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<meta name="author" content="JJ Allaire and Yihui Xie" />

<meta name="date" content="2023-07-08" />

<title>A Tufte Handout Example</title>

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sQoG6bIKNworswAKAwkrsA8vtDEHABkEK7AoL7QZBwAaBCsBsDovsA3WtDQKAC4EK7E7ASuwNhq6P%2Bj8gQAVKwoOsBUQsBbAsSwQ%2BbArwACzFRYrLC4uLi4BsxUWKywuLi4usEAaAbE0DRESsh8jKDk5OQCxDwoRErESNDk5sDERsC45MDE3NDYzMh4CFxYzMjYQJiMiBwYnJjcTNjMFOgI%2BATc2NzMWDwEOAQclBgcDBhY3NjMyFhUUACMiJnEvIxk0HzsHIypmiI15XlIdDBQBKwRZASQKKA4YDwYKERYSBBAIGSX%2BoCMIDgIUDT1Mruf%2B%2FMt7pWYhMRoZNwYdvgETpjgQCA4hAkIxBAIKBgwBDBtzFBECBgob%2FwAOCAYX8rLB%2FvpMAAAAAgBk%2F9sDhQUZABgAJwBjALIWAAArsRwD6bAiL7EQBumwCC%2BxAwTpAbAoL7AA1rEZCOmwGRCxHwErtBMKAC4EK7EpASuxHxkRErMJEBYMJBc5sBMRsQgHOTkAsSIcERKxABM5ObAQEbANObAIErAJOTAxExAAJTYfARYHDgEHBhY3NjMyFhUUBiMiAjcUFjMyNjU0JiMiBwYHBmQBVgE0IQoKDB%2FF1CsEFgxCe5rE3aa%2B4LV6c2JpaWBQgRkDAgH4ARkBqV8KEw4ZDFjhqBIZCC3horD4AS3Fz%2BOwpJytYhItFwAAAQBE%2F9sDYgT%2BABwAMwCwFC%2B0BgcAGgQrsAQyAbAdL7AA1rQaCQAeBCuxHgErsRoAERKwATkAsQYUERKwBTkwMRM3PgEXBCUyFg8BAQYvASY3ATYmBwYhJgcGBw4BRAoCMxUBMQFkFyACBP4hDiVEJxMBxgYaFWL%2B22AMEA0EOQQCuhQwAgoKGxIf%2B0glBgoGKQQhDB8CBAIMDEoQAQAAAAMAUv%2FbA2YFGwAYACYANQBlALIWAAArsRwD6bAzL7EKA%2BkBsDYvsADWsRkK6bAnMrAZELQHCQAdBCuwBy%2BwGRCxMAErsQwK6bAfINYRsRMK6bE3ASuxHwARErUECg4PERYkFzkAsTMcERK1AAYMEyQtJBc5MDETNDc%2BAScmNzQ2IBYVFAcGFhcWFRQGIyImNxQWMzI2NTQnJicmBwYTFB4CFxY3NjU0JiMiBlLJFBMNyQHVASa9qA4OENnnpqDnmotkZow6OY8nG54PK1JHOCEcYGZaXH0BN7J3DB8LdbyNx6yDtGEMGwqBx6LhzZF7oZdxYjo9ThQUagIgNVZCKRgOFlOabYV9AAIAUP%2FlA4EFGQAZACgAaACyCQAAK7ENBOmyCgAAK7AXL7EdBumwJi%2BxAwPpAbApL7AA1rEaCumwGhCxIwErtAYKAC4EK7EqASuxGgARErEMDTk5sCMRsw4DFxIkFzkAsRcNERKwDjmwHRGwEzmwJhKxBgA5OTAxEzQ2MzISFRAABQYnJjc2NzY3NiYiBwYjIiY3FBYzMjc2NzY1NCYjIgZQ6ajB3%2F62%2FtEpFhQi53dWHQQKEwZOfZrUsndiUHUnBAJ7dWR3A3eu9P7X8P7p%2Fl1hDB0XEGSTaoQSGQI34baar1gfKhczz92uAAAAAgCc%2F%2BwBdQM1AAcAEQAzALIHAAArtAMHABQEK7AQL7QLBwAUBCsBsBIvsAjWsAAysQ0M6bAEMrEFDOmxEwErADAxNjQ2MhYUBiIDNDYyFhUUBiImnD1ePj5ePT1ePj5ePSdaOTlaOwLhLzk5Ly06OgAAAAACAIH%2B2QGHAzEAFQAeAFgAshMAACu0AwcAFAQrsB4vtBkHABQEKwGwHy%2BwDta0BgkAYgQrsAYQsBsg1hGxFwzpsBcvsAAzsRsM6bEgASuxDhcRErQMAxMZHSQXOQCxAxMRErAGOTAxNzQ2MzIWFRQGBwYmNzY3NCMiBiMiJhI0NjIWFRQGIoFELz9UgWQQFxKRAQ8IIQgnNwI%2BXj8%2FXkotPV5KYKwnBjUIWGcdBzwCe1o7OS8tOgAAAQCPAK4FCgTBABoAABMmNzQ3ACU2Fh0BFAcABwYXBAUWBxUUJyQBJo8GBhkCwwFqIxIt%2FT%2BhKS0BogHNHQE%2F%2Fqj9MxcCoBIhHQoBOY4OJSkhGxT%2B1T8QE7i3DCMtQhd%2FAUgKAAIAiwGBBQwD9gAOACIALACyIAEAK7QRBwAeBCuwDC%2B0AwcAHQQrAbAjL7EkASsAsREgERKxDxc5OTAxEzU0MxYhMhUHDgEjISImEzYzMiQ3MhYVFBYVFA4BIiMhBieLOq4DcicCAhAj%2B%2B4fGQYGJSEDYpgfFAICEAwX%2B%2FYvCwGsMTEEJTcdEBACRhkCBCUdBBsIDg4JBi0AAQCNAK4FCgTBACAAABM0NyQlPgEnJCUmJyY9ATQ2FwQFFhUWBxQGBwQBBic0Jo0dAikBORIREv68%2FeElBAIbGQHhAkEjBgQOHf59%2FXE9AQIBBiMM3YwIFguL3w4LCBIlKRkKx%2FwQGyESEhMOrv7vG0YIHwACAFb%2F3QKWBVwAIQAsAHcAsisAACu0JQcAEwQrsgICACu0HQcAFgQrsh0CCiuzAB0gCSsBsC0vsBXWsCIytAsJAEAEK7EoDOmwCxCxGwErtAUJAC8EK7IbBQorswAbAAkrsS4BK7EoCxEStAkOGCUrJBc5sBsRsBk5ALEdJRESsQUROTkwMRM0FzIWFRQHBgcGFRQXFgYHBiYnJjU0Njc%2BATQmIyIGIyISNDYzMhYVFAYjIlbFqNOUO1hWWAIJBgwpCG1MWodha2IfZhuFb0UzNURDNjME7HEB3a7LZCkhHTk1aQQOAgQKCoFlSlcjMWWkWg%2F7jmI%2FPTMxQAACAPb%2FMwbfBZMAVQBmAUgAsj8CACuxAwPpsFMvsUUF6bJFUwors0BFSwkrsAkvsBUzsTYG6bRZBwAhBCuwYi%2BxHQTpsCwyAbBnL7AA1rRCCQBRBCuwQhCxGAErsVYK6bBWELELASu0NAoAGgQrsDMysDQQsSEBK7AiMrEwCumwMTKwMBCxPAErtAYJAC8EK7FoASuwNhq6PbrvFwAVKwoEsDMuDrAlELAzELFdEfkEsCUQsTER%2BbBdELMiXSUTK7o9hu5fABUrC7MjXSUTK7MkXSUTK7AzELMyMzETK7IjXSUgiiCKIwYOERI5sCQ5sjIzMRESOQC3XSIjJCUxMjMuLi4uLi4uLgG0XSMkJTIuLi4uLrBAGgGxC1YRErUDERVFU1kkFzmwNBG0CR0fP2IkFzmwIRKwIDkAsWJZERJADAYLABIYHyAOPEJITyQXObAdEbAhOTAxExAAISAAERQAIyI1NDc2BwYHBgcGIyImNTQSNzYzMhcWNzQ%2BCDM2MzIXFAIGBwY3MjY3PgE1NAAjIAAREAAhMiQ3PgEzMhYzFgcGACEgACUUFjMyNzY3NjU0JiMiBwYC9gHdAVoBGQFm%2FtfJjQIEDgYEHT1tYkhceWKLfV4pDA0EAgIEBAQJCAwGEkQUAXE%2FBQQ8LXMtSFf%2Bw%2FD%2Bz%2F5WAXMBJecBXmMIDBMEDAQQBlT%2Baf76%2Frj%2BUAHzNCViezUhJzgrRENQeQI1AWoB9P6v%2FvH%2B%2Fo6FJxgUDAgGIzlifFtxAQNnj0gUIQQOBgsEBgQEAgICFgL%2Bmes0UAFFNVjmc%2BUBKf4n%2Fqj%2B0%2F6L5%2BASCAIEGfT%2B6AGyzzFBo0hie0Y1Qk5g%2FvEAAAAAAgAZ%2F%2FgFiAVgAFkAcABVALJWAAArsCczsQIF6bMdMEtOJBcyshECACu0P2BWEQ0rtD8HACMEKwGwcS%2BxcgErALECVhESsCI5sD8RtBobO0VNJBc5sGASsBY5sBERsQltOTkwMTc2NzI3Njc2NwEnJj4COgE7ATIXGgEWFxYXHgE7ATIXFhQHBiMmIyIHIicmNTQ2OwE2NzY1NCcuAScuAQcGIiciDgIHBgcGFRQXMjYXFhUGIyYiByMmNTQBBhUUFxYyNzI3NjU0JyYnJicmIyIHBh0CEFwbDhsZCAGBDwIGDQ4SDQgGXA9qql4NFCUbN0MPDAUCAgUMg5t8ixAHAhEUXj8RBw0ZWhgEJw82oGkKDQgKAjVOEHQOLBIOBAqr3jMXFgH%2BARlAfTsKBQMCRDkECQICBgMnNwwBHhA%2BPRcEFzUEBgQCFP7n%2FkD6IzVrSi8RCBIIEgYEEAYTFA0CGgsQFiFC80IMEQIDAwkGEASutSceNQIEAgIlIwMDBB0MArACAg8MAgIKBgYFBLy5CgMBCH8AAAAAAwAr%2F%2FcE5wVIACoAQQBbAI0AsiUAACuxLwbpsAIyshICACuxVwTpsg8CACuxDAPptEg9JRINK7FIA%2BkBsFwvsAfWsSsI6bBCMrIHKwors0AHAQkrsCsQsTIBK7EgDOmwUSDWEbEYDOmxXQErsVErERK1JSgcLzpXJBc5sDIRsRseOTkAsT0vERKwIDmwSBGxGx45ObAMErEYUTk5MDEWNDc2FzI2NRE0JisBIjY%2FATYlMhYXHgEVFAYHBh8BFhUUBgcGIyInJiAHARQXFjMyNjU0JicuAScmJyoBIwYjBhU1FB4BMzIXOgEzPgI3NjU0JyYnJiMiBwYXKw4nCoU%2BNX0vEAMNEpoBrn9zTVJha1oQFCnntIVtdxgYov7QjQG5ChfIhapUSR9AJiQYDCQYMBUtDAoCDjAYJAwaUD8bbVtCYykmNS8dAQZDBQYEP40DD5Y7QwICEAEXIyeNVFiLIQYKFXDVjeQbFQEDAwFwbTZ5uIdWlCsSFwMDAQEIH5UOFAcCAQYODC2ag041CgQIBhsAAAABAHP%2F2QWYBVIANABsALIyAAArsSEG6bIDAgArsRsF6QGwNS%2BwANaxHgzpsB4QsRgBK7QVCQAeBCuxNgErsRgeERK0CQMhLDIkFzmwFRGyCwomOTk5ALEhMhESsSwuOTmwGxG0AA4XByckFzmwAxKzBQkKCyQXOTAxExAAITIXFjMyNzYyFxYVFAcUBwYUFw4BJy4BIyIAERAAMzI3PgE3NhcWBwYHJiMiBwYjIABzAaEBUJO9JxoWDggnAhUBAgEBBDEINdyd%2BP7dAUD3tpgpKycEJxkCMV8bFD1jWJP%2BvP5pAokBOwGORg8LBghXRg4NEioVIQsSCw2aq%2F69%2FvH%2B6f6QhyU5RhIEBAyqngYeHQGFAAACABn%2F%2BAXFBUYALAA%2FAGkAsg8AACuxMAPpsRYZMjKyBQIAK7E7A%2BmyAwIAK7EoA%2BkBsEAvsCTWsS0I6bIkLQors0AkAAkrsC0QsTMBK7EKDOmxQQErsTMtERKwDzkAsTAPERKwFDmwKBGxCjM5ObEDOxESsCs5MDETNj8BJDcyBBcWERQABwYjBSInJjU0Nz4BMz4HPAE1ETQmKwEiNTQBFBYzIAARNAInLgEnJiMiBwYVGQIODgGWxMkBBm34%2Fufflv7%2BFScGBxcONggSHRcQCggEAzR9EhABmUBgATEBZHBjRIx5REstMC0FEB4DBBABRE6y%2FsPn%2FoY%2FKwISEQwWCQICAggKFwwhDCkKLQQDDYlKGQL7xFBEAS4BOZgA%2F0w1MgwGAgQnAAEAMP%2F6BKIFNQBiALEAsl0AACuxAgXpsUsH6bIYAgArsSoH6bIWAgArsBkzsQoF6bQxRV0YDSuxMQfpAbBjL7AG1rFICOmwLTKyBkgKK7NABmEJK7BIELFBASuwNTK0PQkAHgQrsD0QsSMBK7QfCQAeBCuwHxCxUQErtFUJAB4EK7FkASuxQUgRErEYKDk5sD0RsCQ5sR8jERKyGhtbOTk5ALFFSxESsz9AVFUkFzmxKjERErMeIDY7JBc5MDE3PgEzPgE1ETQmIyoDLgInJjc2MyQgFzIHHgIXBicmJy4BJyYjIgciBhURFBY7ATI2NzYXFhcWFRQHFAcGJy4BLwEGFREUFjsBMjY3Njc2NzYXFA4BBwYjIAUmJyY1NDIFHUpkMzNsBAsICgYJCAIGDgYdAU8ByXonAQgHAgIELQ4BFEp%2FdksyHwwbEgvxeTUPBCkKBgIEGSMBEDh56x0rb6NzUBsxGgQRJQYMDwIETv0n%2FvIUBQMtFwQEQ4MDC4NMAgQIBAwfCgICFEJuWBEUDgIVfT8CBAIhDP5iEBspbw4EAh0oQmOfGwIEDmosAgIIGf6ody8THjtrEgUEDEJ1bAodAgQKCAoJAAEAUf%2F6A%2F4FNABRAMMAsksAACuxQgPpsAIyshICACuxHgfpshICACuxCQPpsh4SCiuzQB4ZCSu0JDxLEg0rsSQH6bI8JAors0A8MgkrAbBSL7AF1rE%2FCOmwIDKyPwUKK7NAP0UJK7IFPwors0AFUAkrsD8QsTMBK7ArMrQwCQAeBCuzGjAzCCu0FwkAHgQrsVMBK7EzPxESsSVMOTmwGhGwMjmwMBKxGTE5ObAXEbAYOQCxPEIRErAwObEeSxESshcuRTk5ObESCRESsAw5MDE3Njc%2BATURNCYnLgE0Njc2NzIXITIWDwEGIicuASsBIgcDFBYXFjI2Mz4BNzY3NhcRBiInJicmIyIjBiInBgcRFBY7ARYVFAcGJyIjJiAHIjU2UgIQWDpAVAQIAgUEBQICA3MMFwIGDB4UBE6P%2BBsIAhUIJ1hrHHM9CQIYHwIEMwIKIR9oCAk6djstAUBaFRAEAwcBAav%2B%2FlgXARogAwQ4UgOZUjoEAg4TEgYEAQEZCuEHB2g6If5vDBcCAgICIUkUBQQU%2FpEMDGQaGAICBCX%2BXlI6BCAPCgkBAgIaAwAAAAEAdf%2FZBdkFVgBDAJcAskEAACuxHAbpsgYCACuxFgXptCcsQQYNK7EnBemwNjIBsEQvsADWsRkM6bAZELEgASuxPAjpsBEysjwgCiuzQDwxCSuwPBC0FAkAHgQrsBQvsUUBK7EgGREStBYGKi1BJBc5sBQRsQkIOTmwPBKxDC45OQCxJxwRErE6PDk5sRYsERK0ChAAExkkFzmwBhGxDQ85OTAxEzQSNz4BMzIXFhcyNzYXFhQHDgEnAiEiABEQADMyNzY1NCY0NzQmLwEiJjY3FiA3MhUUBw4BJw4BBwYUFxQHBgQjIAB1e25q6KCDzy0SGRAQHwcHAj0CRP69%2Fv7hARvpfY0ZAgJCXFAKDAgOZQEctRYCAgwGSjUCAgITav7Rf%2F7X%2FocCf5gBGmdkWj0MAREEBAKxsBICEAFW%2Fqr%2B1%2F7u%2Fqw%2FCjoOXE4XUjMEAiMjAgMDFQYIDBcCAj1ON3Y9Lwg3SgF%2FAAEAMP%2F6BikFOgBuAJcAsm0AACuwTzOxBgXpskhVZjIyMrIRAgArsTI5MzOxDQPpshorPjIyMrQhX20RDSuxIQfpAbBvL7AJ1rFjCOmwHTKyCWMKK7NACQIJK7BjELFZASuwJzKxRQjpskVZCiuzQEVMCSuxcAErsVljERK2ExcuNFNqbCQXOQCxXwYRErBFObAhEbBDObANErBCObAREbAuOTAxNyY1NDc2Mz4BNRE0JicuATYzFjI3MhcWBwYHIgYVERQWMxYgNzI2NRE0JisBJjU0NzYzNjMyBDMyNzYWBwYjDgEHBhASFRQWMxYXFhQHBiMhIicmNjsBMjY1ESYjBiAnIgYVERQWOwI2FgYHISI1BQ8KKkg1PFAIBggKg%2Fd0CAwKBwIXWEQTEoYBPbYQLUNaKRQFCB0WH00BD0UcEBQRCgQZTDkCBAREWCcGBAMHE%2F27GQIGDhExVEkEIpD%2Bt7cKGzxWCgoOEQwT%2FfgbCA8MFAsCBDlKA5lQOgQEIRwGBggKIwoCQkz%2BigoVAwMUDQF0TEIEFgsQEgEIAQIrEAoGPEqL%2Fp7%2BiTVKPQEQCRIKFBISJD1MAX8lBgYdF%2F6QUDcCIycCAAEAav%2F6ApAFNQA1AGMAsjQAACuxAgPpsCcyshECACuxCwPpsB0yAbA2L7AG1rEkCOmyJAYKK7NAJC0JK7AbMrIGJAors0AGAAkrsA0ysTcBK7EkBhESshMVMzk5OQCxAjQRErEALTk5sAsRsAE5MDE3NBc%2BAT8BEScuAScmNTQ3NjMyFxYzMjcyMzIXFiMiBiMOARURFBYXMhcWFxYVFAcGIyYjByJqE14tBAICAi1SGgQGFgjFQjNnLgECHQEGEAQTBl4vOVQXCAwCAQQFCH9%2F%2FhkZJwEIMFRHAwtHUjYIAxgKDg4FAgcWKwQCRI38rlA1AgIIEgUEDQoOBAQAAAAB%2F0j9sAJmBTMANgBPALIeAgArsRcD6bApMrA0L7QLBwAhBCuyCzQKK7MACwMJKwGwNy%2BwEtaxLgjpsi4SCiuzQC4lCSuxOAErsS4SERKwIDkAsRcLERKwLjkwMQM0NjMyHgEXFhcWMzI3Njc%2BATUQJy4BIwYjLgE3NjMWIDcyFxYVFBUGByMOARURFAcGBwYjIia4NSUOHSsCKwgTFRITKBghFQICQloIERAGCAYZWQD%2FphYGBAIKFlY4HCVGd6pYbv4vJzkOJQIhBAgHDiAxotkEAFZUPAICKQwKBQUMCQ0EBRICBjpQ%2FDKRgLRrtkgAAAAAAQAo%2F%2FgFuAU3AHsAZgCydgAAK7BPM7ECBumyR1htMjIyshECACuxLC8zM7EMBemyGSgzMjIyAbB8L7AH1rFqCOmwHDKyB2oKK7NAB3oJK7F9ASuxagcRErATOQCxDAIRErUeJDlDW2ckFzmwERGwLTkwMTc2NzYXMjY1ETQmKwEuATc2MxYzMjcyBxQnIgYVERY3Njc2EjU0Ji8BJjc2FxYgNzYHBicGBw4DBwYHBgcWFx4CFx4BMxYXFhUUBwYHJiMiBSYnJjY3MjY1NCcuBScmJyYGFREUFjMyFxYHBiMmIAciJyY1NCkEFwwaWkRBXSgOCwgEGdGWcU8dASRcQgIhJyJe8ilLFRkTBBSUAQJtHQUEFJM%2BEioWLwRGoBkKJ047c5QeRGJgFwYIAQMUJXGX%2FuEXBAYGD1AzGw5UJUw3SiUjJBQNQ1shBQwMBBh%2F%2FvCQIQYJJhoIBAQ9RgOZUjoCKwwOBQMhJQE6Uv5SGQsOIVQBRE8bEAkCEiMOBAQEAiMdAQItDDAhRwZtzR0IEEw5g78kUC8BDAsPBQQWBAMFBAgMKQIZFhkjEmsvWjdEGxkFAg4V%2FoxKPw8bGAgFBQgJEQYAAAAAAQAr%2F%2FgElgU3AD8AXQCyOgAAK7EGBemxJwfpshQCACuxDwPpsR4gMjIBsEAvsArWsSQI6bIkCgors0AkHAkrsUEBK7EkChESsRY4OTkAsQY6ERKwPDmxDycRErEtMDk5sBQRsRAcOTkwMTc2NzI2MjMyNzY1ETQmKwEuATc2FxYzMjcyFxYVFAcGBw4BFREUFjsBMjY%2FATYXFhUUBwYHBiMkIyIHBicmNTQtBAwCDQQGlg4EQlwYDgUICBdXb6fdGQQEHykZdSw1P8F5XkhHHQ4LA1AzGyT%2Bm%2B%2B%2FchkEBCoUBARDLWUDSVI8Ai0KEAYCBBINCx4BBAEEHFD8Vj8wKWBfCgoGCQUFvlInBgQEFgYJBwAAAQAx%2F%2FQHTgU2AHQA7ACyXAAAK7FHbjMzsQID6bI%2BTWgyMjKyLgIAK7AZM7EzA%2BmwEzIBsHUvsXYBK7A2Gro%2F0PsdABUrCg6wChCwD8CxYwf5sGLAusAm%2B6sAFSsKDrBVELBTwLE6EvmwO8C6P9j7jgAVKwuwChCzDAoPEyuzDQoPEyuzDgoPEyuyDAoPIIogiiMGDhESObANObAOOQBACwoMOjtTVWJjDQ4PLi4uLi4uLi4uLi4BQAsKDDo7U1ViYw0ODy4uLi4uLi4uLi4usEAaAQCxAlwRErJaXXM5OTmwMxG1IiMlWV5fJBc5sC4SshUhJjk5OTAxNzYXMjM2Nz4CNzY1NhoBNTQmJyY1NDc2MzIXFjMyNzIXARY2NwE2FxYyNzoCHgEXFg8BDgEVFBYVEx4BMzIXFQYjBiMiJyInJjc0NzI3NjU0JwIDNAcGBwEGIicBJgcGBwMGFRQWFzIXFgcGBwYiJyY1NDkIEQoJKBogHgkEAgYfEC1EHAIFGQQFR1M3OycKAbYGGwYBpA4lSIY%2FAg4CCAICBhAWSicGNwoyYCEEAh1GYpTWDgUEBCNvHBQDHRQRBgL%2BPQI7BP4xBgwGAS8EPFQXAwgMAhZR1YQTMRACAQYIPS8%2BEApgAXMBKYUvIQYDHggJGwEEAhT8GgwZDAPJGQECAgQGBjECAgYlKxI%2BBvzVk0AXIxACBA4SFRABKyBGGh8B7gEtEBIGCPvnCgoEFg4BAgb9BFIVOzMJEh0MAgYCAgQSDQAAAQBF%2F%2BgGcQU3AFYAlACyOgAAK7JRAAArsU0G6bAGMrIQAgArsCgzsQsD6bEiMDIyAbBXL7AI1rFGCemyCEYKK7NACAIJK7BGELEaASuxNgnpsjYaCiuzQDYsCSuxWAErsUYIERKxElM5ObAaEbUTJChBT1EkFzmwNhKwPDkAsU1RERKxAjY5ObALEbUJFhc1QUIkFzmwEBKyDhUsOTk5MDE3JjU0NzY3MjURJicGJjU0MxYyNzIXARY3NjURNCYnJicmJyImNjMWMzI3MhUUFQYHBiMOARURFAcGIyInLgECJwEmDgEVERQXFhcWNhYXFgYjJiMiBwZGAQcKFJ43bwgIIVWSPh0UA0UMEwQIEhIoIU8MDQoPQGaHyg0BBAYSdzMkCAYXBQSJ%2BGT%2BJQYLBgwUTw4pLQQKChmPbpJWEBIIBhAHDgF2BAspAgIWDiECAhj8QRIeCAkCpFhHERIGBAUkIQMFJwUEDQMFBDZ2%2B8YbBAEMBJsBGXMCHAQIFhH9DWgkQgUCBAgJEi8DBQIAAAIAbf%2FZBicFVgALABkARACyCQAAK7EPBemyAwIAK7EXBekBsBovsADWsQwM6bAMELEUASuxBgzpsRsBK7EUDBESsQMJOTkAsRcPERKxBgA5OTAxExAAISAAERAAISAAExAAMzI%2BAjUQACMiAm0BnwFGAT8Blv5g%2Fsf%2Bwf5e3QE38IO8ay%2F%2ByvvT%2FAJ%2FATkBnv6D%2Ft3%2Byf5aAYUBVv7n%2FopgrM17ASEBcv6yAAACADP%2F9gRMBUYAOQBJAHoAsiIAACuxFwbpsCwysgQCACuxRQTpsgICACuxNgTptAw%2BIgQNK7EMA%2BkBsEovsC%2FWsRMI6bA6MrIvEwors0AvAAkrsBMQsUEBK7EJDOmxSwErsRMvERKwJDmwQRGzDBcdIiQXOQCxDBcRErARObE2PhESsQlBOTkwMRM0MzYlMhceARUUBCMiJyIOAQcRBhcWMzI7ARYXFgcGIyIjJiMiByInJjU2MzI2NRE0JyYjIiMHBiYBFBcWFzI2NTQnJiMiBwYVMxGTAUSoaIWc%2FvHvJUIGCAQCASAdUwcIRxAGBQcGDQECl59%2FhB0IBgI7TDEUEjYDA2YGCQGeHSskmpqMS2clKRQFECMSARsjwn%2FB3woOFQr%2Bx1EYFgQWFhQSBgQMDA8tHDgDsGQiIAICEv2PGwcIAb%2Bmy0koBQItAAIAXP5QBnsFVgAhAC4AXQCyAwIAK7EsBemwGS%2BxEQbpAbAvL7AA1rEiDOmwIhCxKQErsQYM6bIGKQors0AGEwkrsTABK7EpIhEStQkDDhsfCyQXObAGEbEPGTk5ALEsERESswYAGyUkFzkwMRMQACEgABEUAAcOARcWFx4BFxYVFAcGBwYjIiUmJyYnJAATEAAzMjYSNRAAIyIAXAGqAUYBPwGH%2FurlBgUIc6ZghmAIGRAMOy7d%2FviDDSFH%2Fs%2F%2Bjd0BPPOR2mL%2B1%2FrV%2FvwCgwE1AZ7%2Bhf7b8P6GTAIKBi2OUj0EAgcMGhAFDOFtChkaGwF5AUX%2B5%2F6IvAELjwElAW7%2BsgAAAgAl%2F%2BEFdgVGAFYAZQCfALJTAAArsUYF6bAFMrIsAAArsScE6bIUAgArsWMD6bIRAgArsQ0D6bQ8WywUDSuxPATpsD4yAbBmL7AJ1rFBCOmwVzKyCUEKK7NACQIJK7BBELFgASuxGQzpshlgCiuzQBkpCSuxZwErsWBBERKzNh1NUyQXObAZEbAcOQCxRlMRErEBKTk5sDwRsDY5sFsSsB05sA0RshkcYDk5OTAxNyY0NzY3MjY9ARE0JiciJjY%2FATYlMhYXFhUUBgcGFx4BHwEeARcWFxYVFA8BIgYjIiYnJicmJy4EIwYjJyIVFBceATMyNjIeARcWBw4BIyIjIgUmARQzFjMyNz4BNTQmIyIVKQQEBjdcQDWQCAwGDhWFAWKyq1FxcVwSDg5SGXMhLTMvPxQHDQopCnmDM0RqJysCDQoMEAlBQkEpAgI7XAQVDhEMAgYEAhYFEi2J%2FnsUAZsUMydLJGRvlsBaCggWDRABM1JHAw2WOwIaIwYCDgE4SWaacb4wBhQZiSOsMS8pJQwOEQoKCQRCO1CmP1AEFw4TCAgCGdNqUjMEAgkIGxIGCgQGApMpAwwjs3GiricAAAEAc%2F%2FZA6wFVgBDAIwAsjoAACuxCQbpskEAACuyHgIAK7EtBemyJAIAKwGwRC%2BwG9awADK0MAoALgQrtAQJAB4EK7AwELEMASuxNwjpsys3DAgrtCgJAB4EK7FFASuxMAQRErE8QDk5sSsbERKyJDQ6OTk5sCgRsCY5ALEJOhESsT5COTmwLRG0AhspKjckFzmwHhKwIjkwMRM0NhYXHgEXFjMyNjU0LgcnLgM1NDYzMhcWMzI3NhcWFw4BJyYjIgYVFBceAxUUBiMiJyYjIgcGJyZzGB8EH0E6VlZ1jQofFzcZRxNOBEpXazHJo0JoORMMFRsUDBsCMQRiwWBrdTHTjXXpvUSRMwoQDxceGQFICggCBl5nJzuDZB0zNiQ0GDEPMwIxRGh3Ro2yIxISCAgf9xQBCvpmVGRnLY9psGKk0ysOFgoKVAABAEb%2F%2BAU3BWIAVgBoALI8AAArsUIG6bAxMrIKAgArsVAH6bAlMrJQCgors0BQVQkrsB0ysgQCACuwFDMBsFcvsADWtFMJAB4EK7BTELFGASuxLgjpsVgBK7FTABESsAI5sEYRswQLPD8kFzmwLhKwOjkAMDETNjc2MzIzFhcWMzYgBRYzMjc2NzYWFxMUDgMjIi4CJy4BIyEiBhUUGAEdARQWOwEyFxYHBiMmIyIHIicmNzY3MzI2PQE0GAE1NCYrAiIGBw4BJkYIGA4SAwIVBBBjlAGmARESDy0OEgkGLQsgAgYGCAQMDwgCAhk7OP7VChI%2FXDwSCwYGBhtmh6ndFAUICAgRUFA3IQ7sKzk9GwodFgP2qLgMAgojAwMBBQYZCgQG%2Fp4ECQQCAgINBgp%2FVBsKZv6q%2FmZER1AvGxIVEAQGDhkYDAU1TkdOAZQBUHAKE1yMBgILAAEAL%2F%2FZBlgFNwBCAGAAsjQAACu0FAcAHwQrsgICACuwIjOxPQPpsgkeKDIyMgGwQy%2BwOdaxEQjpsBEQsRgBK7EsCemyLBgKK7NALCcJK7FEASuxGBERErQEByEjNCQXOQCxPRQRErEsOTk5MDETNjc2IBcyFgYnIyIGBxQGFREUEjMgNzY1NDURNCYvASImMzYyFzIUBw4BFREUDgIHDgEjIAMuATURNCYnIicmNzQwAw8rAX9%2BDAkKCxRaPgQCwe0BMVsgQXcOEAcXcvyMEhJ3RgYfST5cuJL%2Bd40fEDx0CgYEAQUiEAEEBCMgAjpUDj0P%2FnH6%2Ft%2F0U70GBQFyrGECBD8CAj0CBGGm%2FohkaZBuNVJGATNGdZUCF1IrAhAKCwUAAAABAC7%2FzAXuBTMAQwA0ALI6AAArsiYCACuwBjOxIQPpsg8xQjIyMgGwRC%2BxRQErALEhOhESsRgyOTmwJhGwAjkwMRMmNTQ3NjMWIDcyFxYHBgcOARUUFwEeAjY3ATY1NCYrAS4BNzYzFjI3MhcWFRQHBgcOAQcBDgEjBiMiJyInAS4BJyYxAwUEH4oBDIMpBBAMAhdqWCIBPgIKERAGASsdRmARDAgGBBl47ncOBAcBBA5YVDP%2BZAQaCQ4QFRYSDf5IL0BgEgT6CQgMDBAEBAYUGQoKBB0hFFv87AQMDwgRAwhMLyknBCcMCAQEBgkMBgYUAgJSg%2FvXCh0DBSEES3czAgQAAAIAHf%2FXCIkFOwBkAHgASACyWAAAK7BMM7IgAgArtAIGOj5AJBczsXcD6bY2GyQJRF90JBcyAbB5L7F6ASsAsXdYERK1Ei1HUWt1JBc5sCARsTVjOTkwMRM2MzYzMhcyBgcjIgYVFBcBHgE2NxM2JwMuAScuATM2IAUyBgcOAQ8BBhcTHgE2NwE2NTYnJicuATYXFjMyNzAzMhcUIyIGBwEGIyIHIicDLgEGBwMGIyIjJicBLgInIicmNTQFFBcWFxYzMjc2PwE2NTQjBiInIiMCJYSMeH4QBgoTRCInAUQCDhQLtggKkidDcw4EFFMBswFfFwcMcUonZgoK7AQOEgcBOSABBA5tDAUPCj9VcpoBEQQYWk4t%2FloGPAICNwj0AgoPCOkHMgYGPAn%2BXyc4RVgUCw4EEA4ESgICAwYIBDUbOBgsEjcFJQ4IBj8EFyMhYPzTCA4IGAHBEh0BXmAuBAQ9AgI%2FBAIvYfohGP3NCAQSEAM6WiUNBhgEAiEcAgMFICFCd%2FuvEAEMAkgICAgS%2FcIQAhUEMWZOFgMGBxEMPwwrCKoEBgoKgUAQHQMDAAAAAAEANf%2F6BiUFNwBwAEcAslkAACuwPzOxVAPpsjlGYDIyMrIKAgArswYmKCokFzOxDwPpsiAubzIyMgGwcS%2BxcgErALEPVBESsRlNOTmwChGwCDkwMRMmNTY3NhcWMzI3MhcWBiMOARUUHgIXExY3Ejc2NTQnIyImNzYzFjMyNx4BBiMOAQcDBhcBFhcWFxYVFCMmIyIHIicmNjsBMicmJwEmBgcBBhUUOwEyFgYjJiMiByImMz4BNz4CNwE%2BAScBLgEnIjcCAQQIGImFm5cdBQgSFlY2ERIbBNMQGc8eF0YxHw4MCBtwaoV8EA0MD3uZXscGCAFpWBw1fRMVRW6T3B0GBgYMFW0BAj%2F%2B%2BwYaCf7iMX0SDg0JDt2CVi4SARVYZi0GHR8QASkEBAT%2B1WBceRsE%2BggJCwwUAQYIEBIjAhEUCh8ZIwT%2B5hcjARItIhYmASkMDAQGAiMeBnt9%2FvgKE%2F4pcxQnDwEhHQMFCg4pKxtWAWIECAr%2BmkIdKyAhBAJGBis7CCcnFQF4BBcEAYF9NwIAAAAAAQAf%2F%2FgF1wUzAFYAgACyPwAAK7E5BumxSEsyMrIkAgArsAgzsSAD6bIRLVUyMjIBsFcvsE%2FWsTYI6bI2Twors0A2Pgkrsk82CiuzQE8CCSuwNhCxHAErtCsMAAwEK7FYASuxHDYRErIhJz85OTmwKxGxKC05OQCxIDkRErITF0k5OTmwJBGxAis5OTAxEyY1NDc2NzYzMjMWIDcyFgYjIhUUFwEWNjcTNjU0JisBJjc2MzIzFjI3MhUUJwYHBgcBHAIVFBYXMjYXFhQjJiMiByImNzY3NhYzNjc2NTQnAS4BJyIgAQICBgUGAQLFARROCBMKF39AARIIJQrbQi9GFBICARICAVnlixISaEIfTP7RM0AIMQoZGfSdaUMQDQYIIwoqBG0FBgT%2BikhgXxkE%2FgcGCAgMBwUDAyEeKR1i%2FloKEhMBcm0cHxcIHhsDAx8jAQZEIX%2F9%2Fi19gw47QggCBAZGBAIrEBQBAgQGfVZQQD0CSXFEBAAAAAEASv%2F6BRcFMwA1AEAAshICACuxBwfpsCovsRwH6QGwNi%2BwDta0CgkAHgQrsTcBKwCxHCoRErACObAHEbQDDA4XIiQXObASErAWOTAxNzQ3ATYmIyEiBgcUBiYnNDc2NyEyFgcBDgEWMyEyNj8BPgEWFQYHBiMiIyIEIyAnIiYnJjU0SgoDbQodDP5KnFISGR0ECgQpA88hGxH8nAgGGiUCCJxxEAIEIRsIEwQ2AgI%2F%2FjN%2F%2FkoKChMHBR8OEAR3Dg9ElwYECgrJVg4GHyD7nQgSFXWgFAYJBQbTqBgCAgQJBwkDAAEA1f4rAi0FhQAfAE0AsgwCACuxBwTpsBwvsRYD6QGwIC%2BwANawAjK0GQwADAQrsAoysRIK6bAQMrQKDAAMBCuwGjKxIQErsRIAERKwETmwGRGxDBw5OQAwMRMCEzQ2NzYXMh0BFCMGBwYXAhMUFh8BHgEdARQjBicm1QwMEhs%2FxyUQexEZAQgIIUsyDggnVqwv%2FlQDfwN9HRYCBgYOHxAKCQ4v%2FL78%2FikWBgUCBg4XEgYGBAAAAAABAFL%2F2QN9BWQAEwAAEyYXMzoCHgMXARYPAQYnJidSEEsrBBEECgQGBwQCjRQkVhsOAgMFRh8BAgIICgj6zCsECgQfBAIAAAABAEL%2BKwGaBYUAIABOALIOAgArsRME6bAeL7EDA%2BkBsCEvsCDWsBAytBoMAAwEK7AYMrAaELEHCumwBy%2BwCTOwGhC0EAwADAQrsBAvsSIBK7EaBxESsAg5ADAxEzQ2FzM%2BATUSAzQnJi8BIj0BNDsBIR4BFRIDFAcGJyI3QhQZGkojCAgZDEg3EBgMAQcbEg4OMKxWJwH%2BVBANAgYWKwMEA0IvDAYHBBAfDgIUH%2FwC%2FQIlBAYGEgAAAQAuAqwDvgWwABcAABI2NxITMwATFg8BBicCAyYHBgMGIyIuAS0CCuPJLQEArBcrKSMUmKIXEnHQDicEIw0CvBUQAZgBN%2F5e%2FsslBAQEJwEOAQIlH67%2BkBsCBAAB%2F%2Bz%2BJQRK%2FpIAFAAdALAQL7ELB%2BmwAzKxBgfpsAIyAbAVL7EWASsAMDEDND4BHgEzITI2MjMyHQEUByMhIjcUDB8eMxUDJQQ9LREpFSv8L04B%2FoEICAICAgIYPBQEJQABAI8DzwHVBUQADAAqALIEAgArtAkHAAsEKwGwDS%2BwC9a0CAkAHgQrsQ4BKwCxBAkRErALOTAxEyY2MzcyFxYXFgYnJo8KFRKeHQo7KQIpDG0FGwodAhGcshIIDI0AAAACADP%2F5wMzA3MAOABIAIwAshgBACuxCQbpsjYAACuwLTOxOwfpsjYAACu0IgcAIQQrsjs2CiuzQDsnCSsBsEkvsADWsBQysUgK6bEMCumwSBCxPgErsAYysR8K6bFKASuxPgwRErYDAhgwNjtGJBc5sB8RsC05ALE7NhESsDM5sCIRsysvMDIkFzmwCRK3ABIUHik%2BQkgkFzkwMTc0NzY3Ni8BJiciBhUUFw4BBwYmNTQ3NjMyFhceARURFBYyNzY3NjMWFRQHBiMiJyYiDwEOASMiJjYWMzI2NzU8ASYiBwYHBhUz2VJxFwECBIcjUgYKYBAbFYJoWEKBIhkKFTEMGRgKCRQGh1JYEwYECgpCVjlYb55BMCF0DAQIBi9jbqCYORc0DheDuAE8ICMPCi8ECgwdTGJUQjMhO2P%2BjD0oBwgWBgQUCxB3awYICDkoZz1BSyGqBAkMAhcpLU8AAAAAAgAQ%2F%2BEDpAXPACwAOwB8ALIYAQArtDcHACQEK7IYNwors0AYBQkrsiQBACuyHgAAK7EyBukBsDwvsCLWsS0K6bAIMrIiLQors0AiAQkrsC0QsTUBK7EbCumxPQErsS0iERKxBQQ5ObA1EbEYHjk5ALEyHhESsCI5sDcRsw8bIw0kFzmwGBKwEDkwMRI0PwE2MhcWBwYQFx4BNz4IMzIWFRQAIyInJic2EAM0JjUmJy4BARQXHgEzMjYQJiMiBxQGEA%2F6DBEECAMDAwIJCgQnECcXJRwhHw6Jv%2F78zWixEAQDAwICKw48ARAREGNHc4%2BPbUKNAgVELwRUBAQIG27%2BqugQDQYEGwwbDBUMCgbxqNX%2B5ycGH%2F4CSQFKFDIEIQYCCvyBtEM%2FT8EBN8VnBJUAAAEAM%2F%2FnAx4DdQAjAD8AsgMBACuxDQbpsg0DCiuzAA0JCSuyIQAAK7QTBwAlBCsBsCQvsADWsRAK6bElASsAsQ0TERKyABYdOTk5MDETNAAzMhYVFAYjIicmIyIGFRQWMzI3NhceAhcWFRQHBiMiJjMBIc9kkCsfNUo5PGacoHuTXgoZBgQFAgcKieGi1QGLzQEdSjkhK0g52ZSexokfBgIECQQFCQoP1%2B4AAAACAC%2F%2F4QQBBeIAPgBLAJ8AsgMBACuxSQbpsjwAACu0QgcAIwQrsy9CPAgrsSkD6bIyAAArshECACuxFwTpshcRCiuzQBcbCSsBsEwvsADWsT8K6bA%2FELFGASuxCDYyMrEgCumyIEYKK7NAIC0JK7FNASuxRj8RErYGEAMXFDo8JBc5sCARsBg5ALEpLxESsiM5Ojk5ObBJEbMgAD9HJBc5sAMSsAY5sBERsAk5MDETNAAzMhcWNjU2NCcmJy4CJyYnJjc2NzY3NjMyFxYVERQWMzI3Mj4BMhYXFhUUBwYHBi4BNDc1NCYHBiMiJjcUFjMyNzY3ESYjIgYvAQjFSGIIDgMDCgYMJTMLFAIEAgQQj3MIBQgGCBUjCCUCEgoPCgIFC4mMDhIHAgwKuGmPx6SRbVh9EARtfnGLAYfNARYgAhIVRtWPHQMIBQICBAoUCRACLSsDBgsX%2BzZSIwwGAggIEAoQBUQjBg0aGQ4RDhYGf%2FjuntNUCCcBpJy7AAIAMf%2FhAzgDbwAlADIAVgCyAwEAK7ExA%2BmyIwAAK7QYBwAgBCu0KhEjAw0rsSoD6QGwMy%2BwANaxFQrpshUACiuzABUKCSuxNAErALERGBESsQAbOTmwKhGwCDmwMRKxBwU5OTAxEzQSMzIfARYXFhUUBwYHBiAnIgcGFRQWMzI3NhceAQcGBwYjIgITBhcWMyEyNicuASMiMfC001QQFBUDAQIaT%2F7uxCUCBLCDj28KFQwOBkRNc3%2Bi2bABDA4IATMQIwIXZkHHAZ7JAQi1IicbCQwFBhIBAwMVFyaez4MOAwQdClA%2BWAECAZAFBAYNDFReAAABACP%2F%2BgODBdEASAB7ALI4AAArsTEF6bBBMrIYAgArtAsHACMEK7IRAgArtCIpOBgNK7BHM7QiBwAhBCuxAgTpAbBJL7BE1rAEMrEtCumwHTKyLUQKK7NALTYJK7JELQors0BEPQkrsUoBK7EtRBESsAc5ALEiKRESsQQmOTmxGAIRErAUOTAxEjQ3Njc0Nz4BNzYzMhYXFhUUBw4BJicmIyIGBwYVFBUXFDsBMh8BBiMnIgYVERQXFjMyOwEWFxQjJiAHIic0NzYzMjY1ESYnIyMKXjwEBjtQlqw5iR0GKQ4fEhViYj9pFR0CH5gZAw8EFa4KERQSWQgHRRcEEpz%2B%2FmYQAQQGH0glBhOBAtk3BxQjCGZ9nlakMSsJDhRCFAQKEFBKPU9uBweNKRNcEAISCf5MjxkYAikhBQUhEAYOTIMBqh0EAAAAAwA3%2FgADnANvAEIAUgBeAOIAshcBACuxXAPpsk8AACu0OQcAHwQrsgoAACuwQC%2BxRgfptC9WTxcNK7EvBem0GidPFw0rtBoHACMEKwGwXy%2BwFNawDDKxUwrpsAAg1hGxQwrpsBQQsTUK6bBTELFZASuxLArpsCwQsUkBK7E9CemwITKxYAErsTUUERKxBQo5ObBTEbEQCTk5sFkSQAoREhcvMzlARk1RJBc5sCwRshkpOjk5ObBJErAnOQCxT0YRErIFPQA5OTmwORGwCzmwLxKwMzmwVhGyEBIxOTk5sCcStRQlKixTWSQXObAaEbAhOTAxEzQ2Nz4CNz4BJyYnNDc2NzYnJjU0NjMyFzMyNzYWFxYVFBUGIyInJgYXFhUUBiMiJwYHBhUUHgEzFhcWFRQEIyImNwYWMzI2NTQmJyYiJwYHBhMUFjMyNjU0JiMiBjc%2BPwgREgYKCQiPAVYrIxcNocaSiVAQKZEXDgIHBBEbZAQSAhLFlSkrBDUnEHl15V5p%2FsLdc9eWArJ1ZstlfzGVJwQXajdpT05ebFBIYP7hRlopBgoLBAgWBTNkKS8ZFAoJUauTxVYWBAoXPCAEBBsPAg4FLTmJrgwGLyEUDhUXBCsvjZzVf5pOY4VMSEQKBAIIF2oC%2BnuQemp1l4MAAAEAIv%2F5BCAF1QBlAKQAsh4BACuxRgfpsh5GCiuzQB4TCSuyWgAAK7AxM7FQA%2BmyACo7MjIyAbBmL7AF1rFNCumwFzKyTQUKK7NATVQJK7IFTQors0AFZAkrsE0QsUEBK7EiCumxJScyMrIiQQors0AiLwkrsWcBK7FNBRESsRNcOTmwQRGzHjc6WyQXObAiErEzNTk5ALFQWhESsC85sEYRswMaJwIkFzmwHhKwGDkwMTc2Nz4BNREnNCcuAScuATc2NzYzMhcWFREUFjc%2BATMyFxYXFAYVBhUUFjMyFhcWFRQjBiMiIyYjIjUmFzMyNjc2NTQmJyYjIg4BBwYVERQWMzIXFBcUBwYjIiMmIgYiJyIjIiY1NCkCKUYkAjMONw8MBBBcqgYFCgYKDwpSe1KsLRcDCAQvUhQJAgEOS1gsL40pIQQVDEgxBg4WHzFOJ04iMgorRB0CAggGBwICGmeZah4BAQcKOQIJBEWBA6hOLQgCBwICMQYlMQIGCh%2F9iQ4fBjMvkUSfMbUGWi0nFhAZBgUWAQEjIQEnOnudh2sjNRsSHwYQ%2FhZOKRASCQwIBgECARQOEwAAAgAo%2F%2FoB%2BgVSACkANABrALIVAQArsigAACuxBAPpsB0ysi0CACu0MwcAFAQrAbA1L7AI1rEYCumwMDKyCBgKK7NACAIJK7AYELErDOmwKy%2BxNgErsQgrERKxBgw5ObAYEbMVJi0zJBc5ALEEKBESsCM5sBURsB45MDE3JjU0PwE%2BATURNCYnJicuATc2NzYzMhcRFBceATM2FhcUBhUUIyYiByISNDYzMhYVFAYjIikBERtYIREmLyUKAwrZHwsJIQECAiJCChkCAh2K0EYOZkAvMUJGLzEbBgUYAQMGNYMBb0wcCAoNAisGUAYENf2yThw3GQQRCgIOBCEDAwTAWj48Ly07AAAAAv8l%2FgwBXgU7ACgAMgBbALIsAgArtDEHABQEK7AmL7EHB%2BmyByYKK7MABwMJKwGwMy%2BwDNaxHwrpsC4ysgwfCiuzQAwYCSuwHxCxKgzpsCovsTQBK7EfDBESsSwxOTkAsTEHERKwHDkwMQM0NjMyFxYzMjMyNj0BETQmJyYnLgEnJjQ3Njc2FhURFAYHBgcGByImADQ2MzIWFAYjItsrHyEzOD4BAUQ%2FBg4SJwwuBggIc4sXFg4bHzVal1hxAVpCLzE9Py8x%2FoMrQj5BcoN%2FApJCHggKBwQIAgQrBDEtCBwV%2FM2HfT9IOWIBRAZWWjs7Wj4AAAEAH%2F%2F6BAYFyQBoAHoAshYBACuxEQPpsB4yslAAACuwMjOxRwPpsik6WDIyMrJoAgArsQIE6bICaAors0ACBwkrAbBpL7Bb1rFECumwCTKyRFsKK7NAREoJK7JbRAorswBbAQkrsWoBKwCxR1ARErBKObAREbUKCx0jPEAkFzmwFhKwHDkwMRI0Nz4BNzYzMhUTFD8BNjU0IyY3PgEzFjMyNzIVFCcGBwYHBhcWFx4BOwEWFxYVFAcGIyYiByI1NDYzMjU0JwEmBwYdARQWOwEyFRQHBiciIyYiByI1JjYzMjY1ETQnJicuBSsBHww7kCUJBx0CKdk1XBkCAgsQNjx5khQMhXePSg4W9n0pMzEVCgMBAgQIXN6DEAoVRy%2F%2B%2BAwCAhxSGRAEAwcBAW7RYw4CChZKHwICRAYKCgsGBgICBT8wBA47CwIl%2FJcfGZ4nChkMGRAMAQMhIwECXWozDhf%2BfSkdBBAHBgoIDgUFIxQKHA00ARgIFAgNkY8yIg8KCQECAiEXDUCPA4hGJh8OAgICAgICAAAAAAEAIf%2F4AfoFwwAvAFAAsicAACuxBQPpsB0ysg4CACuxEQTpAbAwL7AI1rEaCumyGggKK7NAGiIJK7IIGgors0AIAgkrsTEBK7EaCBESsRIpOTkAsQ4FERKwGjkwMTcmNTQ3MzI2NRE0Jy4BJy4BNzY3MjM2FxYVERQWMzIXHAIVFCMGIyInJiMiByImJQQQF1AtIRJEEQwEEImGAQIKBwghSiUCGTg7PDxRNxwVBBIMDQoUCDRUBDUfBgQMAgQvByMzAQ4QDvsxXC4MAgoKAiECAgMBCgAAAAEAIP%2F6BmsDhACCANcAsh8BACuwKDOxbgfpsFIyshYBACuyfgAAK7E%2FYDMzsXQD6bUGNElYZWckFzIBsIMvsAnWsXEK6bAaMrJxCQors0BxeAkrsglxCiuzQAkCCSuwcRCxagErsVUK6bJVagors0BVWwkrsFUQsU8BK7EuCumyLk8KK7NALjkJK7GEASuxcQkRErAWObBqEbMeYmR%2FJBc5sFUSsiMiYDk5ObBPEbQkKERHXiQXObAuErExQzk5ALF0fhESsTkCOTmwbhFAChAbHB0iIyQsNTckFzmwHxKwJTkwMTcmNTQ3NjM%2BATURNCcmLwEmNjc2NzYzMhcWHQEWNzY3MhYXFjc%2BAjMyFxYVFBUUBhUUFjM2FhcWFRQHFAcGJyIjJiIHIicmNjsBMjY3Njc0JiMiBxEUFjMyFhcUBiMmIyIHIiY3NjMyNjURNCYjIgcRFBYzNhcWFQYHBiciIyYiByIjAwUGJ0QoBgpKLwwECFi1BQQKBQYCGcd6RmgXBBNIQ4U3hzYeCDFYBhsGCQEGBQYBAjrjqhQGBgQQFUIsBgoBPlRMri1EEAsCDQiaelJEEgQSBBdQK0pAUrAtTg4FDgIGBQYBAWTZdQ4ICAgMDQ4ESIMBJZEJFwoGAjEEKS8BBwoVeRQSiwFQRg4OMys4e0bMBwY31TgxHAICBQQTBgkNCgkBAgIMCispQouUvoN3%2FidMLwwSDBcEAjcIAkaLAU5QWnf%2BJ04tBAQEIAsKCQEEBAABAB%2F%2F%2BQQEA4kAWgC2ALIeAQArtEQHACUEK7AMMrBEELEPBOmyFAEAK7A3L7BOM7E8A%2BmyAiZKMjIyAbBbL7AG1rFHCumwFjKyRwYKK7NAR0wJK7IGRwors0AGWQkrsEcQsUIBK7EgCumyIEIKK7NAICoJK7JCIAors0BCOgkrsVwBK7FHBhESshFQUTk5ObBCEbIeNU85OTmwIBKxIzM5OQCxPDcRErAqObBEEUAJCxcZGiAnO0JGJBc5sA8SsBs5MDE3NhczMjY1ETQnJi8BJjQ3PgE3NjMyHQEUFjc2NzYzMhEUBhUUFjM2FxYVFAcOASMiIyInIiMiByImJzQXMz4BNzY1NCMiBxEUFjMyFxQHJiIHBiMiJyInJjU0IQQODEgtCAhIKQoKIawlCgceDghgSlY64xAhRRIPBgICCA8EAiuWMidNHhQLAhEORDMGDJVgnC1QDgQcGGFKMSZNIRkDBCgUAU6HARmWEBIPCAIxBAZKCAIlcAYZBkQlKf6PPfZALxsMEgsOCAoMBgEBDBUjAQYuP3fy43n%2BMU4pIiECAQEBAwoICwcAAAIAL%2F%2FhA88DcQAOABoARgCyAwEAK7EYBemyDAAAK7ESBekBsBsvsADWsQ8K6bAPELEVASuxCQjpsRwBK7EVDxESsQwDOTkAsRgSERKyBwkAOTk5MDETNAAzMhcWFRQVFAAjIgATFBIzMjY1NAIjIgYvAQjFx4eF%2FvbDx%2F70srmBbZG7f22RAajFAQSEgr8DA77%2B%2BQEEAQS6%2Fv65j7IBALQAAAAAAgAM%2FcYDzQOkAEAATQByALIeAQArtEkHACIEK7IVAQArsiQAACuxQwbpsDwvsQID6bAtMgGwTi%2BwBtaxKgrpsRdBMjKwKhCxRgErsSEK6bFPASuxKgYRErEVODk5sEYRsx4kMTYkFzkAsUk8ERK0DhkcISckFzmwHhGxEBg5OTAxEzY7ATI2NRE1NCYnLgM3Nj8BNjMyHQEUNzI3NjMyFhUUACMiJyYGHQEUFjsBMhcWBwYjJiMiBwYjIiciJjU0ARYzMjY1NCYjIgcGFQ0DERJWLRIjDC8ZAgYCCuIWDRQQAgK4a4G%2F%2FvG2PVwMDS9WHR8GCAoGFS5LOUpnNyQPGwwBSnV3ZoWXb1ZvDP32FlCWA1AxJxQKBBEEIwYECo4OH38pAgKD9aLD%2Ft8dBAob85NNEB0SDAIBAgEUDwUCv2%2B1iZzQWAwYAAIAP%2F3JA%2FgDbgA3AEcAlwCyAwEAK7ANM7FFA%2BmyNQAAK7Q7BwAmBCuwIC%2BxFgPpsCcyAbBIL7AA1rE4CumwOBCxLAErsD8ysRMK6bITLAors0ATGwkrsiwTCiuzQCwlCSuxSQErsSw4ERKzIgMzNSQXObATEbIFDSE5OTkAsRYgERKwJTmxOzURErEuLTk5sEURswAyMwYkFzmwAxKyBQcIOTk5MDETNAAzMhcWNzY3NjcyMzIXBgcVERQWOwEyFxYVFAcGByMmIgciNTQ3NjMyNjURMzQuAgcGIyImNxQWMzI3NjcnJicuASMiBj8BA7x1dBcIHRoKEQECDggOAStEFA4DAgYEBxJz5XEnEQ5CVC0CAgQJBJOLlsOeoHVcbAkGAgIRF3BGe48Bj8cBEjsMECEUBgIKN2Ja%2FIWPWxQHBQ0KCgIEBB4hCAJOlgFHAgsSCAR79O6g1VwIHeumND1QuwAAAQAp%2F%2FoCtwN%2FAEsAYgCyJwEAK7Q2BwAcBCuyGQEAK7JDAAArsT0D6bAFMgGwTC%2BwCNaxOgrpsBwysgg6CiuzQAgRCSuwADKxTQErsToIERKxFkQ5OQCxNj0RErMLIyEyJBc5sCcRsgweLjk5OTAxNzwBNjIzMjY1ESYvASYnND0BNDc2NzY3NjIXFhUcARcUFjYzNjc2MzIXHgEXFhUUBwYHJicmIyIHEBceATsBMhYHBiMmIgciIyInJikGCgtKLgYOVh8EEBlgSjEJDgQKAgYEAj0gGiI2TAYZBBMBECsbMS0dREUCAitOLQ4NDwIapNo2AwILBAQdDgYMTIUBihsDIQwNAgQQEgUMIRkYBAMHExlgFggIAoUQDiICCAEDDgMEMVACGBeD%2Fpw2Tik3DAIDAwcJAAAAAQBG%2F%2BcCSAN7AEUAggCyAwEAK7ERBemyEQMKK7MAEQsJK7IqAAArsCYzsh8AACuxNwTpAbBGL7AA1rAuMrEUCem0NQkAHgQrsBQQsToBK7QcCgAaBCuzDhw6CCu0CQkAHgQrsUcBK7EOABESsgMYHzk5ObAJEbALOQCxNx8RErAkObAREbMAHC4yJBc5MDETNDYzMhcWFRQHFCMiJjcuASMiBhUUFx4CFxYVFAYjIiciJiciBwYjMCMmJyY1NDUmNhcWFxYzMjY1NC4FJy4CRpt5Tl4GAhwMEQIOUjoxP3sUVD0ZRp5vNTECHwgQCxgHARIDEgIYEwoEK4k3TgodEjEROQQ5Rj0CgW%2BLJ1I9JR0KBgRSWj0vSFoOOC8bTF5qkQ4MAhoHAhOQSwgGDAcCBBG4TjUUJycZJQ4nAic5ZQABACj%2F6QJeBEIAOQBoALITAQArtBkHACQEK7AzMrITGQors0ATCAkrsgMBACuyLAAAK7QhBwAjBCsBsDovsC%2FWsR4K6bAMMrAeELQECQAeBCuwBC%2BxOwErsQQvERKwAzkAsRkhERKyJCgvOTk5sBMRsAI5MDETNjc2NzQ3NjcyFxYXBhQXHgE7ATIHBgcGIyciBgcRFBYzMjc2FhcWFRQHBgciJj0BETQnIyInJjU0KwQMdUgNCAgFBAwBAwMCEAfjIwsEDgoXwggVAjlKQjkCJQgGBFScYHsMKRAZCQMfCAY7yQcGAwECBAs8Wx0IEyAhIxAEEQj%2Blp5xbQoCCgcLCQy6AZBwVAGaEgUGDw0IAAEAKP%2FsBC0DjQBQAIAAsiMBACuwBzOyRgAAK7QOBwAiBCuyPAAAKwGwUS%2BwSNaxCwrpskgLCiuzQEgACSuwCxCxFAErsD4ysSgK6bIoFAors0AoNQkrsVIBK7ELSBESsAY5sBQRsh8gRjk5ObAoErAlOQCxDkYRErI1P0M5OTmwIxG0KzJBQkgkFzkwMRM0NTQ3PgE3NhYVERQWMzI%2FAT4BNRE0JyYnLgEnIicmNjc2NzIzMhURFRQzMjc%2BAjc2FxYVFAcGBwYHBiYvATQmBw4CIyIDETQmJy4BJyYoDRTDKRARTGhkggICBAYOMA4ZBgJBDAMN0VQEBCExERYEEg4HDAUDAgQMcXkXIAIECAdESYE75wEQHQ41DwoDNAQCEAQEMQgCGBH%2BFaRxZwYGEgkBYlwdOQgEAgMKCCkELwgg%2FXQ%2FMwYCBAQCAxAJCQgIEgExGAgKGlAIHQYxMTMBGgGyIyEIBA8EAwAAAAABAAj%2F6QP2A1sARwAyALICAQArsCgzsUQD6bIOJTMyMjKyOwAAKwGwSC%2BxSQErALFEOxESsBs5sAIRsAw5MDETNjc2MzIXFjMyNzIVFCcjIg4BFRQWEhUeAzY3Ejc2NTYnJicuATMWMjcyFxYVFAcGIw4BBwMGBwYjIicmJwEmJyYnJjU0CAISByAuYkY4SjAMEBMvMwhWewIIBggIBIVACQEkNkEIARFTtmMJBAIBAwZCPTr6DBAMDBAQCgr%2B9i0RG1oMAzoeAgECAQIhHwEPDgwO1v7iAgIRBgYICgFEhxMQHxEaAgY5AgIQCAgHBw8ITIP9vhcBAwUEGgJlahUdDgIXAgAAAAABAAP%2F5AX4A1YAdQA9ALJrAAArsF0zsHQvtBEgMEBSJBczsQYE6bEpRTIyAbB2L7F3ASsAsXRrERKyGTZkOTk5sAYRsQROOTkwMRMmNTQ3NhcyFjI3MjM2FxYGIwYVFBcWFx4BNxMVJicmJyImIyInJjMWMzI3NhcWBgcGFRQXExY2NxI3NjUmJyYnIicuATMWMjcyMzIXFhUUBwYHBgcGBwYDDgEHBiMiJyYvAQMmBwMGBwYrASInJi8BAy4BJyYEAQMEGRRxj18EBhQEBgYMaFgtQQQTCLgtFCE5BhkIDgEED8ZrUB4hBgQEBGwerAYVBKYMAwEQGDInFAoFE0uyZwIBDAQEAQMIUhcKIS3ZBggVGQkDAg4GBN4GDtsGFQQIFw4EDAYF%2BS04TgoDLgcFCwUOBAQEAhIMHwQsGd5znAoQCgGwAloVIQMDHiEFAwQSDB8EAjMcSf5gChALAYNDDw0eDhQEAwQ7AgIOCgoGBRACCCEQT2%2F95BAIAwUBAg8KAhcMG%2F38GQICAgINCgJoczUFAwAAAAABAA7%2F%2BgQXA1cAdgBFALIOAQArsDIzsQoE6bIZKT8yMjKycQAAK7BRM7FpBOmyAkpWMjIyAbB3L7F4ASsAsWlxERKwTDmwChGzARwhXyQXOTAxNzQXPgE%2FAScuAScmNzYXMjMWMjcyFx4BBisBIhQXFhceATc2NzY1NCYnKgImJyY3NjMyFxYyNzIzMhcWBwYjDgEPAh4BFx4BFxYVFAYnJiMiByI0OwEyNTQuAS8BJgcOBBUUFhczMhYHBiMiIyYjIgciDhFKUVS3qkpQVgwBAREBAjbHkRQCBgIGBBJGSjcZDBARLSM3JTUECQQGAgYEAg8EBJrCKQICDQcIBgQaWlJCTmB1YCMrTEERCwhcVYF0EhITRxIfBHUfEAQ1LTMfL0AQCggEBAgBAWd4UFgMGR8BAjRgz%2BNkNAQFHBsBAwMECBkUMWFKGBACEi0tQicXFgIGBBAVDQECAgoUEQwGLElWb5Z8KzcqBAobChACAgQ7IAsfJQScJxMGNzQ9LwobGwYhDgwEAgAAAAABABH94wPQA14ASgBOALIhAQArsAQzsR4E6bILLkUyMjKwOC%2B0PQcAFwQrAbBLL7Ab1rEqDOmxTAErsSobERKyJC4xOTk5ALEePRESsRMzOTmwIRGxKkk5OTAxEzYXMjMyNzIXFgYHDgEVFBcWExY3NjUTNjc2NTQmJy4BNzM2MzIXMhcWFRQHBiMOAQcDBgcGBwYjIiY1NDc%2BAT8BAS4BJyYnJjU0EgYjCRpO7CMDBAgIQigWK5IGFgR7FAsSMUwKAhMQYlBANSMEAQMEBj9NPf5IDh8rIT0nOWY%2FVSQd%2Fvw3NkkGBQMDSBcFBBAOIQICGRkXMF7%2Bkw4jBAIBOTMhNx0pHwIGMwIGBBIEBAkLDwhhov1UuCNKMys4JD8aEHF4XwJqhTgGAg4KCQQAAAAAAQAe%2F%2FgDKgOPAEIAXgCyIQEAK7EGB%2BmyGAEAK7I%2BAAArsSwH6QGwQy%2BwFNa0DwkAHgQrsA8QsRYLK7QZCQAeBCuxRAErsQ8UERKwEDkAsSw%2BERKwAjmwBhG1BBEoKTQ3JBc5sCESsCc5MDE3PgE3ATYnJiMiBwYjIgYHDgEnJjcSNzYyFRQXFjMyMyQzMjMyFxYHAAMGFjcWMjc%2BAT8BNhcWFRQPAQYHBiAnIjU0HwIMAgHyBBMRFixBYSkrLR8EIQoQBDMKBDUODCwJCQELgSscIwgIDP7h1wITCESaVzMwJAkIIQ8BVAYRp%2F63ow0jBg4EAqYMBwEDBEJ9CgQGBhcBGSwGCCMKCAQIIQ7%2Bif7HBgsCBgYCNFYKFAgDCQIC5gwEBAQZBgABANf%2BAgMzBbAAPwBRALA0L7EtBOkBsEAvsDfWsAsysSsK6bAbMrArELAnINYRsTsK6bA7L7AHM7EnCumwHzKxQQErsTs3ERKwCTmxJysRErAdOQCxLTQRErAwOTAxEyY3NDc%2BATU0JyY1NDY3MhcWBxQjBhUGBw4BFRQXFgcUBwYHBhcWBxQHBgcUFzIfARYHBicuATU0NzY1NCYnJtcGBg5mdhkX4K4MAggEAgIEDm1xExcBcD9AIR%2FyARQSAeIKBgIICAYOsNwXGXVtCgHLDgwOBRRzSjFoWlCe7BoKHQQCAgIKBBl7WjtcdUCNazsdDBB52VJeWj60QAoCFRIKAhvpnj9lbS5OcRYEAAAAAAEB4%2F%2FTAmoG4QAVACIAshMAACsBsBYvsAHWsQwJ6bAPMrENCemwCDKxFwErADAxJRE0NjMWNzIeARQGFREQBxQjJgciJgHjFRolFwwMBAICLRccFwwKBqQdFggEAgoIFwj8tvznRy0EBBsAAAEA2f4GAzEFsAA2AD0AsBkvsR4D6QGwNy%2BwCNawFzKxMQrpsCEysjEICiuzQDEpCSuwCBCwCyDWEbAUM7EuCumwJDKxOAErADAxEzQ2NTY3PgE1NCY1NDc2NzYmJyY3NDY1NCcuATc0Fx4BFRQGFRQWFxYVFAcOARUUFhUUBgcGJtkCBAptdStyO0QMAQ3wASnXCBMCELDeMWpkHRhibzHTpg4b%2FhsCEAQOAxd8WDnZOotvOx0GEgZ51TXcN7Q%2BAhQMHwIb6Z430TdKbhkIGSMEF25IN9U3mucfBAwAAAAAAQAxAecEYANaACkAYACwGi%2B0DwcAGQQrsCEvtAMHABoEKwGwKi%2BwANa0JAkAHgQrsCQQsREBK7QXCQAvBCuxKwErsREkERKxAxo5ObAXEbAYOQCxDxoRErEdJDk5sCERsAs5sAMSsQoROTkwMRM%2BATMyFzIeBzMyNzYzFx4BBw4BIyInLgMjIgYHBicuAjEGqHlqrQItCCsQJRceHQ6RIAQUFwwQAgqidXOzBl0tShxEYAoEGwoPDAIGj71eGwQXBhAGCgKpGwICDgaTwWAEMRUYYFIbBAIFDgAAAAIAov4CAY8DeQAJABUASACyAwEAK7QIBwASBCsBsBYvsADWsQUM6bEFDOmzDwUACCuxCgjpsAovsQ8I6bEXASuxCgARErAVObAPEbQCBwgDCyQXOQAwMRM0NjIWFRQGIiYbATYyFxMWBisBIiaiQ2dDQ2dDDkwELwRSBBg0QTUbAwgvQkAxM0JC%2B4EDtAoK%2FEovIyMAAAAAAgBi%2Fo0DTgSFADgAQgBjALIDAQArsUAG6bIQAQArtBUHABYEK7InAAArtB0HACUEK7I0AAArAbBDL7AA1rE5CumxRAErsTkAERKzLDEyNyQXOQCxHScRErA3ObAVEbMAITk8JBc5sEASshIYPjk5OTAxEzQAMzIXEzYXMhYyHgEUBwMWFRQGIyInJgcDBhYzMjY3Nh8BFgcGIyInJgcCBwYvASY%2FARM2Jy4BNxQXFjcTJiMiBmIBI88KMWUIEgIRBgoEAmR%2FLSMlJxkK4wxcKUxsPAwOFRAUj9wpLRcKXhYMFR8MBgR7ChRUZ6RaDA3tJTNqngGFzwEjBAEGDgICBAYKCf8AJlAhKyEZG%2F3GIxpFSBAIDAof0QoGGv8AKxsCBgIRCAE1Hww3y6SiahAaAlgd2QABAB%2F%2BHwY1BZgAZgCCALIpAgArsR0H6bIpHQorswApIwkrsFUvsGQztEUHACEEK7JFVQorswBFTwkrsF4vsT4H6bAKL7A5M7EVBemwMTIBsGcvsEjWsVIJ6bJIUgorswBITAkrsWgBK7FSSBESsCM5ALFeRRESskFZYTk5ObA%2BEbEDPDk5sSkVERKwGDkwMRM0Njc2PwE2JisBIicmNzQ3PgMzITYSNzY3EiEyFhUUBiMiJyYnJgciBwYHAgcGFzMlMzIPAQYjJQYHNjMyFhcWFxYzMjY1NCcmNTQ2MzIWFRQGIyInJicuAScmIyIPAQ4BIyImH5ljPTENBA0M7h0BDAYCAgIIEA0BIhJpH15c8gEraKAvIysvDgxITF5KUFjDUxAaCAEPGhkGBwQr%2Fq5MTVhwXJhWUDdKREpoIRsyIi8%2B%2FJ53Yh89BkgSeVY%2FXQY3izodKP5gOZApbYMgCBUCBBUEBgwKDQQxASFN9JwBnmBGIS0vDA9IAWRo4P4ftiUCAhsaHQSaZClGPz0fK1Y9ITktGyUxWEKP4T8UMgY5D1orBHGLJQAAAgDPALIEzQS6ACIALAB7ALAfL7QmBwAfBCuwKy%2B0DQcAHgQrAbAtL7AE1rEkCemwJBCxKQErtBYJAC4EK7EuASuxJAQRErMBBwkiJBc5sCkRswoQHCEkFzmwFhKzERMZGyQXOQCxJh8RErMaABwhJBc5sCsRswEHExkkFzmwDRKzCAoQEiQXOTAxEzcuATU0NjcnNxc%2BATMyFhc3FwceARUUBgcXBycOASImJwcSEBYzMjYQJiMiz4U5JSU5hVyHSnNeYHFQgV6DOScnOYNegVJxwW5Kh1DEjI%2FJx4uNARCGWHJcWnFOhWCHOygnPIdghVJ1XmBxSYZehTsnJzuFApT%2B4cvJAR%2FKAAAAAAL%2F%2Bv%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%2B%2FvEMEQICAhkSWi0tCBQP%2FsUlKfwUGQY4DBTVHwoPnQoXBCchQToOAgQB61QEEwhQCBSmGwWBBAQGEgEICh0QCBIDCC0KLYQUGW41FSsGCBMWEgEICgIbGAkCAgIEO15XCAwdKSEBFYsMEwQIEjQdAQICDVT%2BmH9EGhkQBgIODgwIGxcBQIUBUmQUASExFwEEDBODHRwvEgkQCVxSOQQVBP5mzQwQxxkAAgHj%2F9MCaAbhAAMABwAiALIAAAArAbAIL7AA1rAEMrEDCemwBjKxBwnpsQkBKwAwMQURMxEDETMRAeOFhYUtAwr89gQCAwz89AAAAAIAbf4bA4cFmAA8AFcAcQCyEgIAK7EDB%2BmwJS%2BxNAbpsjQlCiuzADQrCSsBsFgvsADWsRUM6bAVELFKASu0IgkAcwQrsVkBK7EVABEStCgyOj5UJBc5sEoRQAkKAxwlMzc5QU8kFzmwIhKwBzkAsRI0ERK2Bw8KIjpFVSQXOTAxEzQAMzIeARUUBiMiJy4CJyYHIgYVFB4FFx4BFxYVFAAjIiY1NDYzMh4EFxY3MjY1NCcCJyYTBhMWABcWFxY3Njc2NTQnJicmJyYnJicmBwZtASLHLX1xOCIpMgQKCgJKQUxrDx4dLxsvBKqBHxb%2B2cZoqTEhDBUQFQgWA0pTRnF3z2t5iliLOQEINDUOBgsMBhlKJysvM0xGYBsKBgYDceEBRh9KLyM3MQQIDQJOAWBDEjQ7NEUnQAby43BYcdP%2Bx1Y9ITkICBMKGAVQAWA7WKQBH7zVAYzn%2Futv%2FntcYCkQBQYRP1qsnkxERk1vbJNVGQMEAAIANQPZApgEzwAHAA8AOwCwBy%2BwDjO0AwcAEQQrsAoytAMHABEEKwGwEC%2BwAda0BQwAGQQrsAUQsQkBK7QNDAAZBCuxEQErADAxEjQ2MhYUBiIkNDYyFhQGIjVIZkhIZgEjR2dKSmcEIWZISGZISGZISGZIAAAAAAMAVv%2FlBhAFrAAIABIAPQDBALIIAAArsQwG6bIRAgArsQMG6bQ7MggDDSuxOwbpsyUIAwgrtBYsCAMNK7EWA%2BmwHTIBsD4vsAHWtAkJAC8EK7AJELETASuxLwjpsC8QsSkBK7AdMrQiCQAeBCu0IAkAHgQrsCIQsQ4BK7QFCQAvBCuxPwErsS8TERKxCAI5ObApEbcHAwsQEQwWMiQXObAgErInNDU5OTmxDiIRErA4OQCxJTIRErYACQ4FEy81JBc5sCwRsQEpOTmwFhKwGjkwMRIQACAAERAAIAEQACAAERAAIAATNAAzMhcWMzI2NzMyHwEVFCsBIicuAScmByIGFRQWMzI3Nh8BFgcGJyIAVgGuAl4Brv5S%2FaL%2BqAF7AhgBe%2F6F%2Fej%2BhagBK91McxkJDg8MKRIDEg4hDAQCBARM0Y%2Btqpy4cxANHxAQmPLN%2FuoBmAJiAbL%2BUP7N%2Fs%2F%2BTQLk%2FvL%2BgAGAAQ4BEAF9%2FoP%2B6tEBFicIEB8X7yMODAIVBskBzrXH1JUUCBAJFMsBAQwAAAAAAgAvAzcCLQVkACgANAB%2FALIsAQArsSYD6bAfMrIaAQArsR8G6bIdAQArsiEBACuyKAEAK7AHL7ETBOkBsDUvsADWsSkJ6bALMrAPINYRsQwJ6bApELEvASuwBDKxGAnpsTYBK7EvDBEStgIHEyMkLDMkFzmwGBGxHyE5OQCxBxoRErUADRYcKTAkFzkwMRM0NzY3NTQjIgcGFRcHJic0NzYzMhYdAhQXMjcXBiMiJw4BBwYHIiY3FBYzMjY9AQYHDgEvkkw%2FWh0bEAhwCgFYQj1eUhsUMg5gMz0NBAgFSj87THEnHBtOJxtIIgOuXiESIWFoFRIKITMdBi0%2FMVhkqjk3ASEnUEYCCAI5AUJDHSQ3F2QQCx0eAAIAPwBEAqYDcQAGAAwAKQCyAQEAKwGwDS%2BwANa0CwwABwQrsQ4BK7ELABEStAIHCQoMJBc5ADAxEwEzAzUTIwMBMwMTIz8BQD%2FOzj8VAQA6iYs8AdcBmv5mAv5rAZMBd%2F6J%2FpEAAAAAAQCRAXUFCgP6AAUAOACyAAEAK7QBBwAeBCuyAAEKK7NAAAQJKwGwBi%2BwBNa0AwkALgQrsgQDCiuzQAQACSuxBwErADAxEzUhESMRkQR5hwNxif17AfwAAAEAWgGYAysCJgARAAATNTQ2MxYkFzIWFQcGByYEJyJaGwxEAddyChMEBh2e%2FnFoDgGwUhATAgYEFwpQGQMEBgIAAAAABAA%2F%2F9cGFwW8AAkAEQBPAFsA9gCyCAAAK7QNBgBGBCuyEQIAK7EDB%2Bm0ThUIAw0rsTJFMzOxTgTpsTlLMjK0P1MIAw0rsT8D6bQjHAgDDSuwWTOxIwTpAbBcL7AA1rQLCQBABCuwCxCxGAErsUMK6bBQMrJDGAors0BDSAkrshhDCiuzQBgSCSuwQxCxVgErsSoI6bAqELEPASu0BQkALwQrsV0BK7EYCxEStAgCHiROJBc5sEMRswwRJU0kFzmwVhKzLD4tTCQXObAqEbUHAxANOjskFzmwDxKyMjQ5OTk5ALEVThESsE05sD8RsQ4LOTmwUxKzBSwtACQXObAcEbIPCio5OTkwMRMQACAAERAAIAASEAAgABAAIAM1NDM%2BATURNCYnIj0BNDc2MxYyNjM2FhUUBwYXEx4BFzIdAxQjJgciJwEjIh0CFBcyFx0BFCsBJgciARQWMzI2NTQmIyIHPwG3AmoBt%2F5J%2FZb%2BSVkBgQIkAYT%2BfP3ckBk3HRkzFAIEFimLrh2Ns8sUDsIjLSMMGFxKEgv%2B1ycUbA4BCRDDnxkBGQYOeYNuViUnAskBOQG6%2Fkb%2Bx%2F7J%2FkUBugJM%2Fdf%2BewGFAikBhfuoHRACK1YCJVYpBBMSEAMEAgICiW%2BmRgQU%2FukxIwIECAoVEgQEDgGcJcdOMQIUFwwGCgoCAgwJYVRSagwAAAEAEgQAAroEmgANACsAsAwvtAMHABsEK7AFMrQEBwAbBCsBsA4vsQABK7QJDAAHBCuxDwErADAxEzU0OwEhMhYdARQjISISKxUCPxcSL%2F2qIwQnXBcNFFofAAAAAgBiAtEC9AVqAAkAEwBJALAIL7QNBwAlBCuwEi%2B0AwcAJQQrAbAUL7AA1rEKCemwChCxDwErsQUJ6bEVASuxDwoRErMCBwgDJBc5ALESDRESsQUAOTkwMRM0NiAWFRQGICY3FBYyNjU0JiIGYr8BEsHB%2Fu6%2Fb3%2B0gYG0fwQdi8LCi4nDwopagYFaXIGBAAAAAgCR%2F8sFCgWiABUATwBxALIcAQArsC0ztE0HAB8EK7A1MrIcTQors0AcJgkrshEAACu0BAcAHgQrAbBQL7BI1rAgMrQ8CQAuBCuwKjKyPEgKK7NAPDIJK7AKMrJIPAors0BIFgkrsAAysVEBK7E8SBESsEE5ALFNBBESsEA5MDEXNTQ2FxYgJTIWHQEUBwYjBiEiJyYnET0BNDc2MyEyNjURNCY1NDsBMhYVEQY3ITIWHQEUBiMhIyIHBgcRFAYjBiciLwE8ATY1ETQmIyEiJpENGjUC6AEMGRAUDCXp%2FO0nCgIFAgYbAbYUCwIdUBIKBBkBuh0OEh%2F%2BVhAGAgYBDB8jGhkGAgIMEP5PGxACLRsSAgQEEBk1HwYGAgoEDANfNxQIBQgKEwGXBhEELw8e%2FkUXAQ4VPxsKAgQR%2FkYfCgoKCgYEBA0EAbYQCwwAAAAAAQASAmgCPQUrAEAAiQCwPy%2B0LAcAJQQrtDsEAC4EK7I7Pwors0A7NgkrsBAvsRgH6QGwQS%2BwDdaxGwrpsDsysg0bCiuzQA0VCSuwADKwGxCwOSDWEbQxCQAvBCuwMS%2BwNDO0OQkALwQrsUIBK7ExDRESsSEkOTmwGxGyIDw%2BOTk5ALEsOxESsAE5sBARsgUTGzk5OTAxEzU2Nz4INTQmIgYHBiY1PgEzMhYVFA4IBwYHBhcWOwEyNzY3NDY3NjsBMhUGIzMGByEiEjVzAjQMLxAlDxQISW9YFQRDCpVtaJIICRYKJQotCTMCSk0GCgwKsEIMBgYJAgIWDyQbAQIGG%2F4lFAJ5Hz9iAikNKRYnHSUkEy9ESEAKAgxtf3NaEicdIRQhDCEGIwIxRgQEBAgGDQQcDQoMpg4BAAAAAAEABAJaAh0FKwAzAFYAsDEvsQoF6bIKMQorswAKAwkrsBwvsSQH6QGwNC%2BwDdaxLgrpsBkg1hG0JwkALgQrsTUBK7ENGRESsCo5sCcRsikrLDk5OQCxHAoRErIfJy45OTkwMRM0NjMyHgIXFjMyNjU0JiMiBwYnJjY3NjU0JiMiBwYmNz4BMzIWFRQHBhceARUUBiMiJgQnGwwfEiMELSU3WD0nIyUjFAQGCJwzJVY6FDcGJ4VSTGpEDhA%2FS8uBTn8CuhkjDQoYAiFiRDNGGxQgCB0EZEAdK2cbIxNSXEw9RDMMBhRfQm2dNQAAAQDyA8UCTgVKAA0AKgCyAwIAK7QMBwALBCsBsA4vsADWtAsJAB4EK7EPASsAsQMMERKwCTkwMRsBNjsBNhYHFBUHAQYm8mQOGbQMEwIC%2FtsKMQPfAVAbAgsKAgQE%2FqAMCAAAAAH%2F7v4CA9kFSgAnAF4AsgMCACuxFwfpsAkyshcDCiuzQBcdCSuwEDIBsCgvsCDWtBoJAIQEK7AaELQADAAHBCuwAC%2BwGhCxEwErtA0JAGIEK7INEwors0ANBwkrsSkBK7EgABESsAM5ADAxAzQ2NyA2HQEUJyMiFxEUBisBIjUTNCsBIhcTFCsBIiY1ETQHLgEnJhL%2B3wHFSSNOGwEKGSEjAiRpGwECISsUCyWgwjUvA6zB2QIEHyUZASX5WBcKHwaqIR35TBkMFQPTHwECZ2RYAAAAAQCcAdEBdQKuAAgAKACwCC%2B0AwcAEwQrtAMHABMEKwGwCS%2BwAdaxBQzpsQUM6bEKASsAMDESNDYyFhUUBiKcP1pAQFoCEltBQC8tQQAAAAABANP%2BNQIOABQAIQAkALAOL7EYBOkBsCIvsBvWsQsJ6bEjASuxCxsRErEJAjk5ADAxGwEzBwYVHgEzHgEVFAYjIicmNzY3NhcWMzI2NTQjIgcGJtOqOTkEAggCO05wUC8nFw8GAgQOHw4rPDodZAgO%2FvYBHmoIBAICCF0%2FUHEPCBYMAwwEBjknSjQEBwAAAAABAGQCZAH8BSkAJAA6ALASL7EKBemwFzKyChIKK7NACgQJKwGwJS%2BwG9axBgnpsSYBK7EGGxESsQITOTkAsQoSERKwGDkwMRM2NzYyFREUFxYXMjcyHgEVFCMmByImMzc%2BATUDJicGBwYHBiZkjUQEUgQEFRcKEhEQDqakEAEROxkOAgICFygdIRQVBH1UUgYM%2FbYXBggCAgIVEiEGBkIGBAwVAaoMAg4VDAwCJQAAAAIAPwM3AqYFZAAIABQASgCyDAEAK7EHBOmwEi%2B0AwQATQQrAbAVL7AB1rEJCemwCRCxDwErsQUJ6bEWASuxDwkRErICAwc5OTkAsRIMERKzAAQFASQXOTAxEjQ2IBYUBiMiAxQWMzI2NTQmIyIGP68BBrKyf4U0d1JGXHlQRlwD1%2B6fn%2B6gAT5vl2xUapZoAAIAVgBEArwDcQAFAAwAKgCyCQEAKwGwDS%2BwANawAjK0CwwABwQrsQ4BK7ELABESsgEEBjk5OQAwMTcTAzMTAxcTFQMzCQFWiYk9%2FPyoz89AAUH%2Bv2gBbwF3%2Fon%2BkSQBlQIBmv5m%2Fm0ABABk%2F7oFkQVIACIAMwBaAGUAygCyUQAAK7IpAgArtFhdUSkNK7A%2FM7FYB%2BmwSjK0DwlRKQ0rsBUzsQ8F6bIJDwors0AJBAkrAbBmL7AZ1rQGCQAtBCuyBhkKK7NABg0JK7IZBgors0AZEwkrsAYQsVYBK7BgMrRNCQAuBCuwPDKyTVYKK7NATUYJK7JWTQors0BWNgkrsWcBK7EGGRESsgIQMjk5ObBWEbEPXDk5sE0Ssic4LTk5OQCxXVgRErA3ObAPEbE9ZDk5sAkSsg0XPDk5ObApEbE4OTk5MDETNjc2MhURFBYXMzYWFRQjJgciJzYzNz4BNREmIwYHBgciJhImNwE3NjsCMhYGBwEGByMBPQIBNhcWBxEUFzMyBxUUFhQGBwYrAQYHFRQrASInJic3JicjIjcGFzM2PQE0JzQHZJFCBFQLFB8bGA6qohIBBA0%2FFwwCAh8gKRcUFW0JCQPIBAQJCFQEBAIE%2FDUKEkICgwFrIxgUAhdQGQECAgIEFkwSBRAxIQobAgIEFPwdlAoSfRgCCAR9WE4GDP20Fw4CAg4bIQYGISEEAg4XAaoOFA0QCiX7SR0KBVoJBAkOCPqiEAEBAgUEIAHPCgYEFP57CgEiEQQMBAsCDAQMqBsEBA2sDgRxEAEBCqwQCAwIAAMAZP%2B6BZYFSAAmADcAbwDBALJuAAArtFwHACYEK7JuAAArtGoEAC4EK7Jqbgors0BqZQkrsikAACuyLAIAK7QUGW4sDSuwCzOxFAPpsyoZSg4rsUIH6QGwcC%2BwG9a0CAkALQQrshsICiuzQBsWCSuwCBCxPwErsU0K6bBqMrBNELBoINYRtGMJAC8EK7BjL7RoCQAvBCuxcQErsQgbERKyAhM0OTk5sD8RthESOEdKVlkkFzmwYxKxMGE5OQCxXGoRErA5ObBCEbI7Rk05OTkwMRM2Nz4BFxYVERQWFzM2HgEVFiMmByInNjM3NjURNC4BBwYHBgciJhI2NwE2NzsBMhYHAQYHKwEiJTU2NzY3NjU0JiMiBw4BNT4BMzIWFRQOBgcGBwYXFjsBMjc2NzY3NjsBMhUGIzMGIyEiZJFCBDISEA0UHxIRDgQSqqISAQQNUBICCgoMISkXFBViAgMDzggNDEYIBgb8NQgSDzcKAp83c38lK0c4dy0EQwqWbGiSDA0gEy8QOgZITwoODAqwQgwGBggDAhYPJRsCAgYb%2FiUXBH1YTgQEBAIf%2FcsXEAICBBESIQYGISEEAiUBlQgNCgQIERAKJftWDgIFZAwBEwz6og4DSB9CYGo3OzoxRIcKAQ1tgHRbGSwhKRQnDSkEL0UGBQQIBg8hCgwOpg4ABAAj%2F7gFWgVIADAAPgBiAG4AygCyWAAAK7IzAAArsjYCACu0YGVYNg0rsEozsWAH6bBRMrQuB1g2DSuxLgXpsgcuCiuzAAcDCSuxIjYQIMAvsRoH6QGwby%2BwCta0KwoAGgQrsBcg1hG0JQkALQQrsCsQsV0BK7BoMrRUCQAuBCuwRzKyVF0KK7NAVE8JK7JdVAors0BdQQkrsXABK7EKFxESsCg5sCURsScpOTmxXSsRErBjObBUEbBDOQCxZWARErBCObAuEbFIbDk5sRoHERK1HSUrQ0RHJBc5MDETNDYzMhcWNzI2NTQmIyIHBicmJyY3NjU0JiMiBwYmNz4BMzIWFRQHBhcWFRQGIyImEiY3ATY3MzIWBwEGBycBPQIBNhcWBxEUFzMyFxYVFCsBBgcXBisBIicmJzcmJyMiJjYWOwE2PQE0JyYPASMpGh1IKyU3WDspIyUUDwoIChKcMidYNQhGCSOHUUxtRBIUh8iBToGkCQcDyggnKwwLCPw7Dhk3AkoBaiEZFwMVURAHBhJcEAUCBg40IwwSAgIGE%2FwKFJEEBoMVAgQElAK0GSM0HwFgRDVFGhQQChAUC2JCHylpChQTUlxMPT86DAUri2qeNf0xHQQFYAwBHQr6qhIBAgELAgIcAc8KBgQU%2FnsKARAPEi8EDKgbBAIPrBACDGENAQrADAICCMIAAAACAFL%2BAgKPA3kAIQAsAIEAsiUBACu0KgcAEgQrsB8vtBgHABYEK7IYHworswAYGwkrAbAtL7AA1rQWCQAvBCuyFgAKK7MAFh0JK7AWELEGASu0EAkAQAQrsCcysBAQsSIM6bAiL7EuASuxIhYRErAUObAGEbQEChMkKiQXObAQErAlOQCxKhgRErEADDk5MDEXNDc2NzY1NCYnJjc2FhcWFRQGBw4BFBYzMjYzMhUUIyImEzQ2MhYVFAYjIiZSkTVfVh0zEhYOKQlqTFiJYmpiH2cah8So0d1GZkZGMzVEc8lmJSMhNyE1PBQKBggMg2JKWCMzY6NfD1hx2wQrL0JAMTNCQgAAAAADAB3%2F%2BAWGBwwATQBaAGgAVgCyTAAAK7EiJDMzsQIF6bMdK0JFJBcyshECACu0N10iEQ0rtDcHACQEKwGwaS%2BxagErALECTBESsCM5sDcRsxobM0QkFzmwXRKwFjmwERGxCWY5OTAxNzY3Mjc2NzY3AScmPgI6ATsBMhcaARYXFhceATsBMhYGIyYFIicmNTQ2OwE%2BAScuAScuAQcGJyIOAgcGBwYVFBcyNhcWFQYjJAcjJgEmNjM3MhcWFxQGJyYDBhcWNzI2JyYnLgEHBh0CEFwbDhsZCAGBDwIGDQ4SDQgGXA9qql4NFCUbN0MPDAoKDOz%2BxxAHAhEUXj8iFxlaGAQnD23SCg0ICgI1ThB0DiwSDgQM%2FqxmFx8B7goWE5sfCDYxKQ1tjAQcgXcKCgREOQQSBCc3DAEeED49FwQXNQQGBAIU%2Fuf%2BQPojNWtKLyIjCggQBhMUDQIzOULzQgwRAgYGCQYQBK61Jx41AgQCAiUjBgYGBuMKHQIQi8MSCQ2N%2FKoSDQQEEwy8uQoGCn8AAwAd%2F%2FgFhgcUAE0AWwBpAGwAskwAACuxIiQzM7ECBemzHStCRSQXMrIRAgArtDdQIhENK7Q3BwAkBCsBsGovsFzWtGcJAB4EK7FrASuxZ1wRErILD1s5OTkAsQJMERKwIzmwNxGzGhszRCQXObBQErAWObAREbEJWTk5MDE3NjcyNzY3NjcBJyY%2BAjoBOwEyFxoBFhcWFx4BOwEyFgYjJgUiJyY1NDY7AT4BJy4BJy4BBwYnIg4CBwYHBhUUFzI2FxYVBiMkByMmAQYXFjcyNicmJy4BBwYDEzYXNzIeAQcUBwEGJh0CEFwbDhsZCAGBDwIGDQ4SDQgGXA9qql4NFCUbN0MPDAoKDOz%2BxxAHAhEUXj8iFxlaGAQnD23SCg0ICgI1ThB0DiwSDgQM%2FqxmFx8CBwQcgXcKCgREOQQSBCcZZwYftAgOCAIC%2FtwKMjcMAR4QPj0XBBc1BAYEAhT%2B5%2F5A%2BiM1a0ovIiMKCBAGExQNAjM5QvNCDBECBgYJBhAErrUnHjUCBAICJSMGBgYC1xINBAQTDLy5CgYKfwHVAVAbAQIECAgIAv6gDAcAAAAAAwAd%2F%2FgFhgb5AE4AYQBvAFkAsk0AACuxIiQzM7ECBemzHStDRiQXMrIRAgArtDdkIhENK7Q3BwAkBCsBsHAvsXEBKwCxAk0RErAjObA3EbQHGhszRSQXObBkErAWObAREbIJFW05OTkwMTc2NzI3Njc2NwEnJj4COgE7ATIXGgEWFxYXHgE7ATIWBiMmBSInJjU0NjsBPgEnLgEnLgEHBiciDgIHBgcGFRQWFzI2FxYVBiMkByMmARM2Nz4BFxYXExYHBi8BBwYnJhMGFxY3MjYnJicuAQcGHQISWhsSGQIdAYEPAgYNDhINCAhcDWqqXg0pEhs1Qw8MCgoM7P7JEgcCERRgPSIXGVoYBCcPatUIDwYMAi1UEjVBCDYMDgQK%2FqpmFx8BorYIEwx5FRsHtQ4QHQz67BIZCmkEHIF3CgoERDkCFAQnNwwBHhQ6Bk4EFzUEBgQCFP7n%2FkD6I2o2Si8iIwoIEAYTFA0CMzlC80IMEQIGBgkGEgKR0i0YGxoCBAICJSMGBgYFogE%2FDAkCAgICE%2F7JGQIIDdTUEA0G%2FT4SDQQEEwy8uQoGCn8AAAAAAwAd%2F%2FgFhga4AE0AbAB6ALQAskwAACuxIiQzM7ECBemzHStCRSQXMrIRAgArtDdvIhENK7Q3BwAkBCuwYC%2B0VAcAHAQrs2RUYAgrtFAHAB0EKwGwey%2BwTta0agkAHgQrsGoQsVcBK7RdCQAeBCuxfAErsWpOERKwPTmwVxFADwsUJCgsMjxER0lQCWBucyQXObBdErItMC85OTkAsTcCERKzGhszRCQXObBvEbAWObARErEJeDk5sGARsGw5sFQSsGc5MDE3NjcyNzY3NjcBJyY%2BAjoBOwEyFxoBFhcWFx4BOwEyFgYjJgUiJyY1NDY7AT4BJy4BJy4BBwYnIg4CBwYHBhUUFzI2FxYVBiMkByMmARIzMhcWMzI2NzQzNgcWFRQGIyInJiciBgcUBgcOARMGFxY3MjYnJicuAQcGHQIQXBsOGxkIAYEPAgYNDhINCAZcD2qqXg0UJRs3Qw8MCgoM7P7HEAcCERRePyIXGVoYBCcPbdIKDQgKAjVOEHQOLBIOBAz%2BrGYXHwFlDLxSd1InIyMMGxkBBHJZUnRUJR8hDAQCBi2eBByBdwoKBEQ5BBIEJzcMAR4QPj0XBBc1BAYEAhT%2B5%2F5A%2BiM1a0ovIiMKCBAGExQNAjM5QvNCDBECBgYJBhAErrUnHjUCBAICJSMGBgYFmgEUUjc3UAwEEA0Ob49QOwEpOAQWCg4F%2FVASDQQEEwy8uQoGCn8ABAAd%2F%2FgFhgaYAE0AVQBjAG0AogCyTAAAK7EiJDMzsQIF6bMdK0JFJBcyshECACu0N1giEQ0rtDcHACQEK7BsL7BUM7RnBwARBCuwUDIBsG4vsE%2FWtFMMABkEK7BTELFlASu0agwAGQQrsW8BK7FTTxESQAsLDzc8REdJCWNXWCQXObBlEbI2XmI5OTmwahK3FCQtLzVcXSgkFzkAsTcCERKzGhszRCQXObERTBESsSNhOTkwMTc2NzI3Njc2NwEnJj4COgE7ATIXGgEWFxYXHgE7ATIWBiMmBSInJjU0NjsBPgEnLgEnLgEHBiciDgIHBgcGFRQXMjYXFhUGIyQHIyYANDYyFhQGIhMGFxY3MjYnJicuAQcGEjQ2MzIWFAYjIh0CEFwbDhsZCAGBDwIGDQ4SDQgGXA9qql4NFCUbN0MPDAoKDOz%2BxxAHAhEUXj8iFxlaGAQnD23SCg0ICgI1ThB0DiwSDgQM%2FqxmFx8BlkhmSkpmKQQcgXcKCgREOQQSBCeXSDM1SEc2MzcMAR4QPj0XBBc1BAYEAhT%2B5%2F5A%2BiM1a0ovIiMKCBAGExQNAjM5QvNCDBECBgYJBhAErrUnHjUCBAICJSMGBgYF6WdISGdH%2FTUSDQQEEwy8uQoGCn8CFmdISGdHAAAEAB3%2F%2BAWGBysATQBXAGUAbwCwALJMAAArsSIkMzOxAgXpsx0rQkUkFzKyEQIAK7Q3WiIRDSu0NwcAJAQrsFYvsWkH6bBuL7FRB%2BkBsHAvsE%2FWtGcJAEAEK7BnELFsASuwKDK0VAkAUQQrsXEBK7FnTxEStTdJR1hZWiQXObBsEbcLFAk2UVZlXyQXObBUErQkMjUrXiQXOQCxNwIRErMaGzNEJBc5sFoRsBY5sBESsQljOTmxbmkRErNPU1ROJBc5MDE3NjcyNzY3NjcBJyY%2BAjoBOwEyFxoBFhcWFx4BOwEyFgYjJgUiJyY1NDY7AT4BJy4BJy4BBwYnIg4CBwYHBhUUFzI2FxYVBiMkByMmADQ2MzIWFAYjIgMGFxY3MjYnJicuAQcGAhQWMzI2NCYjIh0CEFwbDhsZCAGBDwIGDQ4SDQgGXA9qql4NFCUbN0MPDAoKDOz%2BxxAHAhEUXj8iFxlaGAQnD23SCg0ICgI1ThB0DiwSDgQM%2FqxmFx8B6HtYVHt7VFhcBByBdwoKBEQ5BBIEJyFELy1BQS0vNwwBHhA%2BPRcEFzUEBgQCFP7n%2FkD6IzVrSi8iIwoIEAYTFA0CMzlC80IMEQIGBgkGEASutSceNQIEAgIlIwYGBgYAsHt7sHv9UhINBAQTDLy5CgYKfwK0XkREXkQAAAAAAv%2BN%2F%2FQG%2FgVEAIcAlAD7ALI4AQArsmYAACuwgzOxUAfpsoUAACuwgTOxAgXpsWx7MjKyFQIAK7ASM7EqB%2BmyEwIAK7AWM7EOBOmyKhUKK7NAKh8JK7SLdIU4DSuxiwfptC9KhTgNK7EvB%2BkBsJUvsHDWsI4ysU0I6bAsMrJwTQors0BwaQkrsE0QsUYBK7RACQAvBCuwQBCxJQErtBwJAC8EK7AcELFXASuwWjK0YgkALwQrsZYBK7FGTRESsDY5sEARsjcVQjk5ObAlErAmObAcEbAYOQCxUAIRErADObB0EbVARkNfYHkkFzmwixKwRzmxKjgRErIaCpI5OTmxFYURErEYbjk5MDEmNjc%2BATcBNjc2NTQmIyImPwE2NxYkFzIXHgEXFRQrASIuAzUuASsBISIHERQzNzI3Njc2NzYXOgE7ATIXEBcWIwYnIicuAQ8BIhURFBYzFjc%2BATc2NzQ2NzU0MzQ7ATIVBgcGIyEiNzU0HwEWPwE1NCMhIgcDBhUUFzIVFxYGIyImIgciJwEGFjMhMjURNCcmBwZ3CB1EWEEB%2FjUFCCdEEA4CAgQWkQMqSzMBAg4CCh8GCgYFBBQzLTr%2BvTMBLu0lKR8QHxAGEQQMBgYSAQICExASEAMMOWX4JzZiLahkRB8vFgICAhEaFQIZAjn73SECMD%2BgAgId%2FnUbDqYvgxkCAg0OIcCgLxQDAnMIEhcBMSMMBgmPJxICCExtA1RYCg4THRQGCh0SAQQGAhkpwxwTCAYPCBICYEYl%2Fk4hBQQCDBdcFwEf%2Fr4uHQYEGWQvAgQ1%2FqpoMAQEBBUnPVgCCgIFBAYnL9slFhUdAQIGlEnPJRj%2B704eOQESHQwKBAQYAn8KEjcCBCEKBAzbAAAAAAEAc%2F4CBZgFUgBPAKgAsk0AACuwLDOxGwbpsgMCACuxFQXpsDgvsUIE6QGwUC%2BwANaxGAzpsBgQsUUBK7E1CemwNRCxEgErtA8JAB4EK7FRASuxRRgRErUvMjg7S00kFzmwNRG0AxssMxUkFzmwEhK0BwUTJiokFzmwDxGyCQggOTk5ALFCOBESsD45sE0RsTU%2FOTmwGxKxJig5ObAVEbQADhEGISQXObADErMFBwgJJBc5MDETEAAhMhcWNzYyFxYHFAYXDgEnLgEjIgAREAAzMjc%2BATc2FxYHBgcmIyIHBiMHBhUeATMeARUUBiMiJyY3Njc2FxYXMjY1NAciBwYmNxMkAHMBoQFQk71IHQgnAhkFBAIEMQg13J34%2Ft0BQPe2mCkrJwQnGQIxXxsUPWNehTUEAggCO05wUC8nFw4GAwQOHw4rPDodZAgOBqb%2Bz%2F6HAokBOwGORhsXBghoUBJVFhILDZqr%2Fr3%2B8f7p%2FpCHJTlGEgQEDKqeBh4dYggFAgIIXD9QcQ4IFwwCDAMGATonSgEzBAYLARgOAX8AAAAAAgAy%2F%2FoEogcMAFoAZwC4ALJYAAArsQIF6bFGB%2BmyFgIAK7EnB%2BmyFgIAK7EKBem0LkBYFg0rsS4H6QGwaC%2BwBtaxQwjpsCoysEMQsWYBK7RjCQAeBCuwYxCxPAErsDIytDgJAB4EK7A4ELEiASu0HgkAHgQrsB4QsUwBK7RQCQAeBCuxaQErsWZDERKxQGc5ObE8YxESsD05sDgRsCM5sR4iERKyGRpWOTk5ALFARhESszo7T1AkFzmxJy4RErIdHzM5OTkwMT4CMz4BNRE0JiMqAy4CJyY3NjMkFzIHHgIXBicmJy4BJyYHIgYVERQWOwEyNjc2FxYXFgMUBwYnLgErAQYVERQWOwEyNjc2NzY3NhcUDgEHBiMgBSYnASY2MzcyFxYXFAYnJi0KHUpkMzNsBAsICgYJCAIGDgYdAp70JwEIBwICBC0OARRKf8VNDBsSC%2FF5NQ8EKQoGBAYZIwEQOHnrHStvo3NQGzEaBBElBgwPAgRO%2FSf%2B8hQFAXMIFBOdHQpCIykLcxYuBARDgwMLg0wCBAgEDB8KBAQUQm5YERQOAhV9PwIGBCEM%2FmIQGylvDgQCHWT%2B%2BBsCBA5qLgQb%2Fqh3LxMeO2sSBQQMQnVsCh0CBAoG2wodAhC4lhIJDZgAAAIAMv%2F6BKIHFABaAGkAuQCyWAAAK7ECBemxRgfpshYCACuxJwfpshYCACuxCgXptC5AWBYNK7EuB%2BkBsGovsAbWsUMI6bAqMrBDELFbASu0ZwkAHgQrsmdbCiuzAGdjCSuwZxCxPAErsDIytDgJAB4EK7A4ELEiASu0HgkAHgQrsB4QsUwBK7RQCQAeBCuxawErsTxnERKwPTmwOBGwIzmxHiIRErIZGlY5OTkAsUBGERKzOjtPUCQXObEnLhESsh0fMzk5OTAxPgIzPgE1ETQmIyoDLgInJjc2MyQXMgceAhcGJyYnLgEnJgciBhURFBY7ATI2NzYXFhcWAxQHBicuASsBBhURFBY7ATI2NzY3Njc2FxQOAQcGIyAFJicBEzYXNzIeARUUBgcBBiYtCh1KZDMzbAQLCAoGCQgCBg4GHQKe9CcBCAcCAgQtDgEUSn%2FFTQwbEgvxeTUPBCkKBgQGGSMBEDh56x0rb6NzUBsxGgQRJQYMDwIETv0n%2FvIUBQHXZQYetwgMCAIC%2FtsKLxYuBARDgwMLg0wCBAgEDB8KBAQUQm5YERQOAhV9PwIGBCEM%2FmIQGylvDgQCHWT%2B%2BBsCBA5qLgQb%2Fqh3LxMeO2sSBQQMQnVsCh0CBAoFoAFQGwECBAgIAgYC%2FqAMBwAAAAACADL%2F%2BgSiBvkAWgBtAKQAslgAACuxAgXpsUYH6bIWAgArsScH6bIWAgArsQoF6bQuQFgWDSuxLgfpAbBuL7AG1rFDCOmwKjKwQxCxPAErsDIytDgJAB4EK7A4ELEiASu0HgkAHgQrsB4QsUwBK7RQCQAeBCuxbwErsTxDERKyXmVpOTk5sDgRsCM5sR4iERKyGRpWOTk5ALFARhESszo7T1AkFzmxJy4RErIdHzM5OTkwMT4CMz4BNRE0JiMqAy4CJyY3NjMkFzIHHgIXBicmJy4BJyYHIgYVERQWOwEyNjc2FxYXFgMUBwYnLgErAQYVERQWOwEyNjc2NzY3NhcUDgEHBiMgBSYnARM2Nz4BFxYXExYHBi8BBwYnJi0KHUpkMzNsBAsICgYJCAIGDgYdAp70JwEIBwICBC0OARRKf8VNDBsSC%2FF5NQ8EKQoGBAYZIwEQOHnrHStvo3NQGzEaBBElBgwPAgRO%2FSf%2B8hQFASm0CBMMeRUbB7UOEB0M%2BuwSGQgWLgQEQ4MDC4NMAgQIBAwfCgQEFEJuWBEUDgIVfT8CBgQhDP5iEBspbw4EAh1k%2FvgbAgQOai4EG%2F6ody8THjtrEgUEDEJ1bAodAgQKBZoBPwwJAgICAhP%2ByRkCCA3U1BANBgAAAAMAMv%2F6BKIGkQBaAGUAbwDMALJYAAArsQIF6bFGB%2BmyFgIAK7EnB%2BmyFgIAK7EKBem0LkBYFg0rsS4H6bBuL7BjM7RpBwASBCuwXjIBsHAvsAbWsUMI6bAqMrBbINYRsWEM6bBDELFnASuxbAzpsGwQsTwBK7AyMrQ4CQAeBCuwOBCxIgErtB4JAB4EK7AeELFMASu0UAkAHgQrsXEBK7FhWxESsEA5sTxsERKwPTmwOBGwIzmxHiIRErIZGlY5OTkAsUBGERKzOjtPUCQXObEnLhESsh0fMzk5OTAxPgIzPgE1ETQmIyoDLgInJjc2MyQXMgceAhcGJyYnLgEnJgciBhURFBY7ATI2NzYXFhcWAxQHBicuASsBBhURFBY7ATI2NzY3Njc2FxQOAQcGIyAFJicBNDYzMhYVFAYiJiQ0NjMyFhQGIyItCh1KZDMzbAQLCAoGCQgCBg4GHQKe9CcBCAcCAgQtDgEUSn%2FFTQwbEgvxeTUPBCkKBgQGGSMBEDh56x0rb6NzUBsxGgQRJQYMDwIETv0n%2FvIUBQEpRDEvRkRiRAFYRi8zREQzLxYuBARDgwMLg0wCBAgEDB8KBAQUQm5YERQOAhV9PwIGBCEM%2FmIQGylvDgQCHWT%2B%2BBsCBA5qLgQb%2Fqh3LxMeO2sSBQQMQnVsCh0CBAoGFS9FRS8xREQCXkVDYkQAAAAAAgBq%2F%2FoCjwcMACkANgBvALIoAAArsCYzsQID6bAgMrIPAgArsBIzsQsD6bAWMgGwNy%2BwBtaxHQjpsDIysgYdCiuzQAYACSuwDTKwHRC0NQkAHgQrsDUvsTgBK7E1BhESsSc2OTkAsQIoERKxACc5ObALEbABObAPErAROTAxNzQXPgE%2FAREnLgEnJjc2MzIENzYXFgciBiMOARURFBYXMhceAQYjJgciEyY2MzcyFxYXFgYnJmoTXi0EAgICLVIlDwYWCAGKRR8CBhAEEwZeLzlUFwgMBAoI%2Fv4ZJQoVEp4dCjspAikMbRknAQgwVEcDC0dSNggELw4KCgEXKwICAkSN%2FK5QNQICCCMdCAgG6QodAhCcshIJDY0AAAACAGr%2F%2BgKPBxQAKQA4AGwAsigAACuwJjOxAgPpsCAysg8CACuwEjOxCwPpsBYyAbA5L7AG1rEdCOmyBh0KK7NABgAJK7ANMrAGELAqINYRtDYJAB4EK7E6ASuxHTYRErAnOQCxAigRErEAJzk5sAsRsAE5sA8SsBE5MDE3NBc%2BAT8BEScuAScmNzYzMgQ3NhcWByIGIw4BFREUFhcyFx4BBiMmByIbATYXNzIeAQcUFQcBBiZqE14tBAICAi1SJQ8GFgoBiEUfAgYQBBMGXi85VBcIDAQKCP7%2BGYhkDhm0CA8IAgL%2B2woxGScBCDBURwMLR1I2CAQvDgoKARcrAgICRI38rlA1AgIIIx0ICAWuAVAbAQIECAgCBAT%2BoAwHAAACAET%2F%2BgKOBvkAEgA9AFsAsjwAACuwOjOxFgPpsDQysiMCACuwJjOxHwPpsCoyAbA%2BL7Aa1rExCOmyGjEKK7NAGhMJK7AhMrE%2FASuxMRoRErIDDjs5OTkAsRY8ERKwOzmxIx8RErAlOTAxGwE2Nz4BFxYXExYHBi8BBwYnJhM0NjM%2BAT8BEScuAScmNzYzMgQ3NhcWByIGIw4BFREUFhcyFx4BBiMkByJEtAgSDHoUGwi0DhAdDPrrEhkIKA0GYC0EAgICLVQlDwYWCAGKRx8CBhAGEwReMTtSFwgMBgoI%2FwD8GwWiAT8MCQICAgIT%2FskZAggN1NQQDQb6gAwaCDBURwMLR1I2CAQvDgoKARcpBAICRov8rlA1AgIIIx0ICAADADf%2F%2BgKaBpgABwAxADsArQCyMAAAK7AuM7EKA%2BmwKDKyFwIAK7AaM7ETA%2BmwHjKwOi%2BwBjO0NQcAEQQrsAIyAbA8L7AO1rElCOmyDiUKK7NADggJK7AVMrMFJQ4IK7QBDAAZBCuwAS%2B0BQwAGQQrszMlDggrtDgMABkEK7E9ASuxDgERErMDBhcwJBc5sTMFERKwLzmxOCURErUZHSwuNTokFzkAsQowERKxCC85ObATEbAJObAXErAZOTAxEjQ2MhYUBiIDNBc%2BAT8BEScuAScmNzYzMgQ3NhcWByIGIw4BFREUFhcyFx4BBiMmByIANDYzMhYUBiMiN0hmSEhmFRNeLQQCAgItUiUPBhYIAYpFHwIGEAQTBl4vOVQXCAwECgj%2B%2FhkBOEc0NUhINTMF6WdISGdH%2BncnAQgwVEcDC0dSNggELw4KCgEXKwICAkSN%2FK5QNQICCCMdCAgF72dISGdHAAIAAP%2F0BfIFVgA3AFgAiACyHgAAK7E7A%2BmyIAAAK7EnBumyEwIAK7FIA%2BmyEAIAK7EMBum0NQQgEw0rsE8ztDUHAB8EK7BVMgGwWS%2BwMtawCDKxOAjpsEwysjgyCiuzQDhTCSuyMjgKK7NAMgAJK7A4ELFBASuxGAzpsVoBK7FBOBESsRMeOTkAsQQ1ERKyGEFTOTk5MDERNTQXMzI3NjcRNCYjIjc0PwE2ITIEFxYRFAAHDgEjIAcGJjU0NzY3OwEyFjMyNjc2NDURNCMHJgEUFjMyNjc2EjU0AicmJyYjIgcGFREUMyUyHQEGIwUiFSeiEAYOATh9HwEeqJoBNcsBEm34%2FuHfaILP%2Fj9JCBAECAgGBgIPBFw%2FAwIlrhsBtC17j5JKmLNwY3fcb1Q7Gx8nASUtCiH%2B1yUCe0gfAQYGGwEjljslIwYGBkRPtv6%2B6f5%2BPx8MAgIMCCkGEAECM1IULxMBHB8CBP5lZCgXI0YBN7ycAQROXBYMAgwj%2FiEjAiU9JQInAAAAAgBG%2F%2BkGcQa4AEkAaADNALJJAAArsEczsQQG6bBBMrIyAAArsg4CACuwJDOxCQPpsSAtMjKwXC%2B0UAcAHAQrs2BQXAgrtEwHAB0EKwGwaS%2BwBtaxPAnpsgY8CiuzQAYMCSuwPBCxSgErtGYJAB4EK7BmELFTASu0WQkAHgQrsFkQsRcBK7ExCemxagErsUo8ERKzEDcSQiQXObBmEbBHObBTErUgJEVMIlwkFzmxF1kRErETJTk5ALEJBBEStBMUMDc4JBc5sA4RsQwSOTmwXBKwaDmwUBGwYzkwMRYmNzY3MjURJicGJjU0MxY3MhcBFjc2NRE0LgEnJicmJyImNjMWJTIeARUWBiMOARURFAYnJgkBJg4BFREUFxYXFjYWFxYGIyQHARIzMhcWMzI2NzQzNgcWFRQGIyInJiciBgcUBgcOAUoICgoUnjdvCAghqnsdFANFDBMEAgwMEighTwwNCg%2BWAWEEBwICDRJ3M0gGDv4l%2FiUGCwYMFE8OKS0ECgoZ%2FrKXAc8MvVJ2UicjIwwbGQEEclhSdVQlHyANBAIGLQo3Cg4BdgQLKQICFg4hBAQY%2FEESHggJAqQ9NTIMEgYEBSQhBggQFQIUCgQ2dvvGGwgPDgIdAhwECBYR%2FQ1oJEIFAgQICRIvBggFogEUUjc3UAwEEA0Ob49QOwEpOAQWCg4FAAAAAAMAbf%2FZBicHDAALABkAJgBHALIJAAArsQ8F6bIDAgArsRcF6QGwJy%2BwANaxDAzpsAwQsRQBK7EGDOmxKAErsRQMERKzAwkbIiQXOQCxFw8RErEGADk5MDETEAAhIAAREAAhIAATEAAzMj4CNRAAIyICASY2MzcyFxYXFAYnJm0BnwFGAT8Blv5g%2Fsf%2Bwf5e3QE38IO8ay%2F%2ByvvT%2FAFQChYSnB8INTEpDG0CfwE5AZ7%2Bg%2F7d%2Fsn%2BWgGFAVb%2B5%2F6KYKzNewEhAXL%2BsgMlCh0CEIvDEgkNjQAAAAMAbf%2FZBicHFAALABkAJwBVALIJAAArsQ8F6bIDAgArsRcF6QGwKC%2BwANaxDAzpsAwQsRoBK7QlCQAeBCuwJRCxFAErsQYM6bEpASuxFCURErMJAw8hJBc5ALEXDxESsQYAOTkwMRMQACEgABEQACEgABMQADMyPgI1EAAjIgIBEzYXNzIeAQcUBwEGJm0BnwFGAT8Blv5g%2Fsf%2Bwf5e3QE38IO8ay%2F%2ByvvT%2FAG0ZAYftAgPCAIC%2FtsKLwJ%2FATkBnv6D%2Ft3%2Byf5aAYUBVv7n%2FopgrM17ASEBcv6yAeoBUBsBAgQICAgC%2FqAMBwAAAwBt%2F9kGJwb5AAsAGQAsAEcAsgkAACuxDwXpsgMCACuxFwXpAbAtL7AA1rEMDOmwDBCxFAErsQYM6bEuASuxFAwRErMDCSwkJBc5ALEXDxESsQYAOTkwMRMQACEgABEQACEgABMQADMyPgI1EAAjIgIBEzY3PgEXFhcTFgcGLwEHBicmbQGfAUQBPwGY%2FmD%2Bxf7B%2FmDdATfwg7xrL%2F7K%2B9P8AQS2CBMMeRQXDLIODiEI%2BusSGQoCfwE5AZ7%2Bg%2F7d%2Fsn%2BWgGFAVb%2B5%2F6KYKzNewEhAXL%2BsgHkAT8MCQICAgIT%2FskZAggN1NQQDQYAAAAAAwBt%2F9kGJwa4AAsAGQA4AIoAsgkAACuxDwXpsgMCACuxFwXpsCwvtCAHABwEK7MwICwIK7QcBwAdBCsBsDkvsADWsQwM6bAMELEaASu0NgkAHgQrsDYQsSMBK7QpCQAeBCuwKRCxFAErsQYM6bE6ASuxIzYRErUDDxccCSwkFzkAsRcPERKxBgA5ObEsAxESsDg5sCARsDM5MDETEAAhIAAREAAhIAATEAAzMj4CNRAAIyICExIzMhcWMzI2NzQzNgcWFRQGIyInJiciBgcUBgcOAW0BnwFGAT8Blv5g%2Fsf%2Bwf5e3QE38IO8ay%2F%2ByvvT%2FKwMvFJ3UicjIwwbGQEEcllSdFQlHyEMBAIGLQJ%2FATkBnv6D%2Ft3%2Byf5aAYUBVv7n%2FopgrM17ASEBcv6yAdwBFFI3N1AMBBANDm%2BPUDsBKTgEFgoOBQAAAAQAbf%2FZBicGmAALABkAIQApAHMAsgkAACuxDwXpsgMCACuxFwXpsCEvsCgztB0HABEEK7AkMgGwKi%2BwANaxDAzpsAwQsRsBK7QfDAAZBCuwHxCxIwErtCcMABkEK7AnELEUASuxBgzpsSsBK7EjHxESswkPFwMkFzkAsRcPERKxBgA5OTAxExAAISAAERAAISAAExAAMzI%2BAjUQACMiAhI0NjIWFAYiJDQ2MhYUBiJtAZ8BRgE%2FAZb%2BYP7H%2FsH%2BXt0BN%2FCDvGsv%2Fsr70%2FzVSWdISGcBI0hmSkpmAn8BOQGe%2FoP%2B3f7J%2FloBhQFW%2Fuf%2BimCszXsBIQFy%2FrICK2dISGdHR2dISGdHAAEA3wC8BMsEsAAqAAA3JjcBNicBJj8BNhcWFxY2NzY3PgEfARYHBgAHBhcBFg8BBicBJgcGBwYn3yEhAXMfHf6YKx4rGxqe1RcaG4nNCjEHNRsdIf7VLyEdAXQnHi0jGf6gKzFk8iUl4x0fAXIfHwFsKx0rGxuY4xQCFn%2FmDgwGLxseH%2F7PKxkc%2Fo0nGSQdGAFnLzVv6SUjAAAAAAMAbP91BncFmAAoADUARAB0ALIVAAArsToF6bAzL7EDBekBsEUvsAHWsSkM6bApELE%2BASuxEgzpsUYBK7EpARESshoiJDk5ObA%2BEUAMBw4DEBUZJQ8oJjA3JBc5sBISsggNDDk5OQCxMzoREkAMBQcOEhcYGSUoLAZBJBc5sAMRsA05MDEaAQAhMhcWPwE2HwEWDwEGFxYREAAhIicmDwEGLwEuAjQmNj8BNjQnAxQXFjcAATYnJiMiABMGFxYzMjc2NTQnJgcGAGwBAcIBTPbAFBd9EBUQFBx5EBnh%2FkP%2Bu%2BPHIxmZFxAGCAMKAgQEoAoGEnsbGgGeASkfG6Lm2f7m3Rcdosn8i3d7EBli%2FeUBUgJvAaV0DBiYEA4NDiGJEhfD%2FtX%2Bxf5UbRIdthsPBAYECAYJCgSyDB0GAjPwryUfAfoBRRoXlv6q%2FRodHInKqen6shcdcf2LAAAAAAIAMP%2FZBlgHDAA7AEgAdgCyMQAAK7QUBwAfBCuyAgIAK7AgM7E6A%2BmyCRwlMjIyAbBJL7A21rERCOmwERCxRwErtEQJAB4EK7BEELEYASuxKQnpsikYCiuzQCkkCSuxSgErsUcRERK0BAcUMT0kFzmxGEQRErAfOQCxOhQRErEpNjk5MDESNjM2IBcyFgYnIyIGBxQGFREUEjMgNzYnETQmLwEiJjM2BTIUBw4BFREUDgIHDgEjIAMuATURNCYnIgEmNjM3MhcWFxQGJyYtBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoCQQgUE50dCjwpKQtzBRIhBAQjIAI6VA49D%2F5x%2Bv7f9FbFAXKsYQIEPwQEPQIEYab%2BiGRpkG41UkYBM0Z1lQIVVCsCAfEKHQIQnLISCQ2YAAIAMP%2FZBlgHFAA7AEoAdwCyMQAAK7QUBwAfBCuyAgIAK7AgM7E6A%2BmyCRwlMjIyAbBLL7A21rERCOmwERCxPAErtEgJAB4EK7BIELEYASuxKQnpsikYCiuzQCkkCSuxTAErsTwRERKxBAc5ObEYSBESsxQfMUQkFzkAsToUERKxKTY5OTAxEjYzNiAXMhYGJyMiBgcUBhURFBIzIDc2JxE0Ji8BIiYzNgUyFAcOARURFA4CBw4BIyADLgE1ETQmJyIlEzYXNzIeARUUFQcBBiYtBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoCpWUGHrcIDAgC%2FtkKLwUSIQQEIyACOlQOPQ%2F%2Bcfr%2B3%2FRWxQFyrGECBD8EBD0CBGGm%2FohkaZBuNVJGATNGdZUCFVQrArYBUBsBAgQICAIEBP6gDAcAAgAw%2F9kGWAb5ADsATgBiALIxAAArtBQHAB8EK7ICAgArsCAzsToD6bIJHCUyMjIBsE8vsDbWsREI6bARELEYASuxKQnpsikYCiuzQCkkCSuxUAErsRgRERK2BAcUHzFORiQXOQCxOhQRErEpNjk5MDESNjM2IBcyFgYnIyIGBxQGFREUEjMgNzYnETQmLwEiJjM2BTIUBw4BFREUDgIHDgEjIAMuATURNCYnIiUTNjc%2BARcWFxMWBwYvAQcGJyYtBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoB97QIEwx5FxkHtQ4QHQz67BAZCgUSIQQEIyACOlQOPQ%2F%2Bcfr%2B3%2FRWxQFyrGECBD8EBD0CBGGm%2FohkaZBuNVJGATNGdZUCFVQrArABPwwJAgICAhP%2ByRkCCA3U1BANBgAAAAMAMP%2FZBlgGmAA7AEMASwCeALIxAAArtBQHAB8EK7ICAgArsCAzsToD6bIJHCUyMjKwQy%2BwSjO0PwcAEQQrsEYyAbBML7A21rERCOmwERCxPQErtEEMABkEK7BBELFFASu0SQwAGQQrsEkQsRgBK7EpCemyKRgKK7NAKSQJK7FNASuxPRERErAEObBBEbEKBzk5sEUSsTEUOTmwSRGxHB85OQCxOhQRErEpNjk5MDESNjM2IBcyFgYnIyIGBxQGFREUEjMgNzYnETQmLwEiJjM2BTIUBw4BFREUDgIHDgEjIAMuATURNCYnIiQ0NjIWFAYiJDQ2MhYUBiItBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoB50lnSEhnASFKZkhIZgUSIQQEIyACOlQOPQ%2F%2Bcfr%2B3%2FRWxQFyrGECBD8EBD0CBGGm%2FohkaZBuNVJGATNGdZUCFVQrAvdnSEhnR0dnSEhnRwAAAAIAIf%2F4BdcHFABHAFYAjACyNAAAK7EuBumxOz4yMrIcAgArsAQzsRkD6bIKIkYyMjIBsFcvsEjWtFQJAB4EK7BUELFACyuwQjKxKwjpsitACiuzQCszCSuwKxCxFQErtCAMAAwEK7FYASuxK1QRErBBObAVEbQaHDRQUiQXObAgErEdIjk5ALEZLhESsgwQPDk5ObAcEbAgOTAxEyY3NhcENzIWBiMiFRQXARY2NxM2NTQmKwEmNjMWJTIVFCcGBwYHARwCFRQWFzI2FxYUIyQHIiY3Njc2FjM2NzYnAS4BJyIlEzYXNzIeARUUFQcBBiYhBAQEEgGLnAgTCheBQgESCCUK20IvRhQSAxWyARcSEmhCH0z%2B0TNACDEKGRn%2BaqcQDQYIIwoqBG0FCgj%2BikhgXxkCX2QOF7cIDAgC%2FtkKLwT%2BDBEZAQYGIR4pGWb%2BWgoSEwFybRwfFwg5BgYfIwEGRCF%2F%2Ff4tfYMOO0IIAgQGRgYEKxAUAQIEBn2aiQJJcUQEuAFQGwECBAgIAgQE%2FqAMBwAAAgAn%2F%2FYEbwVGAEoAWwCQALIuAAArsDAzsSkD6bA3MrIDAgArsAUzsUcD6bAKMrQgTzADDSuxIAPptBZXMAMNK7EWBOkBsFwvsDvWsSYI6bESSzIysiY7CiuzQCYICSuyOyYKK7NAOwAJK7AmELFSASuxHQzpsV0BK7EmOxESsC85sFIRtQQGFyAtLiQXOQCxTyARErAjObBXEbAdOTAxEzU0NwQ3MgcVFCMGKwEOAQcGBxUUFjczMhcWFxYVFAQjIicmBh0BFBY7ARYVFiMkByImNzY3NjMyNzY3NRE0JyYnJiMmJysBIicmARQXFjMyNjU0JicmIyIHBhUnHQGRdR8BCAIKFUIqCA4BGRBCpH9aSIP%2B5%2FJUPwwJRF4rKwQl%2FtH%2BEhACBAYGHWAUDgEPCiMGEiMMDRwOBRABlRsnLaDGSUJSgScjLQUfEhQBCAYTFhcCBAwPFzAtDhsCHxc5aK7D4woCEAtFVDoEEC8ICggQFwgKIRcvZANacxgSBQICAgIE%2FI4rBwbHomKTIysEDBkAAAABACf%2F3QQEBbAAUADMALJOAAArsEwzsQMD6bBGMrIeAAArsSgH6bBFMrIoHgorswAoJAkrsC8vsTYE6bA8L7ENBekBsFEvsAbWsUIK6bJCBgors0BCSAkrsgZCCiuzQAYACSuwQhCxKwErsRsI6bIrGworswArIQkrsCsQsDkg1hGxEArpsjkQCiuzQDkzCSuxUgErsUIGERKwTTmwORG1Ew0XFS9MJBc5sCsSsBg5ALEDThESswBISk0kFzmwLxGyBhgbOTk5sDYSshMIFzk5ObA8EbAQOTAxNzQ2Nz4BPQERNDY3NjMyFhUUBgcOARYXFhcWFRQGIyImNTQ2MzIXFjMyNjUQJyYnIicmNTQ2Nz4BNTQmIyIGHQERFRQWMx4BFRQHBicmBwYmJwYSUCEpQnW%2BnNSHeQoEBgt1W3Pbli89IxoXLy8KKUDTMzgUCAQGEIeQf2dtciNIFAwCBgzZtQ4KFxcJAgQpWFACCe7CVpO%2BjGiqNQQHBAIhV3GmqPorJR0rHRSffQFWLQoBCAYSDgkCEpx%2FfZe0uIX9l1xOJQQMGBAHCgIICAIOAAMAM%2F%2FnAy0FRAA2AEMAUAC0ALIYAQArsQkG6bI0AAArsCszsToH6bI0AAArtCIHACEEK7I6NAors0A6JwkrskgCACsBsFEvsBTWsAAysQwK6bE3CumwDBCxPQErsQZPMjKxHwrptEwJAB4EK7FSASuxNxQRErBFObAMEbBEObA9ErcDAhguNDpCUCQXObBMEbAtObAfErArOQCxOjQRErAxObAiEbMpLS4wJBc5sAkStgASFB49P0IkFzmxSBgRErBOOTAxNzQ3Njc2LwEmJyIGFRQXDgEHBiY1NDc2MzIWFx4BFREUFjI3Njc2MxYHBiMiJyYiDwEOASMiJjcUFjMyNjc1NAcGBwYTJjYzNzIXFhcUBicmM9lScRcBAgSHI1IGCmAQGxWCaFhCgSIZChUxDBkYCgkeEIdSWBMGBAoKQlY5WG%2BeQTAhdAwSL2NvAwgUE50dCEAnKQtzoJg5FzQOF4O4ATwgIw8KLwQKDB1MYlRCMyE7Y%2F6MPSgHCBYGBi13awYICDkoZ2wvQUshqh8IFyktBBEKHQIRqqQSCAyYAAAAAAMAM%2F%2FnAy0FSgA2AEMAUgCuALIYAQArsQkG6bI0AAArsCszsToH6bI0AAArtCIHACEEK7I6NAors0A6JwkrskcCACsBsFMvsBTWsAAysQwK6bE3CumwDBCxRAErtFAJAB4EK7BQELE9ASuwBjKxHwrpsVQBK7FQFBESswM0OkIkFzmwPRGzLhgyQSQXObAfErArOQCxOjQRErAxObAiEbMpLS4wJBc5sAkStgASFB49P0IkFzmxRxgRErBROTAxNzQ3Njc2LwEmJyIGFRQXDgEHBiY1NDc2MzIWFx4BFREUFjI3Njc2MxYHBiMiJyYiDwEOASMiJjcUFjMyNjc1NAcGBwYbATY7ATIeARUUBgcBBiYz2VJxFwECBIcjUgYKYBAbFYJoWEKBIhkKFTEMGRgKCR4Qh1JYEwYECgpCVjlYb55BMCF0DBIvY29nZQYftggMCAIC%2FtsKL6CYORc0DheDuAE8ICMPCi8ECgwdTGJUQjMhO2P%2BjD0oBwgWBgYtd2sGCAg5KGdsL0FLIaofCBcpLQLVAVAbAgkIAgYC%2FqAMCAAAAAMAM%2F%2FnAy0FMAA2AEkAVgCUALIYAQArsQkG6bI0AAArsCszsU0H6bI0AAArtCIHACEEK7JNNAors0BNJwkrAbBXL7AU1rAAMrEMCumxSgrpsAwQsVABK7AGMrEfCumxWAErsUoUERKwSTmxUAwRErcDAhguNEVNVSQXObAfEbArOQCxTTQRErAxObAiEbMpLS4wJBc5sAkStgASFB5QUlUkFzkwMTc0NzY3Ni8BJiciBhUUFw4BBwYmNTQ3NjMyFhceARURFBYyNzY3NjMWBwYjIicmIg8BDgEjIiYbATY3PgEXFhcTFgcGLwEHBicmExQWMzI2NzU0BwYHBjPZUnEXAQIEhyNSBgpgEBsVgmhYQoEiGQoVMQwZGAoJHhCHUlgTBgQKCkJWOVhvNbcIEgx5FRcMtAoMHQz66xIZCmxBMCF0DBIvY2%2BgmDkXNA4Xg7gBPCAjDwovBAoMHUxiVEIzITtj%2Fow9KAcIFgYGLXdrBggIOShnA4sBQAwIAgICAhL%2ByBkBCAzV1RAOBvzpL0FLIaofCBcpLQAAAAADADP%2F5wMtBOUANgBVAGIAzACyGAEAK7EJBumyNAAAK7ArM7FZB%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%2BjD0oBwgWBgYtd2sGCAg5KGcDeQEUUjc3UAwEEA0Ob45POwEpNwQXCg4F%2FQYvQUshqh8IFyktAAQAM%2F%2FnAy0EyQA2AEEATgBZAK4AshgBACuxCQbpsjQAACuwKzOxRQfpsjQAACu0IgcAIQQrskU0CiuzQEUnCSuwVy%2BwPzO0UgcAEgQrsDoyAbBaL7A31rE9DOmwFCDWEbAAM7EMCumxQgrpsD0QsUgBK7EGTzIysR8K6bFVDOmxWwErsT03ERK0AwI0RU0kFzmwSBG0LxgyS0wkFzmxVRQRErEhKzk5ALEiRRESsyktLjAkFzmxGDQRErESSjk5MDE3NDc2NzYvASYnIgYVFBcOAQcGJjU0NzYzMhYXHgEVERQWMjc2NzYzFgcGIyInJiIPAQ4BIyImEzQ2MzIWFRQGIiYTFBYzMjY3NTQHBgcGATQ2MzIWFAYjIiYz2VJxFwECBIcjUgYKYBAbFYJoWEKBIhkKFTEMGRgKCR4Qh1JYEwYECgpCVjlYb1RGMS9GRGJGSkEwIXQMEi9jbwERRi8xRkYxL0agmDkXNA4Xg7gBPCAjDwovBAoMHUxiVEIzITtj%2Fow9KAcIFgYGLXdrBggIOShnBAYvRkYvMURE%2FJcvQUshqh8IFyktA0ovRkZeRkQAAAAEADP%2F5wMtBXEANgBAAE0AVwDVALIYAQArsQkG6bI0AAArsCszsUQH6bI0AAArtCIHACEEK7JENAors0BEJwkrsD8vsVEH6bBWL7E6B%2BkBsFgvsDjWtE8JAFEEK7MMTzgIK7EUCumwFC%2BwADOxDArpsUEK6bBPELFHASuwBjKxHwrps1QfRwgrtD0JAEAEK7FZASuxTzgRErECNDk5sEcRQAoDLjI6P0QYTFFWJBc5sVQUERKwLTmwHxGwKzkAsSJEERKzKS0uMCQXObAJEbYAEhQeR0lMJBc5sVZRERKzODw9NyQXOTAxNzQ3Njc2LwEmJyIGFRQXDgEHBiY1NDc2MzIWFx4BFREUFjI3Njc2MxYHBiMiJyYiDwEOASMiJhI0NjMyFhQGIyIDFBYzMjY3NTQHBgcGEhQWMzI2NCYjIjPZUnEXAQIEhyNSBgpgEBsVgmhYQoEiGQoVMQwZGAoJHhCHUlgTBgQKCkJWOVhvi3tYVHt7VFhoQTAhdAwSL2NvT0MvLUJCLS%2BgmDkXNA4Xg7gBPCAjDwovBAoMHUxiVEIzITtj%2Fow9KAcIFgYGLXdrBggIOShnA%2Fiwe3uwe%2FzvL0FLIaofCBcpLQPDXkREXkMAAAADAEz%2F3QUEA3cARgBTAF8ArACyGAEAK7EIB%2BmyHgEAK7FeA%2BmyPQAAK7BEM7QwBwAfBCuyPQAAK7FKB%2Bm0Vik9Hg0rsVYD6QGwYC%2BwANaxRwrpsBQg1hGxCwrpsEcQsUwBK7AFMrErCumyK0wKK7NAKyYJK7FhASuxTAsRErQDGEJEUiQXObArEbMaHD9BJBc5ALEpMBESQAkABTU%2FQEFHTE4kFzmwVhGxJRI5ObAIErYOFBobHCEiJBc5MDE3NDY3Njc1NCMiBhUUFhQGDwEGJjU0NzYzMhcWNzY3MhYXFhcWFxUUJyEiFRQXHgEzMjY3PgEfARYHBgcGByInJgcOASMiJjcUFjM2NzU0BwYHDgEBBhczITI2Jy4BIyJMbpxgXJEzTAQGCnEUFYdoW4dYDBNzl22FNQQICBsp%2FgozGxuPVEJkPwgbBg4OElJYXl6wbQwSQqZGVnKiPTNSYhRCPVY7AdAELQUBMQoMAhJhPZaYWlgpFzuPxTolBhQNEAQzChwXSGhOaQ4UZgFjdAoRFBsfGQEti0xQaThDCAIGEAwXXjc7AZwUEkZYa2w1QAFgvh0KIRUdOQGQFAERCFZiAAAAAAEAM%2F4hAxcDdQBCAIEAsgMBACuxDQbpsg0DCiuzAA0JCSuyQAAAK7QTBwAlBCuyHwAAK7AoL7EzBOkBsEMvsADWsRAK6bAQELE2ASuxJQnpsUQBK7E2EBEStQ0hIigsQSQXObAlEbQLEx8jAyQXOQCxMygRErAvObBAEbEiJTk5sQ0TERKyABYbOTk5MDETNAAzMhYVFAYjIicmIyIGFRQWMzI3NhceAhcWBwYPAQYXHgEVFAYjIicuATc2NzYyFjMyNjU0JgcGJj8BNiYjLgEzASHPZJArHzVKOTxmnKB7k14MFwYEBQIQE3mvJRIOO1BzTi8pBgYEAgYEGSEEKzlzNQYZB4MGBgucxAGLzQEdSjkhK0g52ZSexokfBgIECQQMG7gaRCECCFxAUHAOAhMKAgwIBjgmRggvBhAN2QgUCOwAAAMAMf%2FhAzUFRAAiAC4AOwBSALIDAQArsS0D6bIgAAArtBUHACAEK7IzAgArtCYOIAMNK7EmA%2BkBsDwvsADWsRIK6bE9ASsAsQ4VERKxABg5ObEtIBESsAU5sTMDERKwOTkwMRM0EjMyHwEWFxYHFCMGJSIHBhUUFjMyNzYXHgEHBgcGIyICEwYWMyEyNicuASMiAyY2MzcyFxYXFAYnJjHwtN9IDhsQBAQanv55JQIEsIGRbw4RDA4GRE1zf6LZsAIbCAEzECMCF2ZBix0KFhObHwg2MSkNbQGeyQEItSItFQ8SEgYGFRcmns%2BDDgMEHQpQPlgBAgGSBgsNDFReAewKHQIRi8MSCAyNAAADADH%2F4QM1BUoAIgAuADwAagCyAwEAK7EtA%2BmyIAAAK7QVBwAgBCuyMgIAK7QmDiADDSuxJgPpAbA9L7AA1rESCumwEhCxLwErtDoJAB4EK7E%2BASuxLxIRErEOJDk5ALEOFRESsQAYOTmxLSARErAFObEyAxESsDs5MDETNBIzMh8BFhcWBxQjBiUiBwYVFBYzMjc2Fx4BBwYHBiMiAhMGFjMhMjYnLgEjIjcTNjsBMh4BBxQHAQYmMfC030gOGxAEBBqe%2FnklAgSwgZFvDhEMDgZETXN%2FotmwAhsIATMQIwIXZkGLR2UGH7QKDAgCAv7cCjABnskBCLUiLRUPEhIGBhUXJp7Pgw4DBB0KUD5YAQIBkgYLDQxUXrABUBsCCQgIAv6gDAgAAAMAMf%2FhAzUFMAAiADUAQQBTALIDAQArsUAD6bIgAAArtBUHACAEK7Q5DiADDSuxOQPpAbBCL7AA1rESCumxQwErsRIAERKwNTkAsQ4VERKxABg5ObA5EbAIObBAErEHBTk5MDETNBIzMh8BFhcWBxQjBiUiBwYVFBYzMjc2Fx4BBwYHBiMiAhsBNjc%2BARcWFxMWBwYvAQcGJyYTBhYzITI2Jy4BIyIx8LTfSA4bEAQEGp7%2BeSUCBLCBkW8OEQwOBkRNc3%2Bi2XG2CBMMeRQXDLQKDB0M%2BusSGQpDAhsIATMQIwIXZkGLAZ7JAQi1Ii0VDxISBgYVFyaez4MOAwQdClA%2BWAECAvYBQAwIAgICAhL%2ByBkBCAzV1RAOBv6kBgsNDFReAAAEADH%2F4QM1BMkAIgAtADkARACOALIDAQArsTgD6bIgAAArtBUHACAEK7QxDiADDSuxMQPpsEIvsCsztD0HABIEK7AmMgGwRS%2BwANaxEgrpsyMSAAgrsSkM6bASELE6ASuxQAzpsUYBK7EpEhESsw4mLC8kFzmwOhGzFSADOCQXObBAErA0OQCxDhURErEAGDk5sDERsAg5sDgSsQcFOTkwMRM0EjMyHwEWFxYHFCMGJSIHBhUUFjMyNzYXHgEHBgcGIyICEzQ2MzIWFRQGIiYTBhYzITI2Jy4BIyITNDYzMhYUBiMiJjHwtN9IDhsQBAQanv55JQIEsIGRbw4RDA4GRE1zf6LZg0YxL0ZEYkYtAhsIATMQIwIXZkGL8UYvMUREMS9GAZ7JAQi1Ii0VDxISBgYVFyaez4MOAwQdClA%2BWAECA3EvRkYvMURE%2FlIGCw0MVF4BJS9GRGJERAAC%2F%2FL%2F%2FAH4BUQADAAuAFMAsgQCACuwLC%2BxDwPpsCUyAbAvL7AT1rEgCumzCCATCCu0CwkAHgQrsAsvtAgJAB4EK7EwASuxCAsRErArObAgEbAJOQCxBA8RErIKDh45OTkwMQMmNjM3MhcWFxYGJyYDJhczMjY1ETQmJyYnLgE3JTYVERQXHgE7ARYHFCMmBwYmDgoUEp4dCjspAikMbW4EEhtYIxEmLyUKAwoBBSkCAiU%2FFxAEDLr3BgoFGwodAhGcshIIDI37tyMBPIcBb0wcCAoNAisGWg4r%2FZpOHDkgAx8fBAQCFAAAAgAp%2F%2FwB%2BgVKACEALwBDALIlAgArsB8vsQID6bAYMgGwMC%2BwBtaxEwrpsCIg1hG0LQkAHgQrsTEBK7ETLRESsB45ALElAhESswERKy4kFzkwMTcmFzMyNjURNCYnJicuATclNhURFBceATsBFgcUIyYHBiYbATY7ATYWBxQHFQEGJikEEhtYIxEmLyUKAwoBBSkCAiU%2FFxAEDLr3BgpzZAwbtAwTAgL%2B2woxGyMBPIcBb0wcCAoNAisGWg4r%2FZpOHDkgAx8fBAQCFAPRAVAbAgsKAgQE%2FqAMCAAAAAL%2F6f%2F8AisFMAASADQAJwCwMi%2BxFQPpsCsyAbA1L7AZ1rEmCumxNgErsSYZERKxDjE5OQAwMQMTNjc%2BARcWFxMWBwYvAQcGJyYTJhczMjY1ETQmJyYnLgE3JTYVERQXHgE7ARYHFCMmBwYmF7cIEgx5FRcMtAoMHQz66xIZCkMEEhtYIxEmLyUKAwoBBSkCAiU%2FFxAEDLr3BgoD2QFADAgCAgICEv7IGQEIDNXVEA4G%2FEojATyHAW9MHAgKDQIrBloOK%2F2aThw5IAMfHwQEAhQAAAAAA%2F%2Fl%2F%2FwCSATPAAcAKQAxAH4AsCcvsQoD6bAgMrAHL7AwM7QDBwARBCuwLDIBsDIvsA7WsRsK6bMFGw4IK7QBDAAZBCuwAS%2B0BQwAGQQrsysbDggrtC8MABkEK7EzASuxDgERErQDBgkWJyQXObErBRESsCY5sS8bERKzIiUsMSQXOQCxBwoRErEJGTk5MDECNDYyFhQGIgMmFzMyNjURNCYnJicuATclNhURFBceATsBFgcUIyYHBiYANDYyFhQGIhtIZkhIZgQEEhtYIxEmLyUKAwoBBSkCAiU%2FFxAEDLr3BgoBJUhmSkpmBCFmSEhmSPxCIwE8hwFvTBwICg0CKwZaDiv9mk4cOSADHx8EBAIUBBNmSEhmSAAAAAACAF7%2F3QQGBV4ANgBCAHsAsgMBACuxQAXpsjQAACuxOgXpsiACACuxGgbpsiQCACsBsEMvsADWsTcK6bA3ELE9ASuxMArpsUQBK7E3ABESsxATFBwkFzmwPRFACgMVBxoiJhcrNCkkFzkAsUA6ERKxMAA5ObEaAxEStA4RIigrJBc5sCARsCc5MDETNAAzMhcWNicmJyYnLgEHBQYnJj8BPgEnJiciJj8BNhcWFzc2FxYPAQYXFhcWFxYVEAcGIyIAExQSMzI2NTQCIyIGXgEKw0Y3FBcMFBkrSAwyFP78FA0OHOAOBBAzWQgYCBASIZhvwCMMEB5zLys7Pj8nd5WBu83%2B9rC9g3OTuoptlQGuxQEKFQYVHC0jQj8MCQqKBBchDnUGHwohHhUOHR8LKT9gChgZED4ZHi1KTEXU6f7ugXUBBgEPwf72tI3FAQS2AAACACH%2F%2BgQCBOUATABrANUAshwBACu0PQcAJQQrsAwysD0QsQ8E6bIRAQArsDAvsEczsTUD6bICJEMyMjKwXy%2B0UwcAHQQrs2NTXwgrtE8HAB0EKwGwbC%2BwBtaxQArpsBQysgZACiuzQAYOCSuzTUAGCCu0aQkAHgQrsEAQsTsBK7EeCumzWh47CCu0VgkAHgQrsFYvtFoJAB4EK7FtASuxO2kREkAJERwvM0VHT1NfJBc5sR5WERKwITkAsT01ERJACQsVFxgeJTQ7PyQXObAPEbAZObFfHBESsGs5sFMRsGY5MDE%2BATsBMjY1ETQnJi8BJjQ3PgE3Nh0BFBY3Njc2MzIRFAYVFBYzNhcWBw4BIyIjIiQHIiYnNBczPgE3NjU0IyIHERQWMzIXFAcmBCciJxMSMzIXFjMyNjc0MzYVFhUUBiMiJyYnIgYHFAYHDgEdCA4MSC0ICEgpCgohrCUvDghgSlY64xAhRRIPCgYCCA8EAiv%2B0y0UCwIRDkQzBgyVYJwtUA4EHC%2F%2B2TIZA6AMvFJ3UicjIg0aGQRzWFZwViMfIQwEAgYtFCdOhwEZlhASDwgCMQQGSggML3AGGQZEJSn%2Bjz32QC8bDBISGQwGAgIMFSMBBi4%2Fd%2FLjef4xTikiIQICBAQKA8EBFFI3N1AMBBANDm%2BOTzsBKTcEFwoOBQAAAAADAC%2F%2F4QPPBUQACwAXACQAaQCyAwEAK7EVBemyCQAAK7EPBemyHAIAKwGwJS%2BwANaxDArpsAwQsSMBK7QgCQAeBCuwIBCxEgErsQYI6bEmASuxIwwRErQJAw8VGSQXObESIBESsCE5ALEVDxESsAA5sRwDERKwIjkwMRM0ADMyAAcUACMiABMUEjMyNjU0AiMiBhMmNjM3MhcWFxYGJyYvAQjFxwEOAv72w8f%2B9LK5gW2Ru39tkXUIFBOdHQo8KQIrC3MBqMUBBP74w77%2B%2BQEEAQS6%2Fv65j7IBALQCqAodAhGcshIIDJgAAwAv%2F%2BEDzwVKAAsAFwAmAGAAsgMBACuxFQXpsgkAACuxDwXpshsCACsBsCcvsADWsQwK6bAMELEYASu0JAkAHgQrsCQQsRIBK7EGCOmxKAErsRIkERKzAwkPHyQXOQCxFQ8RErAAObEbAxESsCU5MDETNAAzMgAHFAAjIgATFBIzMjY1NAIjIgYbATY7ATIeAQcUFQcBBiYvAQjFxwEOAv72w8f%2B9LK5gW2Ru39tkdllDhe2CAwLAgP%2B3AwwAajFAQT%2B%2BMO%2B%2FvkBBAEEuv7%2BuY%2ByAQC0AWwBUBsCCQgCBAT%2BoAwIAAAAAAMAL%2F%2FhA88FMAALAB4AKgBQALIDAQArsSgF6bIJAAArsSIF6QGwKy%2BwANaxHwrpsB8QsSUBK7EGCOmxLAErsR8AERKwHjmwJRGyCRoDOTk5sAYSsBY5ALEoIhESsAA5MDETNAAzMgAHFAAjIgAbATY3PgEXFhcTFgcGLwEHBicmExQSMzI2NTQCIyIGLwEIxccBDgL%2B9sPH%2FvSitggTDHkUFwy0CgwdDPnsEhkKFLmBbZG7f22RAajFAQT%2B%2BMO%2B%2FvkBBAL0AUAMCAICAgIS%2FsgZAQgM1dUQDgb%2BGLr%2B%2FrmPsgEAtAAAAAADAC%2F%2F4QPPBOUACwAqADYAhQCyAwEAK7E0BemyCQAAK7EuBemwHi%2B0EgcAHQQrsyISHggrtA4HAB0EKwGwNy%2BwANaxKwrpsCUysCsQtAwJAB4EK7AML7ArELExASuxBgjpsBUg1hG0GwkAHgQrsTgBK7ExABESsgMJHjk5OQCxNC4RErAAObEeAxESsCo5sBIRsCU5MDETNAAzMgAHFAAjIgATEjMyFxYzMjY3NDM2BxYVFAYjIicmJyIGBxQGBw4BExQSMzI2NTQCIyIGLwEIxccBDgL%2B9sPH%2FvR7DL1SdlInIyMMGxkBBHJYUnVUJR8gDQQCBi0zuYFtkbt%2FbZEBqMUBBP74w77%2B%2BQEEAuIBFFI3N1AMBBANDm%2BOTzsBKTcEFwoOBf41uv7%2BuY%2ByAQC0AAAAAAQAL%2F%2FhA88EyQALABcAIQAsAHEAsgMBACuxFQXpsgkAACuxDwXpsCovsB8ztCUHABIEK7AaMgGwLS%2BwANaxDArpsAwQsRgLK7EdDOmwHRCxEgErsQYI6bMoBhIIK7EiDOmwIi%2BxKAzpsS4BK7ESABESswMJJSokFzkAsRUPERKwADkwMRM0ADMyAAcUACMiABMUEjMyNjU0AiMiBhE0NjIWFRQGIiYlNDYzMhYUBiMiJi8BCMXHAQ4C%2FvbDx%2F70srmBbZG7f22RRl5GRGJEAVhGLzNERDMvRgGoxQEE%2FvjDvv75AQQBBLr%2B%2FrmPsgEAtAHhL0ZGLzFERDEvRkZeRkQAAAAAAwCYALIFDAS8ABAAGQAkAD8AsBgvtBQHABgEK7AOL7QDBwAfBCuwIi%2B0HQcAGAQrAbAlL7Aa1rARMrEfCumwFTKxJgErsR8aERKwIjkAMDETNTQzITMyFxYfARYGIyEiJgA0NjIWFAYjIgM0NjIWFRQGIyImmD8D0yUUCRsBBAIlHPwMEi8B3TNKMTElIzU1RjMzIyU1AqAzJQIGGTsbDhz%2BVkoxMUozA7sjLDEjJTM2AAAAAwBe%2F5wECAOcACYAMgA%2BAIMAsgMBACuxMQXpsgkBACuyDQEAK7IYAAArsTUF6bIiAAArAbA%2FL7AA1rEoCOmwKBCxOAErtBUKAC4EK7FAASuxKAARErIcISQ5OTmwOBG1BhgbAy4%2BJBc5sBUSsAg5ALE1GBESsBw5sDERQAoFABMVGgYjGyo7JBc5sAMSsQgQOTkwMRM0ADMyFxY2PwE2FxYVFgcGBwYXFhUUACMiJyYPAQYvASY%2FATYnJhIQFxY2NwE2JyYjIgMWMzI2NTQnJgcBBl4BDMmRgAQUAlwMDRQOHBI8DgqB%2FvTDj30QD24QERcKEWwQCoO5NQIWBgF5DAxYdG8jWHNvlTkIDf5%2FDAGmxwEIUgIKBG0MDBADDh0USA4Lg77D%2FvhOChCJEBASCBd9FAqBAYz%2B5WwGAQkBsg4Pav1oar2Pe3IUDP5CDAAAAgAo%2F%2BwEKwVEAEMAUACqALIgAQArtB0EAE0EK7IGAQArsgQBACuyOgAAK7QMBwAiBCuyMAAAK7JIAgArAbBRL7A81rEJCumwCRCxTwErtEwJAB4EK7BMELESASuwMjKxJQrpsVIBK7EJPBESsgRERTk5ObBPEbUMHR4fOlAkFzmxEkwRErMOGjdNJBc5ALEMOhESsiczNzk5ObAdEbcJJigqNTY8QyQXObAgErEDAjk5sEgRsE45MDESJjc%2BATc2FhURFBYzMj8BPgE1ETQnJicuAiciJyY2NzY3NhURFRQ%2FATYWBgcGBwYmLwE0JgcOAiMiAxE0JicuAScBJjYzNzIXFhcWBicmKwYQFMMpEBFMaGSCAgIEBg4wChILBgJBDAMN0VQpWCsMCggMcXkXIAIECAdESYE75wEQHRA%2BBAENCBQSnh0KOykCKwpzAx0tBAQxCAIYEf4VpHFnBgYSCQFiXB03CAIEAgMKBisELwgEJP10P0QXDAIfIwIxGAgKGlAIHQYxMTMBGgGwIyEIBhECAgAKHQIRnLISCAyYAAACACj%2F7AQrBUoAQwBSAKkAsiABACu0HQQATQQrsgYBACuyBAEAK7I6AAArtAwHACIEK7IwAAArskcCACsBsFMvsDzWsQkK6bAJELFEASu0UAkAHgQrsFAQsRIBK7AyMrElCumxVAErsQk8ERKwBDmwRBGwOjmxElARErMMHh83JBc5sCURsktMTjk5OQCxDDoRErInMzc5OTmwHRG3CSYoKjU2PEMkFzmwIBKxAwI5ObBHEbBROTAxEiY3PgE3NhYVERQWMzI%2FAT4BNRE0JyYnLgInIicmNjc2NzYVERUUPwE2FgYHBgcGJi8BNCYHDgIjIgMRNCYnLgEnJRM2OwEyHgEHFBUHAQYmKwYQFMMpEBFMaGSCAgIEBg4wChILBgJBDAMN0VQpWCsMCggMcXkXIAIECAdESYE75wEQHRA%2BBAGFZQ4XtggMCwID%2FtwMMAMdLQQEMQgCGBH%2BFaRxZwYGEgkBYlwdNwgCBAIDCgYrBC8IBCT9dD9EFwwCHyMCMRgIChpQCB0GMTEzARoBsCMhCAYRAsQBUBsCCQgCBAT%2BoAwIAAACACj%2F7AQrBTAAQwBWAIYAsiABACu0HQQATQQrsgYBACuyBAEAK7I6AAArtAwHACIEK7IwAAArAbBXL7A81rEJCumwCRCxEgErsDIysSUK6bFYASuxCTwRErEEVjk5sBIRsx4fOlIkFzmwJRKwTjkAsQw6ERKyJzM3OTk5sB0RtwkmKCo1NjxDJBc5sCASsQMCOTkwMRImNz4BNzYWFREUFjMyPwE%2BATURNCcmJy4CJyInJjY3Njc2FREVFD8BNhYGBwYHBiYvATQmBw4CIyIDETQmJy4BJzcTNjc%2BARcWFxMWBwYvAQcGJyYrBhAUwykQEUxoZIICAgQGDjAKEgsGAkEMAw3RVClYKwwKCAxxeRcgAgQIB0RJgTvnARAdED4EorYIEwx5FRcLtQoMHQz67BIZCgMdLQQEMQgCGBH%2BFaRxZwYGEgkBYlwdNwgCBAIDCgYrBC8IBCT9dD9EFwwCHyMCMRgIChpQCB0GMTEzARoBsCMhCAYRAr4BQAwIAgICAhL%2ByBkBCAzV1RAOBgAAAwAo%2F%2BwEKwTJAEMATgBXALQAsiABACu0HQQATQQrsgYBACuyBAEAK7I6AAArtAwHACIEK7IwAAArsE0vsFUztEcHABIEK7BRMgGwWC%2BwPNaxCQrpsEQg1hGxSgzpsAkQsRIBK7AyMrElCumzVCUSCCuxTwzpsE8vsVQM6bFZASuxSkQRErEEOjk5sE8Rsx0MHx4kFzmwVBKyDho3OTk5ALEMOhESsiczNzk5ObAdEbcJJigqNTY8QyQXObAgErEDAjk5MDESJjc%2BATc2FhURFBYzMj8BPgE1ETQnJicuAiciJyY2NzY3NhURFRQ%2FATYWBgcGBwYmLwE0JgcOAiMiAxE0JicuAScTNDYzMhYVFAYiJiU0NjIWFAYiJisGEBTDKRARTGhkggICBAYOMAoSCwYCQQwDDdFUKVgrDAoIDHF5FyACBAgHREmBO%2BcBEB0QPgTFRTAxRUVjQwFYRmJDQ2JGAx0tBAQxCAIYEf4VpHFnBgYSCQFiXB03CAIEAgMKBisELwgEJP10P0QXDAIfIwIxGAgKGlAIHQYxMTMBGgGwIyEIBhECATkvRkYvMUREMS9GRl5GRAACABL94wPPBUoAQABPAFoAsh8BACuxAiIzM7EcBOmyCSc%2BMjIyskQCACuwMS%2B0NgcAFwQrAbBQL7BB1rRNCQAeBCuxUQErsU1BERKxCSw5OQCxHDYRErERLDk5sB8RsD85sEQSsE45MDETNhcWJTIXFgYHDgEVFBcWExY3NjUTNjc2NTQmJy4BNzM2FzIXFgYjDgEHAwYHBgcGIyImNTQ3PgE%2FAQEuAScuASUTNjsBMh4BBxQHFQEGJhIGIyMBOiEFBAgIQigWGaQGFgR7FAsSM0oKAhMQsHcjBAIIBj9NPf5IDh8rIT0nOWY%2FVSQd%2Fvo5MkkGCQFzZAwZtwgMCgIC%2FtsMLwNIFwUCBhAOIQICGRkXMDP%2BaA4jBAIBOTMhNx0nIQIGMwIKCBIMHwhhov1UuCNKMys4JD8aEHF4XwJqhTgGAhykAVAbAgkIAgQE%2FqAMCAAAAgAG%2FfwD1wWyADkARAB1ALIgAQArtEIHACAEK7A4L7EFA%2BmwMDKwJi%2BxPAfpAbBFL7AJ1rEsCumxGToyMrAsELE%2FASuxIwrpsUYBK7EsCRESsDc5sD8RsyAmNDYkFzkAsQU4ERKxLi85ObE8JhESsCk5sEIRsSMdOTmwIBKxHho5OTAxEzc0NhYzPgI1ETU0Ji8BJjc0NzY%2FATYWFREUFxY3NjMyFhUUACMiJyYGHQEUFj8BNhYXFgYnJAciARYzMjY1NCYjIgcGAg8eAjUsFBAlOhcBCAII4B8aBggNtG6Dxf7qu0pWDAgxVB8SDAMGCRz%2Buo8dAUx1e2aJm29ic%2F4SIQwHBAIYWGkFNzUlFQoQBiUQBQIEiQwMIf27GxcZDX36pMX%2B3B0EGxbRi1cHAgILEhcYAgYGAstvtYuc0GIAAAAAAwAS%2FeMDzwTPAEAASABQAIsAsh8BACuxAiIzM7EcBOmyCSc%2BMjIysDEvtDYHABcEK7BIL7BPM7REBwARBCuwSzIBsFEvsELWtEYMABkEK7BGELFKASu0TgwAGQQrsVIBK7FGQhEStwkEDywxNjcMJBc5sEoRtBARKwc6JBc5sE4SsxQeKhkkFzkAsRw2ERKxESw5ObAfEbA%2FOTAxEzYXFiUyFxYGBw4BFRQXFhMWNzY1EzY3NjU0JicuATczNhcyFxYGIw4BBwMGBwYHBiMiJjU0Nz4BPwEBLgEnLgE2NDYyFhQGIiQ0NjIWFAYiEgYjIwE6IQUECAhCKBYZpAYWBHsUCxIzSgoCExCwdyMEAggGP009%2FkgOHyshPSc5Zj9VJB3%2B%2BjkySQYJt0lnR0dnASNIZkpKZgNIFwUCBhAOIQICGRkXMDP%2BaA4jBAIBOTMhNx0nIQIGMwIKCBIMHwhhov1UuCNKMys4JD8aEHF4XwJqhTgGAhzmZkhIZkhIZkhIZkgAAAIAe%2F%2FnB%2FIFUABeAGwAxwCyLAEAK7IBAQArslYAACuxRAfpslwAACuxYgXpsgwCACuxHwfpsgUCACuxagXpsh8MCiuzAB8XCSu0JTxcLA0rsSUH6bI8JQors0A8NgkrAbBtL7AA1rFfCOmwXxCxZwErsUAI6bAiMrBAELE4ASuwKjK0MwkAHgQrsDMQsUwBK7RRCQAeBCuxbgErsWdfERKyBwVcOTk5sEARsQlZOTmxMzgRErAcObBMEbIPEVY5OTkAsTxEERKxTk85ObAlEbEAXzk5MDETNBI3NjMyFxYzMjYzITIWFxYHFCMiBiIuAS8BLgEjISIGFREUOwEyNzY3NhczMhcUFRYDFCsBIicuASMhIgYVERQWMyEyNjc2Nz4DOwEyBxQHDgEjIiQjIgQjIAATEAAzMjc%2BATURNCEiAHvPsI3PTJdoDQZCJwJNFxACEAETBhAGCQYCChszVP6aCh078mgbFwwEEB0OAgQEEB0QBAg4VP7mEBUnDgErd04hKxgCAgIJChYTAh0EHSF9%2FiV6Rv7rQ%2F7j%2FnXRASnXc001H%2F7b6f76ApHNAVZWRggGAg0YqFQZAgIKCylmMRIM%2Fj8ZGRleFwEQBAJt%2Fv4tH1gxFg3%2BHwoZFSc3XAYOBwQhO88bDAITAY4BRf7u%2Fos8KX26AkXy%2FskAAAADAGL%2F3QX6A3MALQA5AEUAmACyAwEAK7AJM7E3BemwRDKyKwAAK7AlM7ExBemyKwAAK7QWBwAjBCuyMSsKK7NAMRsJK7Q%2BESsDDSuxPgPpAbBGL7AA1rEuCOmwLhCxNAErsRMK6bA6MrITNAors0ATDgkrsUcBK7E0LhESsSsDOTmwExGzBQcnKSQXOQCxPisRErQNACguNCQXObA3EbQFBwsMBiQXOTAxEzQAMzIXFjc2MzIXFhcVFCMhIgcUFjMyNz4BMh4CFxYHBgcGByInJgcGIyIANxQSMzI2NTQmIyIGJRQeATMhMicuASMiYgENwrhpEBd5pt1MGSAb%2FhM5AaRxWpMECwYIBAgCDhJKZGJij10MCnfBx%2F70tbp3ZHOcd2aPAq4OFgsBDh8ECF1BjwGsvgEJfxIWe8c7Hx8UH7T6kwQFBwQKAg4VUkU%2FAYUMDIUBCviw%2FvqsnsXzvAYGCwQdUmgAAAADACH%2F%2BAXXBpgARwBPAFcAwwCyNAAAK7EuBumxOz4yMrIcAgArsAQzsRkD6bIKIkYyMjKwTy%2BwVjO0SwcAEQQrsFIyAbBYL7BA1rBCMrErCOmyK0AKK7NAKzMJK7NNK0AIK7RJDAAZBCuwSS%2B0TQwAGQQrs1ErQAgrtFUMABkEK7ArELEVASu0IAwADAQrsVkBK7ErSREStwYIDDU4QVJXJBc5sFURtBkcGlNWJBc5sBUSsTA0OTmwIBGxHSI5OQCxGS4RErIMEDw5OTmwHBGwIDkwMRMmNzYXBDcyFgYjIhUUFwEWNjcTNjU0JisBJjYzFiUyFRQnBgcGBwEcAhUUFhcyNhcWFCMkByImNzY3NhYzNjc2JwEuASciJDQ2MhYUBiIkNDYyFhQGIiEEBAQSAYucCBMKF4FCARIIJQrbQi9GFBIDFbIBFxISaEIfTP7RM0AIMQoZGf5qpxANBggjCioEbQUKCP6KSGBfGQGhSWdHR2cBI0hmSEhmBP4MERkBBgYhHikZZv5aChITAXJtHB8XCDkGBh8jAQZEIX%2F9%2Fi19gw47QggCBAZGBgQrEBQBAgQGfZqJAklxRAT5Z0hIZ0dHZ0hIZ0cAAAAAAQBEA8kChQUwABIALgCwCy%2BwETO0BgcADAQrAbATL7AA1rQJDAAIBCuwCzKxFAErALEGCxESsA45MDEbATY3PgEXFhcTFgcGLwEHBicmRLYIEgx6FBcMtAoMHQz66xIZCgPZAUAMCAICAgIS%2FsgZAQgM1dUQDgYAAQAdA7YCsATlAB4AWQCwEi%2B0BgcAHQQrsxYGEggrtAIHAB0EKwGwHy%2BwANa0HAkAHgQrsBwQsQkBK7QNCQAeBCuxIAErsQkcERKxAhI5OQCxFhIRErAZObECBhESsgkNDzk5OTAxExIzMhcWMzI2NzQzNhUWFRQGIyInJiciBgcUBgcOAR0MvFJ3UicjIwwaGQRzWFJ0VCUfIQwEAgYtA8cBFFI3N1AMBBANDm%2BOTzsBKTcEFwoOBQAAAAABAFoBmAMrAiYAEQAAEzU0NjMWJBcyFhUHBgcmBCciWhsMRAHXcgoTBAYdnv5xaA4BsFIQEwIGBBcKUBkDBAYCAAAAAAEAWgGYAysCJgARAAATNTQ2MxYkFzIWFQcGByYEJyJaGwxEAddyChMEBh2e%2FnFoDgGwUhATAgYEFwpQGQMEBgIAAAAAAQBaAZgDKwImABEAABM1NDYzFiQXMhYVBwYHJgQnIlobDEQB13IKEwQGHZ7%2BcWgOAbBSEBMCBgQXClAZAwQGAgAAAAABAE4BsgSYAisADwAgALANL7QDBwAiBCuwBTK0AwcAIgQrAbAQL7ERASsAMDETNzY3JAUyFh0BBgckBSImTgIEFAF5ApoMEQIf%2FcP%2BKAYOAc1HEgUMDBIJSxIBBgYTAAABAKoBnAYdAhcAEwAtALAOL7QDBwAiBCuwBTK0AwcAIgQrsAYyAbAUL7EVASsAsQMOERKxChE5OTAxEzQ2MyQFFhcWBhUGJyQFBiY3NCaqFxYCqAJ5IQIIDAwR%2FRf9vgwXAgYB8AwbDAwLDAJGBhkDCgoCDg4IIQABAI0DngGkBY8AGQA8ALIXAQArtBEHABMEK7ELDjIyAbAaL7AA1rEJCemyCQAKK7NACRQJK7AFMrEbASsAsREXERKxAAo5OTAxEzQ2NzYWFAcGFxQ3MjYzNzYzMhYVFAYjIiaNhW8MFxGYARQCBQIMEAgrOEQxRFoEWGSqKQQUHQ5Wbx8BAgIEPisxQWwAAAABAJEDpAGkBY0AFgAyALAUL7QDBwATBCsBsBcvsA%2FWsQYJ6bIPBgorswAPAAkrsRgBKwCxAxQRErEGETk5MDETNDYzMhYVFAYHBicmNzYnNCYHBiMiJpFGMURYeWAhDB0dmgEIDh0QKzgFGzFBZk5cqC8QDiESWmkQEgIIPAAAAAEAif7TAYcApgAYADgAshYAACuwETO0AwcAFAQrsgYAACsBsBkvsA%2FWtAYJAFEEK7IPBgorswAPAAkrsAsysRoBKwAwMTc0NjMyFhUUBgcGJyY3NjU0ByMiBgcjIiaJQi89UHtkDgkECY8OBwQUBA8nNTstPmJKXqInBhofAlhjHQEEAjkAAAACAKQDngOFBYkAGQAwAGAAshcBACuwLjO0DAcAFAQrshElKDIyMgGwMS%2BwANaxCQnpsgkACiuzAAkUCSuwCRCxGgErsSMJ6bIjGgorswAjKwkrsTIBK7EaCRESsAY5ALEMFxEStAAUGiQrJBc5MDETNDY3NhcWBwYVFD8BMjM3NjMyFhUUBiMiJiU0Njc2FxYHBhUUNzI2MzIWFRQGIyImpH9mGwoUFpoVBAQCChALKzdFMURaAc1%2FZh0MEhiaFQYhCCs3RjFEWQRQYKwtChIjClprHwECAgQ%2BKzFBZkxgrC0KECEOVm8fAQg%2BKzFBZgACAJ4DpAOBBY0AFwAyAGEAsBUvsxEfISQkFzO0AwcAEwQrsCoyAbAzL7AP1rEGCemyDwYKK7MADwAJK7AGELEcASuxLQnpshwtCiuzABwnCSuwGDKxNAErsRwGERKwGjkAsQMVERKzBhAeLSQXOTAxEzQ2MzIWFRQGBwYnJjc2NTQHIgcGIyImACY3Nic0JgciByIGIyImNTQ2MzIWFRQGBwYnnkU0RFl9ZCEMFxmeEQYSFAkpOQHLAQ2eAQoKCAIEGwgpOkYzRFp7ZCUKBRsxQWZOXKovCg4fEFRvIwEGBDz%2Bwh8IVG8UDgICBjwtMUFmTlysLRAQAAIAk%2F7TA0oApgAXADAAWwCyFQAAK7EpLjMztAMHABQEK7AbMrIGAAArsh4AACsBsDEvsA7WtAYJAFEEK7IOBgorswAOAAkrsAYQsScBK7QeCQBRBCuyJx4KK7MAJxgJK7AjMrEyASsAMDE3NDYzMhYVFAYHBiY3NjU0ByIGIwYjIiYlNDYzMhYVFAYHBiY0NzY1NAcrAQcGIyImk0QvP1N9Zw4ZE5MQBA8EEAonOAGzQy8%2FU31nCBAEkw4CBhEQCic3Oy0%2BYkpeoCkEMQhYYx0BAgQ5KS0%2BYkpeoicEGBsGVmUdAQIEOQABAHEBjwKNA7AACAAuALAHL7QDBwAIBCu0AwcACAQrAbAJL7AA1rQFDAAIBCu0BQwACAQrsQoBKwAwMRM0NjIWFAYiJnGb4p%2Bf4psCoHGfoOGgngADAQL%2F3Qd%2FAMMACgAVAB8ATgCyCQAAK7ETHTMztAMHABIEK7EOGTIysgkAACu0AwcAEgQrAbAgL7AA1rQGDAAZBCuwBhCxCwErsREM6bARELEWASuxHAzpsSEBKwAwMSU0NjMyFhUUBiImJTQ2MzIWFAYjIiYlNDYzMhYUBiImAQJGNzVERGpIAslDODVDQTU3RgLARDc1REJqSFYxPEAzMUJGKzNAQGY%2BQDkzOkBmQEgAAAACACj%2F9gbiBcQAhACYASsAsoEAACuzRkhjgyQXM7F9Bem1AkFDTl1pJBcyspQCACu0HwcAJgQrsi8CACuxJQfpsi8lCiuzAC8qCSuyIAIAK7Q4VIEvDSuxVnIzM7Q4BwAlBCuxh4kyMrALINYRsRQF6QGwmS%2BwBtawGDKxeArpsJcysgZ4CiuzQAYPCSuweBCxbwErsI4ysVoK6bA0MrJabwors0BaYQkrsm9aCiuzQG9nCSuwWhCxUQErsT4K6bAnMrJRPgors0BRSgkrsZoBK7F4BhESshaChTk5ObBvEbJlf4E5OTmwWhKzIGSLkSQXObBREbQhIy1IYyQXObA%2BErEsOjk5ALELfRESsT5COTmwFBGyVXN0OTk5sThUERKzDhY9iCQXObCUEbI2O5E5OTmwHxKwIzkwMT4BNzMyNjURNCYrASInJjQ3Njc2MzY3Njc2NzY3PgEWFxY3PgEWFxYUBiMiJy4BIyIGBwYHFBcWJTY3NhYVERQWMzYXFgYHJgciJzQ%2BARcyNjURNCcmBw4BBwMUFjsBMhYVFCMmByI1NDczMj4CNREmJyYgBwYHER4BMzIXHgEGIyQHIgEUFxY3PgI0NTY3NicmByIGBwYjChIXUDMbCFglBAQEBg8CAl4vBgYMCx97SMbjTCkrTLLARh9QFxQdMVI9VJQUDgEZWgEfUmAQFSk%2FEA0MAgrB9Q4BBQ4OWCV9x1gOGAIDJVopFwoM9vYQEBEvJR4FDBVI%2FvotHQQCMUozCgwHCgn%2B09kKAVYb5aAQDwIGMQorUntUlRMOFCMEMk8B8AwZDgofBgQHAhIfUjtQHVhuQlYCQC0dN0ALORstSxwrH31WRrIxAgwMAiEGJRL9aE4nBAQCQQQGBiEQDgsDPJMBPJoBBgQCGgr%2BTYNMEBYhBAYeIQYELktSAZwzAgQGBCn%2BBEQqAwQnHgoKA4UpAgoKAhgbLQaaWBcrSgF7VjsAAAAAAwAw%2F%2FYGrgXXAHwAkACdAOsAslQAACuyN3p8MzMzsU8D6bQDLkFbdCQXMrKaAgArsSMH6bKMAgArtB4HACYEK7AmMrIgAgArtH9qeh4NK7JHSWYzMzO0fwcAJAQrsYGUMjKwDSDWEbETBekBsJ4vsAnWsW4K6bB9MrBuELFiASuxTArpsJEysEwQsUQBK7CXMrErCumxnwErsW4JERKyFRZ7OTk5sGIRtR1WWHh6gyQXObBMErIeH4c5OTmwRBG0ICM8U1UkFzmwKxKwJjkAsQ1PERKzK0tcXiQXObATEbJIZWg5OTmxf2oRErEVgDk5sIwRsoeTmDk5OTAxFiY2NzYWMz4BNRE0KwEiJyY3Njc2NzY3Njc2Nz4BMhcWNzYzMhYzMjc2FxEUFhcyNh4BFxYHBiciIyEiJjc%2BARYzPgE1EzQjJAcGBxEUFjM2Fx4BIyYFIiY3PgEWNzY3PgE1ETQmJyoCIyIGBxEUFhceATM2Fx4BBiMkBwEUFxY3MjY3Njc2JyYnJgciBgcGBRQWFyEyNREmIyIHBjUKChMGLwY7IxphJQYGCAIVXDEGBwYQH3tKwNtMJRJvjxdWFDcnPQEaOgIYDRACCAgEDgYD%2FlQMCAYEIy8GMRcCJf76ZAoPMUwKDBABEYH%2BywoKBAQSEwg1Ew4GDhspe5kdEA8EBg0MKTcdHwwGCgj%2B%2BP8BTBdv7R0WAgs5EBYGFU5yVJYSDgJLFR4BRi1zXEw5UAocIQQEAgI0TQH0IQ4lCgILECFSOzU4WG5CVEAjEWAKMRcl%2BulMKQICAggIExQOAikMCgQCBkiHAaIzCgoCL%2F4ATC8EBAI9BAQlDAoIBAIEGRI6bAGOJxQCDhn%2BWm01EhQNBgYEIRwKCgN9JQIEBAwbo3slGQgVSgF7VjuqFxACKQGFTk5tAAABAAj%2F2wOWBR8ATACjALJHAAArsTgF6bBLL7A0M7EDB%2BmwLjKwCC%2BwKjOxDQfpsCQysCIvsREF6QGwTS%2BwBdaxDkoyMrQsCgAuBCuxJDUyMrIsBQors0AsKAkrsDEysgUsCiuzQAUKCSuwADKwLBCxHwErtBsJAC8EK7FOASuxHywRErQVEThERyQXObAbEbMWPD1CJBc5ALFLOBESsT0%2BOTmxIg0RErIUGx05OTkwMRM1NDsBNTQ3IyI9ATQ7ATYSMzIXFjc%2BARYVFhUUBiYnLgEjIgMhMgcVFCchFRQXITIdARQjIR4BMzI3Njc2FzIHBgcmIyIGIyICJyMiCBd5Am8ZF3sj55haYCMQDCEXCCMjAht8VN0fAXUXARj%2BiQIBahcZ%2Fp4UiGpmTBQoAi0hAh0tEBMnfz2a8Bx%2FGQH6LxQyRB4YMhTuAQI6FBAMBwsKnI0MDgIIkZ7%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%2B3zH%2B4wwCHzcfDAIEAggODAu6RgodBLIPIJgXDAgIAg8emAQOAgoDBlY%2BBAQh%2FddMLQQCAh8OCAEGAgYGCRYQCgMCCCdMAi0hBAI%2BVv2SFhsCLU4B51YrAggEBAMSEgkGBBP99BIDBAsCLwQGFRcIAgIvUP4ZTisEAgIEGxALAgICCxYVCgQvSAG0DgIEBv2NAmkGHf5pVCsCBAUCDAQhAgQEBAIAAAAAAQAAAAADUgNSAAMALgCwAC%2B0AQcABwQrtAEHAAcEKwGwBC%2BwANa0AwwABwQrtAMMAAcEK7EFASsAMDExESERA1IDUvyuAAAAAQBS%2F%2FgEOgW4AF0AigCyXAAAK7A4M7ECBOmyNEJVMjIysE0vsSgH6bAiL7EXBumyIhcKK7MAIh0JKwGwXi%2BwBtawEjKxUQrpsCQysFEQsUcBK7ExCumxXwErsVEGERKwWjmwRxG1Hxc9QVZYJBc5sDESsx0sLRokFzkAsU0CERKwCTmwKBGxDwo5ObAiErISLS45OTkwMTcmPwE%2BATURNC8BLgE3PgE3NjU0Nz4BMzIWFRQGIyInLgEjIhEUHgEzFjc2NzYXBhURFBYfARYGByYrASIGLgEnJjc2Mz4BNRE0JicmBw4BFREUFh8BFgYHJiMiByJSDBgvNRUpRgwGDAZAEh1AK8iaaJg6HCUSKWct5QIYG4VtsD8nCggXNSsQAhA9hqwCEAQIAgw1BgQ1FyFEiYsZEhYzQhIGEH9aXFYZCB8MBgg2cAGqNQMGBiEIBhUKDhvDlWauYEErKx5GQf4XIRQbBAQEDgwQk23%2BrHE0CQYCMQgEAgIGCCkEAgg2cAFjWiUCBAQCFyX%2BWnE5BAYCNQQGBgAAAgAx%2F%2FoEOAXfAFQAZgCdALJaAQArtEIHACQEK7EMQDIysEIQsRME6bIWAQArslMAACuxLC8zM7EEA%2BmyJTVIMjIysmMCACuxGgfpAbBnL7AJ1rAWMrFFCumwVTKwRRCxPQErsGAysSIK6bFoASuxRQkRErEXUTk5sD0Rsy8zTE0kFzmwIhKxHS45OQCxQgQRErBKObFaUxESsS5BOTmwYxGwFzmwGhKwHTkwMTcmNzYzNjc%2BATURNCcjIicmNzY%2FATY1Ejc2FzIWMzI3NhcRFBYzNhceAQcGKwEmByMiJyY2NzMyPgQ1ETQHJAciBxEUFjM2Fx4BBysBIiYiBwYBFB4CMxYyNjMyNxEmIyIHBjEKCgQZSBIOBiBfBgQEBAQNag4SjomoF1YUNyg3Bh9JChEIBgQCDAjJ2wgOBQYIDRAnIScKDAIn%2FulREgUxTAwJDgQOBgYbsJ41FAEoCAcUAjmEhRYjBnNcTDlSBBQXCgYZEjxqAa4hBBESChABLQoOAR%2BamgEKMRQW%2BtdSKQQEAiMODAgIDA4jAgIPFDo9OwG1IwEGCBb95UwvBAQCOwIEBAQDdwgJAgICAi0BgU5OcwAAAAACACj%2F9gbiBcQAhACYASsAsoEAACuzRkhjgyQXM7F9Bem1AkFDTl1pJBcyspQCACu0HwcAJgQrsi8CACuxJQfpsi8lCiuzAC8qCSuyIAIAK7Q4VIEvDSuxVnIzM7Q4BwAlBCuxh4kyMrALINYRsRQF6QGwmS%2BwBtawGDKxeArpsJcysgZ4CiuzQAYPCSuweBCxbwErsI4ysVoK6bA0MrJabwors0BaYQkrsm9aCiuzQG9nCSuwWhCxUQErsT4K6bAnMrJRPgors0BRSgkrsZoBK7F4BhESshaChTk5ObBvEbJlf4E5OTmwWhKzIGSLkSQXObBREbQhIy1IYyQXObA%2BErEsOjk5ALELfRESsT5COTmwFBGyVXN0OTk5sThUERKzDhY9iCQXObCUEbI2O5E5OTmwHxKwIzkwMT4BNzMyNjURNCYrASInJjQ3Njc2MzY3Njc2NzY3PgEWFxY3PgEWFxYUBiMiJy4BIyIGBwYHFBcWJTY3NhYVERQWMzYXFgYHJgciJzQ%2BARcyNjURNCcmBw4BBwMUFjsBMhYVFCMmByI1NDczMj4CNREmJyYgBwYHER4BMzIXHgEGIyQHIgEUFxY3PgI0NTY3NicmByIGBwYjChIXUDMbCFglBAQEBg8CAl4vBgYMCx97SMbjTCkrTLLARh9QFxQdMVI9VJQUDgEZWgEfUmAQFSk%2FEA0MAgrB9Q4BBQ4OWCV9x1gOGAIDJVopFwoM9vYQEBEvJR4FDBVI%2FvotHQQCMUozCgwHCgn%2B09kKAVYb5aAQDwIGMQorUntUlRMOFCMEMk8B8AwZDgofBgQHAhIfUjtQHVhuQlYCQC0dN0ALORstSxwrH31WRrIxAgwMAiEGJRL9aE4nBAQCQQQGBiEQDgsDPJMBPJoBBgQCGgr%2BTYNMEBYhBAYeIQYELktSAZwzAgQGBCn%2BBEQqAwQnHgoKA4UpAgoKAhgbLQaaWBcrSgF7VjsAAAAAAwAw%2F%2FYGrgXXAHwAkACdAOsAslQAACuyN3p8MzMzsU8D6bQDLkFbdCQXMrKaAgArsSMH6bKMAgArtB4HACYEK7AmMrIgAgArtH9qeh4NK7JHSWYzMzO0fwcAJAQrsYGUMjKwDSDWEbETBekBsJ4vsAnWsW4K6bB9MrBuELFiASuxTArpsJEysEwQsUQBK7CXMrErCumxnwErsW4JERKyFRZ7OTk5sGIRtR1WWHh6gyQXObBMErIeH4c5OTmwRBG0ICM8U1UkFzmwKxKwJjkAsQ1PERKzK0tcXiQXObATEbJIZWg5OTmxf2oRErEVgDk5sIwRsoeTmDk5OTAxFiY2NzYWMz4BNRE0KwEiJyY3Njc2NzY3Njc2Nz4BMhcWNzYzMhYzMjc2FxEUFhcyNh4BFxYHBiciIyEiJjc%2BARYzPgE1EzQjJAcGBxEUFjM2Fx4BIyYFIiY3PgEWNzY3PgE1ETQmJyoCIyIGBxEUFhceATM2Fx4BBiMkBwEUFxY3MjY3Njc2JyYnJgciBgcGBRQWFyEyNREmIyIHBjUKChMGLwY7IxphJQYGCAIVXDEGBwYQH3tKwNtMJRJvjxdWFDcnPQEaOgIYDRACCAgEDgYD%2FlQMCAYEIy8GMRcCJf76ZAoPMUwKDBABEYH%2BywoKBAQSEwg1Ew4GDhspe5kdEA8EBg0MKTcdHwwGCgj%2B%2BP8BTBdv7R0WAgs5EBYGFU5yVJYSDgJLFR4BRi1zXEw5UAocIQQEAgI0TQH0IQ4lCgILECFSOzU4WG5CVEAjEWAKMRcl%2BulMKQICAggIExQOAikMCgQCBkiHAaIzCgoCL%2F4ATC8EBAI9BAQlDAoIBAIEGRI6bAGOJxQCDhn%2BWm01EhQNBgYEIRwKCgN9JQIEBAwbo3slGQgVSgF7VjuqFxACKQGFTk5tAAABAAAAAQBBvyjUyF8PPPUAHwgAAAAAAM9ELIIAAAAAz0Qsgv8l%2FbAIiQcrAAAACAACAAAAAAAAAAEAAAcr%2FYgAAAiw%2FyX%2FDgiJAAEAAAAAAAAAAAAAAAAAAADpAuwARAgAAAACqQAAAfUAAAItAKgDZgCHBZcAXgPUAEoFkQBaBhoAVgF6AE4CmwCiAocAGQRFAJ4FlQCRAgIAjwN6AFoBowCFA9QATAPpAEYD6QCyA%2BkATgPpAFQD6QBMA%2BkAcQPpAGQD6QBEA7YAUgPpAFACDgCcAdcAgQWVAI8FlQCLBZUAjQLlAFYHrgD2BbAAGQU%2FACsGGABzBi8AGQTzADAEWABRBhoAdQZNADAC5wBqApf%2FSAXrACgEwgArB4kAMQasAEUGnQBtBJ0AMwaTAFwFkQAlBBoAcwVyAEYGhQAvBhYALgiwAB0GRwA1BdIAHwWjAEoCsgDVA9QAUgK%2BAEID7QAuBC%2F%2F7ALIAI8DTwAzA%2B0AEANgADMEGgAvA2QAMQKRACMD3QA3BDUAIgIgACgB%2Bf8lBCQAHwIYACEGfgAgBCAAHwP1AC8EBgAMBAgAPwLMACkCgwBGAo0AKARFACgD%2BwAIBgYAAwQtAA4D5wARA0cAHgQCANcERQHjBA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wQDHAC8AbgAxAJwAsACyAKoAtgBKAIkAgwB%2BAHoAfACBAK4AWgB3AHQArACoAC0AowCfAIcAjQBEBRGwACywABNLsExQWLBKdlmwACM%2FGLAGK1g9WUuwTFBYfVkg1LABEy4YLbABLCDasAwrLbACLEtSWEUjWSEtsAMsaRggsEBQWCGwQFktsAQssAYrWCEjIXpY3RvNWRtLUlhY%2FRvtWRsjIbAFK1iwRnZZWN0bzVlZWRgtsAUsDVxaLbAGLLEiAYhQWLAgiFxcG7AAWS2wByyxJAGIUFiwQIhcXBuwAFktsAgsEhEgOS8tsAksIH2wBitYxBvNWSCwAyVJIyCwBCZKsABQWIplimEgsABQWDgbISFZG4qKYSCwAFJYOBshIVlZGC2wCiywBitYIRAbECFZLbALLCDSsAwrLbAMLCAvsAcrXFggIEcjRmFqIFggZGI4GyEhWRshWS2wDSwSESAgOS8giiBHikZhI4ogiiNKsABQWCOwAFJYsEA4GyFZGyOwAFBYsEBlOBshWVktsA4ssAYrWD3WGCEhGyDWiktSWCCKI0kgsABVWDgbISFZGyEhWVktsA8sIyDWIC%2BwBytcWCMgWEtTGyGwAVlYirAEJkkjiiMgikmKI2E4GyEhISFZGyEhISEhWS2wECwg2rASKy2wESwg0rASKy2wEiwgL7AHK1xYICBHI0ZhaoogRyNGI2FqYCBYIGRiOBshIVkbISFZLbATLCCKIIqHILADJUpkI4oHsCBQWDwbwFktsBQsswBAAUBCQgFLuBAAYwBLuBAAYyCKIIpVWCCKIIpSWCNiILAAI0IbYiCwASNCWSCwQFJYsgAgAENjQrIBIAFDY0KwIGOwGWUcIVkbISFZLbAVLLABQ2MjsABDYyMtAAAAAAEAAf%2F%2FAA8AAgBEAAACZAVVAAMABwAusQEALzyyBwQs7TKxBgXcPLIDAiztMgCxAwAvPLIFBCztMrIHBi38PLIBAiztMjMRIRElIREhRAIg%2FiQBmP5oBVX6q0QEzQAAAAIAsv%2FjAmIFTAANABwATgCyCwAAK7QFBwASBCuyEgIAKwGwHS%2BwANaxCBDpsxkIAAgrsQ4S6bAOL7EZEumwCBCxFgErsR4BK7EOABESsQULOTkAsRIFERKwGzkwMTc0Nz4BMzIWFRQGIyImGwE%2BATsBMhYVFAcDDgEmsgIGOCklLzwrJy99ewgVLSsnHAb%2BBhkQSAoGMT44LTVKOAFPA5Q3Fw4ZDhf8agwGCgACAVgC6QPjBUwADAAYADoAsgQCACuwEjO0DQcABwQrsAAyAbAZL7AH1rEPASu0FQkAEgQrsRoBK7EPBxESsA05sBURsBg5ADAxARM%2BATMyFhUUBwYHAyETNz4BMzIWFRQHAwFYIRJEUCMtDwZBjAFAHwoKVD8lK1CNAukBNrB9KyMdJRKN%2FswBMmhcbSkjNbD%2BzgAAAgBa%2F80FEgWRABsAHwFmALIEAQArswMQHh8kFzO0BQcAJAQrswYJCg0kFzKyBQQKK7NABQcJK7IICwwyMjKwAC%2BzFBcYGyQXM7QBBwAkBCuzAhEcHSQXMrIAAQors0AAGQkrshUWGjIyMgGwIC%2BwGtaxGQrpsBkQsQcBK7EICumyBwgKK7NABwAJK7AEMrAIELEWASu0FQoANQQrshUWCiuzQBUTCSuwDjKwFRCxCwErsQwK6bEhASuwNhq6PrDzHQAVKwq6Pq3zDQAVKwqwGhCzAhoHEyuzAxoHEyuzBhoHEyuwGRCzCRkIEyuwFhCzChYLEyuwFRCzDRUMEyuzEBUMEyuzERUMEyuzFBUMEyuwFhCzFxYLEyuwGRCzGBkIEyuwGhCzGxoHEyuwGRCzHBkIEyuwFhCzHRYLEyuzHhYLEyuwGRCzHxkIEysDQBACAwYJCg0QERQXGBscHR4fLi4uLi4uLi4uLi4uLi4uLrBAGgAwMRM1MxMhNSETMwMhEzMDMxUjAyEVIQMjEyEDIxM3IRMhWuhR%2FscBUlhxWAG2WHFYzuVSATf%2Bs1R1Wv5GVHNWhwG7T%2F5IAXV0AYp0Aar%2BVgGq%2FlZ0%2FnZ0%2FlgBqP5YAah3AYcAAAUAjf89A8sFYABZAG8AeQCGAJUCbwCyTAAAK7FiA%2BmyTGIKK7NATEYJK7BTMrJCAAArslcAACuyFgIAK7AjM7IYAgArsiECACuyJgIAK7EcFhAgwC%2BxhAPpAbCWL7AA1rEGDumwCTKwBhCxEAErsXAK6bBwELExASuwNjKxLAvpsz4sMQgrsY4L6bCOL7E%2BC%2BmxlwErsDYauj5I8UMAFSsKDrBWELALwLFRA%2FmwWsC6PsjzkwAVKwoFsCEuDrBJwAWxJhL5DrBEwLo%2B7%2FRdABUrCgWwGC4OsG%2FAsRQU%2BbAMwLAMELMTDBQTK7BvELMZbxgTK7BJELMgSSETK7BEELMnRCYTK7M7RCYTK7M8RCYTK7NDRCYTK7BJELNKSSETK7BRELNQUVoTKwWwVhCzV1YLEyu6PrjzQQAVKwuwSRCzZ0khEyuwDBCzdAwUEyuzdQwUEyuwbxCzem8YEyuwSRCzf0khEyuzgEkhEyuwbxCzhm8YEyuwRBCzkkQmEyuyUFFaIIogiiMGDhESObJKSSEREjmwZzmwfzmwgDmwIDmyQ0QmERI5sJI5sDw5sDs5sCc5snQMFBESObB1ObATObJ6bxgREjmwhjmwGTkAQBoLDBMUGSAnOzxDRElKUFFWWmdvdHV6f4CGki4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uAUAeCwwTFBgZICEmJzs8Q0RJSlBRVldaZ290dXp%2FgIaSLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4usEAaAbFwEBESsU5gOTmwjhG2DhxBTGGEiCQXObA%2BErEeKTk5ALGEYhESQAsAAxAsLjlzd36KkSQXObAcEbAqOTAxNzQ2MzIWFRQGFRQXEzYnJjU0Nj8BNjMyDwEGFjMyFzI%2FATQzMhYPAQYXHgEVFCMiJjU0NzQ2NTQnJgYHAxYXFAYHBg8BBgciJj8BNCciJwYPAQYnLgE%2FAS4BFxQWFB4BFxYXMj4BNxM2Jy4CJyYHAxQXFjcTNiYHBhMeARcWNxM2JyYHIgcCFB4BNz4BNTQnJgcDFBWNLyUfKQg3bQgRfZB%2FFgQbGQYTAgwJJRAbARMYCg8CEgQWTFZGHyIMAjcMDQRruAGgiRcGFgQZCgsDFhIZHQwMHwYXCAoCIVZp%2FgICBwYlGgYEBwRSBg8GEhEIEAw%2BKRkGQwQGFHVpDC0KEgVgCBYfHxAGTgIEBEZUSA4HR9krNS0gDDoOPSwCDCcVg5x%2FrhZ3EBJeCAkCE2AQCghiGQgbcFBvLSMZNQIQBDUjCAgU%2FfSwnH%2BoFQQedw4BCQZ5GQEEAhSDDgMCBwamIXpUBg4EBgICBgEJEgYBkCEQBhQRBgghAcFGRSkaAUQXCglC%2FpoOKQwOFAHZJQICAhf7ngYKBAIZckpUXg4U%2Fp8CBAAABQDh%2F9MGBAUlAAsAEwAkADAAOAA%2BALIkAAArsC4vsTME6bAJL7EOBOmwNy%2BxKATpsBIvsQME6QGwOS%2BwGtaxHwrpsToBK7EfGhESsSAdOTkAMDETPgEzMhYHDgEjIiY3AjMyExIjIgImNwATNjc2HwEWBgcBBisBAT4BMzIWBw4BIyImNwIzMhMSJyLhHct0eXUdHch1eXaqO4aMOTuDix4NCgH8tjNxFBMzDgQI%2FKgSFxwCNx3KdXd3HR3IdXl3qjuHjDk7g4sDtpjT15ia0NWV%2Fs8BNQEx%2Bu4ZEgMGARFOpxsCBAgXBvrwGQHAmNPXmpjS15P%2B0QE1ATEBAAAAAAEAvP%2FZBi0FTgBnAQsAsmUAACuxMgfpsgwCACuxGgXpshoMCiuzABoTCSu0OEplDA0rtDgHACgEK7BbMrQgLGUMDSuwKDOxIAbpAbBoL7AA1rEvEOmzCS8ACCuxHQ%2FpsC8QsUMBK7BFMrE%2FC%2BmwPxCxFQErsRAO6bAQELE1ASu0YRIAQQQrsGEQsVABK7RYCgAUBCuyUFgKK7MAUFMJK7FpASuxHQkRErADObBDEbcHDAUmLDJGZSQXObA%2FErIaO2Q5OTmwFRGwFzmwEBKxOEo5ObA1EbFcXTk5sGESsFs5sFARsE05ALE4MhESsy8AQmEkFzmwShGwWjmwLBKwKTmwIBGzBwMmUCQXObAaErMIUlVYJBc5MDETNDY3NjU0JyYnNCQzMh4BFRQGIyInLgEnJiMiBhUUFjMyNjIeARUUDgEuASMiBhUUFjMyJDU0JiMiBhUUFxYXFgcGJyYnJjc%2BATMyFjMyNjU0Jic0MzIWFRQGByIXFhcWFRQGBCAuAby5kx8GuAEBF8lEmY0rHTUcAgcCGZ%2BNsE88BiMcHxMXJyUvCHGV48GkATdrYD9fDx8CAjAxGggDBkovfW8hhSA3RCMCOh0eoIslBAIEUsz%2B8f767q4Bf4HLJwgMBgJGnJbIIWRKHSlMBh0GYqyPUmoEBBMOFBUEAgaqgazNz6BUZCMUDA8fHDUJCjMSFT9OLycEHRUMKxIzJh1YbwoKAgRGYIvYYlLHAAEBQgLnAk8FTAAQACwAsgYCACu0DwcABwQrAbARL7AA1rQLEgBBBCuxEgErsQsAERKxAg85OQAwMQE3PgMyFg4BDwEGBwYjIgFCFgQMIUZmJRYrI3UQDQQIFwMX%2Bz1Eez5CbnFC4R0CAgAAAAEAzf4XAzMFiAAOAA8AAbAPL7AA1rEQASsAMDE3EAE2FgcAAwITFgcGJwLNAkUXFBL%2Bx3t9qgwUFA%2Bs%2BAJMAkEVJRX%2Bhf4l%2Fh3%2BHSUICiIBeQAAAAH%2Frv4fAhQFjwATAB4AAbAUL7AI1rEMEumyDAgKK7NADA4JK7EVASsAMDEDJjc2NzYTEgMmNzYXEhEQAQYHBlIKGpNhdUN3pggREhKs%2FvKJph3%2BHxIjrLbnAQEBzwH7HQoKJP6F%2FrT%2Bc%2F5yyaEdAAABAMUB%2BgPjBY8AcgCTALBwL7BMM7QDBwAYBCuwRjKwOi%2B0NAcAGAQrsBQysDQQtDwHABUEKwGwcy%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%2F4RdwJvdgH4%2Fgh2%2FgwB9AAAAQBu%2Fp4BqgC2ABQAMACwFC%2B0DwcACAQrAbAVL7AI1rESC%2BmyCBIKK7MACAwJK7EWASsAsQ8UERKwAjkwMRImNz4ENTQnJjU0NjMyFhUUBXQMEQRQFjQSISE6Iy05%2FuP%2BliINAj0ZNTMdJTU9Fyk9Vj3dqAABAHsBeQJxAekAEgAqALARL7QJBwAlBCuwBjK0CAcAJQQrAbATL7AC1rQNCQAJBCuxFAErADAxEiY3NDc2NzYzITIeAQcGBwYnIX8IBAgICAgTAawKCQgEBAkIEv5WAXkKIwwdFwECAgwMJR8XBQAAAQCe%2F%2BMBWADFAAoANwCyCAAAK7QDBwATBCuyCAAAK7QDBwATBCsBsAsvsADWsQUP6bEFD%2BmxDAErsQUAERKwCDkAMDE3PgEyFhUUBiMiJp4EO04tOS0vK1YvQDgrNUpEAAAAAAH%2F8v99AvME8AATAAAHNgA3ND4DHwEeAQcAAwYvASYOhQGNbQwGDBMKMwwPCP5czSMWOC9O9gMr8gISBg8EAgcCGB38rv5GKwIEBgACAHv%2F3wNMA6IADwAbAEgAsg0AACu0EwcAKwQrsBkvtAQHACgEKwGwHC%2BwANaxEA7psBAQsRYBK7EHDumxHQErsRYQERKxDQQ5OQCxGRMRErEHADk5MDETNBIkMzIWFRQHBgcGIyImNxQWMzISNTQmIyICe5kBF1RMgXVxqkwsSn%2BcUzpopl5CYpkBSo0BCsHTgdGamEsh34ZvlgEtxXGZ%2Fs8AAAEAk%2F%2F%2BAo0DrgAjAF4AsCIvsQID6bAcMgGwJC%2BwANa0HgkACQQrsSUBK7A2Gro%2By%2FOfABUrCg6wBhCwB8CxFw75sBbAALMGBxYXLi4uLgGzBgcWFy4uLi6wQBoBsR4AERKyDhMiOTk5ADAxNzY3Njc2NxM2Jg8CJic0NyU2MzIWBwMGFRQWFzIWBiMkByKTBA9cMx8MewIGCAiOCAIQAQcQGwoUApEMOVoIAgoK%2FqqFDhIXBAQVDEQCcBAJBARAAhMbBZYMFQj9HzkRHRYGGRYEBAAAAQBF%2F%2F4DRgOkADEASQCwMS%2B0IgcAIAQrsAwvtBUHACwEKwGwMi%2BwCdaxGA7psTMBK7EYCRESsicqLDk5OQCxIjERErECLDk5sAwRtAQRGCgrJBc5MDEyNjc2NzYkNzY3NCYjIg4BBwYmNzYzMhYVFA4BBwYHBhcWMyEyNzY3NhcWBwYHBiMkBUQCBlQ1OwEbPT0BTjc1aTktDh8ItrhiflhdVs%2BJChcIDAEtXB8lAgodEAQ9JQ4d%2Fvb%2B3x8MXjw98EVIUjk8OjczDiAR34VWRn1BNH%2BDCgICN0IEGQsEDIdjFAQEAAAAAAH%2F%2Fv6HA14DngA0AFoAsDMvsQcH6bIHMworswAHAwkrsBgvtB8HAC4EKwGwNS%2BwCtaxLw7psgovCiuzAAoACSuwChCwFSDWEbEkD%2BmxNgErsRUKERKwLDkAsRgHERKyGyQsOTk5MDEDNDYzMhcWMzISNTQmIyIHBic0NyQ1NCYjIgcGJjc2NzIeAhUUBgcOARYzFhcWBxQCBCMiAh0aGVI9NXvkUEQ1Ph8DFAFcQzF%2FrAomDdPESF4hCqRiBgQGBEQ1RAHd%2FtWDi%2F7bHS8pIQERvFhxGwwYHQicqjNCrgoaEOcBLUYnEliWLQIKBhAyRFOk%2Ft2eAAAAAgCD%2FocDcQOPACQALgCCALAjL7ASM7QnBwAiBCuwDDIBsC8vsTABK7A2Gro%2BtfMxABUrCg6wHRCwKsCxFhX5sArAsxUWChMrsB0Qsx4dKhMrsh4dKiCKIIojBg4REjmyFRYKERI5ALUKFRYdHiouLi4uLi4BtQoVFh0eKi4uLi4uLrBAGgEAsScjERKwADkwMTc0NwA%2FATYWBwIDBhczMhYHBgcjIgcDDgEnIyImNxM2LgEjISI3BhczMjcSNzMGgwwBpuIeDg8CUDkCCosMEQYIF30jDFICGwxIEhcEUAIICgT%2BoBd9CBT8HQJiGwLFWj8PAgjdAgIQDv5x%2FusUAx4bNQIZ%2FnUQEQQMEwGPBgsCiwwGDgGBbL4AAAABABf%2BoAMZA8UAQABiALA%2BL7QHBwAkBCuyBz4KK7MABwMJK7AuL7ArM7QfBwAdBCsBsEEvsArWsTkL6bIKOQorswAKAAkrsUIBK7E5ChESsiEpKjk5OQCxLgcRErITKjk5OTmwHxGyFSEpOTk5MDETNDYzMhcWMzI2NTQuAicuATc%2BATc%2BBjoBOwEENzY3PgEVBgcGJyImIyIHBgcGFhcWFxYVFAcOASMiJhcxHhdQPSF%2FulZ4VBUfBggSOggCBwYEDAQVBhwHAgECEggNBCUnDQgYI9E3EAUXCgINDqZkYJlQ3XEvav7sHUcjG%2BqaUn4%2BHQICFhNE8yMMEg0KBgICCBAGJwgCDIUvGQEID1g7BAoCG1xUmraqVokhAAIAsP%2FuA%2FoFXAAfAC0AaACyHQAAK7QjBwArBCuyBwIAK7EMA%2Bm0FykdBw0rtBcHACIEKwGwLi%2BwANaxIA7psCAQsSYBK7EaDumxLwErsSYgERKyFx0QOTk5sBoRsA05ALEpIxESswAUGhAkFzmxDBcRErANOTAxExABPgM3MhcWBgcGAAMGNzY3PgIzMhYVFAAjIgI3FBYzMhI1NCYjIgcOAbABSkyRjUY5FQIEDgvN%2FrlSBAgOEy1qdRk7ef7RknmTpGpKWIVHLTt1SCUBsAFzAT9IZDQQCg4KFQI5%2Frr%2B%2BgwCBBQ5Z0Kze%2BH%2BZQEWgYmuAQ6yb6CHVmsAAAEAZv6mA1wDjQAmAEMAsAYvsAkztBkHAB4EK7AWMrIGGQors0AGJAkrAbAnL7AR1rQNEgD7BCuxKAErsQ0RERKwDjkAsRkGERKxCB45OTAxEj4BNwE2JwYkBw4BDwEGJy4BNxM%2BATc2BDMyNzYdAQYHAQ4BKwEiYggJBgJYBi0x%2FvovJRcOKQQXDAICRggQIUoBMxIlSjUMJf3NIRkSLRD%2Buh0XCAPxFAECCggEHSt5DAQECAsBGB8MAggMBgQSEiNC%2B%2FY7HQAAAwB1%2F%2BcDmgTpABoAJAAwAHMAshcAACuxHgbpsC4vsQsH6QGwMS%2BwANaxGwvpsBsQsQYBK7ElC%2BmwJRCxIQErsRQK6bMrFCEIK7EOC%2BmxMgErsSUGERKyBAIXOTk5sCERtxADEh4RIycuJBc5sBQSsAs5ALEuHhEStQAGDhQjJyQXOTAxEzQlNicmNTQ3PgEzMhYVFAUGFxYVFAAjIicmNxQWMzI2NTQnBhMUFz4CNTQmIyIGdQE7FA55niOVLliB%2FusMDJr%2BzXlaWEyFizk1ucfsw5g5REaELSt%2FASm2wQwOg2F1chlLl0KNqAgMj6Cs%2Fvt5aJhW3aB9ppmYAfJkjSc1ZDFCd2kAAgBM%2Fk4DhQOkACAALgBSALAfL7ECA%2BmwDS%2B0JAcAJQQrsCwvtBUHACkEKwGwLy%2BwENaxIQ7psCEQsSkBK7EYD%2BmxMAErsSkhERKyDRUGOTk5ALEsJBESswoQGAgkFzkwMRM0NzYANzYnJgcOAiMiJjU0PgIzMhIVFAIHBgcGBwYTFBYzMj4CNTQmIyIGTA7sAQxUCgICCB1Ik0JQaGKMlTh7nZmIfZ9Mkhv5QzYbV2VFbkRaif5mDAtUAQjZJQICCiNMXpyBhfqiYv7lsp7%2BpIV5RyMnBgM5bZ8xXKZkiar3AAAAAgDn%2F%2BMCKQNmAAoAFABLALIJAAArtAMHABIEK7ATL7QNBwASBCsBsBUvsADWsQYQ6bMLBgAIK7EQEOmxFgErsQsAERKxAwk5ObAGEbEIEzk5sBASsBI5ADAxNz4BMzIWFRQGIiYTNhcyFhUUBiIm5wQ%2BKSctOVsvhxJZJS87VjBYMT44LTVKSALNbwE5LTVIRgAAAAIAav6TAiEDZgAQABwAPgCwGi%2B0FAcAEgQrAbAdL7AE1rENC%2BmyBA0KK7MABAgJK7AEELARINYRsRcQ6bEeASuxFw0RErEUGjk5ADAxEyY3NjU0JyY0NjMyFhUUBQYTNDYzMhYVFAYjIiZqDCGkHyE2Ji08%2Ft8S6zwvJTE%2BLSUx%2FpgXGmpvITk5VjxWQvCsCgRlL0k9LTVEPgAAAAEAjwCcBN8EvAAGAAATNQEVCQEVjwRQ%2FFIDrgJ5aAHbg%2F5z%2FnODAAACAI8BgQTfA90AAwAHACAAsAAvtAEHACIEK7AEL7QFBwAiBCsBsAgvsQkBKwAwMRM1IRUBNSEVjwRQ%2B7AEUAGBeXkB43l5AAABAI8AnATfBLwABgAANzUJATUBFY8DsPxQBFCcgwGLAY2F%2FiNoAAAAAgDB%2F%2BMDKwVMAAkALQCBALIIAAArtAMHABIEK7IfAgArtBYHABoEK7IWHworswAWGQkrAbAuL7AA1rEFD%2BmzKgUACCuxChLpsAovsSoS6bAFELETASu0IgoAFAQrsS8BK7EKABESsQIIOTmwKhGyAwscOTk5sRMFERK0ERkfJickFzkAsRYDERKxIiw5OTAxNz4BMhYVFAYjIhM2Nz4DNzY1NCYjIgYjIiY1NDYzMhYVFAcGBwYHBgcOASbBBDlOLzwtUnkQVxAzKUYOfWZOH3IbGSBuUoOkbSF4XiUlFQIYFVYxQDgtN0gBd%2FhzFCsZKQhOakZeIS8jMUC3k8toH0ExSEZWCAwIAAAAAAIAzf5MB74FsgBMAF0AggCwSi%2BxQAbpsAkvsBUzsTEH6bRQBwAfBCuwWS%2BxHQTpsDovsQMF6QGwXi%2BwANaxPQrpsD0QsRgBK7FND%2BmwTRCxNwErtAYSADsEK7FfASuxN00RErcDCRIdOkBKViQXOQCxWVAREkAPBg0AEhgfISQpNz1DDkdFJBc5sB0RsCc5MDETEAAhIAAREAAjIjc0NzYHBgcGBwYnIiY1NBI3NjMyFx4BPgE3Nj8BFgcOBRYzMjY3NhI1EAAhIAAREAAhIAATNjcWFwIAISAAJRQWMzI3Njc2NTQmIyIHBgLNAi0BmQFIAZL%2BtuqgAQgECgYNPz59cFJrkHKkkG8uBgkGCAIQJ1QjCAIlLTMjERslN4w1Ul7%2Blf7g%2FpH%2BCAG5AV4BGQGjcxARCRle%2FiH%2Bx%2F59%2FggCP0Ivd5NCJy1GNVZQYJABzQGqAjv%2Bh%2F7D%2FtH%2BUJMnOxcCAg5SOHEBjWiDATZ5qGEMBAgOAi8NEAQ1BG%2BLsqSNVlRBZAEXjwEUAVH92f5m%2Fpj%2BSQETARAQAQIZ%2Ft3%2BwwH27ztUxlh3kFhCUWBx%2FrsAAAL%2Fqf%2F8BWkFVgA9AFAAhQCyHAAAK7A3M7ESBOmyAiMyMjIysgoCACu0K0AcCg0rtCsHACwEKwGwUS%2BwPNa0MAkADAQrsDAQsUMBK7AmMrEPD%2BmyD0MKK7NADxYJK7FSASuxMDwRErEDOTk5sEMRtB4hNThQJBc5sA8SsAY5ALErEhESsgMPMDk5ObEKQBESsEg5MDEnNjM%2BATcBNjc2MzIXFhUTFBYXOwEWFRQHBiMiIyYgByImNjMyNjUDNCYjISIHAQYVFBczMhYGIyYiByI1NAEWMyUWNRE0JyYnIgcGBwEGFQZWAhtSYlADVAQSExgTFBkMMy06DhUBAhUDAnv%2B36YKCAoOh18CFQj%2BbQ4P%2FwAndTUMCA4McvaEDwLnCBYBIycGBAUBBAgH%2FrwEARQbEEZpBFQKBAYEBh37dTsuBgMVBQYWBQUYG0ZiAU4GEA7%2BrDMjTAQaHQQEEAQCkgoCAR0BqBIGBAEBAwj%2BRwUFBQAAAAMAIv%2F6BRQFKwAwAEEAUQDkALIvAAArsQYE6bA0MrIZAgArsRUD6bBOMrRFPC8ZDSuxRQXpAbBSL7A41rEmEemwJhCwHSDWEbFKEOmwSi%2BxHRDpsVMBK7A2Gro%2BlvKeABUrCg6wCxCwDsCxQBb5sFHAsAsQswwLDhMrsw0LDhMrsEAQsz9AURMrs0JAURMrsgwLDiCKIIojBg4REjmwDTmyP0BRERI5sEI5ALcLDD9AQlENDi4uLi4uLi4uAbcLDD9AQlENDi4uLi4uLi4usEAaAbEmShESsCQ5ALE8BhESsSQmOTmwRRGxIyA5ObAVErAdOTAxNyY1NDc2MzI3PgE3Ez4CLgEjJgYjIjc2MyEyFhUUBgcGFhceARUUBwYhIiMmIAciJRQWMzI3NjU0JisBIgYVAwYTBhY7ATI3NjU0JyYrASIHJQMFCBArFUI9Fq0KBAIXNSsKHwYSAgQSAkLF3J%2BJCAEHeYuWlP8ABQWt%2Fr%2BTEAGeUH2oWpHHrmwIFVgKewISDGG4WoNqQolgGQwKBwYICA4CCFRtAyktIUcfGwICGhmWh22fGwIOAiuwcblsagIC1VRAPmbDi6IMB%2F5hNwJFDBE0TJGLLRsXAAAAAQA7%2F9sF1AVOAC0AQACyKwAAK7EaBumyJAAAK7IEAgArsRQG6QGwLi%2BwANaxFxHpsS8BKwCxGisRErEiJzk5sBQRtAgADh4hJBc5MDETNAAkITIXFhUUBwYHDgEmNzY1ECEgABEUEjMgEz4BFgcGBwYiJyYjIgcGIyAAOwEAAb0BCvDPEwMETAQbEgIE%2Fp7%2Byf5F9tsBSNkEHBMEPS4CGgshHCFcomz%2B7P6GAjfbAWvRWgsaCg0O%2FA4EEAobGAEh%2Flb%2By%2FL%2B5gE3CAIODJymCAgKEiEBSAAAAgAB%2F%2FoGPQUrACQAPgBdALIjAAArsQYF6bArMrIYAgArsRQE6bA2MgGwPy%2BwMNaxHAnpsUABK7A2Gro%2BnPK9ABUrCg6wChCwC8CxJQ%2F5sD7AALMKCyU%2BLi4uLgGzCgslPi4uLi6wQBoBADAxNyYnNDc2PwE%2BATcTPgEuAyMiIyI3NjMhIAAREgcGISIjISIlBhUUFxYXMjc2ADU0LgEnJiMiByIOAwcEAgEGCRNDSjUbsAoCDhg0MSsKBhsKCBcCYAFKAY8B%2BPX%2BmwME%2FTYRAagJFyWDunrNAQZtwHZhbhkZAhsIEwoECgYFCgoQAgcCQ3kDPys8JxYLAh4d%2Frz%2B9v7J19XtKx4wEhwBJ0IBZNuN1HQbFgEDAgQMCgABAAT%2F%2FAVdBSsAZQDfALJdAAArsU4G6bAAMrIQAgArsSUF6bALMrIlEAors0AlHAkrtCs9XRANK7ErBukBsGYvsDnWsTUS6bA1ELEhASuxFQrpvAAZABIAAAEmAAQrsWcBK7A2Gro%2BpPLgABUrCg6wBhCwB8CxQBf5sCfAsyhAJxMrsihAJyCKIIojBg4REjkAtAYHJyhALi4uLi4BtAYHJyhALi4uLi6wQBoBsTU5ERKwXTmwIRG0LzJTV1kkFzmwGRKwHDkAsT1OERKzNThVWSQXObArEbA0ObAlErIZMDM5OTmwEBGwFTkwMTc2FjM%2BATcTNjc0KwEmNzYzITIXFhUUBwYHFgYjIi4BNjU0JiMhIgcDBhYzITI2NzYXFgcGBwYHBjU0JiMhIgcDDgEeBjIzMjsBMjc%2BATc%2BARYVDgIHBiMkIAciJyY1NCMMLwhKPBS0DAGINRcFBiEEFh0KBwEXHgIMCwwKAgRtff6oLQZoAhQXAVBcXicEGxIGJScCEhtagf7nKQZYBAIKCBkQIxUpFBcGAo%2B6dTc0KQYWDwwpIQYSQP7R%2FennCQgGOwICBkRiA1s5H1oCGhsJBhEHCH15BgYKChcGZlsd%2Fg4ODDlSDgYCDpbdDAIEM1A5Hf5nFCIYFQ4KBgQDVCcyNQoECAgdg2gJEgQECggIJgAAAAEAEP%2F8BOIFKwBdAQcAslwAACuxBgTpsFQyshQCACuxEATpsC0yshAUCiuzQBAkCSu0NktcFA0rsTYG6QGwXi%2BwR9axQxLpsEMQsT0BK7FBEumwQRCxKAErsSIS6bIiKAors0AiHwkrsV8BK7A2Gro%2BnPK8ABUrCg6wChCwC8CxTg%2F5sDHAszJOMRMrszNOMRMrszROMRMrs01OMRMrsk1OMSCKIIojBg4REjmwMjmwNDmwMzkAtwoLMzRNTjEyLi4uLi4uLi4BtwoLMzRNTjEyLi4uLi4uLi6wQBoBsT1DERKwQjmxIigRErAZOQCxBlwRErBYObBLEbJCRVU5OTmxEDYRErIwP0E5OTmwFBGwHzkwMTcmJzQ3NhczMjY3EzY1NCsBIjc2MzIzFiA3MhcWFxYVFA8BFAciLgE0NjU0JisBIgcmBg8BBjc6AjM%2BATc%2BARYHBgcOASY1NCYjISIHAwYVBhcWMzYWBwYHJiAHIhIBAQYIDRdUSRe2DIUjFAYGGgIBywHC9hAMDQoHATUZCAoCAlhz%2BiUKBDsbGggkEmmLFU5UKwIcFwY5FQIXFkJa%2FuoZBlAJAQwWaxcnAgQZhP7qkw0KBAUKCg4CSGwDWzkbWhwfAgICAQoHCwQG%2FAgEBgwNEAJvVB0C9nt7JQECO1AGDAwZyaMMCQkIaEgd%2FoUuISUUJgYOFhsCAgIAAAEAff%2FbBiYFTAA%2FAJIAsjwAACuxEwXpsgMCACuxDgXptCskPAMNK7ErBOmwHTIBsEAvsADWsRER6bARELEZASuxMwjpsjMZCiuzQDMmCSuwMxCxCwErsQgS6bFBASuxGRERErQDDh8hPCQXObAzEbAiObALErYMIzAxNzg5JBc5sAgRsAc5ALErExESsRw4OTmxDiQRErIAChE5OTkwMRMQACEyBRYfARYGJy4BIyAAERAhMjY3PgE1NCYvAS4BNjMWMjcWFRQHBgcjDgQHBhUUFxYXFgYHBCEiJAJ9Ae0Bf9kBBRAGCAQvBCnvvf7X%2Fo4CBl6oIx0oMUoSDgIQCInyawsBBA0aLTcjCxIEDgMJQQoBEf7b%2FuK8%2FsLPAkYBSAG%2BXgQn%2BBIHDKKu%2Flj%2Bxf3uLSIbpjUzHwgCAhsZBAQCEAQGGgIGFDQaYhElHg4NKQICJwRMiQEfAAAAAAH%2F4f%2F8Br0FKwB9APkAsnoAACuwTjOxAgTpskhWazIyMrIQAgArsDQzsQwD6bIdLj0yMjK0JGJ6EA0rsSQH6QGwfi%2BxfwErsDYauj6d8r4AFSsKDrAGELAHwLFlD%2FmwIMC6PqPy3gAVKwqwXBCwKcCxQg%2F5sEHAsGUQsyFlIBMrsFwQsyhcKRMrs11cKRMrsGUQs2RlIBMrsmRlICCKIIojBg4REjmwITmyXVwpERI5sCg5AEAMBgcgISgpQUJcXWRlLi4uLi4uLi4uLi4uAUAMBgcgISgpQUJcXWRlLi4uLi4uLi4uLi4usEAaAQCxAnoRErB8ObBiEbABObEMJBESsCs5MDEnNhczMjY3EzY1NCsBJjc0MxYgNzIWBw4DKgEjIgYHAwYWMyEyNjcTNjQnJiMiJyY1NDMWIDcyFRQHBgcjDgEHAwYVFBcWFzI2FhUUByYgByImNzY3NjIzPgE3EzY1NCMhIgcDBhUUFxYzMjMyNh4CBwYjIiMmIAciNTQfBBEpXFQasQ5%2FRBIEGYwBIpUQDwICBAYLCBIGYlEWSAYQDQKNDBcCSgsfIEUnAgIYpQEOahEBBhA1SEQYsA0KFlsCMRUhjP7njBANAgQbDi4KRj8USgId%2FX0fBVAJDBZiBQUCGg0QCAIFFAMC2P7dSxsXHQFUeQNEPxtYBhAfBgYOCwgMBgJGbv6lDBYUCgFhOkoYGAwGCBkHBxIFBhAGBlR3%2FL4oIR0XMQYCChAUCQYGDAwZBAIITGABYQoIHRv%2BiS0hJhYoAgIEDgobAwMVAwAAAQAs%2F%2FwDbAUrADQAagCyMQAAK7ECBOmwKDKyFQIAK7EPBOmwHjIBsDUvsTYBK7A2Gro%2BmvKyABUrCg6wCBCwCcCxIg%2F5sCHAALMICSEiLi4uLgGzCAkhIi4uLi6wQBoBALECMRESsDM5sA8RsCQ5sBUSsBo5MDE3NhcyMzI3NjcTNjU0JyYnKgEmNzYzFiA3MhUUBwYnDgEHAwYVFBcWMzIzMgcGByYgByI1NC8IGQUFXCMlFrcPChZmDBkOBgYbgQELig4EChpkRhe2CRQgagUGGQUIEb7%2B61gRGxkBJSdoA10vIhwTKgYQEBcGBg0HCx8JBkBu%2FKMrIC8XJR0SBAUFEAYAAAAAAf6W%2FbQDUgUrADMAPQCyHgIAK7EXA%2BmwKDKwMi%2B0CgcAJAQrsgoyCiuzAAoECSsBsDQvsTUBKwCxFwoRErEnLjk5sB4RsCM5MDEBNDc2MzIeARcWMzIzMjc2NxM2NTQnJicqASciNzYzFiA3MhUUBw4BJyMOAQcDDgEHBiMi%2FpYeFzEOISUKRSoCAo08Fw%2F0CgYSTgwtDRQCBBd8ARSYEwIGFxwbRjsT1R1XXMPZkf3uJygfChAFFoU3VAUNOSMaDSsEAhYdBwcSBQgQDAIISGD7n5apTKIAAQAR%2F%2FoGfAUpAGYAlQCyTgAAK7BgM7FGBOmxBFsyMrIRAgArsC4zsQ0D6bIYKDkyMjIBsGcvsWgBK7A2Gro%2BlvKgABUrCg6wBxCwCMCxVQ%2F5sBzAsx1VHBMrs1RVHBMrslRVHCCKIIojBg4REjmwHTkAtQcIHB1UVS4uLi4uLgG1BwgcHVRVLi4uLi4usEAaAQCxDUYRErQOHztRVyQXOTAxNz4BFjM%2BATcTNjc0KwEGNzYzFiA3MgcGKwEOAQcDBhY3NgA3NjU0JiMiLgE3NjMWMjcWFxYVFAcGBwYPAQYHBgcGFwEeATsBMhYGIyYiByInAQcGBwMGFRQXFjM2FgcGByYgByY1NBIGEzECTEIWuAwBfQ8OBAIZkAEEdhkLCBAXYE4WTAQOFUQBoXk7JTEKCAYEBBJQ76ARAgEFBgcMBFSc2%2FafFxEBrDt3UA4KAg4KRplSGxD%2BDDsQBUgQDBl3EBcCBBWQ%2FuqFGBQSCwIISmQDXTUlWgIYHQUFHxQCRm%2F%2Blg4LDS8BMVIpIRsWAgoMGwQEAQoDAggJDAICAhEdpbZ7EBf96Uw3HRoEBBYCcSUMFf6oLyQfFS8CDA8UBgQEBQ8DAAAAAQAf%2F%2FwE%2FQUrAEoARwCyQQAAK7EyB%2BmyQQAAK7EGBOmyGwIAK7AeM7ETA%2BmwJjIBsEsvsUwBKwCxMgYRErEKPjk5sBMRsg83PTk5ObAbErAcOTAxNyY1NDc2NzoBNz4BNxM2NTQnJiMiBiImNjU2MxYgNzIHDgMiKwEiBgcDBhUWFxYXMzY3Njc2FxYHFAcOAQcGIyIlJiMiBwYjIiECBwsMChUITEoWrg4fIEcEGQYRBQgKjgEcjRcGAgcEDgQKCWBQFrIMAQgUUdO0a1xYCxQQAQEQPAwOJxf9%2FN2BrAgKBw8EBwYLCg4BAgRYcQNAQCMlFBYCBg4MFwgIHwYIBgJGbvy4JB8bGDQCAjszbQ4FBA0EBCOyISkDAQICAAAAAf%2Fz%2F%2FYHpwUsAG0AwACyagAAK7JAVGczMzOxAgPpsjdHYzIyMrIkAgArsBIzsS0D6bANMgGwbi%2BwbNa0YAkADQQrsW8BK7A2GrrAn%2FcdABUrCg6wWRCwWMCxGhj5sBvAuj6e8sQAFSsKDrBMELBNwLExF%2FmwMMAAtxobMDFMTVhZLi4uLi4uLi4BtxobMDFMTVhZLi4uLi4uLi6wQBoBsWBsERKyAxBpOTk5ALECahESsz1SaGwkFzmwLRGyHR5POTk5sCQSsR8oOTkwMSc2FzY3NjcTNjU2JyYnIicmNhcWMzI3NjMyFRMeATcBNjMWMjcyFxYVFAcGJyMiBgcDBhUGFxYzMjMyHgEHDgEnJiAHBjc2FzI3PgE3EzYmBgcBBiMiIyYnAyYHBgcDBhUUFhcyBwYnJiIHIjU0DAYQajgpOc0UAQoWaCsSDA4SVEtwXAYFHI8EDwoCrAodZJ45GQIBBAUNDmBSF7YPAQoWZQIEDgsOCAIRCEj%2B9cMUBQYPNxs7OxO8BAQOCP1DFhsEBCADlwQNBAL0DEhODggCD4TcWA0XFwEORDHDAr4xJxsYOAIEBi0EAgQBE%2FwEEA8MBBEQAwMKAwMJDBACSG78oyskHBc0AgwPCg4CBAQCHxkBBApOWgNlEA4KDPuuDAIMBEYlFwYG%2FLwpLT9ABhkZAQUFEQUAAQAX%2F%2BAG6AUrAE0AowCyNgAAK7JKAAArsQID6bBCMrIyAAArshACACuwIzOxDAPpsR8uMjIBsE4vsU8BK7A2Gro%2BuvNLABUrCg6wBRCwBsCxPAf5sDvAuj6c8roAFSsKBbAyLg6wMcCxGAb5sBnAALYFBhgZMTs8Li4uLi4uLgG3BQYYGTEyOzwuLi4uLi4uLrBAGgEAsQJKERKwTDmwDBGyFhc5OTk5sBASsBU5MDE3Nhc%2BATcTLgQnJjc2MxYyNzIXARY3EzY1NCcmJyI1NjMWMjcyMzIVFAcGIw4BBwMGByIjIicBJgcDBhUUFxYXMhYHBiMmIgcGNTQZBhBmWRi7DiArGDwKEgQCFC14SzcLAp8bDKYKFCN9CgQQhORhAgEMBwgKYGMW5AIaAgIWCf1BFweYCBAcbhQKAgQOjOhdEhkXAw5hewObEhkMBwYCBBgXAgIQ%2B%2FUnJwMPMCQzHTEIGBcDAwkHDRAOZWz7yggBCQRMHSX89C4lMiE5DwoSGwUFAhIGAAACALT%2F2wZCBUwACwAfAEQAsgkAACuxDwXpsgMCACuxGwXpAbAgL7AA1rEMEOmwDBCxFQErsQYQ6bEhASuxFQwRErEJAzk5ALEbDxESsQYAOTkwMRMQACEgABEQACEgADcUEhcyMyA3NhEmJyYjIiMiBwYCtAHbAUgBDAFf%2Fib%2Bsf70%2FqfB3ccCAwEBsLIBcnG%2BAwPskWp9AkwBOQHH%2Fpn%2B%2BP7B%2Fj0BZNru%2FvIC3N4BSN%2BJh5tx%2FrwAAf%2FY%2F%2FwEtgUtAEUAcACyQgAAK7ECA%2BmwOTKyEgIAK7EOBOmwMDK0HiVCEg0rsR4D6QGwRi%2BwK9axGRDpsUcBK7A2Gro%2BnvLDABUrCg6wBRCwBsCxMw%2F5sDLAALMFBjIzLi4uLgGzBQYyMy4uLi6wQBoBALEOJRESsBk5MDEnNjM%2BATcTNjc2JzQnJiMmNzYzFiEyFhcWFRQGBwYjIicmNhcWMzI3Njc2NTQmJyYjIgcDBhUUFxYzMhcWBwYjJiAHIjU0JwYNXlAarggGAQEgJVYXBQQcPQGImKNGjcqedVs3LhIJER0dVk5pPlBSRj%2B%2FIQjRCBAcaCkCAgYIDZ7%2B8nEPFBsEUnsDNzMqBQYjFxsEGB0CJTFltJPsJBsKCCcCBCAqXHeLXocXFCD8HCgfKhkqDAYPFAcHEAQAAAIAf%2F5iBkgFTAAlADMAXACyAwIAK7EvBemwHC%2B0EQcAJwQrAbA0L7AA1rEmCemwJhCxLAErsQYR6bE1ASuxLCYRErUJAw4gJAokFzmwBhGxERQ5OQCxERwRErAYObAvEbQGABQgKSQXOTAxExAAISAAERAABQYXFhcEFxYzMjc2FhcWFRQHBgciLgInJicmADcUEjMgABE0AiMiBwYCfwHdAU4BIQFu%2Fqz%2B5h0QFx8BHUswKj0yChUDAQJviU7HidklLxLX%2FuXL%2BtUBDAFK6snjoG%2BAAkwBNwHJ%2Fp3%2B9P7s%2Flg4Bg4OFccUDBgIDgsFBAUDXgFSWpoZJwEtAV%2Bi6f7pAbgBTOEBFJ9x%2FrwAAAAAAv%2F%2F%2F%2BcFTAUtAEoAXwDCALJHAAArsQID6bA%2FMrIrAAArsSUE6bIVAgArsVwE6bANMrQ2TisVDSuxNgXpAbBgL7BW1rEYEOmyGFYKK7NAGCcJK7FhASuwNhq6PpbyoAAVKwoOsAYQsAfAsTkZ%2BbBfwLM4OV8TK7NLOV8TK7I4OV8giiCKIwYOERI5sEs5ALUGBzg5S18uLi4uLi4BtQYHODlLXy4uLi4uLrBAGgEAsQJHERKwSTmwNhGzHiAyMyQXObBOErEdGzk5sFwRsBg5MDE3NhczMjY3EzY1NCcmIyIuATc2MxYhHgEVFAYHBhcWFxYXFhcWMzIVFAcGByImJy4CJyYnBiMiBwMGFRYXFjMyFgcGIyYgBwY1NAEGFjMyNzY3Njc2NTQ1JicmJyIGBwIIDxBoUhm4CAwWYRAQEQIEHy8B7rTdza4UChcYNSs%2FaVBiDQorHaC%2BThIhJQgtI0w7GQhACQEOGmwdEAkEGqr%2B4nQNAg8CFQyFNzNRTjItBUpMxRQdAhsZA0ZwA10oHiYYLAIODB0CArKUj80lBBAhMXlWfVI%2FDhQFEAFQeR9KYBZqRgYe%2FsorICkYKgwZDgYGAQ4HAnsGDhAMMi1cVFoICmQ8PQEZDAAAAAABAB7%2F2wQUBTkAPACWALI6AAArsQ4F6bIaAgArsCEzsS4F6QGwPS%2BwAtaxCwrpsAsQsQQS6bAEL7ALELEXASuxMQ7psDEQsREBK7E3DumwNxCwKSDWEbEsEumwLC%2BxKRLpsiksCiuzQCknCSuxPgErsTEXERKwOjmwERG1DhQaLjQ5JBc5sDcSsB05ALEuDhEStQEGFygpNyQXObAaEbAdOTAxNyY0NxM%2BARYHFAYVFBYzMjY1NC4DNTQ2MzIWMzI3NhcWFxYVFBUGBxQiNRAhIgYVFB4BFxYVFAQgJyYfAQFBAhkUAgK0rZancZ%2BiceiyL6gpJRwGGQoGBBkWMf7se4uV%2BCd3%2Fvn%2BSuEGdAoMAwEEDAkKDQ4bBpyrhW5QjXN5qGKRySkdDgQCAwIDAQGD2QwMAS1xXFikrid3j6rTgQQAAAABAJH%2F%2FAXfBXEARgCeALIvAAArsTME6bAmMrIJAgArsTwG6bAdMrI8CQors0A8FgkrsgQCACuwDzMBsEcvsEXWsUES6bBBELEXASuxFBLpsUgBK7A2Gro%2BoPLOABUrCg6wOBCwOcCxIRn5sCDAALMgITg5Li4uLgGzICE4OS4uLi6wQBoBsUFFERKwADmwFxGzAQYpMCQXOQCxPDMRErEAQjk5sAkRsAE5MDETNjc2NzIXHgEzITI2NzY3FhcWFQMGIic0JyYnJiMhBgcDBhQXFhcWMzIHBiMmIAciNzYXMjc%2BATcTNisBIgcOAQcGJyY1NJM7DwQVEgIdNT4DMW9PKQYTCAcFRwQsAgIICh1u%2FvcbB9EKChRQFz0SBAQUlP7RmxcMCBMtFVA9FtUIIsOaOyUrIgYXEwQO4XUKAQsjFhQnCgEBBAQC%2FqIODj8bMxU7BBz8IDBCEiQGAhofBAQfGwECBEZmA9MrLx1JTBIEBgsDAAABAHj%2F2wZvBS8ATwCsALI3AAArsRYF6bICAgArsCUzsUoD6bIKIC8yMjIBsFAvsD7WsRMP6bI%2BEwors0A%2BTgkrsVEBK7A2Gro%2BmfKtABUrCg6wQBCwQcCxERn5sBDAuj7p9D0AFSsKsBkQsBrAsTMa%2BbAywAC3EBEZGjIzQEEuLi4uLi4uLgG3EBEZGjIzQEEuLi4uLi4uLrBAGgGxEz4RErIDRkk5OTkAsUoWERKwPjmwAhGwTjkwMRM2FxYgNzIWBxQnIiMiBwYHAwYVFBYzMjY3EzY1NCcmIyI3PgEXFjMyNzIzMhUGJw4BBwMGBwIhIiYnJicmNTQ3EzY3NDU2JyYrASInJjU0eQgVgAEQkAwPAiULC1YgJBl0Gc227OkraAkZJ30OBAQKB5Noi0ABAREGF2BSGWgdP57%2Bj7LhRjkEARdxCgIBHiBGIwgGBQUXGwUGBhALIQUdIXb933VWkaz55gIrLCI6Hi8cDA8CAwUfHQUMUob9z5pq%2Fvxka1hkDQ1WUwIQNyoDAyYYGgoICAIAAAEAbv%2FTBfQFLQBAAGAAsjQAACuyBgIAK7AjM7E%2FBOmyDR8uMjIyAbBBL7A31rETD%2BmyEzcKK7NAEyoJK7I3Ewors0A3AgkrsUIBK7ETNxESswcyOjskFzkAsT80ERKyFR0xOTk5sAYRsAI5MDETJjU0NzYzFiA3MgcGJyImBwYHAwYWNwE2NTQuAScmJyInNjMWMjcWFxYXFAcGIw4BBwEGIyImNRM2NSYnJisBBm8BDQQEqQEKYBAIBhMGRA5eCjQCDRQCyVIhHSAbChIBBBNpzWUHBAEBBAYNP2VJ%2FD8IKw4VNwEBFhxZCggFAAcHEwoCBAQdGwECBBCg%2FKMbBxYDSF4xHR8EAgQCGhkDAwEMBAQICQ0UVVb7pAwUDwROEA9EJCsCAAAAAQBd%2F90IIwUtAGQAiACyUwAAK7BJM7JZAAArsgcCACuxIDozM7EQBOmzHCc1XyQXMgGwZS%2BwMda0PwkADwQrsWYBK7A2Gro%2FqPlkABUrCrBZLg6wWsCxFBf5sBPAALITFFouLi4BsxMUWVouLi4usEAaAbE%2FMRESsTtGOTkAsRBTERKzFi1GTyQXObAHEbFCQzk5MDETNjMyMxYyNzIzMhcWBw4BIw4BBwMGFjcBNTQmJyImNjMWIDcyFgYjDgEHAwYWNwE2NTQnJiMiJjc2MxYyNzIVFAcGJw4BBwEGIyInJjUTNAcBBgcGIyInJjcTNjU0JiciJyI1NF4EEwEBcvSDAgEJBAYDAg8GZjoMVAQKFQKFN2MKBAoIewEAhQoBDwZxLwg7AgwQAjw8NB07CA0DBhKOyTsMBAQPM1w%2B%2FOYSGSUEGUIV%2FR8UCxANCQcXAV4CJyUrGhQFFxYEBAcJDQgSDEJ1%2FNcbDBcDO0xIKQQaHQQEGxwMMGz8vBkKFwMrVDIuEQgSChsDAwoGCRsBDE5W%2B7AZAgoJA6IlFfxOFAEEAgoLBGIOGUYtAgYUBQAAAf%2Fm%2F%2FwGTgUrAGoAPACyYQAAK7BBM7FdA%2BmyAj1LMjIyshACACuwKTOxDAPpshYlMzIyMgGway%2BxbAErALEMXRESsR1TOTkwMSc2Mz4BNwE2JwMuASciNTYzFiA3MgYjDgEVFBcTFjY3ATY1NCYnBjc2MxYyNzIeARQVBiMOAQcBBhcBHgEXFhQGIyYgByIjIjc%2BARc%2BAyYnAyYHAQYHBhUUFxYXHgEGIyYjIgcGJyYnNBkEDXs%2FWAHdDAP8I2BtCgYQgwEbmBcJDFg%2BHZ4KBhABGzU%2FVhQHBg2M9mkICQQEEWKTUP60EAoBGDdTYggMBIf%2B%2FnsCAh0GAgoGKS0wDgYR3xkS%2FpREBwEgJlMGAQsG5X5UKA4EAwESGxAhWAHdFBUBzz8sBB0UAwMxAhcjFDX%2BxgwCDAElNSMhHQICHBcEBAIGAggbDExS%2FqoMFf36ZjwOAhUUBAQdBg4CAgQOGSshAaQlFf6RRSgGBiAOEgUCGRQEAgIGBAYDAAABANL%2F%2FAYZBSsATQBtALI6AAArsTMF6bBBMrICAgArsB0zsUoD6bIJGCgyMjIBsE4vsU8BK7A2Gro%2BtPMtABUrCg6wRRCwRsCxLQ%2F5sCzAALMsLUVGLi4uLgGzLC1FRi4uLi6wQBoBALFKMxESsQgSOTmwAhGwBjkwMRM2MxYyNxYHBicGBwYVFBcTHgE3ATY1NCcmNDc2MzIzFjI3MhcWFRQHDgEHAQMGFRQXFjMyMzIXFgYjJiAHJjQ2MzY3NjcTAS4BJyI1NNMEEmHcehcJBAhGFhYe0QYEFgF5UH8IBwYJAQJotE4ICAUNREU7%2Ffc%2FCQ0YYAYFMQkOEQiS%2FsykCA4KgSMvGUH%2B%2FiVBOhUFFBcFBQQVGQEGCAkfHkT%2BIxAEFAG2XCE7BwQWDAsFBQQDBhENGy9H%2Far%2BzC0gKBQjAgI5BAQEGR4GFyFyATQCS1Y6BBAFAAAAAAH%2F%2F%2F%2F8BdUFKwA4AEsAsjUAACuxJAbpshMCACuxBgbpAbA5L7Aq1rEuEumxOgErsS4qERKwLzkAsSQ1ERKxADA5ObAGEbQBCw8rLyQXObATErERHjk5MDE3NgE2JiMhIgYHBgciNz4CNzYzFiAlMjMyFxYVFAcAAQ4BFhchMjY3Njc2FxYHBgMGIyQgBSY1NASYBBQQCBT%2Bc564PAIZGQEELR8EBiOkAe8BTAQDFwYDBP6c%2FLYKAgoOAhtmfTdOWBIPEAYURggn%2Ft%2F9rf7OByuTBA8UBoWdBgUNEKB5IhkDAwsGCQoN%2Fqr8tgoIBAIoMEaTDgQGEzv%2B%2BicEBAQPFwABAHn%2BLQN5BXMADgBbALIEAgArtAEDALUEK7AOL7AAM7QMAwCNBCsBsA8vsRABK7A2Gro%2Bx%2FOMABUrCrAALg6wBxCwABCxCAv5BbAHELEBC%2FkDALEHCC4uAbMAAQcILi4uLrBAGgAwMRMBIQcjIgYHAQYHFDsBB3kBcwGNCr8pIQr%2BvwYBZ5MI%2Fi0HRi0fLfmuGQ4pKwAAAAEAmP%2FfAdkFTAADAD8AsgMAACuwAjOyAAIAK7ABMwGwBC%2BwANaxAQjpsAEQsQMBK7ECCOmxBQErsDYausCL968AFSsKAwGwQBoAMDETMxMjmIu2iwVM%2BpMAAAAAAf%2Bs%2Fi0CrgVzAA4AXgCyCwIAK7QMAwCNBCuwDTKwAC%2BwDjO0AQMAtQQrAbAPL7EQASuwNhq6PsbziAAVKwqwDi4OsAYQsA4QsQUc%2BQWwBhCxDRz5AwCxBQYuLgGzBQYNDi4uLi6wQBoAMDEDNzMyNjcBNjU0KwE3IQFUCMEpJQgBQQRokQgBj%2F6L%2Fi0tIS0GUB0MJyv4ugABAG8CrAQCBZoABgAAEwEzASMJAW8BvCEBtmj%2Bn%2F6eAqwC7v0SAlj9qAAAAAH%2F7v45BCX%2BjwAQACEAsA4vsQQH6bEEB%2BkBsBEvsRIBKwCxBA4RErECCzk5MDEDPwE0MyA3FhcWBhUGJyEGJhICBCkD3QwZBAYIDBH8BgwS%2FlQKCiUCBgwMEw4ZAgIPAAEBXQP0AoEFQgAPACwAsgUCACu0CgcADQQrAbAQL7AP1rQJCQAPBCuxEQErsQkPERKxBgw5OQAwMQA2OwEyFxUWFRMWBiMiJwMBWAoLlxQFAmICBggQCfwFNQ0HAgIC%2FskEBggBKwAAAgBM%2F%2BcDMQNtACkAPAC3ALIFAQArtDgHACMEK7InAAArsBwztC0HACMEKwGwPS%2BwANaxKgjpsT4BK7A2Gro%2BtfMyABUrCg6wIhCwMMCxCwv5sAfAswgLBxMrswoLBxMrsCIQsy8iMBMrsi8iMCCKIIojBg4REjmyCgsHERI5sAg5ALYHCCIvMAoLLi4uLi4uLgG2BwgiLzAKCy4uLi4uLi6wQBoBsSoAERKwJzkAsS0nERKwHjmwOBG2AA0WEyQlMiQXOTAxNzQSNzY3MhcDBw4CFjc2NzY3NhcWFRQHBgcGIyI1NDU2NzYmBwIjIiY3FBYzMiUTNjU0JyYHIiMGBw4BTNmmkbsKAnkEBAgECAobOQwPEAgCBlIWVic%2BAhMEDwz2RTNMiScYHQEAUAUBAgoCAn1gWGvHngFPYFQFE%2F2cExIlJxYCBEEODxAWBwcLCloXUmQGBzlQEgMP%2FwCIgz9V8gGLCAcEAgkBDkI78gACAIH%2F5wMVBhIALwBDANYAsh4BACu0OwcAIQQrsioAACuxNATpAbBEL7Au1rAAMrEyC%2BmwMDKwMhCxOAErsSQI6bFFASuwNhq6PonyYgAVKwoEsAAuDrADwASxMBz5DrASwLAAELMBAAMTK7MCAAMTK7AwELMTMBITK7NDMBITK7IBAAMgiiCKIwYOERI5sAI5skMwEhESObATOQC3AAMSEzBDAQIuLi4uLi4uLgG1AxITQwECLi4uLi4usEAaAbEyLhESsQcIOTmwOBG0BgwQGEEkFzkAsTs0ERKzFRgkLiQXOTAxEzYSNzYGBwYmPwE2MzIXFhUUBwMGFjc%2BBjMWFxYXFhUUBw4CIwYnJjU0NwYVFDMyPgE1NCYjIgcGBwYHFAeLCqAzBiA%2BHQUQsisUBwQMBLAEDAoENiM%2FLzctERodMwYBHyV7sFyLJxeTDmBUjkEnHCljHVEMAwIBJTcDPt0XASMMKQhpGgIGGQ0T%2FJUUBgoEPCZEKy8XATNXdhIRY15uwnUBXDdHLzRJNInI6FBgd2sfYA4KBgkAAQBI%2F%2BcChwNvACgAQgCyBAEAK7QOBwApBCuyDgQKK7MADgoJK7ImAAArtBwHACkEKwGwKS%2BwANaxFwjpsSoBKwCxDhwRErIAHyM5OTkwMTc0EjYzMhYVFAYjIicmIyIHDgEHBgcGFRQXHgEzMjc2FhcWBw4BIyImSHDggTE9IRolQCEWRjsOGxQTBgQBAzk0YmoCFwQUBkytRlJkyX0BM%2FYrJx8pJRCRI1hERDwoJhIUOEJ%2FBgQGDhNYZ30AAAAAAgBk%2F%2BcDrQYHADoARwDOALIHAQArsUMG6bI4AAArsCoztD0HACUEKwGwSC%2BwANaxRwjpsUkBK7A2Gro%2B0PO7ABUrCg6wLRCwDcCxHx35sB7AsC0QswwtDRMrsy4tDRMrsy8tDRMrs0AtDRMrs0EtDRMrsi4tDSCKIIojBg4REjmwLzmwQDmwQTmwDDkAQAkMDR4fL0BBLS4uLi4uLi4uLi4BQAkMDR4fL0BBLS4uLi4uLi4uLi6wQBoBsUcAERKwODkAsT04ERKwLDmwQxGyACQ1OTk5sAcSsAo5MDE3NBI3Njc2NzIXFjY3EzYmBw4BBwYnJj8BNjMyFRQHAwYzMjc2FxYHDgEjIjU0Njc2BwYHBhUOASMiJjYWMzI2NxMmIyIHBhVkrJA%2BPgkJNTMIEARlBhEWEkQTEgYEEtsiExoD%2FAoQH1gGDhIJO5otLyICBBACBAJktS83RIwkHSOgXjstVE5WeOmkAUJoLwgBASwKGhQCBR8FDggrCAwaHwZ5EyILD%2FrRL3wKChIQXIRELZQYIxkEBgICf5qSM1akhQEze5PP0gAAAAIATv%2FnAssDcwAiADoAVgCyAwEAK7E1BemyIAAAK7QVBwAtBCsBsDsvsADWsREN6bARELEvASuxBgrpsTwBK7EvERESswMKICMkFzmwBhGxGRw5OQCxNRURErQGABEaJyQXOTAxEzQAMzIWFRQHBgcOAQcGFQYVFBcWNzIzNjc2FxYHDgEjIiYTFBcWMzI3Njc2NzY1JicmByIjBgcGBwZOAR%2ByUFy0N2cdUA4XCi0rQgQEWo8SCQwOWMFHWHu0BwMECAtxT3MIAQEWGCoDA203LwIpAQ7pAXxQRpZbHx8IFwQKDjE8XDYzAQJwEBYXFExQqgFQCAMBBBsnO28GBiccHgEEYlgGXAAAAAAB%2FpL9zwONBhAAVgDqALBRL7ERB%2BmyEVEKK7MAEQIJK7BHL7AcM7FBB%2BmxIgPpsDovsS0H6bI6LQorswA6NQkrAbBXL7FYASuwNhq6Pj7xGwAVKwoOsBYQsBjAsUwe%2BbBKwLo%2FBfTYABUrCrEWGAiwGBAOsCfAsUxKCLFKC%2FkOsD7AsBgQsxoYJxMrsEoQsz9KPhMrs0lKPhMrsEwQs0tMShMrsktMSiCKIIojBg4REjmyGhgnERI5sklKPhESObA%2FOQBAChYYGic%2BP0lKS0wuLi4uLi4uLi4uAUAKFhgaJz4%2FSUpLTC4uLi4uLi4uLi6wQBoBADAxATYzMhcWFx4JMzI2NzY3Njc2EzYHIwYmNzYXNjc%2BATc2NzY3NjMyMzIXFhUUIyInLgEjIgcGDwEUFzMyBwYrAQYHAw4DBwYjIicmNTT%2Bkwk8BwgUIgIOAg4FDgYOCw4GLVobFxgXGhJpBhBtBgQCBA43EQglCiMjOUx4nQEBPS8tRgkJHVcuQjAxLSMOgQ4IDg59CAlcFCFGbkxkZ0IxKv4%2FOwECHQIOBA8CDAIIAgJDMytzYpBeAm0bAQIOCR0BCAUCDAK4aaxalSIgKj8BBFJLSvzFDgInKQIM%2Fet%2Fj%2BGkN0okHyIFAAAD%2F1b9zQM9A3EANABDAFEAqACyEgEAK7FOBumwFyDWEbQcBwAlBCuwMi%2B0OAMAjQQrAbBSL7AA1rE1C%2BmwNRCxDQErsUQN6bBEELApINYRsQYK6bAGL7EpCumwRBCxSwErsSIO6bA7INYRsS8L6bFTASuxRA0RErUECzI4P0AkFzmxKQYRErEICTk5sDsRtCcsPkdOJBc5sC8SsS0SOTkAsRw4ERK3AA0gL0BER0skFzmwThGwHjkwMQM0NzY3JjU0NzYnLgE1NDY3NjMyMx4BMzIXFAYvASYGFxYHFAYHBgcGFRQWFx4BFRQEIyImNxQWMzI2NTQnJicmBw4BARQWMzI3NjU0JiMiDgGqe1yeFE0ODkhSgmZqbwcHJ7ITFAQKDFYICAIlAUtAZpBLPVKNb%2F7%2Bw6zfgZZ2kbVEi2oKDYl5ASNMMz9AXEQ1Qmwz%2FoFIUj9UIB89NggJK5laXthUWAIRPRsdBQoCCAZiUVaoN1hCIx8YOzdecy9cdWRlRFpEMyMvZl4GBk5sArJWeVyFxWJ3qsIAAAABAGX%2F5wOGBgoARwEzALIYAQArtDgHACkEK7IqAAArsEMzAbBIL7BG1rFBC%2BmwQDKwQRCxNgErsRoI6bI2Ggors0A2MAkrsDEysUkBK7A2Gro%2Bx%2FOOABUrCgSwQC4OsBLAsQAL%2BbABwLo%2BBfAzABUrCgSwMS4OsDTAsR0L%2BbAcwLo%2BvvNeABUrC7BAELMTQBITK7AxELMyMTQTK7MzMTQTK7BAELM7QBITK7M9QBITK7M%2FQBITK7I%2FQBIgiiCKIwYOERI5sD05sDs5sBM5sjIxNBESObAzOQBADgABEhMcHTM0Oz0xMj9ALi4uLi4uLi4uLi4uLi4BQAwAARITHB0zNDs9Mj8uLi4uLi4uLi4uLi6wQBoBsUFGERKwBzmwNhG0BQsQFiokFzmwGhKxGB85OQCxOCoRErIVFiI5OTkwMTcBNiIHBicmPwE2MzIzMh4BBhUDBhY3ADMyBxQHAwYzMjc2FhcWFAcOASMiJyY1NDU%2BATcTNjU0IyICBwIHDgQrAQY1NGoBCwgdXA4GCAzPJxQBAQwPAgLHBAYMARCKVAEUeBAWHYQIEQIBAUqhLSEODQIKB2wUHif4VDcCAgQECxIOThIdBUMlMwwWGwZ3FgoIGwL8HRcGEwF%2FdDlW%2FikzlAYODAYIA2KGGxgiBQUpNxgBqkgoMP7Lef7yCAYhDxQIARMKAAAAAgBt%2F%2BkB7AUnACoAOAC9ALIGAQArshgAACu0DwcAIQQrAbA5L7A31rArMrEwDumwMjKxOgErsDYauj628zoAFSsKBLArLg6wHMAEsTIb%2BQ6wC8CwCxCzCgsyEyuwHBCzHRwrEyuzHxwrEyuzIBwrEyuyHRwrIIogiiMGDhESObAfObAgObIKCzIREjkAtwoLHB0rMh8gLi4uLi4uLi4BtQoLHB0fIC4uLi4uLrBAGgGxMDcRErMGCBEUJBc5ALEGDxESsioSIzk5OTAxEyY1NDc2MzIVFAcDBhcWFzI3NhcWBw4BIyY1NDcTND4CJiciIyIHBgcGEz4BMxYVFAcOASMiNTRxBAasVCwJeQgGBAwZZAwPDgovojU8CG0GAgICBgECESozAgrdCjYeMgMINSM2AoEJBwkIzTwbJv2uLwQEAXcUGB0KPY4BVh8qAggCExIVDAItNwIOAk8xQAJIEhc3SEEbAAAAAv7X%2FdMCGwUtAC4APgC5ALIxAgArtDsHABEEK7ApL7EIBemwFC%2B0IAcAHQQrAbA%2FL7A91rE3DumwNTKxQAErsDYauj4Q8F8AFSsKDrAMELAQwLElHvmwJMCwDBCzDQwQEyuzDgwQEyuzDwwQEyuyDQwQIIogiiMGDhESObAOObAPOQC2DA8QJCUNDi4uLi4uLi4BtgwPECQlDQ4uLi4uLi4usEAaAbE3PRESsSAiOTkAsRQIERK1BgISGBotJBc5sCARsCI5MDEBPgEXFh8BFjMyNzY3PgE3EzYnJiMiBw4BBwYuATc%2BATMyFRQHAwYHBiMiJyY1NAE2NzIzMhcWFRQHBiMmNTT%2B1wQjHyEaJx0ZIBktIAoVBL0KEwECDSkMIwIKFQQGTIcpMA%2BmOW15jzsjHwKoFEoCAi8IAwkUSjr%2BPR8hBAQjLRUiO3wlZxADHyMGASYMJQIIDBQGYGtEJjr9TPaTqiMfIQMGf3MCLhEQGxV1AkoWAAIAbf%2FsA58GEwBHAF8AtQCyGwEAK7RaBwAoBCuyNwAAK7BDM7QtBwAiBCu0UyQ3Gw0rtFMDAGUEKwGwYC%2BwV9axIArpsWEBK7A2Gro%2BwfNuABUrCg6wAxCwBMCxQAv5sBXAsxZAFRMrsz9AFRMrsj9AFSCKIIojBg4REjmwFjkAtQMEFRY%2FQC4uLi4uLgG1AwQVFj9ALi4uLi4usEAaAbEgVxESsh0xNDk5OQCxJC0RErIoMjs5OTmxWlMRErEYGTk5MDEWNDY1ATYmBw4BBwYnJj8BNjMWMxYHAwYWNwAzMhYXFhUWBwYjIicWHwEWFxYzMjc2NzYeAQcGByInJicmJyYHAw4BIyInIiYTHgEVMjcyMzIXMjMyNzY1NCYjIgYHBhRtBAESBgwbDC0KDAsOFM8cFQQEGAu7BgIZATtnMUoEAQFkYswWF1AbLyktJx4FBBk9ChINBFhSMSFiXVQzEgdFBg8UORsGCOECCBkwEA4bEggIR0KkMSMp5XkBAggOAwVYGwMQBhsGDBobBnkVAQQz%2FHkbBBUBJWtGDAt7REMBVCdGOyUgARdECg0aBnFBGEKVgzUSKP6XHwkCBgHkAwYCAQEQJ6QnOa59AQIAAQCC%2F%2BUCIQYPACQAMgCyIQAAK7QYBwAqBCsBsCUvsCPWtBUJAAoEK7EmASuxFSMRErAPOQCxGCERErAjOTAxNxM2IyIHBicmPwE%2BATcyMzIXFhUUBwEGMzI3PgEXFgcGByI1NIv0CBQKZx0GCBXGGyEUAwMQBgME%2FvEMFyVuAhMGDAqiXEmYBMgnOQgUGwR1EA4DDggMDhT6sjV9BAIGCBm%2BAWMiAAAAAQBe%2F%2BcFKANtAG0BVwCyDgEAK7EDHzMztE8HACYEK7BAMrJdAAArsTdIMzMBsG4vsDnWsSYO6bImOQors0AmMgkrsW8BK7A2Gro%2BvvNfABUrCg6wXxCwYMCxWBv5sAfAuj7w9GMAFSsKsEwQsE3AsUYb%2BbASwLBYELMIWAcTK7BGELMTRhITK7MURhITK7MVRhITK7MWRhITK7NFRhITK7BYELNUWAcTK7NVWAcTK7NWWAcTK7NXWAcTK7JXWAcgiiCKIwYOERI5sFU5sFY5sFQ5sAg5skVGEhESObAWObAUObAVObATOQBAEgcIFkVGTE1UV19gEhMUFVVWWC4uLi4uLi4uLi4uLi4uLi4uLgFAEgcIFkVGTE1UV19gEhMUFVVWWC4uLi4uLi4uLi4uLi4uLi4uLrBAGgGxJjkRErI3PkA5OTkAsU9dERJACQAMGiMoMjk8aSQXObAOEbERITk5MDETPgEzMhUUBwMGMzI3ADcyFhUUDgIHBjc%2BBTMyFRQHAwYVFDMyNzY3Njc2FxYVFAcOASMiNTQ3EhM2JiMiAgcGDwEGKwEiJjcTNiMiAgcGBw4BBw4BIyIGIyI3EzYjIgYHBgcOAScmNTRgP7UnJgM%2BBAYCBAEUkB0hCAsSBAoQBD0wUUpaKTwJcgIJChQdDCEcEw4FB0iaKDYGPTwICBInzzcpEysKFlAXCAaJDhg310IfIAQTBgQOFQovCikIgwoOCkYOEgUGFQYEAm1injIOEv7MEggBjwE0KyNLMVgXNxgGYUNpQzFbJDH9zwkFDREXEiUlFhIJCQsKZIJFFx8BLQE8IxT%2B4V5GU9grGRACtzf%2B52oznhJvHRQOAykClilIFBkEBgIGBAcFAAABAF7%2F5wOiA28AWADrALIWAQArsAUztDsHACUEK7JKAAArsDIzAbBZL7A01rEdDemyHTQKK7NAHSsJK7AdELE5ASuxGAjpsVoBK7A2Gro%2BqPLzABUrCg6wThCwT8CxRhv5sAvAuj3x7%2BUAFSsKsDYQsDfAsRsI%2BbAawLBGELMNRgsTK7NFRgsTK7JFRgsgiiCKIwYOERI5sA05AEAKCw0aGzY3RUZOTy4uLi4uLi4uLi4BQAoLDRobNjdFRk5PLi4uLi4uLi4uLrBAGgGxHTQRErEyOzk5sDkRsCE5sBgSsBY5ALE7ShESQAkCEhgOHyYtNFckFzkwMRMmNDcSMzIzFhUUBwYPATY3PgQzMhUUBwMGFxQXMjMyNzY3NhceARwBDgIHDgEjIjU0NxM2NTQjIg4HBwMOASsBIjU0NxM0ByIHDgEHBiZkBga%2BRgEBJAUlGgICCgpnS21iKVYQew0BCAEBE0kzGxMKBAYGAgsCSpcxQguFCR4OJzEvPC03ISsEPwQRGDokA4QHBAQKSg4EEQJGDBUIAQABOBQcw3gVAg0Mi1x3QH87Qv4nLBURAlA7IRQKBggLBAoEDgJkdlAhLwIVIxYpGS0zSDtMLTsG%2FsgbDBgHCgKSGwECBl4UBAIAAAAAAgBO%2F%2BcC%2FgNvABAAHABHALIFAQArtBoHAC0EK7IPAAArsRQH6QGwHS%2BwAdaxEQ3psBEQsRcBK7EICOmxHgErsRcRERKwDzkAsRoUERKyAAEIOTk5MDE2EDY3NjcyFhUUBw4BBwYjIhMUFjMyEjU0JiMiAk6ThYNSSHtxL5VKSCtGGVI3ZqNdQWCUugEH%2BVpaAcN7w5M9dx8hAU5mkgEgum2Q%2FuAAAAAAAv94%2Fc8DUANvAE4AXwEHALIcAQArsCwztFsHACQEK7I1AAArsVME6bBIL7FCA%2BmwADIBsGAvsA7WsA0ysR4O6bAeELFYASuxLwjpsWEBK7A2Gro%2Bs%2FMrABUrCgSwDS4OsAfAsSAI%2BbA8wLAHELMJBw0TK7MLBw0TK7MMBw0TK7A8ELM6PCATK7NPPCATK7NfPCATK7IJBw0giiCKIwYOERI5sAs5sAw5sjo8IBESObBPObBfOQBACgcJIDo8T18LDA0uLi4uLi4uLi4uAUAJBwkgOjxPXwsMLi4uLi4uLi4usEAaAbEeDhEStxwnNThCQ0hTJBc5sFgRsigsWzk5OQCxW1MRErMRFygvJBc5sBwRsB45MDEDNjc%2BAzc2Ezc%2BAjwBJiMiBw4BBwYmNz4BMzIVFAcGMzY3Njc%2BBDMyFhUUDgEHBiMiJyYGFQYHBhUUFxYXMgcGIyIjJiIHJjU0ARQXFjMyMzISNTQmIyIHBgeBBCspMxsKCCOqAgICBAIEGzkSMwIIIQ5MtC0nGwgGAgsCAgJNJUxEI0ZJXphsPz8uLgYGOREHER15DgYFEQICcOV2CQGtDCoeAQF%2Fyy0jIVxISP32BgYGFTEjKbIDLQgIDRQQDwhCFEACDCEUcZxAO4otAhEEAgJzK1QjyW9m6LgtGg4CDwb8UScbKw8YBBsUBQUCCw4CfB8IHAE%2Fy1p1eV5xAAIAav3OA0QDbwAvAD4A0ACyBAEAK7Q6BwAiBCuyLQAAK7QyBwAjBCuwHS%2BxIQPpsBMyAbA%2FL7AA1rEwDemwMBCxOAErsQYO6bFAASuwNhq6Pq%2FzFwAVKwoOsCQQsDbAsQkL%2BbAIwLAkELMmJDYTK7M1JDYTK7ImJDYgiiCKIwYOERI5sDU5ALUICSQmNTYuLi4uLi4BtQgJJCY1Ni4uLi4uLrBAGgGxMAARErIeHy05OTmwOBG0ERsdISskFzmwBhKyExUaOTk5ALEhHRESsB85sToyERKyACgrOTk5MDE3NDcSJRYVFAcDBhcUHgM6ATM2FgcGIyInJiIHJjQ2Fz4BNzYTNiciBw4BIyImNxQzMjY3EzY1NCMGBw4BaqrdASopAuoXAQgUESIRKQYKCAIDEQQEeuVqDBIKaDwOG14OCgIEP9U4M0yORR19g0oBD5FZUmLZxcYBCgEBIgcI%2B5B3DhIZEQgEAg4NGQEDAwIbFgIKKUiFAb4zAwROu5R%2FnnGPAX0FBRMISELtAAEASf%2FnAroDbQA3ALsAshgBACuwBjO0IAcAFwQrshgBACu0MwcAGwQrsi4AACsBsDgvsADWtBwJAAcEK7E5ASuwNhq6Ptzz9wAVKwoOsDAQsDHAsSsf%2BbAMwLMOKwwTK7MpKwwTK7MqKwwTK7IpKwwgiiCKIwYOERI5sCo5sA45ALYMDiswMSkqLi4uLi4uLgG2DA4rMDEpKi4uLi4uLi6wQBoBsRwAERKzCBIYCiQXOQCxIC4RErQCNxYTNiQXObAzEbAjOTAxEyY1NDc2NzIXFBUUBwYHBgcGFRQ3MjcSMzIXFgcUBwYjIi8BBgcGBw4CBwYrASI3EzYjIgYHBlAHCbw6JwQJDBQKCwwCBA6kjkUGAQESDxkMDiRSThRREhcaBgglOCEJbAgWDEwMFwJeCQkKCekBPAMEGD1WYjskMAwEASsBw0QKCTEaFQQNDJop0S1WfRslMAKDN1gTFwABABz%2F5wKBA28AOABtALIbAQArsSUG6bIlGworswAlIQkrsjMAACuxDAfpsgwzCiuzAAwECSsBsDkvsBfWsSgK6bAoELEPASu0MAoAFAQrsToBK7EoFxESsRQzOTmwDxGyDCUtOTk5sDASsCM5ALElDBESsRcwOTkwMTc2NzYzMhceBDMyNjU0LgMnJjU0NzY3MhYVFAYjIicmIyIGFRQeAxcWFRQGIyInJjU0HQYwCAgmHwYrFSQhES8%2FFC0dQgROW2ZmNWUjGiMXOy0rUhInHzEGWraXTi4pTD4GARoEGwwRCD4tGzlBJUoGXVBUX2YBXzEdKitkXi0UMDUlNwloYHuUGxgnBgABAHn%2F5wJTBH0AOACJALI2AAArtC4HACsEK7AlL7AIM7EcB%2BmyHCUKK7NAHBMJKwGwOS%2BwANaxLAjpsToBK7A2Gro%2BivJpABUrCg6wAhCwBMCxKhv5sCnAALMCBCkqLi4uLgGzAgQpKi4uLi6wQBoBsSwAERKzCAsMNiQXOQCxLjYRErAAObAlEbAxObAcErEMHzk5MDE3NDc2EzQ3NisBIiY3PgE3Njc2MzIXFhUGBwYWNzMyFRQHDgEnIwYVMAcDBhUUMzI3NhcWBwYjIiZ5KxJUAgoYThIGDm2LSQUKBgYDAwhcBgIOC4MLAwQNCocSBI4GEy%2BTDg8KCsNuIyk9SLJOAVICBicdBjeWdwgFAwEDD98jCAgCEwoOEhkCBgIK%2FZMWDxqbEBoUC9MtAAAAAQCA%2F%2BcDoQNxAEsAjwCyBwEAK7AYM7IyAAArsD0ztCMHABsEKwGwTC%2BwNNaxIQ7psiE0CiuzQCEtCSuxTQErsDYauj7H84sAFSsKDrBBELBCwLEMG%2FmwC8AAswsMQUIuLi4uAbMLDEFCLi4uLrBAGgGxITQRErMWMjc6JBc5ALEjMhESsg80Pzk5ObAHEbcWHCovNjc7SiQXOTAxEyY1NDc%2BATMyFRQHAw4BFjY3NhI3Njc2MxY3MhUUBwMGFRQzMjc2NzY3NhcWFRQHDgEjIjU0NzYHBgcOASMiNTQ3EzYjIg4CBwYmgQEDKaotLgtkBgUIJyNK0x0SGwYnGyQhAoEDCQcLDhU3FQoPBwFOpiErQgYICA196UI9EFwICAwjGiMEChUCZgQDBwU9tEIgL%2F4IISglCh9EATdcN6YhAgIiCAr9bQ8JEQgKFzsbEBQLCgQEYpZAhfgXAwIUwfpuOFYBzyUfIjAEDAQAAAEATv%2FnA1YDbwAvAN0AsgYBACuwHDO0KwcAHgQrsiMAACu0EQcAJwQrAbAwL7Al1rEOC%2BmyCwwNMjIysyoOJQgrsCgzsQgN6bAKMrIqCAors0AqAgkrsA4QsRUBK7EfDumyFR8KK7MAFRkJK7ExASuwNhq6Py31xQAVKwoEsCgusA0usCgQsQog%2BQ6wDRCxJyD5BLANELMLDQoTK7MMDQoTKwK1CgsnKAwNLi4uLi4uAbAnLrBAGgGxKiURErEjKzk5sA4RsA85sAgSsQYROTkAsSsRERKzAhUlLiQXObAGEbIXGR85OTkwMRMmNTQ3NjMyFRQHAxQGFAYWMzI2EjU0JyY1NDYzMhYVFAIAIyI1NDcTNjQjIgcGJlACBLBWLw5QBgIKCELCihkbSiEpNfL%2BzVQ5ED4GBhloCBUCYgUDBwb2SilW%2FhICHhkdEPoBK0cbDg4ZIUJKOWr%2BiP7dfUNnAXssLIkKCAAAAAABAD%2F%2F5QUKA28AWgFpALIVAQArsQQrMzOyFQEAK7JIAAArsDcztA0HACcEK7AgMgGwWy%2BwStawTjKxCwjpsAkysgtKCiuzQAsGCSuwCxCxOwErsR0L6bIaGxwyMjKwHRCxJAErsS4N6bFcASuwNhq6P2D3FQAVKwoEsE4uDrBQwASxCQv5DrAIwLo%2FRPZXABUrCgSwHC4OsBnAsT0d%2BbARwLMQPRETKwSwHBCzGhwZEyuzGxwZEyu6Pzn2EQAVKwuwPRCzPj0REyuzPz0REyuzQD0REyuzQT0REyuyPj0RIIogiiMGDhESObA%2FObBAObBBObAQOQBADwgJEBEZGj1BTlAbHD4%2FQC4uLi4uLi4uLi4uLi4uLgFACggQERk9QVA%2BP0AuLi4uLi4uLi4usEAaAbELShESsEg5sDsRsgQNRjk5ObAdErEeRTk5sCQRsxcgJygkFzmwLhKwKzkAsQ1IERKwOzmwFRG3Bh4kLkZKUlYkFzkwMRM%2BAjMyFRQHAwYXFDMyEjcTNhc2NzIVFAcDFAYUBhYzMjYSNTQnJjc0NjMyFhUUAAcGBwYHBgcmJyY1NDc%2BAjc2IyIHDgEjIjU0NzY3Ejc2JgcGBwYnJjc0SB9NeyUrCkoEAREx%2FjwzBCcXGiYBZAYCCgg1tpIXGQE7KScz%2FsWNGx8eKBAPFA8aEQQIBAIEAgQWRvRURAEECDETBAsQH1IMFAoBAm8tYnFVKDz%2BDSMYNAE9ZwFOJQECAR4FBv10Ah4ZHRDdASlcHRYSFSk2RjON%2Fj1xFBMSDgYBAQwUOUxYFC4jEBclcfBsDxE7NwE9mhcGDhlqDhEJCAkAAAAAAQAz%2F%2BcECgNvAFQAYwCyHQEAK7AqM7QUBwAkBCuwNjKySAAAK7BRM7Q%2FBwAgBCuyP0gKK7NAPwIJKwGwVS%2BwNNa0MBIApAQrsVYBKwCxP0gRErBTObAUEUALCBggIiUyQkVLTU8kFzmwHRKwLjkwMTc2MxYXFhceAT4DPwE2LwEuASMiBgcGJjc%2BATMyFh8BFjY3Njc2NzYXMhcWFRQHDgEmJyYjIg8BBh8BHgEzNjc2FxYVDgEjIiYvASYPAQYjIjU0XBIPCgQKBwwpNS03Fw5YBgRkFxwVGzY6DiUMVGMzLTklRAYQCpY9JzIRDh8YJBIGDwoEEEZMXGYOB04dJRQ1QgwRDEJiNysnKUwIEErPaEDjLwIcPxEdDhgfORsQbxAN%2FDcpQGAbHRePa0ZesgoKDs89Jw4FARIaQiFBFwgQD1SBkBAR0Ew4AowdEQghk2E2ZL4SFFr8Tj4AAf%2FV%2FcsDhwNvAFEAbACyGgEAK7AvM7QPBwAjBCuwSi%2BxQQPpsAIyAbBSL7AL1rEeCumwHhCxJgErsTIN6bImMgorswAmLAkrsVMBK7EeCxESskFFSjk5ObAmEbE2Nzk5ALEPQREStBUeIio2JBc5sBoRsSwyOTkwMQM2Mz4BNzY3Njc2NTQnJiMiBw4BBwYnJjc2NzITFhUUBwYWNjcANTQnJicmNTQ2MzIWFRQHBgcGBwYCBwYVFBcWMzoBHgEHBiMwIyYjIgciNTQqAxdcLRhxLz0FBRIaOCNDBhkGDBAMCZZQWiEXBQIGCwoBAQECDwwzIycxSCGRcyQjfSEYAwtWCAoPBAIIFAFxdV9hDP3mGAQSMuOBqjdFR4aJ0l4IIwkQFxIQ3QH%2B77uUQzsXCQwQAbGABwYIHxkLJTY%2BMUiFOdWmUE7%2Bz0oxFwgFEwQMCRoGBBEDAAABACP%2F5wPpA2oAWACiALIcAQArsCsztBMHACgEK7JHAAArsFcztD8HACUEK7RQN1ccDSu0UAMAZQQrsjdQCiuzQDc7CSuxJRwQIMAvtAoDADwEK7IKJQors0AKDQkrAbBZL7AA1rRVCgAUBCuwVRCxKQErtC0SADoEK7FaASuxKVURErMEGTJDJBc5ALE3UBESsD05sAoRQAkFCwQWFzI5QUIkFzmxEyURErAROTAxNzQ3NiU2NzY3NiYHBiMiJy4CIyIGBwYuATc2MzIXHgU3Mjc2NTYzMhUUBAcOAQcGBwYXFjc2MzIXFhcyNzYWBw4BIyIuBCcmIyIGFRQHBiMiI0OBAYh3Nz0bFAwTZlo8NxlZTCUpNTEEGwwIi4dScwYpECUXIBFkEwYKGyL%2FAG4fpi2HRg4EBA9OSVRvbTJaRgwbCDuQOxAjGykQLQWDWD8nBAopIw41W6rPPSUnGhQHDDEWCi8dKz8IBBAMuEMEFwgSBgcBUxsCECde6zoQUBhIQA4EAggnPz8BaxAdDFhpCQgWCxwCTiklLQobAAAAAAEAgf4MAs0FmAAxAGIAshACACuxDAPpsCcvsSMD6QGwMi%2BwKtawCTKxIQ7psBMysiohCiuzQCoACSuwIRCwHiDWEbEtDumwLS%2BwBjOxHg7psBYysh4tCiuzQB4OCSuxMwErALEQIxESsQkqOTkwMRM1NDc%2BATU0JjU0Njc2FxQHDgEVFBYVFAcGBwYXFhUUBhUUFx4BBiMuATU0NjU0JicmgQ5gczHbrBQBFXF4KW07SCEl7CnnDgkKC6zZL2hiFwHJFgwDF3JHN9I3nucVAhUbBhR%2FXjfaNYdtOx8ODHXXN9g3ujwEGBUX55w1zzVMbxgGAAABAdf%2F2QJOBsMAAwAiALIAAAArAbAEL7AA1rQDCgA0BCu0AwoANAQrsQUBKwAwMQURMxEB13cnBur5FgABAGf%2BDALLBZoAMgBKALIXAgArsRsD6bAxL7ECA%2BkBsDMvsBHWsAgysSEO6bAqMrAFINYRsBUzsS4O6bAeMrE0ASuxBRERErATOQCxFwIRErEeLjk5MDESNjM%2BATU0JjU0NzY3PgEnJic0NzYnNCcuATYzHgEVFAYVFBYXHgEHDgEVIxQWFRQGBwZgDxJxeChsNTgdBRbnARUXAecQCQ8IrNkvd2wMCRNqeQIx26wQ%2FiMcFIBcOdo3hWw1HQwPDHvPH391L7o%2FCBcTGeWcNdE1UnMUBigGEnVMNdE3nukVAgAAAAABALwB6QSYA0IAGQBTALAQL7QIBwAdBCuwFC%2B0AwcAHgQrAbAaL7AA1rEXEumwFxCxCgErtA0SAEkEK7EbASuxChcRErEDEDk5ALEIEBESsRIXOTmxAxQRErEGCjk5MDETPgEzMhYXFjI2NzYWFw4BIyInJiMiBgcOAbwCnm87c2iLkFwIBjACBJZtZsWPPUZeBggqAfaHuik7UFpUEgIQibZqUGRSDAEAAAAAAgB7%2Fg4CIwNmAA0AGAA7ALAXL7QRBwASBCsBsBkvsADWsQ4BK7EUEOmzARQOCCuxBhLpsRoBK7EGARESsBc5sBQRsREWOTkAMDEbATY7ARYHAw4BKwEiJhM%2BATMyFhUUBiIme%2FwIDgsSAnkGHSkrLxr5BDwnJS88Wiv%2BXAOQFAkU%2FHktISEExTFBOS01SEYAAgBW%2Fh8CjQUlADQAQwDlALAVL7QQBwAbBCsBsEQvsADWsTUI6bFFASuwNhq6Pvb0hgAVKwoOsC8QsAbAsSkS%2BbALwLAvELMFLwYTK7ApELMMKQsTK7MZKQsTK7MaKQsTK7MoKQsTK7AvELMwLwYTK7M6LwYTK7M7LwYTK7IwLwYgiiCKIwYOERI5sDo5sDs5sAU5sigpCxESObAaObAZObAMOQBADAUGCwwZGigpLzA6Oy4uLi4uLi4uLi4uLgFADAUGCwwZGigpLzA6Oy4uLi4uLi4uLi4uLrBAGgGxNQARErAzOQCxEBURErIDGD45OTkwMTc0Ejc2NxM2HwEWBwMGNzYzMgcUBiMiJyYHAwYWNzY3Nh8BFgcGBwYHAwYvASImNxM2Jy4BNxQXFjY3EzYnJgcGBwYCVsWDDgZMAhILEgJKBh0MF3EBHhslPyMGdwQOEFJYCgkQDApzdBkCSQYVCggJAkoEFkhUjSUKEQJuBQIIDRQPMUrDtAGFSggjAaEUAQQED%2F5tGwYCVB8oJRIh%2FX0SDAQMag4HDQoKiykIFf5mHQUCCA4BkBkDCnd1TikIDA0CYBMGCgoSHlD%2B2AAAAAABAGL%2BDgY5BZoAUgCAALJBAAArsiACACuxEQfpsiARCiuzACAXCSuwRy%2BwUDO0NgcALAQrsE0vsTEF6bEIQRAgwC%2BwKjOxCQXpsCgyAbBTL7A51rFECumyOUQKK7MAOT4JK7FUASuxRDkRErAgOQCxTTYRErE0Szk5sDERsgMvOTk5ObBBErE7RDk5MDETNDY3Njc2NyE3ITcSExI3NjMyFhUUBiMiLgQnJiMiBwYDAgcGByEHIQYHBgc2MzIWFxYzMjY1NC8BJjU0NjMyFhUUBiMiJyYnJisBBgciJmKOXEZBKRD%2B6gwBIQ6DiY2IiahOaCsgDBcNFAYVAiE1XlBCfoFULyMBVgz%2BlUZDGzk%2FQmiHd4tdQlkOHwonGykzyYV%2FfxRZjY8hnEkXIf5EN3kaXI5aKT0lAVgBFQEbmZxINR8rCAYVCB0CLXlm%2FtT%2B0bRmPj1%2FaSlHDitFVFY9HSA%2BGRQdLU4%2Bic1IDDZY4wEfAAIAywC4BKAEoAAgACoAewCwHC%2B0JAcAIwQrsCkvtAwHACMEKwGwKy%2BwBNaxIgrpsCIQsScBK7QUCgA1BCuxLAErsSIEERKzAQYIICQXObAnEbMOGQkfJBc5sBQSsw8RFhgkFzkAsSQcERKzFwAZHyQXObApEbMGERYBJBc5sAwSswcJDhAkFzkwMRM3LgE0NjcnNxc%2BATIWFzcXBx4BFAYHFwcnDgEjIiYnBxIQFjMyNhAmIyLLgzslJjqDUoNMbLxvTn9QfzslJzl%2FUH9Sb1xeakyDRcWNj8nGjI8BCoVYc7BvUoFUgz0lJT2DVIFUc7xvTINSgz0nJz2DAoX%2B3s3LASLNAAAAAAIAJ%2F%2F4BRcFhQCgAK8BBwCyiwAAK7CJM7GQBemxhJQyMrI0AgArsiJFUjMzM7EvBOmxS04yMrQDnYsvDSuwejOxAwfpsWtwMjK0HA6LLw0rsWGsMzOxHAfpsjs9WjIyMgGwsC%2BxsQErsDYauj1x7hQAFSsKDrCZELCawLF%2FFvmwfsC6wiLvnwAVKwoOsB8QsArAsTkh%2BbCiwLAfELMLHwoTK7A5ELOhOaITK7KhOaIgiiCKIwYOERI5sgsfChESOQBACgoLHzl%2Bf5maoaIuLi4uLi4uLi4uAUAKCgsfOX5%2FmZqhoi4uLi4uLi4uLi6wQBoBALEDnRESs294pKUkFzmwDhGwaDmwHBKxEzw5ObA0EbBWOTAxEzc2MzoCMzI2LwEmJysBBiY%2FATQ2NTY3NjczNzI2Jy4BJyImIiciNTc0PgEzFjcyFQcGIyIGFRQXFhcWNzI3Njc2NCYnIiY%2FATYzNhY3NhYPAQYHBgcGBwY7AjIPAQYnJiMiBwYHBhcWMzIWMxY3Mh4CDgIVBiMmBSIHAwYXFBYXMg8BBiMmBSI1NzYzMj4BMzI3PgE3EyYHIS4CARceATc2NzY3NiYrASIGJw4GGw5tqicjDAYtBh8P2woKAgIEBgIEDyWbGwIOIS8rBAkIBAQEAgQV8q0XCAQPSD0bDCWcdB0MLxEpL0QKBgIGBBs72VAMDwQVXC0UITkXCiQNkQ4MCggVErAfDlApEhQIFBBbGVoUCA0GAgICBggXJf70NRVpIwE1WhICDAgbvv7XDggCGAobDwYODi0jI3cKH%2F51Dg0GAjEzAggHBBA9RgoMH5kZDgLRMQ4LFqobBAIOCAQECQQQCAoDAhQpZkwPBAQMGQIKBAYGDB8MKS8zSC8CCAgUSBs%2FMRkEBAgdDAIICAIOCh8OLhQxUh8UISMSBAIbdzUZCgICBAQECAgPCA4CGQYEM%2F6YcyspHQYKJQ4KChAfDgICBhc7fwGQHQMCAgsBDMcKCgIEF052FAsMAAIB1%2F%2FZAk4GwwADAAcAKACyAAAAKwGwCC%2BwANawBDK0AwoANAQrsAYytAMKADQEK7EJASsAMDEFETMRAxEzEQHXd3d3JwL0%2FQwD9gL0%2FQwAAv%2Bw%2Fg4EWgWaAC8AQgCWALIhAgArtBYHACwEK7IhFgorswAhHAkrsC0vtAkHAC0EK7IJLQorswAJBAkrAbBDL7AR1rEwCumwMBCxDAErtDUKABQEK7M%2FNQwIK7QkCgAUBCuwNRCxOQErsSkK6bFEASuxDDARErEPMjk5sDURsjM3QTk5ObEkPxESsDw5sDkRsSY7OTkAsSEJERKzECk3QSQXOTAxAzQ3NjMyFx4BMzI2NTQmJyY3NBI3NjcyFhUUBiMiJy4BIyIGFRQTHgEVFAIEIyImARQfARYVFAc2ETQnJicmNTQ3BlAVGxohO0o1JVyBLUh3AaWKtMRQdy0fJTc5QitKYnFOK8v%2BnKZUcQGgVEFKK%2BNmOxEvF83%2BdxkkJykxF7mFVJGW%2BKOaAUJukQE6KylBKyscj2%2Bk%2Fva2nmCs%2Fr%2FiOgSPrKyHmJFca8MBBpbpiS9%2Fhz1X9AAAAgDhA98DDAS4AAsAFQA%2FALAJL7AUM7QDBwATBCuwDzK0AwcAEwQrAbAWL7AA1rEGCemwBhCxDQErsRIJ6bEXASsAsQMJERKxDRE5OTAxEzQ2MzIWFRQGIyImIDQ2MzIWFAYjIuE%2BLSs9PyktPgFWQC0rPT0rLQRKLT8%2FLStAQFo%2FP1pAAAAAAAMAx%2F%2FZBn8FoAAHAA8AOAC4ALIHAAArsQsH6bIPAgArsQMH6bQ2LQcDDSuxNgfpsyEHAwgrtBMnBwMNK7ETBemwGjIBsDkvsAHWtAkKABQEK7AJELEQASuxKg%2FpsCoQsSQBK7QeEgBCBCuwHhCxDQErtAUKABQEK7E6ASuxJCoREkAMAgYHAwoODwsaEy02JBc5sB4Rsx0gLzAkFzmwDRKxHzM5OQCxIS0RErYFAAwJECowJBc5sCcRswQIDQEkFzmwExKwFzkwMRIQACAAEAAgABAAIAAQACADNAAzMhcWMzI2NzMyHwEWByMiLgEnJiMiBhUUFjMyNzYfARYHBiMiAMcBrAJeAa7%2BUv2i%2FqEBfQIhAX%2F%2Bgf3fzAEp3Ux0GQoOEwwdFwETCBkYCAsEAlDTlrm6oL5xEBMMFAyY8c3%2B7AGLAmMBsv5O%2FZ3%2BTgP2%2Fdv%2BfwGBAiUBgf1m0QEVJwgSHRPxLQENFgTN1bbH2ZgUCAgPEM0BDQACAM0DMQKqBUwAIAAvAKUAsgUCACuwBjOwHi%2BwFzOxJAbpAbAwL7AA1rQhCgAUBCuwIRCxGgErsQkK6bExASuwNhq6Po7yeQAVKwqwBi4OsAfAsSsi%2BbAcwLAcELMqHCsTK7IqHCsgiiCKIwYOERI5ALMHHCorLi4uLgG0BgccKisuLi4uLrBAGgGxIQARErAeObAaEbAnObAJErAXOQCxJB4RErAaObAFEbMACw8VJBc5MDETNDY3NjsBAwYVFDI3PgE3FQYPAQYVBiMiJjU0NwYjIiY3FBYzMjc%2BAT8CBgcOAc2Na2BgJVIKECcGFwQCBgIEWicSGRKsMSEzXBYRDCkGUCEMNWAzOUgDtl7JOjX%2BhzkLDCMGGQQpBAQCBANeIxslSaxSTCUxIQZHGwr4CCMlkwAAAAACAMMASAOgA14ABQALAAATATMBEyMTATMDEyPDAZMz%2FtN%2FN38BRTjiOjUB0wGL%2FnP%2BdwGLAVz%2Bov6qAAABAI0BdQTfA%2BUABQA4ALIAAQArtAEHACIEK7IAAQors0AABAkrAbAGL7AE1rQDCgA1BCuyBAMKK7NABAAJK7EHASsAMDETNSERIxGNBFJ1A214%2FZAB%2BAAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF%2FCAQICAgIEwGsCgkIBAQJCBL%2BVgF5CiMMHRcBAgIMDCUfFwUAAAAABACg%2F9cGaAWsAAcAEQBOAFkA%2BwCyBwAAK7ELB%2BmyEAIAK7EDB%2Bm0TBUHAw0rsS5FMzOxTAPpsTlKMjK0P1EHAw0rsT8F6bQjVwcDDSuwHDOxIwXpAbBaL7AB1rQICgAUBCuwCBCxGAErsUMP6bBPMrJDGAors0BDSAkrshhDCiuzQBgSCSuwQxCxVAErsSYP6bAmELENASu0BQoAFAQrsVsBK7EYCBEStAcCHiFMJBc5sEMRswoQIkskFzmwVBK0KCM%2BKUokFzmwJhG2BgMPJAs7PCQXObANErIuMDo5OTkAsRVMERKwSzmwPxGxBQA5ObBRErMNKCkIJBc5sFcRsgQBJjk5ObAjErAbOTAxEhAAIAAQACABEAAgABEQACAAEzU0Mz4BNRE0JiciPQE0FxY3NhYVFAcGFxMeARcyFhwBBhUUBiMiIyYHBicBIyIXHQEUFzIXFRQnJgcGJgEUMzI2NTQmIyIHoAGyAmIBtP5M%2FZ7%2BngGBAiUBg%2F59%2Fdv%2Bf%2FcVOR0ZNRAYtseLsckXEcAjLyMEBgIGCgICPV0XDv7ZKRkBcAgBFcGfBBEBERZ7hXBYJSkBiwJrAbb%2BSv2V%2FkwC6v7s%2FnoBhgEUARcBhP57%2FTEZDAIvVgIjVi0CDhMXBQQEAoVspkIGGP7rMSUCBggLCgIKBAQEBA4BnCnFTDcCDhkQBAgIAggB9BdgVlJtDgAAAAEAwQQxAzsEvgAQADIAsA4vtAkHAB0EK7AFMrQIBwAdBCsBsBEvsADWtAsJAAcEK7ESASuxCwARErAGOQAwMRM3Njc%2BATMyMyEyDwEGJyEiwRYCAgIGDwYEAhswDBIMGf3fKwRUTgYICgQtRSEGAAACAQwCywODBU4ACQARAFEAsgMCACu0EQcALAQrsAgvtA0HACsEKwGwEi%2BwAda0CwoAFAQrsAsQsQ8BK7QGCgAUBCuxEwErsQ8LERKxCAM5OQCxEQ0RErMABQYBJBc5MDEAEDYzMhYQBiMiAhQWMjY0JiIBDLuBg7i4g4FfhLiBgbgDhwEKvb3%2B9rwBn7yDg7yGAAAAAgCN%2F9ME3wWHAAMADwBqALIAAAArtAEHACIEK7AEL7ALM7QFBwAjBCuwCTKyBAUKK7NABA4JK7IFBAors0AFBwkrAbAQL7AO1rAGMrQNCgA0BCuwCDKyDQ4KK7NADQMJK7AKMrIODQors0AOAAkrsAQysREBKwAwMRc1IRUBNSERMxEhFSERIxGNBFL7rgHsdwHv%2FhF3LXl5A0Z2Afj%2BCHb%2BCAH4AAAAAQCqAoMC9gVKAC8AVACyFgIAK7ENBumyDRYKK7NADREJK7AuL7QfBwAuBCuyHy4KK7NAHyQJKwGwMC%2BwC9axGQvpsTEBK7EZCxESsCc5ALEfLhESsAE5sA0RsQQZOTkwMRI0Nz4FNz4BJiMiBwYjIjc%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%2BwANa0CQkADwQrsRABK7EJABESsAY5ALEEDRESsA45MDEBNjc2NzYXNhYHBgcOASYBmE4ICB5aLBAQCju%2FBhAKBAb4MRQBBAQEERBS1wYCCAAAAf%2Fu%2Fg4DtgUrACMAWwCyAwIAK7EVBemwCDKyFQMKK7NAFRoJKwGwJC%2BwHNa0GAoAFAQrsBgQtAAJAAgEK7AAL7AYELERASu0DAoAFAQrsgwRCiuzQAwGCSuxJQErALEDFRESsAY5MDEDNDYzITIVFCcjBhURFCcuAScRNCsBIgcRBgciNRE0JiMkJyYS9dkB6hAUVh0lGxACI24fBAIrJw4X%2Fs9iLwOgutEbKQUEG%2FlWGQQCCRAGmikh%2BVYSARcDxBsQBsFaAAABAQ4B7AHlAscACQAoALAIL7QDBwATBCu0AwcAEwQrAbAKL7AB1rEGCemxBgnpsQsBKwAwMQA0NjMyFhQGIyIBDkArLT8%2FLSsCLVpAQFpBAAEAUP5qAaj%2F%2BAAXADgAsgwAACuwFC%2B0BAMAtQQrAbAYL7AH1rERCumxGQErsREHERKwDTkAsQQUERKwADmwDBGwETkwMRM0NxYzMjY1NCcmPwEzBx4BFRQGIyInJlAOGRJYXlYSBkQrFzU%2BmIMQHRf%2BhQ4FAj87RAgCFYUtCE85Ym8DDAAAAAABAScCfQKeBUwAJABqALIVAgArsCEvsRwD6bAFMgGwJS%2BwAta0GAkACwQrsSYBK7A2Gro%2BZvHHABUrCgSwGC4OsBnAsQgj%2BbAHwACzBwgYGS4uLi4BsgcIGS4uLrBAGgGxGAIRErIPFB45OTkAsRUcERKwDjkwMQAmNz4BMzI3EzYmBwYHBiY%2FATY3NhczMgcDBhYXMhYHBiMmBwYBLQwGBg4lMw1iAhIJTEcOCwUImmYXCSMZCIUIHicMDwIIFahgEgJ%2FCg0SBDkBrhcICC0ZBAYLIjdtFwIl%2FcAjFgIKDBkEAgIAAAAAAgDlAzECpAVMAA4AGgBFALIEAgArsRgD6bAML7ESA%2BkBsBsvsADWsQ8K6bAPELEVASu0BwoAFAQrsRwBK7EVDxESsQwEOTkAsRgSERKxBwA5OTAxEzQ3NjMyFhUUBgcGByImNxQWMzI2NTQmIyIG5blOOTVKg3UrHzFMYTUlP2k8KztgA%2FyscTNxTmquMRIBe0w9VapvP1mvAAAAAgC%2BAEgDngNeAAUACwAANxMDMxMBFwEDMxMBvuY%2BNqH%2Bud8BL3014v5sdwFeAVb%2BqP6kLwGNAYn%2Bdf51AAAAAAQBJ%2F%2B6Bn8FdgAkAC8AUQBbAOwAskcAACuyFQIAK7IrAgArtE5URxUNK7A7M7FOB%2BmwPzKyVE4KK7NAVDYJK7QhHEcVDSuwBTOxIQPpAbBcL7FdASuwNhq6PmbxxwAVKwoOsAcQsAjAsRkj%2BbAYwLo%2BQfEpABUrCrBKELBYwLFDJPmwOcCzQkM5EyuwShCzS0pYEyuzV0pYEyuyS0pYIIogiiMGDhESObBXObJCQzkREjkAQAsHCBgZOUJDSktXWC4uLi4uLi4uLi4uAUALBwgYGTlCQ0pLV1guLi4uLi4uLi4uLrBAGgEAsSFUERKwWjmwHBGwODmwFRKwDjkwMQAmNz4BMzI3EzYmBwYHBiY%2FATY3NhczMgcDBhYXMhYHBiMmBwYTAT4BFxYHAQYnJgEmNwE2NzMyBwMGFzMyFQcjBg8BBgcGIyciPwE2JyMiJyY3BhczMj8BNiYHAS0MBgYOJTMNYgISCUxHDgsFCJpmFwkjGQiFCB4nDA8CCBWoYBIKBNUSGRYkEvsRGRYhAz0KIQGkEhkUFwpSBhJGEAxcGQYhBg4EB0cdCCUGEuIjAwKDDhKVFwYnBAwPAn8KDRIEOQGuFwgILRkEBgsiN20XAiX9wCMWAgoMGQQCAv1xBWgbCgoJKfp7CBEKARIUHwGcEAUw%2FqgbBxk1EBeUIQECAiCaGwgIBFoXAR6wEgkMAAMBJ%2F%2B6BqwFdgAkAC8AXwC%2BALJeAAArtFAHACwEK7JQXgors0BQVgkrshUCACuyKwIAK7QjBV4VDSuwHDO0IwMAtQQrsDwysCMQsUYG6bIjRgors0AjQQkrAbBgL7A61rBTMrFJC%2Bm0WRIAdAQrsWEBK7A2Gro%2BZvHHABUrCg6wBxCwCMCxGSP5sBjAALMHCBgZLi4uLgGzBwgYGS4uLi6wQBoBsVk6ERKwVTmwSRGxKyo5OQCxUF4RErEwMTk5sCMRsEk5sRVGERKwDjkwMQAmNz4BMzI3EzYmBwYHBiY%2FATY3NhczMgcDBhYXMhYHBiMmBwYTAT4BFxYHAQYnJiU1PgU3PgEmIyIHDgEjIjc%2BATMyFhUUBw4BBwYXMzI3NjMyHgEPAQYnJgUGAS0MBgYOJTMNYgISCUxHDgsFCJpmFwkjGQiFCB4nDA8CCBWoYBIKBNUSGRYkEvsRGRYhAzUMaTtpQUIQGQo1PGo5CA8UGQobf1pgd9EhdhctKbBCCAIaDgkIBhQEQGL%2B7SMCfwoNEgQ5Aa4XCAgtGQQGCyI3bRcCJf3AIxYCCgwZBAIC%2FXEFaBsKCgkp%2BnsIEQo9EwpYM15ETh8tVD1tEAgdUlpaSGqgGWITKwQrFwIPEGkZAwYGAgAEALr%2FugZ%2FBXYAMQA8AF4AaAD%2BALJUAAArsiICACuxGQXpsjgCACu0W2FUIg0rsEgzsVsH6bBMMrJhWwors0BhQwkrtAMxVCINK7QDBwApBCsBsGkvsArWsSwL6bIKLAorswAKAAkrsCwQsCUg1hGxFgvpsBYvsSUL6bFqASuwNhq6PkHxKQAVKwoOsFcQsGXAsVAk%2BbBGwLNPUEYTK7BXELNYV2UTK7NkV2UTK7JYV2UgiiCKIwYOERI5sGQ5sk9QRhESOQC2Rk9QV1hkZS4uLi4uLi4BtkZPUFdYZGUuLi4uLi4usEAaAbEWChESsCg5sCwRsScqOTkAsQNUERKxBmc5ObAZEbMKHSUsJBc5MDETNDYzMhYzMjc2NTQmIyIHBic2Nz4BNTQmIyIHDgEnJjc2MzIWFRQHBhYXFhUUBgcGJhMBPgEXFgcBBicmASY3ATY3MzIHAwYXMzIVByMGDwEGBwYjJyI%2FATYnIyInJjcGFzMyPwE2Jge6IxcOVB9OOzkxJxQ8GwoEGXtYKSE1ORAJEhQUTHBIXnUMAgpWqoEjsogE1RIZFiQS%2BxEZFiEDPQohAaQSGRQXClIGEkYQDFwZBiEGDgQHRx0IJQYS4iMDAoMOEpUXBicEDA8CrBQbJ1JKUC01HQwZFxI9TicdJDkOBAgQF1pCM041BhEEHV5isCcQBP11BWgbCgoJKfp7CBEKARIUHwGcEAUw%2FqgbBxk1EBeUIQECAiCaGwgIBFoXAR6wEgkMAAAAAAIAav4OAtcDZgAkADAAXACwIi%2B0GAcAGgQrshgiCiuzABgcCSuwLi%2B0KAcAEgQrAbAxL7AA1rQVCgAUBCuwFRCxCQErsQ4S6bAfMrEyASuxCRURErUEEhwiMCYkFzkAsS4YERKxAAs5OTAxFzQ3Njc%2BATc2NzY3MzIHBgcGBw4BFRQWMzI3NjMyFhUUBiMiJgE%2BATMyFhUUBiMiJmptL0xOPRkhEAYMFQwCGUUdcGJTZ041ShsSGx5vUIOmAbEEOyknLTstLyeozWYtJSczLTlPFAIh8FsnQDdlP0ZeGQgvIzFAuQQtMUE5LTVISgAAAAP%2Fqv%2F8BWgHAgAzAD4ATgBaALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEKwGwTy%2BwOdawHzKxDQ%2FpsVABK7ENORESswYXREYkFzkAsRAWERKyExcxOTk5sCQRsgMNKTk5OTAxJzYzPgE3ATY3NhcWFRMUFhc7ARYHBicmBSImNjMyNjUDNCYjISIHAQYVFBczMhYGIyYFIgAWMyUWNRE0JgcBADY7ATIXMBUXExYGIyInA1YCG1JiUANUBBInKxkMMy06DhoGAhrP%2Fo0KCAoOh18CFQj%2BbQ4P%2FwAndTUMCA4M5f75EgLjDxYBIycbCP68AQ0MDJgUBAJjAggJEAb8FBsQRmkEVAoEDAwEHft1Oy4GBB8XAQoKGBtGYgFOBhAO%2FqwzI0wEGh0ICAKwFAIBHQGoGwQO%2FkcEPQ8GAgT%2ByAQGCAErAAAAAAP%2Fqv%2F8BWgHBAAzAD4ATwB5ALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEKwGwUC%2BwOdawHzKxDQ%2Fps0wNOQgrtD8SAHgEK7A%2FL7RMEgB4BCuxUQErsT85ERKwBjmxDUwRErMXQEFLJBc5ALEQFhESshMXMTk5ObAkEbIDDSk5OTkwMSc2Mz4BNwE2NzYXFhUTFBYXOwEWBwYnJgUiJjYzMjY1AzQmIyEiBwEGFRQXMzIWBiMmBSIAFjMlFjURNCYHCQE2NzYzNhc2FgcOAgcOASZWAhtSYlADVAQSJysZDDMtOg4aBgIaz%2F6NCggKDodfAhUI%2Fm0OD%2F8AJ3U1DAgODOX%2B%2BRIC4w8WASMnGwj%2BvAG3TggIH1orDhIKG1d9CwYQChQbEEZpBFQKBAwMBB37dTsuBgQfFwEKChgbRmIBTgYQDv6sMyNMBBodCAgCsBQCAR0BqBsEDv5HAxH6LxQEBAIPECVqjQ0GAggAAAP%2Fqv%2F8BW0G4QAzAD4AUQBXALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEKwGwUi%2BwOdawHzKxDQ%2FpsVMBK7ENORESsQYXOTkAsRAWERKyExcxOTk5sCQRsgMNKTk5OTAxJzYzPgE3ATY3NhcWFRMUFhc7ARYHBicmBSImNjMyNjUDNCYjISIHAQYVFBczMhYGIyYFIgAWMyUWNRE0JgcBEyY3ATYzNhYzFhcTFgcjJyYHBVYCG1JiUANUBBInKxkMMy06DhoGAhrP%2Fo0KCAoOh18CFQj%2BbQ4P%2FwAndTUMCA4M5f75EgLjDxYBIycbCP68vwwMASsQHQxIBh8GRgQPDKIKEP7OFBsQRmkEVAoEDAwEHft1Oy4GBB8XAQoKGBtGYgFOBhAO%2FqwzI0wEGh0ICAKwFAIBHQGoGwQO%2FkcC3QINAS0SAgQCHP7nFAHDDArFAAAAAAP%2Fqv%2F8BcUG1wAzAD4AVgC5ALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEK7BNL7BVM7REBwAfBCuwUC%2B0QQcAHwQrsEgyAbBXL7A%2F1rwAUwASAAABJgAEK7BTELE5ASuwHzKxDQ%2FpsA0QsUYBK7wASgASAAABJgAEK7FYASuxUz8RErBVObA5EbBQObANErIGF0E5OTmwRhGzExZETSQXOQCxJBARErIDDSk5OTmxTTYRErMGDAk8JBc5sEQRsFM5MDEnNjM%2BATcBNjc2FxYVExQWFzsBFgcGJyYFIiY2MzI2NQM0JiMhIgcBBhUUFzMyFgYjJgUiABYzJRY1ETQmBwETNjMyFjMyNzYzMhUUBiMiJiMiBgcGIyJWAhtSYlADVAQSJysZDDMtOg4aBgIaz%2F6NCggKDodfAhUI%2Fm0OD%2F8AJ3U1DAgODOX%2B%2BRIC4w8WASMnGwj%2BvKgXqkbfI0YUAhQTbVJM2yEnJg8CFhIUGxBGaQRUCgQMDAQd%2B3U7LgYEHxcBCgoYG0ZiAU4GEA7%2BrDMjTAQaHQgIArAUAgEdAagbBA7%2BRwMp%2BI95FBtqj481SBAAAAT%2Fqv%2F8BagGeQAzAD4ASgBUALAAshYAACuyGDAyMzMzsRAE6bICHCsyMjKwJC%2B0NgcALAQrsEgvsFMztEIHABMEK7BOMgGwVS%2BwOdawHzKxDQ%2Fps0UNOQgrsT8J6bA%2FL7FFCemwDRCxTAErsVEJ6bFWASuxOT8RErFCSDk5sEURsAY5sA0SsBc5sVFMERKyEBYTOTk5ALEQFhESshMXMTk5ObAkEbIDDSk5OTmxSDYRErMGDAk8JBc5sEIRsUxQOTkwMSc2Mz4BNwE2NzYXFhUTFBYXOwEWBwYnJgUiJjYzMjY1AzQmIyEiBwEGFRQXMzIWBiMmBSIAFjMlFjURNCYHARM0NjMyFhUUBiMiJiA0NjMyFhQGIyJWAhtSYlADVAQSJysZDDMtOg4aBgIaz%2F6NCggKDodfAhUI%2Fm0OD%2F8AJ3U1DAgODOX%2B%2BRIC4w8WASMnGwj%2BvOw9LSs%2BQCkrPwFWPystPj4tKxQbEEZpBFQKBAwMBB37dTsuBgQfFwEKChgbRmIBTgYQDv6sMyNMBBodCAgCsBQCAR0BqBsEDv5HA1QtQEAtK0FBWkBAWkEAAAT%2Fqv%2F8BWgHHQAzAD4ASABRAK0AshYAACuyGDAyMzMzsRAE6bICHCsyMjKwJC%2B0NgcALAQrsEcvsUwH6bBQL7FCB%2BkBsFIvsDnWsB8ysQ0P6bNJDTkIK7RAEgA3BCuwQC%2B0SRIANwQrsA0QsU4BK7RFEgA5BCuxUwErsQ1JERK1BhdCR0tQJBc5sE4RsUxPOTmwRRKwEDkAsSQQERKyAw0pOTk5sUc2ERKzBgwJPCQXObFQTBESsz9ERUAkFzkwMSc2Mz4BNwE2NzYXFhUTFBYXOwEWBwYnJgUiJjYzMjY1AzQmIyEiBwEGFRQXMzIWBiMmBSIAFjMlFjURNCYHAQA0NjMyFhQGIyInFBYyNjQmIgZWAhtSYlADVAQSJysZDDMtOg4aBgIaz%2F6NCggKDodfAhUI%2Fm0OD%2F8AJ3U1DAgODOX%2B%2BRIC4w8WASMnGwj%2BvAEydFBScXFSUClGZkhIZkYUGxBGaQRUCgQMDAQd%2B3U7LgYEHxcBCgoYG0ZiAU4GEA7%2BrDMjTAQaHQgIArAUAgEdAagbBA7%2BRwNMpHd1qHPHM0hIZkpIAAAC%2F8v%2F%2FAfHBS8AdQCAARoAsnQAACuyVVdyMzMzsQID6bJJW2oyMjKyAnQKK7NAAk8JK7IUAgArsBYzsSQF6bAPMrRjeXQUDSuxYwXptCpBdBQNK7EqBemyKkEKK7NAKjAJKwGwgS%2BwL9a0NBIApAQrsDQQsR8BK7EbEumxggErsDYauj7Q870AFSsKDrBeELB9wLFEJfmwJsCzJ0QmEyuzQ0QmEyuwXhCzX159EyuzfF59EyuyX159IIogiiMGDhESObB8ObJDRCYREjmwJzkAtyYnQ0ReX3x9Li4uLi4uLi4BtyYnQ0ReX3x9Li4uLi4uLi6wQBoBsR80ERKxIE85ObAbEbBROQCxYwIRErMINjc9JBc5sSpBERKwNTmwJBGyGx40OTk5MDEnNjc2NzY3PgE3ATY3NCYnLgE3NjcEJTIWFQYHBiMGLwEuASMhBgcDBhYzITI3PgEyOwEWBwYHBicjLgE%2FATQmIyEGBwMGFRQWOwEyNz4BNzMyDwEGIyQFIjc2Mz4BNxM2JiMhIgcDBhQWFxYPAQ4DIyQHJgAeATMhMjcTNAcBNQYMWkQ5MwhMHwKJFAEzUBAFBgoVAfwCGRsSECEQBQ4LAgpacf6UFwZiAhIPAXiNNAQIBAkIEAQpGQQWDAgFAgJUev7CFAtUBFBth66JMTgkHQ4KVAoj%2Fc%2F%2BJRsGBhlYTBUzBAoT%2Fo0dFshCM1QQBAICBgYMBv7PbQgCkwIIBQFUFAx5EP4eFBIFCDwvQQxfJwM7GwwQEQYCDAwZAggEDRR7hwgCChtxWgQd%2FgoODX8ICwQXg8kbAQIKCglWPQIZ%2Fl8ZDjcsXSE5Nx%2FvHQgIGxQETmoBCw4KGP7%2BVk4dBAoKBQQGCAQICAYCWhAEIAJjGw%2F9kQAAAAABADv%2BWAXRBU4AQgCQALJAAAArsCkzsRgF6bIiAAArsgQCACuxEgbpsDAvtDgDAI0EKwGwQy%2BwANaxFRHpsBUQsTsBK7EtCumwLRCxDgErsQoS6bFEASuxOxURErQqMDM%2BQCQXObAtEbEpGDk5sA4StAQSGh0nJBc5ALE4MBESsDQ5sEARsC05sBgSsSAlOTmwEhGzAAwcHyQXOTAxEzQAJCEyFxYHBgcOASY3NjUQISAAERQSMyATPgEWBwYHBiInJiMiBwYjBx4BFRQGIyInJjc0NxYzMjY1NCcmPwEkADsBAAG9AQryzRsLBEwEGxICBP6e%2Fsn%2BRfbbAUjZBBwTBD0uAhoLIRwhXJ5sETU%2Bl4QQHRcHDhkSWF9WEgU%2B%2Fvj%2BoQI32wFr0VwMLg78DgQQChsYASH%2BVv7L8v7mATcIAg4MnKYICAoSISMIUDdibwIMDQ4EAkA7RAgCFH0KAUYAAgAE%2F%2FwFXAcCAGEAcADaALJdAAArsF8zsUsG6bACMrISAgArsSQF6bANMrIkEgors0AkGwkrtCo%2BXRINK7EqBukBsHEvsDjWsTQS6bA0ELEgASu8ABgAEgAAASYABCuxcgErsDYauj6k8uAAFSsKDrAIELAJwLFAD%2FmwJsCzJ0AmEyuyJ0AmIIogiiMGDhESOQC0CAkmJ0AuLi4uLgG0CAkmJ0AuLi4uLrBAGgGxNDgRErBdObAgEbQuMVNXWSQXObAYErAbOQCxS10RErBeObA%2BEbM0N1VZJBc5sSQqERKyGC8zOTk5MDE3Nhc2FjM%2BATcTNjc0KwEmNzYzITIWBwYHFgYjIi4BNjU0JiMhIgcDBhYzITI2NzYXFgcGAxQHBicmNTQmIyEiBwMGFgYeBDIzMjsBMjc%2BATc%2BARYVDgIHBiMkBSImADY7ATIXFBcTFgYjIicDBAgXDC8ISjwUtAwBiDUXBQYhBBYdFAQXHgIMCwwKAgRtff6oLQZoAhQXAVBcXicEGxIGGTUQFAcCWoH%2B5ysGVgoMAh0KKRIwFhkGAo%2B6dTc0KQYWDwwpIQYSQP2i%2Fi8IDwLVCguXFAUCYgIICA4J%2FBshAQICBkRiA1s5H1oCGhsSHX15BgYKChcGZlsd%2Fg4ODDlSDgYCDmL%2B7woEBBwKDVA5Hf5nFyMcEw4IBgNUJzI1CgQICB2DaAkSCAgUBuUNBgIE%2FsgEBggBKwAAAAACAAT%2F%2FAVcBwQAYQByAPMAsl0AACuwXzOxSwbpsAIyshICACuxJAXpsA0ysiQSCiuzQCQbCSu0Kj5dEg0rsSoG6QGwcy%2BwYta0bxIAeAQrsG8QsTgBK7E0EumwNBCxIAErvAAYABIAAAEmAAQrsXQBK7A2Gro%2BpPLgABUrCg6wCBCwCcCxQA%2F5sCbAsydAJhMrsidAJiCKIIojBg4REjkAtAgJJidALi4uLi4BtAgJJidALi4uLi6wQBoBsThvERKyY2RuOTk5sDQRsF05sCAStS4xU1dZaiQXObAYEbAbOQCxS10RErBeObA%2BEbM0N1VZJBc5sSQqERKyGC8zOTk5MDE3Nhc2FjM%2BATcTNjc0KwEmNzYzITIWBwYHFgYjIi4BNjU0JiMhIgcDBhYzITI2NzYXFgcGAxQHBicmNTQmIyEiBwMGFgYeBDIzMjsBMjc%2BATc%2BARYVDgIHBiMkBSImATY3NjM2FzYWBw4CBw4BJgQIFwwvCEo8FLQMAYg1FwUGIQQWHRQEFx4CDAsMCgIEbX3%2BqC0GaAIUFwFQXF4nBBsSBhk1EBQHAlqB%2FucrBlYKDAIdCikSMBYZBgKPunU3NCkGFg8MKSEGEkD9ov4vCA8DZk4ICB9aKw4TChtYfQoGEAsbIQECAgZEYgNbOR9aAhobEh19eQYGCgoXBmZbHf4ODgw5Ug4GAg5i%2Fu8KBAQcCg1QOR3%2BZxcjHBMOCAYDVCcyNQoECAgdg2gJEggIFAW3%2Bi8UBAQCDxAlao0NBgIIAAAAAgAE%2F%2FwFXAbhAGEAdADeALJdAAArsF8zsUsG6bACMrISAgArsSQF6bANMrIkEgors0AkGwkrtCo%2BXRINK7EqBukBsHUvsDjWsTQS6bA0ELEgASu8ABgAEgAAASYABCuxdgErsDYauj6k8uAAFSsKDrAIELAJwLFAD%2FmwJsCzJ0AmEyuyJ0AmIIogiiMGDhESOQC0CAkmJ0AuLi4uLgG0CAkmJ0AuLi4uLrBAGgGxNDgRErFdcDk5sCARti4xU1dZbm8kFzmwGBKwGzkAsUtdERKwXjmwPhGzNDdVWSQXObEkKhESshgvMzk5OTAxNzYXNhYzPgE3EzY3NCsBJjc2MyEyFgcGBxYGIyIuATY1NCYjISIHAwYWMyEyNjc2FxYHBgMUBwYnJjU0JiMhIgcDBhYGHgQyMzI7ATI3PgE3PgEWFQ4CBwYjJAUiJgEmNwE2MzYWMxYXExYHIycmBwUECBcMLwhKPBS0DAGINRcFBiEEFh0UBBceAgwLDAoCBG19%2FqgtBmgCFBcBUFxeJwQbEgYZNRAUBwJagf7nKwZWCgwCHQopEjAWGQYCj7p1NzQpBhYPDCkhBhJA%2FaL%2BLwgPAkgMDAErEB0MSAYfBkUEDgyiChH%2BzxshAQICBkRiA1s5H1oCGhsSHX15BgYKChcGZlsd%2Fg4ODDlSDgYCDmL%2B7woEBBwKDVA5Hf5nFyMcEw4IBgNUJzI1CgQICB2DaAkSCAgUBYMCDQEtEgIEAhz%2B5xQBwwwKxQAAAAMABP%2F8BVwGeQBhAG0AdwD%2FALJdAAArsF8zsUsG6bACMrISAgArsSQF6bANMrIkEgors0AkGwkrtCo%2BXRINK7EqBumway%2BwdjO0ZQcAEwQrsHEyAbB4L7Bi1rFoCemwaBCxbwErsXQJ6bM4dG8IK7E0EumwdBCxIAErvAAYABIAAAEmAAQrsXkBK7A2Gro%2BpPLgABUrCg6wCBCwCcCxQA%2F5sCbAsydAJhMrsidAJiCKIIojBg4REjkAtAgJJidALi4uLi4BtAgJJidALi4uLi6wQBoBsXRvERKyLjFdOTk5sTQ4ERKxcXY5ObAgEbJTV1k5OTkAsT5LERKzNDdVWSQXObEkKhESshgvMzk5OTAxNzYXNhYzPgE3EzY3NCsBJjc2MyEyFgcGBxYGIyIuATY1NCYjISIHAwYWMyEyNjc2FxYHBgMUBwYnJjU0JiMhIgcDBhYGHgQyMzI7ATI3PgE3PgEWFQ4CBwYjJAUiJgE0NjMyFhUUBiMiJiA0NjMyFhQGIyIECBcMLwhKPBS0DAGINRcFBiEEFh0UBBceAgwLDAoCBG19%2FqgtBmgCFBcBUFxeJwQbEgYZNRAUBwJagf7nKwZWCgwCHQopEjAWGQYCj7p1NzQpBhYPDCkhBhJA%2FaL%2BLwgPAoc%2BLSs9PykrQAFWQC0rPT0rLRshAQICBkRiA1s5H1oCGhsSHX15BgYKChcGZlsd%2Fg4ODDlSDgYCDmL%2B7woEBBwKDVA5Hf5nFyMcEw4IBgNUJzI1CgQICB2DaAkSCAgUBfotQEAtK0FBWkBAWkEAAgAv%2F%2FwDaAcCACIAMgBwALIhAAArsB8zsQIE6bAbMrIOAgArsBAzsQoD6bAUMgGwMy%2BxNAErsDYauj6a8rIAFSsKDrAFELAGwLEYD%2FmwF8AAswUGFxguLi4uAbMFBhcYLi4uLrBAGgEAsQIhERKwIDmwChGwEzmwDhKwDzkwMTc2FxY2NxM2JicGJjc2MwQlMgcGJw4BBwMGFjcyBwYHJAciADY7ATIXMBcUMxMUIyInAy8IGWRKFrcbLGYZHAgGGwECARQWDAoaZEYXthdEcxsJBBP%2BhbAXAXYKCpgXAQICYw8QBv4bGQECTmgDXVZUBgIKFhkMDCEdCQZAbvyjak4CHRIECgoG%2BQ0GAgT%2ByAoIASsAAgAv%2F%2FwDaAcEACIAMwB6ALIhAAArsB8zsQIE6bAbMrIOAgArsBAzsQoD6bAUMgGwNC%2BwI9a0MBIAeAQrsTUBK7A2Gro%2BmvKyABUrCg6wBRCwBsCxGA%2F5sBfAALMFBhcYLi4uLgGzBQYXGC4uLi6wQBoBALECIRESsCA5sAoRsBM5sA4SsA85MDE3NhcWNjcTNiYnBiY3NjMEJTIHBicOAQcDBhY3MgcGByQHIgE%2BAjc2MzYXNhYHBgcOASYvCBlkSha3GyxmGRwIBhsBAgEUFgwKGmRGF7YXRHMbCQQT%2FoWwFwIJBishBAgfVi8OEQozxwYRCBsZAQJOaANdVlQGAgoWGQwMIR0JBkBu%2FKNqTgIdEgQKCgXLF4pxFxQGBgIPEErfBgIIAAACAC%2F%2F%2FANvBuMAIgA1AHAAsiEAACuwHzOxAgTpsBsysg4CACuwEDOxCgPpsBQyAbA2L7E3ASuwNhq6PprysgAVKwoOsAUQsAbAsRgP%2BbAXwACzBQYXGC4uLi4BswUGFxguLi4usEAaAQCxAiERErAgObAKEbATObAOErAPOTAxNzYXFjY3EzYmJwYmNzYzBCUyBwYnDgEHAwYWNzIHBgckByIBJjcBNjM2FjMWFxMWKwEnJgcFLwgZZEoWtxssZhkcCAYbAQIBFBYMChpkRhe2F0RzGwkEE%2F6FsBcBLAwMASsQHQxIBh8GRgQPDKIKEP7OGxkBAk5oA11WVAYCChYZDAwhHQkGQG78o2pOAh0SBAoKBZoCDAEtEgIEAhz%2B5xTCDArEAAAAAAMAL%2F%2F8A6IGeQAiAC0ANwC4ALIhAAArsB8zsQIE6bAbMrIOAgArsBAzsQoD6bAUMrAsL7A2M7QmBwATBCuwMDIBsDgvsCPWsSkJ6bApELEvASuxMwnpsTkBK7A2Gro%2BmvKyABUrCg6wBRCwBsCxGA%2F5sBfAALMFBhcYLi4uLgGzBQYXGC4uLi6wQBoBsSkjERKwDzmwLxGyGxwfOTk5sDMSshAUETk5OQCxAiERErAgObAKEbATObAOErAPObEmLBESsS8zOTkwMTc2FxY2NxM2JicGJjc2MwQlMgcGJw4BBwMGFjcyBwYHJAciATQ2MzIWFRQGIiYgNDYyFhUUBiMiLwgZZEoWtxssZhkcCAYbAQIBFBYMChpkRhe2F0RzGwkEE%2F6FsBcBUzstKz4%2BVj0BVj1aPD4rLRsZAQJOaANdVlQGAgoWGQwMIR0JBkBu%2FKNqTgIdEgQKCgYOLz5ALStBQVpAPi8tQQAAAAACAD%2F%2F%2BgYrBSsAKwBLANoAsikAACuxAwTpsC8ysiICACuxOATpsBoytBILKSINK7BFM7QSBwAjBCuwPTIBsEwvsDLWsSUR6bFNASuwNhq6Pjjw%2FwAVKwoOsAcQsAjAsUoV%2BbBJwLo%2BvPNYABUrCrEHCAiwBxAOsBbAsUpJCLFKJvkOsDrAsAcQsxUHFhMrsEoQsztKOhMrshUHFiCKIIojBg4REjmyO0o6ERI5ALcHCBUWOjtJSi4uLi4uLi4uAbcHCBUWOjtJSi4uLi4uLi4usEAaAQCxEgsRErAOObA4EbIYJTI5OTkwMT8BNjsBMjY3EzQrAQYmNzYnNjczNjcTNjU0KwEiNTc2MzYFBAAREAAtASImJRQWMyAAETQuAisBIgcDBjM2FzYWDwEGKwEiBgcDBj8HBg4GYkQZOyWVEBUCDgIGL6YQC0YMfykSBgYOagH0ATMBaf4%2F%2FrH9QQ4RAYRegQExAZVgrteDPScPWggl3ykMDQUKDBf%2BEiMCQQYMGw5GhQExKQQSEy0UFAEGEgFbRBZeDBcMBAQC%2FsD%2B9P7H%2FlQCAgiqRDMBeQE3jdB0OC3%2BOy0GBgIQFTUfFhP%2BshkAAAIAGf%2FgBuEGmAA7AFMA%2BQCyOgAAK7A4M7ECA%2BmwMzKyKQAAK7IQAgArsR8hMzOxDAPpsRslMjKwSi%2BwUjO0QQcAHwQrsE0vtD4HAB4EK7BFMgGwVC%2BwPNa8AFAAEgAAASYABCuwUBCxQwErvABHABIAAAEmAAQrsVUBK7A2Gro%2BuvNLABUrCg6wBRCwBsCxMAf5sC%2FAuj6c8roAFSsKBbApLg6wKMCxFwb5sBjAALYFBhcYKC8wLi4uLi4uLgG3BQYXGCgpLzAuLi4uLi4uLrBAGgGxUDwRErBSObBDEbYbHR8VLD5KJBc5ALEMAhESshUWLTk5ObAQEbEUIDk5sUFKERKwUDkwMTc2Fz4BNxMuBCcmNzYzFjcyFwEWNxM2JiciNTYzFiU2BwYjDgEHAw4BJwEmBwMGFhcyFgcGIyQHBgE2MzIWMzI3NjcyFRQGIyImIyIGBwYjIhkGEGZZGLsOICsYPAoSBAIUWpY3CwKfGwymGUZ9CgISuQEQGREICmBjFuQCMwr9QRcHmBQ3bxQKAgQO%2Fum6FwLJF6pG3yJGFAIVEmxSTNshJycOAhYSGRcDDmF7A5sSGQwHBgIEFhkEBBD79ScnAw9zYggWGQgIAh8QDmVs%2B8oIAgoETB0l%2FPRvcA8KEhsKCgIFpviQeRQBG2qQjzVIEAAAAAADALT%2F2wZCBwIACwAZACkASQCyCQAAK7EPBemyAwIAK7EVBekBsCovsADWsQwQ6bAMELESASuxBhDpsSsBK7ESDBESswkDGiQkFzkAsRUPERKyBgASOTk5MDETEAAhIAAREAAhIAA3FBIXBAARNAIHIgcGAgA2OwEyFxQzFxMWBiMiJwO0AdsBSAEMAV%2F%2BJv6x%2FvT%2Bp8HdxwEEAWTlw%2ByRan0B%2FAoKmhIEAgJjAggJEAb%2BAkwBOQHH%2Fpn%2B%2BP7B%2Fj0BZNru%2FvICAgG8AUjfARICm3H%2BvAQ5DQYCBP7IBAYIASsAAAADALT%2F2wZCBwQACwAZACoAYACyCQAAK7EPBemyAwIAK7EVBekBsCsvsADWsQwQ6bAMELEaASu0JxIAeAQrsCcQsRIBK7EGEOmxLAErsRoMERKwCTmwJxGwFTmwEhKxHCQ5OQCxFQ8RErIGABI5OTkwMRMQACEgABEQACEgADcUEhcEABE0AgciBwYCAT4CNzYzNhc2FgcGBw4BJrQB2wFIAQwBX%2F4m%2FrH%2B9P6nwd3HAQQBZOXD7JFqfQJSBishBAgfWC0OEgo1xwYQCAJMATkBx%2F6Z%2Fvj%2Bwf49AWTa7v7yAgIBvAFI3wESAptx%2FrwDCxeKcRcUBgYCDxBI4QYCCAAAAwC0%2F9sGQgblAAsAGQAsAEkAsgkAACuxDwXpsgMCACuxFQXpAbAtL7AA1rEMEOmwDBCxEgErsQYQ6bEuASuxEgwRErMJAxsmJBc5ALEVDxESsgYAEjk5OTAxExAAISAAERAAISAANxQSFwQAETQCByIHBgIBJjcBNjM2FjMWFxMWKwEnJgcFtAHbAUgBDAFf%2Fib%2Bsf70%2FqfB3ccBBAFk5cPskWp9AYsMDAErEB0MSAYfBkYEDwyiChD%2BzwJMATkBx%2F6Z%2Fvj%2Bwf49AWTa7v7yAgIBvAFI3wESAptx%2FrwC3AIMAS0SAgQCHP7nFMIMCsQAAwC0%2F9sGQgbXAAsAGQAxAJgAsgkAACuxDwXpsgMCACuxFQXpsCgvsDAztB8HAB8EK7ArL7QcBwAfBCuwIzIBsDIvsADWsQwQ6bAMELEaASu8AC4AEgAAASYABCuwLhCxIQErvAAlABIAAAEmAAQrsCUQsRIBK7EGEOmxMwErsS4aERKwMDmwIRG0CQMcFSgkFzkAsRUPERKyBgASOTk5sR8oERKwLjkwMRMQACEgABEQACEgADcUEhcEABE0AgciBwYCATYzMhYzMjc2MzIVFAYjIiYjIgYHBiMitAHbAUgBDAFf%2Fib%2Bsf70%2FqfB3ccBBAFk5cPskWp9AUcXqkbfI0YUAhQTbVJM2yAnJw8CFhICTAE5Acf%2Bmf74%2FsH%2BPQFk2u7%2B8gICAbwBSN8BEgKbcf68AyP4j3kUG2qPjzVIEAAEALT%2F2wZCBnkACwAZACQALgB4ALIJAAArsQ8F6bIDAgArsRUF6bAjL7AtM7QdBwATBCuwJzIBsC8vsADWsQwQ6bAMELEaASuxIAnpsCAQsSYBK7EqCemwKhCxEgErsQYQ6bEwASuxIBoRErIJFQM5OTkAsRUPERKyBgASOTk5sR0jERKxJio5OTAxExAAISAAERAAISAANxQSFwQAETQCByIHBgIBNDYzMhYVFAYiJiA0NjIWFRQGIyK0AdsBSAEMAV%2F%2BJv6x%2FvT%2Bp8HdxwEEAWTlw%2ByRan0BmzwtKz09Vj4BVj5aOz0rLQJMATkBx%2F6Z%2Fvj%2Bwf49AWTa7v7yAgIBvAFI3wESAptx%2FrwDTi8%2BQC0rQUFaQD4vLUEAAAEAvgCqBLIEsAALAAA3CQE3CQEXCQEHCQG%2BAab%2BWlIBqAGoUv5YAaRS%2Fl7%2BWP4BrAGwVv5OAbJW%2FlD%2BVFQBrP5UAAAAAwDh%2F40GfwV5ACAALgA6AHQAshMAACuxMwXpsgMCACuxKgXpsgsCACsBsDsvsADWsSEQ6bAhELE2ASuxEBDpsTwBK7EhABESsxgbHR8kFzmwNhFACgcMAw4TFx4NJzAkFzmwEBKyCAsKOTk5ALEqMxESQAwFBwwQFQYXHR8kFjkkFzkwMRMQACEyFxY%2FATYWDwEGFxYREAAhIicmDwEGLgE%2FATYnJjcUFxY3ATYnJiMiBwYCEwYXFjcgABE0JyYH4QHZAUDLnQoPdwgtBnUOCtf%2BKf6wz6AUEJgMGxAGlRkOusBFDBcDGQwWdaDplmh7hRIWebYBBAFjUBcSAkwBNQHLZwYThwYdDIkQC7L%2B3%2F6%2B%2Fj5xDhSwDAcbBq4fDrzUsn8ZGQObFBVgn23%2Buv34EhV5AQG%2BAUa2fSMVAAIAef%2FbBm0HAgA6AEoAmwCyLAAAK7ESBemyAgIAK7EEHjMzsTgD6bIJGSQyMjIBsEsvsDHWsQ8P6bFMASuwNhq6PpnyrQAVKwoOsDIQsDPAsQ0Z%2BbAMwLo%2B6fQ9ABUrCrAVELAWwLEoGvmwJ8AAtwwNFRYnKDIzLi4uLi4uLi4BtwwNFRYnKDIzLi4uLi4uLi6wQBoBsQ8xERKxNTc5OQCxAjgRErADOTAxEzYXBCUyFgcUJyYGBwMGFRQWMzI2NxM2JiMiNz4BFwQ3NgcGJw4BBwMGBwIhIiYnLgE3Ez4BJisBIiYANjsBMhcwFRcTFgYjIicDeQYXAQABIAoRAiVoSBl0Gc227OkraBdOfQ4EBAoHAVZwFwYEF2BSGWgdP57%2Bj7LhRjkIGnEKBD9GIwgMAmoLCpcUBQJiAggIDgn8BRcXAQwMEAshBQRCdv3fdVaRrPnmAit3XhwMDwIGCAIhHQUMUob9z5pq%2Fvxka1jHYAIQN1UzFAHpDQYCBP7IBAYIASsAAAAAAgB5%2F9sGbQcEADoASwC0ALIsAAArsRIF6bICAgArsQQeMzOxOAPpsgkZJDIyMgGwTC%2BwMdaxDw%2FpsA8QsTsBK7RIEgB4BCuxTQErsDYauj6Z8q0AFSsKDrAyELAzwLENGfmwDMC6Pun0PQAVKwqwFRCwFsCxKBr5sCfAALcMDRUWJygyMy4uLi4uLi4uAbcMDRUWJygyMy4uLi4uLi4usEAaAbEPMRESsTU3OTmwOxGzAwYSLCQXOQCxAjgRErADOTAxEzYXBCUyFgcUJyYGBwMGFRQWMzI2NxM2JiMiNz4BFwQ3NgcGJw4BBwMGBwIhIiYnLgE3Ez4BJisBIiYlNjc2MzYXNhYHDgIHDgEmeQYXAQABIAoRAiVoSBl0Gc227OkraBdOfQ4EBAoHAVZwFwYEF2BSGWgdP57%2Bj7LhRjkIGnEKBD9GIwgMA0pOCAgeWiwOEgobWH0KBhALBRcXAQwMEAshBQRCdv3fdVaRrPnmAit3XhwMDwIGCAIhHQUMUob9z5pq%2Fvxka1jHYAIQN1UzFLv6LxQEBAIPECVqjQ0GAggAAgB5%2F9sGbQbpADoATACbALIsAAArsRIF6bICAgArsQQeMzOxOAPpsgkZJDIyMgGwTS%2BwMdaxDw%2FpsU4BK7A2Gro%2BmfKtABUrCg6wMhCwM8CxDRn5sAzAuj7p9D0AFSsKsBUQsBbAsSga%2BbAnwAC3DA0VFicoMjMuLi4uLi4uLgG3DA0VFicoMjMuLi4uLi4uLrBAGgGxDzERErE1Nzk5ALECOBESsAM5MDETNhcEJTIWBxQnJgYHAwYVFBYzMjY3EzYmIyI3PgEXBDc2BwYnDgEHAwYHAiEiJicuATcTPgEmKwEiJiUmNwE2MzYXMhcTFisBJyYHBXkGFwEAASAKEQIlaEgZdBnNtuzpK2gXTn0OBAQKBwFWcBcGBBdgUhloHT%2Be%2Fo%2By4UY5CBpxCgQ%2FRiMIDAI5DAwBKRAfF0MdCEYEEA2gDA7%2BzwUXFwEMDBALIQUEQnb933VWkaz55gIrd14cDA8CBggCIR0FDFKG%2Fc%2Baav78ZGtYx2ACEDdVMxSSAgwBLRAEBhz%2B5xTCDArEAAMAef%2FbBm0GeQA6AEYAUADsALIsAAArsRIF6bICAgArsQQeMzOxOAPpsgkZJDIyMrBEL7BPM7Q%2BBwATBCuwSjIBsFEvsDHWsQ8P6bAPELE7ASuxQQnpsEEQsUgBK7FNCemxUgErsDYauj6Z8q0AFSsKDrAyELAzwLENGfmwDMC6Pun0PQAVKwqwFRCwFsCxKBr5sCfAALcMDRUWJygyMy4uLi4uLi4uAbcMDRUWJygyMy4uLi4uLi4usEAaAbEPMRESsTU3OTmwOxGzAwQJLCQXObBBErIHEgY5OTmxTUgRErIZHho5OTkAsQI4ERKwAzmxPkQRErFITDk5MDETNhcEJTIWBxQnJgYHAwYVFBYzMjY3EzYmIyI3PgEXBDc2BwYnDgEHAwYHAiEiJicuATcTPgEmKwEiJiU0NjMyFhUUBiMiJiA0NjMyFhQGIyJ5BhcBAAEgChECJWhIGXQZzbbs6StoF059DgQECgcBVnAXBgQXYFIZaB0%2Fnv6PsuFGOQgacQoEP0YjCAwCQT4tKz0%2FKStAAVZAKy09PS0rBRcXAQwMEAshBQRCdv3fdVaRrPnmAit3XhwMDwIGCAIhHQUMUob9z5pq%2Fvxka1jHYAIQN1UzFP4tQEAtK0FBWkBAWkEAAAACANP%2F%2FAYZBwQAPQBOAJAAsi8AACuwLTOxMwTpsCgysgICACuyBBkbMzMzsTwD6bIIFSAyMjIBsE8vsD7WtEsSAHgEK7FQASuwNhq6PrTzLQAVKwoOsDcQsDjAsSUP%2BbAkwACzJCU3OC4uLi4BsyQlNzguLi4usEAaAbFLPhESsCg5ALEzLxESsC45sDwRsQcPOTmwAhKyAxcaOTk5MDETNjMWNxYHBicOAhcTHgE3ATY1NCcmNDYXFjcyFgcGBw4BBwEDBhY3MhcWBiMkBSY0NjM2NzY3EwEuASciJTY3NjM2FzYWBw4CBw4BJtMEEsP0FAYECEYrAh%2FRBgQWAXlQfwgOC82dCA8CBAlERTv99z8UMWoxCQ4RCP7d%2FrkIDgqBIy8ZQf7%2BJUE8GQKcTggIH1orDhMKG1h9CgYQCwUUFwoKBhMZAQYRO0b%2BIxAEFAG2XCE7BwQWGQIKCggIEgkbL0f9qv7MZEoCAgI5CAgEGR4GFyFyATQCS1Y6BM36LxQEBAIPECVqjQ0GAggAAAAAAQBg%2F%2FgEzQUxAFQAgACyUwAAK7BRM7EEBemwRzKyEgIAK7EOA%2BmwGzK0MThTEg0rsTED6bQiQVMSDSuxIgXpAbBVL7A81rEpD%2BmxVgErsDYauj7G84kAFSsKDrAJELAKwLFEGPmwQ8AAswkKQ0QuLi4uAbMJCkNELi4uLrBAGgEAsUE4ERKxKTY5OTAxNz4CFjY3PgE3EzY1NCMiNzYXMhYyNzYWBwYHDgEHBh4BMzIzMhYXFhUUDgIjIgYuAjc%2BARYzMjc2JzQmJyYjIgcDBhYzMhYHFA4EIyQHImACAgkGFAw9PBemDH8dBAYjGZ6wXBANBwIQTlAUBhQbJQwGj5pCh16ev2gCLRUgCwIEDScO3WtKAUtCPaoxD5USMGcZCAQFAgQIDgr%2B47QZGwwIBgICAgpVagNERBZeHxsFAgIEFg0OBgZMUhkWAiMxabJzrWkzAgIGEA0SBgimcY9eiRcXH%2F0YYFAMDgIRBAgCAggIAAAAAf57%2Fg4DzQWYAFAAoACyJgAAK7EwBemyMCYKK7MAMCwJK7JJAAArskICACuxFAPpsE4vsQcH6bIHTgorswAHAwkrAbBRL7Az1rEiDumyMyIKK7MAMykJK7M%2FIjMIK7EXCOmxUgErsDYauj6680sAFSsKDrAMELANwLFII%2FmwR8AAswwNR0guLi4uAbMMDUdILi4uLrBAGgGxPzMRErAUOQCxQjARErEXIjk5MDEBNDYzMhcWMzI2NzY3ExI3Njc%2BATMyFhUUBgcGBw4BFhcWFRQHBiMiJjU0NjMyFxY3MjY1NCcmJyY3Njc2NzY3NCYjIgYHBgsBAgcGBwYHIib%2BeycaJz4%2FKydOGS8gbTMtKUg7rFJkimdWNS0KCgYKtqxxdjNCIxYlNhcUTGpeHykXAgIXWjmFAVA%2BO3chOzdQOVs1TmB1TG7%2BgRsiLzVCNW3AAm8BK3x3Xk5hlW1Yni0dDAINCgRe2eyydS0nGyM6FwH2srheHxcQEBIDEi1quVBkXEd%2F%2Frz%2BM%2F62um1RYAFCAAMATP%2FnAy8FQgAlADMAQwC0ALIFAQArsiMAACuwGjO0KQcAIwQrsjYCACsBsEQvsADWsSYI6bFFASuwNhq6PrXzMgAVKwoOsB4QsCzAsQsL%2BbAHwLMICwcTK7MKCwcTK7AeELMrHiwTK7IrHiwgiiCKIwYOERI5sgoLBxESObAIOQC2BwgeKywKCy4uLi4uLi4BtgcIHissCgsuLi4uLi4usEAaAbEmABESsCM5ALEFKREStQANEyAhLiQXObA2EbBAOTAxNzQSNzY3MhcDBw4CFjc2NzY3NhcWBwYHBiMiNzY3NiYHAiMiJjcUFjMyJRM2JgcGBw4BEjY7ATIXMhQXExYGIyInA0zZppG7CgJ5BAQIBAgKGzkMDxAIBgpSFlYnQgQCEwQPDPZFM0yJJxgdAQBQBgQOfWBYa80MDJgUAgIDYgIICBAH%2FMeeAU9gVAUT%2FZwTEiUnFgIEQQ4PEBYTEFoXUnE5UBIDD%2F8AiIM%2FVfIBiwoVAg5CO%2FIDuA8HBAL%2ByQQGCAErAAAAAAMATP%2FnAy8FRAAlADMARACpALIFAQArsiMAACuwGjO0KQcAIwQrAbBFL7AA1rEmCOmxRgErsDYauj618zIAFSsKDrAeELAswLELC%2FmwB8CzCAsHEyuzCgsHEyuwHhCzKx4sEyuyKx4sIIogiiMGDhESObIKCwcREjmwCDkAtgcIHissCgsuLi4uLi4uAbYHCB4rLAoLLi4uLi4uLrBAGgGxJgARErAjOQCxBSkRErUADRMgIS4kFzkwMTc0Ejc2NzIXAwcOAhY3Njc2NzYXFgcGBwYjIjc2NzYmBwIjIiY3FBYzMiUTNiYHBgcOAQE2NzY3Nhc2FgcOAgcOASZM2aaRuwoCeQQECAQIChs5DA8QCAYKUhZWJ0IEAhMEDwz2RTNMiScYHQEAUAYEDn1gWGsBEE4ICB9YLQ4TChtYfwgGEAvHngFPYFQFE%2F2cExIlJxYCBEEODxAWExBaF1JxOVASAw%2F%2FAIiDP1XyAYsKFQIOQjvyAov6LxQBBgYCDxAlaJQIBgIIAAAAAwBM%2F%2BcDkQUhACUAMwBGAKkAsgUBACuyIwAAK7AaM7QpBwAjBCsBsEcvsADWsSYI6bFIASuwNhq6PrXzMgAVKwoOsB4QsCzAsQsL%2BbAHwLMICwcTK7MKCwcTK7AeELMrHiwTK7IrHiwgiiCKIwYOERI5sgoLBxESObAIOQC2BwgeKywKCy4uLi4uLi4BtgcIHissCgsuLi4uLi4usEAaAbEmABESsCM5ALEFKREStQANEyAhLiQXOTAxNzQSNzY3MhcDBw4CFjc2NzY3NhcWBwYHBiMiNzY3NiYHAiMiJjcUFjMyJRM2JgcGBw4BEyY3ATY3NhYzFhcTFisBJyYHBUzZppG7CgJ5BAQIBAgKGzkMDxAIBgpSFlYnQgQCEwQPDPZFM0yJJxgdAQBQBgQOfWBYa6AMDAErEB0MSAYfBkUEDgyiChH%2Bz8eeAU9gVAUT%2FZwTEiUnFgIEQQ4PEBYTEFoXUnE5UBIDD%2F8AiIM%2FVfIBiwoVAg5CO%2FICWAIMAS0SAQIEAh3%2B5xTDDArFAAAAAAMATP%2FnA6wFAgAlADMASwETALIFAQArsiMAACuwGjO0KQcAIwQrsEIvsEoztDkHAB8EK7BFL7Q2BwAfBCuwPTIBsEwvsADWsSYI6bAmELE0ASu8AEgAEgAAASYABCuwSBCxOwErvAA%2FABIAAAEmAAQrsU0BK7A2Gro%2BtfMyABUrCg6wHhCwLMCxCwv5sAfAswgLBxMrswoLBxMrsB4QsyseLBMrsiseLCCKIIojBg4REjmyCgsHERI5sAg5ALYHCB4rLAoLLi4uLi4uLgG2BwgeKywKCy4uLi4uLi6wQBoBsSYAERKwIzmwNBGwKTmwSBKwSjmwOxG0FRshNkIkFzkAsQUpERK1AA0TICEuJBc5sTkjERKwSDmxNkURErE7Pzk5MDE3NBI3NjcyFwMHDgIWNzY3Njc2FxYHBgcGIyI3Njc2JgcCIyImNxQWMzIlEzYmBwYHDgETNjMyFjMyNzYzMhUUBiMiJiMiBgcGIyJM2aaRuwoCeQQECAQIChs5DA8QCAYKUhZWJ0IEAhMEDwz2RTNMiScYHQEAUAYEDn1gWGtMF6lG3yNGFAIVEm1RTNshJycOAhcSx54BT2BUBRP9nBMSJScWAgRBDg8QFhMQWhdScTlQEgMP%2FwCIgz9V8gGLChUCDkI78gKP%2BI95FBtqj481SBAAAAQATP%2FnA1oEuAAvAD8ASQBSARcAsi0AACuwHDO0MwcAJQQrsDsvtAUHACUEK7BIL7BRM7RDBwATBCuwTDIBsFMvsADWsTAL6bAwELFBASuxRgnpsEYQsUsBK7A5MrFPCemzCk9LCCuxHg3psB4vsQoN6bFUASuwNhq6Pqry%2BwAVKwoEsDkuDrAgwLEHC%2FmwCMCwIBCzISA5EyuzIiA5EyuzIyA5EyuzNyA5EyuyISA5IIogiiMGDhESObAiObAjObA3OQC3BwggNzkhIiMuLi4uLi4uLgG2BwggNyEiIy4uLi4uLi6wQBoBsUEwERKwMzmxSwARErEcJDk5sU8KERKzExhMUiQXOQCxMy0RErAYObA7EbUAFxEnKSokFzmxQ0gRErFLTzk5MDE3NBI3NjcyFwMGBxQ3Mjc2NzYXFgcOBiMiNzQ3PgI3JzY1IxcjBwIHIiY3FBYzMjc2NzYTJiMGBw4BEjQ2MzIWFAYjIiQ0NjIWFRQGIkzXpo28CgN5EgERGTsQCAoNEhIEJRspIichDEQEDAIHBAIGBAkDAwL8TTNKhScaEnxSPRRCAgiBZFprXj4tKz8%2FKy0BFkBaPT1ax54BTWBSBBL9nlgVGwFDEA0UFhkIBCkdLR8cEXEMUAofFQYCAgICAv7uAYiDQlhvSj1cAUgGDEQ98AKiWj8%2FWkBCWj8%2FLS9AAAAABABM%2F%2BcDLwVCACUAMwA9AEYBAwCyBQEAK7IjAAArsBoztCkHACMEK7I3AgArsUUH6bQ8QQU3DSuxPAfpAbBHL7AA1rEmCOmwJhCxNQErtD4KABQEK7A%2BELFDASu0OhIAOQQrsUgBK7A2Gro%2BtfMyABUrCg6wHhCwLMCxCwv5sAfAswgLBxMrswoLBxMrsB4QsyseLBMrsiseLCCKIIojBg4REjmyCgsHERI5sAg5ALYHCB4rLAoLLi4uLi4uLgG2BwgeKywKCy4uLi4uLi6wQBoBsSYAERKwIzmwNRGwKTmxQz4RErUaDBshNzwkFzmwOhGxEBE5OQCxBSkRErUADRMgIS4kFzmxRUERErM0OTo1JBc5MDE3NBI3NjcyFwMHDgIWNzY3Njc2FxYHBgcGIyI3Njc2JgcCIyImNxQWMzIlEzYmBwYHDgESNDYzMhYUBiMiJxQWMjY0JiIGTNmmkbsKAnkEBAgECAobOQwPEAgGClIWVidCBAITBA8M9kUzTIknGB0BAFAGBA59YFhrz3VPUnFxUlAoRWdHR2dFx54BT2BUBRP9nBMSJScWAgRBDg8QFhMQWhdScTlQEgMP%2FwCIgz9V8gGLChUCDkI78gKspHd1qHPHM0hIZkpIAAAAAwBM%2F%2BMExwNmAC4APABKAI8AsiIAACuxGgfpsisAACu0MgcAJQQrsEkvsQMD6bALMgGwSy%2BwANaxLwjpsC8QsSUBK7A0MrEXDemwFxCxRwErsQ4L6bFMASuxJS8RErErMjk5sBcRsDY5sEcStQMLExwiPiQXObAOEbIeHyA5OTkAsUkyERJADQYACQ4XHCAlBygmNz8kFzmwAxGwBTkwMTc0ACEyDwEGNjc2MzIWFRQGBwYHBgcGFRQWMzI3MhcWBwYjIiY1NAcGBwYjIicmNxQWMzI3EzYmBwYHDgElBhY3Njc2Nz4BNCYjIkwBugEVHQsOAgoIdXVMYm1giYESBQxUP0ygDggGBN%2BFUnEYaDSHKxsaVokrHz%2FoVAQGE3dUansCGQQSDCUhYkIpMzMpqtH%2BAZUgQhACCGpTQkZ7Kz0jAhY%2FNFZtaQgMDZyWaBkXYitxGUTGUmDpAaAQDwISMj%2FoQBIJBAwNIy8dXlo3AAABACj%2BewKJA28APABuALIWAQArtCAHACkEK7IgFgorswAgHAkrsjAAACu0JwcAKQQrsg0AACuwPC%2B0BAMAPAQrAbA9L7AH1rQ5CgAUBCuxPgErsTkHERKyJy83OTk5ALEwBBESsQc5OTmwJxGwEDmwIBKyEiotOTk5MDESJjc0NxY2NTQnJj8BNiYnLgE1NBI2MzIWFRQGIyInJiMiBw4CFjMyNzYXFgcGByMGDwEGFjMeARUUBicpAgQMZm9YCgYpBgQIP0pw4IExPSMaIUInEEQ5FyojMUZgaAwZEAaWlRAECAYGDgojO5eW%2Fn0GCggBBEdAQgkKDVQKFQIQd1Z7ATP0LSUhKyUUkTueyYd%2FFx0SD64OAgsKCg8GRTJQeAQAAAAAAwBO%2F%2BcCywVCAB8ALwA%2BAEMAsgMBACuxKgXpsh0AACu0FAcALQQrsjICACsBsD8vsADWsREN6bFAASsAsSoUERK0BgARFyIkFzmxMgMRErA7OTAxEzQAMzIWFRQHBgcOAQcGBwYVFBY3Njc2FxYHDgEjIiYTBhY3Njc2NzYmBwYHBgcGEjY7ATIXFBcTFgYjIicDTgEfslBctDdnH1QKFAEKWkhajxIJDBBYv0dYe7QCEhFxT3MIBDMvbTcvAhcoCgqXFAUEYAIGCBAG%2FgEO6QF8UEaWWx8fChcCCBAxPFxrAwJwEBYZEkxQqgFUDAYGGyc7by8%2FAgRiWAYzAvsNBwIE%2FskEBggBKwAAAAMATv%2FnAssFRAAfAC8AQAA2ALIDAQArsSoF6bIdAAArtBQHAC0EKwGwQS%2BwANaxEQ3psUIBKwCxKhQRErQGABEXIiQXOTAxEzQAMzIWFRQHBgcOAQcGBwYVFBY3Njc2FxYHDgEjIiYTBhY3Njc2NzYmBwYHBgcGEz4CNzY3Nhc2FgcGBw4BJk4BH7JQXLQ3Zx9UChQBClpIWo8SCQwQWL9HWHu0AhIRcU9zCAQzL203LwIXkAgpIwQIHVotDhAKO74GEQoBDukBfFBGllsfHwoXAggQMTxcawMCcBAWGRJMUKoBVAwGBhsnO28vPwIEYlgGMwHMGYdzFhQBBAQCDxBS1wYCCAAAAAMATv%2FnAx0FIQAfADIAQgA2ALIDAQArsT0F6bIdAAArtBQHAC0EKwGwQy%2BwANaxEQ3psUQBKwCxPRQRErQGABEXNSQXOTAxEzQAMzIWFRQHBgcOAQcGBwYVFBY3Njc2FxYHDgEjIiYTJjcBNjc2FjMWFxMWKwEnJgcFAwYWNzY3Njc2JgcGBwYHBk4BH7JQXLQ3Zx9UChQBClpIWo8SCQwQWL9HWHuyDAwBKxAdDEgGHwZGBA8MogoQ%2Fs8XAhIRcU9zCAQzL203LwIXAQ7pAXxQRpZbHx8KFwIIEDE8XGsDAnAQFhkSTFCqA0ICDAEtEgECBAId%2FucUwwwKxf4SDAYGGyc7by8%2FAgRiWAYzAAAABABO%2F%2BcDCgSyAB8AKQA5AEMAiACyAwEAK7E0BemyHQAAK7QUBwAtBCuwKC%2BwQjO0IwcAFAQrsD0yAbBEL7AA1rERDemwERCxIAErsSUR6bAlELE7ASuxQBHpsUUBK7EgERESsA05sCURsR0rOTmwOxKwAzmwQBG0FhkwMgYkFzkAsTQUERK0BgARFywkFzmxIygRErE7Pzk5MDETNAAzMhYVFAcGBw4BBwYHBhUUFjc2NzYXFgcOASMiJhM0NjIWFRQGIiYTBhY3Njc2NzYmBwYHBgcGADQ2MzIWFAYjIk4BH7JQXLQ3Zx9UChQBClpIWo8SCQwQWL9HWHuuO1I8PFI7BgISEXFPcwgEMy9tNy8CFwEuOyspOTkpKwEO6QF8UEaWWx8fChcCCBAxPFxrAwJwEBYZEkxQqgO5Kzs7Kyk%2BPv3EDAYGGyc7by8%2FAgRiWAYzAedWOztWPgAAAgBr%2F%2BMBygVCACEAMQCwALITAAArtAgHACMEK7IkAgArtAQcEyQNK7QEBwAeBCsBsDIvsALWtA4JAAwEK7EzASuwNhq6PsPzeAAVKwoOsBUQsBnAsQYL%2BbAFwLAVELMWFRkTK7MYFRkTK7IWFRkgiiCKIwYOERI5sBg5ALUFBhUWGBkuLi4uLi4BtQUGFRYYGS4uLi4uLrBAGgGxDgIRErUMExofIiwkFzkAsRwIERKxDCE5ObEkBBESsC45MDESJjc2FgcDBhcyNjc2HgEHBgcGIyI3EzQ%2BAiYjIg4BBwYCNjsBMh8BFBUTFgYjIicDbQMFuocddgwUEFoZBhcKBjlIWC1UIGkGBAIEBg4pMAwKCAoKmBQEAmMCBgkQCPwCexYHzwF9%2FbE%2FAWIhCAgSCkpCUqACEwISEhcMKTkICALIDQcCAgL%2ByQQGCAErAAAAAgBr%2F%2BMCVAVEACEAMACeALITAAArtAgHACMEK7AcL7QEBwAeBCsBsDEvsALWtCsJAAkEK7EyASuwNhq6PsPzeAAVKwoOsBUQsBnAsQYL%2BbAFwLAVELMWFRkTK7MYFRkTK7IWFRkgiiCKIwYOERI5sBg5ALUFBhUWGBkuLi4uLi4BtQUGFRYYGS4uLi4uLrBAGgGxKwIRErQOGh8wKCQXOQCxHAgRErEMITk5MDESJjc2FgcDBhcyNjc2HgEHBgcGIyI3EzQ%2BAiYjIg4BBwYTNjc2NzYXNhYHBgcOASZtAwW6hx12DBQQWhkGFwoGOUhYLVQgaQYEAgQGDikwDAq8TggIH1orEBEKO78GEAsCexYHzwF9%2FbE%2FAWIhCAgSCkpCUqACEwISEhcMKTkICAGZ%2BDEUAQQEBBEQUtcGAggAAAACAFD%2F4wJtBSEAEgA0AKAAsiYAACu0GwcAIwQrsC8vtBcHAB4EKwGwNS%2BwANawAjK0CwkACAQrsTYBK7A2Gro%2Bw%2FN4ABUrCg6wKBCwLMCxGQv5sBjAsCgQsykoLBMrsysoLBMrsikoLCCKIIojBg4REjmwKzkAtRgZKCkrLC4uLi4uLgG1GBkoKSssLi4uLi4usEAaAbELABESsw4UIS0kFzkAsS8bERKxHzQ5OTAxEyY3ATY3NhYzFhcTFisBJyYHBRImNzYWBwMGFzI2NzYeAQcGBwYjIjcTND4CJiMiDgEHBlAMDAErEB0MSAYfBkYEDwyiChD%2BzgUDBbqHHXYMFBBaGQYXCgY5SFgtVCBpBgQCBAYOKTAMCgPTAgwBLRIBAgQCHf7nFMMMCsX%2BqBYHzwF9%2FbE%2FAWIhCAgSCkpCUqACEwISEhcMKTkICAAAAAADAGv%2F4wKaBLgAIQAtADcAzwCyEwAAK7QIBwAjBCuwHC%2B0BAcAHgQrsCsvsDYztCUHABMEK7AxMgGwOC%2BwItawADKxKAnpsCgQsS8BK7E0CemxOQErsDYauj7D83gAFSsKDrAVELAZwLEGC%2FmwBcCwFRCzFhUZEyuzGBUZEyuyFhUZIIogiiMGDhESObAYOQC1BQYVFhgZLi4uLi4uAbUFBhUWGBkuLi4uLi6wQBoBsSgiERKyExofOTk5sC8RsQsMOTmwNBKwDjkAsRwIERKxDCE5ObElKxESsS8zOTkwMRImNzYWBwMGFzI2NzYeAQcGBwYjIjcTND4CJiMiDgEHBgM0NjMyFhUUBiMiJiA0NjMyFhQGIyJtAwW6hx12DBQQWhkGFwoGOUhYLVQgaQYEAgQGDikwDAoOPS0rPkApLT0BVj8tKz4%2BKy0CexYHzwF9%2FbE%2FAWIhCAgSCkpCUqACEwISEhcMKTkICAHdLT8%2FLStAQFo%2FP1pAAAAAAAIAXv%2FlA2IFSAAzAD8AxACyMQAAK7E3B%2BmwPS%2BxBAfpAbBAL7AA1rE0DemwNBCxOgErsAkysS4O6bFBASuwNhq6E8PDIAAVKwoOsBYQsCbAsQ8n%2BbApwLMODykTK7AWELMXFiYTK7MlFiYTK7IXFiYgiiCKIwYOERI5sCU5sg4PKRESOQC2Dg8WFyUmKS4uLi4uLi4Btg4PFhclJikuLi4uLi4usEAaAbE6NBEStgYEFBgdHjEkFzmwLhGyByMrOTk5ALE9NxESsAA5sAQRsAc5MDETECU2MzIXFjY1JicuAQ8BBiYvAjQ%2FATYnLgEnJj8BNhcWFxY%2FATYfAQcGFxYSCgEjIiY3FBYzMhI1NCYjIgJeARt%2FWBkWBgoKIwQWBr8ICgICBQ2yGQ0ZLD4QBAgMGXFWDB2DFAQGixkPSgxl96RSc5BPPGigXD5gmQExASO%2BVgwCFQhxUQYLAj4CBgIEDwoINQwZKy0tCBUOEAcvbxQGKwgTGC8GGYH%2Be%2F6X%2Fv7DkXGPASHBZpH%2B4AAAAAACAGT%2F5wPPBOMASQBtAQMAshEBACuwBDO0LgcAJQQrsj0AACuwKTOwXi%2B0UAcAJAQrsl5QCiuzQF5sCSuwYi%2B0TAcAJQQrskxiCiuzQExVCSsBsG4vsErWsWgS6bFvASuwNhq6Pqjy8wAVKwoOsD8QsEDAsTob%2BbAGwLo98e%2FlABUrCrArELAswLEWCPmwFcCwOhCzCDoGEyuzODoGEyuzOToGEyuyOToGIIogiiMGDhESObA4ObAIOQBACwYIFRYrLDg5P0A6Li4uLi4uLi4uLi4BQAsGCBUWKyw4OT9AOi4uLi4uLi4uLi4usEAaAQCxUD0RErYKGR0kSGBkJBc5sGIRsFw5sEwSsk5ZWzk5OTAxEyY3EhcWBwYHBhY3PgQzMhUUBwMGFxY3Njc2Fx4BHAEOAgcOASMiNxM2IyIOBwcDDgErASI3EzQHIgcOAQcGJhMSMzIXFjMyNjc2MzIXFhUGFQ4BIyInJiMiBxQPAgYHBgciZAwMwUUzFCUaBAgSCGlGaGAnWBB7FxMQTjMbEwoEBgYCCwJImTFeJ4UZLg4nMS88LTchKwQ%2FBBEYOi8OhAcEBApKDgQRnkLAUGZGLSUzHwIWDAMCAheJWlRgTCc7NAICAgQCChMQAkYZEAEEBAJnw3gOARcKjVdyPH87Qv4nUAQGVjshFAoGCAsECgQOAmR2oAIVYhktM0g7TC07Bv7IGwwpApIbAQIGXhQEAgGNAQpUOz1UCAYGCgQGb31SP3AEAgkICAYKBAAAAAADAE7%2F5wL%2BBUIAEAAcACwAYACyBQEAK7QaBwAtBCuyDwAAK7EUB%2BmyHwIAKwGwLS%2BwAdaxEQ3psBEQsRcBK7EICOmxLgErsRcRERKyDx0lOTk5sAgRsScpOTkAsRoUERKyAAEIOTk5sR8FERKwKTkwMTYQNjc2NzIWFRQHDgEHBiMiExQWMzISNTQmIyICEjY7ATIfARYVExYGIyInA06ThYNSSHtxL5VKSCtGGVI3ZqNdQWCUkAwMmBIEAgJjAggJEAb8ugEH%2BVpaAcN7w5M9dx8hAU5mkgEgum2Q%2FuADPw8HAgIC%2FskEBggBKwAAAAADAE7%2F5wL%2BBUQAEAAcACsAUQCyBQEAK7QaBwAtBCuyDwAAK7EUB%2BkBsCwvsAHWsREN6bARELEXASuxCAjpsS0BK7EXERESsg8rIDk5ObAIEbAlOQCxGhQRErIAAQg5OTkwMTYQNjc2NzIWFRQHDgEHBiMiExQWMzISNTQmIyICEzY3Njc2FzYWBwYHDgEmTpOFg1JIe3EvlUpIK0YZUjdmo11BYJT8TggIH1YvDhMKMcsEEQq6AQf5WloBw3vDkz13HyEBTmaSASC6bZD%2B4AIS%2Bi8UAQQEAg8QRuMGAggAAAMATv%2FnAzsFIQAQABwALwBTALIFAQArtBoHAC0EK7IPAAArsRQH6QGwMC%2BwAdaxEQ3psBEQsRcBK7EICOmxMQErsRcRERKyDx4vOTk5sAgRsSUmOTkAsRoUERKyAAEIOTk5MDE2EDY3NjcyFhUUBw4BBwYjIhMUFjMyEjU0JiMiAhMmNwE2NzYWMxYXExYrAScmBwVOk4WDUkh7cS%2BVSkgrRhlSN2ajXUFglEAMDAErEB0MSAYfBkUEDgyiChH%2Bz7oBB%2FlaWgHDe8OTPXcfIQFOZpIBILptkP7gAd8CDAEtEgECBAId%2FucUwwwKxQAAAAMATv%2FnA3sFAgAQABwANACkALIFAQArtBoHAC0EK7IPAAArsRQH6bArL7AzM7QiBwAfBCuwLi%2B0HwcAHwQrsCYyAbA1L7AB1rERDemwERCxHQErvAAxABIAAAEmAAQrsDEQsRcBK7EICOmwCBCxJAErvAAoABIAAAEmAAQrsTYBK7ExHRESsQ8zOTmwFxGzFBofLiQXObAIErEiKzk5ALEaFBESsgABCDk5ObEiKxESsDE5MDE2EDY3NjcyFhUUBw4BBwYjIhMUFjMyEjU0JiMiAhM2MzIWMzI3NjMyFRQGIyImIyIGBwYjIk6ThYNSSHtxL5VKSCtGGVI3ZqNdQWCUERepRt8jRhQCFBNtUkzaIScnDgIXEroBB%2FlaWgHDe8OTPXcfIQFOZpIBILptkP7gAhb4j3kUG2qPjzVIEAAABABO%2F%2BcDUAS4ABAAHAAmADAAfQCyBQEAK7QaBwAtBCuyDwAAK7EUB%2BmwJS%2BwLzO0IAcAEwQrsCoyAbAxL7AB1rERDemwERCxHQErsSIJ6bAiELEXASuwJzKxCAjpsS0J6bEyASuxHRERErAPObEIFxESsSovOTkAsRoUERKyAAEIOTk5sSAlERKxKCw5OTAxNhA2NzY3MhYVFAcOAQcGIyITFBYzMhI1NCYjIgITNDYyFhUUBiImIDQ2MzIWFAYjIk6ThYNSSHtxL5VKSCtGGVI3ZqNdQWCURj1WQEBWPQFWPystPj4tK7oBB%2FlaWgHDe8OTPXcfIQFOZpIBILptkP7gAlYtPz8tK0BAWj8%2FWkAAAAAAAwCPALYE4QSmAAMADAAWAD8AsAwvtAcHABsEK7AAL7QBBwAkBCuwFC%2B0EAcAGwQrAbAXL7AN1rAEMrESDumwCTKxGAErsRINERKwFDkAMDETNSEVADQ2MzIWFAYiAzQ2MhYUBiMiJo8EUv2FLSMhKytBMDI9LS0fIy8CcXR0%2FnJCLS1CLQOoHykrQi8xAAAAAwA9%2F%2BMDLQNmACgANgBCAH8AsiAAACuxOQfpsiUAACuwNC%2B0CgcALgQrAbBDL7AF1rEpDemwKRCxPAErsRkI6bFEASuxKQURErMBAiIkJBc5sDwRsyAKMUIkFzmwGRK0DhUMFxYkFzkAsTkgERKzKAAiJCQXObA0EbYBFRgFLSM%2FJBc5sAoSsg0PFDk5OTAxPwE2JyY1NDc%2BATMyFxY%2FATYfARYPAQYXFgcUBw4BBwYjIicmDwEGJyYTFBceATY3ATYnJiMiAhMWFzISNTQnJgcBBj08DgofokjCQDlACBYxCgsGCgw1FAofAW4vlkpIKD8yDhEzEAgQvAICCAgKAUoQCi1OXpUcK0JmoAQGG%2F66Eg5IEB1UXM%2BoTm5LDBY7CgoIDg8%2FFBdEYsORPXcfIUoQEjsQDhIBNyEOEggGDAGDFRJi%2FuT%2BrGQBAR%2B4IxcfIf6BFAAAAAACAIH%2F5wOgBUIAPABMAHwAsgUBACuwFDOyMQAAK7AmM7QLBwAdBCuyPwIAKwGwTS%2BxTgErsDYauj7H84sAFSsKDrAzELA0wLEIG%2FmwB8AAswcIMzQuLi4uAbMHCDM0Li4uLrBAGgEAsQsxERKxGig5ObAFEUAKEhgZHyAjKiwvPCQXObA%2FErBJOTAxEiY3PgEzMgcDDgEWNjc2Ejc2NzYzFjcyBwMGNzY3Njc2FxYHDgEjIjU0NzYjIgcOASMiNxM2IyIOAgcGEjY7ATIXMhQXExYGIyInA4MEBCmqLUQhZAYFCCcjStMdEhsGJxskKQqBDCQOFTcVCg8KBE6mIStCBgYIEXvpQlwvXAgIDCMaIwQK%2FAoKlxcCAgJgAgYIEAb%2BAloXCD20kf4IISglCh9EATdcN6YhAgI0%2FW07GgoXOxsQFA8OYpZAhfgUFsH6%2FAHPJR8iMAQMAt8NBwQC%2FskEBggBKwAAAAACAIH%2F5wOgBUQAPABNAHEAsgUBACuwFDOyMQAAK7AmM7QLBwAdBCsBsE4vsU8BK7A2Gro%2Bx%2FOLABUrCg6wMxCwNMCxCBv5sAfAALMHCDM0Li4uLgGzBwgzNC4uLi6wQBoBALELMRESsRooOTmwBRFAChIYGR8gIyosLzwkFzkwMRImNz4BMzIHAw4BFjY3NhI3Njc2MxY3MgcDBjc2NzY3NhcWBw4BIyI1NDc2IyIHDgEjIjcTNiMiDgIHBgE%2BAjc2NzYXNhYHBgcOASaDBAQpqi1EIWQGBQgnI0rTHRIbBicbJCkKgQwkDhU3FQoPCgROpiErQgYGCBF76UJcL1wICAwjGiMECgGNCCkjBAgdWi0OEAo7vgYRCgJaFwg9tJH%2BCCEoJQofRAE3XDemIQICNP1tOxoKFzsbEBQPDmKWQIX4FBbB%2BvwBzyUfIjAEDAGwGYdzFhQBBAQCDxBS1wYCCAAAAAIAgf%2FnA6AFIQA8AE8AcQCyBQEAK7AUM7IxAAArsCYztAsHAB0EKwGwUC%2BxUQErsDYauj7H84sAFSsKDrAzELA0wLEIG%2FmwB8AAswcIMzQuLi4uAbMHCDM0Li4uLrBAGgEAsQsxERKxGig5ObAFEUAKEhgZHyAjKiwvPCQXOTAxEiY3PgEzMgcDDgEWNjc2Ejc2NzYzFjcyBwMGNzY3Njc2FxYHDgEjIjU0NzYjIgcOASMiNxM2IyIOAgcGEyY3ATY3NhYzFhcTFisBJyYHBYMEBCmqLUQhZAYFCCcjStMdEhsGJxskKQqBDCQOFTcVCg8KBE6mIStCBgYIEXvpQlwvXAgIDCMaIwQKvAwMASsQHQxIBh8GRgQPDKIKEP7PAloXCD20kf4IISglCh9EATdcN6YhAgI0%2FW07GgoXOxsQFA8OYpZAhfgUFsH6%2FAHPJR8iMAQMAX0CDAEtEgECBAId%2FucUwwwKxQAAAAADAIH%2F5wOgBLgAPABHAFAAvACyBQEAK7AUM7IxAAArsCYztAsHAB0EK7BGL7BPM7RABwATBCuwSjIBsFEvsD3WsUMJ6bBDELFJASuxTQnpsVIBK7A2Gro%2Bx%2FOLABUrCg6wMxCwNMCxCBv5sAfAALMHCDM0Li4uLgGzBwgzNC4uLi6wQBoBsUM9ERKxBS85ObBJEbMmKy4oJBc5sE0SshIgGjk5OQCxCzERErEaKDk5sAURQAoSGBkfICMqLC88JBc5sUBGERKxSU05OTAxEiY3PgEzMgcDDgEWNjc2Ejc2NzYzFjcyBwMGNzY3Njc2FxYHDgEjIjU0NzYjIgcOASMiNxM2IyIOAgcGEzQ2MzIWFRQGIiYgNDYyFhUUBiKDBAQpqi1EIWQGBQgnI0rTHRIbBicbJCkKgQwkDhU3FQoPCgROpiErQgYGCBF76UJcL1wICAwjGiMECtk7LSs%2BPlY9AVQ%2FWjw8WgJaFwg9tJH%2BCCEoJQofRAE3XDemIQICNP1tOxoKFzsbEBQPDmKWQIX4FBbB%2BvwBzyUfIjAEDAH0Lz0%2FLStAQFo%2FPS8tQAAAAAAC%2F9b9ywOHBUQAPwBQAHcAshcBACuwJzO0DAcAIwQrsD0vsD8zsTYD6bACMgGwUS%2BwCdaxGgrpsBoQsSQBK7EqD%2BmxUgErsRoJERKzCjY6PSQXObAkEbQZLi9QQyQXObAqErEfSDk5ALE2PRESsD45sAwRtBIaHCIuJBc5sBcSsSQqOTkwMQI2Mz4BNzY3Njc2AiMiBw4BBwYnJjc2NzISBwYWNjcAJyYnJjU0NjMyFhUUBwYHBgcGAgcGFjM6AR4BBwYnJgcBNjc2NzYXNhYHDgIHDgEmLQYXXC0YcS89BQ41OCNDBhkGDBAMCZZQWkIPAgYLCgEODgIPDDMjJzFIIZFzJCN9ISEXVggKDwQCCBXL2wIlTggIH1orDhMKG1h%2FCAYRCv3NMQQSMuOBqjfJAaReCCMJEBcSEN0B%2Fd%2B9FwkMEAHHdwgfGQslNj4xSIU51aZQTv7PSkImBAwJGwEKCAY5%2Bi8UAQQEAg8QJWiUCAYCCAAC%2F3X%2BCgNxBZoAPgBMAN8AsigAACuxQwXpsDwvsDozsQIE6bA1MrBJL7QhBwAkBCsBsE0vsEbWsSUI6bFOASuwNhq6PsnzmAAVKwoOsAUQsAfAsTAL%2BbAZwLMaMBkTK7MsMBkTK7MtMBkTK7MuMBkTK7MvMBkTK7M%2FMBkTK7NMMBkTK7IvMBkgiiCKIwYOERI5sC45sC05sCw5sD85sEw5sBo5AEALBQcZGiwtP0wuLzAuLi4uLi4uLi4uLgFACwUHGRosLT9MLi8wLi4uLi4uLi4uLi6wQBoBALECPBESsDs5sUlDERKxHyU5OTAxAzY3PgE3NgE2JyIOAw8BBicmNz4BMzIHAwY3Mjc%2BATMyHgEVFAAjIicmDwEOAhQeAhcyBw4BJyYHBiYBBhcWNzISNTQmIyIGB4sKI05NEQIBJQwQCBsbGhMICBcQEhpQoiU5IX0GEAQHRMI9L0Yb%2FsrAKScfCCUEDgQQITUnGwcEEBT8vQoOAboKGC04f8gxJSOpXf4pFwIERVgOBb09AQ8UGxQLCBkREiFihr%2F9jx8BCFa6g4Ut4f6VCQopwRBKFDENFggDGBINAggIAhECbjkRHwEBPctYcbWHAAAAA%2F%2FW%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%2Fd%2B9FwkMEAHHdwgfGQslNj4xSIU51aZQTv7PSkImBAwJGwEKCAZ9Kzs7Kyk%2BPlY7O1Y%2BAAAAAgC%2B%2F%2FQIbQU1AFsAbADtALJVAAArsFkzsT8F6bBfMrI%2FVQors0A%2FSQkrsgUCACuxaQTpsBYytBwxWQUNK7EcBekBsG0vsADWsVwQ6bBcELEiASuxJBLpsCQQsRIBK7QPEgDPBCuxbgErsDYauj638z0AFSsKDrBkELBlwLE1KPmwGcCzGjUZEyuzNDUZEyuyNDUZIIogiiMGDhESObAaOQC1GRo0NWRlLi4uLi4uAbUZGjQ1ZGUuLi4uLi6wQBoBsSJcERK2BRsrLUFXWSQXObESJBESsUdLOTkAsT9VERKwPTmwMRGyAClcOTk5sWkcERKzDhAjJCQXOTAxEzQANzYzMh8BITYHDgIHBiInNTQmIyEiBwMGFzoCMzY3NhcOAgcGJic2NTQmIyEOAQcDBhYUHgQyMzIzMj4BNzY3NjcyFgcGBw4DJiMhIgcGIyAANxQSMzI3PgE3EzY1NCMgBwa%2BAS7rlsQ9H64DHRkEBBUdAgYbBmR5%2FtMtEmkCJxmZgSmcKxAdBhsjBgQpAgJSe%2F7bCBYCUggIGA0kFSsbFgwXXF6KPVYzBBcGDAIMVAYMDwYSBfzLDHNvIv7p%2FrC97c9qTTE1GYsK%2Bv7purwCSPYBjz8pAgYBFylncA0GBhlvXB%2F9%2FBABBIgMDC%2BKnxsKAgoGDFg%2BAhcI%2FmcXIxwVDggHAgYpKzlRBAYGBinNDhUGAgIEBAFF6un%2B9SkbbHsCuC8jlt3dAAAAAwBE%2F%2BEEvANkACwANwBCAIUAsioAACuwIjO0LwcALgQrsBoysEAvsQoD6bAEMrAKELE1B%2BkBsEMvsADWsS0I6bAtELEyASuxGArpsBgQsT0BK7ENCumxRAErsTItERKxJCo5ObE9GBEStQYSChoiOCQXObANEbEcHzk5ALE1LxESQA4GAAgNBxIcHSQlJxM5PSQXOTAxExAlNhcyFxY3NjMyFhUUBwYHBiIOAQcGBxQzMjc2FxYHBiMiJyYHBgcGIyImNxAzMhI1NCYjIgIEFjc%2BATU0JiMiA0QBGm1SdTMGFnmwUmC0jZwIBAoEAgQBnmSQDAgICsOZfzkOFTc%2BcUdMbouZWJJMN2ScAgQKE6ayPC22UAEZAT3FSgGsGR2oU0aBWkYpAggRDh810W8MEhcKmJwlGTkpSLu6%2FuUBLLpqif76TREELZBWLzv%2BpAAAAwDT%2F%2FwGGQZ5AD0ASQBTAMYAsi8AACuwLTOxMwTpsCgysgICACuyBBkbMzMzsTwD6bIIFSAyMjKwRy%2BwUjO0QQcAEwQrsE0yAbBUL7A%2B1rFECemwRBCxSwErsVAJ6bFVASuwNhq6PrTzLQAVKwoOsDcQsDjAsSUP%2BbAkwACzJCU3OC4uLi4BsyQlNzguLi4usEAaAbFEPhESsAU5sEsRsigtKzk5ObBQErIVGRY5OTkAsTMvERKwLjmwPBGxBw85ObACErIDFxo5OTmxQUcRErFLTzk5MDETNjMWNxYHBicOAhcTHgE3ATY1NCcmNDYXFjcyFgcGBw4BBwEDBhY3MhcWBiMkBSY0NjM2NzY3EwEuASciATQ2MzIWFRQGIyImIDQ2MzIWFAYjItMEEsP0FAYECEYrAh%2FRBgQWAXlQfwgOC82dCA8CBAlERTv99z8UMWoxCQ4RCP7d%2FrkIDgqBIy8ZQf7%2BJUE8GQHmPi0rPT8pK0ABVkAtKz09Ky0FFBcKCgYTGQEGETtG%2FiMQBBQBtlwhOwcEFhkCCgoICBIJGy9H%2Far%2BzGRKAgICOQgIBBkeBhchcgE0AktWOgQBEC1AQC0rQUFaQEBaQQAAAAEAyQPTAuUFIQASADYAsAAvsA0ztAUHAA0EKwGwEy%2BwANawAjK0CwkACAQrsRQBK7ELABESsA45ALEFABESsBA5MDETJjcBNjc2FjMWFxMWKwEnJgcFyQwMASsQHQxIBh8GRQQODKIKEf7PA9MCDAEtEgECBAId%2FucUwwwKxQAAAQCwA%2BwDOwUCABcAagCwDi%2BwFjO0BQcAHwQrsBEvtAIHAB8EK7AJMgGwGC%2BwANa8ABQAEgAAASYABCuwFBCxBwErvAALABIAAAEmAAQrsRkBK7EUABESsBY5sAcRsQIOOTkAsQUOERKwFDmxAhERErEHCzk5MDETNjMyFjMyNzYzMhUUBiMiJiMiBgcGIyKwF6pG3yJGFAIVEmxSTNshJycOAhYSBAr4j3kUG2qPjzVIEAAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF%2FCAQICAgIEwGsCgkIBAQJCBL%2BVgF5CiMMHRcBAgIMDCUfFwUAAAAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF%2FCAQICAgIEwGsCgkIBAQJCBL%2BVgF5CiMMHRcBAgIMDCUfFwUAAAAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF%2FCAQICAgIEwGsCgkIBAQJCBL%2BVgF5CiMMHRcBAgIMDCUfFwUAAAAAAQB5AX0EfwHsAAwAHQCwCy%2B0AwcAJQQrtAMHACUEKwGwDS%2BxDgErADAxEzc0NyEyFhUHBiMhInkGGQPKDBEGAh%2F8NRkBmD0SBRMIQhIAAAABALQBdwX8AecAEAAnALAOL7QFBwAlBCu0BQcAJQQrAbARL7ESASsAsQUOERKxAws5OTAxEzQ2NTQXIRYXFgYVBichBia0BiME%2FhsECAwMEfr8DBcBkQwbCScBCAoEOwkZAwIOAAAAAAEBiwMlAtcFQgATADIAsgMCACu0EQcACAQrAbAUL7AA1rEKCOmyCgAKK7MACg4JK7EVASsAsQMRERKwBzkwMQE0Njc2FxYHDgEVFBcWFRQGIyImAYuejRkIBhRiUxsfLyUvQAO4c89IBhcSBkJmOisrLyspOVQAAAEBAQMKAk4FJwATADAAsBIvtAwHAAgEKwGwFC%2BwBdaxDwjpsgUPCiuzAAUJCSuxFQErALEMEhESsAI5MDEANjc%2BATU0JyY1NDYzMhYVFAYHBgEAAgpkUxsfLyUvQqCLDgMSGwhCZjorKC8uKTdPQnHTSAgAAQCL%2FpMB1QDFABMAMACwES%2B0DAcACAQrAbAUL7AF1rEPCOmyBQ8KK7MABQkJK7EVASsAsQwRERKwAjkwMRI2Nz4BNTQnJjU0NjMyFhUUBQYniQQGZFMdITEnMz7%2B1QYX%2FqAcBURoOykvMystOlZE6a8EDwACAaoDJQSKBUIAEwAwAFgAsgMCACuwFzO0EQcACAQrsC4yAbAxL7AA1rEKCOmyCgAKK7MACg4JK7AKELEUASuxJwvpsicUCiuzACcrCSuxMgErsRQKERKxAwY5OQCxAxERErAcOTAxATQ2NzYXFgcOARUUFxYVFAYjIiYlNDY3NhcWBgcOCRUUFxYVFAYjIiYBqp6LDwoMEWJSGx8wJDE%2BAZybjBAKBAIGBCkMJQ4dDBMIBhwfMSMxPQO4c89IAwoXC0JmOisrMycpOVQ%2Fc9FGChcIEgIEHwgdDh0QHRccDycvMycpOVQAAgFLAyUEJwVCABIAJQBYALIMAgArsB8ztBIHAAgEK7AlMgGwJi%2BwBdaxDwvpsgUPCiuzAAUJCSuwDxCxGAErsSIL6bIYIgorswAYHAkrsScBK7EYDxESsBQ5ALEMEhESsQIVOTkwMQAmNz4BNTQnJjU0NjMyFhUUBgcEJjc%2BATU0JyY1NDYzMhYVFAYHAVQSEGJSGh8vJTE7nYoBhRYZYlIbHzAkLzyaiwMdJwpCZjsnKzMpKzhUQnPPRQotBkJmOyspMSkrOFRCcc5IAAAAAAIAU%2F6TA0IAxQAUACkAWACwES%2BwJzO0CwcACAQrsCEyAbAqL7AF1rEOCOmyBQ4KK7MABQkJK7AOELEaASuxJAjpshokCiuzABoeCSuxKwErsRoOERKxFRY5OQCxCxERErEUFTk5MDESNjc%2BATU0JyY0NjMyFhUUBgcGJjcFJjc%2BATU0JyY1NDYzMhYVFAYHBiZSAgZkUhwhMScxPp6PBhMCAaQKEGRSHB8xJTFAoJAEFP6qFANEaDspLzFaOlZEd9VMAgsKBhQNRGg7KS8zKy06WEJ31UwCCwAAAAABAOkBjwLwA54ACgAuALAIL7QDBwAIBCu0AwcACAQrAbALL7AA1rQFCQAIBCu0BQkACAQrsQwBKwAwMRM0NjIWFRQGIyIm6ZjVmphsapkCmG2ZmW1vmpoAAwEA%2F%2BMHJwDFAAkAFAAgAFAAshIAACuxCB4zM7QNBwATBCuxAhgyMrISAAArtAMHABMEKwGwIS%2BwCtaxDxDpsA8QsRUBK7EbEOmxIgErsQ8KERKwEjmxGxURErAeOQAwMT4CMhYVFAYjIiU%2BATMyFRQGIyImJT4BMzIWFRQGIyIm%2Bgw5Ti07LS8CkQY6KVY8LTUlArYEPiknLzsuLy0lYj44KzdIczE%2BbzU%2BSisxPDgrNUpIAAAAAAH%2BnP3NBcEGBgCrAdYAsm8AACu0ZwcAJwQrshIAACuwqS%2BwhTOxCwfpsJEysKAvsRl3MzOxOQfpsFkysR4E6bAwL7BQM7QnBwAuBCuwSDIBsKwvsa0BK7A2Gro%2B%2BfSTABUrCg6wERCwIMCxoyr5sDXAuj8Q9RYAFSsKsJYQsEHAsYAq%2BbBVwLo%2FHfViABUrCrBxELB1wLFiCPmwYcAFsBEQsxIRIBMruj8Q9RkAFSsLsxMRIBMrsxURIBMrsKMQszajNRMrsIAQs1aAVRMrsHEQs3JxdRMrs3NxdRMrs3RxdRMrsIAQs32AVRMrs36AVRMrs3%2BAVRMrsJYQs5iWQRMrs5qWQRMrsKMQs6KjNRMrshMRICCKIIojBg4REjmwFTmyoqM1ERI5sDY5spiWQRESObCaObJ%2BgFUREjmwfzmwfTmwVjmycnF1ERI5sHM5sHQ5AEAZExUgNTZBVVZhYnF1fX6WmJqioxFyc3R%2FgC4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4BQBoTFSA1NkFVVmFicXV9fpaYmqKjERJyc3R%2FgC4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4usEAaAQCxbwsRErEDiTk5saBnERKxam05ObEwORESsSxMOTkwMQE%2BAhcyHgIXFjMyNjc2Nz4BNzYTNiYHJwYmNTY3Njc2NzY3PgEzMhcWBwYnLgEjIgYHBg8BBhYzOgIzMjc2NzY3Njc%2BATMyFgcGJy4BByIGBwYPAQYWFxY3Mjc2NzYVAxQGFRQzMjc2HgEHBiMiNz4CNzYjJgciBwYHAw4DBwYjIiY3NhcyHgIXFjMyNjc2NzY3NhM2JiMmKwEGBwMCBwYHBiMiJv6cBB4bGQoWDRYEKyUrWBkbFggfCBleAgwRVgYIBBBgHTMRO0w3qkpvIx0sGygfYCsfShIxKR0CIxIUc4MHGgofCBAjN003nkk9awIGXh1WLR1HFTMpGwQTDlJUTCkdMTF9AhIrYwgWDwKYc2YaDCoeDwwvlkEUDwIMWhkbR2tLZGc%2FZQgMSgoXDhkEJyUtWBgbHxsKEmAEGhdCOY9GCFY3N0h5ZGdCYv5CHRwEAg4NGAQnQTE3ZyWmJ38CLRAbAgYCCgwZCggT8CymX0JPUkImFwQCcSUfUPOmEBcECjN5Y6RgRk1ML2AUCGcCJx9S8ZwSIQIEBAYCDggQ%2FRkEEQQUfQoGGw7DmE7dtlpCBAIKAhn%2BDot77aA3SkooRAgODRYEJ0ExNY6NQFwCNxctBAgv%2Fhr%2Bx4O0WEpKAAAC%2Fpr9zQX4Bg4AmgCqAeAAslcAACu0TwcAIgQrshAAACuwmC%2BwbDOxCgfpsHoysI0vsRdfMzO0NgcALQQrsJ4ysRsE6bAtL7QkBwAtBCsBsKsvsawBK7A2Gro%2BNfD1ABUrCg6wDhCwEcCxkx75sJHAuj759JMAFSsKsQ4RCLAREA6wHcCxkhv5sDLAuj568h4AFSsKsIMQsD3AsWQL%2BbCqwLo%2FEfUeABUrCrBbELClwLFNK%2FmwTMCwDhCzDw4REysFsxAOERMruj8V9TAAFSsLsBEQsxMRHRMrsJIQszOSMhMrsFsQs1xbpRMrsJIQs4%2BSMhMrs5CSMhMrsZORCLORkjITK7GSMgiwkxCzkpOREyu6PvD0YwAVKwuwZBCzm2SqEyuwWxCzpFulEyuyDw4RIIogiiMGDhESObITER0REjmykJIyERI5sI85sDM5sptkqhESObJcW6UREjmwpDkAQBcOERMdMjM9TE1bXGSDj5CbpKWqD5GSky4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uAUAYDhETHTIzPUxNW1xkg4%2BQm6Slqg8QkZKTLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4usEAaAQCxVwoRErEDcjk5sY1PERKzFlJmhSQXObA2EbAVObEtGxESsCk5MDEBPgIXMhYfARYzMj4BNz4BNzYTNiYHJwY1Jjc2NzY3Njc%2BATMyFxYHBicuASMiBgcGDwEGFjM6AjsBMjc2NzY3PgIXFjc2NzYyFwMGMzI3Nh4BBwYjIicmNxM2JicmBiMGBwMOAwcGIyImNz4CFzIeAhcWMzI2NzY3Njc2EzYnJisBIgYqASMGBwMOBAcGIyImAQYWMzoCMzI3Ey4BBwYH%2FpoGHhsZDBkSEicnK1gxFwgfCBleAgwPVg4CFl4fJx07TDeqSm8lHSwbKh9iKR9IFDEpHQIjEhRGTghETAobIDlMLYiZRBcQDCUMGQTwCBkrXAgfDAaackgGBBBgBgoSTLoJIQZUFCFDb0pkZkJkCAQhGhkKFw4ZBCclK1gYGRYZFhleBhghAhkXR0o9DDgIVhQRNzVhPWRnQmQFJQQKCxRxYiMtBlQ3skQxKf5CHRwEAhATEidBX24lpid%2FAi0QGwIGBBIdDAgRy1OqWURPUkIoGQYCcSUfUPOmEBUtiWKsWTdSFikKCAQZDhD6kTVzCgobDMVOLVgCCgwwAgIECCX%2BEn2R36Q3SkorHRwEAgwNGAQnPzEvb3l5fQIvIwYCAgQt%2FhpzU9VzjS1KSgVsDiUpAbxiJVxQ8wAAAAABAA7%2F2wRCBOcARADZALI6AAArsj8AACuxMQPpsEMvsC0zsQMH6bAnMrAHL7AkM7EMB%2BmwHjKwGy%2BxEATpshsQCiuzQBsXCSsBsEUvsELWsAQysS4R6bAlMrIuQgors0AuKgkrskIuCiuzQEIACSuzQEIJCSuwLhCwHiDWEbENEOmwDS%2BxHhDpsh4NCiuzQB4hCSuwLhCxNAErtDgSAHQEK7A4ELEZASu0FRIAdAQrsUYBK7EeDRESsC85sDQRtA8bMTo%2FJBc5sDgSshA1OTk5OQCxQzoRErE1PDk5sRsMERKwEzkwMRM0NjsBNDcjIjU0NjsBNgAgFxYHBgcGByI1ECMiBgchMhUUBiMhBgchMhUUBiMhFhIzMjY3NhcyBwYHJiMiBiMiJgMjIg4ZEHcOYh0ZEGkzAUABdIEUCRAgAhoZ1YnHKQGcHRkQ%2FmIKAgGHHRkQ%2FoUCanForjQIFh0GGSISNBS9TqbPDIUdAeESKEJVFxInvgEnVA4pRKkMASMBK%2BvDFhIoSk0XEie6%2Fv%2BIhRkBHFzBCCnwAQAAAgASAi0H4QV%2FAD4AmQE1ALI6AgArsBMzsQYH6bIIUFsyMjKySAIAK7BjM7I6Bgors0A6PQkrsQ%2BAMjKyVAIAK7JZAgArsCkvsnGFlDMzM7EvBOm0HkFqeo8kFzIBsJovsAHWsT0S6bA9ELEzASuxGxDpshszCiuzQBsjCSuyMxsKK7NAMywJK7AbELEQASuxDRLpsA0QsUQBK7SMCgAUBCuyjEQKK7NAjJIJK7JEjAors0BEPwkrsEsysIwQsX0BK7FnEOmyZ30KK7NAZ2AJK7BuMrJ9Zwors0B9dQkrsZsBK7EzPRESsQYpOTmwGxGxByg5ObAQErEIJzk5sA0RsQkLOTmwRBKxUJc5ObCMEbFRljk5sH0Ss1JZcpUkFzkAsS8pERKyP3WDOTk5sDoRtjFVVliCiYokFzmxBkgRErAHOTAxEiY%2FAT4BMwQlNhYfARYGKwEuASMqAg4CFREUFhc7ARYXFRQjBiMmByImPQE0NzM%2BATURNC4CBiMiBgcjATQ3PgE1ETQmJy4BNTQ1NDYzFjc2FxMWNjcTNjsBMh4BFRQGBw4BFREUFhcWFxYVFAYjIQYmNTQ%2BATIzPgE1ETQnIgcBBisBIicBJgcRFBY7ATIVFCsBJgcGJhUFBBECDhkBOwFnHxICEAQEFhsOUGAGGwgRBgQfNw4EBAEDBByBxR0KCA03GwcQCh8GXE4QHwNFGTsfHDwSCQkOpGYQCfgIGgfpDBnnEAsMCBY1HRo6GQECDBL%2BoR0OBgUUBDkdCAQE%2Fu8KDhUICv7wDgMfNx8SGhWPbRsIBJ4KIZcUCwgIAg4dkxITVD0ECBMM%2Fd9MLQYCGhEGBAQECBUQCAIIKksCJw4TBgICPVT9rhQEAi1OAeJULQICCBAGAhAHBgQCEv35DgoNAf4SAgwPFAYCAjBP%2Fh5QKQYCBgISEAsCChUMCgQGMEcBrhIBCv2nEhUCSQ4i%2FmxUKxodBgYCCAAAAAEAAAAAA3EDcQADADUAsgEBACu0AAcABwQrsgEBACu0AAcABwQrAbAEL7AA1rQDCQAHBCu0AwkABwQrsQUBKwAwMTERIREDcQNx%2FI8AAAAAAf7P%2Fc0D5wYAAHAA6gCyWQAAK7RRBwArBCuwbi%2BxDgfpsGEvsBozsT8H6bEgA%2BmwNy%2BxKQfpAbBxL7FyASuwNhq6Pvr0mgAVKwoOsBUQsCLAsWcL%2BbA8wLo%2FEPUVABUrCrBbELBdwLFPC%2FmwTsCwFRCzFxUiEyuwZxCzPWc8EyuzZmc8EyuyFxUiIIogiiMGDhESObJmZzwREjmwPTkAQAsVFyI8PU5PW11mZy4uLi4uLi4uLi4uAUALFRciPD1OT1tdZmcuLi4uLi4uLi4uLrBAGgEAsVkOERKwAzmxYVERErJUV2U5OTmxNz8RErIuNEw5OTkwMQE%2BAhYXHgczMjY3Njc2NzYTNiYrAQYmNzY3Njc2NzY3PgEzMhcWBwYnLgQnJgciBgcGDwEGMxY3MjYyNz4BNzI%2BAhYVAwYzMjc2HgEHBiMiNzYTNiMmByIOAgcDDgMHBiMiJv7PBh0aLR8CEAcOCg8OEAgtWxgSHQQtGWICCgZoCAUCBA9iHx0mO003rEpvIhsrGSkKExQKFwIvKR9LFS8tIwQUYl0XNR4NDjERBBAKCwaBBhYtZwgUDgSWdGAZH0kGEo%2BGBgoCBgJbFCFFbUxkZ0Jh%2Fj0dGwQEHwIQBw4GCAQEQzElexLefQJNBhECEgsSBggTrnCqW0JPUD8nFwQCCRAKGwIzAiUfSvvBFAQEAgICDAIEAgIEBP0XNYMIBBkMwZS4AaonBAQEBBEC%2Ffp%2Fj%2BGiN0pHAAAC%2FqL9zQP6Bg8AUQBfASsAsjwAACu0NAcAKgQrsE8vsQ8H6bBEL7AdM7FVB%2BmxIgPpAbBgL7FhASuwNhq6Pub0LwAVKwoOsBUQsCTAsUoc%2BbBfwLo%2FD%2FURABUrCrBAELBawLEyC%2FmwMcCwFRCzFhUkEyuzFxUkEyuzGRUkEyuwQBCzQUBaEyuwShCzR0pfEyuzSEpfEyuzSUpfEyuzUkpfEyuwQBCzWUBaEyuyFhUkIIogiiMGDhESObAXObAZObJJSl8REjmwSDmwRzmwUjmyQUBaERI5sFk5AEARFxkkMTJAQUdIUllaXxUWSUouLi4uLi4uLi4uLi4uLi4uLgFAERcZJDEyQEFHSFJZWl8VFklKLi4uLi4uLi4uLi4uLi4uLi6wQBoBALE8DxESsAM5sURPERKwNzkwMQE%2BAhcWFx4HMzI2NzY3PgE3NhM2LgErASI3Njc2NzY3Njc%2BAhc2NzYWFwMGMzI3Nh4BBwYjIicmNxM0IyEiBhUDDgMHBiMiJgEGFjMWNzI3Ey4BBwYH%2FqIGHRwXFB8CEAcOCg4PEAgtWxgXGggfCBtgAgQMCGkSBAQVOU4nHDdQMZCkQxI2DBMC9gYZJ2wGGQwGmHJECAQSaRX%2B1woSWxkcRW1MZGdCYQMUAgoPiaAUBlo5uEQxLf49HRsEAgIfAhAHDgYIBARDMSt1I6IriQI%2FAg0KFhcCBhnLU6ZfO1IQMwYjDgIM%2BnUxhQYKFwrDTCVeAjEbDg%2F9%2FoeB6aA3SkcFVggUBAQUAdVmKF9K%2BwAAAAAB%2Fpz9zQXBBgYAqwHWALJvAAArtGcHACcEK7ISAAArsKkvsIUzsQsH6bCRMrCgL7EZdzMzsTkH6bBZMrEeBOmwMC%2BwUDO0JwcALgQrsEgyAbCsL7GtASuwNhq6Pvn0kwAVKwoOsBEQsCDAsaMq%2BbA1wLo%2FEPUWABUrCrCWELBBwLGAKvmwVcC6Px31YgAVKwqwcRCwdcCxYgj5sGHABbARELMSESATK7o%2FEPUZABUrC7MTESATK7MVESATK7CjELM2ozUTK7CAELNWgFUTK7BxELNycXUTK7NzcXUTK7N0cXUTK7CAELN9gFUTK7N%2BgFUTK7N%2FgFUTK7CWELOYlkETK7OalkETK7CjELOiozUTK7ITESAgiiCKIwYOERI5sBU5sqKjNRESObA2ObKYlkEREjmwmjmyfoBVERI5sH85sH05sFY5snJxdRESObBzObB0OQBAGRMVIDU2QVVWYWJxdX1%2BlpiaoqMRcnN0f4AuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uAUAaExUgNTZBVVZhYnF1fX6WmJqioxEScnN0f4AuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLrBAGgEAsW8LERKxA4k5ObGgZxESsWptOTmxMDkRErEsTDk5MDEBPgIXMh4CFxYzMjY3Njc%2BATc2EzYmBycGJjU2NzY3Njc2Nz4BMzIXFgcGJy4BIyIGBwYPAQYWMzoCMzI3Njc2NzY3PgEzMhYHBicuAQciBgcGDwEGFhcWNzI3Njc2FQMUBhUUMzI3Nh4BBwYjIjc%2BAjc2IyYHIgcGBwMOAwcGIyImNzYXMh4CFxYzMjY3Njc2NzYTNiYjJisBBgcDAgcGBwYjIib%2BnAQeGxkKFg0WBCslK1gZGxYIHwgZXgIMEVYGCAQQYB0zETtMN6pKbyMdLBsoH2ArH0oSMSkdAiMSFHODBxoKHwgQIzdNN55JPWsCBl4dVi0dRxUzKRsEEw5SVEwpHTExfQISK2MIFg8CmHNmGgwqHg8ML5ZBFA8CDFoZG0drS2RnP2UIDEoKFw4ZBCclLVgYGx8bChJgBBoXQjmPRghWNzdIeWRnQmL%2BQh0cBAIODRgEJ0ExN2clpid%2FAi0QGwIGAgoMGQoIE%2FAspl9CT1JCJhcEAnElH1DzphAXBAozeWOkYEZNTC9gFAhnAicfUvGcEiECBAQGAg4IEP0ZBBEEFH0KBhsOw5hO3bZaQgQCCgIZ%2Fg6Le%2B2gN0pKKEQIDg0WBCdBMTWOjUBcAjcXLQQIL%2F4a%2FseDtFhKSgAAAv6a%2Fc0F%2BAYOAJoAqgHgALJXAAArtE8HACIEK7IQAAArsJgvsGwzsQoH6bB6MrCNL7EXXzMztDYHAC0EK7CeMrEbBOmwLS%2B0JAcALQQrAbCrL7GsASuwNhq6PjXw9QAVKwoOsA4QsBHAsZMe%2BbCRwLo%2B%2BfSTABUrCrEOEQiwERAOsB3AsZIb%2BbAywLo%2BevIeABUrCrCDELA9wLFkC%2FmwqsC6PxH1HgAVKwqwWxCwpcCxTSv5sEzAsA4Qsw8OERMrBbMQDhETK7o%2FFfUwABUrC7ARELMTER0TK7CSELMzkjITK7BbELNcW6UTK7CSELOPkjITK7OQkjITK7GTkQizkZIyEyuxkjIIsJMQs5KTkRMruj7w9GMAFSsLsGQQs5tkqhMrsFsQs6RbpRMrsg8OESCKIIojBg4REjmyExEdERI5spCSMhESObCPObAzObKbZKoREjmyXFulERI5sKQ5AEAXDhETHTIzPUxNW1xkg4%2BQm6Slqg%2BRkpMuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLgFAGA4REx0yMz1MTVtcZIOPkJukpaoPEJGSky4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLrBAGgEAsVcKERKxA3I5ObGNTxESsxZSZoUkFzmwNhGwFTmxLRsRErApOTAxAT4CFzIWHwEWMzI%2BATc%2BATc2EzYmBycGNSY3Njc2NzY3PgEzMhcWBwYnLgEjIgYHBg8BBhYzOgI7ATI3Njc2Nz4CFxY3Njc2MhcDBjMyNzYeAQcGIyInJjcTNiYnJgYjBgcDDgMHBiMiJjc%2BAhcyHgIXFjMyNjc2NzY3NhM2JyYrASIGKgEjBgcDDgQHBiMiJgEGFjM6AjMyNxMuAQcGB%2F6aBh4bGQwZEhInJytYMRcIHwgZXgIMD1YOAhZeHycdO0w3qkpvJR0sGyofYikfSBQxKR0CIxIURk4IREwKGyA5TC2ImUQXEAwlDBkE8AgZK1wIHwwGmnJIBgQQYAYKEky6CSEGVBQhQ29KZGZCZAgEIRoZChcOGQQnJStYGBkWGRYZXgYYIQIZF0dKPQw4CFYUETc1YT1kZ0JkBSUECgsUcWIjLQZUN7JEMSn%2BQh0cBAIQExInQV9uJaYnfwItEBsCBgQSHQwIEctTqllET1JCKBkGAnElH1DzphAVLYlirFk3UhYpCggEGQ4Q%2BpE1cwoKGwzFTi1YAgoMMAICBAgl%2FhJ9kd%2BkN0pKKx0cBAIMDRgEJz8xL295eX0CLyMGAgIELf4ac1PVc40tSkoFbA4lKQG8YiVcUPMAAAAAAQAAAAEAQaZp3ZRfDzz1AB8IAAAAAADPRCyfAAAAAM9ELJ%2F%2Be%2F20CG0HHQACAAgAAgAAAAAAAAABAAAHHf2MAAAIZP57%2FrYIbQABAAAAAAAAAAAAAAAAAAAA6QLsAEQIAAAAAqkAAAIIAAACYACyA2QBWAVwAFoDxgCNBdkA4QXCALwByAFCAnIAzQJJ%2F64EdADFBW4AjQIOAG4CpwB7AfMAngLK%2F%2FIDdAB7AwoAkwNPAEUDav%2F%2BA5UAgwN0ABcDtACwA0UAZgO0AHUD8wBMAmAA5wJgAGoFbgCPBW4AjwVuAI8DOQDBB3YAzQWL%2F6kFKwAiBbIAOwZYAAEFSwAEBGQAEAX5AH0GL%2F%2FhAtkALAK0%2FpYFrgARBNIAHwcQ%2F%2FMGTwAXBo0AtASD%2F9gGYgB%2FBP3%2F%2FwQiAB4FCgCRBesAeAUcAG4HIgBdBaH%2F5gUcANIFfv%2F%2FAnQAeQHIAJgCdP%2BsA3gAbwQS%2F%2B4CtgFdA1MATANRAIECZgBIA5kAZALpAE4CQ%2F6SAy%2F%2FVgOnAGUCCgBtAfX%2B1wOsAG0CDACCBWQAXgPAAF4DLwBOA4%2F%2FeANoAGoClQBJAo8AHAJBAHkD5QCAAz8ATgThAD8ECAAzA37%2F1QPnACMDOQCBBCYB1wM5AGcEaAC8AggAAAJgAHsCNQBWBe8AYgVuAMsEEgAnBCYB1wPl%2F7ACtgDhBi8AxwIeAM0DkQDDBW4AjQKnAHsGLwCgArYAwQM5AQwFbgCNAosAqgKLALoCtgGYA6X%2F7gJgAQ4CtgBQAosBJwIeAOUDkQC%2BBrIBJwayAScGsgC6AzkAagWL%2F6oFi%2F%2BqBYv%2FqgWL%2F6oFi%2F%2BqBYv%2Fqge4%2F8sFsgA7BUsABAVLAAQFSwAEBUsABALZAC8C2QAvAtkALwLZAC8GLwA%2FBk8AGQaNALQGjQC0Bo0AtAaNALQGjQC0BXAAvgZyAOEF6wB5BesAeQXrAHkF6wB5BRwA0wSVAGADkf57A1MATANTAEwDUwBMA1MATANTAEwDUwBMBKkATAJmACgC6QBOAukATgLpAE4C6QBOAgoAawIKAGsCCgBQAgoAawNkAF4DwABkAy8ATgMvAE4DLwBOAy8ATgMvAE4FcACPAzkAPQPlAIED5QCBA%2BUAgQPlAIEDfv%2FWA5H%2FdQN%2B%2F9YIZAC%2BBKUARAUcANMCtgDJArYAsAOOAAAHHQAAA44AAAcdAAACXwAAAccAAAEvAAABLwAAAOMAAAFsAAAAZQAAAqcAewKnAHsCpwB7BO8AeQaTALQCYAGLAi8BAQJgAIsEEgGqBBIBSwQSAFMC4QDpCCIBAAFsAAAF1%2F6cBeX%2BmgHHAAADtAAOB%2FcAEgNwAAAECP7PA%2BX%2BogXX%2FpwF5f6aAAAALAAsACwALACCAMwBuAPMBEwFYAWWBcAF%2BAboBywHZgeeB9AH9ghICLIJJgmiCjAKvgs8C6AMJAyWDOANLg1CDWYNeg4ADtgPkhB6EOYRdBJ0E3wUKhVUFdgWRBcoF7gYuhl%2BGdoaeBsAG%2B4ckB1KHhQeqB%2BAID4g6iFqIbYh5CIwIkYidiKqI2IkMCSQJWQl6ibaJ6YoqileKhorAitWLJ4tkC3kLu4vtDBkMOgxgDI2Muw0JjTUNYA2UDbKNug3WjewN7A3%2BDjaOZI6FjuQO7g8ZjyqPWY%2BAj4gPkw%2BcD96P7I%2F%2FEBQQMBBPkF2QdpCAkJGQrpDCEMoRDBFIkZARrhHYEgaSMhJpkp%2BS1JMok1STmRPhlCiUcxSVlLqU35UNFUWVhRWhlcGV35YHlisWM5ZbFowWwJbyly8XYRePl8GX8xgkGFYYlRjWmRKZQJllGYaZp5nJmfUaHxpHGnEaoJrSmxqbOJtUm3Kbmpu9G88b%2BhwnHFOcgRy3HOWdHx1VHZodxB39ng2eJB4kHiQeJB4kHiQeJB4kHiQeJB4kHiQeLR42Hj8eSR5WHmUec56CHp8euR7Unt%2Be9p72n28f6J%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%2B6gBmAAAAAAAAAAAAAAAAAAAAAAAAAAAA6QAAAQIBAwADAAQABQAGAAcACAAJAAoACwAMAA0ADgAPABAAEQASABMAFAAVABYAFwAYABkAGgAbABwAHQAeAB8AIAAhACIAIwAkACUAJgAnACgAKQAq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EHAwYrASI3PgI3NgcmBwYHAw4GIwY1NDY1EzYmKwEiLgElFB8BNhcWNxM2JiMmByIHFAc%2FAglBog4JAkEavSMnAgIECQIEO39tDAJMCjkpKRcIQgIMBy%2F%2BLRACNQ8GBh0aLycXBkQCGRtPHTECAg4GPo8KDQIEOx5QZSsKIwsMBiMjal4ODwgCAkQKODs7DgQTHg0EF82JEgREAggNChQNHAZKBkICBg2LFxYTAa8KDH3PHQQ9AhEMuI0ZAgQBoA4xMwUOATMGFR4MGx8IJwQEBAoBYzEMDAQZKf7BCBECBAITAQI%2FHRQZAgQCLTEC%2FsAEAgQCAi8QRCEECAYbAv7qCgECAgQKKzsjEwIEBA4EEP7AP14bUYM6GwEICAIa%2FrwOFQwIBAICBDcGFwQBPQgGBBuYBAIDBgYCFQEhDAoEBAQCDgAABQA%2F%2FyUDgwVEAGcAbwCAAI4AmwDzALJWAAArsXUE6bJWdQors0BWTgkrsF0yskgAACuyYgAAK7ImAgArsBszsiYCACuzNU4bCCsBsJwvsBPWsWgQ6bBoELEAC%2BmwAC%2BwaBCxDQErshhgbDIyMrRwEAANBCuyHVmBMjIysHAQsVIBK7IjdogyMjK0SRAADQQrsi09kTIyMrJJUgors0BJMgkrsEkQsZgBK7FECemxnQErsQ0TERKxA2U5ObBwEbFdXjk5sFISsFw5sEkRsJs5sJgStC86QUeaJBc5ALF1VhESsGU5sDURQAwACRADQERqdn6Gm5MkFzmwJhK2Fh89aG6MjSQXOTAxNzQ2MzIeARcWFzQ3NREmJyYnJic0Njc2PQE2NxYXFRc2FzI9ATY3MzIeAgYVFBceARUUBiMiLgMnIicRFBceAhUUBgcGFRQXFCsBLgE%2FATQHBicmBhUUFxYHIyY3PQE0JyYnJhMUFzY1NycGGwEUMx4BNzURNCMuASc0BwYRFB8BFhc2NRE0JyYHFRMWFxEUNzI3NjU0JyY%2FPCcpLycEBhICAgR7IjkBc2AKCDYfDAInKwYEJxsQEgUCBA5eeTUnFCEfDxwGAgIEUmRclX0EAishEBUCAg4UKgYGBAQhOR8GDn0zQs8nCAICL5oCCAhCBgYMLg4IBAYEBEgEBDcfwgIBBAQETlgG3yc%2BMHAIDhMCBAQB1QQEXDBKYl6VJQQTXBsEBh1CEgQEFD4ZChMjGiUCFAUfZj0nOA0cFSsIBP62FwMzTpZUc7IpAg5WNycCHRB1EAQCBAIKDFYZIwwKIxtyDgUrNUYDRzcpBAyWGCX98P5MEgIFBxABgxIIHgoGBgQBJhAGBgUvCAUBThcBDAYG%2FToEA%2F70FwECNWZSQAIAAAAABQBM%2F3UFLwUZAAkAFQAgACsANgB6ALApL7EvA%2BmwNC%2BxJATpsAcvsQ0E6bATL7EDBOkBsDcvsADWsQoQ6bAKELEQASuxBRDpsAUQsSEBK7EsEOmwLBCxMgErsSYQ6bE4ASuxEAoRErICAwc5OTmxMiwRErQjJCkbNCQXOQCxNC8RErAhObETDRESsAA5MDETNDYgFgIGIyImNxQWMzI2NTQmIyIGEwE2HwEWBwEGJyYBNDYgFgcOASMiJjcUFjMyNjU2IyIGTLQBAroEtIF9uqJRREZSVEpCTQgDEiEnGCUS%2FPIUOEoB6rQBAroCArSBfbqhUkRGUQGeP1EDoIeyrP7ysrCHZGloZ2Rlafu2BUgnEgsMMfrAKQ0SAVSHsq6Fh7Kwh2JpaWTLaAAAAwBI%2F9kGFATyAFsAagB1AJYAslkAACuwTDO0XwYAGAQrslkAACuxRAbpsCEvsDEzsSkE6bB0L7ELA%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%2FBgnnAdm2aHtOQRMI14cCCkiFAlxtXwYGP3FESwAAAQBIAucBNwVkABgALwCwDS%2B0AgYABwQrAbAZL7AA1rEFB%2BmxGgErsQUAERKwFjkAsQINERKxCRQ5OTAxEzQXMhYVFAcOAQcOASciLgY1AyZIdDtACgojCgIdHQgOCAYFAgICLRcExaABTUAlNznoORclAgUCBgQKCA8EAQqRAAABAI%2F%2BNwJ9BZ4AFgATAAGwFy%2BwANaxCwnpsRgBKwAwMRM0Ejc2FgcOAQcGFRQSFxYXFgcGJyYCj9WzLVIbPYAoSlJgN0gXUB8jqMsB7PwB78clWStG5WzJ88H%2B0a5mVTUnDiPBAekAAAEAEP47AfwFpgAXABMAAbAYL7AS1rEICemxGQErADAxEjY3NhYXFhIVEAIHBiY3Njc2NTQCJyYnDwMXGTUSrMfRtCleIo1bSlJjPTEFRzwTEgQTw%2F4b%2Bf8A%2FgzBIUY6ovXJ9r4BL7BxNwAAAAEAmAHRA8EFYABqAMwAsk4BACuwYjOxLwbpsBwysgUBACuyJQIAK7BHL7BoM7RCBgAXBCu0DRNOJQ0rsDMztA0GABUEK7A5MgGway%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%2BXCEUApg5GxIMFwGNJwYbHSP%2BZwQLBBgfOxsbBBAK%2FmAnEwIZHwGwChcAAQCF%2FvoBiQCoABUAOACwEy%2B0AwYAEwQrAbAWL7AA1rALMrEGD%2BmxBg%2FpsRcBK7EGABESsQ4ROTkAsQMTERKxAAY5OTAxNzQ2MzIWFRQHBi8BJjY3Njc2JiMGJoVIMz9KsjMODwQQCWoGAgQCNU41MUJcSrJSFxMODCEEPUYCDQxBAAAAAQBSAZ4DMwIjAA4AFwCwDS%2BxBAbpsQQG6QGwDy%2BxEAErADAxEzU0NjMhMhYPAQYHBCUiUikSAnUUHwIECCH%2By%2F6qHQG%2BOhcUGxA1IQQEBAABAIH%2F5wFvALoACgAvALIJAAArtAMGABQEK7IJAAArtAMGABQEKwGwCy%2BwANaxBgfpsQYH6bEMASsAMDE3NDYzMhYVFAYiJoFENTNCQmZGUDE5OS8tPjwAAQBH%2F9UDrQVvABEAABYmNzYANz4BFx4BBwEOAiInWCETcwG%2BcxdbKR0OEv1gDhsSQg4lKSPbA2LbKwkNBDUd%2BvYbFAICAAAAAgA7%2F9sDsAUfAAcAGQBIALIHAAArsQ0D6bAWL7EDA%2BkBsBovsAHWsQgL6bAIELERASuxBQvpsRsBK7ERCBESswMGBwIkFzkAsRYNERKzAAQFASQXOTAxEhASIBIQAiADFBceATI2NzY1NCcuASMiBwY7%2FAF9%2FPz%2BgyMjF2SHZxIlJRRlQ5EuIwFoAikBjv5y%2Fdf%2BcwKi25hgXmxSnNfToGBevosAAAAAAQCo%2F%2FgDIQUfADAAOACyGAAAK7AaM7EQBemwIjIBsDEvsCfWsQ4L6bEyASuxDicRErEGGTk5ALEQGBESshYZHDk5OTAxEzQ3Njc2NzY3MzIWFxMVFBczMh4BFxUGJyYFBicmNz4CMzI2MzY1EyYHJgcGBwYnqBI7ijUlEicfJRQFAjdMEhUCBAE7ov7qKRAEAgQKGxoKJQ8xAgIEAgROXB8bA8sZECl%2FMSkhCBcl%2B%2FIXRgEXEBcMOQQKCAYgHRMSEg0CAlQDIxkBAgQ1LQ4cAAEAQv%2F4A5wFHwA%2FAIwAsj0AACu0KAYAFgQrsig9CiuzQCg0CSuwEC%2B0GwYAFwQrshAbCiuzQBAVCSsBsEAvsBjWtBMQAA0EK7ATELENASuxHgzpsB4QsDcg1hG0MRAADQQrsDEvtDcQAA0EK7FBASuxExgRErAVObANEbQEGyUnKyQXOQCxKD0RErAAObAQEbIEHjc5OTkwMTcmNzY3Pgc1NCYjIgYHBiMiJjc%2BATMyFhUUDgEHDgIHBhcyMzYWMzY3Njc2NzMyFhQHBgcGIyEiJkIEFmKaDFgdShwzExJgWlaTIwwwHRACG%2BmqqMEvKSs3hsAlDBgCBB%2FRH3EWKQ4GHSsODQINFAw2%2FVYlGhslHnGiDFgfUi1SP1YraHt6aSchELba16Y3dT43SI28JwwFAgICDRROHQYVDBJpgTcMAAAAAAEASv%2FbA6AFHwA6AFEAsjgAACuxDgXpsCIvtCwGABgEKwGwOy%2BwEdaxNQzpsB8g1hGxLgvpsTwBK7ERHxESsiwwMTk5ObAuEbEyMzk5ALEiDhEStAADJi41JBc5MDE3NDYzMh4FFx4BMzI2NTQmIyIHBiYnJjc2NzYnNCYjIgYHBicmNz4BMhYVFAcGFx4BFRQAIyImSjsnChcYDxoLHAI5QCdeg1ZFOyYQMQ4bJWI%2BUgFYQTt7KxQwMRI70vWqfwwQZn7%2BxtB9z4snPgQLCBIJFgIvHbSKbX4bDAQTJyBKPlRLPVdYTiMQFyuFnJBujWMKBiG%2BecX%2B12AAAAIAQv%2FbA8sFHwAyAD4AXgCyJAAAK7AwL7AdM7Q1BgAZBCuwETKyNTAKK7NANQsJKwGwPy%2BwONawKDKxDwrpsCAysjgPCiuzQDgACSuxQAErsQ84ERKxJDc5OQCxMCQRErAoObA1EbEbATk5MDETNQABPgU7ATIdAREUOwE6AR4BFxYHBgcGKwEGFRAHFAcmIwYnETQuAS8BBiciJjcGMyE2JzQSNTQHAkIBCAExAgwECwgQCiUnF3YQCRIJBAICBxQECnsbAjEMVD0BCAgGBOfBIRbSEBMBDhcBAg7JAY8nAaABogQQBAsCAjYc%2FWIlCBAPMTkXBAICEP7fJScCAgQxAToGCgICAgICFa4bCAo%2FAShDGRL%2B8AABAGb%2F2wNvBR8APACYALI6AAArsQsF6bILOgorswALAwkrsBEvtDQGABUEK7AtL7QgBgATBCu0HAYAFQQrAbA9L7AO1rE3DOmxPgErsDYauj%2Fa%2B6sAFSsKDrAXELAYwLEwE%2FmwL8AAsxcYLzAuLi4uAbMXGC8wLi4uLrBAGgGxNw4RErIdIiw5OTkAsRELERKxFDc5ObEtOhESsDE5sBwRsCQ5MDE3NDYzMh4DFxY3MjY1NCYjIgcGJyY3Ez4BFwUzPgE7ATIPAQ4GByUGDwEWNzYzMhYVFAAjIiZmPCkXKCkZLwYbJVZ6f2pMXB8YHQIpAkolARpAEhkOJScIEQIIAggGDxAM%2FpkUAg8BEjNIsvL%2B8c17sncpOwwfFC0HFwGqf32TNxAOFygCMiMgAgQCHT5yBBUEDAIHAgIGBA7dEgYQ%2BLTD%2FvZQAAAAAAIAVv%2FbA5MFGQAZACUAYACyFwAAK7EdBOmwIi%2BxEQXpsAkvsQME6QGwJi%2BwANaxGgzpsBoQsR8BK7EUDOmxJwErsR8aERKzChEXDSQXObAUEbEJBzk5ALEiHRESsQAUOTmwERGwDjmwCRKwCjkwMRMQACU2HwEWBgcOAQcGFjc2MzIWFRQGIyICNxQWMzIRNCYjIgcGVgFYATMxEQoKFBO2ySkCBQY%2FdZ7Q5azF591xYrBeUEZ4FwH8ARcBp18MHw4SKAhQzJYMCgIn6KSy%2FgEzxcXKATOTmFwQAAABADn%2F2wNtBP4AIgA5ALINAAArsBovtAQGABUEK7AGMrIaBAors0AaIAkrAbAjL7EkASsAsRoNERKwEzmwBBGxBQo5OTAxEzc%2BARcWJTIWDwEBBiMiJy4BNwE2LgEjBiEjIgcOAiMiJjkLAj0f0QGwHS8CA%2F40EjQMQh0SCgG7AgQLBl7%2B4UsICQgGGyEXHAP2tBs7AgoKJR8g%2B2opCgQyFAQAAgQEBAQGNysaAAAAAAMAZv%2FbA5wFGwAYACYAMwBiALIWAAArsRwD6bAxL7ELA%2BkBsDQvsADWsRkJ6bAnMrAZELEICemwCC%2BwGRCxLgErsQ0J6bAfINYRsRMJ6bE1ASuxHwARErUFCw8QERYkFzkAsTEcERK1AAgNEiQrJBc5MDETNDc2NzYnJjU0NiAWFRQHBhcWFxQGIyImNxQWMzI2NTQnJicmBwYTFBYXFjc2NTQmIyIGZtMIAwwKwd0BL8ekDBDjAfaosubHe1haezE9ghkQjwx7bxcOVlhOUm0BQrZ7BAIICne6kc61h7JkBg2DzaTnzZxvj4VkVDU9RgwMYAIbVmszCA5Ki2JxagACAFD%2F5QOgBRkAGgAoAFAAsBgvsR4F6bAmL7EDBOkBsCkvsADWsRsL6bAbELEjASuxBgzpsSoBK7EbABESsQwNOTmwIxGyAxgUOTk5ALEeGBESsBU5sCYRsQYAOTkwMRM0NjMyEhUQAAUGJyY3Mjc2NzY3NiYHBiMiJjcUFjMyNjc2NTQmIyIGUPSsx%2Bn%2BsP7TOR0bKwIE23NKHwIHCkh0ot3ZbVMnbR8lcWRYawNvsPr%2B1e7%2B7P5aYRItKRkCXotccwwMBC3ouI2eMx0lWsXEmQAAAAIAmP%2FyAXkDLwAIABIAMwCyCAAAK7QDBgATBCuwES%2B0DAYAEwQrAbATL7AJ1rAAMrEODOmwBTKxBQzpsRQBKwAwMTY0NjIWFRQGIgM0NjIWFRQGIiaYP2JAQl5BP2JAQl5BM2M9PTIzPwLKM0A%2FNC8%2FPwAAAgB9%2Fu4BhwMrABUAHwBgALITAAArtAMGABIEK7AeL7QZBgASBCsBsCAvsA7WtAYQAA0EK7AGELAbINYRsRYM6bAWL7AAM7EbDOmxIQErsQ4WERK0AwwTGB4kFzmwGxGxGR05OQCxAxMRErAGOTAxNzQ2MzIWFRQGBwYmNzY1NAciBiMiJhM0NjIWFRQGIiZ9SDE%2FUnNeISIgdQ4CEQQrOwJCYkNDYkJKM0RlSl6gJg5NEExSBAICQgKbM0A%2FNDFBQQAAAAEAhQCuBRQEvgAdAAATJjc0NwAlNhYdARQGBwAHIgYXBAUWBxUUBickASaFCAglArwBXTEgJhP9XJsEAgQBqAGqKQEpMf6a%2FVQjAp4ZHCcQAS%2BFEi4zHxQlCf7pPQYCtqQQMSslKRCBATUQAAIAgQF9BRcD%2BAATACgAKgCwEi%2B0AwYAGAQrsCYvtBcGABgEKwGwKS%2BxKgErALEXJhESsRQeOTkwMRM1NDsBFiEyHgMUBhUOASMhIhM3NjMyJDcyHgEVFBYVFAcGIyEGJoE3F4EDiw4XDgYDAwIYH%2FvyTAgECjYhA1STGx4GAxcKKfv6HxcBuj41AgYRDBoPIQQtEAIATCkCBBsfGAQdCCUMBAQaAAAAAAEAgwCwBRQEvgAgAAATNDckNzYnJCUmJyY9ATQ2FwQFFhUWBxQGBwQBBiY1NCaDKQJ52QYK%2FqL%2BICsGBiknAgYCCC8GBBYh%2Fqz9VjMnAgEXLxL8XgQGk78SDwwZIy0rEdHfFCUhFhkbDpj%2B7BQrJQgcAAAAAgBM%2F%2BkCpAVcACUALwB4ALIuAAArtCkGABIEK7IDAgArtCAGABIEK7IgAworswAgIwkrAbAwL7AX1rQNEAANBCuwJyDWEbEsDumwDRCxHQErtAYQAA0EK7IdBgorswAdAAkrsTEBK7EsDRESswoQKS4kFzmwHRGwGzkAsSApERKxBhM5OTAxEzQ2MzIWFRQHBgcOARUUFxYGBwYmJyY1ND4DNTQmIyIGIyImEjQ2MzIWFAYjIkx3XKrbnERNKxtQCBAMEjYKb1BxblBaVh1kGUJTeUczNUZGNTME2UQ%2F47DLby0cDh0VLV4MIwYGDg6Ba0xiLStWQ0ZMDzj7i2ZCQmZEAAACAN%2F%2FKQbnBZMASgBZAKMAsEgvsTsF6bI7SAors0A7QAkrsAkvsBAzsSwF6bROBgAZBCuwVS%2BxGATpsB4ysDUvsQMD6QGwWi%2BwANaxOBDpsDgQsRMBK7FLCumwSxCxMgErtAYQAA0EK7FbASuxSxMRErAQObAyEbcDCQ4YNTtIUiQXObAGErE9QDk5ALFOLBESswsODT0kFzmwVRG3BgATJykyOD4kFzmwGBKxGyQ5OTAxExAAISAAERAAIyI3NCYHBiMiJjU0Ejc2MzIXFT4BNzoCMzIVBgIPAQYHBjMyNjc%2BATU0ACMgABEQACEgEz4BMzIWMxYHBgAhIAAlFBYzMjc2NTQmIyIHBgLfAe4BYAEfAXD%2BzdGiAQMIloBSa21gjYxcMRAdKQghJQQrCF4XJQgEAiMlaitEVP7V5v7d%2FmUBdwEGAcnCChUaAhEEKxFU%2FmP%2B%2BP6y%2Fj8CIykZWm5xMyM3PkpmAjcBaAH0%2Fr3%2B8v8A%2FnaYDAIInopedwEGYpE9AiUWAi0d%2FrVKfxsrN0AxUtls1wEV%2Fj%2F%2Bu%2F7p%2FpwBrhcQAgwu9v7gAb7RKTGSk8crNURY%2Fv4AAAIAEP%2F4BZEFYABNAGUAWgCySQAAK7AgM7E%2FA%2Bm0AhkrLkMkFzKyDAIAK7Q3VCAMDSu0NwYAGwQrAbBmL7FnASsAsT9JERKyABwpOTk5sDcRshMXQjk5ObBUErASObAMEbIIEV85OTkwMTI0MzI2NzY3AScmNjc7ATIXFhIWFxYXHgE7ATIVFAcGIyIjJiMiBwYmNTQ3MjYzPgEnLgEnJiMhIgcGBwYHFDMyNzYXHgEVDgEjJiIHIwEGFRQXFjM2MhcyNzYnAyYnJiIHBgcOARApSCcbDhIBeQwEHBlEGjsVXrlNFRQlFyk7DicJCBMCA4CYeYkbEj8UNgorFw8ZVxkGG%2F7NDBIpVAoBVxASGRIMFQIZCqfZMhsB%2FAEGCg4xWSgICAYBYQIFAgUCBAIUVW8YQB01A%2B8tDhsCHvj%2BHMwyNWZCIzkXEQ8GBAIjHDcBAgIgJz%2FsQAwWc%2BMUJCEBBAQCJRcUIQMDAt8CAgQCAgEBBwYEAR4IAgEBAgI95AAAAAMAI%2F%2F3BPYFSAAuAEUAXgChALImAAArsTQF6bACMrITAgArsVoE6bIRAgArsQ0D6bRKQSYTDSuxSgPpAbBfL7AH1rEvDumwRjKyBy8KK7NABw8JK7NABy0JK7AvELE3ASuxIQ%2FpsFQg1hGxGQ%2FpsWABK7EvBxESsCk5sFQRsygmND8kFzmxGTcRErEdHzk5ALFBNBESsSE%2BOTmwShGxHB85ObANErEZVDk5sBERsFg5MDE3Njc2FzI2NRE0JyYnIyI1NDc2JTIWFx4BFRQGBwYXHgEVFAYHBiMiJyYgByY1NAEUFx4BMzI2NTQmJyYnJicmIgcGIwYVNRQzMhc6ATM%2BBTU0JyYnJiMiBwYHJAUWKw1vMx0UYy8YFqwBpn91TVhpXEwQEnGDv4tqeBgYnv7WjCMB7QsIVmJ5mkxCIywtGAwqHjwRGx0PLhchChRSKTocFVA8WCMgMSsSATA0CQYEOXUC9YMdFAEyOgISARcjJ5NYUIcnCAg1r2qP6hsVAQMDBCkFAUloNDEvpHhOhScUCwoCAQECCB%2BqEgEBBg4fKUIrdkQyCAMICBIAAQBi%2F9kFowVSADsAQwCyOQAAK7EkBemyAwIAK7EeBekBsDwvsADWsSEI6bE9ASsAsSQ5ERKxMzU5ObAeEbQUABssLyQXObADErEOEDk5MDETEAAhMh4HFxY3NhYXFhUUBxQGMw4BJwIhIgAREAAzMjc%2BATc2NzYXFhUUBwYHJiMiBwYjIABiAa4BUhkrLR0xFDUTQQspEAxCBBUBAgIITBJo%2FtXp%2FvEBK%2BmyiCkpIgodHBYRATZiJxI5XVqV%2Frr%2BXAKJATsBjgIGAg0EEgQXBA4OCgYSV0YODgJ4IREbAS3%2B2f8A%2Fvj%2BrHslMz8SBgcLCREFBbCgCBwdAYUAAgAQ%2F%2FgF0QVGACYAOgBqALIgAAArsSoF6bACMrIWAgArsTUD6bIUAgArsQ4D6QGwOy%2BwCdaxJw7psgknCiuzQAkRCSuwJTKwJxCxLQErsRsI6bE8ASuxLScRErAgOQCxKiARErAlObAOEbEbLTk5sRQ1ERKwETkwMTc2Nz4DNzY1ETQnJisBIjU0PwEkNzIEFxYRFAAHBiMFIicmNTQlFBYzIAARNCYnLgEnJiMiBw4BFRQKGQxAISUICBAUbxMcFhIBkcPHAQhx%2Fv7h45r6%2Fh0uEAoBvy1YASUBTmlcP4Z0QEUqLAoVTBwJAgIGGxgXWgLzgRcdLTYHBBABRE60%2FsPl%2FoY%2FKwIcERAMnkQsARABJY%2FtRjEwDAYCAhIJAAAAAQAk%2F%2FoErwU1AHAAyACybQAAK7ECBemxVAbpslRtCiuzQFReCSuyHgIAK7ExBumyHAIAK7AfM7ELA%2Bm0N0tsHg0rsTcG6QGwcS%2BwB9axTg7psDQysgdOCiuzQAcYCSuwThCxKgErtCUQAA0EK7NDJSoIK7RHEAANBCuwRy%2BwOzO0QxAADQQrsXIBK7FOBxESsB05sEcRtB4vSFFqJBc5sCoSsSs8OTmxJUMRErQiJlpbaCQXOQCxS1QRErJDRWI5OTmwNxGwQTmwMRKzJCc9QCQXOTAxNzY3NjM%2BATURNCYjKgMuBScmNTQ3NjMkIBcyFx4CFw4BJyY3LgEnJiMiByIGFREUOwEyNjc%2BARYXFhQGFRQGJicuASMnIhcRFBcWFxYXMzI2NzY3Njc2MzIXFhQHDgEHBiMmIyAHJyY1NCUIIQ5KTjEvWAINBgoGCAcIBgYCBQ0KKwFIAb94NQcIBgICAjcXHQESPHNtRi4dCBIa020rDgQrLwYCAjMxBA4tbcchAQICChBtkW1DFS0YBh8IBy0KBQUCEgcGXuHL%2FtH8CiY6NgMCAjlvAvFqSQICAgQGCAYJCxIYFAICJ0JoWBASDwgEI3MxAgQCEAr%2BchQgYw4OFB8thZcbHxYOElwlAh7%2Bxj8VHQkQAQ8aMWcdCAEWCjEnF4ctLwIEAgcnCAABAEv%2F%2BgQIBTUAWQC8ALInAQArskYAACuxQAPpsE8ysgYCACuxFQbpsgICACuwBzOxVgPpslYCCiuzQFYNCSu0HTlGJw0rsR0G6bI5HQors0A5LgkrAbBaL7BS1rE9B%2BmwFzKyPVIKK7NAPUMJK7JSPQors0BSWAkrsD0QsTABK7AjMrQqEAANBCuwESDWEbQLEAANBCuxWwErsT1SERKwSDmwMBGxHkc5ObEqERESsg0nLjk5OQCxOUARErAxObEVJxESsAs5MDETNjMyMzYzBTIWFQcGIyInJjcuASsBIgcDFB4CMxYyNzI2NzY3NjMyFxEGBwYjIicmJyYHIiMGIicOARURFBY7ARYVFAYjJiIHIiMiNTQ3PgE1ETQmJyY1NkwCIwMD19cBrhQhBhcbDhAXAQZCf9MlBAIKCBcCGm1Sai4GBC4FBSQEBCwHBx8FCBoYWwkKNWw2DBcvUBcgFBF8%2FH8BAiMdUC0xTB8BBQMwAgIlFOMPBAQfUCsX%2FpoMDQQEAgIZPSEFASH%2BmhcIASBaFBIBAgICEgn%2BdUYpBDQXIQMDMDcFBClGA31EKQQHLgMAAQBm%2F9kF4gVWAE0AtgCySwAAK7EjBemyBgIAK7EdA%2Bm0LDJLBg0rsSwD6bBAMrMXSwYIKwGwTi%2BwANaxIAjpsCAQsScBK7FGB%2BmwETKyRicKK7NARjoJK7InRgors0AnMAkrsxVGJwgrtBsQAA0EK7AbL7QVEAANBCuwDzKxTwErsScgERKzHQYzSyQXObAbEbIJCDQ5OTmwFRKwDDkAsSwjERKwRjmxF0sRErEgADk5sB0RsBM5sAYSsgoNDjk5OTAxEzQSNz4BMzIXFhcyNzYyFxYXFhUUBwYjIiMmJwIhIgAREAAzMjc2PQE0Ji8BIi4BNDY3FjI2MzIzMhUUBwYHBicOAQcGFBcUBwYEIyAAZoFvbeuihc0jFg4NCDcGCgMCBAItAgMxBkL%2B1vD%2B8gEM23OJDDNUTgoUCxUURNHxJwIBJwEKAhAZPx0CAgIdbf7Sf%2F7T%2FnwCg5gBFGlkWj0KAQ0MDhCHMSpHMCcCHwE7%2FsH%2B5%2F7%2B%2FsM9BCnJRikCAhQfIRgCAgIqBwgpAgwECCVGNXA8ORE1SgGDAAEAJv%2F6BjUFOgB4AJYAsnMAACuwVDOxAgXpsk5abTIyMrISAgArsjc8PjMzM7EOBOmyHS5CMjIytCNlcxINK7EjBukBsHkvsAnWsWoH6bAgMrIJagors0AJdwkrsGoQsV4BK7ApMrFLB%2BmxegErsWoJERKwEzmwXhG2FBkyOVhwciQXOQCxZQIRErBLObAjEbBJObAOErBIObASEbEXMTk5MDE3Njc6AjM%2BATURNCYnIy4BNjMWMjc2FxYVFAcGByIGFREUMyEWMjc2NRE0LgEnIiMuATc2MzIzNjMyBDMyNzIWBgcGIw4BBwYQEhUUFjMyFxYHBiMhIicmNjsBMjY1ESYjKgEgIyIOARURFBY7ATYWBgchIicmNTQqCSEGDBEEPykpPQwXDBYRgPFyChkMAgYnTjcZASuWngcnMzwxCgYbDggQJQEBFh5NAQtEGxEbIQ0cBg05OAICAjpMRgECJQgI%2FcMpBggWHzFMOQIjWM3%2FAEgCCAotThIbHRUh%2Ff4pCgdPIAIEJT8DfUItBAI1MwYGAg4MGwwPFwM1QP6qHwEBChkBUjM1CwIEORMeAQgBLzcGAgYsPYf%2BqP6XNTktNi0SBCEZPSs9AXMOBg4J%2FpxEJgI2PQQaDxENAAAAAAEAXP%2F4ApoFNQA0AEMAsjIAACuxAgPpsCcyshUCACuxDQPpsB8yAbA1L7AI1rEjDOmyCCMKK7NACAAJK7ARMrE2ASuxIwgRErEXMTk5ADAxNzQ3Njc%2BAT8BEScuASciJyY1NDc2NzMWMjcyFxYHBiMOARURFBcWFzIXFgcUBwYjJiIHIiZcHwgTPyUCAgICH0UQDRUCCCENreE0MQQECgwnUCMbDFweDAcBBAoZe%2FV6FBktNwYCAQgnPUYC8UZIIwgGDRwICSoCAgIpGBcUAjSD%2FMlIFAgGGw8QDw4gBAQfAAAAAAH%2FPf2wAnEFNAA6AFcAsiECACuxFgPpsC4ysDgvtAMGABAEKwGwOy%2BwENaxMwfpsjMQCiuzQDMqCSuyEDMKK7NAEBsJK7E8ASuxMxARErElJjk5ALEDOBESsAs5sBYRsDM5MDEDNDYzMh4CFxYXFjY3PgE1ETQnLgEjBiYjJjU0NzYzMjMyFzI3NjIXFhUUBwYjBiMGFxEUAgcGByImw0AtDh8QIQQrBBlEEh0SAgIvUAYZAiEMDBQDAxkSGZ5OjkAtGw0SDBdQAUZCebBaff5CLUUMDBsEIQIMFhsrmtMDwlIpSCkCBgI3FBANAgIBAQIrMwYGAgZr%2FEaN%2FsRkvAFOAAAAAQAf%2F%2FgFwwU3AH4AcgCyeQAAK7BQM7ECBemySFluMjIyshECACuxMDMzM7EMA%2BmyGyo3MjIyAbB%2FL7AH1rFrB%2BmwHjKyawcKK7NAa3IJK7IHawors0AHfQkrsYABK7FrBxESsBU5ALEMAhEStCEmPFxoJBc5sBERsSwxOTkwMTc2NzYXMjY1ETQmKwEuATc2MzIzFjMyNzIVFCMiBhURFBc2NzYSNTQmLwEmNTQ3NhcWMjcyFgYnDgEHBgcGDwEWFx4CFx4BMzIXFhUGBwYHJiMiBSYnJjYzPgI0Jy4GJyYnIgcRFBYzMhcWFAcGIyYgByMiJyY1NCAFIxAfQkEzUikfEAwIJAECzZRvTzE5VDIHGyRc6Bc9JRkGCiaS%2BmkfGxsfYnMtDC91eQQXRzlzjiM9WlwjDAkBAggiJHCV%2FuMhCgwSHxQfKwwITBlDJz47Hx0eCAE2UC0MCQkIJ33%2B9I4MHwwMPSUNBAQvOwN9Ri0CQw8aBQM1Ny1G%2Fm0IAQohTgE1Rg4HBgQUHQ4RHQcEBDU1BAIvPhBKsI0EDkI3hLInSiYXDBMKDCMGAwUIEBk9AgUOGBUKYh1UKUAvFhQHLf64PS8ZFCQQFAUFEAwZBwABAB%2F%2F%2BASfBTcARABgALI5AAArsSUG6bI%2FAAArsDczsQIF6bIlOQors0AlLAkrshICACuxDQPpsRweMjIBsEUvsAjWsSIH6bIIIgors0AIQwkrsUYBK7EiCBESsRQ7OTkAsRINERKxDho5OTAxNzY3OwEyNzY1ETQmJyMuATc2FxYzMjcyFxYVFAcGBw4BFREUFjsBMjY%2FATYyFxYXFgcUBwYHBiMkJSIjIgciIyInJjU0IgcbDA5%2FDwQyVBgbDAoQI1Rto9gpCAUyKRlcLTc6qnNRREoWIAsNBAQBA1YnIy%2F%2B%2FP7ZOzHCHAQDIQsGUCECQS1GAy9GKQICSQ8bBwIEIBIPLwQEAQQaNvxzMSUlWGAICAYMCgcIBs0%2FLwQBAyEMEAsAAQAo%2F%2FMHWAU1AH4A%2FQCySgAAK7FhdjMzsVED6bIGO20yMjKyLAIAK7AaM7EwA%2BmwFDIBsH8vsYABK7A2Gro%2F4PwFABUrCg6wDhCwEcCxaBT5sGfAusAq%2B3EAFSsKDrBaELBWwLE3FfmwOMC6P9T7UwAVKwuwDhCzDw4REyuzEA4REyu6wB78HAAVKwuwWhCzV1pWEyuyDw4RIIogiiMGDhESObAQObJXWlYgiiCKIwYOERI5AEALDjc4WmdoDxARVlcuLi4uLi4uLi4uLgFACw43OFpnaA8QEVZXLi4uLi4uLi4uLi6wQBoBALFRShESsQJCOTmwMBG1IyQmW11qJBc5sCwSsCc5MDE3JjU0NzYXFjM2NzY3Njc2GgE1NC4BJyY3NjMyMxYzMjcyFwEWNjcBNjMWMjcyFgYHDgEHBhUUFxMeATMyHgQcARUGIyYjIgciJyY3PgEzMj4DJjUmAyYHBgcBBiMmIyInAScDBhUUFhcyFxYVFAcOASMmIwciLgMtBQcOHwwLNRYcBwQCBh8ROEcLCgYHJAMER1Y5QDUPAaMGCwgBkxQyRItGGxoRGgY%2BDh8EOAgvTgwSDQgEAgYtSpt1ojMEBAQCIxIpNR0MAgYEJQIOAgL%2BYggqAQEsCf5SDisELUwpCgMgBA4EdHSuBBAIDQgZDQ0PDhsDAQEQFDkpM1wBZgEfgS0TAhYZGicEAiH8VgYLEAOTIwICMzcCAgQFCisZOfzwgzgEBAoIEQgWBCMFAx8OHw4UEQwzFVQObQI1FyMHBPxOFwEWA7cY%2FU5OFC8nByAPDSYIAgIFAwICBgoAAAEAO%2F%2FqBnsFOABWAIIAsjQAACuyTQAAK7FFBemwAjKyKAIAK7AMM7EsA%2BmxByAyMgGwVy%2BwBNaxPhDpsgQ%2BCiuzQARVCSuwPhCxGAErsTAQ6bFYASuxPgQRErIQEk85OTmwGBG2FRYiJjdITSQXObAwErA2OQCxRU0RErEwQzk5sCwRtQUVFy83OyQXOTAxNzYzMjURJiciJjU0NzYzMhcWMzIXASMWJxE0JyYnLgEnIiY2MxYzMjcyFxYjDgEVERQHBgciJyYAJyYnBgcRFBceAjIzFhcWBwYjIiMmIyIHBicmNTZCDCeDLWcMEDUlOx8iahYnGgMdAhsBEgwhEEoTGRYVHD5khccdBgIzbSU6DQomDLL9vIsEBggCCggjGT8GMwkPCgkjAgKMa49UGw0HAU8eXgPfGwQjFDEEAwECHvyBHx0CfIUTDAYCBQI5NwMFOzMEJW376isGAQESyQKNngIGBgn9QGIfFxgEBBcWJiQDBQIeDw8OAAAAAgBc%2F9kGNwVWAAsAFwBEALIJAAArsQ8F6bIDAgArsRUF6QGwGC%2BwANaxDAjpsAwQsRIBK7EGCOmxGQErsRIMERKxAwk5OQCxFQ8RErEGADk5MDETEAAhIAAREAAhIAABEAAzMhI1EAAjIgJcAawBSgFEAaH%2BVv7B%2Frz%2BUgEMASXk7M7%2B3O7D7gJ%2FATkBnv6D%2Ft3%2Byf5aAYUBVv74%2FqQBMfgBEgFW%2Fs8AAgAp%2F%2FYEWgVGADwATABzALIlAAArsRYF6bAwMrICAgArsTsE6bIEAgArsUgE6bQMQSUEDSuxDATpAbBNL7Az1rESDumwPTKwEhCxRAErsQkP6bFOASuxEjMRErAnObBEEbMMHiVIJBc5ALFBDBESsA85sDsRsQlEOTmwAhKwSzkwMRM0NzYlMhceARUUBCMiJyYGFREUFxY3MjMyNjMWFxYHBgcGIyIjJiMiByInJjc%2BATMyNjURNCYjIgYiLgEBFBcWMzI2NTQnJiMiBwYXKSOiAS2oaImm%2FubyLSsEBBQTLwQECjMPMw4KAgIMCxICApSbfIAnEAoCAhY4RhwbLQgvGyEUAcMWHx%2BLi31DWhweFwEE%2FDUCEgEbI8aExeIGAggP%2FtE7GBYBBAIXEh0XEQ8GBBYSEzEPEisDkl4vBgYY%2FcEdBgaqmrdCIgMCHQAAAgBO%2FkwGhAVWACEALgBlALIDAgArsS0F6bAYL7EQBemwCS%2B0JgQAHAQrAbAvL7AA1rEjCOmwIxCxKgErsQYI6bEwASuxKiMRErUJAwwcHwokFzmwBhGyDQ4YOTk5ALEJEBESsRwfOTmxLSYRErEGADk5MDETEAAhIAARFAAHIhcWFx4BFxYVFAcGBwYjIiUuAScmJyQIARUQADMyPgE1EAAjIk4BtAFKAUQBlf723ggIZJRcfVwaDRkfOy%2Ff%2FvEjVxEZR%2F7N%2FoUBDAEr44fLWv7s7MkCfwE1AaL%2Bgf7Z5%2F6NVAQve045AggUDxUtBgzhHU4MEh0bAXwCQv7%2B9v6esPqJARcBUwAAAgAZ%2F%2BEFgAVGAFoAawCYALJMAAArsUUF6bECRzIysi4AACuxKATpshYCACuxaQTptDthLhYNK7E7A%2BkBsGwvsAjWsUAO6bBbMrIIQAors0AIEgkrsEAQsWYBK7EbD%2BmxbQErsUAIERKwUDmwZhGyNkpOOTk5sBsSsR8iOTkAsUVMERKwKjmwOxGzNiJARiQXObBhErIeITg5OTmwaRGyDxsQOTk5MDE3Njc2NzMyNj0BETQnJicmJyI1NDc2JTIeAhUUBgcGFx4CFxYXFhcWFRQHBgcGIyInJicuAScmBwYjIiMmBhUUFx4BMzYWFxYVFCMiJyYjIiMGByciJyYnNgEUFh8BFjMyNz4BNTQmIyIVHgogBhATUC8CAg8QhSQeqAFRZrmsZG5cCAwhSVoZMUonQRwNEhsOHc1xRGoSOgwOD05OExMICwIEMEsZNwsDMyWAVUkkImZCIRMMBgEBAcsJBAQsIkQaWmaJskJKHAQCAS0%2FRgLzUhslDhcCMSwNEAElVKJxbbw1BBYxb4clSDchDBYaEhQNBAKBTKQdbhUlAwYCFgS2Z0ImBgodEQ43AgEBBAIaDw8MAlUGDAICAggfpmaWmRgAAQBo%2F9kDvgVWAEoAhwCyQAAAK7EKBemyRwAAK7IdAgArsTEF6bIlAgArAbBLL7Aa1rAAMrE0DOm0BRAADQQrsDQQsQ0BK7E9DOmzLz0NCCu0KxAADQQrsUwBK7E0BRESsUJGOTmxLxoRErIjOUA5OTmwKxGwJjkAsQpAERKwRDmwMRG0AAMaLT0kFzmwHRKwITkwMRM0NzYWFx4BFxYzMjY1NC4FJy4DNTQ2MzIXFjMyPwE2FzYWFxYXDgEmJyYjIgYVFBcWFx4DFRQGIyInJiMiBwYmJwJoEhQzCh89M0xOaHkSKyNGI1IKSFpqNdWlP3AxEAgCDRQfDg4DHwECLSsEXKxUWO8KB1hUhzv3wUSRKwoEDBRABSsBUw8ICgMLXF4jNXNYITs3KTUZNQYvSGt9R5G7IxAGCAgEAhIR7BYhDhMI5VZHdaAIBDs%2BfYdOqNkrDBAOCh0BBQAAAQA7%2F%2FgFQgVjAFYAkQCyMwAAK7E7BemwKTKyCgIAK7FKBumwITKySgoKK7NASlEJK7AcMrICAgArsBEzAbBXL7BV1rRPEAANBCuwTxCxQwErsSYO6bAmELEeASu0GBAADQQrsVgBK7FPVRESsAQ5sEMRswUJMzYkFzmwJhKwMTmwHhGzCg8sLyQXObAYErAROQCxSjsRErEYVTk5MDETNjMWMxYXFhcWIDcyNzY3NjMyFxYXExQVFAcGIyInLgEjISIVERUUFjsBMhYHBiMmIyIHIicmNDc%2BATc6AjMyPgE9ATQYATU0KwIiBgcGIyInJjU0XBceAwIiCQhUzQGg0kIKDgYJIw0RGQQfDhASMwgZLy3%2B8hsvUjojGAoMKWSFptgjCgUFCg8SCB8bDiMlIyPZKS80GhMXCw0jBUoZAQIWFAECAgIEDxUDBCH%2BtQMCEwkKL3dBM%2FyqRjctRBgfBAYcECAQEAYFCDMvRk4B0AEyDC1MiQwDCRhZAAABACX%2F2QZiBTUARwB0ALI5AAArtBgGABgEK7IGAgArsCczsUYD6bILIC4yMjIBsEgvsD7WsRMO6bI%2BEwors0A%2BAgkrsBMQsRwBK7EyEOmyMhwKK7NAMiwJK7IcMgors0AcJAkrsUkBK7EcExESsgkoOTk5OQCxRhgRErEyPjk5MDETJjU0NzYzITIWBisBIgYHFAYVERQeAjMgNzY1ETQmJyYnJjQ3NjM2MhcyFRQHDgEVERQOAQcOASMgAy4BNRE0LgMiIyYpBAwOHwICJxcZEhNULwICJVagcgEZVh84bB8GBwcKG272hyclbToNUlJcvpT%2BaI8fEAgIHxA%2BECEE6gwKEw4SNTcpSBA6Dv59c6yNSt9QuwFooE4ECBAOHxEUAgIzLQgETpr%2BkoGGskdSRgE1RnWVAgYdJRQLAgMAAAEAJP%2FNBfYFNABMADYAskIAACuyBgIAK7AuM7FLA%2BmyESY5MjIyAbBNL7FOASsAsUtCERKyHCI8OTk5sAYRsCo5MDETJjU0NzYzFiA3MhcWFRQHBgcGBwYVFBcWFwEeATcBNjc0NTQnJiMiJyY1NDc2MzIXFjI3MjMyBxQHIgYHAQ4BBwYjIicmJwEuAicmKQUHCC2JAQuBMwoOBgYhbRQjBwwGAS0EDwQBGBsCLxRIHw4JCwwaBQY65q0CAioBJU5KMf5rBiERDRAYHx8O%2Fk4dOS8xHwTfDQwPDR8EBA4TFA0OEBAIBQclERcdEP0fCAoIAtlCIAQDLQwEGBEPERERAQQELDYESHv7%2BA4jAgIEBicEK0hDDQIGAAAAAgAZ%2F9YIkwU3AG0AgQBLALJPAAArslpcXjMzM7IEAgArsR5AMzOxCgTptjooKhpHaH8kFzIBsIIvsYMBKwCxCk8RErYSGTI2SlZ3JBc5sAQRsjk7bDk5OTAxEzYzIDcyFxYHBiMiBhUUFwEjFjcTNicDLgEnJjU0MzIzFiA3NhcWBgcGIw4BDwEGFxMWNwE2NTQnJicuATYXFjMyNzIWFxQjIgYHAQYHBiMiJy4BJwMmBwMGBwYjIicmJwEmJy4DIyInJjU0BQYVFBceAhcWMjc2NzY1NCcjBhoGLAE7uCkJBgoIITMbJQE1AhAKogwIjyU3axsdAQG4AaLoEhkSAhIIFVw7I2QICNsKCgEzHAMMWBsMHBczVmyiEhkCLVJDKf5mEBckHDkSAggC1Q4PzRAjFBceIx0O%2Fmo1HQopGzUEGw4WBDECAgIaHQIGCwYUJQEcVBgFBC8CGh8dFBESHVr9CBcdAYgfGgFMWCUEBDctBAQCDAxICgQCKVTyEhX9%2Bh0dAxlIHQkGFAMENS8CBAYeFTc1b%2FvhJwQFFgQUAgH0ISX%2BEikIBQkKJwP6hxcKCgIDCAoiBzYBBgcMCERFBw4OLW0FBBICAgAAAAEAKf%2F5Bi8FNwCDAFoAsn0AACuwXDOxeATpsgNXZjIyMrI%2BAgArsBkzsUID6bIRJjUyMjKyPgIAK7EnA%2BmyJDQ3MjIyAbCEL7GFASsAsXh9ERKwADmwQhGyLUNuOTk5sD4SsBU5MDE3NDY3PgE3NgE%2BASY1ASYnJiciJicmNDc2MzIXFjMyNzIXFgYHBiMHBhcWFxMWNj8BNjc2JiMiJy4BNzYzIDceAQYjDgEPAQYXHgQVHgcXFhUUBicmIAcGIyInJjY7ATI1JicDLgEHBgcBBhUUFxYXMzIWBiMmIyIHBiYtFxJSWCkbAU8GAw3%2B6FgpJ28MIwQEBAojBgaEg5mWKQwGBAwZEFYZDgojxQIMBQSyKRQMJUQMEAIQDBkBsCkfFBgbcY1euAoKI15aTjUKKQwhEyQlMyElFBdS%2FndGBAUYDAwQFRpGAjXmDgwMBAP%2B%2FCkLFEQSGxgUG9mAVS0SFzMQIwIGKDUhAaMMBxACAWN1FhkBFw4UHQkbAQYIHAY2DAgEAh8bK%2F7%2BAgYEBOk8HxkKDjwMDAIENTEGb3nxDA0ndXRpRgIMOQ8kCxYICwQEMRAjAgIEARUXPxMbRwEzFAERBgL%2BvzMTCgYMATU1BAICJwAAAAABABX%2F%2BAXhBTQAWwCPALJCAAArsT4F6bBPMrIFAgArsCYzsVoE6bIOIC8yMjIBsFwvsFTWsTkH6bI5VAors0A5QAkrslQ5CiuzQFQCCSuwORCxHQErtC0IAAsEK7FdASuxOVQRErIXRBU5OTmwHRGzIyk8QiQXObAtErEqNjk5ALE%2BQhESskBMUDk5ObBaEbEYTTk5sAUSsAI5MDETJjQ3NjMyFxYgNzIWBiMiBwYXFhcTHgI2NxM2NTQmKwEuATc2MzIzFjI3MhUUIw4GBwERFBYXMhcWFRQjJiMiByInJjc%2BATIWMz4BNzY1NCcBLgEnIhcCAgkcBATCAQ5MFxwUJTsPHw0KJf4GAgoLBtk3HzkYDhMKCR8CA1bahCknHzMtGikMKwX%2B1zw9NQsULeyYZUAnDgoICB0WLwstJQQFA%2F6RRk9UKQTlCBMKKgEDAzU3AgYjGTn%2BgQoFBgsKAWZcHRINBjUYFwMDMzUCDR4TNxJKBv4S%2FtU5KQQGCjQ3BAIaHR8UEwICMTNRTTo5AjNtOQQAAAEAPv%2F6BSMFMwA8AG8AsjUAACuxIAbpshQCACuxCAbpAbA9L7AQ1rQMEAANBCuwDBCxJgErtCsQAA0EK7E%2BASuxDBARErA1ObAmEbQGAxscMyQXObArErIaGDA5OTkAsSA1ERKwAjmwCBG1Aw4QGygpJBc5sBQSsBo5MDE3NjcBPgE9ASEiBg8BDgEmNTQ3NjchMhcWFAcBBh4BMjMhMjY3PgI7ATIVBgcOASMiBCMiJiIjIicmJzQ%2FBAsDQwID%2FmKRRhECAjMzCgg4A74zCwwM%2FLAEDBgPBgHXml4QAgINDjEjBhcEOxM9%2Fjt9Ys%2BDBBkUEQE1GQ4EPAIKBAI5igoKCBAVyVUbChQSJRP7vgQEAmudDAkKGq7DEhcCAg4LFwQAAAABAMv%2BKwI3BYYAIQA3ALAbL7EVBOmwDC%2BxBwTpAbAiL7AA1rERCemyEQAKK7NAEQoJK7AXMrEjASuxEQARErAEOQAwMRMRNDY3NhYzMh0BFAcGBwYHERQWHwEWBxUUDgEiBiMGJybLGiMK7gotI3EHDgEZOzYhAQYOChUEf3s7%2FmgG3iMYBAQGGykdAwoFCiH54h8MBAUCKSAICwQCCAQEAAAAAAEASv%2FZA4UFZAAPAAATJjY7ATIeARcBFg8BBiYnSg4kIUAZEhQKAnshQlQbGgwFKR0eAhIV%2BvRGBgoCFRgAAAABADf%2BKwGkBYcAJAA3ALAiL7ECBOmwEC%2BxFQTpAbAlL7AJ1rEeCemyCR4KK7NACRIJK7AAMrEmASuxHgkRErAYOQAwMRM0Nz4BMz4CNRIDLgIvASY9ATQ7ATI2MhceARURFAcGJyY1Nx0KMwUdGBYGBgIGDhVcIyEXFG9aGiMbQK5WKf5zFAgCBQIEFhcElgGKFBMHAgYEGiUjAgICIyX5LTkEBgYEIwABADECrAPKBbAAGgAAExITNjsBMhcAFxYGBwYmJyYDJgcGAwYjJicmMe6yBhAnEAsBCpQQGhspMxd7qBITWswXMTcFKwL%2BAZgBChAQ%2FlT%2BJR8CCAol1wEGGxuL%2FqYjBgIQAAAAAf%2F4%2FiUEO%2F6TABkAFwCwEC%2BxBQPpsQUD6QGwGi%2BxGwErADAxAjQ%2BAjMEITIHFRQVFAcjISIuAzwBPQEIBAgODQEAAvglARIp%2FCcMEQoGAv59BAwCBAIgKwICGwICBAIKBBEEJQAAAAABAIoD0QHfBUQADAAqALIDAgArtAgGAAwEKwGwDS%2BwCta0BxAADQQrsQ4BKwCxAwgRErAKOTAxEjYzNzIXFhcWBicmJ3cnFpQnEDMtAkQSXKQFGSkCGYGwIwwSdawAAAACAC%2F%2F5wNCA3MANwBHAJQAshgBACuxCQXpsjUAACuwLzOxOwbpsjUAACu0IwYAGgQrsjs1CiuzQDsnCSsBsEgvsBTWsAAysQwK6bE4CemwDBCxPgErsAYysR8L6bFJASuxOBQRErASObAMEbA1ObA%2BErQEAhg7RiQXObAfEbExMjk5ALE7NRESsS0xOTmwIxGwKzmwCRK2ABIUHjg%2BQyQXOTAxNzQ3Njc2NScmIyIGFRQXDgIjIjU0NzYzMhYXHgEVERQeATMyNzYzFhcWFRQHBiMmJxUOASMiJjcUFjMyNjc1NCcmKwEGBwYv4z94CgICbRtBCBBmJg4phm9ZRIclGwwGCAghJQ4THQYCB4taXhlIVTxce8UxJxlgDAQDAwIdVl6soDsQNgoIfZwvFR8UEjIMN05pVEQ1JT1f%2FpwjIQgfCgQcCgkQDXsBYgI3Km9vJTE9GYcGBgQOJSMAAAAAAgAM%2F%2BEDtgXPACgAOQBzALIUAQArtDQGABoEK7IUNAors0AUBQkrsiABACuyGgAAK7EuBukBsDovsB7WsSkJ6bAHMrIeKQorswAeAQkrsCkQsTEBK7EXCumxOwErsTEpERKxFBo5OQCxLhoRErAeObA0EbEfFzk5sBQSsQgKOTkwMRI0PwE2MzIVERQXPggzMhYVFAAjIicmJzYQAzQmNTQnJicBFBceATMyNjU0JiMiBwYVBgwb9A8LJwICKQ0oFSUYIR0Okcn%2B8tFqsR8DAwMCGw5IATUODFc9ZICAXjlzBgIFI04IUgQ1%2FYEVBAIdCBsKFAsMBPiq1%2F7dJwot%2BAI5AUAUMAQOBAIP%2FKq2NjdAqpCRrlIEKycAAAABADP%2F5wMxA3UAIwBDALIDAQArsQ0F6bINAworswANCQkrsiEAACuxEwbpshMhCiuzQBMXCSsBsCQvsADWsRAL6bElASsAsQ0TERKwADkwMRM0ADMyFhUUBiMiJyYjIgYVFBYzMjc2MzIXFhcWFRQHBiMiJjMBJ89mnDUnPU4xMliJjW2HUA0fCAkZCAIMi%2Bao2QGNywEdTEYnN0wvvoiPrHMkAgwaCQgSDdfyAAAAAAIAJ%2F%2FhBAwF5ABAAE0AjQCyAwEAK7FLBemyPgAAK7REBgAaBCuyMgAAK7ASL7EYBOmyGBIKK7NAGBwJKwGwTi%2BwANaxQQvpsEEQsQsBK7E3SDIysSAK6bIgCwors0AgKwkrsgsgCiuzQAsUCSuxTwErsQtBERKzBgMYPiQXObAgEbAZOQCxRD4RErErOzk5sEsRsyEAJyQkFzkwMRM0ADMyFxY%2BATQmNTYQJzQnJicmJzQ1NDc2NzYzMhcWFxEUFjMyNzYWFxYVFAcGBwYHBiMGJyY1NDU0JgcGIyImNxQWMzI3NjURJiMiBicBEMlEWgQEAgICAgQMYR8EJaJYEAwLCA4BCBgOLhkcCAQCBA5zlwsJGAwQCAakaZbOz4NcUnUIYHFiewGRzwEdGwIECwoMAj8BHSMOAwYIBCkEBCgHNR8HCA8Z%2B0pEGBIIChwLDAgKFwY3LQMBFhsfAwQICwRt%2FvCTuU4IFQGLh6QAAAAAAgAr%2F%2BEDSwNvACAAKwBWALIDAQArsSoE6bIeAAArtBUGABkEK7QjEB4DDSuxIwTpAbAsL7AA1rESCemyEgAKK7MAEgkJK7EtASsAsRAVERKxABg5ObAjEbAHObAqErEGBTk5MDETNBIzMhcWFxYVFAcGBwYgJyIXFBYzMjc2Fx4BBwYHIgITFjMhMjc2NTQjIiv2uttWIRcHBQojS%2F76uh0Bm3WBZhQgFBkNy8Co398EFwEUCwgGpGoBnscBCrlCHA4ODAwaAgMDOY%2B5dxcHBDEU4wEBBAGSBgQDBYsAAAABACP%2F%2BgOTBdEAWgB6ALInAQArtDAGABoEK7BYMrAwELEEBOmyCQEAK7JHAAArsU8D6bE5PTIysh0CACu0EAYAGgQrshQCACsBsFsvsFTWsAgysTML6bAiMrJUMwors0BUSwkrsVwBK7EzVBESsAw5ALEnMBESsCw5sR0EERKyDBkrOTk5MDETJjU0NzY3Njc0NjU%2BATc2MzIWFxYVFAcGIyInJiMiBgcGFRQVFxQ7ATIfAg4BIyciFREUFxYXFjMyMzYXFhcUBiMmIgciIyInJjU0NzYzMjMyNjURNTQnIyIpBhSBBgIBAgY9UJqwO48hCCsUHhsjWFo1VxQbAg2LKQYEDgQSGaYEEQojGBYLCh8XKQQXEJj8YgICDwkLBg0nAgE5GwxeJQLbFA8dDiUQBg8IKxJ7oFimMy8OFRxCIRxKPzZLZQcHgRsUCGUXDgMZ%2Fmx7Fg4FBAMCAjwSIwUFEBEUDhEaOHsBiQ4MBwAAAAMAL%2F4AA64DbwBJAFoAZQDMALIaAQArsWMD6bMcGmMIK7QmBgAYBCuwKTKwRy%2BxTQbpsFYvtDwGABcEK7AwL7FeA%2BkBsGYvsAjWsBcysTgJ6bBbMrA4ELBKINYRsQAJ6bAAL7FKCemwOBCxYAErsSsJ6bAtMrArELFQCyuxRBDpsWcBK7FgABEStwUUGjA8R01VJBc5sCsRsBw5sEQSsSQfOTkAsVZNERKxRAA5ObA8EbEDBjk5sDASsg8INjk5ObBeEbIQFTI5OTmwJhKzKy1bYCQXObAcEbAqOTAxEzQ2Nz4BJyY1ND4HNzY3JyYnNDYzMhczMjc2FhcWFQYjIiYjJhUWFRQGIyInDgIHBhUUFxYzMh4FFRQEIyImNwYWMzI2NTQmJy4BJw4BBwYTFBYyNjU0JiMiBi9SUgYEBIUECAgRChUIFAInEwSJAdGWiVQGK4chHQIGCh8KVA0ICsyaKyEGEBUGGhQzmDc5bT9SKyH%2BuN934cECmW9etFJ3LYsjCCcGPzNcg1JgRDtS%2FvBUYDMECgI3aQgRDgoPCAoGCgMUDA1Yn5bJVBYEDh9qAisKAhAhK4%2B1CAgOEQQWDQwGDgILEiUzUjOi2YOiPVl4Pzk3CAQBAgojCT8C6XF8ZmJqhG8AAAAAAQAX%2F%2FkEKQXZAGsAqgCyEAEAK7E4BumyEDgKK7NAEAYJK7JVAAArsCMzsWAD6bIaLUQyMjIBsGwvsGPWsUEL6bAIMrJBYwors0BBSQkrsmNBCiuzAGMACSuwQRCxMwErsRQL6bIUMwors0AUHwkrsjMUCiuzQDMrCSuxbQErsUFjERKxUFE5ObAzEbIQKU85OTmwFBKyFyUnOTk5ALFgVRESsEo5sDgRsRQ8OTmwEBKxCQ05OTAxEzQ3Njc2MzIVERQeAjc2MzIXFhUUBhUUFjMyFhcUFRYHBiMGIyIjJiMiJzQ7ATI2NzY3NCYnJiciDgMHBhURHgEzMhccAhUUIyInJiIGIiciIyInJjU0NzY3MjYzPgE1ESc0Jy4BJyYcG3ORDQsqAgIGAouCui8dDR9IHxAEAQgKEEtWKy6JJy0KKQo%2FHwYOARUaKUIUIycSMgYOAhs3LwQjBQUaY5VnHAEBEw4ICgQdBBIENxsCHww1DyEFTiUKLykEO%2F2mAgsOCAJYnFSPO%2FA%2BGwkbIQMEEA4SAQE1ORkveZZ%2FYhwtAQcSCB8ECDz%2BY0QbJAQPDAQoAQECAR8QEBEQCAYCBDR5A49KGwUCBwICAAAAAAIAJf%2F6AgoFTAArADcAXQCyFgEAK7InAAArsR4F6bAEMrIvAgArtDUGABIEKwGwOC%2BwCdaxGQnpsDIysBkQsSwH6bAsL7IsGQors0AsAAkrsTkBK7EJLBESsQUMOTmwGRGzFikvNSQXOQAwMTc0NTQ3Njc2NzURNC8BJicmNDc2NzYzMhURFBceATMyNzIXFRQjIiMmIgciEzQ2MzIWFRQGIyImJSNiDAgDBx4nKRkTk2ASDi4CAhMzBAQrBioEBS%2FElh9iRjM1REgzNUItBQUtAggXDCFaAWVCCwsIDgpCDDcfBkX9vkoaKxABKiUlAwME2zNERDUxQEIAAAL%2FIf4MAW8FNQAjAC8AUACyJwIAK7QtBgASBCuwIS%2BxBgbpsgYhCiuzAAYDCSsBsDAvsAnWsRoJ6bAqMrAaELEkB%2BmwJC%2BxMQErsRoJERKxJy05OQCxLQYRErAXOTAxAzQ2MhcWMzI2PQERNCYnLgEnJjY3Njc2FhURFAYHBgcGByImATQ2MzIWFRQGIyIm3zNSOS02MzUOLQwsBBsFEl6cJSEOGxs7XppafQFURzQ1Q0UzNUb%2Bli9PQzdee30Cgz8XCgQIAgpICCk0Di8b%2FN%2BJez9EQWYBSgZrMUNDMTNEQwAAAAEAEf%2F6BBAFzQBvAIcAshkBACuxEwTpsCMyslUAACuwNzOxUAPpsi5BYDIyMrBsL7QCBABCBCuyAmwKK7NAAgYJKwGwcC%2BwY9axSgnpsAgyskpjCiuzQEpTCSuyY0oKK7NAY24JK7FxASuxSmMRErBWOQCxUFURErBcObATEbMJCidHJBc5sBkSsCA5sGwRsGk5MDETNjc2NzYzMgcRFj8BNjc2JyIrASY1NDU2MxYzMjcyFhUUBiMGBwYHBhcAFx4BOwEWFxYVFAcGIyYiByInJic0NjMyNiYvASYGFyMUFxQXFjsBMhUUIyYiByInJjU0NzYXMjY1ETQnNCYnIiYjJjU0EgIZTKIRDSoBBATTGQYKFAIEIy8ELTU7do0XFBUMd3VQeAQEAS09Iy0rGRYGAgcLElnZfxcHCAEXHRsQDRbfCgcEAgIECiY1HyGUxzUXBwoGDCU7FwITIwIpBiIFUhQLGzsGPvzbHwGZEAcKBAYrAwQvAQMjExAnAlY9UgoF%2Fs07JRkKGgkJEA4WBQUQDiUXEAsUF%2B0KBg5zQzsNGTc1AwMQFBQQEBcBMoEDbjEZHxAICggmCAAAAAEAIP%2F8AgoFxAAsAD8AsioAACuxCAPpsCIyAbAtL7AP1rEfCumyHw8KK7NAHyUJK7IPHwors0APAgkrsS4BK7EfDxESsRooOTkAMDE3JjU0NzY3NjsBMjMyNzY1ETQvAS4BNzY3NjMyFxYVERQWMzIXFRQjJiIHIiYjAwMGEgYJDgYGNw8QDmIdBB2WcgYEEwsNFTkzBieUyjcKHxsKCwwMGAYCEBJLBA4XAhIGSAo5JAEMECX7VFAfHB0zAgIQAAEAGf%2F6BnIDhQCDANkAsiQBACuwLDOxbwbpsFUysh0BACuyewAAK7E%2BYTMzsXUE6bUGNk1bZ3ckFzIBsIQvsAnWsXIL6bAfMrJyCQors0ByeQkrsglyCiuzQAmCCSuwchCxawErsVgK6bJYawors0BYXQkrsFgQsVIBK7EwC%2BmwMzKyMFIKK7NAMDoJK7GFASuxcgkRErEdfTk5sGsRsyRhZXwkFzmwWBKxKCY5ObBSEbQpLEFFXyQXObAwErBAOQCxdXsRErM6SkuCJBc5sG8RtBMmJygwJBc5sCQSshUfITk5OTAxNzY3Njc2Mz4BNRE8AiY9ASYvASY1NDc2NzY3NjMyHQEUNzYzMhcUNz4CMzIXFhUUBhUUFjMyFxYVFAcUIyYiByInLgE3PgM6ATMyNjc2NTQmIyIHERQWMzIXFCMmIyIHIiY2OwEyNjURNCYjIgcRFBYzMhcWFQYjJiIHIicmNTQZAggGEhQNNx0CCDkwHwcEDk6%2FCQcpDLSBnDUJQkd%2FOZY7HwggTicMEAEnOOCnGwoGBAgCCQQKBA4EOSIEBjNEP6AfOSsEJ6uBQTcZFhceD0QgPTROmx9BAh8OBhpi0nIfCAYzGQwGBAQCNnkBFh8zHRIEBAwJBgQgDxUOBiUxAjlQDgh5jgIELy0wgUrPNc0zJREICiMJCycCAhAIMg4ECAICHTVQwbRqaP5IPyIxNwMBMzU0fwE9Rklo%2FkhCHwQCPyMEBBILEgUAAQAh%2F%2FkEFAOKAF0AowCyIQEAK7FIBumwRjKyFwEAK7I5AAArsFQzsT4E6bIEKU4yMjIBsF4vsAjWsUsJ6bAbMrIISwors0AIAQkrsEsQsUQBK7EjCumyI0QKK7NAIy8JK7JEIwors0BEPAkrsV8BK7FLCBESshNWWTk5ObBEEbMhN1BVJBc5sCMSsSY1OTkAsT45ERKwLTmwSBGzDgsjKiQXObAhErMPEhseJBc5MDE2NDc2OwEyNjURNCcmLwEmNjc2NzY3NjMyFxYXFRQWNzYzMhEUBhUUFjM2FxYVFBUGBwYjIiciIyIHBiYnNDsBPgE3NjU0IzAjIgcRFBYzMhcUBwYHJiIHBiMiJyYnIQIOFQo7IwYGOikfCRRUXS8QEAwRChABBAq8afQRGTEhFggCFAgXMYouJUkkHxICIww7JgYMfAFQkR5GHwYGBiMeYUQuJUonHQYUMggUOn0BDIMSCAsICE4IGyUQBAMHDCVWDgUHf%2F6LO%2Bw7IREKGAoZBQUhCgQBAQISGz8EIzRx5cRo%2FlBCGyQpDQ4EAQEBAwIOAAAAAgAp%2F%2BED4QNxAAsAFwBEALIDAQArsRUD6bIJAAArsQ8F6QGwGC%2BwANaxDAzpsAwQsRIBK7EGDOmxGQErsRIMERKxCQM5OQCxFQ8RErEGADk5MDETNAAzMgAVFAAjIgA3FBYzMjY1NCYjIgYpARDJywEU%2Fu7Hy%2F7s3ahzXIGmc16BAarDAQT%2B%2BcK%2B%2FvcBCPys5bCFotWgAAACAAj9xQPbA6EAPgBLAIMAsh4BACu0RwYAGgQrshUBACuyJgAAK7FBBumwOC%2BxMAXpsAIyAbBML7AF1rEsCumxGT8yMrIsBQors0AsNQkrsgUsCiuzQAU%2BCSuwLBCxRAErsSML6bFNASuxLAURErAVObBEEbIeJjg5OTkAsUc4ERKxDiM5ObAeEbIQGhs5OTkwMRM2MzI2NRE1NCYnLgEnLgE3Nj8BNjMyFxYdARQ3NjMyMzIWFRQAIyInJgYdARQeATsBMhcWFAcGIyYhIicmNAEWMzI2NTQmIyIHBhUUCh9GJQoZDC8LGwcQAgbkEhoGByEMo2UBAYnJ%2Fui7N04GChAlMx0tCgQGDCMv%2Fm4dDAwBa2ZmVneFYkZmBv4lED6LAzkvGw4HBBACBkAOBAaJDgEEK2saCHL%2Bo8X%2B1xcCCwzbZEwTHgwsDBQCEhEmAqhgqIGRs1AGDwAAAAACADv9yQQHA2oAOQBKAIUAsgMBACuwDzOxSQPpsjcAACuxPgbpsCYvsSwD6bAaMgGwSy%2BwANaxOwnpsDsQsTEBK7BCMrEXCumyFzEKK7NAFx8JK7IxFwors0AxKAkrsUwBK7ExOxESsyUDN0AkFzmwFxGyBQ8kOTk5ALE%2BNxESsDQ5sEkRsAA5sAMSsggKEzk5OTAxEzQAMzIXFhcWNzY3Njc2MzIzFhcGHQERFBY7ATIXFhUUBwYjJiIHIjU0PgE3NjMyNjURLgEHBiMiJhIVFBYzMjc2NRAnJicuASMiOwEJwl5%2FBgcGCAICJwgHGAQGIQ4QITMUHQcCCwYlcd5uOwIMEQ5GRCAEBAaHeZzLxZFpTmQGBAIMEmE9bQGHywEWQQQEBAoEAi8ICAIWOV9Y%2FKCHQiULChcTDAQEMxQNFgYCOo0BIR0BBGj6AYeYlsBUDCgBGzcfIDdEAAABAC3%2F%2BgLQA34ATABdALImAQArtDQGABcEK7IaAQArskMAACuxPQPpsAQyAbBNL7AH1rE3CumxHjoyMrIHNwors0AHAAkrsU4BK7E3BxESsRdFOTkAsTQ9ERKwMDmwJhGzDCgsICQXOTAxNzQ%2BATMyNjURNCcuAScmJyY9ATQ3PgI3NjMyFxYHFhU%2BAjc%2BAR4BHwEWFRQHBgcmJyYjIgcRFBYVHgE7ATIWBwYjIiYiByIjIicmLQQVFjkjBgxGDhkEAh0hO2YpDgsOChIBAgIdGA8dOylBFRIiAxMvLTEpFDE8AgQZQSsjChQIEy%2BwkUIDAxgHCC8UEw44ewFgHQQGGAYMCQQGHR8KEBcgEQUIDhgdWAJKKwgOAgwWBAcLGAcHN1YEGRRs%2FuESNhpEGVYQBgQEDhAAAAABAET%2F5gJmA3sAPAB5ALIDAQArsRAF6bIQAworswAQDAkrsh0AACuwJDOxMQTpAbA9L7AA1rAqMrETEOm0LxAADQQrsBMQsTQBK7EaCemzDho0CCu0CRAADQQrsT4BK7EOABESsgMXHTk5ObAJEbAFOQCxMR0RErAgObAQEbIAGiw5OTkwMRM0NjMyFxYVFAcOASMiJyYjIgYVFB4CFxYVFAYjIi8BBgcGIyInJicmJyY2FxYXFjMyNjU0Jy4FRKh6UmkHAwIfECsCHWInMTUzYAaoqXNINQwCCR4PAwMlAgwEAikcFwYlcys7bQpYIUEdGAJ5c48rSj4qJQoVG5MvIx0%2FJTsEdYlvnRYEAhIMAQgfnEQUFQUIGp49K0ZOCDkZOy1EAAAAAAEAJf%2FpAm8ESgA1AGMAsg8BACuxGAbpsg8YCiuzQA8GCSuyAwEAK7IpAAArtB4GABsEKwGwNi%2BwLNaxGwnpsAgysBsQtAQQAA0EK7AEL7E3ASuxBCwRErADOQCxGB4RErMhJSwxJBc5sA8RsDI5MDETNjc2NzYzMhUHFBcUHgE7ATIWBwYHBiMnIhURFBYzMjc2FhcWFRQHBiMiJj0BETQnJicmNTQpChFiSAYtKwMDCAgCxxQhCAgNDiWqFC03MzEONA4LBVWkaIIKFzEQAx0SBjHFHyJsLR4CAgMcHSUgGwQh%2FsGWWlwZBg8OEgwPwZh1UAFwGQICBhsVCwAAAAABACj%2F7AQ3A5EAUQCPALIfAQArtBwEAEIEK7IhAQArsAgzskYAACuwOjO0DwYAGgQrsCkyAbBSL7BJ1rEMC%2BmySQwKK7MASQIJK7AMELEVASuxEUAyMrEmCumyJhUKK7NAJjIJK7FTASuxFQwRErIdHkY5OTmwJhGxIzo5OQCxD0YRErEyQTk5sBwRtAwnL0lPJBc5sB8SsAE5MDETJjQ3Njc%2BATc2FhURFBYzMjc0PgE1ETU0Jy4BJyY2NzY3MjMyFxEVFBY2Nz4BNzYXFhUUBwYHBgcGIyInNC4BNTQHDgIjIiY1ETQmJy4BJyYsBAQHGxmrKR0dPVhSeQQCMRRMExcBHONEBAQ3ARYRFAYdBhsMCAMHFnVxEg4zAQICEjtCdTV9ewoTDjUNCAMMCRUKFgYGMQgGJBX%2BH5haXAILCAQBUC1mCwQMAgxIBjEIM%2F2OPhINBAUCCAIEGA8QCQocBTIXBDMCFCUKEg0pKy2bhwGgGxIGBA8EAgAAAAEADP%2FrBAgDWwBRACwAsgYBACuwLDOxUATpshMmNTIyMrI%2FAAArAbBSL7FTASsAsVA%2FERKwHDkwMRMmNTQ3NjM2MzIXFjMyNzIWFAYrASIGFRQSFx4BNjc2Ejc2LgIjIicmNzYzMjMWMjcyFQYHDgEHAwYHBiMiIyYnJicBLgojJg4CDQYOBh4tYUU3SS8OExUQEzUYnx8ECAQFBosdBg03IQ4bBgwKBhcBAVGyYSUEGzc1NfYSEQcOBgocCRAQ%2FvwKGQgJCgYOBxIGGQQfAxgIBhQQEAECAQIhJSAIDRL%2BhUQKBAoKDgFLPRkeDwQSHSEWAgIzLQQGQHv92SEBAQEEBiECRxc5EA8MCAYFAgIEBgAAAAEAEP%2FlBhIDVwBpAEMAsiMBACuyBh4%2BMzMzsSsE6bQNFzpLaCQXMrJhAAArslIAACsBsGovsWsBKwCxK2ERErIRMVk5OTmwIxGxAkc5OTAxEyY1NDc2FyA3MhcWBgcGFBMWNxMmJyYjJiImNSY2MxYzMj8BMjMyFxYVFAcGFRQXExY3Njc2NzYuAScjLgEzFjI3NjM2FxYVFAcGBwYHBgcCAwYHBicmJwMmBwYCBwYHBiInJicDLgEnJhICCQwaAUwrHwoIDhZOsgoMmiMUHysMHRQCEBDCZ00aDAQDJgUBFFwcmggKIydSBgYWHx8vFAIeSK1lBAQXCAYECBJEFAoddZMGHxsZIQzCDAkrkRAKFwwhExcO9S0tRBMDFAoIFAwSBAIhEDECAi3%2BTxkZAWVGFB0CIBESIwUDAioIByILAhsURP6cGRtQYMEiHR4HAgZgAgIBARYODgwMHAIEGw5G%2FvD%2BlRAEBAYCGgHPGRNY%2FqQlGwQEBAYfAkpoLAQCAAEAEv%2F6BC8DVwCAAEgAshUBACuwNDOxGwTpsgwqQDIyMrJ5AAArsFozsXEE6bICUl8yMjIBsIEvsYIBKwCxcXkRErBUObAbEbEjaDk5sBUSsA05MDE3NDM%2BAT8BNi8BLgEnJjc2MzIzFjI3MzIWBisBIgcUFx4BFxY3NjU0LgEjIiYiLgEnJjU2MzIXFjI3NjMyFxYGIyIjIgcGDwIGFx4CHwEeARcWFRQOASMmIyIHIjQ7ATI1NC4BLwEmBw4CFRQWFzMWFRQHBiMiIyYjIgciLgESJURKTZoKDI9IQk8XAQEgAQI1wY0IHRASDxIrAgQUYxIEFXUHIB8ECgUGBgQEBRoFBZS9KAQFGAwMECEHBkYlKD1OTAYEKUIiC0cnRD8fAhMUWVN9cCkkETESGwJvDAYCYEQfNRAjCQgPAwJJclZsEBAFKzMCK1qsDA%2B8XC4CBi8tAwMvMQoGByGBEgYUdS0ICQgCBAgICiUeAQICARUUOhQWRVJUCAQxVi0NXDEhBAQ1EA0OAgRiCgYbHQSTEgUCaVIMEA8EBC8ZDAoFAw4NAAEAD%2F3jA%2BMDWgBMAEYAsggBACuwIzOxDATpsiAvSzIyMrA5L7Q%2BBgATBCsBsE0vsB3WsSsI6bFOASuxKx0RErIvMCc5OTkAsQw%2BERKxGTQ5OTAxEyY1NDc2OwEhMhYGByIHDgEeAhUeAhcWNxM2NTQmIy4BNzMyNjMyFxYVFAcGBw4BBwMGBwYHBiMiJjU0Nz4HNQMuAScmFAUFCyAbAVAjFBITKxIKCAIGDB01PRMIDmUvI0ISCCEUPb0zIwsFCAYUNUQ68yspISsnTi1IdRsvHxwPEgQR9jMrQBADEgwMDAwYLzMEBgIPFg8aAj2EqC0UJQEQeSMdFAxQCAIeDgwPDQwGBFaa%2FWhzYkg3MUgtRiMGHBczF0cTUgYCUH0tBgQAAAABABP%2F%2FAMyA4sAUABJALIpAQArsQgG6bIIKQors0AIEgkrsiEBACuyTwAAK7E5BukBsFEvsVIBKwCxOU8RErAEObAIEbMGNUVJJBc5sCkSsTA0OTkwMTcmJzQ%2FAQE2IyIGIyIGBwYHIiMiLgI3NDc2NzY3NjM2MzIXFhQWMzY3MhcyNh4BFxYVFAcGAQYWMxYyNz4BNz4CNzYzMhcWFRQPAQYHISIWAgEMCgHNDAwrpi0hIRwGDwICEBUdDAICHxkECgIEDxYHBx8UK%2Fp4KBkEIQwWCQUMif7DBgYONIlVJxcnBAQECg0MGxAJA1AKIf13DRwKCBMNCgJpEAY1cwoHAgcQDAYFw2MXAgIIAQMpCgQBAQICCAoRDxYOsP5BCgQBAQIfWgYMAgMCDQkKBgXVEgsAAAEAzf4AAz0FsAA8AGIAshYCACuxDgTpsDAvsSoE6QGwPS%2BwNNawCzKxKAvpsBgysCgQsBwg1hGxBwrpsAcvsDgzsRwK6bAkMrE%2BASuxBzQRErQJICEiNiQXObEcKBESsBo5ALEWKhESsQs0OTkwMRMmNzY3PgE1NCcmNTQ2NzIXFhUOAiMGFRQXFhUUBwYHIhcWFxQHBhUUFxYXFgcOAScuATU0NzYnNCYnJs0GBgIaXmcWF%2BGwHQgEAgwUAscSF3U1PgYI5QEVEskbBwgKChYLsN0XFwFmZRQBxxASGwgSZz4nalpSpPIaGg4sCggCK6g3W3U%2FkXE1HwR72UJwVDygOQQWGhsUBQQd76JEYHUgRGIVCAAAAAABAdn%2F0wJ0BuEAGQAiALIYAAArAbAaL7AB1rENEOmwEDKxDhDpsBIysRsBKwAwMSURND4BMxY3Mh4CBhUREAcUFRQOASMmByIB2QQZFiUVEBQJAgICAhMUGyEzHwZ7GxoSCAQEDAgdBPy8%2FRBcBAQXEhAEBAAAAAABAM%2F%2BBgM7BbAAOABfALIaAgArsSAE6bA2L7EFBOkBsDkvsArWsBIysTAL6bAmMrAVINYRsAczsSML6bAzMrIjFQors0AjKwkrsToBK7EjMBESsg4QDzk5OQCxBTYRErADObAaEbEjMzk5MDETNDY1Njc2JzQmNTQ3NjcyJyYnNDY1NCcuAScuATc0NhceARUUBhUUFhcWFRQHDgEVFBYVFAYHBibPAggXyQErdTc%2BAgTnASl0DDgMGQwCFhOw3y9eWispWGAv06gfJv4xAhEEHwMrpjfYN411Nx8Ee9cz1zh7OQYZBgwUFxIfAh3vojXPNT9hFwwpMwgSYz010jee7SEGEgAAAAABACcB6ARqA1oAIABUALATL7QHBgAWBCuzGgcTCCu0AwYAFwQrAbAhL7AA1rQdEAANBCuwHRCxEAErsSIBK7EdABESsAE5sBARsQMKOTkAsRoTERKwHjmxAwcRErAKOTAxEz4BMzIXFjMyPgIfAR4BBw4BIyInLgMjIgYHDgEmJwiuf3WooEc7RBEcGxYSHgMKqH13tAhWK0UZOVQJBDcxAhmHslZSOUQ1AgICFxKJtlgEKxIVTEQdDh8AAAIAnv4CAY8DbwAIABQAKQCyAwEAK7QHBgASBCsBsBUvsADWsAkysQUH6bAOMrEFB%2BmxFgErADAxEzQ2MhYUBiImGwE2MhcTFgYrASImnkVrQUFrRQZFCkgLSQYjOTs9IQL2M0ZEakBA%2B6kDnBkZ%2FGI1MTMAAgBY%2FocDWASJAEEATQBXALIDAQArsUsF6bJLAwors0BLGQkrshIBACuyLgAAK7EiBumyPQAAKwGwTi%2BwANaxQgrpsU8BK7FCABESsDM5ALEiLhESsEA5sEsRtRYAHCcrRSQXOTAxEzQAMzIWMzI%2FAT4BFzIWFxYPAQYXFhUUBiMiJyYHBhUDBjMyNjc%2BAR4BFxYHBiMiJyIHBgcOASciJicmNxM2Jy4BNxQXFjcTNicmIyIGWAEn0QYUBQ4EVgoPEgorBAwKWAIEcTcrLSsCAgLXCmxEYDcKExASCyUjj%2BIrLQIKVhcQDxAEGQojE3cGCFhnyUEIBdUCCRIfWpEBhdMBJwIO4hQKAhIEDB3dBAUtUik1JQIIAgL95x8%2BRAwIBAoGFy%2FTChTjNCMMBAoCBjIBKw4EOc2kg1oSEAIWEAUIxAAAAQAU%2Fh8GPwWYAF0AiACwUC%2BwWzO0QQYAGQQrskFQCiuzAEFKCSuwVi%2BxOwbpsAovsDYzsRAF6bAsMrAkL7EYBumyJBgKK7MAJB4JKwGwXi%2BwRNaxTRDpskRNCiuzAERHCSuxXwErsU1EERKwHjkAsVZBERKyPVRYOTk5sDsRsQM5OTmwChKwBzmxJBARErETKTk5MDETNDY3Njc2PwErASInJjc2MyE2Ej4BNxIhMhYVFAYjIicmJyYjIgcGBwIPATcwMzI2MzIHDgEjJQYHNjcyFxYXFjMyNjU0JjU0NjMyFhUUBCMiJy4CIyIHDgEjIiYUnGI7LggCAukRCBAdEAg0AQ4XYjljM%2FYBNW2tOyszMwwRPURMRU5UsGMGAgIxvzEzDAgdJf7HLUI7T6CxZh5EPUJXOTstO0T%2B%2BqJ9ZB%2Bdgzw5VjmOQSM4%2FnU%2FkittdBcGAgQMNy05AROY2VYBoGdSKTczCBU9WGrR%2FkrVCwICNyUeBFleEAGFShAnSy8bZx4tPGdFludBFIROJ2%2BPLwAAAAAC%2F%2FL%2F%2BAREBaQAkQCaAMEAsl0AACuwWzOxZgPpsFMysgUCACuyAyQoMzMzsQ0F6bIbLo0yMjKyCgIAK7R3bl0FDSuwSzOxdwbpsEUytIN8XQUNK7E%2BmDMzsYMG6bEUMzIyswoNBQgrsCAzsxwKDQ4rAbCbL7Bq1rFQDOmyUGoKK7NAUEkJK7A5MrNAUFcJK7JqUAors0BqcQkrsH8ysZwBK7FQahEStQUJDVySliQXOQCxd24RErCUObB8EbGSljk5sQVdERKzBAcmXCQXOTAxAyY2MxY3NhUUFgc1BgciFRQfARY7ATI3NjU0JyIuAz0BNDMyFjY3NhYdARQjIgYHBgc7ATIWFB0BFA4BKwEiDwEGFjMlFh0BFCMlIg8BERQWOwEyHQEUDgEnJgcGJjc0PgM7ATI2NREnJiMhIj0BNDYzFjsBJyYrASImPQE0NjsBPgEuAScmJy4BIiYnJgEXFj8BNCsBIg4CGhHnySsEAgIbYhA1Ah%2FiDgQ%2FNwQWCxAGIyeNajgSGScxOCUbAwaXEBECDhHPCgQ3BAYEARQbK%2F7XKQYdJUIWMxAUE%2FrtEh0CAgQIEg8QTiMrBBP%2ByyUPGsUYKzUGBtESDQ8WjwQBDwYEJRsQKR8YBAYCEkIEBkEIfwYFfRQRCAoCJwgjCgISCR0EK38GCpoQGQQCBAYNCiEnBAIEAhUMJSkvWDMXFAoTKRQPEAh7BAgECCcyMQISPv6odTEtHBQTBAIODgIWFwQdDBIIMHYBRFwINi8bEAR%2FEBIdLxsUBA8gEwZKGhIPERIM%2Fm2oEhKmCAAAAgHZ%2F9MCcwbhAAMABwAiALIAAAArAbAIL7AA1rAEMrEDEOmwBjKxBxDpsQkBKwAwMQURMxEDETMRAdmampotAyP83QPpAyX82wAAAAIAYv4bA5EFmAA9AE4AbwCwJS%2BxNQXpsjUlCiuzADUrCSuwEi%2BxAwbpAbBPL7AA1rEVCOmwFRCxRwErtCIQAA0EK7FQASuxFQARErUoMjtOPj8kFzmwRxG3DAMeJTg6QkokFzmwIhKxCgc5OQCxEjURErUHAAoePkUkFzkwMRM0ADMyHgEVFAYjIicuAicmIyIGFRQeBRceARcWBxQAIyImNTQ2MzIeBRcWNzI2NTQnAicmEwYXFgAXFhc2NTQnLgEnLgFiASXNK399QistOQQKCwI9OUJcDh8bLRgtBKZ%2FHxcB%2FtbLaLU5KwwVEwwUBhcCP0o9YXHHanmoTIQ3AQIxLw4XliGhKRleA2jjAU0dVDkrQjUECQwCRlI6EC86L0MjQATs4HNYcdf%2BwVxKJ0UEDAYXBhsCRgFUL0ydARS%2F0wF10%2F5v%2FoNYViU7U9%2FjMfJEJaEAAAAAAgAxA9kCmATPAAoAFAA1ALATL7AIM7QOBgARBCuwAzK0AwYAEQQrAbAVL7AA1rEGD%2BmwBhCxDAErsREP6bEWASsAMDETNDYzMhYVFAYiJiQ0NjMyFhQGIyIxTDk3TElzTAFgTDc5S0s5NwRUM0hIMzVGRgJmSEhmSAAAAAMASP%2FlBh8FrAAIABIARAC4ALIIAAArsQwF6bBCL7E1BemwKC%2BwLy%2BxFgTpsBwysBEvsQMF6QGwRS%2BwAda0CRAADQQrsAkQsRMBK7EyDOmwMhCxLAErsBwytCUQAA0EK7QfEAANBCuwJRCxDgErtAUQAA0EK7FGASuxMhMRErEIAjk5sCwRtwwQEQsWLzVCJBc5sB8SswcDODwkFzmxDiURErA%2FOQCxKDURErcACQ4TBTI6PCQXObAvEbEBITk5sBYSsRofOTkwMRIQACAAERAAIAEUACAANRAAIAAXNAAzMhcWMzI3MzIXFBYXMgcVBisBIicuAScmIyIGFRQWMzI2Nz4BHgEfARYHBiMiAEgBuAJmAbn%2BR%2F2a%2FssBagH8AWv%2Bl%2F4A%2FpiFASXXTGwQCwYQNSMGDwICAgQXJxkKAgQCRLR9lZaHXGxGBg8UBgwPJR2V7Mn%2B8AGYAmIBsv5Q%2Fs3%2Bz%2F5NAuT%2B%2FpcBaf4BAAFm%2Fpr%2BywEMJQYrJwa%2FKwoIHxcEEgSusqCwtjtOCAkHAgYIFCXDAQIAAAIAJQM3AjUFZAAwAD4AeACyMwEAK7EuBOmwKDKwLhCxHwXpsisBACuyMAEAK7AHL7QYBABCBCsBsD8vsADWsBQysTEQ6bALMrAxELE2ASuwBDKxHRDpsUABK7ExABESsC45sDYRsgIPGDk5ObAdErEoLDk5ALEHHxEStgARFBsiMTckFzkwMRM0NzY3NTQjIgcGFxQeARcHBicmNTQ3NjMyFh0CFDMyNzYWFxYHBiMiJyYHBiMiJjcUMzI2PQEwIw4BBw4BJZxCMD8QFQ4EBAICdRkIClxGQWJdBAorEhkCBA5iMzUXCQY9RD9WlS0SOgQEEAk7HQO6ZiQQFk5QEA4RAgYKBjQMGR0HNUAxXmSeNR8bDCcUDA9KJwoELUhGJykMPwIEBBcaAAAAAAIARABCAqgDbwAQACEAEQCyBgEAKwGwIi%2BxIwErADAxEyY3ATc2NzMyBwMTFisBIicRJjcTNzY7ATIHAxMWKwEiJ0QXHwEYCQYKNSsOw7sXKi0UExAd1QgGFC8jDn17DiUzCg4Bvh8lAVoKCAEd%2Fon%2BlC0YAWsXKAEvDwol%2FrT%2BtC0XAAEAhwF1BRQD%2BgAFADMAsAAvtAEGABgEK7IAAQors0AABAkrAbAGL7AE1rEDEOmyBAMKK7NABAAJK7EHASsAMDETNSERIxGHBI2wA1Cq%2FXsB2wAAAAEAUgGeAzMCIwAOAAATNTQ2MyEyFg8BBgcEJSJSKRICdRQfAgQIIf7L%2FqodAb46FxQbEDUhBAQEAAAAAAQANf%2FXBiEFvAALABUAUwBeAN0AsgkAACuxDwXpshQCACuxAwbptFIZCQMNK7EzRzMzsVIE6bE4UDIytCdcCQMNK7AgM7EnBOkBsF8vsADWtA0QAA0EK7ANELEcASuxQwrpsFQyskMcCiuzQENOCSuyHEMKK7NAHBYJK7BDELFZASuxKgvpsCoQsRIBK7QGEAANBCuxYAErsRwNERKyIiVSOTk5sEMRsSZROTmwWRK2CQ8UJz0DUCQXObAqEbIuOTo5OTmwEhKyMzU4OTk5ALEZUhESsFE5sFwRQAkGDA0REgAqPVYkFzmwJxKwHzkwMRMQACEgABEQACEgABIQACEgABAAISADNTQXPgE1ETQmJyI9ATQXFiUyFhUUBw4BHwEeARcWHQEUIyYHIicBIyIdAxQeARcyHgMdARQjJgciARQzPgE1NCYjIgc1AbsBOwE5Ab3%2BQ%2F7H%2FsX%2BRYEBcQEEAQYBcf6P%2Fvr%2B%2FJgjKxkRIicxVAEQi7WzEAIKqh8jGh83SjsnEf7wCgwWMQoEDQYIAim4mikBMg5iZVxIHxICyQE5Abr%2BRv7H%2Fsn%2BRQG6Ajz9%2BP6RAW8CCAFu%2B%2B4fIwECIUIB%2FEYcAiUbIQEGBodwoEQGBg7oKxoDBBQdLQQEFwFyBBSsSA4IAgMCAgQKBi8bDAwCER8CUD9CWAYAAAAAAQAOBAACugSaAA8AIACwDC%2B0AwYAGwQrsAUytAQGABsEKwGwEC%2BxEQErADAxEzU0OwEhMhYdARQjISIuAQ46EgItGxg5%2Fb4XFgQEL0gjERpGKRARAAAAAAIAWALRAv4FagAJABMATwCyDQEAK7EIBumyCQEAK7IGAQArsBIvsQMG6QGwFC%2BwANaxChDpsAoQsQ8BK7EFEOmxFQErsQ8KERKzAgcIAyQXOQCxEg0RErEABTk5MDETNDYgFhUUBiAmNxQWMjY1NCYiBljFARrHx%2F7mxZZunHBwnG4EHYvCwouJw8KKTG1tTE5sbQACAIf%2F4wUUBboALwBEAG8AskEAACu0NQYAFwQrsCwvsBwztAQGABgEK7AUMrIsBAors0AsJQkrsgQsCiuzQAQNCSsBsEUvsCjWsAcysSEQ6bARMrIhKAors0AhGAkrsDsysighCiuzQCgACSuwMDKxRgErsSEoERKwNzkAMDETNTQ2MyEyNRE0JjU0FzMyFhURFjchMh0BFA4BIyEiBhURFAYrAS4BNRE0IyEiLgETNTQ%2BARcyKAEzFh0BFAYjJAUiLgGHIykBhxsCMUodGgQfAY0%2FFhgX%2FoMQHRMkQCUUGf5rGxITAgYdG2oBiwHXRD0YJ%2F11%2FoshGBMDTkohEiEBcgYPBEQBHCX%2BbBsBOD0bGgQRCP5rJxcCGyEBkR0CFvzsNRQZFQICPDMrFQQGBBsAAQAIAmgCSAUrAC0AjACwKy%2BxHAbpshwrCiuzQBwjCSuwCi%2BxEgbpsgoSCiuzQAoOCSsBsC4vsA%2FWtAwQAA0EK7AMELEHASuxFQnpsgcVCiuzQAcACSuwFRCwJiDWEbQhEAANBCuwIS%2B0JhAADQQrsS8BK7EHDBESswMSGhwkFzmwIRGwHzkAsRwrERKwATmwChGxAxU5OTAxEzU2Nz4CNTQmIyIHBiInPgEzMhYVFA4CBwYHMzI3PgI7ATIVBgcGIyEiJggzdT02UDwrYikIYgMKnHFtlx1RITw1PZc3BwgGDhcrIxAFCDH%2BNxcSAo0jP2MxLWstJTNzEBxvg3deL0xKGCkhNQQIKRkjfRUrDwABABICWgI%2FBSsALABXALAqL7EGA%2BmyBioKK7MABgMJK7AZL7EgBukBsC0vsAnWsScJ6bIJJworswAJAAkrsAkQsBYg1hGxIxDpsS4BK7EjCRESsCU5ALEZBhESshwjJTk5OTAxEzQ2MzIWMzI2NTQmIyIHBicmNjc%2BATU0JiMiBwYmNzYzMhYVFAcWBxQGIyImEjQgJW0cLUgtHR8aNR8ICg9GRyMdSDAjTghUtE51OX8B0INOjALJIytOTjkpNRYdLxApCytJFRIdWCk3HbJQRUIzMYZxnzkAAAAAAQDnA8kCWAVKAAwAGwCyAwIAKwGwDS%2BwANa0BwgADAQrsQ4BKwAwMRsBNjsBNhYHFAcBBibnYRAnqBQhBBT%2B%2BQ5SA%2FYBLyUCExYNFP7RFBQAAAAAAf%2Fn%2FgYD5wVKACsAYQCyAwIAK7EcBumwDTKyHAMKK7NAHCIJK7AVMgGwLC%2BwJdaxHxDpsB8QtAAIAAcEK7AAL7AfELEYASu0EhAADQQrshIYCiuzQBIJCSuxLQErsR8lERKwAzmwGBGwGzkAMDEDNCQ3IDc2Fh0BFA4BKwEiBhURFAYrASI1EzQHIyIHExQrASImNRE0IyQnJhkBBeMBuiMhGhYPEjUMDxQjIzcCFU8QAQI1LR8UEf7NbDEDoMffAgICFR4wFxQCFgz5nR8QLQZlHwEa%2BZEpFxoDqB0Gz1oAAAAAAQCNAkwBgQMxAAkAKACwCS%2B0AwYAEgQrtAMGABIEKwGwCi%2BwAdaxBg7psQYO6bELASsAMDESNDYzMhYVFAYijUoxM0ZIYgKRW0VDMC1FAAABAMv%2BNQIZABQAHgAkALAJL7EVBOkBsB8vsBjWsQYQ6bEgASuxBhgRErEDAjk5ADAxFxMzBx4BFRQGIyIuAjc0Njc%2BARYzMjY1NCMiBwYmy6ZkPzlKdVQSJzQICgcCCBgnBh8rIRJcFyf8ARByDF89UnMEERoZAgoCDAcIKBsxLQwSAAABAF0CZAIGBR8AJwA6ALAaL7ELA%2BmwITIBsCgvsCTWsQgQ6bIkCAors0AkHwkrsSkBK7EIJBESsQQbOTkAsQsaERKwIjkwMRImNzY3NhYVERUUMzIWNzIeBBUWFRQGIyYHIiY1ND8BNjcRBgduIhSJPAZxCAQnCAQOBwoGBAIVDp6ZEBUhORIBKzoELzsXVEYKDBH92QwEBAICAgQECwYGFBIiBgYjES8EBgIMAX0XFAAAAAACADEDNwKwBWQACQAVAEwAsg0BACu0CAQAQgQrsBMvtAMEAEIEKwGwFi%2BwAdaxChDpsAoQsRABK7EFEOmxFwErsRAKERKyAgMIOTk5ALETDRESsgABBTk5OTAxEjQ2IBYVFAYjIgMUFjMyNjU0JiMiBjG4AQ%2B4uIOJFWhGOU5qRDlOA9XynZ15d6ABPGCAWUVcfVQAAgBQAEQCvANxABUAJgAvALIaAQArAbAnL7AD1rAAMrQeCAAHBCuwIDKxKAErsR4DERK0CxEmARkkFzkAMDE3EwMmNjsCMhcTFgcDDgMiKwEiFxMDJjsBMhcBFgYHAQYrASJQf3sIChIuBgwO4hAb1QIIAggIBjAl6sO7FyotFBMBHAoIDP7qEBEvKY0BSgFMDh8X%2FrcXKf7PBAwCBwYBeQFrLRn%2BnBQkDP6mEgAAAAAEAF3%2FugVvBUgAIAAwAFMAWgCxALJKAAArsicCACu0UVRKJw0rsDozsVEG6bBBMrQSCkonDSuwGDOxEgPpAbBbL7Ac1rEIEOmyCBwKK7NACA8JK7IcCAors0AcFgkrsAgQsU4BK7BXMrFEEOmwODKyRE4KK7NARD0JK7JORAors0BOMQkrsVwBK7EIHBESsQQTOTmwThGxElQ5ObBEErElMzk5ALFUURESsDI5sBIRsTlZOTmxJwoRErQFHSAzNCQXOTAxEiY3Njc2FhURFBc6ARcWFRQGIyYHIjU2PwEyNjURDgEHEiY3ATc2NzsBMhYHAQYrAQE1ATYXHgEHERczMhcUBwYnIwYVFxQOASsBIicmJzUmKwEiNzMyPwE0B24iFJE%2BBnUKCDAIJRUOpqAnBh1ACgQQRhMtDAwDuQQMEwZUEg4O%2FEYQHUICNQFtKx8OGQIQPzEBBwoWTgwCBBMSLzAIGQoCCO8xxFgMAgIKBCk5G1hICg4R%2FccQAQIKLxQhBgY3MQIEBQwBiQgdCPuROg4FLwoMASkX%2BssZARklAc0MBgIZEv6bCC83DRcBBBWFEhEMAgIhjRuJDG8SDgAAAwBd%2F7IFkQVMACgAPgBxAMgAsm8AACuxYQbpsm8AACu0ZwYAEwQrsjACACu0HCJvMA0rsQtXMzOxHATpsU8G6bJPIgors0BPUwkrAbByL7Al1rEIEOmyJQgKK7NAJR8JK7AIELFUASu0URAADQQrsFEQsUwBK7FaCemwWhCwaiDWEbFzASuxVAgRErMXGj9AJBc5sUwlERK3BBsvMDs9V2EkFzmwWhG0Mjc2XmQkFzmwahKwbDkAsWdhERKwajmxHG8RErBaObAiEbEVHzk5sDASsQU3OTkwMRImNzY3NhYVERUUMzIWNzIeBBUWFRQGIyYHIiY1NDY%2FATY3EQYHEiY3AT4CNzIeBBQHAQYnJiMnJTU2Nz4INTQmIyIHBiI1PgEzMhYVFA4CBwYHMzI3PgE7ATIHBgcGIyEiJm4iFIVABnEIBCcIBA4HCgYEAhUOnpkQFRMOORIBH0YvEAoDvwoMEwgCFxQbEgwI%2FEYbFAQHOQJ5N3ECLQ4pEyAPEgg7LWApCGUKnHFqmh9MKTcvRpo3BgQRHysjARICCi%2F%2BNxcSBC07GVBMCAwR%2FdEMBAQCAgIFBAoGBhUSIwYGIxIQIgIGAgwBgxIZ%2B5giDwU7DAkCAgQCBwoOEwz6yyUEAg1WJERgAiUMIxUjGiMfECUzcxAdcYV5YS9OSR0nHzcCBEgjgxArDAAAAAQAGf%2ByBWQFTAAsAEIAZQBsALsAslwAACuyLwAAK7BjL7BTM7FmBumwTDKwKi%2BxBgXpsgYqCiuzAAYDCSuwGC%2BxIAbpAbBtL7AJ1rEnCemyCScKK7MACQAJK7AJELAVINYRsSMQ6bAnELFgASuwaTKxVhDpsEoyslZgCiuzQFZPCSuyYFYKK7NAYEMJK7FuASuxIwkRErAlObFgJxESsGY5sFYRsjRFMzk5OQCxZmMRErFETzk5sQZcERKxS2s5ObAYEbQbIydFRiQXOTAxEzQ2MzIWMzI2NTQmIyIHBicmPgI1NCYjIgcGJjc%2BATMyFhUUBxYVFAYjIiYSPgE%2FAgE2HwEWBwEOAiImJy4CJTUBNhceAQcRFzMyFRQHBicjBgcXFA4BKwEiJyYnNSYrASI3MzI%2FATQHGTUjJ2ofL0owHh0dJxYnIUVIIx5KLxRlECWQVlB6O3%2FRh1KPmwICAgIHA7QdJisxFvxMChMdCC0ECg4JAlABbSseDhkCET8xBgoXTQwBAgQSEy8vCBkKAgjwMcVYDAICCgKyIy1QUDkrOBUbGSFBKz4bEh1dFCMjVmBUSEI1M4tzpDr9Zg0EBgYMBSspEBMXIvrTDhECDAMECAr8JQHNDAYCGRL%2BmwgvNw0XAQQVhRIRDAICIY0biQxvEg4AAgBI%2FgICmgNzACIAKwCJALImAQArtCoGABEEK7AgL7QYBgATBCuyGCAKK7MAGBsJKwGwLC%2BwANa0FhAADQQrshYACiuzABYdCSuwFhCxBwErtBAQAA0EK7AQELAoINYRsSMP6bAjL7EoD%2BmxLQErsSMWERKwFDmwBxG0BAoTJSokFzmwKBKxJik5OQCxKhgRErEADDk5MDEXNDc2Nz4BNTQnJjc2FhcWFRQGBw4BFBYzMjYzMhUUBiMiJhM0NjIWFAYiJkiVM18rGkcjLRI6DGpQXH9WWlYdZBmYd1yq1dtMbkxMbkxqz2gnIxAdFCtUJxYKDBKDZlJfIjFXi1APa0Q%2F4QQTNUhGb0dHAAMAEP%2F4BZEHXgBFAFIAYgB6ALJFAAArsh8hQjMzM7ECBem0GSYpOjwkFzKyDAIAK7QyVh8MDSu0MgYAGwQrAbBjL7BR1rROEAANBCuxZAErsU5RERK1IRAkWFpbJBc5ALECRREStBwgJDlDJBc5sDIRsxMXNzskFzmwVhKwEjmwDBGyCBFfOTk5MDEyNDMyNjc2NwEnJjY3OwEyFxYSFhcWFx4BOwEyFRQGJyYFBiY1NDcyNjM%2BAScuAScmIyEiBwYHBgcUNzYXHgEVDgEjJAcjASY2MzcyFxYXFAYnJgIGFjM2FzI2JyYnLgEGBwYQKUgnGw4SAXkMBBwZRBo7FV65TRUUJRcpOw4nEhfn%2Fs0bEj8UNgorFw8ZVxkGG%2F7NDBIpVAoBeRkSDBUCGQr%2BsmQbAbkUKBmZLQ0vOUoQe0wIEw5iUAgPAi00AgoIAhRvGEAdNQPvLQ4bAh74%2FhzMMjVmQiM5FyICCggCIxw3AQICICc%2F7EAMFnPjFCQnBwQEAiUXFCEGBgcYHS0CHHvRJwwUnvxsEAQCAg4GeaIIBAQCPQAAAAMAEP%2F4BZEHeQBFAFUAZQBhALJFAAArsh8hQjMzM7ECBem0GSYpOjwkFzKyDAIAK7QySR8MDSu0MgYAGwQrAbBmL7FnASsAsQJFERK0HCAkOUMkFzmwMhGzExc3OyQXObBJErASObAMEbIIEVI5OTkwMTI0MzI2NzY3AScmNjc7ATIXFhIWFxYXHgE7ATIVFAYnJgUGJjU0NzI2Mz4BJy4BJyYjISIHBgcGBxQ3NhceARUOASMkByMABhYzNhcyNicmJy4BBgcGAxM2MzI2Fx4BBwYHAQ4BJhApSCcbDhIBeQwEHBlEGjsVXrlNFRQlFyk7DicSF%2Bf%2BzRsSPxQ2CisXDxlXGQYb%2Fs0MEilUCgF5GRIMFQIZCv6yZBsCAAgTDmJQCA8CLTQCCggCFDZkDC4hchUhHgQEBP7fCjElbxhAHTUD7y0OGwIe%2BP4czDI1ZkIjORciAgoIAiMcNwECAiAnP%2BxADBZz4xQkJwcEBAIlFxQhBgYC5xAEAgIOBnmiCAQEAj0CQQFIKQQCAhUUEwT%2BqAwCHQAAAAMAEP%2F4BZEHLABFAFcAZwBhALJFAAArsh8hQjMzM7ECBem0GSYpOjwkFzKyDAIAK7QyWx8MDSu0MgYAGwQrAbBoL7FpASsAsQJFERK0HCAkOUMkFzmwMhGzExc3OyQXObBbErASObAMEbIIEWQ5OTkwMTI0MzI2NzY3AScmNjc7ATIXFhIWFxYXHgE7ATIVFAYnJgUGJjU0NzI2Mz4BJy4BJyYjISIHBgcGBxQ3NhceARUOASMkByMBEzY3PgEXFhcTFgYvAQcGLgESBhYzNhcyNicmJy4BBgcGEClIJxsOEgF5DAQcGUQaOxVeuU0VFCUXKTsOJxIX5%2F7NGxI%2FFDYKKxcPGVcZBhv%2BzQwSKVQKAXkZEgwVAhkK%2FrJkGwFhtAgfDnsUJQ%2ByFk4U59oSLR2qCBMOYlAIDwItNAIKCAIUbxhAHTUD7y0OGwIe%2BP4czDI1ZkIjORciAgoIAiMcNwECAiAnP%2BxADBZz4xQkJwcEBAIlFxQhBgYF2QE3Eg0CAgICHf7RLxQSxcUMAh%2F9IBAEAgIOBnmiCAQEAj0AAAAAAwAQ%2F%2FgFkQcxAEUAZQB1AMQAskUAACuyHyFCMzMzsQIF6bQZJik6PCQXMrIMAgArtDJpHwwNK7QyBgAbBCuwWS%2B0TQYAFwQrs11NWQgrtEkGABcEK7JJXQorswBJUgkrAbB2L7BG1rRjEAANBCuwYxCxUAErtFYQAA0EK7F3ASuxY0YRErA2ObBQEUAPChEhCCYuNDo%2FQklZJGdtJBc5sFYSsiktKzk5OQCxMgIRErMTFzc7JBc5sGkRsBI5sAwSsggRcjk5ObBZEbBlObBNErBjOTAxMjQzMjY3NjcBJyY2NzsBMhcWEhYXFhceATsBMhUUBicmBQYmNTQ3MjYzPgEnLgEnJiMhIgcGBwYHFDc2Fx4BFQ4BIyQHIwE%2BATMyFxYzMj4CNzIXFhUUBiMiJyYnIgYHFAYVDgESBhYzNhcyNicmJy4BBgcGEClIJxsOEgF5DAQcGUQaOxVeuU0VFCUXKTsOJxIX5%2F7NGxI%2FFDYKKxcPGVcZBhv%2BzQwSKVQKAXkZEgwVAhkK%2FrJkGwE4BmxnVntKIBkUAh0dKwIEeWJYdVIZEhcMBgxMwAgTDmJQCA8CLTQCCggCFG8YQB01A%2B8tDhsCHvj%2BHMwyNWZCIzkXIgIKCAIjHDcBAgIgJz%2FsQAwWc%2BMUJCcHBAQCJRcUIQYGBgqJmlQxKzUtAh0OEHGcUjcBHS8IGQYZCv0EEAQCAg4GeaIIBAQCPQAABAAQ%2F%2FgFkQbjAEUATwBfAGkAoACyRQAAK7IfIUIzMzOxAgXptBkmKTo8JBcysgwCACu0MlMfDA0rtDIGABsEK7BoL7BNM7RjBgAPBCuwSDIBsGovsEbWsUsI6bBLELFhASuxZgjpsWsBK7FLRhESQAkKNDo%2FQghRVFskFzmwYRGwWTmwZhJACREQISsuVVdYJCQXOQCxMgIRErMTFzc7JBc5sQxFERK1HCAkOUNcJBc5MDEyNDMyNjc2NwEnJjY3OwEyFxYSFhcWFx4BOwEyFRQGJyYFBiY1NDcyNjM%2BAScuAScmIyEiBwYHBgcUNzYXHgEVDgEjJAcjATQ2MhYVFAYiJhIGFjM2FzI2JyYnLgEGBwYSNDYzMhYUBiMiEClIJxsOEgF5DAQcGUQaOxVeuU0VFCUXKTsOJxIX5%2F7NGxI%2FFDYKKxcPGVcZBhv%2BzQwSKVQKAXkZEgwVAhkK%2FrJkGwFfUXdWVndRoQgTDmJQCA8CLTQCCggCFG5UOz1TUz07bxhAHTUD7y0OGwIe%2BP4czDI1ZkIjORciAgoIAiMcNwECAiAnP%2BxADBZz4xQkJwcEBAIlFxQhBgYGXDlUVDk7UlL8xhAEAgIOBnmiCAQEAj0CVnZSUnZSAAQAEP%2F4BZEHgQBFAE8AXwBqALAAskUAACuyHyFCMzMzsQIF6bQZJik6PCQXMrIMAgArtDJTHwwNK7QyBgAbBCuwTi%2BxYwbpsGgvsUkG6QGway%2BwR9a0YBAADQQrsGAQsWYBK7AkMrRMEAANBCuxbAErsWBHERJACQo0Oz9CCFBRUyQXObBmEbROVEleVyQXObBMErMQISYuJBc5ALEyAhESsxMXNzskFzmwUxGwEjmwDBKxCFw5ObFjThESsUxGOTkwMTI0MzI2NzY3AScmNjc7ATIXFhIWFxYXHgE7ATIVFAYnJgUGJjU0NzI2Mz4BJy4BJyYjISIHBgcGBxQ3NhceARUOASMkByMANDYzMhYUBiMiAgYWMzYXMjYnJicuAQYHBgMUFjMyNjQmIyIGEClIJxsOEgF5DAQcGUQaOxVeuU0VFCUXKTsOJxIX5%2F7NGxI%2FFDYKKxcPGVcZBhv%2BzQwSKVQKAXkZEgwVAhkK%2FrJkGwGygV1af39aXDQIEw5iUAgPAi00AgoIAhQdMyUjMTEjJTNvGEAdNQPvLQ4XBBz4%2FhzMMjVmQiM5FyICCggCIxw3AQICICc%2F7EAMFnPjFCQnBwQEAiUXFCEGBgZStIGBtIH9FhAEAgIOBnmiCAQEAj0C4SMzMUozMwAAAAL%2Fg%2F%2F0BwgFRAB5AIUAzQCyMwEAK7J3AAArsQMD6bFgcDIysloAACuxSAbpskhaCiuzQEhTCSuyEwIAK7EnBumyEQIAK7AUM7ELBOmyJxMKK7NAJx4JK7R9aXczDSuxfQbptC1CdzMNK7EtBukBsIYvsGXWsIEysUUH6bApMrJlRQors0BlXQkrsEUQsT4BK7AxMrQ4EAANBCuxhwErsTg%2BERKzEyMiOiQXOQCxSAMRErFibjk5sGkRsjo%2BOzk5ObB9ErE%2FODk5sSczERKxGYM5ObETdxESsBc5MDEnJjY3PgE3ATYuASMiJj8BNjMWJBcyFhcUExQHFCsBIi4BJy4BKwEhIhURFBYzNzI2NzY7ATIVEBcWIwYnIicuAQ8BIhURFBYzFjc%2BATc2Nz4COwEyBwYHBiMhIj0BNDc%2BAj8BNTQnISIHAwYVFDMyHgEXFiMhBiYBBhYzITI2NRE0BwZ9BB0aPU8%2FAh0ZARo6FxwCAgYrjwMhShcvAhICHh8SFwYEFCohOf7JJRAP41opEggmGicCBCcSFSEDDC5a9BIrVi2kYDsZMRMEBBARGi0EARkETPvpMycQiUoCAhr%2BjQ4JoytsFxQCAgIv%2FlYbEgKgBAoGAQ8KFgyDMxsSAgZEaAN1JyEKExQdJQQGAhkSBv77CAQbGRIXWjUO%2Fm8IFwQdVCc0%2FsktMQYEKVglAgUm%2FrxYJQQEAhMgP1MODAk8L9M3Kx8ZCQQCMD9IyA4BD%2F74SBYjFhEYLQIiAoQICxcKAd8SDssAAAAAAQBi%2FekFngVSAFIApgCyLAAAK7EaBemyTwAAK7IDAgArsRQF6bA3L7RBBAAvBCsBsFMvsADWsRcI6bAXELFEASu0NBAADQQrsDQQsRIBK7QPEAANBCuxVAErsUQXERK0NzpMT1AkFzmwNBG0AxQaLDAkFzmwEhKzCQcoKyQXObAPEbMKHyAmJBc5ALEsQRESsjQ%2FTjk5ObAaEbElKDk5sBQSsgARITk5ObADEbEICjk5MDETEAAhMh4BFxY3NhYXFgcVDgEnAiEiABEQADMyNz4BNz4BFgcGAicmIyIHBgciDwEGFx4BFRQGIyInJjc2Nz4BFjMyNjU0JiMiBwYnJj8BNgckAGIBqgFSSH89YycSDEIEGQUITBJo%2FtTp%2FvIBK%2BmyiCkoIwo6KwYZcQ4nEjtbUmISByACGC88h1IvHTMQCAQIGSUIHUEaESNHGQgKEnMKEP7Z%2Fo8CiQE7AY4XFCMMDgoGEmhReiMRGwEv%2FtX%2FAP74%2Fqx7JTNBEgsWGVD%2B%2FAIKHBkEDjoEDBJZOVaaCxQfEAYMAw1SHxklJQgUFB27FwEZAX8AAAIAJf%2F6BKoHNQBjAHAAyQCyYAAAK7FPBumyYAAAK7ECBemyGgIAK7EsBumyGgIAK7ELA%2Bm0MkZgGg0rsTIG6QGwcS%2BwB9axSQ7psC8ysEkQsW4BK7RrEAANBCuwaxCxJwErtCIQAA0EK7M%2BIicIK7RCEAANBCuwQi%2BwNjO0PhAADQQrs1UiJwgrtFkQAA0EK7FyASuxbkkRErFMbzk5sUJrERKwQzmwPhGwKDmxIicRErIfI2A5OTkAsUZPERKyPkBYOTk5sDIRsDw5sCwSsyEkODskFzkwMT4BNzYzPgE1ETQmIyoDLgUnJjc2MyQXMhceAhcOAScmNy4BJyYHIgYVERQ7ATI2Nz4BFhcWFAYVFAYmJy4BIyciFxEUFxYXFhczMjY3Njc2NzYXFgcOAQcGIyQFJwA2MzcyFxYXFAYnJicdECEOSk4xL1gCDQYKBggHCAYGAg4WCisCj%2FA1BwgGAgICNxcdARI8c7ZICBIa020rDgQrLwYCAjMxBA4tbcchAQICChBtkW1DFS0YBh87CwoKAhIHBl79zf5cCgE5KxmbJxNEIEwMaKYEawQCAjlvAvFqSQICAgQGCAYXJxQEBCdCaFgQEg8IBCNzMQIGBBAK%2FnIUIGMODhQfLYWXGx8WDhJcJQIe%2FsY%2FFR0JEAEPGjFnHQgEGRROF4ctLwQGAgcGMQIcvJApCBKJsgAAAAIAJf%2F6BKoHRABjAHEAtgCyYAAAK7FPBumyYAAAK7ECBemyGgIAK7EsBumyGgIAK7ELA%2Bm0MkZgGg0rsTIG6QGwci%2BwB9axSQ7psC8ysEkQsScBK7QiEAANBCuzPiInCCu0QhAADQQrsEIvsDYztD4QAA0EK7NVIicIK7RZEAANBCuxcwErsUJJERKzQ0xqbSQXObA%2BEbAoObEiJxESsh8jYDk5OQCxRk8RErI%2BQFg5OTmwMhGwPDmwLBKzISQ4OyQXOTAxPgE3NjM%2BATURNCYjKgMuBScmNzYzJBcyFx4CFw4BJyY3LgEnJgciBhURFDsBMjY3PgEWFxYUBhUUBiYnLgEjJyIXERQXFhcWFzMyNjc2NzY3NhcWBw4BBwYjJAUnARM2MzcyFgcOAQcBBiYdECEOSk4xL1gCDQYKBggHCAYGAg4WCisCj%2FA1BwgGAgICNxcdARI8c7ZICBIa020rDgQrLwYCAjMxBA4tbcchAQICChBtkW1DFS0YBh87CwoKAhIHBl79zf5cCgGqYgwrrhQgAgIFAv7eEEkEawQCAjlvAvFqSQICAgQGCAYXJxQEBCdCaFgQEg8IBCNzMQIGBBAK%2FnIUIGMODhQfLYWXGx8WDhJcJQIe%2FsY%2FFR0JEAEPGjFnHQgEGRROF4ctLwQGAgXVAUgpAhcZAgwE%2FqgXFwAAAAIAJf%2F6BKoHRwBjAHcAtwCyYAAAK7FPBumyYAAAK7ECBemyGgIAK7EsBumyGgIAK7ELA%2Bm0MkZgGg0rsTIG6QGweC%2BwB9axSQ7psC8ysEkQsScBK7QiEAANBCuzPiInCCu0QhAADQQrsEIvsDYztD4QAA0EK7NVIicIK7RZEAANBCuxeQErsUJJERKyQ0xzOTk5sD4RsShuOTmxIicRErIfI2A5OTkAsUZPERKyPkBYOTk5sDIRsDw5sCwSsyEkODskFzkwMT4BNzYzPgE1ETQmIyoDLgUnJjc2MyQXMhceAhcOAScmNy4BJyYHIgYVERQ7ATI2Nz4BFhcWFAYVFAYmJy4BIyciFxEUFxYXFhczMjY3Njc2NzYXFgcOAQcGIyQFJwETNjc%2BARcWFxMWBgcGLwEHBi4BHRAhDkpOMS9YAg0GCgYIBwgGBgIOFgorAo%2FwNQcIBgICAjcXHQESPHO2SAgSGtNtKw4EKy8GAgIzMQQOLW3HIQECAgoQbZFtQxUtGAYfOwsKCgISBwZe%2Fc3%2BXAoBDLAIHw57FSMQsAoEFCcV59kSLBwEawQCAjlvAvFqSQICAgQGCAYXJxQEBCdCaFgQEg8IBCNzMQIGBBAK%2FnIUIGMODhQfLYWXGx8WDhJcJQIe%2FsY%2FFR0JEAEPGjFnHQgEGRROF4ctLwQGAgXyATcSDQICAgId%2FtEMKAYKE8TEDAEfAAAAAwAl%2F%2FoEqgbBAGMAbQB3AOEAsmAAACuxTwbpsmAAACuxAgXpshoCACuxLAbpshoCACuxCwPptDJGYBoNK7EyBumwdi%2BwazO0cQYAEAQrsGYyAbB4L7AH1rFJDumwLzKwZCDWEbFpCOmwSRCxbwErsXQI6bB0ELEnASu0IhAADQQrsz4iJwgrtEIQAA0EK7BCL7A2M7Q%2BEAANBCuzVSInCCu0WRAADQQrsXkBK7FpZBESsUxhOTmxdG8RErBDObE%2BQhESsCg5sSInERKyHyNgOTk5ALFGTxESsj5AWDk5ObAyEbA8ObAsErMhJDg7JBc5MDE%2BATc2Mz4BNRE0JiMqAy4FJyY3NjMkFzIXHgIXDgEnJjcuAScmByIGFREUOwEyNjc%2BARYXFhQGFRQGJicuASMnIhcRFBcWFxYXMzI2NzY3Njc2FxYHDgEHBiMkBScBNDYyFhUUBiImJDQ2MzIWFAYjIh0QIQ5KTjEvWAINBgoGCAcIBgYCDhYKKwKP8DUHCAYCAgI3Fx0BEjxztkgIEhrTbSsOBCsvBgICMzEEDi1txyEBAgIKEG2RbUMVLRgGHzsLCgoCEgcGXv3N%2FlwKAQJOclBSblABUlA3OVBQOTcEawQCAjlvAvFqSQICAgQGCAYXJxQEBCdCaFgQEg8IBCNzMQIGBBAK%2FnIUIGMODhQfLYWXGx8WDhJcJQIe%2FsY%2FFR0JEAEPGjFnHQgEGRROF4ctLwQGAgY9N1FQODlOTgJvUFBvUAAAAAIAYP%2F6ApcHNQAsADkAZwCyKgAAK7AoM7EDA%2BmwJTKyFAIAK7EcA%2BkBsDovsAfWsSAM6bA0MrIHIAors0AHAAkrsA4ysCAQtDcQAA0EK7A3L7E7ASuxNwcRErEpODk5ALEDKhESsCk5sBwRsAQ5sBQSsAw5MDE3NDY3PgE%2FAREnLgEnLgI%2BATMENzYXFgYHIgYjDgEVERQXHgEXFgYnJgciJhI2MzcyFxYXFgYnJidgFRBUIQICAgIhSBIXBAkWDgF7UjEEAhAOBBMGUCMdEl0MGwce9vIUGRUnGJgnEj0lAkYSi30tEicCCCFKRgL4RUgpCAIXHh8SBAQELBQsAgICNYP8wk4QDAQFEGACCAgdBu8tAhysoCUOFLKJAAAAAAIAYP%2F6ApcHUQAvADwAXgCyLQAAK7ArM7EDA%2BmwKDKyFwIAK7ASM7EfA%2BkBsD0vsAfWsSMM6bIHIwors0AHAAkrsA4ysT4BK7EjBxESshQsMzk5OQCxAy0RErAsObAfEbAEObAXErENDDk5MDE3NDY3PgE%2FAREnLgEnLgI%2BATMeAjY3NhcWBgciBiMOARURFBceARcWBicmByImGwE2MzI%2BARcWBwEGJmAVEFQhAgICAiFIEhcECRYORH87dVoxBAIQDgQTBlAjHRJdDBsHHvbyFBmHYRQlH1AgG1o7%2FvUQUi0SJwIIIUpGAvhFSicIAhceHxUCBQICBAQqFysCAgI1g%2FzCThAMBAUQYAIICB0FxgFKJwICAghI%2FrYXFwAAAAIATv%2F6Ap4HNgASAD4ATgCyPAAAK7A6M7EWA%2BmwNzKyIwIAK7EfBOmwKzIBsD8vsBrWsTIM6bIaMgors0AaEwkrsUABK7EyGhESswMOJTskFzkAsRY8ERKwOzkwMRsBNjc%2BARcWFxMWBwYvAQcGLgETNDY3PgE%2FAREnLgEnLgE2MzIWMjc2FgYHIgYjIgYVERQXHgEXFgYnJgciJk6uDBsOeRQjD64WJScU49UQLhoaGQ5UIQICAgIhSB8UGRhQnHNyJRcVDgYVAlAnHxJdDCEKH%2Fb0FBsF3QE3Eg0CAgICHP7QLwoKEsXFDAIf%2BmIQKQIIIUpGAvhFSCcIBDUxBgYCMzcEAjWD%2FMJKFAwEBRRcAggIHQAAAAADADf%2F%2BgKuBscACQA0AD4AkwCyMgAAK7AwM7ENA%2BmwLTKyGgIAK7EWBOmwITKwPS%2BwBzO0OAYADwQrsAIyAbA%2FL7AR1rEoDOmyESgKK7NAEQoJK7AYMrMFKBEIK7EACOmwAC%2BxBQjpszYoEQgrsTsI6bFAASuxEQARErMDBxoyJBc5sTYFERKwMTmxOygRErUbHy4wOD0kFzkAsQ0yERKwMTkwMRM0NjIWFAYjIiYTNDY3PgE%2FAREnLgEnLgE2MwQ3NhcWBgciBiMOARURFBceARcWBicmByImADQ2MzIWFAYjIjdSc1JQOzlTKRUQVCECAgICIUYfFBkYAX1SMQUEEw4GEQZQJR0SXwwbBh%2F29BQZATZROjtSUjs5Bjk5VVJ3UlL6LxInAgghSkYC9kVKJwgCNTEEBAQtFCsCAgI1g%2FzETBIMBAUQYAIICB0F53dSUndSAAAAAAIADP%2F0BhkFVgA1AF0AmACyIgAAK7EsBemwOTKyFAIAK7FHBOmyEQIAK7ENBem0BjMiFA0rsFoztAYGABgEK7BQMgGwXi%2BwMdawCTKxXQfpsEwysl0xCiuzQF1XCSuyMV0KK7NAMQAJK7NAMQ8JK7BdELE%2FASuxGgjpsV8BK7E%2FXRESsRQgOTkAsTMsERKwKjmwBhGyARo%2FOTk5sRENERKxRUk5OTAxEzU2JjY7ATI2PQE0JiMiNTQ%2FATYhMgQXFhIVFAAHDgEjIAcGJjU0Nz4CFjMyNjc2ETQjByYBFBYzMjY3NhI1NCYnLgEnJiciJgcGFREUFhcyPgEzMhcVDgEjBSIHDAIEGxqaBg8tbzMxppgBM8sBFG59jv7Q5WiBz%2F5KShAfBggQCxoGVC8DAhWsIQHRJ2mRh0SPrG1cP413d0gGLQwdFSkbcmQCNwEGEx3%2B4BIBAo9GAhcaGQzyhTE5MQsGBkRPWv75mef%2BgUIfDAICFBUtCgwMAwMnRjsBNhQCBP57ViMTIEIBIbKR9kgvLwwKAQQCBBn%2BWBkIAgICOUwbDAIdAAACAEH%2F6wZ7BxAARQBkANEAskIAACuxPQXpsAIysiwAACuyDAIAK7AhM7EHA%2BmxHScyMrBZL7RNBgAXBCuzXU1ZCCu0SQYAFwQrskldCiuzAElSCSsBsGUvsATWsTYQ6bA2ELFGASu0YhAADQQrsGIQsVABK7RWEAANBCuwVhCxFQErsSsQ6bFmASuxRjYRErAxObBiEbMwO0I9JBc5sFASsz5JWUAkFzmwVhGzHCEvHyQXObAVErISEyI5OTkAsQc9ERK2BRIUKi8zOyQXObFZDBESsGQ5sE0RsUZiOTkwMT4BMzI1ESYnIiY1NDc2FjMyFwEjFicRNCcmJy4BJyImNjMWJTIXFiMOARURFAYnJgAnJicGBxEUFx4CMjMWFxYGJyQHBgE%2BATMyFxYzMj4CNzIXFhcUBiMiJyYjIgYHFAcOATUZJ4MtZwwQNTfTFycaAx0CGwESDCEQShMZFhUckQFdHQYCM20ldA%2By%2FbyLBAYIAgoIIxk%2FBjMJDhMm%2FrqUGwGWBm1mVntKIRkWAhscKwQEAXxiWHROHRIZCgYMTDE8XgPfGwQjFDEEBAQe%2FIEfHQJ8hRMMBgIFAjk3Bgg7MwQlbfvqKw0XyQKNngIGBgn9QGIfFxgEBBcXSwIGCAIF7YmaVDErNS0CHA4RcZtSNRsvAiUZCgADAFz%2F2QY3B0oACwAXACUAVgCyCQAAK7EPBemyAwIAK7EVBekBsCYvsADWsQwI6bAMELEkASu0IBAADQQrsCAQsRIBK7EGCOmxJwErsSQMERK0AwkPFRkkFzkAsRUPERKxBgA5OTAxExAAISAAERAAISAAARAAMzISNRAAIyICASY2MzcyFxYXFAYmJyZcAawBSgFEAaH%2BVv7B%2Frz%2BUgEMASXk7M7%2B3O7D7gErFCkZky0MMzQhJwpmAoEBOwGe%2FoH%2B3f7J%2FlgBhwFW%2Fvb%2BpgEx%2BgESAVb%2BzQNMHS0CHYfFGxQLCoUAAAAAAwBc%2F9kGNwc9AAsAFwAmAEcAsgkAACuxDwXpsgMCACuxFQXpAbAnL7AA1rEMCOmwDBCxEgErsQYI6bEoASuxEgwRErMDCSYgJBc5ALEVDxESsQYAOTkwMRMQACEgABEQACEgAAEQADMyEjUQACMiAgETNjMyNhceAQcUBwEGJlwBrAFKAUQBof5W%2FsH%2BvP5SAQwBJeTszv7c7sPuAYRiDCshcxQjHQUG%2FtcQSgKDATkBnv6B%2Ft3%2Byf5YAYcBVv72%2FqYBMfoBEgFW%2Fs0CGQFHKQQCAhQVDAr%2BrBcTAAMAXP%2FZBjcHIgALABcAKgBHALIJAAArsQ8F6bIDAgArsRUF6QGwKy%2BwANaxDAjpsAwQsRIBK7EGCOmxLAErsRIMERKzAwkqIiQXOQCxFQ8RErEGADk5MDETEAAhIAAREAAhIAABEAAzMhI1EAAjIgIbATY3PgEXFhcTFgcGLwEHBi4BXAGsAUoBRAGh%2Flb%2Bwf68%2FlIBDAEl5OzO%2Ftzuw%2B7XswofDnsUIxGwGiknFOjbEisdAoEBOwGe%2FoH%2B3f7J%2FlgBhwFW%2Fvb%2BpgEx%2BgESAVb%2BzQIXATcSDQICAgId%2FtEvCgwUxMQMAh4AAAAAAwBc%2F9kGNwbuAAsAFwA5AI8AsgkAACuxDwXpsgMCACuxFQXpsCwvtB8GABcEK7MwHywIK7QbBgAYBCsBsDovsADWsQwI6bAMELEYASu0NxAADQQrsDMysDcQsSIBK7QpEAANBCuwKRCxEgErsQYI6bE7ASuxIjcRErUDDxUbLAkkFzkAsRUPERKxBgA5ObEsAxESsDk5sB8RsRg3OTkwMRMQACEgABEQACEgAAEQADMyEjUQACMiAhM%2BATMyFxYXMj4CMzYWFxYVFAYjIicmIyIGBxQOARUOAVwBrAFKAUQBof5W%2FsH%2BvP5SAQwBJeTszv7c7sPukgZtZFZ5Sh4ZFgIbHQwfAgR5YFZ1UhYSFw0CBAxKAoEBOwGe%2FoH%2B3f7J%2FlgBhwFW%2Fvb%2BpgEx%2BAESAVb%2BzwIfgZNPLwEpNCsCDRAOD22VTDcYLQYNDgQXCgAABABc%2F9kGNwbRAAsAFwAgACgAcgCyCQAAK7EPBemyAwIAK7EVBemwHy%2BwJzO0GwYADwQrsCMyAbApL7AA1rEMCOmwDBCxGAErsR0I6bAdELEiASuxJgjpsCYQsRIBK7EGCOmxKgErsR0YERKwFTmwIhGyCQ8DOTk5ALEVDxESsQYAOTkwMRMQACEgABEQACEgAAEQADMyEjUQACMiAhM0NjIWFAYiJiA0NjIWFAYiXAGsAUoBRAGh%2Flb%2Bwf68%2FlIBDAEl5OzO%2Ftzuw%2B6mVHdUVHdUAWdUdlRUdgKBATsBnv6B%2Ft3%2Byf5YAYcBVv72%2FqYBMfgBEgFW%2Fs8CkjlUUndSUndSUndSAAAAAQDIALEE4gSvAD8AADYmNzY3NicBLgE8AT4CNzYXFhcWNjc2Nz4BFx4DBgcGAAcGFwEeAQYWDgEPAQYnASYHBgcOAi4EJ8sGFnX2EA7%2Bnw4QEggdBDcbpscMDhOiqQ5AEQQrDBIKEBn%2B0y8MCgFtDg4CAhgEExIxJ%2F6oHR9t4woUERQLFggZAvUwGG%2F2Dg4BXwwZFhAXChsEGxuc0QwCEZPBEBIMAiUOIR0QGf7VKQoK%2FpwMFxcMGQQODiclAVgbInXWCgsGBgQRBhYCAAAAAAMAXP9vBoMFkwAjADEAQABvALIVAAArsTYF6bAvL7EDBekBsEEvsADWsSQI6bAkELE6ASuxEgjpsUIBK7EkABESsRohOTmwOhG1BwMZFSwyJBc5sBISsQgPOTkAsTYVERKxGBk5ObAvEbYADhIgJwY8JBc5sAMSsgUHDTk5OTAxExAAITIXFj8BNh8BFg8BBhcWERAAISInJg8BBiYnJj8BNicmARQXFjY3AAE2JyYjIgASFBcWMzI3NhInJgcGAQZcAc0BUPjCCBNwISEQJStkFAjp%2Fjr%2BtuXJEBmQHRobJx%2BSFAryAQ5zCgkQAY0BER8Llt%2FL%2FvjTApbD7H5xCG0JGaD9%2BgYCiQE5AaZ0BBSLGxcMHS9yFAnL%2Ftn%2Bx%2F5SbAgYqBkDEiMjoRsIywFm7p0KBhMB2wEnHweI%2Fsj9GQwCfbaiAbqkEx22%2FasGAAAAAAIAKf%2FZBmIHDAA6AEgAdgCyMQAAK7QUBgAYBCuyAgIAK7AgM7E6BOmyCRwmMjIyAbBJL7A21rERB%2BmwERCxRgErtEIQAA0EK7BCELEYASuxKhDpsioYCiuzQCokCSuxSgErsUYRERK0BAcUMTskFzmxGEIRErAfOQCxOhQRErEqNjk5MDESJjc2IBcyFgYrASIGBxQGFREUEjMgNzY1ETQmLwEuATM2BTIVFAcOARURFA4BBw4BIyADLgE1ETQmIwA2MzcyFxYXFAYmJyYnMxQtKQF7fxsQFxYTUjECArTfAR1UHzhsDhkGI%2BEBEiclbToNUlJevJT%2BbZAfEC1sAg0mG5spETcvJykIcZ8E1WQEAgI1NS1IEDoO%2Fnvw%2FvbhUL0BaqJOAgYGYAQEMy0IBE6c%2FpCDh7NHUkgBOUZ1lQIISCECCywCHI%2B9HRQICpGrAAIAKf%2FZBmIHFAA6AEYAYQCyMQAAK7QUBgAYBCuyAgIAK7AgM7E6BOmyCRwmMjIyAbBHL7A21rERB%2BmwERCxGAErsSoQ6bIqGAors0AqJAkrsUgBK7EYEREStQQHHzFGQSQXOQCxOhQRErEqNjk5MDESJjc2IBcyFgYrASIGBxQGFREUEjMgNzY1ETQmLwEuATM2BTIVFAcOARURFA4BBw4BIyADLgE1ETQmIyUTNjM3MhYPAQEGJjMULSkBe38bEBcWE1IxAgK03wEdVB84bA4ZBiPhARInJW06DVJSXryU%2Fm2QHxAtbAJ%2FYgwtsxseCAL%2B2RBTBNVkBAICNTUtSA45Ef578P724VC9AWqiTgQEBmAEBDMtCAROnP6Qg4ezR1JIATlGdZUCCEghzwFHKQIcGQL%2BnhcXAAIAKP%2FZBmIHOAA7AE8AYQCyMQAAK7QUBgAYBCuyAgIAK7AgM7E6BOmyCRwmMjIyAbBQL7A21rERB%2BmwERCxGAErsSoQ6bIqGAors0AqJAkrsVEBK7EYEREStQQHHzFPRiQXOQCxOhQRErEqNjk5MDESNjc2IBcyFgYrASIGBxQGFREUEjMgNzY1ETQmLwEuATM2BTIVFAcOARURFA4BBw4BIyADLgE1ETQmJyIBEzY3PgEXFhcTFgYHBi8BBwYuASMKHykBe38bEBcWE1IxAgK03wEdVB84bA4ZBiPhARInJW06DVJSXryU%2Fm2QHxAtbA4B47IIHw5zFiERugoEFCcX59kSLh0FBjUCAgI1NS1IEDoO%2Fnvw%2FvbhUL0BaqJOAgQIYAQEMy0IBFCa%2FpCDh7NHUkgBOUZ1lQIIRiECARQBMBIMAgICAhz%2B2QwqBAgRxMQMAR8AAAAAAwAp%2F9kGYgbBADoAQwBLAJQAsjEAACu0FAYAGAQrsgICACuwIDOxOgTpsgkcJjIyMrBDL7BKM7Q%2BBgAPBCuwRjIBsEwvsDbWsREO6bARELE8ASuxQAjpsEAQsUUBK7FJCOmwSRCxGAErsSoQ6bIqGAors0AqJAkrsU0BK7FAPBESsgQKBzk5ObBFEbExFDk5sEkSsRwfOTkAsToUERKxKjY5OTAxEiY3NiAXMhYGKwEiBgcUBhURFBIzIDc2NRE0Ji8BLgEzNgUyFRQHDgEVERQOAQcOASMgAy4BNRE0JiMANDYyFhUUBiIkNDYyFhQGIjMULSkBe38bEBcWE1AtAgKu3wEbVh84bA4ZBiPhARInJW06DVJSXryU%2FmiPHxApbAGZVHdUVHcBd1Z3UlJ3BNNkBAQENTUrSg46EP578P7431K7AWqiTgIGBmAEBDMtCAROnP6QgYezR1JIATdGd5UCBkofASd3UlQ6O1JUc1RSd1IAAgAX%2F%2FgF4QdOAFYAYQB0ALJBAAArsTgF6bBMMrIhAgArsQQjMzOxHATpsgonVTIyMgGwYi%2BwT9awUTKxNQ7psDUQsRgBK7QlCAALBCuxYwErsTVPERKxQlA5ObAYEbUfITtBXV4kFzmwJRKyIi8%2FOTk5ALEcOBESsBI5sCERsCI5MDETJjc2FwQ3MhYGIyIVFBcWFwEWPgE3EzY1NCYrAS4CNjMWJTIVFAcOBwcBHAIVFBYXOgE2FhcWFRQjJAciJyY3PgEyFjM%2BATc2JwEuASciARM2MzcyFgcBBiYXBAQKIwGFlxccFCVgBAolAQgCCwgE2TcfORgKEQQaG4MBMSknGy4jJxUgDSQF%2Ftc8PQgRDhMGFC3%2Bd6AnDgoICB0WLwstJQQIBv6RRk9UKQJoYhQmsh0aCP7bElAE6RIVKwIGBjc1Ew4MGTn%2BcwQBCQYBaF4bEg8EIyccCAgzNQICDA0jEjETPQj%2BEit5fQ45KQICBAQMNDcGBBodHxQTAgIxM4%2BEAjVvOQIBDgFKJwIcG%2F6dFxcAAAAAAgAl%2F%2FYEeQVGAEgAWACcALIwAAArsDIzsSQE6bA7MrIDAgArsUcE6bAKMrQbTzIDDSuxGwTptBNWMgMNK7ETBOkBsFkvsD7WsSEO6bEQSTIysiE%2BCiuzQCEICSuyPiEKK7NAPjgJK7AhELFSASuxGA%2FpsVoBK7EhPhESsQQxOTmwUhG0BRMbLTAkFzkAsU8bERKwHjmwVhGxGFI5ObATErBVObBHEbBCOTAxEzU0MwQ3Nh0BFAcGIyIHBhUUFjMyFx4BFRQEIyInJgYdARQWOwE6AzMWFRYOASMkByInJjc8ATc2FzI2PQERNCcmJyYGJyYBFBYfARYzMjY1NCcmByIVJSkBZpYzFwYMYg8KDAfje4eo%2Ft%2F0UisIBjNSBAYNEBEGKwIEGRv%2B2fknBgQCAgYzPSkKCBcQXhEXAbUEAgIlJZO1e2aeGwUKEykGBAQrFyUEAhQQUQQMHyPIi8XhBgIJCjNKMQIlFBkWCAoSCA8EGAkdASE3XANAXhkKAgYCBAT8wwoNAgIGtJS%2FPzUSDwAAAAABAB3%2F3QQSBbAAUgDHALJOAAArsFAzsUcE6bAEMrIdAAArsScG6bBGMrInHQorswAnIwkrsjwCACuxDwPptDYvHQ8NK7E2BOkBsFMvsAjWsUML6bJDCAors0BDSgkrsghDCiuzQAgACSuwQxCxKwErsRoM6bIrGgorswArIAkrsCsQsDkg1hGxEgvpsVQBK7FDCBESsE85sDkRtRUXFi8zTiQXObESKxESsBg5ALFHThESs0pMAE8kFzmwLxGxCBo5ObA2ErIVChg5OTmwPBGwEjkwMTc0PgEzNjc2PQERNDY3NhcyFhUUBgcGFx4BFRQGIyImNTQ2MzIXFhcyPgE1ECcmIyInJjU0Njc%2BATU0JiMiBwYdAREVFBYzHgIVFAcGJyYHBiYdAhQVRggKKUNzzaLhc24OFoOZ36I1TC8jHTEtAg4jHb4nPh8QBg4bfYNvWlwxNRY8Fw0NAhIV1awdEikSExQGCw5MTgH57MNWmAHCkm2HRQwJM82JweczLyU2HRIBNHtRATsqCA4IKhQKBBCQc3GCTVKsgf2oWj8cBAQUFSUGFwUICAIcAAMAL%2F%2FnA0EFRAAzAEEATwCOALIXAQArsQkF6bIxAAArsCszsUUG6bI3AgArAbBQL7AA1rATMrFCCemxDArpsEIQsUgBK7EGPzIysR4L6bQ7EAANBCuxUQErsUIAERKxNEE5ObFIDBEStwMCDhcxQEVOJBc5sDsRsS0uOTkAsUUxERKxKi05ObAJEbYAEhMdIiZLJBc5sTcXERKwPTkwMTc0NzY3NjUnJiMiBhUUFw4BBwY1NDc2MzIWFx4BFREUHgEzMjc2Mx4BBgcGJicVDgEjIiYSNjM3MhcWFxQGJicmJxMUFjMyNjc1NCYHBgcGL%2BM7egwCAm8bQQoQZhNKhm9ZRIUnGQwGCAgfKQ4TEhMDBoe4HUZVPF55iSsbmCsMQiQnJwpqoiMzJxlgDAgEJ05erKA7DjgICn2cLxUdFhIyBhlKTmlURDUlPV%2F%2BnCMhCB8KAh8gD3sBYgI3Km0EvTECHaiiHRQKCI%2Br%2B80lMT0ZhwYMAhIhJQADAC%2F%2F5wNBBUoAMwBBAE8AeACyFwEAK7EJBemyTgEAK7IxAAArsCszsTcG6bJFAgArAbBQL7AA1rATMrE0CemxDArpsDQQsToBK7AGMrEeC%2BmxUQErsToMERK3AwIOFzE3QE8kFzmwHhGxLS45OQCxNzERErEqLTk5sAkRtgASEx0iJj0kFzkwMTc0NzY3NjUnJiMiBhUUFw4BBwY1NDc2MzIWFx4BFREUHgEzMjc2Mx4BBgcGJicVDgEjIiY3FBYzMjY3NTQmBwYHBhsBNjsBMhYPAQYHAQYmL%2BM7egwCAm8bQQoQZhNKhm9ZRIUnGQwGCAgfKQ4TEhMDBoe4HUZVPF55wzMnGWAMCAQnTl47YAwusBQfAgIEAv7jEFKsoDsOOAgKfZwvFR0WEjIGGUpOaVRENSU9X%2F6cIyEIHwoCHyAPewFiAjcqbXElMT0ZhwYMAhIhJQLXAUYpFRgCDAP%2BqhcVAAMAL%2F%2FnA0EFMgAzAEYAVAB4ALIXAQArsQkF6bIxAAArsCszsUoG6QGwVS%2BwANawEzKxRwnpsQwK6bBHELFNASuwBjKxHgvpsVYBK7FHABESsEY5sU0MERJACQMCDhcxN0JKUyQXObAeEbEtLjk5ALFKMRESsSotOTmwCRG2ABITHSImUCQXOTAxNzQ3Njc2NScmIyIGFRQXDgEHBjU0NzYzMhYXHgEVERQeATMyNzYzHgEGBwYmJxUOASMiJhsBNjc%2BARcWFxMWBwYvAQcGLgETFBYzMjY3NTQmBwYHBi%2FjO3oMAgJvG0EKEGYTSoZvWUSFJxkMBggIHykOExITAwaHuB1GVTxeeTm1DBsMZBchELITIyUV3c8QLR2UMycZYAwIBCdOXqygOw44CAp9nC8VHRYSMgYZSk5pVEQ1JT1f%2FpwjIQgfCgIfIA97AWICNyptA5UBKRANAgICAhv%2B3iwKChO6ugwBHfzuJTE9GYcGDAISISUAAAADAC%2F%2F5wNBBOUAMwBSAGAAlwCyFwEAK7EJBemyMQAAK7ArM7FWBumwRi%2B0OgYAFwQrs0o6RggrtDYGABgEKwGwYS%2BwANawEzKxUwnpsQwK6bBTELFZASuwBjKxHgvpsz0eWQgrtEEQAA0EK7FiASuxPQARErQOFy00RiQXObFBHhESsCI5ALEJVhEStgASEx0iJlwkFzmxRhcRErBSObA6EbE0UDk5MDE3NDc2NzY1JyYjIgYVFBcOAQcGNTQ3NjMyFhceARURFB4BMzI3NjMeAQYHBiYnFQ4BIyImExIzMhcWMzI%2BAjcyFxYVFAYjIicmIyIGBxQGFQ4BExQWMzI2NzU0JgcGBwYv4zt6DAICbxtBChBmE0qGb1lEhScZDAYICB8pDhMSEwMGh7gdRlU8XnknDslWeUggGRYDGB0rBAR5YFZ3UBgSFwsIDEqUMycZYAwIBCdOXqygOw44CAp9nC8VHRYSMgYZSk5pVEQ1JT1f%2FpwjIQgfCgIfIA97AWICNyptA3UBEk4vKTErAhwMD22VTjUbKwYYBhcI%2FR8lMT0ZhwYMAhIhJQAAAAQAL%2F%2FnA0EEyQAzAD0ASwBVAJYAshcBACuxCQXpsjEAACuwKzOxQQbpsFMvsDsztE8GABAEK7A2MgGwVi%2BwNNaxOQjpsAAg1hGwEzOxPgnpsQwK6bA5ELFEASuxBkwyMrEeC%2BmxUQjpsVcBK7E5NBEStwMJAg4XMUFKJBc5sEQRsEk5sB4Ssy0uT1MkFzkAsUExERKxKi05ObAJEbYAEhMdIiZHJBc5MDE3NDc2NzY1JyYjIgYVFBcOAQcGNTQ3NjMyFhceARURFB4BMzI3NjMeAQYHBiYnFQ4BIyImEzQ2MhYVFAYiJhMUFjMyNjc1NCYHBgcGEzQ2MhYUBiMiJi%2FjO3oMAgJvG0EKEGYTSoZvWUSFJxkMBggIHykOExITAwaHuB1GVTxeeVJQblBQblBxMycZYAwIBCdOXt9QblBOOTdQrKA7DjgICn2cLxUdFhIyBhlKTmlURDUlPV%2F%2BnCMhCB8KAh8gD3sBYgI3Km0D8DVQUDU5T078uyUxPRmHBgwCEiElA0A1UE5vUE4AAAAEAC%2F%2F5wNBBXEAMwA9AEsAVwCkALIXAQArsQkF6bIxAAArsCszsUEG6bA8L7FPBumwVS%2BxNwbpAbBYL7AA1rATMrE%2BCemxDArpszU%2BAAgrtEwQAA0EK7A%2BELFEASuwBjKxHgvps1IeRAgrtDoQAA0EK7FZASuxTDURErICDjE5OTmwRBFACQMJNzxBF0pPVSQXObFSABESsC05ALEJQREStgASEx0iJkckFzmxTzwRErE6NDk5MDE3NDc2NzY1JyYjIgYVFBcOAQcGNTQ3NjMyFhceARURFB4BMzI3NjMeAQYHBiYnFQ4BIyImEjQ2MzIWFAYjIgMUFjMyNjc1NCYHBgcGExQWMzI2NTQmIyIGL%2BM7egwCAm8bQQoQZhNKhm9ZRIUnGQwGCAgfKQ4TEhMDBoe4HUZVPF55jYFdWn9%2FWlxMMycZYAwIBCdOXlAzJSMxMSMlM6ygOw44CAp9nC8VHRYSMgYZSk5pVEQ1JT1f%2FpwjIQgfCgIfIA97AWICNyptA%2Bm1f3%2B1gf0JJTE9GYcGDAISISUDlCU0NCUjMzQAAAMAP%2F%2FdBQ4DdwBCAE8AWQC%2FALIeAQArsVgD6bIYAQArsQgF6bI5AAArsEAztC8GABkEK7I5AAArsUUG6bRSKDkeDSuxUgTpAbBaL7AU1rELC%2BmwACDWEbFDCumwCxCxRwErsAUysSoK6bIqRwors0AqJAkrsVsBK7ELQxESsEA5sEcRswMYRU4kFzmwKhKzGhw7PiQXOQCxL0URErI7PD05OTmwKBG1AAUzQ0dKJBc5sFISshQjEjk5ObAIEbIOISI5OTmxGDkRErEbHDk5MDE3NDY3Njc1NCMiBhUUFhQGDwEGJjU0NzYzMhcWNzY3MhYXFhcVFAYjISIVFBceATMyNjc2HwEWBwYjIicmBw4BIyImNxQzMjc1NCYHBgcOAQEGMyEyJy4BIyI%2Fe5xeTHktOwINDm4jI41oY4dcBgVxoX%2BLNQobHCH%2BHSMWF4NKO1hAIRoZHyK6trBtCghCpEdcgstaRlYECj8oUDEB0wQVARQSBBJQMXWkYGQnFy93qC0ZBh8MFQYxEhY4TmpOYwQEZgF5exIbJR0QFoNERlwvQCUbFRkkz5AKBkJScXBWUHMZFgYbDBstAZoSDkZJAAABADP%2BIQMxA3UAQQBsALIDAQArsQ0F6bINAworswANCQkrsCYvsTME6QGwQi%2BwANaxEAvpsBAQsTYBK7EjEOmxQwErsRAAERKwQDmwNhG0Jio7Pj8kFzmwIxK1Cw0THQMgJBc5ALEzJhESsC85sA0RsgAjMDk5OTAxEzQAMzIWFRQGIyInJiMiBhUUFjMyNzYXFhcWBwYPAQYHHgEVFAYjIicuATc2NzY3NhcWMzI2NTQmBwYmPwE2Iy4BMwEn0WSeNSc7UDMwWIuPbYNUGSQZCAYQda4fAgQ9VYFWMSwQCggCAgICDDYGCiE1VjUQOBF4BgiawgGHzwEfTkYnN0ozxYmRsnopCA4ZFBu0ITkCAg5jQVR7DgYnEwICBAIbCwIrHS0OKxAfHMkIDPIAAAAAAwAr%2F%2BEDRgVEABwAKQAyAHsAsgMBACuxMQTpshoAACu0EQYAGQQrsiECACu0LAwaAw0rsSwE6QGwMy%2BwANaxDgnpsA4QsSgBK7QlEAANBCuxNAErsQ4AERKwHjmwKBG1DAMRHSoxJBc5sCUSsC85ALEMERESsQAUOTmxMRoRErAFObEhAxESsCc5MDETNBIzMhcWFxYGBwYlIhcUFjMyNzYXHgEHBgciAhMmNjM3MhcWFxQGJyYDFjMhMDcmIyIr9rrXWh8ZDBQlk%2F6IGwGbdYFmFB4XFg3JwKjf0RQoGZgtDDUvSBBxiwYTARQZK3dvAaLHAQy5Qh4ZNQIGBjmRuXcZCQQvFuUBAQYEER0tAh2TtycKEpP%2BLAgClwADACv%2F4QNGBUoAHAAlADIATwCyAwEAK7EkBOmyMQEAK7IaAAArtBEGABkEK7IpAgArtB8MGgMNK7EfBOkBsDMvsADWsQ4J6bE0ASsAsQwRERKxABQ5ObEkGhESsAU5MDETNBIzMhcWFxYGBwYlIhcUFjMyNzYXHgEHBgciAhMWMyEwNyYjIjcTNjsBMhYHFAcBBiYr9rrXWiUTDBQlk%2F6IGwGbdYFmFB4XFg3JwKjf3wYTARQZK3dvGWIMLLAXHgQI%2FuMQUAGiyQEKuUgYGTUCBgY5kbl3GQkELxblAQEGAZYIApfNAUYpExYPBv6qFxUAAAAAAwAr%2F%2BEDRgUyABwALwA4AFUAsgMBACuxNwTpshoAACu0EQYAGQQrtDIMGgMNK7EyBOkBsDkvsADWsQ4J6bE6ASuxDgARErAvOQCxDBERErEAFDk5sDIRsAc5sDcSsgYFMDk5OTAxEzQSMzIXFhcWBgcGJSIXFBYzMjc2Fx4BBwYHIgIbATY3PgEXFhcTFgcGLwEHBi4BExY3ITA3JiMiK%2Fa611ohFwwUJZP%2BiBsBm3WBZhQeFxYNycCo3421DBoMZRchELITIyUV3c8QLR1cBhMBFBkrd28BoscBDLlGGhk1AgYGOZG5dxkJBC8W5QEBBgMCASkQDQICAgIb%2Ft4sCgoTuroMAR3%2BpAgCApcAAAAEACv%2F4QNEBMkAGwAnADAAOwCOALIDAQArsS8E6bIZAAArtBAGABkEK7QqCxkDDSuxKgTpsCUvsDkztB8GABAEK7A0MgGwPC%2BwANaxDQnpsxwNAAgrsSII6bANELExASuxNwjpsT0BK7EiDREStAsfJSgvJBc5sDERsAM5sDcSshATLTk5OQCxCxARErEAEzk5sCoRsAY5sC8SsQUoOTkwMRM0EjMyFxYXFgcGJSIXFBYzMjc2Fx4BBwYHIgITNDYzMhYVFAYjIiYTFjchMDcmIyITNDYzMhYUBiMiJiv2utdaIxUXRJP%2BiBsBm3WBZhQeFxYNycCo34FQOTdQUDc5UF4GEwEUGSt3b71QNzlOTjk3UAGixwEMu0gWTgIGBjmRuXcZCQQvFuUBAQQDXzVQUDU5T07%2BcQgCApcBNjVQTm9QTgACACf%2F%2BgIMBUQAKQA2AFcAsicAACuxAgPpsCAysi0CACsBsDcvsArWsRsJ6bAbELAxINYRtDQQAA0EK7A0L7QxEAANBCuxOAErsTQKERKwNTmwGxGwJjkAsS0CERKyGSEzOTk5MDE3Jjc2NzY3PAI1ETQnLgIjJicmNjc2NzYVERQXHgEzNhcVFCcmBSImEjYzNzIXFhcUBicmJycEJ2AOCAEFAgwOAisnGQITb4JOAgIXMTMGM2D%2B1Q4XAicYlCcQOShKCkq5LTcCCBcOHwobKQwBZUYHAgUECA4KQgwrKxle%2FcRKHCsOBC0lKQQGBiEE%2Bi0CG5qjJwYQYssAAAAAAgAn%2F%2FoCEAVeACkANgBGALInAAArsQID6bAgMrItAgArAbA3L7AK1rEbCemyGwoKK7NAGzEJK7AiMrE4ASuxGwoRErAmOQCxLQIRErIZITU5OTkwMTcmNzY3Njc8AjURNCcuAiMmJyY2NzY3NhURFBceATM2FxUUJyYFIiYbATY7ATIWBxQHAQYmJwQnYA4IAQUCDA4CKycZAhNvgk4CAhcxMwYzYP7VDhd3XgwrrBIfAgj%2B7A5QLTcCCBcOHwobKQwBZUYHAgUECA4KQgwrKxle%2FcRKHCsOBC0lKQQGBiED4wE5JxAXDAj%2BthcVAAAAAgAC%2F%2FoCSAWEABIAPwA1ALI9AAArsRUD6bAzMgGwQC%2BwHdaxLgnpsUEBK7EuHRESsgMOPDk5OQCxFT0RErE4OTk5MDEbATY3PgEXFhcTFgcGLwEHBi4BEyY3Njc2NzwCNRE0Jy4CIyYnJjY3Njc2FREUFx4BMzYXFAYVMxQnJgUiJgK0DBsMZRYhEbISIyUU3c8QLhwvBCdgDggBBQIMDgIrJxkCE4FwTgICFzEzBgICM2D%2B1Q4XBDsBKRANAgICAhv%2B3iwKChO6ugwBHfwENwIIFw4fChspDAFlRgcCBQQIDgpCDDEjGVz9xEocKw4ELQIfBCkEBgYhAAAAA%2F%2Fd%2F%2FoCVAUMAAkANAA8AIAAsjIAACuxDQPpsCsysAgvsDsztAMGABAEK7A3MgGwPS%2BwFdaxJgnpsiYVCiuzQCYuCSuzBiYVCCuxAAjpsAAvsQYI6bM2JhUIK7E6COmxPgErsRUAERK1AwcLHyAyJBc5sSY2ERKwMTmwOhGyMDc8OTk5ALEIDRESsSQsOTkwMQM0NjMyFhQGIiYTJjY3Njc2NzwCNRE0Jy4CIyYnJjY3Njc2FREUFx4BMzYXFRQnJgUiJgA0NjIWFAYiI1I5O1NUc1JKAhAVYA4IAQUCDA4CKycZAhOuQ04CAhcxMwYzYP7VDhcBElRzUlJzBIk1TktvTEz72RQlAggXDh8KGykMAWNIBwIFBAgOCkIMPRcZXP3EShwrDgQtJSkEBgYhBDdvS05qTgAAAgBU%2F90EEAVeADUAQQBeALIDAQArsT8D6bIzAAArsTkD6QGwQi%2BwANaxNgvpsDYQsTwBK7EvC%2BmxQwErsTYAERK0DhESFxkkFzmwPBFACgMNEwcfJikrMxQkFzmwLxKwIzkAsT85ERKwADkwMRM0ADMyFzAXNCcmJyYHBQYnJj8BNicmJy4BPwE2FxYXNzYXFgcGIwYHBhceARcWBxAHBiMiABMUFjMyNjU0JiMiBlQBEMdGOwgvK0EXIf8AJxQXLdwICDpKEh8PDhsxnly0MxUdawQCLwUODj16KXcBmYe70%2F7y16x3ZIWse16HAbTHARAUAg5MPTwXEYUMJjEZcwQEIhkGJRcaKwwvM1gOJTE1AhQDCggtk0jR5%2F7uhncBCgERtvSig7jupAAAAgAh%2F%2FoEFAUvAE4AbgDQALIeAQArsT0G6bIUAQArskkAACuwLTOxQwPpsgQmNTIyMrBiL7RWBgAXBCuzZlZiCCu0UgYAFwQrslJmCiuzAFJbCSsBsG8vsAjWsE8ysUAJ6bAYMrIIQAors0AIAQkrsAgQtGwQAA0EK7BAELE7ASuxIArpsjsgCiuzQDszCSuzWSA7CCu0XxAADQQrsXABK7FZCBEStRMeL0VJYiQXObEgXxESsCM5ALE9QxEStA4LICc7JBc5sB4Rsw8SGBskFzmwYhKwbjmwVhGwbDkwMTY0NzY7ATI2NRE0JyYvASY2NzY3Njc2Fh0BFBY3NjMyERQGFRQWMzYXFgYHBiMiJAcGJic0OwE%2BATc2NTQHIgcRFBYzMhcUBwYHJgQnJicTPgEzMhcWMzI%2BAjcyFxYVFAYjIicmJyIGBxQGFQ4BIQIOFQo7IwYGOikfCRRUXS8QJyEECrxp9BEZMSEWCgQUCBcx%2Fuw2HxICIww7JgYMfVCRHkYfBgYGIzv%2B7zsdBpEGbWZWe0ohGRQCHRwrAgR5Ylh1ThwSFwwGDE0UMggUOn0BDIMSCAsICE4IGyUQBAgYJVYOBQd%2F%2Fos77DshEQoYDEIKBAICAhIbPwQjNHHlxQFo%2FlBCGyQpDQ4EAgQEAg4D%2BIeaUjMrNS0CHQ4QcZpSNQEbMQYZCBcKAAMAKf%2FhA90FWAALABcAJABpALIDAQArsRUD6bIJAAArsQ8F6bIbAgArAbAlL7AA1rEMC%2BmwDBCxIgErtB8QAA0EK7AfELESASuxBgzpsSYBK7EiDBEStAkDDxUYJBc5sRIfERKwIDkAsRUPERKwADmxGwMRErAhOTAxEzQAMzIABwYAIyIAExQWMzI2NTQmIyIGEjYzNzIXFhcWBicmJykBDsnLARQCAv7wxcv%2B7tmqc16DrHFegy8tF5snEzUtBEwOgY0BrscBCv70x8H%2B9gEIAQew7KaDpuuhArgxAhuNvCkKEqaTAAADACn%2F4QPdBXMACgAWACUAUQCyAwEAK7EUA%2BmyCQAAK7EOBekBsCYvsAHWsQsL6bALELERASuxBgzpsScBK7ERCxESsgkDJTk5ObAGEbMdICEiJBc5ALEUDhESsQABOTkwMTYQADMyAAcGACMiAxQWMzI2NTQmIyIGGwE2OwEyFgcUBx0BAQYmKQEOycsBFAIC%2FvLHyzmqc16DrHFeg6piFCSyFx4EAv7dFE7pAY4BCP72x8P%2B9gIPsOymg6broQGXAUgnFRQCBAUC%2FqAUFAAAAwAp%2F%2BED3QVFAAoAHQApAFIAsgMBACuxJwPpsggAACuxIQXpAbAqL7AA1rEeC%2BmwHhCxJAErsQUM6bErASuxHgARErAdObAkEbQCAw4IGSQXObAFErAVOQCxJyERErAAOTAxEzQAIAAHBgAjIgAbATY3PgEXFhcTFgcGLwEHBi4BExQWMzI2NTQmIyIGKQEMAZYBFAIC%2FvLHy%2F7utrQMGwxlFyEQshQlJRTdzxAtHS2qc16DrHFegwGsxwEE%2FvjFwf74AQgDEwEpEA0CAgICG%2F7dLQgKErq6DAIc%2FgCs6aSDpOegAAAAAAMAKf%2FhA90E%2FAALACoANgCBALIDAQArsTQD6bIJAAArsS4F6bAfL7QTBgAXBCuzIxMfCCu0DwYAGAQrAbA3L7AA1rErC%2BmwKxCxMQErsBUysQYM6bQcEAANBCuxOAErsSsAERKxDQ45ObAxEbYJEQMfKS40JBc5ALE0LhESsAA5sR8DERKwDDmwExGxDSk5OTAxEzQAMzIABwYAIyIAEicSNzIXFjMyPgI3MhcWFRQGIyInJiciBgcUBhUGAxQWMzI2NTQmIyIGKQEOycsBFAIC%2FvLHy%2F7unAkOyVZ5SCEZFgIYHSsEBHlgVndQGBIXCggMDapzXoOscV6DAazFAQb%2B9sPB%2FvgBCALTIwESAU4vKTErAhsODm2VTTUBGysGGQYX%2FiWs6aKDpuegAAQAKf%2FhA90EyQALABUAIQAsAHUAsgMBACuxHwXpsgkAACuxGQXpsCovsBMztCUGABAEK7AOMgGwLS%2BwANaxFgvpswwWAAgrsREI6bAWELEcASuxBgzpsygGHAgrsSII6bAiL7EoCOmxLgErsREMERKwHzmwIhGyAwkZOTk5ALEfGRESsAA5MDETNAAzMgAHBgAjIgATNDYyFhUUBiImExQWMzI2NTQmIyIGATQ2MzIWFAYjIiYpAQ7JywEUAgL%2B8sfL%2Fu6uUG9PT29QK6pzXoOscV6DASVQNzlQUDk3UAGuxwEI%2FvTFw%2F74AQgDWzVQUDU5T0795K7spoOk6aAB2jVQTm9QTgAAAAMAjQCyBQwEvAARABwAJwA3ALAaL7QVBgAUBCuwEC%2B0AwYAGAQrsCUvtCAGABQEKwGwKC%2BwEtawHTKxFwvpsCIysSkBKwAwMRM1NDMhOgEWFBYGFhcWBiMhIgE0NjIWFRQGIyImET4BMzIWFAYjIiaNRgQCEgsSBgICAgIcI%2FwGSAHTQFo9PS0rQgJCKSs%2FPystQAKLRjkGBBITKRQlGf67LTs7LSs%2BPgNsKTc7Vj1BAAAAAAMAUv%2BiBBQDlgAqADUAQAB7ALIDAQArsTQD6bIKAQArshsAACuxOgXpAbBBL7AA1rErDOmwKxCxPAErsRgM6bFCASuxKwARErMdIScoJBc5sDwRtAUbAzE3JBc5sBgSswYPFhUkFzkAsTobERKxHR85ObA0EbUWFycALj8kFzmwAxKzBggQESQXOTAxEzQAMzIXFjc2PwE2FxYXFgcGBwYHBhcWBxQAIyInIg8BBi8BJjc2NzYnJjcUFxY3ATYnJiIGEwYXFjI2NTQnJgdSARTNiXcQBwICVBkcCBMQGQYEGyYKDnMB%2Fu7Jk30CAm0hHBUbHz0kDAx54SUKDQFYCApOwYNvBgpKwIcpBgoBpMkBCkYICAICXh8cCBUUHQYFHS4NDoOsxf74TgKFHR0QFChIJA4Nf%2B9xVxAMAYUMClSi%2Fk4KClCmg2RaFAwAAgAs%2F%2BwENAWBAEYAUwCgALIdAQArtBoEAEIEK7IgAQArsgQBACuyPAAAK7QNBgAaBCuyMQAAKwGwVC%2BwP9axCgvpsAoQsVEBK7ROEAANBCuwThCxEwErsQ82MjKxIgrpsVUBK7EKPxESsgVHUzk5ObBREbUNGhscPFIkFzmwThKwOTmwExGwODmwIhKwMTkAsQ08ERKxMjc5ObAaEbUKIyUrP0UkFzmwHRKwAzkwMRImNjc%2BATc2FhURFBYzMjc0PgE1ETU0Jy4BJyY2NzY3NhcRFRQWNjc%2BATc2FgYHBgcGJzQuATU0Bw4CIyImNRE0JicuAScSNjM3MhcWFxYGJyYnMw4OGxmrKR0dPVhSeQQCMRRMExcBHONEPwEWERQGHQYbGA4WdXFSAgICEjtCdTV9ewoTDjUN%2BisZmSkROykCTAxirAL6JSsGBjEIBiQV%2Fh%2BYWlwCCwgEAVAtZgsEDAIMSAYxCAQ3%2FY4%2BEg0EBQIIAgQvNwUyFxJBAhQlChINKSstm4cBoBsSBgQPBAJWMQIbnK0pChKBuAAAAAIALP%2FsBDQFhwBGAFUAhQCyHQEAK7QaBABCBCuyIAEAK7IEAQArsjwAACu0DQYAGgQrsjEAACsBsFYvsD%2FWsQoL6bAKELETASuxDzYyMrEiCumxVwErsQo%2FERKwBTmwExGzGxw8VSQXObAiErMxTVFSJBc5ALENPBESsTI3OTmwGhG1CiMlKz9FJBc5sB0SsAM5MDESJjY3PgE3NhYVERQWMzI3ND4BNRE1NCcuAScmNjc2NzYXERUUFjY3PgE3NhYGBwYHBic0LgE1NAcOAiMiJjURNCYnLgEnARM2OwEyFgcUFQcVAQYmMw4OGxmrKR0dPVhSeQQCMRRMExcBHONEPwEWERQGHQYbGA4WdXFSAgICEjtCdTV9ewoTDjUNAW1iFCayFx4EAv7bElIC%2BiUrBgYxCAYkFf4fmFpcAgsIBAFQLWYLBAwCDEgGMQgEN%2F2OPhINBAUCCAIELzcFMhcSQQIUJQoSDSkrLZuHAaAbEgYEDwQBIQFHJxQVAgQEAv6iFxUAAAAAAgAs%2F%2BwENAVuAEYAWQCEALIdAQArtBoEAEIEK7IgAQArsgQBACuyPAAAK7QNBgAaBCuyMQAAKwGwWi%2BwP9axCgvpsAoQsRMBK7EPNjIysSIK6bFbASuxCj8RErEFWTk5sBMRsxscPFUkFzmwIhKxMVE5OQCxDTwRErEyNzk5sBoRtQojJSs%2FRSQXObAdErADOTAxEiY2Nz4BNzYWFREUFjMyNzQ%2BATURNTQnLgEnJjY3Njc2FxEVFBY2Nz4BNzYWBgcGBwYnNC4BNTQHDgIjIiY1ETQmJy4BJxsBNjc%2BARcWFxMWBwYvAQcGLgEzDg4bGaspHR09WFJ5BAIxFEwTFwEc40Q%2FARYRFAYdBhsYDhZ1cVICAgISO0J1NX17ChMONQ2xtAwbDGQXIRCyFSUlFd3PEC0dAvolKwYGMQgGJBX%2BH5haXAILCAQBUC1mCwQMAgxIBjEIBDf9jj4SDQQFAggCBC83BTIXEkECFCUKEg0pKy2bhwGgGxIGBA8EAS0BKRAMAgMCAhv%2B3S0IChK6ugwCHAADACz%2F7AQ0BQYARgBSAFsAsQCyHQEAK7QaBABCBCuyIAEAK7IEAQArsjwAACu0DQYAGgQrsjEAACuwUC%2BwWTO0SgYAEAQrsFUyAbBcL7A%2F1rEKC%2BmwRyDWEbFNCOmwChCxEwErsQ82MjKxIgrpsCIQsFgg1hGxUwjpsFMvsVgI6bFdASuxTUcRErIFDTw5OTmwUxGyGhwbOTk5sFgSsTE5OTkAsQ08ERKxMjc5ObAaEbUKIyUrP0UkFzmwHRKwAzkwMRImNjc%2BATc2FhURFBYzMjc0PgE1ETU0Jy4BJyY2NzY3NhcRFRQWNjc%2BATc2FgYHBgcGJzQuATU0Bw4CIyImNRE0JicuAScTNDYzMhYVFAYjIiYlNDYyFhQGIiYzDg4bGaspHR09WFJ5BAIxFEwTFwEc40Q%2FARYRFAYdBhsYDhZ1cVICAgISO0J1NX17ChMONQ3FUDc5UFA5N1ABUFByTk5yUAL6JSsGBjEIBiQV%2Fh%2BYWlwCCwgEAVAtZgsEDAIMSAYxCAQ3%2FY4%2BEg0EBQIIAgQvNwUyFxJBAhQlChINKSstm4cBoBsSBgQPBAGJNVBQNTlOTjk1UE5uUE4AAAAAAgAT%2FeMD3QWHAEIAUAAzALIFAQArsBwzsQkE6bIZJUIyMjKwLy%2B0NAYAEwQrAbBRL7FSASsAsQk0ERKxEio5OTAxEiY2OwEhMhYGByIHBhceAhcWNxM2NTQmIy4BNzMyNjMyFgcGBw4BBwMGBwYHBiMiJjU0Nz4INQMuAScBEzY7ATIWBwYVBwEGJh0TFSAZAVIjFBITKxIjJRs1PxMIDmUvI0IUBiEUPbs1IxQMBhczQzrzMSUfKytKLUp3GSkeGRQNDgIO8zMrQAFUYhQmshceBAIC%2Ft0SUgL6MS8vMwQGCkg9hKgtFCUBEHkjHRQKUggCPRcOBARWmv1ohVBGOTFILUYjBhIhFDQUQg5MBAJQfS0GASEBSScWFQIGAv6eFxcAAAIABP38A%2BkFtQA8AEcAbQCyKQAAK7E%2FBumwOi%2BxAwPpsDIysEUvtB8EABwEKwGwSC%2BwCtaxLwvpsRw9MjKwLxCxQgErsSYK6bFJASuxLwoRErA5ObBCEbMiKTY4JBc5ALEpAxESsAo5sD8RsCw5sEUSsCY5sB8RsB45MDETPgE3Mj4CNCY1ETU0JicuBDUmPwI2FhURFDcyNzYXMhIVFAAjIicmBh0BFBY3NhYXFgYjJAcGJgEWMzI2NTQmIyIHBAIRIiEtFwoCDBkKIxIVCAISDdsjMwYEBrBgi8v%2B5sFIRQYIJ0U1HwICGh3%2BwYwdFgFxamtYfY5iVmT%2BMSEYAxIUMBpCDAUbNRkOBgIKBg8UHxQNBocXGTH9xicBBHcB%2Fv6oyf7WFgIKCs2DQgQEFDMZEgYGAh0CvmCig5G%2BVgAAAwAT%2FeMD3QUEAEIATABWAHgAsgUBACuwHDOxCQTpshklQjIyMrAvL7Q0BgATBCuwVS%2BwSjO0UAYADwQrsEUyAbBXL7BD1rFICOmwSBCxTgErsVMI6bFYASuxSEMRErYHDiovND4MJBc5sE4RsRApOTmwUxKzGx0oFiQXOQCxCTQRErESKjk5MDESJjY7ASEyFgYHIgcGFx4CFxY3EzY1NCYjLgE3MzI2MzIWBwYHDgEHAwYHBgcGIyImNTQ3Pgg1Ay4BJxM0NjIWFRQGIiYkNDYzMhYUBiMiHRMVIBkBUiMUEhMrEiMlGzU%2FEwgOZS8jQhQGIRQ9uzUjFAwGFzNDOvMxJR8rK0otSncZKR4ZFA0OAg7zMytAolR3UlJ3VAFkVDo7VFQ7OQL6MS8vMwQGCkg9hKgtFCUBEHkjHRQKUggCPRcOBARWmv1ohVBGOTFILUYjBhIhFDQUQg5MBAJQfS0GAYE5VFQ5O1NSAnNUUndSAAAAAgBk%2F%2BcH%2FAVQAFoAaQDFALIrAQArsgEBACuyVAAAK7FBBumyWAAAK7FeBemyDAIAK7EdBumyBQIAK7FnA%2BmyHQwKK7NAHRYJK7QiO1grDSuxIgbpsjsiCiuzQDs1CSsBsGovsADWsVsI6bBbELFjASuxPg7psB8ysD4QsTcBK7AnMrQyEAANBCuzGDI3CCu0ExAADQQrsWsBK7FjWxESsgcFWDk5ObA%2BEbEJVTk5sTI3ERKwGjkAsTtBERKzMkhJSiQXObAiEbEAWzk5sCsSsDA5MDETNBI3NjMyFxYzMjYzITIWFx4BBxQHIyYvAS4BIyEiFREUNzMyNzY3ND4BOwEyFhcGEhUUKwEiNS4BIyEiBxEUFjMhMjY3Njc2FzMyFQYHDgIjIiQjIgQjIAABEAAzMjc%2BATURNCYjIgJk3raRz0yXZA0GQicCRR8dAgQIAiMlEgoLFyhM%2FrwrJexcFxAMBhUOHRQNBAICHSUpCClM%2FvASARcMASFzQxs3CwQnFiUCGwQfGhl5%2Fil7Rv7yQ%2F7d%2FmABCwEWyWZILxt9jNn1ApHLAVhWRggGAhcfF9ArEgECIydeJRb%2BbhcBEhJVBhIRExYz%2FukpMy9OJTL%2BZwoXECFCUCMBNUi8GxgEAhMBjgFF%2Fvz%2BqDUla7ICM29o%2FuIAAAADAFb%2F3QYEA3MAKAA0AD4AkQCyAwEAK7AJM7EyA%2BmwPTKyJgAAK7AiM7EsBemyJgAAK7QWBgAbBCu0NxEmAw0rsTcE6QGwPy%2BwANaxKQzpsCkQsS8BK7ETCemyEy8KK7NAEw4JK7FAASuxLykRErEmAzk5sBMRsgcFJDk5OQCxFiwRErAkObE3JhEStA0AGSkvJBc5sDIRtAUHCwwGJBc5MDETNAAzMhcUNzYzMhcWFxUUIyEiFR4BMzI3NhcWFxYHBgcGByInBiMiADcUFjMyNjU0JiMiBiUGOwEyNS4BIyJWARnGvm8Ge67nUxQlL%2F4fJQSTYVCLHxgZAggXTGJmZ5VeecXN%2FurdrmtWaJJoWoMCrAQX%2BhQIUDVxAaS%2BARGBBAp7yzMhJykWotODHx8ZBhQXVj8%2FAYGBAQT8oumTkLbZpiESBEpVAAAAAAMAF%2F%2F4BeEGwQBPAFgAYACcALI8AAArsUUF6bA0MrIEAgArsCEzsU4E6bIKHCcyMjKwVy%2BwXzO0UwYADwQrsFsyAbBhL7BI1rBKMrExDumzVTFICCuxUAjpsFAvsVUI6bNaMUgIK7FeCOmwODKwMRCxGQErtCUIAAsEK7FiASuxMUgRErUTETtJU1YkFzmxXloRErIfITo5OTkAsUU8ERKwODmwThGxFEI5OTAxEyY3NhcENzIWBiMiBwYXFhcTHgI2NxM2NTQmKwEuATYXFiUyFRQjDgYHAREUFhcyFxYVFCMkByInJjc%2BATIWMz4BNzYnAS4BJyIBNDYyFhQGIiYgNDYyFhQGIhcEBAojAYWXFxwUJTsPHw0KJf4GAgoLBtk3HzkYDhMUI6wBCCknHzMtGikMKwX%2B1zw9NQsULf53oCcOCggIHRYvCy0lBAgG%2FpFGT1QpAcRUd1RUd1QBZ1R2UlJ2BOUQFS8GBgY1NwIGIxk5%2FoEKBQYLCgFmXB0SDQY1MQIGBjM1Ag0eEzcSSgb%2BEv7VOSkEBgo0NwYEGh0fFBMCAjEzjYQCM205BAFqOVVSd1JSd1JSd1IAAAEAOwPJAo0FMAASACgAsAsvtAYGAAwEKwGwEy%2BwANa0CQgABwQrsRQBKwCxBgsRErADOTAxGwE2Nz4BFxYXExYHBi8BBwYnJjuxChwOeBYhEK4TIyMW5NUdJhsD9AEcEA0CAgICG%2F7qKQoIELKyGRcOAAAAAQASA7UCugTlAB4AVwCwEi%2B0BgYAGQQrsxYGEggrtAIGABkEKwGwHy%2BwANa0HBAADQQrsBwQsQkBK7QPEAANBCuxIAErsQkcERKxAhI5OQCxFhIRErAZObECBhESsQkPOTkwMRMSMzIXFjMyPgI3MhcWFRQGIyInJiMiBgcUBgcOARIOyVB%2FSCEZFgIYHSsEBHlgVndUFBIXCgYCBFQD1wEGTC0nLykCGgwPZo5INRgrBhcGGwYAAAEAUgGeAzMCIwAOAAATNTQ2MyEyFg8BBgcEJSJSKRICdRQfAgQIIf7L%2FqodAb46FxQbEDUhBAQEAAAAAAEAUgGeAzMCIwAOAAATNTQ2MyEyFg8BBgcEJSJSKRICdRQfAgQIIf7L%2FqodAb46FxQbEDUhBAQEAAAAAAEAUgGeAzMCIwAOAAATNTQ2MyEyFg8BBgcEJSJSKRICdRQfAgQIIf7L%2FqodAb46FxQbEDUhBAQEAAAAAAEASgGyBJwCKwAQABcAsA4vsQUF6bEFBekBsBEvsRIBKwAwMRM8ATc2NwQlMh0BBiMkBSImSgIEIQH4AgopBin%2BAP4CEBUB1wYhBiMEBAQlNx0EBBcAAAABAKYBnAYhAhsADwAaALAOL7EEBemxBAXpsAcyAbAQL7ERASsAMDETNjU2MwQlFhcWBwYjBCUipgIENQJ%2FApInBggGDiP%2BefxyNQG%2BECojBAQIDRBGFAQEAAAAAAEAhwOeAa8FiQAVADoAshMBACu0DQYAEQQrAbAWL7AA1rQJEAANBCuyCQAKK7NACRAJK7AFMrEXASsAsQ0TERKxAAo5OTAxEzQ2NzYWBgcGBxQ3NjMyFhUUBiMiJoeFaxQlAhiDARUGDjE%2BTDVIWgRcYqQnCBoxE0paCAYCQzE1SHAAAAEAhwOuAagFjQAVADUAsBMvtAMGABEEKwGwFi%2BwD9a0BhAADQQrsg8GCiuzAA8ACSuxFwErALEDExESsQYROTkwMRM0NjMyFhUUBgcGJyY3Nj0CBiMiJodMN0hWcV45FQ4fhR0OMT4FEDVIalBani0bKyUVUFIIAghDAAABAH%2F%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%2FtUDTgCmABUAKwBaALATL7AoM7QDBgASBCuwGTIBsCwvsBDWtAYQAA0EK7IQBgorswAQAAkrsAsysAYQsSYBK7QcEAANBCuyJhwKK7MAJhYJK7AhMrEtASsAsQMTERKxBhw5OTAxNzQ2MzIWFRQGBwYnJj8BNjc0ByMiJiU0NjMyFhUUBgcGJyY%2FATY3NAcjIiaTSjNEUndiJQwEEAhvBBcQLTwBpkozRFR5YiEQBBAKbwIXDi0%2BMTFEaUlcnCcOLyEIBkJcBgY%2FLzFEaUlcnCcOLx8KBkJcBgY%2FAAABAI8BuAJqA4cABwA1ALIDAQArtAcGAAkEK7IDAQArtAcGAAkEKwGwCC%2BwAda0BQgACQQrtAUIAAkEK7EJASsAMDESNDYyFhQGIo%2BKyImJyAI%2FwYeHwYcAAwEA%2F90HtgDPAAkAFAAfAEsAsggAACuxEh0zM7QDBgARBCuxDBcyMrIIAAArtAMGABEEKwGwIC%2BwAdaxBQjpsAUQsQoBK7EPCOmwDxCxFQErsRoP6bEhASsAMDEkNDYyFhUUBiMiJTQ2MhYVFAYjIiYlNDYyFhUUBiMiJgEATndHSDs9Ao9Kd0tKOz1KAtVGd0lGPTtIIWpESjUxQnE3SEo1Mz4%2BOzVESjUzQEYAAAACACz%2F9gbmBcUAhACYARwAsogBACuwijOxcwbpsFIysjMBACuwNTOxVgbpsHMQsAwg1hGxEgPpsoQAACuzQkRkgiQXM7EDA%2Bm0Pktdan0kFzKwlC%2BxHAbpsBwQsCIg1hGxLAbpsiwiCiuzACwoCSsBsJkvsAjWsBQysXYL6bCFMrB2ELFuASuwjDKxWQvpsDEyslluCiuzQFliCSuyblkKK7NAbmgJK7BZELFOASuxOwvpsCUysk47CiuzQE5HCSuxmgErsXYIERKxFYM5ObBuEbJmgII5OTmwWRKzHh1ljiQXObBOEbMgKkRkJBc5sDsSsSg3OTkAsQwDERKyOz92OTk5sBIRsFg5sYhzERKyFDqJOTk5sZQzERKyhYyOOTk5sBwRsR4gOTkwMRYmNjczMjY1ETQmKwEiJyY3Njc2Nz4DNz4BFhcWNz4BFhcWFRQGIyIuASMiBgcGFRQXFiU2NzYWFREUFjM2FgYHJgciJjU0PgEXMjY3NRE0JiciJAcGBwMUFxY7ATIeARQGIyYHIjU0NzMyNjURJicmIgciBxQGFBceATMyFxYGJyQHARQWMxY3MjU2NzQnJicmByIGBwY3FhYfFEYhCgJYMQ0KDgQfWCUICCdIQUjN7lEdG060zUcpYCEbOVY%2FTIUTDA5cAQNWVhsmGzMrGRUOwesQFQQbGDkfAiU3Av78EBAFAgwOTCcZGQQVDPLxJyITRhYEDEb0LQoCAgICHz8tFyUPHv8A9gFaDAakvRQGMwgIDEpsTIMTDAo1NwIhSAHhBAodJxsMBhIVZkp5VDtCVgJCIRM3Qg09HzEfTzc3bk41txsECAsCHggzGv19Px4INT8EBgYjEhAZFAIXM2kBM0Q9AgQCBBH%2BXX0XHxQVJCMEBjMtDi2GAY8fAgQGGTPJqEc5HgQOZAIKCgOBBhMKDlCaXAYKDAlCAWxOOQAAAAMAK%2F%2F2BrgF2QB8AJUAogD8ALKAAQArsYKZMzO0awYAGwQrsk1PaTIyMrBrELAPINYRsRUD6bIXAQArsjwAACuzPlp6fCQXM7E1A%2Bm0BERVYHUkFzKwny%2BxIwbpsB0ysCMQsZEG6QGwoy%2BwC9awFzKxbwvpsH0ysm8LCiuzQG95CSuwbxCxZgErsIYysVIL6bCWMrBSELFKASuwnDKxLAvpsaQBK7FvCxESsRh7OTmwZhGzXF56jyQXObBSErIfW4k5OTmwShG1ICM%2BQVhaJBc5sCwSsCY5ALEPNRESsy5HSGEkFzmwFRGxTmo5ObGAaxESsRGBOTmwkRGwnTmxIzwRErQgIT14eyQXOTAxFiY3Njc2MjM%2BATURNCYrASInJjc2NzY3Njc2Nz4BFhcWNzYzMhYzMjc2FhURFAYeAjMWMjMWFxYHBgcjJgciJyY3Njc2Fjc%2BATUTNCMkBwYHERQWMzYXFgYnJgUiJjY3Njc2NzY1ETQjBiciBgcRFBceATYzMhcWFCckBwEUFjMWNzI3NjU2NzYnLgInLgEjIgYHBgUUFjMhMjURJiMiBwYzEBAGFQwrBisdFQRJMQ8ECgQdVCcOFSF%2FSsblUBkCd5EUVhcrJR1FAgIGFRAKJwYbCggICBQTtuEfCAgICBAKMg4lDgIe%2Fvg2EAYeQAoVHwUhf%2F7PFBURGkIKEgECI8diChUCBggdIxIlHx8l%2Fvr4AWAVBkjtGwICCjkKDAIGCgYrSDlMgRMMAkQKFAEtJWZQPTJKDEUZDAQEAiFEAdcEFB0tFQYMEBmsQlhwQlgCRBQCZAorDhAd%2Bw8IJQ8WCQIEGB0bGAIICBodExkHBAICAjR%2FAZcdBgYCHf4TQiECBAZiAgQEMTUCCAkMORdOAYMnBAQXEP57gw8SEwIGDF4CCgoDeQQNBAQIBAeiehcQAggJBisYbE45ogwHEwFuQkJoAAH%2F%2Bv%2FbA4UFHwBIAKwAsj4AACuyQwAAK7E2BemwRy%2BwMjOxAwXpsCwysAgvsCgzsQ4F6bAiMrAgL7ESA%2BkBsEkvsAXWsEYysSoL6bEiMzIysgUqCiuzQAUACSuwCzKwKhCxDwvpsA8vsioPCiuzQCowCSuwJTKwKhCxHgErtBsQAA0EK7A4INYRtDwQAA0EK7FKASuxOAURErEXQDk5sBsRsD45ALFHPhESsDo5sSAOERKxGx05OTAxAzU0OwE1NDcjIiY9ATQ7ATYSMzIXFjc2FhcWFRQGJyYjIgMhMh0BFAchFRQXITIdARQjIR4BMzI3PgEWBwYHJiMiBiMiJicjIgYhXgJgFwohbinsl1JnIQwINQIMRwsvtL4dAVohIf6iAgFcISH%2BsBd1XKRDBC8nBBI%2BFwcnjD2a4SVsIQHlGS9EMRgXHRgv2wEPOBISCgURh40jDhr%2B%2FocvGDMBIkgjLxkzqLznEgsXFne6CCH43wAAAAIAGQI1CCMFnAA8AJcBFwCyRwIAK7BeM7FNBOmyBAZZMjIysE0QsTYF6bATMrQ6BgAQBCuwDzKwKC%2BzbXGTliQXM7EvBOm0IEBndo4kFzIBsJgvsDnWsTMBK7EaB%2BmyMxoKK7NAMysJK7AaELEQASu0CxAADQQrsAsQsUMBK7SLEAANBCuyi0MKK7NAi5EJK7BRMrJDiwors0BDPQkrsEsysIsQsXoBK7FkB%2BmyZHoKK7NAZFwJK7BrMrJ6ZAors0B6cwkrsZkBK7EaMxESsQUmOTmwEBGxISU5ObALErAGObBDEbFNljk5sIsSsE45sHoRs09WcJQkFzkAsS8oERK0K4KFkZUkFzmwOhFACR5SVVZmfH2HiCQXObFNRxESsQVROTkwMRM3PgEzBCU2Fh8BFRYOASsBLgEjKgIOARURFBcWFxYXFgYHIyYiBiMGJjU0PgE3Mz4BNRE0JyIGByMiJgE1NDc%2BATURNCYjIicmNTQzFjc2FxMeATsBEzY7ATIXFAcGIw4BFREUFhcWMzIVFCMiJiIHBjc1NDsBPgE1ETQHFAcDBisBIi8BAyYGFREUFjsBMhUUByMmBwYZEgQdHgE%2FAWklIwQRAgsQFzEMRFoCEAgNBAsMLRcEEAQhGS1%2FiRIjHQINDgwrEy1WQg41IQ8DYzEvFBIvIQwGMaJmIxTkBAgCAuMSIPc9AR8IDikTEy0GCiE1G5yBJ0gBJxItFwkC6xAdHRQHBusIBBQrHycbFiviPwTXkR8VCAgCFyeRExQSA1Y4AgsG%2FfJGDAwEBAIGVwICAgIVHhANEQQGHEACEhABOFYX%2Fa4VKQYCGkYBz0oeExITLwYEAin%2BLQgJAeIrMi8EAgIcSP4xQh4CAjYtAgIEKx8fBBxAAVAKCgIC%2FhIjDQ4B6RQBDP68Rh4fPQsOCgoAAAEAAAAAA1IDUgADAC4AsAAvtAEGAAcEK7QBBgAHBCsBsAQvsADWtAMIAAcEK7QDCAAHBCuxBQErADAxMREhEQNSA1L8rgAAAAEASv%2F4BDkFuABfAJkAsloAACuwOjOxVwTpswI3QkUkFzKyJAIAK7EZBemyJBkKK7MAJB8JK7QqT1okDSuxDE0zM7EqBukBsGAvsAbWsBQysVMJ6bAmMrBTELFJASuxMwnpsBwysWEBK7FTBhESsFw5sEkRtSIZPkFYWiQXObAzErMhLi88JBc5ALFPVxESsDY5sCoRshIwTjk5ObAkErEULzk5MDE3Jj8BPgE1ETQuAiMnLgE3PgI1NDc%2BATMyFhUUBiMiJy4BIyIRFBcWMxY3Njc2FwYVERQWHwEWBgcmIyIHIicmNzI2MzY3NjcRNCYnJgcOARURFBYfARYGByYjIgcGShQsMSkPAgYHCEcUDxYKOCk%2FK8%2BeaqRGIi8bJVwjyQUGFqC2OTQzFggRKSkjBh1CgZ4UIQoQOQQSBCkEBgEVM4N9DgkPJz0lEBmBVlhUJxQvFwgEKWcBnQwNBgIGCjYUCBESD8OVaLBmTDM1KT85%2FjwjCgwGCgIIFCecYv63ZioEBgZSDAQCHzkMBAQREm0BWEoeAgQEAgoZ%2FmNmLAIGBlYIBgYEAAAAAgAo%2F%2FoEQAXiAE8AXgCOALJSAQArtDsGABsEK7ALMrA7ELESBOmyFQEAK7JNAAArsCozsQQE6bIlMkMyMjKwWy%2BxGQbpAbBfL7AI1rAVMrFAC%2BmwUDKwQBCxNQErsFgysSIL6bFgASuxQAgRErEWSzk5sDURsi9HSDk5ObAiErAcOQCxOwQRErAiObFbUhESsRZZOTmwGRGwHDkwMTYmNzYzNjc2NRE0JyMiJyY3Nj8BNjUSNzYXMhYzMjc2FhcRFBYzNhceASchIyInJjc2MzI2NRE0JiMmByIOAQcRFBYzNhceAQcjIiYiBwYnARQXFjI2MzI3ESYHIgcGKQIIEBk5DxAQWBcEDgwIFVQUDpSNrBdUFC0hHT0EGTUIGxcEI%2F5oCCUGEBIIIVIYEghtwAgLCgQfPw4NGwIbDg6epEQdDAFQGTd3eRYOBGZKRCxGFDYIEAQRF48BnRAFDh0dGQMjDAIBGaCeAQorDAoS%2BwJCJQIIBGQCEichDi2MAZMOFwIEAhEQ%2FhdCIQQGBFwGBAQCEAN3FAECAiUBXUIBQWIAAAAAAgAs%2F%2FYG5gXFAIQAmwEeALKHAQArsIkzsXMG6bBSMrIzAQArsDUzsVYG6bBzELAMINYRsRID6bKEAAArs0JEZIIkFzOxAwPptD5LXWp9JBcysJcvsRwG6bAcELAiINYRsSwG6bIsIgorswAsKAkrAbCcL7AI1rAUMrF2C%2BmwhTKwdhCxjQErsG4ysTEL6bBYMrIxjQors0AxYgkrso0xCiuzQI1oCSuwMRCxTgErsTsL6bAlMrJOOwors0BORwkrsZ0BK7F2CBESsRWDOTmwjRGyZoCCOTk5sDEStB4dZZCRJBc5sE4RsyAqRGQkFzmwOxKxKDc5OQCxDAMRErI7P3Y5OTmwEhGwWDmxh3MRErMQFDqIJBc5sZczERKyhYyROTk5sBwRsR4gOTkwMRYmNjczMjY1ETQmKwEiJyY3Njc2Nz4DNz4BFhcWNz4BFhcWFRQGIyIuASMiBgcGFRQXFiU2NzYWFREUFjM2FgYHJgciJjU0PgEXMjY3NRE0JiciJAcGBwMUFxY7ATIeARQGIyYHIjU0NzMyNjURJicmIgciBxQGFBceATMyFxYGJyQHARQzFjcyPgE0JjU2NzQnJicmByIGBwY3FhYfFEYhCgJYMQ0KDgQfWCUICCdIQUjN7lEdG060zUcpYCEbOVY%2FTIUTDA5cAQNWVhsmGzMrGRUOwesQFQQbGDkfAiU3Av78EBAFAgwOTCcZGQQVDPLxJyITRhYEDEb0LQoCAgICHz8tFyUPHv8A9gFaCK7FBgYCAgYzCAgMSmxMgxMMCjU3AiFIAeEECh0nGwIQEhVmSnlUO0JWAkIhEzdCDT0fMR9PNzduTjW3GwQICwIeCDMa%2FX0%2FHgg1PwQGBiMSEBkUAhczaQEzRD0CBAIEEf5dfRcfFBUkIwQGMy0OLYYBjx8CBAYZM8moRzkeBA5kAgoKA4EZDBAPFhMWAppcBgoMCUIBbE45AAMAKP%2F2BrgF2QB8AJQAoQEBALJ%2FAQArsYGYMzO0ZwYAGwQrskdJZTIyMrBnELAMINYRsRID6bIUAQArslYAACuzNjl5eyQXM7FaBOm2Py4wAk90diQXMrCeL7EhBumwGjKwIRCxkAbpAbCiL7AI1rAUMrFqC%2BmwfTKyaggKK7NAangJK7BqELFgASuwhTKxTAvpsJUysEwQsUQBK7CbMrEqC%2BmxowErsWoIERKxFXo5ObBgEbNWWHmOJBc5sEwSsx0cVYgkFzmwRBG1HiE5PFJUJBc5sCoSsCQ5ALEMWhEStSovQltydSQXObASEbFIZjk5sX9nERKxDoA5ObCQEbCcObEhVhEStB4fOHd6JBc5MDE%2BATc2MjM%2BATURNCsBIicmNzY3Njc2NzY3PgEWHwEWNzYzMhYzMjc2FhURFBceATYXFhcWBwYHIyYHIicmNz4BFjc%2BATUTNCMkBwYHERQWMzYXFgYnJgUiJjY3Njc2NzY1ETQnJiMGJyIHERQXFB8CFhcWMzYXFhQnJAciARQXFjcyNzY1Njc2Jy4CJy4BIyIGBwYFFBYzITInESYjIgcGHxIdDCsGKx0GXDEPBAoEHVQnDhUhf0rG5VAMDAN3kRRWFyslHUUGBiUjDhsKCAgIFBO24SMICAgIHTkIJQ4CEP7sOBAGHkAKFR8FIX%2F%2BzxQVERpCChIBAgkEBtttEAIGBAQEBAkULRIyHyX%2B%2BvgXAXcMTPgbAgIKOQoMAgYKBitIOUyBEwwCRAoUATwXAWZQPTJKJTUIBAIjQgHlCh0tFQYMEBmsQlhwQlgCRAoKAmQKKw4QHfsPRgoIBQICBBgdGxgCCAgaHRMXDQICAjZ9AZcdBgYCHf4TQiECBAZiAgQEMTUCCAkMORdOAYMjAgIGBhP%2BZ4MPAgQGBggFBAQKDF4CCgoDeRABBAQIBAeiehcQAggJBisYbE45ogwHEwFuQkJoAAAAAQAAAAEAQYEt9%2FdfDzz1AB8IAAAAAADPRCywAAAAAM9ELLD%2FIf2wCJMHgQABAAgAAgAAAAAAAAABAAAHgf2IAAAIsP8h%2FwQIkwABAAAAAAAAAAAAAAAAAAAA6ALsAEQIAAAAAqkAAAH1AAACLQCkA2YAgQWXAD8D1AA%2FBZEATAYaAEgBegBIApsAjwKHABAERQCYBZUAhwICAIUDegBSAbwAgQPUAEcD6QA7A%2BkAqAPpAEID6QBKA%2BkAQgPpAGYD6QBWA%2BkAOQPnAGYD6QBQAg4AmAHXAH0FlQCFBZUAgQWVAIMC5QBMB64A3wWwABAFPwAjBhgAYgYvABAE8wAkBFgASwYaAGYGTQAmAucAXAKX%2Fz0F6wAfBMIAHweJACgGrAA7Bp0AXASdACkGkwBOBZEAGQQaAGgFcgA7BoUAJQYWACQIsAAZBkcAKQXSABUFowA%2BArIAywPUAEoCvgA3A%2B0AMQQv%2F%2FgCyACKA14ALwPzAAwDeAAzBCsAJw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iKkpedoqGjpaSmqKqpq6yura%2BwsrSztbe2u7q8vQByZGVp3HegcGvjdmoAh5kAcwAAZwAAAAAAAGx7AKe5gGNuAAAAAG183WKBhJbBwtTV2drW17gAwMMA4t%2Fg5eYAeNjbAIOLgoyJjo%2BQjZSVAJObnJoAxMVxAAAAeQAAAAAA%2F%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%2BwBytcWCAgRyNGYWqKIEcjRiNhamAgWCBkYjgbISFZGyEhWS2wEywgiiCKhyCwAyVKZCOKB7AgUFg8G8BZLbAULLMAQAFAQkIBS7gQAGMAS7gQAGMgiiCKVVggiiCKUlgjYiCwACNCG2IgsAEjQlkgsEBSWLIAIABDY0KyASABQ2NCsCBjsBllHCFZGyEhWS2wFSywAUNjI7AAQ2MjLQAAAAABAAH%2F%2FwAPAAIARAAAAmQFVQADAAcALrEBAC88sgcEBe0ysQYF3DyyAwIF7TIAsQMALzyyBQQF7TKyBwYX%2FDyyAQIF7TIzESERJSERIUQCIP4kAZj%2BaAVV%2BqtEBM0AAAACAKj%2F4QGLBYUACQAWACkAsggAACu0AwoAEwQrAbAXL7AA1rAWMrEFD%2BmxBQ%2FpsBEysRgBKwAwMTc0NjIWFRQGIiYSJjYzFx4BBwMOAScDqD9jQUFjPwYCISFDOxsETgYpCk5OMTs7MS8%2BPgUlJhsCAh81%2FEoOBRMDtgAAAgCHAt0C5wVkABEAIQBgALAcL7QUCgAHBCsBsCIvsADWsQUP6bMPBQAIK7QKDAAvBCuwBRCxEgErsRcP6bMaFxIIK7QfDAAvBCuwHy%2B0GgwALwQrsSMBK7EKDxESsAI5ALEUHBESsgsSAjk5OTAxEzQzMhYVFAcGBwMGJyImJwMmJTQXMhYVFAcDBgcGJjUDJodvNT8IBAw7ChcMFwIzFwF3dTU%2FFjsGEQ4hNxsE2YtGOx89Hz3%2BxQ4BFRABJX8hmAFGO0Z0%2FscQAwQOCQE3jwAAAAACAF7%2FxQVEBa8AmQCtAhYAsg8BACuxTqYzM7QWCgAfBCuxKUAyMrCWL7JsfX8zMzO0BAoAHwQrsl6eoDIyMrKWBAors0CWdgkrsIoyAbCuL7GvASuwNhq6PqTy4AAVKwoOsI8QsBzAsYMQ%2BbAlwLo%2BuvNOABUrCrB5ELCjwLFzEfmwWcC6PmHxrwAVKwqwohCwM8CxXBL5sD3AsI8QswiPHBMrswmPHBMrsxuPHBMrsIMQsyaDJRMrsKIQsy%2BiMxMrszGiMxMrszKiMxMrsFwQsz5cPRMrsHMQs1pzWRMrs1tzWRMrs3JzWRMrsHkQs3p5oxMrsIMQs4KDJRMrsI8Qs5CPHBMrs5GPHBMrs5KPHBMrsaIzCLB5ELOieaMTK7o%2BtPMtABUrC7CDELOsgyUTK7OtgyUTK7KQjxwgiiCKIwYOERI5sJE5sJI5sAg5sAk5sBs5soKDJRESObCtObCsObAmObJ6eaMREjmycnNZERI5sFs5sFo5si%2BiMxESObAxObAyObI%2BXD0REjkAQB4ICRscJSYvMT0%2BW1xyc3l6goORkqKjrK0yM1laj5AuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4BQB4ICRscJSYvMT0%2BW1xyc3l6goORkqKjrK0yM1laj5AuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi6wQBoBALEElhESsH45sA8RsJ85sBYSsEg5MDETJjc0OwEyNjcTNicqAiMiJjcmNzQ3NhcWNjcTPgIeARceAQcDBhYzNgQ3PgE3Ejc0PgUzNzYWBwMGMxY3OgMeARQVFgcUJyoCIyIOBhUDBjMWNzI2FhUHFA4CIgYjBiciDgEHAw4BKwEiNxM2JicmBw4BBwMOBCIjByIuAT4BNRM2JisBIi4BJB4CFzYXMjcTNiYjJgcGBwYHA14GBi2aGRIEQgQdEGlYGx8WAgQIK5F8FAwETAQGEQonDCMIBkUEDg4tARsrFwwENQ4EAgcECg4IMhkQB0cGHjdTBA4GCgQHAgcvEDlCDAgNCAgEBAIEPAgnYn8QGw8FBgQQBhcCeW4fEgcIQwQTGDwlC0MIDBm%2BmCUQCEQCCgYSCR4HIAoLAgIGRAYKG4EUDQoBcwQECgLBrC8IPgYKF8ebJQYEBEIBmB8gIQwZATsfAg4TGzAXAgQEAgoVAWwQEwYCBAICDB%2F%2BpAwVBAYCAgwXAQhCBBQGDwQIBAQCIRb%2BpiEGBgQGDQgIRBsBAgIIBRAEFQT%2B4iUEBAIRFD0KDQgEAgQECSAL%2FrUbFDUBQxsZAggIAgsi%2FrIMEwoEAgIGEAwXBAFIGRACEJANAggECAglASkhEAQEAgoIE%2F7LAAAABQBK%2FyUDeQVEAGgAdACFAJMAoADNALIsAgArsB0zsiwCACuwkS%2BxJAPpsCQQsBcg1hGxcwXpAbChL7AU1rRpDAAuBCuwaRCxDQErshlhbTIyMrR1DAAeBCuyH1iGMjIysg11CiuzQA0ACSuwdRCxUQErsil7jDIyMrRJDAAeBCuyLz2UMjIysklRCiuzQEk1CSuwSRCxmgErsUQN6bGiASuxDWkRErMGEBdlJBc5sHURsl5fcTk5ObFJURESsCw5sJoRszI6QUckFzkAsReRERKxMpA5ObEsJBESsSkwOTkwMTc0NjMyFx4EFzI3ESYnJicmNTQ2NzI9ATY%2FARYXFR4CMzYXFjY9ATY3MzIVBxQXHgEVFAYjIicmJwcRFhceAhUUBgciFRQXFCsBJj8BNCMGJyIGFRcUFhQGByMmNz0BJicmJyYTFBcWNzQ9ATYmBwYTFjMWNzI1ETQmLwEmJyYGFREUFxYXNjURNCcmBwYHExQeATc2NTQvASYGF0ovITUjBA4GDxYQEAEGCHkjOXhjCAQOFxAIAgUGCDMxBAsCFhkSAgpmfCkfMS0fFxAGBlRlWpZ%2FCgIWHxQEAhMrNQQPAwIHBjMMBAIKhzY9qksKBwIEBlSdBAk%2FMQsPBD0UEwgJCQxiEQs%2FLw4ByQgGAnliGQYKAtUhMVgMKQ8cFQwcAfYOB1wrSGBckyETbgoDAgQPVgIKBgQEAhIGUgoHF2AMCx9iNyErRC8YCP6LJQY1To1Sc64kE2g6EgQUjBQGCAoKgwQNBgoCBBIJmRAFKzdCA1ZOQggWAwLxAg8CLfvxEg4KFAGiChsCJwwMBA4SARYUCApACAwBhxQBEggCG%2FviBgkCAkKDZEIQBBAIAAAFAFr%2FdQUhBRsACwAWACMALwA6AHsAsjMAACuxLQXpsDgvsScD6bAJL7EPBemwFC%2BxAwPpAbA7L7AA1rEMDOmwDBCxEgErsQYM6bAGELEkASuxMAzpsDAQsTYBK7EqDOmxPAErsRIMERKzAwkjIiQXObE2MBESsictHDk5OQCxODMRErAkObEUDxESsAA5MDETNDYzMhYHDgEjIiY3FBYzMjY0JiMiBhMBNh8BFgcBBgcGIyIBNDYzMhYHDgEjIiY3FBYzMjY0JiMiBlqoeXusAgKme3esdV5QUl5gVk5aMwMhEhsYEwz84wYGBCUxAe%2BoeXusAgKme3esdV5QUl5gVk5aA6qDqqaBg6qqgW94e913e%2FuDBW4ZCgsFHfqZDAQCAVyDqqaBg6qog294et52egAAAAMAVv%2FZBgoE8gBTAGMAbQCfALInAQArsSIH6bAuMrIHAQArsg8BACuyUQAAK7BIM7RXCgAgBCuyUQAAK7FBCemway%2BxCwXpAbBuL7AA1rFUC%2BmwVBCxCAErsWQN6bBkELFoASuxDg3psW8BK7FkCBESsgQFUTk5ObBoEbQQCxNXESQXObAOErEUWzk5ALFXQRESsEY5sSdRERK0GEROYWYkFzmwaxGzCA5kaCQXOTAxEzQ3Njc2JyY1NDYzMhYVFAcGFhcWFxYXFjc2Nz4BNTQuASMuATc2MxY3NhcVFAcOAwcGBw4BBwYHBhcWFx4BMzI3NhYHBiMiJicmJyYHBiMiJjcUFjMyNjc2JyYnJicmBwYTFBc2NTQmIyIGVnk1miMLg6aHe6LTBgIERF5YRQgTTjcvOC1GAggEBAIWh%2BAUBBwKPB8rDh0zDikCP2UKCCUiN0ArNXEOHQ6TflZkOwoRDBPw4ZjOx4duVMdGCgpIZnFQDhu%2BtpF%2FUEE7RAFIomgvSBcHfYp1j3tgk3YEEAQzW1ZmDhhiWUh8FQ4MBgQhCQwGCAQUGxAFAgQEEA0dXR1OBnVwCg09PmRATgQ1BndObBQeFxPw07R1j2JMChFvanE1ChKPAhaDc1CJTlpKAAEATgLnATEFZAAUADEAsA0vtAIKAAcEKwGwFS%2BwANaxBQ%2FpsQUP6bEWASuxBQARErASOQCxAg0RErALOTAxEzQXMhYVFAcGBwMOAScuAScmNQMmTm41QAoMBDIEEhMXCQICMhkEz5YBRjsnN0IY%2FucUGQICCRAIBAEdfwABAKL%2BNQJ1BaQAFQAWAAGwFi%2BwANa0Cg0AGgQrsRcBKwAwMRMQEjc2FgcGAwYRFBIXFhcWBwYnJgKi07YfPRKPZU5WZz1IEEEUF6zLAewBAAHzxRc8H6D%2B%2Bs3%2B%2F8n%2BxLRoViEfChu%2BAfAAAAABABn%2BNQHpBZoAFgAWAAGwFy%2BwBNa0EQwAHQQrsRgBKwAwMRM2EzYRNAInJicmNjc2FxYSFRACBwYmGZNiTlZoOT4MAhAlIbDG0LchQf55pAECzQEExwE7tmZIDCkPHyHB%2Fhf%2B%2Fvz%2BCsEZOAABAJ4BzQO8BWQAbgCVALBNL7BsM7RICgAYBCuwAzKwEC%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%2BL7A31rANMrQqDAAuBCuwFzKyKjcKK7NAKh8JK7I3Kgors0A3AAkrsT8BKwAwMRM1PAI%2BAjIzITI2NRE0JjU0OwEyFhURBjMhMhYdARQGIyEqAgYUFREUBiMGJyIuAzwBNRE0IyEiJpECBQgMCAG2FAsCHVASCgQZAbobEBIf%2FlYEEAIJDB8dIAgKCQICHP5PGxACljcEEgQLAgQKEgGYBhEELw8e%2FkMUDxQ%2FGwoECwj%2BRh8KCAgCBAIKBA8EAbYbDAAAAAEAj%2F7nAYUAqAAYADcAshYAACu0AwoAFQQrAbAZL7AS1rQGDABABCuyEgYKK7NAEgAJK7EaASsAsQMWERKxAAY5OTAxNzQ2MzIWFRQGBwYnLgEnJjc2NTQnJgcGJo9CLT1KaFQdDAIGAgoQiQgGFS9EPy08WEhYoCcODAILAh8EUmAUAgQGCjkAAAAAAQBaAZgDKwImABEAHQCwEC%2B0BAoAHQQrtAcKAB0EKwGwEi%2BxEwErADAxEzU0NjMWJBcyFhUHBgcmBCciWhsMRAHXcgoTBAYdnv5xaA4BsFIQEwIGBBcKUBkDBAYCAAAAAQCF%2F9sBeQDHAAoALwCyCQAAK7QDCgASBCuyCQAAK7QDCgASBCsBsAsvsADWsQYP6bEGD%2BmxDAErADAxNzQ2MzIWFRQGIiaFRjc1QkJqSFA1QkA1M0RCAAEATP%2FVA6UFagAUAAAWNDc2ADc2HwEyFgYHAQYnKgIuAUwGdwHKdRQPZggNAgr9TRQZBBYVHBMZFQ7hA3vkIQEEDhsO%2Bs0pAgIGAAACAFL%2F4wOwA6QACwAWAEoAsgMBACuxFQnpsgkAACuxDwnpAbAXL7AA1rQNDQAaBCuwDRCxEgErtAYNABoEK7EYASuxEg0RErEJAzk5ALEVDxESsQAGOTkwMRM0EjMyEhUUAiMiAhIQFjMyNjU0JiMiUvK8vvLywLrykZiDh5yai4EBuNcBFf7v1dH%2B9gELAYn%2Bm8rJsrjJAAEAb%2F%2F4ArwDkQAwADcAsgcBACuyFwAAK7EdCOmwDzIBsDEvsCPWsQkN6bIJIwors0AJFAkrsTIBK7EJIxESsAU5ADAxEz4BNzY3NjIXERQXFhcWFzoBFxYUIyQHBiY2NzYXMjcyNzY1ESY0JyYHBgcOAQcGJm8SNw%2BPTgpKBBAKGQYzCDIIEhT%2Bk4sMCgYKEhMzCB0QKwICAgofMxdLEw4ZAoEMIwpkawgQ%2FS9GDgYEAgQCBE4EBAIjKQYIBAIIFEAB2wQZBhIGFxoMIwgINQABAEL%2F%2BAODA6QALgA%2FALIRAQArtAkKACIEK7IuAAArtB0KABwEKwGwLy%2BwBtaxFA3psTABKwCxHS4RErACObAJEbQDDA4UJSQXOTAxFjQ3Njc2NTQmIyIHBiY3PgEzMhYVFA4CBwYXFhcgNz4BNzY3NhceAQcDBicjIUII5ZKucVhzewgvCl6mZ3WlVKFvWAYGBA4BGTcpHxAfHQwXCg4CRgYxEv1aAisInoGaelhvcQgXFmpbi2VMmZZYPQYICAECAhEcN0oMAwILCP7hHQEAAQB7%2FpMCwQOqADAAXQCwLy%2BxCAjpsA8vtBIHAGkEK7AXL7QgCgAfBCsBsDEvsAvWsSwN6bAUINYRsSMN6bEyASuxIwsRErApOQCxDwgRErQAAgsQLCQXObASEbAOObAXErIaIyk5OTkwMRc0NhceARcWMzI2NTQnJgcGJjckNTQmIyIHBi4BNz4BMzIWFRQHDgEXFhcWFRQGIyJ7UiUGFgZSNjlQVEJuFA0MAQBJQGBiCBURBTOZWmSEpAgGCi0nb%2BCovvwvJxYEEwQ9h2yySDseBjUGnrZMWHEGBBkOZG%2BPa5x6BA8EBh9etLz9AAAAAgA2%2FpMDqAOoACUANwBZALAlL7ETIzMztCgKACIEK7EKKjIysiUoCiuzQCUcCSsBsDgvsB%2FWsSEwMjKxGQ3psAcyshkfCiuzQBkQCSuxOQErsRkfERKwMzkAsSglERKyECIpOTk5MDE2JjcBNhcWFREWFzcyHgIVFAYvASIGFRYHFCsBBiY1JjcmBwYlNhYzFjcyMzY3NjcCNzYnJgcBOgcIAjwQGxQEGagEGQwEHQayBhcGBiBpChMIBgYOsP74iwYKfY8EBw4KAgIGBgYMBAT%2B0QInDgNhFAQIDf0JGQoEAggYQgoTAgISCYWmJwIbCrxnKQIKCo4VBAQCDAQCAUR9EAwEBv4wAAAAAAEAb%2F6WAwgDogAvAGUAsC0vtAMKABoEKwGwMC%2BwCta0KQwAHQQrsgopCiuzAAoACSuxMQErsDYauviiwG0AFSsKDrAeELAdwLEVE%2FmwFsAAsxUWHR4uLi4uAbMVFh0eLi4uLrBAGgEAsQMtERKwBzkwMRM0NjMyFxYzMjY1NC4CJyY3Njc2HwEWBw4BBwYjJyYPAQYXFhcWFxYVFAcGIyImbyseFx91IlaBTIt3UhISlo0MEeknBAQzDA4VwRkMTxcEBBFiXrrOnKQxO%2F7pIS8MKaBuTpiBWDMMHc%2BaDgIbBB8SSgwOGAIQYh0ICAs9WLDF1YVkLQAAAgBi%2F%2BMDngTpABoAKQBVALIYAAArsR4H6bAlL7ESB%2BmwDjIBsCovsADWsRsN6bAbELEiASuxFQ3psSsBK7EiGxESshIYDDk5ObAVEbEIBzk5ALElHhESsQAVOTmwEhGwDTkwMRM0Ej4BNzYWBw4BBwYWNzYzNjMyFhUUBiMiAjcUFjMyNzY1NCYjIgcOAWKF4v6PJSMVsOljBgwJKQ4QJ7Li6Ky28rKCblg8VoZ4PVspGwHDmgEQxIstCh4dTq6LCgwCCgLitLj4ARGfrsY7VsO4xylkfAAAAQBW%2FpYDgQOJAB0AJQCyAwEAK7AFM7QWCgAcBCsBsB4vsADWtBoMAB4EK7EfASsAMDEbATYzJAUyFxUAAwYvAS4BNwE2JiMGJSYGDwEGIiZWKQ4xAUwBSiUI%2FtvTChU%2FDhMGAdcEHg9a%2FrMrMhAbBBwZAjEBNSMMDBAh%2FQb%2BUBsDAgIWDgQjCgkGBgIpRGYGCgAAAAMAkf%2FjA0wE6QAaACYAMgB5ALIYAAArsR4D6bAwL7EKB%2BkBsDMvsADWtBsMAC4EK7AbELAnINYRsQcM6bAHL7EnDOmwGxCxLQErsQ0M6bAhINYRtBUMAC0EK7E0ASuxLScREkAKAwUKEAQSGB4kESQXObANEbATOQCxMB4RErUABg0VJCkkFzkwMRM0Njc2JyYnNDYzMhYVFAYHBhceARUUBiMiJjcUFjMyNjU0JicOARMUFzY3NjU0JiMiBpFtaBsSugG0joewVmgQDn1iy5iTxYh6ZVZzeZZWQxr4OxkvalhSZwEdao1CDhGNvIOon31Yg0QMCmahZo27sI53iWxSXp5nNYACeZOsISROYnGFYAAAAAIAYv6YA54DpgAXACcAaQCyJAEAK7QDBwBpBCuwCy%2BxDwPpsBUvsRsH6QGwKC%2BwANaxGA3psBgQsSEBK7EGDemxKQErsRgAERKxDQ85ObAhEbMQAxUSJBc5ALEPCxESsA05sBURsBA5sBsSsBI5sCQRsQYAOTkwMRM0NjMyEhUUAgYEBwYmNDckNzYHBgciJjcUFjMyNzY3NjU0JiMiBwZi6K667Hvd%2FvehFBsQAYmFFCZSN6jmsoZ2SEwdDCGBbVA7YAH2uPj%2B69Os%2Fuq%2FfyYEGiUGjegvChQB7Mq2yCQOKH%2BLrskyTAACAJz%2F7AF1AzUABwARADMAsgcAACu0AwoAFAQrsBAvtAsKABQEKwGwEi%2BwCNawADKxDQ%2FpsAQysQUP6bETASsAMDE2NDYyFhQGIgM0NjIWFRQGIiacPV4%2BPl49PV4%2BPl49J1o5OVo7AuEvOTkvLTo6AAAAAAIAgf7ZAYcDMQAVAB4AWACyEwAAK7QDCgAUBCuwHi%2B0GQoAFAQrAbAfL7AO1rQGDABiBCuwBhCwGyDWEbEXD%2BmwFy%2BwADOxGw%2FpsSABK7EOFxEStAwDExkdJBc5ALEDExESsAY5MDE3NDYzMhYVFAYHBiY3Njc0IyIGIyImEjQ2MhYVFAYigUQvP1SBZBAXEpEBDwghCCc3Aj5ePz9eSi09XkpgrCcGNQhYZx0HPAJ7Wjs5Ly06AAABAI8ArgUKBMEAGgAAEyY3NDcAJTYWHQEUBwAHBhcEBRYHFRQnJAEmjwYGGQLDAWojEi39P6EpLQGiAc0dAT%2F%2BqP0zFwKgEiEdCgE5jg4lKSEbFP7VPxATuLcMIy1CF38BSAoAAgCLAYEFDAP2AA4AIgAsALIgAQArtBEKAB4EK7AML7QDCgAdBCsBsCMvsSQBKwCxESARErEPFzk5MDETNTQzFiEyFQcOASMhIiYTNjMyJDcyFhUUFhUUDgEiIyEGJ4s6rgNyJwICECP77h8ZBgYlIQNimB8UAgIQDBf79i8LAawxMQQlNx0QEAJGGQIEJR0EGwgODgkGLQABAI0ArgUKBMEAIAAAEzQ3JCU%2BASckJSYnJj0BNDYXBAUWFRYHFAYHBAEGJzQmjR0CKQE5EhES%2Frz94SUEAhsZAeECQSMGBA4d%2Fn39cT0BAgEGIwzdjAgWC4vfDgsIEiUpGQrH%2FBAbIRISEw6u%2Fu8bRggfAAIAVv%2FdApYFXAAhACwAdwCyKwAAK7QlCgATBCuyAgIAK7QdCgAWBCuyHQIKK7MAHSAJKwGwLS%2BwFdawIjK0CwwAQAQrsSgP6bALELEbASu0BQwALwQrshsFCiuzABsACSuxLgErsSgLERK0CQ4YJSskFzmwGxGwGTkAsR0lERKxBRE5OTAxEzQXMhYVFAcGBwYVFBcWBgcGJicmNTQ2Nz4BNCYjIgYjIhI0NjMyFhUUBiMiVsWo05Q7WFZYAgkGDCkIbUxah2FrYh9mG4VvRTM1REM2MwTscQHdrstkKSEdOTVpBA4CBAoKgWVKVyMxZaRaD%2FuOYj89MzFAAAIA9v8zBt8FkwBVAGYBSACyPwIAK7EDA%2BmwUy%2BxRQbpskVTCiuzQEVLCSuwCS%2BwFTOxNgjptFkKACEEK7BiL7EdB%2BmwLDIBsGcvsADWtEIMAFEEK7BCELEYASuxVg3psFYQsQsBK7Q0DQAaBCuwMzKwNBCxIQErsCIysTAN6bAxMrAwELE8ASu0BgwALwQrsWgBK7A2Gro9uu8XABUrCgSwMy4OsCUQsDMQsV0U%2BQSwJRCxMRT5sF0QsyJdJRMruj2G7l8AFSsLsyNdJRMrsyRdJRMrsDMQszIzMRMrsiNdJSCKIIojBg4REjmwJDmyMjMxERI5ALddIiMkJTEyMy4uLi4uLi4uAbRdIyQlMi4uLi4usEAaAbELVhEStQMRFUVTWSQXObA0EbQJHR8%2FYiQXObAhErAgOQCxYlkREkAMBgsAEhgfIA48QkhPJBc5sB0RsCE5MDETEAAhIAARFAAjIjU0NzYHBgcGBwYjIiY1NBI3NjMyFxY3ND4IMzYzMhcUAgYHBjcyNjc%2BATU0ACMgABEQACEyJDc%2BATMyFjMWBwYAISAAJRQWMzI3Njc2NTQmIyIHBgL2Ad0BWgEZAWb%2B18mNAgQOBgQdPW1iSFx5Yot9XikMDQQCAgQEBAkIDAYSRBQBcT8FBDwtcy1IV%2F7D8P7P%2FlYBcwEl5wFeYwgMEwQMBBAGVP5p%2Fvr%2BuP5QAfM0JWJ7NSEnOCtEQ1B5AjUBagH0%2Fq%2F%2B8f7%2BjoUnGBQMCAYjOWJ8W3EBA2ePSBQhBA4GCwQGBAQCAgIWAv6Z6zRQAUU1WOZz5QEp%2Fif%2BqP7T%2Fovn4BIIAgQZ9P7oAbLPMUGjSGJ7RjVCTmD%2B8QAAAAACABn%2F%2BAWIBWAAVgBtAFUAslMAACuwJzOxAgbpsx0wSEskFzKyEQIAK7Q%2FXVMRDSu0PwoAIwQrAbBuL7FvASsAsQJTERKwIjmwPxG0Ghs7QkokFzmwXRKwFjmwERGxCWo5OTAxNzY3Mjc2NzY3AScmPgI6ATsBMhcaARYXFhceATsBMhcWFAcGIyYjIgciJyY1NDY7ATY3NjU0Jy4BJy4BBwYiJyIHBgcGFRQXMjYXFhUGIyYiByMmNTQBBhUUFxYyNzI3NjU0JyYnJicmIyIHBh0CEFwbDhsZCAGBDwIGDQ4SDQgGXA9qql4NFCUbN0MPDAUCAgUMg5t8ixAHAhEUXj8RBw0ZWhgEJw81nGgXGjVOEHQOLBIOBAqr3jMXFgH%2BARlAfTsKBQMCRDkECQICBgMnNwwBHhA%2BPRcEFzUEBgQCFP7n%2FkD6IzVrSi8RCBIIEgYEEAYTFA0CGgsQFiFC80IMEQIDAyOutSceNQIEAgIlIwMDBB0MArACAg8MAgIKBgYFBLy5CgMBCH8AAAAAAwAr%2F%2FcE5wVIACoAQQBcAIwAsiUAACuxLwjpsAIyshICACuxVwfpsg8CACuxDAXptEg9JRINK7FIA%2BkBsF0vsAfWsSsL6bBCMrIHKwors0AHAQkrsCsQsTIBK7EgD%2BmwUSDWEbEYD%2BmxXgErsVErERK0JSgcLzokFzmwMhGxGx45OQCxPS8RErAgObBIEbEbHjk5sAwSsRhROTkwMRY0NzYXMjY1ETQmKwEiNj8BNiUyFhceARUUBgcGHwEWFRQGBwYjIicmIAcBFBcWMzI2NTQmJy4BJyYnKgEjBiMGFTUUHgEzMhc6ATM%2BAjc2NTQnJicmIyIHDgEVKw4nCoU%2BNX0vEAMNEpoBrn9zTVJha1oQFCnntIVtdxgYov7QjQG5ChfIhapUSR9AJiQYDCQYMBUtDAoCDjAYJAwaUD8bbVtCYykmNS8IFAZDBQYEP40DD5Y7QwICEAEXIyeNVFiLIQYKFXDVjeQbFQEDAwFwbTZ5uIdWlCsSFwMDAQEII5kOFAcCAQYODC2ag041CgQIAhgNAAABAHP%2F2QWYBVIANABsALIyAAArsSEI6bIDAgArsRsE6QGwNS%2BwANaxHg%2FpsB4QsRgBK7QVDAAeBCuxNgErsRgeERK0CQMhLDIkFzmwFRGyCwomOTk5ALEhMhESsSwuOTmwGxG0AA4XByckFzmwAxKzBQkKCyQXOTAxExAAITIXFjMyNzYyFxYVFAcUBwYUFw4BJy4BIyIAERAAMzI3PgE3NhcWBwYHJiMiBwYjIABzAaEBUJO9JxoWDggnAhUBAgEBBDEINdyd%2BP7dAUD3tpgpKycEJxkCMV8bFD1jWJP%2BvP5pAokBOwGORg8LBghXRg4NEioVIQsSCw2aq%2F69%2FvH%2B6f6QhyU5RhIEBAyqngYeHQGFAAACABn%2F%2BAXFBUYALAA%2FAGkAsg8AACuxMAPpsRYZMjKyBQIAK7E7BemyAwIAK7EoA%2BkBsEAvsCTWsS0L6bIkLQors0AkAAkrsC0QsTMBK7EKD%2BmxQQErsTMtERKwDzkAsTAPERKwFDmwKBGxCjM5ObEDOxESsCs5MDETNj8BJDcyBBcWERQABwYjBSInJjU0Nz4BMz4HPAE1ETQmKwEiNTQBFBYzIAARNAInLgEnJiMiBwYVGQIODgGWxMkBBm34%2Fufflv7%2BFScGBxcONggSHRcQCggEAzR9EhABmUBgATEBZHBjRIx5REstMC0FEB4DBBABRE6y%2FsPn%2FoY%2FKwISEQwWCQICAggKFwwhDCkKLQQDDYlKGQL7xFBEAS4BOZgA%2F0w1MgwGAgQrAAEAMP%2F6BKIFNQBiALEAsl0AACuxAgTpsUsJ6bIYAgArsSoJ6bIWAgArsBkzsQoF6bQxRV0YDSuxMQnpAbBjL7AG1rFIC%2BmwLTKyBkgKK7NABmEJK7BIELFBASuwNTK0PQwAHgQrsD0QsSMBK7QfDAAeBCuwHxCxUQErtFUMAB4EK7FkASuxQUgRErEYKDk5sD0RsCQ5sR8jERKyGhtbOTk5ALFFSxESsz9AVFUkFzmxKjERErMeIDY7JBc5MDE3PgEzPgE1ETQmIyoDLgInJjc2MyQgFzIHHgIXBicmJy4BJyYjIgciBhURFBY7ATI2NzYXFhcWFRQHFAcGJy4BLwEGFREUFjsBMjY3Njc2NzYXFA4BBwYjIAUmJyY1NDIFHUpkMzNsBAsICgYJCAIGDgYdAU8ByXonAQgHAgIELQ4BFEp%2FdksyHwwbEgvxeTUPBCkKBgIEGSMBEDh56x0rb6NzUBsxGgQRJQYMDwIETv0n%2FvIUBQMtFwQEQ4MDC4NMAgQIBAwfCgICFEJuWBEUDgIVfT8CBAIhDP5iEBspbw4EAh0oQmOfGwIEDmosAgIIGf6ody8THjtrEgUEDEJ1bAodAgQKCAoJAAEAUf%2F6A%2F4FNABRAMMAsksAACuxQgXpsAIyshICACuxHgnpshICACuxCQPpsh4SCiuzQB4ZCSu0JDxLEg0rsSQJ6bI8JAors0A8MgkrAbBSL7AF1rE%2FC%2BmwIDKyPwUKK7NAP0UJK7IFPwors0AFUAkrsD8QsTMBK7ArMrQwDAAeBCuzGjAzCCu0FwwAHgQrsVMBK7EzPxESsSVMOTmwGhGwMjmwMBKxGTE5ObAXEbAYOQCxPEIRErAwObEeSxESshcuRTk5ObESCRESsAw5MDE3Njc%2BATURNCYnLgE0Njc2NzIXITIWDwEGIicuASsBIgcDFBYXFjI2Mz4BNzY3NhcRBiInJicmIyIjBiInBgcRFBY7ARYVFAcGJyIjJiAHIjU2UgIQWDpAVAQIAgUEBQICA3MMFwIGDB4UBE6P%2BBsIAhUIJ1hrHHM9CQIYHwIEMwIKIR9oCAk6djstAUBaFRAEAwcBAav%2B%2FlgXARogAwQ4UgOZUjoEAg4TEgYEAQEZCuEHB2g6If5vDBcCAgICIUkUBQQU%2FpEMDGQaGAICBCX%2BXlI6BCAPCgkBAgIaAwAAAAEAdf%2FZBdkFVgBDAJcAskEAACuxHATpsgYCACuxFgbptCcsQQYNK7EnBumwNjIBsEQvsADWsRkP6bAZELEgASuxPAvpsBEysjwgCiuzQDwxCSuwPBC0FAwAHgQrsBQvsUUBK7EgGREStBYGKi1BJBc5sBQRsQkIOTmwPBKxDC45OQCxJxwRErE6PDk5sRYsERK0ChAAExkkFzmwBhGxDQ85OTAxEzQSNz4BMzIXFhcyNzYXFhQHDgEnAiEiABEQADMyNzY1NCY0NzQmLwEiJjY3FiA3MhUUBw4BJw4BBwYUFxQHBgQjIAB1e25q6KCDzy0SGRAQHwcHAj0CRP69%2Fv7hARvpfY0ZAgJCXFAKDAgOZQEctRYCAgwGSjUCAgITav7Rf%2F7X%2FocCf5gBGmdkWj0MAREEBAKxsBICEAFW%2Fqr%2B1%2F7u%2Fqw%2FCjoOXE4XUjMEAiMjAgMDFQYIDBcCAj1ON3Y9Lwg3SgF%2FAAEAMP%2F6BikFOgBuAJcAsm0AACuwTzOxBgbpskhVZjIyMrIRAgArsTI5MzOxDQPpshorPjIyMrQhX20RDSuxIQnpAbBvL7AJ1rFjC%2BmwHTKyCWMKK7NACQIJK7BjELFZASuwJzKxRQvpskVZCiuzQEVMCSuxcAErsVljERK2ExcuNFNqbCQXOQCxXwYRErBFObAhEbBDObANErBCObAREbAuOTAxNyY1NDc2Mz4BNRE0JicuATYzFjI3MhcWBwYHIgYVERQWMxYgNzI2NRE0JisBJjU0NzYzNjMyBDMyNzYWBwYjDgEHBhASFRQWMxYXFhQHBiMhIicmNjsBMjY1ESYjBiAnIgYVERQWOwI2FgYHISI1BQ8KKkg1PFAIBggKg%2Fd0CAwKBwIXWEQTEoYBPbYQLUNaKRQFCB0WH00BD0UcEBQRCgQZTDkCBAREWCcGBAMHE%2F27GQIGDhExVEkEIpD%2Bt7cKGzxWCgoOEQwT%2FfgbCA8MFAsCBDlKA5lQOgQEIRwGBggKIwoCQkz%2BigoVAwMUDQF0TEIEFgsQEgEIAQIrEAoGPEqL%2Fp7%2BiTVKPQEQCRIKFBISJD1MAX8lBgYdF%2F6QUDcCIycCAAEAav%2F6ApAFNQA1AGMAsjQAACuxAgXpsCcyshECACuxCwPpsB0yAbA2L7AG1rEkC%2BmyJAYKK7NAJC0JK7AbMrIGJAors0AGAAkrsA0ysTcBK7EkBhESshMVMzk5OQCxAjQRErEALTk5sAsRsAE5MDE3NBc%2BAT8BEScuAScmNTQ3NjMyFxYzMjcyMzIXFiMiBiMOARURFBYXMhcWFxYVFAcGIyYjByJqE14tBAICAi1SGgQGFgjFQjNnLgECHQEGEAQTBl4vOVQXCAwCAQQFCH9%2F%2FhkZJwEIMFRHAwtHUjYIAxgKDg4FAgcWKwQCRI38rlA1AgIIEgUEDQoOBAQAAAAB%2F0j9sAJmBTMAOABPALIfAgArsRoD6bAqMrA2L7QLCgAhBCuyCzYKK7MACwMJKwGwOS%2BwEtaxMAvpsjASCiuzQDAmCSuxOgErsTASERKwITkAsRoLERKwMDkwMQM0NjMyHgEXFhcWMzI3Njc%2BATUQJy4BIwYmIy4BNzYzFiA3MhcWFRQVBgcGIw4BFREUBwYHBiMiJrg1JQ4dKwIrCBMVEhMoGCEVAgJCWgQTAhAGCAYZWQD%2FphYGBAIKBBJWOBwlRneqWG7%2BLyc5DiUCIQQIBw4gMaLZBABWVDgCBAIpDAoFBQwJDQQFEgICBjhQ%2FDKRgLRrtkgAAAEAKP%2F4BbgFNwB7AGYAsnYAACuwTzOxAgTpskdYbTIyMrIRAgArsSwvMzOxDAXpshkoMzIyMgGwfC%2BwB9axagvpsBwysgdqCiuzQAd6CSuxfQErsWoHERKwEzkAsQwCERK1HiQ5Q1tnJBc5sBERsC05MDE3Njc2FzI2NRE0JisBLgE3NjMWMzI3MgcUJyIGFREWNzY3NhI1NCYvASY3NhcWIDc2BwYnBgcOAwcGBwYHFhceAhceATMWFxYVFAcGByYjIgUmJyY2NzI2NTQnLgUnJicmBhURFBYzMhcWBwYjJiAHIicmNTQpBBcMGlpEQV0oDgsIBBnRlnFPHQEkXEICISciXvIpSxUZEwQUlAECbR0FBBSTPhIqFi8ERqAZCidOO3OUHkRiYBcGCAEDFCVxl%2F7hFwQGBg9QMxsOVCVMN0olIyQUDUNbIQUMDAQYf%2F7wkCEGCSYaCAQEPUYDmVI6AisMDgUDISUBOlL%2BUhkLDiFUAURPGxAJAhIjDgQEBAIjHQECLQwwIUcGbc0dCBBMOYO%2FJFAvAQwLDwUEFgQDBQQIDCkCGRYZIxJrL1o3RBsZBQIOFf6MSj8PGxgIBQUICREGAAAAAAEAK%2F%2F4BJYFNwA%2FAF0AsjoAACuxBgTpsScJ6bIUAgArsQ8D6bEeIDIyAbBAL7AK1rEkC%2BmyJAoKK7NAJBwJK7FBASuxJAoRErEWODk5ALEGOhESsDw5sQ8nERKxLTA5ObAUEbEQHDk5MDE3NjcyNjIzMjc2NRE0JisBLgE3NhcWMzI3MhcWFRQHBgcOARURFBY7ATI2PwE2FxYVFAcGBwYjJCMiBwYnJjU0LQQMAg0EBpYOBEJcGA4FCAgXV2%2Bn3RkEBB8pGXUsNT%2FBeV5IRx0OCwNQMxsk%2Fpvvv3IZBAQqFAQEQy1lA0lSPAItChAGAgQSDQseAQQBBBxQ%2FFY%2FMClgXwoKBgkFBb5SJwYEBBYGCQcAAAEAMf%2F0B04FNgB0AOwAslwAACuxR24zM7ECA%2BmyPk1oMjIysi4CACuwGTOxMwPpsBMyAbB1L7F2ASuwNhq6P9D7HQAVKwoOsAoQsA%2FAsWMJ%2BbBiwLrAJvurABUrCg6wVRCwU8CxOhX5sDvAuj%2FY%2B44AFSsLsAoQswwKDxMrsw0KDxMrsw4KDxMrsgwKDyCKIIojBg4REjmwDTmwDjkAQAsKDDo7U1ViYw0ODy4uLi4uLi4uLi4uAUALCgw6O1NVYmMNDg8uLi4uLi4uLi4uLrBAGgEAsQJcERKyWl1zOTk5sDMRtSIjJVleXyQXObAuErIVISY5OTkwMTc2FzIzNjc%2BAjc2NTYaATU0JicmNTQ3NjMyFxYzMjcyFwEWNjcBNhcWMjc6Ah4BFxYPAQ4BFRQWFRMeATMyFxUGIwYjIiciJyY3NDcyNzY1NCcCAzQHBgcBBiInASYHBgcDBhUUFhcyFxYHBgcGIicmNTQ5CBEKCSgaIB4JBAIGHxAtRBwCBRkEBUdTNzsnCgG2BhsGAaQOJUiGPwIOAggCAgYQFkonBjcKMmAhBAIdRmKU1g4FBAQjbxwUAx0UEQYC%2Fj0COwT%2BMQYMBgEvBDxUFwMIDAIWUdWEEzEQAgEGCD0vPhAKYAFzASmFLyEGAx4ICRsBBAIU%2FBoMGQwDyRkBAgIEBgYxAgIGJSsSPgb81ZNAFyMQAgQOEhUQASsgRhofAe4BLRASBgj75woKBBYOAQIG%2FQRSFTszCRIdDAIGAgIEEg0AAAEARf%2FoBnEFNwBWAJQAsjoAACuyUQAAK7FNBOmwBjKyEAIAK7AoM7ELA%2BmxIjAyMgGwVy%2BwCNaxRgzpsghGCiuzQAgCCSuwRhCxGgErsTYM6bI2Ggors0A2LAkrsVgBK7FGCBESsRJTOTmwGhG1EyQoQU9RJBc5sDYSsDw5ALFNURESsQI2OTmwCxG1CRYXNUFCJBc5sBASsg4VLDk5OTAxNyY1NDc2NzI1ESYnBiY1NDMWMjcyFwEWNzY1ETQmJyYnJiciJjYzFjMyNzIVFBUGBwYjDgEVERQHBiMiJy4BAicBJg4BFREUFxYXFjYWFxYGIyYjIgcGRgEHChSeN28ICCFVkj4dFANFDBMECBISKCFPDA0KD0Bmh8oNAQQGEnczJAgGFwUEifhk%2FiUGCwYMFE8OKS0ECgoZj26SVhASCAYQBw4BdgQLKQICFg4hAgIY%2FEESHggJAqRYRxESBgQFJCEDBScFBA0DBQQ2dvvGGwQBDASbARlzAhwECBYR%2FQ1oJEIFAgQICRIvAwUCAAACAG3%2F2QYnBVYACwAZAEQAsgkAACuxDwTpsgMCACuxFwbpAbAaL7AA1rEMD%2BmwDBCxFAErsQYP6bEbASuxFAwRErEDCTk5ALEXDxESsQYAOTkwMRMQACEgABEQACEgABMQADMyPgI1EAAjIgJtAZ8BRgE%2FAZb%2BYP7H%2FsH%2BXt0BN%2FCDvGsv%2Fsr70%2FwCfwE5AZ7%2Bg%2F7d%2Fsn%2BWgGFAVb%2B5%2F6KYKzNewEhAXL%2BsgAAAgAz%2F%2FYETAVGADkASQB6ALIiAAArsRcI6bAsMrIEAgArsUUH6bICAgArsTYH6bQMPiIEDSuxDAPpAbBKL7Av1rETC%2BmwOjKyLxMKK7NALwAJK7ATELFBASuxCQ%2FpsUsBK7ETLxESsCQ5sEERswwXHSIkFzkAsQwXERKwETmxNj4RErEJQTk5MDETNDM2JTIXHgEVFAQjIiciDgEHEQYXFjMyOwEWFxYHBiMiIyYjIgciJyY1NjMyNjURNCcmIyIjBwYmARQXFhcyNjU0JyYjIgcGFTMRkwFEqGiFnP7x7yVCBggEAgEgHVMHCEcQBgUHBg0BApeff4QdCAYCO0wxFBI2AwNmBgkBnh0rJJqajEtnJSkUBRAjEgEbI8J%2Fwd8KDhUK%2FsdRGBYEFhYUEgYEDAwPLRw4A7BkIiACAhL9jxsHCAG%2FpstJKAUCLQACAFz%2BUAZ7BVYAIQAuAF0AsgMCACuxLAbpsBkvsREE6QGwLy%2BwANaxIg%2FpsCIQsSkBK7EGD%2BmyBikKK7NABhMJK7EwASuxKSIRErUJAw4bHwskFzmwBhGxDxk5OQCxLBERErMGABslJBc5MDETEAAhIAARFAAHDgEXFhceARcWFRQHBgcGIyIlJicmJyQAExAAMzI2EjUQACMiAFwBqgFGAT8Bh%2F7q5QYFCHOmYIZgCBkQDDsu3f74gw0hR%2F7P%2Fo3dATzzkdpi%2Ftf61f78AoMBNQGe%2FoX%2B2%2FD%2BhkwCCgYtjlI9BAIHDBoQBQzhbQoZGhsBeQFF%2Fuf%2BiLwBC48BJQFu%2FrIAAAIAJf%2FhBXYFRgBYAGcAoQCyVQAAK7FIBOmwBTKyLAAAK7EnB%2BmyFAIAK7FlA%2BmyEQIAK7ENA%2Bm0PF0sFA0rsTwH6bE%2BQDIyAbBoL7AJ1rFDC%2BmwWTKyCUMKK7NACQIJK7BDELFiASuxGQ%2FpshliCiuzQBkpCSuxaQErsWJDERKzNh1PVSQXObAZEbAcOQCxSFURErEBKTk5sDwRsDY5sF0SsB05sA0RshkcYjk5OTAxNyY0NzY3MjY9ARE0JiciJjY%2FATYlMhYXFhUUBgcGFx4BHwEeARcWFxYVFA8BIgYjIiYnJicmJy4EIwYjIiciBhUUFx4BMzI2Mh4BFxYHDgEjIiMiBSYBFDMWMzI3PgE1NCYjIhUpBAQGN1xANZAIDAYOFYUBYrKrUXFxXBIODlIZcyEtMy8%2FFAcNCikKeYMzRGonKwINCgwQCWo%2BDw0OGwICO1wEFQ4RDAIGBAIWBRItif57FAGbFDMnSyRkb5bAWgoIFg0QATNSRwMNljsCGiMGAg4BOElmmnG%2BMAYUGYkjrDEvKSUMDhEKCgkEQjtQpj9QBBcOEwgNARUMxWpSMwQCCQgbEgYKBAYCkykDDCOzcaKuLwAAAAEAc%2F%2FZA6wFVgBDAIwAsjoAACuxCQTpskEAACuyHgIAK7EtBumyJAIAKwGwRC%2BwG9awADK0MA0ALgQrtAQMAB4EK7AwELEMASuxNwvpsys3DAgrtCgMAB4EK7FFASuxMAQRErE8QDk5sSsbERKyJDQ6OTk5sCgRsCY5ALEJOhESsT5COTmwLRG0AhspKjckFzmwHhKwIjkwMRM0NhYXHgEXFjMyNjU0LgcnLgM1NDYzMhcWMzI3NhcWFw4BJyYjIgYVFBceAxUUBiMiJyYjIgcGJyZzGB8EH0E6VlZ1jQofFzcZRxNOBEpXazHJo0JoORMMFRsUDBsCMQRiwWBrdTHTjXXpvUSRMwoQDxceGQFICggCBl5nJzuDZB0zNiQ0GDEPMwIxRGh3Ro2yIxISCAgf9xQBCvpmVGRnLY9psGKk0ysOFgoKVAABAEb%2F%2BAU3BWIAVABoALI4AAArsTEE6bBCMrIKAgArsU4J6bAlMrJOCgors0BOUwkrsB0ysgQCACuwFDMBsFUvsADWtFEMAB4EK7BRELFHASuxLgvpsVYBK7FRABESsAI5sEcRswQLPD8kFzmwLhKwOjkAMDETNjc2MzIzFhcWMzYgBRYzMjc2NzYWFxMUDgMjIi4CJy4BIyEiBhUUGAEdARQWOwEyFxYHBiMmIyIHIicmNzY3MhcyNj0BETQmKwIiBgcOASZGCBgOEgMCFQQQY5QBpgEREg8tDhIJBi0LIAIGBggEDA8IAgIZOzj%2B1QoSP1w8EgsGBgYbZoep3RQFCAgIE0IMTjkhDuwrOT0bCh0WA%2FaouAwCCiMDAwEFBhkKBAb%2BngQJBAICAg0GCn9UGwpm%2Fqr%2BZkRHUC8bEhUQBAYOGRgOBQI%2FUjkDngoXXIwGAgsAAQAv%2F9kGWAU3AEIAYACyNAAAK7QUCgAfBCuyAgIAK7AiM7E9A%2BmyCR4oMjIyAbBDL7A51rERC%2BmwERCxGAErsSwM6bIsGAors0AsJwkrsUQBK7EYEREStAQHISM0JBc5ALE9FBESsSw5OTkwMRM2NzYgFzIWBicjIgYHFAYVERQSMyA3NjU0NRE0Ji8BIiYzNjIXMhQHDgEVERQOAgcOASMgAy4BNRE0JiciJyY3NDADDysBf34MCQoLFFo%2BBALB7QExWyBBdw4QBxdy%2FIwSEndGBh9JPly4kv53jR8QPHQKBgQBBSIQAQQEIyACOlQOPQ%2F%2Bcfr%2B3%2FRTvQYFAXKsYQIEPwICPQIEYab%2BiGRpkG41UkYBM0Z1lQIXUisCEAoLBQAAAAEALv%2FMBe4FMwBDADQAsjoAACuyJgIAK7AGM7EhA%2BmyDzFCMjIyAbBEL7FFASsAsSE6ERKxGDI5ObAmEbACOTAxEyY1NDc2MxYgNzIXFgcGBw4BFRQXAR4CNjcBNjU0JisBLgE3NjMWMjcyFxYVFAcGBw4BBwEOASMGIyInIicBLgEnJjEDBQQfigEMgykEEAwCF2pYIgE%2BAgoREAYBKx1GYBEMCAYEGXjudw4EBwEEDlhUM%2F5kBBoJDhAVFhIN%2FkgvQGASBPoJCAwMEAQEBhQZCgoEHSEUW%2FzsBAwPCBEDCEwvKScEJwwIBAQGCQwGBhQCAlKD%2B9cKHQMFIQRLdzMCBAAAAgAd%2F9cIiQU7AGQAeABIALJYAAArsEwzsiACACu0AgY6PkAkFzOxdwXptjYbJAlEX3QkFzIBsHkvsXoBKwCxd1gRErUSLUdRa3UkFzmwIBGxNWM5OTAxEzYzNjMyFzIGByMiBhUUFwEeATY3EzYnAy4BJy4BMzYgBTIGBw4BDwEGFxMeATY3ATY1NicmJy4BNhcWMzI3MDMyFxQjIgYHAQYjIgciJwMuAQYHAwYjIiMmJwEuAiciJyY1NAUUFxYXFjMyNzY%2FATY1NCMGIiciIwIlhIx4fhAGChNEIicBRAIOFAu2CAqSJ0NzDgQUUwGzAV8XBwxxSidmCgrsBA4SBwE5IAEEDm0MBQ8KP1VymgERBBhaTi3%2BWgY8AgI3CPQCCg8I6QcyBgY8Cf5fJzhFWBQLDgQQDgRKAgIDBggENRs4GCwSNwUlDggGPwQXIyFg%2FNMIDggYAcESHQFeYC4EBD0CAj8EAi9h%2BiEY%2Fc0IBBIQAzpaJQ0GGAQCIRwCAwUgIUJ3%2B68QAQwCSAgICBL9whACFQQxZk4WAwYHEQw%2FDCsIqgQGCgqBQBAdAwMAAAAAAQA1%2F%2FoGJQU3AHAARwCyWQAAK7A%2FM7FUA%2BmyOUZgMjIysgoCACuzBiYoKiQXM7EPBemyIC5vMjIyAbBxL7FyASsAsQ9UERKxGU05ObAKEbAIOTAxEyY1Njc2FxYzMjcyFxYGIw4BFRQeAhcTFjcSNzY1NCcjIiY3NjMWMzI3HgEGIw4BBwMGFwEWFxYXFhUUIyYjIgciJyY2OwEyJyYnASYGBwEGFRQ7ATIWBiMmIyIHIiYzPgE3PgI3AT4BJwEuASciNwIBBAgYiYWblx0FCBIWVjYREhsE0xAZzx4XRjEfDgwIG3BqhXwQDQwPe5lexwYIAWlYHDV9ExVFbpPcHQYGBgwVbQECP%2F77BhoJ%2FuIxfRIODQkO3YJWLhIBFVhmLQYdHxABKQQEBP7VYFx5GwT6CAkLDBQBBggQEiMCERQKHxkjBP7mFyMBEi0iFiYBKQwMBAYCIx4Ge33%2B%2BAoT%2FilzFCcPASEdAwUKDikrG1YBYgQICv6aQh0rICEEAkYGKzsIJycVAXgEFwQBgX03AgAAAAABAB%2F%2F%2BAXXBTMAVgCAALI%2FAAArsTkE6bFISzIysiQCACuwCDOxIAPpshEtVTIyMgGwVy%2BwT9axNgvpsjZPCiuzQDY%2BCSuyTzYKK7NATwIJK7A2ELEcASu0Kw8ADAQrsVgBK7EcNhESsiEnPzk5ObArEbEoLTk5ALEgORESshMXSTk5ObAkEbECKzk5MDETJjU0NzY3NjMyMxYgNzIWBiMiFRQXARY2NxM2NTQmKwEmNzYzMjMWMjcyFRQnBgcGBwEcAhUUFhcyNhcWFCMmIyIHIiY3Njc2FjM2NzY1NCcBLgEnIiABAgIGBQYBAsUBFE4IEwoXf0ABEgglCttCL0YUEgIBEgIBWeWLEhJoQh9M%2FtEzQAgxChkZ9J1pQxANBggjCioEbQUGBP6KSGBfGQT%2BBwYICAwHBQMDIR4pHWL%2BWgoSEwFybRwfFwgeGwMDHyMBBkQhf%2F3%2BLX2DDjtCCAIEBkYEAisQFAECBAZ9VlBAPQJJcUQEAAAAAQBK%2F%2FoFFwUzADUAQACyEgIAK7EHCemwKi%2BxHArpAbA2L7AO1rQKDAAeBCuxNwErALEcKhESsAI5sAcRtAMMDhciJBc5sBISsBY5MDE3NDcBNiYjISIGBxQGJic0NzY3ITIWBwEOARYzITI2PwE%2BARYVBgcGIyIjIgQjICciJicmNTRKCgNtCh0M%2FkqcUhIZHQQKBCkDzyEbEfycCAYaJQIInHEQAgQhGwgTBDYCAj%2F%2BM3%2F%2BSgoKEwcFHw4QBHcOD0SXBgQKCslWDgYfIPudCBIVdaAUBgkFBtOoGAICBAkHCQMAAQDV%2FisCLQWFAB8ATQCyDAIAK7EHB%2BmwHC%2BxFgPpAbAgL7AA1rACMrQZDwAMBCuwCjKxEg3psBAytAoPAAwEK7AaMrEhASuxEgARErARObAZEbEMHDk5ADAxEwITNDY3NhcyHQEUIwYHBhcCExQWHwEeAR0BFCMGJybVDAwSGz%2FHJRB7ERkBCAghSzIOCCdWrC%2F%2BVAN%2FA30dFgIGBg4fEAoJDi%2F8vvz%2BKRYGBQIGDhcSBgYEAAAAAAEAUv%2FZA30FZAATAAATJhczOgIeAxcBFg8BBicmJ1IQSysEEQQKBAYHBAKNFCRWGw4CAwVGHwECAggKCPrMKwQKBB8EAgAAAAEAQv4rAZoFhQAgAE4Asg4CACuxEwfpsB4vsQMF6QGwIS%2BwINawEDK0Gg8ADAQrsBgysBoQsQcN6bAHL7AJM7AaELQQDwAMBCuwEC%2BxIgErsRoHERKwCDkAMDETNDYXMz4BNRIDNCcmLwEiPQE0OwEhHgEVEgMUBwYnIjdCFBkaSiMICBkMSDcQGAwBBxsSDg4wrFYnAf5UEA0CBhYrAwQDQi8MBgcEEB8OAhQf%2FAL9AiUEBgYSAAABAC4CrAO%2BBbAAFwAAEjY3EhMzABMWDwEGJwIDJgcGAwYjIi4BLQIK48ktAQCsFyspIxSYohcScdAOJwQjDQK8FRABmAE3%2Fl7%2ByyUEBAQnAQ4BAiUfrv6QGwIEAAH%2F7P4lBEr%2BkgAUAB0AsBAvsQsK6bADMrEGCumwAjIBsBUvsRYBKwAwMQM0PgEeATMhMjYyMzIdARQHIyEiNxQMHx4zFQMlBD0tESkVK%2FwvTgH%2BgQgIAgICAhg8FAQlAAEAjwPPAdUFRAAMACoAsgQCACu0CQoACwQrAbANL7AL1rQIDAAeBCuxDgErALEECRESsAs5MDETJjYzNzIXFhcWBicmjwoVEp4dCjspAikMbQUbCh0CEZyyEggMjQAAAAIAM%2F%2FnAzMDcwA4AEoAjACyGAEAK7EJCOmyNgAAK7AtM7E7CemyNgAAK7QiCgAhBCuyOzYKK7NAOycJKwGwSy%2BwANawFDKxSg3psQwN6bBKELE%2BASuwBjKxHw3psUwBK7E%2BDBEStgMCGDA2O0gkFzmwHxGwLTkAsTs2ERKwMzmwIhGzKy8wMiQXObAJErcAEhQeKT5ESiQXOTAxNzQ3Njc2LwEmJyIGFRQXDgEHBiY1NDc2MzIWFx4BFREUFjI3Njc2MxYVFAcGIyInJiIPAQ4BIyImNhYzMjY3NTwBJicmIgcGBwYVM9lScRcBAgSHI1IGCmAQGxWCaFhCgSIZChUxDBkYCgkUBodSWBMGBAoKQlY5WG%2BeQTAhdAwEBAIFAy9jbqCYORc0DheDuAE8ICMPCi8ECgwdTGJUQjMhO2P%2BjD0oBwgWBgQUCxB3awYICDkoZz1BSyGYBgoVBAICFyktTwAAAgAQ%2F%2BEDpAXPAC0APAB8ALIZAQArtDgKACQEK7IZOAors0AZBQkrsiUBACuyHwAAK7EzCOkBsD0vsCPWsS4N6bAIMrIjLgors0AjAQkrsC4QsTYBK7EcDemxPgErsS4jERKxBQQ5ObA2EbEZHzk5ALEzHxESsCM5sDgRsxANJBwkFzmwGRKwETkwMRI0PwE2MhcWBwYQFxYXMjc%2BCDMyFhUUACMiJyYnNhADNCY1JicuAQEUFx4BMzI2ECYjIgcUBhAP%2BgwRBAgDAwMGCwICBCcQJxclHCEfDom%2F%2FvzNaLEQBAMDAgIrDjwBEBEQY0dzj49tQo0CBUQvBFQEBAgbav624C8CAgQbDBsMFQwKBvGo1f7nJwYf%2FgJJAUoUMgQhBgIK%2FIG0Qz9PwQE3xWcElQAAAAABADP%2F5wMeA3UAIwA8ALIDAQArsQ0E6bINAworswANCQkrsiEAACuxEwrpAbAkL7AA1rEQDemxJQErALENExESsgAWHTk5OTAxEzQAMzIWFRQGIyInJiMiBhUUFjMyNzYXHgIXFhUUBwYjIiYzASHPZJArHzVKOTxmnKB7k14KGQYEBQIHConhotUBi80BHUo5IStIOdmUnsaJHwYCBAkEBQkKD9fuAAACAC%2F%2F4QQBBeIAPgBLAJ8AsgMBACuxSQTpsjwAACu0QgoAIwQrsy9CPAgrsSkD6bIyAAArshECACuxFwfpshcRCiuzQBcbCSsBsEwvsADWsT8N6bA%2FELFGASuxCDYyMrEgDemyIEYKK7NAIC0JK7FNASuxRj8RErYGEAMXFDo8JBc5sCARsBg5ALEpLxESsiM5Ojk5ObBJEbMgAD9HJBc5sAMSsAY5sBERsAk5MDETNAAzMhcWNjU2NCcmJy4CJyYnJjc2NzY3NjMyFxYVERQWMzI3Mj4BMhYXFhUUBwYHBi4BNDc1NCYHBiMiJjcUFjMyNzY3ESYjIgYvAQjFSGIIDgMDCgYMJTMLFAIEAgQQj3MIBQgGCBUjCCUCEgoPCgIFC4mMDhIHAgwKuGmPx6SRbVh9EARtfnGLAYfNARYgAiAVRM2LHQMIBQICBAoUCRACLSsDBgsX%2BzZSIwwGAggIEAoQBUQjBg0aGQ4RDhYGf%2FjuntNUCCcBpJy7AAIANf%2FhAzwDbwAlADIAVgCyAwEAK7ExA%2BmyIwAAK7QYCgAgBCu0KhEjAw0rsSoD6QGwMy%2BwANaxFQ3pshUACiuzABUKCSuxNAErALERGBESsQAbOTmwKhGwCDmwMRKxBwU5OTAxEzQSMzIfARYXFhUUBwYHBiAnIgcGFRQWMzI3NhceAQcGBwYjIgITBhcWMyEyNicuASMiNfC0z1gQDB0DAQIaT%2F7uxCUCBLCDj28KFQwOBkRNc3%2Bi2bABDA4IATMQIwIXZULHAZ7JAQi1Ih8jCQwFBhIBAwMVFyaez4MOAwQdClA%2BWAECAZAFBAYNDFReAAABACP%2F%2BgODBdEASAB7ALI4AAArsTEG6bBBMrIYAgArtAsKACMEK7IRAgArtCIpOBgNK7BHM7QiCgAhBCuxAgPpAbBJL7BE1rAEMrEtDemwHTKyLUQKK7NALTYJK7JELQors0BEPQkrsUoBK7EtRBESsAc5ALEiKRESsQQmOTmxGAIRErAUOTAxEjQ3Njc0Nz4BNzYzMhYXFhUUBw4BJicmIyIGBwYVFBUXFDsBMh8BBiMnIgYVERQXFjMyOwEWFxQjJiAHIic0NzYzMjY1ESYnIyMKXjwEBjtQlqw5iR0GKQ4fEhViYj9pFR0CH5gZAw8EFa4KERQSWQgHRRcEEpz%2B%2FmYQAQQGH0glBhOBAtk3BxQjCGZ9nlakMSsJDhRCFAQKEFBKPU9uBweNKRNcEAISCf5MjxkYAikhBQUhEAYOTIMBqh0EAAAAAwA3%2FgADnANvAEUAVQBhAOQAshoBACuxXwXpslIAACu0PAoAHwQrsgoAACuwQy%2BxSQrptDJZUhoNK7EyBem0HSpSGg0rtB0KACMEKwGwYi%2BwF9awDDKxVg3psAAg1hGxRg3psBcQsTgN6bBWELFcASuxLw3psC8QsUwBK7FADOmwJDKxYwErsTgXERKyBQoPOTk5sFYRsAk5sFwSQAoVGjI2PENJUFQUJBc5sC8RshwsPTk5ObBMErAqOQCxUkkRErIFQAA5OTmwPBGwCzmwMhKyDw42OTk5sFkRsRU0OTmwKhK1FygtL1ZcJBc5sB0RsCQ5MDETNDY3PgI3PgEnJic0Nz4BPwE%2BAScmNTQ2MzIXMzI3NhYXFhUUFQYjIicmBhcWFRQGIyInBgcGFRQeATMWFxYVFAQjIiY3BhYzMjY1NCYnJiInBgcGExQWMzI2NTQmIyIGNz4%2FCBESBgoJCI8BVg4oCggKCgShxpKJUBApkRcOAgcEERtkBBICEsWVKSsENScQeXXlXmn%2Bwt1z15YCsnVmy2V%2FMZUnBBdqN2lPTl5sUEhg%2FuFGWikGCgsECBYFM2QpLwgXBgYGDQJRq5PFVhYEChc8IAQEGw8CDgUtOYmuDAYvIRQOFRcEKy%2BNnNV%2Fmk5jhUxIRAoEAggXagL6e5B6anWXgwAAAAEAIv%2F5BCAF1QBlAKQAsh4BACuxRgrpsh5GCiuzQB4TCSuyWgAAK7AxM7FQBemyACo7MjIyAbBmL7AF1rFNDemwFzKyTQUKK7NATVQJK7IFTQors0AFZAkrsE0QsUEBK7EiDemxJScyMrIiQQors0AiLwkrsWcBK7FNBRESsRNcOTmwQRGzHjc6WyQXObAiErEzNTk5ALFQWhESsC85sEYRswMaJwIkFzmwHhKwGDkwMTc2Nz4BNREnNCcuAScuATc2NzYzMhcWFREUFjc%2BATMyFxYXFAYVBhUUFjMyFhcWFRQjBiMiIyYjIjUmFzMyNjc2NTQmJyYjIg4BBwYVERQWMzIXFBcUBwYjIiMmIgYiJyIjIiY1NCkCKUYkAjMONw8MBBBcqgYFCgYKDwpSe1KsLRcDCAQvUhQJAgEOS1gsL40pIQQVDEgxBg4WHzFOJ04iMgorRB0CAggGBwICGmeZah4BAQcKOQIJBEWBA6hOLQgCBwICMQYlMQIGCh%2F9iQ4fBjMvkUSfMbUGWi0nFhAZBgUWAQEjIQEnOnudh2sjNRsSHwYQ%2FhZOKRASCQwIBgECARQOEwAAAgAp%2F%2FoB%2BgVSADIAPABbALItAAArsSUE6bI2AgArtDwKABQEKwGwPS%2BwDtaxIA3psDkysCAQsTQP6bA0L7E%2BASuxDjQRErAZObAgEbIuNjw5OTkAsSUtERKyCQorOTk5sDwRsRIcOTkwMTc8AT0BNDc2NzYWNz4BNRE0JicmJy4BNz4CNzYeARURFBceATM2FhcUBhUUIyYiByInEjQ2MzIWFRQGIikICg0KFgs%2FGxEmLyUKAwoQdFwaFxYHAgIiQgoZAgIdiM1EEgVtPS0xPkJeDAQLAwsLBggCAgQCCDl7AW9MHAgKDQIrBgYtIQYKFBcU%2FbJOHDcZBBEKAg4EIQMDEASwWj48Ly07AAL%2FJf4MAV4FOwAoADIAWwCyLAIAK7QxCgAUBCuwJi%2BxBwnpsgcmCiuzAAcDCSsBsDMvsAzWsR8N6bAuMrIMHwors0AMGAkrsB8QsSoP6bAqL7E0ASuxHwwRErEsMTk5ALExBxESsBw5MDEDNDYzMhcWMzIzMjY9ARE0JicmJy4BJyY0NzY3NhYVERQGBwYHBgciJgA0NjMyFhQGIyLbKx8hMzg%2BAQFEPwYOEicMLgYICHOLFxYOGx81WpdYcQFaQi8xPT8vMf6DK0I%2BQXKDfwKSQh4ICgcECAIEKwQxLQgcFfzNh30%2FSDliAUQGVlo7O1o%2BAAABAB%2F%2F%2BgQGBckAaAB6ALIWAQArsRED6bAeMrJQAAArsDIzsUcD6bIpOlgyMjKyaAIAK7ECB%2BmyAmgKK7NAAgcJKwGwaS%2BwW9axRA3psAkyskRbCiuzQERKCSuyW0QKK7MAWwEJK7FqASsAsUdQERKwSjmwERG1CgsdIzxAJBc5sBYSsBw5MDESNDc%2BATc2MzIVExQ%2FATY1NCMmNz4BMxYzMjcyFRQnBgcGBwYXFhceATsBFhcWFRQHBiMmIgciNTQ2MzI1NCcBJgcGHQEUFjsBMhUUBwYnIiMmIgciNSY2MzI2NRE0JyYnLgUrAR8MO5AlCQcdAinZNVwZAgILEDY8eZIUDIV3j0oOFvZ9KTMxFQoDAQIECFzegxAKFUcv%2FvgMAgIcUhkQBAMHAQFu0WMOAgoWSh8CAkQGCgoLBgYCAgU%2FMAQOOwsCJfyXHxmeJwoZDBkQDAEDISMBAl1qMw4X%2Fn0pHQQQBwYKCA4FBSMUChwNNAEYCBQIDZGPMiIPCgkBAgIhFw1AjwOIRiYfDgICAgICAgAAAAABACH%2F%2BAH6BcMALwBQALInAAArsQUD6bAdMrIOAgArsREH6QGwMC%2BwCNaxGg3pshoICiuzQBoiCSuyCBoKK7NACAIJK7ExASuxGggRErESKTk5ALEOBRESsBo5MDE3JjU0NzMyNjURNCcuAScuATc2NzIzNhcWFREUFjMyFxwCFRQjBiMiJyYjIgciJiUEEBdQLSESRBEMBBCJhgECCgcIIUolAhk4Ozw8UTccFQQSDA0KFAg0VAQ1HwYEDAIELwcjMwEOEA77MVwuDAIKCgIhAgIDAQoAAAABACD%2F%2BgZrA4QAggDXALIfAQArsCgzsW4K6bBSMrIWAQArsn4AACuxP2AzM7F0A%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%2F4nTC8MEgwXBAI3CAJGiwFOUFp3%2FidOLQQEBCALCgkBBAQAAQAf%2F%2FkEBAOJAFoAswCyHgEAK7FECumwDDKwRBCxDwfpshQBACuwNy%2BwTjOxPAPpsgImSjIyMgGwWy%2BwBtaxRw3psBYyskcGCiuzQEdMCSuyBkcKK7NABlkJK7BHELFCASuxIA3psiBCCiuzQCAqCSuyQiAKK7NAQjoJK7FcASuxRwYRErIRUFE5OTmwQhGyHjVPOTk5sCASsSMzOTkAsTw3ERKwKjmwRBFACQsXGRogJztCRiQXObAPErAbOTAxNzYXMzI2NRE0JyYvASY0Nz4BNzYzMh0BFBY3Njc2MzIRFAYVFBYzNhcWFRQHDgEjIiMiJyIjIgciJic0FzM%2BATc2NTQjIgcRFBYzMhcUByYiBwYjIiciJyY1NCEEDgxILQgISCkKCiGsJQoHHg4IYEpWOuMQIUUSDwYCAggPBAIrljInTR4UCwIRDkQzBgyVYJwtUA4EHBhhSjEmTSEZAwQoFAFOhwEZlhASDwgCMQQGSggCJXAGGQZEJSn%2Bjz32QC8bDBILDggKDAYBAQwVIwEGLj938uN5%2FjFOKSIhAgEBAQMKCAsHAAIAM%2F%2FhA9MDcQAOABoARgCyAwEAK7EYBumyDAAAK7ESBOkBsBsvsADWsQ8N6bAPELEVASuxCQvpsRwBK7EVDxESsQwDOTkAsRgSERKyBwkAOTk5MDETNAAzMhcWFRQVFAAjIgATFBIzMjY1NAIjIgYzAQjFx4eF%2FvbDx%2F70srmBbZG7f22RAajFAQSEgr8DA77%2B%2BQEEAQS6%2Fv65j7IBALQAAAAAAgAM%2FcYDzQOkAEAATQByALIeAQArtEkKACIEK7IVAQArsiQAACuxQwjpsDwvsQIF6bAtMgGwTi%2BwBtaxKg3psRdBMjKwKhCxRgErsSEN6bFPASuxKgYRErEVODk5sEYRsx4kMTYkFzkAsUk8ERK0DhkcISckFzmwHhGxEBg5OTAxEzY7ATI2NRE1NCYnLgM3Nj8BNjMyHQEUNzI3NjMyFhUUACMiJyYGHQEUFjsBMhcWBwYjJiMiBwYjIiciJjU0ARYzMjY1NCYjIgcGFQ0DERJWLRIjDC8ZAgYCCuIWDRQQAgK4a4G%2F%2FvG2PVwMDS9WHR8GCAoGFS5LOUpnNyQPGwwBSnV3ZoWXb1ZvDP32FlCWA1AxJxQKBBEEIwYECo4OH38pAgKD9aLD%2Ft8dBAob85NNEB0SDAIBAgEUDwUCv2%2B1iZzQWAwYAAIAP%2F3JA%2FgDbgA3AEcAlACyAwEAK7ANM7FFA%2BmyNQAAK7E7CumwIC%2BxFgPpsCcyAbBIL7AA1rE4DemwOBCxLAErsD8ysRMN6bITLAors0ATGwkrsiwTCiuzQCwlCSuxSQErsSw4ERKzIgMzNSQXObATEbIFDSE5OTkAsRYgERKwJTmxOzURErEuLTk5sEURswAyMwYkFzmwAxKyBQcIOTk5MDETNAAzMhcWNzY3NjcyMzIXBgcVERQWOwEyFxYVFAcGByMmIgciNTQ3NjMyNjURMzQuAgcGIyImNxQWMzI3NjcnJicuASMiBj8BA7x1dBcIHRoKEQECDggOAStEFA4DAgYEBxJz5XEnEQ5CVC0CAgQJBJOLlsOeoHVcbAkGAgIRF3BGe48Bj8cBEjsMECEUBgIKN2Ja%2FIWPWxQHBQ0KCgIEBB4hCAJOlgFHAgsSCAR79O6g1VwIHeumND1QuwABACn%2F%2BgK3A38ASwBiALInAQArtDYKABwEK7IZAQArskMAACuxPQXpsAUyAbBML7AI1rE6DemwHDKyCDoKK7NACBEJK7AAMrFNASuxOggRErEWRDk5ALE2PRESswsjITIkFzmwJxGyDB4uOTk5MDE3PAE2MjMyNjURJi8BJic0PQE0NzY3Njc2MhcWFRwBFxQWNjM2NzYzMhceARcWFRQHBgcmJyYjIgcQFx4BOwEyFgcGIyYiByIjIicmKQYKC0ouBg5WHwQQGWBKMQkOBAoCBgQCPSAaIjZMBhkEEwEQKxsxLR1ERQICK04tDg0PAhqk2jYDAgsEBB0OBgxMhQGKGwMhDA0CBBASBQwhGRgEAwcTGWAWCAgChRAOIgIIAQMOAwQxUAIYF4P%2BnDZOKTcMAgMDBwkAAAABAEb%2F5wJIA3sARQCCALIDAQArsREE6bIRAworswARCwkrsioAACuwJjOyHwAAK7E3B%2BkBsEYvsADWsC4ysRQM6bQ1DAAeBCuwFBCxOgErtBwNABoEK7MOHDoIK7QJDAAeBCuxRwErsQ4AERKyAxgfOTk5sAkRsAs5ALE3HxESsCQ5sBERswAcLjIkFzkwMRM0NjMyFxYVFAcUIyImNy4BIyIGFRQXHgIXFhUUBiMiJyImJyIHBiMwIyYnJjU0NSY2FxYXFjMyNjU0LgUnLgJGm3lOXgYCHAwRAg5SOjE%2FexRUPRlGnm81MQIfCBALGAcBEgMSAhgTCgQriTdOCh0SMRE5BDlGPQKBb4snUj0lHQoGBFJaPS9IWg44LxtMXmqRDgwCGgcCE5BLCAYMBwIEEbhONRQnJxklDicCJzllAAEAKP%2FpAl4EQgA5AGgAshMBACu0GQoAJAQrsDMyshMZCiuzQBMICSuyAwEAK7IsAAArtCEKACMEKwGwOi%2BwL9axHg3psAwysB4QtAQMAB4EK7AEL7E7ASuxBC8RErADOQCxGSERErIkKC85OTmwExGwAjkwMRM2NzY3NDc2NzIXFhcGFBceATsBMgcGBwYjJyIGBxEUFjMyNzYWFxYVFAcGByImPQERNCcjIicmNTQrBAx1SA0ICAUEDAEDAwIQB%2BMjCwQOChfCCBUCOUpCOQIlCAYEVJxgewwpEBkJAx8IBjvJBwYDAQIECzxbHQgTICEjEAQRCP6WnnFtCgIKBwsJDLoBkHBUAZoSBQYPDQgAAQAo%2F%2BwELQONAFAAgACyIwEAK7AHM7JGAAArtA4KACIEK7I8AAArAbBRL7BI1rELDemySAsKK7NASAAJK7ALELEUASuwPjKxKA3psigUCiuzQCg1CSuxUgErsQtIERKwBjmwFBGyHyBGOTk5sCgSsCU5ALEORhESsjU%2FQzk5ObAjEbQrMkFCSCQXOTAxEzQ1NDc%2BATc2FhURFBYzMj8BPgE1ETQnJicuASciJyY2NzY3MjMyFREVFDMyNz4CNzYXFhUUBwYHBgcGJi8BNCYHDgIjIgMRNCYnLgEnJigNFMMpEBFMaGSCAgIEBg4wDhkGAkEMAw3RVAQEITERFgQSDgcMBQMCBAxxeRcgAgQIB0RJgTvnARAdDjUPCgM0BAIQBAQxCAIYEf4VpHFnBgYSCQFiXB05CAQCAwoIKQQvCCD9dD8zBgIEBAIDEAkJCAgSATEYCAoaUAgdBjExMwEaAbIjIQgEDwQDAAAAAAEACP%2FpA%2FYDWwBHADIAsgIBACuwKDOxRAPpsg4lMzIyMrI7AAArAbBIL7FJASsAsUQ7ERKwGzmwAhGwDDkwMRM2NzYzMhcWMzI3MhUUJyMiDgEVFBYSFR4DNjcSNzY1NicmJy4BMxYyNzIXFhUUBwYjDgEHAwYHBiMiJyYnASYnJicmNTQIAhIHIC5iRjhKMAwQEy8zCFZ7AggGCAgEhUAJASQ2QQgBEVO2YwkEAgEDBkI9OvoMEAwMEBAKCv72LREbWgwDOh4CAQIBAiEfAQ8ODA7W%2FuICAhEGBggKAUSHExAfERoCBjkCAhAICAcHDwhMg%2F2%2BFwEDBQQaAmVqFR0OAhcCAAAAAAEAA%2F%2FkBfgDVgB1AD0AsmsAACuwXTOwdC%2B0ESAwQFIkFzOxBgfpsSlFMjIBsHYvsXcBKwCxdGsRErIZNmQ5OTmwBhGxBE45OTAxEyY1NDc2FzIWMjcyMzYXFgYjBhUUFxYXHgE3ExUmJyYnIiYjIicmMxYzMjc2FxYGBwYVFBcTFjY3Ejc2NSYnJiciJy4BMxYyNzIzMhcWFRQHBgcGBwYHBgMOAQcGIyInJi8BAyYHAwYHBisBIicmLwEDLgEnJgQBAwQZFHGPXwQGFAQGBgxoWC1BBBMIuC0UITkGGQgOAQQPxmtQHiEGBAQEbB6sBhUEpgwDARAYMicUCgUTS7JnAgEMBAQBAwhSFwohLdkGCBUZCQMCDgYE3gYO2wYVBAgXDgQMBgX5LThOCgMuBwULBQ4EBAQCEgwfBCwZ3nOcChAKAbACWhUhAwMeIQUDBBIMHwQCMxxJ%2FmAKEAsBg0MPDR4OFAQDBDsCAg4KCgYFEAIIIRBPb%2F3kEAgDBQECDwoCFwwb%2FfwZAgICAg0KAmhzNQUDAAAAAAEADv%2F6BBcDVwB2AEUAsg4BACuwMjOxCgfpshkpPzIyMrJxAAArsFEzsWkH6bICSlYyMjIBsHcvsXgBKwCxaXERErBMObAKEbMBHCFfJBc5MDE3NBc%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%2FkgOHyshPSc5Zj9VJB3%2B%2FDc2SQYFAwNIFwUEEA4hAgIZGRcwXv6TDiMEAgE5MyE3HSkfAgYzAgYEEgQECQsPCGGi%2FVS4I0ozKzgkPxoQcXhfAmqFOAYCDgoJBAAAAAABAB7%2F%2BAMqA48AQgBeALIhAQArsQYJ6bIYAQArsj4AACuxLArpAbBDL7AU1rQPDAAeBCuwDxCxFgsrtBkMAB4EK7FEASuxDxQRErAQOQCxLD4RErACObAGEbUEESgpNDckFzmwIRKwJzkwMTc%2BATcBNicmIyIHBiMiBgcOAScmNxI3NjIVFBcWMzIzJDMyMzIXFgcAAwYWNxYyNz4BPwE2FxYVFA8BBgcGICciNTQfAgwCAfIEExEWLEFhKSstHwQhChAEMwoENQ4MLAkJAQuBKxwjCAgM%2FuHXAhMIRJpXMzAkCQghDwFUBhGn%2FrejDSMGDgQCpgwHAQMEQn0KBAYGFwEZLAYIIwoIBAghDv6J%2FscGCwIGBgI0VgoUCAMJAgLmDAQEBBkGAAEA1%2F4CAzMFsAA%2FAFEAsDQvsS0H6QGwQC%2BwN9awCzKxKw3psBsysCsQsCcg1hGxOw3psDsvsAczsScN6bAfMrFBASuxOzcRErAJObEnKxESsB05ALEtNBESsDA5MDETJjc0Nz4BNTQnJjU0NjcyFxYHFCMGFQYHDgEVFBcWBxQHBgcGFxYHFAcGBxQXMh8BFgcGJy4BNTQ3NjU0Jicm1wYGDmZ2GRfgrgwCCAQCAgQObXETFwFwP0AhH%2FIBFBIB4goGAggIBg6w3BcZdW0KAcsODA4FFHNKMWhaUJ7sGgodBAICAgoEGXtaO1x1QI1rOx0MEHnZUl5aPrRACgIVEgoCG%2BmeP2VtLk5xFgQAAAAAAQHj%2F9MCagbhABUAIgCyEwAAKwGwFi%2BwAdaxDAzpsA8ysQ0M6bAIMrEXASsAMDElETQ2MxY3Mh4BFAYVERAHFCMmByImAeMVGiUXDAwEAgItFxwXDAoGpB0WCAQCCggXCPy2%2FOdHLQQEGwAAAQDZ%2FgYDMQWwADYAPQCwGS%2BxHgPpAbA3L7AI1rAXMrExDemwITKyMQgKK7NAMSkJK7AIELALINYRsBQzsS4N6bAkMrE4ASsAMDETNDY1Njc%2BATU0JjU0NzY3NiYnJjc0NjU0Jy4BNzQXHgEVFAYVFBYXFhUUBw4BFRQWFRQGBwYm2QIECm11K3I7RAwBDfABKdcIEwIQsN4xamQdGGJvMdOmDhv%2BGwIQBA4DF3xYOdk6i287HQYSBnnVNdw3tD4CFAwfAhvpnjfRN0puGQgZIwQXbkg31Tea5x8EDAAAAAABADEB5wRgA1oAKQBgALAaL7QPCgAZBCuwIS%2B0AwoAGgQrAbAqL7AA1rQkDAAeBCuwJBCxEQErtBcMAC8EK7ErASuxESQRErEDGjk5sBcRsBg5ALEPGhESsR0kOTmwIRGwCzmwAxKxChE5OTAxEz4BMzIXMh4HMzI3NjMXHgEHDgEjIicuAyMiBgcGJy4CMQaoeWqtAi0IKxAlFx4dDpEgBBQXDBACCqJ1c7MGXS1KHERgCgQbCg8MAgaPvV4bBBcGEAYKAqkbAgIOBpPBYAQxFRhgUhsEAgUOAAAAAgCi%2FgIBjwN5AAkAFQBIALIDAQArtAgKABIEKwGwFi%2BwANaxBQ%2FpsQUP6bMPBQAIK7EKC%2BmwCi%2BxDwvpsRcBK7EKABESsBU5sA8RtAIHCAMLJBc5ADAxEzQ2MhYVFAYiJhsBNjIXExYGKwEiJqJDZ0NDZ0MOTAQvBFIEGDRBNRsDCC9CQDEzQkL7gQO0Cgr8Si8jIwAAAAACAGL%2BjQNOBIUAOABCAGAAsgMBACuxQATpshABACu0FQoAFgQrsicAACuxHQrpsjQAACsBsEMvsADWsTkN6bFEASuxOQARErMsMTI3JBc5ALEdJxESsDc5sBURswAhOTwkFzmwQBKyEhg%2BOTk5MDETNAAzMhcTNhcyFjIeARQHAxYVFAYjIicmBwMGFjMyNjc2HwEWBwYjIicmBwIHBi8BJj8BEzYnLgE3FBcWNxMmIyIGYgEjzwoxZQgSAhEGCgQCZH8tIyUnGQrjDFwpTGw8DA4VEBSP3CktFwpeFgwVHwwGBHsKFFRnpFoMDe0lM2qeAYXPASMEAQYOAgIEBgoJ%2FwAmUCErIRkb%2FcYjGkVIEAgMCh%2FRCgYa%2FwArGwIGAhEIATUfDDfLpKJqEBoCWB3ZAAAAAAEAH%2F4fBjUFmABmAIIAsikCACuxHQnpsikdCiuzACkjCSuwVS%2BwZDO0RQoAIQQrskVVCiuzAEVPCSuwXi%2BxPgnpsAovsDkzsRUE6bAxMgGwZy%2BwSNaxUgzpskhSCiuzAEhMCSuxaAErsVJIERKwIzkAsV5FERKyQVlhOTk5sD4RsQM8OTmxKRURErAYOTAxEzQ2NzY%2FATYmKwEiJyY3NDc%2BAzMhNhI3NjcSITIWFRQGIyInJicmByIHBgcCBwYXMyUzMg8BBiMlBgc2MzIWFxYXFjMyNjU0JyY1NDYzMhYVFAYjIicmJy4BJyYjIg8BDgEjIiYfmWM9MQ0EDQzuHQEMBgICAggQDQEiEmkfXlzyAStooC8jKy8ODEhMXkpQWMNTEBoIAQ8aGQYHBCv%2BrkxNWHBcmFZQN0pESmghGzIiLz78nndiHz0GSBJ5Vj9dBjeLOh0o%2FmA5kCltgyAIFQIEFQQGDAoNBDEBIU30nAGeYEYhLS8MD0gBZGjg%2Fh%2B2JQICGxodBJpkKUY%2FPR8rVj0hOS0bJTFYQo%2FhPxQyBjkPWisEcYslAAACAM8AsgTNBLoAIgAsAHsAsB8vtCYKAB8EK7ArL7QNCgAeBCsBsC0vsATWsSQM6bAkELEpASu0FgwALgQrsS4BK7EkBBESswEHCSIkFzmwKRGzChAcISQXObAWErMRExkbJBc5ALEmHxESsxoAHCEkFzmwKxGzAQcTGSQXObANErMIChASJBc5MDETNy4BNTQ2Nyc3Fz4BMzIWFzcXBx4BFRQGBxcHJw4BIiYnBxIQFjMyNhAmIyLPhTklJTmFXIdKc15gcVCBXoM5Jyc5g16BUnHBbkqHUMSMj8nHi40BEIZYclxacU6FYIc7KCc8h2CFUnVeYHFJhl6FOycnO4UClP7hy8kBH8oAAAAAAv%2F6%2F%2FgEOQWkAIQAjgCgALJVAAArsFczsU4F6bBdMrIOAgArsh0rgTMzM7EHBumyBSIlMjIytG1mVQcNK7BEM7FtCemwPjK0eXRVBw0rsTeMMzOxeQrpsRUxMjIBsI8vsGHWsUsL6bJLYQors0BLQgkrsDQys0BLUgkrsmFLCiuzQGFpCSuwdjKxkAErsUthERK1BwoOVo6IJBc5ALFmThESsGI5sG0RsYeIOTkwMQM0NzUmNxY3MgcWBxQHIwYVFB8BFjsBMj8BNjU0JyY9ATQ3MxY3Nh0CFCMiBg8BBjsBMgcVFCcjIg8BBhYzJRYHFRQnJSIHIg8BERQWOwEyHQEUBickByImPwE2FzMyNjURJyYnIyEiPQE0HwEyNi8BJisBIj0BNDsBMjYvAS4BJyInJgEXFjI%2FATYrASIGAgIU7s8XAQYGCgZxEzUILegdCi0UTCsXCLyUFBI5QiklCiuaHwEe0xsIQAYXEAEZGwEp%2FtEdDA4GJS9OFh8KF%2F7%2B8QwRAgICGRJaLS0IFA%2F%2BxSUp%2FBQZBjgMFNUfI5MKFwQnIUE6DgIEAetUBBMIUAgUphsFgQQEBhIBCAodEAgSAwgtCi2EFBluNRUrBggTFhIBCAoCGxgJCjteVxQdKSEBFYsMEwQIEjQdAQICDVT%2BmH9EGhkQBgIODgwIGxcBQIUBUmQUASExFwEEDBODHRwvGxAJXFI5BBUE%2FmbNDBDHGQAAAAACAeP%2F0wJoBuEAAwAHACIAsgAAACsBsAgvsADWsAQysQMM6bAGMrEHDOmxCQErADAxBREzEQMRMxEB44WFhS0DCvz2BAIDDPz0AAAAAgBt%2FhsDhwWYADwAVwBxALISAgArsQMI6bAlL7E0COmyNCUKK7MANCsJKwGwWC%2BwANaxFQ%2FpsBUQsUoBK7QiDABzBCuxWQErsRUAERK0KDI6PlQkFzmwShFACQoDHCUzNzlBTyQXObAiErAHOQCxEjQRErYHDwoiOkVVJBc5MDETNAAzMh4BFRQGIyInLgInJgciBhUUHgUXHgEXFhUUACMiJjU0NjMyHgQXFjcyNjU0JwInJhMGExYAFxYXFjc2NzY1NCcmJyYnJicmJyYHBm0BIsctfXE4IikyBAoKAkpBTGsPHh0vGy8EqoEfFv7ZxmipMSEMFRAVCBYDSlNGcXfPa3mKWIs5AQg0NQ4GCwwGGUonKy8zTEZgGwoGBgNx4QFGH0ovIzcxBAgNAk4BYEMSNDs0RSdABvLjcFhx0%2F7HVj0hOQgIEwoYBVABYDtYpAEfvNUBjOf%2B62%2F%2Be1xgKRAFBhE%2FWqyeTERGTW9sk1UZAwQAAgA1A9kCmATPAAcADwA7ALAHL7AOM7QDCgARBCuwCjK0AwoAEQQrAbAQL7AB1rQFDwAZBCuwBRCxCQErtA0PABkEK7ERASsAMDESNDYyFhQGIiQ0NjIWFAYiNUhmSEhmASNHZ0pKZwQhZkhIZkhIZkhIZkgAAAAAAwBW%2F%2BUGEAWsAAgAEgA9AMEAsggAACuxDAjpshECACuxAwjptDsyCAMNK7E7COmzJQgDCCu0FiwIAw0rsRYF6bAdMgGwPi%2BwAda0CQwALwQrsAkQsRMBK7EvC%2BmwLxCxKQErsB0ytCIMAB4EK7QgDAAeBCuwIhCxDgErtAUMAC8EK7E%2FASuxLxMRErEIAjk5sCkRtwcDCxARDBYyJBc5sCASsic0NTk5ObEOIhESsDg5ALElMhEStgAJDgUTLzUkFzmwLBGxASk5ObAWErAaOTAxEhAAIAAREAAgARAAIAAREAAgABM0ADMyFxYzMjY3MzIfARUUKwEiJy4BJyYHIgYVFBYzMjc2HwEWBwYnIgBWAa4CXgGu%2FlL9ov6oAXsCGAF7%2FoX96P6FqAEr3UxzGQkODwwpEgMSDiEMBAIEBEzRj62qnLhzEA0fEBCY8s3%2B6gGYAmIBsv5Q%2Fs3%2Bz%2F5NAuT%2B8v6AAYABDgEQAX3%2Bg%2F7q0QEWJwgQHxfvIw4MAhUGyQHOtcfUlRQIEAkUywEBDAAAAAACAC8DNwItBWQAKAA0AH8AsiwBACuxJgXpsB8yshoBACuxHwjpsh0BACuyIQEAK7IoAQArsAcvsRMH6QGwNS%2BwANaxKQzpsAsysA8g1hGxDAzpsCkQsS8BK7AEMrEYDOmxNgErsS8MERK2AgcTIyQsMyQXObAYEbEfITk5ALEHGhEStQANFhwpMCQXOTAxEzQ3Njc1NCMiBwYVFwcmJzQ3NjMyFh0CFBcyNxcGIyInDgEHBgciJjcUFjMyNj0BBgcOAS%2BSTD9aHRsQCHAKAVhCPV5SGxQyDmAzPQ0ECAVKPztMcSccG04nG0giA65eIRIhYWgVEgohMx0GLT8xWGSqOTcBISdQRgIIAjkBQkMdJDcXZBALHR4AAgA%2FAEQCpgNxAAYADAApALIBAQArAbANL7AA1rQLDwAHBCuxDgErsQsAERK0AgcJCgwkFzkAMDETATMDNRMjAwEzAxMjPwFAP87OPxUBADqJizwB1wGa%2FmYC%2FmsBkwF3%2Fon%2BkQAAAAABAJEBdQUKA%2FoABQA4ALIAAQArtAEKAB4EK7IAAQors0AABAkrAbAGL7AE1rQDDAAuBCuyBAMKK7NABAAJK7EHASsAMDETNSERIxGRBHmHA3GJ%2FXsB%2FAAAAQBaAZgDKwImABEAABM1NDYzFiQXMhYVBwYHJgQnIlobDEQB13IKEwQGHZ7%2BcWgOAbBSEBMCBgQXClAZAwQGAgAAAAAEAD%2F%2F1wYXBbwACQARAE8AWwDzALIIAAArsQ0I6bIRAgArsQMI6bROFQgDDSuxMkUzM7FOB%2BmxOUsyMrQ%2FUwgDDSuxPwPptCMcCAMNK7BZM7EjB%2BkBsFwvsADWtAsMAEAEK7ALELEYASuxQw3psFAyskMYCiuzQENICSuyGEMKK7NAGBIJK7BDELFWASuxKgvpsCoQsQ8BK7QFDAAvBCuxXQErsRgLERK0CAIeJE4kFzmwQxGzDBElTSQXObBWErMsPi1MJBc5sCoRtQcDEA06OyQXObAPErIyNDk5OTkAsRVOERKwTTmwPxGxDgs5ObBTErMFLC0AJBc5sBwRsg8KKjk5OTAxExAAIAAREAAgABIQACAAEAAgAzU0Mz4BNRE0JiciPQE0NzYzFjI2MzYWFRQHBhcTHgEXMh0DFCMmByInASMiHQIUFzIXHQEUKwEmByIBFBYzMjY1NCYjIgc%2FAbcCagG3%2Fkn9lv5JWQGBAiQBhP58%2FdyQGTcdGTMUAgQWKYuuHY2zyxQOwiMtIwwYXEoSC%2F7XJxRsDgEJEMOfGQEZBg55g25WJScCyQE5Abr%2BRv7H%2Fsn%2BRQG6Akz91%2F57AYUCKQGF%2B6gdEAIrVgIlVikEExIQAwQCAgKJb6ZGBBT%2B6TEjAgQIChUSBAQOAZwlx04xAhQXDAYKCgICDAlhVFJqDAABABIEAAK6BJoADQArALAML7QDCgAbBCuwBTK0BAoAGwQrAbAOL7EAASu0CQ8ABwQrsQ8BKwAwMRM1NDsBITIWHQEUIyEiEisVAj8XEi%2F9qiMEJ1wXDRRaHwAAAAIAYgLRAvQFagAJABMAQwCwCC%2BxDQrpsBIvsQMK6QGwFC%2BwANaxCgzpsAoQsQ8BK7EFDOmxFQErsQ8KERKzAgcIAyQXOQCxEg0RErEFADk5MDETNDYgFhUUBiAmNxQWMjY1NCYiBmK%2FARLBwf7uv29%2FtIGBtH8EHYvCwouJw8KKWoGBWlyBgQACAJH%2FywUKBaIAFQBPAHEAshwBACuwLTO0TQoAHwQrsDUyshxNCiuzQBwmCSuyEQAAK7QECgAeBCsBsFAvsEjWsCAytDwMAC4EK7AqMrI8SAors0A8MgkrsAoyskg8CiuzQEgWCSuwADKxUQErsTxIERKwQTkAsU0EERKwQDkwMRc1NDYXFiAlMhYdARQHBiMGISInJicRPQE0NzYzITI2NRE0JjU0OwEyFhURBjchMhYdARQGIyEjIgcGBxEUBiMGJyIvATwBNjURNCYjISImkQ0aNQLoAQwZEBQMJen87ScKAgUCBhsBthQLAh1QEgoEGQG6HQ4SH%2F5WEAYCBgEMHyMaGQYCAgwQ%2Fk8bEAItGxICBAQQGTUfBgYCCgQMA183FAgFCAoTAZcGEQQvDx7%2BRRcBDhU%2FGwoCBBH%2BRh8KCgoKBgQEDQQBthALDAAAAAABABICaAI9BSsAQACGALA%2FL7EsCum0OwcAMAQrsjs%2FCiuzQDs2CSuwEC%2BxGArpAbBBL7AN1rEbDemwOzKyDRsKK7NADRUJK7AAMrAbELA5INYRtDEMAC8EK7AxL7A0M7Q5DAAvBCuxQgErsTENERKxISQ5ObAbEbIgPD45OTkAsSw7ERKwATmwEBGyBRMbOTk5MDETNTY3Pgg1NCYiBgcGJjU%2BATMyFhUUDggHBgcGFxY7ATI3Njc0Njc2OwEyFQYjMwYHISISNXMCNAwvECUPFAhJb1gVBEMKlW1okggJFgolCi0JMwJKTQYKDAqwQgwGBgkCAhYPJBsBAgYb%2FiUUAnkfP2ICKQ0pFicdJSQTL0RIQAoCDG1%2Fc1oSJx0hFCEMIQYjAjFGBAQECAYNBBwNCgymDgEAAAABAAQCWgIdBSsAMwBWALAxL7EKBumyCjEKK7MACgMJK7AcL7EkCekBsDQvsA3WsS4N6bAZINYRtCcMAC4EK7E1ASuxDRkRErAqObAnEbIpKyw5OTkAsRwKERKyHycuOTk5MDETNDYzMh4CFxYzMjY1NCYjIgcGJyY2NzY1NCYjIgcGJjc%2BATMyFhUUBwYXHgEVFAYjIiYEJxsMHxIjBC0lN1g9JyMlIxQEBgicMyVWOhQ3BieFUkxqRA4QP0vLgU5%2FAroZIw0KGAIhYkQzRhsUIAgdBGRAHStnGyMTUlxMPUQzDAYUX0JtnTUAAAEA8gPFAk4FSgANACoAsgMCACu0DAoACwQrAbAOL7AA1rQLDAAeBCuxDwErALEDDBESsAk5MDEbATY7ATYWBxQVBwEGJvJkDhm0DBMCAv7bCjED3wFQGwILCgIEBP6gDAgAAAAB%2F%2B7%2BAgPZBUoAJwBeALIDAgArsRcI6bAJMrIXAwors0AXHQkrsBAyAbAoL7Ag1rQaDACEBCuwGhC0AA8ABwQrsAAvsBoQsRMBK7QNDABiBCuyDRMKK7NADQcJK7EpASuxIAARErADOQAwMQM0NjcgNh0BFCcjIhcRFAYrASI1EzQrASIXExQrASImNRE0By4BJyYS%2Ft8BxUkjThsBChkhIwIkaRsBAiErFAsloMI1LwOswdkCBB8lGQEl%2BVgXCh8GqiEd%2BUwZDBUD0x8BAmdkWAAAAAEAnAHRAXUCrgAIACgAsAgvtAMKABMEK7QDCgATBCsBsAkvsAHWsQUP6bEFD%2BmxCgErADAxEjQ2MhYVFAYinD9aQEBaAhJbQUAvLUEAAAAAAQDT%2FjUCDgAUACEAJACwDi%2BxGAPpAbAiL7Ab1rELDOmxIwErsQsbERKxCQI5OQAwMRsBMwcGFR4BMx4BFRQGIyInJjc2NzYXFjMyNjU0IyIHBibTqjk5BAIIAjtOcFAvJxcPBgIEDh8OKzw6HWQIDv72AR5qCAQCAghdP1BxDwgWDAMMBAY5J0o0BAcAAAAAAQBkAmQB%2FAUpACQAOgCwEi%2BxCgbpsBcysgoSCiuzQAoECSsBsCUvsBvWsQYM6bEmASuxBhsRErECEzk5ALEKEhESsBg5MDETNjc2MhURFBcWFzI3Mh4BFRQjJgciJjM3PgE1AyYnBgcGBwYmZI1EBFIEBBUXChIREA6mpBABETsZDgICAhcoHSEUFQR9VFIGDP22FwYIAgICFRIhBgZCBgQMFQGqDAIOFQwMAiUAAAACAD8DNwKmBWQACAAUAEoAsgwBACuxBwfpsBIvtAMHAGkEKwGwFS%2BwAdaxCQzpsAkQsQ8BK7EFDOmxFgErsQ8JERKyAgMHOTk5ALESDBESswAEBQEkFzkwMRI0NiAWFAYjIgMUFjMyNjU0JiMiBj%2BvAQaysn%2BFNHdSRlx5UEZcA9fun5%2FuoAE%2Bb5dsVGqWaAACAFYARAK8A3EABQAMACoAsgkBACsBsA0vsADWsAIytAsPAAcEK7EOASuxCwARErIBBAY5OTkAMDE3EwMzEwMXExUDMwkBVomJPfz8qM%2FPQAFB%2Fr9oAW8Bd%2F6J%2FpEkAZUCAZr%2BZv5tAAQAZP%2B6BZEFSAAiADMAWgBlAMoAslEAACuyKQIAK7RYXVEpDSuwPzOxWAnpsEoytA8JUSkNK7AVM7EPBumyCQ8KK7NACQQJKwGwZi%2BwGda0BgwALQQrsgYZCiuzQAYNCSuyGQYKK7NAGRMJK7AGELFWASuwYDK0TQwALgQrsDwysk1WCiuzQE1GCSuyVk0KK7NAVjYJK7FnASuxBhkRErICEDI5OTmwVhGxD1w5ObBNErInOC05OTkAsV1YERKwNzmwDxGxPWQ5ObAJErINFzw5OTmwKRGxODk5OTAxEzY3NjIVERQWFzM2FhUUIyYHIic2Mzc%2BATURJiMGBwYHIiYSJjcBNzY7AjIWBgcBBgcjAT0CATYXFgcRFBczMgcVFBYUBgcGKwEGBxUUKwEiJyYnNyYnIyI3BhczNj0BNCc0B2SRQgRUCxQfGxgOqqISAQQNPxcMAgIfICkXFBVtCQkDyAQECQhUBAQCBPw1ChJCAoMBayMYFAIXUBkBAgICBBZMEgUQMSEKGwICBBT8HZQKEn0YAggEfVhOBgz9tBcOAgIOGyEGBiEhBAIOFwGqDhQNEAol%2B0kdCgVaCQQJDgj6ohABAQIFBCABzwoGBBT%2BewoBIhEEDAQLAgwEDKgbBAQNrA4EcRABAQqsEAgMCAADAGT%2FugWWBUgAJgA3AG8AvgCybgAAK7FcCumybgAAK7RqBwAwBCuyam4KK7NAamUJK7IpAAArsiwCACu0FBluLA0rsAszsRQF6bMoGUoOK7FCCukBsHAvsBvWtAgMAC0EK7IbCAors0AbFgkrsAgQsT8BK7FNDemwajKwTRCwaCDWEbRjDAAvBCuwYy%2B0aAwALwQrsXEBK7EIGxESsgITNDk5ObA%2FEbYREjhHSlZZJBc5sGMSsTBhOTkAsVxqERKwOTmwQhGyO0ZNOTk5MDETNjc%2BARcWFREUFhczNh4BFRYjJgciJzYzNzY1ETQuAQcGBwYHIiYSNjcBNjc7ATIWBwEGBysBIiU1Njc2NzY1NCYjIgcOATU%2BATMyFhUUDgYHBgcGFxY7ATI3Njc2NzY7ATIVBiMzBiMhImSRQgQyEhANFB8SEQ4EEqqiEgEEDVASAgoKDCEpFxQVYgIDA84IDQxGCAYG%2FDUIEg83CgKfN3N%2FJStHOHctBEMKlmxokgwNIBMvEDoGSE8KDgwKsEIMBgYIAwIWDyUbAgIGG%2F4lFwR9WE4EBAQCH%2F3LFxACAgQREiEGBiEhBAIlAZUIDQoECBEQCiX7Vg4CBWQMARMM%2BqIOA0gfQmBqNzs6MUSHCgENbYB0WxksISkUJw0pBC9FBgUECAYPIQoMDqYOAAAAAAQAI%2F%2B4BVoFSAAwAD4AYgBuAMoAslgAACuyMwAAK7I2AgArtGBlWDYNK7BKM7FgCemwUTK0LgdYNg0rsS4G6bIHLgorswAHAwkrsSI2ECDAL7EaCekBsG8vsArWtCsNABoEK7AXINYRtCUMAC0EK7ArELFdASuwaDK0VAwALgQrsEcyslRdCiuzQFRPCSuyXVQKK7NAXUEJK7FwASuxChcRErAoObAlEbEnKTk5sV0rERKwYzmwVBGwQzkAsWVgERKwQjmwLhGxSGw5ObEaBxEStR0lK0NERyQXOTAxEzQ2MzIXFjcyNjU0JiMiBwYnJicmNzY1NCYjIgcGJjc%2BATMyFhUUBwYXFhUUBiMiJhImNwE2NzMyFgcBBgcnAT0CATYXFgcRFBczMhcWFRQrAQYHFwYrASInJic3JicjIiY2FjsBNj0BNCcmDwEjKRodSCslN1g7KSMlFA8KCAoSnDInWDUIRgkjh1FMbUQSFIfIgU6BpAkHA8oIJysMCwj8Ow4ZNwJKAWohGRcDFVEQBwYSXBAFAgYONCMMEgICBhP8ChSRBAaDFQIEBJQCtBkjNB8BYEQ1RRoUEAoQFAtiQh8paQoUE1JcTD0%2FOgwFK4tqnjX9MR0EBWAMAR0K%2BqoSAQIBCwICHAHPCgYEFP57CgEQDxIvBAyoGwQCD6wQAgxhDQEKwAwCAgjCAAAAAgBS%2FgICjwN5ACEALACBALIlAQArtCoKABIEK7AfL7QYCgAWBCuyGB8KK7MAGBsJKwGwLS%2BwANa0FgwALwQrshYACiuzABYdCSuwFhCxBgErtBAMAEAEK7AnMrAQELEiD%2BmwIi%2BxLgErsSIWERKwFDmwBhG0BAoTJCokFzmwEBKwJTkAsSoYERKxAAw5OTAxFzQ3Njc2NTQmJyY3NhYXFhUUBgcOARQWMzI2MzIVFCMiJhM0NjIWFRQGIyImUpE1X1YdMxIWDikJakxYiWJqYh9nGofEqNHdRmZGRjM1RHPJZiUjITchNTwUCgYIDINiSlgjM2OjXw9YcdsEKy9CQDEzQkIAAAAAAwAd%2F%2FgFhgcMAE0AWgBoAFYAskwAACuxIiQzM7ECBumzHStCRSQXMrIRAgArtDddIhENK7Q3CgAkBCsBsGkvsWoBKwCxAkwRErAjObA3EbMaGzNEJBc5sF0SsBY5sBERsQlmOTkwMTc2NzI3Njc2NwEnJj4COgE7ATIXGgEWFxYXHgE7ATIWBiMmBSInJjU0NjsBPgEnLgEnLgEHBiciDgIHBgcGFRQXMjYXFhUGIyQHIyYBJjYzNzIXFhcUBicmAwYXFjcyNicmJy4BBwYdAhBcGw4bGQgBgQ8CBg0OEg0IBlwPaqpeDRQlGzdDDwwKCgzs%2FscQBwIRFF4%2FIhcZWhgEJw9t0goNCAoCNU4QdA4sEg4EDP6sZhcfAe4KFhObHwg2MSkNbYwEHIF3CgoERDkEEgQnNwwBHhA%2BPRcEFzUEBgQCFP7n%2FkD6IzVrSi8iIwoIEAYTFA0CMzlC80IMEQIGBgkGEASutSceNQIEAgIlIwYGBgbjCh0CEIvDEgkNjfyqEg0EBBMMvLkKBgp%2FAAMAHf%2F4BYYHFABNAFsAaQBsALJMAAArsSIkMzOxAgbpsx0rQkUkFzKyEQIAK7Q3UCIRDSu0NwoAJAQrAbBqL7Bc1rRnDAAeBCuxawErsWdcERKyCw9bOTk5ALECTBESsCM5sDcRsxobM0QkFzmwUBKwFjmwERGxCVk5OTAxNzY3Mjc2NzY3AScmPgI6ATsBMhcaARYXFhceATsBMhYGIyYFIicmNTQ2OwE%2BAScuAScuAQcGJyIOAgcGBwYVFBcyNhcWFQYjJAcjJgEGFxY3MjYnJicuAQcGAxM2FzcyHgEHFAcBBiYdAhBcGw4bGQgBgQ8CBg0OEg0IBlwPaqpeDRQlGzdDDwwKCgzs%2FscQBwIRFF4%2FIhcZWhgEJw9t0goNCAoCNU4QdA4sEg4EDP6sZhcfAgcEHIF3CgoERDkEEgQnGWcGH7QIDggCAv7cCjI3DAEeED49FwQXNQQGBAIU%2Fuf%2BQPojNWtKLyIjCggQBhMUDQIzOULzQgwRAgYGCQYQBK61Jx41AgQCAiUjBgYGAtcSDQQEEwy8uQoGCn8B1QFQGwECBAgICAL%2BoAwHAAAAAAMAHf%2F4BYYG%2BQBOAGEAbwBZALJNAAArsSIkMzOxAgbpsx0rQ0YkFzKyEQIAK7Q3ZCIRDSu0NwoAJAQrAbBwL7FxASsAsQJNERKwIzmwNxG0BxobM0UkFzmwZBKwFjmwERGyCRVtOTk5MDE3NjcyNzY3NjcBJyY%2BAjoBOwEyFxoBFhcWFx4BOwEyFgYjJgUiJyY1NDY7AT4BJy4BJy4BBwYnIg4CBwYHBhUUFhcyNhcWFQYjJAcjJgETNjc%2BARcWFxMWBwYvAQcGJyYTBhcWNzI2JyYnLgEHBh0CElobEhkCHQGBDwIGDQ4SDQgIXA1qql4NKRIbNUMPDAoKDOz%2ByRIHAhEUYD0iFxlaGAQnD2rVCA8GDAItVBI1QQg2DA4ECv6qZhcfAaK2CBMMeRUbB7UOEB0M%2BuwSGQppBByBdwoKBEQ5AhQEJzcMAR4UOgZOBBc1BAYEAhT%2B5%2F5A%2BiNqNkovIiMKCBAGExQNAjM5QvNCDBECBgYJBhICkdItGBsaAgQCAiUjBgYGBaIBPwwJAgICAhP%2ByRkCCA3U1BANBv0%2BEg0EBBMMvLkKBgp%2FAAAAAAMAHf%2F4BYYGuABNAGwAegC0ALJMAAArsSIkMzOxAgbpsx0rQkUkFzKyEQIAK7Q3byIRDSu0NwoAJAQrsGAvtFQKABwEK7NkVGAIK7RQCgAdBCsBsHsvsE7WtGoMAB4EK7BqELFXASu0XQwAHgQrsXwBK7FqThESsD05sFcRQA8LFCQoLDI8REdJUAlgbnMkFzmwXRKyLTAvOTk5ALE3AhESsxobM0QkFzmwbxGwFjmwERKxCXg5ObBgEbBsObBUErBnOTAxNzY3Mjc2NzY3AScmPgI6ATsBMhcaARYXFhceATsBMhYGIyYFIicmNTQ2OwE%2BAScuAScuAQcGJyIOAgcGBwYVFBcyNhcWFQYjJAcjJgESMzIXFjMyNjc0MzYHFhUUBiMiJyYnIgYHFAYHDgETBhcWNzI2JyYnLgEHBh0CEFwbDhsZCAGBDwIGDQ4SDQgGXA9qql4NFCUbN0MPDAoKDOz%2BxxAHAhEUXj8iFxlaGAQnD23SCg0ICgI1ThB0DiwSDgQM%2FqxmFx8BZQy8UndSJyMjDBsZAQRyWVJ0VCUfIQwEAgYtngQcgXcKCgREOQQSBCc3DAEeED49FwQXNQQGBAIU%2Fuf%2BQPojNWtKLyIjCggQBhMUDQIzOULzQgwRAgYGCQYQBK61Jx41AgQCAiUjBgYGBZoBFFI3N1AMBBANDm%2BPUDsBKTgEFgoOBf1QEg0EBBMMvLkKBgp%2FAAQAHf%2F4BYYGmABNAFUAYwBtAKIAskwAACuxIiQzM7ECBumzHStCRSQXMrIRAgArtDdYIhENK7Q3CgAkBCuwbC%2BwVDO0ZwoAEQQrsFAyAbBuL7BP1rRTDwAZBCuwUxCxZQErtGoPABkEK7FvASuxU08REkALCw83PERHSQljV1gkFzmwZRGyNl5iOTk5sGoStxQkLS81XF0oJBc5ALE3AhESsxobM0QkFzmxEUwRErEjYTk5MDE3NjcyNzY3NjcBJyY%2BAjoBOwEyFxoBFhcWFx4BOwEyFgYjJgUiJyY1NDY7AT4BJy4BJy4BBwYnIg4CBwYHBhUUFzI2FxYVBiMkByMmADQ2MhYUBiITBhcWNzI2JyYnLgEHBhI0NjMyFhQGIyIdAhBcGw4bGQgBgQ8CBg0OEg0IBlwPaqpeDRQlGzdDDwwKCgzs%2FscQBwIRFF4%2FIhcZWhgEJw9t0goNCAoCNU4QdA4sEg4EDP6sZhcfAZZIZkpKZikEHIF3CgoERDkEEgQnl0gzNUhHNjM3DAEeED49FwQXNQQGBAIU%2Fuf%2BQPojNWtKLyIjCggQBhMUDQIzOULzQgwRAgYGCQYQBK61Jx41AgQCAiUjBgYGBelnSEhnR%2F01Eg0EBBMMvLkKBgp%2FAhZnSEhnRwAABAAd%2F%2FgFhgcrAE0AVwBlAG8AsACyTAAAK7EiJDMzsQIG6bMdK0JFJBcyshECACu0N1oiEQ0rtDcKACQEK7BWL7FpCemwbi%2BxUQnpAbBwL7BP1rRnDABABCuwZxCxbAErsCgytFQMAFEEK7FxASuxZ08RErU3SUdYWVokFzmwbBG3CxQJNlFWZV8kFzmwVBK0JDI1K14kFzkAsTcCERKzGhszRCQXObBaEbAWObARErEJYzk5sW5pERKzT1NUTiQXOTAxNzY3Mjc2NzY3AScmPgI6ATsBMhcaARYXFhceATsBMhYGIyYFIicmNTQ2OwE%2BAScuAScuAQcGJyIOAgcGBwYVFBcyNhcWFQYjJAcjJgA0NjMyFhQGIyIDBhcWNzI2JyYnLgEHBgIUFjMyNjQmIyIdAhBcGw4bGQgBgQ8CBg0OEg0IBlwPaqpeDRQlGzdDDwwKCgzs%2FscQBwIRFF4%2FIhcZWhgEJw9t0goNCAoCNU4QdA4sEg4EDP6sZhcfAeh7WFR7e1RYXAQcgXcKCgREOQQSBCchRC8tQUEtLzcMAR4QPj0XBBc1BAYEAhT%2B5%2F5A%2BiM1a0ovIiMKCBAGExQNAjM5QvNCDBECBgYJBhAErrUnHjUCBAICJSMGBgYGALB7e7B7%2FVISDQQEEwy8uQoGCn8CtF5ERF5EAAAAAAL%2Fjf%2F0Bv4FRACHAJQA%2BwCyOAEAK7JmAAArsIMzsVAJ6bKFAAArsIEzsQIF6bFsezIyshUCACuwEjOxKgnpshMCACuwFjOxDgfpsioVCiuzQCofCSu0i3SFOA0rsYsK6bQvSoU4DSuxLwrpAbCVL7Bw1rCOMrFNC%2BmwLDKycE0KK7NAcGkJK7BNELFGASu0QAwALwQrsEAQsSUBK7QcDAAvBCuwHBCxVwErsFoytGIMAC8EK7GWASuxRk0RErA2ObBAEbI3FUI5OTmwJRKwJjmwHBGwGDkAsVACERKwAzmwdBG1QEZDX2B5JBc5sIsSsEc5sSo4ERKyGgqSOTk5sRWFERKxGG45OTAxJjY3PgE3ATY3NjU0JiMiJj8BNjcWJBcyFx4BFxUUKwEiLgM1LgErASEiBxEUMzcyNzY3Njc2FzoBOwEyFxAXFiMGJyInLgEPASIVERQWMxY3PgE3Njc0Njc1NDM0OwEyFQYHBiMhIjc1NB8BFj8BNTQjISIHAwYVFBcyFRcWBiMiJiIHIicBBhYzITI1ETQnJgcGdwgdRFhBAf41BQgnRBAOAgIEFpEDKkszAQIOAgofBgoGBQQUMy06%2Fr0zAS7tJSkfEB8QBhEEDAYGEgECAhMQEhADDDll%2BCc2Yi2oZEQfLxYCAgIRGhUCGQI5%2B90hAjA%2FoAICHf51Gw6mL4MZAgINDiHAoC8UAwJzCBIXATEjDAYJjycSAghMbQNUWAoOEx0UBgodEgEEBgIZKcMcEwgGDwgSAmBGJf5OIQUEAgwXXBcBH%2F6%2BLh0GBBlkLwIENf6qaDAEBAQVJz1YAgoCBQQGJy%2FbJRYVHQECBpRJzyUY%2Fu9OHjkBEh0MCgQEGAJ%2FChI3AgQhCgQM2wAAAAABAHP%2BAgWYBVIATwCoALJNAAArsCwzsRsE6bIDAgArsRUE6bA4L7FCB%2BkBsFAvsADWsRgP6bAYELFFASuxNQzpsDUQsRIBK7QPDAAeBCuxUQErsUUYERK1LzI4O0tNJBc5sDURtAMbLDMVJBc5sBIStAcFEyYqJBc5sA8RsgkIIDk5OQCxQjgRErA%2BObBNEbE1Pzk5sBsSsSYoOTmwFRG0AA4RBiEkFzmwAxKzBQcICSQXOTAxExAAITIXFjc2MhcWBxQGFw4BJy4BIyIAERAAMzI3PgE3NhcWBwYHJiMiBwYjBwYVHgEzHgEVFAYjIicmNzY3NhcWFzI2NTQHIgcGJjcTJABzAaEBUJO9SB0IJwIZBQQCBDEINdyd%2BP7dAUD3tpgpKycEJxkCMV8bFD1jXoU1BAIIAjtOcFAvJxcOBgMEDh8OKzw6HWQIDgam%2Fs%2F%2BhwKJATsBjkYbFwYIaFASVRYSCw2aq%2F69%2FvH%2B6f6QhyU5RhIEBAyqngYeHWIIBQICCFw%2FUHEOCBcMAgwDBgE6J0oBMwQGCwEYDgF%2FAAAAAAIAMv%2F6BKIHDABaAGcAuACyWAAAK7ECBOmxRgnpshYCACuxJwjpshYCACuxCgXptC5AWBYNK7EuCekBsGgvsAbWsUML6bAqMrBDELFmASu0YwwAHgQrsGMQsTwBK7AyMrQ4DAAeBCuwOBCxIgErtB4MAB4EK7AeELFMASu0UAwAHgQrsWkBK7FmQxESsUBnOTmxPGMRErA9ObA4EbAjObEeIhESshkaVjk5OQCxQEYRErM6O09QJBc5sScuERKyHR8zOTk5MDE%2BAjM%2BATURNCYjKgMuAicmNzYzJBcyBx4CFwYnJicuAScmByIGFREUFjsBMjY3NhcWFxYDFAcGJy4BKwEGFREUFjsBMjY3Njc2NzYXFA4BBwYjIAUmJwEmNjM3MhcWFxQGJyYtCh1KZDMzbAQLCAoGCQgCBg4GHQKe9CcBCAcCAgQtDgEUSn%2FFTQwbEgvxeTUPBCkKBgQGGSMBEDh56x0rb6NzUBsxGgQRJQYMDwIETv0n%2FvIUBQFzCBQTnR0KQiMpC3MWLgQEQ4MDC4NMAgQIBAwfCgQEFEJuWBEUDgIVfT8CBgQhDP5iEBspbw4EAh1k%2FvgbAgQOai4EG%2F6ody8THjtrEgUEDEJ1bAodAgQKBtsKHQIQuJYSCQ2YAAACADL%2F%2BgSiBxQAWgBpALkAslgAACuxAgTpsUYJ6bIWAgArsScI6bIWAgArsQoF6bQuQFgWDSuxLgnpAbBqL7AG1rFDC%2BmwKjKwQxCxWwErtGcMAB4EK7JnWworswBnYwkrsGcQsTwBK7AyMrQ4DAAeBCuwOBCxIgErtB4MAB4EK7AeELFMASu0UAwAHgQrsWsBK7E8ZxESsD05sDgRsCM5sR4iERKyGRpWOTk5ALFARhESszo7T1AkFzmxJy4RErIdHzM5OTkwMT4CMz4BNRE0JiMqAy4CJyY3NjMkFzIHHgIXBicmJy4BJyYHIgYVERQWOwEyNjc2FxYXFgMUBwYnLgErAQYVERQWOwEyNjc2NzY3NhcUDgEHBiMgBSYnARM2FzcyHgEVFAYHAQYmLQodSmQzM2wECwgKBgkIAgYOBh0CnvQnAQgHAgIELQ4BFEp%2FxU0MGxIL8Xk1DwQpCgYEBhkjARA4eesdK2%2Bjc1AbMRoEESUGDA8CBE79J%2F7yFAUB12UGHrcIDAgCAv7bCi8WLgQEQ4MDC4NMAgQIBAwfCgQEFEJuWBEUDgIVfT8CBgQhDP5iEBspbw4EAh1k%2FvgbAgQOai4EG%2F6ody8THjtrEgUEDEJ1bAodAgQKBaABUBsBAgQICAIGAv6gDAcAAAAAAgAy%2F%2FoEogb5AFoAbQCkALJYAAArsQIE6bFGCemyFgIAK7EnCOmyFgIAK7EKBem0LkBYFg0rsS4J6QGwbi%2BwBtaxQwvpsCoysEMQsTwBK7AyMrQ4DAAeBCuwOBCxIgErtB4MAB4EK7AeELFMASu0UAwAHgQrsW8BK7E8QxESsl5laTk5ObA4EbAjObEeIhESshkaVjk5OQCxQEYRErM6O09QJBc5sScuERKyHR8zOTk5MDE%2BAjM%2BATURNCYjKgMuAicmNzYzJBcyBx4CFwYnJicuAScmByIGFREUFjsBMjY3NhcWFxYDFAcGJy4BKwEGFREUFjsBMjY3Njc2NzYXFA4BBwYjIAUmJwETNjc%2BARcWFxMWBwYvAQcGJyYtCh1KZDMzbAQLCAoGCQgCBg4GHQKe9CcBCAcCAgQtDgEUSn%2FFTQwbEgvxeTUPBCkKBgQGGSMBEDh56x0rb6NzUBsxGgQRJQYMDwIETv0n%2FvIUBQEptAgTDHkVGwe1DhAdDPrsEhkIFi4EBEODAwuDTAIECAQMHwoEBBRCblgRFA4CFX0%2FAgYEIQz%2BYhAbKW8OBAIdZP74GwIEDmouBBv%2BqHcvEx47axIFBAxCdWwKHQIECgWaAT8MCQICAgIT%2FskZAggN1NQQDQYAAAADADL%2F%2BgSiBpEAWgBlAG8AzACyWAAAK7ECBOmxRgnpshYCACuxJwjpshYCACuxCgXptC5AWBYNK7EuCemwbi%2BwYzO0aQoAEgQrsF4yAbBwL7AG1rFDC%2BmwKjKwWyDWEbFhD%2BmwQxCxZwErsWwP6bBsELE8ASuwMjK0OAwAHgQrsDgQsSIBK7QeDAAeBCuwHhCxTAErtFAMAB4EK7FxASuxYVsRErBAObE8bBESsD05sDgRsCM5sR4iERKyGRpWOTk5ALFARhESszo7T1AkFzmxJy4RErIdHzM5OTkwMT4CMz4BNRE0JiMqAy4CJyY3NjMkFzIHHgIXBicmJy4BJyYHIgYVERQWOwEyNjc2FxYXFgMUBwYnLgErAQYVERQWOwEyNjc2NzY3NhcUDgEHBiMgBSYnATQ2MzIWFRQGIiYkNDYzMhYUBiMiLQodSmQzM2wECwgKBgkIAgYOBh0CnvQnAQgHAgIELQ4BFEp%2FxU0MGxIL8Xk1DwQpCgYEBhkjARA4eesdK2%2Bjc1AbMRoEESUGDA8CBE79J%2F7yFAUBKUQxL0ZEYkQBWEYvM0REMy8WLgQEQ4MDC4NMAgQIBAwfCgQEFEJuWBEUDgIVfT8CBgQhDP5iEBspbw4EAh1k%2FvgbAgQOai4EG%2F6ody8THjtrEgUEDEJ1bAodAgQKBhUvRUUvMUREAl5FQ2JEAAAAAAIAav%2F6Ao8HDAApADYAbwCyKAAAK7AmM7ECBemwIDKyDwIAK7ASM7ELA%2BmwFjIBsDcvsAbWsR0L6bAyMrIGHQors0AGAAkrsA0ysB0QtDUMAB4EK7A1L7E4ASuxNQYRErEnNjk5ALECKBESsQAnOTmwCxGwATmwDxKwETkwMTc0Fz4BPwERJy4BJyY3NjMyBDc2FxYHIgYjDgEVERQWFzIXHgEGIyYHIhMmNjM3MhcWFxYGJyZqE14tBAICAi1SJQ8GFggBikUfAgYQBBMGXi85VBcIDAQKCP7%2BGSUKFRKeHQo7KQIpDG0ZJwEIMFRHAwtHUjYIBC8OCgoBFysCAgJEjfyuUDUCAggjHQgIBukKHQIQnLISCQ2NAAAAAgBq%2F%2FoCjwcUACkAOABsALIoAAArsCYzsQIF6bAgMrIPAgArsBIzsQsD6bAWMgGwOS%2BwBtaxHQvpsgYdCiuzQAYACSuwDTKwBhCwKiDWEbQ2DAAeBCuxOgErsR02ERKwJzkAsQIoERKxACc5ObALEbABObAPErAROTAxNzQXPgE%2FAREnLgEnJjc2MzIENzYXFgciBiMOARURFBYXMhceAQYjJgciGwE2FzcyHgEHFBUHAQYmahNeLQQCAgItUiUPBhYKAYhFHwIGEAQTBl4vOVQXCAwECgj%2B%2FhmIZA4ZtAgPCAIC%2FtsKMRknAQgwVEcDC0dSNggELw4KCgEXKwICAkSN%2FK5QNQICCCMdCAgFrgFQGwECBAgIAgQE%2FqAMBwAAAgBE%2F%2FoCjgb5ABIAPQBbALI8AAArsDozsRYF6bA0MrIjAgArsCYzsR8D6bAqMgGwPi%2BwGtaxMQvpshoxCiuzQBoTCSuwITKxPwErsTEaERKyAw47OTk5ALEWPBESsDs5sSMfERKwJTkwMRsBNjc%2BARcWFxMWBwYvAQcGJyYTNDYzPgE%2FAREnLgEnJjc2MzIENzYXFgciBiMOARURFBYXMhceAQYjJAciRLQIEgx6FBsItA4QHQz66xIZCCgNBmAtBAICAi1UJQ8GFggBikcfAgYQBhMEXjE7UhcIDAYKCP8A%2FBsFogE%2FDAkCAgICE%2F7JGQIIDdTUEA0G%2BoAMGggwVEcDC0dSNggELw4KCgEXKQQCAkaL%2FK5QNQICCCMdCAgAAwA3%2F%2FoCmgaYAAcAMQA7AK0AsjAAACuwLjOxCgXpsCgyshcCACuwGjOxEwPpsB4ysDovsAYztDUKABEEK7ACMgGwPC%2BwDtaxJQvpsg4lCiuzQA4ICSuwFTKzBSUOCCu0AQ8AGQQrsAEvtAUPABkEK7MzJQ4IK7Q4DwAZBCuxPQErsQ4BERKzAwYXMCQXObEzBRESsC85sTglERK1GR0sLjU6JBc5ALEKMBESsQgvOTmwExGwCTmwFxKwGTkwMRI0NjIWFAYiAzQXPgE%2FAREnLgEnJjc2MzIENzYXFgciBiMOARURFBYXMhceAQYjJgciADQ2MzIWFAYjIjdIZkhIZhUTXi0EAgICLVIlDwYWCAGKRR8CBhAEEwZeLzlUFwgMBAoI%2Fv4ZAThHNDVISDUzBelnSEhnR%2Fp3JwEIMFRHAwtHUjYIBC8OCgoBFysCAgJEjfyuUDUCAggjHQgIBe9nSEhnRwACAAD%2F9AXyBVYANwBYAIgAsh4AACuxOwPpsiAAACuxJwTpshMCACuxSAPpshACACuxDATptDUEIBMNK7BPM7Q1CgAfBCuwVTIBsFkvsDLWsAgysTgL6bBMMrI4Mgors0A4UwkrsjI4CiuzQDIACSuwOBCxQQErsRgP6bFaASuxQTgRErETHjk5ALEENRESshhBUzk5OTAxETU0FzMyNzY3ETQmIyI3ND8BNiEyBBcWERQABw4BIyAHBiY1NDc2NzsBMhYzMjY3NjQ1ETQjByYBFBYzMjY3NhI1NAInJicmIyIHBhURFDMlMh0BBiMFIhUnohAGDgE4fR8BHqiaATXLARJt%2BP7h32iCz%2F4%2FSQgQBAgIBgYCDwRcPwMCJa4bAbQte4%2BSSpizcGN33G9UOxsfJwElLQoh%2FtclAntIHwEGBhsBI5Y7JSMGBgZET7b%2Bvun%2Bfj8fDAICDAgpBhABAjNSFC8TARwfAgT%2BZWQoFyNGATe8nAEETlwWDAIMI%2F4hIwIlPSUCJwAAAAIARv%2FpBnEGuABJAGgAzQCySQAAK7BHM7EEBOmwQTKyMgAAK7IOAgArsCQzsQkD6bEgLTIysFwvtFAKABwEK7NgUFwIK7RMCgAdBCsBsGkvsAbWsTwM6bIGPAors0AGDAkrsDwQsUoBK7RmDAAeBCuwZhCxUwErtFkMAB4EK7BZELEXASuxMQzpsWoBK7FKPBESsxA3EkIkFzmwZhGwRzmwUxK1ICRFTCJcJBc5sRdZERKxEyU5OQCxCQQRErQTFDA3OCQXObAOEbEMEjk5sFwSsGg5sFARsGM5MDEWJjc2NzI1ESYnBiY1NDMWNzIXARY3NjURNC4BJyYnJiciJjYzFiUyHgEVFgYjDgEVERQGJyYJASYOARURFBcWFxY2FhcWBiMkBwESMzIXFjMyNjc0MzYHFhUUBiMiJyYnIgYHFAYHDgFKCAoKFJ43bwgIIap7HRQDRQwTBAIMDBIoIU8MDQoPlgFhBAcCAg0SdzNIBg7%2BJf4lBgsGDBRPDiktBAoKGf6ylwHPDL1SdlInIyMMGxkBBHJYUnVUJR8gDQQCBi0KNwoOAXYECykCAhYOIQQEGPxBEh4ICQKkPTUyDBIGBAUkIQYIEBUCFAoENnb7xhsIDw4CHQIcBAgWEf0NaCRCBQIECAkSLwYIBaIBFFI3N1AMBBANDm%2BPUDsBKTgEFgoOBQAAAAADAG3%2F2QYnBwwACwAZACYARwCyCQAAK7EPBOmyAwIAK7EXBukBsCcvsADWsQwP6bAMELEUASuxBg%2FpsSgBK7EUDBESswMJGyIkFzkAsRcPERKxBgA5OTAxExAAISAAERAAISAAExAAMzI%2BAjUQACMiAgEmNjM3MhcWFxQGJyZtAZ8BRgE%2FAZb%2BYP7H%2FsH%2BXt0BN%2FCDvGsv%2Fsr70%2FwBUAoWEpwfCDUxKQxtAn8BOQGe%2FoP%2B3f7J%2FloBhQFW%2Fuf%2BimCszXsBIQFy%2FrIDJQodAhCLwxIJDY0AAAADAG3%2F2QYnBxQACwAZACcAVQCyCQAAK7EPBOmyAwIAK7EXBukBsCgvsADWsQwP6bAMELEaASu0JQwAHgQrsCUQsRQBK7EGD%2BmxKQErsRQlERKzCQMPISQXOQCxFw8RErEGADk5MDETEAAhIAAREAAhIAATEAAzMj4CNRAAIyICARM2FzcyHgEHFAcBBiZtAZ8BRgE%2FAZb%2BYP7H%2FsH%2BXt0BN%2FCDvGsv%2Fsr70%2FwBtGQGH7QIDwgCAv7bCi8CfwE5AZ7%2Bg%2F7d%2Fsn%2BWgGFAVb%2B5%2F6KYKzNewEhAXL%2BsgHqAVAbAQIECAgIAv6gDAcAAAMAbf%2FZBicG%2BQALABkALABHALIJAAArsQ8E6bIDAgArsRcG6QGwLS%2BwANaxDA%2FpsAwQsRQBK7EGD%2BmxLgErsRQMERKzAwksJCQXOQCxFw8RErEGADk5MDETEAAhIAAREAAhIAATEAAzMj4CNRAAIyICARM2Nz4BFxYXExYHBi8BBwYnJm0BnwFEAT8BmP5g%2FsX%2Bwf5g3QE38IO8ay%2F%2ByvvT%2FAEEtggTDHkUFwyyDg4hCPrrEhkKAn8BOQGe%2FoP%2B3f7J%2FloBhQFW%2Fuf%2BimCszXsBIQFy%2FrIB5AE%2FDAkCAgICE%2F7JGQIIDdTUEA0GAAAAAAMAbf%2FZBicGuAALABkAOACKALIJAAArsQ8E6bIDAgArsRcG6bAsL7QgCgAcBCuzMCAsCCu0HAoAHQQrAbA5L7AA1rEMD%2BmwDBCxGgErtDYMAB4EK7A2ELEjASu0KQwAHgQrsCkQsRQBK7EGD%2BmxOgErsSM2ERK1Aw8XHAksJBc5ALEXDxESsQYAOTmxLAMRErA4ObAgEbAzOTAxExAAISAAERAAISAAExAAMzI%2BAjUQACMiAhMSMzIXFjMyNjc0MzYHFhUUBiMiJyYnIgYHFAYHDgFtAZ8BRgE%2FAZb%2BYP7H%2FsH%2BXt0BN%2FCDvGsv%2Fsr70%2FysDLxSd1InIyMMGxkBBHJZUnRUJR8hDAQCBi0CfwE5AZ7%2Bg%2F7d%2Fsn%2BWgGFAVb%2B5%2F6KYKzNewEhAXL%2BsgHcARRSNzdQDAQQDQ5vj1A7ASk4BBYKDgUAAAAEAG3%2F2QYnBpgACwAZACEAKQBzALIJAAArsQ8E6bIDAgArsRcG6bAhL7AoM7QdCgARBCuwJDIBsCovsADWsQwP6bAMELEbASu0Hw8AGQQrsB8QsSMBK7QnDwAZBCuwJxCxFAErsQYP6bErASuxIx8RErMJDxcDJBc5ALEXDxESsQYAOTkwMRMQACEgABEQACEgABMQADMyPgI1EAAjIgISNDYyFhQGIiQ0NjIWFAYibQGfAUYBPwGW%2FmD%2Bx%2F7B%2Fl7dATfwg7xrL%2F7K%2B9P81UlnSEhnASNIZkpKZgJ%2FATkBnv6D%2Ft3%2Byf5aAYUBVv7n%2FopgrM17ASEBcv6yAitnSEhnR0dnSEhnRwABAN8AvATLBLAAKgAANyY3ATYnASY%2FATYXFhcWNjc2Nz4BHwEWBwYABwYXARYPAQYnASYHBgcGJ98hIQFzHx3%2BmCseKxsantUXGhuJzQoxBzUbHSH%2B1S8hHQF0Jx4tIxn%2BoCsxZPIlJeMdHwFyHx8BbCsdKxsbmOMUAhZ%2F5g4MBi8bHh%2F%2BzysZHP6NJxkkHRgBZy81b%2BklIwAAAAADAGb%2FdQZxBZgAKAA1AEQAdACyFQAAK7E6BumwMy%2BxAwbpAbBFL7AB1rEpD%2BmwKRCxPgErsRIP6bFGASuxKQERErIaIiQ5OTmwPhFADAcOAxAVGSUPKCYwNyQXObASErIIDQw5OTkAsTM6ERJADAEFBw4SFxgZJSwGQSQXObADEbANOTAxEhAAITIXFj8BNh8BFg8BBhcWERAAISInJg8BBi8BLgI0JjY%2FATY0JwMUFxY3AAE2JyYjIgATBhcWMzI3NjU0JyYHBgBmAcMBTPbAFBd9EBUQFBx5EBji%2FkP%2Bu%2BPHIxmZFxAIBgMKAgQEoAwIEnsbGgGeASggG6Lm2f7m3Rcdosj8jHZ6EBli%2FeUBUgJvAaV0DBiYEA4NDiGJEhfD%2FtX%2Bxf5UbRIdthsPBAYECAYJCgSyDB0GAjPwryUfAfoBRRoXlv6q%2FRodHInKqen6shcdcf2LAAIAMP%2FZBlgHDAA7AEgAdgCyMQAAK7QUCgAfBCuyAgIAK7AgM7E6A%2BmyCRwlMjIyAbBJL7A21rERC%2BmwERCxRwErtEQMAB4EK7BEELEYASuxKQzpsikYCiuzQCkkCSuxSgErsUcRERK0BAcUMT0kFzmxGEQRErAfOQCxOhQRErEpNjk5MDESNjM2IBcyFgYnIyIGBxQGFREUEjMgNzYnETQmLwEiJjM2BTIUBw4BFREUDgIHDgEjIAMuATURNCYnIgEmNjM3MhcWFxQGJyYtBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoCQQgUE50dCjwpKQtzBRIhBAQjIAI6VA49D%2F5x%2Bv7f9FbFAXKsYQIEPwQEPQIEYab%2BiGRpkG41UkYBM0Z1lQIVVCsCAfEKHQIQnLISCQ2YAAIAMP%2FZBlgHFAA7AEoAdwCyMQAAK7QUCgAfBCuyAgIAK7AgM7E6A%2BmyCRwlMjIyAbBLL7A21rERC%2BmwERCxPAErtEgMAB4EK7BIELEYASuxKQzpsikYCiuzQCkkCSuxTAErsTwRERKxBAc5ObEYSBESsxQfMUQkFzkAsToUERKxKTY5OTAxEjYzNiAXMhYGJyMiBgcUBhURFBIzIDc2JxE0Ji8BIiYzNgUyFAcOARURFA4CBw4BIyADLgE1ETQmJyIlEzYXNzIeARUUFQcBBiYtBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoCpWUGHrcIDAgC%2FtkKLwUSIQQEIyACOlQOPQ%2F%2Bcfr%2B3%2FRWxQFyrGECBD8EBD0CBGGm%2FohkaZBuNVJGATNGdZUCFVQrArYBUBsBAgQICAIEBP6gDAcAAgAw%2F9kGWAb5ADsATgBiALIxAAArtBQKAB8EK7ICAgArsCAzsToD6bIJHCUyMjIBsE8vsDbWsREL6bARELEYASuxKQzpsikYCiuzQCkkCSuxUAErsRgRERK2BAcUHzFORiQXOQCxOhQRErEpNjk5MDESNjM2IBcyFgYnIyIGBxQGFREUEjMgNzYnETQmLwEiJjM2BTIUBw4BFREUDgIHDgEjIAMuATURNCYnIiUTNjc%2BARcWFxMWBwYvAQcGJyYtBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoB97QIEwx5FxkHtQ4QHQz67BAZCgUSIQQEIyACOlQOPQ%2F%2Bcfr%2B3%2FRWxQFyrGECBD8EBD0CBGGm%2FohkaZBuNVJGATNGdZUCFVQrArABPwwJAgICAhP%2ByRkCCA3U1BANBgAAAAMAMP%2FZBlgGmAA7AEMASwCeALIxAAArtBQKAB8EK7ICAgArsCAzsToD6bIJHCUyMjKwQy%2BwSjO0PwoAEQQrsEYyAbBML7A21rERC%2BmwERCxPQErtEEPABkEK7BBELFFASu0SQ8AGQQrsEkQsRgBK7EpDOmyKRgKK7NAKSQJK7FNASuxPRERErAEObBBEbEKBzk5sEUSsTEUOTmwSRGxHB85OQCxOhQRErEpNjk5MDESNjM2IBcyFgYnIyIGBxQGFREUEjMgNzYnETQmLwEiJjM2BTIUBw4BFREUDgIHDgEjIAMuATURNCYnIiQ0NjIWFAYiJDQ2MhYUBiItBg8rAX9%2BDAkKCxRaPgQCwe0BMVshAUF3DhAHF%2BMBFxISd0YGH0k%2BXLiS%2FneNHxA8dAoB50lnSEhnASFKZkhIZgUSIQQEIyACOlQOPQ%2F%2Bcfr%2B3%2FRWxQFyrGECBD8EBD0CBGGm%2FohkaZBuNVJGATNGdZUCFVQrAvdnSEhnR0dnSEhnRwAAAAIAIf%2F4BdcHFABHAFYAjACyNAAAK7EuBOmxOz4yMrIcAgArsAQzsRkD6bIKIkYyMjIBsFcvsEjWtFQMAB4EK7BUELFACyuwQjKxKwvpsitACiuzQCszCSuwKxCxFQErtCAPAAwEK7FYASuxK1QRErBBObAVEbQaHDRQUiQXObAgErEdIjk5ALEZLhESsgwQPDk5ObAcEbAgOTAxEyY3NhcENzIWBiMiFRQXARY2NxM2NTQmKwEmNjMWJTIVFCcGBwYHARwCFRQWFzI2FxYUIyQHIiY3Njc2FjM2NzYnAS4BJyIlEzYXNzIeARUUFQcBBiYhBAQEEgGLnAgTCheBQgESCCUK20IvRhQSAxWyARcSEmhCH0z%2B0TNACDEKGRn%2BaqcQDQYIIwoqBG0FCgj%2BikhgXxkCX2QOF7cIDAgC%2FtkKLwT%2BDBEZAQYGIR4pGWb%2BWgoSEwFybRwfFwg5BgYfIwEGRCF%2F%2Ff4tfYMOO0IIAgQGRgYEKxAUAQIEBn2aiQJJcUQEuAFQGwECBAgIAgQE%2FqAMBwAAAgAn%2F%2FYEbwVGAEoAWwCQALIuAAArsDAzsSkD6bA3MrIDAgArsAUzsUcD6bAKMrQgTzADDSuxIAPptBZXMAMNK7EWB%2BkBsFwvsDvWsSYL6bESSzIysiY7CiuzQCYICSuyOyYKK7NAOwAJK7AmELFSASuxHQ%2FpsV0BK7EmOxESsC85sFIRtQQGFyAtLiQXOQCxTyARErAjObBXEbAdOTAxEzU0NwQ3MgcVFCMGKwEOAQcGBxUUFjczMhcWFxYVFAQjIicmBh0BFBY7ARYVFiMkByImNzY3NjMyNzY3NRE0JyYnJiMmJysBIicmARQXFjMyNjU0JicmIyIHBhUnHQGRdR8BCAIKFUIqCA4BGRBCpH9aSIP%2B5%2FJUPwwJRF4rKwQl%2FtH%2BEhACBAYGHWAUDgEPCiMGEiMMDRwOBRABlRsnLaDGSUJSgScjLQUfEhQBCAYTFhcCBAwPFzAtDhsCHxc5aK7D4woCEAtFVDoEEC8ICggQFwgKIRcvZANacxgSBQICAgIE%2FI4rBwbHomKTIysEDBkAAAABACf%2F3QQEBbAAUADMALJOAAArsEwzsQMD6bBGMrIeAAArsSgK6bBFMrIoHgorswAoJAkrsC8vsTYH6bA8L7ENBukBsFEvsAbWsUIN6bJCBgors0BCSAkrsgZCCiuzQAYACSuwQhCxKwErsRsL6bIrGworswArIQkrsCsQsDkg1hGxEA3psjkQCiuzQDkzCSuxUgErsUIGERKwTTmwORG1Ew0XFS9MJBc5sCsSsBg5ALEDThESswBISk0kFzmwLxGyBhgbOTk5sDYSshMIFzk5ObA8EbAQOTAxNzQ2Nz4BPQERNDY3NjMyFhUUBgcOARYXFhcWFRQGIyImNTQ2MzIXFjMyNjUQJyYnIicmNTQ2Nz4BNTQmIyIGHQERFRQWMx4BFRQHBicmBwYmJwYSUCEpQnW%2BnNSHeQoEBgt1W3Pbli89IxoXLy8KKUDTMzgUCAQGEIeQf2dtciNIFAwCBgzZtQ4KFxcJAgQpWFACCe7CVpO%2BjGiqNQQHBAIhV3GmqPorJR0rHRSffQFWLQoBCAYSDgkCEpx%2FfZe0uIX9l1xOJQQMGBAHCgIICAIOAAMAM%2F%2FnAy0FRAA2AEMAUAC0ALIYAQArsQkI6bI0AAArsCszsToJ6bI0AAArtCIKACEEK7I6NAors0A6JwkrskgCACsBsFEvsBTWsAAysQwN6bE3DemwDBCxPQErsQZPMjKxHw3ptEwMAB4EK7FSASuxNxQRErBFObAMEbBEObA9ErcDAhguNDpCUCQXObBMEbAtObAfErArOQCxOjQRErAxObAiEbMpLS4wJBc5sAkStgASFB49P0IkFzmxSBgRErBOOTAxNzQ3Njc2LwEmJyIGFRQXDgEHBiY1NDc2MzIWFx4BFREUFjI3Njc2MxYHBiMiJyYiDwEOASMiJjcUFjMyNjc1NAcGBwYTJjYzNzIXFhcUBicmM9lScRcBAgSHI1IGCmAQGxWCaFhCgSIZChUxDBkYCgkeEIdSWBMGBAoKQlY5WG%2BeQTAhdAwSL2NvAwgUE50dCEAnKQtzoJg5FzQOF4O4ATwgIw8KLwQKDB1MYlRCMyE7Y%2F6MPSgHCBYGBi13awYICDkoZ2wvQUshqh8IFyktBBEKHQIRqqQSCAyYAAAAAAMAM%2F%2FnAy0FSgA2AEMAUgCuALIYAQArsQkI6bI0AAArsCszsToJ6bI0AAArtCIKACEEK7I6NAors0A6JwkrskcCACsBsFMvsBTWsAAysQwN6bE3DemwDBCxRAErtFAMAB4EK7BQELE9ASuwBjKxHw3psVQBK7FQFBESswM0OkIkFzmwPRGzLhgyQSQXObAfErArOQCxOjQRErAxObAiEbMpLS4wJBc5sAkStgASFB49P0IkFzmxRxgRErBROTAxNzQ3Njc2LwEmJyIGFRQXDgEHBiY1NDc2MzIWFx4BFREUFjI3Njc2MxYHBiMiJyYiDwEOASMiJjcUFjMyNjc1NAcGBwYbATY7ATIeARUUBgcBBiYz2VJxFwECBIcjUgYKYBAbFYJoWEKBIhkKFTEMGRgKCR4Qh1JYEwYECgpCVjlYb55BMCF0DBIvY29nZQYftggMCAIC%2FtsKL6CYORc0DheDuAE8ICMPCi8ECgwdTGJUQjMhO2P%2BjD0oBwgWBgYtd2sGCAg5KGdsL0FLIaofCBcpLQLVAVAbAgkIAgYC%2FqAMCAAAAAMAM%2F%2FnAy0FMAA2AEkAVgCUALIYAQArsQkI6bI0AAArsCszsU0J6bI0AAArtCIKACEEK7JNNAors0BNJwkrAbBXL7AU1rAAMrEMDemxSg3psAwQsVABK7AGMrEfDemxWAErsUoUERKwSTmxUAwRErcDAhguNEVNVSQXObAfEbArOQCxTTQRErAxObAiEbMpLS4wJBc5sAkStgASFB5QUlUkFzkwMTc0NzY3Ni8BJiciBhUUFw4BBwYmNTQ3NjMyFhceARURFBYyNzY3NjMWBwYjIicmIg8BDgEjIiYbATY3PgEXFhcTFgcGLwEHBicmExQWMzI2NzU0BwYHBjPZUnEXAQIEhyNSBgpgEBsVgmhYQoEiGQoVMQwZGAoJHhCHUlgTBgQKCkJWOVhvNbcIEgx5FRcMtAoMHQz66xIZCmxBMCF0DBIvY2%2BgmDkXNA4Xg7gBPCAjDwovBAoMHUxiVEIzITtj%2Fow9KAcIFgYGLXdrBggIOShnA4sBQAwIAgICAhL%2ByBkBCAzV1RAOBvzpL0FLIaofCBcpLQAAAAADADP%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%2BjD0oBwgWBgYtd2sGCAg5KGcDeQEUUjc3UAwEEA0Ob45POwEpNwQXCg4F%2FQYvQUshqh8IFyktAAQAM%2F%2FnAy0EyQA2AEEATgBZAK4AshgBACuxCQjpsjQAACuwKzOxRQnpsjQAACu0IgoAIQQrskU0CiuzQEUnCSuwVy%2BwPzO0UgoAEgQrsDoyAbBaL7A31rE9D%2BmwFCDWEbAAM7EMDemxQg3psD0QsUgBK7EGTzIysR8N6bFVD%2BmxWwErsT03ERK0AwI0RU0kFzmwSBG0LxgyS0wkFzmxVRQRErEhKzk5ALEiRRESsyktLjAkFzmxGDQRErESSjk5MDE3NDc2NzYvASYnIgYVFBcOAQcGJjU0NzYzMhYXHgEVERQWMjc2NzYzFgcGIyInJiIPAQ4BIyImEzQ2MzIWFRQGIiYTFBYzMjY3NTQHBgcGATQ2MzIWFAYjIiYz2VJxFwECBIcjUgYKYBAbFYJoWEKBIhkKFTEMGRgKCR4Qh1JYEwYECgpCVjlYb1RGMS9GRGJGSkEwIXQMEi9jbwERRi8xRkYxL0agmDkXNA4Xg7gBPCAjDwovBAoMHUxiVEIzITtj%2Fow9KAcIFgYGLXdrBggIOShnBAYvRkYvMURE%2FJcvQUshqh8IFyktA0ovRkZeRkQAAAAEADP%2F5wMtBXEANgBAAE0AVwDVALIYAQArsQkI6bI0AAArsCszsUQJ6bI0AAArtCIKACEEK7JENAors0BEJwkrsD8vsVEJ6bBWL7E6CekBsFgvsDjWtE8MAFEEK7MMTzgIK7EUDemwFC%2BwADOxDA3psUEN6bBPELFHASuwBjKxHw3ps1QfRwgrtD0MAEAEK7FZASuxTzgRErECNDk5sEcRQAoDLjI6P0QYTFFWJBc5sVQUERKwLTmwHxGwKzkAsSJEERKzKS0uMCQXObAJEbYAEhQeR0lMJBc5sVZRERKzODw9NyQXOTAxNzQ3Njc2LwEmJyIGFRQXDgEHBiY1NDc2MzIWFx4BFREUFjI3Njc2MxYHBiMiJyYiDwEOASMiJhI0NjMyFhQGIyIDFBYzMjY3NTQHBgcGEhQWMzI2NCYjIjPZUnEXAQIEhyNSBgpgEBsVgmhYQoEiGQoVMQwZGAoJHhCHUlgTBgQKCkJWOVhvi3tYVHt7VFhoQTAhdAwSL2NvT0MvLUJCLS%2BgmDkXNA4Xg7gBPCAjDwovBAoMHUxiVEIzITtj%2Fow9KAcIFgYGLXdrBggIOShnA%2Fiwe3uwe%2FzvL0FLIaofCBcpLQPDXkREXkMAAAADAEz%2F3QUEA3cARgBTAF8ArACyGAEAK7EICOmyHgEAK7FeBemyPQAAK7BEM7QwCgAfBCuyPQAAK7FKCem0Vik9Hg0rsVYD6QGwYC%2BwANaxRw3psBQg1hGxCw3psEcQsUwBK7AFMrErDemyK0wKK7NAKyYJK7FhASuxTAsRErQDGEJEUiQXObArEbMaHD9BJBc5ALEpMBESQAkABTU%2FQEFHTE4kFzmwVhGxJRI5ObAIErYOFBobHCEiJBc5MDE3NDY3Njc1NCMiBhUUFhQGDwEGJjU0NzYzMhcWNzY3MhYXFhcWFxUUJyEiFRQXHgEzMjY3PgEfARYHBgcGByInJgcOASMiJjcUFjM2NzU0BwYHDgEBBhczITI2Jy4BIyJMbpxgXJEzTAQGCnEUFYdoW4dYDBNzl22FNQQICBsp%2FgozGxuPVEJkPwgbBg4OElJYXl6wbQwSQqZGVnKiPTNSYhRCPVY7AdAELQUBMQoMAhJhPZaYWlgpFzuPxTolBhQNEAQzChwXSGhOaQ4UZgFjdAoRFBsfGQEti0xQaThDCAIGEAwXXjc7AZwUEkZYa2w1QAFgvh0KIRUdOQGQFAERCFZiAAAAAAEAM%2F4hAxcDdQBCAH4AsgMBACuxDQTpsg0DCiuzAA0JCSuyQAAAK7ETCumyHwAAK7AoL7EzB%2BkBsEMvsADWsRAN6bAQELE2ASuxJQzpsUQBK7E2EBEStQ0hIigsQSQXObAlEbQLEx8jAyQXOQCxMygRErAvObBAEbEiJTk5sQ0TERKyABYbOTk5MDETNAAzMhYVFAYjIicmIyIGFRQWMzI3NhceAhcWBwYPAQYXHgEVFAYjIicuATc2NzYyFjMyNjU0JgcGJj8BNiYjLgEzASHPZJArHzVKOTxmnKB7k14MFwYEBQIQE3mvJRIOO1BzTi8pBgYEAgYEGSEEKzlzNQYZB4MGBgucxAGLzQEdSjkhK0g52ZSexokfBgIECQQMG7gaRCECCFxAUHAOAhMKAgwIBjgmRggvBhAN2QgUCOwAAwAx%2F%2BEDNQVEACIALgA7AFIAsgMBACuxLQPpsiAAACu0FQoAIAQrsjMCACu0Jg4gAw0rsSYD6QGwPC%2BwANaxEg3psT0BKwCxDhURErEAGDk5sS0gERKwBTmxMwMRErA5OTAxEzQSMzIfARYXFgcUIwYlIgcGFRQWMzI3NhceAQcGBwYjIgITBhYzITI2Jy4BIyIDJjYzNzIXFhcUBicmMfC030gOGxAEBBqe%2FnklAgSwgZFvDhEMDgZETXN%2FotmwAhsIATMQIwIXZkGLHQoWE5sfCDYxKQ1tAZ7JAQi1Ii0VDxISBgYVFyaez4MOAwQdClA%2BWAECAZIGCw0MVF4B7AodAhGLwxIIDI0AAAMAMf%2FhAzUFSgAiAC4APABqALIDAQArsS0D6bIgAAArtBUKACAEK7IyAgArtCYOIAMNK7EmA%2BkBsD0vsADWsRIN6bASELEvASu0OgwAHgQrsT4BK7EvEhESsQ4kOTkAsQ4VERKxABg5ObEtIBESsAU5sTIDERKwOzkwMRM0EjMyHwEWFxYHFCMGJSIHBhUUFjMyNzYXHgEHBgcGIyICEwYWMyEyNicuASMiNxM2OwEyHgEHFAcBBiYx8LTfSA4bEAQEGp7%2BeSUCBLCBkW8OEQwOBkRNc3%2Bi2bACGwgBMxAjAhdmQYtHZQYftAoMCAIC%2FtwKMAGeyQEItSItFQ8SEgYGFRcmns%2BDDgMEHQpQPlgBAgGSBgsNDFResAFQGwIJCAgC%2FqAMCAAAAwAx%2F%2BEDNQUwACIANQBBAFMAsgMBACuxQAPpsiAAACu0FQoAIAQrtDkOIAMNK7E5A%2BkBsEIvsADWsRIN6bFDASuxEgARErA1OQCxDhURErEAGDk5sDkRsAg5sEASsQcFOTkwMRM0EjMyHwEWFxYHFCMGJSIHBhUUFjMyNzYXHgEHBgcGIyICGwE2Nz4BFxYXExYHBi8BBwYnJhMGFjMhMjYnLgEjIjHwtN9IDhsQBAQanv55JQIEsIGRbw4RDA4GRE1zf6LZcbYIEwx5FBcMtAoMHQz66xIZCkMCGwgBMxAjAhdmQYsBnskBCLUiLRUPEhIGBhUXJp7Pgw4DBB0KUD5YAQIC9gFADAgCAgICEv7IGQEIDNXVEA4G%2FqQGCw0MVF4AAAQAMf%2FhAzUEyQAiAC0AOQBEAI4AsgMBACuxOAPpsiAAACu0FQoAIAQrtDEOIAMNK7ExA%2BmwQi%2BwKzO0PQoAEgQrsCYyAbBFL7AA1rESDemzIxIACCuxKQ%2FpsBIQsToBK7FAD%2BmxRgErsSkSERKzDiYsLyQXObA6EbMVIAM4JBc5sEASsDQ5ALEOFRESsQAYOTmwMRGwCDmwOBKxBwU5OTAxEzQSMzIfARYXFgcUIwYlIgcGFRQWMzI3NhceAQcGBwYjIgITNDYzMhYVFAYiJhMGFjMhMjYnLgEjIhM0NjMyFhQGIyImMfC030gOGxAEBBqe%2FnklAgSwgZFvDhEMDgZETXN%2FotmDRjEvRkRiRi0CGwgBMxAjAhdmQYvxRi8xREQxL0YBnskBCLUiLRUPEhIGBhUXJp7Pgw4DBB0KUD5YAQIDcS9GRi8xRET%2BUgYLDQxUXgElL0ZEYkREAAL%2F8v%2F8AfgFRAAMAC4AUwCyBAIAK7AsL7EPA%2BmwJTIBsC8vsBPWsSAN6bMIIBMIK7QLDAAeBCuwCy%2B0CAwAHgQrsTABK7EICxESsCs5sCARsAk5ALEEDxESsgoOHjk5OTAxAyY2MzcyFxYXFgYnJgMmFzMyNjURNCYnJicuATclNhURFBceATsBFgcUIyYHBiYOChQSnh0KOykCKQxtbgQSG1gjESYvJQoDCgEFKQICJT8XEAQMuvcGCgUbCh0CEZyyEggMjfu3IwE8hwFvTBwICg0CKwZaDiv9mk4cOSADHx8EBAIUAAACACn%2F%2FAH6BUoAIQAvAEMAsiUCACuwHy%2BxAgPpsBgyAbAwL7AG1rETDemwIiDWEbQtDAAeBCuxMQErsRMtERKwHjkAsSUCERKzARErLiQXOTAxNyYXMzI2NRE0JicmJy4BNyU2FREUFx4BOwEWBxQjJgcGJhsBNjsBNhYHFAcVAQYmKQQSG1gjESYvJQoDCgEFKQICJT8XEAQMuvcGCnNkDBu0DBMCAv7bCjEbIwE8hwFvTBwICg0CKwZaDiv9mk4cOSADHx8EBAIUA9EBUBsCCwoCBAT%2BoAwIAAAAAv%2Fp%2F%2FwCKwUwABIANAAnALAyL7EVA%2BmwKzIBsDUvsBnWsSYN6bE2ASuxJhkRErEOMTk5ADAxAxM2Nz4BFxYXExYHBi8BBwYnJhMmFzMyNjURNCYnJicuATclNhURFBceATsBFgcUIyYHBiYXtwgSDHkVFwy0CgwdDPrrEhkKQwQSG1gjESYvJQoDCgEFKQICJT8XEAQMuvcGCgPZAUAMCAICAgIS%2FsgZAQgM1dUQDgb8SiMBPIcBb0wcCAoNAisGWg4r%2FZpOHDkgAx8fBAQCFAAAAAAD%2F%2BX%2F%2FAJIBM8ABwApADEAfgCwJy%2BxCgPpsCAysAcvsDAztAMKABEEK7AsMgGwMi%2BwDtaxGw3pswUbDggrtAEPABkEK7ABL7QFDwAZBCuzKxsOCCu0Lw8AGQQrsTMBK7EOAREStAMGCRYnJBc5sSsFERKwJjmxLxsRErMiJSwxJBc5ALEHChESsQkZOTkwMQI0NjIWFAYiAyYXMzI2NRE0JicmJy4BNyU2FREUFx4BOwEWBxQjJgcGJgA0NjIWFAYiG0hmSEhmBAQSG1gjESYvJQoDCgEFKQICJT8XEAQMuvcGCgElSGZKSmYEIWZISGZI%2FEIjATyHAW9MHAgKDQIrBloOK%2F2aThw5IAMfHwQEAhQEE2ZISGZIAAAAAAIAXv%2FdBAYFXgA2AEIAewCyAwEAK7FABOmyNAAAK7E6BumyIAIAK7EaCOmyJAIAKwGwQy%2BwANaxNw3psDcQsT0BK7EwDemxRAErsTcAERKzEBMUHCQXObA9EUAKAxUHGiImFys0KSQXOQCxQDoRErEwADk5sRoDERK0DhEiKCskFzmwIBGwJzkwMRM0ADMyFxY2JyYnJicuAQcFBicmPwE%2BAScmJyImPwE2FxYXNzYXFg8BBhcWFxYXFhUQBwYjIgATFBIzMjY1NAIjIgZeAQrDRjcUFwwUGStIDDIU%2FvwUDQ4c4A4EEDNZCBgIEBIhmG%2FAIwwQHnMvKzs%2BPyd3lYG7zf72sL2Dc5O6im2VAa7FAQoVBhUcLSNCPwwJCooEFyEOdQYfCiEeFQ4dHwspP2AKGBkQPhkeLUpMRdTp%2Fu6BdQEGAQ%2FB%2Fva0jcUBBLYAAAIAIf%2F6BAIE5QBMAGsA0gCyHAEAK7E9CumwDDKwPRCxDwfpshEBACuwMC%2BwRzOxNQPpsgIkQzIyMrBfL7RTCgAdBCuzY1NfCCu0TwoAHQQrAbBsL7AG1rFADemwFDKyBkAKK7NABg4JK7NNQAYIK7RpDAAeBCuwQBCxOwErsR4N6bNaHjsIK7RWDAAeBCuwVi%2B0WgwAHgQrsW0BK7E7aRESQAkRHC8zRUdPU18kFzmxHlYRErAhOQCxPTUREkAJCxUXGB4lNDs%2FJBc5sA8RsBk5sV8cERKwazmwUxGwZjkwMT4BOwEyNjURNCcmLwEmNDc%2BATc2HQEUFjc2NzYzMhEUBhUUFjM2FxYHDgEjIiMiJAciJic0FzM%2BATc2NTQjIgcRFBYzMhcUByYEJyInExIzMhcWMzI2NzQzNhUWFRQGIyInJiciBgcUBgcOAR0IDgxILQgISCkKCiGsJS8OCGBKVjrjECFFEg8KBgIIDwQCK%2F7TLRQLAhEORDMGDJVgnC1QDgQcL%2F7ZMhkDoAy8UndSJyMiDRoZBHNYVnBWIx8hDAQCBi0UJ06HARmWEBIPCAIxBAZKCAwvcAYZBkQlKf6PPfZALxsMEhIZDAYCAgwVIwEGLj938uN5%2FjFOKSIhAgIEBAoDwQEUUjc3UAwEEA0Ob45POwEpNwQXCg4FAAAAAwAv%2F%2BEDzwVEAAsAFwAkAGkAsgMBACuxFQbpsgkAACuxDwTpshwCACsBsCUvsADWsQwN6bAMELEjASu0IAwAHgQrsCAQsRIBK7EGC%2BmxJgErsSMMERK0CQMPFRkkFzmxEiARErAhOQCxFQ8RErAAObEcAxESsCI5MDETNAAzMgAHFAAjIgATFBIzMjY1NAIjIgYTJjYzNzIXFhcWBicmLwEIxccBDgL%2B9sPH%2FvSyuYFtkbt%2FbZF1CBQTnR0KPCkCKwtzAajFAQT%2B%2BMO%2B%2FvkBBAEEuv7%2BuY%2ByAQC0AqgKHQIRnLISCAyYAAMAL%2F%2FhA88FSgALABcAJgBgALIDAQArsRUG6bIJAAArsQ8E6bIbAgArAbAnL7AA1rEMDemwDBCxGAErtCQMAB4EK7AkELESASuxBgvpsSgBK7ESJBESswMJDx8kFzkAsRUPERKwADmxGwMRErAlOTAxEzQAMzIABxQAIyIAExQSMzI2NTQCIyIGGwE2OwEyHgEHFBUHAQYmLwEIxccBDgL%2B9sPH%2FvSyuYFtkbt%2FbZHZZQ4XtggMCwID%2FtwMMAGoxQEE%2FvjDvv75AQQBBLr%2B%2FrmPsgEAtAFsAVAbAgkIAgQE%2FqAMCAAAAAADAC%2F%2F4QPPBTAACwAeACoAUACyAwEAK7EoBumyCQAAK7EiBOkBsCsvsADWsR8N6bAfELElASuxBgvpsSwBK7EfABESsB45sCURsgkaAzk5ObAGErAWOQCxKCIRErAAOTAxEzQAMzIABxQAIyIAGwE2Nz4BFxYXExYHBi8BBwYnJhMUEjMyNjU0AiMiBi8BCMXHAQ4C%2FvbDx%2F70orYIEwx5FBcMtAoMHQz57BIZChS5gW2Ru39tkQGoxQEE%2FvjDvv75AQQC9AFADAgCAgICEv7IGQEIDNXVEA4G%2Fhi6%2Fv65j7IBALQAAAAAAwAv%2F%2BEDzwTlAAsAKgA2AIUAsgMBACuxNAbpsgkAACuxLgTpsB4vtBIKAB0EK7MiEh4IK7QOCgAdBCsBsDcvsADWsSsN6bAlMrArELQMDAAeBCuwDC%2BwKxCxMQErsQYL6bAVINYRtBsMAB4EK7E4ASuxMQARErIDCR45OTkAsTQuERKwADmxHgMRErAqObASEbAlOTAxEzQAMzIABxQAIyIAExIzMhcWMzI2NzQzNgcWFRQGIyInJiciBgcUBgcOARMUEjMyNjU0AiMiBi8BCMXHAQ4C%2FvbDx%2F70ewy9UnZSJyMjDBsZAQRyWFJ1VCUfIA0EAgYtM7mBbZG7f22RAajFAQT%2B%2BMO%2B%2FvkBBALiARRSNzdQDAQQDQ5vjk87ASk3BBcKDgX%2BNbr%2B%2FrmPsgEAtAAAAAAEAC%2F%2F4QPPBMkACwAXACEALABxALIDAQArsRUG6bIJAAArsQ8E6bAqL7AfM7QlCgASBCuwGjIBsC0vsADWsQwN6bAMELEYCyuxHQ%2FpsB0QsRIBK7EGC%2BmzKAYSCCuxIg%2FpsCIvsSgP6bEuASuxEgARErMDCSUqJBc5ALEVDxESsAA5MDETNAAzMgAHFAAjIgATFBIzMjY1NAIjIgYRNDYyFhUUBiImJTQ2MzIWFAYjIiYvAQjFxwEOAv72w8f%2B9LK5gW2Ru39tkUZeRkRiRAFYRi8zREQzL0YBqMUBBP74w77%2B%2BQEEAQS6%2Fv65j7IBALQB4S9GRi8xREQxL0ZGXkZEAAAAAAMAmACyBQwEvAAQABkAJAA%2FALAYL7QUCgAYBCuwDi%2B0AwoAHwQrsCIvtB0KABgEKwGwJS%2BwGtawETKxHw3psBUysSYBK7EfGhESsCI5ADAxEzU0MyEzMhcWHwEWBiMhIiYANDYyFhQGIyIDNDYyFhUUBiMiJpg%2FA9MlFAkbAQQCJRz8DBIvAd0zSjExJSM1NUYzMyMlNQKgMyUCBhk7Gw4c%2FlZKMTFKMwO7IywxIyUzNgAAAAMAXv%2BcBAgDnAAmADIAPgCDALIDAQArsTEG6bIJAQArsg0BACuyGAAAK7E1BOmyIgAAKwGwPy%2BwANaxKAvpsCgQsTgBK7QVDQAuBCuxQAErsSgAERKyHCEkOTk5sDgRtQYYGwMuPiQXObAVErAIOQCxNRgRErAcObAxEUAKBQATFRoGIxsqOyQXObADErEIEDk5MDETNAAzMhcWNj8BNhcWFRYHBgcGFxYVFAAjIicmDwEGLwEmPwE2JyYSEBcWNjcBNicmIyIDFjMyNjU0JyYHAQZeAQzJkYAEFAJcDA0UDhwSPA4Kgf70w499EA9uEBEXChFsEAqDuTUCFgYBeQwMWHRvI1hzb5U5CA3%2BfwwBpscBCFICCgRtDAwQAw4dFEgOC4O%2Bw%2F74TgoQiRAQEggXfRQKgQGM%2FuVsBgEJAbIOD2r9aGq9j3tyFAz%2BQgwAAAIAKP%2FsBCsFRABDAFAAqgCyIAEAK7QdBwBpBCuyBgEAK7IEAQArsjoAACu0DAoAIgQrsjAAACuySAIAKwGwUS%2BwPNaxCQ3psAkQsU8BK7RMDAAeBCuwTBCxEgErsDIysSUN6bFSASuxCTwRErIEREU5OTmwTxG1DB0eHzpQJBc5sRJMERKzDho3TSQXOQCxDDoRErInMzc5OTmwHRG3CSYoKjU2PEMkFzmwIBKxAwI5ObBIEbBOOTAxEiY3PgE3NhYVERQWMzI%2FAT4BNRE0JyYnLgInIicmNjc2NzYVERUUPwE2FgYHBgcGJi8BNCYHDgIjIgMRNCYnLgEnASY2MzcyFxYXFgYnJisGEBTDKRARTGhkggICBAYOMAoSCwYCQQwDDdFUKVgrDAoIDHF5FyACBAgHREmBO%2BcBEB0QPgQBDQgUEp4dCjspAisKcwMdLQQEMQgCGBH%2BFaRxZwYGEgkBYlwdNwgCBAIDCgYrBC8IBCT9dD9EFwwCHyMCMRgIChpQCB0GMTEzARoBsCMhCAYRAgIACh0CEZyyEggMmAAAAgAo%2F%2BwEKwVKAEMAUgCpALIgAQArtB0HAGkEK7IGAQArsgQBACuyOgAAK7QMCgAiBCuyMAAAK7JHAgArAbBTL7A81rEJDemwCRCxRAErtFAMAB4EK7BQELESASuwMjKxJQ3psVQBK7EJPBESsAQ5sEQRsDo5sRJQERKzDB4fNyQXObAlEbJLTE45OTkAsQw6ERKyJzM3OTk5sB0RtwkmKCo1NjxDJBc5sCASsQMCOTmwRxGwUTkwMRImNz4BNzYWFREUFjMyPwE%2BATURNCcmJy4CJyInJjY3Njc2FREVFD8BNhYGBwYHBiYvATQmBw4CIyIDETQmJy4BJyUTNjsBMh4BBxQVBwEGJisGEBTDKRARTGhkggICBAYOMAoSCwYCQQwDDdFUKVgrDAoIDHF5FyACBAgHREmBO%2BcBEB0QPgQBhWUOF7YIDAsCA%2F7cDDADHS0EBDEIAhgR%2FhWkcWcGBhIJAWJcHTcIAgQCAwoGKwQvCAQk%2FXQ%2FRBcMAh8jAjEYCAoaUAgdBjExMwEaAbAjIQgGEQLEAVAbAgkIAgQE%2FqAMCAAAAgAo%2F%2BwEKwUwAEMAVgCGALIgAQArtB0HAGkEK7IGAQArsgQBACuyOgAAK7QMCgAiBCuyMAAAKwGwVy%2BwPNaxCQ3psAkQsRIBK7AyMrElDemxWAErsQk8ERKxBFY5ObASEbMeHzpSJBc5sCUSsE45ALEMOhESsiczNzk5ObAdEbcJJigqNTY8QyQXObAgErEDAjk5MDESJjc%2BATc2FhURFBYzMj8BPgE1ETQnJicuAiciJyY2NzY3NhURFRQ%2FATYWBgcGBwYmLwE0JgcOAiMiAxE0JicuASc3EzY3PgEXFhcTFgcGLwEHBicmKwYQFMMpEBFMaGSCAgIEBg4wChILBgJBDAMN0VQpWCsMCggMcXkXIAIECAdESYE75wEQHRA%2BBKK2CBMMeRUXC7UKDB0M%2BuwSGQoDHS0EBDEIAhgR%2FhWkcWcGBhIJAWJcHTcIAgQCAwoGKwQvCAQk%2FXQ%2FRBcMAh8jAjEYCAoaUAgdBjExMwEaAbAjIQgGEQK%2BAUAMCAICAgIS%2FsgZAQgM1dUQDgYAAAMAKP%2FsBCsEyQBDAE4AVwC0ALIgAQArtB0HAGkEK7IGAQArsgQBACuyOgAAK7QMCgAiBCuyMAAAK7BNL7BVM7RHCgASBCuwUTIBsFgvsDzWsQkN6bBEINYRsUoP6bAJELESASuwMjKxJQ3ps1QlEggrsU8P6bBPL7FUD%2BmxWQErsUpEERKxBDo5ObBPEbMdDB8eJBc5sFQSsg4aNzk5OQCxDDoRErInMzc5OTmwHRG3CSYoKjU2PEMkFzmwIBKxAwI5OTAxEiY3PgE3NhYVERQWMzI%2FAT4BNRE0JyYnLgInIicmNjc2NzYVERUUPwE2FgYHBgcGJi8BNCYHDgIjIgMRNCYnLgEnEzQ2MzIWFRQGIiYlNDYyFhQGIiYrBhAUwykQEUxoZIICAgQGDjAKEgsGAkEMAw3RVClYKwwKCAxxeRcgAgQIB0RJgTvnARAdED4ExUUwMUVFY0MBWEZiQ0NiRgMdLQQEMQgCGBH%2BFaRxZwYGEgkBYlwdNwgCBAIDCgYrBC8IBCT9dD9EFwwCHyMCMRgIChpQCB0GMTEzARoBsCMhCAYRAgE5L0ZGLzFERDEvRkZeRkQAAgAS%2FeMDzwVKAEAATwBaALIfAQArsQIiMzOxHAfpsgknPjIyMrJEAgArsDEvtDYKABcEKwGwUC%2BwQda0TQwAHgQrsVEBK7FNQRESsQksOTkAsRw2ERKxESw5ObAfEbA%2FObBEErBOOTAxEzYXFiUyFxYGBw4BFRQXFhMWNzY1EzY3NjU0JicuATczNhcyFxYGIw4BBwMGBwYHBiMiJjU0Nz4BPwEBLgEnLgElEzY7ATIeAQcUBxUBBiYSBiMjATohBQQICEIoFhmkBhYEexQLEjNKCgITELB3IwQCCAY%2FTT3%2BSA4fKyE9JzlmP1UkHf76OTJJBgkBc2QMGbcIDAoCAv7bDC8DSBcFAgYQDiECAhkZFzAz%2FmgOIwQCATkzITcdJyECBjMCCggSDB8IYaL9VLgjSjMrOCQ%2FGhBxeF8CaoU4BgIcpAFQGwIJCAIEBP6gDAgAAAIABv38A9cFsgA5AEQAdQCyIAEAK7RCCgAgBCuwOC%2BxBQXpsDAysCYvsTwI6QGwRS%2BwCdaxLA3psRk6MjKwLBCxPwErsSMN6bFGASuxLAkRErA3ObA%2FEbMgJjQ2JBc5ALEFOBESsS4vOTmxPCYRErApObBCEbEjHTk5sCASsR4aOTkwMRM3NDYWMz4CNRE1NCYvASY3NDc2PwE2FhURFBcWNzYzMhYVFAAjIicmBh0BFBY%2FATYWFxYGJyQHIgEWMzI2NTQmIyIHBgIPHgI1LBQQJToXAQgCCOAfGgYIDbRug8X%2B6rtKVgwIMVQfEgwDBgkc%2FrqPHQFMdXtmiZtvYnP%2BEiEMBwQCGFhpBTc1JRUKEAYlEAUCBIkMDCH9uxsXGQ19%2BqTF%2FtwdBBsW0YtXBwICCxIXGAIGBgLLb7WLnNBiAAAAAAMAEv3jA88EzwBAAEgAUACLALIfAQArsQIiMzOxHAfpsgknPjIyMrAxL7Q2CgAXBCuwSC%2BwTzO0RAoAEQQrsEsyAbBRL7BC1rRGDwAZBCuwRhCxSgErtE4PABkEK7FSASuxRkIRErcJBA8sMTY3DCQXObBKEbQQESsHOiQXObBOErMUHioZJBc5ALEcNhESsREsOTmwHxGwPzkwMRM2FxYlMhcWBgcOARUUFxYTFjc2NRM2NzY1NCYnLgE3MzYXMhcWBiMOAQcDBgcGBwYjIiY1NDc%2BAT8BAS4BJy4BNjQ2MhYUBiIkNDYyFhQGIhIGIyMBOiEFBAgIQigWGaQGFgR7FAsSM0oKAhMQsHcjBAIIBj9NPf5IDh8rIT0nOWY%2FVSQd%2Fvo5MkkGCbdJZ0dHZwEjSGZKSmYDSBcFAgYQDiECAhkZFzAz%2FmgOIwQCATkzITcdJyECBjMCCggSDB8IYaL9VLgjSjMrOCQ%2FGhBxeF8CaoU4BgIc5mZISGZISGZISGZIAAACAHv%2F5wfyBVAAXgBsAMcAsiwBACuyAQEAK7JWAAArsUQJ6bJcAAArsWIE6bIMAgArsR8J6bIFAgArsWoG6bIfDAorswAfFwkrtCU8XCwNK7ElCemyPCUKK7NAPDYJKwGwbS%2BwANaxXwvpsF8QsWcBK7FAC%2BmwIjKwQBCxOAErsCoytDMMAB4EK7AzELFMASu0UQwAHgQrsW4BK7FnXxESsgcFXDk5ObBAEbEJWTk5sTM4ERKwHDmwTBGyDxFWOTk5ALE8RBESsU5POTmwJRGxAF85OTAxEzQSNzYzMhcWMzI2MyEyFhcWBxQjIgYiLgEvAS4BIyEiBhURFDsBMjc2NzYXMzIXFBUWAxQrASInLgEjISIGFREUFjMhMjY3Njc%2BAzsBMgcUBw4BIyIkIyIEIyAAExAAMzI3PgE1ETQhIgB7z7CNz0yXaA0GQicCTRcQAhABEwYQBgkGAgobM1T%2BmgodO%2FJoGxcMBBAdDgIEBBAdEAQIOFT%2B5hAVJw4BK3dOISsYAgICCQoWEwIdBB0hff4lekb%2B60P%2B4%2F510QEp13NNNR%2F%2B2%2Bn%2B%2BgKRzQFWVkYIBgINGKhUGQICCgspZjESDP4%2FGRkZXhcBEAQCbf7%2BLR9YMRYN%2Fh8KGRUnN1wGDgcEITvPGwwCEwGOAUX%2B7v6LPCl9ugJF8v7JAAAAAwBi%2F90F%2BgNzAC0AOQBFAJgAsgMBACuwCTOxNwbpsEQysisAACuwJTOxMQTpsisAACu0FgoAIwQrsjErCiuzQDEbCSu0PhErAw0rsT4D6QGwRi%2BwANaxLgvpsC4QsTQBK7ETDemwOjKyEzQKK7NAEw4JK7FHASuxNC4RErErAzk5sBMRswUHJykkFzkAsT4rERK0DQAoLjQkFzmwNxG0BQcLDAYkFzkwMRM0ADMyFxY3NjMyFxYXFRQjISIHFBYzMjc%2BATIeAhcWBwYHBgciJyYHBiMiADcUEjMyNjU0JiMiBiUUHgEzITInLgEjImIBDcK4aRAXeabdTBkgG%2F4TOQGkcVqTBAsGCAQIAg4SSmRiYo9dDAp3wcf%2B9LW6d2RznHdmjwKuDhYLAQ4fBAhdQY8BrL4BCX8SFnvHOx8fFB%2B0%2BpMEBQcECgIOFVJFPwGFDAyFAQr4sP76rJ7F87wGBgsEHVJoAAAAAwAh%2F%2FgF1waYAEcATwBXAMMAsjQAACuxLgTpsTs%2BMjKyHAIAK7AEM7EZA%2BmyCiJGMjIysE8vsFYztEsKABEEK7BSMgGwWC%2BwQNawQjKxKwvpsitACiuzQCszCSuzTStACCu0SQ8AGQQrsEkvtE0PABkEK7NRK0AIK7RVDwAZBCuwKxCxFQErtCAPAAwEK7FZASuxK0kRErcGCAw1OEFSVyQXObBVEbQZHBpTViQXObAVErEwNDk5sCARsR0iOTkAsRkuERKyDBA8OTk5sBwRsCA5MDETJjc2FwQ3MhYGIyIVFBcBFjY3EzY1NCYrASY2MxYlMhUUJwYHBgcBHAIVFBYXMjYXFhQjJAciJjc2NzYWMzY3NicBLgEnIiQ0NjIWFAYiJDQ2MhYUBiIhBAQEEgGLnAgTCheBQgESCCUK20IvRhQSAxWyARcSEmhCH0z%2B0TNACDEKGRn%2BaqcQDQYIIwoqBG0FCgj%2BikhgXxkBoUlnR0dnASNIZkhIZgT%2BDBEZAQYGIR4pGWb%2BWgoSEwFybRwfFwg5BgYfIwEGRCF%2F%2Ff4tfYMOO0IIAgQGRgYEKxAUAQIEBn2aiQJJcUQE%2BWdISGdHR2dISGdHAAAAAAEARgPJAoEFMAASABYAAbATL7AA1rQJDwAIBCuxFAErADAxGwE2Nz4BFxYXExYHBi8BBwYnJka2CBMMcxQXDLQGCBQV9ukZFAgD2QFADAgCAgICEv7IEAoQFNXVFxMIAAEAHQO2ArAE5QAeAFkAsBIvtAYKAB0EK7MWBhIIK7QCCgAdBCsBsB8vsADWtBwMAB4EK7AcELEJASu0DQwAHgQrsSABK7EJHBESsQISOTkAsRYSERKwGTmxAgYRErIJDQ85OTkwMRMSMzIXFjMyNjc0MzYVFhUUBiMiJyYnIgYHFAYHDgEdDLxSd1InIyMMGhkEc1hSdFQlHyEMBAIGLQPHARRSNzdQDAQQDQ5vjk87ASk3BBcKDgUAAAAAAQBaAZgDKwImABEAABM1NDYzFiQXMhYVBwYHJgQnIlobDEQB13IKEwQGHZ7%2BcWgOAbBSEBMCBgQXClAZAwQGAgAAAAABAFoBmAMrAiYAEQAAEzU0NjMWJBcyFhUHBgcmBCciWhsMRAHXcgoTBAYdnv5xaA4BsFIQEwIGBBcKUBkDBAYCAAAAAAEAWgGYAysCJgARAAATNTQ2MxYkFzIWFQcGByYEJyJaGwxEAddyChMEBh2e%2FnFoDgGwUhATAgYEFwpQGQMEBgIAAAAAAQBOAbIEmAIrAA8AIACwDS%2B0AwoAIgQrsAUytAMKACIEKwGwEC%2BxEQErADAxEzc2NyQFMhYdAQYHJAUiJk4CBBQBeQKaDBECH%2F3D%2FigGDgHNRxIFDAwSCUsSAQYGEwAAAQCqAZwGHQIXABMALQCwDi%2B0AwoAIgQrsAUytAMKACIEK7AGMgGwFC%2BxFQErALEDDhESsQoROTkwMRM0NjMkBRYXFgYVBickBQYmNzQmqhcWAqgCeSECCAwMEf0X%2Fb4MFwIGAfAMGwwMCwwCRgYZAwoKAg4OCCEAAQCNA54BpAWPABYAOgCyFAEAK7QOCgATBCuwCzIBsBcvsADWsQkM6bIJAAors0AJEQkrsAUysRgBKwCxDhQRErEACjk5MDETNDY3NhYUBwYXFDcyNjMyFhUUBiMiJo2FbwwXEZgBFAYdCCs6RDFEWgRYZKopBBQdDlZvHwEKQCsxQWwAAQCRA6QBpAWNABYAMgCwFC%2B0AwoAEwQrAbAXL7AP1rEGDOmyDwYKK7MADwAJK7EYASsAsQMUERKxBhE5OTAxEzQ2MzIWFRQGBwYnJjc2JzQmBwYjIiaRRjFEWHlgIQwdHZoBCA4dECs4BRsxQWZOXKgvEA4hElppEBICCDwAAAABAIn%2B0wGHAKYAGAA4ALIWAAArsBEztAMKABQEK7IGAAArAbAZL7AP1rQGDABRBCuyDwYKK7MADwAJK7ALMrEaASsAMDE3NDYzMhYVFAYHBicmNzY1NAcjIgYHIyImiUIvPVB7ZA4JBAmPDgcEFAQPJzU7LT5iSl6iJwYaHwJYYx0BBAI5AAAAAgCkA54DhQWJABkAMABgALIXAQArsC4ztAwKABQEK7IRJSgyMjIBsDEvsADWsQkM6bIJAAorswAJFAkrsAkQsRoBK7EjDOmyIxoKK7MAIysJK7EyASuxGgkRErAGOQCxDBcRErQAFBokKyQXOTAxEzQ2NzYXFgcGFRQ%2FATIzNzYzMhYVFAYjIiYlNDY3NhcWBwYVFDcyNjMyFhUUBiMiJqR%2FZhsKFBaaFQQEAgoQCys3RTFEWgHNf2YdDBIYmhUGIQgrN0YxRFkEUGCsLQoSIwpaax8BAgIEPisxQWZMYKwtChAhDlZvHwEIPisxQWYAAgCeA6QDgQWNABcAMgBhALAVL7MRHyEkJBcztAMKABMEK7AqMgGwMy%2BwD9axBgzpsg8GCiuzAA8ACSuwBhCxHAErsS0M6bIcLQorswAcJwkrsBgysTQBK7EcBhESsBo5ALEDFRESswYQHi0kFzkwMRM0NjMyFhUUBgcGJyY3NjU0ByIHBiMiJgAmNzYnNCYHIgciBiMiJjU0NjMyFhUUBgcGJ55FNERZfWQhDBcZnhEGEhQJKTkBywENngEKCggCBBsIKTpGM0Rae2QlCgUbMUFmTlyqLwoOHxBUbyMBBgQ8%2FsIfCFRvFA4CAgY8LTFBZk5crC0QEAACAJP%2B0wNKAKYAFwAwAFsAshUAACuxKS4zM7QDCgAUBCuwGzKyBgAAK7IeAAArAbAxL7AO1rQGDABRBCuyDgYKK7MADgAJK7AGELEnASu0HgwAUQQrsiceCiuzACcYCSuwIzKxMgErADAxNzQ2MzIWFRQGBwYmNzY1NAciBiMGIyImJTQ2MzIWFRQGBwYmNDc2NTQHKwEHBiMiJpNELz9TfWcOGROTEAQPBBAKJzgBs0MvP1N9ZwgQBJMOAgYREAonNzstPmJKXqApBDEIWGMdAQIEOSktPmJKXqInBBgbBlZlHQECBDkAAQBxAY8CjQOwAAgALgCwBy%2B0AwoACAQrtAMKAAgEKwGwCS%2BwANa0BQ8ACAQrtAUPAAgEK7EKASsAMDETNDYyFhQGIiZxm%2BKfn%2BKbAqBxn6DhoJ4AAwEC%2F90HfwDDAAoAFQAfAE4AsgkAACuxEx0zM7QDCgASBCuxDhkyMrIJAAArtAMKABIEKwGwIC%2BwANa0Bg8AGQQrsAYQsQsBK7ERD%2BmwERCxFgErsRwP6bEhASsAMDElNDYzMhYVFAYiJiU0NjMyFhQGIyImJTQ2MzIWFAYiJgECRjc1RERqSALJQzg1Q0E1N0YCwEQ3NURCakhWMTxAMzFCRiszQEBmPkA5MzpAZkBIAAAAAgAo%2F%2FYG4gXEAIQAmAElALKBAAArs0ZIY4MkFzOxfQbptQJBQ05daSQXMrKUAgArsR8K6bIvAgArsSUK6bIvJQorswAvKgkrsiACACu0OFSBLw0rsVZyMzOxOArpsYeJMjKwCyDWEbEUBukBsJkvsAbWsBgysXgN6bCXMrIGeAors0AGDwkrsHgQsW8BK7COMrFaDemwNDKyWm8KK7NAWmEJK7JvWgors0BvZwkrsFoQsVEBK7E%2BDemwJzKyUT4KK7NAUUoJK7GaASuxeAYRErIWgoU5OTmwbxGyZX%2BBOTk5sFoSsyBki5EkFzmwURG0ISMtSGMkFzmwPhKxLDo5OQCxC30RErE%2BQjk5sBQRslVzdDk5ObE4VBESsw4WPYgkFzmwlBGyNjuROTk5sB8SsCM5MDE%2BATczMjY1ETQmKwEiJyY0NzY3NjM2NzY3Njc2Nz4BFhcWNz4BFhcWFAYjIicuASMiBgcGBxQXFiU2NzYWFREUFjM2FxYGByYHIic0PgEXMjY1ETQnJgcOAQcDFBY7ATIWFRQjJgciNTQ3MzI%2BAjURJicmIAcGBxEeATMyFx4BBiMkByIBFBcWNz4CNDU2NzYnJgciBgcGIwoSF1AzGwhYJQQEBAYPAgJeLwYGDAsfe0jG40wpK0yywEYfUBcUHTFSPVSUFA4BGVoBH1JgEBUpPxANDAIKwfUOAQUODlglfcdYDhgCAyVaKRcKDPb2EBARLyUeBQwVSP76LR0EAjFKMwoMBwoJ%2FtPZCgFWG%2BWgEA8CBjEKK1J7VJUTDhQjBDJPAfAMGQ4KHwYEBwISH1I7UB1YbkJWAkAtHTdACzkbLUscKx99VkayMQIMDAIhBiUS%2FWhOJwQEAkEEBgYhEA4LAzyTATyaAQYEAhoK%2Fk2DTBAWIQQGHiEGBC5LUgGcMwIEBgQp%2FgREKgMEJx4KCgOFKQIKCgIYGy0GmlgXK0oBe1Y7AAADADD%2F9gauBdcAfACQAJ0A5QCyVAAAK7I3enwzMzOxTwPptAMuQVt0JBcyspoCACuxIwnpsowCACuxHgrpsCYysiACACu0f2p6Hg0rskdJZjMzM7F%2FCumxgZQyMrANINYRsRMG6QGwni%2BwCdaxbg3psH0ysG4QsWIBK7FMDemwkTKwTBCxRAErsJcysSsN6bGfASuxbgkRErIVFns5OTmwYhG1HVZYeHqDJBc5sEwSsh4fhzk5ObBEEbQgIzxTVSQXObArErAmOQCxDU8RErMrS1xeJBc5sBMRskhlaDk5ObF%2FahESsRWAOTmwjBGyh5OYOTk5MDEWJjY3NhYzPgE1ETQrASInJjc2NzY3Njc2NzY3PgEyFxY3NjMyFjMyNzYXERQWFzI2HgEXFgcGJyIjISImNz4BFjM%2BATUTNCMkBwYHERQWMzYXHgEjJgUiJjc%2BARY3Njc%2BATURNCYnKgIjIgYHERQWFx4BMzYXHgEGIyQHARQXFjcyNjc2NzYnJicmByIGBwYFFBYXITI1ESYjIgcGNQoKEwYvBjsjGmElBgYIAhVcMQYHBhAfe0rA20wlEm%2BPF1YUNyc9ARo6AhgNEAIICAQOBgP%2BVAwIBgQjLwYxFwIl%2FvpkCg8xTAoMEAERgf7LCgoEBBITCDUTDgYOGyl7mR0QDwQGDQwpNx0fDAYKCP74%2FwFMF2%2FtHRYCCzkQFgYVTnJUlhIOAksVHgFGLXNcTDlQChwhBAQCAjRNAfQhDiUKAgsQIVI7NThYbkJUQCMRYAoxFyX66UwpAgICCAgTFA4CKQwKBAIGSIcBojMKCgIv%2FgBMLwQEAj0EBCUMCggEAgQZEjpsAY4nFAIOGf5abTUSFA0GBgQhHAoKA30lAgQEDBujeyUZCBVKAXtWO6oXEAIpAYVOTm0AAAAAAQAI%2F9sDlgUfAEwAowCyRwAAK7E4BOmwSy%2BwNDOxAwjpsC4ysAgvsCozsQ0J6bAkMrAiL7ERBukBsE0vsAXWsQ5KMjK0LA0ALgQrsSQ1MjKyLAUKK7NALCgJK7AxMrIFLAors0AFCgkrsAAysCwQsR8BK7QbDAAvBCuxTgErsR8sERK0FRE4REckFzmwGxGzFjw9QiQXOQCxSzgRErE9Pjk5sSINERKyFBsdOTk5MDETNTQ7ATU0NyMiPQE0OwE2EjMyFxY3PgEWFRYVFAYmJy4BIyIDITIHFRQnIRUUFyEyHQEUIyEeATMyNzY3NhcyBwYHJiMiBiMiAicjIggXeQJvGRd7I%2BeYWmAjEAwhFwgjIwIbfFTdHwF1FwEY%2FokCAWoXGf6eFIhqZkwUKAItIQIdLRATJ389mvAcfxkB%2Bi8UMkQeGDIU7gECOhQQDAcLCpyNDA4CCJGe%2FloUMhkBNz8eFC8Z2eF7JXgQARGujQQrARXxAAAAAAIAIgI1CBkFnABBAKcBJQCyPQIAK7AXM7EGCOmyCFVfMjIyskwCACuwZzOyPQYKK7NAPUAJK7ATMrAsL7J5jqEzMzOxMgfptCBFcoOWJBcyAbCoL7AB1rRADAAeBCuwQBCxNwErsR0L6bI3HQors0A3LwkrsB0QsRQBK7QPDAAeBCuwDxCxSAErtJMMAEAEK7KTSAors0CTmwkrsVmeMjKySJMKK7NASEMJK7BPMrCTELGIASuxbQvpsm2ICiuzQG1kCSuwdjKyiG0KK7NAiIAJK7GpASuxN0ARErEGLDk5sB0RsQcrOTmwFBKyCCUqOTk5sA8RsAk5sEgSsVWlOTmxiJMRErNWW3yhJBc5ALEyLBESsSOeOTmwPRG2DFpdb4uQkSQXObEGTBESsgcLWTk5OTAxEiY%2FAT4BMwQlNhYfARQWFRQHBisBLgErASIHBhURFBYXMzIVFh0BBhUGJyYHIiY9ATY3Mjc%2BATURNCcmKwEiBgcjATU0Mz4BNRE0JiciLwE0PQE0NjMWNzIXExYXFjcBITIXFhcUBiMGIw4BFREUFhcWMzIXFhUUBiMiJiIHBiY9ATQ7Aj4BNREmJwYHASMBJgcRFBY7ATIXFhUUBhUUByMmIyYHBiIlBgQSAhEYAUQBbB8VAhACAgIXHgxQYyEQBAwcOgwGBgQEH4%2B8HwwCCAgGNxkMBBEjXFAOIwNSHTsdGzsXBgIKEclDFwj6CgYGBAECAQsXBwoBCQYEDjUdGzkICgYCBQ0UG56DJiERCQgWNx8CBAQC%2Ft8x%2FuMMAh83HwwCBAIIDgwLukYKHQSyDyCYFwwICAIPHpgEDgIKAwZWPgQEIf3XTC0EAgIfDggBBgIGBgkWEAoDAggnTAItIQQCPlb9khYbAi1OAedWKwIIBAQDEhIJBgQT%2FfQSAwQLAi8EBhUXCAICL1D%2BGU4rBAICBBsQCwICAgsWFQoEL0gBtA4CBAb9jQJpBh3%2BaVQrAgQFAgwEIQIEBAQCAAAAAAEAAAAAA1IDUgADAC4AsAAvtAEKAAcEK7QBCgAHBCsBsAQvsADWtAMPAAcEK7QDDwAHBCuxBQErADAxMREhEQNSA1L8rgAAAAEAUv%2F4BBwFuABdAIgAslwAACuwODOxAgfpsjRCVTIyMrBNL7EoCOmwIi%2BxFwTpsiIXCiuzACIdCSsBsF4vsAbWsBIysVEN6bAkMrBRELFHASuxMQ3psV8BK7FRBhESsFo5sEcRtSAXPUFWWCQXObAxErMfLC0dJBc5ALFNAhESsAo5sCgRsA85sCISshItLjk5OTAxNyY%2FAT4BNRE0LwEuATc%2BATc2NTQ3PgEzMhYVFAYjIicuASMiERQeATMWNzY3NhcGFREUFh8BFgYHJisBIgYuAScmNzYzPgE1ETQmJyYHDgEVERQWHwEWBgcmIyIH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<h1 class="title toc-ignore">A Tufte Handout Example</h1>
<h3 class="subtitle">An implementation in R Markdown</h3>
<h4 class="author">JJ Allaire and Yihui Xie</h4>
<h4 class="date">2023-07-08</h4>


<div id="introduction" class="section level1">
<h1>Introduction</h1>
<p>The Tufte handout style is a style that Edward Tufte uses in his books and handouts. Tufte’s style is known for its extensive use of sidenotes, tight integration of graphics with text, and well-set typography. This style has been implemented in LaTeX and HTML/CSS<label for="tufte-sn-1" class="margin-toggle sidenote-number">1</label><input type="checkbox" id="tufte-sn-1" class="margin-toggle"><span class="sidenote"><span class="sidenote-number">1</span> See Github repositories <a href="https://github.com/tufte-latex/tufte-latex">tufte-latex</a> and <a href="https://github.com/edwardtufte/tufte-css">tufte-css</a></span>, respectively. We have ported both implementations into the <a href="https://github.com/rstudio/tufte"><strong>tufte</strong> package</a>. If you want LaTeX/PDF output, you may use the <code>tufte_handout</code> format for handouts, and <code>tufte_book</code> for books. For HTML output, use <code>tufte_html</code>. These formats can be either specified in the YAML metadata at the beginning of an R Markdown document (see an example below), or passed to the <code>rmarkdown::render()</code> function. See <span class="citation"><label for="tufte-mn-1" class="margin-toggle">&#8853;</label><input type="checkbox" id="tufte-mn-1" class="margin-toggle">Allaire et al. (2022)<span class="marginnote">Allaire, JJ, Yihui Xie, Jonathan McPherson, Javier Luraschi, Kevin Ushey, Aron Atkins, Hadley Wickham, Joe Cheng, Winston Chang, and Richard Iannone. 2022. <em>Rmarkdown: Dynamic Documents for r</em>. <a href="https://CRAN.R-project.org/package=rmarkdown">https://CRAN.R-project.org/package=rmarkdown</a>.</span></span> for more information about <strong>rmarkdown</strong>.</p>
<pre class="yaml"><code>---
title: &quot;An Example Using the Tufte Style&quot;
author: &quot;John Smith&quot;
output:
  tufte::tufte_handout: default
  tufte::tufte_html: default
---</code></pre>
<p>There are two goals of this package:</p>
<ol style="list-style-type: decimal">
<li>To produce both PDF and HTML output with similar styles from the same R Markdown document;</li>
<li>To provide simple syntax to write elements of the Tufte style such as side notes and margin figures, e.g. when you want a margin figure, all you need to do is the chunk option <code>fig.margin = TRUE</code>, and we will take care of the details for you, so you never need to think about <code>\begin{marginfigure} \end{marginfigure}</code> or <code>&lt;span class=&quot;marginfigure&quot;&gt; &lt;/span&gt;</code>; the LaTeX and HTML code under the hood may be complicated, but you never need to learn or write such code.</li>
</ol>
<p>If you have any feature requests or find bugs in <strong>tufte</strong>, please do not hesitate to file them to <a href="https://github.com/rstudio/tufte/issues" class="uri">https://github.com/rstudio/tufte/issues</a>. For general questions, you may ask them on StackOverflow: <a href="https://stackoverflow.com/tags/rmarkdown" class="uri">https://stackoverflow.com/tags/rmarkdown</a>.</p>
</div>
<div id="headings" class="section level1">
<h1>Headings</h1>
<p>This style provides first and second-level headings (that is, <code>#</code> and <code>##</code>), demonstrated in the next section. You may get unexpected output if you try to use <code>###</code> and smaller headings.</p>
<p><span class="newthought">In his later books</span><label for="tufte-sn-2" class="margin-toggle sidenote-number">2</label><input type="checkbox" id="tufte-sn-2" class="margin-toggle"><span class="sidenote"><span class="sidenote-number">2</span> <a href="https://www.edwardtufte.com/tufte/books_be">Beautiful Evidence</a></span>, Tufte starts each section with a bit of vertical space, a non-indented paragraph, and sets the first few words of the sentence in small caps. To accomplish this using this style, call the <code>newthought()</code> function in <strong>tufte</strong> in an <em>inline R expression</em> <code>`r `</code> as demonstrated at the beginning of this paragraph.<label for="tufte-sn-3" class="margin-toggle sidenote-number">3</label><input type="checkbox" id="tufte-sn-3" class="margin-toggle"><span class="sidenote"><span class="sidenote-number">3</span> Note you should not assume <strong>tufte</strong> has been attached to your R session. You should either <code>library(tufte)</code> in your R Markdown document before you call <code>newthought()</code>, or use <code>tufte::newthought()</code>.</span></p>
</div>
<div id="figures" class="section level1">
<h1>Figures</h1>
<div id="margin-figures" class="section level2">
<h2>Margin Figures</h2>
<p>Images and graphics play an integral role in Tufte’s work. To place figures in the margin you can use the <strong>knitr</strong> chunk option <code>fig.margin = TRUE</code>. For example:</p>
<p>
<span class="marginnote shownote">
<!--
<div class="figure">-->
<img 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" alt="MPG vs horsepower, colored by transmission." width="336" />
<!--
<p class="caption marginnote">-->MPG vs horsepower, colored by transmission.<!--</p>-->
<!--</div>--></span>
</p>
<pre class="r"><code>library(ggplot2)
mtcars2 &lt;- mtcars
mtcars2$am &lt;- factor(
  mtcars$am, labels = c(&#39;automatic&#39;, &#39;manual&#39;)
)
ggplot(mtcars2, aes(hp, mpg, color = am)) +
  geom_point() + geom_smooth() +
  theme(legend.position = &#39;bottom&#39;)</code></pre>
<p>Note the use of the <code>fig.cap</code> chunk option to provide a figure caption. You can adjust the proportions of figures using the <code>fig.width</code> and <code>fig.height</code> chunk options. These are specified in inches, and will be automatically scaled down to fit within the handout margin.</p>
</div>
<div id="arbitrary-margin-content" class="section level2">
<h2>Arbitrary Margin Content</h2>
<p>In fact, you can include anything in the margin using the <strong>knitr</strong> engine named <code>marginfigure</code>. Unlike R code chunks <code>```{r}</code>, you write a chunk starting with <code>```{marginfigure}</code> instead, then put the content in the chunk. See an example on the right about the first fundamental theorem of calculus.</p>
<p><label for="tufte-mn-2" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-2" class="margin-toggle"><span class="marginnote"><span style="display: block;">We know from <em>the first fundamental theorem of calculus</em> that for <span class="math inline"><span class="math inline">\(x\)</span></span> in <span class="math inline"><span class="math inline">\([a, b]\)</span></span>: <span class="math display"><span class="math display">\[\frac{d}{dx}\left( \int_{a}^{x} f(u)\,du\right)=f(x).\]</span></span></span></span></p>
<p>For the sake of portability between LaTeX and HTML, you should keep the margin content as simple as possible (syntax-wise) in the <code>marginefigure</code> blocks. You may use simple Markdown syntax like <code>**bold**</code> and <code>_italic_</code> text, but please refrain from using footnotes, citations, or block-level elements (e.g. blockquotes and lists) there.</p>
<p>Note: if you set <code>echo = FALSE</code> in your global chunk options, you will have to add <code>echo = TRUE</code> to the chunk to display a margin figure, for example <code>```{marginfigure, echo = TRUE}</code>.</p>
</div>
<div id="full-width-figures" class="section level2">
<h2>Full Width Figures</h2>
<p>You can arrange for figures to span across the entire page by using the chunk option <code>fig.fullwidth = TRUE</code>.</p>
<pre class="r"><code>ggplot(diamonds, aes(carat, price)) + geom_smooth() +
  facet_grid(~ cut)</code></pre>
<div class="figure fullwidth">
<img src="data:image/png;base64,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" alt="A full width figure." width="960" />
<p class="caption marginnote shownote">
A full width figure.
</p>
</div>
<p>Other chunk options related to figures can still be used, such as <code>fig.width</code>, <code>fig.cap</code>, <code>out.width</code>, and so on. For full width figures, usually <code>fig.width</code> is large and <code>fig.height</code> is small. In the above example, the plot size is <span class="math inline">\(10 \times 2\)</span>.</p>
</div>
<div id="arbitrary-full-width-content" class="section level2">
<h2>Arbitrary Full Width Content</h2>
<p>Any content can span to the full width of the page. This feature requires Pandoc 2.0 or above. All you need is to put your content in a fenced <code>Div</code> with the class <code>fullwidth</code>, e.g.,</p>
<pre class="md"><code>::: {.fullwidth}
Any _full width_ content here.
:::</code></pre>
<p>Below is an example:</p>
<div class="fullwidth">
<p><em>R is free software and comes with ABSOLUTELY NO WARRANTY.</em> You are welcome to redistribute it under the terms of the GNU General Public License versions 2 or 3. For more information about these matters see <a href="https://www.gnu.org/licenses/" class="uri">https://www.gnu.org/licenses/</a>.</p>
</div>
</div>
<div id="main-column-figures" class="section level2">
<h2>Main Column Figures</h2>
<p>Besides margin and full width figures, you can of course also include figures constrained to the main column. This is the default type of figures in the LaTeX/HTML output.</p>
<pre class="r"><code>ggplot(diamonds, aes(cut, price)) + geom_boxplot()</code></pre>
<div class="figure">
<p class="caption marginnote shownote">
A figure in the main column.
</p>
<img 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" alt="A figure in the main column." width="672" />
</div>
</div>
</div>
<div id="sidenotes" class="section level1">
<h1>Sidenotes</h1>
<p>One of the most prominent and distinctive features of this style is the extensive use of sidenotes. There is a wide margin to provide ample room for sidenotes and small figures. Any use of a footnote will automatically be converted to a sidenote.<label for="tufte-sn-4" class="margin-toggle sidenote-number">4</label><input type="checkbox" id="tufte-sn-4" class="margin-toggle"><span class="sidenote"><span class="sidenote-number">4</span> This is a sidenote that was entered using a footnote.</span></p>
<p>If you’d like to place ancillary information in the margin without the sidenote mark (the superscript number), you can use the <code>margin_note()</code> function from <strong>tufte</strong> in an inline R expression. <label for="tufte-mn-3" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-3" class="margin-toggle"><span class="marginnote">This is a margin note. Notice that there is no number preceding the note.</span> This function does not process the text with Pandoc, so Markdown syntax will not work here. If you need to write anything in Markdown syntax, please use the <code>marginfigure</code> block described previously.</p>
</div>
<div id="references" class="section level1">
<h1>References</h1>
<p>References can be displayed as margin notes for HTML output. For example, we can cite R here <span class="citation">(<label for="tufte-mn-4" class="margin-toggle">&#8853;</label><input type="checkbox" id="tufte-mn-4" class="margin-toggle">R Core Team 2021<span class="marginnote">R Core Team. 2021. <em>R: A Language and Environment for Statistical Computing</em>. Vienna, Austria: R Foundation for Statistical Computing. <a href="https://www.R-project.org/">https://www.R-project.org/</a>.</span>)</span>. To enable this feature, you must set <code>link-citations: yes</code> in the YAML metadata, and the version of Pandoc should at least 2.11 or <code>pandoc-citeproc</code> should be available and at least 0.7.2. You can always install your own version of Pandoc from <a href="https://pandoc.org/installing.html" class="uri">https://pandoc.org/installing.html</a> if the version is not sufficient. To check the version of <code>pandoc-citeproc</code> in your system, you may run this in R:</p>
<pre class="r"><code>system2(&#39;pandoc-citeproc&#39;, &#39;--version&#39;)</code></pre>
<p>If your version of <code>pandoc-citeproc</code> is too low, or you did not set <code>link-citations: yes</code> in YAML, references in the HTML output will be placed at the end of the output document.</p>
</div>
<div id="tables" class="section level1">
<h1>Tables</h1>
<p>You can use the <code>kable()</code> function from the <strong>knitr</strong> package to format tables that integrate well with the rest of the Tufte handout style. The table captions are placed in the margin like figures in the HTML output.</p>
<pre class="r"><code>knitr::kable(
  mtcars[1:6, 1:6], caption = &#39;A subset of mtcars.&#39;
)</code></pre>
<p><!--
<caption>--><span class="marginnote shownote">A subset of mtcars.</span><!--</caption>--></p>
<table>
<thead>
<tr class="header">
<th align="left"></th>
<th align="right">mpg</th>
<th align="right">cyl</th>
<th align="right">disp</th>
<th align="right">hp</th>
<th align="right">drat</th>
<th align="right">wt</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">Mazda RX4</td>
<td align="right">21.0</td>
<td align="right">6</td>
<td align="right">160</td>
<td align="right">110</td>
<td align="right">3.90</td>
<td align="right">2.620</td>
</tr>
<tr class="even">
<td align="left">Mazda RX4 Wag</td>
<td align="right">21.0</td>
<td align="right">6</td>
<td align="right">160</td>
<td align="right">110</td>
<td align="right">3.90</td>
<td align="right">2.875</td>
</tr>
<tr class="odd">
<td align="left">Datsun 710</td>
<td align="right">22.8</td>
<td align="right">4</td>
<td align="right">108</td>
<td align="right">93</td>
<td align="right">3.85</td>
<td align="right">2.320</td>
</tr>
<tr class="even">
<td align="left">Hornet 4 Drive</td>
<td align="right">21.4</td>
<td align="right">6</td>
<td align="right">258</td>
<td align="right">110</td>
<td align="right">3.08</td>
<td align="right">3.215</td>
</tr>
<tr class="odd">
<td align="left">Hornet Sportabout</td>
<td align="right">18.7</td>
<td align="right">8</td>
<td align="right">360</td>
<td align="right">175</td>
<td align="right">3.15</td>
<td align="right">3.440</td>
</tr>
<tr class="even">
<td align="left">Valiant</td>
<td align="right">18.1</td>
<td align="right">6</td>
<td align="right">225</td>
<td align="right">105</td>
<td align="right">2.76</td>
<td align="right">3.460</td>
</tr>
</tbody>
</table>
</div>
<div id="block-quotes" class="section level1">
<h1>Block Quotes</h1>
<p>We know from the Markdown syntax that paragraphs that start with <code>&gt;</code> are converted to block quotes. If you want to add a right-aligned footer for the quote, you may use the function <code>quote_footer()</code> from <strong>tufte</strong> in an inline R expression. Here is an example:</p>
<blockquote>
<p>“If it weren’t for my lawyer, I’d still be in prison. It went a lot faster with two people digging.”</p>
<footer>
— Joe Martin
</footer>
</blockquote>
<p>Without using <code>quote_footer()</code>, it looks like this (the second line is just a normal paragraph):</p>
<blockquote>
<p>“Great people talk about ideas, average people talk about things, and small people talk about wine.”</p>
<p>— Fran Lebowitz</p>
</blockquote>
</div>
<div id="responsiveness" class="section level1">
<h1>Responsiveness</h1>
<p>The HTML page is responsive in the sense that when the page width is smaller than 760px, sidenotes and margin notes will be hidden by default. For sidenotes, you can click their numbers (the superscripts) to toggle their visibility. For margin notes, you may click the circled plus signs to toggle visibility.</p>
</div>
<div id="more-examples" class="section level1">
<h1>More Examples</h1>
<p>The rest of this document consists of a few test cases to make sure everything still works well in slightly more complicated scenarios. First we generate two plots in one figure environment with the chunk option <code>fig.show = &#39;hold&#39;</code>:</p>
<pre class="r"><code>p &lt;- ggplot(mtcars2, aes(hp, mpg, color = am)) +
  geom_point()
p
p + geom_smooth()</code></pre>
<div class="figure">
<p class="caption marginnote shownote">
Two plots in one figure environment.
</p>
<img 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" alt="Two plots in one figure environment." width="672" /><img 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" alt="Two plots in one figure environment." width="672" />
</div>
<p>Then two plots in separate figure environments (the code is identical to the previous code chunk, but the chunk option is the default <code>fig.show = &#39;asis&#39;</code> now):</p>
<pre class="r"><code>p &lt;- ggplot(mtcars2, aes(hp, mpg, color = am)) +
  geom_point()
p</code></pre>
<div class="figure">
<p class="caption marginnote shownote">
Two plots in separate figure environments (the first plot).
</p>
<img 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HGLJqEYHdDf7S/S+eT2+qn7KqcLvrom5fBERPoyMqAH0+nNn8wMqIhcZ8YF9Mk//dX+9Obfngjo6QuZwo/1K59I5AB4xoTwqMgkAB63DROF8V8D/XTxHH7DI9AjwqYrT2MOgL0iPCoyCYDHbaJEYou3ct6fvnrPgLYBcYyIg9z1AVwMwOMWTUKxRUCXzfRV+C4gjhFxkLs+gIsBeBzfFRbDA/rk9rqZy4AeXf/pdaC7BnGMiIPc9QFcDMDjtmGiMOqdSK89+9V3InUBcYyIg9z1AVwMwOPWZYIw6r3w07fuzZ58MF00c/549BXfC98BxDEiDnLXB3AxAI8ZcSIw5mug91ffjenm8pn8Q78bUw8Qx4g4yF0fwMUAPG5dJgijXkR6+IN5Po++BejD9+f9fPP0408DetkgjhFxkLs+gIsBeNyqSiD8jvQBAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1pRl1ARUSuOD4CDQD4Dz7CoyKTAHgs60oziAHdmzP4k7YBsFfE/V6RSQA8lnWlGcCA7u1ddkEBe0Xc7xWZBMBjWVeawQvo3t6lFxSwV8T9XpFJADyWdaUZuIDu7V1+QQF7RdzvFZkEwGNZV5phQAMA9oq43ysyCYDHsq40w4AGAOwVcb9XZBIAj2VdaYYBDQDYK+J+r8gkAB7LutIMXEB9EekcEMeIOMhdH8DFADyWdaUZvIB6GdNmEMeIOMhdH8DFADyWdaUZwIB6If1GEMeIOMhdH8DFADyWdaUZxIBeOoC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOALtib85w/Buy1h8eLUGQOAI9lXWmGAf1s1c/nFRSw1xYeL0SROQA8lnWlGQb0qJ/PKShgrx08XowicwB4LOtKMwzo036eX1DAXht4DKDIHAAey7rSDANqQC8PReYA8FjWlWYYUAN6eSgyB4DHsq40w4Aa0MtDkTkAPJZ1pRkG1BeRLg9F5gDwWNaVZhjQz7yM6dJQZA4Aj2VdaYYBXeCF9JeDInMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40w4AGAOwV4VGRSQA8lnWlGQY0AGCvCI+KTALgsawrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40w4AGAOwV4VGRSQA8lnWlGQY0AGCvCI+KTALgsawrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40w4AGAOwV4VGRSQA8lnWlGaMC+ukPptObb364/P2jW9MlL3906oPCpitPYw6AvSI8KjIJgMdtw0RhTEA/WCXz5k8XNx7sG9AWII4RcZC7PoCLAXjcPk0MRgT0/vTmD2ezh7dXzbw/fW3zh4VNV57GHAB7RXhUZBIAj1tVCcTwgD65PX138ev8ufvi14Pp25s/Lmy68jTmANgrwqMikwB43CZKJIYH9NGt9bP1ZTqf3F49kz9L2HTlacwBsFeER0UmAfC4TZRIbPEq/DKgj269+m/vTKd//eGZPw6brjyNOQD2ivCoyCQAHrdoEorxAX10a/HY8+g1pNXT+gVfXZNyeCIifRkf0LvLV4/uT6dv3Zv99/vTp8/kDaiIXBNGB/T+Kpl31y/Cn30tKfxYv/KJRA6AZ0wIj4pMAuBxiyahGBvQ+/s33z1xe/rqvZMfETZdeRpzAOwV4VGRSQA8juwKjpEBvTs99eL7g/3TV9KHTVeexhwAe0V4VGQSAI8je4RjXEA/ON3PeUB9BLpbEMeIOMhdH8DFADyO7BGOMQF9cjB9Zf1w8+iq+g1vSAqbrjyNOQD2ivCoyCQAHreqEogxAT049vXOg1U4n4b0GWHTlacxB8BeER4VmQTA4zZRIjEioHePv170YH9xGdPDd868hmRALxnEMSIOctcHcDEAj9tlicOYt3JOj1g8+Ly7/mZMZ96KFDZdeRpzAOwV4VGRSQA8ZsSJwPCA3p+eCOjs4eKbg751+vGnAb1sEMeIOMhdH8DFADxunyYGfkf6AIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozIAE9nDP+ZG4LYK+I+70ikwB4LOtKMxgBPTzcaUEBe0Xc7xWZBMBjWVeagQjo4eFuCwrYK+J+r8gkAB7LutIMQkAPD3dcUMBeEfd7RSYB8FjWlWYY0ACAvSLu94pMAuCxrCvNMKABAHtF3O8VmQTAY1lXmmFAAwD2irjfKzIJgMeyrjSDEFBfRIqAOEbEQe76AC4G4LGsK81ABNTLmAIgjhFxkLs+gIsBeCzrSjMYAfVC+otBHCPiIHd9ABcD8FjWlWZAArpbAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMehufjPH704mUy+/v1PFjcevzd5Yfab1yeTG9+c3/7Nd+Z/8tKv8hOVgQENANgrwqMikwB4HBaLxz+brPnyv86WAf2fd1a3/8e/rv/oxj+WZGpbDGgAwF4RHhWZBMDjsFh8PJksHmt+MX/Q+cJsGdDlP1h09UuTl347e/zzyeQrn5R0aksMaADAXhEeFZkEwOOgVvzx28tuLn+z6OQioN9a317/yZ35Y9HkQqVgQAMA9orwqMgkAB4HteLzoyfo83IuOrn+Zbbo5vpPPm76HN6ABgDsFeFRkUkAPI6sxp2jgK6fsD994Pm5AT3PdOVpzAGwV4RHRSYB8Dg8GH/4z1/++GuTo4Cunrgb0IDpytOYA2CvCI+KTALgcWAtfv21o5fhDeiasOnK05gDYK8Ij4pMAuBxUCuWr7pPvv7dv//tHQN6RNh05WnMAbBXhEdFJgHwOKgV66uYZse+BmpAw6YrT2MOgL0iPCoyCYDHIal49prRH79tQI8Im648jTkA9orwqMgkAB6HpOJZQD/2a6BPCZuuPI05APaK8KjIJAAeB7Vi/RT+P19fv2XTgM4M6GWDOEbEQe76AC4G4HFQK/74+vol+Jd+Ppm8YUCXhE1XnsYcAHtFeFRkEgCPw2Lx+Bdfmz/2fOlf1m/qNKAzA3rZII4RcZC7PoCLAXgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK804J6B/+K/jjPo3h01XnsZh7M357LPDOSf/OWCvrTyeiyJzAHjcokkoNgf0j9+enORL3/9k6L85bLryNA5ib8nh4ZmCAvbayeP5KDIHgMetywQhGNDJ8O8HHTZdeRqHcLyfJwsK2Gsjj89BkTkAPA5Jxf8bxMAOFbM5oI//4+fzZP75L3/5yx+/OLnx/V/+3XcmR99aP0zYdOVpHMDJfp4oKGCvfTw+D0XmAPA4JBVXL6CLh6DfWv/218t0fvHsHwQJm648jQMwoPUoMgeAxyGpuIIBvXMslx8vf8DT50c/ujlK2HTlaRyAAa1HkTkAPA5JxdUL6OP3jn3J8/cvLtL5+xcHPocPm648jQMwoPUoMgeAxyGpuHoB/eO3j9VydePEP4oQNl15Gofgi0jlKDIHgMchqbiKAT3xCPR6BNTLmMpRZA4Aj0NScfUCOrtz9IPtn/7+yn8N9DMvpC9HkTkAPA5JxRUM6OeTyTdXvXz8s8nkjdns1y9e9VfhnwNgrwiPikwC4HFIKq5gQOcPOyeTP/nud7/79fmvL8Vgr34AACAASURBVCwvrB96JX3YdOVpzAGwV4RHRSYB8DgkFVcxoIsHnmv+9JNFQG+8MfDfHDZdeRpzAOwV4VGRSQA8DknFVQzobPaHX3x9+Sb4385///jHf38N3gt/LoC9IjwqMgmAxyGpuJoB3Zaw6crTmANgrwiPikwC4HFIKq5uQMd9IzsRkTBXM6C/+c7ymzC99KuR/+bwf6oq/zuYA+A/+AiPikwC4HFIKq5iQB+/9/RFpG8O/vLnkrDpytOYA2CvCI+KTALgcUgqrmBAF/288Y3/9cv//WcvTo5dUz+EsOnK05gDYK8Ij4pMAuBxSCpqAvr4F98cmKzVZ3w86Ir3cwL68fLqpeW/9OfLC+mHEzZdeRpzAOwV4VGRSQA8DklFTUA/H/zIb/UZGQGdPwB99i+5M+4haNh05WnMAbBXhEdFJgHwOCQVGzu5eEf1TgI6jPA3ExlM2HTlacwBsFeER0UmAfA4JBXn9XNzQaP/1t0G9My3sxtM2HTlacwBsFeER0UmAfA4JBXn9nNjQc98+vJ6odWPvVx/I/iPJy+sXgVfBPGLH81/s7qY6M7kjd+/PrnxF7PZv784+dI/nPzso89YP4X/zevzf/yXFx57+BsqDyZsuvI05gDYK8KjIpMAeBySivP7uamgpz/76E3ni1huCOjnL65+KOYbyz/+3vLWt+48/TmZzz77ZEA/Xv3jC78ceu6LSC9s/P0AwqYrT2MOgL0iPCoyCYDHIanYKqCfT24sHkr+etnDZwE9ekL++xcnL/128a09Vn88+eYni5fFb/zl7Iv3Vh907LOPvYg0/7Q//WT98+Cey/mXMR1d/vnx4J/HuSJsuvI05gDYK8KjIpMAeBySiq0Cum7mvFhvbAro0cO/5Uvhdyarn060/Kjldzg+8dnHArr+tDsXXoF0zlP4Hy+u//zG93/5fxa/Lr6t3Zw/v/LfUPk8AHtFeFRkEgCPQ1Kx3VP4OX/4j797fbIxoKsyzk7kcv0S+dNvEf/0s58F9OmnXch5LyJNznLlf6THuQD2ivCoyCQAHoek4mwkh7yI9MXr60BtCujT64mWL4VvCOjxz34W0BOXIT0XAxoAsFeER0UmAfA4JBUbKhm/jGn+hHxy40++9y+bn8I/vYRoHdA3ZicDeuKzjwc0Wju/nV0AwF4RHhWZBMDjkFRsymT0Qvr5k+0XPpmd+zXQ049ATwX05GfnPQLNIGy68jTmANgrwqMikwB4HJKKjZ08l5Ofe5S6+ZPmyNdATwX05GfnfQ00g7DpytOYA2CvCI+KTALgcUgqMgL6+eTZi+eP3zv3VfhzArr67LOvwl98Cef5Af2PXz7l/3ohfX8Qx4g4yF0fwMUAPA5JxTYBXT0JX1zbuUrgZHmF5yqg62uWXvrt7A8/Wl8HuvEp/LPPXnzGsetAf/PiyMuYlm91Gv3y0Yqw6crTmANgrwiPikwC4HFIKrYJ6KKZC77y8/Uz9kWv/nnx+8XrQ/Mgnnwn0ukXkU589uozTrwT6cL3EJ3/c+EN6FMAe0V4VGQSAI9DUrFVQI/etL56+Pj4R5PJl3+1ei4+fxC4vFDpxHvhZ6cuYzrx2cvPyHkv/OTGP/zXU347xMYRYdOVpzEHwF4RHhWZBMDjkFRsF9Ddcu51oKO+ifJxwqYrT2MOgL0iPCoyCYDHIam4igEd9/7344RNV57GHAB7RXhUZBIAj0NScfUC+vg9A3oMwF4RHhWZBMDjkFRcvYDOPvYp/DEAe0V4VGQSAI9DUnEFAxp/K9O5hE1XnsYcAHtFeFRkEgCPQ1JxBQM6++Lbky9/94iB38huRdh05WnMAbBXhEdFJgHwOCQVVzGgP/M60GcA9orwqMgkAB6HpOIKBvRjL6RffDeY9W8Be+3r8TiKzAHgcUgqrl5AlxfSj3nefoyw6crTOJ7V9yNc/R6w17YeT6DIHAAeh6Ti6gU04TUkeECPviP28gZgr109nkSROQA8DknFVQzoNb8O9NnPZFncAuy1qcdTKDIHgMchqbh6Ab32F9LHA7o359iXS3dHS4+nANzxESIBHoek4uoFdP3D5bcibLryNI4lHNC9vS4FbenxFIA7PkIkwOOQVFzBgD5+78bF38np+YRNV57GsUQDurfXpqAtPZ4CcMdHiAR4HJKKqxfQxz/+s8nkxjeu8YX0sReR9vb6FLSnx5MA7vgIkQCPQ1Jx9QJ66scaX8frQEOXMRnQYQDu+AiRAI9DUmFANxE2XXkatyByIb0BHQbgjo8QCfA4JBVXL6AZhE1XnsYcDGgSgDs+QiTA45BUGNBNhE1XnsYcfBEpCcAdHyES4HFIKgzoJsKmK09jDl7GlATgjo8QCfA4JBUGdBNh05WnMQcvpE8CcMdHiAR4HJIKA7qJsOnK05gDYK8Ij4pMAuBxSCoM6CbCpitPYw6AvSI8KjIJgMchqTCgmwibrjyNOQD2ivCoyCQAHoekwoBuImy68jTmcNFfZvF10Ms5kucA8Ei44yNEAjwOSYUB3UTYdOVpzOGCv8zqlfhLOpZzAXgk3PERIgEeh6TCgG4ibLryNObw/L/M0bWgl3U05wDwSLjjI0QCPA5JhQHdRNh05WnM4bl/mWfvRrq049kIwCPhjo8QCfA4JBUGdBNh05WnMQcDmgTgjo8QCfA4JBW7Dug2P4DDgAYwoEkA7vgIkQCPQ1JhQDcRNl15GnMwoEkA7vgIkQCPQ1KxsZOLe5QBjZiuPI05+CJSEoA7PkIkwOOQVJzXz80FzU+VAS3Gy5iSANzxESIBHoek4tx+bizoqU++M3nj969PbvzFbPbvL06+9A/Lf/ab70wmky99/5PVH//6a5PJS79a/n75k94+nrxw8oMMaDFeSJ8E4I6PEAnwOCQV5/dzU0FPffKdyfdeXHzX92/dWfzvjX+c/6Ofrb8R/AvLP/76028KfyKgxz7IgBYD2CvCoyKTAHgckootAzr55iePfz5v51/Ovnhv0cPPJzcWD0R/vazp/I9f+GT26xcnb5wM6PEPMqDFAPaK8KjIJAAeh6Riy4B+Zf4s/PcvLuP4+eLGupOP31tF8yurZ/LfOhnQ4x9kQIsB7BXhUZFJADwOScWWAV2U8I/fXj55/3yVy9nsD//xd69PVgFdfsHzeDTXXwN99kEGtBjAXhEeFZkEwOOQVJyN5KAXkc4E9IvX11/ffGPjo85VQI99kAEtBrBXhEdFJgHwOCQVGyoZv4zpziKTJwI6fzo/ufEn3/uX954X0OMfZECLAewV4VGRSQA8DknFpkyGL6Q/E9DH7y1eNnr2NdCNAT3xQQa0GMBeER4VmQTA45BUbOzkuZz65DMBXf92/o+eE9ATH2RAiwHsFeFRkUkAPA5JRU1AP5+cfuV99cXPxYPP2YkPMqDFAPaK8KjIJAAeh6QiN6CrZ+eLK0NPB3Rey+W1ok+fwq8/yIAWA9grwqMikwB4HJKK3IAuOrngKz8//cLRvJqL9yT98zqmTz/IgBYD2CvCoyKTAHgckorkgM5+8/pk8qW/PHFV/frZ+48mky//6vPl7499kAEtBrBXhEdFJgHwOCQVWwV0xxjQAIC9IjwqMgmAxyGpMKCbCJuuPI05APaK8KjIJAAeh6TCgG4ibLryNOYA2CvCoyKTAHgckgoDuomw6crTmANgrwiPikwC4HFIKgzoJsKmK09jDoC9IjwqMgmAxyGpMKCbCJuuPI05APaK8KjIJAAeh6TCgG4ibLryNOYA2CvCoyKTAHgckgoDuomw6crTmANgrwiPikwC4HFIKgzoJsKmK09jDoC9IjwqMgmAxyGpuHYB/fQH0+nNNz9c3Xjy/v50enTjGGHTlacxB8BeER4VmQTA45CeXLeAfjBdcvOnixuPbi1vvPzR6Y8Km648jTkA9orwqMgkAB6HBOWaBfT+9OYPZ7OHt1fRPJi++uHixqv3Tn1Y2HTlacwBsFeER0UmAfA4pCjXK6BPbk/fXfw6f+g5//XB/jKjj26tHo8eI2y68jTmANgrwqMikwB4TGgTguEBfXRr/XT9YPr2bHZ3+tryxt3FjROETVeexhwAe0V4VGQSAI/bhonCFq/CLwN6sHo4On9e/9qpPw6brjyNOQD2ivCoyCQAHsd3hcX4gC6ftT+5vX7q/mD/6IugX12TcXQiIo0ZH9Dlk3cDKiLXl9EBvb+8jOlYQE9fyBR+rF/5RCIHwDMmhEdFJgHwuFWVQIwN6P39m4svfm54BHpE2HTlacwBsFeER0UmAfC4VZVAjAzo3fVl9Aa0DYhjRBzkrg/gYgAet6oSiHEB/WB6dNmnr8J3AXGMiIPc9QFcDMDjFk1CMSagTw6mrxx9wfPo+k+vA9012ce4Nyf5X3k9RRYA8LhNlEiMCejBsfdt+k6kLiQf495eQUGvo8gKAB63qhKIEQG9e/x9709uT1/xvfAdyD3Gvb2Kgl5DkSUAPG6XJQ5j3so5PWLxZc+HfjemHqQe495eSUGvn8gaAB4z4kRgeEDvT08EdPbw/fnv3jz9+NOAXjYGNAnAMQI8bp8mBn5H+gCAvRrQNADHCPBY1pVmGNAAgL0a0DQAxwjwWNaVZhjQAIC9+iJSGoBjBHgs60ozDGgAwF69jCkNwDECPJZ1pRkGNABgr15InwbgGAEey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUAD5O31cE7Wv+sU2R4rDhVwx79mgyyjrCvNMKAB0vZ6eFhX0GSPJYcKuONfr0HWUdaVZhjQAFl7PTwsLGiux5pDBdzxr9UgCynrSjMMaICkvR4eVhY01WPRoQLu+NdpkJWUdaUZBjSAAU0CcMe/ToOspKwrzTCgAQxoEoA7/nUaZCVlXWmGAQ1gQJMA3PGv0yArKetKMwxoAF9ESgJwx79WgyykrCvNMKABvIwpCcAd/3oNso6yrjTDgAbwQvokAHf8azbIMsq60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBevYwpDcAxAjyWdaUZBjQAYK9eSJ8G4BgBHsu60gwDGgCwV9/KmQbgGAEey7rSDAMaALBXv5lIGoBjBHgs60ozDGgAwF4NaBqAYwR4LOtKMwxoAMBeDWgagGMEeCzrSjMMaADAXg1oGoBjBHgs60ozDGgAwF59ESkNwDECPJZ1pRkGNABgr17GlAbgGAEey7rSDAMaALBXL6RPA3CMAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADnPrLVLzJcXsAHgl3fIRIgMeyrjTDgAY4+Zcp+TYb2wPwSLjjI0QCPJZ1pRkGNMCJv0zNN3rbHoBHwh0fIRLgsawrzTCgAY7/ZYq+1fD2ADwS7vgIkQCPZV1phgENYECTANzxESIBHsu60gwDGsCAJgG44yNEAjyWdaUZBjSAAU0CcMdHiAR4LOtKMwxoAF9ESgJwx0eIBHgs60ozDGgAL2NKAnDHR4gEeCzrSjMMaAAvpE8CcMdHiAR4LOtKMwxogLy9FrYX4JFwx0eIBHgs60ozDGiAtL1WPvsHeCTc8REiAR7LutIMAxoga6+lrz8BPBLu+AiRAI9lXWmGAQ2QtNfaK6AAHgl3fIRIgMeyrjTDgAYwoEkA7vgIkQCPZV1phgENYECTANzxESIBHsu60gwDGsCAJgG44yNEAjyWdaUZBjSALyIlAbjjI0QCPJZ1pRkGNICXMSUBuOMjRAI8lnWlGQY0gBfSJwG44yNEAjyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60oy6gIqIXHF8BBoA8B98hEdFJgHwWNaVZhjQAIC9XoLHhGtYFZkDwGNZV5phQAMA9lrvMeNdVIrMAeCxrCvNMKABAHst95jyPn5F5gDwWNaVZhjQAIC9VnvM+U5SiswB4LGsK80woAEAezWgaQCOEeCxrCvNMKABAHs1oGkAjhHgsawrzTCgAQB7NaBpAI4R4LGsK80woAEAe/VFpDQAxwjwWNaVZhjQAIC9ehlTGoBjBHgs60ozDGgAwF69kD4NwDECPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPaK8KjIJAAey7rSDAMaALBXhEdFJgHwWNaVZhjQAIC9IjwqMgmAx7KuNMOABgDsFeFRkUkAPJZ1pRkGNABgrwiPikwC4LGsK80woAEAe0V4VGQSAI9lXWmGAQ0A2CvCoyKTAHgs60ozDGgAwF4RHhWZBMBjWVeaYUADAPZ6CR79oXJtAHgs60ozDGgAwF7rPfpjjfsA8FjWlWYY0ACAvZZ7PDxMKKgicwB4LOtKMwxoAMBeqz0eHmYUVJE5ADyWdaUZBjQAYK8GNA3AMQI8lnWlGQY0AGCvBjQNwDECPJZ1pRkGNABgrwY0DcAxAjyWdaUZBjQAYK++iJQG4BgBHsu60gwDGgCwVy9jSgNwjACPZV1phgENANirF9KnAThGgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeLx6IvfmlB3I+QA8lnWlGQY0AGCvCI9XTuTe3m4KCvBY1pVmGNAAgL0iPF41kXt7OyoowGNZV5phQAMA9orweMVE7u3tqqAAj2VdaYYBDQDYK8LjFRNpQJ9DWVeaYUADAPaK8HjFRBrQ51DWlWYY0ACAvSI8XjGRBvQ5lHWlGQY0AGCvCI9XTaQvIp1PWVeaYUADAPaK8HjlRHoZ07mUdaUZBjQAYK8Ij1dPpBfSn0dZV5phQAMA9prwE98uAYBIB5lDWVeaYUAD9N9rxs8cvgT6i/zMQeZQ1pVmGNAA7fd6eMgoaHuRCwDHCPBY1pVmGNAA3fd6eAgpaHeRSwDHCPBY1pVmGNAA3fdqQDMBHCPAY1lXmmFAA3TfqwHNBHCMAI9lXWmGAQ3Qfa8GNBPAMQI8lnWlGQY0QPu9QvrZX+QCwDECPJZ1pRkGNED/vTL6CRD5mYPMoawrzTCgAQB7RfSTINJB5lDWlWYY0ACAvV5CQBP+LwAiHWQOZV1phgEN0H+vl/AUPuP/or/IzxxkDmVdaYYBDdB+r5fwIlLK/0V7kQsAxwjwWNaVZhjQAN33egmXMeX8X3QXuQRwjACPZV1pxtiAPrr12tFvpkte/ujUR4RNV57GHLrv1YBmAjhGgMdtokRibEAPpuuAPtg3oLvGgGYCOEaAx22iRGJcQJ8cTI8Cev/oN6cJm648jTl036sBzQRwjJfvcfB3jh7ZIxyjAvrpO9OnAT2Yvr35g8KmB5/MS6f9/d4XkRIBHOOlexz+s0vGBonGmIDenU7f+t06oE9u3/zp5o8Kmx5+Oi+b/vd7L2PKA3CMl+1xxE/PG58kFqMC+spPnj5zf3Tr1X+bPx796w/PfFTY9IgTeskA7vdeSJ8G4Bgv2eOYn9+8ZZcwjH0R6SigR68hTd89+pOvrsk4OhHZOc8Cuusj6ce2Ab0/fzp/b/bf70+fPpM3oCJXCgN6PtsG9O7617OvJYUf6495UnG5+MwzCUXm4FP4Nmwb0Ge3X7138iPCpsec0svF+30SiszBF5HakBXQB/unr6QPmx5xQi8Z7/dJKDIHL2NqQ15AfQS6WxDHiDjIXR/AxXghfRu2DOiT2+uX38++ISlsevDJvHS83ydRLjLjai6ASMAgt2gSim0fgR6cCukzwqYrT2MOgL0iPJaLTHk/AUAkYJBbNAlFwnWgb92bPXznzGtIBvSSQRxj7UHmvKMVIBIwyK2qBGLrr4HeXX8zpjNvRQqbrjyNOQD2ivBYLDLpe6oARAIGuUWTUGz/ItLDH0ynN986/fjTgF42iGM0oCkABjm6SDD8jvQBAHtFeDSgSQAGWdaVZhjQAIC9Ijwa0CQAgyzrSjMMaADAXhEefREpCcAgy7rSDAMaALBXhEcvY0oCMMiyrjTDgAYA7BXh0QvpkwAMsqwrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeEx4YiN7zq1O4Yz9LP4xnKutIMAxoAsFeEx34iN1331O0YN9DO41nKutIMAxoAsFeEx3YiN1553+wYN9HN4wbKutIMAxoAsFeEx24iN7/3s9cxbqSZx02UdaUZBjQAYK8Ij91EGtA6yrrSDAMaALBXhMduIg1oHWVdaYYBDQDYK8JjN5EGtI6yrjTDgAYA7BXhsZ1IX0Qqo6wrzTCgAQB7RXjsJ9LLmKoo60ozDGgAwF4RHhuK9EL6Isq60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivDYUKQ/F76Isq40w4AGAOwV4bGfyMPDswXtdowbaOfxLGVdaYYBDQDYK8JjO5GHhxsK2uwYN9HN4wbKutIMAxoAsFeEx24iDw83FbTXMW6kmcdNlHWlGQY0AGCvCI/dRBrQOsq60gwDGgCwV4THbiINaB1lXWmGAQ0A2CvCYzeRBrSOsq40w4AGAOwV4bGdSF9EKqOsK80woAEAe0V47CfSy5iqKOtKMwxoAMBeER4bivRC+iLKutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40w4AGAOwV4VGRSQA8lnWlGQY0AGCvCI+KTALgsawrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40w4AGAOwV4VGRSQA8lnWlGQY0AGCvCI+KTALgsawrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40w4AGAOwV4VGRSQA8lnWlGQY0AGCvCI+KTALgsawrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjPqAioicsXxEWgAwH/wER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4Jy4wmAAACkZJREFULOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwqMikwB4LOtKMwxoAMBeER4VmQTAY1lXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWYY0ACAvSI8KjIJgMeyrjTDgAYA7BXhUZFJADyWdaUZBjQAYK8Ij4pMAuCxrCvNMKABAHtFeFRkEgCPZV1phgENANgrwuNpkYdznvvxF35ABQCRgEGWdaUZBjQAYK8Ij6dEHh5eEMgLP6AEgEjAIMu60gwDGgCwV4THkyIPDy8I5IUfUANAJGCQZV1phgENANgrwuMJkYeHFwTywg8oAiASMMiyrjTDgAYA7BXh0YAmARhkWVeaYUADAPaK8GhAkwAMsqwrzTCgAQB7RXg0oEkABlnWlWYY0ACAvSI8+iJSEoBBlnWlGQY0AGCvCI9expQEYJBlXWmGAQ0A2CvCoxfSJwEYZFlXmmFAAwD2ivCoyCQAHsu60gwDGgCwV4RHRSYB8FjWlWaMDeijW6+tf/fk/f3p9M0Pz3xE2HTlacwBsFeER0UmAfA4ukgwxgb0YLoO6KNb0wUvf3T6I8KmK09jDoC9IjwqMgmAxy2ahGJcQJ8cTI8CejB99cPZw9vTV++d+piw6crTmANgrwiPikwC4HG7LHEYFdBP35keBfTB/vKx56NbN3966oPCpitPYw6AvSI8KjIJgMctu4RhTEDvTqdv/W4d0LtPf3371EeFTVeexhwAe0V4VGQSAI/bZYnDqIC+8pPZ/XU4D6bvLn89uv2MsOnK05gDYK8Ij4pMAuBxuyxxGPsi0jqYT26vn7o/2D/6IuhX12QcnYhIYwyoiMhI8gJ6+kKm8GP9yicSOQCeMSE8KjIJgMdtokQi/xHoEWHTlacxB8BeER4VmQTA4zZRImFAAwD2ivCoyCQAHreJEoktA+qr8G1AHCPiIHd9ABcD8Dg+SSy2DejR9Z9eB7prEMeIOMhdH8DFADyOTxKLbQPqO5G6gDhGxEHu+gAuBuBxmyiR2DagT25PX/G98B1AHCPiIHd9ABcD8LhVlUBsG9DZQ78bUw8Qx4g4yF0fwMUAPG7RJBRbB3T28P15P988/fjTgF42iGNEHOSuD+BiAB5HFwmG35E+AGCvCI+KTALgsawrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40w4AGAOwV4VGRSQA8lnWlGQY0AGCvCI+KTALgsawrzTCgAQB7RXhUZBIAj2VdaYYBDQDYK8KjIpMAeCzrSjMMaADAXhEeFZkEwGNZV5phQAMA9orwqMgkAB7LutIMAxoAsFeER0UmAfBY1pVmGNAAgL0iPCoyCYDHsq40oy6gV4ivfnXXR3BFUGQOemyDAQ3gXpNQZA56bIMBDeBek1BkDnpsgwEN4F6TUGQOemyDAQ3gXpNQZA56bIMBDeBek1BkDnpsgwEN4F6TUGQOemyDAQ3gXpNQZA56bIMBFREZiQEVERmJARURGYkBFREZiQEVERmJARURGYkBFREZiQEVERmJAd3Mo1uvrX/35P396fTNDzfckIv49AfT6c2N7hQ5hE/fmXv8m3urG3rshAHdzMF0HdBHt6YLXv7ozA25iA+WtqY3f7q4ocjR3F15fOWsOj3uGgO6iScH06OAHkxf/XD28Pb01Xunb8gF3J/e/OFsoWt5/1bkWB7sLz2+s5qkHlthQDeweMa0DuiD/eW9/9GtxcOoEzfkAp7cnr67+HX+KOldRW7BwfTtxS8raXrshQE9y/wZ01u/Wwf07tNf3z51Qy7g0a31M8uDM+4UOYKVTz32woCe5e4rP5k//VxN82D1KGp1+8QNibIMqCK35cH+4om6HnthQDeznuST2+snR4v1nrixu0OjsXyCqcht+d3+opZ6bIYB3YwBTWP5PFOR23Ewnd78yUyP7TCgmzkb0Jc/OnFjd4cG4/7yMiZFbsWTf/qr/enNv9VjOwzoZnwEmsT9/ZuLr9Mpcms+XTyH12MzDOhmDGgOd9eX0Stye+5PT6nT4+4xoJvxVfgUPpgeXaGoyK1ZZlKPvTCgm7l/6gq79WV3b5/4h/J8nhys3344U+R4jt6QsAqoHnthQDdz33cibc/BsbcYKnI0B0+fDb2mx24Y0M0cBXT+n/9Xnr7b+MQNuYi7xz0pcjQP9qdv3Zs9+WB9OYMeO2FAN/P0q0oPj3+/m4d+85s46+8UNF1/XwFFjub++rtaLZ/J67EVBnQzz74s//D9+ULfvLfhhjyX+9MTAVXkeB4e/76qeuyEARURGYkBFREZiQEVERmJARURGYkBFREZiQEVERmJARURGYkBFREZiQEVERmJARURGYkBFREZiQEVERmJARURGYkBlRz++O3Jt3Z9DCKXjAGVHAyoXEMMqORgQOUaYkAlBwMq1xADKjkYULmGGFDJwYDKNcSASg6LgD7+xdcmky99/5Nnt1+cTL78D7s+NJEqDKjkMA/mS9+eLPnKJ6vbf/resdsiVxADKjnMgzm5MX/w+cW8mt9a35689NvZ459NJi/s+uBEajCgksMimG8sfvP4veVDzsXtVTjvTG78404PTaQKAyo5zIO5fqp+Z/I//nV5e/HL6k98CCpXEwMqOTzL5MdHAT3K5h2/CipXFAMqOTy7jOlpQI8ua7pz9FhU5IphQCWHDQF9Y3b8H4hcPQyo5OAjULmGGFDJ4bkB9WugcjUxoJLDhoCus+mbPOXKYkAlhw0BXf8DrwOVK4sBlRw2BXTyp5/MvvjRxAegclUxoJLDhoB+48XVe+Htp1xVDKjksOlFpMWjz8lLv9rtgYnUYUClBl86kmuAAZUaDKhcAwyo1GBA5RpgQKUGAyrXAAMqNRhQuQYYUKnBgMo1wICKiIzEgIqIjMSAioiMxICKiIzEgIqIjMSAioiMxICKiIzEgIqIjMSAioiMxICKiIzEgIqIjMSAioiMxICKiIzEgIqIjOT/A+DRHG5G2zkcAAAAAElFTkSuQmCC" alt="Two plots in separate figure environments (the first plot)." width="672" />
</div>
<pre class="r"><code>p + geom_smooth()</code></pre>
<div class="figure">
<p class="caption marginnote shownote">
Two plots in separate figure environments (the second plot).
</p>
<img 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" alt="Two plots in separate figure environments (the second plot)." width="672" />
</div>
<p>You may have noticed that the two figures have different captions, and that is because we used a character vector of length 2 for the chunk option <code>fig.cap</code> (something like <code>fig.cap = c(&#39;first plot&#39;, &#39;second plot&#39;)</code>).</p>
<p>Next we show multiple plots in margin figures. Similarly, two plots in the same figure environment in the margin:</p>
<p>
<span class="marginnote shownote">
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<img src="data:image/png;base64,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" alt="Two plots in one figure environment in the margin." width="336" /><img 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" alt="Two plots in one figure environment in the margin." width="336" />
<!--
<p class="caption marginnote">-->Two plots in one figure environment in the margin.<!--</p>-->
<!--</div>--></span>
</p>
<pre class="r"><code>p
p + geom_smooth(method = &#39;lm&#39;)</code></pre>
<pre><code>## `geom_smooth()` using formula &#39;y ~ x&#39;</code></pre>
<p>Then two plots from the same code chunk placed in different figure environments:</p>
<pre class="r"><code>knitr::kable(head(iris, 15))</code></pre>
<table>
<thead>
<tr class="header">
<th align="right">Sepal.Length</th>
<th align="right">Sepal.Width</th>
<th align="right">Petal.Length</th>
<th align="right">Petal.Width</th>
<th align="left">Species</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">5.1</td>
<td align="right">3.5</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.9</td>
<td align="right">3.0</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.7</td>
<td align="right">3.2</td>
<td align="right">1.3</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.6</td>
<td align="right">3.1</td>
<td align="right">1.5</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">5.0</td>
<td align="right">3.6</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">5.4</td>
<td align="right">3.9</td>
<td align="right">1.7</td>
<td align="right">0.4</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.6</td>
<td align="right">3.4</td>
<td align="right">1.4</td>
<td align="right">0.3</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">5.0</td>
<td align="right">3.4</td>
<td align="right">1.5</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.4</td>
<td align="right">2.9</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.9</td>
<td align="right">3.1</td>
<td align="right">1.5</td>
<td align="right">0.1</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">5.4</td>
<td align="right">3.7</td>
<td align="right">1.5</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.8</td>
<td align="right">3.4</td>
<td align="right">1.6</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.8</td>
<td align="right">3.0</td>
<td align="right">1.4</td>
<td align="right">0.1</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.3</td>
<td align="right">3.0</td>
<td align="right">1.1</td>
<td align="right">0.1</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">5.8</td>
<td align="right">4.0</td>
<td align="right">1.2</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
</tbody>
</table>
<p>
<span class="marginnote shownote">
<!--
<div class="figure">-->
<img src="data:image/png;base64,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" alt="Two plots in separate figure environments in the margin (the first plot)." width="336" />
<!--
<p class="caption marginnote">-->Two plots in separate figure environments in the margin (the first plot).<!--</p>-->
<!--</div>--></span>
</p>
<pre class="r"><code>p</code></pre>
<pre class="r"><code>knitr::kable(head(iris, 12))</code></pre>
<table>
<thead>
<tr class="header">
<th align="right">Sepal.Length</th>
<th align="right">Sepal.Width</th>
<th align="right">Petal.Length</th>
<th align="right">Petal.Width</th>
<th align="left">Species</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">5.1</td>
<td align="right">3.5</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.9</td>
<td align="right">3.0</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.7</td>
<td align="right">3.2</td>
<td align="right">1.3</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.6</td>
<td align="right">3.1</td>
<td align="right">1.5</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">5.0</td>
<td align="right">3.6</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">5.4</td>
<td align="right">3.9</td>
<td align="right">1.7</td>
<td align="right">0.4</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.6</td>
<td align="right">3.4</td>
<td align="right">1.4</td>
<td align="right">0.3</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">5.0</td>
<td align="right">3.4</td>
<td align="right">1.5</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.4</td>
<td align="right">2.9</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.9</td>
<td align="right">3.1</td>
<td align="right">1.5</td>
<td align="right">0.1</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">5.4</td>
<td align="right">3.7</td>
<td align="right">1.5</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.8</td>
<td align="right">3.4</td>
<td align="right">1.6</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
</tbody>
</table>
<p>
<span class="marginnote shownote">
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<img 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" alt="Two plots in separate figure environments in the margin (the second plot)." width="336" />
<!--
<p class="caption marginnote">-->Two plots in separate figure environments in the margin (the second plot).<!--</p>-->
<!--</div>--></span>
</p>
<pre class="r"><code>p + geom_smooth(method = &#39;lm&#39;)</code></pre>
<pre><code>## `geom_smooth()` using formula &#39;y ~ x&#39;</code></pre>
<pre class="r"><code>knitr::kable(head(iris, 5))</code></pre>
<table>
<thead>
<tr class="header">
<th align="right">Sepal.Length</th>
<th align="right">Sepal.Width</th>
<th align="right">Petal.Length</th>
<th align="right">Petal.Width</th>
<th align="left">Species</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">5.1</td>
<td align="right">3.5</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.9</td>
<td align="right">3.0</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">4.7</td>
<td align="right">3.2</td>
<td align="right">1.3</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="even">
<td align="right">4.6</td>
<td align="right">3.1</td>
<td align="right">1.5</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
<tr class="odd">
<td align="right">5.0</td>
<td align="right">3.6</td>
<td align="right">1.4</td>
<td align="right">0.2</td>
<td align="left">setosa</td>
</tr>
</tbody>
</table>
<p>We blended some tables in the above code chunk only as <em>placeholders</em> to make sure there is enough vertical space among the margin figures, otherwise they will be stacked tightly together. For a practical document, you should not insert too many margin figures consecutively and make the margin crowded.</p>
<p>You do not have to assign captions to figures. We show three figures with no captions below in the margin, in the main column, and in full width, respectively.</p>
<p>
<span class="marginnote shownote">
<!--
<div class="figure">-->
<img src="data:image/png;base64,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" alt=" " width="336" />
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<pre class="r"><code># a boxplot of weight vs transmission; this figure
# will be placed in the margin
ggplot(mtcars2, aes(am, wt)) + geom_boxplot() +
  coord_flip()</code></pre>
<pre class="r"><code># a figure in the main column
p &lt;- ggplot(mtcars, aes(wt, hp)) + geom_point()
p</code></pre>
<p><img 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wFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCfXrLM5RWRyxug4amA2LJ0MqIp5h+7kenU2G/GCTo4jB2bD0smAqph36E6uVWezUS/o4Dh6YDYsnQyoinmH7uQ6dTYb+YLOjdMAzIalkwFVMe/QnWRAF4A9dWA2LJ0MqIp5h+4kA7oA7KkDs2HpZEBVzDt0JxnQBWBPHZgNSycDqmLeoTvJF5EWgD11YDYsnQyoinmH7iQvY1oA9tSB2bB0MqAq5h26k7yQfgHYUwdmw9LJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBxMqAq5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYHOyAhhDC7SPvgR7GvP9SdgKrA7OB6bgFCrA42PdANf8ujcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrM7rNptTjvbTX/Mnw8dxAouTAVUx79CdwOq8ZrPZHHFBr/uT0eNYgcXJgKqYd+hOYHUu22w2R1zQa/9k8DheYHEyoCrmHboTWJ1LNpvNERf0+j8ZO44ZWJwMqIp5h+4EVicDugDMhqWTAVUx79CdwOpkQBeA2bB0MqAq5h26E1idDOgCMBuWTgZUxbxDdwKrky8iLQCzYelkQFXMO3QnsDp5GdMCMBuWTgZUxbxDdwKrkxfSLwCzYelkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYowOJkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYowOJkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYowOJkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYowOJkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYowOJkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYowOJkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYowOJkQFXMO3QnsDowG5iOW6AAi5MBVTHv0J3A6sBsYDpugQIsTgZUxbxDdwKrA7OB6bgFCrA4GVAV8w7dCawOzAam4xYo6ONsTjn8786AioC9FbDi0OrAbGA6boGCPM5mc60FzYCKgL0VsOLQ6sBsYDpugYI6zmZzvQXNgIqAvRWw4tDqwGxgOm6BgjjOZnPNBc2AioC9FbDi0OrAbGA6boFCBjQDaoGlA6sDs4HpuAUKGdAMqAWWDqwOzAam4xYoZEAzoBZYOrA6MBuYjlugkC8iZUAtsHRgdWA2MB23QCEvY8qAWmDpwOrAbGA6boFCXkifAbXA0oHVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QMEVZ3PKvh/PgIqAvRWw4tDqwGxgOm6BginOZnPFgmZARcDeClhxaHVgNjAdt0DBE2ezuWpBM6AiYG8FrDi0OjAbmI5boGCJs9lcuaAZUBGwtwJWHFodmA1Mxy1QyIBmQC2wdGB1YDYwHbdAIQOaAbXA0oHVgdnAdNwChQxoBtQCSwdWB2YD03ELFPJFpAyoBZYOrA7MBqbjFijkZUwZUAssHVgdmA1Mxy1QyAvpM6AWWDqwOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKx4lz1W/QcX0yoCJgbwWsOLQ6MBuYjlugcJQ4V/4WcdcnAyoC9lbAikOrA7OB6bgFCseIc/VvUnx9MqAiYG8FrDi0OjAbmI5boHCEOJvNERc0AyoC9lbAikOrA7OB6bgFChnQDKgFlg6sDswGpuMWKGRAM6AWWDqwOjAbmI5boJABzYBaYOnA6sBsYDpugUK+iJQBtcDSgdWB2cB03AKFvIwpA2qBpQOrA7OB6bgFCnkhfQbUAksHVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFaRrQb3623d756MvzB88/u7vd7n2QAdXB0oHVgdnAdNwCBVicngH9YnvGnV/tHjy7d/bgva9ee5ABFcLSgdWB2cB03AIFWJyWAX28vfPzk5On98938sH2gy93Dz54dPlBBlQISwdWB2YD03ELFGBxOgb0+f3tp7s/nr63efrHJ3fPZvTZvd37o+VBBlQJSwdWB2YD03ELFGBxOgb02b2Lj9AfbD8+OXm4/fDswcPXHmRAlbB0YHVgNjAdt0ABFqf1q/BnA/rg/N3R04/rP7z0IAOqhKUDqwOzgem4BQqwOJ0DevaB+vP7Fx+tP7n7waPy4Pxv+sEFq/8pIYSAZf2Ann28ngENIby9rB7Qx2cvY3plM9/7qjyof7fmvelG5n2o0QmsDswGpuMWKMDiHPtD+H+8ej/v3tl9vvNN74FmQEWwdGB1YDYwHbdAARbnmAP6f/5890v03/mXf7fvLz68eBl9BtQESwdWB2YD03ELFGBxjjeg3/31y29T+q9+89pf/WL74pWe+Sq8B5YOrA7MBqbjFijA4hxtQHf7+c6f/bdf/49/88PN5vuX/uLzB9v3X3yO88VLPi9eB/px+cEMqAyWDqwOzAam4xYowOIcbUC/3mz+9fk7nt/9983mJ/UvPnjll2rmVyJ5YOnA6sBsYDpugQIszrEG9PQd0HdfPvj80rugD1/9pe7P72/ff/nL38uDDKgSlg6sDswGpuMWKMDiHGtA//Cjd37x8sHvf/gnf//KX7v4jks7dp/pfPrqN2B6mu/G1ARLB1YHZgPTcQsUYHGON6CvbGZ5sPsKURnQk6efnf7ZRxfvcpYHGVAdLB1YHZgNTMctUIDFOd6H8OU90O+9/nX4a6L5d2lk3qE7gdWB2cB03AIFWJwjfhHp+3v/PAMKgaUDqwOzgem4BQqwOMd8GdOLl39+vSkfwWdAEamPLPIAACAASURBVLB0YHVgNjAdt0ABFudoH8L/ze71n3/273/9P3d//Oc/PuPf3uADec2/SyPzDt0JrA7MBqbjFijA4hzvi0ib17nJO6Kaf5dG5h26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFie/L7yKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEW57gD+o8v+KcM6LxDdwKrA7OB6bgFCrA4R/x+oP/lSF8+yoBKYOnA6sBsYDpugQIsztEGtH4ZPgM68NCdwOrAbGA6boECLM4xvx/on/67X7/gf+XXws87dCewOjAbmI5boACLc8TvB3rzX/+eARXC0oHVgdnAdNwCBVgcyfcDzYD+buKhO4HVgdnAdNwCBVgcyfcDzYD+buKhO4HVgdnAdNwCBVgcyfcDzYD+buKhO4HVgdnAdNwCBVicI34R6d39fyEDyoClA6sDs4HpuAUKsDhHfBnTO/8xA/oK8w7dCawOzAam4xYowOLcfEC/+5vzb/7557vfF/7HP775dwLNgEpg6cDqwGxgOm6BAizOzQf06N/ILgMqgaUDqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDi5LsxqZh36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFbnpja738bmqkcrbF7XuelPeRNgp2LpZEBVzDt0J7A6N7Q5/43A9j9aY/Oazo1/ypsAOxVLJwOqYt6hO4HVuZnNi99Kcd+jVTaXdW7+U94E2KlYOhlQFfMO3Qmszo1s/vib0b7+aJ3NJZ0j/JQ3AXYqlk4GVMW8Q3cCq5MBXdKx/FOvAvbMyYCqmHfoTmB1MqBLOpZ/6lXAnjkZUBXzDt0JrE4GdEnH8k+9CtgzJwOqYt6hO4HVyReRFoCdiqWTAVUx79CdwOrkZUwLwE7F0smAqph36E5gdfJC+gVgp2LpZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDv0wRzhKxrOOnv05TbXSgZ76sBsWDoZUBXzDn0ox3hNjbHOPn21zfWSwZ46MBuWTgZUxbxDH8hRXtXtq7NXX2xzzWSwpw7MhqWTAVUx79CHcZxfV2irs19fa3PdZLCnDsyGpZMBVTHv0IeRAT3SP/NqYE8dmA1LJwOqYt6hDyMDeqR/5tXAnjowG5ZOBlTFvEMfRgb0SP/Mq4E9dWA2LJ0MqIp5hz6QfBHpOP/Mq4E9dWA2LJ0MqIp5hz6UI+xnXsa0BOypA7Nh6WRAVcw79MHcfD/zQvolYE8dmA1LJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E6MdTanXP6xkyt+3APsqQOzYelkQFXMO3QnvjqbzZ6lPLnixz3AnjowG5ZOBlTFvEN3Yquz2exbypMrftwD7KkDs2HpZEBVzDt0J646m83epTy54sc9wJ46MBuWTgZUxbxDd5IBXQD21IHZsHSwAxqCgD8O5WE/HsKRyXughzHvv5Sd5D3QBWBPHZgNSwf7Hqjm36WReYfuJF9EWgD21IHZsHQyoCrmHbqTvIxpAdhTB2bD0smAqph36E7yQvoFYE8dmA1LJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxcmAqph36E5gdWA2MB23QAEWJwOqYt6hO3HW2Zxy6YcSZwGYDUsnA6pi3qE7MdbZbF5f0MRZAGbD0smAqph36E58dTabPQuaOAvAbFg6GVAV8w7dia3OZrNvQRNnAZgNSycDqmLeoTvJgC4Ae+rAbFg6GVAV8w7dSQZ0AdhTB2bD0smAqph36E4yoAvAnjowG5ZOBlTFvEN3ki8iLQB76sBsWDoZUBXzDt1JXsa0AOypA7Nh6WRAVcw7dCd5If0CsKcOzIalkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCewOjAbmI5boACLkwFVMe/QncDqwGxgOm6BAixOBlTFvEN3AqsDs4HpuAUKsDi3a0D3/GYNNuYduhNYHZgNTMctUIDFuVUDuu+3C7Mx79CdwOrAbGA6boECLM5tGtC9v2GtjXmH7gRWB2YD03ELFGBxbtGAbjaoBZ136E5gdWA2MB23QAEWJwOqYt6hO4HVgdnAdNwCBVicDKiKeYfuBFYHZgPTcQsUYHEyoCrmHboTWB2YDUzHLVCAxblFA5ovIi3C0oHVgdnAdNwCBVic2zSgeRnTEm/SOVq6g36im9QRHJl1K9hTB2bD0rlVA5oX0i/wBp2j/cfnsJ/oBnUU/5lk3Qr21IHZsHRu14Cu+T+pmHXoo33648CfaH0dySdqWLeCPXVgNiydDKiKUYe+9hfgrvpbD/2JVtfRfKmQdSvYUwdmw9LJgKoYdejrztKVf28G9AjAnjowG5ZOBlTFqENfc5au/pszoEcA9tSB2bB0MqAqRh36erO08HdnQI8A7KkDs2HpZEBVzDr0qndAl94FfZNNvoh0NbCnDsyGpZMBVTHs0Nf/DOjiZ0HfaJOXMV0N7KkDs2HpZEBVTDv0NVZp+cPog36ivJB+AdhTB2bD0smAqph36MO5+YfRsDowG5iOW6AAi5MBVTHv0Nfgxh9Gw+rAbGA6boECLE4GVMW8Q1+Hm34YDasDs4HpuAUKsDgZUBXzDt0JrA7MBqbjFijA4mRAVcw7dCf+OuV9aLtNwR+nALNh6WRAVcw7dCf2OvWzuG6bij1OBWbD0smAqph36E7cdS69jiBxFoDZsHQyoCrmHboTc53Lr2RNnAVgNiydDKiKeYfuJAO6AOypA7Nh6WRAVcw7dCcZ0AVgTx2YDUsnA6pi3qE7yYAuAHvqwGxYOhlQFfMO3Ym7Tr6IdDgwG5ZOBlTFvEN3Yq+TlzEdDMyGpZMBVTHv0J346+SF9IcCs2HpZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE7fgD679+HFnz3/7O52+9GXex5kQHWwdGB1YDYwHbdAARanb0AfbD98saTbHe999dqDDKgQlg6sDswGpuMWKMDidA3o8wfbFwP6YPvBlydP728/eHT5QQZUCEsHVgdmA9NxCxRgcZoG9JtPti8G9Mnds3c3n92786tLDzKgSlg6sDowG5iOW6AAi9MzoA+325/+9mJAH77848eXHmRAlbB0YHVgNjAdt0ABFqdpQN//5cnji618sP307I9nj8uDDKgSlg6sDswGpuMWKMDi9H0R6WIjn9+/+Gj9yd0PHpUH53/bDy5Y+U8JIQQwGdAQQljJ8Qb0va/Kg/q3a96bbmTehxqdwOrAbGA6boECLA7uQ/gMqAiWDqwOzAam4xYowOJkQFUQDp1vOHQgMBuYjlugAIvTPqD5Knwf+ZaXhwKzgem4BQqwOP0D+uIlnxevA/24/GAG9Ijkm64fDMwGpuMWKMDi9A9ofiVSE5d+2wq3TsVepwKzgem4BQqwOP0D+vz+9v2Xv/y9PMiAHpUM6OHAbGA6boECLE7/gJ48ffUbMD3Nd2NSkQE9HJgNTMctUIDFMQzoydPPTifzo0d7HmRAj8jtGNDyO2/IGBqnB5gNSyffkV6F/9C34YtI9fd+kzEzThMwG5ZOBlQF4NDzX8Z06XcfljEyThcwG5ZOBlQF4dDTX0h/6bMQQh3xz389CE+dV4DZsHQyoCrmHbqTDOgCsKcOzIalkwFVITz0qkVBxcmALgHbCJgNSycDqkJ36HWTgoqTAV0CthEwG5ZOBlSF7NArNwUVJ19EWgK2ETAblk4GVIXq0GvfK0PFycuYloBtBMyGpZMBVZEBXSIvpF8AthEwG5ZOBlRFBnQJ2JsBzAam4xYowOJkQFVc47N81/p5M6ACYDYwHbdAARYnA6riOl9nvtZP/DZ9EakLmA1Mxy1QgMXJgKo46F9h1Ri+PS9jagNmA9NxCxRgcTKgKg75V1j54fhb80L6NmA2MB23QAEWJwOqQjig63z0/4hrAHszgNnAdNwCBVicDKiKDOgSsDcDmA1Mxy1QgMXJgKrIgC4BezOA2cB03AIFWJwMqArdF5HWgYpDezOA2cB03AIFWJwMqArZy5hWgopDezOA2cB03AIFWJwMqArVC+nXgopDezOA2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA6pi3qE7gdWB2cB03AIFWJwMqIp5h+4EVgdmA9NxCxRgcTKgKuYduhNYHZgNTMctUIDFyYCqmHfoTmB1YDYwHbdAARYnA3oUNqdc+qG1h97zUx0F1vMO9mYAs4HpuAUKsDgZ0GOw2bw+eysPve+nOgqs5x3szQBmA9NxCxRgcTKgh7Kwa5vNntlb96+w96c6CqznHezNAGYD03ELFGBxMqAHsrBrm82+2Vv1r7D/pzoKrOcd7M0AZgPTcQsUYHEyoIextGsZ0OsDezOA2cB03AIFWJwM6EEsDlsG9PrA3gxgNjAdt0ABFicDehAZ0CMDezOA2cB03AIFWJwM6EEsD1u+iHRtYG8GMBuYjlugAIuTAT2IN7xnuO8v5WVMS8DeDGA2MB23QAEWJwN6GG94z3DPX8oL6ZeAvRnAbGA6boECLE4G9ECu/Z7hvEN3AqsDs4HpuAUKsDgZ0EO57nuG8w7dyeovsR3d5IxbEEcHzIalkwFVMe/QnaypI/v08G2IIwRmw9LJgKqYd+hOVtTRvUDhFsRRArNh6WRAVcw7dCfXryN8iez8OFJgNiydDKiKeYfuJAO6AOypA7Nh6WRAVcw7dCcZ0AVgTx2YDUsnA6pi3qE7yYAuAHvqwGxYOhlQFfMO3Um+iLQA7KkDs2HpZEBVzDt0J3kZ0wKwpw7MhqWTAVUx79Cd5IX0C8CeOjAblk4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOG/RgOq+n/le5h26E1gdmA1Mxy1QgMV5ewZU+Dvq7GXeoTuB1YHZwHTcAgVYnLdmQJW/p+N+mXGH7gRWB2YD03ELFGBx3pYBlf6u4vtlxh26E1gdmA1Mxy1QgMXJgKqYd+hOYHVgNjAdt0ABFicDqmLeoTuB1YHZwHTcAgVYnAyoinmH7gRWB2YD03ELFGBx3pYBzReRWDqwOjAbmI5boACL89YMaF7G5BYowOrAbGA6boECLM7bM6B5IT0JWB2YDUzHLVCAxXmLBrSZeYfuBFYHZgPTcQsUYHGwAxpCCLePvAd6GPP+S9kJrA7MBqbjFijA4mDfA9X8uzQy79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDilfxH6QAABWtJREFUZEBVzDt0J7A6MBuYjlugAIuTAVUx79CdwOrAbGA6boECLE4GVMW8Q3cCqwOzgem4BQqwOBlQFfMO3QmsDswGpuMWKMDiYAd0PD/4gduATOoskDgLjI+TAT2M8YeWkjoLJM4C4+NkQA9j/KGlpM4CibPA+DgZ0MMYf2gpqbNA4iwwPk4G9DDGH1pK6iyQOAuMj5MBPYzxh5aSOgskzgLj42RAD2P8oaWkzgKJs8D4OBnQwxh/aCmps0DiLDA+TgY0hBBWkgENIYSVZEBDCGElGdAQQlhJBjSEEFaSAQ0hhJVkQEMIYSUZ0BBCWEkG9AC++dl2e+ejL90aUL755LTOXz5ya3B5cveD1NnDs3vbM977ym1yAzKgb+aL8zvf+ZVbBMnD8zrvT34rkPL8/jYDuo8ndzOgbwOPt3d+fnLy9P7sQ6t4cveszifbD90mVE7/C5MB3cfj2/CcyYC+idN3ID7d/fH0A45P3S5AHmw/3v3hyd3852U/u/ezMqD7uHjqzCYD+iae3buYhltxbxUvK4XK6X9//3M+B7qP5/dvwyfFMqAHkwFdIF8ouYIH2w/TZi/P7n3wvz/Zbv/T7C/OZkAP5dm92/AfTBG/vZvPb+zl8emH7xnQvbz4GtLsZ04G9FAe3oZPeWt4sN3e+aVbAsnZf3UzoHt5vN3+9NHJ//ts9stbMqAH8nj2nZU8/9u/uLu981duDSJnn/bJgO7lxXsksz81lgE9jMd374z+SEPNN/kYfg8Pz77+ngFd5PHoFylkQA/iYd7/fAOz3ww0PLl79qzJgC4y+xVwGdBD+CL7+SayEq9z8Yu0xv9qGy2znzkZ0Dfz/EF+oeJVvPhlBsPfDDRkQBd4+cyZ/QuSMqBv5kE+Or2aBy+/FDD5zUBK/tuyl4tnzMshnUkG9I08zH4u8OTu7sUoz/NJjqvJgO7l/Jnz9JPZb14Z0Dfx4ptunZL3sfbw+OJ7VU1+N0JLBnQ/F5/heG/0L0XKgL6Jx9sM6CJP891Sl8mAXsHZM+ens9tkQEMIYSUZ0BBCWEkGNIQQVpIBDSGElWRAQwhhJRnQEEJYSQY0hBBWkgENIYSVZEBDCGElGdAQQlhJBjSEEFaSAQ0hhJVkQEMIYSUZ0BBCWEkGNNw6/uFf/MatEN4SMqDhtvH55nsZ0NBDBjTcNjKgoY0MaLhtZEBDGxnQcNvIgIY2MqBhKt/99cVS/uFHm++fXPzJu19vznjXqhbeFjKgYSxfb975xe6Pv//h5k/+fvcn357+QAY0NJIBDWM5Hc6f7P6428yLP9m9S5oP4UMbGdAwltOP4c8+dP/84j3O08fvnmRAQyMZ0DCXr88+dP/Dj975r2ebefEeaQY0tJEBDXP59uyToN9uvvd/f7hb0vM9zYCGPjKgYS67r7rvdvPd0w/ef/LKR/QZ0NBEBjQMZreVZ+P5+el2ns7pT178oFssvCVkQMNgdh/D/3734fvph/G/+fbixUwZ0NBGBjQMZvdO57e7D9z/8KN3fvH5xcvpM6ChjQxoGMzu056f7z4Pevon/+HiI/gMaOgjAxom8/XmT//Z2S9H2r2Y/vwj+Axo6CMDGibz+x9uzudy9yfnH8Gf/QrP7/7JqhXeFjKgYTKnH7qf7+YffvTy179/u/u18N93WoW3hgxoGM3Xm5ef+Tz/ziKn/MPuvdF8FB8ayICGEMJKMqAhhLCSDGgIIawkAxpCCCvJgIYQwkoyoCGEsJIMaAghrCQDGkIIK8mAhhDCSjKgIYSwkgxoCCGsJAMaQggryYCGEMJKMqAhhLCSDGgIIawkAxpCCCvJgIYQwkoyoCGEsJIMaAghrCQDGkIIK/n/LAOpia1UgvIAAAAASUVORK5CYII=" width="672" /></p>
<pre class="r"><code># a fullwidth figure
p + geom_smooth(method = &#39;lm&#39;) + facet_grid(~ gear)</code></pre>
<pre><code>## `geom_smooth()` using formula &#39;y ~ x&#39;</code></pre>
<div class="figure fullwidth">
<img 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" alt=" " width="960" />
<p class="caption marginnote shownote">
</p>
</div>
</div>
<div id="some-notes-on-tufte-css" class="section level1">
<h1>Some Notes on Tufte CSS</h1>
<p>There are a few other things in Tufte CSS that we have not mentioned so far. If you prefer <span class="sans">sans-serif fonts</span>, use the function <code>sans_serif()</code> in <strong>tufte</strong>. For epigraphs, you may use a pair of underscores to make the paragraph italic in a block quote, e.g.</p>
<blockquote>
<p><em>I can win an argument on any topic, against any opponent. People know this, and steer clear of me at parties. Often, as a sign of their great respect, they don’t even invite me.</em></p>
<footer>
— Dave Barry
</footer>
</blockquote>
<p>We hope you will enjoy the simplicity of R Markdown and this R package, and we sincerely thank the authors of the Tufte-CSS and Tufte-LaTeX projects for developing the beautiful CSS and LaTeX classes. Our <strong>tufte</strong> package would not have been possible without their heavy lifting.</p>
<p>You can turn on/off some features of the Tufte style in HTML output. The default features enabled are:</p>
<pre class="yaml"><code>output:
  tufte::tufte_html:
    tufte_features: [&quot;fonts&quot;, &quot;background&quot;, &quot;italics&quot;]</code></pre>
<p>If you do not want the page background to be lightyellow, you can remove <code>background</code> from <code>tufte_features</code>. You can also customize the style of the HTML page via a CSS file. For example, if you do not want the subtitle to be italic, you can define</p>
<pre class="css"><code>h3.subtitle em {
  font-style: normal;
}</code></pre>
<p>in, say, a CSS file <code>my_style.css</code> (under the same directory of your Rmd document), and apply it to your HTML output via the <code>css</code> option, e.g.,</p>
<pre class="yaml"><code>output:
  tufte::tufte_html:
    tufte_features: [&quot;fonts&quot;, &quot;background&quot;]
    css: &quot;my_style.css&quot;</code></pre>
<p>There is also a variant of the Tufte style in HTML/CSS named “<a href="https://github.com/nogginfuel/envisioned-css">Envisoned CSS</a>.” This style can be used by specifying the argument <code>tufte_variant = &#39;envisioned&#39;</code> in <code>tufte_html()</code><label for="tufte-sn-5" class="margin-toggle sidenote-number">5</label><input type="checkbox" id="tufte-sn-5" class="margin-toggle"><span class="sidenote"><span class="sidenote-number">5</span> The actual Envisioned CSS was not used in the <strong>tufte</strong> package. We only changed the fonts, background color, and text color based on the default Tufte style.</span>, e.g.</p>
<pre class="yaml"><code>output:
  tufte::tufte_html:
    tufte_variant: &quot;envisioned&quot;</code></pre>
<p>To see the R Markdown source of this example document, you may follow <a href="https://github.com/rstudio/tufte/raw/main/inst/rmarkdown/templates/tufte_html/skeleton/skeleton.Rmd">this link to Github</a>, use the wizard in RStudio IDE (<code>File -&gt; New File -&gt; R Markdown -&gt; From Template</code>), or open the Rmd file in the package:</p>
<pre class="r"><code>file.edit(
  tufte:::template_resources(
    &#39;tufte_html&#39;, &#39;..&#39;, &#39;skeleton&#39;, &#39;skeleton.Rmd&#39;
  )
)</code></pre>
<p>This document is also available in <a href="https://rstudio.github.io/tufte/cn/">Chinese</a>, and its <code>envisioned</code> style can be found <a href="https://rstudio.github.io/tufte/envisioned/">here</a>.</p>
</div>


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