp2l+jFzzpe1K/dk/TOJabr1KEzyjXYbET0YKIfp2I/nci+gIR/Rdx+3uI6NeI6A+J6OeIaBa3z+P/1+L+b1J1/Vjc/gdE9F1q+wfjtteI6OPHjO1oYCeiloh+m4h+8Wk7PioeSHsXsmZl6+NseQvY+vgxiuZJrO4aBeSV1f2qlfGoHlOuCBer9KPIyqfyvQzGqR9evStGVADIFpt20lkLXRyQOi5cXm4RLcOU/AvRuo7RG8GyVtkF9WpRWSGq48Tn8xB50rZI3HbbhnoU9ZAiYfTS+hhZImPkzQZ8tU5jbc5OY1RNn63r2D7aFphH4GYGX12F0MwYP89XV+CoGND3SGGMMg6lLPTr8ERZibLBVGYmgappTlZhxhLj56UvRTikrAcQAO377ARWvHuaVSjnbhHC2qkskdzncMf5PFMy1JQv2jZgLMcOEoOp7TZzaIpZJycW/rpoGOnj9UTFbAB8OzP/FQB/FcAHiegDAP4xgJ9g5vcCeAPAR2P5jwJ4g5n/IoCfiOVARO8D8GEAfxnABwH8s4i5LYCfBPDdAN4H4Adi2VF5kjP1IwB+X/1/oo4flIpVmcSCoAfiuh7LXdfomRoXXuuXR7d4oD+mqDzAtm14fdfluD9sxXDOo52mvxqE+5yLwyZ1kv0p2gMol/drXlYsch0Zo4BBAKOZTUM0yE5N69ebBFZQ6QAABBplMsnL7CPQypJ83m5DfTEdcLNaZQdf14WXUAvlstsV+9C2oZ7pNKfI7eMq1cjTp8Rjs1kZtQMAm01WbDKOqEBouQQtF5l+EepErzAV8AYS9dPM5+g3m0TdiMNZZgriKE1x8fN5mJ20YQFU9inEeyICdoqukdDJ6STQWRKNFCmw8FanWVCMlFcD62RivNlk57nM1vT9SapNEeM0ZVk0RdknYVMQpPvbKoRrEmaA++aoz3g9zMx8Hv9O44cBfDuAn4/bfwbA98bfH4r/Efd/BwUO8EMAPsnMG2b+dwBeA/DN8fMaM3+RmbcAPhnLjspRwE5E7wbwtwD8i/ifnqLj4+JZzEAJpGPlxygLQ68MaBQHNKttjlElh7jymhLxLHmP9rH9r/XZKgbbN+jNQy7dOsI02KYXYMiDrkAaQObdl8tsJccEWxI7nab+Qh9ECiGtjBQwbhSYy+IicZ4CCRhpMgmAF/OZF3llhLbRTlOJiImArZfqI1IYtJgnqzwtAGqaBKAAMre9mOf65f2m212OzhFLXPLOnKxAy0WmgqbTIvpFePxmPs+AHuvhq6tAG8WZQijYJJ4+jVUyTkrUjVBUrPoXo4SYOVjiUdmlRUdCicg5VZEzWtEJSBf3VrS6uedM2cn4tELQkTExI2SRfIyz4/W65bri2KNl/TsAvgrgcwD+LwBvMrM4mL4E4F3x97sA/Elon/cAHgJ4oLebY2rbR+VYi/2fAPgHAAQBHjxFx8fFAk8NAGuc+Rh9A9S3HwOaNeVS678FZ2828CQUzth49DGeUnJAOzfn8Olxe8gX0hWWd1rQEjnY4aKUJmcyjCszw0PcZz5dyhIlEGnm8yI0kLfbYBmm0MBZsnBZ+OXoABX+OrQfIzaiRS/hh2hbQKzyyMUzc7COI81Ai3milWgxTwulkgUrzslFtL5VtA5vd2mBEy0XwGQCWizCjGM+z+Pe7QJAX12hP78ISiVma0xAKby6UggyXt7tQzjk1VXqsyQ/k3DKFH8vTmY5pxHw9QtBUv060iaef5llNKtVGdVEIfpJpyBIi5e0lR7veW9dREpJEJVOAnvFuYfiXMwkr92Jerzz9FUi+k31+VhRDXPHzH8VwLsRLOy/VGkNgJsHmJ9i+6gcTClARH8bwFeZ+beI6NsOdO7QPl3vxwB8DAAWWPkWcFFDhaeuAaR81yxwjyv3ytV4eQ/ktWV+CJQPldF9OsTX6/81pSJTWnmouAegfsdpsaxq5C4/lEW2QnF07fb5NXBAAL8U0TKNETINAHkZRhPAVaRpQDH+mrfbYGHGUL8ExoqGAID0jlIJbdTx4kThJuMA3P1mE+qZTuNCqT6AnSzxJwLiSlNazcCXwfrl3R60WoGwDXTLfA7s96CTVWgjlsN+n8I7OcbGp996dtF1oNUyHCe0T0MBMNUCKd5vQCcnoN02zWwQFyLRcgHs92iWS/SXlxmM1xvQySrTMcmhGWdAF31abSrnhCaTcA7OL3KyMLHv+kjxdeEhFmcqTSZJ0crsJTm75d6JLykJTllnpquVgIgsVNrnWZBQbDkHUaxC8e7XI08Uyvg1Zn7/oULM/CYRfR7ABwDcI6JJNG7fDeDLsdiXAHwjgC8R0QTAXQCvq+0i+pja9qocY7F/K4C/Q0R/hMDvfDuCBX8vdsw2ljpoOl4IM3+Cmd/PzO+fYl7uVNzbQDxLVR1XLedRL7VZgvz2OPEaj25lrG962xhton9bOse2XTsvpm55n+UgNa+OWJBFLdEyJ0mLq947ql8EEabVKpe4XZIfqYFin4oBTxyxWNh6paiA82Ke3z4UwT9x39G5yNtdzpRIBDo9CWPebpPySHHjkBlIB16vczhg0wAxsgTzOXi9DmC33QGRvhCuGrt9pm7mMyAu86flIoE6d104bj4v8uDwZpNBfbsN4C0OZkmBIEnPLq/ieemDQhAOvW0BWQcQrexEVbVtevuTnAeJGOKLqBxi2GjIfsl5nUBcrUuzWRh316WoGpkdpPDHeI8kJ7pEzojSU/4XydGuLfsUViq+HpViOdFB8ZpfOyVzDeGORPQ2IroXfy8B/AcIvshfAfB9sdhHAPxC/P3p+B9x/y9zsJw+DeDDMfjkPQDeC+DXAfwGgPfGYJUZgoP104eGdhDYmfnHmPndzPxNsdJfZua/+xQdHxcDRkW0xxit4XHS2iKuUTkWpItB92UduozHfXtWv7fNa8vWacuNKI9DEQODB0GdJ/sCg5THw/LqsqQ/gjZpp55EwOh2hFMFktNUHKT67UO83gCylF6m9UKVSHy5iHD60QGZbqdIWdBykZRPesnGdBoAGgjOTFFGAioS5y2gJgCyWirqZBv+T2MKg+kkfAQUVzEiZzoFtrsAgg2BVqtE1aQY8skkUTSYTKKDMoYXTqcpTW9z727k3/tM/8zn4fxvd8HCllj6GHbIu33g44U2E1BHmOVgv08hks3dO+F8zKboH51DuHehm0Lc/yzMjLbbHDkjfo+2Df2hJlBos2kRYppuNRVymtJOxPuUiFREkqFnYhnt9LdrLK5FGNe1QOmdAH6FiH4XAYQ/x8y/COBHAfx9InoNgYr+qVj+pwA8iNv/PoCPAwAzfwHApwD8HoB/DeCHIsWzB/DDAD6LoDA+FcuOyrNkd/xRAJ8kon8I4LdNx/9l7PjrCMrgyeRJeWb5bS1zj+8e48zHHLI1AB8bg3XcHqKTvHHU6BhqigfBqyulWO3lLTfOeIFsrVN0uClONeUpkagKsWalDwL20apLVniqo0+rOEPqVwl342Spi3UIIPyXaI62AWiW464jF9ysVoEaWC5DWzGcr1ktwZFb5vUmGVu83WZ6JKafxdUamE2Brk8AXNAZsvKTCP36CjSfBfpiucxUwWKRr+lyAbpaB0C/vAzHzuMM4yRyyBGcaTIJFE/XBydz5Mx5sw2UUQRoxjT0o2kBoUK6Lvfl7hmoD76CFCmDnHog+TykzbYFX16hX29KPlzOk5wHSS/ctqB4fXi9yRFDapaQXloicfGLeXLq0nye1xsAaGaBwuvjQraURVTyxyia0M7Yw71eRnU9s1zDqlJm/l0Af83Z/kUEvt1uXwP4/kpdPw7gx53tnwHwmSfp1xMBOzN/HsDn4+8n7vhR4gGi3qe/dXnAt7yfhCOv0SG1ftZ+e/0fA3WPcz+G5vHOjwV3HZ2AoRWvX46QqhFnmlij601KDxtokB68j/3rGcxdjG/Or38jtaCI98GiHKx+jODRRCubiMCRygAQ+OqYlz1x+RLDLREgsiAqLmgKlqcqGxN0pfHNpuDH5zldbuTAaToNlMxmm0IjAYDX6xRqKaDevP1V8JuPUugmRcCUOmmxCPQJd5mqEAfvbBra2u0yhbJcAos5cH4Z2hPrHtt0L9A8ACadrPJ1iSGXzelJct7ydptz3AA51j1mbKTJBM2sD+d1PsnpAQRYxeFNTXIoN7NZeJvULicuS5a2JHdrGnC3RX9xGWZ+knIZAPf76JDeqhDYLoWfpjBNuT8Vz168d1db9dchR0S8vKhyjXOba5IaBaL31zhy+e1Zybacrb8WUTLGpdf6ONb2mDP3CKAeBX9vTKbOtCBELwoZLEqKx6kVpXrBC4AczSERHSrKIhwTnbFisUVQZ7GQZzOktLUqvJGmE/BVAFiaxuiSmNkw/J8nuqY5PclhlNNMbwSAj47LeXxRtMw2NhvQndMwNlkwRYT+4aMcby1x201bxKojUjn8+DwALEf+ej5Hc3YnlCcKIBhjwdFQaAcIY55O06yFtzv05xfg3Q786HGmd4Bg9VMT6oxhm5gGBzU/Pg/nbr0J1rFJBcAXl4FvFxpHHNSkFInkuOny9QSQZi4pxj0qv7S6V8JQm0B9hdDYPjuyVRRPuN7BAuerq3Cet7scSiugbZ8xPdNUHDu4D8nHrkuugWO/qXJzgN3jwz0uvSYeGB+yui0t44Gv7ovHqXt1jvXRa8ejXuy4bF9UmeIlFzXnqpRT36C8ui+lExDHF8dIFsl62PUJRIXHTs7S6TSvqIxOTeFnhZ7RqWhpNsvc8J3TzMH2nF5SASC08/gxJPMh7/aBFxawWAcATf3rumA5z2dA24QUAZtttOLzCtoQETONTr8ml+k6NKcnuU+bTaIXaLkMVMouhAXyJgBlAD2JbmkDvSLRP3FMFEGfZUbDDIoRMs1qFcrG1a8SidLcOS18FSHWfAbM56CTk8BhR6dySsUrwH2yKtPyRj8Eb7eg05O8Qjcu3Aq+CkoKJ2XXjJJSGADJmRr+cE6lQAr0e3NvxnsyzeZibqHi/o4+kEQxUgPLrXPP6A2X/9TCCFTMMZ8XUG4OsAND0PPoGClnpQa2Ggh1Ga9uqxDG2h+bSej+jIkZr34dmDe+gRPJcYQWdQ+q4OJ7UE7qkRhjWZjDjOZkWSzHB8Rqj9NmAQPmtJKUJpMc3y08u6x0FAeoWK3K6st5ZtoUtSGOz+be3WAVx1fl8dU6UD13zwI4LBfAdgfEfQG02vRSbd7tA03S9cB0Fi3yBikaZzZNYZm0WoLu3w2O1jZYz3R6EldxtqDVIljG0ymoacD7Lhy/XARAXy5ziGdDoV+R6+8vLoN1LhbofB4csNFnwLtdiLKZtKD5LK725OAbkFlODCGlxSK0OZkEx6iOPQdypNBslhzKEkqaoo2mIXVBCmOVa3xyUt5W00lyRks4qVAsiYPnEoDTojSJvkoRSAa4oy/FJgPTmUivU65rgdJNlJsF7Nba9ixnr7wnNctat1EDfK/9MeAcoYSKl2Z4fRYHpvCHui5T1gPkQRIvQ8MMFnUoBSFO00IxSHIraSOmvE1vM5J8LSl6pk/A0axW2UkXrUhahGXy3PX57T9i2Qu3LkAaozUSEOxCmCKvNzEMsAFfXqI5u5PzkUvir4tLpEyNkR6g1TLSDl10VnYBmCVSI1JMtFhE6meK/vU3Q66X7Q79xSWw2QKbbXBWzuNCqVdfCecoRq70jx4H61X4/vNLtRK1A19cgs8vMogzozlZ5dWmMdaeTlYBpNs2KKNIBdE8roIVv0VDoRyp2cZ2B74IbfDlZbCsZ9MwIxFHtYRTCu++WoVzu9+HCCDJh79YpPBGfvw4R7YkCmmL5v69eJyyoHvOuWTEKldO0Cau5KXJNKUBLhY/ySda7XoFrPf2pWeWWyrmOYhnJdvfHlUB+JZyjf+uteXx0mP0jKcU9HcsM3jlV2UWUHUK2fEXB/XFcd57IjWXLtvtiw28dKvNfJ447yKla8w8mNLGRnCSyAzZTot5Bi6iIu49OeCSQzGGEwq9khQKg+7cCftPT6KTc5IpGFn0IvWc3QHdOUXz6isB+ISbFuergImMZZ9pleb0JCiD+SwomEmcHQABMIFgQZ+egC7iIqW2ARbzQHMwgx/cS+GfQRnF1av3zsJMQsI2ZXEPEHOe92EGsovhjA0FZaScrtjvgwKYz7Jz+GQVrP4Yq57aaNo0g4EsFIs+hZR7fRbrknO43cXxz9E/Pk99EyWQcuzE69l99WspBj29dES4eXGKyqrbSMMlHl4WiZkXnOtnsMggqeUQvfoEQj0d9XkR5eYAOzC0Uu3vMXD3gFXXKb+PURAWtDXYe3ROrc+2vNeeWPXerMJr0xw7UDwyA9BZ9EzoWPFy61hv4tiBRFuQxFsDedm6xI6r5f4S96zf4YndLlE08i7RfrNJ+VLkxRLCKSPmKqHFPC/XFytzG1aB8sVF6OtqGWiNNqQKSArj8QWw3oR9smhmOomWdRe4ZyDRFslBut8HgJ60IWLl/DxYvhJpc3ISLNhHj8ESTdM0wD4qjQf3w1gu18Bc8s80WcE9ehz6fXYncvtN4OOBYB03DXD3NMaHU6JTaBoiePgihDYi5nRJi5x2O2CzCVTWehPGFLJbhRlMdOLSyUkYY1wEJSuD+9ffCLHtr9wP4B2VCr3z7ckxCiBQa8tFmO3Im55OgpO3v1oHJzaA/vIy9GW7RRNpmXDfx5TFkl5YUXfJn0LNwHlN0XF9rZEwIsda67cW+zWI5Zc9ILaOzLFjZbvXhv3W7dnjK87IAoAPzTj0MaaPrlXvldf/PQVGzopdVW7wKjKZ5qZUALP0nZyEagl4SiGrOfJoreU0AmIRzrIyiH1KOWFYXqTcpZS72GwyEOy2+W1Mm016wAXo+zcfppwuAALoyQuYmwbc98DVOoDmYhF45NOTQKmsYzrd7S4c08QVqtsd+Ow0xmsvUgSLLJbiq6tQ/utvBLA5v0j10CbGyfd9AP5JC8xnIRomhl/SyTLQOggzAJb3ua5jSOfVJmdgPD8PdTAHq/zkBP2ffT1Y9JsNmrtnQTHEWP4QHdQlWglAUJRx4VX/5sNwnmQNATXJBwIA/de+Hq7Pg1eCMvnTr4U+R8VOs5Bygc8vUtii+DgApOsuzuDi1YYIM8D+4irHyMs9I6mWJcomztrS7K3r8iwh0jHXx7Uf6Ti9dZ5erwyyDh5jqXtWds3RWuPMvfpteQvO1sL3ZMQp6vbBKinH8q+9J1J/p9+GFkpx7dNJmjEUceZdV1rlEkWhl7PH7xCPvYuc9zQ71OJKTQlpTCloZViyIEgibSQscLHIsenR+k4cetehuXOalsmDe/DlZY4P38QXOMfl9Hx5FWiRNx4GPnoRnavcB3A8Ow3tT1rQegO87ZU844igi64LVm/PgZfe7mIkCIF3O/R3TlIYI+1z5kvMpsBmm0MY755mR+XZaex/aBuTNsSyCz1ytQ7nZjIBZtMA5qcnwWLfbMOCqMUCWMzB+5hm+PQkjH+7C0Afc8yIM5X3+wD4MeqJVVI1ydrJl1fhd0yPkC+WepEIkMNeF/O0YlVe7YemCdTWbp/eZhVW5MYFZZFqk/sqhTfKfaJWo9JsFqx/4devkYq5tdifhxhALhyJgA9uHuUh+2WbR2kcktpMYIzu0bMLO56xYyv9H11GLZa+jhaQY1Q9BY/e5lwbKXWAgKk8ePEhKxI1xTjm/mqdc4i0MZe5gHzkjSW3iKSZDdb3PlE0aSm5WN/pjT0qUqLrAsUgTtoIinSyyqlluz7QILF/tFgkrhpdXIYvC5mAEH9+sorZDVvQ3TspIoYeX4T2T1fg2RQkzkUAuH838OjzWV5Nu98Dr9wN1vMy8OsUI10gs5yzE/A05kt/cC86Ic9BF1dxkdESdLUJfTk9CWORMW13Ic4eAFbLQH2tN8WqVLx6L7SlFo+l1Az3zsL5Wq3CeVitgN02AvMiWOEUAJIiTZPAdhsiceTtUbJdEpHJvdIsFwG8xSEt+WZiPqDwspF1UPLRuRrWCjzO91WjFsHpSBmRtk08u7zYG9SU6SueVW6B/TmLB8baAvfoD/n26BVd3lrxY1a0B9bHWAyeMpDtViE5FnjxZqRau84soshjDUW5pCLqP/clgMfoF3F+yQsdBHzlhdNpwYjk/I4x6rwPtEOw2FUct1hkq2WMec8UTcoOKTlVJBSPgvMwRGmE/C905zRY70Sg1SIlswo5WKKSkH6tQi54ms0CBy+5yRfz8Nls4/mLSmW9AZ1fAo/OAzjOZyFGvOvBy3lSFjg7Bd+7E9o5uwNab4F9B3rzMfjOSebzN1vgzUeBb390ETj0pgVPJ8DbH4Q6p5PIeTfg1SL8n7SZu59O0Z/GnDGzKXD/LETX3L0TaJtJGxYxCfX16iuhL+tt8i3wfp8WOsliI97ugpKQKJddSECWVrQCaM7OAjDL9phvhmLMPW93KV+QcOAhiilTMrIKNwF9VIwp9BXBMEk59CdhdXDKKCmL2kyKgeKefRZhAD0d93kB5WYB+xhvPsZz298efTJ2jAVcrw+1drwxjPXLkzjutErvSM49TU1NHz3KxaNoKAI2gPympGjtprjj6KCUDIoa6NNbiSRlwPlFTgal0gCENzfFEMbNJmQ2jFZYiOrIOVSYOYBjTN3LF5dhJnBxFcAlxcbHePHtDny5TgDH2y1weRXAE4gKKcaP7/bgSVgoJEv0U/bJrgdevR9AlRn93VPg8iqAaNukpGHY7UHbHVgiVojAJ8tgja8W4PkUdHEVc8CEFL79g3vAK3fDbIAZdLkO/btah5j62RT93RPwch6olEmIrW/Oo+V8uQ51xnBLfnweKJPlMoczyjtO2yaU2+2DEzYuYkJMYsYXF8lBLWDO602YiUgMfxNXrALhnC9jaOU65MKh+RzN2ZlafZxX5waw3qVUwjJDkEgjWQXbxAyYMotjZjSv3Msv8ZBZhTjf7eK6axDi4z4votwsYPfEAmuNY9e/D9Evltbx6rLHHmPlH+LL7azDtuMpNtuGUnTpVXcK3DUdU2Rr1CKOKEC9FLpLjk1Zai75XvLqzew0TeF6shBJHH2rZXaiSkoByRsilM98nlegRmdmc/csvdSC5vJGHgGjyxzVokLs0grSPoZYTqcB7JaLAJ7rkJOdTlbgB/cCb3wZnaezaeTywzj6B2cBHInAkxbN5Rp8dor+bJUse7raZHDuGbyYoX9wFrbNpsBXvx62n65SKCQvZmgenoMX8T2sf/Z6oGkursD7LkX4NG+eg9bRByDRNtsdcP8MJLOBaZwN3b+bQxu7Pp6XmL/+jYc5Tn/ShvM7m4JPlkDXo3nH2/LtdLlOi8DQRmdszIpJ81nwJzDHnD2UKa/NJji7gZwPJuaGb1+5HxazRQpNHKWS+qCPK4vlZdtpVtgz+tffzAuxgPRCj0TTHDtjPlZuqZjnJDU+2lIpurzm0a3zVOrQnLWurwbuXrTLMVx9zYK37RzjSLXtVf7bSAHuOb20OsWwq3NCsihHAT7v9gnE5V2dtFrm1LbzwJ039+5G7jryprKSUaifdXwhtOLMJSkXLcIKzRDWGMchSinmPaH5LFAW8vafaHEm2qDrwopSURIUIymaNisdAYbpBHhwL9AqAOj8MkSsxHBEjvQN37sDPjsBXW5A+w68WoB2e/B8iv5ufLlG24AXs5Syl6XO9Ra068Aynne8GvoxaYP1PZ2A+uiY3XXoVwv03/gXgDcepvOaZginqzCbWEbnKBDAeDoJ1n18iQVdbdDfPwXWG3Tf8CD06Wod9i8XYaUsEMa63sSc8oFq6t5xD1hv0D98lM4rnSyj4o2ZKdWCI46ho6Ks0UTLW3wdQp3FVwCCCP0bb4Zjzy9ilM48REPF9882J6uUUC5x7PE+Ecs9OdiZsyNaUitfJ8f+EsvNAXYLWh41UrO+xyiX+Mk3izMDqIH2mIPW2+8d7/XJWuyeBX9IwVhFps5BepmGyorn0loyVY4PJk0m6B+dh//7PfjhowCCl1cpbC69H1NHx8iCl+Ui8ackkQyLRVAMu122QqnJi2zmMTFWWpXZQ5JphXDLXQCF+3ezU/XencxRT8Kye0wmgT9vI5fd94FvlhnGKkbJXFyG35MIEl0PnkYaYRKPZQZtdmj/3zfA0zZEukR6qLt7Ap5PsP2Ge+DFDEwEWm/B0wmYCP3ZKswKmga8nKFfxZda7zvQdodmswvx7D1H6iO03d2ZJ0curRboT0JeeHrzMfpltLglnfHVDv2r99GcbwJQP7gXk45RUDqTNiiyfQfcOQm+gdMVmj/6CvoH99DcPcvvS11vAt0lC7qughWP6RS0WqRww+bsTqC9JMwTSKtlg9U/jesHoi8mrhnor9bhWvWRJ+979FH5p8ir+JIUccCTUho6fwxRZQb6lHJLxTxPsdazBTgPoDwqo+a8tI5Wrw3P0Wods54zV/fbljsE+Lav3javHd2eKjNwwNq6qVFJpnSESVwgFKfWAMICHbXcnLfbBNwpv7qEykluEXkR9HodUtHGVLUp3lyAPPLoUHlpihWjTRuojUfnAXxm0wCcXR+ARmLIp5PgtNztQVebAHDMAcTFKuzii6e7PpcBQLsugDeA5uIK/Z0Q1YKGQOs9+nun4OUM3f0TtG+eg/Y9Zn/0Z4EbP52hf+UO6HINWm+CpX8nRLrQxRrUdUlZ8Cq+MGM6QX//NCkS6npMHl4FxRSBvnl4Dl7NwWcn6GdtGPM69JlkxvToHFjMA200ncQwxz6cr/kMdLoCbXaBQroKK3pps800lKSJeOUe+GQZ6LV5iBxC24TzGV8NyBcX8b2xTUrFgHmYSUj+eSwXQbmLwzxG6/A6+FUgSlMWoilrXce9JyUAlC8VkZXN1yW3cezPSTyO2zpEve1jZZ363fwth/htXe4Ynt/+t5TMiMU9ysGbvqUHQMamLBo3R4zj4YCYAAAgAElEQVRpJ73kQt6eM5mkPOiB8sjKibsYMy6ceR+zHEpEQ3w3JjPn17nt9ikWW3KCByu/jxxxl6xNms/zAhvh4yctKFqAvNkGCiWCNiTxlMRXL4PzErNpAL/ZFLTZBS58MQsW9nQSaJWmQX8SaZdpG+pFsNppvQnge+cEaACeNOgXE7R/+maiRbp33EM/jzRTx9h/wyvo75+CNjs0l2v0p7FPTaCGeDkDT5oA/CeLoEwu1+hPFoE2IUJ/ukJ3Ogf2Hfh0CY7nafK1c/CdFfiVu5Dsic3FFfhkif5she5BiNQJqX0n4JbCNRSgv7gMYLlaAG88DOfg7CTUdRYUDL7+RnoxSHjh9hpYLfMisOUyRNBEMMcs5q/Xi9skZYKIrH0AgrP64jLl2pf7RdI0pzdNCcBTpt/SYjU103tmYQD9kZ8XUG4WsAN1q1R+1/h32WYtb4ebHtX6tQgWqwRUfUeNyavT7tf/a2M19diwyMS5C/8uZRyqK+cQiXlCxEpdLvKKw802fIRP7cJiGMn9EXjiwP+yOPMkG2GMixaQ4a7PC4RiVkLe70F3TpMjU5JXSdw277sc372KTtGLYCHyehMSXl1cJUuYeg6cN3NosyHQ6w9DrDkQ+j2boF8tQH0PXswC+K/mGUweXwTa5OIK1DGayy1oE/h37Dt090+AHiDmANZEaN+4QPPoCnS5iQqkTWGf/dkyAcT+7hzNeYjGwXSCZrsPQDttwfMW7fkG/dvugdsW/XISLOxJC55PwW1YH0C7feh3z8HpuomrX+ezuL8L8ex9H/r89gfgOychTv/OaRjr194E3vFq8BNEp60kYePTmMxtsw3XlmJk0TS+9Dsq4CauDUDThGsilF9MPtafX6Q8MSEVcvSlrJbprVbJCQ8kh3t6PWHXpZWqeVX09eVjv6VinqdYy/aQJ9yjZyzA67J6f60+kUOWea0uj7O3jl2hTNp2nG5RdeiX/A76Z46TiBm9MCkpAWkzOtBYMhNGCzuAqlohOo/RKtGhKdkJaRkiLRDD05qzO9lJ2rbBYp5OE89Nq0Vw0rVNingIOdfPA4DMZ8GqBIC7YUUo3TlJKzMlAoNms0gnzMPr4U6WacEStwH40Lbge3dA+w7dO18FXcYImX0HutygeXgO2oYUubu3n4L2Pbq7YWw0m4EX08BzMweuvgH6kwW233AXky+/juZyg/3pDP28BW13mR7Z7dGfzIPDddqCW0I/a8GLCbghTB5GpThpQhkiXL7nDDxpgrK4XKN54zH2D5bgtkH36llQUNMWdLUN0TTTSaSSAu3TnK+DlT+foZ+FtQF0cRV8EMnapXBe+uAroNUilInpgYPSChEq9PAx5IUhvNuFaKfpNL0IJLzkYw2JZmnu3Q3biUD37obrrfLCiOEAAPJy7hSJJf2TRW5tnC20bc7tAxSv5rs2uY2KeQ7iOUwtyB3rqKxEkBTlPIvf9sErX2vLWvQezeJY4Alsj6CWihd8V/pXhD+qNvTb4TlGWKSUq5KzJeXlCJZ8XjCkQH8bFrTweh2ANcaA8yak1+3FuRZXH/YXl8FZt96AH52nKXhKuTsNfC+fnUaAD5EvdH4ZAOfR42SR03QaKASOVnnTBJ76ZBkokrYBJm2IMGmbAILLOXjagGdTMBH2r95Bd28Vol/WgW+e/ckb6GcTcNtg/2qMkrnaol9N0S+n6O6eoJ9PgEmD6RtX6B+coV/NQR1j8miD7t4K3dvugtYbbL/xAfpZi37WoDuZo1/NMPnqI6DjwO3vOuz+wh3wpEH36h3wcorVHz8OwD5psH33K+jvnWL2xT9Ds+vQXO2we9e9YH2fLLD5pleDxb4MdZO8+CK+FKV9eBGU9dlJyJfzMLyYpD+dh3O13qB5dAm+XKO/exJW1UoYqHD8Eh3TtolC0WsZ+MG9vKCpDamUIa8WvAqAL+9gDS/5WKbX+MlLx7nr0CzDQrNAwc1j+Osm39pxZgjAX536rHIL7M9BPCvVAqb3XTvekzGap1aXx5k7XPegHVsWBnQ9K90qFTt7kbKV+oHSUpdX4KV2uy69azK8QDi/eSe9ek3eNxpTADRnd8KSdHkxw2wWo1bi9Dw+eM1JyEfSnKxCxMU0xEFTG5NyTSaBtokcO8fFNCny5WoT6o0ZFoVWwCv3gtUOhDj0i6tAQ3Q9+Dzkj6Hzy0B3MMd6Qlk+WYaZxGYPYkZ/OkN7sUX75iW6+yv0d5boT+bhexmU3uThVVAusyna8w32d+ZYv3MFngaKg6ctutUM+7tzbO/P0M8naLYdupMpulfPQF0I0Zs82mDy8ArN1Q77d9zF7v4CzfkG+7sLtBc7NOebQJn0PXg2AXUM2u7Rz9tg6Z8usb07Q3c6B2177M/m4GmLZtOhe/UsrEptG3T3Vglwt+++Fzn8efi84xWExVYrtF97BD5ZBIqGCPj/2Hu3GNm29b7rN8aY97p09XX1uu19zj7342MffGwntkABJYoT8mJeeELEIIQlCAgkHuAFRYIXnpDISyQSghwpEoKAxEWBEEUgghRHsZxgx7Hjfc4+Z1/WfXV3Xed1XHj4ZlXXql3da217cbQd9pBaXT1rzllzVld94xv/7//9/ycTVCVsHrVYyXvVWbr7R9c+sFtyDnixtwtlCU9fCAdeXTcyhbKUrHw0EFjn/PQ6MTAazk9RRgtLZi0+tqquJ6Wuu9aKsVuyDr2k8UYm4i05X7wpDPMFFPMHHbuMlH1jH+580367j98k+98XxG8qor7uNXePVdedpZ+qCag90r07x7+iHfOaSWw7oK/ZMWtDDRVtmT2v/S2THjrxvi+4rQ01lGTRfcaukkSCdvBsHIH6L+aG8aJULxvQn1fpa2nWnuEQVqtexVACisqELaLSPmMr8g2ujvcCWfSBxx8MBF5wDk4P+/dEYS4WYN11Q9Ga5tjDHm6QYOa1YN9KSfHSBbBCd2wPE+wgIvQBZfnVA3wa0w0jsmclurK0R33TjYLkyZyocuiqD14eCfLWEyJNc1oITXFNUQyB7mxEN4ppJynt3TF2lAp0EgLdKMGOMwnwtaU9H5E9K+nGCbq16NrRjRNM1WHHqVAeE0P0coE9HeMPBujGYScFuICerqR2MCzQi541A/J7LTGciGyCP53Q3jsgNC3x46uNMqU7ElxczDuqTXFbVC+l5V+klHuaYpELR9851GIlOPzRRP4XF1eSufcUU0KQjH3dm+D8hkWzpkWuxeHWn52wVvp8W+MLVsyPaexmq+vfN2HWbwLX3PQ6N2XMN7FabgrmN8EuN9UGtvffet1tmGWfsuWmy/R1Q+lXAvr15h5n77XW14/XmuNrFcOw1u1ei3Vt0RIJHjUasRYG27BZejgFayUTX2flfdcjIaCGPXUyigSHdeJmpMp6U2QlEhZFyFPRZImja2wYpNi4rFF1izsaCysF8MNCmnFAioyRFphiWQpUoTXKB7rTAS6PBUtXCjvOCLFGz0rwkFzVoMEeD8if1eimI5mKgJZP+ywzMQStaB4cYCpLfa+gOclxqbxGeT/HFgbdeeo7BW4QExSYyuJyg+4C2UdTglbYgcEOIlbvDHC5rF7aSQRGEU0b3CChPYhoTuW9S56tcEVMtOzww4RoXtPdnWBWLa6IiT96iVk1YKQj1w8EWrGnI0KWolY1GCX0zSzt7z9CNZbk2eK6VtG0hCLDXCwIQ1kJse481lpgsyPB1Tf1mrS3MMwy3OVV3yEcb9hT6B4GyrPN55k8w5yd9o1Ludgc9vLH2zIFKuvlntfCcW9pKP9mP38Yx+crsL8Oetlli+yOXfhmN2u+icVyEwNm3+OdgP1KJn0TPr/v9W5ZfWxswXb2/ZSGTP8auwF/2zUprG3KtvftOcaAaHasM6R19r52G+ppjAS/sbyj6SGTOBFsfVUKnLJaiRqic4KFV5Vk6muWy7p7E9iIb80WhIOhYLtKCe0P5JjO4gc59lQmEnU5IyQx7f1DadNf1ZjZSiAYIBwdCH6erjnrgZAmhCTGxxqXRZhVhwoB1Uk2qELAXK3wBwX5owWqEaqdbixBKeoHY7T11KcSrING8PpYUx/HNIcpLtWgFfG8JWhFV8jqxhaGeGGxw5ho2WKLGJtrVAgsvnNCPKuJZx1RaSkeV+guUJ+mJDNL+c4IN05QncM0Ad15unEsk04RYQeS9btBipnV+ETYQN27p/gsxqcRvkhojzJCJPfjh72aZd0J5FOkmLLFjzL8MMUd5MLr79UsMSJOphby/93oyqz/h500MwlV1sn/sm8CM6cnvW5Pv6I7PxGqZJZudOJ1nslnqXeGwgcpvqcJa5P0DfW1h2lUtCUU9zbGFxj7j2HsgS5u3Od1OPsebPpVbekboJr1732smpuC8E282l0sfneCuukewpb5xZvUDXYC/na36SZz76wE+CRho82+/qL0HX8bV6B1J+e6+AWo0ahvNFo3mfiNOw95tnEZotcpCW17beIM0sG6zcjpM8Bw/45g4rChKK5b+lXTolcVpuyEDng8AeeIL0tULQHJHY9QrRXGiVHET66In87waYQrRBIgpJJhm8bhsoj2IAGN4OVKCXUxBKqHI1ZfGeOKmO5AAkr6eMnsKwXpVYOPNcEolA3o2pG/aGnHhnhu8ZHCDhOqOxlx6fGxIl5adGNJX1ZU9wes7sWS1Xee9KrDpxGmcdRnKc1hStCK4lGJzQzFRwvMqqM+y9Gdx9ROqI5AvOywuSGe97IDed/AYz26lLb/diyrhHgq760bxOhaGDHd6RCfJdhJ2jdQBZkYmp5XPyxkUs1kUnbnhwLfVDXuzuRaL+fiSgKw9xvLvnUBNjStbF+7RM1XQpXsumuxMaU3AmShrlFFLpZ8vRgc3stnsKdLrlcL6m1l7F9g7D+msS8zflMc/LMes7v/Tee9LbDuYa186pjdVcb25LBvouj3fYV3vvtat41tSKc/9ytYe9tusPy1ycWm468vTm3oZD39jCBFs7UZwjVeHl0LPa0nBW2khT3quyBhoxgYMqEoEkeSGfqAevQMyp7x0lmU80Jr7Ol3IYlRZYMfFdLJ2Vl8FknbfuPwkRbqYinmDn5cELKU6MVig6P7JCK+qmgPErqDGNN47EhWCNp6fGJweYyygXbUF4Jbh1k12OOc0Yc1zZEUCKPSMf1aTnuYsHiY4mNwmcHmGpdpBp+U6C7QHGiqk5j2MMWnEfGsI7twRJVHuUA3iAixxhUR6cuW9sDQjg3LLw1IrwSC6cYpIZLA0hwmaBtwI2ls0p2nupNhBxE+MWCU7B9rXB6RzDtU56XArDXx04Xc5+GAaNHgc1m9uKMhITZEswpfxHQPjoXbPxlhrhY07xzJ+QGiCPPopfDTR/nGY1VFIu0QaqFc0tlr0+8gn+NQ1xvbwe1OZbS5/nz0cGDoP0sbM2x9XTTddDy/rfFFxv5jGPsC3euKpfsy7+0gu035W2fAu9n8LiZ+U8F0e3wGPH2vVd2+DB6uNV32jV2Yak/G/6nXCn3T0TrA7/Lge32YtaojkeiJrwuhou/Svyc93z1Y1wtIGcG1fdjg62pY9JK1GWrSe3RmKWpQCOZ9ORNzirYTSuHBiHA4hqaVoucWlr4tQ2su5+A99s4E83KOzyLcOMVU0lgUIi34sVLYSYafDFBOMG5TtoTYYDpPVDqBThTCMFk1RHPBneOlJZ1KoPepwY0y4ZjfyzC1J6ocIVKMP2zohoauAB8puoEmvbKYxtMepnQDg80U8dKDUtSnCfMv57hcEzSU9zNsoQl9Zu1TQ/68I5lZotL3+vTgE41uA94oosrhY/kfdQcZq3sJPlaoANWdFF11pB9d0h5lRIuWECmhaiYRbhBjj4VVpFvXB/Ias2wwVyvh8redUDHXzkVVAyGQfnxFNKtRZU37pdNetVL49NK85DadtZweX3/sDoZSKF2zaoaDDX1y81k9GAvbam2vt1zJ59D7De9dDL7tNUNrrcn/tsYXgf3HNG7KfHfhlH0wxy6UsnXcpx6vx5ti7rvXt338vv239nlFfGxfEN4K/vsy9Vfw8637euW96M/7ipHGeqnb2VefX2Pl3l/LpkKvc943D+W5ZFh9w4iKjAg9FbKdXicmWCdUxDQRlcReLCzk0qBDHEvmrRW66qTAtiiFc96KRrpalD2X2uAPhr2mSW8xF0c098a4I6HoRS8XhEwCWfRyiSviXqRLgqhPJYO1gxjfC3u1xwXdJMNmBgLEi45uGLF4b0h3PBAmSuepztIeltC4RFOfJKAgKj3VWUx5J8alRqCSxzWH77eYNtAOFSjQ1pNc1iRzR3blaceGYMDUgbjs33+tiBfyeVidJ8QLSzuOsANDdRphc4F0XB7hY0VUOkzjKc8EbmknsloqnnXkL1q6oSEosOOM2U+foXygvpPTDSNcKhNUiPpJ5CijO8xweUx3mOPTmOadQ4LWtA8OsUWMWawbnWLc2QRlHT6LCJMR8culCMENexkG5/sCu8YPC4Fn1gnC0xcC2zWtNKWVtWD0W/RIP5313HjJ5NVodN1LEccbyEWt6z5r+uPbLJ5+AcX8fz/2epxu/2ZPkLyJRbN7jtsC9T7I5aas+SZMf9/zu4+3XmeDoW8F3Ffua+uYTwX7/rldyGWbCaP69v5XHI96D0vfNJsvTegpZ0C/zM16TZDuWr51/UVaH2fEj1NpLV2iIRAWK3h+AaPBtcHFspRzlrVkg8tyI5WrylqUDHt83x8MBBopa6E/Vg1+WNDcHRFP677gaXGHA+zRgO4wxx4Pia5KXBZhJzkhidGNJZ43UhStreDczuNSTf7JQrL1AOnLhuKZ4OZ2ENGNE1wiGbBpHPmTFcnMSnBMFOmVJX9piSpLOzZ04xjdeqoTjXbQjiPqo4TFlwfUh4ZmrHGpwiUa3XlcqmiHGh8rXKaJFw7TBuLLkqjydIUmXgXqQ007kUAPYAtDdRrTTJQ0VxWS9VcnEVdfl/e5HQn2P/pRyfydWPD9uWVNyTS1JZrWm/PFzxebvwmCv0eLBpdp7GGBH+fCq6/E+k/XFp+L5g6REcmEJBZ7vlbqH+uu21BkQmUdjzadxDStFFfr5tpOUfWWh73g21oaYm1Qvnbh0sPBxgh7bbf3Refpm43PTWD/VFflZ4Vg1o9vw9pvYq1sZ/n7gvounr4PstmGf14DIb2iVbN77t372pngPtVZ2j+3zV1fwy6vTJZrpsx6ckkSKaa6NRumZzf0dmsbNcbelZ61w9IastFa+Mh9kUwVxYaWKEEgusZDldo00RCErUKeSaY+HuD7AqA9G0vGGEmTjrZ+0wwUigxdW0zVoVvXNxxl1GcpPhFjDDdIsMOE+ijBFX3x1kN62WDHmWTjRa+H03opqOYaW8h7YnNNV0Qs3xsRLRqU9ZhKsm9TOcmEE4XNNcsHKdmlpx0rqmOhOgataCaK0aMOm0Ez1lx+I8XFCt8vsMoTQ1RLYLfjjMX9CB9LgM6mYuBBkGupjiPakSK7DKBAOVjdS4jqQDqT10tnnvosZfWwYPjISrDODfWxQDDNUYrynvSiJmhF/e4Ee5iDUSQvVwJFAcpDNJN97CgVbZ1WGsf0dEVYrAhKic6MEb2dtV686qxMyJ2F02PCdA73zjYG5OHuWQ/J5X3jmfRAiNyE7y0Vk75rVV+bd/RUXD052Pi3vjWM/Yvi6Y957MOPd4uUu+Omgupt+92Ep7/JsfuueV+g3y3M7ltl9D+vBOFbViJ7ZQV2VwLb1wQbX0rZVfX4pdtowGxeb13Qisw1ll43YrjcGxpvDC+ck/ZzHwjjoWRobQfThRRlM8nWQhzhh9k19NPrr4Q8lcwvBNE07xxmLlZyAOZyTvxcJHLjpwvsQdazNySwB63wkSZ/1qBcEBpkLC3/xZMKXBCYYhAx++qA1cMc3XpsbvCxpjtI8LGm+HBFvHQ0B4rlXUN9ZEivOq6+PaadRIKta8XyYUp9aCQTXji6gSJZeAZPPaaRoFsfKpSD+cOYqIL2QFG8lPc2nXuascK08PInM8oTw9NfKMhmHm3BJeAjqCeGdqyJKk9cenQHpg2UpwblA+MPa5SXfV0iMJCpPKbxoKErtExErcenBh8ryi8dUN7PCVpWJO1BjMuEElndH4k0QmWxkxzlPMkPnkovwKE4SLmjIWo0QDWtNHVpTdDS9apq4fnjvWi5X07h9Ei8XnORTNbT3sS6bkTPvZerCNZeyw2s/XLXDlk95XbtgSoCYvXb8zyFLzL2H/vYB6dsB8ndYuW+iWAf9fF146aM/rbVw+6+++5he9u+jH/fagCu8fJ9RdN91xz8qwXU9fE9L36T7a8d4nuHmk3WnmWCobfdtSm0MVIkW3eK1tct4TStFL3my426n+r1z1XTiT53z66xdyYiOhWC4Odr+zelUEGyVz9I6e6McUcDEbQaZqJ+mCdS8JutBItP5Gd9f9G8RllPNGtoTgtWD3KWDzPiqwrdebJLS7x0RLXDpYpuGDF/VyCP7igjKMimgeKlJ1l5lvcT4spDgOc/k7E617hEUZ5pdBdoR4bBM8f8nYjqWNGOFNWxwQ4kcDfHivJcSfYcS9YX1Z7BU4fLJIgDjD6W16gnMiFUx5riuUVbyeyVh2zqmL1nMG3oYZtIgnkTiGovK4VIaJg216RzR32gSS86nv1cRv6sxmWa/GlNV2hUK0VkO4zRZUtUO9qjXGQOWnGDcufHuEGCnq6EQaQV7ngkkgTeC3buHObDZyJtkCUEY8TQ+0yKqKFtNybdoesEpikrSWJ6uGXjO9tz29dCYfLZ9L1qqBY83m8997bGP8WBPXr9Lj/m8bqMeV9w32W67E4C28ffxGS56fjb9t19fOMt7agr7pxvL289eMD00Moeps/O+7LdabqZENb4/PqYtduRijbP+7Ls+extb4HXSsa0kcGVwqQ0DbWSYa2/ZG0rjIflSihvXYeyinAwkmV53YgRxGxFOBzhTyeoxopAl5VMWISrPO7OSB7XFj0r8QeF4OeDCN16tPNEV2rTQOSyiKDAFREuM5jS0h7ntAcR0cqTdJ7mzpDqNCaqPTbTrM4j2gNFPA9EJeBh8UCohFEdUAHiucNHCtMEukKTvRQYxGYw+ljYKe1Q00wU6TTgUjA20I0UxTMvLkoGsstAc6io0cTLQHkSsbqv0BZMDaYLuERtsH0Al0F5FjF4aiFoVuea/CJw8EPH9KuG6jiheO5Jp47ynQhlIa4C7UhRPFd0ucZmivzS0xzHHP92x+p+TvG0YfkwJ7u0tJOEuLTQimzC8IMFwSjKhwPSly3RsqV8OCReWmkOA1TncHlM1EqB1B0NpfEploao6HIlKaJScDmTz0+WwmwpLCitoW5hUGw6mcWwpUMNh2yKrk1DWK3Qh5NeBVI+m+t+irWIGPVrv3KvHYo/vDDLm4zPT2C/KWCvn9vdZ/u49b77gvP232/Kdtl97ZuC+pvAM9wc0K/PZz61/VPBfuf3ukC63i/4HV/Xfe+HQ4J4r8sRrEUXhTzXL4/VaCiUxzRGrdvBvZfl8to/c1D0+u2xCHKBKEX2Djtq7XrfY/KhyESDXCn8SIq1etkQ8qQXojIkn1zJxBMZQpGKBnrVEaIC3bh+MvCECOykoDmMiCqNTxQ+UmQuoFtPdtn1+GnAR1oadeYOl2jyS0c3iEiWAe0C3VBTvLDUh4blPUO8Clx9LSVeQH7hpZjaBbqB2nSVdgNFfuGxLYR+cdQNJchnF47qJCKqBYbxBpbvBAafKEIE2UUgqmD6degGmqgE7WD4yLF4YNCdYN3T92KSZWDw1FNPNChF9iLQThRdoaiPYoZPHM1Y440iWQRMK5z1dqD7xwoVB7SDxbuZdLDawOy9mHRmKJ405M8aqrsiZ5DMLNGypT3KKX44xw8TlAs4rTZ9AnYsxXJTWwLQTTLSJ33PQNX2ePoJtFbYTloTslRw+J5CuZFeLnLCxSVM7gl8Z60U889OCKtqoxukT44IqxI/W0imX+Qwu/lr98Yj8IdWLuBNxucnsK/HvoB6W2a9/fzrsPbdiWEfpr1vgrkJAto9dmufV/Dufdezdc5NAN+6n7Cdbe9jxbhP3/crdMfde1pTH9cGwmuc3OhNQ5HKMvlSDXshLWMIiQQWrBVmzMGYMF+KafK26XCPvwctVMUwGsDVXCiOdYs9G+MjTfLoCns6JqQR3SQjWdXYgxxjDM1ZTjzv2/57iCaaN3STrGeYiEhW/LJEdxnl3ZTsZQdKOOXGBRYPU0wb8EZogVETeqqiQnnF6JFjeW6IqkA29TQH0pmaLAKzr8DJbzquvmFQQRGMwhbQDSTLVkECtU80w8ee5V2NTyRALO8rqpMY00p2bxqIHJhnSmiRmaI+UiRzCDqgO0hncp3zd4QamV0GmgOF8tAVUJ0adCsYu80UxVOPSxRtKoVZl4BpoUsUPopQAQbPes470Ew0ykKyFOaNzWKUg/Syoz5NcLEiajymh3SqewNM41Eh0B7ISka5gD0ayP/VB8xM9HQ0oDuZTFTT4oc5ynv0bEV3d0JkHSGL4YePhOoYRQLtaVHjDEbL9quZZORRikpHhMspxBH+8kow+qYVnH44EHXJ2Vvmsf9TOj4/GPtNBcbdbTcF75uw+Jsy99dl79tB87aM/4bz7BY5P9V8tHPODf6t9H75gz1F1134ZfP3Fla/cVHq7KZZSafieqMnB9cNRkkswXsyEg76fCkdhs73HqP95GMd6mC0KYSqWppMwlYHqZ8IH10NcmlGMhpddZLpJbF0RdYdyfMlqmowyxYiTfZoSTQtwQfMbIUdJhuj6expKRm7gvZssGmbd5khKIV2wigZPG7JXnaMPmloJxHpVUdceuIyoDwkU8vosUV5aIea1V29gWLSqaI+0hRPggTmVaB4Epj8nmf8I097oMheKvKXHhdDN2QTHNKpnN9UgeYoYFrQHTRHgdV90BZ8LFl+eqmwA7j6tmT7pg10Q56jm64AACAASURBVKhOFe0BPZ4uk8PynUA7VrgMqlNNeyB4vPIQVZAshE7pI/p6BiJKqCEqA1ETSGdO7rGR+5x/KUG3geyiQzmI5+I0VR1HxLOG7qgQRogLdCPJ/UzZYpaNyDck1/mgWptQ95LGeE90VYq6Y9mg7t0hHIxkJZanMJ3Lam9VocajDb+dXATJ6CWlZeXo8KvyWkVUv+Vw9RYwdqXUQ6XU/6GU+h2l1G8rpf69fvuRUupvKaXe738f9tuVUuovKKW+r5T6TaXU97bO9cv9/u8rpX55a/vPKKV+qz/mL6g30FX4/AT2fZTC11EMt8e+QLy9fd9rbQf4PSyTV/a/aQLZPs8twX8vH/2Vl7gO0MHuyUq2Xn/NoNnmsm9kedcWdUGs75RWPX0x2sj1hlayID+dSSG1qsQ1qXc7Uk1HOD1CX8yFvdJ1vQO9MGJCEotDTtVs7N9ULvrg687EMMw3XpxhcJ3Nh1Rw+7W4VzgYigKiUdjjXDo+jSbkKaZx0nwE1HcL2qMM3Tq088SLjsEnNS5TdGMjXPKThOZIRL+efy9ndWaoTmJ0G2hGivpA0xxGtEMJ5vWxYvyhI678JlO2uaI+UbgUXArNRFGdaaZf13gjGXJ9pFnd15Itj0C3Emizi8DVTwj8MfuWY/UgMHisGHwiQd0OA6YJ2KEck71QoKE+UcRLWL5nUQ7Kc8Xs65BeecY/EAZMOg1Eq35ymktmv7oveH925XEJBKVIppbVPcHa1xTJ+igiWXqyi456ojENuEwmQ5sprr4pHaLpwlE+KOjGog8fzRqSq1ZkE3o9eJcLo0a1UudwEwnMQjftbfWaDvfgVD6YlzPJ0IsMdTGVmsy9EynGR0bqM0CYzQkfP5YkY7smtNbt7+ULtl2V/qDjLdEdLfAfhBC+Bfw88OeUUt8G/iPgb4cQvgb87f5vgH8R+Fr/8yvAXwSZCIA/D/xR4I8Af349GfT7/MrWcX/6dRf1RoFdKTVRSv11pdTv9jPTL/x+ZqTbX+QGuGV77MPWd7Py9babMPLtYL6vyHpT4N4+fjuY78Oyb7pW2A+VbJ3/JgXHzbHqBpXHbTiml1INvVaH6i3MADG+cF6w8qG0moe26zXZtRS80hi9WAl+PluK/staMjXqzS7qRhqOehs6OisQTJaI4qJSogMeGdE8NwozLQlGOkWjy5VMDquKbhRTn2a4WKOCdHG6UYrLIqq7BfVxTLywRCuLPUjphhHLhxmrBxldoTG1FCIHP1oQLxx2oEmvAuncE9WB5lBYLNpBc6A32GpUCu48fS+CIJludilF1GQesIWiOYZ2DMqCy4PAMo0UX5WHZCaZe3sgWXV6oSkeKYqPDOmlojqF+liRTAOmBpspRj8M2EGguuMhQHopE4aySrL9BqKl4uK7ium3BetfPhC2jbBfFLoLksXfUZTnGi31VpqjmKCBADYVxg6Abj31UUzx0pNNHd4ofKwxbeDw/ZryLCYqPbrtJ38FIda0h4m8N1pJM9O8JprWdEeFyBOXHd3ZCD/KSX70EoD23kT04Jcl/t07m54Hf3IoxdSPnkr/Q9sJtLcqxfd22NsgGoPqnZfUcCC1nMVy8zl7a+MtZOwhhCchhN/oHy+A3wHuA78E/Gq/268C/1L/+JeAvxpk/BowUUrdBf4U8LdCCJchhCvgbwF/un9uHEL4u0FcRv7q1rluHG+asf8XwP8WQvgm8N3+4j/TjPTa8TpMfTeY3oSrr7fty7LXj/cxat4kc79t+77z7tn/lcxd7eGv71uR7BZhb7iGNRwDksGvg7lvOznvmuYIksGv8Xbv5UtV9/BJ02uYOzFDVk6ypg07QfUdgm23sWQLw0Iy+bZDz6uNCJiqWzBi9uxHGcr1beqxEYXGwxHZi4qoFLjADmO6USJqg06oecoHqjsJ7TimHcWkL2ryC7mP/KXFNI7s0lI9GBIihbbS5JMsBFsmQHUsWuimEf2VbqB6/rgSHnqQ7HZ5X2EqwaWTeSB/JvBGshAIJbuU97Q5FKil+4UFpulhl4mcsz4BOwjUJ578hcAvq4fQjQLNceDFLzjsMDB4pGkPoDmC2dcd8VQTlQpTQ1TLOdMLg0shvVLg5TwqBJojRTKl13oP5Bce0wXm7wiTx8cyWSTLQLJwqADlmRbO/0jjI+iGBpdqLr+RoYLw76uTCFN5fKqxw0S6dztPPGtQnac9KehOJGtOLxspsvbmIqE36IiWrbCievkHfzzedKj67FoaOCyl8Yk7JxK4kcx97aDlX14QFktJQtaJx5t4ErzJ6Iunb6jHfqKU+vWtn1/Zd0ql1JeAnwb+HnAnhPAEJPgDZ/1u94GPtw77pN922/ZP9my/dby2eKqUGgN/DPjX+otsgVYp9UvAv9Dv9qvA/wn8h2zNSMCv9dn+3fVN3jpuovTBqwH4Jpx8X/a9DyK5DTbZPm7fvrexd/Yd+5r7DP6G63qD69vALnuKp9sMmQ2+79w1K2YdpLteVW+5guNDKXhORgKd5KIJHq7mvb+lES/NtTHGmqa2qlBNz4qII0IciTxAlkijUgiS/fc4rE8itNbo6QriiPbOEOWEbeEjjS8imrOc5KrB5oYu10z+yRKfmN7MosBH4GPF/GHM5ING2u+PDHEV+gIgrM4NUQlx6UnnDptryhNp7e+GAm+Uudl0e0ZVoD1U1Bk0RxG2CKSXim4gRc6oVHQjhe4k6BKAfzSiOhP4JRiBWIIC5RX5U0X9zy9oPxkQksD4dw0uh/YdB5WW41pFMIHikaE+CYTI09x1JM8i4rmiPvXoVjD55Epx/Js9S6fnsgctENf8S0Z0aZZBKJ0rweaTOSzPI6JaVgLVscgSZNNAetXRDSIyNMncoa0mWnlcplE24GNF9rRk+d6YqDSESLpuhz9Y4vMIV0R0g0gweqMJeSLF1BBwJ2PMi5ms7oaFmH/EEWa6JJwdyypxPJLPn/OSGB8eiNSEMYSqRt87F9mCqkLlw16N9AYo9vcz3rx4+jKE8LO37aCUGgL/PfDvhxDmt8Dg+54Iv4/tt443ydjfA14A/7VS6h8opf6yUmrAZ5+Rbh+72fWbQB37IJt9227DzLef3w2sr9t3+/X2XeP26+2DaHau+1P2eLv3tLMqeCX7D9eCYa+wbHauRWRR1UYzPViLHhSy7F0XPK2Tn65vJDo7QmWpFL+evNj4kYZIS0Z+Jt6aoQ/2IY9l30i0tENspOCm1EYmNhhpT2/OR8QXpVjCNU6kdUtLMmsxq5Zk2jL+YcXivQEuEzhorZ6YTh3Dp5blfYELXIqoLI4kM41KGDzriEqPciLoZQdSfExmwqSR9n1532yh8CYQosDxP3IkU6ExDh4r+PoK/70FugObB6IV2AHU5xafBtpDR0Aya9MIN72dBOwHQ3zqGX3fUN4LtOPAVx4+R1l5bd3KMfWZBy2rA700dONAehVIphqfBHQDIYLVPU19rEhngpOHvmiqOwhKUbyQe7W5QrlAOhcIKlkJDq88PUUUyjvJ5nHQkMwd7YF035rGy2R5f4iPwA4MpvKklxY3TOjGCeVZgmkkWzdTMeRoj7ONcmYYFtjzCXq2RM9LVNVsjLPXOvwk8llRiei5h7La9EngnDTEgdSB2vba0estjLclKaCUipGg/tdCCP9Dv/lZD6PQ/37eb/8EeLh1+APg8Wu2P9iz/dbxJoE9Ar4H/MUQwk8DK65hl33jjWYYpdSvrJc2Hf0/+aZM96YgvW8y2LziLTP7btDb9/uma9kJlptseB+mvy+I31IEfoWuuHNf26yZ61NeQy9r7H1zjjXFcctNadOgZAwqFysyNRpKe3dvghAikeMNWkngrhrpGAXpGD2ebByOlPWbL2roGTB4jysiQp6wERDzoJYVqmpRjcMNU3xssKOU9KNLudVIConxXJpogtHYSY5PDN0oJqo8yUWNSw1x5aWBptB0vQRuN9SkMwmMLpbCoctg+pWYbqhZ3o14+VMxLoXVO4HmGKpzgSxAAuHiq47spUJ3iquvG1wGzaGiOg10VUzzeEC8EKw9f+mJVjD57Yhkqik+iUBLkVQ56Iae9l6HtpA/jnAp2CLgE7hYFfgk0E0c1UMr1MxHfQCv1aYGMP22BGw3saggKwKXIFBLJO+rS2H+NZFPiMvA4oGRfRXkl4HLb0WU5wpvFOlcsn3dSdFUICpNsvAsHkbM3403DKHqVOoayazDpQrTeClcd55oXmNqR3ZhaSZi5i3mKBbTefR0RXNXZJvNvJYO1BDw607Uy+lmW1isRM55WBCaZmPEopQSzrsxG2s9FYv36lsbb4cVo4D/CvidEMJ/vvXU/wSsmS2/DPyPW9v/bF+L/Hlg1ifGfxP4RaXUYV+v/EXgb/bPLZRSP9+/1p/dOteN400C+yfAJyGEv9f//deRQP9ZZ6RXRgjhvwwh/GwI4WdjbhH2uS3b3Ze17+LvN+HX+3D6m7LxW8anOkY/S3a/fryNwa+D8PYEEPynOfFb+9/ohdo/t6Y5Cm/dXMv19j6nhIDqRbpUI8JfgHSJ9oYXgEwE3bWDfHc6ENxzDckohTseYlYiySveo2IAgTF0d8f4IhYaY6SIryrsnQOh13ViQhEiRbyydCN5zXjRgkKkZ48zTOMojw22EIhm/iXD6q7g6irA9CsCMWkL3UARr6A60TSHiuEnXoqeFtIrCcA+kawsXgWyJwKHtAceOwh0B5523NMYnyYoJ4EUBdOvaXwM029b3DdXVN+sSa4EIgkGwp0Gak173tGcyHnCyBKViqtnYzCB5Lgmmksg9glEK02IA+ffeU48Vwx/pGmOA3oR0R57gpaia3kuhVo7AFOB7iRzbw4lY09mAZdL8TS9DGQvA81YCqy6rz2uO22L5452pNGtrB7KE5FN0Ba0C5TnKcXz/iClaCcx1b0hPpHPQDIT+7/VN8+wRwPilyXt/Qk+0aIKWbcQGZH2fXaBzyJ4cC5JQtNKMX8gtNqNNnsIAt+0nfROjIciUNd119n8H3S8aVB/fcb+zwL/KvDHlVL/sP/5M8B/BvxJpdT7wJ/s/wb4G8AHwPeBvwT82/09XwL/KfD3+5//pN8G8G8Bf7k/5gfA//q6i3otxh5CeKqU+lgp9Y0Qwj8B/gTwj/ufX+4veHdG+neUUv8NQt2ZfSZ8fTebvS373X1+Xya8D8q5Db/ed+xtuP5NePi+6+j3UX0m/al72b0HpV/ZdxtT3+asb2f6n2LMrDOeNS6vlNAa18bEpRhjoLXg5k0rgb4N0igyLDb4ucpSOZ9WvciWEjXGdWehki5FO84wvROOXjV0gwIOcnABs2oJOgUNbpSinCee1TTnA1xR0I4MUelJ1tzq85xuoBk8ali8mxJ0Qn4pLJuo9ox/JBi6SzTJ3FJPYqI6UJ5pBk89Ue0JymCawOKhZvIDT3UuXaH5M0VzBGolQdEOAuMfwsXPeMxFRDJT6Bbm37CkJxX2Mqe6owRGUbB64MmfRLSTFm0C5bsWZRXRUhP/MKM9kNTZjy3xLIFW03ypgcqAU3RNRPbegsW4ILkw2HsNeMWqSfAJzL/TMng/weWK5tjhE7CFJzbSUast2AJcEvCRYP/LB5pkGqhPPfFS0w0FZgkKog+kyCraNprihcdHmi5XaCec+oMfddhMY5qASzQoqA8jxj9Y4gYiC1y8qPGx1CZcajCrDp8azKJh+dUDio9W2KJAWY87GkoxvUjhYIheNjCdi7xAlsrKr2oEjhmNrgN3I7g99GqP265cb2Eo9kMLn3WEEP7vW071J/bsH4A/d8O5/grwV/Zs/3XgO5/lut608/TfBf6aUipBZpt/Hcn2/1ul1L8BfAT8y/2+fwP4M8jsUvb7vtl4HWa+S098HU6+7/jd86/3uQlnvw2S2bfvTdd1Q8F0E6z33UO/70Zf3e1MCq9cztohyW0eCzOmb0xaN4k6jzK9r2oI6KNDNup8SglbITIbGVrlnLAdtEbNFmKCALjDAfG0JgwyVNnIJJGngssbRXNakL4osRPhSOtS7NpcHmNq0ToPSqE7hy8EAtCtRbcen2iBZhD52uJpS32a0BVKpG1DwKUizKUdzB9GZNOAS+V3eaKJKnmPqiPD/D0Yfgz5i8D8S5rx+4HyLhuMOxj5SaeKy+86ig9FaGv5nsjgpi8N4Viux520JI8TXBZQTtEce+lSDRBNpZmqO+uIXsbo0xqtvTTuDiOiqcEeB3SjCUct6iLBxo74oKElJU4sp5MlrY3gYQV1hKmhOveMPjCs7nt0p2jP+/OvFN1BIF4qlt9qKd5PNnTN7LmmPA/kz6Wm0ByCtqJ/gxdaZ1dcc92TpcfHmtVZRNTIRDF43OETjYrh5XdHpItAMncCow0iCIFoZdGdY/UgI3kRGPxwTkhj8sfizqRfioBXSHpbPKNxXz4n+tEz+Tz2Co+qs7L6s5YwGgj857wkEVUtK0ylro3Z38L4/72kQAjhHwL7qsKfaUZ67biNXbIPctkHzbxJVv0mmPi+69jdZ1+RdE9wvu38e/1Nb9lnY0btr+9/oxeznh/WuH/wqCjeGG6oWMS+QttBAiqO8LM5+mgicr39cEdDdOvAepRzov2CLJEFvw/oZYMfZZKNxRFukGGuFrjDkRg2rypU4zAuiE/psPc57WV5fWIEs513uFGKLQzZosEWEcoGVCtZefayo7yToF1g9IkYXbhYEdU99BMr4lJgB5DgNXpkKU8MzVhR3lNkL2F1D4qngWQWqE+F4mhzUJ3IBaCgeOZxqaEbCeQx+n5EN5KMODhN+lxUJbv7Ldn3xfNUecWXv/uM95+c4Yae+EqT/yCh/npNKCN8YyjuLunSQJhYxscr5lGBMQGfBEzkOR0v+eTFGc4aLuYDmlVCOmhxRrN81+MnHWUjjk5u5CSLzwS+CTrQHgXi5zHtQSCqFXXPhbfDQPShZOJRCdOviuxwvJTu1vpE4CndweqOkWx+KNo7Ueel5rG0KB/wUUo7kGJydSeheFTj8ghTW9pJyvDjSgTQigRdW+lCtZ5wOpHaSi/z7IsEvWwJxxPUdAG9eXaII4FjdC8Q1zRSsK8bYc/UtWDsq/LT39Hf73hzVswfuvEmGPuPZ9xUCH2TYult2PjuBHAD9fEVRso+vH57/zfB0Xf3vSnz3x3rY24psu7a6onl3RZbYOv9WQuFyd99F6rRG+qYShNCEgvdse0IVU305Eo8RKMec48jWT6PRMlRlsigarvhsZvLuWT2pg+wi5r6/hBVtZh5TXuQbDw1m2OR89XW47OI+jQjnnfUZwX1SSy0ukHE8p2M5lCMKAhCb9Q2UB1v4cA2MH9POkWDln0WDyJhuMS9dG4qTUAukb8Hj0WVMaqgOQy0E7GwWzzUNIceUyuiStFMAjaTIG8XMd17Nfq9JdmwweXy+vVdy+89OcM7heoU3ZEHBdGTFKwmmIC1muypQSeOJHLoacwvffP/gVGH1p6PPzwBBXdPZpyMV+AVzTLl3p0p2QuNuYgZfusK5RTppGb11Rb3zSVBB4rHmuyJwaV94TgFnwqPHg/NgaK8GwhGZILjBeg2UJ0qaWQClA9kV575u5rRJ5ZuIO9jUIrlvQQ85M9bipeOeNpI1p4amaSdREddddhJhplVIiXQSnBXrRV9mKqRxreyFWgPpEfCB9Ep6qw0t01nYnC+dv46PBA/3V6B9KZa0+9rvB2M/XM5Pj+BHfZnw7vwy+7+NwS/2wLshjWyHQD3Yd5ves7b9r+pXrDLrtnHhoFXdWP659ZZu/wZJBPvZQhe0YtZHx/8pxs71oXT/kvFubSAqyIXSMV54Z33WtucHctSeDgQL8wiJaSmd1EKvcyAQ7V9hlekpJcNaIVPY5KZmDSYWUUwSKPMQSJ63yA6MkYRrzz1UYS2geJZh83FJUiFnp7YD5cKu6MbKPKnATtQJKtAXAbSqd9I6gYTyC6EXWIa4Xa3I0Uw0BwHhh+By6SbU3nIn2uCATvwtPc7EbxqFfFlRLhMyNOO6jJHN3IOPew4GJUMRzU+7yeuE5kcju5POX14Rfu0IP7ZK/LfzrmaDUgerPif3/8OoTK8e3TFu196QXKn5NEHJ7wzusJkDjw8+d0zqvsOd+A4Ga5waaBrI2g19kVOiKEbQ33HEc/1ZhWy5tgXT+ReVI/Fz78sf68eSNdtdhGwqcKlisVDzfhDz/S9GB9J0PeJpj7SYkwyimhHGlfENBORHOgGEb6IRa99KE5WwRgR/1LSqUoIG7cl1TnUbCkuTCB0WCCsC6mLEj0ebeo5oTfvCMMCvyrFLyBJbv/Ovel4Q6rjH1Zp389PYL8Jm14/vok6uB3ctzP5fYyYDW4d3iwwb1/bDqSyl4mi9gh4bV/bbqBfnxte8UB99enw6r67ARtEtXEN1awz9P4aldm6z/VzWvcaHAaSGP/iQpbFfefo+gvnBkJZVHUj1MelCHSFHufUywY/zvHjHHsy6iEZMbJWaxs9QLfSeKSqFns0ILlqRY8kgCk74qWlG6fiL3rZkj/vaA8iXKYZPmrFFWigiWqPN+q6KzCIvK5pAQ/VsaI+VEJdfFeRzAPFE+F7p71TkQq9eFc/yrtyrBV1BeGpF4H8sQErxVOfeQgQUs/02Yjh6Yr6rqU5doRpwtXVkG+cCCksOS1RncJHgcvnY37y+Amm1Cw+HlN+s0F9knEwqCAovvvNj7iqc4z2OGtQXvFbz+9SDIS7Xbw7J7nUYBXf//45IfF89e4L0pMKRhaXCYMnRGHDmFFert800tS0Zv20B56gIV4GDt4HO1B0Q4XL5f1yucgdaCcyC8VzoTJmVx4fy+rHRwpTduTPW0xtSS8bpl/L8UaapOJZTchjfBYTlCJatuKf2jkprredaMms6k1jEmUFB0PpjbBWiqRpQliVhOUKv1yhmq6X8a3FmONtjS8y9h/D2AeZ7G7fDeDrbfvGTcXM3X22f992bTvX8YrG+iun3PNJ2IZWdv/e3bZzvbvaMuuJ4xVZ33670kow9V4QLPQa64TrYunaog6Q386jDyeCu687SkFEuFatcMkPh+ir5bXe+mKFL2JCFqM6h480pmzxRYJZNLjs2uXID1JR/Fs0dKdDdClsB1N7dCtysbqW5bWPFKv74k2azCw+Ej0T5UWZsD40BE1vDSfUwnqisbl0WuYXvYFGkHb69kBRHwv8Up5rbKFE6rYBnwThm48D2irqb1VU58IHdyct9ZknvozQVhGdVth7LcQBvTLkSUdyVBOGVoJqGfGiGvKL3/stlILzn3xGe7dDmcDf+eFXGH37kui04s6dKfk3plwtCo4nSz6aTTgtVnzw/XPcyxR10KJUINIerOZ4UNI8bFGdcPz1qOP3fnhO98kAlhG6UURLRfoion3QojupHaSXmqiS96E+8ZhKUTzR5M8CLlNMvykQlKkk0LtEMXgUNho4BLj6asLqXITO7MBge9nh5jTDlB3dKMEOY9K52PKZ2gpd1SjaowwiMdkOSSQYuhHJAVXWAgeuKoHxslQokW1HOJ7I568TLX99dCgQTClBXmXZ2/M85YuM/ccz9hU+Xxdw91EKdx/v+30TO2b7vPt+9sE++yabm679pvvZfY2tba9ARPuudytT3z7ulQmg12LfXsaG0LNonFjUqV5WNaQiAaBK8R+Nns3E8GKY9zRHD2lC9GKBTyPa42JTENVlixul6MahW4fLhTnhiwRcEDekRuR75+9IMTBoRXuYSPH0ouvFrRT1cYxLNdHKYtqA60sIUSNZqUsVzVjuPbv0XH0nsLyrKc9FnTG9ksBVvdNRncHyHU8wEK8ErnAJxHNFtBDYIf3dnGSqWH3ZgVeE45buyNIcetzTgtBqlA6oswbrNF0TkX6UyiQy6vjwyTG//uwhIcCjR0cUkwqWEfZ5ztlwydG4JIssx4OSrokYJi2zecE3Rs/4hZ98n3/u534H80nGapHx4GCGKizWa+i0BOxpRLhKmJwuMXcrTCmCaa4INPdb0o8TfBywOdTnjvx5EG76aY1yELRAMMsHgeKxIlopfAKru8KJV05oo81EkV1JkD/4ofDKm7EW6eNlwGaa+k5OfFWTXFTEc0tUdjIBt5ZuGBMvOtrDFD2vZKVmHX6Yizrk2YGsAHu5X0IgjAfixjXvtWOANYNmo200KGTFOdxabv0Bx2fQivlDNz4/gR1uh1NuKYJuCp+7AXb779uoi2vcfXe/9dP79NHX++5e602Txk2MndsmhH2BfAeXX1/bhhK5m8nra2XHbU1rZcxGvhejJZj7cF3YMho3lOxIryp8lmyCfoglc9d1b4rhAqruwAfpSlx1tEc58WW9kRRo7g2J5x3dUUE3Thh/1OJSQ3OcEa8s8cpK9+TCyjK+Es3z5cOMeOHEQs5DO9DEq0DQULxwoODyJxTZM7Gga44EO07mgfYA0icyI6RXmq6A0BOY45WiOQ6ECLqRJ51CehnQpUanjrCKSA4aojsl0UphZhHKeA7GKxb/+AhmMe2xQ+WO8CJF6YB1hj/+5fe5d/+S8mVBtNCo44ZpnfOvvPv3eT4f8uGjE46PljxfDPFVxP/+0Tf5ZDnhg9kJv/Snfo1wmfLbH9/ln/nSx1ivObk3wxUef9rCuKNqYvK8xR5YurGjeKTRmaP7co2PJchHC40Voyqi7+fUpx6fSCPT6EeiiXPwQ4/r90lmomRZHRuGjx3tWGik1bGhPNF0Q0U70Iw/6ghGahs+i2iPc+JlJwVR67GTnHjeEl2VpE+X0qxWdaITFAK6bFCNkwL8/VOZ8HvbRXUwliKp0RsZAawTb9TxCDUeiU7M2/I8fXsNSp/L8fkK7NuBbzdo7u6zFUg/BX/sC7g3BcmtIuTea1nDLjdl6/uO2crAt1v+d1/zle070Mw2Tn7j2JrY9um9r+V7ASlG9ZKnKkkkw++DfJjOBGap6o3WOoC5EkEmezoW8aYiJSyX8mXsrLAcaimYAoQ0EmpjZemTSwAAIABJREFUFgm+mgocY4uY7JF4a7oiwseyTI9WlqgS79NuIN6l8bylGyhcJrZ1BFjdi1Ee4lXv9HOssal0W0ZVYPCIvlgq0ATAxXcElvBx6HVhAt0osHxX8PL63EpG+5UlIRFpgfKu4uD7YD7KUK2mvcjwHw+490ceE0wg+iijahLssSW7uyLkDhYRykGWt0TGcRSvePL+KarVnP30M4pBw3SZ89998j1+4s5TotRy8cEhP3v+Mf/mH/2/WMxy3hldYb3m7zz9CiH13D+d8g++/y7fOnomxdajmtBp0qKjLWXVNTxboQrH4tst6e/mPLxzRUg98aCjGzuufsphi0A3DPiJBS/1g+pcsXgXVufSOStMGkU7EkmC+kgCubZSiA4GBk8d+UtLN5RVlS00zUmKN4rmMKW6LxRXU3b4PBJK42yFuSqp7xR0x4NNF7Iua4FUnrzEvBCPO7USNVA/XwhTazwSN69ODDbCdC6fr7L83EkKfF7H5yew78t4d4uf2+OmTH69bXefz/q6ryl2furxvvNuY/E72z8V3Hdea7urdDfAb4t9bbJ0epx9C4JZwzNr/roymtBZeayUKDwmsejGdJ08tgLNhCLts+0Is2zwBwOwHk6ONrIC3VgojG6Y4osU5YTfrltLN07wsXS9+ljhRikYRfp0SVRZlA00xzHNYYyygWTW0Y41zXEGQQp56yYk0wQGTztsrns99UBcBcpTg3aIQ1ErBdCognasKJ5Jhp9eib0dAeKFIsRCC4wvDXYQcB8MUVYx/ylZqTQTOe7kqxcQBfSDko+eHQHQDQNaB07uSkCKLmJCHHAHlqZOCEHR+IjhwznKKR4/m7C8LMjTjp87+ZCLesD9kylf+4lHaBX4S3/3j1GMGl7WA+ZlxiBpObw346rMiTJL5w1fOX+B1gF0oOsMSdEyfzrCWsPXHj6DoKjea/no6RFosC8yMIH0pRHHpjigFhHVey3VfWHbqNAzZ4BkLoyZ9UjmgfGHDtMEmrG8d0EhjKbKM3svoRlpTCN6PfGiI6od9d2C+k4h9McQ6B4cbyz1dCuTv15WhDjC3j8W6myREdKEMBmJgmMcyXegqgWeKStIUxEKKytJSMLbibSKLzD2H8/YF4R3s+1daGaXFbN7vt0Av/t4N1vedx37tt82qexbHWzDIrvb33DyWbNmXhH12hnrQL/7GqGzAscYI0vbQQFxjG+angUTyZdmJV6UaIVqrIh6ASGJRJ2vL66GRCQJ4ssaO0pEF6ToQfC+MJs+X9Ee9Boz64lIK7rjQrRkAGUFerGFIRjF5DenmKZfQWkxfB593NAOpRPVxeKDGoyinoiptPKBk9+Ubst0GogqgVdMHYhXYm4RL9l0l2bPDbYQDrofOMI7FXhIP4k327VVXPzeMffeuQAV8K0hvdSEwlF9OOK4WBFHjp/8+e8TT2p05sjylqvHB/zG5UMWFwP82KIuE8bHK1pr+Lg65E6+YNUmHGYlk7jk3S+/oK4SPnh2wjtHV/zHX/5fOB2sqKuEB6dXTNuceZsyGZagA24RYz8egA58+eSCH/zGQ/TKoBYR6mWCmRmiUhNNI5RXRKUSds+kJXkck1xokplIKSgnSpPLB1IwdXmgnijKOxpCr68zUYw+Ep13n6yDudQ4mgNDexATYo3qPPHK4jJNN4qxo1QkDzpH9rwUHaDOiQz0quL/Ze/NYiTbsvO8b+99xhgycqisujXdoe/te8nmoDZJURRhCjZJyRRgS34gBPtFfCBAwDZgwNKLnyzAfrEBAzL0YkCWCUsvgqEBoAzLpmlRgE2LpNkim82e7ly35hxjjjPtwQ/rRGRkVGRVkV1udBN3A4nMOFOciIxYe+1//ev/Q6Th9FxUHtvmN3wQOAYEcjkZivyFbT+7dSNdqq9Q3fHzjP27MbZh11cF4ecdtzk2A/wLMO5neOPPu/62620E+/VgfolJs8mKWZ576VIXJhzrsMrmPayrPK7f/+qcIDZ5wVrxkZzNCXWN7vckGyrEEUllmVAdvbBn/KArjSOxwe11WQp9LaUHAKJpLcXSSpgM9prwkIu7fZKpGE3nT+bo0hKNKnTlcHmMCsJyQUuQCVqxeGuHZse0CoTyGorDmP6jhvn1SCRoG+maXAV6D/HcMbujBGPfVezc8/hYss+gpX0+P1E0O554IgFeN4r4LMKNE6KFot71YiLddpoqq3h87xr/9hc+JOnWRAWo2MNhxcPRLknk+ObT12jmibwdcYMuNaWNuH37HJ04/sKf/wY3dyb084rf/+x1frj/mJ+/9T7/71fe5dfe/1Gejvq4wnCwO+PReMDf/OYvUnvDz77zPifTHrtJgfMarQLdQYleGLpvj/mzX/qExhvyd8aiATMXPZr87QnN9WYFNZWvWRZ3LQRFOlJkJ4rZW5560H4+AtiBo7wGvc9AO0iHIjUQlKL71JOd21b8TDO/GZPMPN0nNaYOpOcVTU847XjoPFpQHkhHcXw0QZUWPZVGN5Z9EZ2M6HgCNw4Jk5n44y5K1O6OHNNa36lujhrsiOlGU6PSRCiPr0ovJiA1pZf4+X4c3zuBfX1sy9o3YZnNzH0z4G+bCLbBOxsZ+SU8fRtk8ryxZQJ4Bp/fdt0t5y1x80vslrX7WAVzdSHXS/CX2DHr2XtwfiUAppJEZFGLC5NqlcQrqtlSclcVNb6T4mONLq1w3rvppW5TQHxJXcDtZFJMtX5NFkATlML2Epr9rJUDVpKla1o1RMHUxYDZ0zmV96PcVWRnAtukE4/NxfmHAPmpZJLz65r5jYjuY2k+Uh5Gb8v/qekKlDC7raj2Aum5lk+8EspjUEAUqA8tIQlEcyVQhQN30GD6Df/yky9SL2LKn5gTP0iIP8lQKjCe5igFN26OcJOY8aQrjUzac6s3RuvA7zx4k0+OD4i053B/wm8c/QD/+4Mf5Md+7CN+4NYR9UmHw5tjOnFDElmKKuHR793iNz96j6Yx/PbHb/HO7imPH+3TNAYOK8o/2uUrH7/Bo+GA2SiHQYPLAvm9hPn9HQ5vjLH7luTEQBTIn0Tok4Tp21a02xtFPQiiBPlEkT2N6N+TVU527in3FXEhtnsuVpQHEbObhmjhxKCkqymux8Qzh+3FdD6diB77rEY1jt1vzxDOvxiR+26GHi+wB72V2TVaVoXhjZtSdDdGCvLLbLyqJImwdmXvGBaCw7/KjP1zKOa7ObbBE1cVKZ9D/9t63eX+bQyVl2HCvKh4+pzt6zIAV8JHa8+xDORbefHP2b71HtaamYCVi9Lyy6OylFA3ArEsneAjI56UzmEm8kULSmFOJ9J0Ml0QspRmV/juRBpdNJhJKQ0pQRqTlPUsXm+9VY2SVnQr924aybx1E0hPS7GuKxx1T9N0RYJWO0+1H1EcaKqBEqu3WWiX+oH+QycSvb3W31NBfhpEDMuLpZ220H0oBhl1X/xEi+se1/GoUqNKw7U7IwY/dUww0pKfPoxxheG1vSl3b51jTzP82wX+3Tmz8w5fvvuQJLacj7uo3KG1xx7WPB31uZWP+Ztf/g32+3OMCdzqjTkbd0m04wt7Z3w23ueDo0Py12YY7YmUZyerePPgnPBmwcHujDsHI3723Q+4P93j2o0JzWmO0oHwxTlJ3qB1IO3WxHmDzzzF2xUh9Zx8todKPPU1B0Yke/MjRXYcMf+Jgp2PIZ4pOk8Dyop+zvhdkRBoOlookNc1yVgKysU1zeHvT2l6hnjusakiP25kIlZQ3u5RHUiwdb1U6Ku7Cc1hBz0v0WWNH3Qwixo9WUgdZ1FK/8TTswvZ6MlMYEDnUZ1cCvimNbsOXgL8Uqn0VY3PoZjvwtiEJzZhlm0QzPrfm7DINqrjepa+ef2NlcAlxcVtE822wupzMvpn/ErXA+0mfHLVa7x8wWfwdBXFz9zXqoDaWuGJCFiNzjPB3ltjA0CKopGRJXMiWLrvJITWozRkkXSVzgqhsNUNuvYE1eqQay2OS96TPZriOgnNICGaO2w3wqWaeCJFStpbrPsGl2mKmzl1X3DbeOGJF0t99UzUB6fSUGQzxfymRjvRfpnfNNhcIISoEB2Y4poE+eKawhRiFzd7XQqpzcCDgu5DTXpq2P2mhr2a4bjL8UcH2J4nPRO5ANOxHI36PHyyLwXRezm39ifQaL7+9CaLb++ijefg2pRmlnD31jm/8Pa3OC77/JMnP0YvrinPM7768DZpajkvOnz1wR26Sc1Ot8Q5jXWGW90xkzLlwWgXO405Oe+TGsvvH9/mC4NT8ZkoFP48JY4du72CNG5o6oh6loAJxJlk6Wa35vr1MeiATh1NTzG/6ylfr0m+lQtdsYZqX62MRJKhovvEiRn3uQiIxUXA1LBz3zJ+t0dUeuK5p3NiKQ5FvjdEinhmyR8XmNEMQqC6lkmdJCBWecagxwtU43AHfbAOd7gr5ixNI/pBZbVKNEI3l4Be1ZJ05BnECbTF/efCrn/M8XnG/t0YVxUpt9EEn1dgfQmmympswixXZfDbJpstK4ZLxtTLx9tG8Jfw78u7wuXXxZZg3z7/pVVFG+gvYfEt/h4aK4bWIBBM+7fudSUDcg4ViQO8Gk5Ek916iAxmXAhPuWj57b3WFCGJcfs9RHEwpTrMVr6WvpfR7HeY30rRtceUjqh0JMOaek+48S7XZGeW7FwojT5WKB8wpSOeeYp9TbWj6T1qyE5r0rEjmYaVHkpQUlztPbL0H1ihK96STB4k6HefiBWeriEZSyNSPNbg21Z7B+N3A3m3dbPW0L2vmb9Xi13cUUY9TfgrP/KH1HVEs+eY/pObKKcIQaHenBOC4uzjfVSt2c0KUm35a9d/j48fXOezsz3eeOsEZw1VGZNElndvHjMpU5xX1EXMoooZVh2SyDE76tG/MSNYzemiy/C8x1ePblM1MTvvDtl7Y0jxuMfxRweUdYzWgd7+gvgswp5m6Eah7+WcnPdJTiMGv5VJ89W5Jv8koXi7YvZ6oNoLdI48PoJoATv3PdPXzcrUe2kVmE48NtN0njYi96ukaJqfNJhCJnQzr3HdmNkP3yDEmuxoQdAiFYFSq2TB57Gs3t7exzw5lSB9/UCgurpG9btweg5HJ5LFL79DsQRz1euK0XWeb/9O/UnG5xn7d3FsK3RuBvRt2fzzIJyrKJHbrncV02Wd2bKlALvikq9db12s69J1liyX9j7Wz7s0Gag1w+qN17N6vo3XvL4yuMRjN0Ys8EKQQqpz0tlX14T5Aj+ZQmTEuSZNUJUYZoTY4NNYGA3Wo0czfDeHusEcjzGFRZeW/NFczKbnBXpWoitLftqI/K9R6MoRIi2BflaTjC2z27FovgeICk9UBmzPEBT0njriRaDai3C5aYt3mmzo2P1IOiRdLMG93DfEi0D+VEkGOpUCq+2IzKxpQHnRNa+uOdKx2MvVe554qige99jpFQzujpn+eCmWc1kguTMn6df8+ic/SJoIV39xQ6H3Kn767qdkmUAi5rCEXsO3fvct/tlHP8J/8Y1/j7funBBFnke/f5MwSmiKmEWV8GC0y1+4/TF/5fWvE2eWyHi++eQGbw/OiAcV1hrUKOb0owOuH074a1/4A3Y7BXcGY+ZFKhOTgcVxl92dBYtPd2hea0jODeXtBlOJhIKuRU4haJElrvY9nQ9TabaqYfq6fC7iaWB2W5q7TC11ip0HFpsqij2BW1yq6RzXlHuGdOLwscYnmnhuKW52Se+dkT+eYxYWn0Rkj6foShrNmsMeKIWelqja0v3mU9zd6wK7nJyL2FyWXdR6+n358FZi3EISy2pTaVSW4mdzXsl4yWz984z9VY2rsvJtBcdtgf9lcO+rsvqrJoK1c58J1u3+1fb1e92Eh9bv74r72To5bMvst9Aa5bLqcsF13Rd1eWhoNWTqZtWspLJ0pRUTIg2RITqfC+NBI0E+aieJqgat8Qc7osGdRfI7EYGx5qArzIjzcmXY4TIxr7C5gUggmagU1oqpHMl5TbRwNLnw1G2qaHIxWvaxeG72Hjkmb0a4uA3UN0SYKjt3eKNoelAPYHZXVB+brui2lweKpgumEAzedhAt8s+kGBviwPCsx/SDPXl9C0PoOH7wxlPcww7lJGVy1kV1LdV1R3CKb5y/hnMa5xTuPMXEnus/ekR5lvP67ogHJ3skkcXuWcSZRJElDYt5yldOXucfffxvUE8TpuOcX/6h3+ZfffgF3rp+RnnUxfcsDBqOjgb8j7/9Mzx6cMA37t/E3euhrSI9MqjccXq8Q/r6DD2JiOfQ+1gom34eUw88zU6gvO5peoH+PU29K01ayVjReSLvfTBtcL+jsKkiOxO2UjLz9J5ayj1NcS1icT2h7glbxlRiY+hjyeKbm7voRb16XL3WlzpL40geDVFFhe9mogljDHo4E4/ULJPGpNFYsvE0WbklqcEORBH+fERYFIRp27xkXk3IUvC5pMB3ZVyVla+P50Ely3OuyuK3BeqrIJyraIybsM+2+9w2yVx1H88rEr+IkbOWia+vItZt9FZaMKunE5bNCm8PMhmpLJXjIiPm1WUjmHqeEJTQEePzBbpoRMiprOWLOSukVby0wmd2Ab/TIZpWIgCWRehKWC3KidiXdgGXRQQF6dBhWsXG8kZK05OMcOlf6jJhttR9Ix2qRtE5cpgGMYB+KgXScs/gUnkczaH3QOFj8TF1CSgrsEu0kGy26UJ5EIgWgXja6sePYkIUiB6n6EaRHEV84/9+h/47I77wxjFJr2Z3dw47Db6MOLq/T1Um2JMctVvjasPJ798AFfjk9IC/9+f+Pm/unvPjX/qUoAI//gOfEoIiSS3Hox6LJz1euz2kPyj4Bx/8JLdujHgy7Us3qwkk9xPUNOLG3SF/46f/DzhJ+fM/8w3KuzVouPXakP7+nLqK2Xlr1GrBOPSbc7KDgmghlNGdDzX9+1Jozp8qTCkwVnFDkY4FY08ngcFHAdMEkrlnelfYRWdfiumcSNdpOrTc+K2hfBbGJfn9KTYXMbd6N8F3EqJRAUqRPhjiuyLr7HZ7UJSY4VSy9FZVNMwLgWOcQ71xG6JIeOqdjDCbEabTtrAvBtgqSwVnf5VjqUD6op/vw/HqfKa+07EZNDfZI5u/N7c9DztvMe2V8fQVGPmlc68qjG67z81jtr22zb837v8SlHPV2DLhXIJe1iz0AJSR/TpL8UWBMgZfVugsRUURKk3aBiUl2RBIIaubi5F1JnxzbxSqQVT3VJv9WwdxhC4a6oMO8bTGdiNMIV8+20tIj2YC5SSaeFRS72WyAggB209QAYIGlxmS8dIuD0zpyI/B1BHZccXiVka1G9N9WDJ+OxdDaWB+WxHPFDYXaCVeBBa3ArpW+CxgalF+1HUQ44y9QHZiKN6sye8lFDdE5TCaGMmsrcLcLMm/0sP2RIZg/q09xjc7BK9oipjQaPTcsP/OOeNpzo0vnnA+7RL3LOm1KZU1vHtwwv86/jLjOud83kHvNJwWPY7u7fPn/sxH3M5GnLzR43fvv0nylR7ljxY8rWL+3fe+zr29Az46u0adN4R5wumwzz8yP4a6UfFHx7eIj2PKG5anZwP0ZxmhExjVmp6F7MgQznvoCpoDj+t5okVE05NJTVvITpf+psj/QinqbktxTBTKeQ6/Zmk6mv59T9BKOksPYqq9AclE+hDcXoapAsnpHNdLcZ0EXTRExxNCN8OlhmgqPRArs+r2c6NsQdgfwEQUQ9VYfoeylM+j0tKJmmUS3NNEakStmN2rGt+vMMvLjO+tjH09aF+VrW6DN17EUFFb9F7Wn2cz2G4ppG4VCVu/xlVF0ysYLc8L0FcdozZoi5vPdclgQ6uVuUao69X2ZVAXow2/6j5dLXGNad1sYoLWuG6COZ/hO4nIDThHSGNCKrS1oDXJeYEqGkzlJGA3rnUvkteUnMwFn7fS8GF7MenDsUgLeIgKh5k3IhUws9KpqoQBM3wvx2Zivry4mZKfCZUynQR2PvUoB7sfykzWdBU7H4vUrGoU89tCbwQJZMlU0fQDvW8nKCvYc/dRa7CxV/Dee4/od0uan5zK+xaB7XuC1ah5RKg0qtD4rmP+O9fwQfH4wQFxbCmLhNP7u9zsT/nW8Q2+en6HflzxM7c/5vrBhPvfvoHqWW5nI3735E1+6/d+EIDZezUm8uztLPjnH/wQ33xyg/nTLt5r9CSi2y15cjbAjWOypMG/UZCcGfxpCgrCbkP8JMH2oPqBgmrPi4bOQqHLJY7eNnJNRQ/GdqDpi4pmNBfXpcV1TX5imd0yzG8Y0pElmTnSsWP8ptAYlQdTeXxqSM5K8gcTijt9XBYRTStRZ+xmqHlJfCaep+Z00tIUvUAxrfdpyFspgbIkzOeyrZXrVZ0cfes1CfTBE8pSJDCy9IKO+52Oly2cfp8G/++dwL4tq72qKLpZ5LwKvrmqaLr8/SIcf21cwtA34ZbNIL2Of28ptG67n1Xn6JJZsyX7fyZwt9vWz11BM0up3jX1x2XRdnl/oapkvzGiyeFDS3e0YoawfN7ICEbuvXSctmYdIU9Rrb673c1IHk+IzxaESIuS44F0q4akhX6MwuYGZT1+J6fajbEdoTs2uynJsKIexDT9iPlrMUFBMg/kZ5ZkJlDB4roRY4hYUQ00LoNyT9M59aQjT1QEdt8PpEOxt0tH8rw7nwpvOzsVmKY89JTXAsX1wLWvBup7Pe7/5hsMP9ujLmJcGsTrNPKoyHP9C2eQeNix6JlY0blRwu71KZH2OKdFL/39WxSzlFmTkEUN/8vX/gy9pObdH37I3t6MX3v/R9lJS/7NP/stosihSoN/lPNv3foQVMA78SV1owSfecoqJk4sP//j32A47eBPMurrlmihaA4bVORpDqXLNPtmTv8TjbJQD4QeWl4TT9NoDp0Tj4sFokmG8pnpPZaJcu+DhqZvaPpSmxi/FZOelDL5Bug8qdr322AKi+sl2IEocy5XZs3da/K5CQHfTXGDnObWHhyfgZWuU0CK9kYJbfa1Q4Lz+INd9PVrhEWBH44Ip+fyGW4zddIWLnyF1nifY+zfrXFFQHthAXJbFn/V9Zf7txVptx237TlexKbZhu+v7VsF3623GJ6RNdg024DLk8d6M9NKFMw5Ef9yThqSlisCHy7MClohsFC3RgfTqVAd64bQzfBZhBnOCWlC/HRMSGLUZI7vZ/huJsbD8xLXSzGlxR50cb0UXTRo61HWi/NS43CdBFNY6WBMNHpWkozFhSdaSPHT9mJMLbojvUc12ciJVG/PUBxoXKxazNdT7UlhNZpDMAg9cqCxmaLeET32eCoUSOWlkzJoWNz0LF63xDNF95Gi9wDOfkQRzTXaIlK7Zwm25zG1InsUEz1JOT4eEJ0khEYTzRXNnscsNPMiYTLLCU4RJY54ZHjj1hlv7Zzz1Ue32T+ccJDN+eCP7lI1MV+++5DGG/7VJ28TGfl/+hj+6Te+jK0jbl0b8eY7RxAFeq/N0N/qUZUxv/n//AhvHAy5+d4xUa+h2XUkRzHmfsaN20M6n0VEpRSP4zl0H0gn77JWkY4umsJ8DOk40HkqtNL8VLTqlQ90H3k6J56dB5byRs78tZT9P5pQHcQMPq0wlUM3HpdqRKzNyP+4FnZUyJOV3ARAdDxBDfrCtJrOCcOxCMudTaWwf3Qm2fjDJ1BIMqHyTOo/zgmPHSRrz7Kt35k/8fhTnLF/72Ds62MLRv7M39seb15jMwt/iYC/wuK3YPhbcfCNgL9VQncLS2aF9y8vs/Z48zk2ue1iYH2Rua8XTJdZOSBfDK1WZgVLnvuSMrZsUlLGtLK+jWCbLVc4vn+Ce20PPasunJV6uSyXnSOkEfjokp6Gsm2wSgzRqKC83Sc5L6kOZDKJCidNTYks34df2qFzYmWJbxRmYTn/Uk73WIK9i8E00qAUzz0u0y2sIG3wQUkm2nQkeze1cN2rXWF4mEI6W7OhJ2hNPVeoSUR6DgSxxsuOFdN3HAwl2w3dQP9jQ70D9bsFwWr0SYKPAtmDmOwcZrHG5R4N+JOM6HpBc5oTdh33j/a5zz5+HrHTLflkdED/jTGzWcbvf/wGOnGoRxlznTL44ojdTsGDkz2ytObp+Q7NIkZ3LLNhh1SBrwz0HR997Q7vffk+5++/hjEyWekKTj64hjrwFGng4A/k/Wm6Cl1LQhAtwEdQd8UuMJ6L9HHTEeVMlyrmN2M6R47u04biWixNYcOKeGrwWYw3F0Ju1UFG9nROsycm5Kpx2EG+khYAhzmXTlLlPDhPmIrcs+oIVTbMF6IqugzYK1u8VAJ+FImMgPPCc48iMbqOX5GkQOD7VgfmZcb3Tsa+LVt/EQZ+FX69WQBdy7yfgTo2CqmrALuFAfMyErxXFkDXn2OLdvoLIZslndEY1imR60FdNNbVs3IIak1bZrk5ioRaBqLbUVaCr2cZZKl0ng56otSXRtLqXVSgtei0e4S2FsSgehnQRXc7EVGwqsYsLHo0Jz2ryI8KsbSLNLafoiphXJjKrc7VtePg6wt0FdqmJYRtE0lzTDR3JBNHNvbompX3qW6PMZUwPeoBTF9XzF8PFIeKxaGm2lPsfAwhCvhEsttkLO+JmWtMqWjeqFBOMXvDYypIPshhGuH6rUyChXIfyeQ0NEXMG196wrs3jwmxJ54YOl/L8fOI22+cUdQxnbhhvkil7qwCbh5jD2u4VTJfpNz76AbRRzlNHdFMRBFymS1WhxYajRlF+L7lW5/ekg7cXIK6CtJ05fNAeib6OwSZCDtPBHZRXuoF9a7AUNWOBHjdILo8QXRimq7m9EdSosqTnpXM7+QU1xPKw4TugwXVXoy2nuRcZCPMvMEspHEtfjIkPpqgpwv0tIBFIcYsQEhjKZKmqVAXJzMR+woB3e2gjEYN+tJt6sWIg6oSXN7oC3bXNoG+72B8zmP/boxNeGMTv97GYnnZbWvjKq/SrVn9izL8q1YSm8dtO+d/va5jAAAgAElEQVSq5992H+uZ/hqP/hnIJopXGOQSfgm2WU0AS6hGKbXyQFVxdHH/zknWHkfoiWRLUSvuhPeCkdYNvpehFyUhS2QZXjXSnOSDNCS1RVO3LzZmIUvRjcNlEbZriKdijxdSQ/5kTrUbg4LsyYzyek61n2IqT7mrSCeO7oMF/YcN2knxLj0tW3s8KaIK60UCVTL3wlkvJVPtPlDEswvRL5uLLZztiCaMbgQKyc4V1YEUSvWNUhQTI5GzzR+35t4dz+JNEd1KJop4rDFnMU+GOzwY7WLGEbbnWdzyqEYznOdUZYz1GjdK4ElK51sZvWtz/sZP/p+kacOgX9C5H9H0As5qVO5IIoevDPFxDJlHZTKpZINKtNXvWFzf0ey2nwMnE5NqYH5HrSa5aBHoPBXVSylmy+ekc+KJF16auFJF/35JOnLsfrBg78MGXQVOv9xDuYDNFN2PJlSHGfHMEQ1FdjcYha4szV4OSmGvD0QcLk2kmzQEVGOlmS2OUFqvaIvLHorQGmuEphH6o3cyAeTZygIvNHZFz0Vr/Hyx5Qv5JxyfQzHfhXFVIfRFmezmMdsgmOddb/0am/DL+vW2Zf9L2OaK+15l15tY/ObzXfFalln4petcsYKQImqbNa8VSDd1aGSfb23IpMCq+z1Z9oYgGPxkJkveyODjLqZqhAVTVLhBF90+DmmMmhXYa+Kgo5zD9TN0LQbXuraAobnWQdeOaFqRGkXTj9GZQVeOaFbTvTej2cskSIAwY4zi2h8umLydQxCaZDoSSGn6Vle01YfSKVnuGZGYHXmCht2PPYtDTTryFNcEmqh3Fde+bjn7oQhTQr0jjVdNP2AWUmhVVkGliT/pYHuy3xQK2wkkZ0YanAIUdy2uIxm+P6xx93rYkcK91aAqTXakCREsuhn716Ycne+QDA329ZJ5J0Z/tsN/9+lfRt2oWJx1UHccwQRYRMTDiNPKoBKHj0DNDPFY0+x69Ac9wqElOZJmr/xIUbwWIED/E5h+QQS/Zrc13Scy2VUDqS10jhyLQyM9A7vS7ZtMpf5Q78TUfUNxrUNUeLRFCtELT++TGWhIzmvQCtfPRPRNa0KkSR6NUM5jbKu3/uRUTDRu7IvoV9sbEXodGI5RWYbe6ROqql1daoJ3EtS1EbqjcwRr0bsDwnQmDXXOoxOF7nZgsv0r/McZS6ONP63jez9jX27bxibZxobZLFxu7t/8exsGfxVDZ+P51p2LnrmvJUyy7fU87/Wv3duKvbIZpJfQyrqGzFrQX2fJXMLfg0cnsVAbvQelVmbWSxoaSQxpgt/rgfeSae/38Jksq/W8lA7UxoqeTJq0FnoK2wZmvMcsapQLRKMS3XjMrGpVHwPxuBZdmHmD7SVgRFAqmje4TLXUusD8bk48D6Cg3jHMbsXMbyVCxZt6yj1FMg2k48DkdcPoHUM880SFGHDYjqL/yJENPck40HQ00VzglN5DCdLJuTTwJGNIzxXJuaF4uwIvjknKQ34slnvF7ZZDnTpUI+fHD1LsjmPxRkM0jEjONYt3aoqbFjWPmM5ylAq4NODLiOTcEPZrUOAqQ//6DDPXoAMYYe7omSEsIsLNErVX4zJIzg3ZqSI+jdpCJwQD6ZkinoLtKAYfCK0zHQbqvqLpiT1g0DB50+By+XtwryYbiUSvdlAeiP5LfmrpPq5IJlY47QHKmx3C8nPmA7psNYeqBlxAWUf1xj52vysWifsDlHXocdv6H4J8VrSW2o1agwOzTAqtjfgEYMXdK1gLSgumDu0KU6+MYl7JeNnmpO/TBqXvncAO2wPfBgZ+afuW8y9puVzFsLmK7bLl+itMfht00p77DLyzpfD6wvG8yWtLUXUFs6wfF7xQxNZYMsvgHlqMMjh/IQhmjDgpzeaCoWeZMBOcF5zUGGhNMMxotmpQ0iejVlMbccTpZhACqvEXMEw3abnLFfVuTLPfwScRunIi3dt47CDFFA0+NvhI/FCzswYfK+pBRFR4TOVpuoZ0aEXWtwpEC0c8s0SFFEt9JJhx74Fottd9gQpcopjfMCLnG0SCVgWYvOPwMfTuK+KF8OVnbwSaHQnAVIZoITorQhmEZkcmmPLdkvyjVBQQp22BMnXcuDvE9hw7P36Kmhs6DyN0qWiGKbYRmzo9MxKQFxE+85jMslik2IOG7HFM/lmCtor8jSl7t0XTnZN0lVoubgR0ozCVIp5K4RPVMl6UNGxlp1JjmN8WGCVeiCtUVMhrUUG0X+KZo3skMry6gcWNGNvRmFmFzUVSwMeK9Lxi/maP+OEZunEXgnDOC9W1EPNyUzT4jnSgihy0E1G5QjRf1KIUQ5fFQjSLZnPhqTt/YXcXRQINtrpGaL3aJ5i8Fw+BVzQ+pzt+N8d6xr0eILfx2TfHMsttmSOXrrEJ11wV0Devtyx0vmgi2HwN68+1cc3nwU5beeybk8zy77UMfRXAl4bVS72YlhmD0q329bIL18uXp7WyC9YSJlNIU/GbNOJ3qmuLGS0InQw/6F3wiL1HFTUhMivlR11YdOPR0xKzaLA7Gc1rAzr3JoLX7rZUyMZTHSSYRYPLY5pBW2TTSkyRK1EOJEjBNJ464onQH00VsN0IUYSUVvlk5umcOqpdjY+lw1LXYeUUNL8jGW29A+nQc/AHmuIwYLvCFnGpwBrxVKGcIhq3gdiC7QaCFumB/GFE948ykolAOPEMsnMwZzHHnxygvGL0tWukp0bs5vYs0czAJCakHl0pqlsN8ciQP7pAQc15TL0jzVa2E6iriNGne/inGfmbU3Y+UoQokJ0revcDNg8kk0BxQzH4pG3O6kHvvui/9B56uo9lYvIxdE4c3aeO7CwQlTIJeCNaPL3HFenI0r9fkp/U2N2M7LSk+/GEZNRQ76Z0H8xp7hxIgbyVZfY7Oa6XyoqtFfgyT4fohQT9kKcCtygl4nKLBSpNL7pJ81w+k8vGuDiBpl65d6lWbgDvRTF0Npckqq6f/937Y4zPi6ffjbGZ7T6vcLoNC9+83Dq7ZbUxPBtU16GYbRnz5j0+B5p5Lpy05ZorlsomfHPp8Gd1YJ75u+WubzJfltd+5rwW2wTaDlThuqtOLrSz5eTQsmZUI0p9IYuk+zSKVi3i9rr4VOpJga4tPtL4biZiUaUlHhbYQSY2Y43QHG0uEgLKeeFFt9x1lxrKw5Ro3tC9PyMqHPHC0/QN87sdERqLFeW+qD3Gc8GXm45icc2QTMTWLTtrMBXsfeBIR56DrwV6TxzJRATFfAK9B0KZ1DXUe6Ibo2vY/Ta4bmuTt+dIJor8WNH0AsHIsT6GeKKYvOewmWi7R1NNyJ1IA8+h2oP4OMblnvTUkD2OsLsOFXtMa8VnPsnhUY7ba4hnivRcmorck5zefU061PC7A+a3Ye+b4t86e12x86nQGaOFdIw2fcX+tzw2V6RjCdz5qSc/9RSHmmRs8UaKqlEh7lZN32DqgLKBehDhE03Ti4jOCvm/7uWYoiE5L0EpovP5KqADmPMZ0elMmC+Nla7SOEKNptK4VjVSwD8fEuYFqtNBTNIzoTWa9vM+HIu0BQjVMZXuUj9ugXTnCGWFbhuUdGfNefs7GYF2EnmJn+/D8b0T2JdjW2a9CVNsBvXNYLsOTVyaMLaYSW+evzr2igz/RcXbbY+3XYc1jH4zS98okG6T8l1eb1NGeCssBLLEhRV1LFhhG6hli3dVSQHVaDgdrpbQ1I3wkasaPS3lixxHhFx46WZSoeYSDIJSaHvx/ui5OC/VgwSXGuJhgapFRsDmhtmbPbHda7wEfQP5cYXtxizudonPS5KJJShZEvtEYWqR91UBuk9q0vOKdOSJi0A2dKQTmQjSqRcWTKZwqaLYF9XI2V0l2zJFMGKokT+Vv+O5FGOTM8Puh57+hxHxNND0AC3NUNmxojwUSCQaa+q90N63ov+NBOVh9gVHPJVt8sYIDBKNDIyFB58MdcuxRyQOvKIeSNPUzkea8lrAx20z0VBRHmh0I6/blGBq6D6W1zj41NJ0FPm5J5l6pq+LxLG2kB97isOYdOywqbxOl8vnZfDNkTSLNQGXGvLPpize3EE1jmgsgl66sjQ7CSGNUNZjjkao2QLfyfA7OWoqcgDLlR9pIhowy4/r7kACtxdpAM5HYtG4dESKI6E3Wtta4rUUx/azqZJEIJllL4Z9dVoxf5pZMd97gR2uDp5XMVW2nbeN2fIyWPfyubY9fl5w3zYJbVsJXFUk3XJvz0Ava7+X17oU+DdWDMugv67yeKkRylr8bC70siQWbZkQpIAaR6LkuDQPDrJEDlksy+xYnJf0bIG/NpBsrbHoRY2uGrFE6yT4NCZ/MBUdmd1cGpNmNVHp6N1fYBbNSto3PWtXCCFgU43vSKGs+7giGVu69+fYXNPkbYHVBRY3M0wpEM38hsEv63yRBPRkHtBWPD7jGfQ/C+x+bEnG8o1NxrLftUmjmDTL76YH9Y68t4MPBMtOppIRmwrSkRRVbS5qk8UNoVzqQnxF40kge2qorjviBfgkkIw0TU+MPppBEBGzrhhoR4VcZ343kIyEcx/P5VhRpVRc/9eW2R1F3YfiUOMTeS8GH5cQoO5pBp94orYJKZ148pOGxWFE57RdUUwd+XFNdaNH041IJpZobinu9uncm4DW6OOh0FjTSLqIKys4eZ4Seh1U3WCeDgn9riQB1hEic2Ftp5UE/Kpe04PRYsFYlgLF+ADaoHcHksWDJBLOX+wHUXVcqkK+SkmBz6GY79LYFhThcjBdz8afB4VsY7u86Pzn3df6fVyVzW+DZ656HVfBNW0Wvs5oWckEhAs++jP3tsaiWQb8pTzBlTZ/vsXb180LGrvq+OP4TEyG00S+vEkMIYi0r21FnRqLWrRf7CwWxozzYolWWrHZy2PMXPjwPjE0uynx2QLbjXEd2Wcqh48NLjVUu5Jh1oMYU1gpvu4Yyus5+VEt/pw9LboyXY1PNXVPE1Wt9nuipZM1UkSF6KMkY+F252eW2W0DAUyb+Zf7SjxSW7s9n8Dxj2lsN7QYO7gEzr8sBh/5E4Fm8MKVR4F2As+YQokRdi0ZuE8DZqrb51PUe575F2tsJ5AdC5VS1wL7FNcD5WHg8A8kyBeHYu2nLMQz2TZ+U4y7oxIxBEmg6mtcbugc1fQe12SnDZ1TTzYU3fSmH9F9Urfa6wJ9KetRIZCeV5jCSl+BaeG2qiEM+oTYYOY18ekCe9AlFKX44LauSCGNRZvfWuytfTg6FQy8KEU6wDpIYkJVS7BOYvROXzpOZ7PW5GUu3HTvULuDi8y8KC6KqMua0CvE1+VJPmfF/P8/NgPcVRj4tuC/LUBvBu5nYJkrJoFtv7dNBpv3vhnAN2sEVx27Bde/FLy3vSfrr0ltKFeu3fdWNcg1yYRg7Rql0q+yJtXJoWlQaSKCYKPpSlJAD2fCNT4dSpG112Ke3gvdzQVUVRPS1pE+0pinQ1w3EYrjrCIZVszeHqAbT4g1dpBSHWSYommt3BoJPC6IkuBIrNiarub4J3KyoaPzqESFQP9+JYVWIDt35KfNCnIAsJlG20A6kfdz9lpEPAvUA4VykgV3nwRmt1uNmbEYQO98DLvfgs5jydqqfcXt3xTu9/Qdh7aSldsO9B4EKUwWUnCNThJsR1r344lw5Mtrkp0Pvm3I7yVc+0Mx3N59H6ISsqNICp/3YXGo2blv6T1acspb6OnI0Tnx2I7Y/UVloP/AE1WBpivyyMoFQqQpDmSio13M+VjT+WxOVDqpTwwLXCqCbMFobC8mmTbCeqksGI05mwp00xfDcpUkAsW1EJ2yjpAmhF6H6GgkWXotlnhLaQB/crai1wZrV6tEogiVJNJ85IXt4k/OLpQg83xVfA3WivxF3bw6zDvwylgxSqlfVUodK6W+vrZtXyn1G0qpD9vfe+12pZT6O0qpj5RSX1NK/djaOb/UHv+hUuqX1rb/uFLqj9pz/o5Sm5jys+N7J7BvY7BcRRn847BSrsqkN//ehtdfVUy9Au/f9Dx95pwrVh2XKJUvWj2sXXez8/TStrVi7CXK4/p9tfemcgnkKL0SXwrOS5OS1oRujh90pahqtGTtcSyGG2WLsWuNWpTo2ULYNIsa8bx0uOsDgU5KK1IFRpEflVI8ndWYeUN6tIAQsF2DKS3JqBI8ed4QIkUyrolnnt0PBaOf38nAQ3ktRjmxdSv3DTY3InQVKfJTMe3oPm2ISnlf44Uc230qzUy6CZT7ogKZn8i+zomjHihcKpm4KaHzJDC5K1DPta9oug8DyVQRz6G4pqgGgtHnxxJ4ooXIISQTgXa0Vey97wgGkhFUu/rCQaoI6ArimcBH6ci39Qrh4nefOvF47WiSqcOUgb0PazHpvq0xVUA3gXhUoSuHsp7eI8v0jqHuGeKplfrEaCbGKQGa/Q7paQFaET8dE42Euz99bw+8x+1khDgSCMZ6WXn1O3A2XGWxoRAlR+UDVDUqy8QFqa5RvQ4UJfrG4UoKQJyQZqgklnPX3ZCUuqgD5ZnUfNoivk5T/EI6Tl8Vj10alMJL/bzE+J+AX9jY9p8D/yKE8EXgX7SPAf4y8MX251eA/x5kIgD+FvDngJ8E/tZyMmiP+ZW18zaf65nxvRPYX2Y8D/tePt6WxW8G1OcUN7cpKa7vv/Q8G5PENg2YZ/DvLfd/iVK5DWvfMK2++DNcvufltvXj1o5feqCu+6gqpWTZC9DUKwU9laWy9F1qZJeyBF9irERGYBqtITKSWSWxbAPJrJTowuhFTXw6w3diXGoww4XY6PlAMBqfRigvGXp2WmN7UtDVtafez0ieTldZeTKqpdGoCESFIxlZ4mlDftqQnTlsR9N9UtF5UhHPLdoGFjdi6p5w2F2LSdddhe0qfKLIT4Jk8TuKpqOEB9/+G3wkwdk0gf4jR1SKtV5xXdyIdB1E/719m6t9JVrvBdR9RX7mpQB6LgyW6ReE1ghS2A0GQqRWDUfxPFDttbRNB9E8MLtliCqRLz5/LyYbeyavx3ROLHsfyGtMhzXl9RwVAtFCDML3v12TDS26cnQ/nlDf3pNJ83RBfDxFFw3VQYrf7aK8J34yovfpFNVYoqMxarbADVrRt/FMjM73dyXgLxkjIaxUGclSycR7XcJM+OqUlTBidFsQzTPpbjbmwg8AIAR8UQrzZjyVQN8mEUs/AWX0K5Xtxb/kzwtGCOH/As43Nv9V4O+3f/994N9f2/4PgozfAXaVUjeBfwf4jRDCeQhhCPwG8Avtvp0Qwm8HIfX/g7VrXTm+dwL7Jsyw/H0VDn4VpLEZ0LfBFyAtzOuZc3vuVgjkKgx/k42zZTLYZjh9ZWZ+Rba+lQJ58eCZa4j9nWQ2Kz32NV77+iph2a6N1vK7EcwUo2VZ3Sr0qdkCv9PCLlq1FLdKAvOgK5TJJaa6ZEEYJY1OSolzjhdIwfczkqMpui2c+kTD0ju15bIvbuXUuxFNz4ioWOPITgoJTDORjvWRurDRSzQu00QLT7UbU15LmN5NUV6y8ngu72HTVZg6sPdByd77Neko4FJo+orOsXSpmjqw85lDN1I8VU4ybOUhGzmCVvQeSsFVYBFhxnSfOnQlRtho6D4VcxFTQ3bmiRaw/4eiU5OOhMHSOXYoF+g98uTH0lRkisDiutQNll2mpgptsG6IFp5kFigOIpQL1D1NvROjG8/0jQ4+MSxuRHijiGZNK51s0VYckQgB30mZvyU9BnpWCg31ujBiaCQgYwxmWkpncSJCXmgttZW6kc+BkSI6xojks3Ormo3q5GKSDquEIRSlYOtLWd4kWXU/Lw3XgYsGpeWxcNF78YrGK8zYt40bIYQnAO3v6+3228CDteMettuet/3hlu3PHS8V2JVS/5lS6htKqa8rpf6hUipTSr2llPrdFg/6n5VSSXts2j7+qN3/5ss8x+UnfAkce/249cB6VVFy4zgVRc8G/+excTavvT6uus769qugmBcF+LVi6sWmsHH4xeNLGHpbdH0Ghll/DT7I0nhpYtBKp4Z5gep12+5TJ/ZmRd02qARhzXRzaR8fXtDbsA4iLbohLhDiCN9N8YMOPjai+ugC5d0BKkixMx6WUrjTimgqmt/5UUl2XNH7YCxKkKWl2UnxsSE7LokWjmghMEHTizC1dEoqJ0VQ3QR6j2pMJQE0mUjnaudENFhsN6LpixpiOgl0jhw212gnMgIuEbu4wScOcXNCbPsKT++Jo+lBfip6LC5VRPPA4tCQn3uufVU45qYKVDtGOPJWOkODgf4Dz+y20BF9oshbhcV0LA1EykP3ibgX7XzWkI08ncclLtWttSB0ntbC4BlWDD6YSr1CK3Y+mqJrx+DTkmRc41ND/GQkE60WnZ4QG0JqxPYwi2TSrS3RsXDHmzcOCTs9wo4wXsJkurJCVKVovPjhSHD2pUJoEktmHUXgHO7sXDL9TmflX7r66MXRiuWiougC/lsKfgV/6bFSF8qlL7SPfNnxslRHebprSqmvrP38ynfwzNvw8fAn2P7c8cLArpS6DfynwE+EEH4YMMB/APw3wN9uMaQh8MvtKb8MDEMI7wB/uz3u5cc61rytKPm8c7ZtX563sX/TK/TKwujL4t6bMNCLagOb+9fx9o3rPsOEubR7Dddvf1/yd22PuTQxLKUI2uJqqBtpAKHFTasKmlq+kI0o8all9l43qPFUWDNLH8umEWmBZYH1ZCSG2JEcr2cluCBNLq2We3ZvSH3YxUxLaX5qg75PDD7Wq4JeaG3XXF+s4HxqREnSesrrKRhpe48nNd0HBS7XND3xOgWIJzW2o6l3IrSFeO6JZ158VY9qOkfCk5eO1YCuhP7YOWqIF55qV6MbKWDWfc34rZjFNU0yFU68ttIMZGrB74VzH0hH0jC0uKlW1n79z6QYOn9NE89l9QBSBM1GMuH4iJbnr0jPG2zH0OSaxe0Ml8rEVe0aqr2Y7qOCphdTHXYwpSMZ18LUGRXEJ3NsLyY+L/C7XdxeF4D8/lg6g4cLklGDTyLcXhc9WciKC4hOZ21WnwjDaVHIRN5m32G+EHbLTo9QViu1RnwgjCci9JVnEtTLUrpK22DN2grSLxaStbeOXCqJL2XkKpagH6xFt9j6Eof/zsdLMmIkYz8NIfzE2s/ffYknOGphFNrfx+32h8DdtePuAI9fsP3Olu3PHS8LxURArpSKgA7wBPhZ4B+3+zcxpCW29I+Bn3uZKu5WeGP994uy66sy9OcxZzYx7vV72XYPV00szzt32zHr97Z2/JWG1ps4+dq2zXtfZefqwqlpla0Hj4ojgWmCvzAG1qqFZJxg5sv3xXlWvPayki/50hovMhLgGwt5BkmMsk5w+O6F2FOII4IxmJMR9loPXVrBLZUimtUEY3A7QiJXrS67rixmXhPNhS6pi0YaiMYVwSh8rPGpIT2taXoR1X4q2H0h7BlTCTxjOwafioZ7OmqI54Lj68Yzu51QD0QfJR07fCQQjU+lgFkPIqq+of9AMGzdQPepZXDPiiqig71vO/oPLD6S11r3hFljU4WPpAianQaSmfDfl01U+ZncR9AKU4pJiI8U2ZnDpSIFkI49w/cyyapj6D4sMFUgPVmw/ztPyI9KbDcmezSh7osf7OJmhuvGuJ2M5qBLMmx1WqzHpxHxk5HAKN5T39whOhqjayuMlhYuc91E/re1MGRCWUkWXTeoLCNMJOgTRYT5QjRfZnNhsBgt7CmlpHv0rIWdqwpflKvPoW/hGKXUCs4JjZVrACpNJaFZp++6dmJ4hZ2gyoeX+vkTjn8GLJktvwT82tr2v96yY34KGLdQza8Df0kptdcWTf8S8OvtvqlS6qfaOPrX16515XhhYA8hPAL+W+A+EtDHwL8GRiGE5fS6jvussKJ2/xg42LyuUupXlkubhmrLE1+Bn1+Fd7+I7bL++EX0w+cUOi8F481sfuPaV9nfPSMlsHrqNXx/47pXeZxuvcd23yX++vJnTSBslQUliWTdxgjVce1aYTZbBWnR127tyawT7e35nNDJCAthSKyKW0Fod8vzwqCHmVWE2Ky40EEr3E5KfLqQ7tZGArpPo1YDPuC6CT6PMaU0PyVHc6JxRTwsqK4lRAuHqUTNkRDITkvSYUM6tNhM0fQkw2t6UYuZgk813ScNybhBu9DKE3iqvqYcGLSV5p5k5pneidBW6JHTOxFNt7Xf60sWDpBOPT6SwqepIJlJ1m9zwe3rnkAwVV+ol0u+fFACxSQTRzKx2K5m//1avF0PDZ1TcZHqHllmd3M6TwpCbKhv7xE/HWMWlvnbe/TvLcjOLJ2nFfH5AuUC8fEUVTToyQI9nMr/I47w3ZyQpUIHjSOZTH0gTOeEyZToaES491BWX8dnkgz0exd+o0ajslY3qG5a7fSuYOhKSx/E/ILBoqKIYC1mf08w8yV0E8eCmZfVapvudC4KsssM37mL5jljVgbt3/F4tXTHfwj8NvCeUuqhUuqXgf8a+ItKqQ+Bv9g+BvjnwCfAR8D/APzHACGEc+C/An6v/fkv220A/xHw99pzPgb+txfd0wvXNe3s8VeBt4AR8I8Qys7mWE5tL4UJtcuZvwuwo/Yv9m8reF66oS1wxvOOueoa6+e+CGO/6t6ed89qQ/Vx7bkuuR49z3Fp7bqb2jDL66wC+FrGv+SvX2nlt3zuVh51aT0GXFiYxZHgm922YBoJFqtnsixHa/xOB20dLEphxlhHyBLUooQkFr/UTNT+fBKhZwVur4uppDBrxoWwIHo50elMGl/KishLg1P8dERIYjE/1hrfFQ0Su5tiO4bOZ3Oq6znaCgPH9gWasblpsesG3Xp0VgcZ0dwyu5MSlQGbSzG099GY4k6feG4xVUxxzaAcdI9b1pAXn9DBp8I0qXc03WPJZ+KJpdmJ8JF4serGU+1FxHNP09MyCeTQe+LIzmtsHmFKRzUw7H5sUS4wfDdm/32BXPofTihv9qh7ir0PpBnHlH7nowYAACAASURBVFb06x3oQmzofGxgUVBevy4MG+tJ74v5c31zRybKvC1gZwlYhyka7EGP+GhMiAzp/WEb2FuNFyDs9sUg4+4t0eRPU2E/zRdSb2nsqmlIPT2RlZptA7nSbXepEn66VgLrKQnIfjyRfVlKKCv8fIEZ7MhnL44Fc9fqInC3GbuKBbNX7XVeraTAq8n+Qwj/4RW7fm7LsQH4T664zq8Cv7pl+1eAH/7j3NPLQDE/D3waQjgJITTAPwV+GqHpLCeGddxnhRW1+wc8SwV6dqzDHVcVQZ8XwLdBN8vfm0XWzWtsY9Asz30ZjH9tctlUXVyyVNaPWzFSXuDmtB6gLx13xeSyYuCsXXuFr4f2i9O+B5fs9RppHFmxE7J0hYuGopAvqBOXed/LJZtbdpwqJUqQvY4sxYdj0ZFxboVRqtEUPZfgb86l0Bo6GTjH4p0DkRA46ArrxhiBZwYZIYmp7gxoDroQiQF2MIb4bEH+YEp1PcfUkq2HSPjZZlaTjGtM2Ypd7SQEhUAckaJz1EhBtTXtGP/gLuWe/H+anqZzbFE+UO4akpGl+9TS5KKnMr9hSIeOxbUIm4k0sClFjXLyujB4ggLdePLjhvxMRMxcqjj7kgihNf2IwftTbC6aLd2nnuLACCf/Zo+gYe+DmhApULC4laFtIDupKe702m7QCnf3Ot17U7rfPsGcTwhZiu+LIQlGoRaVaKLXDSGLcXmMmVbyv/Fe4LW6Qc0WIgXQ/u+W/QjBi0KjiMS1nqXeSxG0TQiWlFaVJKLe2GbvBL+aBFQcXcA5IbRWd5KE+CWE0zSrbF4tdWeW3wGlVji7qJG+wk7Qly+eft+Nlwns94GfUkp1Wozn54BvAv8S+MX2mE0MaYkt/SLwmyG8xNS4LYBuBudtAf55RdNtWfm249ZZKs8pdr5MgN2mwLgyx27PuYSLX5Htr85fxxpXt3VxH8/ICi/PW8fgl9sbe8ldaXk/Sycl4ngFp4Sy5Sb7AFVF8B7Ox5iTkWTnkRHX+TwV3HYZFNqmJqzD73RkX5ZeiEQpBT7gU4GBOvcn2LazMSiFG3SFi300hhCIphLkbC8hJALRuH6G3ctJxjXKBlyi0YXg8a6XrHjw9W5MPK6xvYTO44KmK85DvjWRMKVn96un9B9WBC2QiO3oVSHV5gYfK7JzwdE7Z45y35CNRGvF5mIHOH/NkI6lMzYbtp28Wmz8dBNIR46Dr5dtK3/A9lO6jyuy44r8pCFuOfnRrBE833nSo7msNmwgOZrT9CLyB1NCpJm9PaC4kePzGN/v4AddfK8VuwnhYsL9/9r7uhjbtqysb8z1t3+r6pxzb99umo6AEpWYKIQoqA/GH0Ri9AUTiYlESXwxEcVEIT4QH02MoIkhEFETY5CIREk/QBR5bgV/oLVp+jZNbl+6z72nfnbt3/U7hw9jzLnmXrXWrrr3FqfqHPdIKrVr7bXXmmvV2mOO+Y1vfGM2AdUN7CRF+sXnaE4y0HoLWm8FSlttBAa5XMhEyyyiXoAUoO0K8HoLmowFflEaI+9yUNxWNfsWi1Ut//8klcRoVbXOvSzBVS1cdVdPkSaSE6prCSDqGla1YvwK1GHr7lm8C5HhjvY7THd8ULsLxv4ZSBL0fwD4Nf3MTwD4+wB+gIjehmDoP6kf+UkAz3T7D6CtuDpsfUnSEGbpsmWGPhcmI11J/SHMvLvtAH5+Q3Oluxo49NDdJfHqrIvjd1YjN9rxoV0d7I03ZP7EsY/eQ7wewaqC86KFdYKlL41GsrweZfrlV8cQxxLxFaWUgG+24tyLEjwdwyzWUrQU9zQhjqRLEuoGyfNrUG1hNjmiy6Vq0TSon0nfS3HuRs5trSRWrwtEl+Jo4rwRXL6xiC92yJ6vJQF5UcCOpNTebEtMv3iFKG+QrBrUk0gYJp88hY0MmizC6EWOeGcRrxuMrho0YyP9RAuLdKFNm3eM3VNh8KTLCtUsxvydGvN3CozPa9GuSQySZYlkUQj/HJLIbTIjQCVBSvRZovt408gk0UjFLBvC5uvniNclsosK+SdnmPzmlejbn40wfp5j8q6sfMx6h2YmOvcgQnKlxWbWoj4ZwZ7NEJ2vYD8muDxqYaZQXkjErvg4LTeAicCVsJ/QNFLCb1rlRnMyl6h6PkNzqRWoZATy0YYZ9vIKnOcwz57K38sgR6OqjeyE5YyRPI97jqMIZpQFz0i0/5rt/TW0ZgAN3+3nFbQ7cYeY+Ych5a6h/Sak9LW7bw7gL32kUQ0lN/tgmqHPAXtskEHHuveBm0704EpiCNYZup4huCfcpyd677a4427xHVuw7fl8uEuATXoc3lDQmAOq0x4J7qlfMJqMxcGvN5I4G0slIuJImDLGAE9n4MXS636glmIlHknxCY8ywc+NATWVlMtfi/QAVBKYkxiIIzQnp6CyhlntEO0q0LYApwliItEwcdeQRFIteb4WpUlAOd4MjmNk5znsWBpyJNclOCJQre8TkJ0XqE5TsGGk1yWKZyPY2MjYGgblFsm6Rj2KABLeuykZxanByTul0DO3FSarHPWTMeppjM3HY4yu5HPNJEG8EQdWzSRpWk0Mxuc1dm+maFKDeFMjXuYwVYJmFCNeisxCPU8xer9A/vEporxBdpHDzkcAEdL3NsKUmaSg2qJ5MkV8sQGVFex8DDuKYeoGnMSINgXMUqAWs5QENaZjwc+JgDefSn7EsaEMgRKJ3HmzBT05hT2/BGZToBStGPP0iUIqkSRKyy1oPhcFx7KEyaRZNa/WQqFVKAaJNM7gopAgoCyBSpUcIwNmWckxXBtIDWKgxU89Vd0fxQivbjR+F7u/O3Ufdii6HmLEhO+7bbdtH8LU+2woOXsb7t910Hdx6t3t/s99LN5Xkx6SK+g5hqNC+qbWlTS0dn97fNNFaw6GqWtJnpKRZNoolaU70NIenfiTMeLQXcVqoWqAzFKZyAw7HwltUhsdg6SSVZQhWXjvpSQKQST6MwQZVxaDdiXMYgOejaUXKxGaaSYR7bMpOCLkHxsDFlL4FBsUH5+BRwlM2WD0lRWacSy9WCu5T1HRiKOPASZCPYmw/mSG9LpEPYmEfZNLsVO0k+upnozAkbT5G311jfGlMHTYCMWwPE1RnkQ4+dwC1ACjC+kwNfutDYiBeFWgejJG/sYIySJHfTpCfL5C9u41ODFIVhU8FaFhmQSulqjPxkBtEb24RnS5lokxTeS+rAu5r00Dc7EUrNv1Fc1SgV1O54KfXy4EArGKoZ/MRIkxL4CxUBspiuS5iBVOKUtwUXotddFLJ9+sxdFmuWnQrDcSsQddt3zEHSqXKnbuJQMMtZAMW3H4Tqyuuufk6VHd8SVamIgM7RDG3oeXd/c9FI33nP/G54bOeYh1E46pbzzUUhlvOOqeFUFYrHSD8RJCMz3MmNCJu/M5/N8ExSGshUeONeMSZhQZYJeL6Felzt6yyPpOxoLLEwEXC1ny102r8X4tCpE8SmGWOyCS7RwZ+Uwi+DknBpwlQJrAplLpaE+niBZbNG/MJSGoWt9mufVPcLzYItqWSN5bopmkyK4kSpdkpjBWmlmG6jRD/jVzlapt0GTiaJrUIL3MMfuNBZKrHPGmwfSrJahoQDWDI0J1EslxxrEkjGMCZ5F0Ekok2Rpv5VzxukS6KDA6r1B+bIrsopAVwFhWSvG6Qj3PEK9LTL68Qv7xqVSPjgXuihc5TNkg2qgmel6imaSwT06QfPGrQGxQv3UGezpB/rvflGh7m4OKUqCs1VYSpADw/IXUGVwsxPl+5T0RcEsSXymK8Qh4cdFKSuiEzqVK7iaJaKk7uYDI+E5bcC3wAMHVO88gM8sE4iJ9Na/aqM+n68ULx4YB2kpUwAcl92avsWO/rzKu+7EultxljXRZLYcw7qEkaN/5usc6ZEPnCKLpPYfbs0/3fKEC45AdfL8n8vdJ1SgCkTa+Zmq/HKRLb136eupjo0VM2hXec4xP5rDrDczJHCCSKHEyakvKHSZflOJQ0kSi8CyT956dSXQefFlI+2fCGIn4kxgml8if4whmtYWdT30yMFoVek7ptdqcTgELz3mnbQEkMZLLrTj1kxHSTQPaSe/OeFnAlHLO6kxYKtFW+r4m6xomr1A9nYAaRvZ8hfJjM4mclxWiVYH4OkLx1gRMUriSXuagqsH6m55h8ts7KbhSyp4dxTC7SvB91T+vZynS6wo2i9AkBqPfukT5qScwpUW6KFDPEpjYIF5s9R5XsFNx9Ggskq9cCstlNhH1TE1oJ3gTHEUy+RrjKaJU1WDF0V0TDAAwM6lC5aqSybWsQJGB3eUCpZSCkSMvgNFIJuyiaJu1aENqM5nsFxUBArE42M8QpFBd3ueigNVVonsO7S6XgGOUiWBY1HZLglJy9zqN3Zcx7iTw9ara44vYb2O8hO/dgX44GOX3TQTdhGl3HLc5/zBheSBC33vfneIW1TruMgKGVhVdCKaqh8cdsm462u1cVoKzui8doIUiEmFzlgoH2hg5TtP44iZKElH3m4xAq41I+26VZaMVjjzJJOpNE/k9yrTyURO021w7MgVd6a0sy+18LDrxTQOz0RUEM5pnM5lMksifq5nEsBNhx5htCXO9FbgCQLwoYGpx8mYrlLtoU8GOIun2ZAjFm6oTP4rBWYTiLMLoKyvE52vYJAKnMbKrCru3xqhnKepZKpWyhoCGMf7SFdLzjahcliK/CwukiwI8GyNeFEjeOYdZl0gud9KSzsoKwSy3iHYVki+9Jw2dz2bAKJN+s3Xjo+7ocg1676J1qNZq9F3L/66xwnaxjfy4fc5OZELMUkmExzHoZC6T+OJaovbtVtQ/DUn0rHCbw9KF4UIePwczSAW99nqGMoOyDGaUSRJVgwfSidApjIZRe7cx+33b/9esmJdqQ4yUvn3uwnTpMmkOQSx9E0EPM+bguTkQ7OomfIeua2i/7u8gkXpjnJ3xkCZB21P0PJyOS+8w96r2Y3COnpl98ot3O12OS6RIG+2yZIXrDmZNoGobvroW7W4tbAr7zfLJFGgYPBMRMWosqGlUOEyKk/h0phWSitVv8zbiXO0kol9Ltas9nWqEK5IGtJHJIPnqAuk7l4jPV4jPV+LwiWBPxkjf2wAGqCeJsHO0MYfZ5LCJTF7JdY7J29IiDkSwWYSz/32B6tkU+adOJSdQWyTvrzH99RdergD6u3pzIpPTcguzq4FIZBTADKoawcTzEvbZiUwcRgqxEBmRXgBgrlbCRFluZGWyy2XCLEqJqJNYZHQd7BJH4vBnM8mDWAuuKvkfNQ1oPoNdb2AX1+D3ziWZOZJCIxgDe7WQVVsci8MtConwXbLdwXWOFluWXi7Ai3gliQ8owpwOmKUgTZ03O1aN6xAG+MI4qByG2+ae4/trjccaKNzh5xW0x+XY+yLaQ9RH2ww736HjH8LHb3P+QxZGut2Hr4+e2U3wdl93xrGnox5E7r4YqmdFwXV1Y+kawjOuzZhPxDpxJVXcc9V+9nopUZ9laWFWVvua2MYAbz6VPpaTsTgQLQGnyUQcy0SaNiAvxAmttqC8gHmxAK+3ElleLUHbAvGLpTyVKhVMdSPSwM9ORCFyPvJl8TJwAkcR7MlYnOSZUCSpqFUCYazSwhPpFpTFUuiURYjeWyDKa0SbCmZTgDY5OE2QPV8jvtxI5D1OpeK1ahAvcthRimhbIt41IlegrQDt6QTx1Q7JxQblWwJ1pO8uUL8xB2cpzLZA8nwFm0aICp3ojKxe7EiKd0xZi8MuK7/qaN48BU0nsM9O2pqA9y/FqWuRESKjIlqaJCUSCup6K3otZSU1DHkBvl7BzKZSTBTHMKcn8j8jo87cCM6uzVbM2alUii7XApuk2kjDTSRNI/mZsgKliTj53c6zWozWMLjEvIP6vEQBIFTaKBK4sGkkcRokSW1eeN2je4veGa81xv54HPtdnHPX6Zuef3IYoR9IQvp9u/v0RL8HxzxEb7xtguk4+zAS9w67k2vowjxDUry+sCnQldmzphEhMAq4+W5CahrY7Va+WMZItBayGgBhSLjIbbmSiFbLzxHH4G0uyn5lqQwNK9G7McD1ShxJEsM+OQHNp8LEeHoqxwFEIGuUSOu9WJT/WFvsUVlLU46yAscRaLMDMcNcbyVpuG4nFjufojnJwFOl8KUxqBYYw+wq2GcnEukzJFqdjUFFKQlaAPXpWFr61RbNJAGnOvkRIdqUmLx9IbdlOhL6pTrlZJHrhJaJkFQhnaZ4lEgSeBKDtoVcbxwhWhWILlagbS5NL9Zb71Ci8yX4dAbzYiGNoZMYFEdauGPlngPitKtKIm8r/UW5qoSeGscwb70pryMjjjcWqqm9Xvrt/lm2DGQZKI4FkokiUWv0fPTIJ07NbCoTgGtd5543Yzyt0SfjQyepAQZYe5lyW6HtNIz8M66R/16h332YvePPK2iPx7HfRlcM9+tzyF1K4dADcIip0hP99y79hsbYh9Pfhvf7Q/ZXi7rj9Troznn39tEvyo3Vg3tZV7JMDqJ+95pSqWLkptGuNqyFStlecox3O+DZE2G2AC3X2EqzBXIwTFFK9J4mEp2Nx0KDLCV5R5OROAoj8gSi812BFiuJUl3/zVEqXPaqlgShOn0AnlLZvDEXp0gknYCutjAvFprIFIdkZ2M5hjGIVpIARVHCqKNtPnYGWgnLpp7GoLJGtK2A2sJsC0TPr2DOr+U4AExZIzpfiTOzLJrwtbBwqGpazRRm4eRf7KT4irUx+HLjVzTRi2s55qVI5LoqXp6MRLaBue0zGxmRyS0qUByB5jNhoKzW4O0OlGWgk5k4210Omk4ERx+NWqldIpHjbYJncjzyvHRKUz/JtG0Tgx9NnnNZam9T9rpDjgIJVvhFKY2e6RIEKv6Z02fNP+IagPiE/z3aEWN/WTaUuAyd5V2Sq3dhxBxaIXQdcN/7gUO/0dGoD24Jr2UoURvst6cRT/vaLjfG7y+pExF17pXvohQUe4Qyv/7zjlMcSiJEkURkTeO74oCkuIhWGxGDUlYDLEvknmvxSxILFrzdCcddnZyjO9qzmW+W7aJ2NA346am8vli0y2JrxdnHRiYDpUmCpZAlOpemEBwbr2mDVJpLRCvB5E0uzB1TVFLUVFt/flGfrGHP5gCA0btLkT+orXwujsAnU9izOUxewix3aOZtZN6cTmGuNzDLradBkiaMzcUS9dlIJpwXS4FhTgW2oV0BPhPGESZjsPb45M0WWCxbKuNaGTOziUyA0yn4egmuKtj3z7X7VSRMmLqGPb+EvbiUyHm5ktVRUfpORpSmQnUMyvd5u/OUQ24a0HgEu90KDFPVfqKH5TbpboyPyIVhJZRUW1ato2etUC2KNphQJ++gwTBav+15/8h2hGJeknUj9G5k3ufUh6L3viRoX+JyiPFyl/P6TXxjW/c6uvDKjX3C8VBHT6Z77L7JoSc/4CpMHTZ5o7mI/qYkbpfQbtXgIjg9hvviuYYIKAqPs3JVaWRng0YKkoDEeCR4sBUuNJZrDx9guQblAn3QZifSv6pBQ7n2W40jYW+o1juVlSRdtwU4S8V5a4MIjiMPb9CuhNns5LhaeSmNuUcS4S43Ei1vdjBXS4FZSDsw7fRatQFItBDlSadlLgJXUlQFa6WH63wMHmcwqxZG4Uwd2igDnwr2n1xodE4E+2QmSeRxJgnRbS489qoWqdyiBBkDvPFEIJGqFud5tRSoJy+8oiKYQaMMdHoik6+yWgDAzOe+8AeOTsgsqwG2wn7JCy8CJxWhUqRmZlPRiCHTYufuOQuSqdbRXg15aiPXtT5bAi9SHO81gAGUBeNgGTKe3tiN0AdhxQ9rjJa1c9vPK2iPy7E760si3sZO6Tr12yCd7me653bWPZ6LNAYaTPf97Z3qoVVC9zN9xVndRHLfRNF17sGyOTyP//K4JgdV3Z7TXaujojlZX/fFd59brSU6HI/FgZeV9qqk1nnkhUTuDh7R6NWeX6qEa0uD9EUvSSJ8+OuVQArbXLTfM5GgpdVWG0Go6uRI+qzuSfzO2mYfVFZAVaM+Vaw9jsSB1o041bO5RP1lpVK3iUA7tZWerbXokNupQkh5KfsDnvZJVQNa7zyDBpW07TPXW9QfPwMtBKrBi0vwOJFjNIq/V7VcY1GKc58L1MKzCbhupJG0y3VYBp6cCHRiSHIbzPI/cLrqjrk0GrVJcZKVFBclzOkJaDzyUIrTbrFKOaQ09U7Ya6u7ugZm36fUJVIBIFJuPAAfkZMKvrlm1N7R63MJoA0qdOUYyk77v5VpdqiT2Ae3Iyvm5VhfZN0HhfQxV/r+PuT8w+N0o+I+59szjlAid/CYneTnjQlnaPJh2/8AD92HnjF02QN70sGQicOxENz+lKbtl8d9MZtGokSFOqTjvBYuZRmw3UnSLuCx+2YJVS3vJQq/aLTIux3M6Yns+0ThFmOE8QGIo8pS4GQmFMvVSjj1LoJPE3HKhqTn6vUGdL2CWazAkxHMZgezlUbbfDLz8gfJly+kiOl6BXsyhn0yk6h9J92hyk+eCXSyK8HjVHqDKvSCxoq0QaSVse9fgCcZzMVCErzM4CwRuYXI6MpDnGL825dCaRxnkoj8wjuSPB6JPg6PM4GoNCdBV0uZNBcrZX4JN5zrGjQdi6pmnsv/Ybvbh73qGuZM7imrFgsXRVv5Sdqv1DKiJ2fCUpmMgaZB9Oyp/PtUppnSVM4ZyABwVQt2n2Wwm61vmi6TiRzfPYPM3HZI6iTpvaMuy6A5y/4qOBSr8w7/Pu01hmIeX+XpIWfbF8mH293rcLs7Rve98O++4/W9dscaSoj2QSd919Qz6YQNMwbH3IWY+iYv/burAOknos44Qmlgrqt2CcwWXMsYwkpB3m7VuetxfVGM4q2bjRYsAfTGU/nSlpU0x55ol526loicLZBH0rE3jluIRuEAxBNttSYJVQbkeE9OgVEq/HPXUo0MaKTFMnkB2uUCgcQRKK99v02yDD6ZSTJ1nPjerQQge/s98OlMoCCnfVMrLS+VfYkZ9VtniFYbmIslWDn6dpoher4VdgkR7GwiRUPbLTCZtA2/jQG/8VQmindfeB0W30pwtxNeeVUDEfvJUvTyLXhxLc410SSoMpl4u5PrA0RdcT4TeqreTxpl4rAD1U4uCpjxSK5LC5lE4Evx8rwQWKWsfNMLMrHoqCvNEcZ4BhXqWsS8wmfS5WuClo6UxG3xUZy0WjO6EthbVXYJAYaA+6CyOyjmNbXHE7EDNyPZEG7oOuE+h9l3HPeZ7nGHovM+eKbvWOFYQjsE+YSvbavXIofvRCSdCH7wfN0xdhOmwRejt2gp2N9BRuzYDHpO15/SLbs5z+XLWoj0KwDBZesaNJtJsrKuwasN7OXCMyZ4LZEmZWlbyRhQKdkJRkVGcPudYPNIE3E8Zxrls5T0c5a0wlK2EUe03rbXXzfAYinOR+EUXmmXn/UW0fMriearCtjlUoZ/sWidX9KOj5NYm1QwoqsNaKrl9E9PQWWF6HIN+3Tuk6Fmm0t0fTKXCctqgjBN2usCwPOpMF5KLVxKNHkYycqEC4WyykomFzKisBhFci/ngt2bp0+kjqCuFVpT6mhQGOaaVrjVFTcNrIvmFWNn5a8DApM4aC2M2gFJcnJj98S5WCN691lY3i9qcoFLs//s++fRnT8oVvLidQGF936M+/3BIR/xCtnjcuxAfxQ6hHl3tw1F4OGxuxPFIeilm1jtg4r6ztkdT9+EZaIbkMseDj/020Epjo3QHX9nYunrqtT9jBMHazdRW9rNVpbkjfVLc4/Lpoks7x2v3S3hs0wizSpouVfIUt1MJxoJ1+JA3HmNAZ6diQOuG7k/eSGKkGcnQvFbLFtNktUGOF+ArRXIZixODUXZ8uzjyLddI9fiTQtmHHWQtrnQ+6ZjcfJRJJF+lgCXARvn/FK0V+YT8PMXrXO6Xvn7ZpZbUFELvVGTrLzdyXUAop44HQtDyEXTy7XAQUSivqgrF5qMJb/gonnllcMQeLUCTASaCu5uV2uhLO5y6TM6m+5Fo06TBTpp0FQYNRKt60omgF188ZEqfcoxzA0BL1eE5J8TfY4oTbQxugYDnWfVBTG+H0AAzewpl3auoa/o7iPZEYp5CXYo0u1LFvYlS4cglD74pG+CCD875LSHYJ9g/xtCYEPXeOgahia4EL6Jk7Zo4zbIZwBq8lg7KXPBf3lbWMjmRdviLE18ZIX1phX+AryT9nQ2dcLY5fIFjoXyiCwTR+xYH4Bsr2uRJNCqTJGHNaDlWhw+FJK4yv3ECEQexnDl7Kgqceh1A56KbAEAgXOYQTwGn18C87lAJ1UNLLa+kQh2DbDeipMdZeDLBeiNp+DVRvpkPD0TmVw7FifrKIZxLEqXcQx7cQV66w3QRiYv3mw9SwVjzUU0jTjZopRI+nopDlYjaEpi2M1WqkOLUuiiperzlBugECnd6OmTtjiJSPB5aBStz4TT+zFnp+DrpSSodzv5P+QFkMLTH7muJbp3nYzSVPB0x2xx8FsUCc+bbAvBWBaZgjRtBec0Uvea/0ytow8SpmT6o+MbMOV9GGOfu/+a2eOK2Iew8D7nO5S47Ebytx1v6HOHIvpb4JZBBkw3cu8z3X6jDV84Vj1HWInX12u1772bp2Pv1MNj+vMrI8FkmVRz7nIvAiX6IcYv7WkqPUud7CtcH1V/LSzsGQD2egnebNC8OBcHMZ3Ivr5ZRy2QTWNFoCqTAhZyzZKzVFgfY6EJQnti+grMOJaJo6gEm3aR4zN1glkm0AogDm42lYKrKGphjDiWYh9m2Ofv+0IqXq4Fg4+VEaTXzKUUXXFdywS42gDM0si5aQSWaaxw77UHKC+FWcTbnU820+mJwEeNhZlOJBqHRsnjkdwLF9lOJ2jOL2Wsla4WAEnSnp0K1ZGtdi4qYS8XcqxcJ9+qaqGWQJffJT65aXSijPX9NsCyuxw2L7yj7aKBZQAAFRhJREFUJ6L2XFXtnbYUHVV7MAxr9XPY9MU94+Gz6J16+J24L3uNI/bH5didHcKtQ+y9uy3ctwufdI93aPY/hGV3J4BDeNzQdQzBNMG5w2Rn6KhvQDAuOdpNOsWdsmw3BCeu5Jy+/r2n0e4wTba+T6p1nOg0aZtfAy0NzvWt3GwlUncUtu3OV6RyXsjfLCXv5tlTRG88A6/XbZl7VYlAVVl5B+t1bbK2rycXpbzvmnioMiEASSput+KIrThSN2nQNvdLfCpF0ZHmM3F0cayrDRI4QSNgylKYN5/Bnl+K8x6JFLE9v1SGjjh1+X+RbzmHopAIPjLAeAT73gvQk1OhJM4DeuBWWEJ+YixKf2/tZivbKm1ysd3JysPlO3a5lPPneVuFmybinFcreCitrn2tgS3FUXsMPagwJjdZA22Bmqs4rWpwrRAOi4Z/uDp1ol4h9r6n8aLPs6/R0OeZ62pPhG4vQIGsTG+Ttf7gdken/oo69scDxQD9cAKw7/z6kpdDCc9wn+7xDiVd+yCfvuMPQRwDeQBf4t8HLfWdwzntgC7ZuyTtgWt8hNS51pt9W6n9ot24HcpKoMQvp50KooddGgvAgtgKrTEmKV4ajQT2AGRp7qiSlVQ+mpO5NG2IY/lR1guXFUijejBru7XUR+RSWKNNRGIphEEUCc5eVqI9c71soRhdOdDpCXiz9WwcoliYOlnqoSTSKB+RUVw+BlyHoKKEeXImk4RGxpSlyn1nYbKwBV9dyzGX65bt4qLrUSZOuypb58lWEs6AbxZN00m7WrG1h0iip08k+gd85yIPjUSRRN9J0laGughb33OO16TGw2uOs263W/l/jzLvxCmKfJLUfY4bi2a9EUfLQSTuVnvoRNYu2PDPbbCPPs8+CHH71pVs6+aCzAAN+MMY45XlqN/FHlfE3ueAh/Bs93soKu9+3tkhiMW97kbRtzn87ufCsQWv9xzoHRz6HiQyNOl17RBG33OeG2qRCKJ6tCsBH8FrBOPb6FWV/4JQHEkCbzTy+3AtvGcYkqgyFh1uuxBNFIdPO8kCM5WkJmrpeE+zqZzTYf/K2Zbm2eoInUZ5Y8GXV+L4lTUCMoLxF5rItY1w47c70bRZClecYt3fJQTTRLDqqpKS/UbliXe5nN8lhXc7Ydtst3otRlYTqqnDi2uJfMsKMJFct2XpOwoASSqw1HK172i0AEkiXelAZJcrWSkUhTj0vBCnn2XaZHouieG69pWjABRu0ShYC4SMKna6/c1k4vFwrmqlMraQDAD/2kN7SlGUyF9XAYESKYCgErl9ptxz5SiU7nu6J2/hYJwOx/2YPL2bPR7HPoSNH0qIhtvdz10ng0OReN/xbxtnaF2oJXwdjq9vrJ1jDXZj6o71Izz4XRpkGHmFLAV2lY9KYeOyEmcCidzZwQbq0H0SbrfzDp2L0jNsnCa8Z9O4hJ1lwZkBj9V7USuVNODrpRwzSYRGeXUtzjHLdFVQqONqPFQEVwm52Xo2hiuQ4bqRFYfTsNnmwl4pSpmoDHmRLXG6RsbjksCzaetIXdIQEIhBK2J98jSJJfKuai+RS5Ox4Oe60gFbWRk4aqLqpcMYmJMT2JVWsrokaJrALpd+lUPKXWfXcNxdewDLuf8bSHMnkES5pzw6iKWqvQYQV3XLciHje6I6Tf89SNBx7MOit06g4miSHn7pRO83ns37hGOOjv0l2iH8u+vw+6LRoYi1+3sItum8DsW4buifd4/VNwH07X8Iw+9a30TS97f7onS+uL3jGXg/7I3abm55xD7JpcVINMokam4aX9mIppFmDYWUkWM8EucfNCx2tD0fWWtSlbW3KpelwCZb0Ql34mO8WmvST+ENjaIp0WW7ERoljUY+oqbxWLW/rWfW0MlcYaUINJ/7FYY3y1Lt6mRonVPUxCMcJ3+1Bphhnp7JcbNMG1aQr7g085l2Itr5e0tJIsnV8cjfS8d6QV3LpOWogOpcfDu7smwnq6BqkwOxLdLuRtIAxXoH685vi6Llmwe9bh1c6KJ1gazUade1f7/timS9LG+IqbsxUCda70I1TtHR4+9AqzgaPH9h0HJvETu3Tbdv+3kV7fE5dqA/oh2CabpwSx9c0efUh5xr8J5PDPUkKHthntv+7htL30QzdJyhSWkAs7+hOjk0pvB9f8p9DrHf5hxOVfmu9UgSzy+HIXGm7lyWJVJ12vnqJOx64/toUpr4iByA9FVtrNdVB6BRb+QpiaywBzRZB6CNMrWaU7DuVbsyKCRBaq+XrfYKW0lQuobds6lQLKeTVuvE6meV7x3S5HgrCWNeb2Q8WaYVodoAOs9lggiZJjrpkTGedcK7nTiS3U5w8iRuP7fLYTdSkWqyzEvj0njsqz4pUulbB3+Nx3KONNVI3cqKSTFtxzVnzRG4iQgQyMVF316xMUh4gm0Ln6njdQlOuOS7W53oc+DzNQFU44ungmfyRl8C7AcX92rueb7t5xW0x+PY7+J0nXWd2F3x524U3fe54Nw3dNH7MPahFcZtidHwXEMTWRdi6jtH9/jBfr1NgHuOdeMLEy6l9Zgtu8G0jiKO2zJwoMWI2UryT7FyZg663lcgItEzSTRxWrWQDTulQdNqw1MqcIvgv5UkLrXEH4DytyXhCba+fyY7oSyXRNSI3jhqIxmZUJxioSZx/W1wkEhdi8POUt/I2VMBk1hK8qNIxlgo3dLalt8PePyaxmPY7VYmlOVKJrEoksmR2kmRNyLPCxYc3OUo7C6HXW8E1y7LlobILMd1kJZjzbhORIbUuWuLu6LwUbSrTXDcc/fMeMzdyQeEz5xLsIY0WXedwXN1IzEfVJc6ppVfEQbMl77I/N6ZMUco5iXYIahgyMF1oZeuk74t8u+DbrrO3/0MYf2HriU8R/i7i633TRKH4KjuhND9bGccvRWt6PnyBPuHkZNPnFqWilTW6M9FZS55qhWqiGNldGiyjUgibmt9F3rnqOHgjihqI33F8l2zBxjVF28ar07oVgAeIsjSVoPEQRsuedo0LS3TrTIaKxrjU63STFLB5l37PyhMoRg0xcJvt2tRT/TYtY6Xm8a3EORdLjDVbudbxrnK0ebySuiJ2iKON9vWSU8nvqKTmaULlTuuuy+A1BOsN8rnz7wzB6CwiG3rB9z/0UM2paefOrM7SQZbbV7uk6IqCufus6sm3XvOArjFPwthhN551tjynuLkUAOZ++1v2mNuwnxN1R0fJ92x+7rP+hxm9/2+4992vNBp9h2/C3sESR625qYD7cPV+yaR7ra+8/Vd+23X2APRuM+yNf37uPdcnsHRNAFhPjhYgYxPrHkqojZPhivlH2VtEw3n+IGWBz+ZaDQvTI+wKQOAVic8SbxzEqemuHojAl12s23pfk5AS2mSTjqWphN1ohVQVQJrFIVg3XUNms/lfLbRY0QtBVKdvXEt/4yBmU6kMnQ6kfM4PRfn+APdF85zX03qIRa9PkoTz3LxCU8AzcWl3Hvt+elb3ukKhXc7sP8f6f/OEMx45KmT/l+ubeqAyFMZ2bKPxL3+vopsuWbU3bySk+CVx6iVA3DP0J4apO7TxdZFOyiA99xnm2b/WQvpwQgCjvvy969oNH4XezwRO7DnJOVFJ0rvRqh9Dq67T/i7u89tuPNQRNzjpLtqijeOE17bofPfFrUHn/H3qXt/guPvnS+YIPY0Obrn6YyL6wCeqETjxSffXNNi5Z4zt1xo0euuVIGxRGjiICtJUjq9GcV0nZAVTcagJIZROVlfFq+FSCDTOsSoLZv3SUVNpAI6qeSF53TTKPM0Sl5vBCfPCy0EqlrWjCZz4XTD3b30zBHXFUgqW+1q7cfhCoUA7FVv+smrqtrJSe+XVRokxTGi05OWauieL+/0jFb+6vtaaMRVDbvZtZCFYzEF0IzXXXH5jqJoqzzdfi7C78AsewVH+qyGFct7UTbtt5bcq8foY3s55x5E9zeexXuDYo7J05djAdzSi2139+37bN8+fZF8X4Q89L7bNgTh3Hb+vmvrTgwD0MoQVLI3mQxF8/7Pm0nQEKvsyh90pQx8H1T3hdb3Pc/ZReDapEKi43YicNG9jygd/ux6ZOo2R48EIM4vaht58Grtj03jkTBxNEFni0KifkfFg0wung+d5z7R5+UPXANmVWikNFXhrMazSziQBqAo0lZyUiHpKk+bi0vP5PHXlKZ+MrHXS4Ftdm1VKBA4YWbPDIHRDkUjlcktCoGKHNOFyMsMCKvIeMgqlMUNaxF8ha3q6gO64goFvVwys/N775lQ6WT3/7rxzPhitVYuwPPUw8BCx7cHy7jxdqG/4Bns9QEf1RjH5OlLsS72fNeoOvx83/63YdZ9UXj3/QEoY+88d1kpdI/rlroD+YW9Bh3d97vbeiakPc4w2i/kIS2bGxPBwHtWKYjOubNr2xZS1ZyzdstpI9xqV4xE47EyQAQOMMrjbqEekkjaLdHrWpQMnaSBY6lUZQsFNQ1Mlil7xgqv3bFN3LgK4XlbJ5blSvUtt9K3TaOUyibQZZm2ODeka5BTSKRR5p2tXa1lwohjmTCUnklZJhObJjsd9xtA+9tVhGZZ2+iksXKPVItFOPq2Ldpy/68+KKuu9rVcmga2rPYieq+3H3Y30mcpHKNrYxcWr/mo1k3+boJI0zaAoH3++lC0Ho67fTtw/N3g56Na6HMO/byC9ngc+4Go07/fFxn3fb5rfU4s3H7o4TrkwMNxDk0MfdF+8Dv8Et3Yr++c3XMfOGdfVamzXhjnAMS0J7Wqn3f0R5dUC+V/HRwizBnVZ3cTgEsQukSm0yavatjlstUMT1NxaMbR9GJfiekSW5Sl4jgyiaJdJaW/Bm0SwcyiQ7Nr9eBdqz+aTNqmyk5EK+SHR1IUZa+uFMqp24SmXivnIr3rNOadOJhIGHDL9a9rce5Ai5m7RhcQ+MYJaMn9l/+l3Ww9tu5XIEC7arIs98lpnzsKo9uflBbageIE0tv/X3vHXVdt1O0+E1SUSuMNuhGF+/tHZj+a70I1wTkHgyr97Ve69xS5s471Lj+voj3O5OnQ7+4+tx2r7zXQD18cOsbQknBoMjo0kXSuqVfid+haDznzobFTq5YXbt+bUDr79xprR6XuqkK/+N2kl2NsODjBLedhCFRFe52X3JffOkGr8MseshKiqIU9HC7v+O+KVbsVQft5hpnPhCVT1yDF3j2rxRhfEWo3O20QYRXGKaT4aJfLZ50io8PwHZyiMIl1euijTI6Vtglfl2SWXIL1zBe4Sc6tKDjoYOT+lWkKKJuFmwYEvX+d58ZTG9m2jS6AvVWGfx4cxm5lDH6MyiySZ2Z/tUaGwJVLYLb9SPugU3m+2Efae8nSznPlHLc/Z/Cc+zHctzHf7Xv0itqjcOwrXK3/S/PTn3/ocXxAewPA+Uc+yst4tuR7/cHHO5Q36m5vAJQ9+216tvVZOfB6c8cxh+fZ9bx//QHG1b2O57eeff+8ZTDmvntym1U927rHuUs+LzzO0P7y7L2BJrjHTed337a+94bMvX+X5/zuecrfdec9D9irGo3fxYgfAeWHiH6Zmb/1ocfxQexVG/OrNl7gOOaXYa/aeO/LiOjnIcHOXeycmb/zd3I8922PImI/2tGOdrSXaa+ao/6g9niSp0c72tGOdrR7scfi2H/ioQfwIexVG/OrNl7gOOaXYa/aeI92B3sUGPvRjna0ox3t/uyxROxHO9rRjna0e7IHd+xE9J1E9HkiepuIfvChxwMARPQpIvolIvocEf0fIvp+3f6UiP4zEX1Bfz/R7URE/0yv4VeJ6FsecOwREf1PIvq0/v31RPQZHfNPE1Gq2zP9+219/+seYKxnRPQzRPTreq+//bHfYyL6O/pMfJaIfoqIRo/tHhPRvySi94nos8G2D3xfieh7df8vENH3voyxH+1+7EEdOxFFAP45gD8H4JsAfA8RfdNDjkmtBvB3mfn3A/g2AH9Tx/WDAH6Rmb8RwC/q34CM/xv1528A+LGXP2Rv3w/gc8Hf/wjAj+iYrwB8n27/PgBXzPx7APyI7vey7Z8C+Hlm/n0A/iBk3I/2HhPRJwH8LQDfysx/AEAE4C/j8d3jfw2gy/r4QPeViJ4C+GEAfwTAHwbww24yONorYMz8YD8Avh3ALwR//xCAH3rIMQ2M8z8B+DMAPg/gE7rtEwA+r69/HMD3BPv7/V7yOL8W8qX9kwA+DYAgxTJx934D+AUA366vY92PXuJYTwB8qXvOx3yPAXwSwJcBPNV79mkAf/Yx3mMAXwfgsx/2vgL4HgA/Hmzf2+/487h/HhqKcV8UZ+/qtkdjunz+ZgCfAfAWM38VAPT3x3S3x3IdPwrg76Gt83sGYMHMdc+4/Jj1/Wvd/2XZNwB4AeBfKXT0L4hoikd8j5n5twH8YwDvAPgq5J79Ch7vPQ7tg97XB7/fR/vw9tCOva8z7aOh6RDRDMB/APC3mXl5aNeebS/1OojozwN4n5l/Jdzcsyvf4b2XYTGAbwHwY8z8zZBC/0M5loceLxSK+IsAvh7A1wCYQqCMoXE9+JjvYENjfBXGfrQBe2jH/i6ATwV/fy2ArzzQWPaMiBKIU/+3zPyzuvk9IvqEvv8JAO/r9sdwHX8MwF8got8C8O8gcMyPAjgjIldhHI7Lj1nfPwVw+RLH+y6Ad5n5M/r3z0Ac/WO+x38awJeY+QUzVwB+FsAfxeO9x6F90Pv6GO730T6kPbRj/+8AvlFZBSkkEfVzDzwmEBEB+EkAn2PmfxK89XMAHDvgeyHYu9v+V5Vh8G0Art2y92UZM/8QM38tM38d5D7+V2b+KwB+CcB3D4zZXct36/4vLSJj5ucAvkxEv1c3/SkA/xeP+B5DIJhvI6KJPiNuzI/yHnfsg97XXwDwHUT0RFcq36HbjvYq2EOD/AC+C8BvAPgigH/w0OPRMf1xyLLzVwH8L/35Lgg++osAvqC/n+r+BGH3fBHAr0FYEw85/j8B4NP6+hsA/DcAbwP49wAy3T7Sv9/W97/hAcb5hwD8st7n/wjgyWO/xwD+IYBfB/BZAP8GQPbY7jGAn4LkACpI5P19H+a+AvjrOva3Afy1h3ymjz8f7OdYeXq0ox3taK+ZPTQUc7SjHe1oR7tnOzr2ox3taEd7zezo2I92tKMd7TWzo2M/2tGOdrTXzI6O/WhHO9rRXjM7OvajHe1oR3vN7OjYj3a0ox3tNbOjYz/a0Y52tNfM/h+q7uBsmgHJAQAAAABJRU5ErkJggg==\n", 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" ] @@ -212,6 +143,13 @@ "plt.colorbar()\n", "plt.show()\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb b/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb index 9e843c3..bcb6d93 100644 --- a/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb +++ b/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 75, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -33,12 +33,12 @@ "sigma_0 = 3*wavelength**2/(2*np.pi)\n", "\n", "formationrun = '03042021_H10M29S29MS143_FormationTime' # Make sure units of self.variable are ms !!!\n", - "expansionrun = '03042021_H11M20S19MS093_FormationTime' # Make sure units of self.variable are us !!!\n" + "expansionrun = '03052021_H17M12S21MS510_ExpansionTime' # Make sure units of self.variable are us !!!\n" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -97,10 +97,8 @@ }, { "cell_type": "code", - "execution_count": 78, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -118,39 +116,18 @@ " 0.00021113 0.00021424 0.00022049 0.00021808 0.0002136 0.00021341\n", " 0.00021523]\n" ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Given an amp, sigmax, and sigmay, it will output the atom number of the fit\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmax\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"You have\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0matomnumber\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmax\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmay\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"atoms in this image\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"You have\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0matomnumber_taylor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmax\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmay\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"atoms in this image\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - 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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_zeta\u001b[1;34m(s, prec, rnd, alt)\u001b[0m\n\u001b[0;32m 1204\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mz\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprec\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrnd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1205\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1206\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_zeta_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mto_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprec\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrnd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1207\u001b[0m \u001b[1;31m# Negative: use the reflection formula\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1208\u001b[0m \u001b[1;31m# Borwein only proves the accuracy bound for x >= 1/2. However, based on\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_zeta_int\u001b[1;34m(s, prec, rnd)\u001b[0m\n\u001b[0;32m 1140\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1141\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_neg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfhalf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1142\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_div\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmpf_bernoulli\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m 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precisions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_bernoulli_huge\u001b[1;34m(n, prec, rnd)\u001b[0m\n\u001b[0;32m 479\u001b[0m \u001b[0mpiprec\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwp\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 480\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_gamma_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 481\u001b[1;33m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmpf_zeta_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 482\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmpf_pow_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmpf_pi\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpiprec\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 483\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_shift\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] } ], "source": [ "# Given an amp, sigmax, and sigmay, it will output the atom number of the fit\n", "print(amp,sigmax)\n", - "print(\"You have\",int(atomnumber(amp[0],sigmax[0],sigmay[0])),\"atoms in this image\")\n", - "print(\"You have\",int(atomnumber_taylor(amp[0],sigmax[0],sigmay[0])),\"atoms in this image\")" + "# print(\"You have\",int(atomnumber(amp,sigmax,sigmay)),\"atoms in this image\")\n", + "# print(\"You have\",int(atomnumber_taylor(amp,sigmax,sigmay)),\"atoms in this image\")" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 5, "metadata": { "scrolled": false }, @@ -211,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -241,20 +218,20 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Temperature (uK) is : 87.03000709201798 \n", - "Error in Temperature fit is : 11.127097406062417\n" + "Temperature (uK) is : 163.39529000850618 \n", + "Error in Temperature fit is : 9.283705838304062\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -269,7 +246,7 @@ "# Given mot size (sigma) vs time from an expansion time scan, calculates temperature\n", "# Requires an expansion time scan!\n", "\n", - "sigma_magn_fit_data = np.sqrt(sigmax**2 + sigmay**2)\n", + "sigma_magn_fit_data = sigmax#np.sqrt(sigmax**2 + sigmay**2)\n", "t_fit_data = variable\n", "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", @@ -290,7 +267,559 @@ "T_fit = params[0]\n", "\n", "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", - "plt.scatter(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data point 29 failed. Averaging nearest neighbors.\n", + "Temperature (uK) is : 244.0715467855561 \n", + "Error in Temperature fit is : 6.105591445704815\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#No PG cooling\n", + "expansionrun = '05072021_H15M25S0MS736_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index)))\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('MOT size vs Time')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data point 4 failed. Averaging nearest neighbors.\n", + "Temperature (uK) is : 0.8229468336184403 \n", + "Error in Temperature fit is : 101.43919773878835\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#1ms PG cooling, 0.5ms delay\n", + "expansionrun = '05072021_H15M58S39MS907_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index)))\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('MOT size vs Time')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Temperature (uK) is : 647.4935812878825 \n", + "Error in Temperature fit is : 142.75393418476492\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "#1ms PG cooling, 0.25ms delay\n", + "expansionrun = '05072021_H16M7S38MS257_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,6)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('MOT size vs Time')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Without PG cooling,Temperature (uK) is : 434.0490738403144 \n", + "Error in Temperature fit is : 21.57696739383637\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "With PG cooling, Temperature (uK) is : 1059.6234907690716 \n", + "Error in Temperature fit is : 112.19831571416928\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#No PG cooling, 0.25ms delay\n", + "expansionrun = '05072021_H16M14S14MS523_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,5)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('Without PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Without PG cooling,Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "#######################################################\n", + "\n", + "#0.5ms PG cooling, 0.25ms delay\n", + "expansionrun = '05072021_H16M11S40MS535_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,5)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('With PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('With PG cooling, Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Without PG cooling,Temperature (uK) is : 1096.395266804926 \n", + "Error in Temperature fit is : 142.0216225399359\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data point 4 failed. Averaging nearest neighbors.\n", + "With PG cooling, Temperature (uK) is : 1035.984597059979 \n", + "Error in Temperature fit is : 156.75713484991618\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#No PG cooling, 0.5ms delay\n", + "expansionrun = '05072021_H16M41S9MS148_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index))+1)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('Without PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Without PG cooling,Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "#######################################################\n", + "\n", + "#0.5ms PG cooling, 0.5ms delay\n", + "expansionrun = '05072021_H16M52S51MS268_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index))+1)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('With PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('With PG cooling, Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", "plt.legend()\n", "plt.show()" ] diff --git a/NPBinaryPlots.ipynb b/NPBinaryPlots.ipynb index 8885ea6..6b4dbe9 100644 --- a/NPBinaryPlots.ipynb +++ b/NPBinaryPlots.ipynb @@ -12,14 +12,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 75, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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BQ5zAp7LlGAHIUuDOs9Futhz3px1v0TP8QQD/k6r+yyIyANgD+D4Af11Vf8DKeL8XwJ8D8McAfIv9920AfgjAt4nICwB/AcC3gk/1L4jIj6vqS9vmuwH8LGgMvx3AT37SwXwmjKGIwB320BCg1yu0akeH0ci54ujtrYmfY6SxygW6rhuPOAQgZ8A7qCopLzmTw1gVuCzkcDXyaylAJdDgousoptQRToTcxBg2cvVh4iodBKoCr8y36Ug6ij/zxYEIqq3qdcc8nFsKdAqohhqL8XhRtIMSAFd+t5ZunNxSyNszNLMObuPQAXCJ+bbpywuR4CmgTIJwyTQCDlhuNoCGcwhKcajRIe8c0sEhzDRsYbYXzPZR9hFl8qiBqG3e0TAEO4T4kOnFmGeYjtynFGCNA9Fj4xmW0UMnD79s+bbl/RHxPkMyX/JwqfCLYx7QkXuoDt1rq6MjUHFPVH95FuDXauTthui6DjBhF3lfo0c50CC7bNfZjHoHzuyY1htHr3RWrLcD4kPunn2dAvw1Ibya4VYamfXFRJoLuECSpmP57OjgzgmxGEgFAMIIpEbhsTgg7xzUcb6W7+0shlQYXcwJ8AIBFw9dHeoYbH+xI/dwSsOoysjlraHJQHoLOUMRuQHwTwP4LgCwSrVVRL4DwD9jm/0ogJ8BjeF3APgx8+x+VkSeicjnbdufVtWPbN6fBvDtIvIzAG5U9X+x738MwL+Iz7oxhHNEj82AifdblcUQodcZMgxGr3GQaCRoEUguNJzGG9T7B/MgDXnc7xk2qwKXK2QcaNzMa4Ozh+28IKgin0bjdHkAA8RC17Lf0GeAYZJkC2kMhJDrwrmh0NF14+AW0mHq5Bn2AkQXo+ML4wVVfPes1PNBL4fI7Q0pVScEVRwAFYSGDgvpGe5KYrK/JIRqpG9VXD83Qio6eXv8KEGUdJ/1SKJ2mBV5FAwPihIdZHUdTQWAvHfII70YZ9UlKtjI3UIjBdALzJM3NNe8uWOA1I0InE6e3D8b67NAUCdVlFEwnCtKFPiVnMFw2TxVyQqflWHmWkmliYJYSS+JLxklNFK6BocykdOHxGPzC0EUAjc2L4hsA8BwXxleGzpPmosgn0bUICi7QO/ZQCl1XGDIYwy8RlUNeTZQTx3EGZo8V5TBIU80hq4o/KLGT7TjrdoNqsy8t/m9A6D0UFX4rIS7meF0iz5gZPXRw60Rbsn9+f20Q6G/3TD5fRH5+Ueff9i4xW38AQBfBvDfiMg/BuAXAHwPgK9X1d8AAFX9DRH5Otv+46ravvFrfP+Fj/n+E8dnwhhqyaivXkPGkYYwyFaaljMkBui6Qo4HGkVPwrWeWH6gMWxhb8s3ppXhcbBwxEJwWVYSupuxTZkhbvAQ7zHMZ9RdNAqFR7kZ4VaSigEgzKWjsmXn4FKgB+UAjAF1Io2moYIAqRX+YUF9seNL4RyPwTHElbLlmQAjSwdHUq0TvmmRFCDNfGldVqzPePvinVmVRs2ZE71UAMt7E8K5okzOUFUa8haSh2tFHQR5dKhBkPaOYVt0EMvRqROWtFVgelWQ9g6hvbieRtov5Q0CcriQSM4JaPzFmRdrKHKjmYRzQT5s0LJ6QYn0QhmG06MMZ3pL9BQF6WbgdVoqdKK3GOaCcogbQR3o+Tq30Ki5TCNFGg+MKM10QUPQiTwz9M/GMcyHAPWCvONvw+zhF+3H3P9NttjtvNGJmHdEKRAxovlSUINg/5sr0k2AW0gu1yjwVzXWgOsLpKgiG2NieW+EFKYzRIG6i726Kd8wvSQrn6FG0Hbp0crzaYa+QZX8auMDVf3Wr/L3AOCfBPBnVfXnROQHwZD4k8YnVbX9Tr//qgf0938oc4YiAtnvmJ9pVABlDlB2Uy+5w7IC4wB86UN6knno/DtdV4j3kNOR2+bCsLkUeov2QLX8oc4LUEsnAuthx8SzqySDrwVlHxgKgiGqZOav/LUyJFRlErsoSdlrZgXMYvSaGKBDQHw5k7ybKooRfsOlvGEI2z5qDPDXgvD6CjiHfBpJ/TCkKO+25L2o9jDQ5Yp8u2OYmhXhnOnBBIa+AEnd2Qx1OBeUMdBDSYr5hUCKQJ4brxHmzVWWuZVBML5i2M45SFsR1Z53a95MGT3KtIFP1dOLjWfSPlr+DM3DbDXHReEKS2nKSP5ffNjAB6n0usI58zgmj2A8xxoc4mU1L9r34y+jEdfXaikMB0R63GVPD00d4O2xK6MBaaUiXNJGwzEDCuMUNiMoRblgBCDdMD/p54r15DFUhewHgnLmbefjwIV1IEdTrTS+heNwrpdFAmbwUrFKJBr19dmA4T6hGgFfXp0Rvmw3bRwItu0YOvfw+VMOBd4Wy/ALAL6gqj9nn/870Bh+UUQ+b17h5wF86dH2H1fV9gVsYXX7/mfs+2/6mO0/cXwmjKF4R+M0ROjpAFkTPUQAer0STIkETCQXICXowxm9mN9yjQBoFGMgFxEgH3FZgHGEHPb0BKGbpzhEALHn+dRK/eCE4gNF4ZfSCdQtcS+5MreoLL9ya0GeJiKCqXTjzJ2QRCypGLLISpV4LvDX0lHNVqqlbvNc188deg1wHQPK6LHcenhDcNuo0dOzSJV8NgXEm3E249G9F2F+yi/0SOO5QD0Yap6BMgJlFBTDsPysGB74srtsJWwKDK8z0tHDCUPPFrajAjCUVCqNlytKrQwvVqGy8fLUoW9XJ5bElYGhe/UMzfXGY3xt0w923gr4a7bzYyjOFIcZgMYNLTz39XYgSm6iDAzjWSXiCuAvNF4AzLgSvHLXzDmcsIrGvL0apINgdSRKnj3L/IYHRgt+VZb4OUG5GVkpBEYVKdLgSqEnOrxmOqfVjr/xHBUlD7F54+1eWm4yHwfE9uzBEGeRzrxoC8OnH4LysU7X72yo6m+KyK+JyD+iqr8M4I8C+Fv233cC+AH793+wn/w4gD8jIn8FBFBem8H8KQD/sYg8t+3+OQD/gap+JCL3IvKHAPwcgD8F4L/4asf0mTCGHTH2HvJwgR52kJXGTI4H6DRCJ+a/cFVICCRnpwQ5HRlOpA0drq/vAa1wtzec43TiH1QZNl9nSHvIauU8xwPRaQCSKvKzkTnBiXmpOhpq+LDQEO4i4odnlOOIekOxBb9UlOAsl+YZfgMkXAcHPUSgAvngCRi06pLH+UMQCS77QHqMF+TbAH0/EpA4Ooz3BVLpeQD2+70JCCSWkbXysrIj4umS9tKzvCc4IEqScX4UzqlX+FlQvW6BhgJlEAwPFeFSsdx6jK8sZJ1ZRhfn3IOQ6h10bC+sEjlVwBvQUwYauC48ZMZqeKjIRkyHAtnmCLOiRPTwuoyeddSqyPsItxaS5u03ZYwIl7p5qDsHyYBfK67fsMP4wQpXKtIuABXd+EqVHva2xcJfMnO4c4YUhwE03jjQiKWD5YULn6+GDOfJIZbKcLvwGrecKgCsR4+8ozc+vq7dg46vZ4Ieub5ZcpkIUuXnky3QtuhVZQ51Je0qn6z4IBEYXJ9FuLR57Z92EEB5O2AMgD8L4C8bkvx3APxpMOH034rIvwng/wXwr9i2PwHSan4FpNb8aQAwo/f9YAkwAPxHDUwB8O9go9b8JL4KeAJ8VoyhArLf9RI8mVdgR7dEY4COG5rbf5IS8PyWgEUuDJsBIGe4myN0TfSubo5cIWvlA1UVenPsIaxeZlJwxgEoFW5JqPsJ4SFZbtBt6h+gAIO7Ziu92zHcO1sdqaG/rRZUzQuowWF5b0Q6OPhVyUkzia2yD6ih5d1afogGsQ4O2XJbLjNkHO8LhQ9yhXsU+tSRoV5QwHlWYpSJRifMb6ZKXFHEcwNrzCgpUAONiV+B6RVBCQDYfZThZ+a0/FywXwoN7bSF2gA6wp1OEelgQI84LCfB9Io8PJetLLFJgAEMOT2w3DjEMwGUPPE4Wp5zOG/bh3PulBaW9/Hap6PrucZ2rQFguCuog6CqIdDRcWGoZiirmkcscOZNxoeKdHRIxwnhQqPWDJOfC+JDwvJixO4DLsJ57+2YFfGqWI+swuExk4rEe2sASmLOtQYxI8/QPd+McK0mesmbuMZ+MK96S6kML1fSri7MF5bDsKHhh7EveiragbtPO8gzfEvItOovgZSYrxx/9GO2VQD/7ifM8yMAfuRjvv95kMP42xqfEWOo0GUlmpwLZbesBKruB7jzwjrNZaWhLAUyjhvlJXggG13ldCT9xsJumW3eGFBPB7jLbCRoO/UXt0R9S6XijZNHub4R3srqHtcv05ujt9NrbwsNlL+sFI5Q3Qzue0fmdiLpPengUKaI4VVGeEjQ6BiSNyrG42dNuW+pivigVkNLtLoBOWEunTcnRR/l1oysfJRe0gbwO6kMQdONJ8By4IsTr6zpdRkYXzU5Las1vqwM0SI91nRwGF+Wji4XK3Hs9JtHgMr8zCFeFfHSFoLtJNUJhjO5k9XyeA15BmDUEy40nH8Lr6H0tNu9KAN/WyN/B9Dgu1WNv0jQo6HJzYMkbcijjEb3uTUvehL4xSEsFM9g+Fz74rWa+EW4VrhI4AdFMb0syJNguXWbcENBz8PGc6Wyjul1NmNZpgC384h3yeqzt0eBfFOi0OOXrvTszwtkTqy1N/Sa8xD08laf/ZbsF4/j7XmGn6nx2TCGJrIpo0l45dLVZpzlBWVeIEvacoNf/z7qZInjeQuRmyGUaWIu8YbSW3KZgVBo+HZj528BgLu7cn8mhdQEYMMHiWTV5vXBjJ/3cKnAn2fUKSBNE+J5gazGRcsFWFOXFfMiwIsDwqXQmxLmq8ro4C8JZWc1t42/ZYTlMtL7ig8mGKBAuJrRGB3KrvH66AWNLzND9EKFGb9UTKtiPblNtBU0EulIT6YGvsDj6wI3CKQ0T8uMDYzXaMiqDgHpGJB35CXWQQC7JT1HlxUuAXniMfuVYWieGtjRvCP+bvpg7deljPQkpeKRCoyauos9Lc7ykKsBWRay54OHVHqV8bItYP2+GRBUo0AqQ/AymkEsXARqQ+QTsDwTqMl8lSoInkh4A7jSgd44YPXajl5eMarTcFeRjh5lYGpgPNfu6QJAOnik3SY/ps72NQr0+YBwLm9c0wbc+KVSGOS80GB6I/MLMH6RNf7u+Y6eZBADu95OzvBteoaftfEZMYZP42k8jX8QhkJQfo821fxsGENxkJ3JcOVMesxj2X0RynY1AdfTkTp/3sE9LAyJy6YIDAAIAeVzzwAvcJeV4IgI6RTB9e3c2dyN4N/4vdw9ENixcr/yjFQdSZXhqCkMu1oxpMIaaeeAYoKcjqKbAEMhWQriXYJohC6kccQHVojkvSdIY9unk7fwrVWXyEa5AEw2S3pOr+kGumwisl4w3CfkHd2a/ZcSc4IWQq0nhzIKva3E0BWCLsLaqnMegwO7e6v8qegekQrzkeoj4kOhevSjERbtoSw9nybVT5S15TJJe6lIJ4/qGeKqJ81FHRAeavecAIbJdSS1qUaHuDIt4ReyAXYPJCSnY+N5GjA1K7LlOcvoUAOv72rovF8qnImg5kmwFobU1CMkUJUn5hvXk+vXDYBxMwXxwlxw3jkE8wTbfWVOtCn/CEoTw/ECcQq/wippLAoJLH8ENtJ5jQ7lKFhvA8ZXAf6OqjUaWUFTDpw0vrxCh4Dlxdifkbc1nsLkdzlEmNc7X8kJdMJ/ASKypnAt3jO3mPlgSKqGvJWtAmVZIIc96ulAQ9o0AQHSZibWBDujyrSco+pW1A6A5G0TZYA4uHuKLtRnBypNp2w0nwzUSAn94IB9RKsQaGhyl3qPDv5KMdRoHLnlmbUfUEN5wZcjHcita4hzGR2ClYs1KagGEEC2kJKGgsbFpYpwJnlXnfR62BoE6cCw0a98URiGkTqiXrAeXJfUH+4U620kWTlu9BwxlBkC5ClsSOy0pRQg6KBIiTBKkXZkGQB0FACuo8yNagMBxteF2oGD6/qE6eSRR9dlxtKRFKeWbywjQ+EWjqtVkpTg+rxiIXGNXBTSTjCcpYexUpmSyHsaqnQS+C8pspUk7j4oVnHCc2gliiXymuZRUKI3MAd94Th/Pe/37sOM4b5iPdmCk9D7uBApN2kv42KWwfXcKMDFIh1NvMMk1R4TANPzHVyy/KwI3pb9UghWfbgmrngAACAASURBVDsh92dtfEaMIZgn9OTJISnUGSCyj0AGlWkAaw0gcBeWvnWD1ACR3UittzUBhR6get914dw1QYdANWugi7vKklC9h3993jyY3cj61cu8ya8745Z5B/UDFbdjsCQ9xRTYj8ptdaiKbsDCbIBDpYcTH0ig9ZcMldC39wuNuFuY+K/GfSwTRVYpzvCIlBsdyhCYw1MgTw67D1bkQ+wASAeBPF++VhNbRodQmlw+DeF6s709ZQQevpGKzc3gDWdFbU+Por+8AA1Jo8jUQE/SbYfar2MzhlKAsuP26lgS2JpENSMuFR2QKVGw3giGOwIf4oH14AmyFT5PUhTJFhcafRpCv6rNy+1qEOQdusiCVO4jXCvSnpzCGgTxQZF2wv4qD5U1xatCuneOfv3yzu7BjudP/Ul6vPFsBv3oMbzOGEu7H8qyP7dxF0OuRKRBBfMGfLVr5pZK0d7V9BlNTYjXF5g+SAiXvJHM38JQAPUpTH7HQ5VqM+PIUrWmVJPLFuIG34nRcIAsrPRA8B0dFtte5kf0lkKpLagCC8PYRn6FNUuigSrQ4KET1UDykeivNirIoyGmklNPB+jIyo+yj/AXNuqpw4YE+qX0Koa8p3KJto5sFV3wtHkBfiViSKIvaPRMqUbMsMbX6Q1qzfJ8tAoYJuD9oliexx76+vuEeG/Hrgwha6sp9g0B9ma8AJbUGXobLMz1xjc8k4C9HgXj3UZ5acYxXkg0LqNsKO8I48fRi4pXc9Gw0WP8qhjvyxvd92pgagPY0OVi4rTpIHCZc7vV/m4gRDrI5sW6zfj71QzqyO9VgHyw+Y4CqWZ8Io8hXAXrid5evLDKpcn4p6PfZNQysNxKP3aXeK2aoXMZb1Cc/FJZfbJQNqxG18GbsjMCu6IzA8hdJIjkyqbi3erVq5UJPl5g2gKtTuC+sqPipxhPAMq7HC3aswZOGIdOgKYxHOihLWToS8o0ftZbBN6TQwhAgwdK7Z4c1Jj7rQ/H8wPUu15rzEL8meVOVzZ30jHSE/MCd07sR9FyiV7gHq6b9L+nPJR6h/Cw9sJNB/QqEn9eIJcF3jnI529QPVVn6kA6TZk83CP5QGdEaD7MFWXHnGKrJol32byurTxtuEtYntN4u7whwqwi8XBr6FxJP5fejS/vWZo3P3MoE41A3m+oKwDEO4bkvhkcZdnb9IreYbi2srmGrBJ1pRcmCEvdhCKUL3Met/poUk74gvvFBAicoI5b2NwFImA5NqWRyUaFYY7RwvQ9q1zSwc53BYpjmLoeN7K3Wr11GYF6YGXLcss/Dnf0BuNVcfr1QhGJrN3glsmhxO0epCONsl9oFEX5/3628N0Bw4NSPs3OWYMR5m9Iiu9q2Yp+jK2fTBmkCzmIqQ7VGDbi/ShIe3quwJYjXN4jSbvVdX/aoSoo+uQZvjFE5PcD+DEAvw/MVvywqv6giPyHAP4tUJECAL7PWgB88nBCw5Ie3TD7/3q7ZxlbKpDXD9BlAbyHc47Umf0EWVMXr5RlBR4uwH6HetrRCNaC5tnTa9gK8v1SNpl+EdRpIF/OC8LrBciV3merabY2js1LrWOgYWsioF7gLgkaa6fvSLKSuHlG/E0qj1BDcCN0q9BIASQtl9HBrxXpFFi/HFplxaMOeqm9COY9DNYHJKsl7umllFFQw4DxpXEmc4VvPU/2pH4Q0FGUF6S1kPhtxnzdcotuVQsvFetBML2uyAbmtBcx7a0MT5gbDHOFW8mvbKHq9YXHeP/miwsA68nDFXpfDeCZnzm4R+ypsNAI5pGGzdmxqZXCVQ/k/eap+pXns54eeYqsygQUCFfSgMoOyKctz6h+o70469KXd0ZkX7b98drz35ZnrQE9tC+DeY5Fetg7nGvnPg53JO3XyNylKCg0HLdUgssbUVsyveO8M7qRbtelXcvWT2Z5Frowxdsa9ckz/C0jA/j3VfUXReQEiir+tP3tP1fV/+S3PZMqjV9DhFOG7pv6hlWlWJMoXVbmFiN7h0gKBCpe3XGqmyNw2EGu5P3pEBjmrpkmO1eMH1w3Q5UrkWGhaGa+HYmsnhN/owo9TPweVgo2BfiHwXriMlHukoV3mTWpdR+74kg9jHApA7sROm6d5Fza9PP8zJIyoHks9JS6CKqwF0kx0P2xnqFU9j2hHBdD0d4R7uAQrgpftHffk6K8FEf+plrP3yammowc3AyQKI1PANDK+OK1sk76RI8yXGmEuL3lwaw9p78SKW7gRd4RiV2PDTygt6MeuL5PoGR81QjWghrbfo0Q/Uz6b5qn6TJQPHOVzkQTXHucjgAqML5k3q4rbX9UOzfQ7QV+FWSrx15fVAqnRmdVPM5KGs0ImaitWJ40nJUgiqHgZUTPTTZ0fD1JD4VreITkA6CmpkL26GWXeYcO0PjVZL6uaqkA6deylURKQY9gaqBBT3vpCPnbGARQPhsB5dsev+uzMs2xpjt2LyJ/G19DL+yTJwM9w+IYWgbPBu4AWombZCrLyItnJDTXyrzisrLUrjWRNzBDT7uOItcxUAn4YYHMRJ6djtv+PUOOcqC8vVvZlpMS+yxx6grIjrmZ3ZJRRgNrTAjBzezgVyeqXTc9Q3UCfXHs8l3q6L01VDm8WqhevdCauByQ9gFNSbvlFqVqV7p5XF5VIg1avFRDlC2PlppXxx6+DU0Ol9IpF43m4lcTRTCDKFazC/BFDms1hJRlcjXS2JbJDFZSSq+h5eZooOJ5E6Jw2YCjYIi2eVHqWAdcJnpazeAMd0rjVYD5vVa2xvnzXrrB01cwHUaGnjkKvT1bOPwCSOZ5VNtGMgA4hIv278NFEawJIsQh3SjqwGPdfxHQvcClLSfqE/ox1dgQ4XbuRLOrB1wyAOYgyBa611Gw/6IJwXoayVY+V4MZUQOHeM7Moa43HvFCrz+PNIBh3v7eRt6JkctpmMPydgziE4DyNYaIfDOAfwJUh/jDoLrEnwLw86D3+PKrTuCEIe2cNsNnMuVyvvbcWx9KsQYE31U9ijV5p8Q9e460/J1/PVPGf143QKZN1TiHhYrSUhTu7grdj+w5e1mRb6ZNrn2i3mK6GRAumT1sX125P2s63qT6e06vKMTEYFEVZQpIVhYmWZkLFXmkOAKMS8HyfCQlZDSKxt7BJ0VR67dsXkBrSRnv+fv1lrJiTQ7r+sJbDmujvrQ8FkUQxPT5Np5d6zjH46en0rxNgi5UtWnipHkvPanv0pZbbNp/xUJ4wIALtxnbGjknLM/GKgvF8kIwfqhIRxqRvN/mB+z3V+YHidrSkPgZmF5VzM+Mo3dVrLeco4fIAJbnwOX3AeMrgVuB9VYwfch9jK8ItuQdf/PwTTSw0we8Xi4pEfOWF54FulN4A072X6rMczpgfF17uLs8AoPWU7t2WwuDMvC61sDFoNij2mhCUrV78/Gq3fv1V4p3tHrxGs2TjTTgbzPNV554hh8/ROQI4K8B+PdU9U5EfgjA94OvzfcD+E/BRi9f+bvvBvsTYAonGsJat8Y1LX9YKkPjIZL7V5W5wk6iJk2mPUz5xPDUrYX5PgdKgq00ODpG6H7sBfDpZsDwxTNzjZbDQgxwdxciy3s2MsrHDXBJg99aRFojJf9AT1au1vxprb35VOPhtdC2l+StFeFu3tIEsbV5JEVHqiIfvOnsKcJSkUeH4RXzV01uyhXF0ErS9tT2I5Krm2r0sHlWlLkiWLKcLP8Feku+bD1NHguWxkulkouFh3m05kQBgL1sLaSbX5jYw0eG1o7ct7qGAKO/5AB5jOpozDSAYFKl0SujvJHv5fEANSri/bbYzJbrpDfMNERDb0WZD2VugvO7olg8waLr5+jFDq9NTQcM3eMd4FbBegOkmwoIKUfqacCG+404vh7Mw8P2eXpVe560ldKNL/n3MjI1sR4E0TmkvdVjG8I9vjZjmh6fs3TvTz2w7gT7L9d+3V2qvURz+jDj+n7oRjDt35Zn+FSB8rFDKNv71wD8ZVX97wFAVb/46O//JYD/8eN+axLgPwwAt7vPq6RMSky1Bu+NyuIcMA3AknqVSD3t2g4IYKwF2vTaqlLp+LyakbFa4SbZZWF303fz1wz3cGG4PVgVSU3QaUCdBqAo8u3QPQA4MOFtfTb6c1HRDZoUBZwgnPkk994gB3pw4VygFv/oQLGJerujOjaAchwo7+9JpwhNpSY5jHPpD/hjgnDrV+IWEq896GXECxuYx3Pt1ReN8OwKIKbK7FftdboA3ugISE4gPUciwvRe1OqF895qeZ8/yld5weXrjGC9KvJgdcCzYnkm3RMEgOWFIFx4HtcXCr8KJAumj5ijk0KQpLmqNSji4uAX0GAl2D0VhrUZuNxsXfgaEhwf9NGCQOM9fkSPsYyKdNLOM/SvuLcW/vqZxirdcL748EhAAltuEOal1ijIB2+15FsusRHl5V57OHx94Tr6LrmF/LZg2aIhld6oK+zz7BemNVredbhj7fjwis8c+0kzVaC+Xb+3M+oTmvzmsNZ9/zWAv62q/9mj7z/fehgA+JcA/B+f7hCfxtN4Gp+VocCTZ/gx4w8D+NcB/O8i8kv23fcB+JMi8o+D1+1XAfzbX3MmBcp7p06heRz26vMd/DnB3c+AKcbAORKc7xZqvhlBGmAY69JWnofgUaeIOgbqDHqStlt+zj+Y8rF146unXRdjZZMjdrXrBOo5A4EoYx2MjF2UZX4tFI/elEIstE7M++WmUKJqPTYK1tuBpGsF1q9rrTypbiNZMdxT6kmUFQd1cHBv5spZvtVKuRp/MSu8GtHZcnddIswZEdjkvRhmNY+GuUxKcHF+KY+Q4aRYTh5+BigeSmWXPGw5wOblAegIK2t3DUWd0cNmAEimvesWYHwpWJ4r4kpQgeo+guHeUGHQS0tHhRPuO9xp96LyRPkqDUSXAR7LcMfQNFwV+dCqTuj1jeyrhuU5OrE77+nVTh9VhFlQXxofMRo3cRK2554b/UjhEkNqUWDdMe/ICp8tT9lk1EhTqlheBMzP6V37lRJq1LdEV7EBzOt+yXniVTHfbpUmreVCmUJvzeoylYggHutBem7x0w6FID2V4705VPVvAB9LOPrqnMKPG04gC3vnpue7N5oLVe+Ag8m4X1fAW62vbLkkAL21ouQK/+rCkLpQgDXvPKbfeCAFRzwQ8WZ/iWdHqHMoxy08FwVljxwT/8NHpry9sMIEAzkYNTj4hj7vGFYjV2sEb2HvPhjXz1SbB4fxgyvyaYTLinyMvZQLIDqsTsgnX8qjxuQZRSkGm46+k5CzegSwfrX1JnFJKbpqIS4bMb0JjoS5Yj14rLcEEMIMyKxIe5O3Mt66y4BmhU80npSypwSZFECNR9eoNWF+RHux/KBfiRYDLaxFFyqQYnJfEdAIDPfSX3LqBqppD9r9CgQ98sRqmXBluRu5f0RkJaPzGBuPUCNBEnU02K0KpVWUHH9t0/9zyTipOxpv59CVuFv+Ne8Feb/lGP3CihWXAR95DHmiAVYP+LN28QvKsTEt4ZKDS8wPpj3zgpQwe3SNKrDesD+NOqY50o3dt8UB77HaaD6055J1zeFa4d8Skgzw9XgiXb/D0VZjua4IqrziZmyciTEAQN0zp+hmqpToEOCuCaKb7luT9q9jRL4dqQiTFfl2Qnh5oTZhtVwdQONVFOUUrWscychuITqXdw7T3bwhvQObO5XRo4wOw51VqBiXUVLuJX5Np7DG7QVSb0rNN6MZFGsQP21F+NWqENRbtYUIwsPam4enk23b3EOh4V5uN56iFyCcjfZiaG7LV+XJdUHWVjnRSMikjNAgblUQNJQNiY3nCg3MbUkF4pkv6nDZ7qdPBH2anuF6Yn7RL2qE4e2++4XzrjebRzm8sq5ySsMtuilvs6SP86YjcP4Gzh0fCEo0L6sBC+GqkCJIoEGm4rZi+ogecBlpeNyj2muA9z7vtlxfW8wGy/fVKD1P2rxFKQbWAL0iRYN9J+iIexmlLygUfCX1xiVeM1lpoLtCdrbFwbOypg58jv1KVBvqsB42jUiKYtDLd2vd+tN86iFPpOt3PRqaLDNQb3a9i1iN7N9bpwBZCsp+gD8vW61xrQyJLeGv0aOOgWVIVbtEeh086n5glUjckus6hd5VTqND2jdStIdPFbu/O+OxGogObAgPsYd1cFCxPhyHEbIfOqWmL6DKF5Iqz/QUwzl37iJghqEZHxMBcNbu0c308BrFZmcd0JqytEsV622w0MrC2wFW4SJo7S3VNUQBSDtKWFEd24jYA1AyDWcZ0Y1PS8CzJpZIaqubHh5IyHY7lp617ZshrJ77231IknWN9HbCZTtfnsMGNLRkf7g+UrYJm3HLE+kz6w2gnuFpIzkDpODUkV4UQHEEUWVDqdfN6PDcx9cUZFhPguUZML6yHVZ6fmFWq/ygcRs+InJfB6L5DeBIB4bmLnFhiPfKVIIA8a52Mdx2Pn6hkAQNNY1buBhglEmpaYYN4LWPDzTCec9ny8/cHlW7elCxB7uh9qLc7vGz9mmG4skzfMdDWGdsaLG7rKjmubVGN+5KDqJbwbrjXNH6BCOGbrA0eizPx97bI9yvKDs20palQEcPDY5afwBba7aG52Kk1nOlvtxsvMPX561NgDKfWa1cCwrAC9Kz0bxYSiv5tSLcW38MBGtsVFC9Y+ibCtRFymBN3mqUjRdnyssMQ63sayTFRrJCVvY/6Q3po6Mgg3Hi6sAQkR4k+YZ8+cyzStqNx+6DylKxE5HY5bkhn1cSnnmRgMvnBeNLGqGGFrsElFuj6tTN+Pt5Q7LzwdGDtJyjSgtLNwWXToW50lDGs3YaiQb0Np6t5E2FHEFRosFiYXE6GjUnU3ihGdvlmUN8YBVO3tF7y/vmnTGMdZnnMb+3eZ8kfDNMrubliakNtcd2uOM5DHeK+YXjdXVAOgnCWU3an32mw7U+kjdjOmG1Ch71sPI6eq9uVSzPNtmyJjSx/3LC5esCGjicDwyJ3eumHfkoFSGs/mlE7bc1ngCUdzqUfMKJuUB1m34ghCKp1XqiSFFopRfnzyRRSy6Ale+pd71L2vC6EDiZM2XZW4OmwW9CpOJZTD9Il88HgOFuW5Z1P6HuB5vfKmKKYnhtPU5E4KS1DzUpqayoVv7G/r6OxrySAlHHgOH1irIL1vtje/BrsHzhXJEP3l5KhuQUMPCok9/EIyy1EGZFOgCSSbkY78pWSxyle6xlsOqIwH9FFS5zPzXCXuKtkVTeE/y4fo4GKl62/OD4SlHMS0km+5X3QLznHLuXtbfZbGV6wCal1a+x0UUCxYAQLxWXr3Odf5hOeEP236Xt8/SBsib4LEhH0l6AzcMsE5+j1tVtfs/CV6PXxAfBcK/QV4r5c9J/U8ZGbGe4Hh943npwxgFk24F2TOGiRmeh8Z4/x0UinI1C817A+NrymLP2WmmXAJjnCdn4oG3xAGiEw8IFcHpZ4FeP5YaGOlxIX2qRAUDPswZgNsJ9kzP7tEMhT+Ku73JIVegQqTtYLP/XPLHK3GAvj9tFvrwPZghLpe5gaGIFzgxDcxWZl+th9+BNLcb2nfWRHBPLx/wl932XXYTejt0La6Fq72SXK3TwzOkFBw0O8b7QS2zPX2+MZAKrwpDWrZVqIk6wRreFjUpUvExvavS1lEE+DCiTbETrA5VnqPAiW0nY0o7ZkvZ2zi4zPxbm2ltbthyYv9JDi9eKtGvVEiaEOvDlXG+BeE9vjIhs82bssg0bClqiIK5McPpVsdy67k01T3J+4eBWRSzomonX9x3SkfmxcDHj1S6j0tA1ruTyXHqI7laG0eG6zV9j8wQV+ajwV+ttUlve7RGfz259OirKxP9EHUZDk0U3gKNdbx4Tq1zU23bVvOiBhryVGnZjtfK8xnvelNWUbppn7ApQAvozUQZWATGXLPBrxXBPr3tTAtrywk3tp+Wp3xbPUAGkp9rkdzhEKMs1esjK9pmtZSOFKVnlUfamUr0U4DjAXdAJ2sU8t2pIrIrAJypXSyUJmmUWzMl4i6tbm85wZkgcrgVuyUg3I8pExWgNgnLzSFTA1GnUO5SJathuLQzvg4N4It1dsj0XlJ1nPem+NWeiMcynaARu6RUq6knYLSM9IzFu9/xeRDw3OTKP+T2LYwVYTjSmKobgDoKHbwoIF+3Grnkc4UrUkkgtwYj1GdHaVnfbhBsAdPn9aqGaWO6QFwS9PK17fbOV/IUGdviNlAyGssBm3NRRU7AdWxlYd9yMCgGI7ffVXvC8315y6hcCddCeK2x0kiYUWwMgSZCPFW52iGd0is96kq7OAwDhIiRaW96zDKytXm5YEtkAroZw55GLUFOtadfPrTTu6reGVICBLVWRMvcRLkwNxAemJ3JfiCzvaQj9euKiN95VxMu2mLWKmwa4DGembK7vUf3mt5S0/q7H22ki/1kcnw1jCADewd3PqLd71NEjH6w2udUMm1Jzb7aeK8pxZFhsQgkATOyyIRF8KFmvnKFxa9aunRNHXl64T4b21V473DyqvHe92oPNxYlGlslThTkr/OCBwcNfyTXMp4HGGO3FkF6DSjqH0rhdjEeYt1xU181T9AqMEgXjq9xziPG+9DaV6cCSuhZms2cvkeLmjeTd5q3lA8PacGWyv0b0cMtlq2y42Tw99VYVMVLEgekHKmJTxkq7Cks7X6faOXZlZPhadgw105GGt3HvamwcPtNSLIZgnxmu+hlYT9v2jZZDeonCrYJ84M32M6COYbNrRnGhYk28Z7VJunE85gj4i2yiuTvuCyD3sBnw6UPK/+cd89DpJIhnvFE73Dyxat5cfDCRjCuNWJgr1pN0elEzjHknPUcouQk7ADBJsf1vmKc3Acu05TPT3gAxa1zfwJkuh6YGxCVT3B5+F+/kxwzFUwXKux1qTYgmZ5w8v4UTpRAsSCQp18HDXwim6BBQPMPiLn8lIBKbKvLeb2KhnvQUSmwJWlqm7AJ7F1s/5GQ5PJeVfEfPJuRlaKGmdmOVTx7VC3QSSI1wSbG8NyI+WPg6NbSXYEwyia3qBWor+PzMm6KybuKlsN4cwUi9yhJAAKTs7EM31AA9j+nDzBf16K3x0RY6NjpL8+aawkmeLN/UJLSchX97GofmiYWZwAO5iLUjlME0DaUCGvEIxAI930Qjl47A+kyhXlEmGqU6NuFZMNG/GLVmMiOyGGgx0yh0QwO8oagT72jM4/1GR3IJWJ9V+FfmbZr3NtxxAYBd37xX6FEBkJRc45aHbCBPO4dWW0zFbvMyq2Jnwg7zc4cUpCvXlAEYP9LuRTK1sp2Dr5wn78TQXulis/6qfTF47Gm20fiRLhFxplpRA602RD+P8gZj4G2NJ8/wXQ4R6I5S/CqsPGi8qHAm5QYAK1SC60IDMDCiNTUH0BWk88FTov4OGD+cAREgV/hEmk6rVXYzc5R1JHVFPZizm6u90PW3GJ7WHU2M6xcv1OvrdcRW+tBDoh3DyGZUdQcLXaVrBbb6YOAxyAAAjyTeBciHYAo0tYdEPgGu1C7sKny/MdyTCJwOlKpq4ESvj20F/vmRR7nbkMguCiAEWihJJfBgRQtAbUGxHNr6bAMEtmM2DuC9YHlfoUqQB1U2TuFrnvP4ksai9WZxht6Gyxb+AzSuDV0FjEBtPZobifrw665LhMExz9kaOMUHotHh/EgIQZgHbbJfAI3j+NJ4kGcCHi5tYTrl0rhtNCmwZrXU0+vu/EwjmnfxCKuYYbMt8ziPNIDObzSbNt94V7vCdzF9xBoaAX7jQZZx4z1CSEQfzvr2hBpUnjzDp/E0nsbTIIDyVI737oYqZM0ISyIxWsmlA1juJirQCLg5A1WRb0a4uSBYZYiOEc48w3QzsBytKOK5GlVHDHWOKNZftkl4SalErJ105Hl4nVlFkell1uje6DoWrhXxWrfOdQbCqFC2vaF6vbRrZWK7kZvVEewYzhXVG5ppIqIAergMa4qUdwINnjQZgITg3bY6u0Sla+ZXK8as8KvvoAFDbcFgdbGN1sK6YXoTYmFiDQRsGuILEGx5XIGSDjz++bnrHfCArXSs6xK2c1ktL3kVpGfFwCKH4Z7nWxuSa8eAR8ADwBCT3MN2voaYN5K3M80+Q95FTRnHxvKcoMo6cF4pzNHGc/P0GSavpzcfy3BBF74FgMOXSNDOE/OG528Qq2u28r2y6Q4uL1guWEdBeGAes4XdAEPsWnhdnFWRSNkAnBqkd9zbPlszqoI3+IoMkdnJr7UelcIaZgDWvvQtAihPnuE7HI/EDlQE/oH9SACgjuxu564J6hzL3iq5c+U0wr9mzXC5ZXxD/p/J8VvDpXwc4K+55xUf30p1gnwzMCcoLfx0Fh77XhnSRQ4sFB1ersjHiFpZSeAKQxIpivk5m6yPd2bQvXRD0mSbhvtqVRew/hyuh8clsnucS49qWSugI/v65p3D49KuBsqoE8S70q8dUwcOWhX7u9JbUEKk10q7wrBPwFBvPYqhluTeAei9TXpYaDXDAHqT+0Zz4Xcm9roQeEnCBu/xThDvAvKRStCtYVMzJM6I0iwlI/ASH5jXjBdeV+Ax8GLg0g5oddDphN4qoEYed7wXlB0pNc3YNAFZPxvIFi232Inj2vN/7Rq4tCmC+5n5vPs/wL+PH3DuVlHSUhDVOJIQwe6LuknBwXKx+4Ymo9/nMm66h20BSAdDu2fmbb3JlsGeR2TSlprRq15soVXo6H5Ld8ff7SCA8pQzfKdDDTRpStGtHtnNCeU4sGETgPUmsjl61i6j3xu/A4h3K3ufRI90w9pkFYcyDV0phLlAPq3Le9Om6CIAVCBgXrBMbMokWRHOTTvQysxGCs3mnWM/EFuZO8Vikk50FcsV1aC9AF89IIsi3ifkQ2BTckOT8869kfAm1aSpKvOY6Nlxe3ZNI1VHY/MMWCrY5eAV3RjW0cQcyja/OmxlZ5OYIW4EZMHwWpH2Vr9rQAruSdvwM1HVaC90XjNGwwAAIABJREFU2hMEEssP5p105Rgp1CvswrDgC69uo8rUSVE81WnywYQWdo+64wnR6Ro2T6oMBG7oXRKAiK+3/Fm82xpdqQD+2hYRM3ADz6ORotvCJJWGZTXEvuUNIbBKnS1HqGI5T3D+MnA7cict/9kVq426ZKiyTACBHQNtJnquvRxxpGGNZesXAzT6Do8/XLWL07bBSiles7c1nipQ3vEgyuvgcoU7L11IId9M8GcqxWj0newMoMt9SSoI9608gaulBkdpe0+PoSnIwJDlYn2Z2UCpohGdWfZlII2yJC7ksu1X+IAtzyPcSppJ3rsuNbWepIdqbagz9ZOVBidcyQ8rg4PsA7vBZYU32bHWNIjKMUaLqcBwb9UjF1Y+NGK5inQPLe9IHm8vwXpwGB6qVX9sLwQ9HAAi1sHOvKjLhip3XqBrFRksMQv1EaKqClcEct2MbbwISqS8VyNH9/uwUv2lxK3SokYDYlZYfa+geCM8Z17TVo8LmIdtIIK/N1S6AS5KjqDkLfx2icdaB4bHwz098ngheJQMKfePiMlhVqSdg88KFT5Ty63QQ5sBKLD7Te2qNaI89uyli15MH+kG/FhapN8zt6lqp4MhzYPVG0+CYvJlDcRyWbf76viMkDhvoraeQF5bUKvbWjnsv1zeSKt8mvE2K1BE5FcB3AMoALKqfquIvADwVwF8MygB+CdU9aXpp/4ggD8O4ALgu1T1F22e7wTw523av6iqP2rf/0EAfwnADlTT+h7VT3aRPxvGUIR9i+cMWR71PAbI2ysKOEB9C1+pR1gtrGZrSVOVGSPSzdDpNPHeOIqqXWka1W89hJdCEYK1dI+xDp5zGN+tTK7ztLrSyLKFuS7r1qBHNy28NoZ7KkTXSFpC9dYQ6uCsQ57beubC5vPodA+38jjyJNh9SK1DNjM3LyZKN8gN5QTMC0utFG9Dq5uX6M1D9atiPbiOSLa63PayttIuVFg/EoG/NvWXdk1kS21YU6fGU+zUDt28o9Z7BWDuMVwZTqp5XI9VedbnQBm0h7CSjYIyC+b3t1DYrW+qy9RH+bdg6jGsEBFMH9VOOWpKPX7VjYtptJTV+JN5an1etmsmecuNsjEWOtF89yVlS9OJucNGtO99YEzAgrQpeuGtH3K/hpOwG57dsy4OYs9S9sxTlwE4fKnYfbXjOQFZBPHK3zZxj7cx3nJDqD+iqh88+vy9AP66qv6AiHyvff5zAP4YgG+x/74NwA8B+DYznn8BwLeCV+kXROTHre/SD4GtRX4WNIbfDuAnP+lAPhvGEOjCruqpbVhO1io01d5tDpV8QpcVdRdQIsPAOvnuTcGRbc9a4M1DS4fQmxOxwJ+ZbKnMV0quKPuIfKCnxn4djmovsuXNWnjjZxrSdKSBbQ2W/EIid8tJAfy8mryWyxaWRRrEh2+IcIWUjo3mIfj/2Hu3WNu2NS3o+1tr/TJuc8611t5nV51TBYWIxksiDxU04YVIRLyEwkQiaoQQYhkDiYkmKj4Yg2LUaDRRo5aBBEy0QBNChaCIwXoTrEJeRAXLoqBOnTpn773Wmpdx6b23y+/D97fWx9rsfS7stWVTrpbMrDXHHJc++uXv/+W79EfF5U5Msp6fX7xgOTDTUydN2GHZuZb5VONzyQy2uWOQqkGCX8JKs6LWjHdtMFKpf1VIAFiDT9oR/uFng7ZU0QbjOLcgXOy728UenXGh7TvnQVq2BJhhUy88XrDAZ6v0AAq1/xpjJTBjhBIekwfbfwEQtaASrvp9k4m/9li5xFcc4MrcULdqONYS18XKPuF3STvuD4L712BIcYrK0OHgiAMThevqgEpWiTD7pz9Rzac7myKNCUls7vUNbKFYNk4LV0UUgSsMwuHMvnUF8POcY7tgPhDoX83mP++ik8YXWib/CIBfZ///gwB+EgyGPwLgD1lm92dE5E5Evt+e+6dUlRK9tCv+jSLykwBuVPV/scf/EIDfjC99MDQXNwBwx4nTQVPsLdsOeROamm84LkD1H+lY0tZJG0Aernqgf0gcXJjnsFsKgpjBua7YOomFgXDXIe4DJCnSniUsy0WFYPUbUb/Ka8VtMEkuMQ0/XSe2l9VQiWDrOulEC0ZkcADRQL11AhrOSgZIrHxYQCKxZhVfpt1a9i4HQdrzInULML7K8EvBfGOeMR5Av16INSD5hdFKsimkLMZWMMWY2ux3pVL8YJkvubTDqwr8rZg4Hs7+qA0krSLwr9k7rNp7/VEb7xng492RWVEa0bIvNws0cPBR+nXI4KI0PGAFWecR9E3eKcJJEC6ycqBlnb7mgf286YVguKc2Y1PIcVgHKIuxX6JCjQFUWwf5oKTqJeIC63YM96aXaMGyejBXMHjuBNadQf+QkAeP5eDQnex4zNzn3Yn7U7v1BulSRQUowkKh3TSwVI4bs1gdfMv+XVSoYTGvBSU+72KZ/F0Fw/dE5Kevfv8x8z168+2A/1FEFMB/YX//oNqGqOovishX7LlfA/DzV6/9uj327R7/+qc8/pnrSxEMq61k9UCG86s+oZkpuZmcYfUO7rwg76kSPT8zqS9Tru7vo4lisu/nJ4qtFqHfcO5XdRgAyGOgoGvn2oXlFkW2snR4KFQsMRvO6j6W9hz41KBXgbW5d+iOb8L9mRFZ70zswrKgUkuv/lFbsKrvxYEBA32YFX5ZfZEhaAMO9RQW4MBBaB7eew52Oo7Dr6la3lSvl91a2gJmzp7XpnxdlaoWzoqSVk/m5Q7MziZB97gOH4o3at24isJyQwFCcqqghG3PLK0Mr9PhcLIs01Sa/bRmesxayVgpgZNpt4A9xkx2i5ze/Nyq7q2L0NTJMsW49W0AVW9SAAHTfuYEuwmzLpyKu8jgWSfKAMUVWBVogxtVWmHacOAzvFKo5w0qDe4N5k+4FL4vatvFN9EIwFgnIghuhdnkQZAtiNP/+hNwpCf2wMPJxIPf0vouGSgfq+oPf4fn/FpV/YYFvD8lIv/Xt3nup32o/nU8/pnrSxEMAZbJcA7aO2i/9gyrgEEeVxtNFLRhQf+QGvsCAPxECf70lS1K7xBDh+6YCLEx1WvJa7+tBAZKYvQUaUte77XF4vajTDUc8HOXg2uUsGKyX3nv4G0wEncO3bGsyji5nqzaNBDnvayQm6hNEguog4aVJ1w/t06n88CsoMEurNcWbxT9o+DhhwK6ozaGjMsKVWlN9LhDE12F9ThLbxNRc6JjAKzDAUWFroiqcYbXc436gNJOPz+hqWdPzwXxwKyuGrlLhj22YuWomgNTAl9vLhrogHdND4QF5zwY/3nkd+2eBLlnuUnhBjsnLmhT2uqtjMDscPV8NhaJHfe0WXnbl68INh+BykVaMZD2XStryARB/MKsvuozSkJzyIs3sgbPI9AfLbDFtXUgmYG3VhiNOWK86GXP58W9Q/+gDZngo4kz1NbDuWC5cXRF3Pl2Ln7e9TahNar6Dfv3QxH5owB+DYBvVVM5K4M/tKd/HcAPXr38BwB8wx7/dZ94/Cft8R/4lOd/5nobvsk/h+9yIvRt3oUyXTYJzodVkitvPHLv0N8vcFbSqnmguEh/ZD/nRtmDCPK2KsGwbC6haz2T0gn6U25ZSTgnaOco47+hf23TCSzs1S03fhVqGDlRJA2P+DcVwfgqI49XE14vrRQMc+GAIvPimW6dTUS1BYmakQE2YDCP5NrQr5Pf+XYFSeeraWlQZnWtDHxPEE7cxgqdqZlk9SVpWUxvwSgAYjhIDdKa8VXRRYWK1SUINCrGl0BVyrmunNT6iHFjgqtVYcZKvnhgUGGZDmC6GkAMNul9WmEmGgB3UahRzcKJXOl0Y8e8gNPk6DhIqabpdRiy43bWQESLAaOxXUy5Z7fS9eqx1wBiIqPhLh85SV5ubd8ZVIfbYL3p7RWmtFvFGroTWwN1+lzCWkbPt65Ni/snIKu03nKFK0H4vLSrvGcOszYfF4M7vQmrSWPFi7IMXzf08663Q8cTkR0Ap6pP9v/fAOD3AvgJAL8dwL9j//4xe8lPAPjdIvLj4ADlwQLmnwTwb4vIM3vebwDwe1T1lYg8icjfB+DPAvhtAP7jb7dNbysz/G4nQp+6RBVymiApI793g3jbv8GxlKyADVa0o6KN5FWJGibkAABl31PMYc4APJys/RJJin5K7QIGgDIGuFQaVzh3HDaEyfwmtg7DQ26T3qopV5oYAVV1NDhgsnJMV9VqANZ/tLJQedePW2dZL+/unEJallG5yaa+XZVQpjuHbIOWa8c1YJXRr2Ku3RPP/8t70pSjK64vbtZStmVCO0UwBZeqItNEUq2k9Atw/soqVc/yzqAtV4GhmLit9oLSsXRNW7VyWBvrpmnsGZ+4YvfcLE2thvsPAKi1CDDQlp6DFChf7y+uTaFrZtv0DGH/t4w/95Z9VgU02+54oAIOULGPFJcQe2+2Nbj/456snMqCGZ74vcQgTc2vxURXXVSMi2K24UPaStvecDHwdQLOH0gDXKuXK29slu3LLRV/Nq+KZZHst1cM5rJbEQnxIBhfG+rhLdaAb8kD5QMAf5SIGQQA/7Wq/g8i8lMA/oiI/E4AfxXAb7Hn/wkQVvMzILTmdwCABb1/E8BP2fN+bx2mAPjnsUJr/nt8m+FJ3YgvYn3WROgzl+SCSstzS0Ha1rK4EMZySYBzFHdNxQKYw3LXY3hZ4GZLO4xap1UIwQJQ9xRbJyFvAuLNWoqnDctn/hBc62e1i02QRodlbw34zVVp2xm0YeMbRKP+66KuwgLGtJhvHQ16rJfUApEBbOvzCeBdgzN3hFLppV97iqtArfUBZf1bGdfJ6HzHYLTubNtVWaCeAYCgZ237yKX1hHcz4FVtf1Z6IIDCvmH/oK1HCBhUZM+A1j8I5ueKPPC9i/2LhbaabZMMeiIRKH31WkELlC7KKkMlDN6SbaJ8dIANefy8TnOvMYC5txuY2KQ18HuVDpifs7TOm9IGKG42jKqZx1Polf8CwPixa4ITAJCGVSy3KnpLrsIPHOgUvwbea38XgOfL/MwGOS8E/T0wPqxDuGrb0D3xfbsTr4vcO9v37g0w9rIRU+ixgdnbGqAoEMvn7z+q6s8C+Hs+5fGXAH79pzyuAH7XZ7zXHwDwBz7l8Z8G8Hd/t9v0NmbkdSL050TkR+2xNyZCAL7yyReJyI+KyE+LyE8v6fzJP79b79a79SVcFXT9nX7+ZlxvIzP8XiZCbdkY/ccA4Hb7VcVlgu637AXmguG14QAjy4GKN6y9RDVaXP8Y6Va3ZwNNO4/KEtEA5ODQ3yf2GoOj3JegCS/kTjC+zsyqhE3o3Auk590aPft0LcswbFf1841716ApAKeKYVIsN67h9EowKIiy9Cl+zSAhwPCob/TdqlJ13ErDJEYD4NKQyfyXh5qtsoFeemnldjgrpvfWjE+vspK0YTYojqVx3phhk00lq8HStWy+y2I+wmile+2vTS9MU/C4/i42bY0HQJLh7AZF3hWqTQvLUADo713LGiXzOJSeA5JmedCTUgcA83MOCiSytPRnZkF1e7oTxV1rplo6IG/X8lwSn6++guotyxRAe0u3Z09gue2HcBLMLwrKoAgnmji5mf1DgPufIHo0ia/qxZN74PI+90/N/l31LAkrTpLDLjSedlUc5zGTNbO9EFcoRRs9VJ2hA+r15QVpo5DijGf9tnqGb61M/tKtzx0Mv8eJ0KevXIChB/qOcJhzovsdADig9AFlDPQhFvbghnOEmxPpeIUgbACmUKNNmr7BE8xMnR7Ja5pPyfd1+psHGqW7KE0kNQ8rQDdtCOsgfgtmq2lTUVlZG8ULptsV+sLeUJ2YSsM6dic1Tus6jS15na4SWoMmvQ8A248YvKuIQ9UDrGVxHfzoa5s0LoLldg0W4ShYninEOgv+IsijGZ1PHBL4CzA/59+7J/4b9xwo0HWNZSvLWb423qzBTW2SDQDxpqBsChAKUKxXt0jj9VYnuwotqVNbX7hdZZ/hvxWQdleQqLvEffpxxwHSxVoTiyl8d2hlddyz5eEW4U3AeqB5BNK+wF/seJ9WdfNwkdazrOZReOmaUZQYtrHdEJ5L60WHqfYc1yFX6ckyGR7sPNqZUIUAccdzlVYDwPh6vTlWNEFtl4Sztuk/xDcwfT1/mgBuXvcVed1vqUzG25smf9nW5wqGfx0ToU9fTmgIFRxKH+DPq2qNOt8oci4XpE1A9xR5N+zoB1J6T18UAGnboQyVaULFa8Iy1gBIVkptlFfvCte4wFVdOu44Oc4b9sUAYFh4coWLtpP/WrG49r7e9BzR1vvpztoms6vZz5snF1WgxaS/eOF0T1cnt0mEVVVj7icbilwFbk66GSi4ofb+gVmWM5C2i0CepKkr16yzylMtd4bLG9VuRtpYKWrUMLrASXt/PzEIpb2iDMX6hA7+5BvdrzuuwwrSJIG84b6Xwr+Hk0AfKNMfjut+Khffskk/i3m9EA5TTZna6ZUBmaRBiUJlziymkF3Wm5uf120qHd4wlgpn+54XaUGn7uvp/QI/M8AXE4xYbtHwpVBB3ipO1j9uSjrms5L2CimrTH93JDd6PWnXG2LllVd84XXvsYll7Ni7JeaRBlJva70Td/309b1OhD5zld2I+GyEywVynyBzZaCMTXuQLncFaUcj9+5h4kClaAt2bsnIG9fujGHKSKOHWKO7NpwnK2t5Yco6QAmViyutCR7OawbQnxiEWObayYZ1uOIXDg8ajg9AUoGPdZJpxuTG951vXXuvSpcrHUus+VZWPFsdDJj5edy6VVpL1hJ4fMkLJZttgBpP+JorDWWwzT2M4sULERc0zbzSrWWmJA4sYAHXLWJTW7Yi+tcG2bFMM498vjqge3TIoyA9T5CLa8OQcLrSPEz8rJpBa2Dpy8m7lbOdYDnwO/izQJKHWpkvyuBX8YJVV7EOmPxZWiBxVoZXpez5GVV0anBr6t6e7YQ80puZqj5E0OR+HTY1sYmRE1s/UbqsO2priVxPsTVo+87DSxP1SIJw5PlWJcjyIM16tD5fzCxePVsrxQvQrcye68C4+1Yh7nVDSmYa304AUxWkd8Hwr13f60To262yCfCXRGmtuGJGJGeUbYfSezN3cibmmbG82MAtBTkIuiOvxLwJ1s/LCGdqGHZHUp+i0dOWnWtZ1WzS7C6zj+PMHN5lRXKf4NKCpWh30Wa0JNCmyuJnioqy57P29NxCiasKvi0BgK4GQmTSrNzbMhjsxFU2xqoYU4Jta9Z24Zaer72GwJSOmW01KM/LKnFf7TjzwGC2HFaGTNqswOCqBwisPTBKcUlTguHnGxtjb+9vGVYDTjugexlaLy0PinBZM1WY6Kka3Y2WDtwPyfqqzHDXvq0/oU3BiY80FsrGcJt6BT219wjH9aYh2fChH5MdEiYe2wpBcbO9v1iwDmwTVD+UcGJmV2m6/ugYEC3jdxnoHtUsKljauiRt+gxYL/JC5kr1pq7qNbmHMagseC4AnKELZEUQVMvXcC5IO9fOiWCm8bU3uezfXgB7VyZ/wcvFApkjBRtOF8BoS9gMKENAHr2h9YtlD4JqTu7nwn4iDN/mQXqdOeEtt51dUBxKUG3FIBKvK5TFGuBJW7nsF56oeV7ZD1QMWXuENfB0R208UMks12o25q6GEfVELp011weWp6UD5mfGa7Z+WiX9V3aIGDtkOfDCrwiHCtOpxuZxx9eWnvCUEhSyoaMbYBeWcDgQbxjIlhs0rb+01wZkBhgYNChkprl9HqzMDCsD5A3Asoi1ClgGdkd+x+VGLdNmxhQqCPsWb+AU80AoTv/gGuj6GuBcXevq/hcLuC4xi5/v+Hgd6NTgkjc2JHusVqeK2BO3V3pmfqjYR0VrI5Ser5le2NCrGLskC3wdMg2KcHE8H6xcd7EKwhpQ+/Rm+c72DQdx3VFbtt5kz+Sar75mhxXn6qNl8kkRpgwXV5C+nzLSxqNsAqZb93ZwI3jXM/zil5k1wTnIdAGcQxV3pTH7SnWimTud69LGWx9oLZPLKBheRhNwoEBr3HlIXuXdu1NppvAAA3He+AbUzZ2pxJh2XJgUxS70SsCvsup1+uoiTCIeFAK9rJlbd1rZL7kzipVU/B8AB8R9QTnwQ9zr0BgmuuXUlWW+ZUYZwH4N0LV/B/AiBNYsMW0V6S6h/yg0VZnq8tb6dKa+Qhc6E0YYFMWmvfFO0T24FtA1sCQkdnAtz67ZGwBLxio0AWUPsAqdvlFpFQYT9TaJtVKy3giqmk2wm0sexXqXFVOIhu2cn0k7hq7ewLqr7PCMJs4arayuVqlp03ZxG8hU9k6qEluOwxBAML7U9vx4sFbJAMDzmLJXx0lyVSaqmonJHP+8Z/DrT3yvyjuvDnhlsH1RBFg4UOlOpmE427GbBGkTEC6pHeO4Dyi9iROrg7/qL3/e9S4YfoFLvSDvOgq0igB9h3LDWi0+21D55JwI13iaAOegwcE7Qdwza2wqNEWRdjwxSrBBSq6qIIrhPlm/y65cL4i70KAH862zfpugPxXEjYM4baonAE9odXjjMWZL5h1s5WEtxeuQhtknmhyUBk5a/WRBbmGEKD3LqnABljpQADC9z0CloYoyWA/tIg2Cku3iwSSoBunhPrC8rrj0sGZXjY2TOTWumSqFCNbg6ZZVxgqwybGwlPYzs8wKfak0NPVA7NeJfrgA3VPVPlzB6GmrTZarjIV9xgatEZSR2d81KymcuS2Vs+wMcNykwdSEJLAG+ApUr1zqOijyMyuMcFl9UNIGkOGqpJU14JcNzJFv/buzCqGKyqoF6bQFtGNwlqt+JlV6wBZBZtVS7WHFhjxQINVet3kf0z7UAOELXzvfeoyvM+JuveFF06dURw3M8rZA129R3PXLtr4UwRCFGSBEoEPXVK0BTn4lMhMswaGMHdwUQVCcNfX7tXR1UdE/RDJagmuKJOFSkEeHPDh0T6mpePBzeWIT2a9IL1Y4g0sMhFWuXa/6iIA1/i3gelMiBmo5tJbTlWdb2Qlpw4tz+4sOyw2b9HG/ZkS1wd8/CJabqvoMLO9ldK8c0k4R7xjQ4y0QHq1mVvbr8mDiBac67Fib/dk4wKTdqQU9aeITcccoo437LCi9tl5h2rFnFgVAX5A3Chdd6xl2j/V1BicKa2CrdLK4qxkWd5NLFFkYPuJGeitdy8AgUv1jAAsiNtnNvW3znoGjDkiIQ7TtKCaGulNAaNpOeTZS/OrAqAVTcBIezqYo9FT7wkKL0Umw3JrJl32F/h7oLxRpaGK2xo8uXuHiOpDjebROp6tqOEAmUtzx/JG0ZpLq6qTdhmqFQTHuTarMYDYVmVC3tzcfHnmLM493OMMvcgmoUwiwVM6KYuBqsR5hCQ5wQszhJiBtAk/qqlazrDqC/hIZWB0N6KMExL1b+caH1YS9lkElCLpz7dnRxwPmF+wjFaMBQEqhjlykrFa4mCy/neQlsPwNF/augFV+qpamebRMoV5IDzAPXct8Etrklp8pcBdeoO5CzFhxyikBALl45JHb4ozzm0fLZjyDWAnrdLgqt8RnGe7iiDG0YQ0EgLMB0aaqh2foRz3SlrxZSYJiGW5Jgu6plspWxg5X09taFm5BbGNeBROqiXz3JIimQ6iBLYES1AYK0vpwNRN2UXD+qrZsu16aeVQMHzmCm/O6/yqfuNkYWFDKlgGXXJ3o1szNL/xcBloLmklJL3xmwPjtCvfJ5mFSzecb4DusxzUelPsYgKgYP5uZP7nYq0EUhSzW7Wk3DIPjFBv21L5i3POm17yon+hzHXcUfX1b8UsVSF+suOvfsPXlCIYAVa6do1jD7abpGAJA6V3L5MIpYbnrkE2s1KdC9RoDaUss7B8a3EQzdQDLIk0uKW0dZrNUDJPi8p5D/6TNBB5K6ALAvtL4UFrGl0bXemzzgc93SZv4Z+31zM/WsjTerEGhO1mD/XlBODGQVMXkdYCwQmkAvnZ6n8Gv9e084I6WRS0MgpJWY/YKFym9YrlV4xTbvi6WlRU0sYM0FkgSaK+Q2UH7gu6G2JecPPKzhHLscfnA2CS9ZdxH8p7lissMRQM8q2c2U3r2GRksbEpbJfMti81bAqNLX5B3Bf7oCOvZ8PU1mKUb7hhZWFbDKxAU3beoGt70B9u+Ym/22mS+7sf5OYNw5S/X/dd8U8J1BroGqsaIsWOWdjZIezJGkGXi/RN7nWw9UM4MsEzQBigUhBBEC6DhBLZ2RmmmXcv45rHvjjxP8nZtd9SJOQBcBorXhkmb9NvbWu/K5Hfr3Xq3/n+/3vUM/z9Y2nkgK9KLHVws13AsVF9ePxcKtJprmF8sK5zzapF5BcCWotCOJvCEIBRyQTvXxDPZV7OsQ8lD7kyrLncshy7PHRvaYOkVd2JQibVvVHGHyw1WKXrruYUzsxX2eGzAYHJZdbpaJ6OA9byMyeKi0oBpFkgWzO8npFFM2cVaBCZB3/peCwcbca/GM7YJ5aHW8rVfZtg4p3CXNXvQrgBDQU5XrJ2Lx/RBIh+4rCBhSmkBeZfhT9Z6AEHIpS/MArsC/xigQrn6PKhh7vjeVVGnbAvyXQGyQCbjoAcgdQrt1um8JNLq8ra8Id1Ve3TXQyBg3ca6vc2Ifa8EVm/M8CoonA2N3CxG1XPr4KhO38eKB7zKiCssyUpy9cwSw4WQK/Us3auSTB6Z7btFGuuF3jGmTdgRdL0YtCbteZyGV1YNzAbINnRDHZypKQF1T1YZeEHc4g220udd+i4YfoHLSYPSuEtC2a7yWi4VwAswkz3SnROWG6pXN1vE3hN/CNLx2JxeRVvrRNlFhWZF/yTNhUyKYvMqY7r1DQRLjUH2Lel7IUjtSsQbjfBs/cMqn9SdjLOarsrchMZvrmVXuNAgvU4fOSyxfVCnhYlsFpfJFcYAbH8+8OKepfXoVAAYBU6tt1YGC+i3GTI5hKNrAU8KKFdVHELt9wmgncJPjmXb4lp4cEIYAAAgAElEQVRXv2wKsMmQs4eOBVoEsRO4yVguYwa8IlfQdRIGtCoRdvYo24Lu3iEeCjQoyjbD9daTfDVAh8IeqFMgCdxMX+e0Y2OQg6c6YLKbgAVfFYUOCl3IuU47BoO6quBtRbWnrSIelEEfgJsddJvRHWakmd85RwdkQeoVCAXuKVDbsAi0U2gnZJvYedHfV3c7DnMqfKd+fjwQZhQrv9oYKTKotUVWMLUENFxgZ+2aoXNYnhfEQ4Ek1/jJLgLO1wn+Wra33uWWk+p0hW/8vOvdAOWLXEWRDgNcLPCnBSgKl3miqnc0aTp49v6CQzhlFC8Ip2Rm5GtWI6pAEZTBE3bTm5WogvYAKtC4IorzaNPWrHAz0D9mhAtd76oVKGEU6+aOr2pzH8idUuMQ1rspDEpkm/D5eTC8nWWBTZB0NqvRWQC3yuzXgDtXj5OA5pLXJsIW7Pj3CuEhhUyNMpfvEmBqLBRZtdceMiR9AtAMQDO3QzJFWb1lPXJ2wNkBRZCHAnQFGBV5C4hTiNhrK2BZAB2oTiMqKJsCd3HMVJ+RmO1CwW5rPckx4nLugY8HlJ4bU0arDgQQ64deO1iUzgY5m8JgHB3SIcMtDgqBD5+cxNqAR8i60TFjeDZhPvUom8xzpjiEGqC7gjRx54htDx/P/H4jICmge+B5VJk21EWk9qR6DpLmOxtg7bXBlfKgZmRlroKO50LaESqlDth8tHLSx5c8aeKtEorkyJxKG/O/mdcMFYCB3Fdm0bUn9OdZqu96hl/oIr3O1KpTgVtWOp52HsttB5cUy8Eb9SjDnzNP7K4GNUaJePANMyhJEYpi2XsELeQ2m3BDlfCqlpoV1O2nQl/jqNCta5xibVg5ljDOJpzFpL6ql204MaPz0xUouioSF+LsqggA/Xo5bEEBsuHutNLWqldwgRkRYQ2w29L41m62AYVfQcCAwD96SGY5Wa6m19yvha5+TuEvjpmismQrnTb2BbBOh0sPuJNHGRmAnr044ngaEZ96+H2E3vMLM0jblH5TgCGjiELGDN9laHEIXUbwed0eC9pucii3CdsPLlAFzq+2vPAfrvjlGwOx7zLclvjTkoWDn7uI8rp7Q9mbUv1qJlsMQLLJSMnj+XtPeP16D40O+bFHHmw4I+CNBNxHsk2ACvrtguXSAU+kwEwfFNsmQf8grZzOIyfNccdzJe3YzqjHzyVKbHVHy8wN+5m3hc89OcSdNNxgvRmirEMeejkry3XDhVbxWXe01ogN9CoP/PMvQX43Tf7ilqgyIzR/kzyGVjaX3tRJjA1SbR0BBsC0MXbJpt6hyTmtijXxEBAmKgaXIMhDQNy6q0BltDsLhHlDr+Smo2eCC8120gFdpOow1ZMJv5GiNC4qtMqs5TXAwBbOtc9ppZadoDVjjLs1+/TTKuvkJ+Lv6nScvh2A/4bH9N6qROIvwitYrSwfgfBA2Iw/OWN42I4LCvFKyMwlIKMgnBzSjsZa2rNUrVAWKvGsfGSJgvAsIheHnJkx6jfHFojDke2FeCiQRYgSGDPCkFCyRz9EeF9wulxz0xigdcPvejn32O5mjHcTptcj0k1u/TntFf5A0KYTRXzsIclubq86k+jXxmWOd9qy7TywL5iLYLedMccO2/2M02ULmR1Qe4AFEM/S3J3sHLxJyMlj3C2YAOTBW8AElo72tS4KwhOVjsoAiE19nUGNKt4vbrR5QatTpG2xm8HK6Y43ilhbD4W9Vm/0wCJqat+rsVYetbUHKi5TCrPCykx6G+tdz/CLXAWgRSiQ9vQvXnsfDGrIdMPzE7UKa5DMIy/Sam3pJ9oi5uqn3OT5geXAvmDcrsIL4uhJQk6va4yEeHBG0lfDFFpPcnDNbCdMQLTMbXhQLHtpGnRqHin8DrzzU25emmF8trK6MjTcVSnTnWzAkgAMK0xnuK9Oa0BvJVraMoOs6ix5JMQibbVJRakTlK1lPV7RbSKWV4y+bnbIG0X3xJ4esrB0zNL+LkVQvPXmnCIee5TsURYPf+QQY7XyJIymDNqwit2YkKLHMEY463Xe7DiVcqL41nGA7JMdE4X3BceXW+yeXxD2EaHLiNGA8lmw2c5QFUxTB/QF7skI5qIoh4zsXesLt+zaID15o9AkeHrcYNgwMKMvcI+h9epUgLJLkGNA2WS4i4d7DMhe4UPG3bMTTpcB8cK7qs7ONCLdKohxWqE0edS2D/kCo2AOHA7JmCG+oKhAzwFJHPxFkG7qSVSY5W/sZndX+J3OvOG5KG9Afdgy4RCnMo7exlK8K5O/2CVAPoyIh47ZWy+NzxsuqU0deyeQxIkyjL4ULsxm6gBFFJYV8jVVDqmCq/2ijVMMoJmf554yR92l2JRXm5CACpq2HHUS+bgz46j6HG/iCdNznixVqCGasELuFf3RWAKycmoBAqNrP1A9S6C81ab7V0vsmvWqyBv9Q1/1+mxCnbYKwTpMeeP8FUWcKZQrs2P2M1E8oX/tEW/ZW5Udg5OWDmlPmpy8JvulAMhF4I6e7JpFULaVg23Zb5WrGjPiHNCP3KEpOWyGiCny9LsZZzx//xFPpxHxfmRWeoiQoDi92uD5B4+YY4cQGFiXJWBZQguqYci0w4wC3WWElx1Kp217/MnUzfcc3kjmgEeTw3TsWRKrsJcaa/bJm4LuEjPfzjLrQrGKy9xjOy5IPffRPHN75lcbctuP3gZcLF3jjbbsEODkPDwxkyydIiuw/WDC6cMd/NHZtHyV8JLokHcFussE3CvY54yOMmb5zaFNPFjw7eqE+rMuvu9xaSvafsmtL0cwhBHLw6or6E2s1R8XuEtEGTpILkj7jlncjSNneeZzG2B5rBNmegvTkJtT4xogu3NpkkbVkc5lbcovdRJXjZ/g+V4Ag1Sl1Q2PpqDjDMYQBHknjS87W1AcXukqLjAYJ7ZfWSyVA9vUtLfM8PwsDahcy2xRvle4AOc7K2OVk8RwZm8qmQhr6bRNGHVQeKPslc63AYefBHlTUAyMvBwKL+K+QKeqHJRRciBd0Flf0rOU1oHg7TLoKpkPAJZNyjGgeEW/je1PzimmpUOxHuA3TyO6PiFNHW98AugpMCMF8CrfYvf+GcdXpK74DSPEcvZwXUGODuF2QU6cAOeBvbhSM0mxIfWeU291duNQoNskxGPPifE+Qmu5DSCMEaU45NkDQ0boeJOI0cO5gqyCZPAjEaDrMvz7J5wfR7jXHumg0A5k0wyFHGsrw52xharKdjw4TKcDvKDZJHSP0ibnaacM9pNjJjlk6FwpSrxhXls7XN/9NAByeXsR7N00+QtczTIz0ZIz7hw2FgzdlICUUe42yGOAZMVyG9A/ElpTM8e8sQHK1r3B0Uwjucf9UzFdQm0iDAC1DXMvLRDXC6dmnFXsoCmyKJvlw33BfONbZgglba9J+7tVNp7cYH3j+3K6zd9LMM/jRr+D9SFXCfs8CrGKG14oabcKI5A2aFCNZMmBAmWfOVhIArnCs4UzML/HYUU6ZEJLOkWx5ruMGTgGwMpW1xXIJiE99kBfABOUkF2CngLkQJhMWXx7fk4dutdUAkraITrF/vaClDxydohTgJ5Ndm2bMD1tIItAHJiNqcDfe+Ipzx6Xv3oADtyesnjo2QOdeSxvIsYxQgAcjyPKISHl0DJDSSsMCXr144B4P0AWBx0BN2SoTZOdRZXbwxkP2MKJIicHcfb5QfD0uoO3G8AwLpjngL7PwOIQ7wrc2VotiwBgn7reMCS55ruSB6NsZpa8xe4JxE1WOBEgQshR6dMaCIMi95RgG1+uDKThNc/beAAQVymwz7v03QDli19V0r9OjPNgWcymA7Y9ltseeePgoqJ7Skgbj+6UKMVVFOqq+YNQTcbAtxBTAt4YXa6vTWse0P5kpuhmOh8upO9JArz5KQctOL9XPVYMCD0I+pNJeJU1O8w9GmWrLuoNVujDOpRYdswIasO87Yu4XrjhRFmqNFrWanjGKuYKcKBSL4L5TpmJWHYIp9BNAeBRrATMtwUSHeAIT9GOfUAZM1TBjHDMgGWG+ewh2wy3ixi3C5xTBrXk0B9mbHoT1rVM7/71jsDoyB6eJEGZPVQF86VDeeoQnnybfGrPbelfB05HS4DuM+ILlqgQINx7qNgxGNg/076g3y7wvuD7D0/48LjH3e0Jr755i/IsQvx6EHhMBFrhQosDJm6fvwhl912B2h0pPvaQMeM+sS+axUrkyUN7Yi39mOCcTZOzQwiFfc2ggFmMVmXvPCrgFW5eM0+A5WwVkA0nCgvnTYFW3+ah8iuVNyEB5OwbkF4S2xF5q5gLMFTVcVNWCmfenMNbNKB8VyZ/gUuKIg/0Hi4BSBvXyuR4O6B0btUa7AWSHcI5I/cObinQ3jU5JSnslcWNa+rTccvgODxpk7KqOEZOXyn37yb2aIo3MG0iyyVdSexLkUaer73NPAiiYQSbYvGCNgkMFzJPoEDoxQzcOehwi8nJYw1o2Rkn9VpqC2CfMTHgdueVa1wGg1nseWHlOwsiBUBfODlOrkFStCOQndp7BBWLV7jAixwPHSS7K0l7lszuJiNnB1XF2EeETcGvfPYxluzx4fmA+zM3SLxy2OLUnPe4/4+vt618Lv2KuSsl8II2lz7tlEFqn+F8RnwckF6klYv9aP24OWAGMN7OOMUeX7t9wLeOB/Q3M0LIGC1Ix8xsVASYpg75sef+cRxeZF8QNglpXrNVjBl4Ck2vEvsEXGx67AXSlZYhAsCLF4+Ylg7ogGGIeJIdcvBwZ0cPGGfDDmOKlKDId6aGcxPhX5EsUB0KtWcLxm3XbBhByZI5dgaQryIjbKGkHZrfdeV9+xno5oaffyvr3TT5E0tE/nYAf/jqob8FwL8O4A7APwvgI3v8X1PVP/HXvYXv1rv1bn1pluq7YPjXLFX9iwB+NQCIiAfwCwD+KIDfAeA/VNV//7t+LxHkwSGNzlzRSgNFAw7+UkxNWqkaMxI20d/T2yRtfYOnFCuNu0uBv1ecPmBfr7rZuWQCrLbSuPYLw0WbEGvuSUur0u2hjrRByE7pAZm1ibzmjTRTI3Xml2F6fXkjBpy2AUxGo+5Vea+qkAKgucdVSER3YjZYS2kfTUfRdlHNEOkRU4DkWt9Pi0CHQjCz9av6uxlp8fzb5KsRId8jOQ5jTkJ/YmAdanw4In9lIsbNBg1/qbyPm3HGq+MWs8FMyqljBj3ydem9CDkGYGGpqX2Bm9f+FmDlntHdIOw7Op+Rk8dwN2E59ygGM9GLR/fasad2H1AOC7IKXk8b7Pqlleu1M/HVm0dkdUjF4UPdYz4IytK3IYp7NiPNHph9oyz6e0+prF45XS8Cd8eRrB4NTjN5hFueeB+9PmC3ndGHjG1I6N7PePXhDUoSICj80TCfhn0sg7VYns+EDR0cJJPyp2NuQ6rah8XM7yuWabrZ8ZxaYNRFgrgrz9uL9awNnuXeYmn7Dlrz7devB/D/qOpfEfned1TpBPONM+zeVaMbBhwdhKbZmWXwsnPYvEqmLF2ocWjlSpgKg6rJNO2+lU2aq2DZUwAzWcAEWBJXkyVO4zhtXPbEqYz3hf3E2vJzMHl6AZTSSy5dQWtMxDWPwBtqE6iDEfJFq6G4ZHr9Sl8b7WBT3XBiVcShwmag5mtSAwcADRQc8ItAo/Bz41VPyUsbGADsb2l2bVqsi2O57JVMjG1BepHXxlaicEIZCzQ6+K5AhFjDucv4q/c7NvTrBecVWijegIElaHc7Yfrmjj2wQqZF44dnQffAEjI9S3DbhN1+QowBt/sTUiYUJ3hGz1evd1j6AP8Q+D5zwHEacLuZcI4dNn3E/WmDX/78Nc8JV/D9m1f4mcf30YeMSQHcJOAxABtrDcwe4zdD661Vy860Y1shjAnjZsHlPEA2Cbjv2Y55ZM/kva89YE4eRYExJLx62rEM3yVSBY0amc0yNjw5xFuC3rshYfP8ginugCQI9wHpljhPf65kAmmCHHngjd3PJoVWKgXwTQhVHoHtLwrgrq6rt7De9Qy//fqtAP6bq99/t4j8NgA/DeBfUtXXn3yBiPwogB8FgH73DD4C3SkjjbTyjFs7acyLpNp35l7M9xjwsWB63sPPBWrQ/rRxCFOBW2wau3PoTqXBKaQw2MX9OlkNk6K7WD/Nsac3PBTMN64FzhpsXSS2sDsb+n8qEJuuUareLESLoBw+8Z0tA/QzUNktZSuNwtc0AIMJoNogpqqgqKOpUtWvk7IOY6QQRyeRKjHOIBhaebcb4xQDyFNAVcWBAOOzCXEJyBcPFDAzcdompeVpQLgIclZo7pB3CVoC5OxxTjtUFZza7Pe7iHwhjvGrX32FQz/jL3/0gn+36bZuM1QrJVKwvMjkaPeFlD0VbAZmeU+nEe8/e8K+Z2a2JI+48Zg3HTARoH+zmfDRwx45O+Qp4Nl7T22/zyngLz18BcEVTEuHfkiIziN3nqj5p4BggSVbfzZ3ZICkfUZ3s2CzWeBdQRkXnL+1A4aC7t5DTdjhY9zi8MER3imKCvYbNu3mcwdMHjpmuM4CL4B0AyAL3nv/CcfLgOnUkxqZiDsMD57CvPfcR92R/W8iCaiapJ7Ds7QlP1m3ud2Q3FMgZGcHbL+lb42OpyCH+5fi+tzfSkR6AL8JwH9rD/1nAH4lWEL/IoD/4NNep6o/pqo/rKo/HMYdGSJ73/yE1TOjmW+cBcCKBbTJr9AEZ7iPiFtHi8sNM6C4qUZQjpaJAsQ9ZbyWvUN3IXfYm5k4qXhqgGVS8wDiCEXR5P9d0lXSHdZYFwZIP2sLLqUjy6Q78aeWg3FvJ/BEb+PaLF9uzYR+Xt+ncZA3xi/1wHJHpoGfBcNr/lvhMi4JA997M0SZDahXuKuSC9HxZ3GQoEBXsPvKaf0yRThlTQ7iFfmpQ34iqbl4yzJFoWeP7sMOfnIEKXslLGZykMnxNZFl3MN5g1g8QsjwuwiEwgGJTUYh5BjrLiHfMnvquow+JCyJgcb7gofTBk/zgKd5wH6c8ZWbI8btgruvPAEq+MYvPkOcAuTnN/AvO9y/2uPnXj7Hz718jm8+HbBkj5enLZY5IIRM6IyAwd+tuMx04M/0/ZnZWV8aj3pJAfNk8CJUsDvPI3fyOD5ukItAVXBZOogo9MLhkDhFiQ6aBZoF/RjRbyPuH7fsw50Z1CWb0OyukNp3qeZUDIhqbBqJ3F71QP/ISbQszgZnsnKSF8Ky5mdvr7TV7+Lnb8b1NjLDfwjA/6aq3wKA+i8AiMh/CeCPf6c3qB4hBP2yJ1dl08Ol8nnNNNuCD8tZm/wmagwCQBp4AswDJ73FMISUYhf0x4I0uBbwunNp6jRq/hjdqdAzZXDNjL3CWLLxjf2iiBuhHYFNukmWp1Wn5CuucbURUJbGcc9+TtqRgxzOVGJWK6HqxJsgZ0Bs6ozC17szmghBXfHGMsDFG7DYyt4skCEDD5xAcoMUOAbIPuH8NOBwe0GKfJ2zUts9DsiG09Ox2BSY/Sl1QHyeIJPj3wq/u7OSLhdCVlRIl/sr03M8uzlDBDgvHrgI3OSArxKIeXtzwvE8ksFx6ZCSx9MS4HzBdCHQ2jnFx/f79Zwpgl/2wSuclp64xmOAnLydHwBedqg442VgMJuWDs4pLucB/RARu0KYShaqZxc0SmDoMsQpnFOUIojZY1k88mPHfeAV+mLBPFSjZQDngMewxWyl+hASzn3Ew8OWx0UAuRh0575DuU0Qp8gfjbRsSDDXQd7I0r5gsoqne+TNvlrSruBqft/Nh4J48Visr5r3mYpP6prT4ltZv4QHKG8j3/0ncVUii8j3X/3tHwPwv3+nN6BfrzRv3GxWnLTjJD2OAdIhbcgl9hdmfMtdIJ/YxBYqIb/CcEonDYBN5ocz6AufX8HQeePW4ckgOL8fcPo+1/p1uZdGoyudDU0GBuG4FSwH86VwlPgKF9KvnMn31xNYXZV1R3NCq4Kjyy0l+vPG6FTg3b8CcZu5k/UoJdYMAXALsXqYXWNTwClcUOjFwy2C8Oj58zJQQOHsoZeAy6VHP0RIoNw+HFqjHyAmTzJQPTZEgeFuwuZrR3T7BegU+TYhbwrypjCg9kxvs0FVHo4jljoMsKy1ZEHJgufbC/6O7+M91IeCkh1KcZgfB+SLhyqQ05pVCTjo+YWXty0DkzGj3CakfTZVICUMxp7/6sMbzFOHdOoQugTvCySUti3oCmSfEHr+/OD7r7EdFyxzQIoBpyOpguHJEw/Ysb/q7xb4uwWySZAxw/mCy7nHw5F3wmnpMGwinr3/BD8mZtZCWIw8BWhieyFvC6XX6mCpL3AvZsQXCfFF4rlxp5ifC+bndlwMa1iN4v1MJkp3FHQPnuyjcgXNelvrLaaGIuJF5M+LyB+333+FiPxZEfm/ReQPW+UJERns95+xv//Q1Xv8Hnv8L4rIP3j1+G+0x35GRP7V77QtnyszFJEtgH8AwD939fC/JyK/GtwlP/eJv33mGp4ylh3xfJuPdZXhyhxSLDfEvQ33aj4mHvMts8juQvEGwMrFOuToBNGzh1fEJsSG1VusZ7iYIAMVrwuk0C40Gq0u7vn8lkmaKvblBbGPblGIWzPH1TheGtWvqmDXcrk7q2W+lnXCptiGEUs7bYBdCQxMfiFFz5nkV+m03e3VK8pYIMfAbbpbOB1NDvmJ5arklYXhslgP0CM/i4inDvHYQ3r2nPxE3+TK04Vw+lkG3oBgvcFf/vw1vnXc4+QLUvJwe/b04rFvOorSFeRLQAkFld6jfYFED7H05me/8R5ubi54cTjhcRqQEgHaeSE20PuCzWZprJCYPTNMsFe46SOcKB5OG0wPA8rOGBqVWvdXNnCDomwdxhcXxOgpzmAZDrNbQegT0sJL4vV5g5g9xCm0EDReM+4SGGTGmxnTxzbKHwr63YKSHXzISEvAh/d7lOzxA++/xpQC+j7hYplkOligDorh9oLpYUDsqTjuZoGMGeMYUVt9uc/IDx0No7KVz+bdstwaA8mjsZ6qH071a36bDLq3nBn+CwD+TwCm0Y1/F0Sj/LiI/OcAfifYevudAF6r6t8qIr/VnvdPiMjfCc4s/i4AXwXwP4nI32bv9Z+C8enrAH5KRH5CVf+Pz9qQzxUMVfUM4MUnHvtnvtf3EVNuGV9nTlxPqY2s0r4DVJt8enfK1pNzrfyNW1knq7IOKahWLZYhMiBVyfYabJdbMzafTDOwZnEFzWHOpVUPrvYMy0DZre5EjmnrF5rRj0ur1Ho2ma9s6jM+KnuYZoHpZnlDuJXbV8n3zAb7B8tIt9ymPKAZjANgzy5TAKBMAXL06B4ZDDSgOcUBnDyKlWRIrg00cOyAUJA2q1MdAAavySMcPdKLiG67YLeZcY49nAClCEKgGAMAZpabhJIEunhKYx2YiZVLAJxZArxiNJcXM07noYGjSxF4XzhwyIJ+SDidRpSqohMKVMkF7n3Gs/GCbzzecFiRBQjsmzmzDqieyUsnmI49nr0w16TDhDh6Ks9Eh/g0sKUA4Om4wbhZoJmth/c+eMTDcUT0PXuuWbD8wq5RBDE5LHEAOoUfMjQ5xNTj7sURHx93OGwmwpGqOnlXEJ5HpEvA9DCwRgsFZQOoc9CLx2neMHsFoIuHe75w/4kiHxzSiQrmlYrJdpGdQ6a3mQdguS0NjP15lwKNU/55l4j8AIB/BMDvA/AvCqEofz+Af8qe8gcB/BtgMPwR+z8A/HcA/hN7/o8A+HFVnQH8ZRH5GQC/xp73M6r6s/ZZP27P/WKC4dtcLhb4pSDcz0BwWG45WlUbSJBaxKlwND7xGuzWaa9fODmj8Kr17iwYxgNQesX48dpQpkUjhRByL4D1J6uGX5Xiqnpwxbw0OOGlo16XV0xgPAj6e6zvAbThC+DgIz8nnBmQXLSMUdZyxt+zp1gGoCwMWsuB+MI8EEpTem09QIlCOf6uQJ4CwqsO4UJ7S2fbNr/gYADgtNjfB4NqOJSNspel/M7uvRmx69YmitHaSs8hTAgFX7t5xOgjvqk3SBuHrNI8U5xPEFcAIVYThjfshwS3WXA5DRwaVFWbbw7A1y6Yp47l8DnA7SIv/Cw4P9mOsX5enj3CkDF0CaqCn3v1HNth4aS244BHksCf14u2lqDlVnE8D7jdT/jBZ/eYc8AvfHyHmDt0O2bJAJABnE9Dy27Pc4cQCnRMSBrg72vtaRRBz76zXBwz2izQIWOOAbtxYbk8pJaN5s4hPXVUHD87lG2B2EAs7QtkJu1P7Bjv3jtBVeD3E54eN/Sr7h3K4CEfejjrldab9ptOf/KGPNznWnaOfBfrPRH56avff0xVf+wTz/mPAPzLACru4gWAe9UqpYyvA/ia/f9rAH4eAFQ1iciDPf9rAP7M1Xtev+bnP/H43/vtNvjLEQwVKJ1D9xSRdx3iTYflUBVWjC/cSk5pYONrW8faqKDPMXB5wX6hGH4wbVl+do8MjM2T2IDMzT95sX6c9VokmUqxnWR1UFN9K+QKY1iHPnlDrcPrbKwElo2VN52MPliB3tdiEM58k/2kKAdms7lX4EKh13hb2JO7XkUgjx37rE91CmlDpr1tp2UZMnlqH04CDYKULAt/ltDdLEjRo3u2+oG4rhCw/Yo3qGXu8PP3d+hChnfEHObk4QwHmJPHOCQEV/B0GqFFMG4WHDYzcmHpG6NH/JAlZukV+WEAhtyAz8WFNmxwC7PUUnnFJsl/6XrMkRPeeeogXiFSUAqHUU2ntWflkHdmUFUcUnb46LRDzB677YwpFKreVD3D6CB9RpkC3JhwfuTBFaek4hmAuhpIaQfAJvt5t8p9LUuAiOLFngDGeyv1p6mDph7+yfjGszR6nQZlBhlWVPp+nLEkjzl26AaKzBYUaDAtyXmtHAA7b/dEJrhlFYB9G+u7xBl+rKo//Fl/FJF/FMCHqvrnROTX1Yc/7eO+w98+6/FPm4d82y3/UgRDdcQDSiYroAZCgOtFhmkAACAASURBVNgqQl8y4ExNOK0KM95YII2TaebhtWQIl9o/BMaPKIlVJfcBZl8wY3OyQqqitpWr5n/bzLzB3yUB3sr7WuLWAOiiBVfrgkhZ3weopt/ctnBmcFzugEpy6U6VXC9tkESzeoqmou6eerGMCveqo9PacoVJs7ZY7aGKqc30rx38xOxzfk54Rt5l9Hcz9tsJSwpwok2rDwDOH+540S6C/NDBhL9RosPudsL5frPuoCw4VVXqSKjOcHPG880ZH532uNtecIkBr28sq7oEDh+6gnIMFHk4eWIjRYFk/7ceoFq5OT0N7LstDjhEbPczVIEJPcQB2b5vDh5uchwqAUgPPe4NB+n6DB+M6TKuahkc2DjIkMmo2STgsTPQuLVn3o+Q81XA9kDZFMg2wQdKi5XksLtdcFo6bLp1f8YTQdvpLkNmt7Zmtkq20FCA6OBHvub+uMXYxxaUVQHfF5R0Jd7hVkGGeNAmGuKuPLnfyno77/VrAfwmEfmHwdrhBswU70QkWHb4AwC+Yc//OoAfBPB1EQkAbgG8unq8ruvXfNbjn7p+aaIn36136936ghZxlN/p5zstVf09qvoDqvpD4ADkT6vqPw3gfwbwj9vTfjuAP2b//wn7Hfb3P62qao//Vps2/woAvwrA/wrgpwD8KptO9/YZP/HttulLkRnC+L0uuQbdqNNeP1OLUArgYjapLSrR+AXIVn7W0nkx8VTJwPZD5SRNBZ1NjN1EkHOT2p8rdY7lyflgAxMz7+mM1tc8UwxeUvuGfmJZXH8f7q2c71a3OymAdxSXnd4TLAcD/J45WJneM7qf9dCWG9qIxt3KR86DrlPmKGxqWY8uPLoGsFXP3mi+EowtvZXyZq0phVNsjGjsFcmCFD2mpcPNdmqTWwD46H5Pr5hJEE4O8aZA54HZmlOcvrlr2w6A+MMiwJAhFw/tFI/HDZ5tL3i+OeOX7V/jkjv8BWMyPMiWmVQibrEoaFn6LEOLIO8zZCjwpjWYag9x4aQcu4Ru4AHdmr9KjAElGYfYKTO2hx7hxUSl6MUBY0aZPco5YLgjC+e9Z2SuHKcBJ8vC4BS4Z5rlTh5lKPBfPaMce5NHA4pz0L4g7CP6IdIbBiCeMVEM9tVxi+lcaUYwG1WjORbHwd/ZpvDJI+8ykrUS4i5h8j3kxD4qhoJsdqwlKPr71ccaYKbqRZH2inB27Xx/K+uLRVX/KwB+XET+LQB/HsDvt8d/P4D/ygYkr8DgBlX9CyLyR8DBSALwu1Q1A4CI/G4AfxKspf6Aqv6Fb/fBX4pgqLBSdJAGc6k9wuHRJLRUEQ8dy09PBkrxLKHPH7g2HXaJ0JjxdTGbT6G1YiKwWRLQ36+fnU1cIe0oIaWevSnJgE8czoQz4K/6f2rkCfUMrFVq30+k6qmreMA1uFUflrQ1jxLzK0mjYHhNvcVqCl/lvaBAHK1S3FLbTpXA5zdOcEEzPZckiAd6n9A3lzS/6q4H2CDEEaBe1ZH9xSF1Hc7ngMvTiDAkpJdjO0CS13LMT4J4UygGIQpVD3f0b5RiOXDYAiEYu2wcphTwK25e4fWyQXAFHxxWytzDvY3J07ofdHF03TOge7Yy2ZkdQYmOPTyv2I4LYvZ4OI7Yb2egS0gdD1q3W7AsASUSv+gPEfnYETaTBf0t/VR+6IOXOEcG0N2w4KQb6OXqwHtAjbkSTz0HLk+MPu7Zgq5PWObAz/AF83FAOnXQZxdM556fd/1+oLCGP1P+n7qW1hrpFaLrc3Xp2MceOHhDdCgbu0GdKRxShYUBEwUxR77cK7x/Sz1DRaMUvq2lqj8J4Cft/z+LdRp8/ZwJwG/5jNf/PnAi/cnH/wSA71ox60sRDKtOnzrCX4oA3aVmWFTBXm485htHu8oEDPcFEMrxbz4q62CjF/RPq4ZhxevVRrIUC7S1ud5JC2YogO4K/MtAkPJkg7OrY1+VpNMWTZJfHRrYNI2WsQ6rGVCF6QDMUqofRd4Aw0ulFcAJq7XlTPaJW8hThSNkBo5NebdwUtpogRb0KKhq36unmAMzXIpBND+Nsg5sLt+fIVnIC7Z2tJ499Js9RnNaKz3hOOmmmF8K4TglOkhXEB4C91OFjThAooOirDamyeHV0w6vnnb4vrtH9C7j0BMU99CPmHcLLh9v4c+OxlT7Qhc/AJv9DCeKy2SqOMXBieLu9oTzNJjTXt/wja8vHfptbAlMKYLntyd89OENSgY0edLW1HQJs8Nhf4GDwjeDm4JuExHBi1/t+PqJQV+/FpGqxiAALcBiPijTy40BVxUowOWjLRCUA6w6QX8KK/C+cMDlCvGdNcAlZWYHMIvsnnj+qwe0U7iLtBtl/2geP9N6bgGsKNyyDh3fznq7wfDLsr4UwZBqLoTNpJE4vDqyqgMAKQyQ0+DgFkp5AWSopGE92OFivF8l46R0NHhnmW2CqypNxSOcq3ueADuFXJjN+AktYNSpMmCCrNUoqt64rbSfXgj6Jxu2VFFQGMynUyzPCvyJrYCy4QmcN9LsSOt38DPQ3wvmF5wGFm/Z1Y4eHpLqUMigNUUAx2BXeuLq8sgAWHr6o+StIlax1t5sKu2iEmNpyOKA7QJcOnoA1+NjTfj8fRHeK3Lv4R7s1HnokMdCe1DDAZah7mvHLBSAnDymZQN3iLg/bxB8wYdH0uuW5GnwtIsoqUcEmTDDfsbXnj/g4+MOTw8beBOauD2ccboMuMw97vZnfPz6gHTfE87SKeSxw5IFww0hAKqCj18eGACfAuQm0ZY0Cfw2YxgjbjeMInfjBQDw0Xm3nqCTo3qMBXxZhLCYTcJ44Gd0XcJ06ZE+GiEq0H0CZr6uSqv5XV6B48WqhyMFGdTbtifexGCsqYoacBchPRMg1EmZJbrI4zg/4/nUGYQyiQ35wJt9vRm/lfXFlsl/w9aXJhhWvcJPrtwb1W5m0PJRW7lGLNVqtA2s5Xa4KAHUWVv/kcrXMLVoPtadFONLRdwLRNmDKn2F9IBlQbjidqpN7SZgNvycYO0fApZJDWuwTFtOgSUK8mE1YooHywwsQ6iZW9xzIhyOzBSqPL5MNHJKB9MDzPV7GY0OQHj0zBLtPQFFvCUmsUJrEBTLaDASV5kljnJTpwCM1pq4gmOkvTbGiJw9BSM+DhQLcNzOCvKGU8QDndyQBP7Jk+dsZWkqDg8P7BMCLH9FyOQpXpEPBW6b8IMv7vHyRKyIeEVn0+2n4wY5OdzdnXCaezhf4G8j8kOH7pVHOhCnN59YwopTyMsePrLfnJNg9/yCaer+X/beNOS2Pc/v+vyHNe7pmc4599S9VXWrqqtid2eyDYmChBAVgyj9RjT6RkNDIySvfGN8pYIBRVAEBRHSGAXtBEEIGgkmMZGoSRvbxKS66FTd6lu3zh3O9Dz72cPaa63/5Ivff619bndNpE/h7c75w+bes589rv1fv/UbvgPRaUIhn3tRDIxZVHJ7aHG9hYOlOEhAC638dmLNmlise64XMr59a7HjG88fsb8wpE4UfVg74lgKsD4LWDRZGMM7gy09aanxhwKSUCajzdCaXvbNxPdWAUxA9sJ0miS5sE3g+1ip2c4iKWb7VsHqvsYI9iYY/viWSJerWRVmUq2BLNu/0LMog+mlRB0uFMURHDlrzDS4/loa0aFWMyo/lGruwVV3Qqd7NWsLlWAPp1JVBGbPV1PtmTdAzD1EHaDaihGPmuSwklCfVJQy5VWPXBWEPuUMedMnDGoOmtrDmE3bzSDSS6i8qcts5dmKMVMyhuTMnKH6TS6hvcJfeszOEFYJe6+ltK0iuvaY/HnCmN3xOgNRzzAjdTKwcaSjJdTgNtlneaI4ZvaICoryTq4C40XWLVTMWWCyCbXwVLVjuG1ASZCOtfizHPe1BMVD7vYbobxRRlQTSE5zsTny0XZNWzlOg6VdDGcnOp1ISbHdLjBFYNkO7A4N1BH3SL5XyjYGANFrTG4h+ArQiOjCsYAEfVQ800uOdUk3yGfycxotWNTJ2S4VZ59jgGUpmeF2aHi83hGi5ni0UsaaRFx6Ym8othqP4ZAhSEXjsDbinUKVUVwVp+8XJODakzrzil8FwOf+rfJibzofw9HM2aMKuSIos5XF6+InJ/gRQde/5dZnIhjCWQ1mPs5T8MniCeNKzSWrbzNDw0CqpUxwr2R/Ew5wcpYDyQiTzZPaYzpPW/U5oNkzC1CA00fEYnSUQAxnqp4oXDPbhk6OdVP5GkvJ7ECGM3oUyp0PUgopJZaWU18zaHkcwPjAo0aNOepMnVOEK4+thXGRjFDd4kWOYr3O/SmF7oyUT53G3Yh4gLWRsnKsW0ldD33F4ekSosLkcjmsshbeyaBXjmBkcjodUxUgefGf0Q6GGymNzwLgidRO4E1R0B6RE1YEZhHgdlDYNuDGQqTGkGOuew29tAJ067nft5Slp3dWeoL3DTbjAK2NRBtJCA96FzVxNOgiiD3o2oHXmEICRQoaf+XAZftSG+f+ou41cQFDX84+KdOSiXjErUWde+KOq1GRsByp+VBvALhadLhgKExAtV58Z4ISxs5efJBVncRHBfA6QQqiON4ZKacNoEQLc0IzTNl5/9DLMcpGWOqkBVPrFSw9ugyECMlK1LSdxhxlsOY2rzeVeyPu+uNcufQMpcrMDuZgKKrSn75PBiG5z5I1AWcDdpXl9AeZ0KKZJ9QpSVbZP4DqVh4/cXxNr+ZSZCqNYwnFDrkq55PESksJX5+DovRvJDD26yQloQGfByjFnTQQtVPUz6UJHsuU+3qZgtUI/AOQq3wdCRvx8U0gJ66JAhsZrZjG5RMrFVGOjZZp+MTYUGWkrB0pKdrK4bPz26TWrA/lp3vhSt5bKSg3A2NOjVUeNlBGOGX7zlExvCOToMmFzmZ4ix+snJzHAoWUdgI816TW4QcpIydl71jkY7AQaEpwOk9mC6p6pLSBZtXPpvExKowNDIdKxCi2JeYkFQFVJBmFaT1uKpNNolyJiII/FMLUycdUeTD3hhCUiL3m43H1YEd5GdgeWuE852wPk1CdwRwVMRTcp0liLOLy8S0bCdpjV849XhWh2IsIA4gQuQtyMTH5ohOriO1EEm5y1Juqi2JrZMDmEL53yKykBPpFQbhU4nio5lPqU8O/adj2WtZrniZ/VtZnIhiqPOwYl5N5ejr326zCOBmwCGVOsXgaiEYxZjydiZxVayYOZh66TNnbNIQBKVcn35CpFHXLBEmEGlIOoL7OytXh3M/zzXnyHUvOmVHmF4dFJC09ZesYM+zCrRFZ+3rKNqUUFjUaeR97Uswt06CEYztqytXIeF+hnGa8rWcWhe71TAXzFyk/JwpOT2tSESkqz3gqKGrPdtcKXxiBpLCzgjcsErEVj1+0DHYAxtv6PB22iVQy22SSBPt39WDHFzd3POtW7PuKISu+fOFzL7ntGk4AC/CDEYuBLHLKtpCy+mH2FBmMZHRKMISqDgx7adI6Y3DOcLXuGJy8fjeWxCBZktmb8xBIJ3AKvTfQekwuZUNvGPclthXXQDtR4MIk0KpAaaLV2Idytbtq5b9dUTIaKxekmDfMxUjoDfbe4hvJxO5ul9hShjFKIeILXqN7nX/rDKmahkylJuhz9h2biD7pzCJR6CHL+k/VuoUUBAUh/WyFOgijyjcJ+6IgLOPs4TJ7cmdu/eSN8jrWa2WzfIbWZyIYkoTzW3Qiv1/sxUweoCiyOGsSnHH7PMwWAKCJJ8kAy0Oe0rVqnkAPl8xZ3aRqrTNlqb+Rt54C00TTs32Gz0hsZLiSYDqV28kg5Uj2tQUpBSeMl91r3BKBXeQycDJHKl5KMETLZymzqrXyOSPOzfJYJ1JMmM0oSjA6Dz8UIiU1aoxnFmowe0PIajLGyKDDjZaYFEXtcadCaHHTLg5KoB65/6fyRFJ7CXjRizzZlAGkPL0kynObhx3GRL5y+ZKH1YFN2fPRcYPRZy6tWUaOpSNEze5YMyIcZ4C09iwvOiorZ+yxLxnbQgzpqyCqzzn5cF3J+koGJXWms2md8KNQ9lIhCjvzYCFKbzUNhiJnaPVltgsYLKrxuAT23uA3Uvr6NmfTizAPaYZMSYSMZ1x6+VxVwBRRMO+K+Zgmr3FR4fYlqowom1AHLW0ILVqVyZ4rGOUV5mCyTYNIdwn9UDJo26kZpQAyLIyZP1/0EsjLvbR4ismX+SiisyA9+P5BpNhPykWvKYLl3vhvx/XZCIYkmttAKFQuKRK2y837kBgvCvoLg0oSBMt7T1xOpvG5H5gbzOU+Mi41LvcSfZ0wSjGupcSttjI5niAI05VTZSVpe0xzX9DXUN3mQUHmGYc6zdJaUw9JO+ben4pIKVmr84miE6lKJC3fQTnkpLVq5kDHkvn1kopQRKLTrDYnYlKcTiWhs+JtMWbsnp2CMeAVVeVZVCMuaB6uDxzHEh8020Mpg4/JACp78sYmoXtp2Ceb0EcBcs9Tajsdo0RceZIS+MzQF7z71kuedSv6UFBqT2ECF6VkU08OF8SkOA4lTemE71zKY0ZvuWhPaJXmYPNouee95zeEUfjAZjMSThbbeIwNlDaw7yrxXQaUjaRsXWC6XGqeMri+FcVqkqhVg4gcDM6im8hhlIFOWEr/kigDqqjl+Hcv5T2GvuRycyQmJf2/yU/ZaaKNAkqXH0uO1ZBL1EJMs/Q+i6uCuAzmC890AUUJ0B3AHjTjdZgvTik7JZr+HDxtny/CGtxGGCe+hmIPp4cpYxUFCwpIeT5o3CbOF4nXs9SbAcqb9Wa9WW8W8CYz/HGuaRprkmgJhlLPmWGaHPGiZGzlPuCWUkapKWXX58xwXOosg8TM9kg2oZKafUSYMjhEeQbk/d2CmR0ybM7MlOHqlZ5LAjuoswx+Hv6IlqFAg4p7g0/nLCC1AXNX4Bcp6wxK72e4Fg+UuRTK01i1EJpLCophFFZDHE3268jvWaZzlhGl7B1Hy1trobj5ybEvKW4e7bi7XxCmTaxA9frMcFGSLfqFMB/Ep0V6iXKQRLaKMpJ6Q107Ch04jiXHcc2iHPFRc9dLI7YtHB/ebVjUI/uuxtogArBlBLz8ZK80nj7YXhCCol6O9PuKFBXtxQljIut64P5Ui6BoVqHhYFBayne/DtIny8BmnII6YqrAmHuYQ2F5uDzwwe2lZDWV+IOYrZg1TTaloEgZTxqd5vZugTKJZjHgijB7TSsNfrSUjZMhDkCRUKXAgtCJuAiY3hLabBeasmXBlHW3Hm8M5mgEMTAqKKT14S4C0QoTZyp7bSftn1hJXzxUQCl9yFjkVoYWVz0QObZURiTlPWehr2XFH/6Q34rrMxEM4QyHSVqhQsIvsjx6oxk2AjtYfBIIpca3Wszfzbk0naA5k7GU8lDeC7B5cjCrdkLbE9XpPHxoZHPpKBjEca2YvIndJkEEdxXmklefDNFJsNXDeZodbZL+pJNqSfeKcDm5SKlsFpW1FK2wS9xFoLo6SX9vNK+oGmvBk42aIVZSpjmNPWnCIhKVfC41SVpVEb21jKPmQ7PhyzcvcaGish6jI7uuRpuAmgzGbWCgIhgtEv4SB8Am/Do3ZzWzRFi1HhhPBdokUuupCo+LhkU5YlXk5AvGYNjUAt357ssLjImMXqT9T11FUXp2xxql4NBVWCtTcYAYFKYIuFEsPk9DSWkDdekYvKUwgQE7u9LNFqOtyGrFRqxRlVOwdqTeEIKlzAwUrSMf71f021pMr8ogLn1vefSHMjGPmZeuyvPYVZuEsUHEWY2IqXpvsrR/+pTis65Ftosy4I4FduVgMxD3FaqIpNGIUMZ0/cKinPQ39UlJICe3KBaeUAXCSmMnpg9iHBZNEgk7J/v+9DDOXG5zUjM5QPUCI5p0Ff9/EHf9Lbd+pGColPoFYBJj/J35vivgzwLvIl4n/1JK6S5Lcf+nwD8HdMC/nlL65R/0+kkrkcYPCTNE9BjxjVzhQqba6TErVlsxYEpWAmBxzJmNnl5rGookVM8smlDfClOiOCSGjZ6hBvYIkzm7SswWi34pvT35ryJlFkhcecZKo08aI8QBir3KAxWgEJBuWMRzJoME58m3xK0jrP0s0lnVjiEJHk6+tEINBrL9Z7kaGLsSf+XBqZlLPPNNRyVUvSlxGiuW5YCPms4Jfu5q3bHIvsMf3m4oFiOhyj3EoERTcJRsOFYRsxnF0Q1oKseqHais5/5Us6pFpPWrm+cs7MC39g8wumQ/yJl4sTzhsqnTlBXGqFAqoXUkBMPpRXveAEXEloF/5O1PuOsbjE4c+5L9oWG96jh08roPHt0D0A3ynfp9BW1A72w+xoq0LyhuTqSoZ0GBQ1czdhlp7wXvt2gH9vcNYREJ+pxZzT3AoPBBs7o54bzgB52zuMGiMxtG68jVW6L6cRzKOfCb1tO0g/gLrwZ8Xwgcp1Nn+f2D9LMZFX4pm9EcjWTju4kyeM7+Qy3Y2uKQA17uUVcvNW6VA2VxVldXPtvr9kKJNP3rC2C/XafJP2ru/F8Bf+TX3fcngb+cUvoq8Jfzv0GsQ7+abz+P+Bf8wKViojjEbAYvsINkRYV5Elqo78X7JFSi0KFdNmeams1ObrMDXQ9CrCeDrOVxvhGmizioibKMPSaR4c8baQpwxVFR3Qq/VJ3yrTfoQc+luR6l1A1lEne4WpSodaex9wZ7byhuc3mbpbNSG0hB4boCfyg4vWgl+xu1ZIVBQUDKq6gYjiXVYkRV4Xy1TyoLtKqcxQkGLgSNi5pSe9ZlT2U960XP77r+mLcXW95ebFkveopCRE1JiKqzn1gNQB0Ig8GUAVOKvP667rk/1SiV2J4km/rG3SM+Om04upLr+ojVEasjRkeu2hMX7QkFPNwc0DpxvRbp+hhkimoOGnPQTJLUL08tpQmEqBhOMr7fHc6isT6IQvXXbp6JB0rjRCLMCKUwXY+khTBt1quOovQUpccNVsDUClYPD1yuO0IOlil7Puteo8pz/acOorS9vROOslbQVKMMZVSiLDxKwa6r2XU1VkcqG7BFoCw9IWhR31ZIkFXnjE47MCcodwp7UBRbQ/XCyOOmxPRoIUrrJLRRBj0qD1SUTP71KPu82J9FgOfXH5SA3w2UWz0PDF/LSj/C7bfg+pEyw5TS//aqNV9ePwv8ofz/fwaR4Pm38v3/dRZe/BtKqQul1OOU0sff/w1AO5EwV1EmxhNuMBqo9hE9JEoX6C/NLCdl+ykYqtm9brLRHC7ENN6M2ZvCM/cAVQCVywkzQH0X6S90llBizhTlAVLe6lyShirNGZnOrxnLNMMi0tS3Skq4gshmjZWAZGOZ0DsrBHwlBPxYQDgWFLmsc7tKEpRRS6/ztqAfDHrpiGVEdyZbjOaeZBHBaYqLHjdY7ruGu0PLuu0pTeDRck+lPc97EUY4ZraFHyzsCnEULNMcqG02RTIZ+rKpeu6HGu8NY2+pGsf9qaYuHR8eNpQmcHAVi0Iyz4MriUkRoqYpHfu+oiw8p6yV+HRfZV+VCREsVgFaJe5PNcdTxXLV47wYRI2HkmbTc8pUufe3VygFKSnUhZg2FaX09IqsDO2CmUHay/WJlBRN6bhqOrZ9w9AXYjEw6vMJfLByASJDLEdF7A3bF0vaixPXy06Cc/5uQ1/ME+vdrsEUAa3FAsGdCorG4Z1B2yh2Daszi6W8V1mOH9grXAtlhjiNm0hC+rSTUGoqkljoThdDzgGQOgdHd8YlJpsxt0p0NCedwzfr+6/fTM/w0RTgUkofK6Ue5vtn45a8JoOW7x8MAbRCu6lhrwjNWZVGeRFcCFbnAUeaXfF8Dc3LyLjK/bNsl1jfZlkvJS512ou81kTbK7NufTKif2hcyvSwRIgiGzZT9gpI+aPpMdtoBgFN+6V8FnPUQuT3OkNpIgyyM91KsHBaZUuBWkDS5iSfLy0CpvWzoZJZOoHRHKSvpD2EVjCGatTEMpKKV2AaGnTtSFFTtyOnrqSqHcehpGxPnHzBX3vylflQh6AZ+0JK46iIa0+5FIZGApp2kBaiyWKqSRNyyTuEUlzesISkqGwg5hN2kyW5xmhYFQPP/YLRG+pSWDC3u5YYjByXV1obZm9g4Xlxv8Q7w2Ip4rJ16Ri9ZQRO23pWoWlKJ1AZo0jJ0KwGun1FsxwocwBXKhHyEGnT9NLTrHpaO1IvJDD7ytGfSvSTmlhlqNLE6tHCGFKDJplACJqPXlxImR8Vq6antH4GgqekaGonkKJTIVld0FS1E0FXnQTOM/HVlRhyTdmdDtJeiUZonONNhJOdhxVJ532ItG9ClS/qkUxUgE+p0wzMhvJmFMjY61q/XcvkH8cA5Xs1J37D4VNK/TxSRlM1F1ICFBN6PpFypieagYlxZWZmSNFJ9thfZPmiCz0HLp2N5IsuosPZExnk6uhbuWJOIOoziV2ddQmRbLM4Jk430quxEwbQkMt1Afnao/iZzGZDdRBR0zzpBKieGdnIJhHr7Eds5eQLm4AqpSzVOcsIJytZgRYll6QVetAypJkSqqWbhRdiUNkMKWFM5MuPX4gyzKnm2f1SBA6SmlVn2nagLD370JJsxDaeqnIUJki2pRJGn3+ymBRN4Tj2JUXj0FkoIQTNctGhVWJRjNyPcia+vbin8wUuGHzUpLEgJIW7r1CDRm2c4PamFmkZ0c8qwsOBovRilhQ1SkeCM8J8sfFTvOGffvQJf++Tx9SVBKB33rpje6p5uDxQmMDH+9U8sf7kbsXb1/czKLwPllUtPdAXZsHugcG+KDC9mdVdzJAls7QA0QddsbzsGPoCYyLdUHKzPPLRnXCTbelpq5H7YyMeLQriyTLqhLER7+VUM2uXv3Mg7AvBSWphXhHBOtlf1fNfJwKb+9NMrU2bGS0n2d/ay95I6rxPpY8oz/eL19QzfK2Yxc/W+s0Ew6dT+auUegw8y/f/IIOWeWXbwP8SYHn5ToqFllJZS7ZUbqXk8guLWxl8nbnDo5jIT6WxW0m2Nw1EX+afrwAAIABJREFUxEs50l+a+bFiGq9xS1G7tolPT5Ndmnmc0UpWaHqx/ZwMplIuM8qtQGLQWU5Jy2BED5Ix6p0VdZlJkp5JhScHR51gnURcISuQTAZH6T5zaSOkUoIGz8SukogMVIwwU6wNFDl41oXHB5HBWtcDv2P9jGfDkpQU97tWBiEJmo1kbg9XBw5jSbpQOGdQCtpSgkphPJuq55SDGQgMZlFJ//HkChbFyCf7Fct6oDKex+2OkNScIX5re8OhrxhHg9tVqDpQ1k6Mj0ZF6CzUAb2R3zgOhqiRtoASA/l4V5JKkfJKdUBX5ylvbT3v3V1jbeB0KlktTzTWodtEYQKPmx0vugXPbqUtgIIXhwVKJSobUCpRW8+iGBlqy960hCZS7DRF9loeL4T+kRYe1VnopSyuaif0wEXHs/1SzOjlKHG3b+XCo0DfC5c5aCu0wLy/wmRZYBPUAW8SyhupHFwWCOkQ3v2ZxCR/q9MMMA9NEsfHVnqPyYj97NQuChVoL7TT/iZJD/F1rTeZ4W9Yk0HLf8BvNG75E9m0+Q8A9z+wX4hc2ewpkIxCjzJNJqvExFLM4kkSCG0nWnuulWGEdrIhTOYOJyvlc3lIhKySLcwVcC2zduLZepRcXuRA2QnNqb8UWI4KZ+EHOFuFjtcBuzWZxiafj/oVbN4rqtOhTQKdMAndiKQTNokadBWEUdHZmcSvvMKXAVt53LVG7a1g/aKaucHrRc/DhXTF313c8v7xiqvqiI+GSjtuqiMfHjYYE4nJYBtPU0nwGbylLRy3uwUpwVuXe+nVdRU3Fwc6V/K5xT0fHSXrKXTg91484emwZsj+p6uyx+rIGAxDsOxcPeMM96dKBjn3lWTAXjPsK9ErLIR2GAA/ZRhaJLFSUDTtwPFQk5qAOlhSGecSfoLiPHl5IaILxwJVRI6m4qLpiUlRG8e3djecxkxBzGscLSFouiTv0TvL9iSDj6Jx+G0hFM4HGd9aRFECGsyM9XPHgkU7sF73vDy2aJXEBgDo9hW2lOFJ7zU8GEiDYEPDqEWe7GTOcCjFbFtrepkQh0oUxbVTFDtmVXcQBlQ0k6YhedCY++NXstdDpSjvc0WVNT61l365W7wpk3/Y+lGhNf8dMiy5UUo9Af4dJAj+OaXUzwEfcPYn+AsIrOZbCLTmj/3Q189m8NoJ6BqYs6rJFwVFzgSNTI9HMWP3FZT3afY11tmk3S1UNpPPXiBN/m8t/b5Xpb1ClcuQ3HMZNueNFCcp/n76tAnfKqpnhvFKhiYTBIao5MqdVZGnnlissw5hL+ZDatQifmASauKM1mEeJNqdTFtJitXVkT2LPGGWz/XW9f1cCoIMC06+4HGz4516i0uGb+4eEJPiYt2xtzVF4ed+GkhAFABx4vbYonWkbQcOfUWsFM/7Jb/76kMAPl/f8sje85PNR/yVu5/k+bDEqsBd37Iqe54cLjiOBfd7gcsYEwlBY5aekCFCqg7noVBvsDtDyGrlqQ4kk2gvTxiVpDdaRNT1kAclzIo9AKeXjQQVk0je4IzlrmtoS8ezbkVISiwCplgYYewKVpedBGlnsDbS9wVVJUOOuPbERqFbiT4Xmw4ftQjABkOKYIowD4ZW9SAXlE4uAMvNif1dix/N3Ls8lQVjUYDXKBNhHYmZ1ld/Iv1AM8oFN9TgVhHt1cyNt93ZB9k34tETKzJtT86J2Mq+cddQfWzPosV5epyUXKzV6TVGsH+Yg2FK6V/5Pn/6p77HYxPwx/9BPoxb5wFCn87lgZerXtJKhiT5hwiFmrULkz5nblPHMpRKPJddYlxqCX5KJm7VXXoluEmfZQqmoQSdla2jldcONQw5Uy32SfigjwR0HeuEuhqkJ3dbokcRPp02NyD4PVegnYBrkxXeaGokG1JWANaTSkzMAqKLdsAFg609flcKtqwMvNgtWDTD3Nd7st3wYHVkbYXz+97+hk92K5rSYXRk1fa0heMLK9Et244tL08tF+uOtpBeYaEDz49LYpK+4eAtzwYJtm9XW2rt+MbpbT44XqJJ7EKdy+rAYRAz95AHRiGKhFdRecpK0uNHmz0pKT74+ApfRvTOnjPnGhkgBc3uVFIsRoHfqITSkaryLOthliCLl4rxVIDT6CqgTWJ/aDBr6Ztud5M6dgZpewmup66iaQeqwjN6K8F/25ISKJ2wazcLNVy2Unq7YPh4v8JqYcNUuQR51O4oVCQLrPHssKRejiIT5w1t5bhYntjpRGEDRke228UMHP+UlmWTEQoKQhNRQTOmXDZn1IOIyooqkdKJmEAdrch2rR1p1AzvOIpPJhVXJZPqjJB4rSZO/zAHwzfrzXqz3izI1Nk3wfDHt5JWjBs7+4D4+pzpmTGSFuRJGbNOoRkToVbYQxZ7zT/QuFCvOOUJvWlyFLNdpt6N5xIWBGc4rlSeIAsXmShNdHtSOAvV3fSaAnWp7hS+VQxVECpdb6QkyQo0ojiSr8ZJ4RfSxDa9EUVrk6RczjxkNHNrQJrdmu3zpch1bZxkFE6GS5erLg8o5Od7dLHnqj4yxIIhFsQk+L7CBFblwOcXW/a+4qIQVZnpv/ux4surl2iVeNqvWJQjnSu4ajqsjtz1kmH9tfGrfL1+zMFV+Ki5PbYMo5WJdC/3nY7VLLM/8aqVgsIGfvLBU77cvuDt6o7/qfhdfOf2krRWjINkMct2oLSepvCcnOU0lPik8KPBFNAdK6yO3CzFP6SynudpSb0RB7wYNUZHjr2wQGJSXK477nKGOE/lgeOhpmlHVk2PD4auiIRRo0spgRe19FWnrPBBc8AnTUyKx+2O5/2SxjoKFYkoGivpbVuNLKoRqyO9t5IpRzFU95lZtFj1s+y/y1TNWUeyDegseOuXEb+WimLCJcabkaLyNLXj1BdUleeQWtTBiD5kKe2fyS/Hdgq3ZvbDmZkvr2O9mSb/+FbSKlsmSpPYN2rmGqM0ZhAGSXnImn5G4VotAg7p/Dx5sTxQyYbqoRIOc7lPcxB0K4WZ3PH6s4BrLCSA+kYm0NoLvKLYCZ4RoByzLuIIqhYDd/3ybMJkuyy42X56gmf67FB3ETF7LdCIRQSvSSmBjei7yaleyvnyuyXDwwy7KQOmERDuMdPR7KQHOBZc1IaFHdi6hqMv0SqxqXrebu9pzMijaked69Jf625YFz3vLl6y9zWNdjxu7im1563LPS5pxmj5Wx8LKKA/lRyuKw5DSYia/baFg8VtRoyNFKUXSt900l+d8NnkyejIyg78dPshISn+wNX7tHbkk+OamwfH+fj4pLkoT3x43PBgcWQ/VrzcLWZx2v1BPEYAmsbxcr+g6yq0iZnSOEp5fyr4/KM72mIk5JO2KR27U41zBmMiSiV8MDSFY194mlZc61b1gM3wm91Q8+76JR/sr/BRY3XkdmgZvOhExrTiojzRWgme143inXbLztU8Pa24aY9s+4ZlNRKS4vk2T7Zz31cvHSko4nQKZmKAtH6SKHdfO6YWOidLsznRlI6b5ZGPt2tpA2gj7KFeZNgm2bDQSKtpsgp9nencm8zwx7kyMwREwFLEXuXfSSuKjBsMZbb4zM54ogo8mUjlSWyS6a8oVSvKUZRrJrc812RAdT0FqpRtAyTrGi8FL6gCYEVRGM5g1onvPmn9VVuBL9Qv1Kx+HWoBWZ8FYQX7OD5yqMEIJtGJuGdYTjI0et5kepSM1q2iDB9MpF0MrJtepqRJkUykKSW4GR3xUfPN/QPGaHm2X6JVYigtQzQ0BraupcrB8KY68GvHa54NK8ZgWDQjb1U7LooTe1/zu5dP+Mbxc1xmtecPjxUfv9ywWp7Y7xqRwM8ezt6Z2U+kuDg3Yh9uDjPu74vNS7ahZaEH3ilvYQ2lPttmbscGHzXf2t5w0x7RKnHddJzGgqII9KeSph3onECPChPwzmBsEPFbRPDVGs/16shX1i8AeHcpPVIXDR8UlxgdGYIVs/lTTUxQlR5rAk3hedjuOTpp0o3R0IeCZTlwGCvWVZ+DoOLLq5cM0fBxt5m/7yIHxX/i4j1eLFbc+Za/6z+HVZExGlLUggedKH8JqtbROz0P3kKbBSeCKImrvZ2xlWnhOexrfKsZnMWNVgy6iog5iPqOHvQ5M9wr3IMggXJUr1Xp+k3P8Me8bB/RPjEYk93qzuBRh1gglkfhFI8rjXGQ+nSmUuVNYwZhhAwXEqRiISrU2oFxos2ftJrFWgstoGmBOJCNurMD3D1nT5a8QpNmEyUxihLFGhtlWi00qE+bdvs2kUqhV+lWJqzpZM4GQ1l0dS6JrIiPJptIi0DdOq4XHUollouRj3ZrnDOzasq67Wde8JMcCH3UHMeSQ1nRh4KYFPejlGgnV7Cuel50C0oT+D2bD2nNQB8LHpU73u9vOIWCNtPritLPdLZhMdCdhAmTTqL8LD9gxOey/UsPbjm4ksoGnh2W/LL9PD+1/oSbYs/Howi/XpQntvnzWBW5y///7Ljkp68/4dd21zSlw4Y4l9DTqoynbuSzTZS7r1y95H6suaw6Fnbg7WrLCyfZ2FO/IqJ4d3HHW9WOb+zforKej7br+fknZ+lDgc8/3Nc2z/h8fceda1nbnufjiifdBe+stnyu3tKFkvd315ycXPEeXe0ZguXj8YKbYs/jcsvPLN7nf999lb2r+SBeySQ5TwaXb+2Fy2wDh22DLqL43SQ1Q3nU5SjK5gBJEY8F3ckyLh2+tzKAGUxuHSlCE2dfmfEmK/NYcGXE7D4N4v4HXm96hj/+JXxkKI6RaIwYsSO9QeXFWN41AoIm5amvIxu0nzPLpAWKM5WxoWLGEYatZF+vGsG7Rc7yJleyAUACqLiT5TJ8qmaiyqV6Qpkz7Ge4TMJBtrJZYpXm59iTwlWJdLKEMQkGcRStOhVFdv9Vq8249pjGEwehmi2bgZgUP3P9hG/tHxCjYuxKkaICDjrxqD1gs9LE6A2rZuCq6XjardhUPc+Py/lY985ye2hZ1COLYuQQKlamZ2NOvNc94MnxgiFYjqP8CJers/9IVXjGlZg2EZU4zpUC3ry8FDzHECy19cSkMFrhk+H97poP1CWP6x2nUHLw5TkY6ogCShOorOf9/RUX1YmPDmu0StztF1w9eonJ36/Uns9fbLk9tVw1Ha0dGaPlQXOg1IG17XHJcMyj2O3YEpPAhZZm4KY6sil6jIp8tFvT9RXGRA5jNZvIx6SptON3LZ5wjPI6X26e89TJVfR2XPCw3dOHLCjhavZjxfuHK76wvOP3rL7Lu9Vz/uDm7/MXb3+adjFwOBSzLFoImgFR4b5+u+PFYSFya6eVIA2WXhz/8m8cuyxhFhFkQRR7AD2o2ZhsUskGUathKXpycTSzt/JrWW+C4Y9vTU534mec0CFRikap9AJVlu8qMvUsSE/wVcD01ANMWd9Qh0S5FVvR4VKArJPum+0Shy/m9w4I3isLtqokiiKxhMlZL1ScpZGyOfukQAPS35twhaYHt5ayeCqx9QB6NIwb0Z5TSUQbzKjROeuMJfjsU6yrQNsOjNYyjpbBBt5a7rkdBejb7UQXMGZQsS8Mz08Leif9trZwXFQntkPDZX1iCJbr9sjzo/QextGybHu+uLllVQwU+UpyHxoiQsd7cViwyWWyUYnlouPpfklbOm4u5ccZnKXrS5SCVdvPZW9lPI/aHU+7NSdfcHtqObqSRSFBKybFwVWzTcB2bPjqxXPeu78RJgmJ214UbPZ9JeX5UPG5pUh4fWFxx4thyVXVcVMdaPXIzjd8dFqzKXoeFTs25jhnhlYJdAjgECp8NEQUv+/qA96vr/lgf4lWiS+tXxJy5vbt/TVDNDyud2zMiSFavnF4l6uy473+hoOrOIxncYr7QaBGt/dyjG/KA1fmQKkCMWnhR1/amX8+DgVF6QmFZu8NVeE4DaXYjA4lam+JdZx7hrrNgr9ek3SG12jZV7IxmZWHpn/HlxXpcpTh4+vyQOF8Lvx2W5+JYJi0mq1Ciy5h+0S/mehy0yAFYaFk+a05OEUJbjaDSpPJJXEeoPQPRIormnOW6JYZyZuX6RXlPpenFWhzHshMysKTGogwXlK2JM3BLnOdkz57H9tjxnmR3e86UEEM21MurV9VLn51g6Wo2L9YCF1vMOyd5ttR82hdsutrbBUkO8jBxxeR0VtKG7ioTjTtjr2rZr3BMVreP1zNpaarHE3hObgKrRJFE/jG8THP+yV7V7Hr69mvBGBZDSzsyOfWO152Cx6vdiytYO6enla86BairpI/z1fWL/iVu7cwOhKSYntsMCbS1xbbBsosANEYSc9/5/VHfLN7yMN2z4vTkpgUYx5wlDZw1XRc10de9hJofDQUOnBVHGmMY2M7uliyLAYWdqCLJd88PeSTXrI4qyM/sXrB+8crvnO4AuD3XH7IztdclUceP7jnGCo0iYtCfrRH1Z6/ffcOPhq+wxWH3Et8//4KqyPbrqG0fg6eozeM2UTqOJb88u3nqbTng9MlH3drTs5ysznMFMcXL1f4oWJRj4ze4r1h2Qz0R8GqRpvE6CvbzSaTsJUnJEjRiNRbzPuoEp1D35yHdtorEU/allC8IhDxZn3f9ZkIhiAZmCKrQK/1p4jlUxksU2URUJgUpicdQu3lxy62kdDIpNlVQmsKtWgdTqU3SmS1QAJTuecVUdhMYSry1DibTU0gcFELUZSH/P65nDYjHN5JlPci11Xsz6V71ctnKHfMpvXaCYRCTIJyqZ73axqM+CTvxCUtNJrQOp68vBBQ77HArM/SxZOMVG09N+WRSjtOoaDQgUp7HhZ7nvXLuVR+sDzSe8vT/Yq0VPzf/gvEpPjO7SV9V6I0tIue1krw3PUSCELUPF7teHlqub6QSbCLht7Jyfz5SxE6/ebuAW0xcj/U9M4y9CVVPumnYPfu+nYGMLtksCrSh4JdX7HMtMEQNV/c3NLaER/NDGN50l2wLAYelntu/YKV7nlc3vOku6DSgY/ZcPQVd4NAawod+GB3SVM4KuMZguXr94/5wuKOLzXP+WL5gr+++xqnUPJ+dz0/58urF3z99jFN4Wis47vbCxGeSIq+L6Bmbh/0p5IUFLYMvNwuefj2J3xwuuSD/RW9txid5ovA9Js5V/DiyQUUkWbTc+xLVpsTu6hQR0sKiN4jEBuP6y3tuhcptWMp5XRWWI9GRH8nWwFzAuUUfgGh1cTVuef6m16/TePqazRG+AdfKko2aIZELCTVN33C9FloYTgHFh2y7p6RCbHtk+gWOrmpmDCnmL2QRcxhsgHQIYvADqJwPd2ELSK3abI96RrqXJJPN9tlqlPKWWItCdG4klJ7uEqzLWmyZ3WRyZ5AZ/qV2wRSGYl1FK9lnfuHUaEPhmJrsJ2Yq+tR0e8r0cnb1qJycxI6XYqKlOBwqni2W/JsWGJ15Pdv3udBuadQge/0V8SkuG6PXLdHbo8tp7Hg4fLA0ZXc9Q0f3F3S3TfE3hL2BcdDLfJZOeOcBgW/dnuFUYkPDpfcDS0nV9CWjstlxxAsQ8jZZCH1f2EEerNqBnzQAs9Jivd3V+xczc7VDNGyticOY4U1keNY4IJmWQ7sx5qDq+h8yf1Ycz/WPO0kqBcqcGWPfPP0CJcMn2vued4v+eB4yTGUrIqeVdHPJSzAh/cbem8ptedr7Sd8uXw+v9bRl1TaU2mPJmFU4qY5MnjLk/sN/VjQHeXCsF6ecM7MNxJcXIp4rS0Cu6GmDwWFCXxuec+qkkx6OqYxKWEdJVAnUf4eejnGpoxCUSwiYSk3W3nadU9KCncqxB/6eoALlz1+pFKZ9tmr4GgVQHWvd4Dyw24/bCmlaqXULyml/o5S6utKqX8v3/8lpdTfVEp9Uyn1Z5VSZb6/yv/+Vv77u6+81r+d7/9VpdQ/+8r9fyTf9y2l1J/89Z/h16/PTGaoUmJcaJHHKs/GTDFTpRJqDkBTkItWifH8mCiOU92s8K28zsRfFkXsLIPuQPlXoTW5PK7T3ISeLQFymUs6Q2tsd7YGiBneM5aiWThVisOFbM5psicim8yq3X6RUG0QilRA5LoKNU+V81vOAp0qAL1GtyNpeS59IvnxpSdGRVFEXvYLauPwUcsU1C34sLvABcMhQ1MeLg9c1h0rO3Dvan71xUN0Fixw2VYU4P4gX9rayMP1gdo6zFJAxdOk+a3FTsraKAEG4MVpyXfHCwod2Q0l3hm6saCygd5ZrIns+pJ1JZnbVSlwmq+sX/Bht+HZQRR3vnN7yfWyY4yGkytmCS6tEk8OF7zdbHk2rDj6koDmk37Nbd+yLAe+c3/JFzd3AKzKgd4XvDhIOX+3byl05C89/0n+scsPCEnzYX9B58s5W13ZnqOv6IPlk7sVRSH2BUWW6jI6zvYEAKuFBKrlouc0FHSu4MPDBgU8bu+5LE98cLykz5lkHM08OEtFgjLStCO7lwvxwjFJlG2y1/Rq0aMVdENBCgqMmISh5bmx1MTiXCa7yWK0U4wF4rv9utbryQwH4A+nlA5KqQL460qp/xn4N4H/JKX0i0qp/wL4OUQt/+eAu5TSTyil/ijwHwL/slLqp4A/Cvw08DngLymlvpbf4z8H/hlESev/Ukr9+ZTSr3y/D/SZCYbjQpOMyHHFQgQXQErkcpcEJmMlU7N9ysbcimorgWfYZF7zmF7JHlXWKxQoTHGY6tCzurqflGy8bLCJL5rm4CWB1EqvX7jS1dloCsRJbr5iegmS0ST8InOTvWR3tpe+TqgTadCoJpBGC4MVdZfirOQZEe7zbGBvEu5UoLLsV3Gw+Mx9dqXFloG+L9iamlXRUKjI83HJwVU8bnb83ZePWVVTthZ4q95x9BW7seYml82LauSlyn250bJs5fEhagoTeLu9x+rA33nxNlZHvrC4JSbNzlcY1c/9s6fditEb+iiZkWoHChO4bo90rmTfV3zx6o4vL18CMETLy2FBTEoyyqVkcNZEDkNJWzreWuznvRKRnuLWNZTaE4zidmzpfDlnsHXh2TsJ5oO33J9qhr6YA5aLmkf1nl/rrjk4YbgcXcnL01Rax7nUNybhveFzV/ecXIFSiX4sqEtHyEDzfizQOs3qOM+fblhedjI4iZYXY81H27UIvQIogVvpU7aQiHC8bYSnnoS9k7JfC8A+m2m5k/ipqKxqnZqAKsUaoNgafJPPm2WQVkuviWvP6voMcP9Nr9cQDLOGwWRGUORbAv4w8K/m+/8M8O8iwfBn8/8D/PfAf5b9ln4W+MWU0gD8mlLqW8Dvz4/7Vkrp2wBZRetnge8bDD8TZfKb9Wa9Wb81luLc8vlBN0Th6m+9cvv53/BaShml1N9GtFD/F+A9YJtSmhqck0o+vKKgn/9+D1zz/ZX1v9/933d9ZjJD7YEgUlwCis4qMceErxVmFIVrnyW9olEzTS/pM6TA14JF9LWU1ZPmG0h5bY9JqMCT/mGeAJtBnYckEw7RTXjENPOM3VKoefY08T6VuOOZs2p2LIWdoab3KBN+EYgnQ6ziWb/vYLGHrMRiJVOQJ5z7Pn4hdCrdGVIVRSPPyER9Sm/jocCv8hQ6NXw7GI6rkk154rrqKHTga5fP+PB4AcCXly94MSzZjg37saJ3lkfLA3d9g9aJqvQ0627OJBvraO3I3dhwXXV87fIZ7++ueV/JsOHo5L0maM3XLp7zy5+8Q0yK0vpsEpXofcFNI8nAshiwGe7yweGSB9WBUyhY2MzvXQhQfF31/OT6EwDerqTsfeFWDNFSqMBLt+DgKm77BU/vVyybgWU5MATLqpgYMTVXi46xHih05KI68Qevv8nGdPyd4+fpvHi2WBXn3mKfJ+kharSOPNqI4dVV0/H0sOQ0FAzOfkoNxjlD8IZwX0AVOdxJlrnrH7GoRuFQT2rmzpCqIBXCoNAnS1gHlAmCKTQJqiglMeAHi5kqh9zOQSWos81BE3BlnM21dCs4xVhE6vWAeV1I6R8ddP0ipfT7fuBLpRSA36uUugD+B+Anv/c7AjOt4jf87fvd/70SvR/4yT8TwVBgKpHjW2bmKM9SXFXWORykFNXZ92Eyg0oaxlWm6eXXShrQAqjWLvfpWglWyTBj+yDLG+VJbvUys1YQ/4jyXhHLTysOx1IGMFJeS39RSnBmuS8iYio+HXqnMEcrn6tEfFI6hen03E8EhZ+EYSMwqtnEKhYJ5cWcSI2Cl9TjOXhjpAdVrwbKrHp92zUYFbksTxx8ic++JAC/9OyLIvQwWLSJWBv5JGsjKgWreuBzy3vGPAwpjafzUkLGpOcg9t2tBNeYFHGheDdLhFklDnnjUOKc4a2LPc/3Cy7rE50veXf9ku3Y8q39AwAeNztOoaAPlsY4Su15Z7ml84VwgscFP7P+Dm8XEgwf2D2/fPgiT4aL+XfsvcVmFWsgA7DlarR3Ne+ubtm7ipgU/+TVe/yO+iMKAmYZeVhe8Sv7x6KEnSe+Lgq3elOLqZZSiS8s7rh3NTdtR4waF8wcPN1oxRoUxItaJ5RJM6azHwuKwqNUbueYJOyT3qA7LaDoqMSbusoq26OZuczFZkCpbLdQRMIie/YksGWYFbiHWwGyx5PFLhxNO3DqKnbDazzVX/M0OaW0VUr9VeAfBy6UUjZnf6+q5E8K+k+UUhbYALf8YGX9H6q4/+r6TARDleB0bRg3MjyZoC7ALNuvnVDstJPgoyYmSq0yKPoMlZkA2FOwnHwiSPK8OWAig5rikJH7UQLmuJEJ9HCZBDh9Tv2FjZIHPBMW0TixDxAMY8wue+cLlsk4RJVEuDUsspOenVgDSXBlx+wB48QDN9lpCq7QR1BJlHGSlb7j3CxvIroUaldpAzfLIy4Ynh8X7MeKQos4wTYLkR67ihg10WmUjQy3BUeTwEZMFXh+v6SyfgYqf3RYE6JiUTo+uL+gtIEXWXigrh2PNzset/fzJNllD5XgNXUzctc1hKA5uJJVOfBxt2HwdobKCH/a8XG35kuLl+x8wykxCXIRAAAgAElEQVRoYtKMQeOM42/ef4lH1Q0gGaLVkZg0hQ6MGf3+1nrPJgO5n+wvZtEFpRLf3D5gUYx8Zf2Cjel46Zd8rXxKtPdsQ8tVKV4u791P0JqIVonKeFww/P6b7zBES2W8YDNN4L3nN/NVMgRFuxwY+oKbx3t2XU2MiqqU59eFpzs0M7x10YxUhee48IQkPWMmYLRK6CISRvMp+9K2HkmVoy8LvDOi2OM1SieO+1pwuBlyFUdD3Yz0fYGxAX9X89rWawiGSqkHgMuBsAH+aWQo8r8C/yLwi/xGBf1/Dfg/89//SkopKaX+PPDfKqX+Y2SA8lXgl5AU46tKqS8BHyJDlqkX+T3XZyIYThLlZjhjAattBhQ3eXqrZCrsFmoudyfqXbLQyx4W8HQhQxhxE4OU1WqKE2IHUL5iqWgkyyv2AoB22e3OL0RsYQKyTtmk8vK6EvzkMUTAiNqNioqw8aRBixfutHRCZfB29NLYTjaJ056bhi85uF0EzFEwhuQsOVSTT4uwW2IdmSqB6UIQgma5HGbR1dJqnt+tUDrxzvV2zppSUkSnSV7BsRQ7gqMBDNFawsLz3Xj56R9JJbqMN+xy9akQ7PrgLR8eL2ZhhHtXCyVwecIFOWlv1kcKE3jZCe2stsJSAVjakSFYLquOSnselHu2vp2zru8eLhmD4e9HMWB8uDiwziVwYxwP6gNDsDyoDzys93x9+5gEDBng7IOhGwouriVQ3oeWfaj52F3ypeoZf6j9VVa65/+4/wmuG4EQHJ0A3EMpEJ/3Dje0dqQxjpUVEPrpsmA/yDHpnQxOVsvTfIyDN7g8mb89CgYrnOSUO0TNLiqxES0Sqgwi3HBbU132GBNJpc9OhEKJvKhPbPsGayKdFk/m/lTieovSibI5YwmTDfPASJlAk7/761ivqeJ+DPwZJamyBv5cSul/VEr9CvCLSql/H/h/gD+dH/+ngf8mD0hukeBGSunrSqk/hwxGPPDHc/mNUupPAH8RMMAvpJS+/oM+0GciGEIufY9n+f7Z1asV+IFNibFUszrNcDn1FPmUarWvIYu5zL03n3F+ycCwVhmaIw/RScDck89KtVW4BZRezfjEZDj3/6YjpqRMV0FK99DIJolFQnVGMticHE62k0nJZ/WtKOjoTkvJ3WRDqfK8y4SFkMt4nYNoKRlrbMViYALSKpswNlDYgAuGfS/MkmNXzV7CT15esGjk4JaVo9sXYloFUm7l40MCRk0sNZu1TCD3xxo/WnTtKIrAkEsuP0igu9MNm6bn+SDZoibxxcs7ntxvGEeLzbCOlLGOLhoetzu+thAPse+crtEq8cX2lsviyFerp/y90ztsx4YxGjZlz9NuyW3WJzyNBZ+/2LIuerZjg9WBdxZbvtDc8t7xAZ0reDtT9wA+2F3yYHWkNo4vNc/pY8HLLItUaceF7liZE19bPJ37jHtX86HZCHC8W7Cpemoj3tMP6gN3Y8tl7scCdFYm2SEqDn1FCAptIjGq2a4gHIu5p+e1WKaalaNcSwlcFp6LL9wKVlFHFsXIMcOh1tmk66rp+PB+Q1V47p6uUaVAtJLThCLMCIDt3QJbnm1Tq+KzBbpOKf2/wD/6Pe7/Nudp8Kv395ytRX793/4U8Ke+x/1/AbEh+ZHWDw2GSqlfAP554FlK6Xfm+/4j4F9AFK3eA/5YTnffBb4B/Gp++t9IKf0bP+w9hP2RyJqj4ofcnste8YiQIYlbcPaKHQX6MjndgZS5oUQA0y7DXpQ4ivkGaFQOWvL44iCZIEkyN5AMzYyJcZ19VMpzEDR9zgo5C77KcyBVQsMzgzqX8vJXQjaN96VAZoR1klCdwp5EgNZd5c0bFH4RMVrPw5xYSuc6VcgJlWXizwdRRERf7hf0hxJTiRUlJmEWooM4+QiPQ4GqspZiE6DXpHVAnYxg3pATKCfslGWQm/X4qLNRumJ92eGDZt30Igibv/DeCch5cBY3WLxPdNZznW1Fr+sjWkX+9v07gNDlNsWJz9e3fPv0gO+cbqi0m+l6T/YXckJXckKHqHl6WOEaw3V95HZY8KA+8Mmw5qeWH88B6mElcJz/j703i7Vlz++7Pv+hxjXt6Ux36nt7tLs9xk4csCCWeDFIKPCCyAtBIAxSECDxEAyRjBB5QGJQpEiRjIISS2RAisQQgoKJsBKEjWPHbg9tt7v79p3OPdMe1ljjf+Dh91+1Tzvd7nbfey3Lff7S0dl77dq1a62q+tVv+A4fq685+IJP1485M3veG85pvQxNFrrjrfEO52aPVoHvqsS77Ff8a1yUB3pv2fcF5+WB9VBx1dZcdzM+sbzkXrFlnp7ev3jzOq7QfPXqjOaqRleOPBnaax0pyoHWKWLqrai9JVYeP8hDp03Wo5kWSuV2KPFBf03c8UFz2cyYlz2Pn62wNxawhDwSlg6lYHMUtD1Y3D6DxUhd+wn29IFXvG0Z/VFb30pm+NeAvwz8zHOv/SzwkzFGp5T6r4CfBP58+tlXYow/8Ps5CBWl7xaVBELibU/vGNSiliCUHYR5QqoSTS+B9FhqH7MoIpOCjE8Zl22lvxgN5ClxcJVYLPpSnMViEoJ19W1/0he32adOQw3TqkmZO6bj8KUEz6MizmQIld1+HxPI1nSptC0E8O2rKF4pyM+PtCqiyIb5WUi9S2GpRKL4MwNRBbzThJATnMLkgXBdoJ0inoiJ+WLZikkS4AczAXcZNGruiK0h5gG7GAleScaXRAequheBiC7H2kDw0gu0xlNkblKoOS3kafb+fsXNriamgYDb5KydJreeP3nvLQ6u4Fk351kr+8+NZ58VvHs4JU+BbJm37MeCzVARoiIGzbyUwDM4Q4iijvOkXfCZ1VN6b3n3cMqzbs5rsxvea06mAGBU5CI/Qtrg8bAUlokKvDecEVD8cv8xXi1vaJLSzdv7M3pv6ZzlzmzPeqgYUyBzQbNzBVbPpsD7Yxdf5H95//vlki3F/wVgXvWiwt3n5NXIkI4pJgaKORnohox7qx2Z9nz/6UPWY8VVN2P0ZpoCv/nsHGMC91c7LvczQmfJG7lXuhMHUUyvOGb7tfjr4BVtmzOrn5saftD1R5SO902DYYzxHz5PfUmv/Z/PffsLSEPzgx1IG6QBPCjJDMNtMNAuijm2kuGIbSMh+coeS+BjsIo2yf3H56a+/jbAHrO1Ielymj5BblopvfNdlEGNk30d6XbTBRCFhdKfJjpefmsjEG3EaTBK4D3Hv6W89BlBSuoYEzwojwLPcYpQhdtmTBS59yNf2tdheg+Th7JikoMiTRmjh3rRM/QWX3n0dSaS8Bc9/WCFxgVJO+/IXglC+k+TSddZsmrEu1tkgveafjTMZx37QymKKcdpaohcjtIHfPtG+oxKRdxo0Drijm6A2vDsasGv2le4W+9Y99UkWrBtS574BUXmWJQ9y6KbZLeaMeO0bDmMOc0gx38+a9h0kn2W2rMeKmZ2EOZNNLy5v+DRbjmxQ+6tdjyxC9Z1zSfrpxTa8aRf8IlaRGB/ffMST5sFw4llYeVCOila3tqc4YNOxyFT8CbP6XxG5zOGYCdDqN/cv8wq79gXBUXmWJY9Y9CcVw0necNb23OebubEXk/XkWk1XueMJ4EnmwXfdfcJ7zan0/t5MszZHNJ0OCiU0qzbNAgZpZ8dbZyGLMoGspmUN0OboXOpCNxo2B8+vAHKCz3Db7z+LeBvP/f9G0qpXwG2wF+IMf6jb2UnPlfYJhBLlWS05BM/8oBRkZDK2GH+nNx/dqsoDZIN2o7J+F2BNKjNLff4+RI25DK9PeojtnduRVpVmmKHAlySAwyZHJNtBUbj8yhwGgXqyBbRUVpDzyGdQibQiVhGso1mXN7WGn5xFGO8fQBEK9ljyGXKbHo1Ta99FSH3UxaQzTvGTSFZXbL/xCvxcHYKrnP62mCqhHFrLPgUcC0iEBpBDYqQBdxgmK/aqQrvB0mx901BXji6NgfrOexKtImEIHzcMjnhNU1BUY70XYa5ySSbbmQwc3Wo6b1hl2T4AYpCjrtJHiZH6t1J2RKj4vFuQT9YiuRctx9yXlvekGtPQLHIOp51c97bndD0OUNvGdfFNJ19t5eJ6v6k4N3DCWdFw6v1DfeyjeglzmpcNFz1M656yVZ7Zxmcoc5Hem+Z5z138j1rJWXoF57c5yvqnEenoozzoN5SW6HpvbqUsmOe9ZzlDbuxpLIjd1d7Nuk97NY1ITFExusSN3f82nsvc/9sy/3Zlq9cX7DdVbc4xgiqdDRdQd9mUHm8V8QyUC86xtGgFJNEmNJC11MmEgeNH567ST7oehEM/+mllPrPkAnO/5heegS8FmO8Ukr9EPA/K6U+F2Pcfp3f/QngJwDy+pRgFeNcTwDqcp2a7jphC33ElRpXieGTq+F5b+LscPxfhiG+kkBmD1Ly+SriT0cRIx0E4zd9CIeEV1xJuRpNUrWJSXuwjNMAhajozwQkfYTLpJdFY7CI4rHbKXy6GWUAc3tRjwsRaFBeoVs9mQIdFY6jkYGL8pDtNVFHfC77Nl0K1l6hFxJ8QhBqX1X3aWDhGUwkqgBKoaJCF54imR21TsE+ZYk7Ma+PmUy2MZGT0wPzYmCeS2l12cymLKttcoFqjEYwceljcYPBpAHNEfMWgxLMnFZS5jeWJpIm3Y4ik+Nv+5widwyjSPIr5VBRsRsKlIpsb2ryepzK/BAV+6JgDAYfNI9Zcn8ml5hzGjcYwfqlVkMMkq2OQeOjpjCOy37Op8vH3LFbHtpTfujkHd5qz3lrJxJfozdU+YhWER80vbe83Zwl6X9RrtE6sh+krN5lBbuhpMpGbvqaVd6RqcDBFfTB8n2nD3nSL1iXEkyvy56H759hH2fYnWEMirAYaUfL25sz1ldz6DTmkED5dwaGvQj6KhWJQQRgTeFxzhCCFoXzLt3STgluca0TTOvDA12/CIa/ayml/iwyWPkXEs+QxA/s09e/rJT6CvBp4Jd+9+/HGH8a+GmA2cWrQgtRCu2SAsc+KfxmauoPVpcjh/sZaMloggU3E8HUo5BqsM95jyQwdSijDAp0FDN3LBx7gOOtFqGvU0AIMM6huE6lalKwgduJbrRyTLqTsjzkEV9HId8H9TUBMGQCpJ24qApU7UQ2Xx0HOM9tnx97i0DKTH0dBFwd0qS5em5K6UX9pGtzjA0017VMGVsrPUanRI0m9bFs4RidRu1vA6Hyiph5qoX4MX/P2SPapOJ83dbk1mNN4HTWsm4qvIkMfVLOGTT5YpjK3lXdiqxXYWhzx3jIUSaibGA27zA68qnTZ5M+YbHcsu4qng5zqnzEB8VFfRBh2EONtkHgI0dNvsLxdD9n9Ea4v97wrJ2TGU+/LzClI6tHzhbyhFwfKhZVz/edv8/D5kQUr7Oe3+nu88RIv+RqnNH6jDuJIfPO9pSL+sBhzBm94f2bFbO7A7Ud+MrNKVUxsN1XuNTHfHRYsj5U5NbzxukVT5sFOoHeT7KW62GGC4a5le0fjktx5MutIA2MVA6Ds9JPDIinSaoaVGK1xCyQlyP1qkmKQo79ocR3Fh+4rS50gmAlCwu7/XCYt0d01x/F9W0FQ6XUjyMDkz8VY2yee/0OcB1j9EqpjyMAyDc/lCN9sV6sF+sPxfqODYZKqb8J/BhCvH4P+ClkelwAPyvCEROE5p8H/gullEOYs/9ejPH6mx5FvJ20WifTYZ+nJ1nKkEwbiOZW6zAqJT27Qk2TXZAszSflDuXErziaKNxeKyVynHl8easQE5VkhFFDLAXDp/ZmmkrbRt1mhkfsn0l+tMdGdiZ/hyglcigifnUEJyYeqU5J7mwUcc/eJNB1AoEngG4sg8BdBukZHh3PdCfl5nHq7FLPLXoFvcEB41bSSnWdg5YJupsH8Vw+nnQbGH2i9GWRkCfFHCVZpg9q8icBEY31yZt48IbDpgSn0aWTUqz0eK/Jkxhs0+cUmcNosd98HJaEUZMXDu81Rdlz1c04LeU5WpmR67amKsTr2fmM9zYrZsXAqurwQXO4rCcebtvmqLqn7y3rWHE2a9j1wrGuVy3eC5/4OInVOnJStry9P2Oe9bhgeG93giZOKta9t7RjNlkLfHx1ReNyLvcz2janrnveujlNx2fYrWtmq3YCsoeosCawqjoeHZaU1vH+fsWlmXNStpzkDa/XV/zfjz8lx5TaKv7UwdrKNaA1h001ZXUxj9JCARmwRSn3Z1XPsuzZtKI5meUyzQ+jnuxas2oUllGXo3tFtv2QoDXwnVsmxxj/zNd5+a9+ndeIMf4d4O98OwcS7C3sxfRg0ic+1vprtpE+oQRFXwjW0Jdxor9pDz6KmXZYhqn8sHu5+lwdMXvzNT28aKWciLUXbcHGSolhI9k+ga+Pg9tUwo6rgO7l7/hZwCxH/MGiWi0BeOFkkAHkdU9/yKVfWfo0dNDS4O9lgu7mAeYpeIbU00zsGtNK329cBLJrw3jmpdxP0BrVGmLtpfw9WGG3GMBE3DzBkMpAv04TRR0hC0lsNvXzMuHTjm3GAXhndzr5exgdRCXaOt58/0LkpQLEoMiqkWGfUy57+iSf1XcZe6CsBlrE7tOriFKRvs/Y6IhWkcrJ9o8P0vN7czhn1xWiGh0VRkVi5qR0Pu3kMyQNxY7SWW3O+8lK9Ph7YdTMTxoud0mObDQ8RILrPOvRSt7Pk3ZBYRzvrk8YR8PJXPB9ABflgYPLOa1bQlDs1zWLk4amK+i2BSoT1747dQKmJ9pjmSiGV4ea/aainA3suoJhIdai6730DL1X+EGjOiNogaBuS9xdlpztwgQZszuDW3pQcFa3uDTNb5uc6DR5PRBNmKxTx87KQ13JBzbOP8QI9p0aDP9AlhIwdcjEPP7ocQxpKmzAlQbTCx1PhShG8D2EXMnEOS2R5U/MkEHAzDKYkAxS94pxEadML1rJCHWnCRFiLf08c11gkuWniiLcIL+gGFeBWAR8Adl8wJqAcyK0GWqByOSzYerpKRWhN8Ly0ArXZ5AH9NbKsY4p69NHoxVwZw6zMZiDFqGJuUBwfB3lWLW5BV0vR4pylEliFlFtes9eEedOem29FqA1EBvZLmSCz1Sjkv5kYpQMreGxMywXkrnV+chFdeDd7QqTeUanhcJnI6t5S1eMGBXZ7SWb9K0IDByuC2ncm0h12uJGI4HRC0TkqD348mJDiIr7ix3XbU3XZQSv2axrinpEqYj3ivMLAVF3o+WwLbGFIwYRKnDOUJQjzU4GGuNop8zZtZZxn2PvBi7bOaUdCVGxbku6IWPoMyKwOVQTn3k3FLy6WPP29hSlwOSepikw1kMv7z8EzbqT93x/tp0sWeV4NdpGnNMsa+Ezv3uznAJ6bI/QADnf9rydpsHeBnlQBjUFnmAjZq9Ry8jVQXq4IQW7MGhGa7HZrVBFbK2o24zJTyV8SJlh/A4uk/9AlhJoDUAoJcBNBk86lcJd4hRbhfJR5PoLsPs0AHmOBqw8EyxF9+nRmMDYolD93BnVkK21TH8Lje/FNzkUEXsppfiwjNNQxid4Cl5hFiNuMGibslcnBuCxDBgTmKfp6uXlQgYmBytZXBFQe0soAsUzI8HYKWKXSqKFB6fwdSCUchPEYwmdMl2cglTq29yR544uKPTBoLzCNAq3SJnuIIFwugELgdyEMgj8J5VlZEGA3KUnODUNRGAkN7clv1Jgasfdsy2ZDryyWPP+foWfyVRqP9bomwzTwXDXoXJPuyuYn7TYZBJVPkcP240Fn1k9ZZ0A1vuuoHUGW7hpSJOXIy5lgyEoTs/2YlhVOPreonWg2RdEp9G5xzuNO3oOOwVZZLurKBNXcwya3aEkBM29sy1Nn6N1wCWWzqLoeXsrrnnDYPCj+EQ7lYZNo/x+28uFcbmbUWRSrvqgCUETA8wXPSdlKzYATU48emR7hTkktZpB4UfDfNHRRsjOHN4rxn2OSnjPkBSN1LOStdOCDU2GYWpQhGgZS0U82Gn/dqvxhbRn/Aur0G+6/nAEwyhq1qIFmMC/SZbf1VL65lvZLo5yco/SW8fJ6yTVn/B/OGFrhPwWlqITY0Q7UKnEzA4ilaVS1hYzgcaImTy3QOe0jrYAutGMIe1nBH/iUGMy5JlFxsGy8c/1PQcpi2MEu7ZTWT6cJUB4Jm5ogPT3NDI9DOCKgOq0lD1eoe92ZLmbPDNi0IyjZTHruDm1hGtxWNO9hj4nlgG90ZN3bnRSkunlKBYCKOghzh16PlJWktUeS9EI3PQ1Rkfmsw5msKo6CuP43OoRj7oVnzy55J2dgK67Nmeci7Obrh2zRcey7OnT9HPbltTZOGUx33v6Pm/uLzjJG8ZgRFLfCs+26fIpm3qeUhajYlV1osQTFc11LVlLAhp7p6fpc3bSE6Mo7NTZyHl5YD8WPGOO1oFdV3BWt/TPMT6um4qmK0TNejSwy0RNqAjEmWA8w6jpU8DNqpEYM7pNQTYbGZsMXchFue4q2iG7BcwjRk9mkIeg8jBQcDCRshyp8pGmz/CFZH8grBZ1Jf0/rzKwUc5vlH6iKgJsM+xR+Sgprtt9suD9fd+U33h9J9PxPvKlQhJuLRXlOtAvb7nJIRMFm6gFQzgsJXiFLFl/BgmWR76wmyUz9+RP4uo4MTi8jdhnBj0qxmTpGSwYxySkanopLUzHRMczjUKnzDAMMlBxdaR6ZEVmXUFozKRvqC4z3FLfXoFKSlZsFMxdJcOK2WmLX2q6bQHjczCKXsPpQPQKlUVxyzsG/Ls981nHrBA/FBDoSIyKEDTn53s2RYm7rATmg8iGiR1BGig0iYP8rJDswqTP0UoQqouRdsgEXA3cRIVZHPje80e8dzjhldl6OndbV/FyteYfX36MIWWSs7pHJbbKrO5ZVR2btsQFzWZXkReObVfw6fNbM6bSjHxpfYdDnxOC5qWzrfQq85FnSezAJUBx32U0m4pNLpSzmMRQVSdKPHoxEr3m5CyZ2o+iNRiCxgfN+/sVEeFcD4NhdzWja3O80xOfWLQDYf1wiWm1GHU5ZOAWFPqsJwwGkwLe2OSEQnp67rIEEylWnZSzUbG9qaE32K28B9slPcogoH3lwe8zfOYZnOF83vB+n00eKLE3xLlHeQNGHsrRJOuA+ZiCokdvbh/A2U448bZTEyX1w1gvyuSPeinIGjnxoudH+jr5Ke/FOS87iNq1L5i4wWMZGVfpd3uNTQDsY/kZomR8dm1kgJICGqRhTQ/tXemhqSCcZKKAsPWoRD7rqK/oBPdnkviq6RXDqZSbUUWhWJXpxjxOrFPfjKAgC8QiYgtP2+QoHSkWPf22uNWuqyArHDEo3LPyqP1KWDl0FPHVi2pP529ZBUZFKjvSugyzDDzZFMQyordWbpT8FngbsyhUvmDkGG1EZ56z0wPOa9ohI0amAZC1csPfDBV3qj1aRV4pb/ji/t70+rYr2DfSr5tVA3dmB15ZbeidRanIfNXzcLMim3W4oNnuK940oruWa5m8PrtZ4HtDtZD2wmdWT3nncMqlmtNsxS8awFhP6AzhkBShFYndI59fGA35bJiOJ8u8WKw6zbPdDKXk67ocRCLLKfyTCt0pupP0QBpk2l4+36JQoKwiFJ7gNKfnu6lPSunEKvQykx7vItBe1qg7kZNZK2Zb3W2fVzkEXZB63LEANWjGwXJvtWPTlpTlSHM0iU8KNOGOn0RfVSk9QqVFKLY/ZBOqQo9AEK3OcXHLhf/A6wXo+qNdUcugRJP6gX0kT1AAXwiNTkURUhgXCp8LMyRqkeNXEWzyl534wA6USZJao0K3IqIqYOlbg/doksx/0in0hQwqxkVMbJEoDJDUs8k2BpO8kv0synY2TuwRtwzgkcl0Cj62HHFdJjfVsQfkFXGTC5OlcpSrHp8YE4tZJ835h0vIpWeonWK0EVOPHIaMT61aHiWucaYDhXEYHbio9gzB0tzL2L+7lGA+D5jTfuo/Tf7MM8ApdOZ5+e4arSJdCl6bTY1Km3ddRrXYMQTLzaHGB82zco5WgfOioenm1Pk49duUirw2v+Gqr3Fa07oMqwdmxUBmPIchp1j6ySbgt67uMy96ynJk0CENBiJfuLk/udUBU8mYZ5HZnT37Q4lrrGRPR0OvXgsdcjCE9H6tlSmr0mDtQLMvyApHN4gmIDaKHUPU2E2CKxl5MEYlVYhb3v4NUzsZpAAnS7mQtoeSvikIpy4B6DXYQNfmrJHBiFkN+DStNr0M+EyjRKQjpPvAK64ONcNgCV5Psv+qs8TCY2vpwY6bAnZWoFHK4RK3fHrgRYVJKu/ZTiBmH9p6EQw/unX0WnXlrQvdUa3aVUoUZlTqgbQpIxxAlwo1ylM12yfqVRqUqICUfqNiXDiZoeyNYBKzSH+eMslBke10UolJEJ20j2PTWXxL0rEGGJeBUEVinihfUUpr3aeeoQKXR7C3nGNlA9Z6xnUpU+UuRw0yyVX7nG5lWNyRsi63nuttiV6MhH0m3rkAeUDpyO5Q8ovuta9Rcp4Xiotqz5NmQZnwfrH2eA1qNVDXPV1q9scoN2ccZAiU547BG0YvpaQLmjvnO/ZJzPWkbpllPUMQLN6uLdh1BZ86f8azbk5uHPdnWworsJFV3tL6jNO8ZecCrcv44vv3qGrBx2kVWZQd61ayqs2+pLCOVd2yoSIznn3CDa6qDms9vtBT8JxXPYV1WBPoKjs50oVRhgqxMwTF5AjXpgzRD5pDI/Ja3plp2j87bTlc1YQqEBL6yOwNegA3D/iFR9cCldI6yIMtwr4pOU0Td+fM1AqpT1qZUEeF7wzNUMnPUksHRMbNtiTvHMlC3TzgG8t+rFGZ9AA5sm6cAq3xThMPFt1rTCtVS7AarxEcZvLU0Uf19SjXrGk/nMzwBQPlo14hWXw6IArc4zhdto38jJh4x5n4nXQzRb5OUJooZTPIibdNmi5rcHVAVxIMgxcysx7V5CMbNAwmYA8SzJ7vNB/l9zRUDUkAACAASURBVJVXqCSx72YJYF2n3lKWhiNHD9wE1TEHPdmR2nmP0hHvDHY54NY5uhGla5tkmPwSdpeCi9vp5J27lkY5padeChk/Rsl0hsFCIv1rJbi9R4clRkXWrUxJTeXIlj3nCzFCP0pgPbleigCAFWn7GBW7tqDdlZjcY6zHZ5o/9kDMxd6or3jcL/mtm/s8u1oQBoNf9Ly7O+G0bDktGg4u5+XUSzQqYlXgqq/pvASFvBhZlj3taDmpOprxtsQvCseuK0S/L91o3WjJjGeT3kuWeXQK/rl1FOnfWRVwUfNovcRpzbguE/Qocki+z1nucG2BLjzRREJvyOcD3muMCTKIUql3mvqs0USGs4ByCpuGSuNoJOipSGgsA5YnSU5fOQVFENqhgvmsE161qvAHEdKN6rZV4RYRMypRPDJMfPTYJojXIBnuse+LidiNwZVCK406yoBPgdlYoZxmAT9L5XShsI3GzULqgX94IxQV/mhGwz8UwfBouJTtPNEoDvc1WXOs5UB7KSNsH4lDJCqN6W6HKL4SKSwQSE00kvG5MhLLQHQyiRVx1CgCCsfzGWTiphMIe1gG8o3GV9JDDCsnpeRgbo81E2FUbCB2RpzuTMQfQdCDMFD0XGAc3mv511jp1WVSlh1N5l0dUa35GgaK2uaEMkifM4u0+wJlIlpHQhCJrDwFw7uLPfsh59Dn0zS0a3PKapjEEKpsZJcyvcWso8gczSC+xiaBoHN7KwJ6VjXMrYCuG59TmZGbRgY1WT2KR7AzlGbEqsDdYs8s8W4v+zkhKmo7UtuRXEtpPMsGlkUn8BOt2aWBSIyKQ5tjTOB00dCPljfOrnm8X9D2OVnmKDOHP05WgVk28PQwZ0j7mFc9l5cLCMkSwSk570Awmnw+oNPn66yZJMbk8xQWjVwOckvE+TCxbJSWh89wyFHHc+4kuB0FP47DKWUluM5Pekor/icdEColYroJWhNb6UkX1yn4WrA7CY7OGfxcjifWqU+6tjII3GbEmZN+o5Xet1RBSkyijl5AZWDM4nOl84fDTX7RM3yxXqwX68VK60WZ/FEuBdEIoPpIuTtCZbKDeJSoAMpH2SZPTe0K0DCeCj0NwO8yAWaXTE9MeqHfxSyIA91zJ/NYpppBhi7BSGkcsigZRmpgH5/UakxZ5lElunacnBw4tAVjb4lOy1CnMXCZ2BCng3BGI6IvF0XFJqDlaR8VUd+qW6teExYOs5byB6eISqO0R2nB0RGZcIbXVoRSm6aAVJKiIvOynwRRQ9B06euht6yWDQ8S4wPgoj5gVcBqGWzc9DXvHAQ3+KDashlLMuOxuYOoiFFRZY4yDTiO9qEAhySpP7MDr1dXPBsW1HbgSzd3pgy1zMcJeO285rCv8TpyHRTGBt5KQrFVMWBSRncEgR/fx6EX/cOuyzBGrDljKlWjV1OmrXSkLkVRusxHNm0mP7eBIcg5M7lnuWgYZgm0nPZbFG76WueesE8uY4sROnMLh3J68iPRyRu5GTOcM9OQ5WYzwydxV19G1EE8uLU/Ui6lQtIjqI0RObk0Ifd16ltnHkZNLD1mY299axJwfiqrvRELjFkgO+lw4ZZr/oHXi2D40a2oxPsYdDKIF/VpEIl/20UJhFrh5gpXCfTG9NCfiVx+TD4oelASQIKIomZrQ7YVDrEeRMQ024uB0/FvH590ISdBZKTs0fNRarLINJmMCcahS+lD1jPB0QF0JuCcDCHYmMnKMwwFbulFR3E+sjg5cPN0IRCXPBAj6L0Voydk/4w62Z7K5xKSD693Ut6FNF08rlkx4JzBOU13EFXbzaFC68B+XQsF79iMD4q9KTmtRWigzsSr+LsWT8i053G/ZGaHSeY+RMXgLf1oKcsR5wwxKs6qhs5b4RmbgT7hOjSR3DisCqxswzvtGXtX4IPipqmYlz2F8SwTr/eLj+/K5zxonLV4J9ams6S/eG++Y571fPFS3PE8Ir1/Pmt47/KEWd2z35eU1UAoNOeLAz6qSSXaWs9uX4mvS9mjTcQPGqyIOMQsUJQjd2aHaUhz01Wc1S3NmLFvC86WDZc3C+o7B+pi5GZb45VBpXNg8wFjA3nmphZEmTmMER70eOyHPt+6U8nyIX0bkiycr6NMmjuFTz7LsQzSdzQCzyJIKyZaEe6IucC3wjL1kXd2AumP6xKesxz9oOtFZvgRr6hSoFGSpbFL/bNEx1NeYRtPeSP85KNLXnmp6M41Xt2+laPRugpM/GJ7SEDq5HZ3dOETDJ787WPf0adJsQgSKKGxHY2SSg+bjOglmzgaLZmE9XKjkalmxi2vtJImNkuXJr8D3UnHOFjxI4kQT0Z0mm7GqGCXEYqAGoXTTFQiUNBa6VnaMPlsaAWnZYtWkRAVhz6na3POFweu98mLZNBT1hBK8UxZtyW59WTGE6JmjIbG5Sxtx6lt2KQnxnqsOC8OcCEeymTuawLok37JO4cz6tRj1CrytF3wvSfvs3E1b9SXjFFzfvfAs26OVYHXZteTifzrF9d8NZwzthlx1NhyTBmhBJI75Z6ZGXj/6IHiDYMTpspqIeIJRTliTODV0zXftXrCO4fTqX+67QrxiDaB60crCRKlJ3qNc5KtGx1oxpyzpKRzr97z/n5JZjyzcuBqPefO2ZZ+tCzLjnnR8/Z4PmExQ1TCBc9gdGaKeUYHGQJFUQMfkrNYzIUeaZMLopsHeQjPfMJNGqFoJj45TqBhx0pFl0746V4RF17YNkFNA6iwcNBr8emeh2lg+KGsF8Hwo13HIKW8sFGK7S3QdZhp8n3AV5qx1lMwCzZNkxE/ieP2tpVJMEEEDuw0IQRvRRQiWV1MUvoqSsDsz0XNRRUSDENiN+htuohtgtQ4RTCy33bM2B7KqSlPPHqopPdgJAO0uef8ZM/gzYSlK5Kgw6puhbIFDM7S6kgcDL4IKBPIco82gfJioO8y8sKRGckp5kXPp5cCUNYq8pXhgvtnW8agWc1EdcUVwjcGKRuXS8Ew1dnIfshpxozd+Orkfbx1JZ+sxcozU5532lM6bzmrGq6aGXU2cJq3vNNK0HmlXrN10hZ4eDihMI5H3YpCS8B+o75iTGbxuXbMTc8/ey5Sl7+9v8/NsuJyWBC9IQbNbl/xsbvX7Iecd/aioHMc7vigJyrf6A1Z5miaAmvFWe7l4oZMeZ40CwAZviw6mo0Edz0fUQq0DoxthtKB/b6kyBzDc9nwWdXQe4sPmrruudnVFLnjcj8jIgIR8WjwhMCVQvD4KPCofrQUmaMdpFwetgVHZRq7kSDl63QDKGGVkEVs6XBBEQc1bY9KYiIzz9E7G68oTzvcmLjTo57SNtUbdKtuS2f/Id3q8QUd76NdMdHikrGS8kzSRcpH8r3Q18ZaE6yiOxfaW76Tfos93JrCE0XG33bJVjSZMQV9ZLMAGvoTuWjyjWSORw5yttV09+Wp6tPFJbAI2b05aKIV2Sud4DW9Mwz7XN6HiVOJG8qvvWpCkNJtGCxVNRBt4GzWiAFSVzEvkiy/FrmrJhYYG5jVPT7R7ZSKLOYt/ZhRp+1fnd9QaMdL1Zbf2tyjyBzrtuQkqUC/fCZMkJtUNpb5yKIYOClacuM4LRSlcWzHkjFqKjNycAVfbSVzu5dvWQ81zZhzuZtRFQNWB5a2Ze8LjIpcD/XUN7RKsiyAl+sND5sVM9vzuFvSuJx51vMvX3ye32xeBuC6r/FBCdzHKfxlQZx71m1FiEx4x0kvsSvwTtNmXqbavSU4zTBYnrVzPq9eZWZ7vudMbD9/Z3OXWT7wcBCz9bGzKCsTeVs6XGeZnzYcunzCaFZ2ZFVItv3e7oTDocT3hsFm5CkLvX+2pXOpNaBkun4EnoN4wfTWkmWeobeSzR2e8yKJaVqcXOxiGTClEwhY4cVWNLU29MGkoCYQntBYVB7om4yiHvE3haATnsvaVMomTacmx8YPul7gDD/qpSDfi1iqlMm3n7bPbrO6qBFucjKSCxZ0D9lOOMuQRBgSacE2Igvm5jGp0sC4jF+jf3iU/M+3TBqJ+Y0RwdakeqMTHgxSXzEJMoSgGAZD8DnmCM04ljPhtpkd8yDE/l7TXRXEmcPOOl5ebRi9YfSGdVMxJC26qpLsL0Yxdzq0OfO6J89HjA6sD5V4Fx99kIMlRMWr5TV9sDzr5jxmkWAzgRAV3336hC/pO9PnWtoRqz2fnD2jNgONzylmjibkXPZzKjNOAq+9t3zf6iH/2833EILipOrQRJ70Sy6KPe8cTtmNJSalDLOsZz/maBXZuYLaDjztF2yHkjEY7pR7/v7159iPEuS2fcnuUIprn46izzcb2B7KSSwijJo2ZdrGSpasdWQck/9HMqZ6tF6ybkv+2N2HLBOC/+OLK947nHB+smfXlglSE2gPBUoHdO5p25w8d9w08p7nJz1l8m3unSX4JPibaZwNLOp+yswBPrV6xpc2dzgMGbuDUOmO2WubDLLabXkrzLv0U+tF1w6TArsb7aQT6UwUbUOO9L0ECRuSZ04nPfB+k0Qk8jgxsUIm9hlq+HAxhgBTLf5HbP2hCIZHCt3R/0ToeXICx1rhZopiHQhWpLxsptIgRC4OFZmYK75Aen0a9CjpXlRpUpxUaHSfSPdAfx6wjWJYymsqZZquiuhOgp4vk1Up4Ksg9oxBEXpDdBplAyerA7kVkv3N1YJ4MYiAAMjjtAiYq0ykmIKiTPS167Zmsy9R6pYL3Lb5JM457EvMamSzralqAQorFVEqMMuH6TNc2ZaNq2h9xmU7Y1V0GB0Yg+GV2Zo+GD61EmGEh80KrSL7seBqnHGR7Xktv5QMz83JlOcL2/vUSaj0R1ZvcuNmnM0a2jyjGTNumooqH6lOxTTptdkNYyJwX/czFnnPTSem61miCS7zju1Q0nvLq/UNn28lM3RBs5h1lEkCK0ZFO2S0bU4MipCweeEocnCvYVH3nFQtvbNs2lLKVK/pGpkw//KTVzit5aJoxozCePk3P9CnnmOZjxgdafqc9pBP7QeAJ/s5rct4UG+pspG8HOkXCpWUZYwOPN3NeWkpRlQzKxan14ca12XsNgVmLu+nnnVy3kxApSFTNAFVHLnFIhqRGQ/FSD8KJdI7Q0jVh1dG9AmdXM/6ILLpgrJI5bBjygy1U5N4L1qC44e1XmSGH+FSkSkr1H0k5DI1BjnZxVoUf00vE2XTCic5msRKMeo2G3Qi+2Vb2edR8GE4DZgmWYyOSeYL6S0ql6bNe7mAxnmcLqaoBPYwnh4nvQjEIcjELpQBu3IsioGbpuLQFCgTpBxKF41qZbJ8pPepwvPsZsEmr3BOE4MmwEQPG9tMGCjbTB4Ozwri6cBhU1Itepnk1i1VClaayFcayfr2Y8Hry2sqM1Jox/VQsxlKTvMWl4LV51aPeNiecNXNeNIuebW8IaBZ6ob3grjD3Sn3VOa2trp2M370zpv83ONPUWUj83wg056dK/jjJ2/jo2afaEBnecOv37wECAxmOd9TJ0HVI4UwRMUnF+Jb/JY+I9eOO+We3VhSGMc7+1PCrGHbFWzUjHCdy/Qd6c2d1weWecdq3qFPA5ux4lk759rW9KNc1o830jNUCor5gTobuFfteNQsibmidRn7Psd7TVa4NCWX93toC5yXqXmIiovlgU3mp16v0SLxH9Ko5HqY8fH5Jfuh4GGX4TqD31uy5cBLy+0EYWqOGosmkhWOIgnjFpljUfS0Y0ZmPbnxbHSkT9WCM5G4l+GZ2RkxeiJZNyi5Hm0jXGe45dmPi/A1GeMHXt/JoGul1P+AuOA9jTF+T3rtPwf+HeBZ2uw/jTH+vfSznwT+bQQB8R/EGP/+N/0bIWKGSLCCxI8a7JGbnCAz1aWjPzEEy+SVbHrpLZoxEtJ9214oymuR4upXooIdrUyFtVfolltcFgJtGJcRu5fgOlQSCKOJk4fIOItk1yk7KeIt28BLKexGw9WhZlYM7Nb1xDLQSaz1aDGQbRUxU4Qux88CXSk3n8kFSnKUbDeFl4k0KaNNni5ZNdI1OfVcDMqXmUyBjk3/NzfnGB3YjQV3qj19Us7ejSWlcXx28Wj6zMfScFHs2bmSjauYm5r3hjPeKJ6x8yWfLJ/w/iBYvz5kvFZcsfclP3znHVqfUZmRU9vwp+a/zSHmvNnf4yITJeovNC+xyHq2XcnZrEGpyBCkn3bTiYDrRbGfytjvXj5mPdYMwXKSt1wPNR9fXJFpz69dvcRQ99h5KxNb4P5ix91qx2vVDQvT8XRY8N2zR/xOfp/f8A9YlD37JAUGsJoJhMjqwLNuTm0HOp9RWMcYNNYEDkk3sa5lYj2ONmXWmjuVQIDu1jve36/4+OqKJ+2CWTZMbncPyg1jNLwyF0ris2JGuy+4c7pj3VWsSjlX/iS1NtoMY8SnxZqQptkZi7znyW5BO2QcNpVoT4JMwIP0t0MZYe6Ie4urJGHQSYzkSDSxjbSRwkyER9RtRf+B13fyAOWvAX8Z+Jnf9fp/F2P8r59/QSn1WeBfBz4HvAT8X0qpT8cYf89TEXU6ydmtIo2UuDIIsb1khlkTcIWZ/IrHmSLfCyThKAYrmZ2AWSfwdpAglq+lFPa3Qz1RDaml7O0uRM5fDQp70JMeYrQRl7K6bCc+tMoJlzkaCIOm2Rfsr2vMjZ2sAo6yX+gISVpfD8JvnjB/CFCcPFAm6aq+yUSd+qjRVzq0ieS5x5hIbh1GRRonQ4rPLiXIdd7ypFlgVeB+ucUFw1uHMzLtqczI3UxKur0vObUNHysu6VLq3ISCQo+sfc0/V3+JN8cLhkwuj6VueTW74p+0b3CR7blbb3k9e8Z9u2MXcj5rt4zR8ivNxwB4ubih1gOfXT5i7WqednNmduCmr1nkItRwPcxwmQTrj5VXjNHwuFvS+oyZGQhRUemB15fXuIUmRMWzVgQcZ1nPa9UNPzz7Kl9oX2Zue8ZoOLENr8zXXHUzKjtOT2qTVH2u2xqrAxfVyOdWj9AqctnPaX3GdV/TzHPq5PtideCykXZDbQcCipkZeOnOlt9c38fqwJ1iP2Ert05KjdfrK/nMio7H5YJuFOvPvcrJjKdIFMo8l0y06aRX2fQCCN93BU1T4La5cOKP94gNqSqJqNVIcBpzOuAHTewNupc+99Ey11VHJXhNtLeV0IexvmODYYzxHyqlXv8W9/engb+V/JO/qpT6MvAngJ//Pf+GgmAlUPULJYj84cg1Tq54Kk5ZoEPKYj1GhrngtI7T5KjBlbcnTI/SK8z2mpAxBcPjE9RnSdlmGYgzJ0rJuWZMAe9YmplUZoyrcKtordPEWAkoW28tJg1cxnmYZL1CJfsye01/x0um6BU04oWrRkUsIt1eghtBoRsj/OpTh8oCoTcM1vDS2ZanW/EMPhqnf1/9Ll3MWLuay3bOEAy/s73LPJMhgFaRB+WGUsmNPmrD3HRoAj9QvoNHsQ41j8cT7mdrxqjpQjbhDHPleOaXaBVYmZaZ7lnqjmtfc8cc+PXhLl/q7+FT9O9DxoN8w0vZDV/u7/G52UMeDSfk2hGiluCsh6kMH6MhU56L/MA7zSnboRTOs/a8XK05swd2vpwGGkZFfrB+mztmy8Kcs1KBO3ZL4wvuljtmdmDnCrbJ4L3ORsZgaEfLsuw5zVsy5Xm5uOET5VNu3IwvN3d593DCPJMH0t1SFIT2Q8E863naLPjE8pL1WPHp1VMOruC9wwlFmj6/tT3jB84fsrIN/8zJmi8296V9cX3Osuqos5Enu/kt/lBFsJ72pmIwOcoIdCx4TfBKYDR58kJJ10SsPWioZoPAgkZLjFYyxJVH9xo3RU+5B0IhzKajgMMHXpEXA5Svs/59pdS/gRjE/8cxxhvgZeAXntvmvfTaN10qiCJNtNLTGyu5sYwRBWwzRrImYAZFvov0J7eZYHzeOD5lZToZv/sy4Rf7pGZzhO6kvxuKIBoOXqFaYRTECGrmbv0q8oBPXWN7k4x2nJTYRDClxydPE++MsF9aNZW3AOX9A+1ljd1Kv0cP0qtUrWFcJnhFItnrg/ii+DKgetG0050mlJ73Lk/S5xKmaewhFHQxY2E76mzg2WEGpdzIhXU8qMVw6TfbVwC4yHa83V7QB8vyrGOIhi5k/Fj9Za5CwZWfsQ0VIQW332pf4pX8hms3o9QjRSj41e41TkzDb/cP6GLG3pdTz3A91ugiYvLAD9eCJbxxMz5eXfL57Su8XK0JUU1Z1Sv5NSvT8k5/xtyKjWhHhguGPlh0erLdySVAvVpe08WM/+fwGd4onvLMLfmd7gEfKy55Jdec2z1faF9mZiT4f+HmnijnWM+2K3iULSm0426+5eXshjEaDi5n05d0ybHvvDhwr5Sy/6vrc777/DGtz6YyPkRFZUfevJEe64PFDq0CD3tpLbhoOC0aymzF6A375zCSID2ko1qOOojrmcsCd053QjNcdOz35TRUi14lXCNkxjN6Q99msMsErZAHsvOW/loeYOooLZfsYI82Fx/G+jAGKEqpV5Fq8z6S8/50jPEvKaXOgL8NvA68BfxrMcYbJZ7Efwn4l4AG+DdjjP8k7evPAn8h7fq/jDH+9fT6DyGVbQX8PeA/jPEbR/Jv9xP6K8AngB8AHgH/zfE9fp1tv+4fV0r9hFLql5RSv+S6w7d5GC/Wi/Vi/YGv+C38++bLIUnUdwN/Evhzqc32nwD/IMb4KeAfpO8B/kXgU+nfTyAxiBQ8fwr4EaQK/Sml1Gn6nb+Stj3+3o//Xgf0bWWGMcYnx6+VUv898HfTt+8Brz636SvA+99gHz8N/DTA7PzVqD0M89tGr0k9w7EWLnJsIWuSSXwhmZkZEp/zOI0m4QU9qJgwWYjDXchusYVu/tyBaGGK6E6LavBB+nfRK1Qe0JkIbupDGook8yiTmtXhJBCcQs8cYS+S79r/Ls+JQuwxVe0InZasMCRV7YD4d9h46443F3c804hTn0mCneGyIM5FUizOHF9+cgHA/1t9kgflhoftCetORBseXq0o0oR0lbdcjbOpLP3H69dpnIgp/O98P0vb8iOLr/Czh8/wqeIxIwZDoAlSthsCmXIEFDtfsvMlXz7cYWYGHpQbHuRrroY5d3LJpDLlMSpwCAWawD/afYbrYYbVnh9cvcNv7x8wsz2XnZyIB/kGrYKUrtWawjh2Ket9a39O6zMyFTh4OZ7KjDwdlgC8r0+5HBdcZDtq3fPHi4d8frjPmd3zFWTC/rHlDW9tzjj0OYuyZ91V/Er3Mn2wvHR6w+v5M75U3uOd3SkXlWSfd/I9mZJp+SwfMCpyVu6o9cA7h1MeVFuc1SxK0aDc9CW/evUK92dbQlRcdbNE0wzYIyXvObvOMdmY2trhUsulLGWy/MkzmbJv5hVPd/IZHc2vlIr0o8Vaz2zRsd9bdGtQC7GKrS6ETth3GWEwKGcFijN8OFjDDwt0HWN8hCRSxBh3SqnfQqrIPw38WNrsrwM/B/z59PrPpMzuF5RSJ0qpB2nbn40xXgMopX4W+HGl1M8Byxjjz6fXfwb4V4D/4xsd07cVDJVSD9KbAfhXgd9IX/+vwN9QSv23yADlU8AvfvMdis+JGQQyQ7ydIvs0CJFgqcUuVAllb5wJ7jCWTAj7YhOl5LaKsU7imZpkIi+B0pVRQK8ggShJxYvggww7VCnQFp+4oUclbT0qTHuLWVR7QywUKuHBYhYZiiQjf2QPZIFhn4vqSSnDoCkgnjiUTaKg89TojBC3Ob4O5JdG/F2OGLNeo+aO6LT4dwC/9PhVVtUdKjuyKHr65JS3Xs/IS8d7uxOsDry5k+CZac9lM8MHlXqKgb/1+E9wv9qRKU8XM97pz6n1LY7xNw6vcL/YUOuBR8NK9A2Hiotiz8bVfKy6ZOMEPlKbnsf9ire7c760vcN5eeDt7SkPZlteKjZoFfn1m5dY5NKfe7O9Q+szLoo9F9l+miz/9voumRal7MI64UcDZ/ZAoUce9qc87E+pzcCJaehCxhfGCx6PK+5nGz49k2f2w/4Et9BshgoXRDF71xe0PqMLGb/WvMapbbg/27JIPcMze6DWPVfljFXWsXMFZ9mBZ8OCB9WWPk3wP7GSwPWVzQVaRTZ9NQ1s1mM1cZPbphCrh+HWsMmUIlibLQfcaKQvDoSoOS2aiWsO8GSzILOetstwXcbJ2V6C7cmA3+ZwyLCzkSGpmZfVQDNUxCyiWzWp63zgFeO3Ku56oZT6pee+/+mUAP1TK80kfhD4/4B7x9gSY3yklLqbNnsZePe5Xzu24H6v19/7Oq9/w/WtQGv+JhJ9L5RS7yEp6Y8ppX4Ayb3eAv7ddPC/qZT6n4AvIGnwn/tmk+TjOgbDQKQ/STadgG0i2T5iu8Cw0LhKTOSJgj/0yVrU9Ee4i9D3xplMg9vlbVBVQdRq9CjGUXCb4ZE8KKKV4YbeyQAj9Ip8rSeQ9nEfUR37j6knoxHVkCzCahSxm9Snicm2MnqNno3ENAUOWYRBU520FJmbGAvrzQwWI/o6xy0E4hPzBHBUiFvec/Cg/U4EF+psIFOBH33pqzJFNoHLmwXXbsb1ZjZ91lnuuL/acafa83K5Zmm7KfP69eYVWp/JoCMpssxNT6Y9mfLMTUem5ixsxypreSW/AeCd/mzaf+ML3m1P+Y3HDxgHy6NySZGNPGkWbGclr5Q3fGlzh3fX0v98vF8I57mf8fr8is1Y0joxZN+0JYuy51695bVKeNOfLR+iCex9ycP+hEI71r7m1eyad4dzxmj5G09+hFerm+mYvmvxhIfdCVYFWp+xyjNmtufzh9dY2o6fv3qDZ4cZZwmovRlK3phdsbSdUB3LNT6JWbzXyKDljfqKfeJjs4JMBcl4+zmLrCPGcyor18J+XYmUXGIqxQi+sYTCE0dNsehpDgXzsmczlAQUmsj1QR4w1vqJEkiANsmXGRMIpSc6hdvmk5teO5ZTCudP3OS986Gsby0zvIwx/vA320gpndu72QAAIABJREFUNQf+DvAfxRi3Sn3DDPYbteB+v69/w/WtTJP/zNd5+a/+Htv/ReAvfrP9fs3vKGGfgMBiwnNHZVtRuD5mhESISjHOJQvMGpHZn6bHHqJJWaaWTC6aI0RGQNjKCQcZjsY8EizFPD4NZpxAbuxByTYpGLpSBifBpu1nHlM6uUhHkVJSMWUA6cJkb29FGzCYTjBjulf4yjEkWMURF1dWA12To+92+EFk5vV1LvtO/NSYB0wytF8mH47OZdyfbZnZnlw7sd10irAvibUjSzaYefJm+dGTr7AwLaUa/3/23uzHtizP7/qsaU9njOHevPdmVmVlje4qd7uttuyWMAgB4gHxhMTgByYhWUbwD4CQkIyEeIEXeLJkvyFjJCPgAQQywsIGGrrbbrq6qLlyvHmnmM64pzXw8Ftnx82mu91QWSipyiWFIuLEGXacs/dv/YbvwDEWAq0ZG/po+drsJQsj2LgxGRyBr5YveOUXfKm64iftA3559hGVGnl/uJwEGQB+fLzERy0KPlEJL1dHfDD87t2bLFzHvOjpsz5hiJrCBC7KA0O07MeSi+rARXXgx7eXzIuetWt5pxSwTJccIWkaPdCGgh/tHnBeHvlJ8YA3yzu+d3jEbd9MclwAO1+xci2NHii15zu7x7y3u+Aryyt+ePeQu66mHx1Pb3NrwCwYouW8PPD12UvmpmMfKt4bLuiC40+tnk5wGpDp8Fv1LdfDnD+7fpf/5fYrOBP40+sP+R+6b2DLIIIz+Zj0nYDIU1BQRBl8ZDB+VY20lSNEjc2UPx8MWkdC71Azz9BZTNZNZONwxxMdTy6eWCbxR1n4Scrr01qfFgNFKeWQQPifppT+i3zzi1Plmcvgl/n2P6wF9xH3ZfXp9r+db3/rD7j/H7o+MwyU4O4ZH7EUzjFkGExSExA7FhLsVBCKnHig3AerUCh8qcQiQEnWWL1S+Oa+R5c0r9k/KkItATIZCZLDeSAiMuwgjJaT5NdJWHai9Q2WMGihRXkJvGZrRIyzvy+J5MHCez7tW0lBbDVqERmDEV8TEHiF1xg3Yqsonr9Fwu5EMEJ4rZFmJsFqu2uoMz3trq+J6YLDWAqdzWvUfMS6eH8h6shZeWRlDjyyG0YMj4s7rsYFzzrHwnW8GJbE7EPzK/WHXJg9Px4ecuUXvFO+4pvNx3zBXXOIJXPT8bRfTz3J/Vjy8rigrEb63lIUgdIG9m3Js82ScW4ojeeiliA+dz3/1MXv8tFwgdOemRHc4Pc2b/B4seUwFrx3uJjOl0fFlmMseNEv2fmSmBRPDyucDvzAv8EYDb23PD9IX7E0Hl0dcNlu8/v7Nzj6gpu24fnuHR4vt6zKjn60jNxbEVy3DY/rLeVrKgf7sWRZdBxjMWWJAJXx/P27L3BRHvgbH/waF/WRbV/x7e0T3prf8eJuQXKKcMjisZH7YcOYJ79HC9lCtu8c1gXGfE6kCHE0UokMWsrpVv5WbE8tIDUlBW6rCJcJ1RmSu4d5/dRL6vif+mnydPivAt9NKf1Hr/3pvwb+ZeA/yN//q9du/zeVUv8ZMizZ5ID53wH//mtDk38S+LdSSjdKqZ1S6teR8vtfAv7jP+qYPhPBMBkBUCebhxPdPUg0jBL4ooO+0dhDQvskwglKcILJ3oOoxW0MxlrA2+6QJgxj0gpfi/3nqQxP2Q9FeyhuFX4OxYltUsjuenosiDAsShFtmnxTqmuDr7OXSSf9xdCa6QQcLgO60zL0yebhoUmTTmHwhvZ4L0tlXSB4MTdSlZRRelByHrqEbjV6Ndy7vvWGWCn2g6iubPqa96/PKAqPa3oKG2gHR13IRb2sOhau5+8dvsQ/uvwe52bPE3fLT9oHHH0xZVTr7KfqlGcbK361+oBKj4SkcMrz3K/pouPluORRseV7B/FRXhUdH27PcCawWkvA9lFTFSPns6NoLo4FLkpw+pXVU3ax5klxyyGWNGbgg/acPlhe7uecNcI+OekfPnfLyXMlJoWtIs+OS8ZoWLqO63429fJOy6rI03Z9z9a5uhAh3mC4toE35jusiVT5PXI60o6OUnt+cHjEt+ZP2fiabyxfSPBt1zyuNhzyoOf9zRmFDXz/+UORZMteL1ftnNJ4zpcHnj9fS38aqViCQURXbUK1mlQGQnfPXQYJgiDnOoMmmUTx3IlveJFB1krsQKOVjBBgzJCy5KLAaj5NrYZPJ67+Q8C/CHxbKfU7+bZ/GwmC/7lS6l8DPgD+2fy3/waB1fwIgdb8qwA56P17wG/m+/3l0zAF+Ne5h9b8t/wRwxP4rARDlbMtdQqGiZDL1WEFoVITz3hYK+webBslgObHTGrVBsZKTT1E6eulScHmBLweMtfYHMUtjyR2ArqXYOlnoqJjW/UJOlMoEV7yIHzmYqumQGxbRTSiiqPCPfaxuDaMS0l7h2USILhNhGUQMO3BkuqAyQKcXTaXx0Y4WFBiQRBnCX3MpaXX90IQRaTdl4SgWc9btqFkOevYHaWXGDM27TxnYqUVFWqAv3X3Lf7M4l0e2Q2l9sxdz4t2wa+sn7LKdLnvdm/yTvmS7/RPqPTIjV/zbFhx5g7EpNn7ktvUTGKqB1/wzvqaJ/WG723eYD+UHHrZfV7tZ6zrjpkbmOVhRR8tz4Y1TgVeDQu+0Tznu/4RAE0xToOEIkuEbfqayoz8iTwgYaz4pdUL2uDQJM7KI7UZeaeWsnofKp73kiVaHdEkHq+3/OS9h5halH2ujjN80JOm5OPVlifzDT/aXXJeHvlbr35JTLO056qd82i25d3DxaRc8+Zyy7avKAoxr0pJMS96Nn3FzfE1WfW8JuEEm5itW8JCNovJlF6JCs9JwHc4FlAG6A1+LjjV04TYtBIIQ50YzuV4dJeHgl4C6GetTE4p/V3+8BD9j/8B90/Av/GHPNdfA/7aH3D7bwF/8o97TJ+JYAjS64tGApef3fcNY5n7fBGZwLWSCY6z/D7mYDj9TgZa65wN5n5k1IpQZJC2AZcVUPwsTkDs6MRsO9RRQM5llBK5u59Wq1F6iOMyYXo5Tj0iFpT5hDStwsTXSvcqW4fWSawqUu5lHoyoWXspe3w6qdwkqAO6CpK5DlqYMeGeEZNaM8lBpTKhraicmCyEUFnPJtZcPV9iGs+Tiw37rDH4q+cfcTPMBDhsBt7vL3Eq8MvNh9yNDaXxBPTEKBmT4bcP7/Cnm/cZk6XRPX20NHrgve6SR+WGlWl5OUrAeTks+GbzMVd+wRif0HtLXYwc+4K6GHEmcFYdebuRDfxxcccxlJzbPUZF3usu+Pr8JT5qDmPJYSzAwauDwEwezPa8Ue7okxzDF+c3BBQP7I6/dfNNAL5UX/OjowwinYocfMnX5i/pouP/uH2TMRjWD/Ycu2LKmmNSLLKFw3F0+ChCD6+6OftB3rtV2XFeHYhJ4aPh184+AOCD9hxN4jAUhKjog50UeIxKtL0ArNM8ow5GjZl5mlnHn7h8ycNyz83Q4C80H+7Wk4bjScJMu0iKmQBgLLFBIFb9vdamP/NTeIn1CNmvR5249p/S+twq9Ge4VA6E4ov8yb+FMmXq3WtQGy29QR2QgYrmEwyUEwXvZCY/llL+RpNIjkn6CCRIxTJlHrOUxSdbUdPpqb83rHIJewDtpNy1RwnOwwrJLEvpzcSCeyUeMi3K3GO9khKZsFCmSczBtEKpAsQsXomNpZuLSk1Kkh0kK8GTpCYbSVqDmw8smo5FIfd/uZ8z7AvU0RCSoltZnsyFvnc31vzS7BlddNz6hu/uH7EPJXdjw8EXfGv1jDbcfxB9tLzhtmxjzTEWOBX4ZiO96DfLWx7ZDY3uJxjIV8sXUk6jedxsp6yucRJwvrF6ydoe+bXZewB8wV3z3+9+mV2sePd4yS8vPuLbu7c4jCURxXFwzIuet1cSPL8yv+JxcceYDFFrvlF9zIU+8HeOX+dxtaENBVtf8WcX7wLwg06yzJA0hsgXZnd89/YNbNZEtCZQu5FZMUx+ziFqgkrs+2ISbJ2VA2/Pb/hCdcvHvdALf7iXgLtwHXd9zbpuebmbs+sLLpsjISmacsCayJcub3i6Wd2f9yrxYH7g6Ata63izvuM3r96efLABYv5eViLfZm0kFJ7ghWqldaLflTDeb5iAVBZVQOkkormd4VNZf3xQ9f/v1mciGKLly+c+XzT3fiTRJVIpVDoVgSBDE9MLPEGGIfeBJxaAzwHSSJDs3h6w124y6i62inGenz8LuJLypmqkJycTZCmFQ5Wm4BnqBK34qZDAz06UwJRtCxShiUSn77GJvSLOIioq/Fw4pCpBcSeDESmp06Ruo2aRZt5z3JeMg8UVnnG0GQCePVHKeF92aej2BU/ONiyLjo/3K7rBofIF4OaDlJo5bdiNFd8/vkFMmjY4XrVzPtqtedjsuCiPfHg84xvzF/wwZ1aXxZ4X45JjLNiFinfKV5OwA8DaHHk6nrE2UoY3uuf94QH/2+Yd3ii3nBcHnndLYlIyXOnmfPXsJV2SwPOTQV7nalwQUfzG3ZeZmYGrY0NhA1+/eEWhPe9kEYS56fhy8ZLvdm/y2N2y0B0r3bMyLdFpnqUVZ+7It48yTHzodhOd0OnAs7RiXbXsh5JutFTO80azo/OON2oBjl93s1zGz2lHR0zwhYUo0rxV3NBFx9NuPQWtn+wuiUnRjo5ff/Ier7o5m6GeWgcnC4G3zwTu82y3oHYepwPbvuLDuzVn2YDqdjOjKEfG0TBmvrqbD+IAqMRrR6lEXQ44E3nVy+Al9kak30CwuVaCozYJszqZ/vx0SwbiP5/R8DMRDFM2xI7ZNrFfpyndF1Ns6eHpXmG7PCQZ5CuWWco/JzL2CP05nIjqw5moTPt5wO4MKsj9T8MPFRPJJUIWkzV7jdtJUB4XebjSqQmkXb0URH8oPxmETzpy0p/Xk6KN3CaB7pT5xSYQopn+7vYwGqay9+StcdLYG3pH6I3oImbOszqaySxI1Z5qNvD0ZsVdXdENjqG3pCLiFj2zeuCyOTBkKMsHrXiKOCMX4mFwFDbw/uYMexY5K458Z/d4Eka4Gua8WUkm9uHxjIMv+TOLd7kLDd8sn/K/H7/CY3fHcy9Zzz5U/Pj4gBftgqN3PKp3/NLiOR+14tHyrcUzxmR4ZCW4fK9/wjEUHHzJn1v+hP/z+GTSQzQq8fF+RWk9Pg8/1kXL1bjg12bv8sovee5X3KmGtTlw62c4FbjNwG2A97tzHhRSgo/J8LDcsbAdv3vzJnUx8vX1Kx6WO/poOWTc4OVqT0waqyO3fYPTgbPiyIU78KPuDfpoCa8p6Tgd+Gi7pi4H3ttdsCg6vrV+xsftiqMv2A8l59WRQ8aYXjYSHJ9tl/SDZdEI1GjflvijxZ8sSfOGN25KRg0ERfPgwDiIv8rBW5p5n3GMGn0n/3OoI6xGyQpVIoZPEWf4i6pa8/n6fH2+Pl+vr88zw5/hEgkvyfLoJfPzZ3n6EJXsRHVA3Tg4KtwhZ2VJYDOnoQiICRRJ1Kon2Ez3yUxNj7nczS+uRxjXUr7aNsul+wxXcKI/WNzmKW6ZPW37exiPCqIflzLEgb2SiXQjW+jJuU95KceTFXPvdJTXi06eK+b7D0fHgKOcDRSFp72pQSeSSqioMTslx5/7Q8ZFhsESeoMfrRhGKXCLnofrPSEp3r89Y56tNrVKtN6hVOIwOIxOdINjVXfc9g1WRQodJtUapzwre+R7+8fsfUltRr7bPhGISX/GmT1yE2YTX/hZt+IHtw+orKc0lqt+RkiK2oycF0Jp+/PLH/DhKNjBrxXPuRoX/Mr8QzahxuV0WysISXF7qFGKaYhxVrX80vI57/YPcSrw24d3WJiOM3vge4dHvLc7p7YjX55LWX0zNmzGmi/UtzwstkIXjCuWZUcfDK+6OYX2lNqz8ye17gM+at5ubphZceY7+JLNWFObkW/OP+bS7bnphdnzwxcPxHZgt2B/qPjCg1v2Y8lldWDlOg5FwX4sJ5+Y66M8zgeNUtAODqPFiqCzJSkl1NaRZtkOdm8xndhRHG8adOXZbBqKamTonAxYtu6egxwNam+glOsgzD8lR6jPe4Y/23WCxphWyk/TKTH5hlwKSgP4NLQ4lcntAymbo70fiJxEVc0gbnTJJOxBZwMpmQDLa52AieJZqxrxoQ2dnQDfp+EMcD/dLmRaTBImSjIqA8Ul8IYmYY4SLH0eungbsFuDOQrMIWopiVVQE0RHeQQ6Qe713Bb0rUHNPWaWGS4mEaqIPZzkjPPzd5aTUVByke2upm4GlErsupK6GOnaYvIEKa2n95aPt0suZtLn06UYTJXGc93N2A4lq1Imq5Xx/I/tN3ij3vFWc8f3Nw/5nVdPWNcdF9WBsTY8dDuaLJl11c3QKrHMj++C4ye7S8Zg+JNnz9j6kh/1b0yMkpsw53Fxx4XZczUupJReP+dqmPE7T9/EmMhxW02GWas3Opa2Q6vIs2HFD3cPGaLhstrze68ec2hLnpxv+OAoONyL8sBHhzWaxLuHCx5VIrfVekdlPeflgTY4PjycTQE0JkUbC96urnlYbLkdZ3zQnrMdKrZUzMwla3echkZjb1HXBSw8fjB8fLuiKkYKE/hic8vOl1gVJ/vSedmLLuVoWM07lEqTDautRvxgScsRsk1ArPLgTAkcIY4G7QL9ocDVEui8uvfqcdnCwu4V/cOAysyan379sbnJ/79bn5lgaA8yjHB7+X4SU9WbDB3Idp7JyH2GlahgDwvpL5o+9+ycDDJOjnYq5qltq7C9ZFS+EYQ+ZIB3qUitFdHWnGWeskgZoMR7sbMTRTgzUPxMcIM+Z5qnKbLyCrPL2eTK49ceu7GTU1l0MvELdQb110kYCCCMBJUn3VERmoAyEbTQ8MZZ1l48WQMclYjMmiR2AVFxjJLhnJ3t2R4rlosjm1aQ7A8Xe673DSFonnYrqmrky2c3FEYA24exwKg0aft1mSf8ZrPhbqjFJMmOvNgvGIPhndk13zu8ManQjNEwBi0DCm/pRzuBmf/O0y/zcLHncbXlo0H4zGMyNHpgHyr6ZHnWiRDEEAyLpmezr1idHegyBrAwgT5axmT49t0TxtxL/J0XbwpbJ2huDg1npQT637t6jFKJ68zzPS4KKjOyKlo+2J7x3WuZNn/l7Irv3MnPi6KnsQNtcHylecXW1xPl0OrImDRbL+ZWAOloZbjQGnQd6HYloVEcZgU/2l1ideTlYT6ZeF0fGoyJpKRydph4sVsweMO86dlFmQ6Pp+mwTZxI/m4+EEaDMomiGCnLkf22nmBXIJWPGkVByd1+2qDrz4Phz3ZlDGGoJaDZ40kl5j7b8zMJdMNSMsNxIVAbHSDlKuBUqvpaPv9kThS6lD1Tcib6WiZ5chgTn1l5HTNI+RpdgvWIzlO6sHcMa0V5rSUrzWBxPUhA0gctx9SnCWdoXlnBUJ7+z04wkL5ORJsEIpOYyt5UJcxeJs3JJpRO2EJYKXUzoHXisK1ImdqVyjQBctXRCqbMRmzp2R0qytLjTOTBTFRfNn01XYjGREobeP/ujFXdURqPj5p11U44w4/vljxZb7nuGxo7snbCCKlWIz5KQAJ4vpOs56xpWVY9V/vZZHm63dYsly1GR3zU/Nb1F6dg9bDasx0rvljf8FG3xunAZqx49/ZC2C5ODNnXc7l/6x0fdWvOiyNvz2/4zedfFKP3YuTQi4/Jqu748Y2o9MSkRDVm1NjS8zwfY0yKzb5muK1Qjed2M2O1lPeo0IHdUPL1lfCSYcXOl1RmpDLZW9mMk2/ySfYtFZF4W0AtFg0L1/PhdsWxK5nXPR/fSCvBDxZjI03TZyqmYb1oxcK0L1jMW/aHCpvVkJRKjFGhXcAPUgmcxF73m5oUFSrbhcqFA244kRLurW5/6pXur52ft/WZCYYT8Pm1vh5ktPupXM2+xuVd9nioEmEWMNeGrCmAUcJjPv3evhlIRUQfDDGX4HCPS1QByfq8yPWfOKPtG1F8k896Hqz33GVmQLCWpPN0e1SYXnyZtQeGjH3MAfw0dTNHRTFC+yAR51ECXZlIVUBVAQVUs4FuL9lcShCMlN1u2aMzj7qqB8bRUhU9atVytJLpRa9g70SMoRlJCRaZt9z2BTEqajdy1+X/IWoWVc+uK2Va7Y2U0t7io+Zb58/Z+ZLbXjKpB4sDN8ea69TwcC40uPPiyNaXfLA7p/OWXVsyq+SKe6Pe8ZPNhUzEC8/x1QzVePaHiqbpef/jC2zpuanl+X+vf8zbF7dcdTN5jAn4qPnaxSt+56M3CaOhagZ8noaPwXD0BefFkafHNdZE7m7mdPXIat7SDo6nr9ZTbyslNVm6xqgpbMDpwMfbJWNv0bNR4Cc2TGIZ+7HA6cgXKoHuzGzPWdK8aJcM0XA7NBx8icsg98X5gd2zhfDSZxG8otsXfLt7wmzRUTjPZl/h+/tLLgH9YOXzTYrdUT7Pty9u2A0lx66YHBPbfYkughxjMISdY0wyKU6Zoyw+37mi6iQJUF7aOq/paPz06/PM8Ge4kkhwhVJNVJ/JTGnK3Jiyxe4iq8a4JNxObT5heHOC3JzK1WQla1OjYBRPWoKQ1WqM9BBPWeg4T8Q6ompP04g+YH/IPZdBY1pNtFJux2xTECrJSpNCyvEqTcFwykID4rNyOVLaSN86lstWWBC39cRzMo2nXHYTSR/A2kjXOVLULFbSD/RegkOfHOa8Q+lEVQp97bxpMSpSLTdshopXu/nEfa6LkZvdjBAU60VLP9op2BeF5zs3j7hsDrhMf9v1JYO3aJXog+Xpcc3Sdbzq5hgdCVETs5ApwIt2QWEECxejxi4HlBZc5PZ6BkHhd467St7Tctnz/vUZs7pnUQ70wTIven58e4HWSehkSoYNIOyQnal4rpfcdjU+aGw1iqm8N1TOE6p7vcdxWwpbQ2tiI2o+h75gWXf0vaOpBo6dbBqnHmBMittjzQ8ODxkbw7kV1sn74ZxxLIXBUrWcV5JJbrsSNfNCHd1b4dlvHckm9vm40+vAZ5MInSGWBlt6xtYRXGC9PnCdqYFK8YlzwJiI7xxFMxCMhYNFrQZSEVEHg+7vrx+VgCDnejISHD+19fMZCz8jwRDJ5FRIArx+TX0jFkgZmoca2gt7Y1xJwNJ7K65gpyysk0muihAbwQgmpUUPUANehh3+RBd1gBLZrdAIFQ8NuIi2ia5zUpbkgY7dGCldM59ZxTT1F0/UQFQO5ifTqTqRcr9S6cSsHqTsWx/Y52xAV14wYcCs6fFB4wdDiop60U+MFJvpbACXC7kQ76yIh4ZBEwtPXYzM7EBlR54flmKa3tspKzmakpQUs0U3BbCUFGNv6fcl5mLPs91iypIOrdhuPjjbYXXky/MrboYZmkTtRg5DQVWMVNkc6XGz5SZLaG3aSgzRgyZGMLUn3BUUNxqfKZR9UpSrjs12xlY1NE2PM4K1VAq0ifSdIzg5nhMj5IObM5qq59CWGCPafv1o0XqgdJ7uKJmnKgPqUBDrCAkOu4p61nPsCx6s9vTekpL4VZeZC+yDQavE08Oa/VjSBce2ryZ+9+2xpvOWL2VWjDWR2aKj7xyj16hOS9URFNEYzF448CcUw2lzTlHhVcJk753BW86alkNyWBsmRWyTVYdSrxl2jVQxQREajXaBlAyxTOjXKp/qSkl75jU21KexVPz5rJM/E8Hw1LeLVtG8EAVrn7VITS+ZW9KZ66ukhLYHBdHgF5HyztwLKVRpOumSFmUZgcjkYcY8ott7EQUdwIxS6qYiQSUnnSkDcTAitV9G7J2Z7j9WoGNuUkfJUEMj6iMhmokUf+rT+CahHWASs2We0BYjm10ziRAYJ+UPwOgNzga0lR5BSkpI+y7wtYtXFEasP0/N+3Z8wBHpIR33Jc4EIorvXz1kDIZxNPjx3iA9eQ1BUTnP4A0JyTqy0wJt76jLccqSQAJ0aQJfnN3SR8vdULMoRJnlq+srbvqGy+wo51Tkl9cf87Rdo9SK53dLUlJondA6EMpIf8m0Wagi0N9VogyuYNsbVnXHw/meD4azqdxO+Xi6tuB4KLEu0PYFY29JnUEVEVuNbPoZZTVQ5ilrtytzX1aRsj7k6CyFDSRgXbfUbuTaNXStZKuV85PCzvdfPSQEjR8t4Vxx6Au8N8yqgQ+2Z9N7dNa0vPKGOBuJbSn+2wrsnUFFmfDeqyu9xjPvDa7peHK2YdtVjFGTkmIYLHUtJ9EwWHwOjLpXxFKQEeZpwbiKpIVHbd1UXehO7HL1KCSD309z/X+9Xmv//Lytz0QwJIlmoA6JbLBGcXdSnZE0P9nM+gCMB1ogKkxncv8tP1fMrnXIUAQlj4UcdAdpMusTHAuF0hAXYhOqdSL2hpBl1MM6oe6KqTGdIqQiEhYRvbVi5wjY1YB1gS7UQo5Pk9mdsE+WEeYjbVswa3raY8ms6TlmGa7pAIG+dYxGDno261hUPUMwNG7kUb3jV2Yf4lTg7+/fltc2gaLwdIeCFBX7Q8UzndgdKsLRgkkiLpobsskrGDXX13Pmq5ZZOXC2avmRv6QoApfzA19ZXrEZ5U09+aV03vHRYS0DGB1xuuRhs6MLlsf1dqKmXfcNX2leUc0koG67krvNDKWgbnrc+ZHKeW63krmFo80yVkZ6t5fSz7ys98yqgevrOVqP+DFrAWaF5xQVg3cZiypZVowarSNdW3ASTVY2CnSoNzKkUrn/mjefi1zqPplvJujLtpNS+MXdQjaSoHCV5+XVEmMjY+vwXlNkjcR51d9n2VHB0hOUFWxpxtEme1/hxDxs0a0hriRo3xwa2t6hlKgSARxzH9m4ILxjxaRt6bLeZiw0HOUcnbC0QWBovgEUE/30p12K9Dno+me5VJQdrH0onF+VwGTDPDOItH9/piYRhtMyw2nKzBSslJdAlEySXThrDyabYOnFQ2TUk+6bTqJcMx3L8xIWMtiIUWFcRD396PJQAAAgAElEQVRsGY+yteqtFa9jE9EPOxHYVFnP4USuL5KU5VnpWu+seEMqATx3vaOuB0ZvsBkrFrW+j56AzxJMnXUk4KvnV0LgJ7GLFU/7swlHNy8Gdm0ljfQygEps9hWhtVm5JOGjEktKQCVpqIdk8TNDMx95vlvw5sWGdnSsy5aF63hcbQAxePrO7rFMhYeSyno+fHHGbNFJFpoUVkeuO0nn36h37ENJQHCLbV+IUGlvOe5LmnlP7w0uKzWrBvzByTR04SnKEWcDm6Fm8IZqJtlRzBTKFDWmEBWXFJX04rRIYTkjviKHtpx6qjYHrOQgRoMuAl3neLDe85XVFUvbs7RimrV3EnyGYHh2vSK+Jnww7AqBL3UWrNjC6kpOyOPgBDhtIrO5ZP8HW5FuCuJCstJY3X++p+ohmQStoTeOblN+Up4/MWFJtUloJ9VHLBWpK6chHrlKIQ/dgIxdVWJ21qtpoPiprF/UYKiU+mvAPw28TCn9yXzb3wC+ke+yBu5SSr+ajV2+C3w//+03Ukp/6R/0GkmLBJdAWaDY3EtymV4+YOWB4v7+AqI++SKnCXmvRzL4OcNqMn832QQ5EKKQnh9MijV4jblxEMFsrfhKBEU166VEsnnLfdCjE8wXHbttPf0PJ6iKqgLJJBYP9pP4ql31Ita6KRmVoVj3lM5TZt27cZTeYDz5NJdBShEriiOV8zw7LHl7ecvVMGPr7y9YEGaGUglVi2ZZUYhGn7VRssXWUj630wBqnMsAikXCj4bbY82D2YHDWMgwpa85VCUft8I1LnSYhB7OqpYX+znr9YFjJ4wKH63I85eS9hy949Ww4FU356ZruFwceH6zlEy+DOzvaupFT11KkNsODaoIRK9wzcjl4jBpAb59dstuKHl+t5w8hNk6ghPwMdN3Ufr52sUrnu5XtP09yFhraTUYF+4DY1QUJuBU5KLY82vNu3y/fzzxn59uVlT1wGFTS2apE9Ek6R27BKMm6TT1bw9tyaLpKWzPoujpvECKDv5etDeNGjeT4JmSkuyvDsK/3znpU7cae1DZpkIQB68vrSMRI1x5lSSzzK0dNWrMMTssupT9fkSn87WOx0+/flGDIaIU+58ghs8ApJT++dPPSqn/ENi8dv8fp5R+9dM6wM/X5+vz9Rlav8g9w5TS/5Qzvv/byj4G/xzwj/00B5EM08DEzyS9zxa8Ulp6xDmvUNPvU59xyFCZE6QgCKwlKcFdpTJIqehk8mx3YsZ0Erv0c+EOn2wElFdizblzsBzFsWze0eesxLqAtVIaKiWGPsWqpypH9vuK5BXN+ZGmGHm8kH+iD5ZNW3HMz1GWI6uqw+lAoQWC0g4OncurBOzGGUonivKkmjwwZHydVon9UNJm7b3Cegrraa1MooyWL+0Sq4ctL7//AJKaNBn1oFC5/JrPOkrn2fQVd/uauhwxOvKsXU6qNTd9Q4ia60PDGAxnTcumrdA6csyCsW+vbrC5ZzYEw/fvHhKTorSeMRi+/vgl123D9d0cUwb61k0+wtErsTZYjMxnHV2G8czdQJszrE+eLwl3ZxjPvLB1goJBUznP0Rc8nolu45AB0d1oWdUdIYutjkHTDY67Y82P0yWX5Z6I5g27oW/kPd2cV/zg+gHNsqMpBxo38tGrM+k7dgrTakKC2w+kVZHKINNsb+T/NgHvDaYIhFeVlLuvZXlVPTAMVsDUvSUF0GOGxwRRVk+GiY6nKo8/OELMPRkXM8/9VBe/VnYjqArllVRU+p5R9Wmsz6fJf/D6h4EXKaUfvnbbO0qpvw9sgX8npfR3/kFPkvKHFU8OctkYHiAaMXfy4WS8DuoEmM5A0tcBpaFKuZEsX2jQ85G0KXAbjT2SoS9ZLuso5HcV73nPflQyGOkNlIH9vhIrUMAP0usaBiuNciPYvroY2YUaVUSOm5oHGfYC8GS2YcxwEGcFMjKzA3/27D3+7vVXSEnlgCYXy7EvKBYDwQskRvBvsDMl66rltqsJUdPnnthFI69l1nvB2RUjt7uGi+WBzbEmrUf6ykzWomrQpJnHFJHSed6cb/jxzSX9vhSsXjA8qPefkKc6Ta4vZkdus4z92aylHR3n9ZHdUE0l49VxRmU9Y9RYFXljvsMnTTUfCVFzdbUgRUXfVdPxYGUgMgbDw/mem7bJDnqWMWpWs5a7JK/b7x2hyCViEcWNUCeOvWOsDeui5dcfvMeP9+KZ8nS34jg4lpVAds7KIx/vV+w6MZN693AxTc6/uxU63m1XUznPouxZFS1X7Zxm1rEfNakXdpC7tveDtdHSuhJtBf95Oj/i1mEGJQiGTuHdPZSpKEfaQ4mxkbAaSXtHBEITZYMeRdADRMJrWipLuOVzXHe5ZN9JiS0vkFtIVq6T9KlNB9IvdJn8R62/APz1135/BnwxpXStlPo14L9USn0rpbT9/Q9USv1F4C8CuOWZCBs09wHulCk2rxK+VNl9DiiEfaKCBEHfSJ/xNFgROIvCr+53r7Qppl6KinwCoA15YNPLc0x2s9kHOQUlU7xTI703HLcFqRa+cLno2W1r2sIJFgxoli03x5oHcwlSH+3FQU3rSGV9znp6fm/3hBA1N3czrAtTb2nshaplnRewt0ocU5kVTURcYNNWE910WXR03jF3Az4JL3c569h3JW+uNmzrjm5wlE7e3M2hRucsbnOQwLqqO7iQIVBpPTMzcJ2P59VhhjMSODdtxaPFjk1f4aNm8IaPt0u8N/eGVjawOdQ0VY+rA+uipQ2OF+1CIDYuErbFJGabrPT+rJOh1aavhEWS9RF3hwqt0uQRY1YDMZaoPlMoFx5lEn1X8N7VOYsnHS/6JfPssXLRHNgPJfOi5xuLF9yNDV9c3PKd7hF3bUVtR57pFT+6u2TXStA5bitmq45V1fHRbi0gckR+HxcJGycWDxnXlzz4gyWUkXbnqC+P9J0TjnovmdqwTlJxAP41mp0/WnQZSIsRZQTN4GdB+Oc5M0yVUDbVQfjtoY7YvSFp2fzdVk8CIpDP5yCGaUJ1/ZSahonPg+HvX0opC/wzwK+dbksp9UCff/5tpdSPga8Dv/X7H59S+ivAXwFoHn4hKZ/Lt5ChA7nZ355rdMjlnWdSwj5JZ4nitJoMdkSVJsGdwa+DyBghDWUVwGcTqam8kIcTVokCmbqNi4TqtXhOhAzbyFJK5iBWACFCqhQD0owP3lCUHuc8w2hpqp6Pb+VirsuBlBSl8+z7gnk5TJnITdvgCo9SMJyc0TITInnD2cWe/bHkfHHgajNnVg7supLz2fEeytLN5KLKtJ2H8z0+ac7rI4UJPLCeYu7ZZye3Eye3KmUHCVFxfWionGdWDLw1u6OPdirD275gMJFZObBuWlrvGINm8Ja2FcqYHw1xyMrazUBdjbhMJXvZzSl0YIyGu21DaC261cRVfk8rYfqEoLmYHzE60ixGPr5d0e1KmdwXgf548nZQ6LOe0FqUjRgXqetBrFET/L2ffJFqNrBssu9z0CxKgdJ82J7xK8un/N2rr9D1jnnT0QfLu9tzXr5aCgYTAYf3neMnh0uMjbjCY4zYs+5uG8x6IOwcSd/Xn6bVsmdaAcgbG/BLTzoUJAvltWbMrYrRaXwrSkSqCsTOosqAKzzaBMrSc9jUUzavdSLuXfbPyR4++pRACLPKHsCdUBh9Ylgp3FG8vj/V9fNZJf9UmeE/AXwvpfTR6Qal1APgJqUUlFJfBr4G/OQf9EQqgdsnopO+ls3UOBAGitnLTtddyAeeMsPDtokQ5TETQZ1sx5n7Sn4WZVocYbzwxJ0oTJ/aUCc5r1BHequon2vcTosBd6GlzAhgnsmFmJwAvt3e0L4lz63vHO7NAw+WezpvmZXCMAmvOZK1vZu4phezI3eDlHy1G9lR0h/dNOmMSaFVYjFvafuCL1zecRgKrA1su5LKefa9SNaf1qrueDLf4KOmsSNOBy6LPR+2Z1x3M3axnHB13WiJQTi6vTd0gxN/DR0pjedVN8eqeO/9UQ1cNAfOs7DCD28fcOxKFo1IT51EEMgT+nFbcr48sio79kPJh8c1hQ3c3M3gVYkdFP7hwHwtkmKzchDD9HLg0WzL0YvviNYRU3miFxCyq3LwNFF40Es4dAWXiwObtqIsR463otDRHYsJpAxMOMcnl3fM7MDL/ZwYNM5EGjdw0zYYF/GnTCwqlBYYTQyKsXDYyuMKL5jNUaOq8Ik+YNK53VJKD/fxasuP3n9DTMOG+3MTIG4NyitilSXdiuxXkgQ6lJJifb5nf5BI5nsLLpJ6sZOortMnUBihBtsyuUKGUjZ2X/MJYZJPY/3C4gyVUn8dcay/VEp9BPy7KaW/CvwLfLJEBvhHgL+slPIIsu4vveZh+oeuBKCgvEsknQHLOQkobxJmABUTbg/9uYghhBKOj+XRsbgPhsVGC62uyLCaJDtnnAV04wkmoWy854l6TcxiDXpU9BdS+phegNLF9b2H8ulgk5Hv9tbiAc5GgheuKsBuKLm6XUwDgt2+lovMa3Tt2Q8FpQn0QQJRSnIBnRgoy8Vx8sPox8SuLwlRsah7FmVPaTzv357RZ3qd1omtKpm5mlXZ8qeWH7IPFSFpYlLcHGuciQy5x3g8lhPGz6hEN1isCxzagg+GM84XBwoTJhDxGDRfX75kbnp+8+ZtDl3Boum4bA603hHqjhd3C4bsvaBdFAmvsaAbLQm4vlrIe15HkpVS+TK3EbRKdN5SWc92qBijwH1SUiKL9drg6XTMPmh81Hz58loYPDrycjvHzQdS1ITh3j9EZSplNInnejkpzSzmLbe7hjFotruG4DVuIVHr9Jp2Noqg0MERvCb4AmOjlMt5iAZMniVhNDxY7wlR8/6rM0hCvbNXhlDf0+JMpxiXkVRHsYTNPURrBY8Zo1QSY8Yxxqc1oYm4rZrcIG2bJqwtMUPNytMg5Z65dTJG+9TWL2owTCn9hT/k9n/lD7jtbwJ/8//xUagsqhCgvE10F2qSD0wWVN7tohWZr1gwperjPKvH5J5IKNO9N0mSfhJa8GFx79CzkXhwk16iCpKF2r3GzyLljRbvlHXCbfRUXp/EXZNJRJeHNPOAyZziuhGWiFZiF6lUIuZgFROoThre8WjZVDWXi8M0JS0Kz2FbTeDiB7MDT2YbXrQLVmXHcSxo3MBuKNn1JUftGAY7Xey6CjgXuO1qajvy7d2b/Pn1j/igv2AIlsvmyE3bTHqAWgsmb/CGedVPIOXgDSkmXt4sqZt+Oj6lEv/zs3d4vNjx4fVa+n5ZLXtR9LTe8Y1HL/nJtShXGx3xwaCcRysobaB6IAyVVzcL4sFyebafcJJzN7DvSo6qQOvI26tbXmwXdPuSNAp1kE6zq+X4VR3QJmGd54O7NedNSx8Mi7rHziLbruRIScg9SX3WS6aH0AqPGYPovcaYyO3NnFMDdsytCmUS2iRWy4O0A8hMmSglaRo1aCjyZ3Y2a7nazihmgwytkmRzqjMUN0asZVt1P8hIgnZw8wFjYxa1UOJlEhSDSfjKTAyU2ETMwQgSIge4YZETh0LwsiHdq9Oc7nOqbCbhk592pdwj+jlcnwkGyulENEMCJerVXpha+CbL8A9SBqRexBxIMJTShwlVmgyeUua3KiAGsC8dfhZRy7zDHi3uztzruyUpJ07yXtGdRCNgOBdArF4PhPY+kwQwy4GyHCfRUqMTu+EkwaUoqxF/nUUYeiVTQSMAYWMiISkq6/ni8pYPtme4szApUX9t+Yrvbt5gDAZnArUdOY7i71s6z+AzTzWf4FU9cNa0XO8b2srxVnPHMRZUemRZtPikCVHx5UtRcb7tap49P8OsWo59Qds7sSUtPONgiYNht3PT51KseijhRy8vaaqBQ1tyHNwEpSmNp7EDX77IMvttw6PZlqf7FTHBIpe/K9fyu+oJ4UyjVeIsZ9Ktd5w1LZ23LMqeD7dnFNbTFwHfGnQrgUcfcwnba+LSM3iB57zKvUZnAr23dG3BYtYxlHL/wga6wfFovWUMhkNfsD+IgER/sBAUKg+/TpaaqYxgPd3g8N5gbYBGAmJqs7K4gljJh9COlsvlgUNfiDVr50iDwR5k8lxsRGPzBH2RTV7YA0Nn0Sdf43wszgW2h+oTsKJYRtwLg21hnN8LIYcqg+iLhKrzBhZPw8V0L033aa1f1Mzw/6uVjKT+JrveuSnzI3uOZLnxAGZMDEn0B8dFhsPkAYpMhhXRJOxByt1QKdLOkXTCtBq3uRdqMEMeoBRZdMEm/JnAG0jQPN7jTKAr8hRwFApdVYwcjqL+IvLuni8tbxiiYQiWn9yeCyUPCPYkHBuZnbes6o5tV3IxO1LowKwYeDgbph7dIQiWcJ6zrtv+nukSombfltTNwJjFJ/re8XEvitW3Xc22KXmvu6TUnlIHxmD48tk1u0GC8+ZYo0yUBn1+05SRYLheHbi5WqBGgz6THSMl6DrHxepA40bmeYhz6AtmbuCiOvDRfk2ZVWseZZzfO8sb3t+dMS96Fran1J5vnr1gTJq1a3mYwaQhaX58vKQLbupVbruSshoJXpNqdZ8hgpSVg8bMR8JoMEb8jb98ds1OVSzmLXeb2aQFOPRObjvWlM4LWycLZDBoYfp4jak95E0ztAKhGkdD8IbloqUF7DLQ32Tl4CKi82us646ZG0jAvisZjye6FK85MkKeYQnzSSfGTYnyGm8Sbi0DH2USWkdSuqdoqqQor01GPSTKOxjnMgzUQ6acOugeZgrokLG06VOm4p1OiJ/D9ZkJhqcVnexq09udsYWhA9eC7cQEqrpNjA0koxjW949PSXZK0ylMK5Nht9HC3YzgMg7L5hMkZDMmFWQ4Ylo17aahSHRtwaAjRZZ2SknKxlOvbxikv7Oseq66GV9dXPHD7QPGUQQSQDKAVEYIiq4tuIkKl4chh+EBzgSsity0WZZ+LHhrfodPmi/Pr/ntq7eETqYTd9uGovSMo6HJYqq7g/CQ2yC9sxfHpVhjEnlS3VFqz8t+PgWrwnrcMrA/VGgTGY6O2bKjLkZCVJgiEsbX+NqK6bXOSsEUXo0zxsGyblpetAtiUlMwX7mOPlq0inxhcccic3+tjpTa82Z5y69WH1ApCTyHVPBWccO7/QMqPQqfuRGrgeezJSEJ/rDNZb5SiVl5L938oDnQWJnQL4qOj7dL0m3BmDcjbGKoLE05TH3T89WBXVsSbKDfiXDqqScJkEpFdyjQVjJ5HzV1ObJ5fyXKRglQiWUW0XVZGRtgv3sNP8mp/y0iJFkiUrxvchWTCqHTBW8olz3OBULQovCdn+N0Xo7zrM+Zpbm0v4eLjfM4wZVsq+jPEnpMoBV2/0dedn/8lZC+z8/h+kwEQwFTC6zmlAGePtRTD8T2krn5UgYopwmZHkQJJGTT+TCL4j8cxRGvvFWMcya135TtIE6K2maEoUpZjkvKbwWoXgGa1JWMTZgmk7bwDK0j9QYzF/8J7w0fXa05Xx34re4LDN7IJDnv6pOsf1KEnaMdNGMp8lFaR8rSc7ObMa8FF3deiZDo280NP9wJcHhR9mgS1giGLwbNsctyU9VIGxWxNxwOFS9V4nd5k7dmdyxsx6Nyw9v1FT84CKBYk3jVzohJIDxniyOV9dxkMLU2gaCNsC1A1JVzn/AH1w9QCJaw7xxPr9ZcrPdc1EdsrsV2vmQ/lmz6ipgUy6Lna0vP3O7RJL5WPuerbstbVkDdvzsc+Npsw99Wnk2Y8acWH/Kd/ZtiLbC85rw4cjM0dEGC4fPDkifzDd+Yv2Dja676OV9qZJDymzdvc9yXJJdQp5K3yaIbuayvrOe8OvJotuNVOyPMWw59kTe3zPjISWjoDVTZZuFooUjYG4tfyvQ35M/4rquJSXG3q0W8g9xfLqTnPFY56J2gXlUkmYSZj8TceilKjx8NReGFoTOae/GOJP3G7kGUiqd7TfOzlN6322j0KXtOUN5qdJ/bS5+abXKC9HnP8PP1+fp8/aKvxOcDlJ/lSgqqm5hVrqFo75WoT+Bqoc8lhoUg+lHkUiE3pF/b+aTHqKbntm0Gp4bcH6zuPVKCEDwIS0H8hzJR3ghXOR0UfpFIWiw4AYG/JCU+xlHK3rh3YCOv2hXlokcpRCX6tEtHoBCDpviiEspVLqEjmvFQMDtrKXIZWxnPwnXi0zvUNG7krq2Zlz0PmgNaJY59wSL7IAtPWFRrUpQe5tPbFZuu4pcvnnE0PR/3a3518QEA/2v4CkM0vDnfcNs3tKNj01Ysql4418gk1ObWwHwCL5vJdGnI3h3zWTdNlh/UUou9OC4YguFqI1YDvjHEpeLMHnivu+Taz+ndFZsoA5RHJvIb3UNAPJo3fsF5ceCHuwcM0eKj4XG14f2juOmdV0fOiyOl8jx0O/5E/YyA5uW45KI6sLsoebE7l4wcUJ1YAISoJ3rdRXnE6UBjB160C7bHihA0IVcA8XDifCaCMgK10QmiIr7VYRSslocJu9keCrp9gdpZoQee1JKKjB3MbZKw9tPz6krkxnQhcv5DZ4mtZX9bokaFjkwCsGHpCTa//mgnqbsklwWhkiHNqZKKTm7XPtvvnuxvP431ec/wZ7eSkfLXtoloFEkrin0+CQqVGSeJYSYwGN9IWa1HsQw9TeggqwonAWfbNvMzE9gjU5/l5F8C0lvxNTLFS+Izq0cmN76TNehJ9j/0RsC2CgmCCdytAW3w80g/1Kg64OqRlI27Y2cEqHtToqPIhwndTrQMdQZbLwo5Y/e+nNgkVkUOY8GD2Z4/d/4e77UXWBUoFgGdO6t37SOWiyN3mxmr5ZHbXTOVha/6OS+6Bb9+/i5XowiXXpb7ydD97eaGH+8vibXmojyw8yXf6x/SLHpKJ8c/K0ZqK3YDz3bia2xMpCpHfNQUJtB5y20nb6pWiW60IlzQOWLdczfU7MtKjNfDnN/o3p6sQt8pX/KD7jGaRJ8sjR542YuPyovjgsqM9NHxdiOQ1T46Loo953aPVom1OfAld8UPzSNux4ZXxRy9HCcbBTsfmNUDX1rdsB9LGiv/+xfLa34rfIn+/2rv3GIlS6+7/lvft691O7c+3e7xXBw7kyhxYg0hSoJAKAgJTF4cHkDhJQEhBaFE4pFEQgIBQnlBCBBEAslK8oBCXiKM5CSEiABChPiiJDhxrDGTwTPT19Onz6mqXbUv34WH9VVVx5m2x3GP+0xTf6l1undX7dr77F1rr2+t//r/XabB0lldmgKUHllkagsB6lPSW+y0x1qlwqzacssz7JoCWWZkjVEfbi/IrCcMlnzUb93wNndqnkYPN0K1frDbZXE2N+khvpus6m96xEZknhENtM95qjs7DqyQBhQ29hhRO9auTkrrT1D2/0kFw8fIAx4D/x74APA68FdjjA+TKMw/B34AWAF/Pcb42fSeHwH+XtrtP44x/mza/idR1a0a+CTwd2J8/MFfiWCoCjRaEzFDaqBsGofrwDA2BLvR4tPXDWO2Tz4VKtXXS4D6nnafbasZZSh23byATpBs1LBdrU/UzRM+mmQd0IuqfaTplS3x0YO9VyTj+LDNAMQrhSZawR61eGfJC31Ml5OW+e2pKpe0on7L64y8cFSTjnZVMAyWBysdyH7/9FINx1NjYlJ0HBZrXm2uc5ivGTLLRa/+xqATHDdGS07HDRdtjS/cVkH7oq35M9f/D/f6KSEF2NJoMLAEPlSf0fgSH4XTYsm32JbCeM7a8dYq9OZIFdrO2okqVHcFB+M1MQqrPqd1GaN8YJ18lkd5z/FozTp3xAkclC21Hbb7e219yufDTf7ERDPVP+iu80Z7xEneMLI9I9Pz8uge//X+y+QmkJlAbXtuFnocB3bFpR/xZn/MEC1/avJFfqt9iRCFl+t7W3/j8+STPC57Xpw+VHWa0jAkMvrvLJ9nCJbOZWSZ6j+WU81WB29pYq1TNZ1lCAKiqwGPwTc5OEHSjHFWOoY2TTfZiElzxlXVMQyWOuliZmm++ni84myhTajpqGM2arn3YEZcqFjwhlWxZT08VJOpmKk9hQzC+qYjv7DYXnBW+bWbFZVNup4StXP95HoeT1So4Wf4MnlA4CeAX4sx/pSI/ET6998F/hI60fYy8L3ATwPfm4Ln3we+Ww+Oz4jIJ2KMD9NrfhT4DTQYfhT4pccdzJUJhkjKAnMY3dvVJIaRUQKp6JPP19oBNsOjqb8GGNCbyJcqEGtcmtGcqXWA7bWbFzK2r994qozuKE3HjXTtIV6DZsgjpjdqywgq3rB5qxdoLb5WNeGNZFJ8fUyoI91Mv/z9OkdGjthZQhXJHxrMkLOOYGuPyQJ9U7BOUyFvzA94YXbJSdVwVKwI0bD2ObdXMxjB7dWM0jp86t76YHDRMMk7MhO45WYcHTTkJnCtXvK5+XOclku6xBy/WfXk4qnMwKvrGxznDbfbA6a2ZWR6blaXHBcNa6/B9kY558XyAZ+8951UmeP9R5db57xxkVFax7zbqdYA29lrK5FZ0fKl5oghGk4LzUqvF4ut0X0ung/WZxxlDV3IaWPGKhT0wXLnYsoo75nn1TYY5uK4ls05GyZ0IeO/z78FI5GX67u82R0xsj3feXSL347v3/5+bjUHZMZzmK9ZJJvP5VDSuIJVp8yA09lye9zrIUOOIqtGvSZCbzHJFwdA1snxLmWfeeGwJ4E2Vyc+sZHZZI01EVcY8sxzbdRsJc9yq025w9mK3lmsCURntMSTBBceVW/K54aYRYYZSCv4sf6u3TiqKHIRcYd+O0xgnHolb6al5JHR0K8LEXhCEl6PkQf8GDrxBvCzwK+jwfBjwM+lzO43RORQRG6m1/7qZtJNRH4V+KiI/DowizH+z7T954Af5MoHQzSjCxZkgPXJzvR6myWmzMz0ydqzg2Iet/WQkKWZz+Smt1HN7g+17ieDBtuNc93WF2XYDbeL0z/GJRn1KFsTn80T2tdovacXzMqoGU8yps8X2ukOFlDA9RkAABiwSURBVJxjS/o1szTilQfcvMBNIvlCyM5yfJ38P8aO5iL5Gk8Nt8yM5yZz3miOmOQdvc8Y5z1vNQfEKFy6aks1uT5ZsnY5s7zFBcus6hiCYZT3+t6Q8erlKddHyuszEln7XANse6AeJwjHRcNBlojQvuDDk7cAqGRgZtZ8YPKA3z5/P996cI+zbsyDVjvSl13FNMltAWQmqIp0Usi+6OrUuTYM0ZIRyMWzCskq1Awc2BUv5g/47OoDXMsXfObyJS5WNSLwxTunzF5sadNFeKV6kzYJ9P2Xi2/jQTfmg5MzPrN4iY9M3uRL3Qlrn2/LDhetOtm9enGaHPciPhiuj5dctpVSZ5yl6XNeOb0FwO31TOXGMhWw2KgN3ZlPtbNcGOx0R8UxJmKtw9UWf79CpoOqWQd4+eQ+t5YHnK3GXB9rXfX2YorNdESy67OtDepGPWlz39vEfPeFDhaYVCv0ovd5zAO+QGlcJuK1QU/oDFbU70cC+OkTXCe/s8zwmog8KtDyb5I4y1fDjRjjbf2YeFtErqft7wfeeOR1b6ZtX2n7m2+z/bG4EsHQpMaGxI28lugqn132Z/uoFAHZEbIlQHWufsvDODUkit24kquF7jASsoh9hHLgRsk7AsjbXdYJiYcYNw0XrWFmKygfpptypZai5YXWMkMuuPHOiGfToHGTuOUZBmcYT1tCEKobPcsHI1zYmAUlF7+LnFjrDTv0GW2e8fk7N7A2cDRR6ktutDbXDRnLVbkt9q+7giJ33F+OOZ00tC5j1WswuLuaUWaOs8WYZRpDW/QVR5WKLsz7ii89VIFSFwzfNrtDF3Jq23M7ETg/VN3j1nBELp6bozmdz5QsnvfcayYcVmuGYLfB5/5qvOX+PVfPeXV+Sm48fbDcWh/Q+pwPTs743ulOw+PELmlCyUvlGZ9fP8f/nR/RDdl2OuMLZ9f55vF9AD7bvsgr5Rtc+jGFcRwWK15bXmOWt7y6vgFAbQcOCz3H24uZCt5K5MFyRN9mjKctr52dUJc9w5BxMFlzfbxkkSwVbtZzXl8e85HT22QSOC4aGldSZwOLSalCr4PZikcUmWO+GOFWGdSe4IVmVXJ80KRJHGFc7NSKQjC4wdI+qMkPW4a+IK8H3CjHjWJ6uKpgyOZeD3kaDEhm8WGm4rYyaIPPVJ74II0TenCHDukNpjFk8yel7vqOx/HOYozf/YQ+FLbzUF9+MF/z9sfiSgRDCZrlhQJcpbzAjXK1L5UgHa2SjiUkP4tOxRg27nmbzFAciIXuUL2VI+APPLHZ2SxuZJBAg14W0/ty/RkK/Wl7IW90qb0hafczVSKOhuRTkfZz4Am5wfZK1g5l2M5PbwJh16kXbn3Y0q7H2EF0UmDDqUzH6KOoiOhgkLXhVllTHbfaeTSRKlfTcVnph3dB6K02LM7TLy63ntfuXqOue1ar8g/dBU1RcNlVXB8veevygL63DIuS14NsrUtv1nOaFBjWPidEQ2a8ZoMIN0eXNENBlTlal+OC2S7bS+vJxDPKBs76Mc1QcFitubU84P7lhOeOL7kY6m2md5rpxMoH8jP+8/LDdCHjpF7pKNxgVQy37PnUg5cA+Jb33+ZXlt/BpauZWM18Xxw95E47pXElp8WCIaoqOGgN1kUdAVylbLrrcj50/YyHbQ1VR5U5Op9xWKzTOTiOyhWvXpzy8uF9PaZiyfvKS35vcZOLcc3FWzP6xBFcBBVa8IPWdKpRj/eGxbrkZLJivq7obMZQJDtYb/G9NuOGiwpMpM8s5rQjJEfDUNmt1JxZGeVODkIsIzEJvLLpVDujgdA8Mu7X67JbAl8lDHwNiBDfXZ7hXRG5mbLCm8C9tP1N4IVHXvc8cCtt//4v2/7rafvzb/P6x+JKBEPQbnHIBV9pprjRYJOof6/OI+WFUmt8rTUp8RGSBYBJpr/tiRBzXVaEPOKTNPympucrzeL8oV7QfGF0CVzwSEbIVjyimOvcpxvtMkvjU23R6NM61h7TWMKREmjtperU5TPNlGIU2lVB9Iaus+SVI2bqtZwt1WxcrVBTFtALss6xnZCthf5IaC8q8mlHVQ2c3TpAirDroq+ylN0G2iyQZR4T1Wu4WZX4ZQ5eWFsNBLfbnNG44y0/I0TR0bF0fy/7kufGl6x9TpuWvfe7CZl4ztsxx1VDZR13V6r+Ml9XtOsCm/mtEs63XrvHcih5fnTBFy41UztbjZmvdEl6ua44rXMWQS/yOHR8YThm6VWx5q31IUYi1ydL+jSvfVC0NCm4ffLBR/i+w9d4bfUCtR24VmhX+SDXpf/dbsba5xylwLZwqmh9kOsT7Y2LQ8rccVjoVEznMjqfsRpyzo02XW6UcyrrWPU5nzu7ycmo4cMHt1mHgtZrdp4fdbhUQ4xRGPpMH2B5IASzneM+W4xpVwV56bZTOvqeHbkbE5GlJYxgfLqiXReY8cAwT0uW047YWeIkIqtMu9WDJgLSbkRH2BH986jamxvztCco+/8uT6B8AvgR4KfSz//wyPYfF5GfRxsolylg/grwT0RkY2D9F4CfjDGei8hCRL4P+F/ADwP/8it98JUIhsEqVWZTewvZLjOUZBzvKkFm4HNtUvhCqTMbxevNMtV2yZXTQqiSXFef7ThX1SPdYvTzNgm1cVob3BSdTQ/tsfIaN02T/lAzWF9qECQkzuFxD2nywDhBHma4NA42LEowEbPIMNdbhjZDggZn2wsyaDY6XNuQxFAqT5caOK0QM0MYG5plpYGwMzppA6rM01psqWrZB3VL0xVM646hz/A2kp9nDLPkDOfVlN55y3pdQK/afG6wLLqCtsq01ph8k10w9NitGs9RqQKs6z5n1ZSEZY7vBXdNg/+rD06ZVh2/ee8lHcHLHLVEnZxJ0v4rV/Dpyw8A8GJ9jsdwYNe82R3hUrd37XJGec/N0Zzff7gpHUHnMv7j+iMcFGumWccfNCf0IdtSjeZU3Kwv+fRdTSQ+dPSAyg7bkcFrk4Y6G3BRZcBEIi4Y2iEjNxp8/sfdDzJNbn8h6ojk7faA827EW5cHWvKoe+xm8ikKy8sayVVs1pjAclVSVQOLW1NkMLhQkL2odVuRpJodIZaoxUQUpLM098bYmfpwZyca0J0zOqmytphWtAnoBHqQoKbyBNlKzeUXmxpkMq5/kgHsyVFr/og8IBoEf0FE/ibwJeCvpJd/EqXVfBGl1vwNPZR4LiL/CPhUet0/fEQ28G+zo9b8El+heQJXJBjGTDO6TTr/KIF6mEXyuezEK4cIPcROA2jII/lqJ7+eixaa9QYxuKQqEjMlcptBP2/Duwp5JF/KVkLMp0CH6GdrR5ltwIwZuGsDJvfEXkfyjAmqoScOc7dEBhADcidJRdVRg3tE5e5HDtuYnYeLT0ITm9VH8m5RG1MduDdrszURl0yD4Zbuk+xPw2CoZz1NV2xNpmwWCLVjOBFsooHYzNN1OT36HoIGyNOjBaN84N5qyiKvmKZM6rAY6IPl7mLK2XJMYTw3RnPuLKbkhaOLqnDjUxazGDQsZSYwHXd0LmOZ6DjLtiS3nrvLKU2pr299xkujcz67fAEjkcuuJqBL9iFYHnYjjETuPjjY3RgSee7kkoOiJUShGQruL8c4ZwlBuD2acZyyysuuJqsCbSINjrOezHjmfUVlHUYC95sxzlveuKsJRl46lSJLmVzvA7eaAy7XFc5ZnLOM624ri3Z9tqTMPOs+17JDn3E4W3Ex10zTrlW5aHVf6VP5QYe1akZP0Pl1iSAro5StIHhvtmIT3lmqSc9QZMSu1AZeB8ZLkv5P93R6QGYrUZ5tkZqJO+fUrw8xPslu8tvKAwJ//m1eG4Efe8x+Pg58/G22fxr4jnd6PFcjGEqiu6QAJRHMVmlD8IkL6CuhOk+8vgBu0CxuGAl5k57QlWy1B7OlELKMMAqYXtI+2Mp9gZKxN8vsKHoDhRRkh2ncMvk3AVoCSGMJtXaHBb1RQ6t+FRL0BmWA7iR5dqzTE1uSaIOotqHZPLWj3rzDcTquQQNgPPBwkQriMRLnBXHkNKN4hCoha0usvKrL9DmZDRjYGkxVxcDcy3aktCicfqEHzUbswUAYDIu2RIDz5YgXji7o0y/yclVjJDIqewSY9yUwY5Kk9P1Bj1vm285WVqjpVV0MTPOWozKwLEoqO3BmJzR9zrjouVxr5llnA7fbA46KNffbCc2gMljOK+Vk0ZXbuWKAcF4Qx567F0oiP6zWPFzVrFclLnmMBG+oE2l8lPfcbyesh5xrdcNJ2VDbgSbvWPucB616vMSolBjSNd1061erEiuRZVvivaEqBrwXmnW55Q02fUHvLMNgGdY5xWhgsaoYVjmmU6GQfG5wte5/QCk74oRYKV9VWqOUGQNxmVO9r2X+QIPn+GhNbj1F7uifd3R3R9jeIC1kgz78Xb2zy7DtjlvbncSt2doTwX4CZY899tgjEv2THGe5OrgSwVD8jiwdBYr5rgZonPIDfZHUbXIhX+3mkaPRbnM/1SeiqwQ31pG7jYJHNrdkK+0MF5dqlLOZTX70c6JElaTvobsWVO2kUgOoLTVBdJwujoCLgugAC9YBUZKPc1Ll3hC7zY70qqKhET/zhMKkpo52uPOH+hluFDVTsIF4PGDOcvwkQKHks9DaJHa66aALnCqvrWsLismaEIXFqlQV7XWRRr30cPpCO8+jUcfa5BCFLC2hldsXubOYbmefx3nPMonLrtoCEbhgtE0QYvq92I1+ozPUxcAk73ljfsRLB+dUduC0WnJQtLy+OMakOh1oc2UIlrtJGSczgctmlDrbGdenSzIJrJJc1nyVbQchzhZj7s8n5Pmm5oD63axy7hrNHGMQstxzMF6zGEpeHJ9zvVjw+8v3sRxK7i4mHNYtl81ONzIC88UIm6kfcrMuVFKrKfBesElzcEM0v1goJ9I7qz+9oW8y8ru50rxmnih2Wws3a1VUjwZYK6E6ZloeodTRu/mDMbLJPB/WqreI2h/IYU9YVljR743pQIpdrb070bq4TqbEJ0y63meG7x4kUVt0EoliEbfL0mjB5KIyRY/4I4dMZb36qTCMIcpmXA/6I6W1bCwaY6b1RtNrJ7mYx61vsvSqnO1LIWsitlPNuI1eHVnENJas3YkuRAtxmZE1QvVA6439wc70J1qtTdZ39D3dSWSYqheu+k1GstoRKiE0OaGE/GKnXG0cxGiQaUQkYF/s8ec1ZmMa5IW43rUHQ5Gc00rP4VFDmTvO52P6RYEcgLURZwOyKa7nnlHZs+oKYjC4Jufw+oKqGDipV3zp4nCrug0wLVqaQSWunLP4NlPHukxFCEJnMbXbLsPLeqDKVES1zgfuNDOujxa4YDFErfMhPDQafNohY3BjDuqWh23J6VjFKPohY1J3NL1SczbHtJ4UuC5T/b9SPyczgeDTdTPoElQ2zQ2jnd6RcN6MeD0/oUnz353PGBUDd85nuN5u3fH0QmjA22gNDpcl5Pp37+D4sNmSpatqoF0X+CYjmwxKm1nrNbUdyIXVa7+Zl16ztQHwdcSNwrYubUuPbzPoDCzTV3TsdATQC+vKEluLWK1vSwSxKuu1aaD4AlwdCFVQk6rlEwqGwF7C613ERqTSzqMauZsdDzBEIAe7jlv9tn4iO//jzZPwOL1+wxFMQTBkaINkkzj0u851+nRAbx4QTK/GU+0gyGWu3epBO74A5UPl9THR/fpSM9nqTHflRpqASdwp45hOqFaW9qbXzDAIYgKZhWzUs5pX+N5szYKiRQ2sAlw7WaqXb+kxJuKdZqoxj0hjtmcQvBCdIbPqzZznHj9yeKfk3qx0+CRs6pzB56LUDhPIJ6qy/fLhfVau4MZ0ybIveGF6AcDKFTw/veB3ls+pfqMN9BclPouY0iuVpLeUE80kq2LASNRAk/f4aDhvx9xuZnzo4AEuGuad+i+DTsRctDUPmhHfdHzOSdlwUjWsXMHZekznMi67ihsjnd64HFU0EnF9thW5XbWFjsZlUTPq3m4l86tkqtR0BUXmttqDG/3FbsgYVmnWOAXDaLWhFUpPTAGvPGrVrKnJyKYDy3XJ4USJ3efzMcYG8llSLbJCJFlJ2Kj163J3D2+YE1E0KIpX+4ogEB5q7TbWfnefetEmixNlEqRAH/NNwq/73pjIb3xPgrNJDfvx37+vBRGI+8zwXURQYnO+UmVeV5ntwHnWKgfRJDpNNDpiF3LIF9r4cCP1hwVoR5F8aQjpZi7nmrltidmF3oDG6QXtDncCEWbYqOFEJm8YVu+LiWsouzlo0aaLbXU5nq1A3CM3+VgYptqF7lPz0wyquJ0tDYOJkEMMhsODRju+RYDTDt+ky+EFnBCjcHYxYTTquHa64HJRU9YDbrC4BtxhkqjadJnzgPOGwnhOp0vaOuOyqdXT2FtsaqiMqp516ji/cO2Cad7RuAIXLCdlszVNf2upJ/DC9IKVK3jx+CFvXuhUSj7rd2uyqF/4TbBt+5yT8YqjckWIwhfOrmPSCNznnVJkpmXPKNNvaOtzIlDljrXLuRtUqaYPlmt1k4yn2q2467jsNRiMOlyy1fTOYnK1Fs0yr7zOdHjOGUTg5ev36VzG7cWUWalPqtuXMxV0Tc2tDeXKzwJ2qjalxqoHct/m29kG/7DEXFuzSE2gzYPKe31YiY3YuaE/CFT3jNKxKrYPvC2nNMIwC8ggZM3GHiLix+oVHZJakgy7pXR5ZrcdPTfaCcgWF2Y7BGB6beT5xMOVJxW/1Mv0Ce3sauFKBEMhzWP6NJpntIYIbEfrgugUis92mePm/7JV3JKiqzPt0PoyTabkUKy0riJJIdu4tBQmzRwbGIpIP4P6vhBEIEBxoRnko763rtYA7WrN/EyfpmCMLpXdSDvQw2zX2fN1VAEHwDYWP/W4JueBnzCadITB6BTKpsa5sOrAR0acDizOxnTTXjUSnWZz9fUVbXJOi73ZLgsv5yOy1Bldrku8F0wW8OuMbKrp8eV8xHjScjLeafq1PsNFw1urQ7758IzPP7jOLNUM7zQzcuu5WNdcmzTcX4zJbCCznjp3NF3B5cWIMtUdJ3XHNG952I24M5/S97qkLcqBVVtS5I5FV9AkCa9xob7JnbMsupIqczoZAhxVa/pgqayjsrr/F8cPmQ8Vr8+PWSWTrDJ3PLiYqMNfBGMjRZJGm1Qdy7bki/evkWceK5EvXRzy/MElxgSCLygnHZ2r0jio3pTGevIibjvENu3PNRnRRrw3W6uAvrfb7JIsImtdxhYPDcMspnn5SLyRbqRlzjAKmMkAQT16wqD+3RKUUB2abKv4TgTyiKwNvtAVihvpzHF+ofVgibv71AxsWRWYnX7mk8Cz2kCRryDv9Y07CJH7QAOcPe1jeRdwjWfzvODZPbdn9bxeijGefj07EJFfRn8/Xw1nMcaPfj2f9Y3GlQiGACLy6Sc82H0l8KyeFzy75/asntceXxlPzCZmjz322OO9jH0w3GOPPfbgagXDdyL8+F7Es3pe8Oye27N6Xnt8BVyZmuEee+yxx9PEVcoM99hjjz2eGp56MBSRj4rIF0Tki8kN6z0NEXldRP63iPzWxgNCRI5F5FdF5NX08+ir7edpQ0Q+LiL3RORzj2x72/MQxb9I1/B3ROS7nt6Rf3U85tz+gYi8la7bb4nIDzzyfz+Zzu0LIvIXn85R7/Fu46kGQxGxwL9CbQC/HfhrIvLtT/OYnhD+XIzxlUfoGRv7w5eBX0v/vur4GdRa8VE87jwetXH8UdSi8SrjZ/ij5wbwz9J1eyXG+EmAdD/+EPDh9J5/ne7bPZ4xPO3M8HuAL8YYX4sx9sDPo5aAzxo+htoekn7+4FM8lneEGON/A86/bPPjzmNr4xhj/A1gY+N4JfGYc3scPgb8fIyxizH+Aaq0/D3v2sHt8dTwtIPh42z+3suIwH8Skc+IyI+mbX/I/hC4/th3X2087jyelev442mZ//FHShnPyrnt8VXwtIPh12zn9x7An44xfhe6dPwxEfmzT/uAvgF4Fq7jTwMfAl4BbgP/NG1/Fs5tj3eApx0MH2f/955FjPFW+nkP+EV0SXV3s2z8MvvD9xoedx7v+esYY7wbY/RRfTD/Lbul8Hv+3PZ4Z3jawfBTwMsi8k0iUqCF6k885WP6Y0NExiIy3fwdtS38HDv7Q/jD9ofvNTzuPD4B/HDqKn8fycbxaRzgHxdfVuP8y+h1Az23HxKRUkS+CW0S/eY3+vj2ePfxVCW8YoxORH4c+BXAAh+PMf7u0zymrxM3gF8UVd3OgH8XY/xlEfkUb29/eGXxJGwcryoec27fLyKvoEvg14G/BRBj/F0R+QXg91CX7h+LMT6bGlb/n2M/gbLHHnvswdNfJu+xxx57XAnsg+Eee+yxB/tguMcee+wB7IPhHnvssQewD4Z77LHHHsA+GO6xxx57APtguMcee+wB7IPhHnvssQcA/w8Z9mvDLabRGQAAAABJRU5ErkJggg==\n", 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\n", 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86x7F2xJpCtrTAqcJZrTuA3yyTXq5AAIKd6F6X4rb72OeKdDbFrFtepmZVyco3Nb3rz0eIuoOmUWD4ICP60XEkYW4lUVt6ZGsZChfFhgp2F39jOo+QToZ8KkDJ/jcnz9BklF4VUGS/Y4fdeFxC6uthXh+XuEPCDCgt99HpQaD33QwY0Vjq0HYLxk4LehM6PZ2VwceWlvBaawHNizILUgST9Cd0Ca/nNQ+sbRj4VUCovkcmUUDM4QkCw/8yHleeGMPblULsG97qqUFZigo3la4LUlji8ml3/6N71nIHD7oqBe+/tYCrTQ++30RaO+UybmBDWzgBxSS778S9N3wrkh9ki7UXx7BH1H4I4riJRsxHCCGA5KcIjvY5fDD1/hS9RA7K6ucq47RfqSH3TZ49t8+itrk41RNnKrJB95/CukoopLAMlL6cz06T3U4d2ec3s0SrT2xNlEqgqAiaG7VWlowFtN8r0//GcHYMyYihShv6AjcmiI3L8jNCwZPQpqV5Ocltb0CmQqcXITdFBAZJAMxmVzEzO9vJ9vfI9vf47ce/zrZ/h6ZkQ7d+3zqL4+QFlKcmxn6zyu6EwrPTuhc7aNztQ8jAX9QULhpEJUU6fYe3oKmd+RmBU7LoHLGxGhaGE2LR3bdwHmtQOmaQGVT/skDx2nMlnGrBlZXsPQvItyqweo3x1n95jhGKBgfaNBezrN9eJVwl08wnyfp2ESzOfq/5bLwwzFRnyTqk/SmEjAgs6xIbbB7iiQLRiDIn/XwhwXZWRP1Zgn1Zgm7GOEf6mHZKXYxIhhLiPPQPhjiNgS+72gN4/EmyeNN4pJExIIorzWg7CUPI4buqEFYFhRmFGlGUyUsH/xahmg8JjcH0gS7YeI6CcGQRHRNbtwdJskrhNI0iswVj9JVgT8qkWsuvXqG2LeRJnhv5KhcEPhDgto+xdKTCUtPJpihIHc6w2effwyONCnMsO5nU6SeYm2/Tf9Zhd0DuwerD6WEFUXvgI9Y8shedqnvhe6IgRXA9DcSgn4dWf321R0XxBMhpdspRgKpA61pA7urMAPwVgW2k2A7Cb9w9CVABzZSD9qbJcqENz+/X0fHFWw+OkO6OSDdHFC6CYW7iiQDhXMr9+gl3ysUkKLe8vp+4V0h0Mr5LqmnsDqCsQcWmP7YLcrPZSg/l8HqCDhZYnOuykuXd3Dh87tZutNP/rUsfZd0iD7p2kSDCdFgwql/c5jiLQP30TXOzE7wyYk3iBdyGKsOxe11cjdt5ENN2odC2odCNj8yw6Yfv0nupk3xpQxrxyKWHxJIC9yfWaL9vi7VQwq5zuVaflBzpaL1KGCx6FP6eg6vpjB8A++OQ3CzSGdS0Gtm6DUz/M7F9/KZ+/6AnBchllw+9omXMTsG4UBKbY9ATfu0/noEI9LmXTIV4DYUqacjtnLFI85LijMJqQtxXtLaAtlNLbKbWhy/voX+D81j+WBXLb65uBO7buC0NL9MHe8j6pMo8R2+3sKbo9hVi0sXpsiezzBwWiB8k8Jtg8ZuMJdcVDlGlWMKNyz6T+s/7EwJjBjK11NKN7X/q3Ip1b4epS/nbI78a1kqX8toM1pBtMfHu+kiTZCJQfc+n14tS6+WZfLAIqovYsfPXsVuQ3ZR4a0qvKqifV/A6sMJpg+dSUFnUtB/wmLgJRszgmBQUNpfJbhQxggFbtWkdNrBaRi0p7W5GpcU0hIg4diDF3CLIaJrkpRSkoyek6gsUYUEa9XGWrUpX5eYIZQvC9KLRaqHU9YO6jXPz0CcV/gDmh+HhE1bl0mzClVzeOKx8wQDCgXEOX3/lfsclAm9PQG9PQFBBSqPLOFmY9YOGMR5bcoaCSwfVURlhVtTBNUMQTXDp888TBRYiIaN2N+ib0sNaUEwoHBqBnYbrl4bx7zjYd7x6A0LggFB/f6Y+Y+MMnAhedvOq0S95fX9wrvC5JQI3JpA2tD+8zGWJgQTV7UT3gw9pA1ffPoo5QWB3VG0t0L5eszc+02MsS7bhmrcWtS0l96QTXKsSXymH0sK/i1PYfoCuyUwvlQhnQTzRAknpyf9ajDO+w9fZOHxVRrtDNP9TdYujdPZklB9YRRLgBsCj9cBKDzfh/lkFXmtgls1iKoVolHwaorSdUH3vR0cUxLM53EWdNQyLJl86g9/jWi7jzEW8KdvPAj9Me6MS5KTpD2L3kEfqpo0qxoOtYPaPybKEVtG17g5N8jC4w7KkJiBIB6M6azpqFamz6f6jXGSSRg8tET0p8Nsutxh7skC0oLe1ojK6zaRjuiTlhLcmw69zTH5wS5+WMRpCpym0FyuJb0Wgan7LySUbgXMfNAjngjw2x5uC3ojAtOHpaOCynmFP6yFXm5e0hs2cH52GbNRwJ3J0JuCsE/iNA28qx7+pphsRTvR7twY5sEDN3jj9jRyf4RbDOn/XI7UgcqLLtmfXGJWDICl5yR1HYZOSeaPQXm6Qf1qhXQgxQgM0hTCPkGSUYgpff+449DFIjdn8OrcJuKFHKXNDdpdj6Ru0sloYq6zYDN4Rj/D6knsnmT1kAUojGJMabJBlFjYp0qMvppQ3WdjP1oFoPqNcfoaivYWgSEUpevQ3L5OLbGguy3CnXcwF/UaWwHM3x7ALMakgyn9J03sntKa266EwR11Vhgmf+PbR9QiGNRjCpZyhGUbkZOIVOBWBX03YpRp4x/S5yYFcrkAlgpIG+afMOAL3/tZVUD8LvC7fze8KwRady2LkUBnU4o/LOg/B41tWkeu3icpTLYofLVM9WgEqcDomCw/YCAtiVrMsPL6JHZlPaT/VBW/mSW/JuiNK4xbGT70oTf46vP3M/nULNU7o/SdsBk4p99YQb/JybEJnpy4xhebB1l+YRyvrcjMW/fY2p09EcYtLQ1yFqTP9xMPwNhLAbVdLkG/oL5fYlZCCpmQUiag8XyROK/HF42lBNkUUXdIBVgdg2QwJrMM/ogAYWH6NtGQ7pPRNXnwgau8dmYHqupyIx6iXOnStiWVZzNIG6Kqc48zlaxZWAoe+9HTvLk8ibChviePMuDYD5/i+GfuQxnqXn8KA13aiQGJQL1WhgFFezOYvs52iCqKdFNAqdgFoD5QQBkZQCHqDt3NKf6IwIgUW568w51ahU5dRxsBansF8VBENjWJqh7pPp/c+Qy9iZS+K3LdjLTojus5FWMpF768C8fTmk+YChaOSTLzFlFJ0Tw7gjXhI+5o3okZCFr/pIV9sUx9vgTrB1tmUzJLNp/4qRf47PkHKBzXE9SZlmRWBFFZEa5kcbqCZiOLSgwyNYHlQ6OiiEZiegNaiEvHxAwV0TafkYEmC4t9KCWQUlDbD9I2QUissxUAyisKZUI0mHC1MUTt/oTMrI0yddaIN+tgtyHJrmd39DSXTxkWaVZnABixdjWYjqT5/AiVRYXT0cGuhY9HyNCEloO3YiIbHsqE/AzwoSp3D+WxMx3kqp4jZSv8ux5UUjo7Y7b8meTO23BW1ffZpHwrvCtMzjSj8D64gjPSY/AkOG1JfjEhv5igPEmv53Lsn72GnY3x+gI2fzli5/tuQilmfO8yIgUhBUIKOpcqVJ7z+KVf/gpJMcXc1earz72HDz5xmmboQSLoTIPTjHCamsfVutbH507ej30py+/+/H+gd6yDt6rov5Ay9kqId9dh6pmEqWcSlKlNAzMAkUga+yXJ/o6OuOV9xNcqrDw3TupC/8WE/osJlcEWI2N1lKVQXooyodjfpXEoJnWhuL2OEQsdDZU6Y+DcV3Zj1w0GTwrMNQf/bB9q2aP63pDeiMCrKrZ8Zp4tn5nHaerD+lcX96Ce7qd6f0prs6Dy2BJfP3mAzpT2KZavS8rXJf61Mrt3ztE30SRcfxEkoyGlm5KopCNlmWxIbbVIbbUIXYvgPR2i9Ujy0HFB5bz2KV6eG0EptB/uvh7BfT3Y0sXwUqrnBilftMiezJB6YA/6LD2m8AcFdk+iDO2/nN69RG8qJS5KZFbiLdhkZy2SvHaCPfjoZdJVj5EjS4wcWaL0yDKPjN/GWxEYvoFdDqicMShctZE2/PGzj6GqLnEB4gLk7xpamI3HZOcsyldAmAqratPdF9J9tIvdMMnccWgcDWkcDcl9eInWZq0tr54eBt+kfblC4Dsk+ZTMsoF0JMXbULyttbDGLsgN9Kh4PcanqoT9ks7WGCQkGUXnQEj/xZT+iyn+IPQ2xYy/bxazJ+hOaL+kW1fI2GDLh2+xcixi9ZM9Vj/ZQ9UcKq/blM/bbPn0XfIzIKcCmjsV4av9bJpY4/7JWbwlE2/JpHTRQkjIDXVxF2xufcL8rufv7wUF6d/h+n7hXUHb8LaOq8mf/03SjCKzbDDxTI1r/61+02TzIb+9/z/xm2d/HIDwdgGZUbgrJv/vf/07/NbVn6D3zLDWpoDHfuIUw06LP/nqE8QlSWbBRN3XwrZSuj0XueaSnTcp3tGmRXOLweYfus1aL8dYvkkvcbg+P6RTX17xCPoFxTs6FQg0UXTtoYTMjI2/NSR/0WX6o7dZbBeoLZUYeskiu5Kw8IhFXFynehQSCpUuSgk6tSzZso88W9LBi4EUd9ki6kthPefUnnFxmoIkD+FAChIGThk0dmrzLy5KBt40sNbTbrojBsHRDplX8sQ5GH+xx+rhLP6QIhxOdE5fKlA5LZC8uw7hYIooRfzCweP86c0jeF8pUTsW0PeCR3szxKXvcJrMnkFlV5VGK0vp2SyJJ6hcDWlsczTNxZMc2XuLU7d0SszESB1DKKp/NYaRgBko3Kaitk+Q5BQyp9n8xjqRWFUiqDv3OFp2y9CCd8AgzkFcUMSjEQT6UIpsguWkJKGFc9elcEfRnRAUb2tTt709QSQC5enxGi0Lp2Xwnh+6wOn/tI/ehMQIBdJRqL4Yw0kRcxmMEB596jwAby5N0loq4C1ZuFWt5UlHYQ0GWBdz+JN6rcrn1zU6k3t7sLMjxl6zsHe06FWzOi93xWbb0btcmdWUh02fEdz+pEAEJiIS2B1Bbh46kxD3SUQxYmigRcnVtI1GkCH+4iCpK/BHFOlmn7TlYBYjBp72aG4zGDy6SNPXlo1UguiS1oDTTQFqxX1beGj7D9jqS0+/dVbT1smlf7y0DRUb7H3iBldXhxj8hsfV38xiLOvdMT6+wv/wr38e/4giN2sgN6d88uFX+erdvXzqmX9K/5smuY5k8Sl9GsbcBr9//HHcRGCE+gCRGkR38qSlFFxJkjWp7dUCKrMCrdBjZaXEr239Jv/yxR/HWbLAgPp9CXYhJFnKYa3n+HVHBWbL5Ic/cZy/PHuE/g8scPNbm4m2+RQu20RFkJZFNBGxe5PmfV2+Pk5npkhusg2xQRjapOMxRjaB2CQuSTbvWWS5pZnvvbJNNKgw8jGqbWPEBp2PtombHtaazeYvJCwedbF8PYb2toTRL2RZPawJq80tGbIrEn9I0HfaovlogH0zg7mgBUJvWqfMhB2P3187RnZRO6XNOY/uuEAJTfL8NtJKTBBr3lZUFJiBIsmatKdhcMca1QuDnH1lO2pAH/KlUyOkkwFjt1ISTxBnBd1Rg7iYUrhh4o8KvFVB0K+fUbzo0tilndv5ecXafSndjklnSmdwmCFUXnUo/Pg6j+72IIVKh+ZcP+FUiNN0QUJv2MDq6iR1u2Egt2obOEkM4uGQk1/eRzSkg08iFSSlFCIDY9HB3Nbho1sv8MbatJ7TmSK5eRPpQFQEt2qgjrRIrxTwJxIKV23ivOaSgU7wt+pQ3wXZWza96YSMKTHbJqYvGLx/mViaqHB9DYZNvFlNIDYizSmrHYkRvonVNKDp0b6QwTi2BECr5xFvg50P3Nb7rWvjrJqoeob2pKD/QkqzMUp+XgvxzphJ7skqvTMVMqcz60UE3g4I0r81VfvdgXeFyWmGsNApEdwtEAzYTH7O4l9+5Iv8y498kWuzwzS2w8ir2heh3JSvfeZRxLf68JYtBt+oa8JlbEBs8EdfP8bARINwOGHkVe0LSuey5LY1GRhtggHhWIzpC83+zoNpSPoH2nxu5QhG20TZgASraiHnssQFQWuzvniwyaEHb/DFp4/y4vv+He3QwQhh6GmXJANWTxEMCLLXXa7ODXN1bpjd2+fp21ynU81iN0zUig99DpsAACAASURBVMcj+69TLPpYXoJ0JHPVMt21LN21LMPb1jB8A1V3ELFAlhKyXy9grdkUbkNzq6Y9dKck3SlJZtEitQWZFUFlskHnYy1qewxSF/xhodn2U6HWdAoKpy/AiCE/I7A6AmmuV4pYN41Gjixh100qp/Xl3XURL/SRZBRhRZFbljS2WmRWBCs3+pGW4mMfeA23GOoIooTCiQypI1h+RBFWNBE3s2DSG1W4NUH/hUjvPgMKP7mAu2YQ7Ahobtf+n/a2BLsjcOsCZ28Tf0iw8tIYKy+NIWKDILKRQyHZay6dTSkY0DkQEPYJRCLwagLvdBbvdJaRFwz6vukRFxUTzyVE4xHZw1WKVy1INJM+XMnSSjxmlirMLFWYfFZRvCsJ+yWVqynxwQ7/fM/zSEennNldReGuwh/SlA/Lh+p+iAcT/LGU4kib9kwR2R8TjUfMz1VYaBTZtGmFTZtWqB4Q9F9M6U6ndN7jIySUz9hYwz2UCclESN+1FOP3BjF+b5ChYodP/dAL3HxuM86hOl45ID+r81cLM5LWtEnlSozdkdgdSetgxFSpQX4Gwv63zwrTQQHxltf3C+8KkzMzOqkmfvXXiUZiMrcdwt0+ct28yFV8gtsFjDGfSqlL9cIgblVgJDD6Upu5Jwv4uwKyl7Wq3d0Z4t11Cft12pJ/pYzdFQQjKb957Gn+6PZDhM8O4rT0uA/98jnqUYYzsxPIqssD913n7MI48moed1+DB0dneHNpEv+Mdv7mFhTNHQojFIy8njL/EzEjA01qr41gtzUTPulLEIFJ+bJe2PqhlNwdCzOE9uEAFOyZXqTidjm1OEmv7TL2FZv5D63nyMUGIpNgrDoYkSA/A+pDddo3yngrumqEWzMwtEKknzsE4XCCkYs5vGmWU+e24lQNXUZnS5e46WL0vs38F4wfXmT2wgjKhPIVQXcMcgvaN1g9IjEqId5ZXT2jN5UyvWOJ5RfGSbLa/Cv09VCv9BEe6TDS12Ys3yRK9f3PzkxQetlDOrr8EUB3c6LLDRUSRNvSubGbddAhl4lozpbI3zYJ7u+iZrK4dUHqaP+qGQqissRuradWHWggX+ujuz0ic9vBiDXzHgWNAzGVUxb+kLgX+Jn9EBj5GHPWI+5LtdY01cU9kcf0tXZkPVajsVi8tyfthsngSUl1n4l0FB94/ymWggInb0xjLzukniI7b9D/lK65MHthhPysgT+oYHOP3Es5GvsTBiYblDM+N2aGIDY4vOsOAKcvbcbwDZymQbg5AKH5cpYPUUGndlldcW+No5IiGo8pXHQIH+jA9RzRcELpvE17i8SpGxRvKWr7dfvCrhqdCxXi0QijbiMU3P6N793k3HvAUX/2taG3bHdgav4fb+qTu2VcPfmHn+DqwjA/sfsUf/nsIzj19bpYJuSPrpKkBnFq0l0oMPkNRXWPhbQg2dfFupRj11PXATh3Yitu1eAXP/U0/+ezH8SpGYRbQuhY5O6YlN6/RLWd496wr+hoYFyUqGxKvr9Hr+vCqotbM/DHE47uv86r17YAYK04KEtv5m9rG/5YCgK8RZOoT/taCrdMEi0PMENQjzbo3S7itPTG8wcF7a0J/+rYlzne3Ma3bmzHvaJPfzCU4q5pUzQtpgjfgGLC9sll7hyfJLdet6RyRZtUiw959LbEiNBgYvsKs3cHEJEBqcBuC+KJiO2Ty9yt9uk5vZone6BOo5qndNqhtU2y8w9adDYXMENJZ9yiPc29ahugI4vRQIrVMEnKKSISWF0De0eLiXKThVaR7rw2mZUjcRdtXXkiXa+5ti6YjOkuP7HzNH9y9j2Yy5rCkL8raG3Xfi2noU3M9q6Y8jmbsA/sFmBAa5c+3ZWxJs0r/RgJZFa0CZy66+b39hQKMZnLHv4u7X/aM73IQ5XbfPrFJ7TQHNA5kkkhJX9LO8/bu2OcJYuoX79Uitcs2pslw6/D0mOSxw5d4eXr27DmNdXGbhoYuzokt3ToeP/RG5w9tRVveb22mdSmvV03iftS3IqPuFQgs6zntPTxBZQSJNJg/m4/mRmbJKfILejxdKYgqsh79eGQ4LQMUleRmxM0d6YMvyZYPSzwtrbo1jKYdZvMyjp1ZkHSGzHoTKc4DQOrJ7j8v37vqU97DzjqT746/JbtDk3PfV8E2rvC5PSchE25Gklg8YUvPMrUffP0Nsf0Nsf4WyLqFwbone5HSkH/dJ1f+O3PU5iV+BMJ5W9kCbYHnJ2Z4OzMBB899ibBHp9/98pTHH3gCtklxdRfGnz0oVP0xiTzM/1EgUX2+TzZ5/OE4zHuvgYiEZh1myQxObrlNoNv6tpYo98yeP32pu9EIFkvAvh4nclDC6SH25QvGpQmm/ibYvIzekrdp1bhSBOONHX5m9kCpesCuwXF2wGlWynlixb/1/UnsIwU05QEwynBcIrRH5G5v3pPmIlKxMBgi1vLAyR5ndTsv6/D3V+U3P1FSfmmhFQwsX2FxWoJERiMPQ/GQMh73ncZWhar3RxRz9FXfwp/VcFZ0FHBwm2Dqz9XJLvos/CoRW9Y0HdF4VYN3KpBWklQFmTvWgilTa7cnIm3u0GvnkEIRXyujNkzMHsGmYpPOBqTZtS9w124Y2Cu+/y+dncvKjRx6gKnLmjuSRGxQE0E+KMp3UmJ0TNJMjoI03mPjz+s2LZtiW3blmg0cpgRJHlJnIX6oWS9fJBO4s5e8pAuCEMhDMXFaxN85mvHMCsh7W0Jctrn8SfOQyalNyHp3d9jeLxOklfkZixyMxbKBG/VoDti4KyZvPLqHqZHqzpf0oC4qAjWC00KBTdqA5jDPtKB/kspRgruikn5ClgNk2g1y9RjM4R9grBPsPTKOLE0WLg6RN8ZCyOF3JygM7Ge39kU2E0Dq6PdAm7dwOpAPJDQOBSjCgnV/drNEF0pInom2SVBcLhHcLiHMjQFR1kKuy1w62+P4qIzBcRbXt8vvCuCAhvYwAb+/wGFIH136EF/K94VJqc3MamG/8dfRfgmxx68wGPla/xPz39M/6eA7GCXnYMrlJyAO+0K82+MYXUFlaspqwcNlP2d6q2ZBZO4pNj38A1u//l2WtslTs0gs6J9XyIVpIUUw9eLMrRrFfXZQdpTulRybyIhs2Dhrek3pbcm6O6MdBlo0ByteYuhJxZ4Yvg6f371PsJqhsy8ReoqrD0tnOdKSAda27UPZ+BNXQGkdlBSumKCAZVLIXPHHB58/0WO39oKQpF2NAWg77TF1CdvsernqJ4YJhyLGR5rUHBD7pyc0NSN4QjR0u2zi9qflmR0GefCjGTtPp22U39vwMd2n+VCY4ybp3TNzaGTiuo+QTQWU6x0dW7l5ZwucFhYr7/lSdyKDu1Gq1ny4y14qY99H7/Mq5e2YVUt7I4uB516uryOq5Mp6ExLrI5BOBVCbGB0TIyRgLTqkhnrEN4p6P+f1DzAzE2HYHuISgRHdt7h0jd2YPcg7FMkOUVxe528GzF7+zvVo/tPmtR36+wMf1hXiRW7O0gpiOoe7opJ5eJ65Yz9AqcliO9vEzY8RiZrtH2P3mKe/HgLKQ0C30HGBkZVz2laiclfculOp4hEIF2Js2Zi7OpgWSnBtRLvO3bmXn9emtlKdLuAshXesoGRrpfStnWUNC5IvFUDf7c2g0XVIT9j0NofadrIoseTT5whkSYv3NoGCx5yIKbvuI721x8NETWHzJJBbzIld0f7K8OKQk77uOezSFenjQE0Hw9ImzblSxZmoKgeSZn5p//d92wG7j7gqj/8ythbtnto051/xLQNA5CC7fvmeHNpkuev7SAzr7t2/0cu8K/Gvs4Hv/obUIgRNQfZn7DlL3tUDxXZ/tgdLs+OoNp6Iz70o+c4/vQBrn9lO93dKSqbEg+mCJVBFmOKFx38BwN+7MFzAHz5Sw9jTuqNkZ8VTG9bYbE+SnccsouC6KE2xkKO97znGgAnbm4i9UyaXxzjM/uHMPIx01tXWJ0d0+lDzxQRSiEdgbeix6CEjnwa/RG9cY+hk5LabhfpKs7+xT6sMow/MsfSeV0sMM7D5Ze3YHUFsqCwajbLlClsXiYpphQvWxT2tqlJ7cSWpq7qasRQvpGSuoI0J2ltNdkyusas30cndsjPalPArwhSV0Fg0LldQgwHGPvaWKcLpBmFtMGumdg3tE8s3B4TXCljPNjGNZN71XKzS6auTWYLrEA7s0Gbar09AcQG5eE2Rw/f4etvHEAIsL9VwjJ0hPbbhPOoIskWA7qrWc4e3046JPGzKXbV4sNPnGQpKHLyxHbcCR1EME8XSDLQf1aTWb01Xak4rnlUxpq0pcC7mGP56Ho9uJqgszvEvJvHklBbGWLioXnmE4P2Sp7ycJtu18ItB0Tr3DjTkfQO+FjzHlZbULoFawfBe6WAkcDRn7mAKRQvzWnfanQ3T99laG8SBHt9isczSBfy8xI/MFCWoLclxr2tg1dGBIkH2RsOvamE7JYW15pDNHoZxvqbLJuSzBt5mu/V6VuGEmRnNEFYRDooll2W9F9KqS9lCfsVUZ8k3akFpn01x9BlnQVf32mQGey9PWcVQaTeJpLuO4B3hUDDUBzdf51zy2P87PYT/P7Fo4QVrXFd/IO9/Op/VYRCjApNVC4lP9Dl2s8VMCLFLwyd4+KtcZy6nuQXbm1DDqYEGe2oL1S62GZK8fEaq389Tmt3jHc5z5euHQWgeEcnnkclyK5IOn8xipcTxAXoHAoYK3b5uf3PMm5r9eP189vILgnKt2KG3gy48yN5lq+PEVckaU4y9pzAbaZU9zh4q3p47U3gtKFwPENzZ0p3WGuDxRtQO5Tg1Exm18qo0jqnKS85sP8O585uIj/VwrVSomcHaLwygbULgoc7xPU8VkZrgP6kgbdgYQXrVRxGDfrOCPhwjbkXJ8m87xZSCeL1VKnK1ZQka9LZI7GqJsrPEI1FGPt80sAkd91h/Lk2jZ3a4d2dNOm7BL1qgVdu7gMDhrZU6c4M4TQUCYLumLrnkDZi6H/eJfiRJs3ZEi+9fB9eRgdewj79EZGxfcv3NC5jzKe7nENkE7w1m87WFFJBZlHwtSv7EALMUZ9D4/MAnJITOC/l6Y0I4r6E/N4m4nwFERm0LveTZiVphnvEYGUpfY9Ip1bJsZBbN4fJzNqI0RTj6T6GetAbLWCsk2N920Yoof10JUUwrAMWdlfRHRccv70F53KWsH+9UnIoaLzfJ2k5iIZDkgenoegOG/jDSn/QJRVaawXyl138QaVrsDVMRra1WW4V6C3k6XYM4oEYUVTY9nqdv9cK9MZ1dkX+jqErf+QEjR020lL3iNByTkeiKjckq4cFViD4yR97gc+cePhtOaq6BPe71+R8Vwg0I9QH4dOH/5Cf/vyvkl0wcJrr5sIDCa2Tk1gSCrehPQ1+1sUYCPnknpN8deUAfW/Y1Pfrhf/Atqu8fP4wY+9f4OaFcezXyzR2KbodgRuC8FKiPhOnoRdl7YgmezoNkKaOLhVvKlp7EkTDZu3OMMtjJf7vW48B2tzMVCV3Pg4kGYaPaye9sgSF2xadCWhuMXVy95Duk8qlGMUQThQYel2w8qAku2AS9IO3YmH60G14eOtffUpHY85emcId6dFezeONNUiyOg8wswxJO8/UsVnaoY4S7t2yxOu3D4CE6n6T4i3FytGUzBv9xEXF+ctTTG9ZQWrlg6WHDJw6ZK9rykNcVFgLDk5L4A9L7DbMvb9AtJ7p4K0a1PYq3JouRhiVFCu3+9nxbJOFY6V7OaKWv55G9aEGzStlktkCKp9i+ab+8tCcoLZPaqe6NBjftAbA4mqJ0iWL3qhJ8kCboS/nqe/R98ycz+Dv9ykVfJZ7WgVM1jIk+pshmB2D5IV+1KCidNWkcTjCzCR0ciaio7d3OB6Tua414tJ1g9ZWl8GzgvoehbNmIk0Iy9pEDPv0GIY31Vi9NoC7ZhDnFWJTl7SX0xHxHT2y2RAVZHU1GCCeiO5ZCeQTOtsl01+AoGKCYdA6EGGtOqTreyIYUNqdsSlh/54ZFttFei2P0hWTqAAitRl6cImlkzqzIB5ROtLcl9LeqojKJtahBvHNItJTjG1b1R90mdNvreZWgd0F9/4af724k8pIk5l/+BH9z7BBrP074NUrW/nZz/5zKud1RQ0j0aVUhJeSZiXxcERvVJBdFBRf8mA+wxf/9DFmG2VNbOyYWB2Tk//PIZK8YvVLkwgJg6c7jL2syN/VeX1CKN7/8FmyC4rsgsJuGWz++E2m/2yWxBPI7T1WH02w6hajL+uyy5c6o/iRjR/ZREXF0gdjPnT4PNlZi/LlNtLSpb8bB2Ie+ORZertDKpdT7KaB3TTYMr2iw/sPN1CGwFvWhyi7KLA6rNcWM8jNK3Lzivu33sVqWNhvFsBUrN2q0JtK8MdTOgcDkr1dlloFas0ctWaOF1/cjz8qcZuKcEvA6gMSkdXaW99lyN2xmLk+rOtmCUjyKcGg1J/4i6H/gj5chbvaDGzukPi7AobflAy/KbF6IMcCujsj4qLmoY28JLj2c3myy7pGmK5GK/QV2OR21zF7BkbDorkzJc5Bb1hgxAJ31WD10iALK2UWVsooJchUJd6aQAiF9TPLSFsRF7RWlT2XoX6lwtzJMeZOjmG1DcJ+RWdXhBlqYqy3IuiNKrI3HdKeBVJnihih0OWAbmgeW5zXvsXqQcXgSYW0dZmmziaJP6S/jpRkFb2/HsKp6c/0uQ2BmskhHUVrC7Do0WlmMEOw25oak73igqnYsX0B2haFwf+PvTcPsuy67/s+5+737e/1vndP9/QsmB0zWAiAC7iJEiWYFrUwimSXLcrMVk7slJ3KH4orSSXlLPYfqbJdcrTYkulEsWSRokSRErEIwACDwexLz0z3THdP7+vb393vyR/ncaCKJQ0tIEW4xFN1qoF5791377vnnPs7v993abH8ecHW8ymdAYm1ZhH3hdAwoGGQOCl2TWLt68x/5wDNjo29ZCOFUkcZOrfBTiNH1B8R9Uck+QRnR6B7GpQi/IGYVjWDSAW5RZ2984MkWy6JrVgLhQcKRJ2+WqH6xiCn+tb/vOn3PTcpBYnUHtu/X+0v/M1CiDEhxCtCiDkhxC0hxN/u/vs/EEKsCSGudvsPP+5YhifpOW9SuS3Z+WhEWBS0f7RB+0cbVF6zEaUQe8Wi+NQ2YRGqJxP0AOXG8y8KaCfqlG9B+ZYSbrSO1hn/8Qf0vwPrL+QRiUqKnv3hm5RKbd75tdNUT6RUT6TonuDuy9PM/dfD7J1LiNomzppJcQFEotyQFhsVDC3F0FLFuSt6XNsbpvSxTfaPFzA6ktoh+NJTF3jl/kHOTC93beMgtwKrb40Q90YYWsreD/l44xHx8RZSg/ZYSjgRIBJofbpF69MtLs5PEpdiWrMhudsWohRSumEw+ocS2TFItlz8u0VYzsByRm2FhtuEeYHsGIwe3ObY5DreeMT+iz7aM1WV6zraIj3awtrToT/A75X4/ZIgr3wRql9oo4cCaadkbzhsPiPYfEbla9i1sVeV7pyzbLN/RKNyQ2PrxZjsqiCzLggOeQSHPKKORb2WIXO4psChoSAYjHD2JHFvxNAnViksCPIFj3zBI5v32T6rihpj5RpbNwbIzNTx+1JiRxG2M+saZltgtgVRJSbOpGg1g6iQ0jrr0ZpKcDeVgKLuJmhNQ1nVxQI55tMa0YgzKgJrHlBb88aURu81iVVXxSJpKP05o6MArb03EnpuJIQlCaliMMTFBJEI3FxAnFFj0BtISU3I3bOYvzWCzMV4d0q8cPoORk3BKRBAoGO0NIyWhrOts38yIbMhiA55hNsZcstSSQRZKcPZOnGkP2JfuKsGrckUe0+Dhsnkwa1HgqLegFqEnW2NeMYjnvHYeTolsSVaoAoTL9848hed6v9OSxGP7d+v9n6W0hj4u1LKI8AzwH8mhOhuFPjHUspT3f77jztQmBdEecHWZyN0J+aTP/UOzrcKON8q0Ppsi9LrDiIWjOZrDHxsjYnpbf7ej/9bnn3mDqs/ktDZynLgF+5y4Bfukt2QyLdLGCJh97SgNZnQHFPczPMPpqk+qPDEf3z70cDyRmPE8QanTj7gS0+/jbljMvKaT++lBvtfaiMkbM7180TfJk/0bRKWUrTXSqyvVdjcKeL1CbJbCfkleGN7mqmBPTJGSJRXoFKRgHO8htAlwTsV0qoFuiQODTqnPEVcL3X4rz73e5wYXufE8DpCk/SO1Cn0tmmf8Bn6mjK7jTIa+XmD7IqGkPDcx2/y3Mdv4velZF7OkdlOKV/TyVkBc29PIXyNwnmXzkKRLzx7kcgziTyTeNInbSlpm+wK5NZjyvcSws0MiS2xdnTaTwQkxYSkmNAZkpRvCXLLkJs3KT29pUjvQO6uhd8vqZ8OGOmvMdJfQzQN8pcd0jfKWA3Blz/zHbKLJghFFF9c78XrFzS2cjS2cqrCWIh57seucf/qKElPRN4JMPo9ElcS5QTNQxH+YII/qJD+Q7M79B3eRe8JODS6xcDMLnFW5chemF7AaAqSfEqST7HmXDrDqbIetCX5J/ZgyKc9HrP5gqT12RZJJsWqiUe4r/xqglWP2TumY9YFUgejrTE2tUNciillPdoHokf0Lb9fiVw6WzqmGyFSeOu1J0httduQOmAq0HVqSfQQcksGteMRSUeBvqOcILsKh8c2efv+FHHNwjBSDENRsOwdjc54jN7WWL43CJoCwfWf2CK1pIrO6iZJ3QQJdlVN77A3wVkx38dUf6+pooDx2P79an/hb5ZSbgAb3f9uCiHmUI7p//4n4cR0BiX9f2gSlG2++eAc8ZFuQncnQ3xQMnhsi05s4f/qEOUvP+R3t09ytrxM46DD3IUpDKGSsztPpWi+4OriGDqQHWsS7JToP68jhU79ILx5dRa361OYjETEsca1h6Nc35ih8MQ+D0aygI05Z2M3Be0nAt4+fxiA4n1Bz22PzGcbVN8ZQIug06dTWghZujVAWohZyvSQjvk0D6h8SdxSksxxVpJb1GnOppw9sMyV87NgStKy4HJjgjFXFR78SZM7b00R51KcTZ32ILRHJVFBDVD/oI+MNV69rs5p8tgGD3srxFdc4iwsvD2BNBTFye+HwmyVbz88zMSIyllZWsLeV8doHoCgIqiZJp0RiVUV6L4y/NipGGTWulSpSKlAZDYknZGU9k4RvanTmAKzBWFPwrmDS1y+cBAAMRDQjm0K80o1tWy0lVJrzWT6iXUWL4/iDylTXYDI13GG27z+rRMkfQkIify1fqwJjagg6QxINE9/lOTvPbrLbj2HEBIeuixovZTyHkFJyW6/vTLJuU/O8faiMqnxhIleCukvN2l0HPa3C4i2jjPUIdjOENQceq5q7D0bvpd3W9XYfNYisVOMgQ5Jx8JatFi9M8CzZ+/S7zT53d0idnehkJryUTWrOvqdHMX5lPYXG3gLRVrjknPP3eGdpUnSPjVOtRWHxokQfd9EDvmERQOrIXD2JYuvTiJKypTGK3SrFH0BXkmjdMmmPSLR2xpWVUd7qsZuPYfsCbFXHILRLnxpwSK1Iftjm4RtFy9v/0Wm5r/TPuxFgQ/kzIQQk8Bp4EL3n/5zIcR1IcSvCCHKj/t84hmMvhrTHlLFAJHC1NdCpr4WopUDpbi52Esnsth/QrBaL+LFJr988Xn2vAzjZ9a486tHuPOrR8gt6oyd3MBYs9VE3M4SlFPaQwqhrR9uIhJBdKRDdKRD6hlEdZvsFZf8oqC6k+dXnvs1TDtm8iMrtKZi9C0bq6phVTXsmsTrteh8a4A4m+L3SfafD1n8q4ZC1q+b6PMZ2LURQiKEJPUMOsNKAts/2+b44RVu/NEhkmxKflGjs1Tg/DdP0EpsWonNjQcjxMMB2SUdf0ZtbXIrSkI6OOSh7ViIjo6ejdGzMauXh0lDnRNfvI3xZFXJbA/7JMWYoJIQnu8hvlJi5doQK9eGePjaOK1xRc4vfXQTvxcK8xBOKaR+Z0CQX9Af5WO8ASVH3R7pktj3LBDqPlk10LIRl5fHScoxSTnm+Ng6qS3pDIPVgP/16y9BKjAbGgt3h9BiMBo6YSVRGmtCEqxnFc3HSsnfsNn+MQU/MA43MNuCnivikdbXzr1e4o0MmiZJhgLkcpZOYCHHPeJ8SpoKfnHk90hCjSTUmDm0gUwEe1f7Sa8V0RoG0lDy1ua+hlEz2D8uyd+yOHNmgTNnFui81CDuC5HZmKNDW5ibJs6uom+9PX+Any5fQFt3HkXh0aEOWi4iKiVkNiRbL6S0V/MgJHEp5u5+H2zamA9Vb84m5Codkp6ItGOgxQLvlEdqCPquxeQfaHiHfbKXXbKXXfp7Gjw9u0jzWU8VIiQYT1dp7agigPQM2mc99KqBXjWUR8HhFmtLvfgdC6ofjC8nQCLFY/v30rrrw7YQ4uaf8frPdNeR60KI80KIk4875vte0IQQOeC3gP9SStkA/ikwDZxCRXD/+5/xuV8QQrwrhHg3bbRZ/rxGnAMjkJjH6yy+ZLH4koUxn6E4WUPvaKzcHCTsSfinJ/4V95YH0fdNokSn8dURaocktUOSodebPNysgKZyB86aiTQl7ckYkUByNw8a9Jab9JabVN5V9mCtyYT64YRSb4u/8Qdf5q/MXqfHaSMiQfkWTH11jamvrpFYgtRQsI4kmyr8124XjOlIjn1iXnks6pJwK0O4lVHejbqKHmwn4s6bKnKQZkprIkVWQj75+UtUwwzVMEOm4KMZKcVPbYKQhAVJlFVmHIW3XKZPrWL0+OTPu+TPu1RuQr6nzVsPpmjVXeJKjHHfITuvBnF4qoWQYNUVGdrwlOKI2YT9twaVf6ME2TYQiZoszQMJwXBEMByRP1hj+JMrMKu24EdOL5M6sqvGKnEyIS9MLzA7scnsxCZ3X55Gb2mkpvIciEsxNAzijKR0U/11t8QjqlR+vAG6JOhLcB9Y48Vs6gAAIABJREFUtKYTXDckKEuCpTxSV3LWdlV1vSOwdzWC1RyZfEA67OMt50kaFvnRBrYd8d+v/QjlnhblnhYH8rt89vAccUZ9h9RQebA1RZJPHJUbbR4L2WgX2GgX6KzlyJc7OMWAG1emyK4pYVAx3sZYt/jSH31FAZFPtohPtpCbDrqRUhppELsCo6Fz4sSSosIJ8N7ppffKe+NfmilSClWqlZBdk7Bh0x4WbD6jE328jrliY7YlZlsipeDCvSnsW64SRN0R+DdL6NkYcSeHtasjhAIaF+cF7WM+2t0cekvDue2q3NsH0L7LFHhc/x7brwE/9Oe8vgh8TEp5AvgfgF963AHfF1NACGEC3wC+JaX8R3/K65PAN6SUx/6849jjY/LUP/8Ztuf6KNzXsGsp+8e75fBSQm7BIHHVlsf7XANvLUf/zB7bOwUK7zrEWaXZDjD4HQM9kmw8361yxaAfaqK9W6B9MMTYMTn53DyXF5UYYf6SQ+OYUhV1Nkz8wZivPPcKv7FwDgDXitC+2kN7RN2kVIewLJn6msfqixmkAGdfmck+fe4ud/f78N7uJT7W5tTYKgB3dvuRUtBezZNZ0wlPtrGuZQlKkriUYFZ14kLK7BH1/ns3xjAbCsk//C2DIC9oHFSwlbCo8GRa2M3LoP7GBzvIVGA+cLBO1GjVXTJzDn6fIjjHxQRzX30gtVWS3a5KmhOqvN86EGPUdNwd5REZuzD6KVXoN/WEW3fG6B2tEScaiRT4d0qKnZEK3E2N9EwTebtLTteVM5K9p9GZipiY3GHtypCSJxoJoGli7eqP8nCap5EWYj5z/Bavf/003lTIyMg+O/UcLCivUZGA8d00gSsJB2LsojKQ7u9p0PJtWls5zJpOMuKjrzmKd4lSBK4tltEDtaUO+hOcje52d9ZDrDlIXarIthtc9B/eYe9KvyLV+8qTIuhNFYyjIBEH2oi7Wdwt9YH6UUWKN+0Y61IOqy5pj6jvEpEg+1DH3ZFEXQnu2qkIdMmRA+ssfWcSkaoHcFBR1djMiSp5J2C7rjAxoWdyYnKN2xsDZM7naMwkONs6ZhMVlkgIymDX1Pk3J1OG3lTjtdOvET7f5N4X/7v3jd6fPp6V/9O/PfrY9/30wXe/p+/6XteI7k7vppTyz01r/YVzaEIIAfwyMPcnFzMhxFA3vwbwBeBPDSd/0H7QftD+w2uKnP59yaH9TeCbj3vT+ylHPAf8LHBDCPFdUtt/C3xJCHEKde1LwN/6Xg4m/kUfhYqmVBLS98C25as6YQkSW0EvrFjn2MllmqHNMzOLvOXPoOcjCu8ohLRfgexmQvGuoHFAVb3c1wr03A6I5nTqBwTXXz+IFanj+70SjBR916L09BY7t/v49X/1aTpHfZ6ZXuStWzPoZ3iE+p/4zBIr35xk4yMZsmuS3XMJYUVFGAD7ayUsRxLvO9y6fgiA5HQT00zQAkFnLEH6BiIvsWcb5L5TpHY2QLQMvH+kHj72X2sja3mMHZP9o4LcsiQqJOw/qbYnelNHsxWKHcAZbFNxA3ZWygTDEfH9IrISqahVAIH2nsw3SlI7KEuy62rrF/TwSMG1WVS4NbsqWTqvuJ/hSIRRCNl9WGLkwC7btRyzzyyxUivRuVciPtUijXScpvqN2pMpelujMxGjtXTWdksKs9USpKZF2h8ShQLRvQelO4L6rMG3Lx9n4qPrLC/00/Btnh5f4vW9w5Rv6FSPJ8T5rtqJnZJZNElNE82VbLZMzH0dXRX3KLzl4g1KzLqaePF6D3I6RkYahSf3iH6/jyin7r1MQRtvk3ND9G+Uqc+oa9i+00daSaiM1Kju5YmKOs62UhtJbIm2nAUH6k91c312TNSxCBMTWZK422DvCUpn96lf6Ff3LZDsPNXVvNMlZjZktV5EatB7I2brnA6aJM5DvZolzOvMDqiBd/8PDjDnDJCuZagfjsk+NMitpLRGNZ778St8+8YTZO9ZZD6zBUBjs0RrxEYLFZUu6HxwVc7oe6M+9Qoh3v0T//9LUsrHbhn/tCaE+ARqQXv+ce99P1XON+BPBZw8Fqbx/20ihd0TAqsOI//wPIv/87Okppqsfp9GfllN5OpRncxwyNyFKXLLguUjg1hVjchNaBxRWlnjvyuo/nwT7eUy2mib3FtZSvcjFn8W9G2dzAYUHihBRIDOWMKB34DdY4L25gAZ1HaOVHBpdQxigdEWBCcUF+7+mxOQl2TXoP6ZNplrOToHIsZG9rj45mH0EZ8oFohQIM7VAUjvFkhaAj0jSUoxhWs2f/crv8k/+PaPYw1ICldtzJYkdtU1B9sZqCRIXaLFOrvnEnBSfu7Jt/j1159HG+0Q1W2skqLReDsZokYeSjFmLiQOdGbHt+hzW7x5e4bsskFQkYiy2pbjOUSFlL6vLHP74iSVG4LyHdh6RmP61Cr326NU7qZEhS4XddvEqlo4ErYbA0gNvnDy2/xvO58mNSRx3Ub4GtkNdf7KyUptJc2WQD5wCYYjrDkLs6nhlzXoCbEfdEU5hyG1UvKDTR7ODZIbb9BaLvJGLYOIBdVTMXpLJ+kKEBg15chl1cEfSlT+qGvem3sIUlPbRG9QvR9Nkh1s43sW7Tf60FyIs5KkHEGgI/dt5EKOoAjuIVVp7sl2WLk2RP1uBdHFp4lIKcRaDeWpKmKBM6+uIbMhacxAVEyICylaJIgKAuNrffinY5xNg80XVS4VFIfTG9axJ30CU1KdVXZ5RltDjnukWw6Z3ib7nnpQx1mJNpdDCCgf2qfW6iG3qrT2vn39CYg1/L4U/5aik2V3NRonAsxNCz0QZPLBv++0/FOblHyvwNndD4KcLoQ4AfyfwOeklHuPe/+Hov6qe5BO+HRGE/a+/CyJq3I8mXVloNoZVBVKoyWoL5UemeVmH+pE4wGyZeCumLgrJiuf1mjuZmmPSuzL6u/6Rw20XZPUlPi9kvqMgiJokYpWHvyUwnWFBRAvVOkMSWRHxzAS3A2D/Jk90m2HdNshuwbOnjqfdC1DZzxGa+vsvjHEwIktZoe3OHF8iexUnc56js56DntPEOclfVdSitctvKfb/C+/+pPovobZFDQOq+iuNqNTm9ERgYB8jLNtEI0FWHs6MxNb/Mt3n0W6CfalHHo+Qr+ZQ7+ZAyslGQzofdtALGSx+josXB/F1BKEpxMWlfrpUF+dob46zp7AGW6z0SzQdxnsRkprVCcpx3ixiRwMWH1R4G5J3C1JVFKJ9CinoB39J7aYtrYxjARZiSAVFBZ06tMa9WkNLRIkgwFpPqbw5C7ZE/tk7luKS3qsyV89dZnsdQejo+zc5OEWT52Zp7mXBUPSWS6g9Qa4d22cLR29qSP7A8yqjlnVyR2qIhIgBa2jdQnyEA7E1D+m1F+DssQc7GAOdhg/tKW4omsOdlVidCC/BKJt4KxamA2BXVOg1s5Ckc5CkfpvDVO8J+i9Cvn7GokjH6mKRHkVgVZm9h8xWjpDAt0X6G0dUQqpzaqxW3vBR/OUQUvmgcnpmWVOzyzTGYv5Gx99jd2NIlFB0pqOcbcEyYgPqy5pLuGvH3iLtZUe1lZ6iAopUS4lnvHY280TFxK2n1XWhNaWid5U9y/JpSQ5VZXO3lVQjaA3ob2b+YBm6+NBtR8UsFYIMQ78NvCzUsp738tnPhQLWuJCpdQis6qz92RCZl2jM5zSGU4xPAUYNFuqquZuaiTliOakZOxzSyoRXvGJclJx7hLILlgKQd0vGTm1QdQT03tFOZ5bVUH/ZflICO8Xf+TfcGhmndbTHuJok8Z6Hj0QDL6ukXVCPvXSReo3e3C2NJwtjcQRNM/4THxmCQYDrH2d7EONKC9ZW+zl3voA129O0unYUIigENGaiUlGfLbPKknswf/Lpj0Zk10RtA5GzMxusPdkgv+Eh/+Eh+EJZCwYfn6VHzp6m+nnl1mvFSDQyN2xKH5yk3THIaikBJWU2clNpGeQ24jRA0Gw5/LkuXm+0HOJ0kSNOJ+SW5XsvzHI/huDBBWJ+WaBxrUe9o4LOn0a7dGU/E2LvdeGEFs22VWd3XMpu+cUHSo+1UKkynRmfamXL1/4OdoPC2hmquStA4k/HOMPx0p1xImoDDTYWS/R9mzyL2wT5SVBx+S3L5ylfdx/76FyI8fllVHytyyMhobmC7RlB+9QgNlW9820Y+KhkHgopO1Z5J5RW7G+SxBP+kih/EzTSKM9AnZVoN/Iod/Isf7uEJqvIcY6dF5soQeqAFC6I4hyKYYnaEwLem4oWIYeCKqnEjK7Ke1hxTDQhzyy6+APpBhjbQpH96jerWDVJFZNokUQFhVwVtdTNZYOx6SeQW6qzvV/fQzviM9yvcxyvczM7Aa/fP6jlAca5Bc1Bt7QaE6nOLddMusCd8nkdzZOobV1tLba4pkNjaRjKGl2T0NvanjjkTKI7gv5kRM3OHfsPueO3UcLwNlTTBd7W8fe/GDArhI+MOqTEOJfA28Bh4QQq0KIvymE+IoQ4ivdt/wi0AP8ky7r6N0/82Dd9qFY0EQM8Td6KSyn2Ns68pk6WqR4f/tnY7KrUk2Y8RD/qIcwJMZEi7m7ozi5EP12joNPL3Pw6WWV43AUIr24AI4RUblo0BrTSLKJIo2XBPqCi77gshGVuf/uOMVCm9PDq5Rv6Iy+6pHdDIm+2cfvvnuao88+oDMR05mIaRyKsd2I+29MYN90SXXw+ySZdUF+wSDdtalcVT/r1PAuU8O7YCc4cy5RKSEoS9qDOpn+NlZTYu4ZLO+U6R2vIasWsmoRDocgBRu1Aj9ZeYfdThavbVO6ZWDvS9ZWKxhtgTXaxhptc29+GOHG1KZNnB0JuuQ3D3yHv/3qzxC81YO7rlOfgYGLIQMXQ8yGwGirbXzUFxF+rv6I02i2oHJdGadkVnQyKzr2toFxNUcwGWCfqHFgZhMJDMzuwIaNc9slKAklObSv4x3zCFo2f2vmDUgExZxHJzRxdwTS17H2daRnkJoqspIGxL5J4TObRJUYe7aBsyeQgUbzjI/ZFsSRgbFuYaxbxDsujXf70EPJ1nMp7k2XuJAgTYm+aaFFgs5M+IhZEJUTUicljnS0G3n2T6ckrsqxlm8J4pMtoLu4+irSEoHG6g+rfJd33CNdc/EGuqYyD3J0fJvMmkacEcQZQXquQXGmCoZEv5uFG3lGJnexNg38WyU6Q5LZ0S1aHYdWx2Hh3hAYKckrPfTcDhWurCmIc5LiUkxhKWXp3VFkKUKWIop3dcJKivvQpOcGpPmYuJQw8Mc6Xp/k6OQ6v3/+NFfOz3Ll/Cx+HyCh5+lN9OA9i70Pon1QsA0p5ZeklENSSlNKOSql/GUp5T+TUv6z7us/L6Us/wnW0eOrph8GgUd3aEwO/eOvIIC4btF3Qec//W9+C4Df2TrNwjenMVsqufniFy/yzvYE27sFxK5FbkUjeaFOe1/p8YtAJzPUwv6DAokj0CJJ/TmfyV/VWH/Oxh+OySwbZLtCeHog2f6RALZtJTftSErz0JgUOHvQnEpJKjGFa2pENJ6I0Bs67mZXFqY3RGgS6ib2vk6ckeSWBLUT8SNNN3/GR+xZCnhbh94vrLB8YZTKqR22Nkvga7jrxiOrsdiR5B4KghcbeHsulcvqhdohSeGBhhZKwoLA7+uqW5QUmd7wVASlewJ5uEXYtsjNqfOWGo98L5FKGsm566CfreGYMfWbPWgHWkSrWbRBn+IrLtWj6vj2vkZmQ6mKtI6E/OSZd/nNC09h7ehUzm6z/24/xTO7VG/2dn9TSA92ODayzrDbIEXwrTdPUbwjaMwoOIfhg981OQ77FLShZ6rK3m6ewiWbnpdW2Wrk+YnpK1yqjXP/Wwce6aflVuUjY9/EkXz62Wvc2h9ia7+gUgOZRC0sjrrgxDOo9DdoXe0h7EkozhnUT4eIjo7MxuRv2HRGFMjZ2Vd5t61nlXCBiJV4pNUU+L0SY6pFsJXBXdPxjvgYa2pbFxdShqZ32Knmyb6ZJXbVeHW3FERDz0Vk38ngP9t6NO7jjQyFeY2wAH5firSU3+zgOxH1KUOlNboLkT8WojUM0oyifiljGwW5ac5GYEq0moEWdqEt+RS6fgQiUTZ8d//H9+8pMH6sIP/ev3n8If6LI6/85TVJyc0OytEv/X28kZhsfxv9tSKNI2ow6vmIxNMpXbWoHVdeljLRsLMh4VoW3Vd4s3BKVZtomJQnqtQWKvRdgtpBjdSUlO5BUFLbRWvRIb+krluLYeesBENSuaLh9Sl5HLMliAryET7pu3JDhg9WXdIZFITlFH3AI5sJmChVWdjrJb5R5Myn5ri1M4h/qwQo3TO/R9A6rKzbzE2T4ddj/IqO89c2qXsO2X9ZZP2jagDmHmrwQpXgZgmRCJxdNSg7IxLniRrNlQK5RR37RUVlal7qJbOh3NE74wlaOUBbclWeabZN9tUsrXEVjQGYuyZ6R2CdqdJYz/OpJ28B8J25wxydXOfz/dfZiEr8xstKMim70lXzHZQqWnIl+lSLKDCwnBjLjPFvlYhKajHIPdCJn23w7OgSL18/ogxk1kx0D/IrKbWDmip4dCvZIoXObECu5NHayeKUfeLFHIx6xL5BpujhP8zTf1HdYr+kEeVVQYdEIHMxBya2SaVg+e4gRkvdK31aLR76pbzCePWkFBY0mpMpqSsRgQKh1g5L7H2NsJwiNTUuyjc1/B5F2k8ciTndJJ7PM3hmU5nQRBruqv5e4aEYkbljE+WVcolIoH4sonzFwK8I/Fmf8nlVdYQuA+OTLXrybSTQ+fognRFJqkP/ZSUYYPiS5oS6Fi2EzJak+VKT6EFeuUGlEE/5CE2i33e7XgddalVFfZHcsjGbGsFQxMMv//33vciMHSvIv/P/PPPY9/2do3/4l1exNgoMvJGY0k2D+pEcB675NA92Haljgblt4ldg4muw8REH/XAT/UIBfyrGqhoc+eQ8936vyyNMYV8vkdnRqB5SAnp6KGiOQ1hO0XRJMBbi7qhHX2qC4UFiKYlsva3hHq7h3SkR5xK0fISx7DyyEwvOtMCOCVbyUIpgOYMXZghfaFDJdlgr5rnwYJL+3gbmA/WZ6jGJuynI3bEofGqT7d0BGpMGfq+genEIkYB3QiAttYh3hkDcK5FmJYUFQVACbywmu2TQ6dicPb3A1dYs6esqIgoOB7g7Nnqg9MHSoiAupJRualT7HMInI7SWQc8F9ZsO/swSC69Nkfm/i3R+1OdurZ/tC4NQTrl1d5SHtRKHe7dxJxQOo5nLYG0bSF3iDySITEy862JWfPw9F2OgRTQaoG+qaMXrk1iXCvzx/eNQibE3DFJDYnuC2Fbg1igHSaYbofXHaFWTVqQhrBT93TzhYIpzIwNlSScR4KbsnO46p6eSdMRH+jrCTDHtmIfbFZJ9G6OpEfXEkAqiujofo6RyXJk1jfawpPcq1Kd1jA5YjRSrpj0C4Rr9Sna8PZIj7LrWi0ggLhWIpiJWVnoQVkrmgYldlQRdE3GxbWG2AARhUaVRet8yCAuCsCSx7zvELtj+ew9ScT1P7XRKcK9AcjhB9zWSTEptRqfvasTDn0zJX1PX4G4rJ3l5s0CmqgRJo7xE1i0Kt3Rak5KkP0R2peKFUOwCPVARppGLPoipyg+Mhr+XJqByWcevwPDLsHfUIb+gK+HFJYc4l5IcabP6CUXNyXwrT2s2AiclmAq4dnmayosbVF7cQCQw/LJg5LUOzp7AH4iVtrstyT/QKL2q3Mfbw5L2sKRxNMLeE1hjbYrjdQ4+vUwYGsgxH93TEJrSC+uMxXTGYuJtF2+hiFnXKL1lYzRVRFewfFYW+0gLMU+Mb7D/bj+dQUFnsOu+o6scTfBbA8TFmOrJBLMJ8kCHs5+awz5ZfVTFSx2pIAq9AWFRTXyjEBKc6KDdd1n9Pw4SlZNHhZPeP7aozyY0TgYcOLuilDTcBD1UzkNa0yD7UFPS3LZg+RtTBCMhzZ9oYs5lWL0zQGIpIUoSQauW4dI7B2lvZ2lvZ9FaOtGYKvtPTG/z86ffRCQC/U6Ozz15Hd+zGOivkwwGJIMBVkNtlXqO71DqbxJnJdJQ2944K7DqEqshSKY8kikPIiX7o7V08ldtnD2JVdWUXr4pGRnbQ4SCtD8g7Q+ICwmapsyltS68x76Woe+CRlRO0NwY7AR3ycJd6opYVlJa06posnNW4QrjDPgVDbOt2Af2rkaaqh5O+YhI6Y/lDtTJv7CtxmoiKF600X3wP9PA2tew9jUy64LamVCxLDLqesOioDWVkpQj+p7boHE8pDkhaE4IOgOCoJwS3i1QnAdzwMNoC6SZYjxVZfeESf6KTftch/a5DnoE+bUEq6ZytuGshxZBdlHHqaY42wJzzUKEGiLUkBsOScNU8k2xQGjpBzJVJZBK7bH9+9U+FBEampI1zi9L/IpG4qonHEB6qIVs2sR7Dj1H9mhc6aH4U2s0dktEdZv8nEVnWLJ6R3kFitGU4hKsfjyDNxLj9nVo2w6ld62uYYUgLkdYBTVBrfksrQMx5v0c4cEG8xv9jPZVCROdtCKIfruf2hebuFeVfr9dU/CO4v2U2BHQqyqvNzaH0Js6xQWde7k+omKK1jXedbc1hj69wtKlUaQmKd4yqR+OFY9z3+F8eAA7E6F3FWt1X1e806qD36tMhaeHtrnzcBAzFOwdV5ZyPXPqR2r360wc2cTSEu7dG8ZdM4jyCp4SVRIOzGyy1hxB6wJZtRCsTRP5wMIfSClO1hgp1rlzcZLykT2al3uUQ3jXmDgqpNgLDuFBjyjV2IuyaD0Bfsbg26+explusHOrD7upBnJuVdL8sSZPVDZ52C7T0EvoDYHfI0ltpQwrdYlzXUEJ9AAah2LK15TSb3MCEjfFbCkN/b1mlokjm6zuKJ0Dq79N4Fsg4MToGpqQXKoeoD0tKd40qZ9Kmf2lkIefVdFNOKpULQoHa9RzGcSWTe1MiLtkIRJojyfKa/W2wJtQUWy+r0VLAhs2jc08LV9D6BJ3XSfOgtmQNPYyfOYlRdD8zh+fxMkHtEcNEBKrphPlQFZC/vrJt7lSG2PVLCO6GR67Bt5YSmHBYO+ZCPN+Fn8sVA/bRgnLVNAT9+p34RYp9cluhJoI5J4NUx3aRYfWwRSjrh4KxXGFfQzfrmDVNTojSty0WvmgYBsfbsXaD8WCpnkapfmUxqRG8bktOm8MIE+p7U604zJwXmPrEzF92RY1q4elG8OKU3cgJHEAqci+ALmHBjunpFo47hiE/fDCkXvc6hskDE0MPeXZvk3euqUg4cNnt9i7MEjPrZRtUSDui1i7OEycT5FWiv5xn8xbBWKFn6Q9KindUdseUE5H9YMp9vUiuinZfypirNhiey6P368WHGfTYK1a5NBTS9w7P6kMind1zJagM5RirNoQOYRdHwXdEzi7AncHwpJGezzh3qVx9ETlr5Jxn+dn5nnLOAEoYvPDzQqaLsndN8itq9+yMxrzxacu8vrmtMoPZbtMATvBvuUSVJTApR+aLGz3Ko/HtV6oSGJXIjPq/Zob42d0bDtmfaWH81JgzGfInKwSPygTzBcwD7QwLiouZ1gQhEs59vqy3F/tQxZiKof32dorkoQabFkkQwHGHfWjNmfU91SfjOgbqtOc7+ma40KUFXxkbJFX7s3y1PQSALd/+zDJdIyQgiv3Jij3N9FbOva+IDXA2DZZ/CsmpTm1egT9BronqK4WsfZ05ME2SdUhzkjSEy2sOzl0T9D8TIvcd7f9HRtn3sFsQjMvGDy8Te01BXmRhiQXKpWOV14+BUBSTGA5i93S8Icj9EAtPtkbDl8vH2N/pURmRRHzARoHJQOva+yeSRG+RmpJsvMW7akYvRDiW47idxpq8age0hQPtUeqaKytIcdinjkzx9tLUzx1fJ7z7x4ifqMCQOoqbmeckfT99ArVm6Pvf6KiFGu/nxHY49qHYkH7QftB+0H7D6NJ+F6pT9+X9qFZ0KqHBSc/fpeLN6fJJtDuJnS1fMTWcybOskVjxCGuxAx9RweZIk8FtKeV3M3klMpxVOdGGHk1ZOspm8aTPrLu8KY3Tel1h3RQkLuT8vbHCti76qbs7A0gDMnuCfUkdBct/BkfahZaWyfRJUFJkltR5xn5gsaU2o55Q93cRUPgj0QQC3Q3Zu/VIdKCfJShjA93yBgJt+6NQm+M3tSJhyKMgo9+t0A4GOEUAg727KtrFpIHr08QZQWpKZF2iox0knxM9oFJZ9/iQbOHtHv36rNQet1h/5mIoFeSuBqJpfBo3/zNZ+GpOvaeTva6OqHaIYPgCU/pc7UF4UOlqZWtSwwfWhOS55+6zRv3VBRbeNulNSpJ9kyEI6m/MYB0JMa3SrQPpkyeWGe/nSHubqca0ympm3L92iTSlBh1nQ2vT6lObKhtJDWLvk8onfv9jkur7iIjjc7rfegFSVhKlUSTm/Lmt48z+vQm78wr2SXGU4QUkIsw12z8xR60nCSzKal+2iPdszFrGrWu6nTmoU5qQfmGTu2wxLmVww6gNROhBQYiK/nU5y7z1uYE7Ss96jMnajSnDLxEYG8a7DQGiA/70DTRPI32Ux3SfftRRVULNHRfkF2VSGEqKlas8F/NlovIJHjDqiILoNVNhV8zJP3Te2zf78FsgV3x0K7lMTyUym7XCSwd9hHbNkkuIXF0UjchJyRvzM8gY40rv3sUORMSu2pcJxlJ6fguZmRw7/YomfUPahES31fPgMe1D8WZZUsqIXr54RjlazqdIz5GJsbIxMhUIDIxT/7QbfozTYbH9tj4aMrW01D4eg4zp8rT1a+PUP36CHooiQpKnFCmgsoFE2PZYf9szMQ3m1j1GGdTV1SSQgpTbRILomKXR3nIg6apEOPDHTJlj3jSf5Tgr9yOQEjah0JKcwK7KsmtAmaKyMaUCx3ls7guMAohRiEk9gyaDZfSQBPh6Zh1DSmhs6J8ME8fXCZt8hOOAAAgAElEQVSJ37sV99+YICynZM7tqkqghMxkA2fdJD3XwN7VqX595JGcc2IpGIlWMzj67AOlL78rKA810EIo/3qOoCeh+jGf6sd8dF+Q+DpaqHBrA29LKtcF7VElh566Ka9fPYybC3BzAa1xSVyOiSsx7qZG0Jfi7giirEAakpWLI9SXShhtMNrK0s1ZNyjM6xw5vEpqS8yaRuomBCc72HvKZ2Blu8zKdplW3YWmSea+pUIAoXJs2VUNo6kT9CU0fRvnvuroEmmmTI3sMvH0KnYN7H0FlO37hoPVlUmKcylxLqV9OFCFgazAbAm8kRi/R9nKjfTXSLIpv3fzGPs7hUeAbu9eCWGm5PtbZE7tEw2GzI5tYVYVQHusr4o0UyVLvgz2rkbprjKCOfDRJfweidcv8Z7skK67FC/aiEQg2gairbbAe08mFO9qbG0V0Soh3oBE3s1RuZvQmkwQw77S3MumyIaF2dCwN01SN8EqBXxkZBGZCNwHFlOfXUS0DAU+Hw/RAsHOSpm8E5BZ1R89/N5vU0UB8dj+/WofigWt6TukFjhORGoIsjcdnCsZnCsZJob3KL1l8/abR7i9OcjmXD9CCtJyxM5ZyVT/HtneDqmlnoaxI1j/iQh/JCJ/w6Z5AGWhNm9Sn8nSmDQJSyn6UAd9qIPrRGhjbTRfw90S5C655BZ1Bk5skWxm6OxmGB/cf8Tl23hOEaN/5swFwh+qI1LwPt3EWbKRqaAv28Ks6eiBRJ/PqF4zkC2D2n4W6SbEOYl730baKT/3iT+mHdl8auYus4VtZgvbhD0JB4+u0Ww7VA7vIXyNwDeRGng1B443aY1LsmuC7JpAWsqXMbuqMffGAeJ8Su+PrhK83UNnSNIe1HA2FS0ojTTkTBtn2SIeDoiKCYYnyWx3QagO9F7QMZo68VyBeK6gcoaBRva+SeKgKGCfqNE+7oOm8jSGJ4g/XVM9kyIkNA4mzM2NknuoIQX0jtRJdm30EPTx9qP739vbxOjx0RJlqSdiMJqagkxIcPs6tObKeCMx3kissGISHiz1E8QGtWMx7o6kuACtEQ27Br3XUwW3iAQEOp2hFARYVUFm2UCOeWT626ze6wcrRaub2KsmybEWybGWkvtOBa2VAnGqUeltMr/eT2qB299hv52hdN0kKAnFkmipxSw44lGwfIwjDaymQCy5JPmE9qgkLUZkR5pkR5oko6qKWjsW4+YDxJpDNOUT9iSsfwKswQ62Ez26BqOhcHJBf4xZCAmrDn907zDGtoU3EnPn0gS6JzB3TcxdE7sKA69ryF/pV/CSygdT5YQPjinw/0f7UCxoAM6ZfeJY2YYFZUnsKpHB5m8OE322TtoXomlSyTQnUH5HySWPZmu0913apz3apz0aJ0P0RYfSVRMt6tJJXElQloo8PSuRGuSzPvmsT9H1SWKdNJPSOpCQ2VQOPkFsQG9AdtFk+5UR9IMt1T1BnEn56tWnKLg+2o/uoV0skDm7C1Iwd2cU90iNxBGEPQlhT0L2ocboHwmMbQtnzVSmGwaIUPBrFz/C/Fo/rdhi0y+w6RcQqeDe/SGODm2xV83hDLdJNlyCgZjMfQvLjEmdFL9XOYbbuzpmU/12xXmQmYSHl0cIC5LCg++qWYCVibAyEVHTJiylyFCnMlpj/Xmdlc/q5M/s0RlOCSqCuBQTFVOiYkpnQIBUINPUlljP7DNcaCDbhrKJa3et5MwYx4wZPbRN9uldcks62WVF17JrAl1LeebJewy89JCwbZE2TdKmiR8ZJBsuUlN4QCHV9zQOxUSlhCg0sOriEazF7e9gb5ogBZ8cvIu1q6OHkvawoDOS0ngiJP+frCI1BRWx9nSkrdSFw6KkcyBC01KiSGf8kHJPcjeUY5JtR9h2RHF2n8rrFqUJJZZpGQn6qkNuWRAv5PEDE/OHdwgqkqAiaZ/zSFzQ9ZSLDybo7GYIi0r1w9oxkAKMHQvLiLGMGKGBdBOsqo79coHxM2s4t11wEzRfkCzlCO++FzHmloEU0CRJojxNhaZcqEq3DAbelsSFBKOt7kdYgtaYRmwL6h/zFFj7A2iSx0dnf+kjNKGnmEZCOd+hdcaj97oioktdGQ1PVfbRtyy4WsBsCexdHePzu1x9OMaF3zmBlQ9JfZ3U1zE3lQVd7cmQxqGE9GQTIRU1JSoox+7idJWBXIuBXIvdZhZNU4wAs66x/TQEJUn77V5MK6Z9IFLVwEt59Et5BWa0JEJPmchXCWOdzpGA6mIZe8Uiu2zQuVeiec7DaGgYDY32Ux6tYVXV9MdC3F1JdkWiexqlvhb9vQ3eXJjm2iuzXHtlVkUSWwYZI0RsqVyiVdcwazrPvHSdxk6OzKpO0JMQ9CRqS7qufCq9l+rYqwp6EFdiJb0TCMLehLDqEFYdRXYWYO4YaAJ+4fPfhp6AvmwLZ6qpqDSJeOSj4B32kZlE4as0qK0XWLgxihZqaIHA3VFbyN3VErurJVa3yuw9KCtqmKP8OuMM7F3vY8fPsdPOklmwyC0a5BYNxKtlRaLeV+7rqaHArGgwML6PcS9DZzZQ+x0J/laWYDzg6aP3+eqds6Q27P1Yh+FPraD1q3RFJ7LAUAwQq6qiHPupfRIHjH0DpEDTJGtXFHG9M55QKbZJEo0k0dhfKxGUBdEbPSCg/YcDGG1B/RmfOJ9SzHk0Ow5JMSYpxlhzLt5YBEsZ2LHpHakTjaqt7tTvtOi9prwFNAGagMTXlSx7LEg/U2Xx1jBSA3vFIsmklOaUyc13ZZGkLui5LsCU2E5EreOiL7pkHhq4uynbZzUmZrZJTYXdM1rQng3xf7xGUrMIn2t+YPM1RXts/361D8WCVrY9fnbyHZ4feMDJiVX8/6hK+U5K+U6Kno2Yf/kA1kyDoDfF8BSyv3GpF3PepXM4QL+ew9gzMfZM0KDxwy2sTRNRCgn2XbRIYNY04r6QUz2r1BbLzM2NMjc3SpJoaIsu1o5O7zXJ6HdSem5IMluSYNeFVPk0+n0pfl9K6kjsLYNc3uf61jDpm2W0HQukwK51NfR7IpUHMlTXjUTx9foTiP5f9t48xrLsvu/7nHP3t796r/aqrurqpXqffeNwGS5DiZQZURIlRQFiBXEiOEjgfxLETvJHYAMBDMQOAkNIAMsOYguQZEmgQknkjCiJwxkOh7P1TPd09/S+VHXty9uXu5178sd5UzQMi2TCFtgWeICL6up6dere9+4597d8F2lSkzFB5mrs/6fK7rU61rpPPK4Mr7Ec88nPf8DFPz2JFQqitcIBefmVa8tgaVRg6DnVy8bZu/FcjLvpUApCornE8A+3bXMeEuzaEKcc4ZQjI5mdU7htwf7tMX7rjz9Plljc2JzAcxKcUowcyhHtByYn2nzliXfxjpqanF2OWTq7bniFkTFvCWdSxmZbjM220AMb7Wcmyls25YBwLiabC7m7VUf9ZY2oqg9qbk5Xk9syoN/MMQbM2jZg4u3NCupEDyE17okO7okOwZqFELDRK2PbirSekO4E3N2uMTfeJO247Lw5TbBmGXrStJEhrxf6ZOMxhRXBeLVL1PMQGvz5LgvHt3AsRTGIKAYGo5g5I+/Xd326xwxAWzRcirMdUiWR7xUZO28zdt6m/Pw2/ppDWjLO8OfqG2glcXqw9pkizRPSOGX1fTp9HyeXIPq2Mab5sMLM8g4yxQgqbNkMv9QhHlOI1DQXhNK0jsMvPvIew7ZPfy+H8jVuC/YeFQgN7aF/YJQsPm503TrbIwnv8AGpbWjjev/Djp/UeCi6nM1Wgf/tjc/z/OmblN2QRFno/9iIo2f3yySlDOvDEpYD/dMhdBy8PQsZg3QVw9mU6pwBFLZvV7EvFSk9t8Pe1ToUlfHGPNPiSLnNS996Eik17qwRbIzvFlE1Yx7bn7IYTAnKI+7l0vEt7l6fJr8OzbMjMvtAkhwZkn1YwW0b+R931ybYlggF0WIESvD8kduEiyZSuvDacaIzA/TQRjgZ4bwmd9ehsGooN9rRWG2J2zQfR39J852VJdIzQyqv+ChP4jczOgsS+rbRku9BGoyAuJHGueuRnhiwuVPh7z/7Eue7i7z5B49gxYZDKS8WUIG5hv7hhLk/k/QnNWleENcyqm87DD8b0VypmhQ2hrA+4gUKzfPFm3zt+rPYoUDeyLH/nQB31mjgh7MmSuxeMh1CecjwC90Pc4STksontzgSDPCthPNvH+Psr37Ie984RXvZ4M+0q8mt2uTXNcNJiMY0qpbgCI1XjLDtDOtagcHYSHX1RIjcc9m9N020FCK6psiuEsna+zN4QwPSTkf6/f6+IC4LVqbGcO67dI5nDM5Pcvbjd8ktx7x98zDriUUxH9LpjgCoTsZwVmF3Je1TRtAgrJvaXWezSLBuk/nQG8G7yv9mAjlt0kjtCL7z7bOIYsbML97j1lsL2D1j7DIY2cm9cO4ar8bHcO/6RPMxW5cnyIfg9jLCBYXYLDDxlqA56tS2T2gyL+PbG0epT5oNtZWV6C0IIwZgQ/teBTFqZqapBaFEFFJ030a3H4zchkk5H4o46N87Ho4z01C56PDWayf59tXjFPyIcmDqWxRS8mvSLEZtLNR+9tmLhNMpcVWz8C8sau9bHB3b4+jYHqcfv4f3ZIOduzVKtwRnl++TzEV0dgo0hjm8hmDiHRju5Rju5SisCqyuRW2hSeeJkKknthC/tMdgTrHz8hwyFGSWODAmFgqsNR+vKchvaI4e2cIaCIaTmv6zA9wVj+p4l0NBk3dvLfLurUWcnkANbdwNx1jQhZK/9ctvIBOTjgUbFuF0igqMNpy3beO5KZO1Np0lGExrUl+QPNLD37Co3MjoHk3pPz2g//SAeCYx5kEbPrQd2irHucIa2XNtMhtqVxIyD+JaRlwzxfHWUYtgLyPYElg9if2lPdStAnZ9iFCGaxjsSIIdycb9Gv/DhV/AP9kyGmYxDCcMT7ByTRDcd7A6NulMTDoTMz7WJUsNpcjbt9jaK3Nrt861vQmyguK7Hx4lzWm8hoXXsExEMqNonDXRReaAGNik+z5R1yO8U0QocNoSpy0R+67p2mlwVjx0PkVNxYimC3NDo4D8lKKzlNFZymg8lSIyUJsBYrlH5mbIWPBi/SpvXziG3HUJ3izQ2Cwf3JK5Wy6URuwN15QrlK8JFrrYHYs0r0kLGTOvJ8y8nhCOCaxnmgR3XEoTPZIJA+O5dmUeuyuYejsmnMyovWNTe8fmzv9yEmfVQ/ma+kQHf6lL96hi7fOaSq2HiATbH88O6rDj74DbsGhsl9i/U2UsP8DfsnG6gsKq+bwqVwXBQpdgoUu0VuCFx68yPdGiPt+ieOvBYcfUiM/5g46f1HgoNjShDVm5flFTqg748twHDBKHQeIgmg4LX76Dtkxr3t+VfHf9ME7DYuY7io1PeDTOZlz76jLXvrrMpdtzCKEJ1izisuDS1UNYm57xXrw4jtOD1lGJ1TeHCqC4ImjcGqNW67F1fordtYpR2bAgvyqNc/iHUP1wJMHcEigPmqdh/dvzzH7mPtlEhGbkTPVejd9/6ePYmy72pkuwq5Geov7UNv6OxJ0c8PtvP0V/zjhoD47GFG7buG0jKy1jQXilwscm7pJUFRPnM5QHSc/F6cNgSlL9wEJ1HVTXgUgynE7RNrz4zAf81suf41/c/BjFIEKc6rLyJYE60Rtdk0YMLaKqJqxKeosaryEYvjpOUk9J2maRZRYHKeHYVJvAiyn6ESoApwvyXNv4nc5CGpg5dGaOVi9ASM38z99FeZrcBwFx5NBrB4hQwgiiEs7F5piPcRuSzNNkuYz60X2jRls19CRrKAgnFCrQqEAbbmI2UqDYEji7DqLlYE8PUKnpBuIbNV09llAa79FbNHpp0V4Abob1SJv//b3PkJvuYX2kTp0J0qFNOrQJJzLcex4ihZmXLFMe6AuimyW0pUnGE+y+4P6LNvdftOkdUSTvVYkrGfY3Kth7hkdJIQUJ+6ddchuS1BekvqA3Y+F2hVEs7vsoJbGGEoSmvVLmZz5xgcdO3TXu6FITVSRp3nRe0YKtb81Re3YL6wnTgMqvQ28Rkislkisl5k9t8cbKYQSQfLP+wPTQHnbYxo8tHySEuAd0AQWkWusnhRBjwL8BFjFGKb+itW7+VXN4h+f04n/23xoX8sUEtxyRDEeO1Epg7zv8y6/8n/zmxmd55/IRCrdsvLZmMCGIatmByihAsG0iOZkauaC4qiEDpy9I8hq/IXB6mp7x/yCaj3E2XZyeUYGIyxAvRNhbLmmg8Wd7eK+UiEZ2ycO5lPKHNmlgOmbJZIK76SCO95AXi6QFTf2Cpj9jbOIAGmdNMd2eGRD3XGZetth6XpDlFP6agxWbzq7bGt0IT7YZ9j1yV3wjgGiZwrAVmYZFcQUyS9A9YlJCMR2i9j0oJ+jQQuZSim8FdJ8e8pnjN7jfr3D93jRWw6S0aixl/FWHNIDm4ynelo3yoXgHtDRqEdoyOvYw+vuH+qTbxiO1tVUkWHM48eJNLm9Mk8Y2fi5m2B0pQ9zxCOsZ/myPYcenWu9ydGyPd64dxtl1KN0x8Jr2OaMAYbVs7KHpxFqhIBpT1JaaNK/WjJfpvmAwp8ivmihj9gsr3FyfYOarLo0TlulmOsZLIFkKOTq9y42VKZyt7/ulWrHp/g0XYhYXdll7b4ZgucWjk+u8/vYp/D2JtkYlA0yjyr7nk9sSiEzjtcxn2j2a4u1aOGfbqPcqphEApomyZ+G2BYWNjL1HBP6+oD9veKJYGnfHPrhPhTKmzZlrasJJ0agtu20x0lLTVM/uUfWN+setjXGyroO/ZVO6p+kcFoaT+2yD7o0qTs90mj8KjqJ6RuZl2B3L1ICnUlb/7n//Y0v6jJ+q61/41z/3Q1/3W0/96/+g5YM+rbXe+7e+/wfAX2qt/7EQ4h+Mvv/7f9Uv13I9U0uyIH/HIc3Z+CMidVTLcI90+PVv/xf82mNvc6FxnNqVhLXPWjz6zE3uNGs094o4t8wjqLCp6M7YJEXoz5tFlX1YJDw7pFgY0touMveyRMYmSuiHHsPlEL3toXJGD0t0bJKKQkQS3i9R/8X7RgIbsG+VGE6azlnmaURokS6GfG7xFvvTeS5vTjPYKFK7EjOsff/tdTqSqOBhN212njDcU7tlY8WmaA8GgwWQbhYQ5djUbGZCxJqPCjKsoUTlM5pnINi00JOj4vWujy4Z1HxSUei2S+e4wvNTXnn9LExFWH6Kyps/5G44hHVhpLj3jXJs+Tp0lwygNS1m2G1JtmAWk+o5FN4tQM00McSnYrwnG1x/+Rjpckjhok9/3qV0z8yvfCgvtjhW2+WaPcGZ8U2+99pp7Pkh+XUXtOl+fsTUVvWYcr1Lc6WKFsZ8eG+9DPUYd90l2NGkeeNUBXD9zjTCyegsGgZANK4McNc1D8Cb6xOIrn3g4xnsCpQLg5MRsunQ/b0Z1CcjhjcqvN4OqB/dJ1yw6W4W8VbMpiyU2cjtgWbv2RR/wyGaUHi7FtF0SrSTh/kEMbqPjpzcYH82R+dGlaQkGLsMUcVAaqzQoP4f+/R13nnrOGAEF+NTQ8Saj9CGu9s5HeP0XAP3iCD+s3FuLZmHVm5NIhX4e5q4KFj41Ar3mxW6typkXkZYNM0qt2PupVBA/W2LxmdCrHxM7t3vp9M/7nhQngF/HeOvK+X8eeBfjf79r4Av/6AX96/ZRs99KOgfTqg+tfN9U4rJIe5flsndcvnanbNknmbtMzb1U3vc3B+n+FtlcjddvvKrr/KVX32VQc1i8u0O9kCTvy+R75ZAC37zmd/hlw5fwKuE9CclzlDjDE3kRMehdmYXuyepvWdhDST+lk3+viQtaO5t1wiHLuHQNch8z6SKuXWJ9hXjY12++d5ZjhT2yDKD1+rOOfRnJP0ZA31IShnBioMKMgonm+SmTQrYX0hBw/h7Gm9f4O0LaucluuGReQZZWjm9T+FQZ4Srk+i8YrgcUin3qZT7HD69gZtLyByN07QQianLyfeLqIKCDR95L8Ddt3D3DUNAuRhBRm2iv/6c6VZm8yEoEymplotqmQdF/1xoPBDmBTNTTVrrJawQZv7YYTCTIRTEFXOoJ7u0Nku8vzrPUrXB69ePoXIZQmjaT4X0DpkOorPj4Ow4MLRo3R5DBwoZm2gaJbD2XPxdQe+QID06PLgnnD0H/6Y/iiS1qaF5JgV99uhdTsxvQSUmGs+IxjM6x1PctqZ40cMeCFqfCbE3PJM/dQwOTgD4Cis0aiBODzJHs/94Bq7proNxf7IbNoWJPsXrjqGleRl3Nut0ujkDr+kIdj6eMpzSRDVF/0iCDhTvvrGM15R4TWNWzJbRsNNSMxzXlC+6I5qdIClq4qIRFnVbkv58RljX9OYEaQF+cfp9/uezf4oaS3A6kvIVm7imSAqmfGMNBcNJgWVnTJa6eM/+UMOkH2mYLqf1Q4+f1HgQG5oGvimEOC+E+I3R/01+ZDY8+jrx7/6SEOI3hBDvCiHejXX4AE7jp+On46fjr3s87MDaB5FyPq+13hBCTAB/LoS49qP80sh09J8DlL1JvfkzKcLOcNY9ttM6E48ZV5/t1TGjxpnLqDgpE+c22WqV2LlbQw4k4TOA0Hz1tz8FgCc1g1nTeu8vKmZegY1Pwz+8+bcoeyFR20fWDV0FILelSU5FJEri7wj2n0oo3HLoLceQSOxyjN70yW2avT95uku8acjcvSUjiHi8usPOrRp/8J1nOHH2PlcP+4xdBT3qofceiaiN9WiqMbSb0dopYuUTnK5JIQfHI9K8e6CaGtWgdMsg//t1yLsx3fMzxBMpjKK2F09e5ZuXTwOgLtRRC0YTv7uUISZCkkFA8R64HYekAIMTEX7BpKjhdh57LERsB2QLIdW/8OktjGhHux5WKIjHMkRm3iO7FJLuBPTnDfJ9Y6uKVx/Sj/MMpyTFO4JwAsY/tgnAxl7F0ImsjIt35siVQuLtEmlsoZU0NcpN78AjIDfZ59eOnedfvvFJ7IHAiqF426TCH0mxyy2frDqqV7UchAK7J1C+wN51UX6GKmje/+ZJ/ptf/RMGicuKqh/cb3HZzOfvCsLMxzvbQmtBrxXQWymjCylWwzlI/3tLRq2WTFB+3yP5VJvgfNlQnOYyosgmOZbijtyUnNMD0ktlMht0HvwNh3AxovChR2ZbhktaBNegkQgnTbfZWzWuUk5iIittYXTyCinOQp9hOKolt3zsLZu0oPFOt/jdtafoRR6iZ5M/18D5wzEmvifYfmFUl+xYRBVgNceqFnj+g1Ks/RuecmqtN0Zfd4A/Ap4GtoUQ0wCjrzs/aI5w1iFXHh6kASIRvPrI7/LqI7/Ll5583+iwa2juFZkvNLGsjGcfvcEvfPZNA+fIoLCeUVjP8NqatRcF8//JHQ4d32bzyzEUUk5Vt2kMc8ggNS7efXM0T2v0hk/r9hj9x4YgjVek7NrY5RjLVqiCIq5q4qomXc3j70raJ1PK822qUx3e+tZps/jLCVevz2GVEzoL9gGwVjRc9leqfPoTl3jmzG1jXnwzZwCjsUA2HZJydoDytkJB6X6KNdSw4bO+V+H4C3eoz5vV8PnTH/LaylHTSdtzaJ9KkZFgOAGlm4IskfzKF1+ns2QAmf3DCXpoMVYYMFYY8MWnL6CUJPMzvMsB7WPgNqH6oZFrVjMR7mz/wPUp8BPs8dA4W93TiKaD56ZkbkZaVAwnoXwzo/dHU/T+aArbSSGU5IOI+niXQcfH3xcUL/hYTRtaruGQDgxouZof8sb+EjKfEJ8dkOSNKmv/UIpQguINm6yUIgQIAYxHaGmMRTJHowIDnHUqEWPPbfFP/+KLrG6O4QQJTmBYD8MRl7N7RKEt6O4USC9WyN3wkOMhIjRmxbkdTW5Hg4DJY3voYkr/2QFaC/TjHcKaSftdVyGCFO9sC+9si8FaAa8JCE12qmfKJQ2jugEglUlh537pLnO/dBe7FhKsWfTnMw59vWF4yI/2yFxNsNRhaqaJbSm4l4d7eURslJGT2ZjkvSpr78/Qfa+Gv2UR/HaF4bhgMClxd2zcHRsxHWItmQ6u90GO7P0HU0N72LucP1aEJoTIA1Jr3R39+/PAPwL+GPh14B+Pvn7tB8+kqRUG3J8IKF5xcc7u8+LlXwGg9c1pkiWF05SIyQFv3juM46ac//YJruwKxLQx7mh82ZCd7QsF7J7m2vYE09UOuu0iKjHfunAKEQvKC23CIKC3NJLEdTOE1PiFiHAjj9OXtB5JwNZkbZdUQOGOzfBRA8TN9j3CSYUMJa3NEuUPbbJZA3oslod0owJqaKhFmTP6YLVGJIJvvXEWORnyd55/jVd2jnNnZQKvaRnaVVcSTozkpBsGHd47BExHqF2f5RPbXL64gDOQvPEHjxGfG2Kp0YfYsag9tsPWRpVg20UPbV7fOYLXFLSXM6YONWi9NcnWwGT+Xy+P4ew4WJjuGocH9IKA3LoxQzk01WDlzgTyjCkc2ZcqqKJRj4jLArct6LYDQ9Has3D6hjeY2zIhl/N2EffjTbpXx8gcjRTQn1MEW5YBwM7GlC569BbN9bZemWK3pDn5/D2uvr+A24bIEhRnuiSJTU/lqL7rUP3KOgC7vTy9WWOJ5+07pAVAgNoOaF7Ok49A+RbDQyYqkT0LXYuJEw9v36L41C7tXkDatFG1jGIuotvwUJMxbWFqhnIo2NqsUqgOSC9UUK5GHu8hFCQVhfVBmcrj+6gRKt4aSrqHM3ROYSlJVsrwti26xwwot3M2RrZtbr6+aF6/3DN12A3J9vNVpt8IWfMKSE8TRTZZJhg0cnijrqgXWkTVDHvDSIrn1wT9OT1y45J0j6XYpZhnFu8B8MEfnqJ7LIWZBO+Ki/f8v92z+/HGwwys/XFTzkngj4QQH831O1rrl4UQ7wC/L4T4O8Aq8Ms/aBIpNZsXphi7DWENxoOQ/3L+OwD8I//XqHu7+CIAACAASURBVFyWRBWBulaAYwPs18qUdjO684LchiD8WI9k19jYxUdirJbNozMbvHt7AQops3/osPYZgYwk6etj5BsaLc2l5x7bpzfwSFMJ2kQMSVXgrzjkntyjeWeMpKDJ9kz3q7LYonW3ir8jUYGgfSpFJILcfRu1WkXMKMpXLUSmUZ65GZ2OcWbPbWjCnRyvTh7jsxPXafRzdJsV/F1poo2aWYDJvkdnwaZ2OWMn8NCllK9dP4d2NanMUL4guBwwmDEbgi4lxKlF7pZL+5kQlGTrezNI22yMO9fHySZTRM5s4o6XksQji7ac4uhEgzuqTjT0Kdy1WAunyTUEmTuCeXia0g2z2bVPGfK03HWNh2UsGJwbopsuac7c6Pl1Dd+o0DuXkZ/t4topg3fqDKcUMpIEdzyGU4YhAaYpEVeNXpywjUx3XFWIxObYxC5Xkyk6x3z635sFwDrZRSuB8BXhjMRuSybeyxiOSZqnM8o3JWFdk79t0rXBvMLa9Mg8TTiliO6MoS2NJcHfsejXPKoLTdqdvFHZGH1mVuQQ7pZJJ1Pyqzb9toesZwTrtrGPuzZGWhmlxLMh1rqPGNqwb6NKBq7hlCPC0wmi7RptuMHIPey7xonKCk1GsPqzHjLWVK9B8LrP3jkb68yAYKTc3L5fBmWoYfbAwIu0NNF897CR5VZNj5svGWpBeFpjdy3ILPpPDVA7pf8Py/qvHloL0r+pG5rW+g7wyL/n//eBz/7IE/UtrFCQfLFJernCnXsT/MPXf82cYAylewacuPaCjbybI5zQDGYEQml4rE/ejxlOjNx0LhqNsVuNOrQdJr8n2HlMooMEYmMK67YhKZrNIHyrhnQNVkl4JuXD0qTLAxobZYJdaXBiMyYc6l4dY/qRbeIjNu3LNXIrRr8/cyA71SP/boHcrmJYN1ZrANF4itOx6LwwRO153Lo9xZ1Ls1CLkErwhV/9Hl/7s2dRI8cetwMy1XQWJDIy2l/2h3kItIFlFBVR5FA5bKB9/UtjdLZrpIsJzqaHt9ymp0H0LeyBRPZNrSn1zDWrjRwEGdXLksZzKSvvzFE40SJrBCQlKN0x7ASnazbkcD5B7bl0j6aUbtj0nx6glSBpunj3LGIB1vgQ3TG1xeGEwXshYbBSQu1L1Oke7AQG2JsaYUOnaa63dzTBbtqomQhnx6Z3PEYMLbJrBS7v5PC3TC0yHsFastjGXzGWcFFV4+8bkc80JyisClqPxkzOtNheNXLU429ahGOCqAaxj5FScs2mWf7YHq23Jhn7xD7dS7UDqEd0Yojc9MltCoqP7NG9OUX5A5d49Jl2H4movuHSOWKWUOpkeB1jfei2BMo33c7hWg53sUeYk8i2g/LNNRRXNWkgUI5g76kMaywi3fQJv9zG+Z0y9gAGXYfW0MwvhOlcFk81CNs1cpua4orpVvu7Anmqj75UMsKegL8jjNzUpCZLJGNvO6z+yAvyB4+fZEr5w8ZDsdVmI45hb72ETAV2LiUuZ8TlzKDBb+6R2YLKNUhnIyPhMxGTFjMCP6G1VcQ+bw6A6lVN+3YVWYtJRhtYdbLDuadvk9vUNB5XByoG8VhmkO8pBJuSypO7TM01ECsBVs+CRzv05xWV91wq75nCvWBkEzYioLsdQXgo5sjEHsMJTW/WQvkCdbaHOtuDQGEd6fHUwgqnzq1CKnBn++iOS1pWXGlPc/y5e5SuOpSuOgymNY1nY6wYVD7D2vQYzqakeU1+1cZfdREamutlmutl0vzIrq9nUT6zT3S9TKXewxoY5VptaQorRggwuOMiU0Fuok/rlGbiFZc0n9G7V2bw6JDk+ADlCgOszZmDWBJOaPwdm7gEessnSyzcpoXyIbgQkO4ExGPKEKoViIFF/rprZI4mDIrU6Ujs4cjWbV+iloaopSHeloPTE9B0iacTyATertl0vIkB4YTC2wc1lpij6WEPDNBYKiM5lNsIye0YiaDgrstuo8gXnviALzzxAXuPZ5TvGmmd6W9L3K4xKaGcsHdxgqiu2P66QVp/pKsntj3SoqLwM1vsnp+k+1hoCv62sRR0V12SojioA8qWQ3xqSDoRoy3jyJ45hkcqZcbYmy5iIjRoWi3oLEg6R8AZGO+GtO2aWuC3q3TnDDtFeBnlCy7lCy7VixK3Y3wRys9vkzkQjgm6CxwYVIcLMcNJA9cIn+7RWzaUuPJbPv3ZB7NW/0bX0B7YUBDNxcaJSEDacTl6ztRLbnnTWPHUCAiagTbFUdlyyG1KvPMVeFoR7I5aZhr+0//p63x14zE2Xpuju6Tx90BlksuvH4VFmHxdMpgYdS2L8F//51/jt24/T7ubo26nrNyZYPmZVW5emEddKyKXhsgvmBpaWQs2rk+Apamf2aPZzhuUvtS40qQZ9gC6h2G8bIxut+IyYdfjyu4USWqRn+qTXCkhc5qslrLbL9DuBlijuq0+0scBwpprVEKKGuEbj9CB7RKsGwVSb3cUuZQ1yVyEaLi0Ltdw+oJ2M48FFFakYVVMGfQ4mDR02PWxIqPCK2OBKinkjocKMnoLmVmko8ZYbs1mMJ+S2RJVyExUGjsgNGnebChoQfXiKOI6pJG1mHQqxbtWMKbNzdwB57A3ZyKZmZoRFNi+HRhppUnNwvweG/tlhHJIJ2KcC0WYVPQWNeNT5vWdvk9PBNg9CxUY8+D9szkG04L6B4rejIW4EvBSx5jIFOa7rH0xT+6Oxe7jApkaExj/hk9a0Ey+IWgdNyofTs/cR+1jAlWA3QuTZL7Gv+kznDIslOC+TWFNs/tcCiNzHtG3sG2F3jEWd/0Z00BpfD5k8vcKbLyYYm34JEumLpkNbIJVh73HMvLXXfrLMaJvPtc0DxPvZuw86ZIUPlokhhmAgK31KjyVQCypv23RnwX3tRKTX1onmTH3RPPVKbJaxtxjG+ztzpIeeXDQqIc5QnsoNjQrFHjrDumREGkp6LlE/2wagHkBSU4T1oVx2953UEVF/p594ELt79h0lsyNmByK+KfvvsgXT17hfjBLUlGkhxLE7TL5Uy16XR99zUeZkhjR4Yh/9js/bzhxbZfdSzPIiYyb6xM89+w13nh3Gd1xaSYj7fgdD11J8e87DO6Pkx5OwdEcPbTDByuzVI82iDfqOB3YuG/UJ/x1BxlDf8zGCgU6FXiPNuluFyhc8Wicy8hii3SkKhp8UCA8OSQbT6lccOgshvhBgrpWpHSuwXC3ZkCxo/haDgUqE+hiCtommjWRQFpRJF2bzpkUb8MhK47c6H1FPhfRCy1UzzbaY8D8mS22WkXS+3njlH5o5Fq1YWN3LPzjZkMJ5hN21yp42zYyEcS1FBFJmk+M5m/ZqFgyPjagMywag92GYDAFhfv6wJF+47KxHrQzgdM1qejK/TrPnbjNm9ES/j2PuJrh71hYMfRfHzfzAywmuC1BnEn2n1A4bYt0KmIr7+I2jQdq6Ya5vTtBwPGlTdZrZbLVInouwr7jI59oo1aLbH1KIVKNWg6RNw3kJ52NIJWIxCKbjrG2fOy+oH8oIy1A8yTIgUSP6qTay0g3c2RehtcUqECw+5zCu+2T2ZrShw6d4ymMZHyq0x2aThHZNioeuZsubttEh/kNzf5ZidsSDE+MNqJrPtoGrzZE3SuQ2xR0TiR0liC/pukuQnt1nC+cuwzAyycq6MhidWuMbDmmlH8wG9pHOLSHdTwUG5pdibGGgjgVuF5GGlqsvzCSftkxShtaamoXJJkD7eOSwZxCjiKMzM3Ir5vV7XR9Kp/e4pXVoyatjCXFtwN6zw5R36viObDz8YTCDVMwLr3n0TmmyL1VwRrPyD2/R3ylRlAM+e71I+Bq3H0Lccw8WaOaZGy8Q2+7RjibMv49m9YJuP/6PHomIX61TmEjYzAumXvJnNOwqklKgvFzW6zcrxuy8UqZF565wuaxEjeuzhFM9omb5nGsfI3ODFp+8Mke9s08SvjYJzu0b1fR1Qxv16Jw/6NoAqx1l6SSkeUyRMMztn5exvBohOOniFMh9EwHL8hFuHaK07IMT3NhwCMzW+Rs84TofKtA55g+wIlF48rQrpRktmo2tVYpJhla2D0o3jC6a3K06feeGeLIjH7kEp8dkHYd0rxtOJnTAm1luA15wBUVCnoLpuM3GFdsDkro0EKd6OHaGcOuh3ffpTRyok8KgoEWDKdM5zStQDKW4q4Z71Wnb+YczIzc0D3Fzctz5O9LsuUEZ9VIvg82C8iJEEdorOt50m6OypMG/7hzsw75FLHco+imhCXDMvC3jcmL2zL84dSUDQmPJnz5yfP8yZ8/Q3cRhNYIJUb11dEG4Ga4RfMetzs5nCDBuufiN8Dua/JbKftnHMKaILehaZ1S6P73l6hIIep4eIs9OmMe0le4Nx2GU2CHkEaS623TybacDLY9CpNd2q0c/b7//3+B/jvjYcahPRQbWhQ6JGVNuTKg2wv4j547z9evnwEgHBdkkYXo2fS+0Cf3FwWctvExDLaF6ZYpcYD3yWzYeX+SdCZCjylwMzrHLRZ+2yYNFHvnLAo3nIO6Q+yb1M0KgWnzFBMLfeKLVQpdDCl5ThA2TBe1OtMmfKMOOY3TsNl7IaZ40aNzKjFqqo8PKK2Y763I/JHBtCCaTMn6OexdB+1oVDXlu/cOE/gJ2s4Y7uUgP7qI6YTydwO6Sxlx5lPZFHg/t8PO7RpCgDM1IElyKH8UHdhQPLlPp5tDxRY6g2DTNnSksiabV0wU+2z0zYY2HHj0+nmqK9A6pajkQ1pRwAeXFtH5FOuoqXENRwVstykpPr6PygR/d/5V/mD3SVbuzmEdHiAbebrHUtx9ywB/AUILGj7dus3i3B6qJtm4PEnmCpwOiFQQTqmDYn96pk+665MsxVhrPve3p5EW2FcKhMdChKWJJlO4Y97P9klFbtU4V0WJh9UzHeryLegsGS7pcCJDzpkygdoJDgx+hatISxJtZ1gdG2W5WHsWIjUp5z4mCnRjcBf69DqBqc0WNYN58xBwW8ZcxumLAyCu7aW8dPcU+tCQbD1g7lspzRMOyoPWskYojbfhICPzGTgpIwUZTW/BSKe3jjpYkeGPgpFe+mh+t41RRll3ef7MNb516ST59wPS5zpE23m0nVG65rBzxwi0qTMRv/S5N/nqq89gTYbo9eDHWKHfH1pD+hMUcPxh46E4M6djoAG9q1XOza/x0stPwf3AHHsewV0XGQus80XSL7QQGvLrxsE8qWRoW5PkIMlBOKlIJhPkrotTDalPdqCU0J236c5bpIGmP5/hNTVe09ilTb0VM5jRqLbL/n6BbD1HtmzqX9XrIUkxMwa+t21ad6t4LY3bEaZj1bMNWX3HRvgK21FsfNYQhVtnM1pnjaaVWw1JL1ZQMxGqqHC2HGbGOkSxjdM0bttCCYQS+B8EtM6loAX5FZv+J3rs3KqZtn9XEDd8vIY8MOhIKyntTp7JsQ70bPIrNso3qV1aTdHbPltXJtCxRMcSFVkUbjpoKdCOJlEWK2t1KodaEFqmYO9rylcsyldMFNe6UuNvH3mL//XW53nrxmGQYF3PE06l1M5baBvsQoJdSAxIVcHS/C4rGzX2eznsniQcV/SfHpJWUiPddK6HOtfj6NQulFLcWwHJuGkKBFtGEkkIje2YDvP+50L2PxfiNCSDQyl619QN8muS4ooRQ3Q6gt7RhNzRNl9ZvsBXli8gUoG3K4nGNJMTbbTQBLUhmZ9Rum6jDoeE4xnBXkZuW5DbFnjnWvQ6AaLhEtYN51eG8kAaXkvoLn3feKT8Z3nC7TyZMiob+2cckjwMToV84WffIZqPjR5dRRNXtNFTCzSt0xlamCg7rJt7uvFYRvOMqcV+pEDbOWZe57bhlbfOgBJ0j6WE23nyM138TYfiqkJow/m3dlz+8N0njWLxho8amUw/iPGgmgJCiP9LCLEjhLj8V/z8hBDie0KISAjx3/0ocz4UG9pPx0/HT8d/GOMBczn/b+Bnf8DPG8DfA/7JjzrhQ5FyZq6gdFPi9DUrd4+SLmuyEWCRDLwbLvl12HsuofIXVahA86zCqUaQWHzh5BW+cdXwGl0/IdoLjCpGx2Ov4VO8ZTMcN/rw/s5IhuUXtgGwlMWKU8OKjJa7v2vT+/jI3m4AO08GlG5pOh8fyS2kgqTokwYGfJm5Bhvmb9voVJKs5pEC4kMxemBSqtJsFyk0rfkYa3eERE9h7y9nsCyIFhKcpo3yTKpR+zAlnJA4PcHjX77Mdy4tIyTgZBRXLcRdi3DMYIwA0KA6DhvNcYJ1CxVAsCUIxzVWIYGuReaYKBJGdKzMYM38TZuem+Pnzl4i0ZJvbp1hOKOovytpHxulnC1B6bNb/OZLP2vct1oOaaCxBgJ/yyasQX4NKk8YXNxekGd4u8TKdg3pZAz2cljHBshNH9dLGA4tcidaTBRNFHxzc4JfOPs+X8+dpvBO0ShnJGCVE0rFAZ1eAI5madqg3e/JGnRc/B3JYCkmDB0yC5yu0dZHCcIPK/xe28hx6UpqfC27gq2VGngZf+/UK/wf9ifp+AXGKz12Ow5R1aZzzNx3k26C+rDKYF5hTw+QUpPsB/grNklZw2IfsZ4jt2neo9ZJU7oILvs0n4ohlshCwvGZHV5dO4qQ2rg5jZnWsdhzCLYFSRWOPL3KrfOHsAem9kcqjPLMXGYaPcDYmw6ZK0gK5t4pL7XoDz3E5SKDuISXwmBC4jXM+QzHoTLZxbYywlfr9I48OBs7/YCaAlrr14QQiz/g5zvAjhDihwuwjcZDsaGRQedjQyzLEJrHXi4Q1szCj0saoQ3lpnjN4df/q2/w1f/x86xNC4K38wyf7vONNx47qKGJps/4iqZzBEpPNNi/UaN/KKNw1wAdla+JJ1L235oCIJpMscZD0tBGz6W4rRxpx6W35VO0YDg+ApiOijBi3yOqmk1MJIL8fQvlS6IxRWmsz8nlbd55+zhOkJBa5qQ6W0UjF90yAGK3A/0ZbUw3FMy9LGkvCbrL5ubdfN4mtyHoHk1589XTuIf7pOs5/G2X9qdNXch2FPKWaSIULjsMJ811RXWTrikfsuN97Bt57L4RSIzHzfzCy7BXXOKSIDoSMlnv8NK1U7DnQV5Rvm7ROKOZf9Q4m9+7Pcng2gTeotGWi6ZTxMAiqiucrqS4AsNJwdr5GQD85TbMhGQND21rxmZbNLZLiFpCtFqASsrwWoV7VAB47OM3+JMbZ0laHiJnJIG6h1Imq122tyqIro2oxNy6aTrfwlcgNOGpIQyMbI6IBWlFU7xhU3/HorUMjKSPqlcFredC3Hs+spAwXW/zT176EmosYenwNnc36uBlDKY0Im/eo+7QYzinCNYswiRHcKiLu2sxWEoQrkJ3PZxEENY+WtyacCFCS5epP7fZ/VKIAG5tTqC3PfyGJDwekrtqivOZA70jCqchuXF/EnIZct8is0zH1N6xUXMhcuT61V7WFG8LtDCsgMZ6xej1HQ0R+y7aMg/5j+r1djkmURaek9I7kuI0Hpykz8PcFHgoUk5V0LDrUXgtR9TxsENNcTWjuJqhHQjrI8rHC/u8vH2ajV9JmH5V0DmWku76II21nHY1yYkB+58Lmf3YOslL42hH4zYkw2lNuhjidgS5uw5xVRFXFYVbNlnTI7hjtL+6SxkiSJl4B4prCq8hsAfgXsnhXsmZztZ0jFOJ0LYmHNcEWxKdU3RXS7z9/jGyguLszAZZKslSI6ssUqMoml83nEi3LRgcjekfTdh8XuDva4IVh2DFIakooqqmcsnG3xWkmzmWH1slPjnqGA5tooFz4AyeFDGy1JE0xfypjHBc479dIHOMuKDTllgdG6tj46y5dI5qFj+xgrXp0WjnyYY22tHInon+gm3B1ndm2frOLHIo0VKjL5VwRu+fGIsOPr/enCmOpxVFWlGE18uojmtqcpame7nGzFwDraF8Q0AiSCoKeyiwh4JLmzNwN4eIjW5cNJuA1OzcrVGoDpD1CB1bYGdgZ0gnM8KKGqzRBuRMDpGhpHsyoX3cnP9H8tUqELgrHmk+Q7dcGr0cKp9BItnr5dFKULjmGjOeTc8Ambu+EbssaDI/YzhwqT+1jZ1PqI718NcM6n/qs2tMfXYN/1gb2XSwhoIkJ/Av5hD3Aj5//Cr5NRPJ5y/7DI7FDI7FRixyYkBSzXDWPErXLJRrdNjIINjTiB0Pa36ANT9AFYwIQFowD0IZSmPIMiLVR3VFYbqHXx/i14dYtiJJLHqhh92ySGfiB7JWtf6Ra2j1j+TBRsdv/LC5H8R4OCI0odG2prsgEE5G67g8SL+UqyncM51C+a0aN5/IoTsujV/uI/ou3j2PcD5mbMJIdao/r9N+LOL+bpXkVErhrk04rkmLCqEkwQu7NK/U0SMaUP+QMfxVgYFnqCND3Ks5Oovg72vSnIFR+Hsjh6VY4HQ8ROaRzmRUrhkjX+krvLsu4ZRCxJIP1mYRI16gLKSINR8rNvJEuXsOaUFzfGGLnV6BbqvK/jnN2CXzdgS7lrF088Bta8Ka4MbmhHEl2vbJH26j3qqa1AfIP79L83LdUI3mUtyGKeQPJ4z5rNu00Ef72HKkiLuaR09G3PxgHlyN0IJgxSHzNFFdEU1oVEce0HRKNyW9BVPETgNIxxMIbUQlIc1cvNMtoksVrOJH8j5GZLJ1v4LTlYgUtq5OQF4R1g1S3t+yCSdHuLXVPGo8xc4nLM9sc+ONRYJdI0UddcuGhH94eBAXZJlAVGLY98ikRliQ7AX4cz3UtSIiA6evcUfUqs7x1Lg0lTWHjm+zen2SYMsiqmX0emUopaQBaD/jo9K5d9cjXIyQx4dYK3lU5rCzNokKNEkuwn+8gasF9y6ZqNTuCfRCxNB1sEMjTvD4p67znbUl4jFDz+odyg6gMNrNsN4tYj/aZ+xIj627NfAznMsubtOAZTMbsh3TnSzNd+h6OYIbJkPIcgo5sLC7I+u/w4bzGW0YHMnEsT06Ax91oYwuZZw5vM7Kj7dKR0McEPJ/yNj7SUhwPxQRGloYH8fxhELZ0G+SekpST8ltSqOlfygi9zPb5C8E6EAR9lykkxkNeA36GzX0N2q0z8UwtMi0oHDHZvyiwbj5mzZ+IWK/aTwuRWghQouFk1sgIB5PiccV2b5HbtNIBfU/1yOcSine48CZvX8mJK6YCDK/Lo2J7uk+3vWA4Nk9RDWmMt8ijWzqtS71WhfVsw2tRWFUPFyDrr+zXae1V0BVjeFGXDZH85GMuGJqXPsfS3B6gqzh0dosUViVqLeqWM80sYam1rK7UiWtJ1h9CY7GPtkxnbhDQ5yWRXZ4iNrIkSY2aWIjY0GpODSu5z2BdTvAeaqJTISR4WlJklp60NEbTkI2G4IElcso1fo4ezZ6aFFYbNPdLRBPprDpwaaHng+x+hJ/yyKdibAHAl01UVd6uo9IBUkxQ4YSGUpUNcUpxOgNnw8vHUJoGIxQ+SKBeDLBuh3gXsrhXsqRxRbejYCsnGCFEndfUrhtEYUOy5+4S1zW9A5xcP7FmzZeC4p3JDuvzRhSvgOF+5Lc4Q5iYCHPtbELCTKSyEgSTqe46y7Jap5swvBSM1fjTA0YDDwSZTG4USELMrIgI55OkDsuCLOBxhXNpT89Qa+RM13K0zG5xQ6iZyN6NoVbDtGYJm34xKkFEkTXJv/iNnZfkBwOD8ooAP2Bx9h3XWRsuLaFWw6lm0YzTx8y9d3+RpFgrksw18W1FNFagfj4EJEK7nxj6cEtVy1+6PGTGg/FhiZDQy4+ubRBd6eA3vKxGzZ2w2b8/YiwLvjbj7/J9u06vbMRVtPGcjN+5dR56Ns4e86BAbG3YcyGg/dz5Lcy2osOcSUjqiuG+wHBZSN8aE8OsCcHbL82i5gIccsR3o7F+DuS9lFTVBcfFsmv2kRVo24RXA6wN41scmtZ0p9XDCczvPfz+E/t02wUcG4HuLZCNBz6r4/Tf30cmUvReUVc0Ti5BKcLY5ch93YOIoOhUjl9wJ3UdoZ8rI041EdYGUnRuLrbLYve4yPqzJvGYSiuZNg9y5gsa8DSJNdLqCCj+N2cgRvcCcgvtZH3feR939CM3hsjWG4Z1P6xPr27ZYYLMW7TeCR42/bBhhlNpkzV26RFRX7NorNTIC1m+OsOva4PGYihhcpnqHxGtdxH5TOiaobccRmeCHFXPGTHJt3zTXE8b0DAWS6jct4ljWzclqRyRRLXFFYoGCykRmculYxd/X4ZwmrahOPGtPnQ4+umHrWkmJ9oYguFTExU7YxclbyWwYGlOQiPRliRwNuH3uNDavkBhUMd8n5MkIuwIsMRRWMcpiKBteVRnOoyf2aLfBChBjbJlZLJIqzRkUqqJxoE6xb+tk3+/kgcc8/BHppr0Pr7aXBS0KRlRfGmRfJKndJ1G68h6bw2iUzAv2qI/P62hb9tYd0OGEyZOYfjJsXPXEiLGYXv5ZDfLaPl/8vem8VIlp13fr9z7h57RkZulVlL1l69s9lNdmuhSNCUNNpmxoOBZx5mXgYez4NhGPbbwBjAfjRg+NGA/WjAxNiSMBoL0siUyKFFkWySvS9VWV1bVuWeGRn73e85fviik7Qgu2WpxmxoeICLQmVGRN64955zvuW/WFbbE1bbE3YOFsDA+eUBVdPQfvB0YBtPk8uplPo68D3ghlJqRyn1T5RS/0wp9c/mv19VSu0A/wXwX81f8/8qG/KZSDmNA1SK/d++hLdhUebHxiFPvuaz9r2Sr//Bl3CB5sUJs+0e5X7A/157Dq+XYEd1JhflIhabCc23I4omDH4zpkhdnIMAcy5DHwZSX+r9OJR3NGAVxVGEp+Do50v8EwGlpqslnfddvJk9e5iaD2B4y+KNBcOFhemNHOfuAm4pbuj8Lz16SjH4denihe81JNJZK+k2EkbnIoqmlk5hu6DdmhHv9Chrko9Ejz1mXoS/72EXhextPCGqh1sRxpMu4FkBxHjD8QAAIABJREFUOBb1Cutw5uzU+VDzSX5TdAw29fBG8gZdSDNi0q+jHIvzUQNHgz7yWfilA/bvLEsXdzoH7nqaaRrQWJ0yiyKcE0/OJ7LUGhnlvYjaKydnRsMnfgsapUxgA+5hQHElwX0YYj1F2TCEey5Fe572r1uirYAqlOI3BlDij1C0Def+RDG+pMnnKXbVKIl2PPKO4uFej3CmCPoO28ESj/0uLOd42wF5R16fLllMIGUNPfCofDEhtgOfLz73iH9973kmxw0oFaop72l/5FJF8myWdUv2fofH7Ra0SrwTj3ytwKmVqMfyHJW9gv79LvZqjpo6uLGQ68vFAvfEo/uWQ9prY+d0snzRoOsFk8sia+Vk0NwWwVF3pig2MrzHwdkzUfRK6g/kuqOgqIt0ULTrMNsQ8QEUDBNpOmjPYHzL47sreEPNwesW/te/1jSVYaWO9jSGtfYffsrvD4CN/y+f+dmI0MKK2hOXdAmKhUp4ij8xnvzqfLe8MmXweIHyWow31sTTAPuwTtEryS6nZJdTgjsRswtGjIhPQ1y/wvgWPyypFgtMaDj/4j60SmiVEuF4JRdvHgg4tFlQbGRCRAaGz5ccv14Sr1fE6xWTTZFx0QXUl2f8xs+9RWtxhl3NqDZSVt8Q6aAyguj7DaLvN/jcb3yE1Uht5O1FXnn9rhh+1Aw31w8YftwVF/hciOL5gsHpexQNizPVGHe+uBgpChc3Es5/bRt6GfQyiqaQyQGCUzFDTnuK2QaoSzOsb3A/aJDcyORYkcUv3PaxgaGqiYVasmrYu7ck51FCulaSrpUC6HQrytIh2vqxK1K5lpM8kA1zMGjIvVuoRA1k4soCkTrUdhXBlghCWg3hvvhcBiea4ERjtXiTZislwfkp0a5LeSUVi8BTzckLmsauwV6dYa/OUGFFdGTxhxp95FO0LN7M4g5cmHjYUtN95YhioaRYKAk3J7z84n1UrjCNCnc9Fken5YTf/cbrVJXCGbr4pw61PU1tT1M0IDqyeDMBtwYDRfuOQ+f7PmXDoCcu1cg/a4Q4QxdvrGCuMzd7NhVbuVJTdkviVUV0ZHFHDu7IgUaBHfoEpw7PfeEB+VrB8IY0IPJeiXalIfGJeXO45zHbLCjaluxKipNKjTFdMQSnisllg993ON3pcLrTwbtTwx1rKSvMFCZ8erANg/rU46c1PhMLmskcqlAccnSqufL1DFUKdy06EiE/DGTTgHBlxvrXfcqbMcu9Me7VCbpWwtiDsXfmzuP3HeHSpS52oWCjO5T6Ra4YxhGd7pROdwpK+HHbH63RfK6P/34Ndeqz+NIRl64c0tsYcu5iH285wVtO8EeKhTuQnC+InzT5Nx8/Q1lpPn/pMSZx2f2ypgpkwifL0tF872iNdKWkaIlU9BsfXKFYlJ265uboXCzl2q8d0X7tCGUU/uYEN1Z0thSdrbmtWmTg0ozVxRFZ5WKmHmbqoXOF+4UBVoufo3Xg0lcfEZ4oikGIM3HIOwbd99B9D+fCDH8E6UaB8gzu1Qn+UHwMVK7wxoqyJhGSN3Co72iS7/RIJ4GkgedSTLPC3ffxLszIehXh3ZBoKSZaismWKlSpcEYuVlvyBbEjLFoSNbgpVAGky4Z02RDM/UgvXj4iPajjxRB8EIm/agFOphjcVNjtOna7jnMQcPq5iiqweFNNdKBIlhVVzeDMNLWPfY4/XCLa8Yh2PGaHdd55siGbmAXzqE6yVhH+oIEqoVHLqBYLdC6pnNXSZZytiaG09aQZki4hyP5Q0jdl1Nk1qhqG2gsDdCzS5u03QrJFgworumsj0rWS0y9l1A4UtQOFLcVY2GrL1jevyDyILLXHLl7fRT8OBeLz2Md/7JNu5HRWJ1TrKbWPQtQ8JQ6ONUXT0nisyVcLdKLRiSZdLSlWCrrvK5xMVJefxrDzpsCnHT+t8ZlIOd1YOjooCA819/9+yPk/lofm5DmX+geif2V8n/GzipPnXBrfcfm5f/Ief/zkBtlJg9de3QLg7ZNbeCNNdS3GvxeR1QRDdu/+KjRKwu2A9KR7Jo1jruR4xx7+SDHKF+H5GDPxOP5gGbWeUJWai2t9inmKuvZuwXTDxT92KTqGYuLTWY/Zm7ahUNQfa2YbhirSVPNdMb7XxgHqTzRFCxr3Pbxf6PPi8h4/+L3nUS/MqAqHwx1xM25cGzE9bMBywaT08CeKoiEKrMmKw17uok58wvFcAqlhMFZx6ZUdtn+wQVmzbO2soL4Qw1hoY7U9kWwGWPzdGkdfMKhCQ6ZJpy7Js8LHdGeK5ELB0nfdM4zV9IUMNfSodxLSxKcc+ahCSTT2/SamI/Zydu6I3rkwZPi4gztQmEiRdwz0MqIoJ0t91KUUnXqY3bmyRc1CoekECTupEjyYheiBkM0/MSEO+3I+VQDlgiXvVjTvuUyuShdTL+T4uxHZ8zHOg0hSVwQwXUwdbKeURdax2EbJ5PkSNXW5vNDn7fsLGF/oZwCzdanrxpcKkaxaMJjQEqzElPcbVOcyotshyVz4U2Wa0aCONhAeuszOS4prK8VkGuGOHUyiz4RI/X0P99aYZL+BO9HoifgmJKtQ23WI1ytsozr7Dm7fY1i2cGaarGMplwucUxfHgXy5JF+WOubSTQEfj95YJl0pz9Q4hjefUp7I00s5/12Mz8SCZjxY/z9Ltn9TOHrdtx2GV+XUPpFUidekO+j2XcqaJbmZ8d2jTcandXQv481v3gSg6FXYRsnSH0XEa4piJBI3tX3F9KI0B5yZpAEAnaUp01qIeqtG1S3otWLi93voCrIqwrYrxr99jvN78uDGyy7xyty1+lSTbVQcH7bpLo25fP2Ah8U5ogNNfC2nviXAzmd+c4t3/vQ64xslrY9d4jVL9kGX7+eLpFdzPMBOXaJlAc3yvQ51BbMrBfm5guAjAU7Gz6Q4riF6s8bscwmZI+mfu5xQvtPhpN+hvGaoP9FMIxdn5NLalQViesngTmXB2f9KJVFF3aAzjTfRZGsFZV1ST2ckpHvlziW+Zy4Xn90nLUXrPssCTLPE35dGhBsrkvUKZ74zD/baNLYdZhuG8NAhWS9pNlKqSqOUZbLbwu9r9E2pMfZaM47fXOHuN67AgkRx1rOUqyX6xKNoKpqP1BkzomhY/EOXsmnFSenUIT1XEd6JZIEpNNViRbQjz1C6IorHbt+l7BUipeR5koovJfhalFuwcxwYAvtI/9YYtdfAGwhQ2YYl6SiAdgWZw/mvbQsoFgTnVnpYB7ofVYwvzutoAwerPfDA9nKKVACu4Y4Hb7apvzok3WpjQkP4SO7z7EqBShzINeHeXBG3IVhGJ1aUl1LcvVAaPrng+nAt7lRzuC0qvWozI7ovNbh4VTa0pzV+ml3MTxt/5QVNKXUD+Jc/8aPLwL8AOsB/DBzPf/7PrbV/8Fc+w5+Nn42fjc/MsPazvaD9lZNda+2WtfYla+1LwOeBGLGxA/jvP/ndX2YxM4Fl90su3bcFlzT7D6ZnNbSyIW7cIHWk1gOJ6MJ6zsFBB1JN+89C8vWCfL0gOHY4/68ciroiWTZc/MOS9pbwHq1raW056BIavRmN3ozRdpsqd5jeEnDu+N1FdCl1FFVAtOcSrymOXnY5etll8Cyg5FyytRL32ENNxfn74E82REf+Rkbtno+Tg5PDW29cwxsrmvclOouuD6VQe2tKa3HG0sIEp11gPmxhPmzhjcVGzT11qd33mW5WeFNFcD/EIsh/W2rc5QR3OaFIXXhuQt4CN1HMNis670k9MV61uIlCr8fkmyn5pkAyyvUMXS+o7Wm8KSjfYAIjApSrKWurA4KwIAgLvFOXgz9dZ5KE5I8aOLHC7XsUFzJJ906syH33A6p+gDt2cBO5Rk4qemmzaUia+Hh+SbjvoJ+ZYCqNqTS7TxZpPvpxdKRXUjCwvDyidnVE1awYPVORt62oFRcKezVm4UNF1qtYuGPx+5rymRm2URLWc3rnh2SLhmzRiDjlgStqwn0PbyJNj2AxodNMeOONG1hXFFQ+qaHlLUWeufjLMVXNihbajk/nbR+nneP1XSZ5gK30mdeosxFjIsPJS6LKkfYMRdPgTRXNZ/t4jwNU4qASB+uKDwV/1oELCeuXTqiemQodrhDmSeO+nLN1BSANwgiJPhRIB9qeUerChZSyLl6qyiiUazCu8HD9lwfMLnz21Db+XYynVb37KnDfWvtXAiN7Y7jwjQw3kYf1mdUD/F89xv/VY6yCrFsR9hWth/L65bcsxYMm3qEv6UZPnXlU5tcS4iXRuq/ta/rP+Cgj8kROrMnbYioxHUZMhxH/2Vf/CIAvP7vF6UEbDPhjS/t+xdK7hpUviRT4Jx2/qmZwErAeUCmef/0eTqqpP9aYQNKvtdUBac+gCylqR/sa48PkeoFVUL2xgHp5hKk0ZaVRgNbmDFc2ui5+BfVd0fb3T6UTWNYs7EaYwMLYpdOK6bRi6u0U9U6TZLVCleANNGkX/JGiXMnBQjEOYOjB0JOUrtDYkY+TwfRWjq0U7thBZwrvQUT/Byvk2w3ybeGL1vct9odtokNhEBjXstwb03jkMjsnnTR/oPEHGneqyL8ymoOFpQO58O0QE7tkOw2qyJI/apwtmPX7HuNNmF4yVM2KMnOEz6gN0+027tjBeoboUBMdaryJov5ndcZfnREcOwyvK4wL2jH0liaU95pURp1Rq9xE4c4EZFtFRkQt5yq9/a1FnEzYC9PLJWnPkvYsyedjrq4ec3mpL9evbVi4YyjrELxfo4ws+0edswUq2grJByGdtTFF27D2y0+oXxhjXYt6bcjobpeiabGBwQaG67/0kLJmKb4wobcwYXe3i9mpnUFNKBWz8xXZekG2XuC0currE2nuFLLomsUCJ5faYr5Tp/5ErpP1jOAhx9K5zguX5av9v/Lk/vPD2k8/flrjadXQ/gHw9Z/4/3+qlPrHwI+A/9JaO/jzb5hzu/4pgNdY4P4/VlBWBPsu7z7ewHsgeJrmL54QAfF+j7KmyFuWZKqpVlLqH4asf2vC/b/f4Nkvipzp1p9cIf21EY0w4+jeIu27Die/UOAMXBqPFaMbFVWkIZFaxh8eiJDkD3Yv4DVygqFHGcHhFzTeTFG+fQ5Cizuek3stzDYrqJe4hz570zbu5hR73CTvSISzf9T5vzWus0WLuZjgKUthFGXqYO61qOoG/3aN/NdyiqlPeCr7i3Us9X3psqUrFTRKvCc+ZbfEO3FxBhrrwfHjhbO/UTPQfU+fwUqMb5lcq1j+ps/whqW55VHORUvTlYpgR8xRxtcrah/74hmwnsJd2f2lUzvH9i0VTCpPRAavlMINXCg5HdcoL0pN0m4k2CP5A/6pItlpYpcqFt6RaG1wU9zEVQHJRol/4lC+K6G3lyNI/Lbo5NdaKVnqs/t4EdUuuHFpj9tvXySdeyK4sWJ0y2DHAcX5Au/YpbavGK0ElE/qmIZh9l6X4PTHTYTplVI6gIWoyPpjRTwOcCqF8Sx2JUMfB2f4xzJ2uf3xOnrqnN3L/V8ydD7QEu1HFZfPnfDkRL5DUvfwd3wmrRDVzrl3fxXvxKXzBCY9n6pREe565FLi4v3bF3A2Uty3mhwt17n1ucecxHVOHnRRmQIf6BT4gdR6g6DAURaWMmo3JkyP2qAss2s5jTuiPDLdLM+s+2abJdk5S+sDj1nZ4LD5lAQeUZi/yQKPSikf+C3gf5v/6H8ArgAvAfvAf/cXvc9a+z9aa1+x1r6i2nXq7ZRGb8av//obmNw5C51PdjqMJpGokN5IRbwug5XlEbUDy8mLDYxnee/9S7z3/iWyyxmzYcRwGuHEmvSXJpBrWvcVw5dz2lsOrRf7eN0Ur5uy+39coP5BQHmnhftRnelmRdqzGN/Sfe0Au5FQ1Q3qfIw6H1PVDKqV4+2K89LJoEmeueQtS7Qv0Yk+8okONaPrFaPrFeGtoYB3BwEq12y8vot/dYzuZoxuVph/1UMFFdmVlOyK+AHowpItir2Z7nvoQviW5bmM6kqCuZAIbna+G6YrRqSfK4nk/KESPuV1zjBLZ1Sgh7LIWAea9x3SZxN0s8DdDkkv5ASnStyUaoaqZqh/7BMeK+J1Q+d9F2Vh5fyAYupjtVyrKysnLN84ZvnGMe3XjmBByNBpTzG8IcBQ40j3svHQFTqUFmn1ybWSsimGzyqqyO+1cB4I3MTd87nzw0vc+tw2pl5h6hX5YkV920FlmnDXo1zPiNctrQ98ws0JVguGa3pRDF+KtsU/djChwb84xSqIL+foqUt0JNGZHUtBXpdyUAmq37oCYHVnCp1opuctxpWu5vbhIsZojNHSQFHgPIhwvAqVaeo7Aidx7omDWNEyZ1hDb+hQTTxmVwqsZ5nmAf2tRVaunmC7BfXHDrbU3Fo95NbqIZP9Jrd6h+i9kON+E1toOt8LxCjll3dJ1ir8vkPWtWRdy4u3tnHqBeOXMvyxYuGdp6e2Yf8Sx09rPI0I7W8Bb1lrDwE++RdAKfU/Ab//aR+gK4h3GljX8q+3voheT8m685zfQjHz0JcTITXfGjLdaZG9s0ytrRg9X6B8AyPZmZjIhKtOGlz74jZb715g6W3F7Jyi86ZP9bUBpnTEmxLxdbSupeqWND7y8Qaa4nzOP3jxh9yZrHAyalC5lmoOSXAWRWXi1a/c5s/uXOXWuUPubK9RdAz5suHGtT0evHFBaiFmTlW500FpcDfEl/Ph7TV+4ZXbHMYtjr5zgeENQ/29EHfuYxGvWY5eszTvOSR5JPptJyLBrF2L1gbHsXgH8y7euRITGNRYnMmDGMbP53hHnnTnPIFVNB/Id8jboF4aweMm42cKotsR6UqFdeDZq7t8WJ6nuTohvdM5u0fTTYMqxQi6WCkYvLWE63G20N0/7PGVKx8D8NbROtqx0CxIzgFRRfgwIOzD5JIlOFUkGxXOZG66O3GoVkRRw60XmHMpZeKipw7+WGzv7n9zEzV3LlKOZXrVUnvoiS+BEgrQpAH2qM75K8ccjRp4c6Xb6XFdUPaBQ3XSpGwJVam2Iyq2tWtDsg87AvqdixAUFyqarYT4boeibWjeF4f4wbOWYGOKyV0634rIOvMoMIRko0DXStSTOixneLGmjBXpomwO3sih6Mg5NVcnmPttmleHNMOMURLSuXbKyXvLqMCSLFlq7UQ6v0BrCh/evUXzK31G4xqUiqwrZYJHH6+gK4V1hU0CsPWtK5jFCl0pko2CvPWUkrHPeFPgaXzLf8hPpJtKqTVr7f78v38X+AvldX9yKAO9NzVFQ7BS0YcR8Ybc+OvX9/h4dxntWJSu8H+/Q/M3howPG9hDD7dRUKYutQ1RGyg+blEsF5S+5c72GrZWcfqcS+uBZXIRykGN2t2A6FUx+6gqzWavz8c/vIjxhH7SfO2Er//wi4QLKY1aSuZVzI5lASRxsI7ljZ1bdG/1ufPReRYvDuhPFqBSbPe7LL50xOi7K9Qfz01SXomFVB3XqDZTbKF553CdyV4T74IlOhSScSUoD7FYO3DE8GMqdTQUlO0SfRjgX5oQ7zZwb80A0IcRqpAoTOeQrErxuzyX428HFE2Dk8zVHoCqYTjfiBltGiY7LYqmpfnAIVm23H77oiy+2gglDVn0P0GaV90S59Sl+RCKluhzdd9XFA9r/Elf0nfdzdHbIVVNyNxF7FO0DemFEmfgkZyrcLspalA7ewbKSqP8CudehNZgr86o4hqzS6XwU5csVHMjnB1P4AjXcrwDDz8sUPdDqshSNg1PtnvUFmOK98UXsJaKHlx46JBsFPS+71I7hpPnof1Cn9E0xHpzHba5rHb9g5CsHlJdzGDqUtaYS6Rb0tgnuhMSr3BGIE/Oi/y4OZS0290LmK0p4itimtzaks/45KJO/DrB+RnD4wbBuZLZvTYmsAQzhX+gcFLLtGqdTdBynjFGboXaD6FRUYWWzh2IV13x6VwtcRK5RmVNeKi/9AsfcGe4zN5O99Om4V9+/E3FoSmlasDXgP/kJ3783yqlXkK+9qM/97u/+HMq8THsblVMLivSnkW1JWU5iWtcWT/m0Y82wED/lQr2mvh9h7XvjNmnxWTTEFu54+GVKfahKGroY1kUgoEib0P7vmVsfKEt/Y6YEh9+peT2dI0wVqQrhvTZjORb63ChpHhcZzZrkC1V6LmruXduht1q0HwMp9GCKHWUDu5EUzYNm70+WllGBmbn5ziufoAJIG8bbOyCY8k+7OBpaRqUkaTR2YI8KeGxJl0y+GPhe6oKynWIdjwuf/Uh9769iRNa7BNZELxUyPRFC2abBfUHHkXTwqEsJOGR0Kc+ARNXNah5OU92FvHGGidVjG+JF4A3UdirM4aDOsHcRbxoCK0m6CsRt+wa4nOaxhPL4KZIKrmxpb0lk3V2LqRYLEVRIq2jzmU4qQJc7FoK/YBue8Y4FambrGfQYyGnO6lcCztokC5Z7EKJrTTar1DzwMBJfYqGJbrvCxXoNMJpGXE9r6Cx7ZH1W2evb/7CEfFeh/xWhvs4ov+Kwf2Olohrq0t0ecx0oaT9vsdsXe5B3pbU0t33KVZz4g0rPqB1g7cnPFFvrM6s/nAt7laNdKWk9chlfKsEHHBkYck7slHZuaRUsONhb+Q4Q5fyjSX0FcGUeVOYXK1obYmjVrIp86D7hsfpyxU68/EuTan6EbWXTpmaRaIDe2YhaBryeter0Nry8WiJvZ0uzsD7tGn4lx6f5Qjtr1VDs9bG1tpFa+3oJ372j6y1z1trX7DW/tZPRGv/j6MKxANy55ctnTsKf6TPZEhGkxqHkwYLz53A5oy//epbOJ2c1gM4eqWJN7PUdzTkcpithtS8DNz60gNMYInPiQ7VeBPa9wAFh79oOPxFg3fioRxL0TT851/7QxHGe2GKTjSdOwILOH/5+Kz2cXFxwObPP2a2rmhvOThTzfiwQbFS4CSanVGbjx6vka5VmE6B6RS07zikyyW2m4O2dNdGYpwyVLQ/lvOZbf5YrqdsWMJjTXY5peyWFJ2K6nxKGVlO4jrOcyPRKpsXLIwvEj+VD/6xSxXMO5wLQvWxDkTHovBQNESV9d7+MlE7RReK7HKGSh02n92j/sIpVenw0uYTssWKbFFUUHWmmG5WUvtSlvKZGf0XLMFQMVu3zNYV46uG8VVDdSHF67u4M4G+NFsJebeiqhmiWg7KUhlNcq4kOVfSeCiLKhbSJUPelEXeGymChyH+noeZeES1jKiWkVwosM0S60HZLfD7DmaxkDphsyRek1rVJ+PwsM2Ny/t02zP05gyVKY5flk3OH2hmT5oEex5Oas9qaGVdRDiLxZJnN/fE49OAN3DkmirQL4+IdlyiHRf3xKO4EeNOHZE+nziYCylO38P0CrIFA+cTqnZF1a4k4vq4TtUwZL82olguQCPGwhXMNixF06JHLnrkMvj5DP/EYXrYIM9cuVa5h/vikOxrY4FwGFAnPurEpyxkc3my3WP52x69d55OWGURPbpPO35a4zPRrrBaMEE6EdNYVYo3gB8WmFIzOWxw0m/yq1dv8+FwjSp25y45gthPlu3Zg1U0Laolu9R7717i0vN7eFNJOayGeFWRrBjw5SgbBn3sc/6FfX5n93OsLkz4xUsPQMHkArS2XJ7sdWlsKxrbivsHS7T8FPXcmPFrCSYQByE9dnFSsN+VzqONKvwdH3/HJ+sAviF4GNJcmTJ9Z1HwdpcLjl6v2PzyI9RP8AjdqcL4YGOXZ6/t4C+m2KFPeS6nqDTxOMT6BnUhRl2I57Uf4fZhZTLmHYuOHSG7tw2Dz4uumjdVNN4L6XamVJWmuJzg7vs4mWKSBYxGNZydkLc/vohezNCLGSaw5NcSbGAoWtLxdbbqhMdaUi4raHwTVZiowg6lwD7ZFOep8UETVSi8kYP9UZuVayec3u3iDR28ocP01YTFd63Qi1yonpkKlcoRHFt0qCAwZ1AbHIt3IObNbt8jeHZI8CjATSB8GOBvzCjaBl0pdKUgcTicNDnpN6l2aphOifXEySnsW2p7DmXd4OTgzqQBgBEcGZWiqBwmVyv8scJJRW138+Ud4v3G2SZhtcWcBpTdAm+iqDolwQcR9V2NTR1QFnMUojKNyrRIJ7ngnTrEs0D+Tq8g/Pyp+AgYBKvWKTGdEv9RiDdRdN92sCMftCU5qdEIM2pBQfRA6hW2W8iROlzqnaKjkmxBMd14SlPdIqv5px0/pfGZWNBUJQRxExhUpinaltYfNGj9QQP/YYjfyfAfBXxn7zKjNIRKoap5qrouxhi6koOFnNevPJQuX6XYG7SpNhNolripIlmrpGN43ye670uEE1oe3Vvh8X6Xhp+xWTvhn371T6gdyMLi7/okK5ZkxVLNXN5+fJ48dzFjDydVZI8b6JWUvGOYna9wdwK8ei7yPmq+2+97ZN2K6XYbezXGepbe+ojayoytnRV0oc6+g52noq8+d5+icsjHAd13NW5QcnrSxN/z0anG7EWYveisblYFsgiUiwVlJKqm1rEiUFjos8ma9iwnD7osNGNM4qIMPP/aPc41xqiDkLJpqN3zqVKXKhVwp7MbomOHKhCVkGxJ9N1m5+eAz+zHj5ITy0IXnCro5OAanFiDgeR6Rn9Uh6WMpZcPWXr5EHUQ0P/bsXSIl1LKVAj3RdOiShg9U9J5yz+Lwjtv+dh5Cl12SyZ7TcEZJkKqjwLZ0KqbU6qbU5RVDE/r83NTeLVcaoJW5IrElEUxvMlclVcaDbUDjYoq7r2/gdtLiC+UGN/S/Nhl/xvnZfOYq22IVZ6DnrrE6xXBnicb9aklejIHyHoWlStUrmjelfQ+7CtsP2DxBy7+vsdkFqJHounnpAo9dNFDFzeGYGAp6org0MEdiuP9wfYi/ZMmyflSSgY7Pt6Ojyo0d7fO4QUlo2dK4qcIrP33AYf21xrKwuIbHrM1NXfghsGcTLvw/DH9QYP6C0NG9xZQKxnBoSut9ytQ8x2nAAAgAElEQVQ5OBY1cYmfkQJREBW8+7vPkC2LBHPa8VEzF3eiKa4l2MxBjfWZ0fDqdxSHr4M31dTed9nqX2BreQU/KEmfL3GaBfZYFlsAZ+yg+i7lYkn3HYfpRUFvl2MfpWVXDW6NmE1COi+cAjB7vwvXZ6i9GiY0FLFH667Dad7FBAZv7MwXYDmn9HMx7ESM85DALXFGDv3XC9zHNVTN4E5F8fWTnTA6UoyekXMtC8366oDSaAaTGl6vIt9qnaWeIF1KCsXhdhd3LHCCjw5WyU4iglihRw5Fy6Km8gYn1nBpRvheg9q+ZXhL5JPUtSkOUGZ1oosTZnMzZruRUI58qkCjjwLaN/uM+4ugodZKSRMfM/HYm/bk/i/l+B82KOsW916EuRaTXbHSzew5UGjGVwzuaO5apQQBP9sw+EciEmC1FOitZxmNaph2gZ7jpVQrRwH+xxFlzVKdRBBVpOcL3L5LdiVlsTul/3ABPe9i29NAUvjtgOxCht6uE12ZUIyaTK6WuBOHaNchXZLnouwVeI98aruaZMXgJsxNhiE6grRUOKk+q6FNNw3+QONNxZNitgZFu0IdipeBqpT8/eFcgKAlxsbxOSPPW1ugITpRBL0Y+7AlCilzDbvwWGTAJ0UddymlHPlPabbyN7cp8LPxs/Gz8e/b+OlKbH/a+EwsaMaDrK1Izxc4I4eqW7LwQ+nK2K0e9vOGzBOcVKc1Y+KGnPuzkse/7IrzjW8/cZmjut/AM9C5LR3R9luBcEEtZIcBwcYM/9Q/i1ZQ0HtTcfqc4LOiI001jKhqFr+C3LEoJZIwIJ1KHcPyn7qcPg9lq8KZSKE4XJ1RFlIT2Tx3wsPbc9u1usUMQhp7GjfRxGuW6aaZ7+aC7C8aVig4gP9+jaWv7HE0bTDYbeOnCn3ooSz4+w5lXSg0zTkqfPRsISj06wVq4HF4tCKf2THYRFH0Spp3PMITuUjJqoONDM0tl6IJVR2KnTpuLtpZ1hENsoWPJDqYXFAkgxAdWvh7fcrDFpQKxgFhOyO8PKH4sEVjPJcbugnO1JEUq4TT4xbas4QnmningS4UbimO7wBrK0P2p0uEexJVFAcRX/jCXe4PeoymITfXjngy7BC/J/XJ6SWDWcph4pGfK2i/HWAVTC8anFxRzDycZsFCW2AtJw8FspBuFHTfdEl6DmVDEwxEh46Rx/R+D+dGDE8kytSOPVPldQ99TGgpC4foxpDZo7bUZS8X6HkUS67l9YGo4yYrBl1Io2NyeW5U41ryOQ7NPXWxGrJfGVN90MJ4oLo5nARY36IHirJeEd0YAhC/0yVZQvwQ9NzKr1DC0ni/hfvSEPe7HfTc3Gl6USLH1n3NtAwhenoCjz+L0D5lOEGJeX3EgleSbi9S5h7ZwhyUuiqmt9PfMOTNUibH+ZTjFyKiQ0ifyVj/bY/dL/84pO48KNn7eYfwwGH0gjx0/kgTnmhSXSf60imjoUAe4nM+Tiy8ydm6FXpR36WcAxT9Vkbhu6g5rcc0S+zM4+RzFrWaUvughj+G4bOQZx5aG0zs8uDxMrVzwrauPmzhHLrkHYs/htquIllRxC8mqINAJtqPXJJlOX9dwu5ba7ipgrWC8mKK3hPtfqyAP92Zx+SqTI5oxyNdqWi+GVE0IOjD8IUSXS9Qj0KCPY/JzYK4JguIzTXL3/LRhaG/rLC1Cr1QEbwXkS1KLa75UNN/aS55XavQiaa8kjKaRLhRidqOMC4iz3SiKVcM1ZxaxbzL1bqrSb8yIfJKprqGsxvgDzX5okG1szMXqkkasHL5hOHRCnnbYGoVg7TGWnPMxfYpHx2ukmce1dJceyyS7m2wHJMd1cgWoHvbkC2Kbllt2yVd0RQNUfsMjhycDMqaw+i6ITpQlArcGWAV0b7D+LkC/350JgsO4GyOKGKfICpI+hHhe3VKt44TWdRLI/zbLTGHAdyBiFkWXYN1DShNtVAQNjLUx02RAFecmT0bb+578N022bMZeuihDgOqZoUKKsqGbCbDRwJudj0o6xXhsYM3hnHLAc9iLqY0mjHD7Q569ceuUqZmaDxwmWyKmrGTPCWmgAX7U+xiftr4TCxoVe6QZR7Vhy2CmeDGhi9KTUxPHY5/vsS/3aR1qihDQWW7XxwwGUUs/GnIwX8UU3tTir5uAv1nXGr78tD4By66UqQXcvTYxYSG4VGT3pogTSZRQPWgwerf2ebj3WW8nZCyYbC+Ac+SD0KZPHM2qi59Ztdz/D2PajcivpxjH/osvuVQ/PqEWRzgTETKuWjOzZIvpzD2sGHF6ZISA5hYofZD3ItTnI8bGFeiIxDeYec9l8mmxWtnXFwa8PBgQyg4sdQYtQcrV0XMb7oR4L/fxh8J5qloiQJDtOXifKXP4KhJ1EnpNSVi2bm3zMnLFrWc4jyIaHZnVJWmiiKCU0UZKZJVi39RFuRkHKJijXs/RBeKMrLiJ7CnMa5oof1kPcnru1S+JV6X+ujsUVveV4P8YoY+8akCR5SGgTT1mD1o49ycYTOX6+cP2R0JKNZaSA/r4mi1JOGHnWuKZUOfYCDE/fEFjTeGoO+Qd2DhQ8WpI59Rj+U8issJtffFk4GLMeMwwonFfFoFFdZ1cdI5eyFWJDSwkSE/CnDWUqrIJevNzXy3WlR1KxQpwGoLWuH3Ndl5MWL2HwQYJ6C8mBFtBdQOLOnSJ1FsjvYrZg2f4IlPeTXBVgo19LFGsfTMMZMkpLgtEufeRFFFEp3F5yy1bRf3iwMqoxnstLl8a5/9b28IcwJg4uDGUN8RQchi4SlGaJ9ho+HPxIKmM4U5Cc5gC8PnS/7Dz78JwHvDde7dXxUJnAwWHldM/tGY8WEDHTvwG32qe90zxHbRnCua1uQmrv6pYnhNoRwDixneTgiXYk725GG/tHnEzgWHJ4MOwZ2IfMEQHjkUDY3xLLUDzfRmzvB5mXzRroszFNHIsm5wRi5F2zJqQ+9ftikviepGsmyF7A30FqZMHiyhc4fsuZjGygT/dxY4/mpGWbgE00+Av/Il0pdywt/sM3t3mSAouf/ROXEtv9uQjt0rQkgefUfEBfXnR5jrM056ISvf1aA19V2BneRvLqJ6FYmJOP2hTI5mBpNNg80dbM3ilA7rCyMeXfcIvl8j61q8yxPSWBZkf1d8RPOuETWOiaboVhQNMQaubztMr0uBHcAbK4prOWrqU+zUMTWDU2nymyl27OEPNLnxiG7L50+ulDgGat+rk7fgbnwOAkPrvXlp4MUUu2Bw9iUErDollOrM4nD8TEFZL/Bv14RdMYFsQVHbdc6eCZRFHQZkHcGXlSch/rkZRe5iUgf/SUDeK4meSBqfXChEJirXVI0KRj7qkwg0MJRt9WNcGhD0FVUIC79wwN5el8ZjjTexYnoSFlRhMIfXzJsCFpQCE1ZYR1ONfdxWjrsas9Ke8NzCPj86Ps9gvj7NNgs5l9DibE6p11NO7i1y4dYBncsJD2+vodsGE80VcftalH8rseyz/s9Szv/fhvEADfliRXPbwW3lPJyJg9C9u2uoesnCl/qMvrlKbDXjvSYLGyPsHy0ypIs/kLoUgD4/o9qrEVyYUhzWOfg5S3AKXliSD0KUZ9GPavjzjuJ2uMi/+MLv8z/vvMbDtQa0CvztkKxraTwSuSEsZ5tSslESHDlkKxXBoXNGaE5XKo5f1meaXmWrQvVFUXawF1I/hbBv8Ec1jFvj6PUSNfRZuHJK+VpC/N4Cg5sSHZjDkMNBgFpPWaglJFmL7LCGupiSmJDW+yJN/YnRsP6wRdk2eFPN4BZUgVCdrGvFEu3IITzRQr1B2v/G15SDgKxbUd1p8shvgoHRzRJv6JDu18XVCshXS5RnsLnGWOkWe05FFniQOVSBpvOuh/4ViRgnsxCmvujxO6DrBab08R6E2Lq4ekkKKOfjjh3CU4k+ks0ct+9Rv+MSHRtO/06MnfhwFJwxHaxfEbQL1H2PtCeAUnsUUjQt7uaU/GGDKhD3JBB5nXh1DlpezwhPQsIDh2LRodVMGI5bBH1FWXPOnKVw5/82C9TIw0k0ndsw/FpOqxkz2F6QjW/uEuUmkC9Yxn+8irNimVwyLL6jMLUKVTmUHcOgLZEjgHfooQuf1oElXgM8gzkMyS1MwgxXVxyfNoXDDHjK4npixbjSSKj7OZNzM0qjORo2wCi8sSZblk00x8MdiWG3P1JU/tMjp3+WF7TPBA5NF9DYGOONHBGle7/G7W9e4/Y3r6HqJQw9jt9cYfZsSvUrQ3SqcX+ny/Si1HrQUL82pH5tCI/q2F6O4xiWN/siPBhawu82wLE89+pDUFK/qEKLdg3/9fd+k4e7PXSqUNpKE6GXEa8J2FNP3DO3nuZdl84rx6hMiTrGcklZs1jfYF1Lfc+SrpZEOy6qm6G6meDEliyD34opI9Fbqz12ufLcLq5TMTxsir7aHLemDDgLGdYodu6s0Loni1NwO8LJFemiZbpZYtZSzFqKm8jDrAuFLhRVt6SqWRZfOiJblfNLu6IZZlw4/nJOtmCFiuVa8tWCKjKU7YrGI3fuAiUFZ2emJT0feXinLrQLavWUf/7Sv6G1EKMiwWblTRg8XGDwcIFiJCoQTiap0utXHvJrX3yH8lKKN1Vkzybk6zn5rZj8VowJLLN1w2zDCBVosaAK4fjzoD9soCdzuMY8gte7IWXhiOnzagGeJTw/QV+cYS2svHCIDYQtooxEy+7FKdHFCbbSZF+cUjQt1XHI8LBJtC88y+hAUy0WVIuFqGfkGnc3gHYBRkQf7V7IaFLD7zvkLYs/UPgDxfC5kvBE0X5Y4c0UwUBT1hWtOx7+RxF0cmw3J2srsraivqtwUhjeErCyv+fRfKgxjYrxpMbv/ehzXFrtU50GVKcB5UlIPcxRmebwyQKPDhapSs3pd1Zx7jQED3klFcUSLRSrYln00qrox3COv/b4jANrPxMRmtUw2W/CUsH4fEX9BxHl/JrUmynVVkjnvmF/ycHRwnGcbIJVlnQRUJYkkfTFGyvKpodqJRw+7tI8lok8+0KC/yDk7uMreC+NqAWy3Z/sdNCxJjzWxNcz/Ich6qURdr9xpkx75XM7PPnWBUDUYqdHbXAt3k4gFBsFZapp35WHVVWK6oUpX74oGm3fOn0OG1U4pXBLRzdAVZa9YYv4uM7ydx2Ov2ioNqRGZMYejH3wDPU9UT+tbbvic7BgKRYq6sszzJuSNmeLBidWFG2DaZZQKKLLYw4f9MCxlOsZ5tjH9OY8v4MA5+oU990mybpBzVzUYoaNXaZXC2oPPZL1irWboqK+d7AwJ4iL8e8zS4f8N9/4u7Jo+IbKB+/5Iew05zdUroE7U8yu59zuLzO6s4hTCME7+DAifSZBz1vT4RNNvG54+bWPefvxefRByPRyiTtySM+V4BlubO5z/4dyD1BQHkU4iaJay7CJSz3M6Z82sFaxO+kS7rv40iAkXbJkk4Dy1MO14N31qUKpq5VKC7jaE7Oe5ofyHMWrltXnD9m1PcIHITqX1NV4QKnJFyqcRNQ6AHQiKZ7xHOk0WsibUu/VBahTHxMY0rlJSnSo8CcQX6mIFhLiozr+xKX20MNqD+9zYx7cW8XtSmG1Og04HdaJDhyc1CFve5RXE8q6JTyZP3MTDz1/vdGWqJOSaDFkeWoLGj9d4Oynjc9EhKbmcsO1+z7N70aMb5Znvyveb+Nk0H9OoaMSpSxmDgdwUshWC1SpaHy7RuPbNbF78w1/b/NdnJkmPmeYXSypck3RsmJu8q02Se6R5B69jSHWtSQ3U1ZWRvRePSTwSmxUoaxMwPuHPdxYHvhqoUQ5Ykf3ie1ZcCoAyOEtg5NJ/QLg337vOf7t956jfWkoQoHKkq4YiqWCfKmEH7XpvOcyW1MsvqnPbOkIDGjL4vc9nFyMeKtIvrM/UoQHLvF+A/PiBPPihKpuyNckiojaKY3lGdN+Df/EobbtYguNXo/Rxz762EddnMEHTbKuITh2sK0Ck7gSIRphRzQeOGSlS1a62MQhXJ2hJy5RM+WHP7zO8pU+KnHwdn2quiF+1CI4dgiOhd+qc0WyaghbGYPHC5iaoYpE6bZoWjy/pBgEFIOA+PMJv/yld9ibtvFu1zA1IcOrCzG6XoCFj987T9gXZL0q5yBa1wpQulKcnDQxqYtNHVTqUDQs01cTpq8m5L2KYFdqY8GpQhlobAsbgE5BslEK66AG0wuG6QVDMFCcvLEq7lZ1S/ZsQtYzAnQde6xcO8G9PKVqVlTNitq+1FzLGpQvTsnbViSS0jklTcHl6wcEV8cEV8dUPujC0nnLJ018WaRrojBbNi3ed1osvONQlZqq1GxcO8IPSpJzFWUdsuUS9kL8kWL2uYTgFGgVVLlDlTv4Ry7pXl1qxwZm60+xhmbUpx8/pfGZWNBMIa46y2/m5G3wRg7xhZL4QklZF7enfKnETDyqb/SoLqXw0hgnVdS2Pbwp+FOLP7WkS4bVjVN+b/t5zFKOkyq8saDNFy6fzpsOBWnqkaYe/b7gooKHIafvLXH07grTD7riCZAo/KGi/sMa6bIlXRZZnu7CDGctEfUE15J1RZ2hfn5CFQquLHijgQlEpz95dwFvojGHIfVLI5QnC5YuYfhSQX3f0n/JUH/oUn/oijnvQ4/TlwxlKMj+fNGQvjqjaFjCY/CG+kyTX2Ua79jDepbifpNsq42eumfejbV7PuWJdPeMB8VpiH12gqlXZCslJI6Qs+sStbozmF6qGL+zyPidRVS9JDmqYTsF2YMWplbR/2CJ8EQT/F/svUeMZVl65/c75/rnX/iIjIg0kaYys7zpakfTQw6HpCiIgjQCZqEZCAK40VYLYTYjQBAw2molzEKYESAMRhIEkQMOQfVQaja7m13dVV0+vQ/v3nvxzPX3HC2+l1FFW9XTKXZRqgNcVNYL98y9557zff//738sqeVPC/ROJq/fLmaYyMDHTagQwm+sCI8UX/3lj+k241OIZ3XicaO/RFK4lNfHuEOHfKaiSDzUQQBGiWZvXjhh1VpK656malacO39AtO3gPQlo3PYItz28uUTyAXo+tufTXTlh9iv7eGOZnMYXC45/OSO4coL/MBSHRU3qjUFfE/T1Kbbd+lZ8l32xyeUzFTas2D9oEwU5Xs/B60l9yhtp8o6h3Kmx8PI+3lyCN4ZiNcM6loe3llntDFjtDDCvjsib0s03Y0nPWvrGNjas0BfGJEuWeAXCuyHh3ZDCaM7O9giXJkT7UrJwcshmLHorZLhhiG6GMHJh5IoX2LcE96WTEfSf3aWu7GcfP6/xhdhyoqG2Zxmte6QLhv/2N/4VPx6fB2Az6fLxv7mCjoU4qn6lR9cxHD3pcPHvbLI/auB8u8v+N+UOtPB9h/ThIvxaD2cnwB2Lv++FK5skpcfjlpjJve9Jxy+dt5jzCY2PI6yG/vMCQpysSlF59Y9GHHyliZoWpKNjRc+fwUkVVcOgxppwF8pQkd5u4zTtNAm8OL1T5bMGr6cJ10fM1BJGu02CQ4fwl46YHDU5ftHSPd8nX5OPI3i3Q/XKiPD9JvHZEipFuOuQ5RHORsxE1yg6FWpKVFBGTNVO5qAzCWYZXSvIHAe/53zSZZ/abvAs5WYd7cDClUMOjlrYvoN7t4ZXwfhSIVq82nQ7deijz8RYo7Fqmg+6bIQPZmSFGi9b3E9ta8KPI4wvQTdOolGxTxVakq9N2I3b8jc9+cyCfZeD7RXMSyPK/RpayRZudr3PyfYcnVsux18pcKYY9OBOJHyywLDzoxWILOGxSE0wwMM6RUNM5wD9sMVw6KAD4aV5Ry7laoV9q4NpW/wp4FIXDtEUT1o0p1DGdkbZC6k/cag8SM6U6LGLaZT091rUT54ilmTVpApF0HPYvTtPcOgwumCwiUu07+CN4eFAts1/79ff5vez53H2A4xvWbx4xJO9GaJNj0QB3ZLaI4/seWkK7N+ZJ36o8ZCVXG3PcvRGRW3TJVmWDpfxwdam3a5YE2275M8lqM3wtKHyM4+fN5L2M8YXY0Iz0P0HWzx87wzRruYf//A/5L9+8/cAuD0SacL825AsuAxsizdevE9vUOf+xyvYWoW7bgmn9NbDNytadxzsd2ZwOrJyKrsl949mSfYavPyNe3zwow3UFJinC0U+9ogX1dTfKehm64AaKnZ+qUnWtac+y2xGPKIyiYjI0Umkc3f2zS3u3V0m3HVxj73T2mj36jGTnTnioxqbT5rQKikuFJx8NIt24KvfuMkP7l0QyivQev2Y/lETPW9o3XJPfYrGV5isRrWWEkUF/ndlUo5XLGXdUttRxCsWNVB0fuKTt8AfSS0n3PtEJ1Z7ICRbbwT73hxz53oMH0QoI2EgztihmKnwjz6ZMPPDCCfR+ENF2LOkc0oyMBW4Q403VH9GnpTNiPfw6daQUkkOqFU8PpjBxC61R9Nt4MDSf7lAxT50ctzHAdmCYfj2PGgrISx9ydQE0Ac+4+dyXL8iuD5gtNPEuRpTnISEmz6qmL5ueXuIHnvo106IdyTUVxlw9gKcFFrH4KSWoO8IDj2YAhLrIt8pxzVst5ItmyNBO8a31O/5xCsVk/NSHnGaUvqIboWSTDWbkVdTDeO+O+2GqlN50R/829cx3ZLGviZ/bUz6+4uos5ZkI0OfeJhWSbxWUv9ATtT4esqwrvH3PWY/sAwuaWqbLuHXj+AHcwR9y2RVyhQA4zUkK+EgQCEhP89m/HyL/p81vhgT2pfjy/Hl+Nszvlyhffa4f2MFvZRhBhHRrZB/Uv62fKFSsF5iXJfangUNh0mDhdkh82sTHve7FI+7uPHT3+Qw3JD08CqylA1ZRTyll97YWxJfXv2pxqrAiSriC9D62OPFX7/DW+9fJNpx0eU05ejEOa0L5A1pLLTvinhz9EomhehSsfUna3SOYHTOUN/Wp9jkyVtz6NdOWPzfm0yWNfnEw7uWYIcRbgw/ePcKXl+fbvGS2xF6Rupv0ZFsZ/vPW0yjJHrkUx0GqCOxOYFgt72xIj7zySrNm4jQs6xg8Z2cvOkwmsiKK52109xI+fmT9+YIB9PsUiW1l+57DsaTN220YQiOpNBe1kUCUt8G/1f7nIwiTFzD+Jw+f6uhapdE+54gl2oGFVWosUujnnJyv4uXKVqPZbly8IYIWP09D319SLLo0LjvMVmthPSBpVrKYCKn6+S5jM7MhMFRA/XjGs6KJdtqoOcysvmK5l3RBz79jKvA0vjjNnVfGjvJAljHMHyhIHzsUzQt9W3ZGpdL0glWA490vkLnggWyCpSVml/WNTR/aR/nDxeJV+RvOPsuJrCk1xLMxEMdB9TWR6QPm5QNoek6OaerG2XA3ZHXGL3XYLJicTJQ+9Jk0UMXE1Wnr8FmEgpjPJgsaQlkyWF4c5b6GKpQMf9excHrssIMjhTjK8U0SEYziZ5hufxZmg6e8fhCTGiOX6E6OdqpSFZK4UoN5anpxRSzH1K0DKNIoVPN3vfPkHcMe60u/q5Hfqb85E2OKqJmxrgpy/2F73gMzyvswzbr39ph//sr2JWCmddEBLp/fw47cvFXYrq/eciP3r1EeOQIo23mKcsK0nPSDlcjF7RIL5wUbKHBNVgjBWFVinyj/9InWzZvBObHbcrAUtsXrpq51yIw0LlXUtvXHLxhad2Xky7rSk2sNJr+c1Mh5onGWUswTyRtKr2aoLel4BseS4bj4qUjTi5GlHt1hhdkC+ikmq1f9oRN9hRJ/RCKhmCh3dQhPVNQ+S66gPYdhS4lrSi+KBe3c+zR+eo+e49nqd8SWupk3TDc7Ig52pHO5VPUjft6H0dZTvI2qlCoUhHeDUg2chpBztAIjXYaQQDKYkNDPgfOPZHvFA2LO9GUKxlloVFDj2Aa85etGoYPOjS3NKONiu6HmnhZkzk+rbsOw1clB8BOvaLRjjD3J9czbKVwBq5MMKmH8/IJVeZS9urSBHjqeXQtXl+iDL0R0vi5GlOdSHNg7/EsUYPTuqHxJR2qUnDm3BHbT2aJtxowl1P/MESXMLxSSk0TEZF77Qxns0bx0lj0kwjfzR3IZ2Fj93RC01GJ0zDYcY3x6wkmdXHqBY0f1kgWpYY4WnWkewv0XynEzgXkXS1E22cxnurQvqDjc03bSqn/USl1oJT66FOPzSilvq2Uujv9b3f6uFJK/fdKqXtKqQ+UUq9+1u83ExeTO5S5C67lH/8n/yuN8yc0zp8w2xljOtPuW6wIDjXBMXQ/UjRu+VTnUjErRxVEFfV2Sp55uAceGCWriV1LfDlj86CLemGIKjTnWz3Ot3rMnutjPUvz39Z5vDVHuOecehWttiSrJeWVGFJHDi2fpwks+WyFHjvMLA6JFmJMVJGsF/S+luOMRauUd6tTxHg6J/F0c+9JBkDWsWx/SxMvCu47XrHEK5Z0oaKsWUy7JF8ucFJFPlNhPmyTrpR46xNM7FI1DFVD4tO8oebg1jzZND3LzuZ4Q02yXFE2DXnbEh7LMVlTxMvyGoumgVJhAqH3TlZhvC7C46f452hfcXhjnvbHLumsxYtlJecNxPQf9AShrV45Qb1yIpPZZhsbVpLGnmjSpQoVO2wfdAT7PWsolnOK5RzTLAl2PKItB31+ghuVZIsl9Wt9bO4wtzQEO00BHyja7/noQjHaKKk/duh/PaNoiDF7/GZC8DDAupbapivHniU4sehDHwotkMeR6Pby3EHfqVPWLd5InQqoVScnXyqJDizxkiWbMTiO4frVTVSp8HqOhEgfWKKDKb8ssJjUYfewDZUSaoYnn8/Tep5x5HBPHIrEQ2dgH9dp3YViOaf20JOw6Gm6e1U3kuR0GFBMPKqVDFM4XDi/TxAUnFwrqQKZLPM25G1F3laoVGMnrsBQS0V9GiL0LMaz6nL+ZfPKn/v6Tz2XfN516D8Hfv3PPfZfAX9krb0E/NH0/0Fi7S5Nj99Bcjr/2tHuTKh3k9MP4L/53b/PXIdRujAAACAASURBVGPCXGPCuXYP59ijdblP3pLie1kXcN5ktcK/EWEnLi9c2OaFC9ukD5q49yJWX9uRgvKq5fhN6TjaSlGWmv/0F77H25trvL25xkb3COsLDplCAnrdRJGfFSzOuYv7OG51qppX7ZyZyz3cOcnFtBpObs9Q3G+Cb/D3XTCKcqaETgGdgnRB9F6TCwVHLysGlxWTdUPZqjBzOcPnStJZhX/tBP/aidBKE7lw/T1JOAqOHPKNhNbSiOJRA5U6NFeHNFeH5E1LbU8uIDWfsXLuiJnvBagKatsONpIsgP518RamSyVlS1KDVKXANzipxklkS5N3DfVXjrHdAtstpIieKCZfizEbCcevVPgnsqW3jny/daBTT+jUEwbbLXSiqd33UZVg0r2BpvHAwcQueopJWlvpsbbSwxkINTdeK9E3GqgnEWfOStK318g52mljQ8PoUsnoUimoHSPxd+NrGd2ZMVW7IjhyUNsh2YIgnYwvnb/hRUGvOyl0PnTp3JGupDfQhD+SG8BTNb1/IoeZuKig4uibhYAEKshPAj6+dwY1k4sDYdkw3IDhBuTdCm+oUJmDdix+z8Hvpqgnkimbdw3z633OvLrLmVd3KdvVqYVNl3D8hiDbg76VUJ/WlKSbanSqaV0Y4DVynL0AlTj044hkHEgC/JkEd+CQtw3xWkW8VlFbHVN/7DLzroPxLBszzy45/RkGc/5z/uK88unxU88ln2tCs9Z+F+j9uYf/A+BfTP/9L4Df/tTj/5OV8UOgo5Ra/mufhLL8l9e+jTJyhwwPFY8+XOHRhyu8/aeX0WcSxnHAta88pPNLexR10QapSpGcLdDNgkf9Lo/6XYwH0cs9Bv/HGaJ2SjVbQKW4emEHbzNA3a9ze7xIs57SrKf8+MFZXrryhGRR4Z64U+U1dH4YMDms8Xh3llqY077So32lh9oPGHw0SzEIwREu2ewHCjdRhI8Dmo+R7bKy0Peh77N85UACL2KHciHnwi88FgzQviurBiOKcvOjDuZHHXSqKGYqkkVLaxrqkp4p4DhgEsvqwzZK4jggjgPy5YL8WydYxzI/M2Tn0RzD81Dfka2g8ozQTEcab6SZX+ujjPgMq4Wcs2tHlDOF6NbqBluvyEv3FKecdyz5QinBNQjBNj1TEBxrVAGqEGLFzqM5dh7N4XVFg5a3LbUtB/fqkHylYPJKQv2BR7ZUYB0YZz7jzBfcdsNSf+ySLpeY9YTtR3OcPGljtiN07NC4453mQIw2SowntTmn59HbaePvuVRXJ5QdkU64icS6pUulmOWbFmUU8ZLl8CsGc2WMMjBZNbJKXU6ZXMopWpKDoOulfH4WzKsjqnZF7aGHM3DhKCCfq4jWR1Tdgqpb0D3fJ5uxqExRFRp9eUxxGFEuFCTnc0ynoOYVPLm1yJNbi7xy7SFlCOZMKiv9RFPVLP2XZUVfnslwJxIWrQrFaBIy3xljtcXraQKvZGP1EG+gCT6qUdUNplkJHzCqSB82idcqypqs9D5+68LnudT/RsdfMa98evz0c8nP8HwWnyY6Tf87pXlxBtj81PdtTR/7K4enKv7n7TeZPdunWs6IV4WJZWoVejWmGPnMtGKS0mMwiWRJa6C90Sfc8viHL77FeLvFeLsliv3tFrV/f4/iXhM1dlhc63Nnd4F8ucBqePvxOi/O7/Li/C620tz6zgbZuQx/Y4g31BR16L9cCqSwUgw2O4w+mmX00SyNJ5rwSNH50EXXSsI9l7Sr8F7uY7Xl5JLUv1TsoGYz1GzGwfuL+KsTrCtY6VubS6hSEqX0aoyqFP5wigUqZGvtjKerpY6imC+o3xdKRTWQQBPv0MPzSzy/RIcV8aHgk/o/XgAlq8xkQRH0Fe5uwNwb+6TLBelywfDteWHbZ5p2d8LhqI4zcKnOpHJ3NZDca+Pu+7j7PnnXoMKK+o8jondr6FLh77uyjbTiXjCBOeXlG6tEHgGSQv9BG7Rlef6Exb+7xS+/dAt/dcJwVGM4quFdHmJdy+RyzrmNfUzugGtwR5J43/1YwozdqMSNSvxjh6pdYhsldiEj2vKwlyY4N+u4A+H3591PgnCeghfz8ynVhVQw2FaRzVe4E0Xn3ADnYYR36FG0K4p2RXBL/JeXz+2RTXz8fVecDtM0uMZ9l+xOCwoNhaZ32JJw6Uphc4dGlKG7gpki1VxcP2DzxhL1LYf6lsP7P9kgXi8J7kTgG2q7GlXKZ5Kcy+l+PyCbr2jdh9Z90I8jdu/NU80WlOdT8tLh4d4cTCU9aKjNxLhHHu6Rh5ktmHlPEy9aLv7iI9zz45/hUv+z43NuOeeUUm9/6vidf4c/9VPPJf9vNAX+sorhX1iETl/g7wBEiw3aowbDw4Z0ZQ60iCSBICgpA1dU/DVDbcchu5xT7yQU353FBf7l7dew03fRjSEvFTvbM0QTRXTgsO/OgGvpfOBxcqVCGUUxDXxVrlhyvn75Prd7CxxvpNQ/DKk/8Ehfimn8pMbkXHX6CsZnDbUdzfisJarlxHM+2Tyoh23MnOR3qkrQNVk8hUL6lvJBA9uuCO+HZOczAfllGnW/juPB+MWU4KF8f7ZaoCYOtlYyihyixz66hKwuXV59YUx2FKFuindSXUinqUpyf2rc94iXDXZWqK7WN+w8nBOmGJ8UsFlOZMW3WSPsKcpJRLYqgSqqmurHABua0+dW+VLQj9dLVKVOU5qY+Lgz0kSIftjAG1myWUHsJMsGMgfPqXhyMMPDj1dw5lPMQHyTaQvsTE7wOGDraAUWJWDGjRXJImRdQ7SvyUp5Dk6mmP+eR/UfHdPbb5G3DeqR1MEkZk9TzRT4ezL7uC8PyB+2BKA4l0NoJObNtRRrOf2dNjqSVX+4MyUTX03gKOCenke5wvGvb1uykabyZaJ2Y0U17R4Gu1PrWGaxY4fenRlQsuVV9ZKsdKmdHeLfFP+tcTRFS5HOGfxtj/EF0YmpSjH7Q490TmFDw+AFOe/8Y01w5OBsOUyuZAzuz2BaJatv7HLwxyvoWGPfa6N9+czMwGN4Qa7Gh8cz5Jv1v+6a/fzD8nmtTUfW2td/xr/2ueaST4+fZULbf5qSPl0GHkwf3wLWPvV9q8DOX3hW1v4z4J8BBOtrdnjQoD4Xo37YZrJeUT8jRUxjFG5QMvuBz2jNobZvAR/wZXtwIcW92yBK5LU7KdhGRe2uz+zNkvGyg7IKf89h8LKgaaqW4gf3ZAkePAipAsv3P7hMc2lEEBWMN1zQlvoHNcbP5YRb/qks5NJv3eODty7iZFALcsyeQ94x6DMJ5iTAXYkpt2vEdftnOktlZIg2XZwMGt/1ObkkDK1k0VLN5dRuh6eK77CZUQQudj+gc6nHoJwhmwFnKcFTlupRAxVYivVpoMfYxZnJsXOGvB9QBQ4mMqwsDOjXamRPGjiZIroqbu3s/S7ZQkngGOHDG7E7eWPQuU+6XIkL4mm2pWswvqVoKMqGQCRVvYQTD/v8CH2rgeoYqhPhAY0uVrKKCi2ta8fEd2fAsTy6uyirpkBQOf5wGmJyGJGezfBPFN7YMi58/OsnVI98/D64EwkeMdOLtbEpwt7ibcFmV47F3xJ2mtUWf6BIQ4er3xQ4wPsPVnFzhRsrvHGAP5QbkzdRUqQ/k2JLn2AmYfacQDB3by7gDzXOXkQ2Z1AllJGiCiDvSJnh6FWDN3qKKILx+lReMhCBsD7ycWOF+zAkWC2ZjEImz0s7PtyXiEG/EPG3M3Lwz48o7jUZXAGweMcu0XPymdkzEN9rk81b/FpBbhVq5LL50RLui2P0gzrJSnnKZ/NWJpgHDclmvd8i6j3DzuTfnA7tc80lnx4/y5bz94B/NP33PwJ+91OP/8Nph+KrwMlnhg1rS2thzLWFPcZXcpr3HCY7TSY7TeJeDedmg+MXpaib/vaArCOp1tlChUlcvJEi6IkFB0CNHdIFw/7rDsML0F3vo6+N8OqF0BlK6QDZiUu6Jn5PVSjs97pkO3XOXjigcc/DH1i8esHsV/coXh9RvD7ivQ8vSDScC4e7bbJZ6WJdXpb5PB8G6FJJbmYnR3VyOmcHqEomg7xtGa8qujcgm5NCdOfHwam6XM9mdBox7dYE06jo7beIzo3EF6ksZepRtkvo5qeoFvfERSlLtR9RX5pIAlHPYe+oTVVp7IwU9oe7TYa7TcpLMf6xw9nZPtaKKn540TB4vsS64Mxk4hWtGUzNQOpQdCvSpYpiMUdZCO+E0CzJehFF00qiUWDlcAQ1Hlwa0jtsYWpGzPmNEvfIY36tjwkMVk/zLKfJXaOrOfGSItpXpHfbJGuFuCAiaUqoUo68paZmcovzIILEwQRQLBUooyibFhtV3Nhd5MbuohjuA0t2MSVdLmlsywRVrGWyWt0K0d2cF1d26E8i+hMheQAkz6W0L/coWpaTa4JKQsHRy/LcnxrmJ6vyuLMfSIr6bgAWiksJ6dmMh++ewWaSs2A92brms5UEP1dQtUqS4whvJI2p2qUBqoLhfoPhfoPJKBQYgmNRyhI0MvyBxh9orAWznuKeOFz82mMufu0x+gPRv8GzJ/r8DXo5f+q55HOt0JRS/xL4ZWRfvAX8E+CfAv+LUuo/B54Af3/67f8G+E3gHhAD/9ln/gGjGO41eedhm7kPFZMznIYF1z6KSF9MhMLxtYTWt7v4LYgv5ThhiXe7xuSirKIA0rUc99CjahoqA+5YS9ahFkBeeRjS2HSYTHMKdauSIIyxpqxD55Ziv79Cdj3FjwrKwxrb/QBvRsB5TC1Qq6/t8OjJvJiXHcvHN9cgMOiBS9ktUYkWggUw2pkhSGQlhIJsseLEcXASqZnFK1Lgdh+LErd3PyJflYi+2n2ftO+hIkNVOliLdPCiCu0/9fBZlBVm2mSvjs405WqG+yQUvlwiN4OiNcVF74mub2vQZr4zZif2UWNHti3XR1T7NdwrY8KPZUtbRtOVx2iaMv9U7Jk66ES2pzoHszJN6KgU8asF1VFNnqsr8XJPtyqHBy28boa7JdugeCMXQOGRhz+Q96PxRDExLkW3pJy1hJs+td1PhL46ldDk9FKK51XYjkLvhxjHCqyx7lCNZMUY9jW8MMLcahAeKY6vgyottUZGPPIIdjRFHvHu1uXTi/EpbsfZC+gDyrdiTl/PsanD2QsHPLm7yHhNJg2di62pWk0J7kaExzB4tSC4F6E9CU5p3PFOcUP5uRR96BNeGDEZRJBpVr+tOHxJttoXuj3eX57SMgBnKyQ6UJQthfNuk3gjRzclFKZZT4l/PEd2IePmzVUAlr6xj/ruomz7lT3FFj2T8Yx+1V8xr3gA1tr/gX+HueRzTWjW2n/wV3zpV/6S77XAf/F5fu/T4WRw9l9bhmuKeFGRzZjT3fPkbAkjj3jJEn0kBnLrgnvkUbY0tm2IHvskU6+aih3Kbkn9oUc6awle6jPcaeLPpqR7NcIDh+zVCXYoE2C7NaFf84X8UIFxFelaju755DNgXYNKHTp/IBffcENWhk/2ZvAbOVcv7vP+7XW8IxfOZ7QXhgwnIXkVoqZ8emVF11VGluYjLb7BV8SzpzNJP2otjhk/lPpK0NMiZr0p4ld/qEhrCHLHupiFHJs56G0h4qoKCscnOHbIZiVI2SiRVLgTueNbrahtyXakrEHZMGQPmxyULeiW1DeF1ppNfLz5hPJ+g2puOuknGtX3CVbHJCchbiwrHufQoYosVbvCyVyunBFn9/2DOcKgYEKIKTS6k1OdeLgHPlXD4O36oHyy62K8brwrE3kVwPj1BHUQMDonJn+37xIdSJh00JteSVY4ZMlKyZXVfcZ5wPGoTo7QRcYLJarQuPHUON606FKjLfgjmfyzGcXkoC68uDdHmPuNKS5K/kSyVBH0HOpbiqQIROjcUOTzlsX1HseTmtzcpuepCS3Bkcb7OJKucCGym7wloTZVoBhfLOl8KJdcslHgbaSMj+pcv7TF7R+eY+eblsZjAMVHb59n5nKP+bpsge8MVxm2Ld0PHAZXDf6eh7mQoN2K4c1Zlr+xy/F3lk+Davb8LjNfPyK9O4NaSjEj76e5JP/68aw0un/1vPL06z/1XPKFcAp8Ob4cX46/HePnjQf6rPGFmNB0DlnbYXIG9HMj7F7tNE3n6tUtbr+/LquyeIqpSRRBT+FOXLILKdmC5Teu3ATgO7/7Kk7ukM1YzHyOsQqdaarNGtoq0oWKwDWow+mdcmuOX/mt9/n+v36JomnJfnFE/Z0mecfi3QopWhLrlvy2pETlwxBvN8BMNGptwt2jOVTiUDYM2miOH3axnkU3CtxH0y6nK+JJ6xuKb4ypbjWp3wqoIrFFpdZl6NbxpnUb77U+1ccdyrpi8nJC452IZMWSjQPINOG+O4UJTs8sJWlH6VIJ2lJpiG5GFC2pZ4WHSqCFU+tQsZFgRh5+zyFflG5gOjsVdJaaYuxDu6J5d/oeLViqhiGdiNK+bBiqmQJ3X1ZcVIrw+oC7b50FZJVUdHKa7QRbTxn1ayiraDxRxEviWTU1gzqarjCtdE8BlGOxi5lgpEtN9F5IsijC4XhZ3h9dQNGtCPddbvvLkGm8oYNy5XnqWknjJxFZd+qzTEHdrVEFSDOmD7Vdixu7lG+MyBKPIFai9ZvmKFAqolcHZH86S21HSfjKROFdjTk4bBHeCakXoKdJXXlbmgX1TU3ZgLxlJZzFytfCI0XtiSuEZaB83ECfKDhTcuPDdVwLJjRkM2Il8040SeZTRFLq0JlCl5r+y5VgoEYu1VGAsxRTLWXsD5rkl3JxyABUiv7DLgQWE7vPtoj2BY6x+0IAHqvZiuFZLdTVj5vUNx2C+yHB/ZBbH6/BXEbQU3R+a4el1/bofmOPyZWMKrSnGYG9vEYvrxG80SNZMBSLObaUlGd/oGk8FiCgmsmxN5qnxdzGVw/5o7eeJ72cUtUNReHIst2ArqC+qXAyRfyoRfyoxVcuPqK+qQiONPZOg2SvQfvcAHesCT6KWL4k2Gq9E+JOBENtAou9OAEF1c0m+WJJ1pWi8uSMoQotFBpvJJYc9w86RHuK4asZtu+TLFmJpXvg44wdCTY5l2IiI82C6ZbWP3aINj1sraRoWdyRyCpGGxW1PX2q4tba4nVT7MYE5ZlTxX+8WuHvu7g9mexqv3pA7VcPqOoGv+egtMXvpsxfOxQbmIL6woRoLma03aJayahWMsIjabrEtzqMjuv4tYLg0ME4sn0G0I0CJ5P3dnyhIu9YirZlcWaIGXq4d2s4ewHpGxOqyND+9d3TTITxuYrgwMV/uY+aONQWJ5RNgzIK3SgwI4942RK91Cd6qU9Vs2QLAimoAksZQjKv8EYip/E2A/GiHrlQKCgUVy9tM3jcIb6UM3ilIJu1MmndEg9TNmtoPjYEJ2KrAmg80RQN2bZWNYM7FiSVLmD+V7epQks2X5HNV7Tvyc3M7zm4Y42TyI23aBmqAF74tdvkjxs8eLzAg8cLzF07kiK/bwTT7Uo339xr4G4F5IMAPXQpZ0vKWWGpqW4uORmxw9LZZ+cU+BLw+BnDpEKzCHY82vcMB1+1f8ZYXIxDxldy5pTlXLPHuAjY89oSgjH0iHY1H378HADpoqFzR9F7Q+P2XJKgopZANs0ecBwDV0cMj6VuE8Yh/kAzd3mAXYCjtxcpGgZ3oon2Lf2rYv4Opnz6dydXYMVOu1Hw4vOPeP/BKv7GhHS3xsH7i6jljGBhIjUaINxzyalRO9CkiwZcg3+isK8NIfVoNRPiD7uUDXnNZTI1ju8ImrkKpSAdHYhswHpS6PWPpzWxSOCKxpuSN/Z9jGupXpyIPWvsM1nnVKdW9QK+9frH/MmjC9SaGYm2mJEn9NhIakFlw9J/Z15e9HpGHmnUic9vfO0dJmXA8UmdsoxIE5/5mSFrzw149Kdrp8/HG8iE5x16hB/5VL64IfK2aODKno9al/qQ7YdC5ChEP4hrRbs3W+Bu1mhf6dOPI/JrU+3MYYi+PqR8q0v7qz3R0jmWslXB0CPccymfixnfkqR161vcoYNZSbHHAdaRRsrkDJSdEp0ITSPoa4qmvEcnWYiNKryoYL47YjefFyJKw4iL5Azsv2klrBgozycUu4LEdhIFbUX45jH57RnU+ZjdfovsjOgLQfyyTizWuWIpp/IM/p2I7ELG/MIJbz84y+K1Q3pDOYf2t7oCypxo4gu57GAKRfMxDM8DRuGfmVDdEwSLeXVE9w8bDK5aXn3lPu/cOfdMrlV5Q5/dr3rW4wsxobkpTM6VOCOH8aqm8fCTiDNlRInuJj7VmubvdG/xT//Vf4x3dYTfU8y9bxmeg8aOdINMoJmcgfnvucTLisyGFHUwV8YwCPH8kjT2iaYCytTUmL8H/XSJeK2EuQo8g5N4HP1Khi00GR7ZjDwfb6gEoTNv2Hh5i/V6j4/3L2DPCvGjnCsgc5hbmuBoeU7FdpfGI002a/F7mtoNn/Gaxd5rYmuGopbDpQl5T7aoxVqJ9yQg2pdw3qcSgrzNtCAP1VEAwVREGRryjogyi7Yl2tUkL6RcWjzk5tbSJ02Ti3L11f2S7//hixSLJd969UP+z4+u40wcrGNpPJZVxqfps96NkMn5Eneo+b3vvwadAps5EBiqscvR9gInI4WdboFrO4rxWVHoO4lovawjFqpqMcPZD3BjTTF9vTrXRHuarGsxlcI7duH8BAYhxrWMb3WlWD99vdGRJm4FOC/EqMqh2UjIf1InnbfUthVlHap+cAroBYEd1j6QtPesK+h0J1OnJGR36BCfL06pLf3vL9FIIHutYHevK6vehiV4GHJy2YjxvJOTj+U8cvYD0JIjEG27gvv+7izVtZzGD+qcvCSTkJ6TPWqhAtyJ+CxV7GJcQ9E22Eyzv9VFxw7HOwuY6RY4PNHkM4aqWdL82BfnxERxctlSdUqCZkZ1v4E5K40W/+0myYKIoN//00sw84yQtV/wGtoXYstpNXQ+EstK1rWMz1V4YxF6ZjOGeCPnlV+7ycFJg//uw78nfrYfNwn6lt5VTRnC0UuKo5fECF2FYkFyMrmQsqUC/92GnLQHdTp/Ep5uX6Ith3hhmp4dVahaSe2eT75SYEuNSh38y0OMJ+EsRUuMzCynzEdjfnK0hl1Lid6qM3vlWKwu2vL4wQKjrRajrRbpxVSSh1YKTGAZfSvGjRW1bYmfKz9qoW82aCyNaSyNsbGYtdO5qTzCEbpHtG9lUggNft/BOzvBOzthZm2ALhTNR+KrnJwvcR+G3PhonXYrJlktUIWmLByJf9tqYnxLcODwf927Aqmm6ooJuwohWTRkc+Y0GCZvW6ItCVdWpUId++iRA55h7swJ1UKOk8hk68aiyfIHmvqWprYvHcq8bSnnpw6AsaLoVFKv8iymXjG5mMvPNwqqyOLcaqBqJaZV4m2M5LnVDFXNkHdFSAsQ7zSY/GSO8bUM70SEykXDQsUpjcS0yynxQla63kSJQd4g9rpGQbmQ4/anan8F3tSK5tyqw4kHVhE8mBJojzWqlfPrl2+gJ44cmWgZ64/ED6xK8ZPW7voUTWjcma62M4cqc2jddchmjdCIC0Ww59G+I9YnHTuYVkm1muKkCicVMohOFeFjn9HVAr8nifES2mPJBiFlzeDdruHdFj7dzK1KOtyORU2e4drl2ZnTn/n4YkxorYoyEquN8SytOw6jl1NGL6c4mWJuacg7W2uoj5pU9xsUZzOKpqjFa3sWJ58WbCeKZNFgV1OCvmK8ZvDOjak/8Mjb0wL5vkv5mwNaDyytB4LTSeflIrCJg7sdEG+IoyB64KM7OfFmk2hjSLQxpKwbqm5JNfT54GCZw7cXUUoQM0cPZ1j56g6zP/QId91T4WhYz3GeGxE99ClrlmpPAksmZyzV+ZRssZR62lRMDOCkMjlkswZdCnJmdHaqj2oXOCmU9xuU9xucDOsijt2w6ArcgUNjC5yxpr/VBisJVe6j8LRRUduVC0U/iFBWGGH5YkmyaPCGivBQgonL2iegRBNYnFyd1u68PZ+jrY7UMTWkSyK+rRqGxqbFG1mKBpSR/CypgzryJT8y03iNHK+Rg7LU7/qk6znl0Cfa0/LelQIyTHoReduehqqIhMLi3aoRbYt0xN33mfmFPcozmWybj2XFaR1Lc2aCmhezd1kXZFLZqlDVVNM38lAjF6vAP3DxD1ziN2PiZYF5KivAgWy+IuhJ2LTjVTwYz55mf7qJovVAXquTKsIjppwyCfmxCslESOTIuqKRNDVDsDrGupaTS5bwwEEtpMwtDIXycmWEc2VEbUdTNUXO5B67uCnMv2dQE0cQRdXTbAM5l+ffLTk57+CNFFWzwraeVagAp6/5rzt+XuMLseU0hcP4coHbcyVI45tjmtPczGHsMrgxS9moaE4g28iwmUM+Y7BKY5VicqGQuysSJ1c7HzN+o+JMd8Tod5cZfTMmfL+GNxKqa/5el1wacqgKylYJriXY8XBj8Ia+aLJmDGGYEzfEhwgQrkyobjepfBhHEXZOEtJtq0KVir0/OYPbhfY9Q1mfEmKLBrZewlpJ7bFL0ZbEJ+Nb1G7AyvMHDOYi3DtScLYaQQ4d69PtpnXkRMlmDJ0/Dei/VKKbU8b+Zkg4UiRrJbrv4I1lq1rbhzwRgoU3Vqf1HmU02QyUoeCYggPpkLrHQl1VRokXNJAz0x1+krpdrmRSt9x2iM+WqEwT7LnEywZvTrY77T+oc/Saob4lqxAnUYQHmvhCidNNKQYh4cqEbG8qfD12mGxIXF39kdjD0nmLe+ix/PIevf97mWjfMrg65f3XLN5Q4w+hmFoUnQtjjoZ1HM/gDLVoGX15/qP9BsGeR/5CTFVqGq2E0V6TfKmUJsnYwRtpssUSJ5XXGr5XY3K2Itda1P1RRf22z2hDKC/FIOTx++fwp1dQ5cuNtawbwiN5f92JYnxWhNdFXcS3zhQgWTQs6kyCOgpIhiGegvqmZvhciToOPcYa3wAAIABJREFUmPglZ2ZP2P+OeLGTRVlRlzXpRo/PV1SBQ20bnPsRk1WDf6JlFQocX3fxJjKRthbGTO52foYr9G/P+EKs0DDg9lwaT0RtXaQuxTtdine64FrKZkXrrsAF1bFPfTbG1ip0qfC+3iPopJTtirJdsfz1bYZ3upjtGts3FxltGLw7NdnCLUw7UIGgpMu6JexZ3HaOd+hSXYqxGvIXYqIDhXWgGWUo1zDY7DDY7JBtNnDHiuDCEFto3IGDvxij6iX1Jw7haz3KCPrPqVN6hg0r3GMPr+8QXygo2hXJcoWbKJy1mJ2dGeLjGmY9xaynsiqoZMtde7FPfjWmvqNwL4xRFSSLivYNF/dhiPswxJnyxbyBQ7QnzztZkDTzomHxDx3yriGbsRLycqJIz0pHEqSR0LzrYtcTYapZaD7Q6FiOsi1xgkWrwnsslh7rykQYrY7INxLclRju1uFuncNfKPCGWiZFBcVMifHBqZWUqcfMmQHlw4ZIETKhjnQWR1DqU2FofVNjAsvWnQWyjmV8VortTiJd4yqwghivS/xcNvExlYatCOtaoj2NcoRuolIHfX0ou6HMYfKwjQorKBT+gWzvs8USnWrylYJ8pWB8sSDacmA1Idh3aNzwSZaFAmOVyHKe5rzqHIqW5fhXUkxkcb7aJ5utyLqW4PoAE8p7WsyLtcy6UDUqqkLTWB+iT1zcWKCbcz8We1SWeGy9s0K6XJEuV/h9RbpY0nog50a07ZBczpicFxRT1aqE6afFQ5zOG05ezxhfKEk/6jzToOEvt5yfMZSVbtPwa4ncDRP3E/9ZqaT2tTjtLDYr0lS2gzNf22OuMSHwy1MA4973z2CXZHsx84Gc/OlazvhyMV2RyAfrXxziXxzSf6nC7IvEwrshE59zt0beBhtVxLmHzRzCPTlMqyS+UGDfbRM99PFPFNkwoHYjJHk1JvvRDPmlhHw1p6yJVizc9bCupWhXXL24TTQfC/nCgvt+A3JNc2GMGfhyeJJGNbxWUFlFFOXEi5Zsr8aLX7lPWRO9XNmwlA2x1ZQvjCnaFcZ7uoKZJgxp8Q26Y+Fi6RKS12IWF0/gxBNgZs0yulyKhcixMtlFEB5pOXY9yrqB0FCczSRBarGi+eoxaeJjCodyu0Y+V5HPVXgHHrqcJj75BqdRin0qkaDi3k5bqL+hxYSWaNthdLfDzJkBRcNgHMGfNx5ratsOYU/ChfOzGfnZTNBSvv2E7Foo2j8JUPdq+BtDioZs85rvBTTfC7DNEs+t8G7XCHbks3D3fKJtwYk3nmickSONkKcXpFHEl3LUo2gKgJRal9MoiHZcbKUolnKyWUs2KxNWeCPCnUlZ64h318khudWR89hA7aFH2TSUTZHaoCC+38YdK5K1AutZTi7KBTHTnaDgtGxR1gUaOV4XOKX7Zh997IFrGV0Sl0zwUh8zl8sRWVTPw5k4lHW5ATyT8TkkG/+/l21gwOu7mLFDeKSp7Vl6L8h2QeWaxqbCySzHr5Uoz9D+4whVWoZ/tMRRWwze5poIENOOpnZDJBnjdVlF5JdybC/AyZTUMi6OiU/ke/69197n9995ieSMFNqdXBoEOge3UTDab4ASwgNA5XvU9hRFE/yBJZ1V1O77UkC+H5FczNBHAcGJJujLy5u8kRB8FFHWFHd3F7A7IY0dxfByhXU0tccu2XGH7hP5/jJSjF7OUCOXOA5wHkZUDYvq5Lx76xzeekwWezTOi9g3ud3BVg6qVpJ3BBNuPAiPoKxLLmmwq4nXpr6efkD2vRrd0pK3FMVXRjS8ivF+g3Mb+zy6vyiWs2lupsocvJ6GoaC2845FFYqjwyZksoUyzYpoGkuXnCuwx67UiOZzFmdPONiSiLlk4uAUirnrhxw8EJWp1bIdi9+Zo1oqmZyzOGNN8KuH9G7OEh1oCVi+L0LcZLVg5nKP6s4sY4m5xMk4ZZW5iZIIN2fqxzz2yLY6oMGbQD4nW+ei1JBqrONgfEvVNHhH3vRztpBosZEFcj6YmsEOfbIZgz7y8Ub6VK8aHimKOtjNGtu1NiYy6J4IoOub4hPO2/a0i+r3HcpUcOBBX9F84nL8lZKV9SO2DzqM4oDwuQHFseyplZHgF7+vGF8qyLdb1M6P0NqQfdSh6BqSWx3csyJtaa6P6R208Bs59kFdJtFnNb7AXc4vxIRmQ4POoVzJKeMAXUJtZ8qZ6luOv1oIc37bJbtScPKLKewGnP/dlKMXIyarluCe7FXyGUP+fIxzL5JaR9MS3owo65IBYF3Lhe4Jr24IN+5/e+sN6Sy+1SFZMhQdw/LGIYfvLVKe+HjdlOCdBrHEg0qX8pxl/ieW/W9aVDvHuy+hum6iyHOpuVSRxUzkbK8Sh/hijpo4NN6ukc5ZTl4o0GNB7KhSVmTB4BM6Qng/IFkuqdUy7LWcfBBBpdFjh9m1MXuPZxll09inVgWxi47K04taF4IqL1cy3O2AM3/3CWZqPLz3cJEqdLClaNeyXoSaTVBRyaPH83jtDGM0dnoNhN2EfNIiPJKfn7t+yP52l9qdgLJmhdAx3QqC1KRQIpUI74bs0iEcKcIji6ockuWS/UczRHsyGWZzAjiMVwyL6z2O+k0aawmHu220A/GSUD/Kxam3dDBNvL9oCY411hXumH8C8TBELeW4e/6p+0BXImmpIktSl0YBmSOr/05O1VTQ93FbOQXyQ6pS2LCiwMXUKoqWwj92yOcrTFPyEVQJ6VmpY+axI5KeTsnk4y7uuQRz4OAkimTJoHNFtZhTb0udcWJb1HY0k/MlunKxroJS0Y8jnM2QbDlnuTsk+1BqX0XTYiJD66UB+fuzlDXL5CSUemasyGct9at9sh+Lvigr6rizlsKx2G7F2h/A45/5Sp2OLye0L8eX48vx/4Wh+Pl2MT9rfCFqaFSabK7i/MoR+WrO4ZsGb2LxJpZ4WdG47YkS/PoYU2j8oMA7O+HopYi8Jd2kvGPIOwbmMngSUdsFfwCdO6KlKjoGvyeRc5PcZ84bM+eN8WdS+EGHaN/SuamwUcXOwznMWoo7dCj3a2RdS7JkSJYM0eUBbqwYr2qadxzscYDxLG4sH3RzcUy05Qjn680TzJsneEcezRs+qlT4Q0tjE8ItT7hYjQp7MabyLcmsJpnVjNchu5KgCo21inaUorQlvBdgPcv+YRvcaau+UhBW0qEce6K906KXyzsWZy+gbBru7cyzXu+zXu/j78oyrqxJTU1lmuJRAztxac1NKHMHUyn8uxH+3Yhkp0HZLhlfzUgWDIO35wk7qcAeS0XRrchnzKnVq/FIU9UMZcuIa+BxQNGwjNehtmNxEgn+eFqvMvVKtIgbPXondarE4eSkhh66RPua8FBqXOQaco2JDO5OQLQvWizjSjp8fDnDPfBh5FIs5qenlzuS1Vl4qARcWSnq9zz8I4fqOMAPhb7LVkS07Yowtq+JHvqiL5umfeUrBWhL2El5/uVHUsdLtVBVHCHYun1XHn8Uka0W+ENpAhgPmp0Yz6mkY+5K3oPXzsi6hsn1lODAJbvd5uybW+iBx85bKxQd2TWoUqHCipMPZqc2KYWauIQHmrxtad1xKb8/c8oFDI8tfl+dxvIdX39Ga5cva2ifPVQJV57bZvPbZ1ErFTrV9F+Q7UXnI5fx2f+HvTeLkSxL7/t+59w99ohcq3KprL2ql5mejUOJw6G5QLBgw5teZNiGDT8QAuwXAwYMwoAf+CID9osBGzAMWbANy/ADZQsyLEqk5CFnOOJsPdPT1VXVXV1VWbnvmbHf9Zzjhy8quzkmZ4acglUE5gCByoqMuHnjxj3nfMt/ceiNCWU/QlWaKq54Z22X7755E2KDGvmomfwzDtS1KdmoTnQBkxVF7QunsNWlsQ35suL0osnf6f8SANYoailkc4rxnZL6k5DpvZz4QYKXgZ/K+fXfkMNPNtu4azmtr4XoyuF8zeh2JTpVvZzqpEHdzuSjd2eYMsTc1ysUw5uCU9IFqEJJqrFVIz4TKhWAqTncQLwD0uctxvWG2J41HbpQNNtToqDi9KFQk4L5lOoopPnEFwXchkUNpS4U9jVV28Ew5A8+vi2XqG2pmoroTFN2HHQK3HlIeOYxmXQgsgQDLbr8CGWq7ELYzfCeRPgZpM8alFfEgAbP4QpFMSOD17eVuGzVK8rIUn8aUH5+jPd+g/N3DO3HHpNVR/WW4Eha366T9xxVGmEqjZp6+KcBysDklujChfsh9Q9lIc470gGerFpcs7rsQGIUtbt9socdTBEIABqRNA/3Z1pkniM89oSw7hSmptA/aKJbboaDlO+gWKoITsRs2s7luMITS79rI7Is4NHeMipG0lfkWNONkuDcp5qvsJlH6/2QyYp8B/lGznC/+UkIERtwmnIQsXT7lJPzJsVGhjoLefp8WfTXpupSBl2XoI5FlTfdKFheueDoyQLRQKhwOpeabt6TssD4GjjPojPZAKZr1SuZqy/n2Os6XosFzXmw97vXmN4UXFB4fYT3LcFklU1BfC+1x+T/uE42p0jThAf+VVCgLwKiC41elQUtCkrOT1q0jh3TJYUqoah8dKoZ/FoK/RDvRUy1PhNsPIlQf+2MyWYXlWmmKwbvKGRyvaS2JQhxr5AiOICfK6LtiKItNZsqEasx1yvQmwlJKuBNnCKUmr24ijcs0blHtlpQZR7eWOPlCn/iEV1I5Hbx5mxyLGYEH9fIlyqiXoq5iOm+dUpe+owGCcPnHbxcajIAwYMmnieUHhTE+wJFSFcN1ey89VTj9Wd1xqWS2tOQye2Cxkchk2WFjS1MPZSF+ZvnnD+eQ8/eW13LUGcR+odN0nsZDANol6hhAI0Kfz8kGM907BAXb1czMnkLxXTFEGlHdjcj/igWgcZSYfelMSMcVEU6ighOAkzsKOdLgnoJ04B4MyJfMhSLcvzuuz7pssI1KnRgGN8XHwSMYjyK0QF4U+G9AjQ+DBnfFCWN4FA4q8N71aURtIkQs5FKUcwMpTFizFw1HFo7vGMxUKk+aKHiWdq1MSGYdQWcUyTv1hjdL6g9DXG+CFV6OeTzhnA7JL9aEu3JrqUryOYt9+/ucp7WsFNfDIZziTZx4G5O8K2sgN68wVSa6ixGTXyOP1wgPtP035ZFdHxN6ru1/VmXwoFendJpppxsdemt9dn+mWbpp8ZrvKC9Fimnl89oKYFFN0pWugPGt0vp5nSExnLcb3D6JXEZaj9RhEGFP/Bwc4UQfB+3KB+3WGsNSJ6FmEjRemGJLqCqPMxcSVLL6a31aX32jOjDhOjDBJtYym/MEV2d4OqG5jMPs1QQ7wWXX1y6qKgWS3ncShltiCLCaEMRXQiX0k18iqVypj8/415u5BQbuaSvY0G/Jy9CcUeaadd7mXRMq0Rdqm10/llCMJGFMgwrMUwufbKHHfz9iGCkqO8oGo8iGo8i/KmwLIrVguRwhn+rxJnIKQhPPFrPpJvoNHh9n/StFOVb8o6j+8ei4mED4aKe7Heo3xpQu9OndqfPlYUBtWtDXAA6sMRXJrhCEy5OYejjFYry7QnJsSY5liK9Vy/RQ9lI/IWM6lmD6FlMul4SXx/BxuTSok1XEglTasqu2M4lL0LKicBzsvUC6hWq0KhCM7jrLmV73HkkZiiRmM6ETxPcSkbZttQOFbVDNaM8KZLNULqZocNrF1QbGXauFCmhsYL1FJd6uNRDKbDXUmws/gdlx3Dnzj7+VCTCda4oBxFuu4bbrsFOQlWDxkchwQSwEJ8IJlBVCv3GCDX1yK+U5FdKwYwpx4eP1qiHBXrqiTHNrSkYifbLi5hmI6XZSPF9QzmQFdqfCsvDeUBoKZcLql4lUfUXxhRfGAu5/6jGyU4X1ahIvzP/yubrz1POnzBsII87G4csJGPeP76CN0PB+zsBVQuqoxrRQORwio5Cf61Lo4R+20e9PaQ4FdT546/fYBalY0LFeMNB6fGF2y/YGvSwDvoP59CfEVsvlfvEv9Ln/EkPfzlj/EWDOo3wCtmFR7cFm/VSCtkMAryFjGLZ4r/XwMTQfuRTtKUTZWqWbKNAzSS/AdxWjaphiU883GdHBI+aOAVmPaM7N6D/h8tMVkSfHqQ7WTQd0eqY8V4LAou1mqoujuUvVVVfsghMDEXPEByGjG8Y/KEmHCgmawZ/IcN/v87gnlCaAMrFiiisyM8STM0xXhN6DBbCw4Cia8gedC4xe6NrOd25EeUbI8woQkWlQEOsor42Yv7+hJ33rjK9OpOjzhX2JMY1KvAcjaRg2A1RTmhFzfWMs7yBjeWLml6Rzq6ulzijic4l/U62QgE/74g/Zr4w63IuZUzrAXok/F/rK6KdUDa2psUUGuWURDpI/dQfeGTz9tJMONtJuPflFzx6sE5VU9QPHJO3DWqGtPce11FWUr3J9QpdL9k+75Lfz2j+ICa/UuLVK0wi5xQ9j4VzG0A+JzLg/lRgM7pQVNMmrOYEoaR+wZMAezfFe9zgcHcVNS8Lk7eXQNtgTmK0heETUQyxkcOfy6lyD9czJO/WiH/thGyvQ+1FwPRWQdWw+B9K51vdntL9WsJkxSefF9/TVzb+Mkdof5pdu1Lqv1JKfTizZ/8/lVKd2fMbSqlUKfXe7PHf/zQn4TyoOoatsy6tIGN0XscdxbgjSZFUIZFLVXdSyC5gdMfQf6eUNOFF47LAHEwk9RnesJz+lQqnoJr6fHS6iHWQfmuear6kOIspzmKCqCIJStSSbPlfur6FLhRLv7GLCQQY2lvt40cVflShnExW/bhB2XZ4GTT2DcFIlA1wQKYJdkPKsTxMzYIW/JT/nSbm9hRjNPY85Gb7FP/LFygLybEjORaaTDBRGKOJD4X8vNE7lyipVWI7FdYXA4/0XkbZtIRnHmXbCJD19liQ+fM55TjEz8B1PuHyRbsh5W4dQqmVOR8B+saWqu5EsqnliC5EDFH1A/of9wTe4TnSgwY6MFQnCdMXLV48XZJtefYdVG0j/MbTAB1YysojaBUizNixHD9eoCo86hsD6hsDkYpSjvBpgg4No3dyyoajaFvKjrlMZf2Jxp9o4mQmnzMn35mfKpyW9DA606ipuHZFfYj6kOx7qPWpAItLwYuZmuXxzjJBX1M7tgxuQ3YRU04DymlAtlqSHEszSBlFsBmjlMMPDaMbhujQh/2YYCci2InIrpSEF4I1K1uGyapleNtSxY6qYSVFHQSU05ByGpL86gnmsEbRnm2UvZLG40jI5plG9XKc79ClAIeTfQ/nFCtXLqiGIWUdTo7aqNCS9yzRboDpVp+ESPsxF1/NRDOwXtG8/+P8fP8cw73eXM6fJuX8n/j/2rX/PvCWc+4zwBPgtz71u2fOuXdmj7/1U51EYPD7HvZZg2/+r59HeRa1mKMWc4qu5e4725jYUd+V001/cYzXzcETsGn91gB/5OGPPCbrFTYSl3CVauySvC7wDPO1Ke6dkXT5Zia0ZrvO8aCBtxljTmK+895t5t46YfPxlUt9stGDOcxhDXNYw+9ltJ5pVAXWd+Q9GNwQUUg1M0EJz8UYxOv74rTtQbg4ReXCtXP7Me+s7ZJcHfPwdJnhUQPnw/CGYnhj5miUQHEWky0ZXOB4+NEq03EkZiJHAV6hcFYeykkq6Y/Ea1K91yS9XuD5BowwDsLt8NIVvKpLDYtCi7psy5DcGEKh6T6Y6aotZIw+J49goInO5Nrrs0AwZpUWp6zQiT9nwGXKTGiJ1iQCTj5IKHJZJKqbGbU9j7Cv0Sch0487TD/uoCsRevRTMP0QZ5UwHYyQ3l2zIrtWXFKlJjtNgk6OzT1Uu8CfCG7MtkvxCy0VLnCkC/Io2g7tWUzT4GVCc1JGSeOlUGTdmdHL2JM0eehTn59y8VcLbGKpb4pVYTqIKYehdDyv5ZhWRdEzFD1DbStg8uUp9T0l/pmz6LlqG0xiKeYN0YmHdxbgnQWcP56TOlnkmK5V6H7A+E5B8iKU7nchNncv1T+mtwvYj9nb60mDqG2hVMwvDFHVrG5rFK0vnNL6winOB04jysUSNfLpb3Z/mqn4042/zNSnP82u3Tn3e865l22TbyF+eX/hYXNPlBxujam+OqDZTjGDQIw1JornJ7MCtZXUam2+T9UPCY4D/M2Y8Ys2rKawmnL//q7cEHcmtK8N4CIUV6lRjfXGBfkkpGxbor2QaC/EJpba1yRMbz7X1K6MOX08T3fjQjS5ZjuSN1VSaDaa7CujS8HHvGsvAZwA8aHH0pcOhcJ1JcNdyahfHZH3Y5RRFIsVpml4b2cV916b8g/m6V4ZUi0UFNcziusZVU1cgVpPfLypFrgJYMcB8XZIfKrIVgvp7o58ojMtSrAKut8NBJj8NOTW4imfvb+FCg1V3Uk9KBZJHec5iCzKgD/2MEajCiV+l02L7xviekFcL7CBI71e0HjmoypFdDybmFdSXK3Cn8vwFjLytYJ8TRoV9VjqOk4Jed47DzC5J3zcGRf08vsPHOVKgQkhPvbxLnyqmmjPec0S/1jSS/XGCPXGiOjcwzpFcBwQ1wom60aivNxDlYrwQotjeigNmfqeIvx2E1VqJhsiU966LirDOOG9cn2CbVWf8EW/38aV8vui6/AXU6K9gNajAKcd+jiitiXKvuG5R3o3wwzEFCU6V8TninhthCoVrSfyYauGI7oxJLoxJBhqgpUJLjEk+wLebT0IyZYMUS8V2apzjT9W+GMl1zuH5qMZK2V1StzLOH88J76iiznNDwNOtrqcbHXl+1XgXfj4U33pH/oqxutcQ3sVTYH/EPjdT/3/ulLqB0qpP1RK/fJPdRKlYJGyfky632DytH25M839whHqYZP6jkIb6Yad/O4qQd+julJgoxkMYjNBbyZ89MN11q6fUK/lDLbaJIdaOmfDgD94dhuGPvUdKcAqIwtQ1lPU9hWjWwbvG+K8FHiW6wvncoWUyPYEY4W3G9NppExWHMmxYKSUkUUvW7Jkt3KOBw2UUTS+m9D4bsJkp0m8F4hm2UcBul4R/7CG0zC6WzJ50LusufmBSDTHH8fkXcBBeV3kdnQuNnPpoqP5OIRWBa0KP4XJzRJ/rJhcFdxdtmh5+HiNzYseN1dPMDV7STbXmca0RY21XCiFV/moiasZpuuG+o0B+TjCPmrK8x6ERwHjWyW1g5nmXN2yMt+n1Z3SbqZUw5DmBxHNDyK8M0Hyq0KTLVjhEV7N8M59bGwpG7KgvLymNnKofiCNASu1wXAIXgHRB4lImHcLgVf8oElZd7S+Ls9Pz2vEhx6mJrQil9iZ3Lao3trQEV2IqkhwLp+/sTChf9CSdMyffb+BYX55SNkz8mg4dFzR2PQp21ZquOeKogu1HR+7mJPeySnmDMWcQZ2FBDNoTe3YUrQc04sEL9WiHDL0CPsK/e02+tttvHcGFIc1dF/4pJ0fBow3BHpS7dTRmUSnLzXp6nvqkqlR1ZxwZzMff32C/yJG78WUTfCmGm+qJWJNDGFfkxwoys4rpj69phHaz9QUUEr950AF/L3ZUwfAunPuTCn1BeAfKKXedM4N/5T3/ibwmwDeXIfgzMfLFbV9h4kVy/+GUJN2LjrkNzJMFMnOPlOSEKhDhIlE8pkbwmG7f+WYVpDx3bNrePM51SihbM9UaD+uEZSiLVa2ZjxFK3QVE/sk+54Uxs81oz9axO474nXBAr00JPFSxfHTOWp9SQ1NKOodwUThLaUYo8nPEmgaio5cXp1r8gVDsudR1YFjkYEORpBZRbWe4Sp9CWOIBpps0RAMNFWv4trSBSePrqIsTLV8hrznYDQzMVly1J4HeAWAiDTaVgWFZnjYZHheFyJ8+tJkRJEHjuosJlxICeemZE/aUGkwgrWjYXhJVDSxJd7TFF3F8G4l/gKV4sWzJdDi+k3dXjYr7JJ4eL6EPuhS4T2LZaFxAoTOftC7dEJvfeRR1WB0q6L7vkfeEQf1dEFR33dMr1la348pZ0wvL2dmmOJEZn29ZPGbPuNVH+tDtiFRoo3lOz5/WzxQ4zPFpOYw73YIY5ECVwayawXFUZ2s9YlirUkcrvDIeo740JOGQ12MUJJDSZlVNUsJ5bJTNSz1LY+Le4irfepdTu767qzz3Zq9/Httwkjkhoo3UrLzEBdbVK5F4TewVKWiuCfwouSHiYCQg1m5cjFnrjfmZKdLqKTzqUtws+N7mYL5ivJ+idlMLjvvP/P4F7xg/aTxF47QlFL/PvCvAv/OzD8P51zunDub/fwu8Ay486e93zn3Pzjnvuic+6JXa1C1LNmVkuFNGLxd0olSOlHKYmtMsB1R31d8+dceUrs2JJjxAnGCik6OFXOdMXOdMf0s4d3dNZqNFHsUU3QNwcCj9jzE+Y7siqFsOtp3z2nfPSe+PUBlmnI9n9WXBEJQ33Oc/7VUnLVTdRlNKCMTNJt3mBDStZJwKARwu1uj3shQRhGeeqi3h6i3h5imwR9pYRMYsN2S6NxRtmYNj6girJWXsIqqIemCNoqwlbN90JPj+xAMNfGJFIqd7y6Bl84XALA/cUw2jOz8s/i/0Z1C4C6dx512eCNRJ6knOfmHbWwoqrReOkPin/vkixX5YjVT5IDuA4/GM1+ux1DeryJD794ZeqoZfjZn+NmcYCvC+ZboQlPbm6VtHUuy69PY9AlHcq4vzycciUmLMnJ9kxNHlchi5jxoPPdRDhq7jsauo/dQyOJOI7jFE5/+XYGqmDfGqKkn6ecM5mESO1PNFVZBNjNM0bM+iR4EEFvcWUTriU/riY9eyAiOAsLBbFFPHM0dR3SiSZetoP9XM6rFgmpR0nJvokk/NxWXd+VQuXiDNl9ANgeDzxbkc5Z8zlJ+Zjwj0EPwRDYyPZoZN1ciNVP2KqIPEqIPEqZXJOqzvpQ/bOpzstO9NK+u6o7pRnmpGlxdzVEHMdZK3dF/RSmn4vVOOf9CEZpS6l8G/jPgV5xz0089vwCcO+eMUuoGcBt4/krO9OcyN/svAAAgAElEQVTj5+Pn47UYr7OnwE9c0P4Mu/bfAiLg95VSAN+adTS/Cvy2UqpCfKX/lnPuJ/eLfUt46pGvGf7KVx/yjR/e49sPbwIQtnOCiWJ0zfH9gzVCv6KIHKNrUkwuOuCupUw+EhqQKhW2Zil2GtQM6FJTdEQnP7wyoR4YxrrB8KFI15jE4UKLvggpuwZdejilOPucOGyXXYuJNFf/SPKpdM4jvWohskzairfv7vDArF/uqvZbXVgxFAsGtSc5UjRzAlKC76T2ccRkzVE2DS6ygkT/VpNyXf6G39eEFx42hGIYoUIjFn+VJrjwGN00xMdSjAbZsbNlQ7YkqYo/8KkWCvyTEHslYzKMqc9NmaZyPsFAY+oWF1ouDlrQMYTnHtntjOhZjFsr8I4TTF36Ptb3qAqFiRXRhfg1VB0juLHC42SnS+P68FI+3N5MCZ8nZOsFybMQ1lLcUHTeXqbSwVigFgBlQ1G0HfGBh4kgXZbOa/cDTTB2BEPov2mZf1feMF7RKAu2XRHsBuhCkS0Izq73f9VIFzSj65b4ZNYV3yhwysPGDj2f404izEaG24kplwqiekF+mogo5CzlrH+7hpc7+m8Z/LFG54rTz8k180caty6qGfETAbt6BaQLjvBxjfSqgYF0irxcolGnHfUnIfO/vg/A1tYCaiUn+SimbDpczaAiQ5QU5HlAPS6Z7jZIV+WeqG96OF9KDboUOW91NUNtJQJFaRu8kXcp9pl8V/xMq5OIbKOg1Zv8xGn4U4+/zAvan2HX/j/+Ga/9+8Df/3OfhVPkCxW67/PPn9/Ea5bcXBZ/y6cPVqmWLF6myJ+20IcKu+yo2pUQga+lNP64RrosV7lsOGiWeLl3iSbXObz1zgs+2Fyh7Ad4FVQ9maw6qXCTABtZkh2f7G5Gs5Wiv9Vl0tbEi1Pc4wYmkslRNBW6WRJ+LKDUjw4XUTWDPg3EJ+B2QbwVUrYsekVueu+wTnIsPDuR3kZqSWNNGTgaSc7p2xlzfyiTo2jD+PMpQVQRPGvgrpXMLQw52u6R3O8zedbG+VAsS850be2Ure15as9DsnlF1TAEcYU/iGCQEP3COf3DJslVuamzVoQ+DejO9NROdzuUazn6OCS7VhBsiRySOpNJWTvUBGOp/4yvOcILTdV1uIuQ2qHHdK1iutUSIC1gTmKCeyO8rQbZskHvx9TONHnPESylMKrj5RDO/CxHGxBdKLI5hwsURc+gU83wOjS3FHlH0Xricfpr2ex6RvhjhUpFidcFjvjQZ3Ktomx5JEfQ/lgzvfISYa1wnqPsVjS/nzC9atHbgv5vPogY3RbyuZ+CP5X3hCPH5KomuNCgIb8iFKPwUNy7rFW4c+FWApdGxKqSTVUXirnPnHCs57ChhzaS7h4PZVPREw/vxKfoCIm87GjCVk6+2SS+MZJp0TDMf0PIpRdviO6f8xzRoWZ0x+AdxNjEUa3kuImPP/Euz2d6xV02q5oPQ6roU634n3X8ZV7Q/n8ZypEc+DgPslqAig0XmdQVmMvR+zHBUJHPW/KeiNx1H/qki4rcJoxuWroPZGe6eFtgIMPb4vST7MpHfPzH1+FqjusWhJsxpj7THhuE6HaBOo6kzb0fob8dY359AId11LMmxd2UU09Avs5z1H6YUHQcOld4P2ygA6lhKOtgIhih+rYmLYW94GbshnRZ8F/KiCDg6KaB2NAfJQQ7Ef278pGDEaijiLzlc+sXdtlonPNPf/gG8aHPyLRQWjBwaqZ/fz5NULkni/liThKXVB83xTBlCvZrPYIvT1DvzirG96TOd3rSBCt4r+hZTHa1xD8LKJdK4hchalZjyhYszR2YXlVEJxo/A7UdiCx3w+GPRAuM2QJY3J+SntZYfuOEk4cL6EoRnznSZYcZRHih4OzSRTm+LoVPaZoGG2qiY18cv7rChUxOhJfb/pZ8B9MrTjwQhh7NN87p9+tUNY/mMx9lYHzNMv99KFqyCbmbOYXn6Hw/xCRSA61alujYF6HOMyn6j24b4plG2+AWtJ47VEeRzwn9zJ8omjuW6ZoT8n3NXG50yiiCsajJJkeaouM4etHD6+W40xr1PcfkqqLYnSH5DRJNZcIwWfqmZrjRRNcdRe7jf1An9mC6LNfIyxw3f3WTZ//PdSbrwnzwMrnn84ZGN0vM0KN2IM8N7xnhC6eKKv7E6OZnHv+Ca2Q/abweCxqSPtpQtO3zjkdzVcKrN28f8o2jN3G+IjnQmASyN1Py+QiTGGpLE6Jvtxnd+NRVNorark+6ZMkWRVwvPlVMmwGNlSElMY1nM2xQDdRBQnq9QG2kmEnEoB4QPmiz/AtHHGcLhM8S8hlpOXoeUTUkogCYLsvO2dhWjNdnSqcFeIUUrwHO35ICeDDSZKtCCC+aEB94bPzGDpunc6h7I6odudnTFYOqV3jHIZuH8+TzPp2lEYO0Q3jqUTYFqPlyp5w+a6O0pM8290gzj8BBfCJmLCdfqQg2a5dA4e43I6bLivBJRNGd6fMnjngvINsoiHZCio6YbgDUXiiyriw86VpF0BdWQm3HZ7paEZ4Jqb1syvHVbsLy28esNfv0R0soA+dfLGl8HJD3FNGZOIqXV6QbmTRzwj9soUsfE0maNr5RUdv2mVwVldlgwmULKz5XKOeRzxsGT7sE0xmTJAH9+QHqSYvhhrqceNVRjfhMM94QSpL1gHpFngj2S+eK0XWH8y3pLKrTmab/BjhtUfUKxgH27REDmuhuivciJjpXjG5JVFqEFq/vYxJxZup84DNxHqUXYJYqVOljElGvBahiuV66kg7laF02OnVjgnteF0WTBUfVlpQz2fd58Y+vU31mCsexdN5nIgjewCdo59Sew3hdzj/e98k2CvRhINdv+oo9BV7T8XosaE5x45e3ePx0hehUkOi7Z6LUuf9Hq4QG0hs5wVGIP1K4foidRVjZThN7qyQ4lY/iX5lS7deYXi/xhh61mwMmo5jCxLjYMBnHxLmoeICQusuGo/YsZHoLomZO5Yk0deQZ1t8+4PT3V3Dbn9REwoEjW5jJPPuOfN6SHGmRaQ5nsjxNkSQCUJWg1aulgtZ7Ee5XL2j4hv6jOZ4cLKJ2E2p7iuLL0l/x9mPC/Zi8a3GnEfsHS9JZVGBuTwk/rKHONdWbkkL6C4bsoE592yM1Ps6HqmWZrHpUd6cwCSh7UmMBuHhLeKXNHctFTREMNNndjGoUoCYe+UpBtB+QLc1SyGgmTX53gr8lUWey7zNdr0h2fIGLfKqdb+qWo5M2R8dtVFs2lGQ7oGw6kiOBOnhjx2Qm350PGuQ3LXPvKcZriulqhdcqcb6PP4Hh7Yr4cPZ3EBVjpxW68C/rcNM3M9RpSPLtNoH/Ca8WEEenRUNwISYs4UAR7EVMvpSS9UTTzZ8q7IIVJsTsM4TdDO9BgzSy9NYvuNjs4lYqkkeSkk+vWLz2DCJSeJhuhR9X4hi1JowMnGJh/YKL4bzIdM/uO1VKihoOYPj5HO8wFCOVsxhVtxSlpLr+QK5R52PL4S87kqgk9YQxYrsVnbkxo3GC/92m2CLOMsviSoF34VP2DOBR3391C9rrLPD4Wixo7SRlkMd4fR/1lQvchx3UE9FSr2oOs1hQexJhYiepSKGITjzh+DkIWjmuP3OwftTAf2OM3awT3Box2m9SW5oQ3k/pnzQIo0qEGg9lJgQTRfex4+jXCqLdgLd+9QXv7azyzvVdMhPw0XvruFWDN3O8zvshk9gSvwipbqWyuFghiAcjYTKoL40YH9epLciCY7IQ56T2M73isOOYz9zY5P2jeYJnCdMlMec1U/kM8bUJ5qMGtmZRscEYRTAM8XKoniZiHutDOZK7t/QdhJbJBjSee+hSJGjMZ8bUohK/OWWlNeTBh2sAdJZHjLMu/dsab2bM/Mb6AY0gp58nHI8b5F2fmXk9U+pUjQp/s4ZZyWm9K6BfnWrKpkMNpKj/Eo3upx7VQGhVyoGfKRa/us/JqM7wvEayHQCK9sNPbr+iBeO1mb2bVejtWDCJkcIfe8TnMF2SFTPvQTVfUP9Irsn4iynhswQTOSHIe454eYJ7IRFvlUjRvYgs3kBURcKhJnycyD20mKGOIlBC4wKobfl4TxqMblWo2JD983m4aghPPfFUMBBujCmfyQqV3Bri3mtT3K+YvJHjjDAZcHA+mie6NWQaNC9xa8FI/C3SJWi9G4lBctsSzmW453WBCQ3Fzg/g7C0FFUxP6vjTWSrtW/qnDbzzADsjxrfuSg+uv9PBX5ugNhsiP998tUyBV3IcQUv8N4hk4N9xzv2XP/L7a8DfBRYQttK/65zb/XHHfC3kg0JVcfTBIqykpE86f0IVEwfBXkg+ZwkHitEdQ/vWBSZ2xKcaG1n8B41LU9nyrhC/47sDsmlIb62PtZr+URM18ckPa7hmRdGWqGl0w9K/o2i/J124rUGPOC65yGts/d4GtX1NdO7hf1jD/7CGLjS1j4V+4vuGfMng5SI2OH0zo7fWJ52GLKxdsNCcsNCcYE8j3HmInReVCn8z5uHfe4OyDpOrivhM6kc6lkexW8efCMXIWVGlfUlcL+YsZcuKD8HMtds/DWbOUhbvq+eYCPI5i92qY6zGWs2DZ6u8tNIaf9QVE+PFirLpKNdzluIRZ1mdj/cWGY0T0oMG2XaTbLtJfOyjj0PKpZJaM2d4xwhxfUbJmt4qqBZKqrcml6KN9X11OWmLmynbHy5hjL6MpEcblmwesnlpgnjlzHP0zTPCM4/eQ0d7s5DFq1cy/qvTS6Ph8EIRb4uoYzbvqH8/ofXcXcomNVeHWKsERb8+wU8V9Sch/rmPnXW100V5/SUwdjnn9urxpepu2XKM3ipQDRElKD87BiW1vnCoqNqG6A9al/jE4mkLVUG9lnN77QgKjS6kCRQOFcXHLVzkLp3QcZJ2e1PhwUYXCpoV1mjqe2pmSSc0quhcTjIYK/yBR3yqqOZL/N0I/0yQtv5UgL2Dp10GT7uoVkG3OaVaLKgdaPL5VxRW/TQsgZ9iwVNKecB/B/x14A3g31ZKvfEjL/uvgf9lxhn/beBv/6TjvhYR2smgxfW+Jp3zoGVQsUFdSOjv5YrWMym6nv56Rut7MZN+j3KpxNsJqe36mHdGeDNUu+8b8iykqjyUclycNXFGCcgxFRS9A1Y+fwDA7mmHvB6Qzyt0q6T/aI7o1pDth1fE2LgLzReOcDxTRQgV5/flxvR9S9EsmV4Vvp07CxlvzWHnDWcnc5zOtgsvV1QLJeSaqmVIdn105ShuZzijKToB0ZFPHs1a9LOu4mje0XgsC234rx1ztNtFpVKvMtEn8kGX25JR9I+a+HOO2qFm8mZGEpacHrRpfRAwviafobEt4ocmFpMWPzR87btvonOFix21Zx7DeyX+WG6P/EaGG/vo0NBMMia6TtGGdKUi3vcxqSepe3+mqPjmGPXDhsjptCr8vZjGjmLg6qhEanZhX19u9em1isaTAC9TnB62UB1LlSj6t+WzdxdHdGspmxdyfOc5Wh/5mFjNiO1w8mVDY9NnPG+YPumIV+aaRNXtA3XJMmg89xjfkOs82RCNNazClppn319DzySNqqs5Wjs4jag8KYM4X5zp8zmJAvO2QDJAkPnp3ZzgYYcny3WxD5xZ7aUrFYSW1vvhpTFyfO4IJjC4CZM5S/OFxuWa9jdDygbUDh3D659EQy9riyApd/KNgPGqRMbhQDNZFRFSNzOq8X2LpxzxVoRT0Hz2CmOXVxOh/QLw1Dn3HEAp9b8D/zrw6FOveQP4T2Y/fw34Bz/poK9FhKaQTmD9w0goSqGh8ULTeCE8tNMvGtIFRfs7MdMr4t4UnAboYlZAf9SkOI8pzmPMB23i9xOykwTOIpxVhAcB9R2PslvhegXzi0N2Hyyz+2AZMwjx6yXKKNp/FIMF+24bmxgG9ytxVk8ugxsu7inCkXguuu+1cZXGhU4UTxdzrv7iPuG5R3ysP0FtNwVGER8EeM2SbMFy/vlKrPUOQ/ylKdwf4Z2GeKchZcMxvepoP1GXxrtHe11UbPAyxeK9E0y3pGpbqrZEayYWdsHK+pn4dMbgHURcDOrUnwYCG+hU2E6FCYVRYEIhrJejEOc54hNNfUs6xPF+QLlUUC4VuLGP35Fa0eFuDy/VpFcr5t4VdydVKuJDX2zvAkt1nDC9WRD2FfFuSNRXTFZE2sdGltr1IcFYeLm6ENEBEwoZPd4NxWV9UXH+WVHHmLzf4/n2IvHShHhJhCHzrsMGjrxn6H+hwB955F1H82Of8GImlPmtiM63IsZrDusJo2R0q8Ifasz1DJ1pavua5rsxyreolZT4VBpI0fNYFC9yRXLgkRx46FwTDBW2UeE1SrJlQziEcAjFnGFpqY/ZyNADHzTE9/u0PncGgSXaCZmsWtKVinSlYvBLGZOrwou1iWVwvyI89Tn/Sk7Wk45o452zy0zCn4rPafcxTJcVRWvGltGyuphORdjX+L0MvyfwloNHi+hc5MpH11/NKvTnYArMK6W+96nHb/7IoVaAnU/9f3f23KfHD4G/Mfv53wSaSqm5H3d+r0WEppNKTICNwj8JqOa5TAXKOhA4qgaM38yFpqId0alifK8gauUURf0SnmFDmNwpCI4D1I0J+nGDxrZjsgI69Yjnp6w0B4zXZbc3pwnd30sIx5Z0TqKpbNHiX/hUHSP6ZE3Fyedma79C+H1n8jrvTEjVZcvRqGecTWoUV0oKC3oWccUfJ9gzj2y9oPFewuStjBsrp2w+ukJyb4BziuxJm/i2UF5vzZ3y5J/eZHTN0dgR78/w2Cd+c0xVzznc7uEPZOLCzI+yhOpqxSiLcJ50LXUF5WlEfd8xXlV0vyNR7+CuxUtF8dTve6hrU8qLiPyzU8xFhDcRfJd/JDU6f6ooJx52vuDq2hnWKY6eLJDOC1ShvqtIF0HPuKU2tvinAePbJY2nUt9xnkQdRUdTPGxTvpVRfyCrdW0roGw4qpZFp5rmC0X/cwVqKrJM8ZmiqvmklUB5/LmcqqdgX8Lt8CCgbEoBvkpFzLB2oBhtyFcWjMUkRVlpSIR3h6Jw3LREF47hLfjKnad84717l1xLgMU/CDj+l0raTwPGa0IZKxuO8CigmNNQN1S/IZixtracXDQxU59wKvdxdtJhvJILxOPemGiWPQCYiX8J/YnmUpKvNy/T6rJnKWoV1Tihe2NWE3vawyYWnntkywZlPHxP1HPznoOZTZ//cFZ7bjg8oH7g6N8DZpjIVzGU/akWx1Pn3Bd/3GH+lOd+9MD/KfDfKqX+A+DrwB7CHf8zx2uxoNmpj40c+UomLkffjRl+aab5PwzwahXZssILLfWNAePNNuMbFUkno9hqYNsV+UyPxp8qWh+EDO9UqNMEXXdMVhTptQK/VmGM5v33Ny6Lv8mpJl0Er1CMVwHtcLGhChRz3xNycdGCcvETgUT/LGB8vRJPx0qjP4rBOUZ7LVSu6Nzs004y9t+9AkB8JunCwA+YvJ3h70Vs+XMkK2Pm6lO2D3vYlmHG1ebht29Q3cjpvBtx8cWCcF909kfDhDAuSXYCqrfGuIHkUcmJOCr5+xHpXkQ8VVRvTOBpDV3C8S8Z4gOfifQEqO9qOZ87FheAelGDrqEahvhjUYwtOlKTAajmLN7QY+3qObuHXdS5eAgEE4ms0OJ9GV7MwMc96RLGewFVIrWxYHnKRVyjualJlx3+fiTy6kjjx7YrgpOA1jMoa9B6EDK6bahqjnCgiM413TeOATg6axM+TkjXSxoLE8YHDeGoxoZsyaFTzei2Qc+K58EQ0jcrTL1ClZrpThO3IEKKfirCnN94cBdv7MF9WaDs04Zct62QyeqMEB44nJZo2BtrTB1xcAIGgxrqMEYHjmLe0Nj2CIcKdyiIfQ59XKFofelMbmtqqBOf6vYUOw3J3y7ZWLjg15c+4v/ee5PDrTkqzzF+TwKS3ufOGE5iuv/eOaePV8jeSKm9nzDeqNCFFh5uBmYG30wOxaz6ZEHhxQYzfEXA2ldHTt8F1j71/1Vg/0/8Kef2gX8LQCnVAP6Gc27w4w76WqScPx8/Hz8ff3nGKyKnfxe4rZS6rpQKgb8J/MM/8XeUmldKvVyjfgvpeP7Y8VpEaCC7X7OZkWYBeRdqjyQdyd5O4SCi81xT1X30V1Jcr2Dp90NG6y3snZxoO7y0gKsaDttX+CMPs1hgnU+445GWGnYS8m6FapVwLm/IlkWDv4o1N7/ygsNRk7Znyf7ZAsMboobg1qaXTQfbD4VloKBWy8lyAS4WPXDNEqt9xo+79BdK4lui2hp81BB9egPh45jOrxySFgFZEbD14bLwQCNLnktKuPSZI7L/Y4miDfUnojSbHGnMRYwyMTaC4P0G6ZJEUOmq/OtNNfUdLQDYQURcKfRYlDGcx6U0zuhOid/3ic48ilspBAZ/q07VNri1lEk75OrGKYePBMrvGhY7Zzmf1GAUYFsVxvqkS9KlSxdEusafBdXFzPat6CriI42LDWa7jpsryRYConOhCBUiPUc4VGR1AbxaXzwVsgWL7hZ4g1i6tndTDp4KX9clBn8KeI7JbpOFG+dcPJjH9grWFi/YO+1Qi0vMe+3L+6vzXsDolypc6tFYH0qzZLPHyRdFuSM88il7wqsFKFZzOu0pA9MGI/zX8FwYBVik4F8qsu9IBGXXSupnisntEhxMVj2KrsHFltajWaQ6Z6kmcl9rPdOJ249hocAbeWw9WeZ//sFV9LUJ3asD+tsd2s/k/E+utFCBZfOkx+37e2z/4Trj6xU61+ilDFYrpjsNqecCeVcRN3KyvQbtbwf0779CNOwrOJRzrlJK/cfAP0FgG3/XOfdQKfXbwPecc/8Q4ZD/baWUQ1LO/+gnHff1WNAUdB5qJoMOZc8QT2DpO5LzH7iE6YrBJELMnWy3xWz3qwYqS+ODiKLtLrtNzOcUo5jGC0W/4aGaJa1/5ZjB5gJV2xAe+cx/6YxpRxa0ycMu/kTqD4+fz6zxQoO7JmDZfM5iTyOCGWreNcUhyAaQdkKq0qO6ZmEhh35IcuhRO3T0vYCsnKVgv56h92LpdO4HHL+/xOJnjhhPYjHc1Q7dKtFaVpzD0za1ljQEsnkhXZtQzGMvvlDS+27AePUTfbMyEps6GwpZP58zEBnM/Qw2paZiQ4c3Q4uraKYFV4E6jKkii9aQ7PikNy21hQkHRx3cTE+s1sq4PndOL5rwjfM71J6GTDdKTM9C7lHb8vGnn2h9BZsyacuGwAmiI18EB0Ofqu4I++rSGwJkU+ldHTA+ncNpgXq40BGGFVnX4JRH+DQhvykrZvwsJl12tN4PGd6vcL8zj3vLEX2UcFbPqTIfdxDDTPMuOVZMr0L4YUJVd4x1ncb6OapUJIeayfUKZT1UrshmggIusuQf9XAbJV6tgkGMMqKjl+x7TG9K/dYsyTVt/XFDVHaPA+o7isF9Q9DXOE9TxQgUySiqU7k2wVAT3RsyPa/hH0T4qSKPjSjmvtdgOF+jdn3E+duCc2s9DBneK7HHEU/3a9iZ5pt/7uG0pao0tmEuYTHuWoq1IoowWVEEo59hfv7IeFU4NOfcPwL+0Y8891986uffAX7nz3PM12NBc+A8hZ3JQpsQ9n5FigFl0+HqBn+iWfvre3y+t8PvvPcF1MTjyu0TTucaFBefUJnKvrT6x9cc8ZFP76+cctRvouslUVJSTBqcvrtEMS8roL+RklUaz7ckj2vkcxZ/Is5H0xvCBw0PAlzwybmWaznBdoQfVuIynliSuKScxqQrFWXDE22u2Vvs1Gfji3tsvXcVezPF/6jGwVGH6FlMtWhIroxp1TION2W3160S/5fPUV/vEQwVxYIIVDo/hEoz2hBRyZeIbX/oYX3B4dUOHPGxx+BNsKchpleR7AbEW3DxhdmqX4mDeDD2aOwodKHJuwobQbgfMC00yY5Pfk82lVpUstPv8PB8BZQ0QLDi3O2NZdGerHxyPrXDWVfzXONnjkxB0bO0n2h0KRQ3LxN9MJCa5PlOB7qGcq2i9ijGBZb8uEZ85FE/kMJNfkOOb2KH9R3ZIiR7Pv17jtqeGD4nRuOfBriVDPsyCl/QIsI5gmzZ0loac7jdQztR+lW5qGy40BGezdjdShRMogOffFFhr+V4+9JwcT7UnoeUnymwewI/LjpQ1uU7GN2QBpeuFFXkmN4W0LbOwfqyAIYXisleAxJ7aYisSkVrU4QtTaci3W6SHMv1Hd6ZsTbmSlAOHVg67QmttZwXOwvogTQjksOZftt5TYRQbw8pnrbQr9Bn+OfUp58wXOAY3DGEFx7ebsDV39jhSk1qfz84XCX4vTbZnGL7+yscXqwSxVKwPn5/CRs62s81g7elaJ+8CMRYpG6wI5+THyxx48vbPDtcIPx6iyR3RAPH+G9KOjjea4n+equg8YsnqG8uMN0oiQ4C/LcHZJtN4jPF6B2JDvRxhHcgirPT4zpElujYI582sN1KUpf1HJd5+OczxdrrE55/vAxtQ7iZULYsc3NjxrUSDmrkWchJHlBfFlDq5LBOP/eI2o5wpCh7iqBboN9O8Z+2LhUVXjY23GpG8n6C9TVe5hjddURHHn4GReGDhckaxDszWk9NsGDZssFLPZQVg5L0ZaTrC7wg2JNoYrAjFm3Ml0Knma9EjbYhqWdpNcmRGDKDEKrjU+miFi0RolRWeK/+VAnZfFkR7c92CaewgUYt5ZhCUyWgCk1922NyTag7uoRgWzrTVdPhjwT8WswZuj8UJ3Y8R3pcw1NgRgG6Kwumt52gC0U+53DaMTxoEp14RGcK8ysjpgcNwrtD9IP2ZdSIEgcvL1PoqcY/EfECfywGOMWygSygfjRb0FcNLpSGhGmJOY0uNFGmcNqnvJGJzPqmbNSTayLZpM49onPp5jtPkc2JoEC4H1B2rWweiOrxyv0jdjYXCNo55SBi4eqEF6c9/OMA50FzU0bVC7kAACAASURBVFgUID63diknf97C1i21p97PPE/lu/o59eknDwX1bY/x7RKM4mDQ4nwqX/x0EqE3ID4Bfa7IPjNl5X8LOX3bJ70ikVu6+AkeJ12pCOcyilFIbV/qSR89uyoGtW8IJ7B/z+G2pL7iGhXhYUCwWGKsEn7iVkC6VmE/bBGmiqIF/p5MpnK5FN/HpCL5WCa8iR3R+hj1/Rb5nMXbj6SF/tL5x4iOv7ecUhiFig2nhy28WiUKsScCfjTnstvXSolM8yWRBnfKEUclaRagDNQOJKWxM4yaPo7IFi3BUHPx5idgz7znRDFDQ7We4fkzO7gP6mK2O9ZUNfl92BdcF96MsoN0fkGu/fCWBe0wDSsy5Wce1bpEN4vvWrLeJ/2lomtwvhbtt8OZCu2hJlu0FHOG6Q1H+0HA8PbsfMaaxpZm2BHXpXypQk81JhIdsWxFXM/VWCZlfcdjfKtE1yq8vZi8o3Bqdg8kFmsURAZ/lvoWLUfUV5ddW1WrSI59iiZMj+oE/y97b/ZrWZbfeX3WWns+852nmCMjcs6sIV3Vtgt3VdPYNEiIt0Y88AYP8AfAE7y0xAMIIbWExCQaHqCRQAjTTbfaxtXtsss1ZWVlZGRmRMZ85/nMe16Lh9+OG4VVclZXhak01JK2lHnviXP32Wev3/4N32ExxfyzHnWXi8lr3ZIHrDADJMMr++LclK+XoGDwvYBU2np4M00ZV/hjTVWJ/0W6UZPsGqJjzdwPMam6cDYfXy4oVEDnocHkjvm6BIqyC1ih5BVRjT5uAlHLsb0jGby516Jaqrn/bI3eYEY2V2RrFZNrhipuos1yjtmLiI8Usy3F9KsvB7bxHIf2RV1fiICmM8X0ZsX1G4dsH4vd1vmj5lHTK2k/E65j2a9RZyEnb4m+VHgiwM7kqyecP5N/54wTv82RIV0RuZ7ksU8dQrFU483EQEQ14oXMPZJ9xXApYfn6EWdAekMclfyJ0FOy9Yr2qmR03OsJIDUQ6IP15SlePG0TvzekPmzTfuQx23RkjQOS/yTGdS11rUmWZ2TzAHUWUpcaGp5q2XEXyJxgKD4BeCL/XS1Yxodt/FOP9rMmuADxipDZnVNkwwhVCqBU1TB/JRePgFKhG0fxsiP/7jmZvmw5yq6lTpRkTzNF2bOYTBOdqYumfboq5WO26IiW5tT3OhTLFeosJBwphjfFHOS5RI3JNHXkaD/R2IDG/8HhtGZ+rSba9Rm9W2Ai+Q7cPGb61ZTuD2PyRQcjj9aeI1sEZRWd9Qm9OGP7sUQP673oA5rrU9LjhOBUE20LKDm6MSb6B13ma8+5pSJFFJ40pfm5Ie9BtlHjnxtsT8vnT8X+DsDMzIVceb5cSzbsWwbvnXKwN6D3QUC2BPlS01hQQkVDOXoPIBw6Tt7RVImYQ3eeaLIFx/At+czhoxh/KgyAvC+8zfmVSgY3xtHa9VFVQLr5vHEhrQ9v1pSsp4Y8qZl81id8ZwTDGFVL+wOg9VEsBtQ9h1ssUCfhL7I1f/ZyX9yI9oUIaADx0pyjSZtyFOLGCUEzMdv4fRjdcKjrM24unfNwd5msUtjIEhyL/tPZXk+oNEh2QGDRpeHm15/x4HCJ+VmEP8ihNEyvO4IzQ9FsCH9oKLrQeuxzuLOJWq1xobvo90yuQrTvkQ1ldyvbPKEyzexqjSrEU9LMFfMnXTo7munbGfG9CBs05PGWI9k2pD2Yn8fosYc3U7jCwCAjXfMv/ApAsEQurlGpwXtrJBpa/ZJg7DO53qhIBJb0SDI6M9coH+q2pe4AnVLKyE5OlfmYsSFfFOVVEKyeU1J6mq05Ze6hjwPKgWRfulZMrtcXoJ7+HS1DkMxQb3coliouXTlhmEbwbEDRc3Qfwfhak5G2HL3PZJCh7AvRxOjMkW5onHZ4xz51QzZ3/YrosxhdCQDXH4sJStGzqG7BfB5SlB5LW+IdODlaRJ/6Mm1+HMGCpbqREXwcEx8qkjtdppviJgWQJ+LmrizEp0rKMg2tp4Z8wVFPfNRGTlVpKaUBlWmK5Qp/OyA68MSR3WgOD/sXAOJstb7oIdrQYWNL0a/BhUwviedBcTUn/iTCGgnONFmyrmSaWzVuVf6k4WmeKmEKXHLgpHJ5vmav5xRWANKTq+AfSqk5H8UE7YI69AmPvItrPboJXErpJDned15eQPt1hvY5y/oQfrtLtgRqucabK5L9RkvstZDZlkN/1uJRIV+u65eQGZIDJaj3dkXZTBSJa7xD0bh6dj7AbrdQkaU6jtCFItmX10VHEmzmm4701Yz404h8Qfwq4weiiuEMlIsV9dyI2QfiOOWPZaIYnBmqlqXqWMJDg21VTN8qWfx2yMnXRDcMBFRbvDtDP0toHYkya7FaEQ0yfL8iH4tlWYMMYXJb1FGrjZzZeYy/kpL8aZvRWyUq1XQ2JmSf9GltNwJ/C0Id440J1aM2ahyKdM1egKdESgjHhdSOP4H5hkNvzum1U47PB+hC0f1MMX7Fka1UqEpdbNY6UoxfrYif+eS3U+L7Mdv+IiassVdrVv5Mkff0RdkfnmnyvmQp6bIiPIPkpCLvGToPnl8Th3rUfAfr0sMLh5bhuzXRsXAn6Tega6eIVqeMJg1q9JU59cyHSgQMg1ND4Rr1WA2TSxK8ioEEj97lEcO9LuGxoeiqC7dyZ8C1Krykwg8qlHKUpZxflcX4OwHFZol34mNSRb1Q4zKD61bMN338oZaHABAsz7EP2+jCo7iSk3Qz5jtt3MzDBlIVmEyJ8TSQbglAGkEAMbtSX/iE+jNFPhA9uuq55AngxyX6bpvzr+X4+wFVxwqlL/PJlzTGc0IlQ3qX4FBPY2Z+JO4eL2O9PGDtX8r6XGCtUuq/VUodKaU++qmf/UdKqV2l1AfN8bd+6nf/gVLqgVLqnlLqd3+us1CO6W/OiQ8cvU8M+XLN6HdSRr+TMl93rP2ZpbqSEd6PMXshyliSpx7Ft0b4Y8Xa4ohrr+5z7dV9WvdCqpUS89Uh/h/0CK5N0IWidWmCf2VG2YG877Ah2Oah1flxRJVIeacKTdUWdHo5qKES15z5umW+bkWlYrGm86jRqfpEEe8a8huZjMxHPkVX0f3Eu1BKqCNHdRJRx5bpZcvCu8ciSXMeSfaxXFNHjnypJl8S3TLrO8xeCLkm/FEbb+bo/9jn1ps7TJ91pRRtyVO+bDuqyBH4FXViKdcKnOfwb4+p2hadSgP/uddpui7YK/WwxfFuHzORpnu6IiKUuhBvx2pQUQ0qij4EJ4b0Rg4nIUUz/XTHId3PDMNbmnwRKZeswDDqWIKZl0qJWCaaoqNoHcgOjs+cSF6n0HtgiY8d568pom2fyY2afCASPVeuHbN25ZT6h32iH7SIftDCbSdcunSKbkkvK7+ci+VfyzG9VpFeK8iXLKpUqFLBP1nAzEULLV8WyW4XyBBhdWNINQ4onrb5jc1n1JWhrsSwuFiuLprgJlPokc9X3nhEsCt0Lm+ucIH4DFirKJdLikGNOQooP+mCgfDY4IyQ8ZVtMrnQ4XcLir5FgXCMPWmp5IuOsuOwg1JUVUrRTitupJSHMlDyo0o8RUNL+dUJ+UqNcjKE0ZUc6aqwGuIjRXykqQflz9p5v9BS9vOPX9X6eTK0/w74u8B//+d+/p855/6Tn/5BI//xt4E3gA3gD5RSt5xzNX/RUlCfhGTLYmnvPMtSX3pWRxuGg68FhJ/GZOs1dEr8ZxHBCOo/6ZF/JWX/uHfR8K7WLZQK92d9xq9Y3F6LG+/usvvtS8TvnTJclH7Ic+fuarmgGobY6yn2IBJj1kMh8/rnpimB1EXws7dmqMOYbEl4fVOlqGKHF1ZUWxB/EmFyhw3UBfDV+gLCDMaaV775iDufbeGd+kSniulVRbSckpmIzifSjJ+8UUCpwTiohKtXR4o6dNx7sEF0asgXLVkklzU88LG3p4z3O7Q2pxT3u9SBI91vM7h6zniSwEl4YclWdh3OF8qPSf2LjE29MqPTTqnvLqJKLgQh68ARHymKJYMblNjcoGZC3B692SjRLrqLDLP3scGfO0whwwJTQB0qOs8q5qseyaGljBX+XK7PdMNgQyg2c9TEuzB/yVdqzuYx02GCu1SRPG0071LFzv0VvKkmf3MOuaEcWMxU440M/tRDWUjX5fo4Bd0HiuHXZfpsxp7g8pYzDrcHtJ541BF8+/3X8MemuUY14SCj3G3hEMls1y+5+4e3KK9n+Nsh3hz80wYuVCsIhE8aDBXhmWPmNE43PqiLMmR43ie1uzEmFxs/VWic/wIyUq4WKCX+pemm9Nz83Yg6EDFKu5NglwqoNPZBm8BC2bfoXF2oBvsT2UvjNwpMQ5Z/WeuLPOX83I/pnPtniLjaz7P+NeB/avw5HwMPEJmQv3jVivDMkK5XREeKcJCx1pqw1pqwuDQBLeWDzhW970W0dkTWxwYClmz/MMY9S+RoV+i5GNf6E5HIePz+FlXiGD0a8Oqb2wRngpx3BvTQZ/F39nF7Imucr1SMb1psKPig4FyRrYqTdtl2VGcRZjWlWKyJNqcEI5F6Lsch+kh029JVJa5D1yZE1yboxUJI7asVT//X6zz3hCw64qgN4J945IuOfNERPZVS7LWbuzJZDB3VG1Pq2NH/0Jcn8mIuLj8TI78/TCCqmR22qDZybKtGDwrK2vC1q08wmX7h+5lYqrYl3ajxp+DPRA7JOcWkQbIXGyX1ghxOC87KGxtcZlBNaemMIzj2mL+dUm9lF9mBKR3h2KIraB3UKNsIIo4KBp/OMKVj6fsnAqLVDW4qBP8wwMUWbw7ljRSdacrSw6XyOedXS+ZXS4omQ27tKOxxBIXGGYc/lu8ivVySbghK30WWdK3JFsMKPEfdqYWi8ySGWolgYzMjqgNRIfEmhiCocBqSQ8X8RoE+8cnWS5K7EdGRIluWrN6kMjAg05hMNc1+ycyL1Yo6dESHhny1uvBStb4o59pbM/RCQXgkvgzVlQw99NFBjfWh9dSj9dSj6lhsq6YcVKKLdiz6bv5EtNPCYwmWz53cq0QyvqiXM7h9Rrjj81KWQ4YCn3f8itYvE7f/PaXUh01JOmh+9vNIgvzMVd2aQ2CZrztacc6Hd67y4Z2rnN1fYOEjQEHn5pDZJcdsA5JDJ0Ybl0rKDtSxFT33WolR7lsjqpZs1GAk6bht1Tz5w6tkWyXetSnetSk6Vxz8aI26W9O+PEZZRXx1ImYmpTzxTKppP5ND5Qr1KMEbGar7HVGsmCl0XOFPNeGpJl+sufzmPrPDFrPDFmFUsPJ9McydfCUTI5KOoxxY0Yy/2xHDjKZk6339CN0q+eTRBstbQ2ynJghqvJlifMOi55owKrE+FxsD4/APGv6XVejU4PkVZenxvSdXhWbz7hjeHeMiS7AyZ/HaOWW7acD3LdH7CXY3Eaf5StHup7T7Ke5SRrZWUS0X4mjkS5mlC3Focmch3pPoQg5ovqoYXTMo65gvaUwhOmLO1wxfaeFPatLLL2hJ/swRHTvaTyXjKb40JU4KbKsm3xOsX70o4pho8WIYv1Yy/a05yb6YCau4usi6ox1fsp1axDGXvnJItlHB4xZxL5My1Epwj448yWZv5Jh+wfrrR6y/foQuIPu4L4H+d87xj3x0pQhOvOahINc9u1KQXSlQqSHe8zCZaM2VHVj9nkNPDVXPkl4t8UYGlVSopCIYNR4IxmIrRXG5YHa9RB2E2F5FcDehjh3ZsiVbtjjtCAcZOHXh5jR484T5LRFJU/an9PGQB6aKam6vHHF62n55zum8NC7nX8r6RQPafwHcAN4F9oH/tPn5zyMJIi9U6t9+rpVkpy/RM/DX69fr1+svd/15ddqfdfyK1i8U0Jxzh8652jlngf+KF2Xl50qC/NR7/JfOua86576qBzGL/anoXw1KnFOs3jhh9cYJXsM/rFuWfpJS9mr696H7pKBKHGvfFsJweGoITw3RICNaTLE/7oGD5PaQ4rUUk8Ha1hnFayn+iUc2DsnGIfGrQ6qO5UuvPmGy14FWxWp3gslEa6pqW/ypYnpZGvrhqcjroKD3QPiI+YLFTn2yzZJ80RJvTinqF0/j7FmHvC/cTP9pSLVY4pr+lzcyBCMErPrmiODNEUdHPezER3mW8Y+W8Fols6PWBQG/XipIT2P8tTn+2hwbCgTBnyji5TnOgV7JyM9iOklGlRvolWT7LbL9Fl67JD+PODnqkm5VeF85p/1Mi95crlBxjco1VWWoKoN+GqFyDblhcPUcdxySLM2JXx/ijwwLH8lUMdkX6lVy6BjclxrOFDC5bBhd05zdjug9nDPd9KkjTbosR2enwmlF2VaUCxV2NyF73CF+5qOXchFMzJspqnaklyrCvkhNzbdqvIlGHwdkm6VkSImjWKjxRgZvZDi8s4oqFfWljPJhR2AuqznVQkW+XOOlCjXx0Mpx+t01Tr+7BlpaFnViyT7uS1ZUSS+tfGdKMRDRyOhJQPQkwMU16ZaUl9MbMpjY+5Yj2dP4Q42OK+q2xdsN8XZD8q2SquWwD9qihjs3RHu+VAiPAoqBWCHWvZq6V0s5eZAIQDuH6EiR/tEyb1zb4/JXd4lOHFXiiHc94l0PpyBICpajKfoovJj4/rLrn0Pg8VeyfqGAppRa/6n//deB5xPQ/x3420qpUCl1DRkWf/9zT0I7+lFK65lBZYbaag4O+hwc9AnGiumWwhsa9r63gWpXTK4qTt8IufQHJWWiSA5kaqcLyGcB5dMWdSicu1cWj9HbEW9/6z5HJ108vxJeW7M5Jgcdlq6f8eNPrwrYduzx+NN1MQ1+MycYaoIhFz23YmCZ3CqxgfRByhas3z4iWZnRXprhX5kxP2qxf28FhgEMA9lkvzuk6FuKDaEP6Ua2uurWOCXTviwNyNIA5Vna61OiBxGtL50S3Eka5LzD+Q5zEqAKTTEJKCaBlEwrjvnlivQkgVpRTURrfnhnCZzC3w2gV0KvRD+MQYEJBUc3e9yDb5xjTn1s4IjaOVu3j/C+38H7fodqo8C1KlCO8/M2tleSPe1Q1ZoqsYxuwMr7NeFIaGVYSBcM/qQWjf9tK036FUW2HLLw8YyDrxlU7VC1I++JK7gz0LknxiJYEWqspx7xlQmrV87wkxI/KdFzTbknpbxryfcZnGvwLcGXzikXKjoPDa1dRWu3oYfFNXo3Ehn22OL5Ir8dnGqqWEC3PEmkpziF5R9LD1CV4gFQrEuJD+CetajaNc5AdCYHhUa3S6pejdeVoY4/yPBmosxrtoWfWm9l1FsZSytj9JUZ9aUMpRy6EG22YCgPy+hYIBv+sYd/7IlLfWTxZorZlhUq2NTx8YeXeXa0wGxLpNWf93r9qWKtP+EnJxtEN8YXWnW/9HLiP/t5x69qfe6UUyn1PyIyHktKqR3gPwT+ulLqXeTWewL8OwCN/Mf/jOiCV8C/+7kTTsQC7PR/uIz9V0eoeUB2p09nKDfi5BUxlNWl9Ahsw6Ms+vDsX/ZQJbS3laCsgfizkPRSRd116Ljiw++8Qh07PtzbAMDdb1OsvDil1ctnnNxdJpoobCj9EZMJlcQ7DIiOFZMbluj4OSbL4VYrwsWU80GAOQw5+cEq3JqhlCM/j+jf9RjftBeNZqdg8qxLdGVKepQQnmnslyZ0kozjZwPxOdCgG56fjR3FPII3p4zGLZKvnePd6QsurlXDQo4bBhdGwzZ01O1aCONWYYYCuPTmSmg6haZYqDGmkcZZkie+PQtobUszedJrsfzaKWVlSHNfUPnXm2v6MCS9WhAtZGSnMWaqiY80ad1Fa8Hr7f22vsD4De5VpIuG6YaPKR26dMIUUOC0oo48Fu46xtfl9aPbjugQyp4ouNrI4S2mlHMflYk3xGgWY3fl+phS4TRYqzFBo0YSgpp7jNMOwalhesW+mMat5TDxqWOLyQzeVGMftjFG+LDhuSK9LLI/wbCZNF8S2pM/VeJvOfJIGuL35EZN56FHPnAXRsAoiO7GpFs11TDAmxiqImZ2WdRF6lfn3F494f4dKWDOTkPWXj3i8LTHV68+5ftnt8j7ooRs/YbNUol8O4A+DqFbUayXxN0Mda/L9IqAddXTWLxFb1i69xvfzzbsvb9OuVDhnXuYl0TllBv6Jb7XS16fG9Ccc//Gz/jxf/MXvP7vAH/nn+ckVAWTq4oq9+E0pFywOE++mNXLZxwdd6mHAfrWFH2/Tdm21C3LxrUTbvWP+fYHr+H3hVpQ9cF72pIMSjs8KzzCWRDjTQy6VJhuQRgKLudwd4BaLshjj+jQ4BRkGxUqrgifeAKw9RxZEwSd74gexqSrPqqWEb3JIHvYoliuMFMjVnVJjd+Q0+3lFI4j0tMY1apIfnPI8O4ix/2I4NRcwAv8sXzm9jPNbNNh7rewA8vsOKT91pDsbh8VWHGCUtD5rAGBtiAN5Dy9sfBXq5YTY412SbedMs8C3L1GGqct56dKdeF+ZKKKeR7gm5riMMFL9UW5X7YdncUZ050uul/g78fM1y3JvqZsSVmuc3FHBxje8Og9rSjjxlXcOloHNSZ3VImmjgxe7i7A00VXUSUSzOrY8dtf+YQ7RxuMcg+dCQNDF+qinrCBo25ZqnFIuBMwvVXidwrcKCQ4lu/YGYtrSnRlwesW1GdiVVcnkul2HhiCoSNdUZiW3A+zm81NWQsp3XYr9LgxpY7luoZHYoVXxy+gKiqqsYEHDhY+NJy9V6KjmvhxzOTdDJd5bJ/3ibdEx2ejP+bBZ+v4vZzvfXwDvZijh3JdBfqhSa8U+CcNrzZVlM7j1pef8dn3rpC+XcmUOxPWR74qPNPh281TNLAknwX07nmMr/NS68BfMwU+ZzlPsFpJkpPmMbVxRK8JzeX4tMONrWMezNaJgpKpD/WgQvmWxC/540c30O2StYHcKMfjNnliManGOxCEt3tvRPSTHmVXbpZ6GJDlDbO7VRN9FlK+MaeaxtSbGcx8mPr0v3nA7tNF8J30cYDuZ5LRVIkAJou+o7UjfRuc9PrqniU49HE3ZNihnrWIzxXKaeavWk4fLmAQ/Jh8fofOtDh6IxOyuldR9xp+oIPxfof49oTEr8gKn/IwpGochNyXx7iTBFUryrUCc+ajKoXdzHCl5ny3R3jkUWwJt1RlBlVqOk80k2sW/1xjP01IFyyzuMbkzSa5Lg8JV2jyO33MjZQwKpldNpgzn2DkqBJRpfAnCi9raD2lXItwWJMue9SBItnPKTs+JrcUXUOyl+GUgPtMpiUzCQAF33n/NSn1VjLq0MObaq68t8O0kAh18HRRAtRJKDSqM4/SiZSQqiW7ca36IhAFUUU2DjG5ItmH82VLtO+R92G2Abp22OMI130BPjXdAjoKRj7eVFGsVuQrOfY0QAcafS4SP6bphXIUUvQs3fuG2d+YwCzAWXlgJJ9EdH7nkHke0IlkKvlofwndLilHIWam8bd9svUKoprocUi6XkGhKRckQKlDD72R8un2Gm61gNxgV3PUXkjdFsUXOfFGisizOE8MVZznLlzqf+nlgF9hSfl56wshwa0LAR/2/l6X8Fy+gMlBh8lBh3/hlQdUVkNoCf6XAXViMVGNqxWPf7yJfhLjPY7YfrzM9uNlsvMIfyWlXs2pQ0ivlOSPulI2bKYUC1Ycmp4jmmuBZtiDiN/7F3+IMo4r14+4/Mohszwg2vNpfxJcoOyrb44YvSokYlWJesLs63NsUhMcexBYvKSiWKypDxLqg4SqU1O9OwUH+tQn3poQDBX+20OCd87Ffsy4i78RHzrB5vUzbKvm6tt7rF09ZaE9Z/7RgOwsIjrSFF1H0XVk84Bo38NMpHFftyzuUsrCYIY6D+g8EC4ilZKjXeI8x/h2TXQk+DSUmJvgpORbfesQV2pcqUkeisZc9H7CfK+NHol+/eQq5ANL3RHc03xZM1/Wcp0iTbrs4aUW6ysmVyKmGx7R3hxdOs5fizl7zXD2mhFjmsXnMjkK/1zDUo7Slnh9iskUj36yySwPmOUBnbUJ2ljal8fiiqWEixsfuQt3Lu/kBe4qO41R5rm0kaLzwMO+MSW/VKA2U0HUH2rpKWYalWn0k5ilwQRVaorNApVq/M9ivLkmPFfMr5QE+z62Vtha4RYKkSjqg6017U8El2gDadaff3+VwKs5Ou9wdN7B82uMVxNvewRDTbZWoWqFH5fwlvxdVWqCY4/g2MMZMJ+0cLXiW6/do78uhjrKQXCmWf2tPcrb8xderXsh/vQFnEOfvCQcGvx/b8r5l7GiUzj6imZ2teLqzUNMt8B0C779wWscjjqoqcfwtqgMmCcRb1zba0oLaSYTikpr8sSnTH2Mb6l7Ff0PRHIH5aiOYvo3zli+dI4/0vgjjU61NHLniv/jo7d5c3OfpztLPH2yzPhxX9gANypsZLGRpbjXlSnZ1Rn+RJ7AflBhRh7FRoF37OP2IpKn3sXm0u2Saj+hbDvCE038f3ZJb+dk93tM9juoQUFwbqj6FVW/YviNTKZamc/SxoiWXzDLA45/sErZs3gjTxrWTVD2dkLq0LH0zpHcTMqhdmLGswgbihmvCx1majBTg6s13thgppr5lYqqJcBSVUiZ5ULL4Z1V/GMf/9gnW7Z0H0MxcEQHhvCscUW3Uh57HQG7Pp9wFW1F3lMEE0ve1URn8ruyo5i80qFsKUY3RSKp7AjWquxZ8gVHulVhA1AHIWXqk213qCNHa1dfPOQ6UU6Z+pTvD6g7QhtL1yz2b52TrdaE5xrnuQvsoE4bD1Arps4AwQ/a/Ctv3WHQm71QO3aK3uURvcuixTf+kxVcaPEPAlStyFaEClW+PSU88ClWK4LHEcHjCHMYCvbLQfLdFsFQQLetHY2qpJQefbiI3ZVe4EJ3Rr2fUHVcw0YxJDsGrR1xWIi14eBFVmUyefDGD0J+fLTJcL9L/EmEU3Ids8qjnvgEZ5rgTGMvZWRLDlM0cuH2/x84tC9GyamFzUtfVAAAIABJREFUYF32LLpd8uTp8sXv4m0Pd9CFpZroRMT/8pbj7qeXYLGSaWWp6dyR8iUfOMxhgD9RRBlCq0oswW5AeSlnszvm7vY6yZekpOUnffJAnHqwint/dIOFPcf4r6d4ez6dJ46zN1/EfVWBTcD/tI3zoPMURn4HU0Drw5DJVYtazJm3/QvqkNqNqBYq1MgnGMPkGqihT7Vc0rofkK5pQdknsrPs1BcHok7JyU6f2VJA9aBD3cjz+GPF7JLFLcgNn9yNmL1ScHzWRWcaXSr8kSI9j1jYGtK9mfNkZ4mvvvsYgI9+/1UBdRYQnokstrIQ7xuqxFFhsKEl3G+oONcqpt/KKc4jgULMJFKbVDF5raD1kwQvgnmjnlH2La1nhqIvYoiTax5rf1bjpY7TNw1YETF8rtRqJgrrST9S1fJvgqEm7WpsXBOc+RQ9h5nJ93B83kGd+RS3UrQD1ZV2xWi7Bwby5Zpo3zB7T+SVOIhwcw9/JjJJ1ofWruIf/+GXsZsZxELtShujZgB9OcO/G5M8k+tjY4s3NgJi/rGYKHc/8gmH8hnO3xD9uLLlsJ409rsPYXLd4U8U+lxRDBxuVUrO47MuNrSoytB76khXFcW7U9yTNqPAYTui01esSRmsjMPNDYXSdD1xtCo7TjxtNZz9ZJnOiSJbkvOpJ76Q6Y2h3spw9UsMaF/gkvMLEdCILSaDZHPKbBSJjlczodIVpEsW1S8oejHhGcwvW8JDj6plsUslrgIvbUqKTVGRKJ+0RJN/BZkOBYYwLvl4Zx0795g2E8Lw9QkcJOCJl6QqIVtUJD9I8KeObEFhl3PMvgRMb65ob8uUdXqt4vY3nzL79g2qtiXvK7HBOw8gshfaVOGJoapleDC6ZQk3Zlzuj3n20Tp535HsaKavF5ijpqeE0Ipso9dfnXSoBhYX1qiZR7pVEZwavEPpA85fy0nuNQH9zRS3F1EsWFRUM5nGLCVz1Njn+59dk8/QlU1WdoWSVPYsJtJYz7H2+hF7T5ZQlWJ+VTaTnhrqkaiWWF9UZ+tEWApq5sn7VC/4sZLFOfJFwafpUoYY1oPwDEzmyAeKWFzpKFuK+YaVHmDbsfS+YnIN8Bz+kU++KPi/uiX9KvMwwXNQH4bST7WWyWEb3S9wZwGqUqQbFb0/a+SxO1AMZEJdroh6RtkWc5Z0XYYN+QC8oBIZeKAe+aS3c9TQx8Y1ndUpE9sBaxroh+inTa4+l9RuDHoih39zQrnTZnJdhA2cEpmg9hPFxDR+sN2awdaI8+MO45u+eKnuJYTXJ+JrUDY91SZ2uNTgTQ3VoOLk4yV0rcTHNFcXhtazTYvtNdLyx2IubTKF24342jc+4ekvvVH5lZeUn7e+ECWnmmnml2ry+12oFcEgwx8Z/JEIB+pSYeceqoL5upB4i8VaMFMPQvyh4fztmvO3pSe02JthtzKqRDbu5b+vIbAEQYXajQR8+ywgehZQP2pDr6S7NKNaLvBSufmqCOYrAoZVZwHq6gx1dUbRF/lo6wGe48E/lGAWnElZ40JLsmvwTj0hHlcK6zs6Dzyi3zwhPNcU2y2ePFrBrDUqolokl23gsIEjPtAMPlZQCjFdF9L3CncDwnON38svzHudgeiheFzWsSP5Udy4KimWlscsDyY8/GCL+ECTfBKSfBKiGjXVcqWkWKjpXR5hNzKUhYPjHtFiiioVydKcZGlOMBK5JBCX7zqWXpcN5dy8mUw6n28sk8t5zS5Lb62165itGGbroj03vSyKrtmCIltQ1LHAJ5yB7gPN8W+JmkTQKij7Qvkq+hb/3OCfG1St6DyD8FTTuhdgDkKZMmYG77kX59CQLzTSSn7z2h1F634gpO8buajTjnx0JTjAchJKZjMRgKv2LW4gPNzJWQtdSHsCoGpZpleEd+rN5fNWsUh8e38qsu510EzM3xtRx47ZN2YXCiBmZJjdWSB5EFB2rDjULzTZ2EJOtC8EeuVblG9pP/bQJUS7QsHCgZlp4gNNuVqKCcpKjkoNKhWQtdOi4Fwtl/zJT269nL0KKOc+9/hVrS9EQEOBHuQ438kXcq9F/+0T+m+fUCzVVO2a+KkvAWqs8KYyOFi8fk75+hwHBGeG4Mww37Ck/3CV4EGMWssIz+DkHZ9wx2ey38GbKqJ/2kGXwncLhwp1HlB8MEDNPSa3S+yNlPzNVPBdkUOvZnh32nh32tiNjGLBUsUO/8RjdqXCZKKK4IwoVDgF7R11cfPqUjF5pSL/zhLWdwQjTXDi4d1tkRyKEGK5VYjO/bHBZAJliLclyJU9KyBdpOSNfiCWc9m6HDiRiakSR9mF+aWK4OaYyKs4+HiF8EQTnbmLAFheKoj3DOSa1tqM0XYPdxZgI0fwWUw2jLCxJX/UJX/UpRgI1is6koBS9CSjjvcVnceSyZm5/P0qEROUfCDfUdFzzFclU5ttOlq/fSxmJYsvhiD5wGJy6QfWIajUiBTPLBADmFBUV6uulSNxnH6tpA4RDJ/ncKkHhcabiOBmuVxR9OzFoZz0M00mf8c/DKgGFdGxofNY40/AjMwFn5ZOSRQXMPZJFqV09WaK6NATUcZeKQ+GFQE1R6dSlppUM18XkxQvFUJ/XWsuvbNPdRKJdJEvqhnRkWpMeTRq7uEdBGRzmY5mq3I/Pb9Gs9dzgqEE9vBMUfUFtJwvOLwjn/GrFRyFeEsp3lJK1XJ0nggwWI+8l9pDu7hGf9HxK1pfjJLz1+vX69frr8z6VWZgn7e+EBmaU1CPA1a+Lzgvb644v7PE+Z0l4l2P8MTQf2AJxorw3JEvWRY2h/yb174vqhOhuxBTTPY1ZQescfT+aUzRbcb4b44Jj02jLy8cQ1PIhCg60nhTkWAJD3zqSlNPfMrrGe72jCrz0F8Zob8yIr4bk+xqtv7arpR4qzOufn0btPSI3GpO8dacogPxsSI+FvVRv5+hvj4URQQF1oiZ7nxVPo+/G2ByUbcdvVYxfVcmnd2HYjYSnWiiExFPTNccBC8EDJ2hyRBEJDI4NygFO/sLeDNFtmwZvuqY3yyY3yyI7zUj/Vpxa+kInTe+A6cvpIyCE/Ft0LXAOZJDUXmQhrqmvSMKGsN3SoJjj2KpJtlXJPuSjaVvpehUE55rkfRZkZ9nf7hMtizo+fRqQXq1EKFEDdObJbNrNS60KM9iooqVtw9xq7mU/c3nrfsVKjVUN1OZ9NaK8NBj6YcNhepKKpp4jVySLhTpmn2h/uqgtaPEIWy5Zr7qmF5qBD7bFapdoU8CZg22b36S4B/6TRnnqJZKwkcRNnAXkknzNcXi+yLM6dYz2k/FT0FZyI5jAl2jF/OLtoJTkDXqx+r6DNUrCG6NCR5HMPFBQ/vKCH87xN8OUWc+09uFCGguicFNHQrer1qoZFiTKoIP2gQftFE1jK8jJjw9MZ15OZv15zx+ResLEdBQ0P/QY3JZkxzaC4ApSH/CejB8RUi56ZoiONecn7f5u//o98gedWjt6AuIRLZkBSV/I6UOG5OTZct6b0xxuSBdtWTLNdl7U7L3piR7ItBYdsCbiT2eywzRnocbBgRBhQ5qZqcJs9OEKnFMbxecz2PhLO62uX9PaFXhuUIdhlSZR/7WnCoRmRmznFGeRcx2O2x+c1ukeAYVaiGn3shxCoqV6qIfk+x4eH5NviAepcFQoxoN+vDE8De/+WPeubmN09KzUZVsXKecDE9WS2aHLZiKpZ4pFOuvHaFmIszoT8EU4nd67x+9IvCVRpJG1dIfklJfdNP0XDP5a6lMH8eK8RsFR79dMbniUFFN2bf0PvEwmcNkQtrmOBTcXQHhuZShqnox1k/XLSo3qFyAys4T93Lnia9B625E8HFCWvho7VAruUhYZ4qFH3r0PjHUE598YNGFGABPLyuy9Ur2U2Qv+LrBUHB+Rc8xfqu4cJEPz+V6KqtEJubWDP9piP80RJcKb+jhTRXBkddo6wlrQge1UOMmL+47lGO+Iv3E8F5MHSKv79VgHI+PF7ClvlC49eaqkX9ylCexBKaPuigrQ5X2Q4889ym3csqtnPYzTbDvN+WxTJj9iXg90NC3nJHvT9VQLojkty6h90GAW89e0mb9K87l/H9jOQPjW1Zcgv6tE4phG7UjvL38N6aUs4BqbsjaFS4XwKE6C7CLJfG9Bv/TYIl69xXnb1pc5jF6TZ5cykLLK2j1UvL9gM5jTbEvNKDpJScYqY0MG1ZgNcwFyBiszJketokWU/LquQmLpbM0Y3jeIm74nfMrFd1PhSaFkx6QOvJxjRCidy9B+9JXeXK4iCoU9Cvs3CPa9Sl7ksHNf0tG+uVZhNmLYSWnGsWCf1II2n+p5g8e3uLa8pkIRwKp75MvapRVuFEAYc1gc8QgSdn/oy3SKyW7Txfxn3sExDBfF5fv+RWxDkx25DM/R9mrqXeBOre9Cm+nEcBcsPhHPtaHtbcOOZ20aH0nJF2COpA+ja7BhpZk28P6MLkC/XuOoq+YvJPjHCT3Q+lFIX2wuiPmNgDhIKM67GA9x2iUoI5C2k81mbi4MbrpCEbSFLe+E7B0YClXKxgHuFpx/fIRO98TKT7rc0Gd8o99rO+oY/EHnW1JMK0WS5IP2hc2djZ0F9pmuoL55cYjYjnHTn10rkELJAigWq0ItwPKBYs+NMzXrWSasXx3ZQOhOTsQHbiyLZHdvDZFWUX9qC1KwoOc4ElEtlbjTiNU0qiypGLFl644kkPFdAtae44qgc5nHpNXS7yhJ9QpuPBlTVccVSwP2pe2fl1yfs7SAjgdv15ydNRDbcfUiZWb5bMWeuhBuyJ4FoiMjYXW1RH6VPBJZQuyZTmqlsJbSfGPfDEx6dXoQvHwH9ygvNMjOhGfzXSjJt2oMden2MsZ+jgAp3CHEdF2wG/97odo7UiWZ+RHCS7XuFzAuNWPBvjbIfOrJdmqFcWKTUd8KNPFaN8QjF+UPNmlgmKtlOxvN8bMtRDJG2OX8EQmn8v9Kcv9KTrX2MgR342pIke87xEeiV+lUw7vbptnf3wZWylsI+HsTyWDcJ5FZYb5Bws8/nT9YmgQ7fq0n0L7KaQrVoYNgwo9kwwlXa8pW06AoJlgzZ6Dj03cqKTOlKhWVMJpHc5jlHLMNhXxkWP6asH01YJsyRKcGuZXKrLLBcm+Yrap0Dl4+wGtT0OZ3tYKXUtZriolZV1SkI8iKRVfneLOxfxkvuZelGvGkW5WREea+EAyvLCbQ0Ne73ZTnny0QblZUG4WIhF0aYa5IYKez3F3ZQLlSsnSW0eoVDi1zzOc8FRT9mts3EBVxqIMbGc+wUKGzkQkUtVKXNI9S9lxtJ4a7BtTuacPPbo/ilBnAfiW+p8sXUwtl944Rm/NqT7rUO62iF8disz3zCP50qnQocYGby/A2wsoejI9NoVYOlbLJemKYuGuCDio1DB44+Ri0hydwvSVEhsL6LjuvSTrdPcC0P1X1VPgL3/ViurNKaQ+zETVYHJdfuXNFP5UUQ9D8kULBqLVmTieDypa9wJmN0v6K8LlHO51SX7SpkoExrDxf4kyaLosFJD5mqN/D4q+BJNLi0Me/3hTyo5HCXatJA8M3/7um9hehTn3RN3hsmRPwcqM4m5PVGpvZ9QP2pR9i9WWsmPQFdShYJRM1kyWjGOwOGUYtFAnAfWgwgQ1tg2Z5/C6Bd7jmMOPVuTlhcI/EhDx8geOyZbCcxCMPLIl15RZiv535ak7/kZGvezQexHBgY8NhHkRjAzT6zV+t8C/75Mtyfn4U4V9bQqVwRtk5KOI1gOfKpHNvPoninRRAj9AWUomVHaEB+qPZXKrt3vMblT4oePsbUcyaMxTHveoY3ER92aG8asVZq4pXs/wHsT0v3nA4U9WLzLY2SVL+7ERn4bUZ+PSKfvZMsu/3+b8dRqDX+8CiOsMtB97WAPza+KEtdidcbDuoc4CprOI7rXhBUiWwFJtt7AemFg8RlUNk+sQ9XJmeUC8a8RntSG0mxRU7ZEcCF91+IZkWqpWlAcJrOe4UmMaMHT8fsLs7Yz2qyMOD/uYmRZ62G+kBPdjWh/5FF1YXRVA98HegGg7IDyD2RbMH/RQVuEPcqZ3F2S66bgQCJi9nl9Y93ljw/UrRzyebjD0FMGJoVgvOXmwiFuQjC468Yi2/Yt98JzX+lLWFzhD+2IENOMoh5HIBLcrqthAM2ae32joHwrWNs45OumS/OMOalkx33KUXYffLhg96QNiATa/WrL4A4/ZlmZ8TcpRbyapty7h9GsVV68KqvPp0QJ1twbtUDMPPW4khNZSOIypuzUqqNlYEO7c7v4AdTnH7of4H3ZIRjBuybkqCziwN1Lm4wD/XJqBUbvgb166x/+Wvo0eRTKqfxAL+r0CdR4LNKO5T5J98TzIOpbZmuhieZm4VVUtUcfwUsXwN6UvEgYV6sMO+cBS9pqGM9LA9sYaRgmzTftCPaNrubV8iqctdz/bgkqRvpXiTkN0qRndkM1YtZsTmvpUsQTCeq1kdkX6PHUg/b6i6wjWxUAZQHeFsD9+xUo52JSuWls6Xz5l77NltHFStgGrf6o4+ZL0A/XI58DvoQvF8XuWeM9g5h7BBMZNOdV6ZtA5aA0q1YTrc05GbWxuMLnGu58wWggxpXxeGwqWsbWjGN+uqENNfisnvB9T1Qr/uwPCuWO2yUXN4pQMU+JjeSD6IyO9qUs5jH28/ZByoSL8SCYN+aLD3w45Pl4muDSjVgHZGylaOzG0uVbiRxX5WBQFTFyRDzzypUYhpW4wfActip5IPDntKJebdKfQ6FyR3JhQ7g/Y+84WbqUCjGS6YY0LLAuN/2bRk35seVvc0p6bXr+U9cWNZ1+MgKYzxb/05TvcH61w8MebkvYvSEakjUM9i/FvTjgdyk17+tUK/8xDd0rKSsFphGuMg8vI0XrkM1+F9jPH8LZMDvMFhKDdL/AOQnZaYoNQjQO8ocFGDp3JTZVtVARhxSy0xM98qpbH/plkT7Rr9JnBbmRktUZ/GuJNNeVCLe7hiyWBsYQLKfVY+nTZScwHC1vUtaZYrYjvC5LfpIpqtcBOPOLd/6dgVT5weJtzxklE91OP6WXR93KdCsKa1bfPebYnTaV8P8FdKjFjAVRa38m0zQCXUqrcoIyjHAtB2VtKyWuPe/dWBeHfbhzMQ0t2s8TbD0THvrmm/bUJnrGcf7JI+Cj6KUULoedU/ZpqHOIfyfvrSibJGMQn9SgguDlmPo7Iv98mCSB9I6W0wnQ4fUcRnCvm1yo2Lp+y93iJ7rZm/GpFMRCEfb7AC5/QEHQOk3czzH5Idh6hAinl2Eypn8a0dgzTmwJUDQ493M05WZ3Q/dRjcrOGk5B8YEl+2MYGMLrUDB4eNeyLSxWttRnnriMYv7bFW8wI7rcIz2D61RTfr4FGMcVAdKKkz/dpG9txuLMA78RgPMer7+4wCOf86GBL3v9Bj7/xjTv84b3bBNuRDEbUcyyeE16tVdSd51QBQMF8HmL8Rhoq1YRDRSm3Ga07Eemq/Hd4CqM3anyvJr+e0e/PefaLbM6fsZT94to+fSECmg3gh4eXmL2/hH1tRl4Y4kSeKGVpqNqWehri7QV0j8XVu+zVePsRwbm49thNyVbsxGe+YfFSxagtWUV+K0VpiMIS92EX3prgeZKa58rhugp3FuJ8oemER4aZSdC5Jl8Q3a/qPbHVy1Ofug03N0548HCN7K2USytnPNlZouoLr9TzavIsYPC6MKEnP1rC3lKEYUnqQhGJ1LD8zhHtoODBozWcMeRLjfxOJtAO97gF/ZrpZcmuiqWaYM+n/c6YvdMerjG+8Ocam2uWPnCky1C2G4jEVkHyUYLnQf36FH0aNdeoxeblZ+yMNqSXFGq8nYBipWJr/Yy9oAeFQTVlShSUnH6wQnyq8OYyuaVXomYexXqJf+RTrtUXiq7lYkVw5EGrQp9LmVQ87OI3sA9rwJ0HVM9pOkOPdLOGWnE8bIMRAxxVKKznKHqKbK2W3mOzJl/OcLlAS/AF5mFzg94JBUqRQ7QnJ5StVZB5+Aa5lpNGp60GtEiHh2eKISHl80wmM8zHEbpWzK5WEFjiuKAsWvKgOA2pjMM1Q4Q6tmRLGm8m16gORXyxarTXHp4t8tZKweRYok94ecYffecttJX3D84MrW2h3fkTRR467HIBU/kOdKfEdkr0s5hitaJ9zyc6hbNvpbhaE92LyZbdRf+qbIF/riniAP/QZ3wa/HKb9PlyvDTgrFLq94D/HHn0/dfOuf/4z/3+MvD3gH7zmn/fOfcP/6L3/EIMBZRv8f/+As44yrlP54OIwKsJvJpLS0P85RQvrGjtKoEo+A7TKwlvjgUeMaiwMw8781BxDUokucvVkmAEbhRQzz3ScUS2UZGdxswmEbNJRF1rqrlHcKYJT0QG+blXYuvZ/83em8ValqX5Xb+19nzmO49xbwwZkREZmVmVVZVVle0uVxuMkS0LsJEaGsmSAWFZCD+AEQ/IEsgP8OQ34MEI04IHQ6uNEIPptrps91RDZ3ZW5RgZETfmO09nPntca/Hw7bhZ3a6uLHclrmyUSzqKuOeeu885e/j2N/wHTXNXky45qkctqkctlHK0VyY82F1ChRaTejw7nkcHFn/gg3ZkT9sEYUUrymlFOflGwc7dNdJpRNAXQ9x4ayy6ZsbDb5akW+XHxrga7HqGLqH5yMdPFVXL4Q884hOF+4cLlJPwosHsXZvQOFBkC+K8beLaSDj1yOecXLTfbl1kbl6m+N07L1B1DGVtphuOFH7f59mzBcwwxDsOcaEY8h7dX6SxL3Sl8VWL/43a1dBCa37G0mtHNO5HFxZtYS+nWK5Q/UD4rEpYGSapS2YDS2/VVvFOidrJSBRAcAqVaWZXSrr3RNkju51KgN9McZspJnLo0xCdVBTzBjXzcZXGPxPH9bLjRGTz1gR7a4I/8ogfRZRLJbZtqNZzmnuKYsEw3TKkK9Jwn/tA9M8YBqLeMvKxyzn4Fj30mT7oil9BV7i2qlQXCilY6ZmmmxWzNUd8IjZ28bnAKaa7bb5z9xpBqyBoFUTfadO5r7CxRSWGYqkiXVa4APmu8wV+YFANefhPY0zmYy9lqFwT/8Ip/ZcdbhjSfTMiWzbSX5vK8CYYK178xiOUZ0Xxpfh0mAKKT6Y9/STAW6WUB/y3wJ8HXgJ+qfb1/eH1t4Bfcc69hvj9/neftN3PREDT2pEuapbftgQnAbqEvPTJS59pEVIMI4J3m0x/fkq6KmKIflDhaYvJ6jtYrQPl0lqVNlWE+wF5DxrPPDofBCx8u9arDyz0Q+iHgnGa+lSJgGyrbwyFP5pJ78R50LvLxYTNCwzTh11WloeogQAgTeqh92KqjqGxMBN9q7OEp++v8fT9NVE/LTTJnZjWMwjGmtkgoag8njxb5OrKqZDaa1qM28iwmZC+TQwrXznEhlb8B3zp7wD05qb05qb4b7ZxGkZfySjbNZB03UCnxK7ktfS1wBOc/xwyAN5M44084r2A2YbFq4NgeO5RtQ0qqZV7Tz1m647ppoX1jOz786ysDIjXpkyOWhwciYmI+C9ozG4D3aguVHFplZQtmU7mS4ai5zj5qpXjEAhIulwpMYnFPWtAR1RUnu9/jiP0XI4ZhZiRZBrBSGNndYFhgWFAcihBxJ9IEClPE8rThKplaB44WndD4l6GPg2ZrTmSfR9VKiY3C9JlRdGVQBCMFXogIpn6JESPRTjStEw9SXb4Y3FCf37eKVPv1zp7MTH4E8X0toBsXWTxzn3UTgO102C6aXG+TI3DRoFOKhZ+7pDqxoz0aoF3GHFpqU/ULIiaBU5DcBjg7yS4wHJ23qJ7V+GPNbN1CSDxvoeX1gMNC3e+cwWcYuHVE2z0KTa+Ph1fzq8CO865h865AvhfEF/fP/BOQD2aossfYbj0w+sn8RT4e8BfBI6dcy/Xz/2vwIv1S3rAwDn3RaXUZeAOcLf+3Xedc3/9k97Dph7B2DHa8vDHMLxh8HdkQhW+NiU89rEhmIOEKBUvyOK4QVko/EpkZ6p6Auaf+mTLluyllOYPBOCYLTpaz8RVSKcaZxWNfYnl0ySA2OAPfez1GcWDDmozRT9MyG+m2GlAtuDhrQqfzz1pYucrzt5Zxr8yJYpKZrMI1SpgEDM7axDdHhMrKU8B1DCgs6OZbArXUhlH837I7JKHP9bcU6vgFBu3jgDYu7OC8hxRX8QSn+0u0FkfM93pMtk2xCce0X7AqCENabduSQ41wZMI78sDyve6BAONyUNM02Ijx+gLBfOLMgke3p2n/b6IVo6vV9jFAn0SyoSvU1JVIfGRT157CmSXC4KjALWWoZ4mwqX8wTL+9THxvo+f+czWRREDJNjo00SgGZemVCcJugS7WNG8E7H5rz6hF6XcOxOZqMCzMgSqe0jhkwgbOKa3cxofRTT3NDMbo+s2Y7FaCgG7m1OdJKhSkRzJ8KT1WDN5PRXy9oGU2CZyDK9DYx/0223cioUXplQPmjSfaab4chPLP55Ml12LzjRuLcOmYlTCWKaJyaMQ/yt9ytIn+ZaUkNNLomzBUFzbnZJgHD2IhdtZaqJzjV87NmZLMLxu8foB5cind/2cvScLeBOP6NIUm5Q8OZ7H1vhHt1zSeBDK55x5MPWoEhmFOk+qlvRSdYHl67wbUnbBzTyO7y+ilvJPugx/8vXpTDl/lIfv1/7Qa/5L4B8ppf4G0AT+7Cdt9Cfpof0y8N8A/9PzJ5xz/9bz/yul/g4w/KHXP3DOffEn2O7n6/P1+fqTtn7yHtqiUuqtH/r57zrn/u4P/fyjauA/HCl/Cfhl59zfUUq9AfzPSqmXa/vMH7k+seR0zv0WcP6jfqeUUsAvAn//k7bzY5cFE0mzXznQucabKbyZYvfuMroQMGR8Ik36pa0+X3/tnjzfrS6wNs+dpm1TLMvGN0pRWMhrEck5YCnHKcfskmF2ydC5E6Abso3k95pY3+EOYoqpJ0IkAAAgAElEQVSNApv6NJenmKZFa4fWUqq17gWic/WoyWSUEEUldq8h9mUOzOMW+WHjgkYTnnsMvpyjK+nrFYuG6bbIeNtQ1BKCE59nTxd59nRRSqbAkV/NRBZGO8rKQ29IL6lsO4rLGWbqY6ZyT5periiWDOW7PYquWPg5DXPveLA9Q/cD7K8tYn9tkWCkMZEoNWBBBxbWcuKbA9xU6D5l2+JmPm7miz69B532jKUvHmF9h/VlWJCvGKbbhu5dRTiAcCCaZ9mKxfkOHjbRmca0LL3vhZQdR+gZZtXHTerBJAFPHOqjU0W+XlLOG7zjkHTFUjZlP819oJj7QNF4EPJzX75L2Reoj00s02sluhJ+pLcbo/fiC5Csi0QtxIbSy7NNQxAYTMMx+UImqiA9K9JRLUfVqg1b2oZGM0flms4jaRXosU/50oxOnKPeaTO4bRnctsS3ByJH/spEpJwajqptyVYrOrfOSPY80hs52bIjW3bEpwq9lEkro2HpJRnxQUB8ouk0M8p+RBhWbK2es7V6Tvw0JFsWkC+LOa2rQ7JFh91Oab10TrRQZ6VnAd5ZwOQrKVXT8ue+8h5qISe6k/xUl+gPL2XtJz6A0+e+u/Xj7/6hzfwkHr7/PvArAM657wAxsPjjPttPO+X8BnDknLv/Q89dUUp9HxgBf8s599ufuBUN029M4TQm3TA43xIOpVxb/p7i/LYQgk3sEYw0y80Jb+9tYpqWZDcgv5HiavuduFGQ77aoVgrRdc/FNzGbh3ylItiNIXE0L0tS6W8b4m8vki1ZxlcMdCrUaUC4F4o8zW6XCHBnNUgzlr5W2bH4E+mx8FFMewjpNMG2HSa2qLmCyggmKD5S6H5A6wtnDHbmcfMFynN0fzdmcLPuZxUK/7F85+dUHldpxtcqlOdoxgXDMhEuYKHo9mZ0E5ns7n1/DdtwBOc+ZdfSfqQpf36Ee9BmugHlMEL5jtmq3ACVVXhTUGNF2VHoJwnq6pRf2Nzh19KXqPKEzo5m8Ep9IxwGhAPF+W5PwJ8bYmY8+XAefSkj+kBEAMwPsWucqilQAbCRoo9iio5CF/De3fo8rlVUk6UZOjSYxCNf1ASn4p70nLJUNRwr31W4Wtt5drni2/fEHMeqQEQwmyJW2dhTpCtyEzNx/X2TCpPUjIgN8Q3IHnSwiwUKgT94qRLruwUpzfxHMTZSzB51iEaa0TWHQ4YeUVyyv7OEWhTpH4BRv8F6LY7pbWSUfRGaBDjf6+F3HC6VXhuIg1TntxPG22DQPH5/HbtR4vd9incW6bw0YKM75Nn/fRkA23Uichk77F5MdsWgb06Yb80YThOKkwbK1RQygKkPvuNb92/ihiHB5BOvwp9w/cQ9sk9abwLXa//ePaTp/+/8odc8Bf5l4JeVUreQgHby4zb60wa0X+IPZmcHwJZz7kwp9WXgf1dK3XbOjf7wHyql/hrw1wD8pS7lNJActF2iT0Mah7LTxn95jKo8cdFJLKZUfPj+FiDKHF7m0GXC1/6NdwF4MFrkaEOhftCm6NR6ZpWi7FXgOfzrY8zTFl59cUzTiOCrA9yzNq2tEeODtnAenZCXvZrTO70kr6/mKtylEv9hQrFRsvbrPtNVIXvbUAQQValwg/ACxzW7ZAlGHsO78zSONVMdYpsV/a+UxM9Css2CCoifSdbiNKi6Ec1Sjp0GnKZdCXwjH7tUMBw0xDwGZErYKrFDn8auZvxahs4DzHyFTiq8g5jg8gR1IkE5WzFE5x6miQReGxHsNPk/z1+Tz96pyBbDCyehqumoEie82MtTwrdaF8KbxUFEumbEmKb6ISxdqUm6KdNRTPAooWpK9qwrRXAuYp3FivTozEdtXNuB72B7Rpn5LC2POHk2R3AuVm1nr0ByJAFi7geK6F87xlOOvXQBXUI4VExfziSjNIrWI+9CAyx+K2ay5QhG0N7xGN0saTz2KCcRZUvI634KNlKYWjU4fHmIvdsV+MtqhT/wCKYKtARDtZoRf5iQPQe+Vpr9gzn0TNNczZjux0KOdwp/Kq5Vj97eFEMaJMu2gaJayVlf63N40qXTzpid97DbGZPHXXZWQuyqbD851ExeqGg99Jm8UNL8fovZzZzTRy38iULdSLGFd2EOE4zkRtD40Gf05ZzJ9qekh+b4VAKac65SSv1HwK8jkIy/V/v6/m3gLefc/wH8TeC/V0r9x/U7/1Xnfvybq0/4vbxImv3/1/OhQP2cj0TWLzvndv+Iv/unwH/qnHvrR/3++WrdWHVr/+5/JkYbjYrgaSQyO0DVdvhjJZzEljib+xNNuVgRnvgkR4rRiwbaAqJcXBjT/2ARGzoa+5rJNSFfh+e1/dxWhhcYykF88f4bl085/b0V8mXD9tVjDt5ck5NhXzPdMheqrADuxSnFWCAT4ZOI/FLBym8EnL+iqFYLlG/xA0NxFl90CeIjH+s7or4wFYrOxyh8Ezkal0dUP+hdNIyfixFWTUBBtlWw8O2A/u36O10vhdP6vGFQ46miY49srcLrFthCgoubebU7lcd0SwJIfOiTLxkpCbU0mZ0GF1o2rpyy92wBKiVO8tQmLLGILOqTUGhPhaKYMzQ2J0xPGqhKo3uC4bKnoorrZYqqa3GJoXFfys1yoYJK0V4fk78v7A5dCc8zXRWFDH9JEPaeZ0kPW7jA0ngUMKs/v0oM3mGI20ov3k/nWmTLWxLczVl04RZethyNQ03ZcuTLhvZ9XzwZPEd4LpI/wUTBl4ekEwlo+iQkGGuy9RIVG1ypae6Eov7yL/VJ7/boPICiJwc57zmBwBjF9tVjnuwu4p2J5FC2KsT2+KUB08fd+pzQmNfGWKsoB7EAsSsPcxpBr6T5fszkanXRVXr+/Vzg8Mbi+dB8KmbI2oh81OgKVO06AO57dB9aTr4kSiNertj5z//m7zvnvvLjrsVPWt1kzb1x9d/7xNf9+of/1U/9Xn+c9dPANv4s8NEPBzOl1FKNL0EpdRW4Djz8pA2VlYe5khL0PcLHEeVmQfB6n+D1Pv5Y1GDbmyPiBxF/5Zu/w/bXdgnOffybI1b+9ac47S7cd84HLbzLkl+nX5zhjXyCoYd3c0zZtnQ6KdXZx/0EnWqWG2NMJL6OTx4uU7ZEfXRyvSTsC49x7vVj5l4/ppgFXN4+YXFxLLSrwxD/rxzjT5TgllKfYhLSeOZfqI2GfZH1LroCfAyHiI3dSBGdaqa7bblwamKv82Bys0AXkM8bOu+GOC0TvHzBER6LvLfuFaKj3zBEp8JF9Ece9iwirIHJeIJDm25Vwle1imyrQM8XRMc+wbmP80UTThWavacLLK4N0e0S7zDCO4wIRwqvUHiHEcFEaFn5WomLLcZokoUU5zn0sxj9LMbLhX/b3FcEA03SyZhdLqmaltbSlHAhI/uwh5eLumy2WUiroVXhpZqq8ClOGhR5QOOZJ2VYzxH0coJeTtzKic8U+qkcR+c7ceVqGvAd+lEi/qn1si0jPNErGfGhZL7J1piXXnmKSRytp7LP0902LvcEsPvcWtApgrhCZR5lU3TT0ns91NaM4YsfJwPOg+RxQLzv8/T+Cnrg0zgQ+Ig/9rChY3zavOgNoyCJSraX+pLJfdSi8WYD1zR4vhWviae+mN5kNUZyomk88dGXprz06lPSFSHp66/3GV+GaiOnuTmmuTmm6DqOvyqsDRs7igXzx73O/5n1WZbg/klgG38f+AVkarEL/BfOuf8BqXn/8DDgTwN/WylVIXnDX3fO/ciBwh9YhcYdxZhLGeY4QnmW8Z7AT5IvDfna6gGH0w7PbsT8gwdflLvackm12+bBozZay5gdwNOWfBQRThRFGKISizWKchRDwzA4bYFvL7iiKHjnySbaSXnZeuAz27CoZiklxe0UN/M5eiC9yNbGmCcHCzTbGfGlMc4p9h4vwuVCtL0qRetBQLYkJRrA6JZkFoUnqhjRucNEitllg/PkxI0GmsEbUt8mzRz9rE16M0P7jnQSi7x3Jj0ip2G0aFC1LDdamtqhE/s2HOTDGBUaVK7xlzLKcYhufcznU7uJUJQ2BPGvK4j6muRKn/7defyZDGJADGGSA7kIZ2vCuYz3hPicBSFqFJCciAsRIEDTgc/wqxku89BPW9x67SmTIuLorVV0LtsytU+BCi2u0HgDH7OaMzc34dy0id5pyBDmqVCKylpNI/fA+/KEchwR32sQUOuKbZYwElWRsl2bswDBuY/ZlH1rXpwyPo/x73W4E7cJLk8Y06JaKPCTCu++QGHCoZwb+SWD914L0xOrPRfUptCzALVQMlNS4tl27bDUsiTPfExD6En5SsXKb2vyXxxg//E82ZJ857LtmO13GHht4r2gJsFD572QyWUfEoc/VSzVtc3pX0jxHsWkqxbXj7lzsC0leuAYnzVRmzmMA2Y14d8ulaxvnLPRGvLWw20oPkXI6Z9kcrpz7pf+iOf/6o947h8A/+Cf/1NIP8YLK/JGQPg4Rt+ULOubWw8wTvF7B5eJ78cULSkVPQ/MfIkbCe7HtCVoBPeatMZSvoQLGfF3W5QNSBPFn3r5Pt/7nVssvHzCekuGAh8crBEEhjQWZ+3hSxW9tRHj+z3Sm9KTCTo51khwKgqfVidlstvBNSuSnQi1LAFQnwfoHCbXKuJDn/k3DgHYf7xI0M2J3m4yvWyYbnIhe6OMgGBn2w7fr3tuJ038QqGfRUJluTmRpq/VDF8rodCoRkWvJzXqZBpTTkKydgWl5sUbezz83hY2FI5qOYhQzarmHtbGu01L1RXAlIss1tfkSwYzi1BG2AouqC++pqFqa5xvuXrtiIePl/HSALNSgFW4Tok+EAdvEDu+eGnKbBLhjCLamnDn3oYYfCgZqCy8o5it1qT+x1K6G8/RaOaM31tAtS35nMNGjmwJWM1xtaaXMmAOG+iFnGzLoWbiBeBmPvGpx+gFR2OfixK+/QT6LqacMzQe+pQvlJhQPA/y84TXf+4ebz/ZQj9KLjTavFz0/pOdiHSrBKtorU5I0xATe2AUXmjwB7Ub2KFmesmgmyXFvPRgrS82jKO/NEJ9b57ssr1opbjtlGgnkenqFKwv6iYmcdhuCblHMNP0b8rrvUcxxbzBm4oopomkTPaPA2aXKtTQRxeKxgMJ+uMXDINpQloEvLR1wIOTHzsc/MmXc2A+53L+2KV8i9qa0m7khGGFW1FMjgSw+BvViyzPjdleP+NxtYQe+uI7OVGgfbzNGd1Wytm5vD5fK7GRj2lZmt9tMXqxwptqWvcDfn/uEv6VCUcHPYqlusdkFVUl/Yl8DuIDn2k3Irk2YnLUYm59yPjOPHZNpl92kGBmTXwDTAScmhxp3GkihhxL4k6kC9h/JuTx5vKU/F6HfMGhOgV6TwxivbHGy8USrQoM3o6cjEEh8tRUmuDcoxzEBAspVdvHO5Hyc+3ygMCTANXf7TL3nsfwhsNGlvv7y9g5Q3zokyUV/shjYfucyW8Kwb6hYeEXDth/b0XkwEOBvCR7HrMwgl6F3ypZqxVGDg7n0GOP+VsDds96tBenxGsVpycdUA6lELOYrmSAZhBSPI5pvTzANAuM0eiZR+PIMbkkEt7T9Y+lenCK4CCknDOoN7uUl6UJ3zhSuG8OGPcbMPPx64zruSlMuuxgovEXMsppgH8aCG8zsnS+6zFb/DgrCUaKxr7P+KolPPZpvnrO9L15/JsjHvQXsJVCa4Q/CczaHnombACvVWGNYrE1ZW7hhB88uoRLPSrto2pAd7ZRoSKLHxrMWoY9iwiGwjPW99ss/elD9g/mcKKJgD6IyddLkschkxcq4gOfbKMEz9GZmzG712P0coEeyyXaeqxZ/R7s/dsZc70Jk+8skW5WlJvi9xqdaRpHog0I4C+kzI6alAOPD5Y6RPufpnP6n+AM7V/EcoWHe9qkrxt85Y17POgvknbkxArfabK3FUEiEj/Od1RNQ1WfGKYfc9KPRQUWIHR41yb477aZrjtUUhEcxuL7+KSJjR00DMMd2cCllw85nyVEDzwmW5ZgrEm+26TowcYbhwz/8Sq64+Cwzg6sXBxFR4JAOFBMtyuCuYzkrRbpqqgu6FLwagAm7ELHUS4XJPcSTOjIb0lDO7gjbAZ/5F2UeDSl76UzTbla0ujKyen1CqwvUIajd1aktANaD33ynkwB8zmFaRi8TkE19EBD7/YZo+8sk9bqE3rqsXt3GdcWQjiew17NSU8jogOffLVibWHIs0e14bN2+FtThm8vUjUd5WLBuBanVNPah2A5pRzV+8hJkB6dNWnOpWwvnHPvsMFsVROORM6pXPiYSC1/JAq0JpR/ne8oG4pst0Nnc8TovInaErZGVXhMej7NdxqkL6e0Wykjp1AuEH+BJyGDa2DqgOk8yXzSdSsMiqsZg/MWKnGYLKS814GNHBM7gl35o2KtxEUyKey0Z/QPOzw9nOfo3oaciqV4IAQ3JOjbR20MULgArKJzaURxMkexVGIjS3/SYHFpzOBDucklh4qsCGTYFRnyKwYyj//g67/FL3/wddo3z+mftC+GUcHYMXjBR3sZ58MmdB3xgY+qxKdVWdmH4VjOoclhA385w/bA303Ia8PiT2V9hgPaZ4LLCRD2RWP9/aM1lpoTzMzHzHy8XKZy2resr/Vpb42YWxuhYiOTuFLR/cC/UA4NurnI6ShgXZRore9o7GmiM42eK0gehGIlN9Q8ebrIZJSQrgge7Kt/7n2qBhQvpBwPWkLudnxM7K59J4OJIj4RgCoK3OMmk2sVcx9K5jBbEy5ilUC+IIBILzKkVwrcCzPsKMAPDOmWmLz4M8Xci+fMvXiOXk9lQrY+RQ980oMWnbs+6mlCtD4VnuNCSdD3Cfo++bwj3TCYGIEJZR7eg4RgotCZpv/RvNjf7QXEe2JqGx97eBOPZHnGGy/vEHzYQBcyvdQzj92DeYJeRtDL8MYe+UD6eG6hQJ2HLK0OodS0nsgUtZyEUCmoFMmuh5cq/JOA/H6Hp/94WziqnsOfQr7wMVFd1GMVZddcmLwEYy3mIfVFWlYeauLRama0msLFTPaEDmcnAedHHfSDBOsj3FEH6Wszsus52fWc8uZMDE4CR7FksP0QRj4ucniPY7qvnKFPQlE02SgoNgqCkwAXGYr1kryU+370UcKNP/tA7AJboHJNsdOh2OmIbl5swCmWVodMHndxL49RicFlHovtqRyHGuzrZbXHQqGg0ujQsLp9xv/4/huUw4j+WUvUYevXD1+E0fUK96SJ9yihuS9KJOnVgs7amGzJogxM1xTTNQULOf5HDcxEjrc//JRyFwdY98mPn9H6TGRo+FaasGh6L6Y8Ol3Ar5VAnQpJjh29N0b0Jw2qSqO1o9udce3KKffOlsjP5i42Ff6gSWMGXu6YkZBdLlDHAV4hd+rgvnA0/cfSi+stTRictqhagh87zVqUr06xgwiXaNxyCdoRHMmdOxxD2YLseiYqFY9jwhOPxqt9ph/OcfpGBbVihl+j+FtP5OKcmIS4nsC2Nof097qEp+JUpF8ZMhzX09cnDZo3B4xOWvirGdUopOgK1mrWj1GBk6nbvOwjb+QRDDTFCwJ3UJXGxB5VU1KgcCC+nLM1udv7Ey3E94Ylm4Z88Ku3CBykG5ayUkLMzzyqWj5IW8Xi+hC7BouNGfmaz7MPVvEMpCtiNpzshBeYrGzZCsG7EsXhdNPIgMQpxlcs8Ymm6EEwfK5v5ujc9xm9WKFLTb5ouPHSLnc/2kCVGv1WhziAcTYvr+8Y/D2NiSHoe3RfHTA6WKC5r5hsObIrOcHjBLclgwDvoeDFomOPoic6b8mzQBQqLmcM31sgGsnndd7H/qfhYUCxaJiNYryRR/XKhHd2LvHKNx6xc7JIohxZWotankT4tefDybM50Z/baxJuTMkrze7hHHFfX4B9B69WeGOPcKgxazNM5TH89grV5QKVa5xyhCfi8wAQvTDia6t7fPT3btG/7ZhuiEtV7/dDZusBC6+dctL4+Dog9cXkOPUItqZk/Y9hSj/dcvBHM49+5uuzEdA+X5+vz9efjOX4TA8FPhslZ6Hp/aU98gXLwYfLWKuwxzH2OGZyxZDPKbl7VVp0vXZEl+zRYJ7xWROdCz/PNg3WR0pAr5Z5iSuCcV0Gbhp0Du48Qt+coG9OGBy16S1ORNa5UDz6J5epCo/O2piknaF8C5lXe1cKZCJfsCjlcKWm7FrMVZHUqRqO5k6AP/HQmaa4lcqjJ6KI8ZnCGEU+C1DKsXr5DBND+OKI2XkDc5RgjsTSbLzbgVJRZT5B36P3xhGX/pUnALjEEq3MCM58gjNf7MoKhf9E9ln77Rh/e4ILBZ9VzFmG30wvyhcbOOx6BpGFccDoVsno1QJvpiWrmklfrXPfo3PfI7g8YThOGE9jdg6WePJwmdaVIXaxJDlSBLX354WJyXyBlyrKjpXsMxObNT8FvZGSfWEm/MlFQ7Fo8FJFtuCkjEwMi1fO2Tlc4vVXHxCdi1Vclbg/4Mw9uWIwsaNcKzjd72IjUfm13Yr2+xHlvMGdh7jzkPjlAbZhyNdLUCIomS0bXOgIwgqnId0wVE2R/PEniuaeeFDoZol/FBIONElcojzHR9++QnqWUFUe870p870pNhK+a3jmEQzk+KvlnCILCJKS6FFcswOE0hUMPEzbYG9NcE+auEqjC2jshFJq1xPm559nNo5481u3mK3JdLZzo085Zym6UG4WnOz22Lh8+vE1ZaUdE65NySahQDw+rfXpyAf9f7I+ExmasnA2beBdmuG914J+iz/9F98B4Dc+vEnREy/C6K0W0w3pdU3fnaf1hTNad0JBSu9JA75sO4KZon/LoNsl7jzC3MiI78fEJx6TK+JXmB/WrrORZfisSxzWI/NYtp+/MyclWwDhWJHXSqY2KfEeNcQQJTa43EMBwRf78P05qqZc1MFQkzdl97oXUhrvJFQNKEcR25dPOJ8l9Pst1GpGlgWExz7hQErCydVKeIC+E8u4rYxJFnH67jIslHiJwfMstjbycS/MKPcS3GpO4weJlG67TVxswbckVyfMphHpZj0USD38x+KsVM4ZkvmU9LQBVkQPURAe+mTfELmh6klTzJzPPKo5C52S0XGLeC5jsu3jzzQ3vvSUO/fENk6fhcyuFyjPklzpU3y0QDCC8TWLLTxc5jG3NWCa1vr3RQOdCyE+WUg5Pelwc/uAN9+9hu5ZWk812ZKAnQG8idCQrCceBF7tdJRuCrI+XXEEvUzEBADrFASOcD9AF+LdqTONf66pOh5uM8ONZULae1+OmQkV5e0ZHMcCHVnPafoGHRqqjRwyjzCsyOr+2gsvHvDw3Q10rojPFemSwxpF0syx73XFAPpc2AogbYByxVCeJLi5CjX2mV4tCc6Fx+qd+xQrFRfIwdyj2Cwg9/A6BaN7c7i5itklBzMJosdnK3zhTwmO/d3HG4TzpcB9gGDwOQ7tX9hyGsF1aYdaEu38f/JbrwLgrWd0HkLRFl0z50kDXeeKwf159JKjmqvovi8BrXEIzb98wOjREpdXz3g4WSXcjUjXK8yZJ1zFzYzud6RfVSUeVQOCCZiG2KnZVJzFw5FmtiqN6+DoOUcuJH0xR419vOOA+ERRvlExfdzFLYo7dvxeg2zFXgTZYBxQvTFCfb/D6y/JCXc4aMMoQM3nojHWdBdTOX9c46pyRblUEt9PKHUMIUT7AcVly2wc4TbqAHWQgA/h/YTZpkUZhZsv0f0AOiXm93vYazm3buwBsPPdbcquZfnaGcePFqgqjd8psGlM87GPicHdHpMPpe/iW0XziWRvoMlCD0JLNo7wF3OqUnPn7qZ4UAKkXm024zivOjT64gnAWobLfJKFlNG4QXBXjkFcUosSOLJpCMOAne9so2OHbRpMqAnGGiY1JitVmFjMmfEcYT+USV+p0BNfMrrzWBRwATVTLBw40kXJsKMTj3y9pHF5xnSvLY355/6adavJ+WAqDfMF3e6Mb27u8NbJFivzI/YP5ugsT0jCktO+8GOf5P7FEOO5N6YrNDMTs/H1Q/bvLrP2xj7PjqUPWFUx2rdcvnnA07c2CIcK54tAY74ok/ToRp9BDUcC8A5DTMOinyTYLfFT8Lem5GcJ5bxBzzQffFfs0lyv4sblfd6bbhA9jSjmPy2mwM82A/uk9dkoOUPL4pVzGitTor7GdipM22Daht4/icnmFdNLFj9TRGf6Qt7YLRZU8xX+wGf4Ws7wtZz2v3nA7FdXWdwc8ORoge2rx5jI0fvQx1yVJrF+Fl94ZkZ9R3LsGL1UYq6k5CsVJnJMrlRMNy3hUMFiflFOVU1H610xRonOhNrCB21saIlWZ7jjmNn1QhrrsaOKHemyw9xtk26XvHn3CtuNc26snOASQ7uZUXXF4cc0DaZpUJYL2sz87wVygTbEizE5UjijaLRzsdjr+xduU14O3Y9qocR+IKyB0wj76hjvNOThyQIPTxZw2ylYJRdjs6I6TgijEn99RroizvPVkxYq06hMUy1K4BxfsZQtS3jqiSFKqTClRp+KX+pzqlR8JBNlfymDSqbX2fUMk0ugLp608B7HcvY9L+FLmcg6I8oXXm0MjEa8VztS0jlPpIls5ITTOfDRrw6FPmQVbjWXKWIqkkWmJbJAgxuyD5WTLF7NPKrKIxhq4lMBKodnHrMvpvJYs4SPYvzAMBolfOvpDQ7PO+w/WYDcI8sDTvtt7CDEDkJ4LLSmaqGkcXmETSztD0O8s4DD8w7h2pSj39xAa4vWlmqpYGN5wMk/3BR+b1fcvKK++BuULcfgaY/wSUT4JEKfBdiNjMa+R7WeY6Y+wfYU87AlxzupsIm9cJePDgPe2xFDFuUgWf+U5DYcYO0nP35G6zORoWEUX1l+xm/svEh5SdRRXf3JJpeUgDcNNPcco6tCxakWBDEf7wYUc5bbV0RK6eHpAmGiyH9vEbtseObm8HPF8KYheBxTrCOI2EIAABx6SURBVJQw8C+UGGwAg5ctnZUJWR7gUo2LHP7Eo/VU/i58FAtbHDk5TCxg1OprE4q9Jo09jTf1cItIBnka4DzqjAb8sSK/lRLsxlSJ41d/8GWSTkbcEbCuala41MOrp4rNZ4rhDZkG9l8xF25UwSQkW4BwP6Q4DGke12oSZ46iLXpf00sQnnqYxOGNxH+ysE2C7cmFxJJ6kuA7KMMAPDH8bcYFpycdoktT8oMGar7A25d0xWUaG4LrlKys9Rn+01WKniOay8hPE0y3on0nFOgLorOmHJjjBOU58gWDqzRqJvJPTiFeAIlkDS7X6Kk4VpX4xGe1/HngULnGbme4fnjhbtTZ0QxvVzTuxKSbhiIP8FsltEq8+yKjk81XeHWGli06zFyJOg+wlSjq5hsF9qMWVVOwhPo4xF2dEb8ryFTnIRSyvjAnZmeR6NRtZ1xa6fNkZ5no1CNfqr+DhnKjJGwWrHbGPHjaIZ9zmF4FuYeZBjReG1Id1F/Cc+y/u4q34CjWShr3Q1QF2aIin3NUKwVzCxOy1dpJa6dNWYhHhB8aovdjskVfHN6nmnCxoIoqck/K+NZOQNX3CYeadLtA7X+c6f3U6/MM7cevMK74f37wCuUkxD8NMImjcaBoHCiSL56Tr1TEJ5rhdXEUUhYaD0Php708ZuH6GR/sbPDBzgbq7Q75PJiGI1ye0Xw7odrKWLxyLnrzZwFhX5PPieBjuqLwh5r0ox5Xls7QpSLZ80iOFMPXM/yJpliwmMhhIidikrHjS1+7TxhUqCURbmw/UuTTENc0WN+JqKR4gJCtGzrfSVCl9E68yGCMxt5rMXzahVGAN/ZETcFzBFNH54Em3SqJTjwptxDsUtGzhANFfKoom+Luky4J17HoQHQm8IPFV46xoeC6Wk81QWBwVuGsBEddCYA1PPGxnYrBOBFNskrMS4IHycXnDyYKE0kgPR83mW0YqpalSAOaq1N6b4u7+QW5fi2j9WIf1ykJzzWuadBDn2Tfw3lCoka7Czd6rGRjwVjRua+xvsh+67mc3tYADsWA5bkr+Oi6IXnmk61Y/KGmGoU4p6hSuSHkC4bwyCeYaIKJlgFIIX1YPwWUo/1hyNrXDojOhPAfjDX+h80/4P6drRhajwTj2Lw8pFiU4PXseI7m6hTv9gidanSqURVcvnTCSm/Mg70lgtUZ61/fR808lBbv2NlZg+jUIzr1SPbks177uSd4fdFzS04cs3WBvLTfixiNG6TDmHQYE98coKbi9VCdiBJH62k9qFrJKR+2UQ+aqFKjSi0SQ3vyufTEJzr1fuS198+/aurTJz1+RuszkaEZq7h8+Zi9sy6lEaDs6GZ95ztpEc1lVMc+zV1FMQpINyt06aFKMSPhgzaqPtny2ynsx/gpeN9vM75R0f5+wunlEM8IZSq9VBF0JTtq/VaDoqN44S884N3HG3Rf7DO5M0c1XxFEFeWiRtd8UYCyYwj7Pm++d016XQr8mSM5s4xPQ+xyji4kW/raz98B4J3/7SXp+SwZvLEH+zHFXInvgz/WmK0MM/OJDuRuPFuV91Kph7k1ocp9Om/FjG4YwnMPP4XZqruwjSu64BXCHawSyR7Hv7nC0i8ccnhnmdFLJd6DDmGN+4pPBJPW+wjOX3GoqUdJSHthyvikheoVuHF0oQVXzAkpO973yI4b6PkCMwy4sXnMzv4SqgEm+FivbLTkkUUB2rfSDG8VNN8MmFx2uK2U4EFCsWTwB7XeWs+I1I+C0TXJTBs7IbMtzeggxvqSdT7nWUbnHvYLY+xZgs494gMfDn06Xzpj1J+je9cjW4S8bjFgFcmej59CWVtuTLYt7jfWSS9XqJr1UDXshVVe1TUoq5hcL9ETj/FBm/jIR5U++YJl2vTprExwizXd6zzk8Hc2xJEqdHj9mMdbEd5CgdqNKRdKwZXVg4pi0aEquP/mNqZlsLFidE1cxiY3SpLHAcH9BK82ac5OesQTJTp0lfTYZuvCdW1/L2Gy5Wi83GdwJpmY8i2jVy3eWUB8pP8gK+OnWQ5+jAL2z3x9JjI0k/usNMbEcUn7vgSz+NAjPpTmMh+1WPvaAf/Jf/gr2FfH+AOhCSkHRIbyeipaaa2K4G5y4cCTL1ra93x0KXpS4UCRXiplgvi4AY8bDK+LnPTdb11ja+2c2XtzmLWc3soY+6zJC1eOYDm/QLWjQH91QHjuYVYlO6tixf6fkRIzeFqTlaeK3/9HL/H7/0icuWarjmTXx8wLUJdK03kg398NQlSmL2AM0xcKvK/3oVvSa6cwCRhdNxcaZLNvTCgWzUUW66fgrk0xDYuNHbZtmF4phTvoO/yBj95IL7LM4U35d7Yi8AwXWcLDgPL7c6hC41Ifkwiqvlgy2ERUhIs5y/wPNI23E1SlmItndDop2bJITudz8kgehmT9mPjDRCSLlLynA6pBeEHxqnqGqmcujufkWolayclfTknXDY0nAixt7Muxu+ihbRbYhy3aa2PseobTiNTSdxYk4+qKkoe/H+HvR3gHEenVQiAkOeSbpSjhJhCMPPEBbVr0Yk41V1HNVTSf+DVERIJ0dOxTNh3FvARc3awovj938R6qEjCuDeUcsZGj8TjATKUspND4daZrIvBmCrNQogvwJx6uVkyJzxztj6SNYkKHvZZir6UEQ4XzBVyNlVZJ2ba0HmumGw4/hWkaSk9EOdRpiB8ZGvuaquWITz/FMvFzpsAnLAsfHK/SinMObxVQfCxFkxxrnIbzX1vnv27/ojS6AzBNaU4XiWZuaUz626ImYCI5qeJTUTxoHFuGL2jCkUK/PsC/38VEjrJXT30covHlSynh2g4mAYO0w6VXD9n/jUv4LUf4kqhz5He6TKs2XgDxvZjo9XOG7S7eWHTCWk9l5J8vuAtlhXxRGr3ZSymNDxPKjgOnmWzLCRr1PfyfP6f6bZmATa45Jg+70qQvAsIzjTLiiB5sTfE8S5lrxl+s5aL3Q9rNjPHjJuV8RdjJKcYh8eMI6zvKjmOxM+N0s0b+BxZjFN6jGBfYWlVVkd1KeenSIR/c28QkFt2q+X/HEcmxpug68m7Nme2WHE4l3XHaUSwbooN6+wb8vn+RQdoHLVzDobZnqJNYmtZ9n3y+hmEU0pcMznxcu8RacedKb2V4hxHRwFH9+QF6Kj294F5CfjUjzwPcICTfKPBqD1BvpvEywfxFf0ZwWbNvL6KrgKohODz/WKwS/SnkV3O8w4iqY0h+0CBbkPNuui1DgmAips1Oiyin6VbM2gp/P8aG4j0AEqCyNYFmqKq20Xt1Sny3SRU7bMtivzTGHNdOXb5kT+FABl5EFt2t6N+OwTmCkcafQXZZ9mHRrW8CaxXeSLJNFzqBqIyVeBgUPq0P5YY6uVkQv98gmDhmG47+7T/+5fnPrM9wD+0zEdCUg+lem2zWpXFthHm/S+++nOzKOLJ5TePYcH677sEslXTeD2nuWyYbAadeh/ZzTJauBf0UzL+rmK7VfYQK+E4Ps2Vo7HpMX5SLtfdmxGRL8GfqKKLzQDP8eoZysLuzzPo3D9k/7uEZSWb9G2Mav9nBJJC/NsUVMk18rpA7vG5xoQULXlRTexqWl954zP6kw+lmCAa2bh7x5MEyXlZbqL07h12UE+W5omwzKZjcmcN2HDY2eFON/3ab6aVKyPpZrRjiwWDYxK0WKO1oNTLORxFVUzS1vByG31+kUcMeskULSwXNL51SnLWZWxjTb7RI7iTcD5fAd4TdnGImESkeaeIzRz4P020jRsznIU8Hq9LXKgHlXdB0iq6YgGRLTty7NwvaczPGxy28XNO7B8MXHLY+aCU+0bkm3agIniYEuSJfrtDnIcmRYroO5qMeplu3IeYsrvAoMo/WE498/mNKkfMc7sUZ41GE+V25yaVrRiSRlHBxbeQwbUc5B523YrkJDnzKZj1sAtTUl2BWSYBOVxymaQmaJabSrG2fsruzTLIq08PybofGroeqoGqB9/KQchZC5HCXMjzA3G+hLkkZHO0keLnc7ObfU5y9rrC+pnl1xOxRB2Xld+ZUApRbKSATscvWrT7DfpPwmfQuy46YRzujxPgGwChmWxVly8O0zKfI5XQ/0ynmJ63PRMmpyxr4t5mS7rbJ10pOvwinX4Txlqa3UzDZ9FAllGsFzXshky+ljLc145uiy58uCzxCl0IatollcAsmtwqyNUO6YplcrgjPBZHtnQd45wHDW0bcrXslrOaUbVCnIc1ORmtjRH+asLV6LuwFq5hrzRi+UlJ0HfPdKXzQpnNXVF+n2wbbq0QOvFfSOFQ0DhXBcsqHByucHHRxkUHNFWSVT7I0I1+wmIal3M6JT6XZny+I8KP5rXmqOpPUTdHkqhqO1kOfeC67QM2blQLXD8WwBTjf7aEnngB1HcQnQtyfrVlma6IoovoheRmwsjLg/KjDzUuHlC2HedrkxvahgFJTD1KP7FLBdENksuMjDxZzgVbUzAllJUg8L8u9XDF5sRBHrpbDOwuYzSLwHMFUianvckXUyYk6OTaRoUvnjk8wUjWjQUqrbMGRr5dEfUV46hGeerCQ03wgYOSiJ8MClKgP+5emmN0GwYkvEIi+qM6ipCTUpRJhglNP+tuR3BCqppRtz6EidEvCgaNxJPhAfyz70hwkxHcSVpsjFrb7eJ7F8ywmdpgvj0lXHNmlgkZUEjcKqqbFnod4j2M2Xt/HTgLsJCBfMqS3U0ws/Uw99XCVZvakg00s2ZKl9Rj8pQx/KUP3AxpPfaqOYXJ3Dpdryq2ccrmkfesckziaH0UXIgp/4+e+RdD3qDZzvLEE2k9tfc4U+Hx9vj5f//9YDmc+PTnvT3t9JgKaDWvK0sMEzyjMUkbtAMa0bZheVTSe1ON07bCvj1hIcs7WIuL9QPT46/Kr7MD8u5rxNjRe6TN7f45itcQ1HOFuSLFgqRLN6u1jAA4/WMZ6IvToPYyJz2SEPzZdUFJmPJ1E6JoLd3zeqT0kFUeHPdSioWxqdK3H5oyPjUTkcbohqbk9TQSfNvBIThSzdcv4TkLVdigf6cNMIiY3pNzxBz7WivxQeOIR3B7B73VRFZhEFHF15rO03QfgZL/HwruawQ1Bp4dnHuFIyo/mriLvQb5a4rVqJ/S2B6Vittti2kxIehkfvXcJX8PSy8fc31tmcWHMi/U+uvPbVyk6FhtbehsjsqddzKUMfSBGMNlqxe2bz3j4rSuyD14d4z1pYpcKvE6BOUhYnhtzdLpI1XDk8/b/be98fty6rjv+Oe8nH38NOT810mj0wxIkW7Yl2HGQpm2aokXrZON0USTZNCgKpIvkD0hX7bKbokCBNkADGEkXbeAugmYRuG7TRZDUVm3FjqMfliWNFGlG8vzikDMk3+P7cW8X92kkuFalWLI4ot4HIEi+4ZD38JGH9557zvnithyCGWNvZc+ATnec/qzJPSsvWaQVkxgbHOwgZxrbUn8AyYZHUjVdjgeTGfG0wtlwcEJBvV/FUbeqCQCc6T5J18NdM+2ovI5ZQmpb0z8e4pVS1OUq/VmFvZGXPpUV5S8ts/76LuwBRLsySjcckroiDTRvnjtIqRGhzptdRT0/IGqXsEUTjEVsnDN9z5564QpLnTF4bZyltca2srkVpGRtD79jlsvaNWVuaUWZJb2G9m8MYCXXTQgU+vku0vdQ9QTvSomsZKN8zeD1CWhoqouKOI9xfueVF0l2p9jOred7INxsH7RD2RFLThTQjFEuBKvQHOtt79Zga3A14e7MyKCtecSxQ6tTQfmK0gpIaqHrCbqeGC3HxASFu70S859ZREKbaiMknk1wtizUVEy7H9DuB6jJ2LRavuSR1jTrL6TYA83YBdNZ1V9xCM6XtkV91UoJ7wPX6BzGFs8+c4Xxp9bIJhLUVIyzJbhtI4qhpmLTATUzAixZWRFOayQxS8e0apyE3xKYD3FaDk7LMcX2JYWVmvpS/eYY0bN9uodSspLGX3EoVwesXm2yerWJ1bXZPAhZJaP+S4/ar6B3LCKZTowe6YQyPfxDmyw0Sy0EtK+Q0Gb/RAunZ5HtiVg5P0Wj0WO9VeX00iynl2ZJmnk8MxU618ZMb7OWj9c2MSanHnPu5/sI5xLCuYSo65nedIs+6WoJVVastupoz/xAyHiMFuhcadC50qB1Ywx2RwRH26ByR7Q3ZGyuQ/+9BuPPrTBo6O1dztolk4Q7mMzQnsJdd6hdNjub8bSpg61cz2UFPUgiB38swkpMAXt/t+n3b9USbEeRXKliR7cERVRJYw0s0w9vXBHXNZWrJm3EHghWJvhjEYPrFbP0DoWxN4z3zBop9sk6yldYCZx9d55Mm0TpdLWE2BqxNSq2qe3eIhlTpv3SDdsoYgmUl2y8tsWBPWtYkwOsyQE4mqPTy8xOt7GvlYhnUrz9Xdy2hb9hYpaZL9QXoL4ApTVTAO+dKxOs3tKHeCBodffLkNgRMzTta9gwdWrRhE3/nUmsvLVx9apFd78yAeS6QoU29vUSyoXqkkVvTnPgyA0WXzeF0aJNp9LNwym0PS6t7kE0NMshe8Y6RPMu15abqLeNnJieS8iqijQWVDVFPEXvxYjxf62wto/tmVdpMRfDONbFe7OKt6mRcsovFuaoNfuQCTqxsBJBYpPkWqmbAHB81Sd7usv4axXSsukJllU1jfk20ckJBhNGrT1omdcKljW9vkkTqC1YdI5mlEsJ6myZcD5BPEXa9wmmTAfXqOujVj2sesJg3CEtC3RcLCUkR/tYgCwFqFLeH22mb8p+3IwsE869N4ezL8Q/VyauazoLTdzdPXjPzD6yQyFpzwVLY7cdgqs24fGQJDQlZO7ZMuG+hJvTAG/JIy0bBySpQCMhC21qu7bITjbpi4ueiam9nSsTWxZbBy0iS6ECRZJaZOs+3WsB9sEunV6AdaCH/1Mzns4zCe66A3UTV1Sepj9rmS7BF10GTc3aCwqna36vyxd80D79/YmZ/Tqg94aotoe1ZWazWVnjr1nbQfVsMubIzBrn0xmSskMyrSkveAwmFJVnWnQuNdElhZvnrXWOZVQuuQzGNdGEpnnGojsHuqTYalXAVfiTIfFyvstZyRBAecrU/U6FWAMHbzGgdzgGS7P033vIZm7udglvX5rH9hRZ03RvTlMLdTAiigOqV01e4vqn8uWgaIKJkMGi2YghF1C+XzSgixna/4/tmG6b2leUP7VG5sHYBWHsghA3MEmXGmi7iK+oXxKmTglpyWwS/Oqd3cx/dpH5zy7irwu9ubzLbWSZDq+TAz5o1WmFZZY7NVRib88m5l61cDds5Ikev33sfdh0iboe7S9vETdN1n94JNoOFqsrFZwI1j6dobsOXjmh2y5vB56TuiJYNjly4UKdcKFuAuAnq9uiIKqscLYswp9PEDcV5euCt2Hh9EwqQTiTB7GV0H42RTsa97/GiKazbcfquLeivLVG34jtXgzQlsZvayrXjEq3VoLtmLpYp2eZy6kaY7U+JS8h2SghsUW25hPOpgTLgipnpNcqBMc3CI5vkK375v1PTJ1lNK7RCpJmShaY2V+pESGORhyNOhiiygo1meCEgh7Y2B2HrbUKg0llml9+4LF5JGXzSEo4Y8p3km4utLwv5MCTN5g+vozKLJKFGqXXqwzGYTAOVtcmmUmg7UEmZGVFcKKFtjTaynO1qin+upjLhpEQbLxrmgmktYzqGyZrX+b7ptmlrxmMm44eKlAECz7vv7WPoBxTm+oikc3g6T5oiH82YRJVHc3W8QFbxwfbib9p3XQriSaEF37vHN6yw+T0JnufWEVdrNLcv0Fz/wbSs+l2Syap11dErRLVakQ0kyKuonrGN3mKebmG14wQW1N5K6C+awu3EnNibomp8U2UA51DsPn7PRqnHRqnTVsp18mwd/UJfmeVai16MF9WrYsZ2t3IBrbJLxPobFbA0rSPmr9ZiaZ5VkiqLk5fkDWTHtDdA9Hu1LSP2dvn+n/uBSCZ1UZ9O3RxVl3sUzX0ngwVC2EpIdryQTT+B+bLs7kfkkbKkal1fnrqSbSj8ZY8kiChtnuLqOlROl0xMxCgesGl/XSKFVpUD3TyXywhxcFd9MgORPS3ApwuxA3zS1Y/55ovgGUU2IMlx+h01hXBikV33hQV33x8Vs9wa0ZcpHQhQB/bIq7V8DZsBhOKWqPP5vUaM/uNQmCrUzEJnZjdOn3D5IypkkZ3XfRqCfdwD9qmTrH8uVXam2WSjm92B2Mhm0xwb3j09mXM/MRm+bcUWxdyIeDZAXrFxxoI5eti2gD1XKRkhKGzdgn73RpWLiWYTpgdx/JFh6SGEQnel2CXU8ZnO6yt1ikd3aKWi7x0zo+bmW1kEkytywHLpRq1IDLlcBqiKb2dFmKlQvk9j7imiV0L0cLmpQb1Zzdor9RMPtymiZeByT0DU1yPFuRm59wVi3SxTDae4rQcZL6Pn9dyRjPKCFwv1MgmEqp7tshONRhbULQPGcUxN0i2NV4H06mpTY1s3E2T0f+zc4eYeX6Vzslp1mZT3AN9stdMKol+MqV0Psh3Hz36h2KS1Kb+vsPm8Yx4TONEsh1zG6/3WL44aZznL5p4z3S43J5gvVVF704gFZyrFdrP5/XBmy5JapNs+qx2PeQB9kPbyZsC96Sc/okPQmQV6AFrd3vsI8gko2kXjK5to2rXPq311P08gYi8inl/7saa1vrF+3mtj8OOcGgAIvLWMKTjP2lG1S4YXdtG1a7HgR0RQysoKCh4EBQOraCgYGTYSQ7tH4c9gE+IUbULRte2UbVr5NkxMbSCgoKC+2UnzdAKCgoK7ouhOzQReVFEzovIRRH51rDHc7+IyBUR+aWIvCMib+XHxkXkP0TkQn7dvNvzDBsReVlEVkTk9G3HPtIOMfxdfg7fFZHnhjfyu3MH2/5KRJby8/aOiHzxtr/9RW7beRH5w+GMuuBeGKpDExEb+HvgC8BTwFdF5KlhjukB8bta6xO3bf1/C/ix1vow8OP8/k7nu8CH84juZMcXgMP55evAtx/SGD8u3+X/2gbwt/l5O6G1/hFA/nn8CnAs/59/yD+3BTuQYc/QPg1c1FovaK1j4PvAS0Me0yfBS8D38tvfA740xLHcE1rrnwCtDx2+kx0vAf+kDW8ADRGZfTgj/fW5g2134iXg+1rrgdb6MnAR87kt2IEM26HtAa7ddn8xP/Yoo4HXROSUiHw9Pzajtb4BkF9PD21098ed7BiV8/jNfMn88m1hgVGx7bFg2A5NPuLYo77t+pta6+cwy7BviMjnhj2gh8AonMdvA08AJ4AbwN/kx0fBtseGYTu0RWDvbffngOtDGssDQWt9Pb9eAX6AWZ4s31yC5dcrwxvhfXEnOx7586i1XtZaZ9potH2HW8vKR962x4lhO7Q3gcMickBEPEzw9YdDHtPHRkQqIlK7eRv4A+A0xqav5Q/7GvBvwxnhfXMnO34I/Em+2/kZoHNzafqo8KGY3x9hzhsY274iIr6IHMBsfPzPwx5fwb0x1PZBWutURL4J/DtgAy9rrc8Mc0z3yQzwAxEB897+s9b6VRF5E3hFRP4MuAr88RDHeE+IyL8AnwcmRWQR+Evgr/loO34EfBETMO8Df/rQB/xrcAfbPi8iJzDLySvAnwNorc+IyCvAWSAFvqG13rn9cx5zikqBgoKCkWHYS86CgoKCB0bh0AoKCkaGwqEVFBSMDIVDKygoGBkKh1ZQUDAyFA6toKBgZCgcWkFBwchQOLSCgoKR4X8BXKUZ/8/ufrcAAAAASUVORK5CYII=\n", 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\n", 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\n", + "image/png": 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"text/plain": [ "
" ] @@ -97,7 +77,7 @@ "source": [ "img=np.load(r'C:\\Users\\hoodl\\Desktop\\img.npy')\n", "bcg=np.load(r'C:\\Users\\hoodl\\Desktop\\bcg.npy')\n", - "img2=np.load(r'C:\\Users\\hoodl\\Desktop\\img2.npy')\n", + "# img2=np.load(r'C:\\Users\\hoodl\\Desktop\\img2.npy')\n", "\n", "plt.imshow(img)\n", "plt.colorbar()\n", @@ -113,8 +93,8 @@ "img=img+1\n", "bcg=bcg+1\n", "sub=img/bcg\n", - "#sub[sub >1] = 1\n", - "print(img[100])\n", + "sub[sub >1] = 1\n", + "# print(img[100])\n", "print(np.max(bcg+1),np.max(img+1))\n", "print(np.min(bcg+1),np.min(img+1))\n", "plt.imshow(sub)\n", @@ -128,72 +108,47 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 67, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "5.95" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "23.8/4" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ + "name": "stdout", + "output_type": "stream", + "text": [ + "6082.0 6546.0\n", + "642.0 626.0\n" + ] + }, { "data": { + "image/png": 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\n", "text/plain": [ - "65536" + "
" ] }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "2**16" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.004714045207910317" - ] + "metadata": { + "needs_background": "light" }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "np.sqrt(45000)/45000" + "\n", + "print(np.max(bcg+1),np.max(img+1))\n", + "print(np.min(bcg+1),np.min(img+1))\n", + "plt.imshow(img[600:900,700:1000])\n", + "plt.colorbar()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -212,6 +167,13 @@ "plt.colorbar()\n", "plt.show()\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/PostProcessing.ipynb b/PostProcessing.ipynb index 9e843c3..3f41df4 100644 --- a/PostProcessing.ipynb +++ b/PostProcessing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 75, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -33,12 +33,12 @@ "sigma_0 = 3*wavelength**2/(2*np.pi)\n", "\n", "formationrun = '03042021_H10M29S29MS143_FormationTime' # Make sure units of self.variable are ms !!!\n", - "expansionrun = '03042021_H11M20S19MS093_FormationTime' # Make sure units of self.variable are us !!!\n" + "expansionrun = '03052021_H17M12S21MS510_ExpansionTime' # Make sure units of self.variable are us !!!\n" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -97,10 +97,8 @@ }, { "cell_type": "code", - "execution_count": 78, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -118,39 +116,18 @@ " 0.00021113 0.00021424 0.00022049 0.00021808 0.0002136 0.00021341\n", " 0.00021523]\n" ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Given an amp, sigmax, and sigmay, it will output the atom number of the fit\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmax\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"You have\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0matomnumber\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmax\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmay\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"atoms in this image\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"You have\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0matomnumber_taylor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmax\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmay\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"atoms in this image\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - 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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_zeta\u001b[1;34m(s, prec, rnd, alt)\u001b[0m\n\u001b[0;32m 1204\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mz\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprec\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrnd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1205\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1206\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_zeta_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mto_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprec\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrnd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1207\u001b[0m \u001b[1;31m# Negative: use the reflection formula\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1208\u001b[0m \u001b[1;31m# Borwein only proves the accuracy bound for x >= 1/2. However, based on\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_zeta_int\u001b[1;34m(s, prec, rnd)\u001b[0m\n\u001b[0;32m 1140\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1141\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_neg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfhalf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1142\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_div\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmpf_bernoulli\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m 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precisions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_bernoulli_huge\u001b[1;34m(n, prec, rnd)\u001b[0m\n\u001b[0;32m 479\u001b[0m \u001b[0mpiprec\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwp\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 480\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_gamma_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 481\u001b[1;33m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmpf_zeta_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 482\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmpf_pow_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmpf_pi\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpiprec\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 483\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_shift\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] } ], "source": [ "# Given an amp, sigmax, and sigmay, it will output the atom number of the fit\n", "print(amp,sigmax)\n", - "print(\"You have\",int(atomnumber(amp[0],sigmax[0],sigmay[0])),\"atoms in this image\")\n", - "print(\"You have\",int(atomnumber_taylor(amp[0],sigmax[0],sigmay[0])),\"atoms in this image\")" + "# print(\"You have\",int(atomnumber(amp,sigmax,sigmay)),\"atoms in this image\")\n", + "# print(\"You have\",int(atomnumber_taylor(amp,sigmax,sigmay)),\"atoms in this image\")" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 5, "metadata": { "scrolled": false }, @@ -211,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -241,20 +218,20 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Temperature (uK) is : 87.03000709201798 \n", - "Error in Temperature fit is : 11.127097406062417\n" + "Temperature (uK) is : 163.39529000850618 \n", + "Error in Temperature fit is : 9.283705838304062\n" ] }, { "data": { - "image/png": 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\n", 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0a8118V5t3/Y6GzrbGN9ZlZbJ3eMTyckt4O3bO9Gr5bk3KBensE3BswopPDSEf1/f4Yy/s2zo7BJcF9+k0icBY4x/fLtmF499uoK6Naoz8cFLaNUgwmvXKvye8vaP2KBPCsYYc6ZUlfcWbuXf32ygY3Qk792RQFREda9f1xc/YgMyKahq0DbQVubqQGMqg7wCF3+dtZZJS3bQv0NDXrk5jrDQ8mtQ9reASwphYWHs37+funXrBl1iUFX2799PWFjFGnXRmEBxKCeP4ROXs3DTPh74w4WMuKJ1uTco+1vAJYXo6GjS0tI41wfbKquwsDCio6P9HYYxASf1wDHuHr+MrXuP8uINHbilSzN/h+QVAZcUQkNDiY2N9XcYxpgAkrT9AMMmJJFX4GL8XV3p2aKev0PyGn8MiGeMMZXGzBXp3Dp2CSIQFhrC7e8v8dq4QxVBwJUUjDGmPLhcyqvf/8qbczdzYVQN0g9mk5PvAn4bdwgIuC7tVlIwxpiTZOcW8NAny3lz7mZuTogmO7egKCEU7eOFcYcqAksKxhjjYc+hHG4Z+wvfrNnFs/3b8OINF7MzK6fYfct73KGKwKqPjDHGsSY9i3snJJKVncfYIQn0bdcAcI8vlF5MAijvcYcqAispGGMMMNuZFAdg6v3dixIC+GbwzIrCSgrGmKCmqrz741Ze/HYDFzepzXt3JFC/1okPgPpq3KGKwJKCMSZo5ea7+POM1UxNSuPqixvx8k0dTztkRbAMnmlJwRgTlA4czeX+j5NYuu0Aj1zWkscuaxlwQ1acDUsKxpigs3nPEe4ev4ydWTm8PiiOgXGBXwIoK0sKxpigsnDTXh6cuJzqVavwyb3d6Nz8fH+HVKFYUjDGBI2PFm/nb7PW0iKqJuOGJhB9/nn+DqnCsaRgjAl4+QUuXvhqPR/+nEKfNvV549Z4ala3r7/ieP05BREJEZEVIvKls/yhiGwTkWTnFeesFxF5Q0Q2i8gqEenk7diMMYHvUE4ed49P5MOfU7j7d7G8d0eCJYQS+OK/zKPAeqCWx7oRqvrZSftdBbR0XpcA7zjvxhhzVjznQPjXHztw2yWBOQdCefJqSUFEooGrgffLsPtAYIK6LQYiRaSRN+MzxgSuxJQDDHzrJ3Zl5TD+rq6WEMrI29VHrwF/Alwnrf+nU0X0qogUznbdBEj12CfNWXcCERkmIokikhiss6sZY0o2Y0Uat723hNrhocwY3jOgJ8Upb15LCiIyANijqkknbRoJtAG6AHWApwsPKeY0p8xCr6pjVTVBVROioqLKM2RjTCXncimjZ2/k8U9X0rn5+cx4sAcXRtX0d1iVijfbFHoC14pIfyAMqCUiH6vq7c724yLyAfCUs5wGNPU4PhrI8GJ8xpgAkp1bwJNTk/l69S4GdWnK8wMvolpVG/PzTHntv5iqjlTVaFWNAQYBc1X19sJ2AhER4DpgjXPILOAOpxdSNyBLVXd6Kz5jTODY7TEHwl+ubsu/r+9gCeEs+aNf1kQRicJdXZQM3O+s/xroD2wGjgH/zw+xGWMqmTXpWdwzPpFDOXm8NySByz2GvDZnzidJQVXnA/Odz31Os48Cw30RjzEmMHy7ZhePf5rM+eeF8tn9PWjXuFbpB5kS2RMcxphKR1UZs8A9B0LHppG8d0dn6keElX6gKZUlBWNMpXI8v4Bnp69h2vI0BlzciNElzIFgzpwlBWNMpXHgaC73f5TE0pQDPHpZSx67vCXuPiumvFhSMMZUCpv3HOauDxPZdSiHN26N59qOjf0dUkCypGCMqfB+/HUvwyctp3rVECYP60anZjYHgrdYUjDGVFiqyoc/p/DCV+tpWb8m44Z2oUlkuL/DCmiWFIwxxZq5Ip1RszeSkZlN48hwRvRr7dOJ63PzXTw3cw2fJqbSt10DXr0lzoa89gH7L2yMOcXMFemMnL6a7LwCANIzsxk5fTWATxLDviPHeeDjJJalHOShS1vwRN9WVKliDcq+YM+BG2NOMWr2xqKEUCg7r4BRszd6/dprM7IY+N+fWJWWxZu3xvNUv9aWEHzISgrGmFNkZGaf0fry8s3qnTwxZSW1w91PKHeIru3V65lTWVIwxpyicWQ46cUkgMZeauR1uZQ35m7ite83Ed8skneH/PaEsr/bNoKNVR8ZY04xol9rwk96Sjg8NIQR/VqX+7WO5ebz0CfLee37TVzfqQmf3NvthIQwcvpq0jOzUX5r25i5Ir3c4zBuVlIwxpyi8Je4t3+hp2dmc+/4RDbsOsSf+7flnl6xJzyhXFLbhpUWvMOSgjGmWNfFN/HqF29iygHu+yiJ3HwX44Z24dLW9U/Zx19tG8Gs1OojEekuIm85cyrvFZEdIvK1iAwXEWsFMsacsSnLUrn1vcXUcuZQLi4hwOnbMLzVtmFKSQoi8g1wDzAbuBJoBLQD/oJ7is3PReRabwdpjAkM+QUunv9iHX+atopuF9Rl5oM9aVH/9HMo+7Jtw7iVVn00RFX3nbTuCLDceb0sIvW8EpkxJqBkHcvjoU+Ws3DTPu7qGcuz/dtQNaTkygpftW2Y35SYFE5OCCJSy/MYVT1QTNIwxpgTbN5zhHsnJJJ28Bgv3XAxN3dpWuZjvd22YU5Upi6pInKfiOwGVgFJziuxjMeGiMgKEfnSWY4VkSUisklEPhWRas766s7yZmd7zNnckDGmYpm/cQ9/fPsnDmXnMenebmeUEIzvlfU5haeA9qoao6qxzuuCMh77KLDeY/lF4FVVbQkcBO521t8NHFTVFsCrzn7GmEpKVXl/4Vbu+nAZ0eefx6yHf0eXmDr+DsuUoqxJYQtw7ExPLiLRwNXA+86yAH2Az5xdxgPXOZ8HOss42y8Tm1LJmErpeH4BIz5bxQtfradf+4ZMe6C7DXldSZT1OYWRwM8isgQ4XrhSVR8p5bjXgD8BEc5yXSBTVfOd5TSgsLKwCZDqnDdfRLKc/U9u1xgGDANo1qxZGcM3xvjKnsM53P9REst3ZPLY5S15pE9LG9CuEilrUngXmAusBlxlOUBEBgB7VDVJRP5QuLqYXbUM235boToWGAuQkJBwynZjjP+sSc/i3gmJZB7L453BnbiqQyN/h2TOUFmTQr6qPnGG5+4JXCsi/XE/01ALd8khUkSqOqWFaCDD2T8NaAqkiUhVoDZw4AyvaYzxky9WZjDis5XUrVGdzx7oTvvG9mxrZVTWNoV5IjJMRBqJSJ3CV0kHqOpIVY1W1RhgEDBXVQcD84Abnd3uBD53Ps9ylnG2z1VVKwkYU8G5XMrLczby8CcruKhxbT5/qKclhEqsrCWF25z3kR7rFChrDyRPTwOTReQFYAUwzlk/DvhIRDbjLiEMOotzG2N86OjxfB7/NJk563ZzS0JT/nHdRVSraoMvV2ZlSgqqGnsuF1HV+cB85/NWoGsx++QAN53LdYwxvpN64Bj3Tkjk192H+es17RjaIwbrMFj5lSkpiMgdxa1X1QnlG44xpjJYvHU/D05cTn6Bi/F3daVXyyh/h2TKSVmrj7p4fA4DLsM99pElBWOCzKQlO/i/z9fQvO55vH9nF2Lr1fB3SKYclbX66GHPZWfI7I+8EpExpkLKK3DxwpfrGP/Ldv7QOoo3bo2nVliov8My5exsJ9k5BrQsz0CMMRXXwaO5DJ+0nJ+37GdY7wt4+so2hNgDaQGprG0KX/Dbg2RVcM+pMMVbQRljKo5Nuw9zz4REdmbmMPqmjtzYOdrfIRkvKmtJYbTH53xgu6qmeSEeY0wF8sP63Tw6OZnwaiFMvq8bnZqd7++QjJeVmBRERNRtQWn7lH9oxhh/cbmUN+Zu4rXvN9GhSW3G3tGZRrVtQLtgUFpJYZ6ITAM+V9UdhSudORB+h/sJ5HnAh16L0BjjU4dy8nji02S+X7+HGzpF888/XkTYSVNimsBVWlK4ErgL+EREYoFM3F1SQ4A5uOdFSPZuiMYYX9m0+zD3fZTEjgPHeH5ge4Z0a24PpAWZ0qbjzAHeBt4WkVCgHpCtqpm+CM4Y4zvfrN7JU1NXEl6tKpPu7UbXWJsQJxiVuUuqquYBO70YizHGDwqcAe3enr+F+GaRvDO4Mw1rh/k7LOMnZ/ucgjEmAGQey+WRycn8+OtebrukGX+9ph3Vq1r7QTCzpGBMkFqXcYj7Pk5kd9Zx/nN9BwZ1tZkMzRkkBRFpDrRU1e9FJByoqqqHvReaMcZbPk9O5+lpq4gMr8an93Uj3p4/MI6yPtF8L+55kesAF+KeMW0M7oHxjDGVRH6Bi39/s4Fxi7bRNaYObw3uRFREdX+HZSqQspYUhuOeA2EJgKpuEpH6XovKGFPu9h05zkOTlrN46wGG9ojhz1e3JTTEJsQxJyprUjiuqrmF/ZWdOZTtKWZjKomVqZk88HES+4/m8srNHbm+k41fZIpX1qSwQESeBcJFpC/wIPCF98IyxpSXKYmp/GXmGqJqVmfaAz24qInNn2xOr6xJ4RngbmA1cB/wtaq+V9IBIhIG/AhUd67zmar+VUQ+BH4PZDm7DlXVZHEXQ14H+uMemnuoqi4/w/sxptKbuSKdUbM3kpGZTePIcEb0a8118U3O+Dy5+S7+8eU6Plq8nZ4t6vLmrZ2oU6OaFyI2gaSsSWEwMNkzEYjIAFX9soRjjgN9VPWI8zT0IhH5xtk2QlU/O2n/q3DP0dASuAR4x3k3JmjMXJHOyOmryc4rACA9M5uR01cDnFFi2HMohwcnLidx+0Hu630BI/q1pqq1H5gyKOtfyZvAQhFp67Hu+ZIOcEZXPeIshjqvktohBgITnOMWA5Ei0qiM8RkTEEbN3liUEApl5xUwavbGMp8jafsBBry5iLUZh/jvbfGM7N/WEoIps7L+pWzDPTDeZyJyk7Ou1FGyRCRERJKBPcB3qrrE2fRPEVklIq+KSGF/uCZAqsfhac66k885TEQSRSRx7969ZQzfmMohIzP7jNZ7UlU+XrydQWMXE14thBnDezDg4sblHaIJcGVNCurU7/8eGCYio3GPlFraQQWqGof7uYauInIRMBJoA3TB/dzD087uxSWZU0oWqjpWVRNUNSEqKqqM4RtTOTSOLH7OgtOtL5STV8DT01bxl5lr6NmiHrOG/442DWt5I0QT4MqaFHYCqOo+oB/uL+uLynoRZ1TV+cCVqrrTqSI6DnyA+/kHcJcMmnocFg1klPUaxgSCEf1aE37S3AXhoSGM6Nf6tMdkZGZzy7u/MCUxjYf7tGDcnV2ofV6ot0M1AapMSUFVr/b47FLVEapa4rEiEiUikc7ncOByYENhO4HT2+g6YI1zyCzgDnHrBmSpqo3KaoLKdfFN+Pf1HWgSGY4ATSLD+ff1HU7byLx4636ueXMRW/Ye5d0hnXnyitaEVLH5D8zZK206ztdU9TER+YLiq3KuLeHwRsB4EQnBnXymqOqXIjJXRKJwVxclA/c7+3+NuzvqZtxdUv/fGd+NMQHguvgmpfY0UlX+91MK//p6Pc3rnsfYIQm0qF/TRxGaQFZal9SPnPfRZ3piVV0FxBezvs9p9lfcw2kYY0qQnVvAM9NX8XlyBle0a8DLN3ckIsyqi0z5KG3mtSTnfUHhOhE5H2jqfOkbY3wo9cAx7vsoifW7DvHUFa148A8tqGLVRaYclXWU1PnAtc7+ycBeEVmgqk94MTZjjIcff93LI5NX4HIp/xvahUtb25iUpvyVtfdRbVU9BFwPfKCqnXE3HBtjvExVeWf+FoZ+sJQGEWHMeuh3lhCM15R1mIuqTq+hm4E/ezEeY4yHo8fzGfHZSr5evYurL27ESzdcTI3qNmGi8Z6y/nU9D8wGFqnqMhG5ANjkvbCMMdv2HWXYhES27D3Cs/3bcG+vCygcvt4YbylTUlDVqcBUj+WtwA3eCsqYYDdn7S6enLqSqlWECXddwu9a1vN3SCZIWDnUmAokN9/Fi9+6p8vs0KQ2bw/uRNM65/k7LBNELCkYU0GkHjjGQ5+sYGVqJkN7xDCyfxuqVy11iDFjylVpTzRfr6rTfRWMMcFqztpdPDV1JarwzuBOXNXBRo03/lFaSeEvgCUFY7wkN9/FS99u4H2nuui/t8XTvG4Nf4dlgphVHxnjJ2kHj/HQpBUkp2ZyZ/fmPHt1Wwx6eUMAABXbSURBVKsuMn5XWlJoIyLFDWchuIcrutgLMRkT8L5ft5snp66kwKW8dVsnrr7YqotMxVBaUtgGXOOLQIwJBnkF7uqi9xZuo33jWrx1Wydi6ll1kak4SksKuaq63SeRGBPg0jOzeWjSclbsyGRIt+b8+eq2hIVadZGpWEpLCj/5JApjKoiZK9IZNXsjGZnZNI4MZ0S/1qXObVAWP6zfzRNT3NVF/70t3uZONhVWaUNnP+TMq/wnoB3uiXbWAS/b0Nkm0Mxckc7I6avJzisA3L/sR05fDXDWiSGvwMWo2RsZ++NW2jWqxduDrbrIVGylTak5EJiBe37lu4B7gAXANGebMQFj1OyNRQmhUHZeAaNmbzyr8xXOnTz2x63c3q0Z0x/sYQnBVHilVR89D/RV1RSPdStFZC7wufMyJiBkZGaf0fqSzN3gri7KL1DevDWeazpadZGpHEpLCqEnJQQAVDVFRGz+PxNQGkeGk15MAmgcGV7mc+QVuBg9ZyPvLthKW6e6KNZKB6YSKW2SnTwRaXbyShFpDuSXdKCIhInIUhFZKSJrReTvzvpYEVkiIptE5FMRqeasr+4sb3a2x5zdLRlzdkb0a034Sb2BwkNDGNGvdZmOz8jM5taxi3l3wVYGX9KMGQ/2sIRgKp3SSgp/Bb4XkX8BSbgbmrsAzwBPl3LscaCPqh5xShWLROQb4AngVVWdLCJjgLuBd5z3g6raQkQGAS8Ct5ztjRlzpgobk8+m99G8DXt4YkoyufkuXh8Ux8C4c++xZIw/iKqWvINIR+BJoD3uJ5nXAqNVdWWZLyJyHrAIeAD4Cmioqvki0h34m6r2E5HZzudfRKQqsAuI0hICTEhI0MTExLKGYUy5yy9wMXrOr4xZsIU2DSN4e3AnLoiq6e+wjCmRiCSpakJx20od+8j58r/jLC8cgruE0QJ4C9gCZKpqYdVTGlD4k6oJkOpcM19EsoC6wL6TzjkMGAbQrNkpNVvG+MzOrGwe+WQFy1IOcmvXZvz1mnb2MJqp9EobOntWSdtV9dpSthcAcSISibtra9vidiu8XAnbPM85FhgL7pJCSdc3xlvmb9zDE1NWkpNXYNVFJqCUVlLojvvX+yfAEor/4i6VqmaKyHygGxApIlWd0kI0kOHslgY0BdKc6qPawIGzuZ4x3pJf4OKV737l7fnu6qK3BnfiQqsuMgGktN5HDYFngYuA14G+wD5VXaCqC0o6UESinBICIhIOXA6sB+YBNzq73clvzzrMcpZxts8tqT3BGF/blZXDbe8t4e35W7i1a1NmDu9pCcEEnNKGuSgAvgW+FZHqwK3AfBF5XlXfLOXcjYDxTrtCFWCKqn4pIuuAySLyArACGOfsPw74SEQ24y4hDDrruzKmnC34dS+Pf5pMTl4Br90SVy7jIRlTEZXa0Owkg6txJ4QY4A3KMBubMzZSfDHrtwJdi1mfA9xUasTG+FB+gYtXv/+Vt+ZtoXUDd3VRi/pWOjCBq7SG5vG4q46+Af6uqmt8EpUxFcDuQzk8/MkKlm47wC0JTfnbte0Jr2a9i0xgK62kMAQ4CrQCHhEpamcunHmtlhdjM8ZvfnSqi47lFvDKzR25vlO0v0MyxidKa1MorSHamICSV+Di9e838db8zbSsX5NPB3eiRf0If4dljM+U2qZgTLDYtPswT0xZyer0LG7qHM3zAy+y6iITdCwpmKBX4FL+t2gbo+ZspGb1qoy5vRNXXtTI32EZ4xeWFExQ27H/GE9NXcnSlAP0bdeAf/2xA1ER1f0dljF+Y0nBBCVV5ZOlqbzw1TpCRBh9U0du6NQEj84UxgQlSwom6Ow+lMPT01Yxf+Neeraoy0s3dqTJGUykY0wgs6RggoaqMmtlBv/3+VqO5xfw92vbM6Rbc6pUsdKBMYUsKZigcOBoLs/NXMNXq3cS3yySl2/qaPMeGFMMSwom4P2wfjdPT1tNVnYuI/q15r7eF1A1xB7BMaY4lhRMwDqck8c/vlzHlMQ02jSMYMJdXWnX2B7CN6YklhRMQPp5yz5GTF3FzqxsHvzDhTx6eUuqV7UH0YwpjSUFE1By8gp48dsNfPBTCrH1ajD1/h50bn6+v8MyptKwpGACRnJqJk9MSWbr3qPc2b05T1/VhvOq2Z+4MWfC/sWYCmHminRGzd5IRmY2jSPDGdGvdZknssnNd/Hm3E28PX8LDSKqM/GeS+jZop6XIzYmMFlSMH43c0U6I6evJjuvAID0zGxGTl8NUGpi2LjrME9MSWZtxiFu6BTNX69tR62wUK/HbEygsqRg/G7U7I1FCaFQdl4Bo2ZvPG1SKHAp7y3cyitzfqVWeFXGDunMFe0b+iJcYwKa1zpri0hTEZknIutFZK2IPOqs/5uIpItIsvPq73HMSBHZLCIbRaSft2IzFUtGZvYZrU/Zd5Rb3v2F/3yzgT5t6jP7sd6WEIwpJ94sKeQDT6rqchGJAJJE5Dtn26uqOtpzZxFpBwwC2gONge9FpJWqnvgT0gScxpHhpBeTABqfNB6RqvLxkh3866v1VA0RXr2lI9fF2SB2xpQnr5UUVHWnqi53Ph8G1gMlVRAPBCar6nFV3QZsBrp6Kz5TcYzo15rw0BOfIQgPDWFEv9ZFyzuzsrnjf0t5buYaEmLOZ87jvfljfLQlBGPKmU/aFEQkBogHlgA9gYdE5A4gEXdp4iDuhLHY47A0ikkiIjIMGAbQrFkzr8ZtfKOw3aC43keqyszkdP7v87XkFygvXHcRgy9pZsnAGC/xelIQkZrANOAxVT0kIu8A/wDUeX8ZuAso7l+5nrJCdSwwFiAhIeGU7aZyui6+ySmNyvuPHOfPM9bw7dpdJDQ/n5dv7kjzujX8FKExwcGrSUFEQnEnhImqOh1AVXd7bH8P+NJZTAOaehweDWR4Mz5Tcc1Zu4tnZ6zmUHY+I69qwz29LiDEhrg2xuu8lhTEXb4fB6xX1Vc81jdS1Z3O4h+BNc7nWcAkEXkFd0NzS2Cpt+IzFdOhnDz+Pmsd05an0b5xLSbeE0frhhH+DsuYoOHNkkJPYAiwWkSSnXXPAreKSBzuqqEU4D4AVV0rIlOAdbh7Lg23nkfBZf7GPTw7fTW7Dx/nkT4teKhPS6pVtSGujfElryUFVV1E8e0EX5dwzD+Bf3orJlMxbd17hH9+tZ4fNuzhgqgaTHugB3FNI/0dljFByZ5oNn6TlZ3HGz9sYvzPKYSHhvBs/zbc2SPGhrg2xo8sKRifyy9wMXlZKq989ysHj+UyqEtTnujbmqiI6v4OzZigZ0nB+NRPm/fxjy/XsWHXYS6JrcP/XdOO9o1r+zssY4zDkoLxiZR9R/nn1+v5bt1uos8P553Bnbjyoob2EJoxFYwlBeNVh3LyeGvuZv730zaqhVThT1e25q6esYSFWruBMRWRJQXjFQUuZUpiKi/P2cj+o7nc2CmaEf1aU79WmL9DM8aUwJJCkDuXGc9OZ/HW/Tz/xTrW7TxEQvPz+WBoVzpEW7uBMZWBJYUgdi4znhUn9cAx/vX1er5Zs4smkeH897Z4ru7QyNoNjKlELCkEsbOZ8aw4R47n89a8zYxbuI2QKsKTfVtxb+8LrN3AmErIkkIQO9MZz07mcimfLU9j1OyN7D18nOvjm/CnK9vQsLa1GxhTWVlSCGJlnfGsOMtSDvD3L9ayJv0QnZpF8t4dCTY0hTEBwJJCEBvRr/UJbQpw6oxnJ0s7eIx/f7OBr1btpFHtMF4fFMe1HRtbu4ExAcKSQhAracazkx09ns+YBVsY++NWRODRy1py3+8v4Lxq9idkTCCxf9FBrrgZzzy5XMqMFem8NHsDuw8dZ2BcY56+sk2ZqpiMMZWPJQVzWknbD/L8l+tYmZpJx+javD24M52bn+/vsIwxXmRJwZwiIzObF7/dwOfJGdSPqM7LN3Xkj/FNqGLTYRoT8CwpmCLZuQW8++MWxizYgio83KcF9//+QmpUtz8TY4KF/Ws3uFzKF6sy+M83G9iZlcPVFzdi5FVtiD7/PH+HZozxMa8lBRFpCkwAGgIuYKyqvi4idYBPgRjcczTfrKoHxd2n8XWgP3AMGKqqy70Vn4E9h3OYmpjG5GU7SD2QzUVNavH6oHi6xtbxd2jGGD/xZkkhH3hSVZeLSASQJCLfAUOBH1T1PyLyDPAM8DRwFdDSeV0CvOO8m3LkcikLN+/jkyU7+H79bvJdSrcL6jCiXxsGdGhk7QbGBDmvJQVV3QnsdD4fFpH1QBNgIPAHZ7fxwHzcSWEgMEFVFVgsIpEi0sg5jzlHuw/lMGVZKpOXpZKemU2dGtW4+3ex3NKlKRdE1fR3eMaYCsInbQoiEgPEA0uABoVf9Kq6U0TqO7s1AVI9Dktz1p2QFERkGDAMoFmzZl6Nu7IrcCk//rqXSUt3MHfDHgpcSs8WdRnZvw192zWgelUbsM4YcyKvJwURqQlMAx5T1UMlDIdQ3AY9ZYXqWGAsQEJCwinbjbtL6ZTEVKYsSyUjK4d6Natxb68LGNSlKTH1avg7PGNMBebVpCAiobgTwkRVne6s3l1YLSQijYA9zvo0oKnH4dFAhjfjCyT5BS7mb9zLJ0t3MG/jHlwKvVrW47kB7bisbQOqVa3i7xCNMZWAN3sfCTAOWK+qr3hsmgXcCfzHef/cY/1DIjIZdwNzlrUnlC49M5tPl7lLBbsO5RAVUZ0H/nAhg7o0o2kd61JqjDkz3iwp9ASGAKtFJNlZ9yzuZDBFRO4GdgA3Odu+xt0ddTPuLqn/z4uxVQhnOxVmXoGLuRv28MnSHSz4dS8Av28Vxd8HtqdPm/qEhlipwBhzdrzZ+2gRxbcTAFxWzP4KDPdWPBXN2UyFmXrgmLtUkJjKnsPHaVCrOg9f2oKbuzS1B82MMeXCnmj2k7JOhZlX4OL7dbuZtHQHizbvQ4BLW9dnUNdmXNo6iqpWKjDGlCNLCn5S2lSY2/cfZfKyVKYmprHvyHEa1Q7j0ctacnNCUxu22hjjNZYU/OR0U2FGnhfK7e8vYdHmfYRUEfq0qc9tXZvRu1UUIfa0sTHGyywp+ElxU2ECHDyWx7Z9R3mybytuSmhKw9phforQGBOMLCn4UG6+i9SDx0jZd5R9R44T3yySxJSD5Ba4ALi4SW2euKIVvVpaqcAY4x+WFMpZgUtJP5jN1n1HSNl3lJT9x9i27yjb9h0lPTObAtdvD2HXDg+lXeNa9G3XgJs6R1O/lpUKjDH+ZUnhLLhcys5DOaQ4X/aF79v2HyX1wDHyCn774q9RLYSYejW4OLo2A+MaE1O3BrFRNYitW4Pza1Tz410YY8ypgjIplOWhMVVl7+Hj7i/9/UfZ6nz5p+w7Rsr+oxzPdxXtW71qFWLr1aBV/QiuaNeQ2HrnEVuvJjH1ziOqZnVKGO/JGGMqlKBLCsU9NPanz1axdNsB6tSoxrb9hV/+Rzma+1sjcGiI0KzOecTWq0GvlvWKfu3H1KtBw1phNg+BMSYgBF1SKO6hsdwCF5OW7iCkihB9fjgxdWvQJaYOsfXcX/qxdWvQODLMHhQzxgS8oEsKp3toDGD981faaKLGmKAWdN+Ap3sauElkuCUEY0zQC7pvwRH9WhMeeuKMY+GhIYzo19pPERljTMURdNVHhb2MzmbIamOMCXRBlxTAnRgsCRhjzKmCrvrIGGPM6VlSMMYYU8SSgjHGmCKWFIwxxhSxpGCMMaaIqGrpe1VQIrIX2H4Op6gH7CuncCqLYLvnYLtfsHsOBud6v81VNaq4DZU6KZwrEUlU1QR/x+FLwXbPwXa/YPccDLx5v1Z9ZIwxpoglBWOMMUWCPSmM9XcAfhBs9xxs9wt2z8HAa/cb1G0KxhhjThTsJQVjjDEeLCkYY4wpEpRJQUSuFJGNIrJZRJ7xdzy+ICL/E5E9IrLG37H4gog0FZF5IrJeRNaKyKP+jsnbRCRMRJaKyErnnv/u75h8QURCRGSFiHzp71h8QURSRGS1iCSLSGK5nz/Y2hREJAT4FegLpAHLgFtVdZ1fA/MyEekNHAEmqOpF/o7H20SkEdBIVZeLSASQBFwXyP+fRUSAGqp6RERCgUXAo6q62M+heZWIPAEkALVUdYC/4/E2EUkBElTVKw/rBWNJoSuwWVW3qmouMBkY6OeYvE5VfwQO+DsOX1HVnaq63Pl8GFgPBPQkGup2xFkMdV4B/atPRKKBq4H3/R1LoAjGpNAESPVYTiPAvyyCnYjEAPHAEv9G4n1OVUoysAf4TlUD/Z5fA/4EuPwdiA8pMEdEkkRkWHmfPBiTghSzLqB/TQUzEakJTAMeU9VD/o7H21S1QFXjgGigq4gEbFWhiAwA9qhqkr9j8bGeqtoJuAoY7lQNl5tgTAppQFOP5Wggw0+xGC9y6tWnARNVdbq/4/ElVc0E5gNX+jkUb+oJXOvUsU8G+ojIx/4NyftUNcN53wPMwF0lXm6CMSksA1qKSKyIVAMGAbP8HJMpZ06j6zhgvaq+4u94fEFEokQk0vkcDlwObPBvVN6jqiNVNVpVY3D/O56rqrf7OSyvEpEaTscJRKQGcAVQrj0Kgy4pqGo+8BAwG3fj4xRVXevfqLxPRD4BfgFai0iaiNzt75i8rCcwBPevx2Tn1d/fQXlZI2CeiKzC/ePnO1UNim6aQaQBsEhEVgJLga9U9dvyvEDQdUk1xhhzekFXUjDGGHN6lhSMMcYUsaRgjDGmiCUFY4wxRSwpGGOMKVLV3wEY42siUhf4wVlsCBQAe53lY6rawwvXjAeGq+o953ieh4CjqvpB+URmzImsS6oJaiLyN+CIqo728nWmAi+o6spzPM95wE+qGl8+kRlzIqs+MsaDiBxx3v8gIgtEZIqI/Coi/xGRwc58BatF5EJnvygRmSYiy5xXz2LOGQFcXJgQRORvIjJeROY4Y+NfLyIvOef91hmeA+ea60RklYiMBlDVY0CKiJTr0AbGFLKkYMzpdQQeBTrgfjq6lap2xT1M88POPq8Dr6pqF+AGih/COYFThyK4EPeQzwOBj4F5qtoByAauFpE6wB+B9qp6MfCCx7GJQK9zvz1jTmVtCsac3jJV3QkgIluAOc761cClzufLgXbuoZYAqCUiEc4cDoUa8VubRaFvVDVPRFYDIUDhUAWrgRjgSyAHeF9EvnKWC+0B2pzjvRlTLEsKxpzecY/PLo9lF7/926kCdFfV7BLOkw2EFXduVXWJSJ7+1rjnAqqqar5TRXQZ7sHeHgL6OPuEOec0ptxZ9ZEx52YO7i9sAEQkrph91gMtzuSkzjwQtVX1a+AxwPO8rSjnkTGNKWRJwZhz8wiQ4DQGrwPuP3kHVd0A1C4c8riMIoAvnRFPFwCPe2zrCXx/DjEbc1rWJdUYHxCRx4HDqnpOcwk7zzs8oapDyicyY05kJQVjfOMdTmyjOFv1gOfK4TzGFMtKCsYYY4pYScEYY0wRSwrGGGOKWFIwxhhTxJKCMcaYIpYUjDHGFPn/ihCH2GwtDS4AAAAASUVORK5CYII=\n", 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" ] @@ -269,7 +246,7 @@ "# Given mot size (sigma) vs time from an expansion time scan, calculates temperature\n", "# Requires an expansion time scan!\n", "\n", - "sigma_magn_fit_data = np.sqrt(sigmax**2 + sigmay**2)\n", + "sigma_magn_fit_data = sigmax#np.sqrt(sigmax**2 + sigmay**2)\n", "t_fit_data = variable\n", "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", @@ -290,7 +267,559 @@ "T_fit = params[0]\n", "\n", "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", - "plt.scatter(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data point 29 failed. Averaging nearest neighbors.\n", + "Temperature (uK) is : 244.0715467855561 \n", + "Error in Temperature fit is : 6.105591445704815\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#No PG cooling\n", + "expansionrun = '05072021_H15M25S0MS736_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index)))\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('MOT size vs Time')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data point 4 failed. Averaging nearest neighbors.\n", + "Temperature (uK) is : 0.8229468336184403 \n", + "Error in Temperature fit is : 101.43919773878835\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#1ms PG cooling, 0.5ms delay\n", + "expansionrun = '05072021_H15M58S39MS907_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index)))\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('MOT size vs Time')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Temperature (uK) is : 647.4935812878825 \n", + "Error in Temperature fit is : 142.75393418476492\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "#1ms PG cooling, 0.25ms delay\n", + "expansionrun = '05072021_H16M7S38MS257_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,6)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('MOT size vs Time')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Without PG cooling,Temperature (uK) is : 434.0490738403144 \n", + "Error in Temperature fit is : 21.57696739383637\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "With PG cooling, Temperature (uK) is : 1059.6234907690716 \n", + "Error in Temperature fit is : 112.19831571416928\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#No PG cooling, 0.25ms delay\n", + "expansionrun = '05072021_H16M14S14MS523_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,5)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('Without PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Without PG cooling,Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "#######################################################\n", + "\n", + "#0.5ms PG cooling, 0.25ms delay\n", + "expansionrun = '05072021_H16M11S40MS535_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,5)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('With PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('With PG cooling, Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data point 5 failed. Averaging nearest neighbors.\n", + "Without PG cooling,Temperature (uK) is : 460.73341854138044 \n", + "Error in Temperature fit is : 103.52312519082894\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "With PG cooling, Temperature (uK) is : -160.65635262527096 \n", + "Error in Temperature fit is : 48.374576391594054\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#No PG cooling, 0.5ms delay\n", + "expansionrun = '05072021_H16M56S33MS208_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index))+1)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('Without PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('Without PG cooling,Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "#######################################################\n", + "\n", + "#0.5ms PG cooling, 0.5ms delay\n", + "expansionrun = '05072021_H16M58S9MS434_ExpansionTime' # Make sure units of self.variable are us !!!\n", + "\n", + "filename = expansionrun #'02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "\n", + "path = r'//?/S:/flir_images/binaries/'\n", + "file = np.load(path+filename+'.npz')\n", + "\n", + "index = file['index']\n", + "variable = file['variable']\n", + "transmission = file['transmission']\n", + "amp = file['amp']\n", + "amperror = file['amperror']\n", + "sigmax = file['sigmax']\n", + "sigmaxerror = file['sigmaxerror']\n", + "sigmay = file['sigmay']\n", + "sigmayerror = file['sigmayerror']\n", + "\n", + "ran = range(0,int(max(index))+1)\n", + "\n", + "# Fix units\n", + "variable = variable * us # Careful here!\n", + "sigmax = sigmax * binpixel\n", + "sigmaxerror = sigmaxerror * binpixel\n", + "sigmay = sigmay * binpixel\n", + "sigmayerror = sigmayerror * binpixel\n", + "\n", + "sigma_magn_fit_data = sigmax[ran]#np.sqrt(sigmax**2 + sigmay**2)\n", + "t_fit_data = variable[ran]\n", + "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", + " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " else:\n", + " pass\n", + " \n", + "plt.xlabel('Time (ms)')\n", + "plt.ylabel('MOT size (um)')\n", + "plt.title('With PG cooling')\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "\n", + "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", + "T_fit = params[0]\n", + "\n", + "print('With PG cooling, Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", + "plt.plot(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", "plt.legend()\n", "plt.show()" ] diff --git a/custom_2dgaussianfit/twoDGaussianTesting.ipynb b/custom_2dgaussianfit/twoDGaussianTesting.ipynb index 3d3aa28..f3abe9b 100644 --- a/custom_2dgaussianfit/twoDGaussianTesting.ipynb +++ b/custom_2dgaussianfit/twoDGaussianTesting.ipynb @@ -476,7 +476,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.4" } }, "nbformat": 4,