diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index fef481b9..c1f2b5a1 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -90,7 +90,7 @@ "outputs": [ { "data": { - "image/png": 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7cWrfiGnqeBTTCaQrVPVuVf0fwGrTrh8BHlXVD6qqA7wJeLGIPKe2/6eAt6nqFVW9ijEffxo29WX7bVW1VfXDwMOYvmw9E/tCIoUj00e57fgoRyenkFTGpHZEStUN8Pxg2x8mXs0qVhyKdkC5XDZLsFFU91OJCGtraywXXZbXC3hBRLW4SjVMs7yySqEa4jgOsHUWi2f0WLjE5xTfbPGrlekWhQGlqmseiCCgULYJgoBMJsORHORyufrNDRtCKX5ARISx7IYTOAhqGkcQtgwJiDUrxGhWpYqN6/ksreZ58uIcc0Ubt7iMr8Z/5vitnbZBEGC7Pq7n1x86OzDntd0kUa1WWS6YcT2nytmL8/iuXV+FCoKAQK36uI2areMZgWIJGxqIWKRTFqPZVFtzRkTq1zBjGX+h77nYvhL6bn2Vzw9Cqq7x8cQCN4ggm81yYjLD6Oho3U0QTzrtYtzigN6K4xtNKIqQyDcCLvCJMCvIsZbUSiONFxyqjreh1Q0ofWonTu0VTMePk8C7geep6g2dPt8lz8f0UgNAVSvAOTZ6q23az+a+awPtyxar54LRXmaOTJmZt5ZXlrWiugreSvtoJI6aHRvJkhGjUVQqlfo+S6BqO1xaKrI8d4nVkk21Uia0Mqwsz7NStCkXVzc0C93q/IRaNLeGRgOo+SHiG6fZJxB/1g+M+aKBW39IgjCiVLEJJFv3IcVCqfHmt227rsVUPCPQMukUUWgeqJS1OWgy1qjESuG5Dr7vs1qoUC6XmV8psLy8yMrKGlhps6Ik1hYfXTyeFxghHwuNVCpFWqJN16aR+AEPw5DltQKlqo/v2iwsr3FmdpnZy1cpV526gBlNa910bRwb2CQE4nOLNcVG4dn4f0s2BFsQGoGQTqcJ3Cp+JNiu8UmlCeqaiOvXvltNOxkfH8f3/bqQjqIIrDQTOauuNTUSRRHZtDHvJPJZKxRZr/gsrORZKzpUq9VNZlirzyMWGvq4oeB5u4+N64btamr/LnAP8P8Cn1fVy30/A9NbrVk6NPZWa+69VgAman6kdn3Zrm81kKq+B9O2m7vuumtbXTO+edaLFe69/yGsdI4TehTfc/HIGvXcymBZ5qGwUum2uUaxc9Z1bBShatuopJjxzRJ1pFAul3l69ir3fs1j+hSM+GXKEYynLa4srnP0GDiOw/j4OKKbV/fMv0a1jyRN5NnI2FTdQWtZ1FX9+kqPRnXzxSkXWB9Nk0lXCSOjIeRGx8mFVbLZ8bowi2d/EXNzlj3IOUaQpQhJp7P4tZUcz/eZHPMJ1GK0dgPHoQChb7NWCQjsIkurBXKMML+8yvlZJTMOC0tLXHvyGJl0iiDcEC5BYISUJZDLpOrCKoz8ekyR7Zpo+mwmXQ+wjLU5NEJDn0qQQoI8VnqG0ZEc6SDACS3W1wtcOzOKWCkzdhCQTqfr318tC1WzKuaHCoSMZNNYIkQqNbMpVx/TDZRs7f31xYwgYK1QZmpyHNexyZc9ZiYdUpKjGhqtZzRyGM2Om3F8n3Qmi2UZf1MQZYk0gGyqbgLGju7GPLg46n0kFaFRyHrJpuz5RG6ZdDpNqVzCC45huz6ZdArLGtl0b4hIvcpELpcjjBwihZLtM5JxOFK7LvH91w8B1VEgqepzOu3vE9v1VmvefwQoq6qKyED7sokIge9x5swZfvdr8KPXuEyMV402EbkEkmUiq4xk04iV6pj8qqqUyhU+8dn7+JaXfqOJBclm6jNh7Bx/6IzLE8DoIlxdhOkMHB9zqfhgr0K5UuXo0aN1U6x5iVlEqJQKkBlj1HVMtYBaLJBHilEJ6zE2kYIAnlNlqehQca+ythAydvwmRnJZAs+m6sOEZ3LLIqx60isYU24i4zA6MlZX533f+FUmchaOlSadsqhWPRjP1c9PNMLKZCBysF2fUrWMHMtx9gmfs2Wj3s4VK8xcWWByfBQ/qpkmUYQbKCkxQoLY0er72F5ILuPjBcbBm05tdaQHXoUIi7FchiweK17AylqeQn6dggPF/Col0pTsY4TiMD6aM0Iu1kQRNDKrf9lMmpT4+JERgCJCShSVFL7voyO5mjnlI5LCccwCSCqVwvdcSq6SS1eNo7lapVjOMDI2QQ6fIPRRaxwwpl1ImjDw66ueWdfjyORE/b6KTb3A90ilRjdML8sihY9YabyaSZhSpWx7iJXF9gMcu0qowvTkGEEYkUmn6vdGSjDmXKhITVvVKMB3bapuirFRY9bHmnM/ko07lR/5RRHpGFsuIjkR+cWezsD0UHtxwzHHgdvZ6K22aT+b+64NtC+b53nc//BZ3vV5Dw+4tAB2tUrFdql6EWuFslGdI902OFJEePSRh/nIQyFnH/06kcJE1jh3Hc/4oS5dXWDOM97/y8BXgLM+FMsQ2VBY2/yDx07MWNWOooiq7bBaCQmcMlEUUXJCbMetmzaN5l0ceuD6IXalyPv+cY3f/3iB1fnzqCqrZZ9LVxcplsqUnQDP8zZVzgwCE6LgeR4Vp2Z6VR1Ktl9f+nY9n9WiXTf7SqWSucFFGB8x5tDSWoFHHj3PB8sm2G12GZYXAubXCxRLZaq2WRlKpVJkUlKPnG9c8WsMoYid641xRJ7nUbCNDy8IAkrlCufmljk3O8cXTi/w+EWYX3GYXywTeA624xqtIfYp1Vbx8qWqEXqOcYhXKhUqtkuh4qIYM96PBNfz67FMQRBQtj1W8ua7pDNZJrPGh1R1A/LrqwRqIaFxPPuRkMYI3Ww2S1rMb1R2ApZXVlkrObiu8fmJiNH4qja2F9bju+JrIiJ4rmOCeV2PDBFPzK+RX1nEdoO6hpyWyFxXWsew+b4JPalUbQLSLK+ub1qd285l0S2dfEjXAOdE5N0i8uMi8hIReXbt39eKyLuBpzA+pW2RNn3ZMKkoLxCRV9f2/xbwkKo+UfvoXwK/LCLXi8h1wK9g2h6hA+7LNj8/zzv/fqku3W46AstVn0qlQrZW0qFRGGyXZpHL5Vi0IV8JeOLCIvNrFeO0dT2IAsbHRuvOsni95CLw1afg0yswl4d8Pg+Y5fiia5yztmdihuISJa7rEmGhUlvCT8mmiOlGn1Lge+TLDg88EPB14HHgk/dUcFyPailPoeJSKNtoFJJOWVsqZ8a+Ggvz0KREGc+l6o71KAxYXcsThiGVSoWHn56vr55lMhlcu8LnHoLPPbBxndaB+SI8dXGdpeUVSs6Gk1eorRr5xn+STllk08ZJnslkjFM5la77OWLSaRNwmkkJvu9TqPosLQfMzhZ44DJ8DVhcNte9UCwxO7+OYxvfThAYk8txHIpOZFYBSw6FQoHVkotjV+u+xtHR0XomfeywB7OiurxWwHE9PM8jl8tRLBbJF4o8ejGgUipgeyFzq2XyhWJ9IaD+wCOEnk2x6lEslfECIyB932elUKVQNUIpRlVxPZ9iucr8aonLc4tcWlzGrhQ5/ajDcsXG923GRrLkLBNu4LgmBMDxAhPOEI8bGEE8v27j+BEjWmWt5NUXWGL6UeK5rcmmqr8uIv8Zs6L1b4AXAtO1++Uh4P8Dfl1Vm1fN2tGyL5uqvklEXg28A/jvGMXgxxre925M37aHa3+/t7YtZmB92WzbpuE54akiTLrguB6jQUQURxPXkm8hqq+WNRPPREvAahFcWebkdI4gmGJhtcTRqQnuu/dpWkUZxX3Fp8CssGAevrHAJpcbIV+qkkmnyKoRONm0WXkJfZflgs1INs1YzsdKpclkMuSyRjOJKxg4foTd4M/MjML6+jpVH6qVAnBsY1UsUkQ2tCzPqeJmJ+pO+ZBJsiklH0S4no9tB+Sd0ERhBwELRY+ThQLHpieJooizZ2c3XeMU5od01mEuBXNrJZ47NcX4yKTxX5SrqKTIpi1UwPMDk27ihhw9MkYum2Es6xKohe8b30gqZcwoN0pBEOC7Plcuz/GZSxBgKg0C3LcA3zxivsfVUok7rp8iOzJGKpsl9DzSmSxedY28HeHa6xyfynF1fonsDdeRzdhYk8cIKnncMI4pUvLVgIkRn2Ihz0rRIXCuMDZxBIuIK6s2F5+Y48ISrK8vcur4DGHgY4daT7h1Pb/ueyxVXYJA0bTxCRVKFSbHcvihMpnVTaEAQWC07krVplB2ePLcJT73dbhxBp4uwPPyMDYTC58UVPKcOj6DoFQdo42mUuamCCKzYDCWjojCgKIdML+8yp03ztTNUEvMCi+p3gImt/MhrQD/qfbqCVV9E2ZJv9W+TwMt/VVqRO6/r71a7b8IfEev59eK5pWaLwPXXgH7Zo9grQiqjI2NAWxoHx2WfGcvzuEA9z4BL7jd59qTLtVqlUjSBHaRG26bgvPNPvoNTkA9KtjxAhxfiaKqMcciJZNOUa465ItlbMckTz558RK3XncK100TSZqxXJpcNlNfjreIcKplFhrGOToDa5WAhcVl1iplVtbyzExPoa5DqiYQjcZjEoG9IGJiJI3t+Lh2hSibq2sV2WyWEfEZHR0lnU5z3eQS4xOTOF5AqWIzv7D5O4aYQLdLEcwsmcjtSNImctq1Wa/4TGR9RrPjFCsOFdtlvVghCCOumRnj/OwVjh8/jutUcLMzqOMzmjMCfDyjLK/kmVsp8vEzMNt0fR8FXhaA4wUsr5YolqscPXYcz/PwNUUY2MzMzCCs4aSMdnd5ucBENoPKNQgrLJd8ysUi0+M3MzqSYzRjHN3LFWV16SqPrUPgL/LS5x9lbmGNNc88hEGYYn6tQuC5ZEfGsdSYU2UnIPKNGVxyQkZTHmGQolwuUwpz3KgmvMIXNat0teteqrr1mKNzT5zlvjNm+Xl23cza5y7BLRORWemMXCJJ47s2YyNTCL6ZgGiIBheth1fML60SWrWAYT8iXTMN/VBJp6Ithf52wjA71x44Jicnt2z7SAm+YWWVlTW44YYRrj0+SRRNUqwak+aIZbX8QaIoYuLIKGBjAU+egxfeWmBs7HZG7AJOaPG5L7QXRgAKHJmcqAfK5YtljkyMoVFIJmuW2lfzJZZW1hkdy+JX1vnwPxX4+R8awZo6hh+49ZkXjHArlSpcurLA2YZx/ut5eP6ti+TLDucvK+OpWU4dmyJKjXAUYXJ81PhLMmky6pLLjACwnM8zM5kjlVFEI9ZXF5kZu45A0uahDkJGJqap2C6j2RRPXrjCo1e3fk8AG7MysbJaxnXduknqOjYjmfF6jlxaInzXxguFp54+xx9/eI5XvvQiJ665hdst4dTJE6QsY6YtrBY58+Qc5y9WN2lljXz9Ctx0vMjsIuTLrolNGh3HCj0kk8VyipRtj6W1IlHgsVyIuOOkQ6VSwYoyzC+uc9+Di1x/aoYbrj1JWiJyuTFS6rO+Dn9z3mSnX728xq23waNzxm8yv+oTpVaZmpjAIqzn4wW+R7FUNTFv1SqrJZ+F4iKqEVPTM2QyU7iOTRTliKTKielx0lFEuerguh4PnnmYTz8CWYUi5gXwGQd+Ig+247JUBtctMj42yuiIWUlLWULV8UilUnUf1OzCOuqVsIMUbrlMNjcCoUcqM1oLaegutakTiUDqQKHQWkD8+WlwgdvPO0yPrzI+Pm7MiEyaybFcy8/Yts1i0edazAy1BrzocoUX31nE0zQf+dADfGj7RH6uzC9x8sTxer5WRkLIZEwwne2wsFqkWC0Tao4vfKXKfcA3fXmR7/jOcTzPx3Ecwslxspk0kVfgwtVl7n1E8ZvG+bXPlHn97fDggnHmX3d8npkT13BkLGuWlsXC9XyqnlHVLY1YWFnhOdfPkFKL9fw6H//aEq8dSTOSHq0F/Ck5KwRJUywWOfPUVb7U4jvmAAdzjUsuLK0WmBgfYyyXNrE3YUBIDg2qRFisl32C0GVucZX7QrjtnDJ79QLXvPLFdb9KFEXMXrzA8orDuYUWg9Y4C1y8BJUA3GoeN7wRv1IlnU5TrpRYK1R4+KkLqAUpN6Jqw9xakaOhRerUSc4/ucgXF+Dljz/C1MRLmc+75NJmAimWjUB4pPaaOm9iVI4C0+dh8ojN9MQ4tm0qSliWRblcZjHvcOJIlpGMxajlUshD5ajD9JTRjP0QZjIRQeCbBQrXp1C28ewyVxeVe122/L4FYG4Vio7iVwtIZgz1bZAjOJ5L1orwNI3lmkBeu5gp2IEAACAASURBVJhnrVBidb1K5EPuGCwvL5MduRlcl9GRXD06vpeVtv1V4XufceJE60D0JUzng3ng4uVlbNfHtu2OTr10Ok1gB9yAEUhjwFjObI/cMh/twhO3CLgNyZ+eH5gAyNCo7a4fUq2UyWbSWNFG+Y5LC/CVM+f5p69d5spyEccxqzTLRZcLF69wroXjqgz88TnzgH4JWFtfZjQjZNMWERZhUCvxoSYOZ21tjcfn4cLlq8ytVvjqV6/woXm4enWOo5MZQhWWCzbFUhnLspibm+OPHoNKi+/pYh6gU0A6gmLFfK5cqVKwQ5N/ZldxQ2EkFTGWsyiUClyegxFgZQ0+fBkef+gMbqCUqi5PPX2O93/eIV/a0BJaUQUcD7QEVnqEcrkMQOi7xkmcX6PkRizNRYQC1QL87WlYL5eoFla48fosV4FcdgQvhGrV+M7ypSoPLm0eK57u1oC8CxKGVG2bq0WHK1eumAJ9QUQYOPhOhQvz65xfqHB1FZbX8xSrZtne9kx+5WrJRJ2rKoViidWCubrNwijm0QL4lTVGxibJiEtAGsdxzIqdr3iug+sbZ3zRBa9c5fxVcH2wl2FsfAINXLCMXrOT4nHt2FZDqgUg3grMqur2NR0OEY1Z7o1Ua/+eA8pqNKnUyCQjDbWgm7l06RJvfmTj7yVAFBy/Fj7QxfmcA8qVYj29IAz8epqGaEgxv85SqYpddln04J6axvUx4GOPmf+/4oVL5HK3GKdosYTjmQdiOz5/L9x2h1lJFNfB9hX1Tb6b69hIKkN11Wgil69e5W01B82XH4DJE0WuPzFFfm2Fsm8xml/hntP5juMVMS1unpiDML3M+EgWOTGDpQHlqsNKvozthYznUqytrvCP9wXcW/vsldBE2hZt44MSzbCwuMTTwPTi9rPwStlc69m5RcanjiFSwfECLl1dwvM88qvw1BycuWJWYADe9ZWQV92+xvqsWak7/XCFFzzXI5c2fpgPfGJpU7pBM6sY53HVrlJYDyhMjFIqFggiWF1bJ/LHWVjOIyFkU6AKge+SSh0hbQWkJIWqZ0IJKmUWVws8fWGdTk/sU8CKA6WlOaanRlldW2dyNGNiqVzzm1qWEHgOc/MLPHgWHvTh2jK86Daz8DE9PU1aIlQtk05jbV/7qhPbCqRaAOLDbEROJzQQODA5lsMJAzy/fULnz/zZU1u2fflh+IZnz3PmiYWuIjkVePJsiVe8zDgwi2WH0miKlYKN4zisl2yWVx0uX4SrntHgmvnKVwu85BtNhvrXH3mauQXoLBoMVg48u4zqVM089AicCgurq4ShT2gXmfPh8rzD157Y+FxuAh44O8exsRQeOcrFBXJMcKaD2QTmoZ4D3BJ4F+DGU3muOTFD1opYKznMLS6jGpBKZShV3E3prLF/6PJ5WH1BAdf1mJocZxSHSODRbVamv45xrrsOZPHwPcgXbZ66vMjMuEUpD18FZho+swB87Rw8fxwIQMZgYXmN0DrC6dMP8Pltru8icHkRxsYDfB9Cp0qgM6zl81xZLVMplZnPw9E0ZAQKZZhbusqJqREuXl7iwUXIjsGtJ4+QtyM++4V17g82Kim2I79UpWKBt2oj1io3XnOMjIZUvDRB6DCeUS7PrXD6UY/P+saUXgBuXgPHD8nn84xkjuKHSrFc5dSxqcEKpBoPAs8GntjujYeJbmIqBKi6AesVn7IdcN0Jd0v+ExgzrZl7gW86s8B/frr7c3r4otHIfD+kWK5wrpqn5CqqEeq7XDgHXwnbaz2nlyFfdrh8/iwffRge63LcggsLq+tcc/J4LcPcZ229zKW5CuOjaSynwizwsSc2P6iPLcP8Mtx53SpV28EOU3z1zBJf7XLcVeCrVfguzyYKPNaLFXzXZrVY4ci4URVKRa3HhDRydwVS956nCrzkWuMo/2QXYTKrmJykyIKnLi8yMXGEoJpnvgBrqxH3VY0Z1GSBcRnwK3AncM0MjE1O460skO+8VgEYB/76OpTykJ4G33PIr6/iuT4rK5CbhgtzsJqBog+LKzA2CTjneNvDEK8H3/L4E6ApPl6z2LeR+ywVaiadD1HaZr1QwotM3aXpmaNUbZe5tSoPFtmkxX8sD99ZrFL113ji7JPcetP1FF2L6YmRljl13dLtJz8HfEJMHaPLsFEsRlX/rM1nDjzdlFFdXcHU0HFDMg25Pc1cw9abwwPeuwNhBPBp4BeWlwmzUzx1YYHJqQxpAkJfKeTh/g7CCEwA4HqhhGRGeWwHJdFngbNXC9xyaoVqYDE2kmX28lWWynBTscCRjFBFebzpc7FJ86efqXLzUciFER/s4gFtZB04PxuxtvwkTI1SXLKxI0iFIWOjEfNrWxMawZh9T14yPqnKZZMd3i1lYH4eMtmqWdEazWKXKqwXW/u9wAiyVcwktVaA808/ySMLVZ7sMm/gfNVoZicqcCkbcLW4gjrwwALkQhMvddY3Gu31wEQJMl/fEEYAi5dhudC9Z+WeRbgOE49VCeHlt5e5su5je1UsDcmNjHDxsikT20gIXF0ssLRc4INL8N0T53n+8+GOG2YYHx/vevxmuhVI34o5p29v2q401Tc6TIyMjGz7nvsL8NL1dTK5cU6O5drGYNxI69lqh88mAJcvX+HYqYj5IkjoMzMtPH4Jnl7dOmu34i1//ijP21F5PTgPfPJxeO6pBUoyymhQZn4tZHUJvFssVtY7dzkJgU+tGS1lN5y+DCdOwok5m0sVWI/g1qMwlVLu6SCBFWNetam31pGHlmFqOmRyVLl0dZ3ZvAnc3O43U+ALT0HGqvLOs/ANXY5XwpjZAXCjA8dHYPaCiZ5PLcOVhvdexfjCzjYd46OXYSdz3AWMALWA0TKs5Iu4LlxZdElJgYlshUq19WfvedQIwwrwP8vw3KD3XLauBJKqfmdPoxxQRkdHuQ7jy2jH08CVqw7X32BxZDTd0lwDeNE4fK3d1LpDPvRF+PHvc7myCIU03BEoF1aN76Mb7gXu7bTU1IangYcedpi8xiGThkefNg9fKojQbe7DRzrv3hYbqCzBddfDeskI3uyaOW4ns+SLuxzPwoyRL8LoSJXHnjamQbcpAA8CD9ekRbe/yxWMMFoB5pZhLAMXakp6q3CtVlPADhVuwEw2zwXsEHy1mMhZZC1YXXOYvuFo2wWXLwM/KNSF/ezX4eiPHN3FGWzQtfdJRI6JyOtE5Fdrf18nIv2oh7RvsSyLW7t43z3n4OzVKquFSlszr42c2hV3TIKkMlyJ4HEPLi/B/f07fEe+ugqeD8UVeELNuItVeEuvEmcbHsOYbrZr4pQWMaVFzw1ovIiaibRofGDrNdVuJ4/bzvqmGC36Woy56ASwsLYhAAfdb+wcRojOzlbx/JDHZ+Gxq/DgmTXu6/C5jzZonp8L4fTp0z2dR1cCSUS+HaMd/gQm+RXgDuBPehp9n+O6Lk928b4HAGw61tYe7WNLzePHoVRYZxUza19oo1IPgoeAfBkKjtEcbeC9T+zeFNsJFeCJFeMH638159bMAvmSSXJeprsQid1yFSMIXeBJ4FK5tWY0CLza69FZmJ21mffhchEuduMDqLHARq7lbulWQ/pD4EdV9XvZEPxfAV7W0+j7nGq12vWN/96rcGX+UtvWMk43gUZdMjVl8q0qmAfzof4delsUKORNlG9Md+0re+cCfaorswMWgFJls/9mUBxlw2FewQj5YQneGD+C5YoRwE9jFlG65WXAqVOnehq/W6f2LaoaN4WMr5G3g88fSLLZ7I5C2f/0noB//k2llqsMudYZJbvi8mWYX9u7GNWvVKGPFuiOGJbwa+Te7d/SF5Ywzn8wwbfNK1vD4GmgsL4R/LsTXngzPS35Q/ca0mMi8sqmbf8CWoZ/HBpEZEcC6UngscdaR/YcO9aXUwKMcPvIsKfOBpYY/sy9lwxLCDbfa12kNvadq2ytgtAtI+neBVK3n/4V4O9F5OPAaK0426uAH+xp9H1OKpVihu2DyxqZnW3tTTmyw2X2Tjw2t/cCYYhuq2cM43QXNT9odutAd93e2yJ1pQCo6pfZKA37Zxht8mWq+rWeRq8hIuWmVygif1zbd4uIaNP+NzZ8VqRDI8lesG27qxyzRtpNENU+PsH7IYdnPzw4h40+uhn3hKrXXTBxJ7rSkERkqtYT7a09jdYGVZ1oGGscs6r7waa3Tatqq2/b2EhSgU9hQive1et5eZ7H4g4/0yYfly5azXfNrTfROhcl4UBz0AVSqbK1ueZO6dZFsiAiD4rIH4rID4tIHz0iW3gNxk3xhe3eWKNtI8leyeVyrfspdeCmm1p7rycmWm7eFW3KNCUccPp4i+wJ6fQAu440MYPxI+WBXwRmReRhEXlHT6O35qeAv9StxuisiFwRkT8X0347plMjyU3stFGk7/s7XumYmppqub2fGlI//VF7zV6t1u1HOiff7H/iLse90K0PyVHVf8KYbL+PKbJ/E0ab6RsichMmX+4vGjavAC/FVFJ4CcaF8tcN+zs1ktyEqr5HVe9S1bvaFV9rJJ1O79hfE9fYbub66/unVF4aRLvOPaJd8bBnIgd9oSCIWncM3gndRmr/gYjchyk/8q8xkebfoqrX9DT6Vn4S+KKq1hUTVS2r6mlVDVR1EXgD8D0iEusJbRtJ9noypvfWBhamImEn2pW9LZX60rsSgBsPUcJO/5sxJ+wVa/ZGe/jd0q3J9gZM04s/Af4IeI+qdltKZyf8JJu1o1bEgia+lzs1kuwJ3/e3ZHZv53hsV5yq19KejbSxCg8kfcyoOfD0lpa69xT6kDze7VMyDbwOY+b+Jsaf8ykR+c3eT8EgIv8MU+blg03bXy4id4qIVXOmvx34nKrGsqJtI8leGR8fp9Gw60YZbVcLppcaMY0IMD3dl0PtC7Yv8HLw6dj+uYED70PK0lMLJOjehxSo6n3AezCNGu/GpK68seMHd8ZPAXerarNtcxvwCUy5mEcwAayvbdj/bkzZ6Idr+z/O5kaSPbGTlY9j0Lb8SK/OvvpxgKNHpw/8ikzMXiXADLO7RXOkd7uxD3oe1smp9j7Ubuk2DuntGGfzHZiqD/dgHNqtutjsClX9uTbb3w+8v8PnOjaS7IVcLlef3UYwauICJqK2lXaaxuS/taJXZ1/MCKYKwV6kFQyCvRJIYxjn417Q7k446P40N2rfGKNbuhXKa8C/Be5T1YMev9U15XK5Xo9mmo0ytO1M5WtpH6kat9PplaOYSpYp7EOxQrVXKTDDTNJtqGHWkb1IHO4nxybbT8jd0m3FyDeBWZYXkeuBq6p66GOFgyCoX6BTbNRdGaG9c7tVt1swaSh9OSdMBHncTPGgM0F7AT9Ihvnwp+iuWNtB15C8aEiR2iJyjYh8HlOd4G7gaRG5p+ZEPrTkcjmmgeMYx1Vcq6qdIEjRXvD4fn+Mkzi+Yabjuw4OOQ5/cGS32V1ZDva1WFw2k2UvdOvbexcmAnpGVa/FPA8P0od8sf1MJpNhEnORPIzAAeNDakVI7zb0dozUzmsnHTT2M0WeecGR7VYW1znY18J0de9NpHbrQ/o24FpV9QFUtSIi/57hVdjcE4IgYAmjEc2w4YBtp1pXaf+D9Cv/LIWJID/IM2kjz8SqATeztVsI7I0w6ta/1RV+7wKpWw1pHXhe07Y7OeT309LSEpcxs3iJjdWRdgLpOto79dq4lnaMA+TzeQ5ROtszjl00fOmanYqD3qKGNnP8mt5Xk7vVkN4KfFpE3ocpKHcz8Hr6G4e075iensa0/quZY7XtR6Bl62uL9oFhbp/W6ceB6667juiQ1B/ptEBwWBjDPPjxPdMuIi1L7872nWpZvVUv2kzKGlK2v6r+KfCjGP/uq2r/vlZV39PT6PucMAxb+o3a1QkIab/s33tmnSGNybHbD0Xa+sFhF0YpTM5V48zfLqi1H7fIXmYV5bJDaBQpItOYaOmv1TL+nzGEYVj3G7n0lubQRRPcrshg8uKG0XYooXdCjObTqCC3i2XO0LsfaS9LZR2dGbCGJCLfj3FcnwauiMgzqoNto4Z0DRvqbTu1+tTR9n2pxsZ6CxiLcTGOw+2LpxwMYs2zn76M7WjULgeVrhFrQUItdqxhX7si+lUO9rJ/vjD4mtpvBn4Nc31/C/h/ehrtgDE1NVW/YatsZGO3neEy7WeIbn+o7R6QkM2a20EnDooc5vdp/CUGFYwYm6Lp2qtxmmoXCDrKwV72nxwdfBuk21T1HapaBd4JPKun0Q4Y5XK57oAUzM0yAZxs8/5q1D4wstsfajsnY4QRegc9M7yZYUYpNwqEPrbL20T8OypbH7J2ZUauB57d47jD1DSbyeQGX6Ctvr9WYP+gJyTviMnJyfoFKGEEkUPri2YBYbV9HEavM0dMiEmune/L0YZLmvaCZ5g5bY0a7qCdwHGt5cZFkXaTTp7Wq7c7YaeOgd5y8zfTjzLN2z0lYyJyT8Pfk01/o6qv6P009ieNYfBjmGCsgI0UkkYiTLZzu9D5fhVoi0MLTrKzfnH7gX4uMfdCow67g9b1u2IZI/Qay9O202Iser9GO40u6WdOXz/yx7cTSP+m6e/39T5ka0Tkc8A3s/GbXFXVO2v7vhtjMt4EfAX4aVWdre0T4A+An2k4x1/rVwnb2KYP2Vhla6eURkF7wdNrFnRMiBFIh6hGG6MYDWlYIQDjbGgig/bZ5DAT2QgbAZHthIYy/Iz/fprKo1MDLj+iqtuVk+03b1DV9zZuqHUYuRsjcD6GcbT/HUZ4wQD7smUymfpDkmJDELV7cDpFzbvbREbm6G52CzFa2GoX792PpNjqwLYxfpVhCaT+VTffngAjjBoFTTuhU4aewzlG2FmzgL4KZG94qSN7yY8Aj6rqB2u1mN4EvFhEnlPbP7C+bJ7n1R8ej40buZWGNAKMdijjuJ0PKR5nu58z4mBrSO3cDGsDHLM5iHTQ1TYbtQ4P85s1PmjtHrp+xJbtZQmTUIfUdWSI/L6IrIjIvSLyHbVtm/quqWoF0/Xk+a3208e+bHFtlzjsv5MNGAKT2falarcr7RnbqdvNWCXMj35Ylv1j+lNxvDXNGsOgVtZiGoXCOEbQ5Nh42Np9134Y9a38U8OqWz6WG1JN7SHxa5iI8Osxtbs/JiK3s7XvGrW/44lvYH3ZstksaYywWaF9QBvUNJcOSlA+35885DywurrKQWzN1kr7i8X0IAVs87iD9hs16ggpTFBtjo0JrZ2A6If/qFXibj9X0jpxbGak58WbfSOQVPUrqlpSVbfmu7oX+Jds7bsGm/NbB9aXTUQ2zVqdZrAQyEj7GaJdJclmtluGHscEbLaLhdrPtNIMqrXtg/QfNd/kg8y2b2aCDY0sviGH/dB1cgP0y8QTIPS9wWpIIvLTIvK3bfa9X0T+VU+jd0Yx33NT3zURGQduZ6P32sD6smUymfoPFhdpa0cK0HT7VYZuVx+2y0VygSNHjgzc7BgE7QTBoEvY7mVH2BxmImv0Dw27Y0wn7bNf8V+K0QwHXcL2/wTe0mbfHwA/39PoNURkWkReKSIjIpIWkZ8AXgH8I/AR4AUi8moRGcGksDykqk/UPj6wvmxBENR9O9u56iappQm0cV6PdMiu3cksZQELCwsHssHifooujwX6oK9jhJmsrKZtw2RoGmEU9WyybReH9CxVfbDVDlU9IyJ39DT6Bhngd4HnYAT6E8APqepZABF5NfAO4L9j4pB+rOGz78b4nh6u/f1e+tSXTUTqWtF2tWq2W7J3nPZGyU5mqQzG/Fs/NI2QDEcYrikVX71BV03IYzrWNBoy/Q47aKwS0KpiwLBimyr24Au0pUTkqKpuWZUVkaP0KXVGVZeBl3bY/2mMsGq1b2B92WzbRjBfcgZY7PDeSUAy7esh9St1JIMZ4xB10waMH2mYAmmYlDFm6ShGAPbbqR4LIWsAx94JV+YHb7J9CfjXbfa9Hrivp9H3OSMjI4xhfvDtfDYFIHDaC55+tUEq0V7oHVSyDC5Ycbul9EEviY9hHrIMGw9bv8eMfWTRLo7dz0J/xRAqld48gttN278DfEZEbgI+DMxj+iG+GhN8+F09jX4ACDCzznaX2QKmOqgtJg6p9/JZAUboddLW9ivtzF6Pwc3sHp0Lnw3a8J2ovRqDIweVP2ex89XKfk4EGe09RaqjhqSqXwW+B/hG4DMY385nan+/UlVP9zT6PseyLFIYVXu7mSQDRG770Pl+aTV5TG2lg1j6tZMvY5DZ/p2E3aCrDMQm/wgbD9s1Ax5zr4jCIZSwVdX7gH8uIqMYV8q6qtoAImKp6n5aPOkrjuPUC2xdB1zs8N4MEKbaZ/v3q1/bOFAqlfa07s1B4wTt66APmhk2ctni32xQ6R17/SCOjA0xdURVbVWdU1VbRF4oIv8JuNLT6PuckZERyhi1/tw2710FfL99ZcheA8ZiKsDExETSBmkH9KEqxq7xMPdPgQ1N7bA+NGINvoTtxmAiJ0Tkl0TkAeDrwF3AL/U0+j7Htm3GMTPadmp2Gih0WCbqNHNcu4NzmsD86HsZ7HeQyAKnOuwfZDLqMeDa7EbGf7ysMSjtdi8Ta8FkKvS6mtzx0yKSAf5XjAP7lcDTwPsxfdn+d1UddH2rPeXIkSNEzJNle9s2wBRoa2eadZo5dmLMjWB8W4ctuXZQCEZLiZfcmxmkDykCSp65N1YaxhrUGmlzd5OY9ADH3DR+H7KDt9OQFjFBhmeBb1bV56nqmxl+Hak9oVwuU8Y4krtxIqe1vVP7yJH2RtbKDs6pQu+xHoedETa0BRcjCPYiUGIdY56dwwjD+FcbVB5iq6jzIwyvV1u+NPg4pIcwgaYvB14qIjM9jXbAKJXMomhEdze0lWuvIVWr/TGybGB8fPyZVdx8h/hs1nwy7F3x+zJGODb++oMyrdrVkxhWsOT4xIB9SKr6HZhE1k8C/w5YEJGPYRZ7DnILqa5odER3E9bol1vnrEVRRLnan4X6NLCysjLUqocHjeY5Wti7DrmtivwP6lxaBUWWGZ45E1bb1wPrlm2d2qo6q6pvVtU7gO/GBEdGwBkReWtPo+9zGs2sbm4iO2yvCU1MbOR49zJbx4GRV3s4xjONvVoOT7PRpaYxsHZQ9YlaaUIRw3N2pzNDXGUDUNUvqurPYhadfgF4YU+j73Ma0z26uannC62TaC3Lwmo4QvMMvlPzq1I5XIm1g2avlv3jvmElNqewDEpDaifohmXe71kJW1V1VPX9qvp9PY2+z2kMg+/GPq3QfobolO0fsLMfYnJy9NAl1w6SvRTfDrXGDJhZvJ+5Y820M82GVRAul+m93de+qRi5H2nsFNJNY8ZJWufyRFGEF3SeOXYyr1y+bPchK+6Zw3HMhBKvyAwzXudaNgqyhZgVoksDGuvmNtuPt9neb7xU54m3GxKB1IFGB3U3IRZ5Wmf1W5ZFLtO/dZ5OSbwJrWmslTPMLrk2G6ZUGqNFD6La5+2YJf7mu2yM4dXUzkQDTq4dFiKSE5H3icisiJRE5EER+b7avltEREWk3PB6Y8NnRUTeIiKrtddbWxX43w2NCbHdrFScpb2GtLreP52meFgLBw2IY2wWDMPEY0MA2gyusoFTO3azf7LK4Dscxxpgye49iXxfCCTM5HEZ+HZMHNcbgQ+IyC0N75lW1Yna680N2xsbRb4I+AHg5/pxUu0SZduhwMWLF7dsj6KIySljMAi9Oxm77BeQUGMF86CWGJ6DNyYufwIbnWkHsRIU0tpZPsrga3jHArfiHhKBpKoVVX2Tql5U1UhV/x64ALyki48PrFHkbpYwx8e39tZIpVJkLHMspXeVfW2QXRUPIXdg8tlOYPx8Nw1x7JnamMKGn3AQJmNjZ+VGMm2295NYBGWiIcQh7QUicgp4Npu7h8yKyBUR+fNae+2YgTWK3E3JkFarDCLC2KjxR42xtafTTunRb/iMI40RCouYrPth9rSzMUIhFkI5BmeytdJNinTuJ9gPnlX797obB586MnRqCb1/DfxFrbPICqbe9s0YjWmytj9mYI0ir7lm56W0WpUZUVWqtpEiVUypkl4434cn6tCH2TewhFmUiCs3DmvVCcwDFq+qTdb+HoQLMGDwDQtakWWj1vy5pw7Zsr+IWMBfYUztNwCoallVT6tqoKqLte3fIyKxojGwRpGLizsvFNsqUjsMQ/xoQz72Gsp/xy09HoC9LQa/F0yysVI6rNbSYAR/XP7kFINzrI+yNxnvHhuxVWF6537XZvaNQKppNO/D/G6vVtV2z0wsaOInfGCNIndTVG16errlcVYW1/txSgD0GAz7jGMFCGSjvvWgG1M2sgTM1f5fxZhWg8hDrLI3DTEF4+wFmM0frjikPwGeC7wqLpELICIvF5E7RcQSkWPA24HPqWpspg2sUWQflKz6caw+pps/OajIukNMKEY7mcCUIx4Wc2wIwLOY1bBBpLJU2JuI9MYnZJrODVG7YV9UsRCRmzFL9S6mokC86+cwZv/vYcrIFIFPAa9t+PjAGkXupvpdsUWQkGVZTIyl6NzUuHt69UE90zgFlCNz8yww2PSN7QgYzKpX8521XWPTQZCj98DIfSGQVHWWzhH97+/w2YE1itxNfGVcQ6kRVeXEyVNsKO+9kaz674wyxkyKr/5eNkioYgTkoNtY7YU/6TyHy2TbdzTmsnXLDTfcsGWbiBAG/XMjtyvEldCaiM1TwV6sRjWyL7SAATBK740iE4HUgd34kNqVsC2X++c5uL1vR3pm0Kwt7LVAOqzFY0Jgssc0gkQgdWA3YfBLS637HvSzDvZhbaMzKJqNiL3uTLGTGuoHiYhDkjqyX9mdQNpqUEVRBFb/FPVnRIeFPtKY6Z8wOC6T+JAGytQu6ny0ihGyLItSoX9RIomGtDMy9Gt9M6ETHr03s0gEUgeWl3euXI+Pt04dST+TcjX2GXvVRvuZxnXA2FhvseiJQOrALhbZWmb7mKSlpAAACllJREFUiwiZdHKp94puqn0m7I7G6TdD4tQeKCdP7jwvv12R8+PHh5nSmZAwHBpN4RWG3HXkmcZuEgXb/SC9xmf0k1YdThMSeiVNIpAGym5W2RYWtgoeVWX20v4RSHsdh5NwOAmA2dneqi8lAqkDo6M71yXybcKoWxQBSEg4VGRpnamwExKB1IHdaEjtHOHj44mhlHC4eWl2d5N4I4lA6kC7NJBOHDvWevvycmIoJRxuKt4hLGG7nzh7dufFRj/zyNZtURTx4Jmt2xMSDhOr7C4hvZFDIZBE5KiIfEREKrXebj/ej+MWdtFK7b4W24Ig4KvD7E6YkLAHBPQeGHlYKiG8ExO5fgr4BuDjInJGVXsqZbu6i0poraKN0uk0F3s5kYSEA8AsybI/IjIOvBp4Y60hwBeB/wm8rtdjf3kXpf1a5ZmtrBzW/O6EhA1KwKOP9lbOXvpVN3qvEJFvBL6kqqMN2/4d8O2q+qqm9/4sptMtwJ2YMseNHKepOkR65rrbdnI+wfrc+ZY7UulM+sjJG1t+xnVJ76DBXrA+d36n59WPcftFMu7hHDNyyuuRU02hwXYz8M2q2rIP2WEw2Zr7slH7e0tSjaq+B3hPuwOJyGlVvau/p7c9InLaryTjJuMe7DHjcXt5hg68ycbWvmzU/h5Et5mEhIQBchgE0pNAWkTuaNjWt95sCQkJw+PACyRVrQB3A/9RRMZF5FuBH8R0wN0pbc25AZOMm4x7GMbsedwD79QGE4cE/Bnwv2Dis/6Dqv7N3p5VQkLCTjkUAikhIeFwcOBNtoSEhMNDIpASEhL2DYlASkhI2Dc8YwSSiBxp+L8McdzUsMesjTfW8P9hft+jIpLeg3GfKyLXDHNcEfnnIvKSYYzVNO53ichrRGSoz6+IvEJE/ouI3DqoMQ69QBKR60Xkk8DdIvIBEbl+iOP+IfC/AeiQVg9E5CYR+TDwlyLyPhGZGsbYInKjiPw98NfA34nIDUP8zq/FxJ29DgZ/rWvf9R+BDwBDqwVaE/YfBz6M6Tq0tcXNYMa9UUQ+AfwT8EvAzuvydMmhFki1xNu/BS5iLuQM8F+BHxjwuK8CPgn8JPCdIvKs2vaBztwi8nrgy5jE63cC3wi8b9Bji8h/AO4HLgA/BdwK/JfavmHcY3cCjwO3ici31cYdyPcVkd8AngCeVtVrVfUzgxinDa8HCqo6o6pvV9VS7ZwG+du+B3gEk/eZAT4PvKrjh3rgUAsk4A5M66jfqJUi+WFgDvhREbl9gONOYx7I1wEnge+Fwc7cNTPpWZiqB7+sqp8Fvh/4IRG5bsBagwv8oKr+gqouYYTTSRERVd1FzYTuaBB2K8DXMBrD94jIhKrqgB7UlwGfV9Wfr53DK2oaxMgAxqpT+67fCnyi9vdrReT/FpEXAQMZW0SyQB74BlX9JWAM81sPTDM7VAJJREZr/8a1Zx3gmzC1o1DVMvB+TFLxawYwbra26W7gQ6r6cYwp8S0i8vLae/r2kDSMm1bVABOd/tGGcxkDvk6fOx81jBunk79dVe8TkeeLyEMYM/UB4MdF5KYBjJsGaBB2dwJ/CfwDph7Wt9T29yyEG8aMH/pfAW4XkTeJyP3AO4AP8f+3d64hWlRhHP897q6orWF3WhaVbsZqkogJJrX5wSAQkuhi2IfatrAPEZVreGFB6ptmEHRlsaCsCErIgrKLmRiBUNQSa3mhQsoUAmO32mV9+vCcccftXd195/LONs8fDvNeZuZ3zpkzzznPuczAdhGp+DSHhNxoAXwj0AwcFZFXgA3AjcBWYHUG3AZV7VfVDlU9HL73An3A/LBP6vbjf2GQROQ8EXkdeB9AVQdCZv0I7AbWxnb/AjgAXCUil6TM7Q+tgl5Vjd4/8hpWg90sIlNSukmGcyOD26Oqx0Mc+jEXFeCXpMwRuP+EbfQg5QuBLao6DViPtUg7khqlkdIbuyH+BGYD27G03i4iL4ktI0qL+Xcw/AewCudhbJnEtZibOhVYFboJqlaltIpInaqeAA4CzwAnVLVFVe8ENgGLRaQ1Ze5A7D9h6J2QO4CW0ApNvfU77g1ScL3eBGYATSLSHv6KbvxtQKuItMCpWnM3Vrv8kQH3tDxV1R5gF1Zwb6qWdzauhNG8wIzSfgvwQzBOeXA/V9Wt4XMv8HyIQ9WPuTkTN3ZDTAe+VNW/gAuwvrtZwHdpMhm6tusxF/VFLLt7MMNwB+bSVKVRcDdjraSZMS9gb/i/4vOFknCja6umKK8HsSdsZOImjnuDFLQNeBBrPj8mIpNCJg5ixqcbeDq2fw/2zKSk77euxB2Mau6Ye/YG1s+xSETWhdq7KUNuZCQWMuTCtYlIp8SmA6TNjRS7WX7HHi2ctJyNxI04h4HNIvINcCnwLnAEu3nTZPYHQzgI7An7Rca2F7vGSUfdKnGj1sr3mFs+j2CAVPUnzDU/kgG3UlneBSzCXMj0O9RVdVwF4GqsdXNR+F4PNIbPzcAnwKZhx1yBNeXfBtqxfpUuYEIW3ErnBTqBk8BvwPIsuYBg7+37AHgI+Bj4FViWdXqBhrBtwUb8not+y4ArIXQGVlv4fQHwLDAz47TWxY7/CtiYVVmOXduGUH73ABux90p8GJ0j4/QK1qG9F7g/jfv5P3HL4qSZRNRGy17GWjafYsO8yyrssxwb5p81rNBcA6zBRinW58CdEEId1oc1AKzOgxu28zEDeBwbecsjvZOw2nMH5g6vy5obfm8CJudYpiZgBn8u8F44fm0O3IlhOxNYgXVor8kpvdFC/GkhzQvTvL9P8bM4aSYRtYv/GeZm1WPG5RBww7D9zseate/EfpsYz/C8ucASYGqO3AbsDSxPEGq+nLj1WA26Mu/0hu2oW7wppbURaMs5rfGyLHnncZT2sXDHFMesTpxK5OxRtFGN/wBwKF7wsL6ZLuCy2DF1wBxsuH0L1l90d424K2vA3Q/cVSPuiqJf3zKltZbcakOuBmYMmXgl5hfvwIZyZwCLCaNVsf3mAvuAW4cdfz02oetn4F7nOrdMaa0lN2ko3CibiLRh/u3XQAc2l2YD1sQ8CiyN9lXVb7Gh3XvCsXVir0XaCXSp6nQNw9DOLS+3TGmtJTcV5WX5xmDZnwTaY9+bsXkPTZjP+xawJPb/MqxpOSV8Pwc417nOLWNaa8lNIxTxvWwvECaXhaUJfdgM1cnYsP3lwCMiclBtDsYC4CNV7YNTE/Kc69xaM8vITa5aWMFRWvlomHEe1qSMRqzmYD5xNzYX4xiw1LnOLSKzjNwkoYgtJOC05Q+twH4Nyx9UtVtEbsMyebaqvupc5xaVWUZuEhXWIMWm6F/H0CMXVmFrlJ5S1X3Y6IBznVtYZhm5SVRYg6S2jqYem6R1sYjsxmao3qeqx5zr3PHALCM3kWrtM54pYMs9TmLrsB53rnPHI7OM3KrjW+sInCUzJwKPApOc69zxyiwjt9rgb651uVyFUeFmartcrvLKDZLL5SqM3CC5XK7CyA2Sy+UqjNwguVyuwsgNksvlKozcILlcrsLIDZLL5SqM/gX+06W/pShQzwAAAABJRU5ErkJggg==\n", + "image/png": 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3XGjEbMUPFcf1jN2FmgcwlTZMtYX6U1efo4ggNEzJdV3Ktsda0SZf8SiWq7h+WL93jcfG99H1/K33L4yo2MbG2LxwxAuS64c4jkO+VGWt6OK4Xt1onrbYYmPsZJi2iEw8Wi0kYJjGa+gtUVaA52NaCL0M+KeYhNljbG/I2Baq+ona+W4FrmvY9UPACVX9WG3/24FVEblFVb8JvB5jp9oANkTkT4A3ALf1cOxAUDVMIgjh8KGDPP3oORYPzBtJIm0mlAqATybT3rYSe6zCSLE0oFD1SYmiVoZMWsimFMUE+11ay1MqVyhUHKYzESouVS/Hyto6hw8dZGHeYXp6eps9wMwnIfQ9fE2hnkd2doa0hgSRIGGIJVvjleIJ67oua4UKs9M5BJeqG3DFQo75bEAul6tfg2ISSmOGFIYhjh8xnU0xnfLIZKYA8D2Xom1UvOlchpxYkDIM29hazNj9IMT2QmzbJkWWUsXhzPllNqoeU7kVwoXr8X0fPxKmYFuEeCyRCYoXKBr6VHxhLghIp9Md0x3K5TIrRRcR4dyFSxxcPIA1N2OYcwiSyhCGIenUpv3G9Xz80DCjIAjqqraEIWKlSIkyk0t3jKAOIyUKA1AINEXg22ZRizx8MkjoUZUc6bS5hpjBBJG5d4tzU7WIfKm7+iuej5/OMh0EZLPZOi2rZjv0/KAuyUjkIcwQhmZee0FEuiYZ1c/bJEXHDgbP85nKprd46IaZFtVxSReRzwLrGOP1qzE9yX4EOKCqL1XV/zKEMTwLUwUAAFWtYOxTzxKRg8DVjftr35/V7dgW19J33zTLssimLUTNSnB44QB+ZDwgKTGrQrlc7urWjY2dsc0ntg84jlPfD+C6Lo+ducDy8gU0rGKRIgzh0vIyK6US6pbIZrNbJaGG72FkvCWpyCWStLHXNKg5rexGglldXS9gKhWRyeawIg/PD6iGaVzX3eJhinSrx8i2bVzXpRpY9RXXSqXR0MfCqDCNBtkwDOs5foHv4XsuKxsl8qUqq+t5VtfXWV5dxY9MKgxstUfFNqvYvhOroRYRmUyGFOaaW9mM6tHzQcBqvkypbHPp4hIPnCtx+uwZbNfHtm0sy2I6I/WXM6aL1FTMRukQo14LtXHpVjti4/eUZe6hHxk1z9IAK5XGcx38SKg6xgzQqF65vmEiKVGy2SwLM9l62ET87LPZLPM52bYgBkFQn8OWZaGhz0apzFrJ5cJqAdtxjTQbBm1tbPF1a+jjhkZ6jaX4sXrTMEmw7wS+oaMrFzIHNHOHAqb32VzD/837uh27Bar6How3kFtvvbUn+TKWjI7d9yDzBw5SrJbZyBcpHjqAFxoJoBplmfddyMy0XSnilzkKTc4ZGlF1POxAmJv2yGSNJ6VQKHDizAaPPA7PvxlyWmRuMUXJj3jwlPK8p9h1z57opqQiKBGG6QRBQEAafBdyM7i+sUcA21JAYkRRRNUu43rmuqq1Jz2d1nqZCdEIaVjxRQTP8yh7kE2HWKqkUxkjvUTxy+WTzXpMT+UAq67SpC2jVq2WPIob61zaKGFFHhfXypw45ZCagmJhHevaK0mlUkRqXsgwrKlEKCnLwsqk6y+lHyrZmsqmqgRRVL9uoO6JmspExl7kKRq6HDh8kNSp83hcwcrqGoFkUYQjBxdAQrK1aHgjhYTG+xVtBkuGkYlkjtR40lzXhZls/b56QUQmVQtEje03UcilfJm5mSl8z2Wj5DCVsQjUIogyZDIeMFVXw9IWWKk0URjgeiZ6OpVKmbwyK0UUOKSm54zkLZuG8YqnzBKQSadwPZ9C2abk+qhTwA1yiG3j+UFN7QuRXLrO6Lfk3alh9LMERJFQqrrM5NJbgibbeQ/7QTcD9n9X1a+PkBFB595n5Yb/m/d1O3ZgqCoPnniI3/5cnnvufYKyE+IGHhkxq1o6k2UhGzE1NVV/Sdq5c23H5e++fAeu65pYD6H+QMPAN4wsleaxx434+fWH4XOPQLEYEtpK0YaL6yt1e0KrALnYoGnbdj2GpVSxqdoOthfW40piKSo2pHuuw4X1Enfee4Kq7RgpLmPGZXshvu/jev42Q2cul2MuEzGVyxKExhYSBGaVPTCTYX4qtWW1FZF6zFG8UruBUiwVSKcsbvvCKsslcKqwlK9w7uIqrusaO4pvzuv7/pYgylgN8QNjaylU/boBuxEigl2tAJDJZLBCh1K5QtXxqLpQyK+TzxewHY+q7VB1PLxg08nQWMrFEupR+LFXzvdrnsDQMOn4PsXM0fMDKuUSbigEnkPRMcZkz/NYL1awXZ/pXIaUGkdCENZitCwxkklkrq/qBnhOlXTKqjs8yh5Gygk27VzpdJo0QY2Zm/gx1/NxKja+pnCrZbwQw6RKlS0SXaO31A9qNiff2CHNwuXgev6W3w+j8GCnekbfEJF/KSLZNvuzYhJp7xxoBKbH2fMazjsLPA1jC9oALjTur30/0e3YAccEGM/Bx/96hYeAzz0KkQd+bUIUnYjVjaLxunRJvxAR7rv3Hv7iWJXjx4+TJkCsFHM5I3XYvsl7u3BpjVNAEbgHeBA4dwHIQNEHzwu3ThTf3zROR4axlKquCRqsef3KTlB3mcfHxSoXUHdRn3vS5t1f9bj9K/cznTHi+Lm1Kqtr61SqNiW79sI1JFz6vk8oGVzXJV92sB0THpCvGq+U64esF6u4nm8Ysm3XGaBlWczP5EhbcClf5cN/+Ti3AV8sQzaC9Q2PSxt5KlXDTNGITEpq8U8+iFWPhG8MUqwbtGueq/h+OY7Dhq11tfLx86s8trLO+SfP8I2T8OiTIRdKZUrrF/ADk46STVHPePcD41UtVd0tDoxqtUrZ9ijbHohF1jKhFbEqEzsp8qUqF/MO1XKRVCbHfFbrTGcjv1JndBXHR6PQeCNTKaayaSwBxwso2T7LK2sUqj6eZ4znERbVctHYz/yoblwOw7BuUgh8j0rVJl+q4gUel9aLlJ0qGVEyKSEUwwTja232rGXTZuEoVWxsx8ULYaNQ2ha1Pig6SUavx0RaL4nI50Xkd0Xkv9b+fg44D7wWY0zuCmnTNw34JPBsEXltbf+vAPc3GKA/APyymN5pt2BaXP95bV+3YwfCE088wSdrz+UBoFyGfNUmDENm0yEqKWzXN0Fy2j7xUkSYm51BS5DPF1haLfLY2YuslxzjTXIdE2ApEc2FowoF+PUHYAN47FxYt+E4rkfBNq7pIAjqmf5haKSIIAKxUmQlMB6TVKoeVCfU7B81ta7qBnxiCS4C7zoJ33z0YVzPp1goslaoUKq6aGSMuXFqTGxLIAq2eNAsy2I6rUbiKVe5tLZuDN2Ow8NnllnLl+rG1Gw2S+hW+PiDcLLmKQ6Ax1bgQh4eOb3CpZVVSk7tJVWtSx+Bb8IqchmTTKxIncGlUqm65zJGNptF/ArpTNbE9tguj56EC8suZwO4/Tw8ccpnqezyxPklquViXcqIbTNBEJAvVVlZXSNfdsgXiobxOlUy6ZSRdqencD2/7m6v2CZMIm3BxsYGFdvFD5VcJkWhWOLSpUucPB9Q2FijXHW4uFbBcZwtUkfdK+rZlG2fcqlUH0+xWKToWVSr1bqNLYbv+1Rsl6WVPE9eXOOJJ5d49CxcWClQ9kIijZiZypLBr0tJfhBu8fbG0uhqvszShoPjeqTDKutlE8IQj3EYqSGdSog8pKr/Ang28EFMouwRoIphEM9S1R9W1ZM90mrZN01VVzBM7V2Yd+4lbE0z+VWMUfoM8GXg3ap6W22M3Y4dCOfOndvy/yPnoFD1qdoOfmg8Y7BZO6ZTFvjVV1/NlTPwxfvgwYcfZunSGssra7iuy0q+Qr7s8Mm/PrftuM8DHnAWWDy0GYqfzaSZSUd142kUBnX1B43IpiAMfJY3KqwXq/i+WdlihlSfbIGJOck10HQcB9d1iaKQYqlMEARkUuaFr5ehUOo2DC+ImE4rFceoULm0US1KpRIFJ8RzHSqVCufXquQLxbpUVrUdPvP585zDSIFgJthpwN6ApQJcXC8xJR5T2TSeH+D6Ib7n1oMNfd+nXHWo2CYGazaXqqsmYRjWmZLjOFSjLK5jU646PPJola+58A8nTETvGeCeZbCLsF6ocG61zEaxQhgaKUnUBG/mS1VOL5fIF8tUHJ/8xjplJyAKPCRlUi28IMLCLAyx2ljIb3Bhvcyjp88QuFXypSoPP7nC8YdWOHsRipUSlaqNqlGJHd/ETZVtE25hOy4VxyRPi5Um8D02CiVCyZBTm9zU9Fa1KQzNcbZNoerzxOnTfPweOLsOD5+CqOoQRhEl2ydf8VjJV3BdF9/3Kdqbkl/s4EilM0yLixdErJY8lpZXsW27PmeGUYm0q2tfVS9imNFAUNW3Y2KGWu37Aqakbat9LqY540/0e+ygmJ6ehob4nn8Arj4H5ZvKVAse01nhyOEckUJaQ2NUbePWzWQy5KvwOFA6Bi98ToHDBw9i2zaBWoRuhflFDKtvg6AKVjprpBnHww8iPN8zpSJSGWZR7GqFtaJNOmUxk0vz2JPnufHoEabTSjnMMjvlMDMzU2NERqyvlAqsNdCZnZ5lvRKwkV/HCTyuvuIg83OzeJ5HNpslZZnAQscLWF4vsTg3hYY+ZQ+mM0WszBSR7zC/cABnbYVcLkc6nebgtDA9lTNu6jBkfSPP+za2XuMqMAWsOWBfMiqwH4mxWdUCEaMoMvFYfpWSE3JpvWSi150CLjlmcmlcxyZtTaOSIpcx9z+y86RTV3PisSf51KrxdDS2Hn4AeKUFVTvAtavGBY/xctqBYcSHF6YJfJ/5rJKv+py/tIrtBszNTJG1q6xslNgoORyanyKXzZBJCbZtc27D4+yZSzx6EbJykgOLV7K6WmCtAuqDRkK+7CJRgB9JLQg0YyTCwKVU9ShWHKayivplvOAKLuYdZlM+AWkTqJrK1g3r+VKVtUKFxbkpzjzyILcdg5NABNxdgfAMHLqiggYuloZUSjZccaAerFqvSKHGO5qiWis74lAuFfAipeqZ5O1IwQshE4ZdKwF0ws6PvAzQKsr0r1bh5kcukJoRrjt6JQTGPV+yfVKWsGBZLXN2giDguqOwtAxzC3DyNFx/1RozM9eTq+S5/+SjtMlAqKNYMStQFJnUiVhVSacscinFcX2W1sqsrK0QunNcuTjNp28v8m++P82BhXk8v4oyV19B/SBkLV9iaXmNRnnuvV+s8HOv3uDiisOj5+GW60ssLsxhuykOzEndqCpqjKJRYJjh2upFZnNHcYsF1tbWODCbI7KmqToe87Mp5uZmCdVEEltTWe74RmvTnoPxTBQ9WL14iRuuvbr2LGq2IStlVNt0jiiwsSslLqzk+fM7irzo27JY4Q04MoOgzE5lSFlpVlfzPL5SZGHK4t4Tq+Tb3OO/ewSunIYrD61xtX0l87ZDOpMlFTlIJsv8lMNjlSrVilIqV3hytYqGDk+/8SpW1/M8caHAXfec46nXHGJmeoqsFZHLTZEi5NyT8Dc2eF+2uXrqDNY8nLxg6G4UKqR8iwPT03WpJIoi7GoFP2Vh2w7FisO5ixuEqYgrDi6gUZaAiHzJYWE6DamIueksKUsoVWwqtsvy+TN8/gHIYhhRjON5+E63QsXxOXV+jWrgc/TwAQ4fOlg3VNtuTerNGKP1E+fXUb/CRsUhCr166g0KGSsYOFctYUYdcNdd5Zbb3/0gvBjlmU9dJpWe4vBiBS+qeYhmci2PsW2bS0VTf+VU0UgAN18sUa1Weejhx/jwXQ7HnM7jydvg2FWsg4v1aF4T3GcM4eWqw0a+yMWVIiXX5+47l/ga8K13rPMt11+FW8vDirQWuxP5PPz4OY49tJXOPcCHPnWRbA6OufDSJ85xYPGgkb6mMkDWpC5EiusGWKlZNHBYWtvg+isX2Fjd4G+/scIrX3CIXGa2bveIwgCN0ti+4tob3Ha8xUUChzEMaRW4UIVzFy4xlb2GbDaL5/nMTlvkpmbwnCqKUHbhjjuKPOxB+I8e18wvYWVmmM1dbxKAEYrFIg89tsrTFlM89GT7e3w/8E9scCouKVG8IMJ2K6TSGYqlIq5jc+rcRaayKbISsbIGQRDx7GKeKLvAifvO8fcX4KUPHOfFL3oRywWX6WwKSwNy04ANX3IhcKkHrMwDZ5bhhusc0rOZuk3QD0IubZSZmcpiacD8VIrQiVj2jX0nl82QSWfIpWxmpzJslB1cb5pIMY6MaoUHHi5wW4tpfBpYKfjGweCYtJD4mTquh5OxcHzDhJjOsFGsUCwXqFaqrORhahEurRdZOLBovIvpzMDu/b3ZZ2VMuKWN8udgXtilIpw9d4ay7VGq2B1tRoVCgVuuh2deZSaCBfiBcdEfmJvuyogAKkXj/gdjrwnUGJSj0KRUFCuOsW0E4Nl2HFvI3QW4496TPHjmLJVyydgwKi6r63lOnMnzgL2d1ueBz7hwCTh5FjbyBTK1TO0gNOqdsVFBNm2xni9y4pzLmfMX+dqxFf7hInz6b9c5tGDirxzHoeQYNTKTEu688z7auWHXMF6OpwC5CIKaW9t1bJbztnlRnQpVL2IqY2GpR96DHMb288EvVvnKfasU1ldw/ZCNQol7Hnqcu05DqVTC7XKfXaCqkC+WKRaLqKTwqkUqjs/K6hqFCqwsh+QyGQp5+MyjUCpXCKp5nnqDcB5jMLe9kFLZxrZtinbIh9bN+ZsF4BKQd8BxfS4Vyqzly6yu56nYrmH4lQKrRYdTZy9ysQzra7CaL1Px1DAdLzBR9CXjNQsC482sVKo4HYpCf+V+CN0K2UyWXEbrpXJKdi2J1veoehEXVjbYKDkUN6qsFSEKICwaYz0agZXeVhBvJ+glHSSFMSK/q2a/uWywuLiAcbRvRxmwKlBVYW2jgJWdYSbnt3wgS0tLvOUvz3M1cFdtWwmYmTLq25nz6z2Np+BDsVjkiiOHTcW+wCVMZXDIoH6JlfUCjz6xzqoN+cdhvsYX7wcuHFOux+Hlz3aYnZuv1/1ZXzFJg53w8RW4dX2dAwcO4HlePVmW0IQL+J55aYp5cGybqm88c98Ejt35MK945YuZyiil/App6wjzpQJ/cVcnirAMTAPnN4Czl5jOZjlycIFKpcolAqq2gxcKVy9mufeei3wVM5krwEYEG0vw3bZrSgVHIadOh6wDjzxWpRvf94HHz8ONRzaQ7CxBsE6+GrC6uobreZw5C0EWCusen6u97O/55DIvej4sPQohcPybJZ75jJDprPHyveu2ix1ppl2IXCiqx2xxjY3ZWRanXXynQsENcewKZdshdCEt4IfKXCYim06zvGEWpygw6S2lUolCqcLJU+sUC+1pHgfybpqLFy9CzjDfdDpd98pO5bLMeB4XCx7Hj5/n0RVYd8xCcfONUCyVufaqK0iLceBkeinb0ukedPuBqoYi8jO0MT7vZ8zOztKOGYExshIoCzNZSp7xSoXh9jovH/zgvTwJNGsH994PL7pljTvbqCvNuAuYm1+oB56VKjaz0xGEJYIInly6xKMX4IGKcS0+veHYldrnnnse4Hte8XLCwOe+4ye5r0hXScEGVtbL3HCNQxjNQeBjexGhUyZfLBEFHqurq6yW4cySz5dWzXGPAHNXZTl/9gmmbriaki8El85xdOEp3NOFZmxQv/uSiQi/+oo8hxfnmcmlsG2bU+cvEQUeleoRQsw1xNdxCXP965dWOLCwwNraGtdcDbPLcMcpYz/phIvATS5EUUAmsnE9YXklz9LqKvNZC9eHEz5c2XDM7YA8DDfWMjKCNOQLRazsDHfddQ8XutA8VYR0CQhgKmVzNHDwgimW10vYnk25GLCch5Wisf2srK+Rm5phcS7Hytoyy2eXKAVw5Xyas6sOd951gS+ub7UTNaMK5C9dpBBAfgWe9RSbxQMLJpDSNnlrVdvl+InH+dKTZoGYw3h2ry2B63qs54scmJ9lrWhz3ZWL9dy4naBXm9EHgJ8G/mDHlPYgusVNXASiqBaQVgmo2D7XH/W2PZCXvvQAf/iZ7UvUyRC+eudZPtfjeCLg7LnzHDm0iOc65PMFNtY8rOwsUeBRrbjcXTGTBuDeFud46CH4tpc4fOOe4/zxN0zMRC8o27C6kefg4gEyKaFYrJhAvktrpK5axLV9TgPlU0ayiPHwQx6fX1vhp3/Q4vyTGxy9dpoPfaT3MLBHgI0N+M7QJ/Rd7FoAZKHssjANEvlUKtuP84Hb7oKb10+xVIQbZo0n8/EeaGaA+TRs2D7VsxeYm1lgY+0S51Yg50XcjZGMV5uOW7Jh1YbrgflZID2Ft7bERr47zSqwugQzM3B+HW662qZaLlKslPBsKDomAPYCZnm85hxEqfPk19L81p1h3SB/cOYJHnocTuS7S7xgGPjFJVgugm2XcZwDLK0UmJ2Z4sDcNJfW8qwXjCdOMImqAF9ah+8uVjh/78M89eoDXCiUueLA88bCjF4MvEVE/gNmga+/par6sh1Tn3DEQV3t8CjgV6HqRbi2TW5mtqUB78iRI2xNrzM4DfxFL29HI81Tl3jG029iaa3Mg48uc+CAcCBn4ohWVzYZUTu8pwivqVRZz/s9MyKAU2dgbmGFKxfnCNTC9kKWly+xXIa5Qh7bMdLMWtNxH6xtmPrkMiWBWyo2H+gQvtAKK8AD97mUq49T9mAG82LeeBXM52xOtFFF7gIyj8O5yASo9YolwPZg6bzN4SMZQn8Fx4f1PGhpM0epGQ83fF9ehcdPPcYDFyvc1kMk3kMYG2K2CNeFcGr+EitVePgJODxnXtRTbErXJ5egUIyYEW+LZ/D4PaacRQv+3BL33w/FyDCblZUN5mfneHJljesPL5CVgELZ44ka0calOQ/c/1CBlQje/9UyV0/DM667wPz8trTQntErM/qT2ueyQlw+oxPufwy+5cY1yExzeDrb0r05MzPT9vhuzKMZ73wAXv0DQrWU58wyPCOtOKHLqVV4sMeTve1PH+ib7mcccI7BVQvrbDg+kVuFEPLr4CzCchezVwW4Q+GOS30SruGBAmw8CjkT9M3xIuSLEDzVbSkBgrHL2dFmQGU/eKIAa2V4wZSPzKY4twxLpa1SXyc8fg6eemWZ33ugt99HGCZXBqQCzwXCKpwMYCZvVMtGNf8uIF2G2abzfJ7eGRHAZyK4BiNtXViDuQNl8iWXuWzRpD2VCmwPxTV44oKRvteBx2z4mdJgKaE9MSNVff9AVPYorrzySowy1h5fBr7jUoGrr7E4sjDVUkwdZpmFELjvvvsoV1zOF0FcuOZqOPNka7WsFfqpiNeILyjc8lABax5OXYSjB8APIbKh0E5cqGHQBMbTwLUeRFNQqhq7BT4UHul83D/skN40cCkE14GKhjy4DI/Rewb23ys82OeNjlOBHGBlGUoFs1gpJiSkGQHb5e2dsINYnZuZB0KPqQwUCi6pnIvl09bg/yCbDMSDgaQi6NG1LwZvFJG/F5H7a9teJiL/aiDqE45SD5w+BD73INx3aoPVQrVl945sNtvVaNoPPM/D8yMuAg+78NgZ+NoQz98Jd1+ArMBaETZW4UQZKin4RBfVq0s8Z1esA/mqic+JAjP5H2PTO9kOO03fPI2xzzx2BpbXjEG8H4kDjCG9HxzERJ9XMaEFFX9TNeqtAtdguO84eBEUC3BmBY5/E04tmXSZVlhm6zWeOPHoQPR79cP9GvBvMfWAbqhtOwf8x4GoTzjaFWVvxjcUoir1xo6tcGSI41pcXGR9w7ygZ4D71DDFceAxoFQ0bvu7bEP/o0OpkdAdK8DZCnx9DLTOYxjQ6QguFcxkHzwvvTPizJiLwPFlODcoB+8Ty8DdD1ZYL5vI8PMleLAPjnrmzGD0e7UZvQF4gaquisgf1rY9Adw0GPnJRj8xE+9dgn9aMAGFrUrQDitAawYjad33pPH6VNj0cIwDRWB1bavtZIdmoL5xBiMRjYvxxih5vduKBsE8m2rWOeDAGGg2Yg2jkj20aryYR+hPIvuWbxmMfq9vW4pNJ0IsOc7R3rGwL9BvjZbbb7/Q0j40PT29JSZlEFSB48cv8I/0rzYMAy5wj2doN5c7GTVsxs+IHsGobONAqel7Z2vl8PEk8MCa8Qoq/auGN954Q/cfdUCvzOizwG+ISA7qRfrfAXx6IOoTjn7bsXy2gIlmbYFhMSOAHpx8I0Wfnvk9j17idUaBMWtpgFHDd4qRlp1twFsxhfELGOmxjGkdtK9tRiYCu3esAKurzaFwJl5pWPYGCzjVT4DQCNBvWECCywMjK67WRKSoqj+IYUDfDjxNVX9Qh9RdVkTKTZ9QRH63tu8pIqJN+9/WcGzHJo+DwPSW6g9nz25/VaempobGjJ4CPLQb+lmCBF2wvj6Y9bInA7aI/DvgdlW9nxEsjKoadwFBROYw6vLHmn62qKqtJNe3s9nk8SrgSyLyUFwNchBUKhX65fWtFocgCBiWZnUI+h5TgsnCIrStp7SXMWg9o17VtFuBT4vIuoh8SkTeKiIvlGFG823itRgHTa/xaq8H3qGqG7USuHGTx4ExMzPDVJ/HPO1p127bFkXR0Ayvs5iI2QR7F61Sr6fHPorhY1xq2o+r6o3At2HaST8b+CKboRHDxOuBD+j2KzsjIudE5M/EtLWmhyaPdeykiaPneV3LTTRiEVpGYFuWNbSgRwe4+vCQTpZgV9DKEjmO0IFRw5Rp3jl6DqQRkZuBVwLfB7wC4/Ucar6aiNwIvBxoTD9ZBV6EUcNeiAnH+FBtX7cmj3Wo6ntU9VZVvfWKK1oF129Hv5w+pHU+m2VZPO36vk7VFg4mhyjB3kWreme74TmbNPRqM1rGhD78L0w5kZ8alvG6CT8GfFVV6xHoqloGjtX+XRaRnwUuiMg8W5s8Og3fRzE2alVD22IKU9GxGVEUdc3d6gdPuYbd8zcnGBgdii/uafSSPtUJvUpGf41h3q8BfhB4lYhsN44Mjh9nq1TUCrG4YvXQ5HEgVKtbI2q6GcgKwNzcXMt93pBCsGcwNZQS7F20iqxuPWv2FsqV6kB2o15tRm9U1VswKtQXgO8ATojIIDFSWyAi3wFcS5MXTUReIiI3i4glIoeB38F49mIRpFOTx4HQHGfUTZQ+DC0TZdPpNAtDslAetODo0eGca7eRw4T2X25oZYfcD6kMVa/3fM5W6Mdm9ALgRzENGP81JiOgW9J0P3g98IkW6t9NmHpRJUzVArc2jhhtmzwOiiiKaMwy6yZez2OSWFvhuuuGMSKTj3bDDa1p7DVcVgXVG/CU3R7AiHDo8GDyXa82ow2MFvIVjMr286o6NKkIQFV/qs32jwAf6XBcxyaPg2BxcRGtGWcsTE2ZTkFWi7Q2ekdRxKUhZbO6kem0sV8w7lyzSUA7c1+Gve1VKxXKA6WE9Jq1/wJVPb1jKnsUxWKxrpo9lR7UtKn2ybXekKyWh46akIMEewNZtkvU7Vo87GVGBDC/MDuQzajXSo+nReTpGPXoWkzC9l+qapc6e3sbjS99ju5qheW2rnYXhmFPRdl7QSYy6SX7IV01TWsG3277XkQ/NjGL0ddMGiUs+iu70+r4rhCRV2Gqld6CKZ9zM/ANEfm/dkx5D2Bubo5FTJBaRGe3PoAsbPfAgVHdykMykKSs1kbyvQiL1pHH+4URQes5067Q3l5mRAAXL1X6LrvTiF7VtP8KvFpVvxRvEJHvAn4PY0Pal8hkMixiZJCAzYnVbgXTNtpTNptloZW83oBeV8XUHFSr+4MZeVye3rQjbG9ztB/guYOVEelVprqO7bliX61t37dQVS5hdPxGeacd0wj81mKq7/usdTHz9LqeTEVw8OB+iEox2A0D9m73dL9ql+mPClEwBjUNuA/4+aZtb61t37c4ffo0VUxcSER3K83MNC1LzooIB7skp/UqIVT2jyNt17Db6tB+lIoArjgqA6lpvTKjnwF+UkSWROROEVkC3gS8eceU9wCModjAhXoZkHYNWeYXWm+3LItSF8mo13rHczODrT4Jxo/m5WkUqQuTgGp1sKz9Xr1pJ0XkGZjCanFm1J2quj+MF23QmPR6BHPRLu0T30ptfLZhGDLTJYik1whcxx68bszljsbC9+PAHJvlLQ7T3RGyV3H40PTobEa1NIyvi0gRkwZyXlX/SlW/ut8ZEWz1Wq2yKRG1YwWabu3pmpqaItdl0eg1cig3173tdoLOGDczaKyJVaF7juNeRS6bHakB+3eBx4EfwcQW/eaOKe1B2PbmtD3CZjeOdkbXw7NbVbst5+m3Slsb+OXWNPY6xllcbJjNEdqh0UTYuHQ4jLe11DhRrFT6bmLRiG5q2rcB16mqIyJfwdQwumywsLAArNT5SCwRtQuAXJw3SbHNsCyL6Sk66mK9pgJ4qcEr6k0ixilmD9aEuTc0SrrNssJ+iqNqxOz09Ei9aVlVdaBeV2j/LckdEL/0DpttUa7GFExqBd9qrUJlMhmkywzc7oNrjcjbnzajcXZfGmeGvAXbqnxe3eJ3gplXe/nJZjKZkeam5UTk1xr+n276H1X9lR1Tn3A0vvQzmIni03oyW4Dlta70KCIsHqRjFfZe7RiODWtre7PU4wztwyPG2fCkUQo7xGjVpnm2r+CtpEDFMKQUO4+92smxiwyvOUAURSPNTfsw0Fgw9S+b/t9/+kIDGpmRi2FCFVpfdATYajLqm/PToiiim815ht5eyPR0nP/WLt1ycjEp2XQLbLbkHrVXrQA0l59q99J4DFYFcidMbJhBIo5tj04yUtX/e8dn7hMicjsmdCBWaM6r6s21ff8a+G8YO/LfAT+hquu1fYeA92Lqc68C/1lVPzyMMTV6xiKMkbXT5I3C9jFAqSE99awVV5Pce8yoHRYwzH5cPsLGwsCjtlWl2b7ItAsL3I2VfZizaGZubvSVHseIn1XVudonZkTPAv4YUx/7KGaB/YOGY34fs6AcBV4H/GHtmIHR6BmYwUyWTrad2UzrCOwwDAm6LBgHexyT57VOxt3LyGHu77gwzsAIC3Ntjd7CVvWMYhPAuDFMY3pKUmOpZ7SbeB3waVX9CkCtm+zJWkH+CNNn7dk1A/tXReSvMYzrPw1KOObyaYwRO0vnCbOw0DpR0LIs3C5GoV49PHZ1/3nTVthu5B0lDjM+uTIA1tj60rd6esPI0ZM25x4XqnZlX0lG/01EVkXka7WqAGB6oNX7oqnqKYwk9K21T9BUV2lofdPiPJsA0+K2E3LAdKa1pyuKIg4sdj6+15SzopcUVxsUo3YJN1ZOz2EYRKNqNqomnL16ZEcBi/aFBfs5x6TgP2LqXV8LvAfTwfZpmGj65v4/cW+0VsaTofVNm5nZVB4UE/XZDhFgh60jsLPZLG4X63SvPcMrIZRKezOhoJP7fpxq2qjd542POoexHzQyqFHR380l6grg0KHe3qt26JYO8lIR+R9t9v13Efn2gag3QFXvVNWSqrqq+n7ga8A/wzixmkN74t5onfYNjOZo0k6qlI9ZmVrZjKIookUByC3o1Y4xn4KDB8cRtjd8dGI4+XENAnhojLQyGPUplnxTjM5m1U7iG0f6SRZIWTLSdJD/ginC3wq3A7+0Y8rdEYdenKChL5qI3IRZcB6pfdK1krgxhtY3rRmdguVSgGW1tuf4vk+3emi9rpapsDXD2wvo1At9nEGP47RPRZhJHEstU8A1IxrAblaXKWFsRoOgGzN6PqZNUCt8AdNuemCIyKKIfJ+ITIlIWkReB7ysRvtDmKaR3ykis8CvUWtppKoV4BPAr4nIrIi8FHg18MFhjKuZsXQyzR0AsFrrzZlMhqku3KZXT8I6sLHR6bXem+i1hMowME7GpxgVLZYKF4DCmPWpcUhGeWAmlxtpOsgC7ReSDMNL88kA78Q4VlaBtwCvUdVHVPUE8NMYpnSpRvNnGo79GYzn9BKmpdGba8cMjH48A0UgJdLyYYhI1xnRq1v3ADA9Pc600vFgnMbLRgPkqOmWMFJR7E1bYfy2nXEVkxs05KTbgvxNTDDhp1rse2Vt/8BQ1RXgRR32fxgTDd5q3zqm7fbQ0U/h+0NAROtKdyJCuotkNEtvdhOf7bas/YADdPdYjgLjeFHzbDK9gO3emP2CxioXO0G3heE3gT8WkR8SEQug1mb6h4A/An5jIOoTjkZvWjesAVnRlvYc13W52CWdrFeLe9TnuPYChNEZsHfbujaFYUCN0tCoJKOdmKKG6dkbdJHslg7yYRG5Cng/Jml2FZOS4QK/Wuv2elmgWy+vKSAzNdPygaTTaaa7zBSL3gLfXPafzUgZTbLqHLvbwz6FSUQ9hAndiDDPeVRJwbP0z+iGKWNns4NZ5rvaTVX1N0TkT4F/ggleXQPuUNWiiFiqutv1zUeGRsYyS2fxOgukorClZOT7PtpFBu1VISwCV155JZupnvsDo5hEu8mIwLzoOczcuBrzxJoDIIeJ3U4SCoLBkkt6rYFdBD4X/y8izxGRH8ekaowqoHTXERuwFzBBXZ2YUQbQVIogCLatEKlUimJ+OGM6AJw/v78YEZj2PZ2CSneK3exfn8KooAGGUcS1jYapGjX229vtOtCDViDt2ZkgIleIyM+JyD2YFkUvBn5uIOp7BEW6R0gXgXKlfW7OgSH5rivAwsL+86aNghHB7tabnsa8YFXM/LAxsUDDvNZGKWu30ykGzZnsFoGdEZHXisinMffwp4BPYuyN/1JVPzYQ9QlHo5rWjec7mBWwlaiqqlQ6yND9tK7Zm7HXu4NFjN1ot/BUjF0DNqWWUVYM2O1ytoMG43ZjpsuY8h0PA9+uqs9U1Xewu2kwY0NcJC1L+1KzW+C3NuIFQUCmAzfrx4h4MDNYQuKkdqYYxaoesXlvd0OWjDCqfTMDGlWpjFZlaHKMz6PYqsppP+g2B+7HLDAvAV4kIr2W3dkXiCUjj95C7WemWufmTE1NdWTf/ViA1gc0DExqzZhRGHWn2GS+u5FafBGzmjc+3zSjM7K2Er6nGJ80XS4P5jLoyIxU9buApwGfB34BuFhT2WbZ/RCOkeP8+U3tvhdRsOxqy0BJ3/cJO4gk/byIeWB2drbbz9pit42c7TAqySiepONMAWmkv87WhSzAGOtHgVYqYIbx1TgaJEkWepgDqnpGVd+hqk8HXgFcwNzn4yLyPweiPuForGXdS9Rs5LduVWTbNitD8jNPA6ur+6/z1igko1WMwT/NeKs7xrAwz2uGTYk0xWhsOwu0NiXEhvNxoNXc7wd9LUi1TrJvwjD3twDPGYj6HkIvdp1QWqeQzMzMMDckf+4GdC3u34x9L8J2QJXdM+yGGCbbqC6GjEZVLtJa6vUYn5dtV4qrqaqjqh9R1R8YiPqEo9Gb1ouo69qtC/L7vj+0GShAv898UlWzcWA3gyBKbFYGjJ/BNKN7Hu18JONajAatQLrboQkTjX69A4U2ulyjLj2oNysLHD58WfXSHAitVJRxNkp0McwnhTG0HmQ0dYcstlaTbMS4PKgHDw7m30qYUQdUKptZRL0II4sHWhvxMpkM6doJBjUmKnD69G6W0dpbiBlPlk3X97iM2fNsSmbTGLf0BnByBLSuojUzGmchuUQyGiGamzF2w+pG68xly7IYVkOPDaDHEt4JMDaaQxhGFLu+x5XDlWfzBZvBSESjMiZfw9buqjHiQvGjxhSDeXlhQpiRiORE5L0ickZESiJyn4j8QG3fU0RERaTc8Hlb07HvE5GiiFwUkbcOa1z91mdpp6YVCgUuDql1qQcMWDbmskMOkzS7yPgnfAUjneQYrSHdbXP+Ksb9PSrE0mbImBJlx4A08CTwcuAsphD/X4lIo7duUVVbXe3bgacDN2Kk1S+JyEOq2q5cbu+D6tNV+aTdWjKanZ3l6CKQ716KpBf0G3W/m8mik4ACm0XxFzGG5XHdjzg/LcQwxFmMpNJrN5heEdC6SsECxsTQW3Ou/hGvvz6DV3qcCMlIVSuq+nZVPa2qkap+BniC3mpsvx54h6puqOpJ4E+ANwxjXP3e3IO0dm+GYYjU7vSg2loe6PeZX86MCExzvUMYRjCLWbXGhWlMAbB87f8ccPOIaLUSzOO+baNCowo46kqPuwIROYqZQ421rM+IyDkR+TMROVL73UFMqZjjDb8bWhPHfsXOMq2lqZmZGa6rZUzGyftP3/ar3hABZ8/2d8z+y/HvHRnMC7mAUWUcOncpGTayGLtNvH7kGI3NSmjtZImLyo8K8zXaWeCGG24Y6FwTx4xEJIMpvv9+Vf0m5l6+CLOgvRBz/R+q/TxmzI2LwtCaOC4s9JQeW0e+zfbG0gpx7PSjfZ15Kwp99mZuXq+ODkB7r8HHLBLTGGaUor8qCYMiYrOyY7b2yY+AjkvrapmjrpaexUheCiwvD6Z8ThQzqtXZ/iDGTvuzAKpaVtVjqhqo6nJt+ytFZJ5NNbmRawytiePaWn+l06+gtWpn2zYXhpjBsTBg5uPlprbNNHziuJ9xYRYzLwCuq/0dhdoU0nrSj7q8Rix1+QxednZimJGYAJ33Yhbu16pquzkTP0tLVTcwzoLnNewfWhPHfltAWbSWpizL4nyXgvz9YHGxv983B/nt2zrBbeBjxGULY9cbpzPyIptScLxMjaI7SFxJctxojHi7cHF5oAJrE8OMgD8EngG8SlXr80VEXiIiN9e6khwGfge4XVXjZ/oB4JdF5KCI3AK8EfjzYQwom+3Pm2ZSNba/6p7nDXUCnnyyv983i+qXW2RAiGFIMxgp5ZYx0m4sIXKeIYnsLeCyO0XGGiWGXDYz0vbWY4GI3IipIvl8TJmSOJ7odcBNmM6yJeBBzH3/0YbDfxU4BZwBvgy8exhufei/jOYUpt51M7LZLFcNMSZ/UAPsbmSw7ybidjZLGEY8qu4cvcCle9XQnWASerG1mvv9YCLijFT1DJ1TaNq2RFJVF/iJ2meo8P3+zH8XMT3SmvuaRVHEwSMMLdhjt8uL7jUUMXEiEUateGqK0Vt226CC8aSe2x3yI8XGxmBpShMhGU0qin16rRRwnO0PxLIsnCH6cx8a3qkuCxTYtJPZQGn/NeTdF0iYUQf027g1Tet2LY7jsD5EZvTMAY+/3HL+G9Uyi+FHP/eL/Rr3tTagkyZhRh3Qb0Bpntb1jAD8Ifpz+7Rfb8N+fRnaodG/mWf3Jcv91A+40c7Tr5e3GQkz6oB+vZQ2rUPiRWSoNWwGfWj76WXohqdiImPjyPcC46sJ3Q4Xd5n+MNFovxy06/pEGLAnFf2WZ8nSOh1k2K79/Wj8HBXOsZmkOinYr32+BkzaTySjTljvM2q6SGs1LZPJTGy/sv0OH+PST2zWo8f1rQoq9YGEGXVAv9nx30prZjQ9PV1PBZgEjLPs6iRg0gz24yruNm702yiiGQkz6oAWjrGucFs8kVwux5Fx1v/sgt1s+bwbuNwM9ruFpaXBjk+YUQf0qwMXad1vPIoiTk2QoWBcHUYnBaMqLJZgK/oscrENCTPqgOk+l9SLtE4hyWazbTs37AYSA3iCUaBFy8C+kDCjDri3Tx/sCq29aWEYtuz2uVMkxvAEk4gB6/EnzKgTnruDLhyt2rWoKlND7KS323EyCRK0wlVXDdYEKmFGQ0a7Fr/Ll1tFswSXHVo1o+gHCTPqgJ3k2pTL28PrCoUCXx3CeBIkmGQcPz5Y1OO+YEYickhEPikilVrvtX89jPPeu4OSiK3SQZ58ctBssgQJJh9tlIKesS+YEfD7mCj7o8DrgD8UkW0dQvrFVTs45syZM9u2HT16OZXAT3C5YtBOx3ueGYnILPBa4G214v1fBf4a+LFBz337Do45dOjQtm2f/eyDgw4lQYKJx8cGaXkDyCAFtCcBIvIC4GuqOtOw7ReAl6vqqxq2vQl4U+3fm4GHW5zuCE1tptIHr7mp58FEYRAUllt2Net0nsB1Sed690QEG0uP9zWuIdEdFnaD7uV0rbtFN9hYepwW71AL3Kiq2+So/ZC1P4cJfm7Ett5pqvoe4D2dTiQix1T11uEOrztE5JhfSejuN5qXK92dvkN7Xk3DVIdojikcWu+0BAkSjAf7gRk9AqRFpLFj9NB6pyVIkGA82PPMSFUrwCeAXxORWRF5KfBqTGfaftFRjRshErr7k2ZCtw/seQM2mDgj4H3A9wJrwH9S1Q/v7qgSJEjQD/YFM0qQIMHex55X0xIkSLA/kDCjBAkSTAQSZpQgQYKJwGXDjERkuuH72K5bRKTx7xjpZhu+j/N65xq+j5PuTSKyUPs+lnstIi8SkZvHQauJ7neJyPfsAt2Xi8gvxfd52Nj3zEhErhORzwAfEZHfFpFpVR0wv7gnuteKyLuA7wDQMXkKROQGEfkw8B4ReWeN9jiu9wYR+STwZyLyPhFJj4Nujfb/AzwIvBJGf69F5HoR+QLwUWBxlLSa6B4Rkb8FPg48R0SGWLKvI93rReSzwJeAdzCigOJ9zYxE5DDwGUxH6D8AXgp8WESeN2K6P4p5cP8Z+H4ROVLbPtIVW0R+GjgGXAD+HvhhEXlfbd/InrWI/BJwD+Y+/xomxOL3a/vGIaU8D9Mo98VNwa9DQ4OE+z8xAbUnVfUmVb2zcf+I8QvAmqoeVtXfVtWRl+wTkT/GXO8jwFMw+ePfPwpa+yE3rRNeAFRU9c0AIvKPwF8BrxORZVUdVafho8C7MakqPw38I/A3o1yxRWQReDrws6r6V7Vt9wO3i8i/V9Xm/L1h0RUgAr5fVY/Vtn0VWBARGfE1p1Q1BB7FSCkvAU6KyFlVHbCL11Y0XMf/AXxFVd9SG8OLMS9qiRH1iqzd41ngucD/qG37F7Xdx1T19Ijo3oQpzfM8VX1CRI4ChxvHNdTnq6r75gPkan8ztb8vAdbj7bVt/xJTYuSHR0A3W/s7Dxysff8Q8MfAU0Z4vYJpD3YrsFDbZgHfBdwBHBgR3XTT/y/EVEOoAO8CfjC+J0Omm2ra/gngOcAvAv8buGUENKdqf5+F6cP4Zswicxz4eu05p0ZAN1X7exQ4i1lgPwJ8E/gsRiL9sVHMqabt8Tv1FeB/xnNsmPNqX6hpInKwpo78EYBuiq/LwDcwEyfGxzESywsbjbxDouvVVouSqm7UfvabGDXiO4el47egq6pqq+oxVS3WxhABOcyKPZRW8y3oBrW/sRRyDfB7qjoL/Abwq8AvichArdpa0A1r2+P5+yRwPfBeTAPZHxWRd4rIc4dI06nZwU5gpLDfB/4U+KfAzwPfA/xc7dgdq2ytrrUmAS5jGN97gPOqeouq/jPgfwH/5yDX2oauNuwTIK4p+0XgRhHJ6ZBtgnueGYnIc4BPAi8CvlVEfqhh9yXga8DLROSpUDfmfgp4raruuLViB7rS8BtRo7p8GSMlPHOn9LrRFZF61+qGifQa4JvxyzsGup9W1d+tXfca8E7gDRg1bth0rYaX4QXAw6q6DvjAL2EkpceHSZPN9+WNwCtU9U+BsqreAfwy8FOwcwN6l7kM8AHg2Wxtkvs3wNOAHS+sne4x1Be7+JpCYE5V3WHbIfc8M8I8hA9iJv0XgTfGEo+qVmvbHOA/NhxzFjgrIgeGTVdVo4aVMf77W5iyJt8hIr8oIu8SkZnmEw5IN2wwslo1JvFCzCqOiPykiLy5zTmHQrcBsS2yhDEsD+IK7nSf4xfwTuD/E5EHarS+CpyGHffObEfTq0kpAZuFQONrjYDT0hDaMES68WJyJ/A5jPoNgKoeB1IY286w6UaNc6r2289iFvejw5aMhqbvjesD3AK8HLiy9n+Wmk0E4y37LPDWht8Lxvp/BmO7+UHgfuA3RkWXFro08NuYCbsKvGaUdGvXfBDjSfxhjGdtGfjno75eNm0cz8CoyP9txM/XAv4CuBf4t7VtP4B5uY6O+Frj3M6bMYzirb1e506utbb9qZjF9LMYtfAOjM1sfhxzGfgWDLP/3n6utadxDfuEo/pguP+fYKo4/j1wEnhV02/mag/oK5jSlo37XoqRUL6OqZc9UroYhmABGYzdyO9nsg5AN2ZI38sm8/uVMV3vPCbW51MYiei/jOP51l7QmXHNKTYdBi/BGMwLwH8eA92Y0T8T+H9rtMdBV9hkvFcC9wHP7vd+dx3fsE84qg/GrfklTI3dNEbtehx4WdPvng38JfBbDdsyDd/TY6Qbe5t+iJqXa0x0Uxj9/1cw+v246EqNMbyJPlbqId7numQ4pmu9CXjLmK+1cS735c0axj1uHsMwP0M/4VAHBwcaJtibgMebJt1HMB6UmxqOyWKKq30B+K8YA/b37RLdH9gFuncA37NLdPsS3Xfj+V5O17qbdHfyGTuD6fEGPh1jqPsMxsp/I8aFejvw/IbfPRcTcfyapuP/OcadfR54Q0I3oXs5Xetu0h3kM3HeNBH5txh99l7gPwCHgLdhxMplavlHAKp6P/AAtR5pIpISke/FxF78gapeq6p/ntC9vOleTte6m3QHxjg4Xj8fTGzKGxv+vw7Doa/B6LgfpUENAV6FyZ2Zqf1/LbCY0E3oXo7Xupt0B/1MYm7aHwEugIjkMKH3pzDei49hArz+vYicUtUzGEPt59XEFKGq5xO6Cd0JoHk50h0M4+Z+fXD32JX4AowYGed9PRvj0nwQE++wArwyoZvQnUSalyPdnX4mUTICtoTUfxcm1N+rbX9QRF6LucHPUtX3J3QTupNK83Kku1NMLDOSzfIQLwZuq217Myba9V1qcr6OJXQTupNM83Kku1NMLDNSk/OUxngCrhSRr2CKO/2Eqq4kdBO6e4Hm5Uh3x9htPbHTB5N5HWEqF/5CQjehuxdpXo50dzTW3R5AlxuZBd5KrbBVQjehuxdpXo50d/JJOsomSJBgIjBxEdgJEiS4PJEwowQJEkwEEmaUIEGCiUDCjBIkSDARSJhRggQJJgIJM0qQIMFEIGFGCRIkmAgkzChBggQTgf8fkfFMBBMOIecAAAAASUVORK5CYII=\n", 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oDf9TxXaoupKRpEHCULsaPfPlOpfzVY4OxBnOtPEwR2yYpBUGBPpt9iYNBUtXSa6y36n5As9NFblrQOHUkbHbvm8Oks3/u6EXLWszg0Cd0ipUofuV02wv/L3tSXoNt+y48kFbgeMFzJVs5os1/EAS1wXVukfVdiDwqbke1bpDzfGpbSAoUKnZXJotUqnZ62/cZ/Z71vlGyVdd5os2+arb9vtCzSNfDX2q7RAiLD1l6mrXQqmXhGXXl7jbnOzc6rfdiA9XUwS6oqApvWuYu6F80Kbg+T5LtkOpUuPCTIHL+QqlWp2ppQoziyWWqnWQPmXbY6nqdtVhlqp1Zgp2uI8tZidEIjeTSt1nqeZQqfc/2hisIYh0fDx8dPp/XFWEycKq6LyPtQZHtjtk1Rqg2EiwwtRVsomNLbS8ki0rH7STMLRGpdqijYrPdMWjXvfQNQ3Hd5gueVhqQMISHJJhBnM3I45t17i2VMO2rU08i/bs9azzmw9/rL+P8VDS5NhQwFCyfVCg6gk8L3ztN1UnoOJ6aKogFevsob5Zz08RJE1tU9M3Njv/UAiBpvQnYruV5YN2DGEhR4GHIGFqHMtoDMdVhvQAUxWMJRSCIKBQ9XA8v+ubOLVoM7tUZWpx603OMBLZ/8RT2BmT030p0DUFX/b3AZZCJR0zkKK9QBENzUxsgoamq6HJ1Y1Qapp2W7FCWaFS5/yNIoXK5lkc/Wp+p72+WT7oWHhwMQ78F7ooH7STkFIylNA4nLMYSpsoqsqSA1dKPnFDYzgTJxfXQYQdx+myNppl6Bi6jmVs/aqxmyl0dsLk9M3KhWvWwVtNqITCIxQi7ejlupu6Sq5Lk2sr89CWqnUmF0odu1C6vRZCCLQ+ranQa/mg9/Xcgm3A8QJmijaXZ8u8MFVkZrGCV3fA9ynYLo7jY6gK45kYgwkTz+9uxsAdY2kePJrjjrH0Jp/J7Wym0NkJ2embdX5ChJrfag+VqmoYqoqqtvfS9NKunZ4kq6uiMd+5fftWCrBur0U/+1WnaRsO8E7gnQ1Tc17upvlAbVio1Jkp2Rgq1J1wWanA9ZkrO7gJsNSw2oYTgCUlbhCG1jsJRaeTCU4dlKSTia7a1I8kyc2siLETJqc7Xhj0iOkKVv/yakPW6NExUyVj6MTMW1pU6/3aCZVINouEaXAgFyNhtr/gK3Phur0WrdP1elW8Oy4f1ERKOdfbIbcfXRWMJE0msjEGE4KpJYfr+ToFJyDme8Q0gRAel+ZBxeOhE+MkTbPjG6QpgBRd5wb1I0lyJwidzURTQBGbk3e11hiSS8UYztnkUrGbny2/X3tjkng7YqbOwawgZrYXFysFWLd9sJ+5dF0LtL2A68swOTOmo4gwj6fmglv3cRQVp+SwtFTlhu3i+D4TIzky8c4jlmUnoNao3DDYRbt2QpLkWuyEaTauL6m7m2NyruXHUQWIIHxt0nyQw/sWbPi69HJdt+KeGJpC3Fi9IECvg+itXDqB2WPf36GPzuZTrrtMLdW4tlhnsVTj+nyRSr1CrVqmULIhcJB+AAFU6y7zJafjwEBCD30iq1VuWM1pWqu7TBWq1Ortkzs7oR9BgdX2sVn+q27a3PQ3AX0NfqxXxaNYl3hIivXbj+d4AZW6t+FFdSq1OudnilRq3UcRtyJQs9nHaK4cv5XL2O0pDE1BBgGL5Tq66bNQcbhWrGF7kDEhbUoSuouKgiF8/MDH7CJgWXXCYoFVp32IfzXT8kahypmrS2gTWY7H2udDtdJudO6H2braPjbLT9Rpm6WUqCI8X03pfopNLxwdiHNkqM7RgVtT2UJ/no8meptXPbVU5dnJJXQly51dWAKwNVWEgyCsRBLTBFIqa2qEG9YY+yQrVxVoQojXddSOXViCOwgCFhZLXJ6r4KU1SuUapRrEdUjqAkWFuYrPXN0ntVinVPPxg87n6NVcn5LtUXPbC7TVOqEPBELtONOpnSDoRwdfbR+b5Z/rtM2OF3AtX+Zy3ub+gykG08m+PcjrCVVF0xlMWCja8pFNEA6Q1hp5ZOs95AoSV4SvO6GI5kocL6DqeqQ8FcepcuZGhVOjCTKp24NeGx5Qt6Bi7YdWvD9IKEcXgMFGE66xC0twL1VdnpmpMLVURvE1EJKYDqYOKcPARlAsQMkBUiXmixXmCjEyMZ1YB0a+gUux5mLQnel4OBvD9QWHs52N0u0EQT+Ezsp9bLafZr02Nx9yhYDJuQLPXC8zHIPBdP8qx64nVGuOw1yhRm3k1r1pplqoIixHtVq2+3oPedxQSZsacUOlbHvMVxyGEp2VR9qKahtCCDQRntvzsyWeuryELgJe2kagbcSvKESYttGPvrWqQJNSHms54M8RCrH3SimrQog44RJ2u3KmANLHUj0SmkBXoOIIAg8qwEK5Tk3CbBUKwPUqTBUcYnMVxrJJYh3Ynufnq1yZr3F+3uBYm8lhq60UbXthKWLbg05EWjtBsBnCZ7MfGs/zyFc8BhIamnZ7l2zOT9WFwPE8FioeS5WwIGA/VtsOgoBK3UdTQMr2mfdVR+I0Xps0r3/Z9qg4HqC1rRe3nrAs2y7z5Tpl2yVuBVQdjyDWmTdoK0zOhKniBwYJU8USHsW6hyVWn6RvaIK661NxfBId3J/m9e7HOXSq074LeLeUsgrQeH0P8DM9t2AbcHzwfEHdl1QdD9d3cTyoVOHqLFxbgEXABnAhZSmYKh1XsEjrAlUNX1ejncugYrvcKFap2BsPCjheQLkHB3U7Njuh9srsIv/z6UmuzC62/b45OyAT1xhKxxlMmyQsY123S6fBhlLN5fJCmeuLVcr19hWKD2QsjmZjHMjcGmpurVYk1py9sF7i7EKpwsUbFRZKFYLAp2Q7BEFnjofNCpK04kuBrofTzYq2T7XuU7TXb992xME7FWgV4GUrPnspy1eA2jWkTJVAQtn1Kdfq5CsulTrM12FewpwfTl41AEODpYrDUtXtuLM49Tr5ko1Tbx+1Wi2ipqkAovHaA32e/rTygez39KrHn73Mn3ztBR5/9vK6x48rAb4XkNblukK20+hcqVLl7LUFqtUqnr9K1QtFwTIMaPFrNffvS9HT/NmK7VN1XSq2z1LVYSpfZanqrPmblfeg10jrWrQOaIaukYrpGHp7DbLZLl0N50lrCuuWs+pnFLXTO/Be4PNCiI8LIX5TCPFx4PPAz/fcgm3AC0AREsX3cCUUKzAfQJ1QcjfHHgc4Pw9ff+EG56cL1Oprd7Im35wscGFmiW9OFtp+v9qIHQQSzw8Igo3fWF0ViHAtq00Ls/faAT3PY7Zg43mh2fKVi7NM5n2+cnF2zeNVnYBvT1d4fqbA01PVdReD6VSzPH1hkj9/6irfuTJ98zgrqTqh5tQaue5k/53UpxvLxTk8nGIsF28szLN+Pbt292CzEjda++vRoRQPHM5wdCjVdtumhRDOqlGouXLdclYbKZ+0Gp2unP7HwMuB7wBp4DngFY3PO0II8VNCiCeFEHUhxEfW2fZdQogZIURBCPFhIcT6OQxdYDsujhtg6Cq1WmhqutA2upgHJufgWr5Cfp1R8yZOjYoTgFPrql0116dsu6tGRzvBCwhXfRebZyL2aoLeKNR4dmqJG4Xw+gyqoXkyuIpm2jyepYHu1ZGBJKm5INdOQu50juQnvzzJ41dqfPbx6VWrXsQNjYGkSdy4XTORUmI7HvNLZb5zPc/cYpGFko3v+x3VpxvPpXjJRJbxXArT0MjELcw2x2ll5T1ovm864zdrZqLn+VRqdTzv9j4qpaTu+tQdl7LtEgRBR8UEaq7ECQJq7hbmoUkpzwohngNGpZTTGzjWFPArwJuA2GobCSHeBLwbeF3jN58hnAT/7g0csy1Vx6Nc98kv+izZodBai7IEL3CJqZ1dcMWwiFk1FKO7nCJNFaiKgtaBoGiO/MAyc0dTwEEQN9Z/kB3HYargcCBjYBidT4wMHbjN2vHhZ50GIjzP4+pcgctzVQ6nNSDFxGiSodkyE6Pto5ZNR3Oh4rJUc7A9l2rdI1+2UVMmMVPpKd0h37itc43UnFJhkc9cKPDGO3MMDoZzPVIxg0O58LVJMw9NkQGz5TrnJ+d49kaN4YRgJJPk1MEshwYSuIpCbA1/ar3uMJOvcDJrYOk6MUPBWqWqx8prAo00pJJN0fYYiOugqF0HSyqVCqenK9w/niCRWB69bL22FxaqXJizGU5VGR/OLdvO9SV1z2OmYJM0VQxNJRXT111Yp581/DpdOT0L/D/A2wiVmYQQ4h8CL5NSdmR2Sik/3djXw8ChNTb9V8CHpJRnGtv/MvAx+ijQFCSL5RrX7c6cgFXCNQYqHY4gpw7meC4fcOpgbv2NW4gZBgcG4sRWCBff9ylUPUwt1MCEEARBwIUbi9woOrz82ABD2dAEaPpSNEXDWqeDPHNpmj97Js+b7srwqlNH1xUEzWigKiSFis1U0eZQNoapCs7nbe4aipNut0pvC/Mlh0uzBWaWQtMKwEVFNl7b0YyCysBlcrHObKHGmSmNA2PlsBKEkFxeqKFIH8syGc9Yay5OY9s2Fxdsjg9aWJbFXUk4vQTHE+FD+RfPzvLFc3lsx+FfvzYUaO2qcXiex2yxRuA5TM5XOH3xOo9fLJM0YSQb5+riMG89NY4Zi1OpQyrWfpA5N1/lhXmbkXSVI4NJSnWfsuMzvOaVvEWhYvO181MUXHhwLE4l0BiNC2x0jg7EMM31DZzPPvEsH312iX9xX5Yf/b6XL/uuqWWCxpGsyaWswZHs7ftUhaRYdam5DjHDQldFRwsG9XM1sU41tN8nDPwdAc42PnsC+G3670c7Bfx5y/ungVEhxKCUclmaiBDiEeARgImJzlfTczyPa7O1riIa03kI1jAhW9MlDg0lOTHicmjodo1jrRucSxhIFHKJW7clCAIuzizypbNXWbIlEzkDTdOw7TpfOzfD9YrP5Zkx3vbyE8SseGMaiU/VEevWt//i2ev89dOLOJUC9x07QDZp3XYuED7kqpBcnsnz5GSREzmNb1yc5+x0lQcOZRnLGJyZc3BPZnnFnRZeQ9Npd2wVj4WyQ8XxqLthNLdSd3Gd8LUdCxWXqaUqWuCwuFSkUodKscTZqUUSqsulG/D05XkQCocG4lQPDnJiNLPqA/TUpRv81XMF3nx3hlfec4SxAxnGbxQ4OGrh+j4TcYibGocb90HKMM9MSokX3Lo+ixWb05fnWSyXuT5X5m9Pl5lqHCM2W+X0zBUsr8JdRw9jGhr3jGVItJkBctdwnNmyw13DcRwp8T0fZQ1/UlNjiukC15dcmFnkC2ensD1BZdHgWlUnrdTxtBivOJblNXcfRAoVTWHVe/Po8/M8PwOP6vP86PctP16rBlU2TA5l4xiGuaw9+WKVFxYq4NrMVwJGkwa6KlisOFxdrDKethjNxPACGnl78qY23c9Uo04F2uuBA1JKV4jwSksp54QQIz0dvT1JwhSwJs3/U6zIe5NSfhD4IMDDDz/csQGeL9k8t9RdoyYd+ObFWV5+6mTb7+uuT6HmYmkKl2ZLXJ2vcS1vcveRZe1lKl/m3I0ypw6kGRtY7lh1/dCXYDserh2QjoWJlp994gz/95NlADKEKnKrML56Y4a6L3jlHaOMZRNYho6qsG65o3zFYdGF8/kKi6XKTYFWqdW5kreZyJmgaDiej+sH/PXpK3z26RsMGXB6NrwxT10oMpGC6z7E3SXuPjCAEyjEjdDcaJ5Xs7NOzi3x+PNTKJZJoZwJzymZIJ1wyCQTN/1RNTcgE2uY0p7D1HyBydkFHp2EGvDUJCxpcxTyC5y/UeLCXIAqYWzU4M22w0AyxmDKou76uL4kYd5aou7yXJnnpvPcM6jyyntAE5JAQt0LmCnUSKZSvPZuixMHs0Co9bquS6UeJktPLvjEdJWFxSX+6lsvcG7SY44wiNSkBlwqwke/NM/rqyqj2RgZS+ekZdz20HpeuHaF5/kIVUdTQLBym1u5eqWay6WFChlTYbFU5XPfvMTfnS1RB545B3OEPp3RHODUySVMrFiMkaSBULS25mjOAEuErytRFIWEGQrPSq3G5YUqR7M6QZCg6gT4vs9Xn7/Oo2fnSCoeSiyF4nskYjGk7zG/VKFm11GERNN0kBEYMrgAACAASURBVJKqGxAEGpahhQItkPQjz7FTgVYAhoCbvjMhxETr+z5SJgw8NGn+X+rXARzPpdjlbyTw+ccXeccPtP9+qVTisefnOTpocmFmiWtLNoulW65CKSWFSp2/efIsf/FCjZ+4L8N9p+5a5r8q2Q6T+SplS1DzFA7nYlSrFf6wIcxguaRvMgt88qvTXJ9b4tSxMV5xLEdRjzGS8tES1m2mZHNE/N4TaT77bAXbhXOTMxwbHyQIAp69Osvjl4q8+miCZDqL4jvcKHt88os3uLji2NcCuNZo1H/5ehHTeBbfSvKyQ0lGhgbJWurNlZSGUxZnpgo8fQNSRp2r+TJBEPCi8TSnp31eNJ6majs8e71AEHjkkjFGUxZfOn2OD/z9LFOLoaAAeMGDpfMlrhBWG21y/opDMX+Z8bTFA8fGcAJB1Q0Ak1QsvA7Cr2O7PsIP02qKTkDdh6mSw0KxylhS5UA6RjpuUq/XOXt9iauzeeZqgqQquV5yGE5qnL90jccm117t+6IPF79+g+85DA8dTFPKhP4pQ1NuatDfmizw1NVFBkzBi4+NkIyZqKq6TJufLdq8MFfhxHCCYrnCF78zS870+Pvzszx2ybt5Xa42XmtAfhGWnpxH8aqI1BCvOZrk0OgwlmbCCvP+B192BxVjgR988fL6MM00jKrtMF+u8/TlBc7N1DiWFsRicfLlOhoef/W1C3y+IQ1UKnzj3Az/tFjm6IDF353NkzQ1rg3plLB46aEEiVQGW5F4gSSmKxsqt9WOTgXafwc+JYT4D4AihHgl8GuEpmi/OQM8AHyi8f4B4MZKc7MXHHtjS86fXkMHfMV/fPzm/4NALA6Xpxz+7kyWBw+miMcTXJia4wNfzDMLfKhW40fjA9w3liCdSJCxFJYqdcpVG5yA2SqMJhS+8O0LHQnfaQmfer7Gp56/xASXeMmdMV597zjfffcEw5k4rutydaGK71R5brqIoetcmKtSBJ7PwxPPX+dVp47z3EyBP/2bZ3hiFuauQOrAGOX8ItNVbhNmK6kDv/bleZLM8/gQ3H1yjFPDJpVAQwjBnQeySM+lCkgHXpguULY9yr6KrqtMzhd5cvI0S2WPXELHNA1Up8ivfrV9+ssC7aeqPF2CP/rqeX7I9rn70AA1XzAcV6m7oXlT90DRwPUki2WHtBmgNWqs3SjVqNoCX9Ep1kxemK/y+PkZzk4uUK3aLC1Iphw4lITT5TYHX4UvTMLMh0/zUz90HKEY3Hd4kPHBNIYmGEsINClQnBqT80VSpk7SUDg/tcg3zl9l0dG4J+PzzQWVnJrhy89e5gNfK5NjfY1iGviv364yyFUWrsPrX3E/8SM5LEO7qTnXajVmSh4nR2KYMYta3b2ZckHgcXWhyuXpWZ66VqZWLVFwDBbLFs9fn+O560tcuT59U5hBmC3wXBne97dTnLLgWTsUn2NATYEHxuEfvOQ4d41lSSUSqEkTVVO3tMDjbxImzr8f0IEPAx8A/nOnBxJCaI3jqYAqhLAAT0q5Urr8EfARIcTHCO/HzwMf6fQ4nXDu+kw/d3cbCwBVeP+3XfRvP813HYKfft1J/vvfXuBGY5vzC3Dm4gz5OZVz0wsUPYMHRzVKeoa0W+DZgsWg5vDpr3Uvx68CV8/V+My5i9yRucivfN8YamqQ3/7cGZ5oKc95uPHqAx874/LUc49y0b+lCv+/l4HL3V+rMvDlefjy/K3fvvGIxvTSIJpbJUGY7/edG1XOXb1GPl/gRr7Ae884NDvDvXE420Pa9mNXfR67GupuLz2k8yN3JRkaP8RY2sKVAk0qzC2V+B/fusT5y1UWA7g8B8NXZ3A8lUNjGZ5xy3zma5M8MdeYNdJCvgth1uQ54Bc/fZGTBwTff/8Eb3nwKLlUHDeAb5yZ4zNnYIRJfuJVKb7ytyX+86XwdwowDGRy4JeX+G/fDg/ejXm0APzpRajI77CUHyWbiaPrOvcdHOArz17h9x67ynhWoHh1nr22iAg8UA2ylsp0xecb37nKt67DcBLuGZecubbIha9d4otrlHuVhMIMwj52HSCAx67DY9cvcl8K/sFDY/yjB4+QSKaJ9WFandiqStpCiF8EfmHFx+8jFI5ngXullFcb2/4M8O8JXQGfAv6tlHLNYlEPP/ywfPLJJztqy93v/txtHbRTLv/GW9p+fvTdn9vgHlfnpQK+0afbMwo3helOI0cYcdpJDAFLwMZ0+c5Qgd95y0HOXpvn95/urBaaSvt8yY3yKgvsBHxroZELCMy3fD8OmHG43DK4JAkHrX7xyAMWb3jZfZwcSS+rCLwaQohvSikfbvtdh0X1LgIfX5miIYR4Rkr5og7bval0I9B6ET5bKdAiIvYLLx1X+D++9wSvuP/OdbddS6B1arGOA68WQvyFEKI1NHe0w99HRERErMo3pgN+/U/Or7/hOnQq0FzgDYT1z74mhDjR+HxXr/wUERGxc3i6D/PqO44pSCk9KeXbgd8DviqEeGPvh4+IiIjoH51GOW+GH6SUHxBCnCVcNX3teS4RERERW0inAu0NrW+klF8WQryCcAJ5RERExI5grUVSRMvq6H8vhFhpnl4HOi4fFBEREbHZrKWhFbg17cjj9gCAaHzWa33ViIiIiL6wlkA71fL/sVW3ioiIiNghrLXq02TL/1e2pjkRERERG2ctH9of00GemZTyX/a1RREREREbZC2T88KWtSIiIiKiD6xlcr5vKxsSERER0SsdL5IihDCAuwgLEbQm2j66Ce2KiIiI6JpOF0l5DfBJwCRM5SgSlsSeBI5vWut2EWPA5lZZi4iIWI9O53L+DvBbUsoBoNR4/WXClaAiCGt6RUREbJx+rPvU6T7u5PbqtL8BvKsPbdgTGIn1t4mIiFid+/qwj04FWuusgWkhxL2ESkn7lWH3IQ8e3O4WRETsbo734RnqVKB9Gvj+xv8fAh4DvknoV4sAcplItkdE9MLp673vo6OggJTynS3//7YQ4u8JtbP/r/cm7A1sGU1pjYjohTaLsXdNx2kbrUgpv9z7ofcW5oaXXYmIiADQtkqgNRYV/gXgQVb4zaSU669qsA+4lO9s1Z6IiIj2DKy/4NO6dKqhfZJwWcH/i1uLV0e0cGVqu1sQEbG7saze99GpQLsbeKWUsg/LGOxNYia3r0YbERHRMek+mJydRjn/Anht74fb3ayVanZgcMuaERGxJ1HM3pco6VRD+2ngcSHEC6xYgFtK+b/23IpdwlpeslOHc3zq4k5b/zsiYvfwsqMDPe+jU4H2B4Qr0H+HfexD89b4TtP7oC9HROxjAq13J1qnAu11wAEpZWmjBxJCDBAm5b4RmAfeI6X8eJvtfryxXavgfKuU8gsbPfZWEPRlJlpExP7F0MT6G61DpwLtNDAIbFigAe8HHGAUeDHwOSHE01LKM222fUJK+ZoejrXlxKK82oiInhhM95630alAexT4ayHEH3C7D+3D6/1YCJEAfhi4T0pZBr4ihPgs8GPAu7tr8vaxlsyqeetWK4+IiFiDVGzrTM7XEK7D+cYVn0tgXYFGWK3Dl1Kea/nsaVaPnD4ohJgH8oRrf/66lHItF9aWsFaJILta2bJ2RETsRUxjQxOXlrHuHoQQAvgJ4GoPQiVJWLGjlQJhkciVfImwksgVwqX0/pTQH//rbdr2CPAIwMTExAab1jkH9NW/+9bl4qYfPyJiL2PXek/kXNeT3Vg9/Rmgl6TaMrfKDzVJ08YnJ6W8KKW8JKUMpJTPAL8EvG2Vtn1QSvmwlPLh4eHhHprXGSNrRJWvzm/64SMi9jTnbvTiog/pNDT3FKHZuFHOAZoQ4o6Wzx4A2gUEViJpWcNgO0kZq3+nbLtBHBGxu1F8p+d9dGq0fgH4vBDiI4TrCNz0gHcSFJBSVoQQnwZ+SQjxvxFGOX8QeNXKbYUQbwa+JaW8IYS4G3gvm1h3TdDB4qMNplcazS1ci2ICEREbRgMqfQisdSrQXg1c4nYnfqdBAYB3NLadBRaAt0spzzQqeZwF7pVSXgVeD3xECJEkjKh+FPi1Do/RNUk6z0URa+izUUggImLjqECq95hAxwUev7fXA0kp88A/avP5VVpKEkkpfxb42V6P1yndKLliDbPyMHC5x7ZEROxX6kDB2ToNDSFEDvgB4CBhCsdfSCl3/eTFbqqYJdeYO3toEC4v9NyciIh9S83p3YfWUVBACPFK4AXg3wL3A/8GeKHx+f5hjQEk04fidBER+xldbN3Up98F3iGl/JPmB0KIfwL8HvDSnluxS1irKO3EgAHXeh9hIiL2IwYQKL070bpZl/MTKz77H8DJnluwixhcQwuz3aj2ZUTERkkCQ2vlRXVIpwLtPPBPV3z2I4Rm6K6n08I/2hqTOa/ciBLRIiI2StqEI0Mrc++7p1Md753A/xRC/DThlKSjwB3AW3tuwQ7AoLPgwOk11g14Kt+v1tzCIpzzFYnKiL1OzABF611D6zRt43EhxAngLcABwpLcf9lIxdh16IDb8r7TPLTyGt9tRrg3CQwTVtWMiNjLWDqY6tYFBWikaHy05yPuANz1N2nLWkIrDlQ3uN/VSCugmuzjGsER+wUFqLl+z/tZU6AJIR5j7ZlBUkr5+p5bsQfI0H+BJlQYtIgEWh9R6K3KQsTm4Ahw/d7vzHoa2moa2UHChVN6X6Zlj7BaTm03c0VXYpmQTrI59uw+JVJ4l5Mm7J+917nosR06xM1NrocmpfxQ63shxCDwHuAnCeuU/VLPLdgGhoG5Dfzu/jXqoSUJq1GupJfJHI4Lo1HCbl9JEAk0aMydJHRruBJsuXFXTD8o2mBqW5SHJoRICyF+GbhAuCbAQ1LKR6SU13puwTawkahhCvix165eEO3B3lfguo1yHb5+vv/73Sls9TIMJpCNBggg1MwSOgQBlLdZmEF4XxSl94WG1tyDECImhHgPcBG4B3iNlPLHpJS7Ov9sI3UxUwYo5upLDR8eW0N92yDTwLk9XJaodxdwdwSwQyrrbT8KkDIh0Lbf3ARQVEBuclCAsGSQCvwW8CQwKoQYbd1ASvloz63YYlZetgPAGilmAFQcuFFcXRROjGTg7K2ytQowQLhe30bRCU2kbibQR6xO876n2BkP8XbiABUfkn7YT7cz/yoDWGac2VKdwyO97Ws9gWYTuoHevsr3EjjeWxO2nlHCKpVNNI117dAAMOTqirmmLB/6U/RuUrnAj9wDH4gS0fpCEhhLgVfd3wJNBzIamAqQgEQd8ttkc6rAgAmmYaButoYmpTza8xF2ICunOi104FRzgZny6huW/OXiSweyOtzooaO8KAFDBw7Cd65veB8xQm0xp4BhwMXe16HYtQig5IBugbB7C9j0SoxQ896OFJJhIGeBo4Imob6NZrgKuD64nofTh4uxL5f7XnndOqk2qwApY/XLdTKn31zmzgIG4jBxsLeozWvuiHM8ZzC6/qZtSQOjGowm4I5xyCZC82I/EgMsBXw/rDy8ncIsTehK2K74hKKDq4FphGWvBtNhgdJtaQtQ98AOIKZvclBgr7KRgUAFYtbqjv8lR7npb7YBw4KRhMZDqVCIdCvaDKCmmFRsF2ODI6gEvAA0Mzy+L2FpY7vqKwotJYq3CA0YScNQWqD12Ot7VWhyCoxnt69su+NCVoGhmMGxgQR3Hchx72HBIOHaswc3uN+NXFYNODQAR3NxFKX3uPe+FGgbQQKOu7p73vOcm05nFfA8CJQ4950Y4OVHTYbp7kEYMkARCtM1pXtp2MAmDMsHHqgqmHp7Yd6tcGk9j43UR0gBI1Z3WoFO51VR2lEBUhaMpBNUepzS0at258pw7uJ2UQWKDtQkuAjihsbRkTR3jcBAAo6ObExj24iicGIAvuuOAUZzSQw9EmgbwtrAWZeB56fXmp6ukI6FwiwAlADGMhqHR1IcHrRQzPCh7IRRYDSr8KIDKV40rDKagaHum4wJHBiAgbiCoenErfYiYaQLgakTRqUgnCYyFIdsl+3KxuDwAF1pSoLeo71CgUzcorgNjqtlpyogbd2+TWbldptEGThbhmcmHXy7DDJgpuRhO1CqQr62dqmsfiAIB8NYTCEd0wkQCNn7jdmXAm1ig2sS59cIjaXiJkktvKCS8OHLJiwOZuKM5FLE3M41tIMDMJBIIBSdJUfHsjTSK2TRavuyGn8AGRUMCS4Kru9hagrtouLtihykCU1lQaggZgmdybHG/tOE5okWrK85rZSX5RpMLsJCF/13o7WAm89lKHwNsilzWxzxK+WD1uaaH0huTZCgOV+xDHzqEsyUbJaqFaaXYEmC7YC+TiWfXs1u2fgzNYEnBIWqy0K191DrvhRoxgZ7zdAaKtZ4xiKVVG9mXGsBOIEgGTcZTWg4aucahgLEDA2hSjy3zmLZw1vx43ZmTxy4Jx0KmgQQi8M3FuGpGY8LVySO6zOQuN3EXBldMoEh5VanCwiFkkv4YDqNvzrgKssfQr3RjtZj5LilxWmE+WCmvnY5pn51zDgwQjiInRhJYirhtYGtzbFtVchcCTHt9s60tNYFaWEj7dYabRgADqzID78xV2GyFN4XH0jF4cTwLU28Hb1O4lYI+1PZ9tFlwEDaJNsHO7wPK+HtPqY3WDExiK3+mDlSIdYyDOeroPouqgIOGobKqvNLcoTzzxXgRAKSFhiqgi4UCrbNzNLqk99bMQgzv2NxqFchEQe3oVWeB/SSgwTuGISnWnZ4YgSuTN96bwJqDOyG1zqgfYKwDcw3/FE6odamEqb0NedLCiCXhoMxmHMho0BVVRk0fOaKy/eb5ZawHBZQkVAkfBA3mm1iAgezkIvHMDSDgu0jCK/VRrU+s/HbTn1pWWDYCFNGADIWDCbX6BBrMEB4rW90+btjVtgfHJfbJOKSAxcb93rMgPtGDQzTYvBGkWK9/XlahNdgIzpV89rbwLUFCKTPsVyMdLyNHd4l+1JDUzbgFB5U4IHx1QPtmpDIliiNDTi+z/RijWrd5YHDeltfUw64bwjuGYQXZ+HIaJyxdBwUBdPUWHTVjqNhhhImKY4kQqFyfXb5954LnoQ7xpYnbzx0fJCHWsxwC8jG4UAc7kku1y5WwwV0JVx3IWmGnVbhVtXd4bTGq+85yKtOpEjGTO4azXBihar4wEE4qMGAAkMpGNDC6zOmbbyjmlpoPhm6hh43OP3tGa6zcWGWBQbU0PxeDxUYU2A4AYn0LTkymICEdbuTKrv6zDpihL7VZByODsCJWOc+WQPIpmFiMMZQHOwV+at+i/YvANMycT2feJJVU4ZO5kJrINVhG5oMAKMtPoqiB1P5GoqqbP5czr1KecUNXRmpW3mTYsDIgEIsvYZrXjMYSt56QiVhxxBCIHSDl548wKEVD/CYHqrIRaHwXcezjOUUilWHpKVwcjzJWCbGSw6nuXeEmzluq3HcgsMjgmPjA6TMULMpybBD3jWo8JN3Q9YCpw4L5eUSXWoWrzk5yEMxOJGGt90HR0eyfM+9g7zlwSFOreP11wjNuHQSsilIJ2BYDTUZF/B88GWArumUXIVyPUDX1dueyOG4zuAgVAKYL4EIQoE0mIYJpSFo17kOt7XNg+t5qNXLHE5ofHEDuRJJbplYaQPuO6zx0ER7f+SyYwOqAgcHDE4MWDc1nfl5sOXyYSINTAy1fxzTwNFUGIBJmPDQ8Rz/7OWDnBpY2yxsYgCmpjKSjTMzf0sbayJb7DThw0zJwzJ10jF91QBaNgWHR+OMr2N7tortHHBqHB48eCtnswbMF6tcnitj271nfe9Lk7OywuRc6ZPIxSFWhaaC4wNeEJAzV3e+3TWa5vWnRnj0bJ4lwpv3hnvGKLkwV64zGEsivnhl2W+yAhKDMDGUZCRlcWGuwpLvUfNhMGGRtEzSls53nxzhQCLPk5c8Zhq/bZYRF8ArhuDYgQypmMWDE2muzIUz8xzChyGQAa4LM0WY9KFyZXnHmS373DEU59gRh9k6pAZiDKXSDBsKmq5S98C8usj56z5FwgekRNh5HhiA4yMxSo4kYerU7RLlikJCCZB+qJ1NVeDKlYAlucCoLGFLBc/R+PaKOm/PnHcZHQ2vt6KCEOFfNgbHRuK8MFul6oBfDo+fIQx8SAVsNzTbk4SCr3mdSkDeA3tKcmaq8wlPzUDIfGOfzSFAuHDq0AC2C1NLs8wXw4e2uS6F17jmqcZvBrNwz4EMhvBoGs4vAP/haIoPfuOW3V8EnrzSvn8pwKmDaeYqRZY8g5hlEEskODpkoyoV5hbCFAyVMD3FI3QTNBWvIRMG0jFyCZNSm9lFIyZcbnSJKR8GlmpMJH2Gkwmc1BKXC8u3V4G4AoeHYswWqsSr4bkmG8dsmqHJxjW81jiHsSycGBsgkzD5+sVbPo7ZIlxZqHFxocKR8Y3E82+xLwXaygBOq0BTGt+33ncLUCQs2qt7TWKxGPcfGyPFcywRjuTjwwN4+RqGA/P5JQorTN3nHPg/70rxxIxHoVzHLbrUanAs4ZIwNRRFIV+qU/ZVhjJJXnyszJVFj3RMYTShc2m2jg28+EiGOyeGEEJlOJtioDEsjhL6zsjD+ZbZxysnIo/mYmTiOil9kYulOrowOTmUwtTBVBSm8zoJy+SOXJU5CbkA8hJG4/CiY2PcOxqn6guSpsqTF3Wu2yXybnDT7+UBT7pwMl/hmUWYJ+BuUb4tSPI84C6Fj/2iF/5OArYNx+8aRCgaS2WbuOIwWQwHnuF0GHyx6xK9EmowaQNqi+FvM43zzftwZrrzKdgey/17xcbrFQnpVIq4H3AwB3Pl0MTWjbBYRKBC3ADFh8U6jCVNHjyS42vPTy7bf8y63X2xmp90CciYAuFrBA7oqo/jS9IxheGUyVCszsV8qAmbEhwPEOG0JteHgTTcPZbmzrE0sTZlGCZXCKxnFyDjOegDOs3JMQbwYA6+vhg+G64HphUjYRlkFQctCK91mVv1SEfNMD3FL4ba+wMHMhwdy6AJhaE03Ghc1CCAg1mLkXa5LF2yZQJNCDEAfAh4I2FfeY+U8uOrbPsu4N8TWnufAt4upexb0QldZZnEas2eDwhHmKboMggFngvE10ic0hSwFMGpcZibhrsOgi8FB7MmS/kFfvoT55ht87tAi5O3F6k4KnomiepVebZgcUfMxNQ1hAJCKCQsnWTdRA08PD9AVyWJWJh8q5ox4mYMNwApFCpeWGh6OAszHU0NEBxKK1xKxTAKPrqmk45bWKpkyfZYKHsUHZ+BFGSsFEG9xPwCZJMG2ZRBNVBIWAYjmRivPClJJJO8IK4yNbXcaXw4l+JLiwUC4CvT7VtysXGXW2X/8wvwFkvh4GCCnKUjggUKfhg8CTxQNDieDQVJzBCkdA3PcykHkFZhqBF8+NvLG5v8vNJXdXLQAEWlXBpitj5PXAXLMFGFghq4JFIZxkyHZ+Y9Th3OMZpLUXaXP2rPXu3OrX+j4lGveVzJw53pKqdODqAqOgu1CooMfWuWCrm4jpSSuBUjjsvzeZtcwiJumQxnk20Lm7a7FV8twIRbwW3cCEFo/je5WoC3DiXIF5J4dp4ZG2IKBMXQZXDAghcfSeADAzmXA7kkLz6UZSCbYCih4718nKt/M40L3DsOb7hvnMO53ieDbaWG9n5CK2gUeDHwOSHE01LKM60bCSHeBLwbeB1hVZ/PAO9rfNYfVtiYK6No0rlVfKPpHzIVdc2ITs2VlFyfB+8cpRav8roXDaKrAiF0fvcTz7YVZgCvPj7IVFnwursyJHTJnz1X5ofvjqMmDeKGykgqwX0HUxQKJa7OFqjJ0LlfsCFpaKRNizuH4oxmDKqu5GDGxFICVOBICp7pQKA98cIsVpDFrtvMlWrYdozhlI7nS1w/IBUzGIwZDMVjmLE4lYJPwfcxNZVCxWMopjOQNhlO6WjS4qgr0GtJLtllnm9Riv7JyyfwZp7hy1V4cBj+usOywfOAKzX8wCHQdDyhIAnQROj/UTSNmnSp+hBXFUYH03hqnc+/EOZBvCR+Kxq7EQ5mYbLlOlbrEjdwIfBJmxYjcZ1kzCAQgrhlcDAbw1AlgVXnwEAMxw+4fyLNJ87eMnnnat09eoVqhWemwsH3y89UecWLLMazOmdnVVKqykDCRAqVlCGRusVATMOXcIgSgdRQCagHghidVxqZrN4a2OvAUEuTJ2JwcCjNdMnhRqHIfN1jPBVqZLEKnByNcf+RLLYHNTcgkzDJJi1URUXVTN5w/3H+8vFp/r4Cf/gcPDD0OCfe+uaurkk7tiQoIIRIAD8MvFdKWZZSfgX4LPBjbTb/V8CHpJRnGitN/TLw4/1sz+CKs17puVjwbpXodoF4DIZSGrnE6imklga6EHz3vYf4l686zmvuPYIQoeQ810a3zAJ//JY0h0ZHePP94+RyWY5NHOZnv/8+csNjzJZsynWXwbTF3QcH0TWFS0sOngM5S+P4YJyJkRQTwylSCZOaJwikgidVRDzOsA7JdILxda6FCcyVq+QrVWq+igzgaslhruTg+z6moXHnWJp7Dw1wKGehEwrNiYxFyjRJmRoJQ8P1YLHq8vjVKt+5USWby/GPHz7OD+RCh/qPH4eHjo7wrv/lbn7s4QO84wfuXadly0ma/3975x4kWVXf8c/33tvd0/Pc2Rm2dmdfuICb7BIiIUopiGhFkzJuKRUfwZJUkQ0kmocpH4QSLBIqyV8aLJMiCRbRaERRQ5kKJEjiA0JBrGBCDJqVENbVImZ3AXd2dx7dfe/95Y9zeqe3MwuzO923L+P5VnV1972n+376d8/59Xn+TkS1ljA1ErNhvM54HcbrMRvHakzVa0hwdMFNS5iZrPHKHeMnOqT3z8PPTJ3W5U7S5o11ZvzrSeDZRs5sM6cV1ahVqiTViNpQhY3jQ2yZHGJytMbMZJ1N64aZGKqCYnZuPflOvPWijSu69vl+hOrY4lJL4nEgSSI2jI+ye/N6Xrx5ip1bJpkcSwN+nQAAC8lJREFUrXGkIY4cb7KQw+hQzObJEbaur5JHCaOJTmtVSHcHy9c7qnKHUlAUsW64Rj12/ayZwaaJUbZP1dk+NcG2qTE2jI9QqVRIiYgiEUUxcQRZlPBox+DE7z3YmynFMut/3AFJFwIPmVm949j7gFeZ2Z6utP8O/KGZ3enfT+P8y7SZPdOV9lrgWv92J64bZjlN09ElkkzO7FBlaAzMyPPMLEsxciXVEfKsBWB52lCU1LA8syxtmGVpduyZH5Bny89ikyJFSWJ5lmGWw8mG1cSm3UmtXiHPWunRwwesOX9iGqWSag1FkWWtFnmeESeVqFKr563GAnmaEiVJVKnVo6HRSaTIWs15SxvzSqp1gLy5OEeepe5cYwEgHll3VjZ35DCS4pF103lj7lgysXFHnqVEcWytZ596PB6d2pTPzx6O6uNT+cLRZ8zyPB6emM4Xjx9BEma55WmquFJVXKkiSVHinuOkalnasrS5YFmrqbhStVZjgSiKURRZY/44cVIhT1NV6sPWWpgHgZkRxRvI04NEcVJZv2UnAFFcIc9aSBHqWqVsWSudPXxAURSbmSlKkqg6NGZ51rQsbSqKK5ZnaVSpjVieNfPmwnGfP6J4ZHJj68gPniRLW5Xp7buJYteCzLNWZlRi0SKKEzBLZw/tj0cmN57IB5Isay1mRw9/H0VxPDY1ky8ce8ayVkOKEiQpqdXBcjMzLM/JspZZlmF5rrhSsSxNLW0soihKxqY3q1oft+bC0XT24IFkcuYciypjkWgRRTF5nrlh8Sg5wTj3w/+J6uPTeWPuSL547Ehl3aYdrWefekJJterzXMXl1yxVnFRBKE6qljYXwQz5uRCW5+4YxONnbZWihCiKLc9aQlE6f2wuGR4bydPGXFQdniDPUqIoxvy9ASxrLihKqpjl6ezB/VieEcWJktpQNDSy3lrNeVd+DMtaDcvSppLqECAsTy1tNsBtFYdZnkxs2K5KbRSwbPbQd/PG3NHusnoKbTezZWfOFNXkHAW6uh6ZZflpLN1p26/H6Oo3NbPbgNue7+KSHjGzn14xbR8k6ZHmgBnaHGkJbDHo+9HmyEpgi0HfjzZHc/6HpeBYTd4oah7acf7/dK9xlm/Od6dtv/5RDjIaFBS0AhXl0B4HEknndRz7SeBby6T9lj/Xme5gd3MzKCgoqFuFODQzmwPuAm6WNCLpEuCNwKeWSf5JYK+kXZImgRuBT6wS4XmbpQWoDAxQDo4yMEA5OMrAAGuEo5BBATgxD+0vgNfi+sKuN7M7JG0Dvg3sMrPv+bTv4eR5aL/Wy3loQUFBa1OFObSgoKCgfutHcnF6UFDQ2lRwaEFBQWtGwaEFBQWtGb2gHZqk8Y7XA9suVVI8aAZ//eGO1wNhkbReUjJIBn/tH5e0cZAckl4p6aJBXLuL4zWS3ixpoOVd0mWSbpH0on5d4wXp0CRtlnQfcJekz0k6060Ee8HxEeAt4Jd0DIZjm6S/Bj4p6XZJE0WzSNoq6W7g08CdkrYM0B5X4uYzXgXF3xdviy8Bn+P0Y1L2kmO9pHtwMwVmWNpOoWiOrZLuBb4CvJulaEw91wvOofmF7p8FvoszziRwK/CGgjn2APcBvwS8WtK5/nihtQFJVwP/DBzARTS5EBemqTAWSdcD3wD244ILvAi4xZ8bRB7bCfwnsEPSpZ6jKFvcAOwDnjCzTWb25SKuewpdDcya2aSZfdTMjnnGwvKopNuAx3DrrCvA/cCe5/zQKvSCc2jAebigmTf40ENX4MIMvU3SOQVyrMMV2qtwGwv9HBRbG/BNu3NxUUzeY2ZfBX4eeJOkmQJZGsAbzew3zewQzrltkCSzHmy2uEJ1OM+ngX/B1UheJ2nUzKyggvwy4H4z+3XPdJmvoaw+euFpyNviEuBe//5KSe+SdAEr2yaiFwxVXJCQl5jZu3GBVxr0saZYeocmqe6f23H2FoGfwocsM7PjwGdwC+3fXABHO+DtXcAXzOweXPPm5ZIu9mn6VnA6OBIzS3GrLf6mg20YeBQ3KbnfDO14Sh81s4cl7Zb0TVwT/F+Bt/uJ0/3mSAA6nOdO3IqTv8fF3nu5P99zB9/B0HYS7wXOkfS7kr4B/AnwBeCLks5kQ/LT5WgHnBgFtgAHJX0C+CDwKuDjwPsL4KiYWdPMrjOz/f79HC5250U+Tc/9T2kdmqRJSZ8G7gEws5Y3wH8BDwAf6Ej+T8ATwIslnWqjml5xNH3NY87M2iGq/gr3r/ezkob7VHC6OdoOfZ+ZPe2Zmiztp/L9U3xVLxna4WDaoWCngVvMbB1uydoVwHW9dmqnskVHATkG7Aa+iLPDWyTdJrfkrl8Mi/5P5gncn91v4ZbxvATXDB8D3um7THqm5WwhKTazo7jtCz4CHDWzXWb2NuBDwKWSLu8zR6vjnFiKEX03sMvXmnteey+lQ/NNx88C24EZSdf4U21HcQdwuaRdcOKf9wHcP1DX1ht94TjJbma2D/gaLvO+ulfXfz4O+dFVz9C2zeuBx71zK5rhfjP7uH89B/yp5+lZmKrn4ugoINuAh81sAZjC9XPuBP6jnwws5YsbcU3wP8fdmn04R/JWVr7fdC84PoyrpZ3d0cJ5yJ9fyU58q+Jo5w1zat+bDBdRpy/N3lI6NK87gF/FVdnfK2nIGybDOa/HgD/qSL8PFzttddvGrIwja9cGOpqXn8H13bxC0g2+RjCz/Ff2haPtWC5mqQm6V9JN6pjO0U+GtjoKzyFc2PVe57NTcbSvux/4sKRHgU24MO5P4Qp3Pxma3rFmwIM+XduZz+HyR69HPZfjaNeOvo3rkrgQ78DM7ACuW+KpAjiWKydfA16BaxL3vnvGBY8c7AP4MVzt6iz/PgFG/estwJeBD3V95lxcc+LzwDW4fqPbgagIjuWuA9yEi+j9v8AVRXLAiQ3B/w54F/CPuP0v9hRpC6Din3fhRl9vbR8rgEP+cZO/9l5//KXAHwNnF2yLuOPzXwduLqqcdOSLii8bDwI3Aw8DX2p/R8H2EG5A4CHgV1Zji1Oy9eNLT8MwMfAxXM3qK7ih9j3LpLkCN01jZ1dG+QlcVI57gRsHwBH5R4zr02sB7x8Eh3++COdQn8aNfBZtiyHcv+/duKb/DUXbwh+fAeoDzJ/t3RAvAP7Wf/4DA+Co+uezgStxAwK/MyB7tANhrPM2uXi192dZxn586WkY6ALgq7hmYoJzTk8Cl3WlW4+rOt/VcazaacRBc+B2qRobIEcFt6PW9fh/ywEwtDfJesegbeGfz7i23iNbjAJ7B2yLznKiQd+Ttm1Ww/GcjP364ucwyjhLNYprgSc7Mx+uL+p2YEfHZ2LgfNz0iFtw/WVvLwnHO0rA8R3gF0vAcGUJbLGqvBFsUU6OFfMWcRH/I8/Dtd3vxg2nbwcuxY8OdqS7AHgEeFPX5y/BTdL7HnB14Fg9RxkYysJRBobAsfpHUfty7sW1uf8NuA43V+qDuGrrQdxu6gCY2Tdxw+tX+c/Gctvg/QNuv85t5qcGBI4z5ygDQ1k4ysAQOHqkIrwm8PvANR3vt+Dmoszg2uF3Aq/pOL8HV10d9u9HgPHA0TuOMjCUhaMMDIGjN4+i9uX8M/yEQr9cZh43i7mOm3ZxDvDbkv7b3DyZlwL3mdk8nJikGTh6y1EGhrJwlIEhcPRCRXpPloZuL8RVU9sjhOfj2umP4ebLHAZeFzj6z1EGhrJwlIEhcKzuUVQNDThpec7lwHfML88xs8ck/YI33G4z+8vAUQxHGRjKwlEGhsCxOhXq0DqWhbyMpbAm78Sts/sDM3sEN2ISOAriKANDWTjKwBA4Vqeia2iZXHiT9bh4WQ/gZjH/spkdDhzFc5SBoSwcZWAIHKtU0W1c3HKlHLfO8H1FXz9wlJOhLBxlYAgcZ/4ofKNhuSCEvwHcamaLhV48cJSWoSwcZWAIHGeusHN6UFDQmlGZ46EFBQUFnZaCQwsKClozCg4tKChozSg4tKCgoDWj4NCCgoLWjIJDCwoKWjMKDi0oKGjNKDi0oKCgNaP/A74EPaRwxq/KAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" ] @@ -271,7 +271,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -307,7 +307,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -440,7 +440,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -461,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -504,9 +504,9 @@ " \n", " start\n", " end\n", - " slope\n", - " slope_low\n", - " slope_high\n", + " soiling_rate\n", + " soiling_rate_low\n", + " soiling_rate_high\n", " inferred_start_loss\n", " inferred_end_loss\n", " length\n", @@ -579,19 +579,26 @@ "" ], "text/plain": [ - " start end slope slope_low \\\n", - "0 2010-02-25 00:00:00-07:00 2010-03-07 00:00:00-07:00 0.000000 0.000000 \n", - "1 2010-03-08 00:00:00-07:00 2010-03-11 00:00:00-07:00 0.000000 0.000000 \n", - "2 2010-03-12 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.002423 -0.005208 \n", - "3 2010-04-09 00:00:00-07:00 2010-04-11 00:00:00-07:00 0.000000 0.000000 \n", - "4 2010-04-12 00:00:00-07:00 2010-04-20 00:00:00-07:00 0.000000 0.000000 \n", + " start end soiling_rate \\\n", + "0 2010-02-25 00:00:00-07:00 2010-03-07 00:00:00-07:00 0.000000 \n", + "1 2010-03-08 00:00:00-07:00 2010-03-11 00:00:00-07:00 0.000000 \n", + "2 2010-03-12 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.002423 \n", + "3 2010-04-09 00:00:00-07:00 2010-04-11 00:00:00-07:00 0.000000 \n", + "4 2010-04-12 00:00:00-07:00 2010-04-20 00:00:00-07:00 0.000000 \n", "\n", - " slope_high inferred_start_loss inferred_end_loss length valid \n", - "0 0.0 0.669120 0.896014 10 False \n", - "1 0.0 1.048615 1.011925 3 False \n", - "2 0.0 1.058734 0.993322 27 True \n", - "3 0.0 1.045265 1.045265 2 False \n", - "4 0.0 1.036445 1.026461 8 False " + " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", + "0 0.000000 0.0 0.669120 \n", + "1 0.000000 0.0 1.048615 \n", + "2 -0.005208 0.0 1.058734 \n", + "3 0.000000 0.0 1.045265 \n", + "4 0.000000 0.0 1.036445 \n", + "\n", + " inferred_end_loss length valid \n", + "0 0.896014 10 False \n", + "1 1.011925 3 False \n", + "2 0.993322 27 True \n", + "3 1.045265 2 False \n", + "4 1.026461 8 False " ] }, "execution_count": 16, @@ -612,7 +619,38 @@ "outputs": [ { "data": { - "image/png": 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+ "text/plain": [ + "0 2010-02-25 00:00:00-07:00\n", + "1 2010-03-08 00:00:00-07:00\n", + "2 2010-03-12 00:00:00-07:00\n", + "3 2010-04-09 00:00:00-07:00\n", + "4 2010-04-12 00:00:00-07:00\n", + " ... \n", + "59 2016-04-10 00:00:00-07:00\n", + "60 2016-04-16 00:00:00-07:00\n", + "61 2016-05-04 00:00:00-07:00\n", + "62 2016-07-13 00:00:00-07:00\n", + "63 2016-12-06 00:00:00-07:00\n", + "Name: start, Length: 64, dtype: datetime64[ns, Etc/GMT+7]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "soiling_summary['start']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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"text/plain": [ "
" ] @@ -633,6 +671,295 @@ "These plots show generally good results from the SRR method. In this example, we have slightly overestimated the soiling loss because we used the default behavior of the `method` key word argument in `rdtools.soiling_srr()`, which does not assume that every cleaning is perfect but the example artificial soiling signal did include perfect cleaning. We encourage you to adjust the options of `rdtools.soiling_srr()` for your application." ] }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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monthsoiling_rate_mediansoiling_rate_lowsoiling_rate_highinterval_count
01-0.000941-0.001944-0.0006896
12-0.001798-0.006173-0.0007497
23-0.001096-0.002236-0.00039610
34-0.000946-0.001920-0.0001099
45-0.000276-0.000614-0.0000777
56-0.000315-0.000728-0.0000868
67-0.000397-0.001254-0.0001398
78-0.000676-0.001778-0.0001787
89-0.000833-0.001559-0.0001838
910-0.000874-0.001411-0.0001938
1011-0.000917-0.001887-0.0002238
1112-0.000946-0.002453-0.0006886
\n", + "
" + ], + "text/plain": [ + " month soiling_rate_median soiling_rate_low soiling_rate_high \\\n", + "0 1 -0.000941 -0.001944 -0.000689 \n", + "1 2 -0.001798 -0.006173 -0.000749 \n", + "2 3 -0.001096 -0.002236 -0.000396 \n", + "3 4 -0.000946 -0.001920 -0.000109 \n", + "4 5 -0.000276 -0.000614 -0.000077 \n", + "5 6 -0.000315 -0.000728 -0.000086 \n", + "6 7 -0.000397 -0.001254 -0.000139 \n", + "7 8 -0.000676 -0.001778 -0.000178 \n", + "8 9 -0.000833 -0.001559 -0.000183 \n", + "9 10 -0.000874 -0.001411 -0.000193 \n", + "10 11 -0.000917 -0.001887 -0.000223 \n", + "11 12 -0.000946 -0.002453 -0.000688 \n", + "\n", + " interval_count \n", + "0 6 \n", + "1 7 \n", + "2 10 \n", + "3 9 \n", + "4 7 \n", + "5 8 \n", + "6 8 \n", + "7 7 \n", + "8 8 \n", + "9 8 \n", + "10 8 \n", + "11 6 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate and view a monthly soiling rate summary\n", + "rdtools.monthly_soiling_rates(soiling_info['soiling_interval_summary'],\n", + " confidence_level=cl)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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yearsoiling_ratio_mediansoiling_ratio_lowsoiling_ratio_high
020100.9750220.9341110.992382
120110.9585940.8721320.984363
220120.9454950.8674140.989819
320130.9572870.9068410.987823
420140.9597870.9023340.991943
520150.9590140.8991790.985713
620160.9646050.8423940.987011
\n", + "
" + ], + "text/plain": [ + " year soiling_ratio_median soiling_ratio_low soiling_ratio_high\n", + "0 2010 0.975022 0.934111 0.992382\n", + "1 2011 0.958594 0.872132 0.984363\n", + "2 2012 0.945495 0.867414 0.989819\n", + "3 2013 0.957287 0.906841 0.987823\n", + "4 2014 0.959787 0.902334 0.991943\n", + "5 2015 0.959014 0.899179 0.985713\n", + "6 2016 0.964605 0.842394 0.987011" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate and view annual soiling ratios and their confidence intervals\n", + "# based on the Monte Carlo simulation. Note that these losses include the\n", + "# assumptions of the cleaning assumptions associated with the method parameter\n", + "# of rdtools.soiling_srr(). For anything but 'perfect_clean', each year's soiling\n", + "# ratio may be impacted by prior years' soiling profiles. The default behavior of\n", + "# rdtools.soiling_srr uses method='half_norm_clean'\n", + "\n", + "rdtools.annual_soiling_ratios(soiling_info['stochastic_soiling_profiles'],\n", + " confidence_level=cl)" + ] + }, { "cell_type": "markdown", "metadata": { @@ -658,7 +985,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -691,7 +1018,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -722,7 +1049,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -748,7 +1075,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -766,19 +1093,19 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.91%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.92%/yr\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -813,17 +1140,17 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "execution_count": 23, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 0b8a3eb6..16fc976e 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -46,6 +46,8 @@ Functions for estimating soiling rates from PV system data. :toctree: generated/ soiling.soiling_srr + soiling.monthly_soiling_rates + soiling.annual_soiling_ratios soiling.SRRAnalysis soiling.SRRAnalysis.run diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index 38bfcf7b..418ed629 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -5,9 +5,14 @@ Pending API Changes ----------- +* Change the column names 'slope', 'slope_low', and 'slope_high' to 'soiling_rate', 'soiling_rate_low', and 'soiling_rate_high' in ``calc_info['soiling_interval_summary']`` returned from :py:meth:`~rdtools.soiling.SRRAnalysis.run()` and :py:func:`rdtools.soiling.soiling_srr()` (:pull:`193`). + Enhancements ------------ + +* Add new function :py:func:`~rdtools.soiling.monthly_soiling_rates` (:pull:`193`). +* Add new function :py:func:`~rdtools.annual_soiling_ratios` (:pull:`193`). * Create new module :py:mod:`~rdtools.availability` and class :py:class:`~rdtools.availability.AvailabilityAanlysis` for estimating timeseries system availability (:pull:`131`) @@ -27,16 +32,17 @@ Documentation * Update landing page and add new "Inverter Downtime" documentation page based on the availability notebook (:pull:`131`) - Requirements ------------ Example Updates --------------- +* :py:func:`~rdtools.soiling.monthly_soiling_rates` added to degradation_and_soiling_example_pvdaq_4.ipynb * Add new ``system_availability_example.ipynb`` notebook (:pull:`131`) - + Contributors ------------ * Kevin Anderson (:ghuser:`kanderso-nrel`) +* Mike Deceglie (:ghuser:`mdeceglie`) diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index 420d26b3..c27f345b 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -80,6 +80,7 @@ # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". html_static_path = ['_static', '_images'] +smartquotes = False master_doc = 'index' # A workaround for the responsive tables always having annoying scrollbars. diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 64c19904..d3ffc54e 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -15,6 +15,8 @@ from rdtools.filtering import clip_filter from rdtools.filtering import normalized_filter from rdtools.soiling import soiling_srr +from rdtools.soiling import monthly_soiling_rates +from rdtools.soiling import annual_soiling_ratios from rdtools.plotting import degradation_summary_plots from rdtools.plotting import soiling_monte_carlo_plot from rdtools.plotting import soiling_interval_plot diff --git a/rdtools/plotting.py b/rdtools/plotting.py index 4706cb43..f001609a 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -224,7 +224,7 @@ def soiling_rate_histogram(soiling_info, bins=None): soiling_summary = soiling_info['soiling_interval_summary'] fig, ax = plt.subplots() - ax.hist(100.0 * soiling_summary.loc[soiling_summary['valid'], 'slope'], + ax.hist(100.0 * soiling_summary.loc[soiling_summary['valid'], 'soiling_rate'], bins=bins) ax.set_xlabel('Soiling rate (%/day)') ax.set_ylabel('Count') diff --git a/rdtools/soiling.py b/rdtools/soiling.py index d9327425..5be9812a 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -25,7 +25,7 @@ class SRRAnalysis(): In either case, data should be insolation-weighted daily aggregates. insolation_daily : pd.Series Daily plane-of-array insolation corresponding to - `energy_normalized_daily` + `energy_normalized_daily`. Arbitrary units. precipitation_daily : pd.Series, default None Daily total precipitation. (Ignored if ``clean_criterion='shift'`` in subsequent calculations.) @@ -147,7 +147,8 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', if clean_criterion == 'precip_and_shift': # Detect which cleaning events are associated with rain within a 3 day window - precip_event = precip_event.rolling(3, center=True, min_periods=1).apply(any).astype(bool) + precip_event = precip_event.rolling( + 3, center=True, min_periods=1).apply(any).astype(bool) df['clean_event'] = (df['clean_event_detected'] & precip_event) elif clean_criterion == 'precip_or_shift': df['clean_event'] = (df['clean_event_detected'] | precip_event) @@ -160,7 +161,8 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', '{"precip_and_shift", "precip_or_shift", "precip", "shift"}') df['clean_event'] = df.clean_event | out_start | out_end - df['clean_event'] = (df.clean_event) & (~df.clean_event.shift(-1).fillna(False)) + df['clean_event'] = (df.clean_event) & ( + ~df.clean_event.shift(-1).fillna(False)) df = df.fillna(0) @@ -248,7 +250,8 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, # Filter results for each interval, # setting invalid interval to slope of 0 - results['slope_err'] = (results.run_slope_high-results.run_slope_low)/abs(results.run_slope) + results['slope_err'] = ( + results.run_slope_high - results.run_slope_low) / abs(results.run_slope) # critera for exclusions filt = ( (results.run_slope > 0) | @@ -371,7 +374,7 @@ def _calc_monte(self, monte, method='half_norm_clean'): # Use a half normal with the infered clean at the # 3sigma point x = np.clip(end + row.inferred_recovery, 0, 1) - inter_start = 1 - abs(np.random.normal(0.0, (1 - x)/3)) + inter_start = 1 - abs(np.random.normal(0.0, (1 - x) / 3)) # Update the valid rows in results_rand valid_update = pd.DataFrame() @@ -476,10 +479,10 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', method : str, default 'half_norm_clean' How to treat the recovery of each cleaning event: - * `random_clean` - a random recovery between 0-100% - * `perfect_clean` - each cleaning event returns the performance + * 'random_clean' - a random recovery between 0-100% + * 'perfect_clean' - each cleaning event returns the performance metric to 1 - * `half_norm_clean` (default) - The three-sigma lower bound of + * 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 @@ -518,23 +521,55 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', Returns ------- insolation_weighted_soiling_ratio : float - P50 insolation weighted soiling ratio based on stochastic rate and + P50 insolation-weighted soiling ratio based on stochastic rate and recovery analysis confidence_interval : np.array confidence interval (size specified by confidence_level) of - degradation rate estimate + insolation-weighted soiling ratio calc_info : dict - * `renormalizing_factor` - value used to recenter data - * `exceedance_level` - the insolation-weighted soiling ratio that + * 'renormalizing_factor' - value used to recenter data + * 'exceedance_level' - the insolation-weighted soiling ratio that was outperformed with probability of exceedance_prob - * `stochastic_soiling_profiles` - List of Pandas series + * 'stochastic_soiling_profiles' - List of Pandas series corresponding to the Monte Carlo realizations of soiling ratio profiles - * `soiling_interval_summary` - Pandas dataframe summarizing the - soiling intervals identified - * `soiling_ratio_perfect_clean` - Pandas series of the soiling + * 'soiling_ratio_perfect_clean' - Pandas series of the soiling ratio during valid soiling intervals assuming perfect cleaning - and P50 slopes. + and P50 slopes + * 'soiling_interval_summary' - Pandas dataframe summarizing the + soiling intervals identified. The columns of the dataframe are + as follows: + + +------------------------+----------------------------------------------+ + | Column Name | Description | + +========================+==============================================+ + | 'start' | Start timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'end' | End timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'soiling_rate' | P50 Soiling rate for interval, in day^−1 | + | | Negative value indicates soiling is | + | | occurring. E.g. a rate of −0.01 indicates 1% | + | | soiling loss per day. | + +------------------------+----------------------------------------------+ + | 'soiling_rate_low' | Low edge of confidence interval for soiling | + | | rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'soiling_rate_high' | High edge of confidence interval for | + | | soiling rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'inferred_start_loss' | Estimated performance metric at the start | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'inferred_end_loss' | Estimated performance metric at the end | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'length' | Number of days in the interval | + +------------------------+----------------------------------------------+ + | 'valid' | Whether the interval meets the criteria to | + | | be treated as a valid soiling interval | + +------------------------+----------------------------------------------+ + ''' self._calc_daily_df(day_scale=day_scale, clean_threshold=clean_threshold, @@ -562,9 +597,9 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', ['start', 'end', 'run_slope', 'run_slope_low', 'run_slope_high', 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid']].copy() - intervals_out.rename(columns={'run_slope': 'slope', - 'run_slope_high': 'slope_high', - 'run_slope_low': 'slope_low', + intervals_out.rename(columns={'run_slope': 'soiling_rate', + 'run_slope_high': 'soiling_rate_high', + 'run_slope_low': 'soiling_rate_low', }, inplace=True) df_d = self.analyzed_daily_df @@ -600,7 +635,7 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, In either case, data should be insolation-weighted daily aggregates. insolation_daily : pd.Series Daily plane-of-array insolation corresponding to - `energy_normalized_daily` + `energy_normalized_daily`. Arbitrary units. reps : int, default 1000 number of Monte Carlo realizations to calculate precipitation_daily : pd.Series, default None @@ -619,12 +654,12 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals method : str, default 'half_norm_clean' - how to treat the recovery of each cleaning event + How to treat the recovery of each cleaning event - * `random_clean` - a random recovery between 0-100% - * `perfect_clean` - each cleaning event returns the performance metric + * 'random_clean' - a random recovery between 0-100% + * 'perfect_clean' - each cleaning event returns the performance metric to 1 - * `half_norm_clean` (default) - The three-sigma lower bound of recovery + * 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 clean_criterion : {'precip_and_shift', 'precip_or_shift', 'precip', 'shift'} \ @@ -640,7 +675,7 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, The daily precipitation threshold for defining precipitation cleaning events. Units must be consistent with precip. min_interval_length : int, default 2 - The minimum duration for an interval to be considered + The minimum duration, in days, for an interval to be considered valid. Cannot be less than 2 (days). exceedance_prob : float, default 95.0 the probability level to use for exceedance value calculation in @@ -664,22 +699,51 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis confidence_interval : np.array - confidence interval (size specified by `confidence_level`) of + confidence interval (size specified by ``confidence_level``) of degradation rate estimate calc_info : dict - Calculation information from the SRR process. - - * `renormalizing_factor` - value used to recenter data - * `exceedance_level` - the insolation-weighted soiling ratio that + * 'renormalizing_factor' - value used to recenter data + * 'exceedance_level' - the insolation-weighted soiling ratio that was outperformed with probability of exceedance_prob - * `stochastic_soiling_profiles` - List of Pandas series - corresponding to the Monte Carlo realizations of soiling - ratio profiles - * `soiling_interval_summary` - Pandas dataframe summarizing the - soiling intervals identified - * `soiling_ratio_perfect_clean` - Pandas series of the soiling + * 'stochastic_soiling_profiles' - List of Pandas series + corresponding to the Monte Carlo realizations of soiling ratio + profiles + * 'soiling_ratio_perfect_clean' - Pandas series of the soiling ratio during valid soiling intervals assuming perfect cleaning - and P50 slopes. + and P50 slopes + * 'soiling_interval_summary' - Pandas dataframe summarizing the + soiling intervals identified. The columns of the dataframe are + as follows: + + +------------------------+----------------------------------------------+ + | Column Name | Description | + +========================+==============================================+ + | 'start' | Start timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'end' | End timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'soiling_rate' | P50 Soiling rate for interval, in day^−1 | + | | Negative value indicates soiling is | + | | occurring. E.g. a rate of −0.01 indicates 1% | + | | soiling loss per day. | + +------------------------+----------------------------------------------+ + | 'soiling_rate_low' | Low edge of confidence interval for soiling | + | | rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'soiling_rate_high' | High edge of confidence interval for | + | | soiling rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'inferred_start_loss' | Estimated performance metric at the start | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'inferred_end_loss' | Estimated performance metric at the end | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'length' | Number of days in the interval | + +------------------------+----------------------------------------------+ + | 'valid' | Whether the interval meets the criteria to | + | | be treated as a valid soiling interval | + +------------------------+----------------------------------------------+ ''' srr = SRRAnalysis(energy_normalized_daily, @@ -701,3 +765,192 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, max_negative_step=max_negative_step) return sr, sr_ci, soiling_info + + +def _count_month_days(start, end): + '''Return a dict of number of days between start and end (inclusive) in each month''' + days = pd.date_range(start, end) + months = [x.month for x in days] + out_dict = {} + for month in range(1, 13): + out_dict[month] = months.count(month) + + return out_dict + + +def annual_soiling_ratios(stochastic_soiling_profiles, confidence_level=68.2): + ''' + Return annualized soiling ratios and associated confidence intervals based + on stochastic soiling profiles from SRR. Note that each year may be affected + by previous years' profiles for all SRR cleaning assumptions (i.e. method) except + perfect_clean. + + Parameters + ---------- + stochastic_soiling_profiles : list + List of pd.Series representing profile realizations from the SRR monte carlo. + Typically ``soiling_interval_summary['stochastic_soiling_profiles']`` obtained with + :py:func:`rdtools.soiling.soiling_srr` or :py:meth:`rdtools.soiling.SRRAnalysis.run` + + confidence_level : float, default 68.2 + The size of the confidence interval to use in determining the upper and lower + quantiles reported in the returned DataFrame. (The median is always included in + the result.) + + Returns + ------- + pd.DataFrame + DataFrame describing annual soiling rates. + + +------------------------+-------------------------------------------+ + | Column Name | Description | + +========================+===========================================+ + | 'year' | Calendar year | + +------------------------+-------------------------------------------+ + | 'soiling_ratio_median' | The median insolation-weighted soiling | + | | ratio for the year | + +------------------------+-------------------------------------------+ + | 'soiling_ratio_low' | The lower edge of the confidence interval | + | | for insolation-weighted soiling ratio for | + | | the year | + +------------------------+-------------------------------------------+ + | 'soiling_ratio_high' | The upper edge of the confidence interval | + | | for insolation-weighted soiling ratio for | + | | the year | + +------------------------+-------------------------------------------+ + ''' + + all_profiles = pd.concat(stochastic_soiling_profiles) + annual_groups = all_profiles.groupby(all_profiles.index.year) + annual_soiling = pd.DataFrame({ + 'soiling_ratio_median': annual_groups.quantile(0.5), + 'soiling_ratio_low': annual_groups.quantile(0.5 - confidence_level/2/100), + 'soiling_ratio_high': annual_groups.quantile(0.5 + confidence_level/2/100), + }) + annual_soiling.index.name = 'year' + annual_soiling = annual_soiling.reset_index() + + return annual_soiling + + +def monthly_soiling_rates(soiling_interval_summary, min_interval_length=14, + max_relative_slope_error=500.0, reps=100000, + confidence_level=68.2): + ''' + Use Monte Carlo to calculate typical monthly soiling rates. Samples possible + soiling rates from soiling rate confidence intervals associated with soiling + intervals assuming a uniform distribution. Soiling intervals get samples + proportionally to their overlap with each calendar month. + + Parameters + ---------- + soiling_interval_summary : pd.DataFrame + DataFrame describing soiling intervals. Typically from + ``soiling_info['soiling_interval_summary']`` obtained with + :py:func:`rdtools.soiling.soiling_srr` or + :py:meth:`rdtools.soiling.SRRAnalysis.run` Must have columns + ``soiling_rate_high``, ``soiling_rate_low``, ``soiling_rate``, ``length``, ``valid``, + ``start``, and ``end``. + + min_interval_length : int, default 14 + The minimum number of days a soiling interval must contain to be + included in the calculation. Similar to the same parameter in soiling_srr() + and SRRAnalysis.run() but with a more conservative default value as a + starting point for monthly soiling rate analyses. + + max_relative_slope_error : float, default 500.0 + The maximum relative size of the slope confidence interval for an + interval to be included in the calculation (percentage). + + reps : int, default 100000 + The number of Monte Carlo samples to take for each month. + + confidence_level : float, default 68.2 + The size of the confidence interval, as a percentage, to use in determining the + upper and lower quantiles reported in the returned DataFrame. (The median is + always included in the result.) + + Returns + ------- + pd.DataFrame + DataFrame describing monthly soiling rates. + + +-----------------------+--------------------------------------------------+ + | Column Name | Description | + +=======================+==================================================+ + | 'month' | Integer month, January (1) to December (12) | + +-----------------------+--------------------------------------------------+ + | 'soiling_rate_median' | The median soiling rate for the month over | + | | the entire dataset, in units of day^−1. | + | | Negative value indicates soiling is occurring. | + | | E.g. a rate of −0.01 indicates 1% soiling loss | + | | per day. | + +-----------------------+--------------------------------------------------+ + | 'soiling_rate_low' | The lower edge of the confidence interval | + | | for the monthly soiling rate in units of | + | | day^−1 | + +-----------------------+--------------------------------------------------+ + | 'soiling_rate_high' | The upper edge of the confidence interval | + | | for the monthly soiling rate in units of | + | | day^−1 | + +-----------------------+--------------------------------------------------+ + | 'interval_count' | The number of soiling intervals contributing | + | | to the monthly calculation. If only a few | + | | intervals contribute, the confidence interval | + | | is likely to underestimate the true uncertainty. | + +-----------------------+--------------------------------------------------+ + ''' + + # filter to intervals of interest + rel_error = 100 * abs((soiling_interval_summary['soiling_rate_high'] - + soiling_interval_summary['soiling_rate_low']) / soiling_interval_summary['soiling_rate']) + intervals = soiling_interval_summary[(soiling_interval_summary['length'] >= min_interval_length) & + (soiling_interval_summary['valid']) & + (rel_error <= max_relative_slope_error) + ].copy() + + # count the overlap of each interval with each month + month_counts = [] + for _, row in intervals.iterrows(): + month_counts.append(_count_month_days(row['start'], row['end'])) + + # divy up the monte carlo reps based on overlap + for month in range(1, 13): + days_in_month = np.array([x[month] for x in month_counts]) + if days_in_month.sum() > 0: + intervals[f'samples_for_month_{month}'] = np.ceil( + days_in_month / days_in_month.sum() * reps) + else: + intervals[f'samples_for_month_{month}'] = 0 + intervals[f'samples_for_month_{month}'] = intervals[f'samples_for_month_{month}'].astype(int) + + # perform the monte carlo month by month + ci_quantiles = [0.5 - confidence_level/2/100, 0.5 + confidence_level/2/100] + monthly_rate_data = [] + relevant_interval_count = [] + for month in range(1, 13): + rates = [] + sample_col = f'samples_for_month_{month}' + + relevant_intervals = intervals[intervals[sample_col] > 0] + for _, row in relevant_intervals.iterrows(): + rates.append(np.random.uniform( + row['soiling_rate_low'], row['soiling_rate_high'], row[sample_col])) + + rates = [x for sublist in rates for x in sublist] + + if rates: + monthly_rate_data.append(np.quantile(rates, [0.5, ci_quantiles[0], ci_quantiles[1]])) + else: + monthly_rate_data.append(np.array([np.nan]*3)) + + relevant_interval_count.append(len(relevant_intervals)) + monthly_rate_data = np.array(monthly_rate_data) + + # make a dataframe out of the results + monthly_soiling_df = pd.DataFrame(data=monthly_rate_data, + columns=['soiling_rate_median', 'soiling_rate_low', 'soiling_rate_high']) + monthly_soiling_df.insert(0, 'month', range(1, 13)) + monthly_soiling_df['interval_count'] = relevant_interval_count + + return monthly_soiling_df diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index e194861a..b4e17e56 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -1,6 +1,8 @@ import pandas as pd import numpy as np from rdtools import soiling_srr +from rdtools import annual_soiling_ratios +from rdtools import monthly_soiling_rates from rdtools.soiling import NoValidIntervalError import pytest @@ -57,7 +59,7 @@ def test_soiling_srr(normalized_daily, insolation, times): 'soiling_info["stochastic_soiling_profiles"] is not a list' # Check soiling_info['soiling_interval_summary'] - expected_summary_columns = ['start', 'end', 'slope', 'slope_low', 'slope_high', + expected_summary_columns = ['start', 'end', 'soiling_rate', 'soiling_rate_low', 'soiling_rate_high', 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid'] actual_summary_columns = soiling_info['soiling_interval_summary'].columns.values @@ -69,14 +71,14 @@ def test_soiling_srr(normalized_daily, insolation, times): "'{}' was expected as a column, but not in soiling_info['soiling_interval_summary']".format(x) assert isinstance(soiling_info['soiling_interval_summary'], pd.DataFrame),\ 'soiling_info["soiling_interval_summary"] not a dataframe' - expected_means = pd.Series({'slope': -0.002617290, - 'slope_low': -0.002828525, - 'slope_high': -0.002396639, + expected_means = pd.Series({'soiling_rate': -0.002617290, + 'soiling_rate_low': -0.002828525, + 'soiling_rate_high': -0.002396639, 'inferred_start_loss': 1.021514, 'inferred_end_loss': 0.9572880, 'length': 24.0, 'valid': 1.0}) - expected_means = expected_means[['slope', 'slope_low', 'slope_high', + expected_means = expected_means[['soiling_rate', 'soiling_rate_low', 'soiling_rate_high', 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid']] pd.testing.assert_series_equal(expected_means, soiling_info['soiling_interval_summary'].mean(), @@ -103,7 +105,7 @@ def test_soiling_srr_with_precip(normalized_daily, insolation, times): sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip_and_shift', **kwargs) assert 0.983270 == pytest.approx(sr, abs=1e-6),\ "Soiling ratio with clean_criterion='precip_and_shift' different from expected" - np.random.seed(1977) + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip_or_shift', **kwargs) assert 0.973228 == pytest.approx(sr, abs=1e-6),\ "Soiling ratio with clean_criterion='precip_or_shift' different from expected" @@ -212,6 +214,7 @@ def test_soiling_srr_max_negative_slope_error(normalized_daily, insolation): assert 0.952995 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected when max_relative_slope_error=50.0' + def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): ''' Previous versions had a bug which would have raised an error when an entire interval @@ -224,3 +227,151 @@ def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): sr, sr_ci, soiling_info = soiling_srr(normalized_corrupt, insolation, reps=reps) assert 0.947416 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected value when an entire interval was NaN' + +# ########################### +# annual_soiling_ratios tests +# ########################### + + +@pytest.fixture() +def srr_profiles(): + times = pd.date_range('01-01-2018', '12-31-2019', freq='D') + data = np.array([0]*365 + [10]*365) + profiles = [pd.Series(x + data, times) for x in range(10)] + + return profiles + + +def test_annual_soiling_ratios(srr_profiles): + expected_data = np.array([[2018, 4.5, 1.0, 8.0], + [2019, 14.5, 11.0, 18.0]]) + expected = pd.DataFrame(data=expected_data, + columns=['year', 'soiling_ratio_median', 'soiling_ratio_low', 'soiling_ratio_high']) + expected['year'] = expected['year'].astype(int) + + result = annual_soiling_ratios(srr_profiles) + + pd.testing.assert_frame_equal(result, expected, atol=1e-8) + + +def test_annual_soiling_ratios_confidence_interval(srr_profiles): + expected_data = np.array([[2018, 4.5, 0, 9.0], + [2019, 14.5, 10.0, 19.0]]) + expected = pd.DataFrame(data=expected_data, + columns=['year', 'soiling_ratio_median', 'soiling_ratio_low', 'soiling_ratio_high']) + expected['year'] = expected['year'].astype(int) + + result = annual_soiling_ratios(srr_profiles, confidence_level=95) + + pd.testing.assert_frame_equal(result, expected, atol=1e-8) + +# ########################### +# monthly_soiling_rates tests +# ########################### + + +@pytest.fixture() +def soiling_interval_summary(): + starts = ['2019/01/01', '2019/01/16', '2019/02/08', '2019/03/06'] + starts = pd.to_datetime(starts).tz_localize('America/Denver') + ends = ['2019/01/15', '2019/02/07', '2019/03/05', '2019/04/07'] + ends = pd.to_datetime(ends).tz_localize('America/Denver') + slopes = [-0.005, -0.002, -0.001, -0.002] + slopes_low = [-0.0055, -0.0025, -0.0015, -0.003] + slopes_high = [-0.004, 0, 0, -0.001] + valids = [True, True, False, True] + + soiling_interval_summary = pd.DataFrame() + soiling_interval_summary['start'] = starts + soiling_interval_summary['end'] = ends + soiling_interval_summary['soiling_rate'] = slopes + soiling_interval_summary['soiling_rate_low'] = slopes_low + soiling_interval_summary['soiling_rate_high'] = slopes_high + soiling_interval_summary['inferred_start_loss'] = np.nan + soiling_interval_summary['inferred_end_loss'] = np.nan + soiling_interval_summary['length'] = (ends - starts).days + soiling_interval_summary['valid'] = valids + + return soiling_interval_summary + + +def _build_monthly_summary(top_rows): + ''' + Convienience function to build a full monthly soiling summary + dataframe from the expected_top_rows which summarize Jan-April + ''' + + all_rows = np.vstack((top_rows, [[1, np.nan, np.nan, np.nan, 0]]*8)) + + df = pd.DataFrame(data=all_rows, + columns=['month', 'soiling_rate_median', 'soiling_rate_low', 'soiling_rate_high', 'interval_count']) + df['month'] = range(1, 13) + + return df + + +def test_monthly_soiling_rates(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary) + + expected = np.array([[1.00000000e+00, -2.42103810e-03, -5.00912766e-03, -7.68551806e-04, 2.00000000e+00], + [2.00000000e+00, -1.25092837e-03, -2.10091842e-03, -3.97354321e-04, 1.00000000e+00], + [3.00000000e+00, -2.00313359e-03, -2.68359541e-03, -1.31927678e-03, 1.00000000e+00], + [4.00000000e+00, -1.99729563e-03, -2.68067699e-03, -1.31667446e-03, 1.00000000e+00]]) + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_min_interval_length(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, min_interval_length=20) + + expected = np.array([[1.00000000e+00, -1.24851539e-03, -2.10394564e-03, -3.98358211e-04, 1.00000000e+00], + [2.00000000e+00, -1.25092837e-03, -2.10091842e-03, -3.97330424e-04, 1.00000000e+00], + [3.00000000e+00, -2.00309454e-03, -2.68359541e-03, -1.31927678e-03, 1.00000000e+00], + [4.00000000e+00, -1.99729563e-03, -2.68067699e-03, -1.31667446e-03, 1.00000000e+00]]) + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_max_slope_err(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, max_relative_slope_error=120) + + expected = np.array([[1.00000000e+00, -4.74910923e-03, -5.26236739e-03, -4.23901493e-03, 1.00000000e+00], + [2.00000000e+00, np.nan, np.nan, np.nan, 0.00000000e+00], + [3.00000000e+00, -2.00074270e-03, -2.68073474e-03, -1.31786434e-03, 1.00000000e+00], + [4.00000000e+00, -2.00309454e-03, -2.68359541e-03, -1.31927678e-03, 1.00000000e+00]]) + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_confidence_level(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, confidence_level=95) + + expected = np.array([[1.00000000e+00, -2.42103810e-03, -5.42313113e-03, -1.21156562e-04, 2.00000000e+00], + [2.00000000e+00, -1.25092837e-03, -2.43731574e-03, -6.23842627e-05, 1.00000000e+00], + [3.00000000e+00, -2.00313359e-03, -2.94998476e-03, -1.04988760e-03, 1.00000000e+00], + [4.00000000e+00, -1.99729563e-03, -2.95063841e-03, -1.04869949e-03, 1.00000000e+00]]) + + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_reps(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, reps=3) + + expected = np.array([[1.00000000e+00, -2.88594088e-03, -5.03736679e-03, -6.47391131e-04, 2.00000000e+00], + [2.00000000e+00, -1.67359565e-03, -2.00504171e-03, -1.33240044e-03, 1.00000000e+00], + [3.00000000e+00, -1.22306993e-03, -2.19274892e-03, -1.11793240e-03, 1.00000000e+00], + [4.00000000e+00, -1.94675549e-03, -2.42574164e-03, -1.54850795e-03, 1.00000000e+00]]) + + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) diff --git a/requirements.txt b/requirements.txt index 23b191f6..d2be6fb5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,11 +1,11 @@ cycler==0.10.0 h5py==2.10.0 kiwisolver==1.2.0 -matplotlib==3.1.2 +matplotlib==3.3.2 nbsphinx==0.4.3 nbsphinx-link==1.3.0 numpy==1.17.3 -pandas==1.0.3 +pandas==1.1.0 patsy==0.5.1 pvlib==0.7.1 pyparsing==2.4.7