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MALj%2F8LYMDgBMACAbuP%2FwtQ4ATRuPCbj%2F8EATDgBNCVcREA4ATRGPAxAOAE0DWAA%2FK%2B0rPyvtKwEQ3isrKyvtENYrKysr7TEwACsrKysBKysrKysrKysTNDYzMhYVFAYjIiYlNC4CIyIOAhUUHgIzMj4CMnttbXt7bW17AW4NHzQmJjQfDQ0fNCYmNB8NAVuuvLyurry8rjlmTC0tTGY5OWZMLS1MZgAAAAABAF0AAAFxArUADABQQDUDBIsHHwABAA8GHwYCCAYGDg2NB50HAl8Hbwd%2FBwMHAI4QDCAMMAxQDGAMcAwGDAwDBVUDVgA%2FPxI5L13tM11dARESOS9eXc5dM%2B05MTATPgE3MxEjEQ4DB105bC1CXQwjKS0VAiYWRTT9SwI0CxgWFAcAAAABADgAAAHqAsUALADlQC8DBxMXAxcTiwcDFAcDEwcXBxcQGowMAEAQAE0AQAgJAEwALiQlawp7CgIKjBAtJLj%2F8LMSAE0kuP%2FgsxEATSS4%2F8hAGBAATSQfCBEATR8QDxAATB%2BPByAODwBMF7j%2F6LQREgBMF7j%2F6LYPAE0HFwwluP%2FgtBASAEwluP%2F4tAkATSUquP%2FwtBESAEwquP%2FosxAATSq4%2F%2Fi0CQsATCq4%2F%2FBACQgATSpYCo4MVQA%2F7T8rKysrMysrEjk5Kysr7SsrMisrKwEQ3u1xxjIQ1isrxO0SOTkvLwDBhwUrEADBhwV9EMQxMAEUDgIHDgMVIRUhJjQ1ND4CNz4DNTQuAiMiDgIHJz4DMzIWAdMdMDweES0oGwE%2F%2FlwBHzI%2BHhktIxUTICsYHTAmGgcuCSQyPiRtbQIEJENBPx4RLjIuEU8GDAUvUUhAHhgvLzIcHiocDRAVFwZCCh0aEmUAAAABADf%2F8QHpAsUAOADDQB6nIQGWIQGHIQEOCA8ATQUYDwBNNhAPAE00CA8ATQK4%2F%2FBAYg8ATVkQaRACEIyPI58jryMDFyMBIyt7JgFdJm0mAgomCiY1agMBSQNZAwIDjIcrAR8rAQ4rAQgrOhgZNjU5JiYKjggIHjYAjzUQDwBNNTAIEBIATDBXGBWPGR4IDQ4ATB5YAD8rM%2B0yPyszK%2B0yEjkv7Tk9LwEYEN4yxjIQ1l5dXV3tXV0SOTkvL11dENRdXe1dMTAAKysrASsrXV1dNzI2NTQuAisBNTMyPgI1NC4CIyIGByc%2BAzMyHgIVFAYHHgMVFA4CIyIuAic3HgHiWU0gNEUkGCEZNSwcFCErGDBDFyQMJS41HTdQNBo%2BLBsyJRcfQWJDGjcwJAgSEU9ERjsmNB8NTAoaLSIcKBoLHA9HCBMQCxsxQyc2TRQIHi48JS1NOCAIDAwEUQgaAAAAAgAoAAACCgK1AA4AFQBrQD8oAgEIEQEOFSsFASgFOAUCCQUBDwUFDYsHCgkXDxQBO18UbxR%2FFAMUiwAADhYAFI4NDQeOCQkFC1UPjgQEBVYAPzMQ7T8SOS%2FtMy%2FtMgEQzjIQ7XJeXRDW3TLtMi9eXV1xMjEwAF5dAV03PgM3MxEzFSMVIzUhAQ4DBzMoE0JTXzBZUlJa%2FsoBNh49OjMU3PAsdXx4MP5ITLGxAZYgT1ZaKwAAAQBB%2F%2FEB6wK1ACcApkAQGSAPAE0BIA8ATRggDwBNFLj%2F8EA7DwBNDhAPAE0iahYBFowPAx8DAggDKQAjI4sgGxQgGxsgDg0oIyKOIACOGxAREgBMGwgQAE0bEA4ATRu4%2F%2BBAHg0ATRsQDABNGxsIIFYOEY8NIA8ATQ0ICBASAEwIVwA%2FKzMr7TI%2FEjkvKysrKyvtEO0yARDeMtY5hyt9EMQBGBDWXl3tXcQxMAArKysBKysTHgEVFA4CIyIuAic3HgEzMj4CNTQuAiM%2BAzchFSMOA8eXjR8%2FYEIaNi4kCBIRTTgtPSYRGkJuVAYHBgQCAU79AQQEBAGqBnhnLk44IAgMDARRCBoUIi0ZJjsoFTFWUlEtTw8zNzQAAAACAD%2F%2F8QIBArgAGgAtAJi1LQgPAE0kuP%2Fwsw8ATRq4%2F%2FizDwBNCbj%2F%2BEA5EgBNAxgPAE1XAwEFMAYBDwYBBgYAWSsBK4wHE3cTAhMvHoYLlgsCCyGMRwBXAAIALgsOjx4bGwUmuP%2FwQAsODwBMJo8YVwaPBbj%2F8LQOAE0FWAA%2FK%2B0%2F7SsSOS8z7TIBEN5d7TJdMhDWXe1dEjkvXV0zMTAAXQErKysrKxM0PgI3Fw4DBz4BMzIeAhUUDgIjIiY3IgYHDgEVFB4CMzI%2BAjU0Jj84Z5NcBzthTDQNGkEjO1I0Fxo1Ujhyd%2BAjPB4BAQwfNCghLh4NQQEWZZtqNwFOARg0Uz0MECQ7TSomUEIqnNANDQsXCyxOOyMcLDMYREgAAAABADwAAAH1ArUADgAlQBIOiwAABwWLCBAHDw5VCQWOB1YAP%2B0yPwEQzhDW7RI5L%2B0xMDM%2BAzchNSEVDgMHowYtQk8m%2Fq8BuSFQRzMGULGnjy1RTSaFpbtdAAAAAAMAN%2F%2FxAf0CxQAhADMARQEOuQAy%2F%2BizDwBNMrj%2F8EAJDgBNLhAPAE0NuP%2Fwsw8ATQO4%2F%2Fi0DxAATEW4%2F%2FCzDgBNQLj%2F8LUPAE00jBu4%2F%2FhAIRESAEwbAENBIEExLw8vEA8ATS8PQSAvIEGLDy8UDy9BD7j%2F4EA3DwBNUA8BICAPAE1fIAEPIA8gCiyMdgABDwABAEc%2BjBEIERIATBEijAoQEABNCkYPDyAgBTmPFrj%2F8LYICQBMFlgnuP%2FwtQ8ATSePBbj%2F%2BEALDgBNBRAICQBMBVcAPysr7Ss%2FK%2B0SORkvMy8BGBDeK%2B3UK%2B0Q1l1d7RI5OS8vXStdK8GHBCsQAcGHBH0QxAArhw7EEIcOxAEYENQr7TEwACsrASsrKysrJRQOAiMiLgI1ND4CNyY1ND4CMzIeAhUUDgIHFgUUHgIzMj4CNTQuAicOARM0LgIjIg4CFRQeAhc%2BAQH9HTlWOEFXNBYTHykXYh43TjA4UDMXER0lFHb%2Bmg0gMiYiMyAQGC0%2FKC0x%2Bg0cLCAgLRwNECI3JioytCpHNR0lOEMeHTUuJQ44bSZFNB8iNUAeHTMsIg04fxInIRYUHygVIDAkGQkZSgEwDyQfFRQfJRIWLCYeCRlDAAIAM%2F%2F%2BAfUCxQAaAC0AzkALJCAPAE0YIA8ATQK4%2F%2BCzDwBNArj%2F8LMOAE0CuP%2F4swgATQG4%2F%2FCzDwBNAbj%2F6LMOAE0BuP%2F4QCkJAE0eCSEIDQ4ATCGMAASbA6sDAncDAU8DAQMDEWgAAQ8AHwACCAAvK7j%2F8LMPAE0ruP%2F4QBEOAE0rjBEIEABNES4eG48JDLj%2FwEAYCgBNDAwDJggOAE0mjxZYBI8DCA4ATQNXAD8r7T%2FtKxI5Lysz7TIBEN4r7SsrEMZeXV0ROS9dXV0zEO0rMjIxMCsrKysrKysrARQGBycyPgI3DgEjIi4CNTQ%2BAjMyHgIHMjY3NjQ1NC4CIyIOAhUUFgH1zcoDP2VMMwwaQiM7UjQXGjVSODlXOx7gIz4dAQwfNCghLh4NQQGgztMBThg1VD0MDyM7TSolUEIqKExtiQ0NCxULK087IxwrMxhER%2F%2F%2FADj%2F8wC%2BAggCJgARAAABBwARAAABjwAQQAsBABEMBQBQAQgOTysrNAAA%2F%2F8AJv9hAL4CCAImAA8AAAEHABEAAAGPABBACwEOEw4HAVABABBPKys0AAAAAQA1AEwB%2FwIKAAYAYEAmBAUGAAQABq8FBBQFBAYFAwIBAAMAAa8CAxQCAwECAAUQDQBNBQK4%2F%2FBACg0ATQJQAIAAAgAAGS9dzSvNKwEYLy%2FBhwQrEAHBhwR9EMQBGC%2FBhwQrEAHBhwR9EMQxMBMFByU1JRecAWMa%2FlABsBoBK5JNt1C3TQAAAAIANQCZAf8BvQADAAcALkAaAwcHAgUFCQgCrz8ATwCvAAMABK8wBkAGAgYAL13t3l3tARESOS8zMy8zMTA3IRUhESEVITUByv42Acr%2BNuhPASRPAAEANQBMAf8CCgAGAGRAIgMEBQYDBgWvBAMUBAMFBAIBAAYCBgCvAQIUAQIAAQYEAQS4%2F%2FBAEA0ATQQBEA0ATQFQBoAGAgYAGS9dzSvNKwEYLy8vEMGHBCsQAcGHBH0QxBABwYcEGCsQAcGHBH0QxDEwEzcFFQUnJTUaAbD%2BUBoBYwG9TbdQt02SAAAAAgAT%2F%2FMBeQLFACEALQCSuQAJ%2F%2BCzCQBNCLj%2F4LMKAE0EuP%2F4sxEATQO4%2F%2FhANhESAEwigihAGzhIKCgSfwAYAQgYGANYH2gfeB8DH38HCycLNwsDCy8vLwECAy4VICsBKyVjArj%2F8LYPAE0CAIgDuP%2Fwtg8QAEwDBmgAPzMr7TIrP91xzgEQzjJdENZd7V0SOS9eXe0zLyvtMTAAKysBKysTIgcnPgEzMh4CFRQOBBUcARcjJjU0PgQ1NCYTFAYjIiY1NDYzMhauQj8aIlUwOUksERomLiYaAU4EFyQoJBc2CyQfHyQkHx8kAnciSBIWHzA7GyI1LiotNSEFDAUUFiA0LScoLBoqNf2%2FGygoGxsoKAAAAgBB%2F2cDdQLFAEUAVQD3QK2mRAGJQ5lDAmc%2FAVU%2FAVg1AZYpAZcjpyMCihkBaRkBCQIBqAMBA0lNfxMuLy%2FvEwGWE6YTAogTAVYTAROZHKkcAngcAVkcARx%2FkEGgQQKHQQEPQR9BAghBV1N%2F0AvgC%2FALA3kLiQuZCwMLdiaGJpYmAycmNyZXJgMmf%2BA3AZ83ATdWTVCHEDyHIRMQYEkXRocGLzKHLitpA3kDiQMDSwNbAwI6AwEDIAgLSAMABgAvMzMrXV1d3jLtMhDtMjI%2FM97tEO0yARDeXXH9XV3eXXHtENZeXV1d%2FV1dXc5dXV1xMi8zEO0yOV0xMABdAV1dXV1dXV1dXSUiJicOASMiLgI1ND4CMzIWFxEUFjMyPgI1NC4CIyIOAhUUHgIzMjY3Fw4BIyIuAjU0PgIzMh4CFRQOAicyNjcuAT0BLgEjIgYVFBYCsiAqDhY%2BHzBPOiAeO1U2M1UXFhIaJxkMLFJ1SUl6WDE0XX9MO00LChFZM1medkVEc5dUUpJuQB80SPAVKxEDAgYiFUdGRCsSDwwRHjtWOTBVPyQQCP7OIBokOkkmP29UMDFbhFRYhVktDgRKBg4zaaNwbKJrNjVlj1pEaEckUQkJDRoM6wIEWENHVAAAAgAIAAACjwK1ABEAGADcuQAP%2F%2FhANA0ATRAPDg0MEQwHCAkKCwYLBBgXFhUFFQUgDBIBTAsFFQVzBgsUBgsFBgECAxITFBUAFQC4%2F%2FBAQwwBTQwAFQBzEQwUEQwAERUVBhEaABoBQBpwGqAa0BoEDxoBDwYfBgIIBhkDBHkYXxVvFX8VAxIVEhUMEUIMQQtBBkIAPz8%2FPxI5OS8vXTPtMgEQxl5dXV1xEMYRORkvEADBhwUYK4d9xAErEIcOxMQFxMQOxMQQAMGHBRgrh33EASsQhw7ExAXExBCHDsTExMQQhw7ExMTEMTABKyEuASchByM%2BAzczHgMXAy4BJw4BBwIlER4Q%2FsY%2FZShGQ0IkWSRCQ0YoxSA%2FIiM%2FHy1XLbFuu6iZS0uZqLtuAQFXo0tLo1cAAAADAFb%2F%2BgJQArwAGAApADgAh7VXFQEwdhO4%2F%2FC0DgBNExC4%2F%2FC0DhIATBC4%2F%2FBADQkATRAkdhZACAkBTBa4%2F%2FhAEQ4QAEwWQAkATRYwCABNFjo6uP%2FAQBwJAU0ZOHMFqDk4NXwLEyp5KSkABgtFGh98BQBGAD8y7TI%2FMxI5L%2B05EO0yARD27TIrEN4rKysr7dQrKzIr7TEwXQUiLgInET4DMzIeAhUUBgceARUUBgEVFhceATMyPgI1NC4CIyczMj4CNTQuAiMiBgcBERUxMTAUFDAxMBU8aU0sNi09SJn%2B%2FwsPDSMXK006IxoxRCp9ZiRALxscMUIlJSoRBgIEBgUCoAUGBAISK0YzOUkSEk5HaGkBSfQBAQEBCxwyJiIvHAxOChoqIB4pGQwCAgABADr%2F8QJTAsUAJwDmQCMpQAwSSGgDAR4IEgBNhxuXGwICCBIATQIIDwBNEA8PIiMpGrj%2F8LMKAE0auP%2F4QBAJAE0adgUIEgBNBQgPAE0FuP%2F4tg4ATQWpKBC4%2F%2BhAFA0PAEwQFQgODwBMFQgJCgBMFXwPuP%2F4tBESAEwPuP%2FoQBkNDwBMDwoIEQBNCggOAE0KRSIYDQ8ATCIfuP%2F4tA4PAEwfuP%2F4QBMJCgBMH3wjGA0PAEwjAAgQAE0AuP%2F4tA4ATQBGAD8rKzIr7SsrMis%2FKyszKyvtKysyKwEQ%2FisrK%2B0rKxDGMjIvMzEwACsrXSsBXSsFIi4CNTQ%2BAjMyHgIXBy4DIyIOAhUUHgIzMjY3Fw4DAYBJeFYvNVp4RCtFMyAGHAkiKzMaN1g%2BIR06VzpDWBYZByQ2SA8wXIdXV4dcMAwQEARQBg4OCSZIZ0A%2BZkkoHAtQBQ8OCgAAAAACAFb%2F%2BgKPArwAEAAdAIJAHRQQDg8ATBQQCgBNFAgJAE0UEAgATRR2AEAJAU0AuP%2F4sxIATQC4%2F%2FBAGw4PAEwAQAkATQCpHxpzCKgeGhcICgBNF3wJDLj%2F%2BLYOAE0MRRsRuP%2F4QA0KAE0RfAgFCA4ATQVGAD8rM%2B0rMj8rM%2B0rMgEQ9u0Q9isrKyvtKysrKzEwARQOAiMiJicRPgEzMh4CATI2NTQmIyIGBxEeAQKPOGaOVSplKSllKlWOZjj%2Bh4qIiIopLQkJLQFbWoVXKwcKAqAKBytXhf6ajX9%2FjQIB%2Fe4BAgABAFYAAAIWArUACwA1QB0HAw8KHwoCCAoNBAhzAKgMBXkHBwEJeQtCA3kBQQA%2F7T%2FtEjkv7QEQ%2Fu0yEN5eXcbOMTAzESEVIRUhFSEVIRVWAaf%2BugEi%2Ft4BXwK1U85R8FMAAAAAAQBWAAAB%2BAK1AAkAKEAUBwMLBAhzAKgKBXkHBwEJQgN5AUEAP%2B0%2FEjkv7QEQ%2Fu0yENbOMTAzESEVIRUhFSERVgGi%2Fr8BHf7jArVT0VL%2BwQABADr%2F8gJeAsUAJwDRtQoQEABND7j%2F%2BEAsDwBNCRgPAE0XFidzAUAIAU0BQAgATQ8BjwECAagpKUAOAE0pQAsATQApAR%2B4%2F%2FizDgBNH7j%2F8EAQCgBNH3YMQAgBTQwIDwBNDLj%2F%2BEAMDgBNDEAIAE0MqSgXuP%2FwQBAOAE0XGhAKAE0afBEBAQcWuP%2FoQA4NDwBMFhEIDgBNEUUnJLj%2F%2BLMOAE0kuP%2FwtwoATSR8AgdGAD8z7SsrMj8rMysSOS8Q7SsyKwEQ9isrKyvtKytdKysQ9l0rK%2B3GMjEwACsrASsBMxEOAyMiLgI1ND4CMzIeAhcHLgEjIg4CFRQeAjMyNjcB%2FWEMLTtGJEl4Vi81WnlFL0k0IQYfHWAyNVc9Ih07VzsqOw0BVf68BAoKBzBchldXh1wwDBAQBFETGSZIZ0A%2BZkkoCQQAAAAAAQBWAAACawK1AAsAN0AfAwtzDwIfAgIIAqgNBQlzB6gMCnkEBAYIQQZCAkIAQQA%2FPz8%2FEjkv7QEQ%2Fu0yEP5eXf3AMTABMxEjESERIxEzESECCmFh%2Fq1hYQFTArX9SwFA%2FsACtf7fAAABAFYAAAC3ArUAAwAkuQAF%2F8BAEQgBTQAFAQWoAXMDqAQCQgBBAD8%2FARD2%2FeZdKzEwEzMRI1ZhYQK1%2FUsAAAAAAQAI%2F%2FEBowK1ABMAebkAA%2F%2FwQBQJAE1nEAERcxNACQFNDxMBE6gVFbj%2FwEAYCQFNCwpACQFNCkAJAE0PCgEIChQSQQsOuP%2F4QB0PAE0OfAoQDA4ATAoFCBAATQUQDwBNBQgIAE0FRgA%2FKysrMyvtKzI%2FARDGXl0rKzIrEPZdK%2B0xMABdASslFA4CIyIuAic3HgEzMjY1ETMBoxU1WUMiOS4iCiYVQzJIQmHfMlZBJQsREwlNDyFJWQHNAAABAFYAAAJvArUAGgDbQGAaCA8ATVkOeQ4CDRAUAE2IDQHYDAHYCAGnBgELGBMATQsgCxJICAsYCygLAwgLcwkJChYZGhUaBAMCAQAFABoIEwBNwBoByhoBGgUABXMVGhQVFRopADkAAggAGAACAAq4%2F%2BhALxQATTAKUApgCgMKHBURFHMSqBsaQcAQARB7wAUBBc8VAQ8VARUVERNBEUIKQgBBAD8%2FPz8SOS9dcTlx7XE%2FARD%2B7TIyENZdK8ZdXYcQK4d9xAFdcSsQhw7ExMTEEIcOxMQBETMYEO1eXSsrMTBdXV1dK10rAQ4DBx4DFyMuAycRIxEzET4DNwJXH05VVCUrYFxRG3IeTldZKmFhI1RSSRkCtSJTV1QkHlhkaC8vX1dKGv63ArX%2BziFTVE0dAAAAAAEAVgAAAfcCtQAFABtADQAHBHMCqAYDQQV5AUIAP%2B0%2FARD27RDGMTAlFSERMxEB9%2F5fYVRUArX9nwAAAAEAQwAAAyUCtQApAUq5ACX%2F8LMRAE0kuP%2FwsxEATSG4%2F%2FhAEhUZSGYhpiEC9yABpx0BZh0BGbj%2F6LYRAE1XGQEYuP%2FwQDkRAE0JFQGIDvgOAmkOAfcJAQgIGAgC%2BQgB2AjoCAKZCKkIAogIAWkIAVcDAQeWEaYRAocRARFzECu4%2F8C1CQFNK6kfuP%2FwtgwSAUwfcx64%2F8BAJAoNSB4imRsBG3OmHAGFHJUcAk8cARwpdk8AAQCJEJkQqRADELj%2FwEAmCg1IEAoQDBIBTApzDwsBCAupKhZAGh5IFnwpKRwfQhxBG0ERQSK4%2F%2BC0DQBNIge4%2F8C3FRkBTLAHAQe4%2F8BADBoeSKQHAQd8EEEKQgA%2FP%2B1dK10rMis%2FPz8%2FEjkv7SsBEPZeXe0r1Std1F391F1dXe1dMtUr7SvmKxDtXV0yMTBdXV1dXV1xXV1dXStdK11dXV0rKyslLgUnBgIHIz4DNzMeAxc%2BAzczEhMjJgInDgUHAY0KISYrJiEKCw4FXwQKDQ8JVRs%2BPjoYGDo%2BPhtVIhFfBQ4LCiEmKyYhCmAYSlZbUUARdv7tjFq3sahLLHiDgzY2g4N4LP6x%2FpqMARN2EUBRW1ZKGAAAAAABAFYAAAKCArUAEwCWQCCHDgEgAwF3CwEDCwAHAHMQCxQQCxBzEkAICQFMEqgVFbj%2FwEBDCQFNBBWEFQIIB3MJqBQTQosHmwcCegcBawcBWgcBSQcBhBCUEAJiEHIQAgJAEFAQAhQQNBACBxAIEUELQQpBCEIAQgA%2FPz8%2FPxI5OV1dX11dXV1dXV0%2FARD27V5dKxD2K%2F2HK4d9xAFfXTEwAF1dIS4FJxEjETMeAxcRMxECMRY5QkdGQhxfTS9raV0gXyVcY2ZfVCD94wK1MoWNiDUCAf1LAAACADr%2F8QLQAsUAEwAnAQe1EiAQAE0MuP%2FgsxAATQi4%2F%2BBAHRAATQIgEABNEQgSAE0RCA8ATQ0IEgBNDAgPAE0HuP%2F4sxIATQe4%2F%2FizDwBNA7j%2F%2BLMSAE0DuP%2F4QBUPAE0eCA4ATR4QCgBNHnYKQAkBTQq4%2F%2FizEgBNCrj%2F%2BEAPDwBNCkAJAE0KqSnwKQEUuP%2F4sw4ATRS4%2F%2FBAHQoATRR2AEAIAU0ACBIATQAIDwBNAEAIAE0AqSgZuP%2F4sw4ATRm4%2F%2FizCgBNGbj%2F8EAaCQBNGXwPRiMIDgBNIwgKAE0jEAkATSN8BUUAP%2B0rKys%2F7SsrKwEQ9isrKyvtKytdEPYrKysr7SsrMTAAKysrKysrKysBKysrKxM0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4COjVbeURDd1o1NVp3Q0R5WzVmIDtVNTVUOyAgO1Q1NVU7IAFbWYhbLi5biFlZiFsuLluIWT9nSCcnSGc%2FP2dIJydIZwAAAAIAVgAAAj0CvAAOABwAUrkABf%2Fwsw0ATQS4%2F%2BizDQBNArj%2F8LUNAE0YdgO4%2F%2FhAGQ4PAEwDHgkRcwuoHRJ5CAgACkIRD3wMAEUAPzLtMj8SOS%2FtARD27TIQ1ivtMTArKysBMhYVFA4CKwERIxE%2BARciBxEzMj4CNTQuAgEOkp0rUXRJTWEpZTI%2BIUkyUDceHzVGArxvbjxVNRj%2B%2FwKrCgdVA%2F7wDR82Kig0HwwAAAAAAgA6%2F0cC0ALFAB4AMgELuQAN%2F%2BizEABNCLj%2F4EAREABNAiAQAE14HAENCA8ATQe4%2F%2FizEgBNB7j%2F%2BLMPAE0DuP%2F4sxIATQO4%2F%2FhAHQ8ATQ92GhoAKRAOAE0pEAoATSl2ChUVCkAJAU0KuP%2F4sxIATQq4%2F%2FhADA8ATQpACQBNCqk0H7j%2F8LMOAE0fuP%2FwQB0KAE0fdgBACAFNAAgSAE0ACA8ATQBACABNAKkzJLj%2F8LcJCgBMJHwPGrj%2F%2BLcOAE0aRhR8Fbj%2F8LQREgBMFbj%2FyEATCABNFS4QCQoATC58BQgOAE0FRQA%2FK%2B0rLysr7T8rM%2B0rARD2KysrK%2B0rKxDmKysrKzIvEO0rKxI5L%2B0xMAArKysrK10BKysrEzQ%2BAjMyHgIVFA4CBx4DFwcuAycuAzcUHgIzMj4CNTQuAiMiDgI6NVt5REN3WjUoR182ASc8SiUXNF9NNAk%2FcFIwZiA7VTU1VDsgIDtUNTVVOyABW1mIWy4uW4hZTnpZNwoXIxgQBEwHFyY7LAQzW4JVP2dIJydIZz8%2FZ0gnJ0hnAAIAVgAAAmMCvAAaACgAhUATCAgSAE2YCAGJCAFXAgELJHYAGLj%2F%2BLMPAE0YuP%2FwQAkOAE0YEA0ATRi4%2F8BALAoLAEwYBQZzZwSHBAIEBAUqYCoBDx1zEagpHRt8FR55CwAODhASFUUQQgVCAD8%2FPzMSOS8zM%2B0Q7TIBEPbtMl0QxjIvXe0Q1isrKysy7TIxMF1dXSsBHgMXIy4DJwYiKwERIxE%2BATMyFhUUBgMiBxEzMj4CNTQuAgGpEDE0MxJqFC8wLxMNGw5XYSllKpKZSdo%2BIUUyUDceHjNFASIUQU9WKCZORz4XAf7xAqsKB25tRWIBLQP%2B%2BwocMyonNB4MAAABACH%2F8QH1AsUAMAEfQDkFJwEIDgEIDQEKJgGXIgEFHwETqBIBmRIBiBIBEiUAIQGJCAEhHggFIQUIcx4hFB4hCB4eBRsCdiW4%2F%2FC0EBIATCW4%2F8C0Cw4ATCW4%2F%2FBAYQkATXAlASUyG3YMEBIATQwYEQBNDBAQAE0MEAkATQwuLUAIDkgtMZgFAXkFAT0FTQUCCwUBCHQeAUIeAQUeBR4PRy4BLmcAAQB8LQgPAE1YLQEtKEZ3E5cTAlYTARMWfBK4%2F%2FBAEQ8ATYYSlhICdxIBVhIBEg9FAD8zXV1dK%2B0yXV0%2FM10r7V0yXRI5OS8vXV1eXV1dXQEQ1isy1isrKyvtENZdKysr7RE5ORDBhwQrEAHBhwR9EMQAXV0BGBDEXV1dMjEwAF1dXQFdXV03MjU0LgInLgM1NDYzMhYXBy4BIyIOAhUUHgIXHgMVFAYjIi4CJzceAfeYGy47ISZEMh18bT9nGB8VUzccMCQVFig1IC1LNx6FeSlFNicLHRdeRWggLSEYDA0hLT4sW2YbEE8NGQwYJRkcJh0YDBIkMkUxW2ILDxEGUA0gAAAAAAEAEAAAAiUCtQAHADpAJAl%2FAY8BAgABAQEDc38EjwQCAAQBBA8GHwYCCAYIA0IBBnkAQQA%2F%2FcA%2FARDWXl3WXV391l1dxjEwARUjESMRIzUCJdph2gK1VP2fAmFUAAAAAAEAUf%2FxAl8CtQAXAFlALhYIDQBNFQgNAE0DCA0ATQIIDQBNEHMPEh8SAggSqBmfGQEHcwWoGBFBBkELfAC4%2F%2FizDABNALj%2F8LQLAE0ARgA%2FKyvtPz8BEPbtXRD2Xl3tMTAAKysrKwUiLgI1ETMRFBYzMj4CNREzERQOAgFYRGRAH2FcSiU9LBhhH0FjDypJZDoBs%2F5YaF4XMEs0Aaj%2BTTpkSSoAAQAKAAAChgK1ABIAx0AqiBEBeBABZw4BNw1HDYcNA3cMAbgKAYcJAXgJATgBSAEC1Q%2FlDwLGDwESuP%2FwQDAMEgFMDxIPDBJzAAUUAAAFDBAMEgFMDwwLBg8GDHMLBhQLCwYUzwABAAUgExsBTAW4%2F8C1ExZIBXMGuP%2FgQBwTGwFMzwYBBg8LHwsCCAsTEkEMQQtBBkIFQgBBAD8%2FPz8%2FPwEQ1l5d1V0r%2FSsr1V3GhxArEADBhwV9EMQBK4cYECsIfRDEASsAXV0xMAFdXV1dXV1dXV0BDgMHIy4DJzMWEhc2EjcChiZFQkEiWyJBQ0YlazZoNzdoNQK1bruomUtLmai7bp7%2B3IB%2FASWeAAEAHAAAA4UCtQAgAV5AJDggAeggAR8IEgBNOB8BeBgBNxIB5xIBdwkBhwIBhwEBmwABHbj%2F8EAKEQBNdB0BtB0BGbj%2F8EBVDBIBTB0ZFBlzGh0UGh2gIgEiGhQ3HgELHhseAjYRAYkRARQRAR4RFBFzAB4UAB4gFAHQFAEUAHsEAbsEAZkEAQgQDBIBTAQIDQhzBwQUBwcElgMBELj%2F8EBgEQBNNhABmhABKRBJEFkQAxQQAQMQDRBzAAMUAAMAcA0B4A0BDaAHAQ8HHwcCCAchHkIdQhpBFA0AIBEATZkAAXgAAWYAAZcNAWANAUQNVA0CAA0EEBEZQQhBB0EEQgNCAD8%2FPz8%2F1sAROTldXV1dXV0rETM%2FPz8BENZeXV0Z1V1xGNWHK4d9xAFdXV1xK12HGBArh33EAStdXXEYEMVdcYcrh33EAV1dcV1dGRDVGMZdhyuHfcQBK11xKzEwAF0BXV1dXXFdcStdcQEOAQcjJgInMx4DFz4BNzMeARc%2BAzczBgIHIy4BAdEqVithNVEjZg4eICARKFonVCdcKBAgHx4OYyRRNGEsVAHWhuRsmQFUyE6ck4Y5afuGhvtpOIaTnU7I%2FqyZbOQAAAABABcAAAJjArUAFwDjs6AZARm4%2F8BALAwQSIoUAQMIEQBNhhEBFBMKFxAREgsXEA4SCwAPCRMKBRMKAA8KEAwSAUwKuP%2F4tBESAEwSuP%2FwQBQMEgFMChILEnMTChQTChMXAQAPALj%2F8EBIDBIBTAAIEgBNEBAMEgFMABAXEHMPABQPDwBAF1AXYBeAF6AXBRcZkBkBDxkvGQIPDwsfCwIICxgXQhNBEkEQQQ9BC0IKQgBCAD8%2FPz8%2FPz8%2FARDWXl3GXV0Qxl2HECuHfcQBKysrhw7EARgQ1ocrh33EASsrKw%2BHDsQPDw8xMABdAStdK10hLgMnDgMHIz4BNwMzGwEzAx4BFwH2DyoyNhkZNjErD2std0PecKupb9pEeC4eSU9PIyNPT0keWLZgAUf%2B%2FgEC%2Fr1huFkAAAABAAYAAAJQArUAEACLuQAL%2F%2FBAUgwSAUwICwgFC3MMDxQMDw8QEm8MnwyvDAMMEHMABRAMEgFMCAUEAQgBBXMEARQEAQFvAJ8ArwADAA8EHwQCCAQRAQEPDwwQQgxBC0EFQQRBAEIAPz8%2FPz8%2FEjkvMy8BENZeXcZdMocrEADBhwV9EMQBKxgQ%2FdZdxhEzhysIfRDEASsxMDMRLgEnMx4BFz4BNzMOAQcR%2B0V6NnImXjIxXidsNnpEARZr0GRSqU5OqVJkz2r%2B6AAAAAABACEAAAIYArUAFQBNQCoMERILEgEABwcSCxJzAAcUAAcADwgfCAIICBcTCxYSABN5FEELBwh5CUIAP%2F0yxT%2F9xTMBEN7GEN5eXdaHK4d9xIcOxBCHDsTEMTABDgUHIRUhNT4FNyE1IQIOFz1ESEU%2BGQGG%2FgkVOUFGRUEb%2FpwB2wJoGklZY2VkLVNBKGBkZl5SH1MAAQBg%2F0cBQQMPAAcAHUANAgUJA38HCASHBgKHAAAv7S%2FtARDe7RDWwDEwEzMVIxEzFSNg4YqK4QMPSfzKSQAAAAH%2F6P9HAZgDDwADAClAFgEDAAOuAgEUAgIBAAQCA2ICYgFkAGQAPz8%2FPwEvEMaHECuHfcQxMAMzASMYXQFTXwMP%2FDgAAQAI%2F0cA6QMPAAcAHUANA38HCQUBCASHBgKHAAAv7S%2FtARDWwBDe7TEwFyM1MxEjNTPp4YqK4blJAzZJAAAAAAEALwE7AgUCtQAGAGxAQokFmQUCOAVoBXgFA6sEuwQCpAK0AgKGAZYBAjcBZwF3AQNKA1oDAgQEBQMCAgEDBgYDAAADAwcCBH8DjwOfAwMDBgAvxV3NMgERMxkvMxgvETMvGRDFMhgvGRDFMhgvMTAAXQFdXV1dXV0BEwcLAScTAUPCSqGhSsICtf6sJgEa%2FuYmAVQAAAAAAf%2F8%2F0cB8P%2BWAAMAGEAKAQEFAAAEAIcCSwA%2F7QERMy8RMy8xMAchFSEEAfT%2BDGpPAAAAAAEAPQJEAPkDCAADADeyAgEAuP%2FAQAkREgBMAAMEAwC4%2F8CzEgBNALj%2FwLUNAE0AAQIAL83dKyvNARDeGcUrGN0ZxTEwExcHJ3mAL40DCJoqiQAAAAIAK%2F%2F1AcACFQAOADUA2EALIQgKAE0sCBEATSK4%2F%2BCzCABNErj%2F4EAXCABNCggRAE0DKQgSAE0pfxRACAkBTBS4%2F%2FhAEQoATRQ4CAkATBSqNx83ATIzuP%2FAQA4KDABMMwyCH0AICQFMH7j%2F6LMSAE0fuP%2FwQBoRAE0fUAkKAEwfQAgATR82KSSIBAdAEgFNB7j%2FwEAKCAFNB0AREgBMB7j%2FwEASCABNBwcPAwCIFRpRMi%2BIMw9QAD8z7TI%2FM%2B0yEjkvKysrKzPtMgEQ1isrKysr7cQrMl0Q9isrK%2F0rwDEwACsrKysBKyUyNjc1LgEjIg4CFRQWEzIeAhURDgMjIi4CNTQ%2BAjMyHgIXNTQuAiMiBgcnPgEBACEzEQotIBUvJxpALzhNLxQMKzY%2FHyxKNh4jPFAsDh4bFAQKGi0kLkURCxJUQwMEmwUHBhMhGzInAdIdNUks%2FrsCBwYFEidALSs%2BJhIDBQQBGhctIxUNB00IDwAAAAIAUP%2F0AhoDCAASACEAiLUbIA0ATRi4%2F%2BBAKw0ATRkIDgBNGYIIEBIATQgIDgBNCBALDQBMCKsjEgAhfxCqIhJOExaIEA24%2F%2Fi0ERIATA24%2F%2FC1DgBNDVEhuP%2FgtxESAEwhHogAuP%2FgQAwREgBMAAMIDgBNA1AAPyszK%2B0yKz8rKzPtMj8BEPbtMjIQ9isrK%2B0rMTAAKysTPgEzMh4CFRQOAiMiJicRNxEeATMyNjU0LgIjIgYHrRFFLThXPB8lRGA8QWQgXQ4zJktaECQ5KCZAEQHxCxgoSGQ8P2VGJhIJAukQ%2FUkEB2NbKEYzHRoOAAEAM%2F%2F0Ab0CFQAhALe5ABf%2F8LMNAE0SuP%2Fwsw0ATQe4%2F%2FCzDQBNA7j%2F8EAKDQBNAggQAE0NHbj%2FwEAQDBZIHSM%2FI08jAiNADxZIFLj%2F%2BEAMDQBNFIIFQAgJAUwFuP%2FwQCMOAE0FQAgJAEwFqyIOEQgNAE0REAwATRGIDQoIDgBNClAcGbj%2F%2BLMNAE0ZuP%2FwtgwATRmIHQC4%2F%2Fi0DgBNAFEAPysy7SsrMj8rM%2B0rKzIBEPYrKyvtKytdENYrxjEwKysrKysFIi4CNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwEyP19BICNAXTkjRiAVFTcfTlMTKUAuJTwRDQgeJisMKEhjPDxkSSkMDU8KDGJeKkYyGw4ITgUJBwUAAgAz%2F%2FQB%2FQMIAA4AIQCtuQAX%2F%2FCzDQBNCrj%2F2LMNAE0KuP%2F4tAsMAEwFuP%2FgQBYNAE0OIX8QQAgJAUwQQAgJAEwQqiMIuP%2FwQAwOAE0IghlACAkBTBm4%2F%2FC0ERIATBm4%2F%2FBADQ4ATRlACAkATBmrIgC4%2F%2BC3ERIATAADiCG4%2F%2BBACRESAEwhHlAOC7j%2F8EAKEgBNC4gRFFEQTgA%2FPzPtKzI%2FMyvtMisBEPYrKysr7SsQ9isr%2FcAxMCsrKysBLgEjIg4CFRQWMzI2NxE3EQ4BIyIuAjU0PgIzMhYXAaARQCYoOSQQWksmMw5dIGRBPGBEJR88VzgtRREBmg4aHTNGKFtjBwQCpxD9BwkSJkZlPzxkSCgYCwAAAAIAM%2F%2F0AfkCFQAaACMA7LkAIf%2Fwsw0ATRm4%2F%2FCzDQBNGLj%2F4LMNAE0OuP%2FYsw0ATQe4%2F%2FBACQgATRgQDwBNB7j%2FwLQPEABMBrj%2F%2BEAVDwBNEl8TbxMCExuCCKslTyVvJQIjuP%2F4tQ4ATSOCDLj%2F%2BEAMDgBNDIIAQAgJAUwAuP%2F4sw4ATQC4%2F%2FBADgwATQBACAkATACrJBIPuP%2FwQAkNAE0PiBYjhwu4%2F8BACRMUAEwLCwUTFrj%2F%2BEATDgBNFlEeCA4ATR4QDQBNHogFUAA%2F7SsrPyszEjkvK%2B0Q7SsyARD2KysrK%2B0r7StdEPbtxF0yMTAAKysrASsrKysrEzQ%2BAjMyFhUcAQchHgEzMjY3Fw4BIyIuAiU2JiMiDgIHMyhCVi1pcAH%2BnAZSVzFDEQ0RVTZEY0AfAWUBQTkgMSITAwEDRWdEIoOGBhMIUVQRCE4JFClIY24%2FURkoNBsAAAEAUAAAAYsDCAATAERAIQQTAQgHEgEMAxUKDn8QqhQPSg2HC0kEBwgPEABMB4gDALj%2F%2BLQRAE0ATwA%2FKzLtKzI%2F7T8BEPbtMhDWxjEwAF1eXQEyFhcHLgEjIgYdATMVIxEjETQ2ARspOwwRDCwgQTTIyF1iAwgMBVAGC0c8LU7%2BRgI3ZG0AAAACADP%2FRAHyAhMAHgAtAOq5ACj%2F4LMNAE0nuP%2Fwsw0ATSO4%2F9izDQBNErj%2F8LMQAE0SuP%2FoswgATQu4%2F%2FCzDQBNCrj%2F8EAZDQBNAB4tfxBACAkBTBBACAkATBCqLxgXJbj%2F%2BLMOAE0luP%2FwswwATSW4%2F%2FhADAsATSWCCEAICQFMCLj%2F8LQREgBMCLj%2F6EAVDgBNCEAJAE0ISAgATQirLhgbiBcUuP%2FwQCEODwBMFFIfIogQDVAtIBESAEwtKogAIBESAEwADwMBCAMAL15dMyvtMis%2FM%2B0yPysz7TIBEPYrKysrK%2B0rKyvEMhD2Kyv9xDIxMCsrKysrKyslDgEjIi4CNTQ%2BAjMyFhcRFAYjIiYnNx4BMzI2NQMuASMiBhUUHgIzMjY3AZYMRS4vUz4kIkFeO0FhIXx%2BMVcgERxRLFNJAQ4vKEtRFyczGyU%2BEjQIGR4%2FXkE5X0UnEwj%2BMHhsEAtRCxFCSAGYBAdiUS1AKhQVDgAAAAABAFAAAAH0AwgAGQBuuQAJ%2F%2FC2CABNSxABCbj%2F%2BLQPEABMCLj%2F%2BEAsEABNDX8LQAgJAUwLQAgJAEwLqht%2FG%2B8bAk8bvxsCAhh%2FAKoaGUoMShgTiAa4%2F%2Fi2DwBNBlACTgA%2FPyvtMj8%2FARD27TJdcRD2KyvtMTAAKytdASszETcRPgEzMh4CFREjETQuAiMiDgIHEVBdGjsdPlIxFF0NHjIlDyAdFwUC%2BBD%2B9goLIz9YNf7cARAwRCoTBAUGAv5QAAACAEIAAAC6AuAAAwAPADNAEAAREBECCBGqDQN%2FBwGqEAS4%2F8BACwwSSASJClMCSQBKAD8%2FP%2B0rARD2Mv0y5l5dMTAzIxEzJyImNTQ2MzIWFRQGrV1dLxkjIxkZIyMCCF4hHBwhIRwcIQAAAAAC%2F7z%2FRQC6AuAADwAbAE%2B5AA7%2F6LQJCgBMDrj%2F2EAUCABNAB0QHQIIHaoZDH8TAwqqHBC4%2F8BADwwSSBCJFlMLSQQHiAMAUgA%2FMu0yPz%2FtKwEQ9sQz%2FTLmXl0xMCsrByImJzceATMyNjURMxEUBhMiJjU0NjMyFhUUBgUMJg0MChoLMCldWywZIyMZGSMjuwYFTAMEOzkB%2F%2F4CZGEDISEcHCEhHBwhAAABAFAAAAH8AwgAGgD%2FQBUVCBUATQkYEABNBggYAE0LEA8ATQu4%2F%2FBAGAwATQsQCwBNCggLAE0JEBgATQgIDwBNArj%2F8LMZAE0GuP%2FgtBQYAUwGuP%2FgtAgBTQYVuP%2FgsxsBTRW4%2F%2FBAGxQVAUwVCA4ATQAgGwFNACAWGAFMABAUFQFMALj%2F4EAbDwBNFQAWAH8QFRQQFQAQFhAIAU0WBRAIAU0FuP%2FgsxIATQW4%2F8BAIg0QSAUcEAx%2FDqobFkkQEAsMAEwQEAYVSQ9ODUoMSgZKBUoAPz8%2FPz8%2FEjkvKz8BEPb9wBDWKysrxisQAMGHBSuHfcQBKysrKysrKzIrKzEwACsrKysrKysBKysrAR4DFyMuAycVIxE3ET4DNzMOAwEMHkNBOhRtFTc8PhxdXRg6ODISbRc2OjsBHhdET1EjI0lDOBP6AvgQ%2FiYYOjw3FRk8PT0AAQBO%2F%2FYA%2BQMIAAsAPUATASAMAE0AEAgSAUwBIAgLAEwNC7j%2FwEAQCAxIC4AFfwOqDAVOC4gAUQA%2F7T8BEPb9Gt4rxjEwACsBKysXLgE1ETcRFB4CF%2BxWSF0IEh4WCgJGSgJwEP2PFx4SCQMAAQBQAAADEwITAC0BIUARIyANAE0aEBESAEwVIA0ATQ64%2F%2FC0ERIATA64%2F%2BCzEABNDrj%2F0LMPAE0NuP%2FwtBESAEwNuP%2FosxAATQ24%2F9izDwBNDbj%2F4LMIAE0MuP%2FwQBQQAE0JEBIATQkIEQBNCBAQEgBMBrj%2F%2BLMPAE0FuP%2FgtBESAEwFuP%2FosxAATQW4%2F9CzDwBNBLj%2F6LMQAE0vuP%2FAtAgJAUwvuP%2FAQDcJAE0vqhJ%2FEEAcAE0PEAEQBiB%2FG08eAQ8eAQgeK38tqi4sSh9KEUorJiYbEBAATRsYiAsAAwMGuP%2FwtAgATQYLuP%2F4tQkKAEwLUAA%2FKzMrMy8zEO0yKzIvMz8%2FPwEQ9u3cXl1xMv053F0r7eYrKzEwACsrKysrKysrKysrKysrKysrKysTPgEzMhYXPgMzMh4CFREjETQuAiMiBgceARURIxE0LgIjIg4CBxEjUCBpRTJEFwceLDYfPEwrD10JGSsiLz0LCAhdChkrIQ4gHRgEXQH5CBIbGgUSEQ0jQFg0%2FtwBEC5CLBUZCho%2BIv7cARAuQiwVAgMEAf5JAAAAAAEAUAAAAfQCEwAXAG65AAb%2F8EAOCABNDggNAE0NIA0ATQa4%2F%2FCzEABNBrj%2F%2BLMPAE0FuP%2FoQB8QAE0Kfw8IHwgCCAiqGb8ZARV%2FF6oYFkoJShUQiAADuP%2F4tA8ATQNQAD8rM%2B0yPz8BEPbtXRD2Xl3tMTAAKysrKysBKxM%2BATMyHgIVESMRNC4CIyIOAgcRI1AgakU%2BUjEUXQ0eMiUPIB0XBV0B%2BQgSIz9YNf7cARAwRCoTAgMEAf5JAAAAAgAz%2F%2FMCGwIVABMAHwCBuQAf%2F9izDQBNG7j%2F2EAbDQBNGSgNAE0VKA0ATRQQDgBNFIIAqyF%2FIQEauP%2FwQCMOAE0aggpACAkBTApACAkATAqrIBcIEgBNFwgOAE0XiA9QHbj%2F%2BLMSAE0duP%2F4tg4ATR2IBVEAP%2B0rKz%2FtKysBEPYrK%2B0rXRD27SsxMAArKysrARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgIbJEFaNTVaQSQkQVo1NVpBJGFPRERPT0RETwEEPmRIJydIZD49ZUgnJ0hlPVhnZ1hYZ2cAAAAAAgBQ%2F0cCGgITAA4AIQB6QFgNEA0ATQwgDQBNAhgSAE0CMA0ATQAQEQBNABgOAE0Afw8IEwBNDxASAE0PCA4ATQ8QCwwATA%2BrIwYXfxmqIgYDiBodUBhLByAREgBMBwqIFyAREgBMFxRRAD8zK%2B0yKz8%2FM%2B0yARD27TIQ9isrKyvtKysxMCsrKysBNCYjIgYHER4BMzI%2BAjcUDgIjIiYnFSMRPgEzMh4CAblaSyovDhFAJig5JBBhHzxXOC1FEV0hY0E8YEQlAQNbYgYE%2FrgOGh0zRSg7ZEgoGAvQArEIEyZGZQAAAgAz%2F0cB%2FQITAA4AIQC5uQAR%2F%2FCzDQBNDbj%2F8LMSAE0NuP%2Fgsw0ATQO4%2F%2FBAFw0ATRkZCH8XQAgJAUwXQAgJAEwXqiMAuP%2F4QAwOAE0Agg9ACAkBTA%2B4%2F%2BizEgBND7j%2F8EAUDgBND0AICQBMD6siCCAREgBMCAW4%2F%2FBAJg0ATQWIGiAREgBMGh1RGEsJDBARAE0MCA4ATQwQCw0ATAyIFxRQAD8z7SsrKzI%2FPzMr7SsyKwEQ9isrKyvtKxD2KyvtMi8xMCsrKysTFB4CMzI2NxEuASMiBgc0PgIzMhYXESM1DgEjIi4ClBAkOSgmQBEOLypLWmElRGA8QWMhXRFFLThXPB8BAyhFMx0aDgFIBAZiWz9lRiYTCP1P0AsYKEhkAAAAAAEAUAAAAXgCEwARACVAEgYFEwx%2FDqoSDUoMBgmIDwUAUAA%2FMjLtMjI%2FARD27RDGMjEwATIeAhcHLgEjIgYHESMRPgEBEAwfHhkGEAszKBozCF0hYgITAwUFAlEECwsC%2FksB8gwVAAAAAQAo%2F%2FQBlwIVAC0BOrkAJf%2FYswkATSW4%2F8hAEwgATQwwCQBNDEAIAE0JGBIATSu4%2F%2FBADxMATSYYCgwATCUIDgBNIrj%2F%2BLMSAE0iuP%2FgsxEATSK4%2F%2FhACQ8ATSEIFABNIbj%2F8LMSAE0huP%2FwswoATQ24%2F%2Bi0CwwATA24%2F%2BBADgoATQkQEQBNCBgKAE0GuP%2F4QEITAE0GCBIATQYIDxAATAUIDwBNBRALDABMCAUhHggeIX8FCBQFCCEFHgUaA3%2BfEwETJKsvPy8BGn8LKi4eCBUATR64%2F%2Fi2EABNBR4OK7j%2F8LMVAE0ruP%2F4QBQUAE0rAIgqJ1EUF4gTDggTAE0OUAA%2FKzPtMj8z7TIrKxI5OSsrARDe1u1dEPbEXe0ROTkQwYcEKxABwYcEfRDEMTAAKysrKysrKysrKysrKysrKysrASsrKysrNzI2NTQmJy4DNTQ2MzIeAhcHLgEjIgYVFB4CFx4DFRQGIyImJzceAck5NzY%2BHjcoGGZYFiwmHQgRD0AtJzoNGygcJTopFmtjRU4OERBGQx4hIigZDBkiMCNFUQUHCANQCBEfIREaFRIKDhskMyVIShcGUAYYAAAAAAEASv%2F1AYACqQAXAF5ADx8ZLxk%2FGQMTIAgATQwCDbj%2FwEAQDRhIDRlPGQEDF38VqhgMCbj%2F%2BEAZERIATAmIDRAICgsATBAQCQBNEFEXAocASQA%2F7c0%2FKysz7SsyARD27TJdENYrxjMxMCtdEzMVIxUUHgIzMjY3Fw4BIyIuAjURN6fFxQwYJBgqMwoSDkYtNUUqEV0CCE7wJzMdDBMETQcVGzZPNAHQEAAAAAABAEr%2F9QHuAggAFQBQQCEGGAgATVQMARN%2FDxUfFQIIFaoXvxcBCn8IqhYUSQlJEw64%2F%2FBADw0OAEwOiAADEA8QAEwDUQA%2FKzPtKzI%2FPwEQ9u1dEPZeXe0xMABdASslDgEjIi4CNREzERQWMzI%2BAjcRMwHuIGlFPFIyFl08Rw8gHBcFXQ8IEiNAVzUBJP7wX1ICAwMCAbcAAAEAEAAAAeYCCAASALu2DwgPEABMC7j%2F%2BEAPDxAATAYICgBNBhAJAE0BuP%2F4twkKAEyQDQENuP%2FAszxCSA24%2F8CzJi1IDbj%2F4EBKExZIDRINCBJ%2FAAMUAAADDQgHBA0ECH8HBBQHBwQUnwCvAAIAABAAAgADf58ErwQCAAQQBAIEDwcfBwIIBxMSSQhJB0kESgNKAEkAPz8%2FPz8%2FARDWXl3VXV391V1dxocQKxAAwYcFfRDEhxgQKwh9EMQAKysrcjEwASsrKysrAQYCByMmAiczHgMXPgM3AeYnaTFUMWknZAwhJSYRESYlIQwCCJL%2B9GpqAQySMW9tZigoZm1vMQABABIAAAL3AggAJAPKQAlAJgEdCBAATRa4%2F%2FCzEAFNFbj%2F%2BLMSAE0LuP%2F4sxcATQW4%2F%2FizEgBNBbj%2F8EATEQBNBSgIAE0BCBEATSMYDwBNGbj%2F8EAJEABNCBgPAE0kuP%2FwswkBTSS4%2F%2FC0ExUATCS4%2F%2Bi0DQ4ATCS4%2F%2BhACgkATUAkATQkASS4%2F8CzJipIJLj%2F4EAOICVIciQBQCRQJGAkAyS4%2F%2BBADxMXSCQgGyB%2FISQUISQmIbj%2FwLMOAU0huP%2FAtQ4ATSEbALj%2F6LMOAU0AuP%2FwQEoNAU0AIAoBTQAQExUATAAgDwBNABAKAE1bAAEAICgrSP0AAesAAdkAAbsAAZoAAYsAAX0AAV8AbwACSgABuwDLANsAAxYQEgFNFrj%2F8EAODwFNFigOAU0WGA0BTRa4%2F%2FBADwoBTRYgFhcATBYQFQBNFrj%2F%2BLMUAE0WuP%2FwQAkTAE0WGBIATRa4%2F%2FBADg8ATRYgDgBNFhgNAE0WuP%2FwQIYKAE02FgEEFgH2FgHkFgGXFrcWAnYWAWQWAVIWAUYWAfkWAbYWAQAWGxZ%2FAwAUAwA%2FG08bAn8b7xsCGwMHCA4BTQcYCQFNBxATFQBMBxAOAE0HGA0ATQcYCQBNTwcBOwcBB0AmKkgHICAlSH0HAU8HXwdvBwMHIBMXSAcLEAt%2FCgcUCgoHBrj%2F6LMOAU0GuP%2F4QAkJAU0GGBkATQa4%2F%2BC0FRYATAa4%2F%2FC0EhQATAa4%2F%2BCzDgBNBrj%2F6LYNAE1UBgEGuP%2FgQBInK0jWBgGEBgF2BgFEBmQGAga4%2F%2BBAExMXSBUQEgFNFRAOAU0VCA0BTRW4%2F%2FCzCgFNFbj%2F4ECmGQBNFRgWAE0VIBUATRUQExQATBUgDgBNFSAJAE02FQELFQH5FQG0FcQVApYVAWcVAVYVAUoVAfkVAcsV2xXrFQO5FQEGFRAVfwMGFAMGPwNPA18DvwPPAwV%2FA48D7wMDA0AQ0BACYBDwEAIQQAoBDwofCgIICiUkSiFJIEkWSRsQJBABZBB0EAIrAwGcAwGNAwFrA3sDAhADBhVJC0kKSQdKBkoASgA%2FPz8%2FPz8SOTldXV1xXXERMz8%2FPz8BENZeXXEZ1V1xGNVdcYcrh33EAV1dXXFxcXFxcXJyKysrKysrKysrKytxcXFxK3IrKysrKysrhxgQK4d9xAErcXErK3JyKysrKysrGBDFXXGHK4d9xAFdXXFxcXFxcXFycisrKysrKysrKysrKysrXXFxcXFxcXFxcStyKysrKysrGRDVKysYxocrh33EAStxcSsrcnIrKysrMTAAKysrASsrKysrKysrcSEuAScOAQcjJgInMx4DFz4DNzMeAxc%2BAzczBgIHAfkcPxoaPhxRLlgnZAocHyIPESEeGwpNCRoeIREPISAcCmAnWC5IuWRkuUhnAQiZL25uZiYvaWtnLS1na2kvJmZubi%2BZ%2FvhnAAAAAAEAEAAAAe0CCAAXAKlAJEYUARQTChAXERILEBdJDgEOEgsPAAkTCgUTCg8AChAMEgFMErj%2F8EAUDBIBTAoSCxJ%2FEwoUEwoTFwEPAAC4%2F%2FBAMAwSAUwQEAwSAUwAEBcQfw8AFA8PABcZDw8LHwsCCAsYF0oTSRJJEEkPSQtKCkoASgA%2FPz8%2FPz8%2FPwEQ1l5dxhDGhxArh33EASsrhw7EARgQ1ocrh33EASsrD4cOxA8BcQ8PcTEwIS4DJw4DByM%2BATcnMxc3MwceARcBhwsgJigTEyglIAtgI2EwrGl8fWOoMGUjFjY5OBkZOTk2FUSNQPe2tvFBkUUAAQAC%2F0QB3wIIACAA9bkAGf%2F4sw8ATRm4%2F%2Bi2DgBNBBgBFbj%2F%2BECIDQBNBw8BBwgQAE0HEA8ATQkHAQUIDQBNACAJFhUUExcTEBIXExIFFwUSfxMXFBMXIhNAERIATBNADQBNEwgMAE0TQAkATRMMDQ8KDwgHBgkGICYBTQYgJypIBgoPCn8JBhQJBgUPDwkfCQIICSHQD%2BAP8A8DDwYFAxIAA4ggG1ITSRJJCkkJSQA%2FPz8%2FPzPtMhIXOXEBENZeXRnFMocYK4d9xAErK4cOxMQQhw7ExAEZ1SsrKysYxocrEADBhwV9EMQQDsQQhw7ExMQBGBDGMjEwK10rK10rXSsrFx4BMzI2NyYCJzMeAxc%2BATczBgIHDgMjIi4CJxMLIxE3Phk%2FbSRkCx8mLBgmOBlgJFgzFCs0QSkLGBcTBGEFCTE3eAENii1obm4zac5tk%2F7xdi1BKhQDBQYCAAAAAAEAJAAAAbECCAARAEFAJQUOCQ5%2FAAUUAAUADwYfBgIGEwATAQgPCRIOAA%2BHEEkJBQaHB0oAP%2F3BxT%2F9xcEBEN7GXl0Q3l3WhyuHfcQxMAEOAwchFSE1PgM3ITUhAakVRU9PHgEe%2FnMYRk1JG%2F7%2FAXcBwhdUZnAzTj4samldIE4AAQAo%2F0cBRQMPACgAWkALCSABCQgBCA0bERe4%2F%2FBAKAgNSBd%2FiSiZKAJiKHIoAigGoCIBIhAIDUgiKSiIAAAUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK10yzl1d%2FSsyzjIxMF5dXRMyPgI9ATQ%2BAjsBFSIGHQEUBgceAR0BFBYzFSMiLgI9ATQuAiMoGCIXCxIsSTYEOTEjICAjMTkENkksEgsXIhgBTxEbIxK0KUArF0kpOppCSBQUSEKaOilJFixAKbQSIxsRAAAAAQBg%2F0cAtwMPAAMAFLcBrgMDBQQCAAAvLwEREjkv7TEwEzMRI2BXVwMP%2FDgAAAAAAQAI%2F0cBJQMPACgAXkAkZyABBiABBggBCBsNFxAQCA1IEH8ihgCWAAJtAH0AAgCvBQEFuP%2FwQBIIDUgFKgCIKCgUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK13OXV0z%2FSsyzjIxMF5dXV0BIg4CHQEUDgIrATUyNj0BNDY3LgE9ATQmIzUzMh4CHQEUHgIzASUYIhcLEixJNgQ5MSMgICMxOQQ2SSwSCxciGAEHERsjErQpQCwWSSk6mkJIFBRIQpo6KUkXK0AptBIjGxEAAAEAKgDZAggBfgAhAFhAOqYYAQkUAXkIiQgCqQcBBAMBCCGvUABwAJAAAwQAFAAkAAMAEK8JERkRKREDEREiACEWrwsREByvBQsAL9ztxDIQ%2FcQyAREzL13t1F1d7TEwXl1dXV1dAQ4DIyImJy4BIyIOAgcnPgMzMhYXHgEzMj4CNwIIBBEgMSMeMxcbMhwQFhAKBEAEEh8xIx4zFxsyHBAWEAoEAWUUMCsdGA4QHw8XGw0SEzErHRgOEB8PFxsNAAEALf%2FzAicCwgAzAMVAeZknAVgmARoZERAZEBkQLgcGISI1MypHGwEbGBIPpxUBFX8xKygApi4BmC4BBi4WLkYuhi4ELjSbIashAiEeiCUAAA8BCA%2BFETExERsoKCsYhRoRGhEaA4simyICIpclASVRhAeUBwIHCoiTBgGEBgEGmAMBDwMBA1QAP11dM11d7TJdP10zXRI5OS8vEO0yMy8zETMvEO1eXTIQ7TJdARDcXV1dMjIyMu1dMjIyMl3OMhDWMsYyEjk5Ly8RMxEzMTBdXRM%2BATMyFhcHLgEjIg4CBzMHIwYUFRwBFzMHIx4BMzI2NxcOASMiJicjNTMmNDU8ATcjNYkXiGosOh0UGDkeJjkpGgfpDuUBAdEOuxFZQyo9GBQRVDN1gBNaUgEBUgHYdXULCVAJCxYoOSNIDRoODRgLSFlGEAtPCRR%2FcUgLGA0OGg1IAAAAAQAh%2F4IArwByAA0ANLkABv%2FgQBoIC0gGAAOCDQcKCg4PPw1PDQINBxAGIAYCBgAvXTMvXQEREjkvzjPtMjIrMTA3HAEHDgEHJz4BNTQmJ68BBCYbSBUVAQFyCxUKNGYsFyxaJwoXC%2F%2F%2FACH%2FggFlAHIAJgBjAAAABwBjALYAAAABADQCRgFEAwEABQAuQBhQBQEFBV8BAQEBAwMGfwOPA58DAwMAAgQALzPdzV0BETMZLzIYL10yL10xMBMXBycHJ7yIJ2FhJwMBjyxYWCwAAAEAHgA%2FAPsB%2BQAFACu0BAIFAQO4%2F8BADA4SSAMABgQFAgEAAwAZLzPNMs0yARgQ1sUr1TLFMjEwEzcXBxcHHpxBb29BARzdI7q6IwACADr%2F%2BQO8ArwAEgAtAG9ASCMncwoKGCYiKS8HABcAAgB2eBiYGKgYA2YYARguCih5KiR5JiYgKkILInkgQQgOGA5YDmgOBA58HUUHBRcFVwVnBQQIBXwTRgA%2F7V5dP%2B1dP%2B0yPxI5L%2B0Q7TIBEN5dXe1dENbGxhI5L%2B0yMTATFB4CMzI2NzY3ES4BIyIOAgEiLgI1ND4CMzIWFyEVIRUhFSEVIRUhDgGhJkdmPxchCwwJFiwWP2ZHJgESUYplOTplilEXOBkBh%2F7JARP%2B7QFQ%2FmAZOQFbQGRFJQEBAQICEQMCJUVk%2Fl8sWIVZWYRYLAQDUdFP81EDBAAAAAABADwCCADKAvgADQBLuQAI%2F%2FCzEgBNCLj%2F%2BEAmEQBNBwY6BgELBhsGKwYDCAYAgg0KD0ANAQ0HkAYBLwY%2FBm8GAwYAL11dMy9dARDeMu0yXl1dETMxMCsrEzwBNz4BNxcOARUUFhc8AQQmG0gVFQEBAggLFQo0ZiwXLFonChcLAAEAIQH%2BAK8C7gANAClAFwYHDQCCCg6QDQEvDT8Nbw0DDQdABgEGAC9dMy9dXQEQ1O0zzjIxMBMcAQcOAQcnPgE1NCYnrwEEJhtIFRUBAQLuCxUKNGUtFy1ZJwoXCwAA%2F%2F8APAIIAYAC%2BAAmAGgAAAAHAGgAtgAA%2F%2F8AIQH%2BAWUC7gAmAGkAAAAHAGkAtgAAAAEANADiATQB4AATABO2CgAAFRQPBQAvzQEREjkvzTEwARQOAiMiLgI1ND4CMzIeAgE0EiEvHh4vIRISIS8eHi8hEgFhGi4iFRUiLhoZLyIVFSIvAAH%2F%2FgEEAfIBUwADABG1AQUDBAACAC%2FNARDGEMQxMAMhFSECAfT%2BDAFTTwAAAf%2F%2BAQQD5gFTAAMAE7UBBQMEAAIAL80BEMYQxDEwMTADIRUhAgPo%2FBgBU08AAAAAAQAXAmcBYALfAB0AVUA3aQd5B4kHAx0PAB8ALwADCAAODx4AHR2gC7ALwAsDCzQURBQCFK8avxrPGgMaBQ8ODjkFSQUCBQAvXTMvMxDdXdxdzV0zLzMBENYyzF5dMjEwAF0BDgMjIiYnLgEjIgYHJz4DMzIWFx4BMzI2NwFgBREaIxUUIxARGAsRHQgwBBIaIxUUIxARGAsRHQgCxwwgGxMOCAgIHBAYDCAbEw4ICAgcEAAAAQAoAD8BBQH5AAUAKEASAwEEAAJADhJIAgUHAwQBAAUCABkvM80yzTIBGBDezSvdMs0yMTA3JzcnNxdpQW9vQZw%2FI7q6I90AAwAz%2F%2FMDfQIVACcAMwA8AKBAaHcXhxcCJCUDE6c8ATxUHmQeAkYeAR6CKH8lAVkoaSgCJSglKAtpNAE0gncZhxkCGas%2BVi5mLgIugg8LAQgLqz08hR0dBhNnFgEWUDdJK1krAiuIEFAkISFGMVYxAjGIBlElA2gAAQBRAD9dMjI%2F7V0yETM%2F7V0yP10zEjkv7QEQ%2Fl5d7V0Q%2Fl3tXRI5OS8vXV0Q7V1dMl05OREzMTBdBSImJw4BIyIuAjU0PgIzMhYXPgEzMhYVFAYdASEeATMyNjcXDgEBNCYjIgYVFBYzMjYlNiYjIg4CBwK9T2kdIGI%2FNVpBJCRBWjU%2FYx8hZTZocQH%2BnAZTVjFDEQ0RVf7HT0RET09ERE8BYgFBOSAxIRQDDDozNjgnSGQ%2BPWVIJzszODaEhQgLBQlQVREITgkUARBYZ2dYWGdnij9RGSg0GwAAAAIAR%2F9HAM0CCAAJABUAI0AQEAQHfwoDCQkWFwMTDVAISwA%2FP93OARESOS8zxP0yxDEwNzQ2NzMeAR0BIwM0NjMyFhUUBiMiJlgMCToJDGQRJB8fJCQfHyQCVIlERIlUuwJ%2BGygoGxsoKAAAAAEAVv%2BTAeACtQAkAGxAQwcdfwYfQA8SSB8fAAsKGa8aARomkCYBVhEBEYIAJRlGFlYWAhaIIB4aCR0ZHQIdSgtJDlkOAg6ICgcFBggWCAIICFAAP15dM8Uz7V0yP10zxTPtXTIBEN7tXV0Q1l0yxjISOS8rM%2B0yMTATND4CNzUzFRYXBy4BIyIGFRQeAjMyNjcXDgEHFSM1LgNWGzFILVM6NBUVNx9OUxMpQC4lPBENDkQkUzBIMBkBIzFWRC4JkIsDFE0JDF5aKEMwGg4HTAgPAouQCS1DVgAAAAABADwAAAIHAsIAIgCVuQAf%2F%2BizDwBNH7j%2F8EBUDgBNFRAQAE0UCBAATRQICQBNCwgPAE0HFQEbGggBAREIJAcDInMNCggQEgBMChEwDwEPDwEPIxsdfBcQAHkCDg4AAhACAggCAgkaZxcBF0UHeQlCAD%2FtP10zEjkvXl0zLxDtMhDtMgEQ1l1d3cwrwP0yxRDGETkvEMYyMTAAXQErKysrKysTMxUjFRQGByEVIT4BPQEjNTM1ND4CMzIWFwcmIyIOAhX2vb0ICAEh%2FnYLEV1dHzlQMCw8HBc1PBssHxEBdUsIMm4yUEeNRw9LU0phORYQC1AZECZAMAAAAAACACwAbQIIAkkAHgAyAJJAYA80LzRPNAMIEgyHDAFlDHUMAgwTC6AfAR8PHAMdAogCmAICagJ6AgICrykBKQAzGhWIFZgVAmoVehUCFRsUFwQKCQWHBZcFAmUFdQUCBaAksCTAJAMkB68uvy7PLgMuFwAvzV3czV0zXV0RM84yEM4yM11dETMBEN7NXTNdXREzzjLczV3OMjNdXREzMTBeXRM0Nyc3FzYzMhc3FwceARUUBgcXBycGIyImJwcnNyYlNC4CIyIOAhUUHgIzMj4CWRxJOkovOzsuSzpKDg8PDko6SzA5HTYXSjpJHAE3EyArGBgrIBMTICsYGCsgEwFbPS1KOksdHUs6ShY1HyA0Fko6ShwODko6SS0%2BHC4hEREhLhwdLSERESEtAAABABEAAAIkArUAHgC1QG4AGBAYAhgcHg8SDwwScxMWFBMWBxYXFgIWHiBvE58TrxMDExkecwAPDAsIDwgMcwsIFAsLCAgIGAgCCA8GHwYCBgIEbwCfAK8AAwAPCx8LAggLHwMaeQIcHgYYeRYICBYWEx5CE0ESQQxBC0EAQgA%2FPz8%2FPz8SOS8zLxDtMhDeMu0yARDWXl3UXTLOMl0zXYcQKxAAwYcFfRDEARgQ%2FTLUXcYRM12HKwh9EMQBGBDOMl0xMDM1IzUzNSM1My4BJzMeARc%2BATczDgEHMxUjFTMVIxXtoqKiiDZhK2ckVC0sUSVlLGE2iaKiompHZkdYrVJOnEhInE5TrVdHZkdqAAAAAAIAYP9HALcDDwADAAcAHUANAQWuAwcHCQAIBFoCWQA%2FPxDGARI5L8DtMjEwNzMRIxEzESNgV1dXV8b%2BgQPI%2FoEAAAAAAgAr%2F5MBwgLFADsAUQELQLMlNgE3K6crAigXAagQAVdFARo3AQs3AaQ0AYYzAagyAagvAWUrARUYAQQYAakMAYgMAUpNgi0GgjUdHDgLATYqAQsqDqQyATcyATI3LQEtUz9CggA7DiOCFqoTARM4DgEOUh0dIIh3EwEGEwETP5gyAQkyAQgySpQqAXYqhioCayoBVioBiD8Bej8BbT8Bl0oBmQsBeguKCwJpCwFaCwELSj8qBJYcARwZU5k7ATs4iAADUQA%2FM%2B0yXT8zXRc5XV1dXV1dXV1dXV1dETNeXV0RM11d7TIvARDeXTJd1O0QxDLtMhDWXTJdXRE5OV1dxDLU7RDtMjEwAF1dXV1dXV1dXV1dXQFdXV1dFx4BMzI2NTQmJy4DNTQ%2BAjcuATU0NjMyFhcHLgEjIgYVFB4CFx4DFRQOAgceARUUBiMiJicTLgEnDgEVFB4CFx4BFz4BNTQuAkQeSDg4OTZAJEExHBEZIA8ZHWFYM1gaFRhFNCc5DBooHCRBMRwQGB8PHSRqYkNXGq8HDQcdJBcpOCEFCQUdJBcoNAENEiEkIycWDBwoOCgaLSUbCRQ0IkVRFAhNCRQhIRIZFRIJDBwoOCgZLCQdCRU4JUtNFQ0B4wIFAxMzHhojGxULAgMCEzIfGiMaFAAAAAACACMCaAFVAt4ACwAXACm5ABX%2FwEASDRJIFQ8DQA0SSAMJCRgSDAYAAC%2FNL80BETMvzSvezSsxMBMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBl0XIyMXFyMjpxcjIxcXIyMCaCEaGiEhGhohIRoaISEaGiEAAAMAQf%2FxAu0CxQATACcASQDbQJ43oEUBRbAUwBTQFAOZFAFoFAEUd1gAaAACAygAAQwAHAACAgBLvz7PPt8%2BA6Y%2BAT53jy0BLb8ezx7fHgOWHgFnHgEed1cKZwoCBgoWCiYKAwgKSsg4ATg7fTdwMgFhMgEyoBmwGcAZA4kZARl9Zw8BSA9YDwIZDwEPRURBfUV%2FKAFuKAEoryO%2FI88jA4YjASN9aAUBRwVXBQIWBQEFRgA%2FXV1d%2FV1d1l1dMu0yP11dXf1dXdZdXTLtMl0BEN5eXV39XV1d3l3tXV0Q1l9dXV9d%2FV1dXcZdMjEwARQOAiMiLgI1ND4CMzIeAgc0LgIjIg4CFRQeAjMyPgIFIi4CNTQ%2BAjMyHgIXBy4BIyIGFRQWMzI2NxcOAwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0co%2Fv8rRjMcHzRGJxorIBUEFww1IzNEPjwnMw4TBRciKwFbVYddMTFdh1VVh10xMV2HVUJtTioqTm1CQm1OKipObY0cNE0yMUw1HAgLCwM8BxNHRD5PEQc8AwsJBwACACYBSQFQAsIADgAxAJZAKkgfWB8CSBsBVxIBExIBBBIBA7AlwCXQJQMlk1cUZxQCJhQ2FEYUAxQzL7j%2FwEAVDRBIL78MzwzfDAMMlEkdWR1pHQMduP%2FAQCQIC0gdMi4rmg8lACIQIgIIIpoQByAH0AfgBwQHBw8AmhgvD2gAPzPU7RI5L13tXl0yEO0yARDeK13tXcQrENZdXf1dwDEwXV1dXV0TMjY3NS4BIyIOAhUUFhMyHgIdAQ4BIyIuAjU0PgIzMhYXNTQuAiMiBgcnPgHEFiwFCyIQESMcEi8iKTgjDxhSKSE3KBcaLDogDiIVBhIgGhc3FAoTPQGHAgJkAgIEDBUQHhkBOxQkMyDgBQkNHCwgHywbDAIDAw8eFw8GBz8FCgAA%2F%2F8AHgA%2FAcsB%2BQAmAGYAAAAHAGYA0AAAAAEANQA1Af8BigAFABxADACvAgQCBAcGBa8DAQAvL%2B0BERI5OS8v7TEwAREjESE1Af9Q%2FoYBiv6rAQZP%2F%2F8AGgEAAREBVwIWABAAAAAEAEH%2F8QLtAsUAEwAnAD0ASAFFQO5WNwE1N0U3AjU0RTRVNAPHDAHHBwHIAwF3NAEDKCi0QsRC1EIDQnc12Sv5KwIrODg9PZc1AWo1ASc1VzUCNbQUxBTUFAOYFAEUdygAWABoAAMMABwAAgIASiy%2FSM9I30gDSHXALgFZLmkumS4DQC4BKS4BLr8ezx7fHgOWHgEedwYKFgomClYKZgoFCApJ0D7gPgI%2BezggKzArAisrLUV9hjIBYTIBVTIBFjJGMgIyoBmwGcAZA4kZARl9Zw8BGQ9JD1kPAw9FPYktAW4tARktSS1ZLQMtryO%2FI88jA4YjASN9aAUBFgVGBVYFAwVGAD9dXf1dXc5dXV0yP11d%2FV1d3l1dXV3tEjkvXTPtXQEQ3l5d%2FV1d3l1dXV3tXTIQ1l9dXf1dXc5dXV0yfS8yETNdGBDtXTJ9LzEwAF9dAV1dXV1dXQEUDgIjIi4CNTQ%2BAjMyHgIHNC4CIyIOAhUUHgIzMj4CBy4BJyMVIxE%2BATMyFhUUBgceAxcnMzI2NTQmIyIGBwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0coqhc5FUNHGzwZVlonJAoaHBwL9SYtPDkoCxgLAVtVh10xMV2HVVWHXTExXYdVQm1OKipObUJCbU4qKk5thS1RGJYBhAYGQEElNw8MJCwwGNAZJyUdAQEAAAAAAQAuAn8BSgLHAAMAHkAPAQEAAASvAL8AAgAwAgECAC9dzV0BETMvMi8xMBMhFSEuARz%2B5ALHSAACABoB8gEyAwgAEwAfAGlASL8AzwDfAAMAlBS%2FGs8a3xoDGpQKwBQBDwoBCApACxBIFAoUCiEgzw8BD5rAFwFGFwE9FwEGFxYXJhcDF2jPHQEdmgUQCQ1IBQAvK%2B1dP11dXV3tXQEREjk5Ly8rXl1dEO1dEO1dMTABFA4CIyIuAjU0PgIzMh4CBzQmIyIGFRQWMzI2ATIXJjMcHDMmFxcmMxwcMyYXQyseHisrHh4rAn0gNCQTEyQ0ICA0JBMTJDQgIykpIyMpKQAAAAACADUAAAH%2FAmwACwAPAGBAOg0FAwevAQmvCwELD4AFkAUCHwUvBQJQDwEFCQ8PCQUDERAMrw5cBK8GBgpAAgECAK9PCAEIrwoBCl8AP13FXf3GXREzL%2B0%2F7QEREhc5Ly8vXV1dETNdEMDtMhEzMTATMzUzFTMVIxUjNSMRIRUhNb1Qvb1QvQHK%2FjYBo8nJT8nJ%2FvtPAAAAAAEAHgE7ATgCxQAhAF9AOxMgIyAzIAMTsmcAdwACVgABAAAJCLILCxscCRwJHCMiGxazHwizSQoBCrFmHHYchhwDVRwBHEYfAR9xAD9dM11d9F3tEO0yARESOTkvLxEzMy%2FtETMvXV3tMTAAXQEUDgIHDgEHMxUhJj4CNz4BNTQmIyIOAgcnPgEzMhYBKBMgKhgRIQO6%2FvYDDx0mFSIrIR0RHhgTBSQRRS1FQgJWFSgnJxUOIQ0%2FITMqIxIdMRgaGAkNDQQxEiM6AAAAAAEAIAEzATYCxQAtAGdAGhUkAQQkAQg3HGccAh8QsnYdAR0iCQkqA7IiuP%2FwQB8ID0giLxYXK2AqASouHwqzCAgaKwCzKiexFhOzFxpxAD8z7TL0Mu0yEjkv7TkBENZdMsYyENYr7RI5LxDUXe0zMTBdXl1dEzI2NTQuAisBNTMyPgI1NCYjIgYHJz4BMzIWFRQHHgEVFA4CIyImJzceAZA1KBIfKBUTGQ4fGRAlHRsuERkQQyJJPTcjKRIoPywfQBIPFjEBcSEaERgPBzkFDBUPGRUTCDcLFzsuMR8LMyMaKyESDgk8CA0AAAAAAQB%2FAkQBOwMIAAMAOEAOAQIDQBESAEwDAAUAQAO4%2F8CzEgBNA7j%2FwLYNAE0DgAIBAC%2FNGt0rKxrNARDeGcUrGN0ZxTEwAQcnNwE7jS%2BAAs2JKpoAAQBQ%2F0cB9AIIABgAOEAfC38JEhV%2FAH8XCRcJFxoZGEkWSxIwDRJIEgSID1EKSQA%2FP%2B0zKz8%2FARESOTkvLxDt7TIQ7TEwExEUFjMyPgI3ETMRDgEjIiYnHgEdASMRrT5FDyAcFwVdIGU8N0EUAwJcAgj%2B6l9MAgMDAgG3%2FgcIEhcWHDkfZwLBAAEAK%2F9HAiECvAAWADFAGxF1EwN1BRMFCQkFEwMYFxJDvwDPAAIADkUEQwA%2FP81dPwEREhc5Ly8vEO0Q7TEwASIGBxEjES4BNTQ%2BAjMyFhcRIxEuAQGCCBAGTm98LVR4SipgKU4OKgJvAQH82gG%2FC2hmN1I4HAcK%2FJwDIwIDAAD%2F%2FwA4AOMAvgFpAhcAEQAAAPAAAAABAEX%2FQwD%2BABQAHQAyQBkAGwOiERuhFQsLHhUVHx4ADKYPpggaaQhqAD8%2FEO3tMgEREjkvETkvEO0Q7REzMTAXHgEVFA4CIyImJzceATMyNTQmLwE%2BAzczDgHHHRoKGCgdGisNCwwbESQWFAcDDAwLA0AGEiUOISALGhYOCAU5BAYXCw8IAwobGhUFCyIAAAABADIBOwDuAr0ACgAuQBkAfwoBCgSyBgYMC4oHAXsHAQcKswAFsQNwAD%2Ft3u0yXV0BERI5L%2B3OXTIxMBM%2BATczESMRDgEHMiZKGzFGFjkUAm0NKRr%2BfgEmDhYGAAIAKwFIAZMCxAATAB8AWkA%2BvwDPAN8AAwCUFL8azxrfGgOWGqYaAhqUCrAUwBTQFAOZFKkUAgYUFhQCCQoZCgIIFAoUCiEgF5oPaB2aBWcAP%2B0%2F7QEREjk5Ly9eXV1dXRDtXV0Q7V0xMAEUDgIjIi4CNTQ%2BAjMyHgIHNCYjIgYVFBYzMjYBkxswQicnQjAbGzBCJydCMBtKNzMyODczMzcCBitGMhsbMkYrK0cxGxsxRys4Q0M4N0REAAD%2F%2FwAoAD8B1QH5ACYAcAAAAAcAcADQAAD%2F%2FwAyAAADUgK9ACYAiwAAACcA1QFrAAAABwDXAgP%2ByP%2F%2FADIAAAM7Ar0AJgCLAAAAJwDVAVYAAAAHAIQCA%2F7I%2F%2F8AIAAAA1ICxQAmAIUAAAAnANUBegAAAAcA1wID%2FsgAAgAc%2F0QBgQIIACEALQBhQD6HEAFmEAEKDgEIIoIoKBh%2FGxsOBXAGgAaQBgMGLwB%2FDkAJD0gOLhgrJVAFA4h5BokGmQYDBgkJGQkpCQMJUgA%2FXTNd7TI%2F3c4BENYr7RDGXTIROS%2FtMy%2FtXl0xMABdXRcUFjMyNxcOASMiLgI1ND4ENTwBJzMWFRQOBBM0NjMyFhUUBiMiJn43MUI%2FGiJVMDZILRMZJismGQFOBBchKCEXJSQfHyQkHx8kFyYxIkgSFhwsNxshNC8qLzQhBQkFFBMgNC0oKCoBxBsoKBsbKCgAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAQwCWAJwAE7kAAv%2FnQAkcGgYRUAILG08rKzQAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAhgCOAJwAEEALAh4bGQYRUAILGk8rKzQAAP%2F%2FAAgAAAKPA50CJgAkAAABBwBlAI8AnAAQQAsCAB4aBhFQAgsbTysrNAAA%2F%2F8ACAAAAo8DewImACQAAAEHAG8AkACcABBACwIAKBkGEVACCydPKys0AAD%2F%2FwAIAAACjwN6AiYAJAAAAQcAegCPAJwAF0AQAwIAGy0GEVADCyVPAgsZTysrKzQ0AAAAAAMACAAAAo8DRwAgACcAMwEiuQAa%2F%2FizDQBNCrj%2FwEATEx1ICi5AFBdILi4xFEATHUgUKLj%2FwEBSExdIKCgxMR4fICEiIyQdJBsaGRgXHBcdJB1zHBcUHBcdHAMEBQYHAgcAJyYlJAcBJAFzAgcUAgcBAiQkAhw1QDVwNaA1Aw81AQ8CHwICCAI0D7j%2F8LYPEkhXDwEPuP%2FoQC0IDUgPKzEgAHknQCGAIZAhA5IkAYMkAXokAVkkaSQCISQhJBwHBxcxQRxCAkIAPz8%2FxTIvETk5Ly9dXV1dXTPtMhDezStdKwEQxl5dXV0QxhE5GS8QAMGHBRgrh33EEA7ExAXExBCHDsTExMQQAMGHBRgrh33Ehw7ExMTEEIcOxMQFxMQOxMQBMxEzGC8rzSsRMy8rzSsxMCs3ByM%2BAzcuATU0PgIzMh4CFRQGBx4DFyMuAS8BLgEnDgEHEzQmIyIGFRQWMzI2rD9lJUI%2FPSETFhEcJRUVJRwRFhIhPj9CJmoRHhAcID8iIz8ftx8WFh8fFhYfsrJmsZ%2BQRw4qHBglGw4OGyUYGykOR5GfsWctWC1PV6NLS6JYAeAaHR0aGh0dAAIABgAAA4ICtQAVABoAg0BGEBESExQPFA0LGRYOFhQYCBJIFA4WDnMPFBQPDxQJFnMCBgYPFQQHHA8bAnkEGhl5CgsKBAoECggWAXkUQQ8PCA4OBnkIQgA%2F7TMvETMvP%2B0yEjk5Ly8RMxDtMhDtARDGENbGxhI5LzPtMocQK4d9xAErEIfExA7EEIcOxMTExDEwASEVIRUhFSEVITUhDgEHIz4DNyEFDgEHMwNp%2FtMBCf73AUb%2BWv7vGC8WaDltaGUyAb7%2BczVyPeQCZNFP81GyLFktbL%2BqmUdMSLZqAAAAAQA6%2F0MCUwLFAEABGEBMQkAMEkhkLgFTLgFCLgEjLjMuAhIuAQMuAVUqASMqMypDKgMSKgEDKgEIaAMBKQI5AgJqL3ovii8Dmi4BcyqDKpMqA2IqAUUqVSoCG7j%2F%2BEB%2BDxJIKj46PgI%2BNCw6OgUQDw8iI0IWGgEHGgEadmgFmAUCVwUBBalBMTg%2BKUoiWiJqIgMiBx8XH1cfZx8EH3xKI1ojaiMDIwBoJngmmCYDVyYBJkZFEFUQZRADEAgVGBVYFWgVBBV8hw%2BXDwJFD1UPZQ8DD4gKAWcKAVgKAQpFAD9dXV0zXV3tXTJdP11dMzNd7V0yXdbd3s0BEP5dXe1dXRDGMjIvMxE5L83Mzl0xMAArXV1dXV0BXV1eXV1dXV1dXV1dXSsFLgM1ND4CMzIeAhcHLgMjIg4CFRQeAjMyNjcXDgEHDgEHHgEVFA4CIyImJzceATMyNTQmLwE%2BAQFKPmRHJzVaeEQrRTMgBhwJIiszGjdYPiEdOlc6Q1gWGQ5rUgMFAh0aChgoHRorDQsMGxEkFhQHBA0LCDdbfU9Xh1wwDBAQBFAGDg4JJkhnQD5mSSgcC1ALHwIGCwUOISALGhYOCAU5BAYXCw8IAwwgAP%2F%2FAFYAAAIWA6QCJgAoAAABBwBDAIsAnAATuQAB%2F%2FJACQ8NAApQAQEOTysrNAAAAP%2F%2FAFYAAAIWA6QCJgAoAAABBwCGAH4AnAAQQAsBIw4MAApQAQENTysrNAAA%2F%2F8AVgAAAhYDnQImACgAAAEHAGUAbQCcABO5AAH%2F80AJEQ0AClABAQ5PKys0AAAA%2F%2F8AVgAAAhYDegImACgAAAEHAHoAbQCcABqxAgG4%2F%2FNADQ4gAApQAgEYTwEBDE8rKys0NP%2F%2FAA8AAADLA6QCJgAsAAABBwBD%2F9IAnAATuQAB%2F%2BhACQcFAAFQAQAGTysrNAAAAP%2F%2FAEQAAAEAA6QCJgAsAAABBwCG%2F8UAnAAQQAsBGgYEAAFQAQAFTysrNAAA%2F%2F%2F%2F%2FwAAAQ8DnQImACwAAAEHAGX%2FywCcABBACwEACQUAAVABAAZPKys0AAD%2F%2F%2F%2FuAAABIAN6AiYALAAAAQcAev%2FLAJwAF0AQAgEABhgAAVACABBPAQAETysrKzQ0AAAAAAIAE%2F%2F6ApwCvAAUACUAd0BNKRhpGHkYAxgYAQkYAQgYdpcAAVYAZgACDwABAKknACdwJ7AnAyMgHnMNCgioJgsfeQohIQUeGBsBG3wNVxABEEUjFxUBFXwIWAUBBUYAP10z7V0yP10z7V0yEjkvM%2B0yARD2zjP9zjNdEPZdXV3tXl1dXTEwARQOAiMiJicRIzUzET4BMzIeAgEyNjU0JiMiBgcVMxUjFR4BApw4Zo5VKmUpUFApZSpVjmY4%2FoeKiIiKKS0JgoIJLQFbWoVXKwcKATlLARwKBytXhf6ajX9%2FjQIB1UvyAQIAAAD%2F%2FwBWAAACggN7AiYAMQAAAQcAbwCxAJwAEEALAQAjFAkSUAEKIk8rKzQAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwBDANAAnAATuQAC%2F%2BhACSspAAlQAgQqTysrNAAAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwCGAMMAnAAQQAsCGSooAAlQAgQpTysrNAAA%2F%2F8AOv%2FxAtADnQImADIAAAEHAGUAyQCcABBACwIALSkACVACBCpPKys0AAD%2F%2FwA6%2F%2FEC0AN7AiYAMgAAAQcAbwDKAJwAEEALAgA3KAAJUAIENk8rKzQAAP%2F%2FADr%2F8QLQA3oCJgAyAAABBwB6AMkAnAAXQBADAgAqPAAJUAMENE8CBChPKysrNDQAAAAAAQBQAGEB5AH1AAsAiUBYC2AJsAkClgkBCQkBBZkDAQMDyQoBtgrGCgKWCgEKxgQBuQTJBAKZBAEEAQEMDQawCAGWCAEICAoCmQABAADJBwG2B8YHApYHAQcExgEBuQHJAQKZAQEBCgAZLzNdcXIzM11xcjMvXTIRMy9dcjMBERI5LzNdcXIzXXFyMy9dMxEzL11yMzEwJScHJzcnNxc3FwcXAaySkjiSkjiSkjiSkmGSkjiSkjiSkjiSkgADADr%2F3ALQAtoAGgAkAC8CbEAmRS5lLgI2LWYtAoksAXgeAWgdATkdASgdAUoYAWQXAWQWAWYVAQ%2B4%2F%2BC2EABNWQsBCrj%2F%2BEBUEABNRgqGCgJqCQFsCAEDIBAATXkumS4CWi0BWiwBZikBVSgBSCMBlh4BVh0BRR0BgxwBVBoBVxkBlhgBZRYBahUBWRQBmgoBagkBdwMBKRg5GAIHuP%2FwtAwNAEwHuP%2FoQBoLAE0YHR4HCBcIFxASAE0XGBEATRcQEABNF7j%2F4EAUDQBNFxYgBSUSFRAMAE0VGAsATS24%2F%2BizDQBNCrj%2F8EAKDABNFS4tCgkWCbj%2F8EAJEBIATAkFEggWuP%2FgQBoNAE0WCBYIACoQEQBNKggOAE0qEAoATSp2Dbj%2F%2BLMSAE0NuP%2F4QA8PAE0NQAkATQ2pMfAxARu4%2F%2FizDgBNG7j%2F8EALCgBNG3YACBIATQC4%2F%2FhAEREATQAIDwBNAEAIAE0AqTAduP%2Fwtw8QAEwdLi4luP%2F4sw4ATSW4%2F%2FizCgBNJbj%2F8LUJAE0lfBe4%2F%2FBAPRASAEwXFhgQCwBNGBUVEggSAE0SCA8ATRJGLRAPEABMLR4eIAgOAE0gCAoATSAQCQBNIHwJEBASAEwJCAq4%2F%2Bi2CwBNCgcHBbj%2F%2BLMSAE0FuP%2F4tA8ATQVFAD8rKzMRMyvGMivtKysrMhEzKz8rKzMRMyvGMivtKysrMhEzKwEQ9isrKyvtKytdEPYrKyvtKysrEjk5GS8vKxI5OTIrfYfExMTEASsrKysRMxEzETMrKysrEIfExMTEASsrXTEwAF1dXV1dXV1dXV1dXV1dXV1dXV0BK11dXStdK11dXV1dXV1dXV1dEzQ%2BAjMyFzcXBx4BFRQOAiMiJicHJzcuATcUFwEmIyIOAhMyPgI1NCYnARY6NVt5RGpSOz5AJy01WndDNV8pOj4%2BKC5mLAE%2FN081VTsg5TVUOyAWFP7CNQFbWYhbLjhNLlMtf1JZiFsuGxtLLlAtgFRtRgGdKydIZ%2F6sJ0hnPzVXI%2F5lKQD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAQwCjAJwAE7kAAf%2FoQAkbGQQSUAEGGk8rKzQAAAD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAhgCWAJwAEEALARkaGAQSUAEGGU8rKzQAAP%2F%2FAFH%2F8QJfA50CJgA4AAABBwBlAJwAnAAQQAsBAB0ZBBJQAQYaTysrNAAA%2F%2F8AUf%2FxAl8DegImADgAAAEHAHoAnACcABdAEAIBABosBBJQAgYkTwEGGE8rKys0NAAAAP%2F%2FAAYAAAJQA6QCJgA8AAABBwCGAGoAnAAQQAsBGhMRBAxQAQQSTysrNAAAAAIAVgAAAj0CtQAOAB4AUrkAF%2F%2Fosw4ATRS4%2F%2BhAIw4ATRV2Bg4PDxAbcx0GHQYdIB8QE3wLAHkaCxoLGhweQRxCAD8%2FEjk5Ly8Q7RDtMgEREjk5Ly8Q7TIyETMQ7TEwKys3MzI%2BAjU0LgIjKgEHNRU%2BATMgFRQOAisBFSMRt0kyUDceHzhOLxInExMpEwE3K1F0SU1h3g0gNiooNR8MAsRxAgHdPFM1GI4CtQABAFD%2F9AJHAwgARQDUQJKmRAEnRAEVRAGpMAGpLwGpLgErKAEcKAEGEwEGDwEHQwF4OAF3MAE5FAGFEAEGEhYSJhIDEoIjAIIzCIKoKwErGjl%2FO5gjAZgzAYAzAQ8zASMzOzszIwNHRngmmCaoJgMmEAsOSCaKpQ0Bhg2WDQILDQENDRWJNgFoNng2AjaIBkGmQQIIQU86ShuXIAEgiBoVUQA%2FM%2B1dMj8%2FXl3tXV0SOS9dXV3tK10BERIXOS8vL11dXV0Q%2Fc7eXe0Q7RDtXTEwAF1dXV1dAV1dXV1dXV1dXV0BFA4CBw4BFRQeAhceAxUUBiMiLgInNx4DMzI2NTQmJy4DNTQ2Nz4DNTQmIyIGFREjETQ%2BAjMyHgIB8g4VGQsXIA8YHQ8bLyMTYWYVKiQbBhAGGSEnFDIwLjkhKxgKLBkKFRILNDRDPV0cNlA0Nk4xFwJoGSchHAwZIRkPFhAOBw0eJzUlTlQGCQoDUQMKCgcsJScyGg8bHB4UKDYaChgZGg4sMUxD%2FdgCKjJSOiAYKzsA%2F%2F8AK%2F%2F1AcADCAImAEQAAAEGAENSAAATuQAC%2F%2FlACTk3HhNQAg84TysrNAD%2F%2FwAr%2F%2FUBwAMIAiYARAAAAQYAhkUAABBACwIrODYeE1ACDzdPKys0%2F%2F8AK%2F%2F1AcADAQImAEQAAAEGAGVLAAAQQAsCETs3HhNQAg84TysrNP%2F%2FACv%2F9QHAAt8CJgBEAAABBgBvTAAAEEALAhJFNh4TUAIPRE8rKzT%2F%2FwAr%2F%2FUBwALeAiYARAAAAQYAeksAABdAEAMCEThKHhNQAw9CTwIPNk8rKys0NAD%2F%2FwAr%2F%2FUBwAMLAiYARAAAAQYA1EsAAAy3AwIRPzYeE1ArNDQAAwAs%2F%2FQDJQIVADsATABVAQlArlZSAWM0AVQ0AXcrAaUlAQNICgF5AgGYGwEGEAEIAwEsDQECTYI5LZcnpycCiAMBZgMBVQMBRwMBBQMlAwInA5dVp1UCZlUBVUYyATKCF0I%2FF6dKAUqCIQ13LYctAgMbLQEbF3sXAjsNARwNAQIPDQEtFw0NFy0DV1YwVwFVhQ8xATExFxKIQgBFAUVFCFCIJ3cqAWgqAQcqAQgqUCAdiCEkUD88iAMIUTg1iDkAUQA%2FMu0yPzPtMj8z7TI%2FXl1dXTPtEjkvXTPtMjMvXe0BXRESFzkvLy9dX11dXV1fXRDE7V0RMzMQ7V0yXV05OV1dXV1dXRDE7V9dMTAAXV1dAV1dX11dXV1dBSImJw4DIyIuAjU0PgIzMh4CFzU0LgIjIgYHJz4BMzIWFz4BMzIWFRQGHQEhHgEzMjY3Fw4BJTI2Ny4BJy4BIyIOAhUUFiU2JiMiDgIHAmU5VSAKIS45IjJPOB4jPFAsDh4aFAQKGi0kLkURCxJTMEVRFCFaMWhxAf6cBlNWMUMRDRFV%2Fmo0PBAPEQELKiAVLycaQQH5AUE5IDEhFAMMGxoHEhELEihALSs%2BJhIDBQQBGhctIxUNB00IDy8qLSyEhQgLBQlQVREITgkUTxcLHEAkBQcGEyEbMybzP1EZKDQbAAEAM%2F9DAb0CFQA6ALJADU88Xzx%2FPAM8QBEWSAK4%2F%2BBAIAgSSBYMlgSmBAIEARISHiZgNoA2AjY8jzwBVy0BLYIeuP%2FoQEQOAE1XHgEPHh8eAh6rOydYKgFJKgEqiCYjUDVXMgFGMgEyiAAMCRgJEEgJDRAWATYZEBAATQkZGRkpGWkZeRkFCBkAUQA%2FMl5dKzLW3d4yzSsyEO1dXTI%2FM%2B1dXTIBEPZdXSvtXV0Q1l3GEjkvxc1dxM4xMAArAStdBQceARUUDgIjIiYnNx4BMzI1NCYvAT4BNy4DNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwE%2BCx0aChgoHRorDQsMGxEkFhQHBA4IM000GiNAXTkjRiAVFTcfTlMTKUAuJTwRDQgbIicMGQ4hIAsaFg4IBTkEBhcLDwgDDCIPBy1GWzY8ZEkpDA1PCgxiXipGMhsOCE4ECQcFAAAA%2F%2F8AM%2F%2F0AfkDCAImAEgAAAEGAENpAAATuQAC%2F%2FBACSclAAdQAgQmTysrNAD%2F%2FwAz%2F%2FQB%2BQMIAiYASAAAAQYAhlwAABBACwIhJiQAB1ACBCVPKys0%2F%2F8AM%2F%2F0AfkDAQImAEgAAAEGAGViAAAQQAsCCCklAAdQAgQoTysrNP%2F%2FADP%2F9AH5At4CJgBIAAABBgB6YgAAF0AQAwIIJzkAB1ADBDFPAgQlTysrKzQ0AP%2F%2FAAcAAADDAwgCJgDSAAABBgBDygAAE7kAAf%2FoQAkHBQEAUAECBk8rKzQA%2F%2F8APAAAAPgDCAImANIAAAEGAIa9AAAQQAsBGgYEAQBQAQIFTysrNP%2F%2F%2F%2FcAAAEHAwECJgDSAAABBgBlwwAAEEALAQAJBQEAUAECBk8rKzT%2F%2F%2F%2FmAAABGALeAiYA0gAAAQYAesMAABdAEAIBAAYYAQBQAgIQTwECBE8rKys0NAAAAgAz%2F%2FMCNAMIACIANwDjQJasIQGZIQGmHwGqGwFHNQGWIQEXIQFpGAEHEQF3EAFWEAGmHgEeHR0VIQEhAQSCIyYbGBYmLoIOJAA0AAJeGgFLGgEfGi8aPxoDDw4fDgIIACYaDg4aJgAEOThpGHkYAhgZdxYBFlUTAUYTAROIKXQhAWUhAVchATYhASsbAQEbIQMiGSkZKQkiTR2FHk8ziEkJWQkCCVEAP13tP%2B0%2FEjk5Ly8SFzldXV1dXRDtXV0yXREzXQEREhc5Ly8vL15dXV1dXRDtETMzMxDU7TIyXTIvM10xMABdXV1dXV1dAV1dXV0BBx4BFRQOAiMiLgI1ND4CMzIWFyYnByc3Jic3HgEXNwM0JjUuASMiDgIVFB4CMzI%2BAgI0ayAsFzhfSDtZOx0hPFc2M0wSDCt4F2YhMzsWOR18ZwEiSiApOSQREiM1Iy47IQ0CkSU2kF5Ce185LEheMzhaPyEgDlBEKT8jJyUzDjEkK%2F51CBAIHhYZLDoiJEExHSxIXP%2F%2FAFAAAAH0At8CJgBRAAABBgBvZwAAEEALAQAnGAAHUAECJk8rKzT%2F%2FwAz%2F%2FMCGwMIAiYAUgAAAQYAQ3IAABO5AAL%2F6EAJIyEJAFACDiJPKys0AP%2F%2FADP%2F8wIbAwgCJgBSAAABBgCGZQAAEEALAhkiIAkAUAIOIU8rKzT%2F%2FwAz%2F%2FMCGwMBAiYAUgAAAQYAZWsAABBACwIAJSEJAFACDiJPKys0%2F%2F8AM%2F%2FzAhsC3wImAFIAAAEGAG9sAAAQQAsCAC8gCQBQAg4uTysrNP%2F%2FADP%2F8wIbAt4CJgBSAAABBgB6awAAF0AQAwIAIjQJAFADDixPAg4gTysrKzQ0AAADADUALQH%2FAikACwAXABsAY0BAnxuvGwJgGwFPG18bAgAbEBsCCBsZAw9ADRJIDwkVgBmQGQIfGS8ZAlAVgBWQFQMZFRkVHRwSDBivGgAGUBoBGgAvXd7NEP3ezQEREjk5Ly9dXV0QwN0rwBDNXl1dXV0xMCUiJjU0NjMyFhUUBgMiJjU0NjMyFhUUBgchFSEBGhkjIxkZIyMZGSMjGRkjI%2F4Byv42LSEcHCEhHBwhAYIhHBwhIRwcIVxPAAMAM%2F%2FcAhsCKwAaACIAKgE8QNOXJaclAnYlAXgdqB0CZBgBUxgBVhcBSQ4BOw4Bqg0BWwprCgI2AUYBAqYAAacqAZslAXklAWslAVolAakiAZQdAXYdAWUdAVQdAVcYAVgKiAoCmB0BmA0BeQ2JDQIYHh0NDBkMDAsoIBWZCgGXAAF2AIYAAgomJQAaCxoVGaALAa8ZAQsZCxkQWSNpIwIjggOrLI8sAVYbZhsCG4IPEB8QAggQqyuYJQElHh5JIFkgAiCIGhkAGGYYARgVUJcdAR0mJkYoVigCKIgMCw0KaQoBCghRAD8zXREzxjLtXTIRM10%2FM10RM8Yy7V0yETNdARD2Xl3tXV0Q9u1dEjk5GS8vXV0SOTJ9h8TExMQBXV1dETMzETMQh8TExMQBXV1dMTAAXV1dXV1dXV1dXV1dAV1dXV1dXV1dXV1dXQEeARUUDgIjIicHJzcuATU0PgIzMhYXNxcFFBcTJiMiBgU0JwMWMzI2AeAcHyRBWjVPOjE1NhwfJEFaNSdFHTE1%2Fn0V1CQxRU8BKBbTIjNFTwG9I105PmRIJylAKEYjXjk9ZUgnFhRAKP9BLQESHGdZPi%2F%2B7htnAAAA%2F%2F8ASv%2F1Ae4DCAImAFgAAAEGAENnAAATuQAB%2F%2BhACRkXBwBQAQkYTysrNAD%2F%2FwBK%2F%2FUB7gMIAiYAWAAAAQYAhloAABBACwEZGBYHAFABCRdPKys0%2F%2F8ASv%2F1Ae4DAQImAFgAAAEGAGVgAAAQQAsBABsXBwBQAQkYTysrNP%2F%2FAEr%2F9QHuAt4CJgBYAAABBgB6YAAAF0AQAgEAGCoHAFACCSJPAQkWTysrKzQ0AP%2F%2FAAL%2FRAHfAwgCJgBcAAABBgCGQwAAEEALAS4jISATUAEJIk8rKzQAAgBQ%2F0cCGgMIABAAJQBoQEWZIwGaAgGJAAFaAAFJAAEAf6gRAZkRAVgRASkRORFJEQMRqycdCBl%2FG6omCAOIHiFQHU4aS4sJmwkCCQyIixmbGQIZFlEAPzNd7TJdPz8%2FM%2B0yARD27TIyEPZdXV1d7V1dXTEwXV0BNCYjIg4CBxEeATMyPgI3FA4CIyImJxUjETcRPgEzMh4CAblaSw8gHRYFEUAmKDkkEGEfPFc4LUURXV0aORo5X0MlAQNbYwQFBgL%2Bvg4aHTNFKDtkSCgYC9ADsRD%2B9wkLJkZl%2F%2F8AAv9EAd8C3gImAFwAAAEGAHpJAAAXQBACARQlNyATUAIJL08BCSNPKysrNDQAAAEAUAAAAK0CCAADAB9AEQAFEAUCCAWqA38BqgQCSQBKAD8%2FARD2%2FeZeXTEwMyMRM61dXQIIAAD%2F%2FwBCAAAAugLgAgYATAAAAAIAVQI%2FASMDCwATAB8AdEAnAEATH0gAoBQaQBMfSBqgCq8UAQAKEAqwCgMUChQKISC%2FDwGnDwEPuP%2FwQCYIDkgPp7AXAR8XAQ8XLxd%2FF58XBAgXba8dAR2nmAUBBRAIDkgFawA%2FK13tcT9eXXFx7StdcQEREjk5Ly9dXRDtKxDtKzEwARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgEjERwlFRUlHBERHCUVFSUcETIfFhYfHxYWHwKlGCUbDg4bJRgYJRsODhslGBodHRoaHR0AAf9ZAAABNwK1AAMAJ0AVAwEAAa4CAxQCAwIEAANBAkIBQgBBAD8%2FPz8BLxDUhyuHfcQxMAkBIwEBN%2F55VwGHArX9SwK1AAAAAgAdATMBSQLFAAsAHwA8QCYMsoAGAQUGFQYCBiEWspAAoAACjwABCgAaAAIIACAbswmxEbMDcQA%2F7fTtARDWXl1dXe0Q1l1d7TEwEzQ2MzIWFRQGIyImNzQuAiMiDgIVFB4CMzI%2BAh1QRkZQUEZGUOIHEh0WFh0SCAgSHRYWHRIHAfxhaGhhYWhoYRwzJhYWJjMcHTImFhYmMgAAAgAYATsBTwK9AA4AEwBGQCgTDgayBQFwA5ADAgMVrxIBEq8IvwgCCBQSCQGzAwcHAwWxnw8BDw5wAD%2FNXf3OMi8Q7TIyARDWXc1dENZd3TLtMjIxMAEVMxUjFSM1IzU%2BAzcHDgEHMwEdMjJEwQ4sNDodBB9AF3YCveo7XV0uGUBEQRlTIFEmAAMAIAEzAUYCxQAdACsANwCiQGE3GwE1LLK3GwGmGwEbGCaybwABEAAgAAIAOSkysrgLAakLAQsOHrJPCF8IAgg4pjW2NQI1uSkBKacbARuEC5QLAmsLewsCNAtEC1QLAwsLEyOzAxAMEEgDMAgLSAOxL7MTuP%2F4swwQSBO4%2F%2Bi0CAtIE3EAPysr7fQrK%2B0ROS9dXV0zXTNdM10BENZd7dQyXV3tMhDWXV3t1DJdXe0yMTBdARQGIyIuAjU0NjcuATU0PgIzMh4CFRQGBx4BBxQeAjMyNjU0JicOATc0JiMiBhUUFhc%2BAQFGTEgqOCIOJBgXGxMkMh8kNCEPHRckGt4IEh0VKSM5MxQYjx4lJR4qLxQZAaQyPxUgJxIcMQ8RLxoWKB4SFB4lEhwtEBEuIwgSDwofFBwfDA8ipg0gIA8UJgkOIAAAAAABADUA%2FwH%2FAU4AAwAStgEAAAQArwIAL%2B0BETMvzTEwEyEVITUByv42AU5P%2F%2F%2F%2FWQAAATcCtQIGANUAAP%2F%2FAFAAAAMRAwgAJgBJAAAABwBJAYYAAAADAFAAAAJAAwgAEwAXACMAf0AxGBMBdwiHCAJmCAEEEwENBIADAQMbFX8hF6olYCVwJaAlAw8lHyUvJQMICg5%2FEKokGLj%2FwEAfDBJIGIkeUxZJFEoPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2FPz%2FtKwEQ9u0yXl1dEPYy%2FTLWXTLGMTAAXQFdXV0BMhYXBy4BIyIGHQEzFSMRIxE0NgEjETMnIiY1NDYzMhYVFAYBGyMyCw0LJhtBNMjIXWIBgV1dLxkjIxkZIyMDCAkEUAQJRzwtTv5GAjdkbfz4AgheIRwcISEcHCEAAP%2F%2FAFAAAAJAAwgCBgDcAAAAAgBQ%2F%2FYCfwMIABMAHwB7QB0YEwF3CIcIAmYIARUgCAtIBBMBCAoOf0AQqiAhH7j%2FwEAuCAtIHxmADHADAQMXf1AZAQ8ZARkZTh%2BIFFEPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2F7T8BL11d%2FdZdxhoQ3ivGEPYa7TIxMABeXSsBXV1dATIWFwcuASMiBh0BMxUjESMRNDYBLgE1ETcRFB4CFwEbIzILDQsmG0E0yMhdYgHAVkhdCBIeFgMICQRQBAlHPC1O%2FkYCN2Rt%2FO4CRkoCcBD9jxceEgkDAAD%2F%2FwBQ%2F%2FYCfwMIAgYA3gAA%2F%2F8AUAAAA8YDCAAmAEkAAAAHANwBhgAA%2F%2F8AUP%2F2BAUDCAAmAEkAAAAHAN4BhgAAAAcAHf%2FxAvECxQATAB8AKwA%2FAFgAcwB%2FABlADyldPCMaFDBXegkFD0UFRgA%2FPxIXOTEwARQOAiMiLgI1ND4CMzIeAgUiBhUUFjMyNjU0JgE0JiMiBhUUFjMyNiU0NjcnDgEHHgEVFAYHHgEXNy4BNxc2MzIeAhczLgEnDgEjIi4CJy4BIyIDBx4BMzI2Nz4DMzIWFz4BNyMOAyMiJhMyNjU0JiMiBhUUFgLxOGKETEuEYjk5YoRLTIRiOP2eExwcExQdHQGQHxAWGx0TFBz%2BxiEdJh4uCgsPDwsKLh4mHSExIRwgHDEmFwJGAyEbBwoFDBcTDAEQGw8xCyEVLxkPGxABDBMXDAUKBxshA0YCFyYxHBEdqxAfGhYSHh0BWkuEYTk5YYRLTIViODhihRsdFBQbGxQUHf78FxYdFBUaH%2BclPRQ8Fz8nCBwRDxwJJj4YPhI94TwOFCMuGyZGGgEBCA8VDAUD%2Fqs6CwoDAw0VDwgBARpGKRwwIxQHAS0YFhEhGRgTHP%2F%2FAB3%2F8wZ0AYwAJwDWAAD%2BxwAnABEBZwAAACcA2AJd%2FscAJwDWA8T%2BxwAHANYFK%2F7HAAAADgBJAAADhwK1AAMABwALAA8AEwAXABsAHwAjACcAKwAvADMANwb5QIoGGyYbNhtGG2YbhhsGPQcbAQkGGiYaNhpGGmYahhoGPQcaAQkGExYTJhNmEwQGEhYSJhJmEgQZBQEZBAFJAVkBAkkAWQACCRdpFwIJFGkUAgYONg5mDgMGDTYNZg0DCQs5CwIJCDkIAj2aMaoxAmkxeTGJMQMxQAoOSAoxATEvgDQ7SC9%2FKI8oAii4AcCzLC9IKLgBgEAjKCtImiiqKAJpKHkoiSgDKEAKDkgKKAEoJIA0O0h%2FJI8kAiS4AcBAISsvSA0kHSQC%2FSQBmiSqJAJpJHkkiSQDJEAKDkgKJAEkNrj%2FgEAJNDtIBzYBNjUyuP%2BAQAwNE0gXMicyNzIDMiu4%2FgBAEi0xSDErASArAQErESsC8SsBK7j%2FgEAMDRNIFysnKzcrAysnuP4Asy0xSCe4%2FkCzKCxIJ7j%2FgED%2FDRNIFycnJzcnAyccCCABCSAiLxWPFQIJFQE7jxWfFf8VA14VAb0V7RX9FQNbFQFMFQEbFQGqFboVAnkVAQgVGBUCChUJEwE7Ew8MPwxvDAM9TwyPDL8M7wwEHgwBrQztDAJ7DAFMDAELDAGqDNoMAjkMaQwCCAwBCwwvCF8IAgkIATvpCAGPCL8IAh4IAe0IAXsIAUwIAaoI2ggCCAg4CAILCGYahhoCBxoBMxoZABdgFwI9UBeAF5AX8BcE4RfxFwKyFwFTFwEUF0QXArUXAXYXphcCBxcXFwIKFwAPMA9gDwM9gA%2BwD%2BAPAxEPQQ8C4Q8Bcg%2BiDwIED0QPAtQPQD0BpQ8BZg8BBw83DwILDwAKMAoCPZAKwAoCIQoB8QoBggoBVAoB5AoBtQoBRgoBFwoBCgAEOeYDAQMGEBkfuP%2BAQAk0RUgfIiw1ODW4%2FgBAOTE7SGE1AUA1UDUCITUxNQIQNQEBNQHhNfE1ArI1wjXSNQOTNaM1AoI1AWM1czUCVDUBQzUBlTUBNbj%2FgEAMDRJIBzUXNSc1AzUiuP8AQBMYHUi1IsUi1SIDpiIBIjPdLAEsuAFAQAwgJkhLLFssAjwsASy4AQBAFhccSKosuizKLAMsgA4TSCxACg1ILB%2B4AgC3MkVIHzExJjS4AgCzMDtINLgBwLMsL0g0uAGAQC0jK0h8NIw0Ams0AVw0AUs0ATSADxNINEAKDkg0GyMrIzsjAyPAFBpIIykrQi24%2FoCzJCdILbj%2BwLMeI0gtuP8AsxodSC24%2F0CzERlILbj%2FgEAJCxBIBy0BCi0euP4AQKoyRUgeJCZBIBlAGVAZYBmAGaAZBhcZAQAZATvAGeAZArEZAWAZgBmgGQMBGREZIRlBGQThGQGiGcIZAoMZAXIZAWMZAQQZJBlEGQOlGcUZ1RnlGQQ2GUYZZhmGGQQHGScZAgsZIAYBBwYBPNYGAYAGAXcGAeEGAUMGAaUGAQcGAQwGaReZFwIIFwEzFx8QLxA%2FEH8QBAgQATyvEO8QAp4QAU8QjxACDRABELgBYED%2FKklMEFwQbBCsEOwQBQsQAcsQAaoQuhACGRApEGkQAwgQAQsQDwMfAwJB2AMBjwOfAwL9AwHuAwFMA1wDArsDAaoDAQkDGQMCDwMXFQEVFQoPGC8YTxhfGG8YjxivGAc7vxjPGO8YA64YAU8YbxiPGAMOGB4YLhgDjRitGM0Y7RgETBhsGHwYAwsYKxgC2xjrGAKKGKoYyhgDSRhpGAI4GAEpGAEIGAELGA8HAT7ZBwGOBwF4BwHtBwFLBwGqBwEIBwEMB2YNAQcNATMND0IAERARIBFgEQQ9gBGQEaAR4BEEARFBEQLhEfERAqIRAVMRYxECBBFEEQJlEaURtRHFQDoRBBcRJxECBhEBCxEAAhACAkHgAvACAqcCAVACAUECAbICAaMCAQAAAhACAgFgAnACAgICrwgBCApBAD%2FNcjJfXV9xX3FxcnJycl5dMl5dXV1xcXFxcnJeXT%2FNXl1dMl5dXXFxcnJyXl0yXl1dXV1dXXFxcXJycnJeXRI5L10zXl1dXXFxcXJyXl0zXl1dXV1xcStycnJyXl1dzV5dXTJeXV1xcXJycl5dXTJeXV1dcXFxcXFxcnJycl5dXV0%2FzTIrMl5dKysrKys%2FzTIrcTIrK3FxcXErKysSOS8zKzMrK10rcXErcc0yXV0rMl0rXXFxcXFxcXFycnJycisBEN4y3DIr3jLcMnLOzTIyXV1dXXFxcXJyXl0yXl1dXV1xcXFycl5dMl5dXV1xcXFxcl5dEM1eXV0yXl1dcXFxcnJyXl1dMl5dXV1xcXFxcnJeXTJeXTJeXV1dcXFxcXJyXl1dEM1eXTIyXSsrKzJdK3FycnIrMl0rEM1dKzJdK11dcXIrcisyXStdXSsrcjIrMl0rXV0xMABeXV1dXV1dAV1dXV1dXV5dXl1eXV5dAREzEQMRMxEBNSEVATUhFQERMxEVNSEVAREzEQMRMxEDETMRATUhFQE1IRUBETMRFTUhFQERMxEDah0dHf6vATT%2BzAE0%2Fq8dATT%2Brx2bHR0d%2Fq4BNf7LATX%2Brh0BNf6uHQFrASr%2B1v60ASr%2B1gJ5HR39aB0dAWsBKv7WHx0d%2FtMBKv7WAUwBKv7W%2FrQBKv7WAnkdHf1oHR0BawEq%2FtYfHR3%2B0wEq%2FtYAAQAAAOUBAgAOAKQACgACABAALwBZAAAFIAb5AAUAAQAAACIAIgAiACIAWABkARIB2gKIA6wDzAQYBGQFDAU6BWwFkAW4BdoGega8B3AIIAh6CQgJmAnGCrALWgtwC4YLygv0DDoMxA20Dk4O5A%2BSEAQQNhBeEQIRNhFWEbQSThJsE1ITvhR8FNQVohYiFvgXKBd6GAAY5hmCGegaMhpSGnQalBrgGvobJBveHFYc5B1wHh4eYh8cH3wfsiAGILAg5iG6IhgiiiL8I44jwiSiJPglRCXEJ%2BQoYCkQKVAptinOKjYqlitCK3YrgiuqK9AsTiyOLL4syizWLQAtFi0uLYgtrC5WLlYujC76L3gwDjCWMLgxsjHsMsAzVDNgM34zhjSQNKw1EjVeNcQ2OjZkNqg26DbyNzo3aDfGN9I34jfyOAI4dDiMOKI4uDjOOOg5xjo2Ox47NjtMO2Q7fjuWO6w7wjvcPFI8aDyAPJY8rDzCPNw9Oj68PtQ%2B6j8APxo%2FMD%2BGQFBAZkB6QI5AokC6QMxBykJ4Qo5CokK2Qs5C5EL4QwxDJEPoQ%2FxEEkQmRDpETkRmRMRFqEW%2BRdJF5kX%2BRhJGgEaYRrRGvEcmR0pHmEfcSIBIlkieSKpJIkkqSZxJpEmwSbxKfkqYTnwAAQAAAADMzN0PKsFfDzz1ABkD6AAAAADJirZYAAAAAMqgwH3%2FWf9DDZgDwgAAAAkAAgAAAAAAAAH0ADIAAAAAAOcAAADnAAABFABHAaIASAKbADECNAA9A1oAMgKaAC4A8QBIAUQATgFEAAcB4AAlAjQANQD2ACYBKwAaAPYAOAGA%2F%2BgCNAAyAjQAXQI0ADgCNAA3AjQAKAI0AEECNAA%2FAjQAPAI0ADcCNAAzAPYAOAD2ACYCNAA1AjQANQI0ADUBlAATA7YAQQKXAAgCgwBWAmwAOgLJAFYCOwBWAhkAVgKgADoCwQBWAQ0AVgH0AAgCdQBWAgcAVgNnAEMC2ABWAwoAOgJgAFYDCgA6AnUAVgIUACECNQAQArAAUQKQAAoDoQAcAncAFwJWAAYCPQAhAUkAYAGA%2F%2BgBSQAIAjQALwHs%2F%2FwBeAA9AgoAKwJNAFAB0QAzAk0AMwIvADMBggBQAkIAMwI7AFAA%2FQBCAP3%2FvAIKAFABEQBOA10AUAI%2BAFACTgAzAk0AUAJNADMBggBQAb4AKAGSAEoCPgBKAfYAEAMJABIB%2FwAQAfEAAgHXACQBTQAoARcAYAFNAAgCNAAqAjQALQDrACEBoQAhAXgANAEjAB4D4QA6AOsAPADrACEBoQA8AaEAIQFoADQB8P%2F%2BA%2BT%2F%2FgF4ABcBIwAoA7MAMwDnAAABFABHAjQAVgI0ADwCNAAsAjQAEQEXAGAB7AArAXgAIwMuAEEBhQAmAfMAHgI0ADUBKwAaAy4AQQF4AC4BTAAaAjQANQFnAB4BZwAgAXgAfwJEAFAChgArAPYAOAF4AEUBZwAyAb4AKwHzACgDagAyA2oAMgNqACABlAAcApcACAKXAAgClwAIApcACAKXAAgClwAIA6cABgJsADoCOwBWAjsAVgI7AFYCOwBWAQ0ADwENAEQBDf%2F%2FAQ3%2F7gLWABMC2ABWAwoAOgMKADoDCgA6AwoAOgMKADoCNABQAwoAOgKwAFECsABRArAAUQKwAFECVgAGAmEAVgJvAFACCgArAgoAKwIKACsCCgArAgoAKwIKACsDWwAsAdEAMwIvADMCLwAzAi8AMwIvADMA%2FQAHAP0APAD9%2F%2FcA%2Ff%2FmAk0AMwI%2BAFACTgAzAk4AMwJOADMCTgAzAk4AMwI0ADUCTgAzAj4ASgI%2BAEoCPgBKAj4ASgHxAAICTQBQAfEAAgD9AFAA%2FQBCAXgAVQCU%2F1kBZwAdAWcAGAFnACACNAA1AJT%2FWQMIAFACgwBQAoMAUAKXAFAClwBQBAkAUAQdAFADDgAdBpIAHQPRAEkAAQAAA6T%2FQwAcDbf%2FWf9dDZgAAQAAAAAAAAAAAAAAAAAAAOUAAwJaAZAABQAAArwCigAAAIwCvAKKAAAB3QBPAPoAAAILBQQDBgIDAgTgAAL%2FUAAgWwAAAAAAAAAAREFNQQBAAAD7BAMI%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%2FDxImJiYnEyEZNxohJhU3GRYmGBgZJysQGRgeITs7OxssLCwsLCw%2FKiYmJiYTExMTMTE0NDQ0NCY0Li4uLicpKiMjIyMjIzofJSUlJRISEhInJigoKCgoJigmJiYmISchEhIZChgYGCYKNCsrLS1FRzRxQwAAAAACAAAAAwAAABQAAwABAAAAFAAEANwAAAAuACAABAAOAAAADQB%2BAP8BMQFTAsYC2gLcIBQgGiAeICIgOiBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAAAAAADQAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAB%2F%2FX%2F4%2F%2FS%2F6EAAP2f%2Ffr9k%2BBaAAAAAOBKAADgkeBj37bex97FH%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%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%2BAYoqxQECKcEVgaDotLCCKI0lkiiNTWDwbIVktLEtSWH0belktLLASAEsBS1RCLSyxAgBCsSMBiFGxQAGIU1pYuRAAACCIVFixAgFCWVktLEUYaCNLUVgjIEUgZLBAUFh8WWiKYFlELSywABawAiWwAiUBsAEjPgCwAiM%2BsQECBgywCiNlQrALI0IBsAEjPwCwAiM%2FsQECBgywBiNlQrAHI0KwARYBLQC5AQMBArJkHxBBDQECACABAgAwAQIAAwBQAQIAYAECAAL%2FwAECsjY5RrgBArICEx%2B5AQEBALKmHyC6AQAAAQEAsgETH0EXAQgAkAEHAFUBBgCQAQkAVQEFAJABBABVAC8BBwABAL8BBADfAQQA%2FwEEAAP%2FwLP%2FGihGuP%2FAQBr%2FEBhG37Pvs%2F%2BzA6%2Byv7ICQLCQsKCwA6%2BuAbj%2FwECyrQgMRhCsoKwCQKtQq2CrA2CqAaCqAaekCB%2BmpAgfpaQVH6QCBx%2BjAgMfop4GH6GeCx%2BgngYfnwECH54BBR%2BdAQQfnJnIH5uZFR%2BamH0fmQIHH5gCRx%2BXAjIflpEaH5WRfR%2BUk6YfkwEBH5IBGh%2BRARkfkI5IH4%2BOZB9PjgFvjn%2BOAq%2BOAUCOODtGjgICH42LFh%2BMi30fiwETH4qFPh%2BJhyIfiIdkHxCHIIcwhwNQh2CHArj%2FwEDKhzY5RocCEx%2BGAgMfr4W%2Fhc%2BFA4UCAR%2BEgBkfg4HJH4J%2Fph%2BBAcgfgAEDHyB%2FAX8BEx9%2BeTMffXs3H3x5ZB97Ai0fegICH195b3kCeQISH3h0GR93dX4fdnNkH3UBfR90AQUfYHNwcwIQcyBzwHMDcwETH3J%2Bb1VxfnBVaFtbVWdbX1VmW11VZFtaVWNbXFViW1lVWENWVVdDVVVTkE1VUpBLVVGQSlVQkElVT5BOVS9OAb9J30n%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%2Fx%2F%2F4DRwIIAAD%2FR%2F9vAuIDAQAHAA3%2F9f%2F%2B%2F%2F4CqQAAArX%2F8QAQ%2F0cDDwK1AAAAYgDxAUgB9QJOAAD%2F8wAA%2F2cAF%2F%2FvABAAFP9DAkQCaALeAwgBOwK9AAj%2F%2BABhAJwASQBmAE4AsABPAQwAOgBUAEMAbgBdAMQARABgAEwAsABFAN4AVABQAGsAPQBcAGAAMwBMAFEAdQBZADIARQBIAF0AtQBPAD4AhQBCAG4AhgCyAJwBCgAvAHIAUgDEAIUAbgA9ACoAWAA8AFIANQCiAOYATgBQAMMBhABIAD4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYgBdAGAAVABQAggADf%2F1AwEABwAAAAAAAQAAGawAAQRFGAAACgGeAAoAJP%2BxAAoAJv%2FnAAoAKv%2FnAAoALf%2BFAAoAMv%2FnAAoANP%2FnAAoAOQANAAoAOgAKAAoAPf%2F0AAoAmP96AAsADABQAAsAJv%2FiAAsAKv%2FiAAsAMv%2FiAAsANP%2FiAAsANv%2FuAAsANwALAAsAOP%2F2AAsAOQAPAAsAPAARAAwAJP%2FsAAwAJv%2F0AAwAKv%2F0AAwALf%2FzAAwAMv%2F0AAwANP%2F0AAwANv%2F0AAwAN%2F%2FkAAwAOf%2FeAAwAOv%2FuAAwAO%2F%2FkAAwAPP%2FVAAwAPf%2FqAAwAmP%2FsAA0AJP%2FAAA0AJv%2F2AA0AKv%2F2AA0ALf%2BGAA0AO%2F%2FnAA0AmP%2BfABAALf%2FkABAAN%2F%2FOABAAOf%2F0ABAAO%2F%2FhABAAPP%2FOABAAPf%2FwABAAmP%2FyABEAJAAZABEAJv%2FjABEAKv%2FjABEALQAcABEAMv%2FfABEANP%2FfABEANgAOABEAN%2F%2B6ABEAOP%2FpABEAOf%2BzABEAOv%2FYABEAOwAKABEAPP%2BwABEAPQATABEAmAATABIAJP%2FOABIAJv%2FlABIAKv%2FlABIALf%2B5ABIAMv%2FmABIANP%2FmABIANwAdABIAOQAgABIAOgAWABIAOwAUABIAPAAiABIAPQAJABIAmP%2BzAB0AJv%2F1AB0AKv%2F1AB0AMv%2F1AB0ANP%2F1AB0AN%2F%2BrAB0AOP%2F0AB0AOf%2FrAB0AOv%2FzAB0APP%2FYACMAJP%2FmACMAJv%2F2ACMAKv%2F2ACMALf%2FmACMAMv%2F2ACMANP%2F2ACMANv%2FuACMAN%2F%2FUACMAOP%2F0ACMAOf%2FcACMAOv%2FpACMAO%2F%2FZACMAPP%2FKACMAPf%2FeACMAmP%2FaACQACv%2ByACQAC%2F%2FtACQADf%2FBACQAEQAaACQAEgARACQAI%2F%2FxACQAJAAhACQAJv%2FtACQAKv%2FtACQALQAdACQAMv%2FtACQANP%2FtACQANgAQACQAN%2F%2FAACQAOP%2F2ACQAOf%2FCACQAOv%2FuACQAOwAZACQAPP%2BxACQAPQATACQAQP%2FlACQARv%2FzACQAR%2F%2FzACQASP%2FzACQASv%2FwACQAUv%2FzACQAVP%2FzACQAVgANACQAWP%2FxACQAWf%2FrACQAWv%2FtACQAWwAaACQAXP%2FxACQAXQAPACQAXv%2FsACQAYP%2F2ACQAYwAZACQAZv%2FtACQAaP%2B5ACQAaf%2B8ACQAmAAiACQAwv%2FzACUACv%2F1ACUAC%2F%2F1ACUADP%2FnACUADf%2F1ACUAEf%2F2ACUAEv%2FrACUAHf%2F1ACUAIv%2FsACUAOf%2FtACUAOv%2FzACUAO%2F%2FrACUAPP%2FnACUAQP%2FeACUAXf%2FzACUAYP%2FqACUAmP%2F0ACYAC%2F%2FpACYAEP%2FiACYAEQAWACYAIgAPACYAI%2F%2FvACYAJAAWACYAJv%2FsACYAKv%2FsACYALQAXACYAMv%2FsACYANP%2FsACYANgAKACYANwARACYAOQARACYAOwANACYAPAARACYAPQAKACYAPv%2F2ACYARv%2FxACYAR%2F%2FxACYASP%2FxACYASv%2FxACYAUv%2FxACYAVP%2FxACYAWP%2FsACYAWf%2FwACYAWv%2FvACYAWwAOACYAXP%2FwACYAXv%2FkACYAYwASACYAZv%2FTACYAaQANACYAmAAWACYAwv%2FxACcABP%2FyACcACv%2FmACcAC%2F%2F0ACcADP%2FfACcAEf%2FfACcAEv%2FVACcAIv%2FZACcAI%2F%2F1ACcAJP%2FtACcALf%2FnACcANv%2F1ACcAN%2F%2FlACcAOf%2FvACcAOv%2FvACcAO%2F%2FoACcAPP%2FXACcAPf%2FxACcAPv%2F1ACcAQP%2FWACcARP%2FyACcAYP%2FjACcAY%2F%2FeACcAaP%2FsACcAaf%2F0ACcAmP%2FWACgACv%2FwACgAC%2F%2FrACgADf%2FzACgAEQALACgAI%2F%2FwACgAJAARACgAJv%2FkACgAKv%2FkACgALQARACgAMv%2FkACgANP%2FkACgAOP%2FqACgAPv%2FvACgAQP%2FVACgARv%2FwACgAR%2F%2FvACgASP%2FwACgASv%2FpACgAUv%2FvACgAVP%2FxACgAV%2F%2FyACgAWP%2FtACgAWf%2FnACgAWv%2FnACgAWwAJACgAXP%2FnACgAXv%2FtACgAYP%2FqACgAZv%2FpACgAaP%2FzACgAmAASACgAwv%2FxACkABP%2F2ACkAC%2F%2FoACkAEf%2B%2FACkAEv%2FEACkAHf%2FuACkAIgANACkAI%2F%2FuACkAJP%2FSACkAJv%2FzACkAKv%2FzACkALf%2BwACkAMv%2FzACkANP%2FzACkANwAOACkAOQASACkAPAAUACkAPv%2FxACkAQP%2FXACkARP%2FNACkARv%2FyACkAR%2F%2FyACkASP%2FyACkASv%2FyACkAUf%2FkACkAUv%2FyACkAU%2F%2FkACkAVP%2FyACkAVf%2FkACkAWP%2FnACkAW%2F%2FcACkAXf%2FmACkAY%2F%2BZACkAcP%2FrACkAmP%2B0ACkAwv%2FxACoADP%2F2ACoADf%2FnACoAQP%2F2ACoAWf%2FuACoAXP%2FuACoAYP%2F2AC0ADP%2F2AC0AEf%2F2AC0AEv%2FcAC0AJP%2F2AC0ALf%2FxAC0APf%2FvAC0AQP%2FeAC0AXf%2FuAC0AYP%2FtAC0AY%2F%2FzAC0AmP%2FnAC4AC%2F%2FuAC4ADf%2FfAC4AEP%2FRAC4AEQAQAC4AEgASAC4AIgALAC4AI%2F%2FtAC4AJAAiAC4AJv%2FdAC4AKv%2FdAC4ALQAbAC4AMv%2FdAC4ANP%2FdAC4ANwARAC4AOQAUAC4AOgAKAC4AOwAaAC4APAAWAC4APQAVAC4AQP%2FmAC4ARv%2FrAC4AR%2F%2FrAC4ASP%2FrAC4ASv%2FrAC4AUv%2FrAC4AVP%2FrAC4AVgAOAC4AWP%2FzAC4AWf%2FyAC4AWv%2FQAC4AWwAbAC4AXP%2F2AC4AXQAQAC4AXv%2FtAC4AYwAPAC4AZv%2FDAC4AmAAjAC4AwQAVAC4Awv%2FnAC8ACv%2BCAC8AC%2F%2F2AC8ADf91AC8AEP%2B7AC8AEQAXAC8AEgAMAC8AJAAcAC8AJv%2FTAC8AKv%2FTAC8ALQAcAC8AMv%2FTAC8ANP%2FTAC8ANgAOAC8AN%2F%2BNAC8AOP%2FuAC8AOf%2BcAC8AOv%2FTAC8AOwAUAC8APP%2BNAC8APQAOAC8AQP%2FgAC8ARv%2F0AC8AR%2F%2F0AC8ASP%2F0AC8ASv%2F0AC8AUv%2F0AC8AVP%2F0AC8AWf%2FYAC8AWv%2FbAC8AWwAVAC8AXP%2FsAC8AXQAKAC8AXv%2FoAC8AYP%2FxAC8AYwAOAC8AZv%2FZAC8AaP%2BIAC8Aaf%2BKAC8AcAALAC8AmAAdADAAOf%2F6ADAAPP%2F4ADIABP%2FyADIACv%2FpADIAC%2F%2F0ADIADP%2FkADIAEf%2FfADIAEv%2FWADIAIv%2FeADIAI%2F%2F1ADIAJP%2FtADIALf%2FnADIANv%2F2ADIAN%2F%2FlADIAOf%2FvADIAOv%2FwADIAO%2F%2FoADIAPP%2FXADIAPf%2FxADIAPv%2F2ADIAQP%2FWADIARP%2FzADIAYP%2FjADIAY%2F%2FiADIAaP%2FwADIAaf%2F2ADIAmP%2FYADMABP%2F1ADMAC%2F%2F0ADMADP%2FoADMAEf%2BmADMAEv%2FCADMAJP%2FOADMALf%2BhADMAO%2F%2FuADMAPv%2FxADMAQP%2FXADMARP%2FtADMARv%2FrADMAR%2F%2FrADMASP%2FgADMASv%2FrADMAUv%2FrADMAVP%2F1ADMAWQAKADMAWgAJADMAXAAKADMAYP%2FoADMAY%2F%2BNADMAZv%2FuADMAaQAKADMAmP%2BsADMAwv%2FwADQABP%2FyADQACv%2FpADQAC%2F%2F0ADQAEf%2FfADQAIv%2FeADQAI%2F%2F1ADQAJP%2FtADQALf%2FnADQANv%2F2ADQAN%2F%2FlADQAOf%2FvADQAOv%2FwADQAO%2F%2FoADQAPP%2FXADQAPf%2FxADQAPv%2F2ADQARP%2FyADQATQAPADQAY%2F%2FsADQAaP%2FwADQAaf%2F2ADQAmP%2FYADUAC%2F%2F0ADUAEQAOADUAEgAMADUAIv%2FzADUAI%2F%2FxADUAJAAcADUAJv%2F1ADUAKv%2F1ADUALQAWADUAMv%2F1ADUANP%2F1ADUAOf%2F2ADUAOwATADUAPP%2FtADUAPQAOADUAQP%2FfADUAWwAVADUAXQAJADUAXv%2FvADUAYP%2FwADUAYwAOADUAZv%2FsADUAmAAdADUAwv%2FxADcAC%2F%2FlADcADAAMADcAEP%2FPADcAEf%2B1ADcAEv%2BqADcAHf%2BsADcAIgAWADcAI%2F%2FNADcAJP%2FAADcAJv%2FlADcAKv%2FlADcALf%2BmADcAMv%2FlADcANP%2FlADcANwAYADcAOQAbADcAOgARADcAOwAPADcAPAAdADcAQP%2FgADcARP%2FTADcARv%2FJADcAR%2F%2FJADcASP%2FJADcASv%2FJADcAUf%2FYADcAUv%2FJADcAU%2F%2FYADcAVP%2FJADcAVf%2FYADcAVv%2FTADcAWP%2FeADcAWf%2FqADcAWv%2BvADcAW%2F%2FuADcAXP%2FqADcAXf%2FiADcAXv%2FoADcAY%2F%2B9ADcAZv%2BrADcAcP%2B0ADcAmP%2B4ADcAwAAVADcAwQAfADcAwv%2BxADgAC%2F%2F2ADgAEf%2F2ADgAEv%2FXADgAHf%2F2ADgAJP%2F2ADgALf%2FxADgAPf%2FwADgAQP%2FbADgARP%2FwADgAXf%2FuADgAXv%2F2ADgAYP%2FqADgAY%2F%2FrADgAmP%2FeADkACgAOADkAC%2F%2FfADkADAAQADkAEP%2F2ADkAEf%2B1ADkAEv%2B9ADkAHf%2FsADkAIgAYADkAI%2F%2FaADkAJP%2FCADkAJv%2FvADkAKv%2FvADkALf%2BhADkAMP%2F6ADkAMv%2FvADkANP%2FvADkANwAcADkAOQAfADkAOgAVADkAOwATADkAPAAhADkAQP%2FkADkARP%2FnADkARv%2FTADkAR%2F%2FTADkASP%2FTADkASv%2FTADkAUf%2FiADkAUv%2FTADkAU%2F%2FiADkAVP%2FTADkAVf%2FiADkAVv%2FxADkAWP%2FoADkAXf%2F%2BADkAXv%2FoADkAY%2F%2B2ADkAZv%2FVADkAaAATADkAaQAYADkAcP%2F1ADkAmP%2BuADkAvgALADkAwQAgADkAwv%2FNADoACgANADoAC%2F%2FwADoAEf%2FbADoAEv%2FRADoAHf%2F1ADoAIgAQADoAI%2F%2FtADoAJP%2FuADoAJv%2FwADoAKv%2FwADoALf%2FEADoAMv%2FwADoANP%2FwADoANwATADoAOQAWADoAOgAMADoAOwAKADoAPAAYADoAQP%2FbADoARP%2FjADoARv%2FqADoAR%2F%2FqADoASP%2FqADoASv%2FmADoAUf%2FrADoAUv%2FqADoAU%2F%2FrADoAVP%2FqADoAVf%2FrADoAVv%2FvADoAWP%2FtADoAXv%2FvADoAY%2F%2FaADoAZv%2FsADoAaAASADoAaQAZADoAmP%2FPADoAwQASADoAwv%2FmADsAC%2F%2FnADsADf%2FmADsAEP%2FkADsAEQANADsAEgAKADsAI%2F%2FmADsAJAAbADsAJv%2FoADsAKv%2FoADsALQAUADsAMv%2FoADsANP%2FoADsANwANADsAOQARADsAOwASADsAPAATADsAPQANADsAQP%2FeADsARv%2FuADsAR%2F%2FuADsASP%2FuADsASv%2FuADsAUv%2FuADsAVP%2FuADsAWP%2F2ADsAWf%2F1ADsAWv%2FbADsAWwATADsAXP%2F5ADsAXv%2FmADsAYwAKADsAZv%2FRADsAmAAcADsAwv%2FjADwAC%2F%2FWADwADAASADwAEP%2FPADwAEf%2B%2FADwAEv%2BuADwAHf%2FaADwAIgAZADwAI%2F%2FGADwAJP%2BxADwAJv%2FXADwAKv%2FXADwALf%2BNADwAMP%2F4ADwAMv%2FXADwANP%2FXADwANwAeADwAOQAhADwAOgAXADwAOwAVADwAPAAjADwAPQALADwAQP%2FmADwARP%2FXADwARv%2FPADwAR%2F%2FPADwASP%2FPADwASv%2FPADwAUf%2FYADwAUv%2FPADwAU%2F%2FYADwAVP%2FPADwAVf%2FYADwAVv%2FsADwAWP%2FeADwAW%2F%2FxADwAXf%2FkADwAXv%2FqADwAY%2F%2ByADwAZv%2B0ADwAaAALADwAaQARADwAcP%2FgADwAmP%2BwADwAwQApADwAwv%2ByAD0AC%2F%2FrAD0AEP%2FEAD0AEQALAD0AI%2F%2FwAD0AJAARAD0AJv%2FcAD0AKv%2FcAD0ALQARAD0AMv%2FcAD0ANP%2FcAD0AOP%2FyAD0AOQAKAD0APAAMAD0APv%2FvAD0AQP%2FVAD0ARv%2FwAD0AR%2F%2FvAD0ASP%2FwAD0ASv%2FpAD0AUv%2FvAD0AVP%2FxAD0AV%2F%2FzAD0AWP%2FtAD0AWf%2FpAD0AWv%2FoAD0AWwAJAD0AXP%2FpAD0AXv%2FdAD0AYP%2FxAD0AZv%2FOAD0AmAASAD0AwQAKAD0Awv%2FxAD4AJP%2FkAD4AJv%2FVAD4AKv%2FVAD4ALf%2FkAD4AMv%2FVAD4ANP%2FVAD4ANv%2FmAD4AN%2F%2FfAD4AOP%2FaAD4AOf%2FjAD4AOv%2FbAD4AO%2F%2FcAD4APP%2FlAD4APf%2FXAD4AQABQAD4AmP%2FlAEAAJv%2F2AEAAKv%2F2AEAAMv%2F2AEAANP%2F2AEAAOv%2F2AEAAO%2F%2F2AEAAPf%2FwAEQACv%2FlAEQADP%2FoAEQADf%2FsAEQAIv%2FkAEQAQP%2FiAEQAWf%2FxAEQAWv%2F0AEQAXP%2FxAEQAYP%2FrAEQAaf%2FoAEUACv%2FbAEUADP%2FlAEUAEv%2FqAEUAI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QnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3tRxAWwFs2tcuJRnI6xjmBdWjbgFNRHMHiF1uHYBfUR%2Fut5Ug2jXAaT96%2B9RH%2FFToRwIzGbKmVJ1AZQnoabSB1yyIg7ByAridHApPMjyw0OiV6RjSbCuzwLAvFizBliWJua1tsuAgvNPbmljYbpt8lkWam7b3XZiOiKJskMOtmfScnsbPW208knwjuXrXK4Q1iKIgNyYXXDVT9C2Ye%2F78GQ5BEEXfFdde2RwauOysdJNL5AzCy84ard%2FnGAVN8alecnFdgu5Gbd5DJTL%2BhHZK0vApVy3OfU8XTSJg1TlssivsPYUlIqvn66PzrVTymCc4wgF6SDNR0pDf%2B9Gp%2BVnsUH5WtpHYsuhOaey8zdwLN47V8MTbm78g687%2BP3cx6tcAeNpjYGRgYGBk8s0%2FzBIfz2%2FzlUGeZQNQhOFCWfF0GP0%2F8P8c1jusIkAuBwMTSBQAYwQM6HjaY2BkYGAV%2Bd8KJgP%2FXWG9wwAUQQGLAYqPBl942n1TvUoDQRCe1VM8kWARjNrZGIurBAsRBIuA2vkAFsJiKTYW4guIjT5ARMgTxCLoA1hcb5OgDyGHrY7f7M65e8fpLF%2B%2B2W%2FnZ2eTmGfaIJi5I0qGDlZZcD51QzTTJirZPAI9JIwVA%2BwT8L5nOdMaV0AuMJ%2BicRHq8of6LSD18fzq8ds7xjpwBnQiSI9V5QVl6NwPvgM15NXn%2FAtWZyj3W0HjEXitOc%2FdIdbetPdFTZ%2BP6t%2BX7xU0%2Fk6GJtOe1%2FB3arN0%2Fpmz1J4UZc%2BD6ExwjD7vioeGd5HvhvU%2BR%2BDZcGZ6YBPNfAi0G97iBPwFXqph2cW8%2BD7kjMfwtinHb6kLb6Wygk3cZytSEoptGrlScdHtLPeri1JKueACMZfU1ViJG1Sq5E43dIt7SZZFl1zuRhb%2FGOs44xFVDbrJzB5tYs35OmaXTrEmkv0DajnMWQB42mNgYNCCwk0MLxheMPrhgUuY2JiUmOqY2pjWMD1hdmPOY%2B5hPsLCwWLEksSyiOUOawzrLrYiti%2FsCuxJ7Kc45DiSOPZxmnG2cG7jvMelweXDNYXrEbcBdxf3KR4OngheLd443g18fHwZfFv4NfiX8T8TEBIIEZggsEpQS7BMcJsQl5CFUI3QAWEp4RLhCyJaIldEbURXiJ4RYxEzE0sQ2yD2TzxIfJkEk4SeRJbENIkNEg8k%2FklqSGZITpE8InlL8p2UmVSG1A6pb9Jx0ltkjGSmyDySlZF1kc2RnSK7R%2FaZnJ5cmdwB%2BST5SwpuCvsUjRTLFHcoOShNU9qhzKespGyhXKV8SPmBCpOKgUqcyjSVR6omqgmqe9RE1OrUnqkHqO9R%2F6FholGgsUZzgeYZLTUtL60WbS7tKh0OnQydXTpvdGV0O3S%2F6Gnopekt0ruhz6fvpl%2Bnv0n%2Fh4GdQYvBJUMhwwTDdYYvjFSM4oxmGd0zVjK2M84w3mYiYZJgssLkkqmO6TzTF2Z2ZjVmd8ylzP3MJ5lfsRCwcLJoszhhyWXpZdlhecZKxirHapbVPesF1ndsJGwCbBbZ%2FLA1sn1jZ2XXY3fFXsM%2Bz36V%2FS8HD4cGh2OOTI51ThJOK5zeOUs4OzmXOS9wPuUi4JLgss7lm2uU6zY3NrcSty1u39zN3Mvct7l%2F8xDzMPLw88jyaPM44ynkaeEZ59niucqLyUvPKwgAn3OqOQAAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAHjarZK9TgJBEMf%2Fd6CRaAyRhMLqCgsbL4ciglTGRPEjSiSKlnLycXJ86CEniU%2FhM9jYWPgIFkYfwd6nsDD%2Bd1mBIIUx3mZnfzs3MzszuwDCeIYG8UUwQxmAFgxxPeeuyxrmcaNYxzTuFAewi0fFQSTxqXgM11pC8TgS2oPiCUS1d8Uh8ofiSczpYcVT5LjiCPlY8Qui%2BncOr7D02y6%2FBTCrP%2Fm%2Bb5bdTrPi2I26Z9qNGtbRQBMdXMJBGRW0YOCecxEWYoiTCvxrYBunqHPdoX2bLOyrMKlZg8thDETw5K7Itci1TXlGy0124QRZZLDFU%2FexhxztMozlosTpMH6ZPge0L%2BOKGnFKjJ4WRwppHPL0PP3SI2P9jLQwFOu3GRhDfkeyDo%2F%2FG7IHgzllZQxLdquvrdCyBVvat3seJlYo06gxapUxhU2JWnFygR03sSxnEkvcpf5Y5eibGq315TDp7fKWm8zbUVl71Aqq%2FZtNnlkWmLnQtno9ycvXYbA6W2pF3aKfCayyC0Ja7Fr%2FPW70%2FHO4YM0OKxFvzf0C1MyPjwAAeNpt1VWUU2cYRuHsgxenQt1d8%2F3JOUnqAyR1d%2FcCLQVKO22pu7tQd3d3d3d3d3cXmGzumrWy3pWLs%2FNdPDMpZaWu1783l1Lpf14MnfzO6FbqVupfGkD30iR60JNe9KYP09CXfvRnAAMZxGCGMG3pW6ZjemZgKDMyEzMzC7MyG7MzB3MyF3MzD%2FMyH%2FOzAAuyEAuzCIuyGIuzBGWCRIUqOQU16jRYkqVYmmVYluVYng6GMZwRNGmxAiuyEiuzCquyGquzBmuyFmuzDuuyHuuzARuyERuzCZuyGZuzBVuyFVuzDduyHdszklGMZgd2ZAw7MZZxjGdnJrALu9LJbuzOHkxkT%2FZib%2FZhX%2FZjfw7gQA7iYA7hUA7jcI7gSI7iaI7hWI7jeE7gRE7iZE5hEqdyGqdzBmdyFmdzDudyHudzARdyERdzCZdyGZdzBVdyFVdzDddyHddzAzdyEzdzC7dyG7dzB3dyF3dzD%2FdyH%2FfzAA%2FyEA%2FzCI%2FyGI%2FzBE%2FyFE%2FzDM%2FyHM%2FzAi%2FyEi%2FzCq%2FyGq%2FzBm%2FyFm%2FzDu%2FyHu%2FzAR%2FyER%2FzCZ%2FyGZ%2FzBV%2FyFV%2FzDd%2FyHd%2FzAz%2FyEz%2FzC7%2FyG7%2FzB3%2FyF3%2FzD%2F9mpYwsy7pl3bMeWc%2BsV9Y765NNk%2FXN%2BmX9swHZwGxQNjgb0nPkmInjR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JkMjJkSnRCKw8PIjBKK6trdZ4wqndkLzVkV4UljQAAAgB7AAAETASwAD4ARwAAASEyHgUVHAEVFA4FKwEHITIWDwEOASsBFRQGKwEiJj0BISImPwE%2BATsBNSEiJj8BPgE7ARE0NhcRMzI2NTQmIwGsAV5DakIwFgwBAQwWMEJqQ7ICASAKBgZ4BhgKigsKlQoP%2FvUKBgZ4BhgKdf71CgYGeAYYCnUPtstALS1ABLAaJD8yTyokCwsLJCpQMkAlGmQMCKAIDK8LDg8KrwwIoAgMZAwIoAgMAdsKD8j%2B1EJWVEAAAAEAyAGQBEwCvAAPAAATITIWHQEUBiMhIiY9ATQ2%2BgMgFR0dFfzgFR0dArwdFcgVHR0VyBUdAAAAAgDIAAAD6ASwACUAQQAAARUUBisBFRQGBx4BHQEzMhYdASE1NDY7ATU0NjcuAT0BIyImPQEXFRQWFx4BFAYHDgEdASE1NCYnLgE0Njc%2BAT0BA%2BgdFTJjUVFjMhUd%2FOAdFTJjUVFjMhUdyEE3HCAgHDdBAZBBNxwgIBw3QQSwlhUdZFuVIyOVW5YdFZaWFR2WW5UjI5VbZB0VlshkPGMYDDI8MgwYYzyWljxjGAwyPDIMGGM8ZAAAAAEAAAAAAAAAAAAAAAAxAAAB%2F%2FIBLATCBEEAFgAAATIWFzYzMhYVFAYjISImNTQ2NyY1NDYB9261LCwueKqqeP0ST3FVQgLYBEF3YQ6teHmtclBFaw4MGZnXAAAAAgAAAGQEsASvABoAHgAAAB4BDwEBMzIWHQEhNTQ2OwEBJyY%2BARYfATc2AyEnAwL2IAkKiAHTHhQe%2B1AeFB4B1IcKCSAkCm9wCXoBebbDBLMTIxC7%2FRYlFSoqFSUC6rcQJBQJEJSWEPwecAIWAAAAAAQAAABkBLAETAALABcAIwA3AAATITIWBwEGIicBJjYXARYUBwEGJjURNDYJATYWFREUBicBJjQHARYGIyEiJjcBNjIfARYyPwE2MhkEfgoFCP3MCBQI%2FcwIBQMBCAgI%2FvgICgoDjAEICAoKCP74CFwBbAgFCvuCCgUIAWwIFAikCBQIpAgUBEwKCP3JCAgCNwgK2v74CBQI%2FvgIBQoCJgoF%2FvABCAgFCv3aCgUIAQgIFID%2BlAgKCggBbAgIpAgIpAgAAAAD%2F%2FD%2F8AS6BLoACQANABAAAAAyHwEWFA8BJzcTAScJAQUTA%2BAmDpkNDWPWXyL9mdYCZv4f%2FrNuBLoNmQ4mDlzWYP50%2FZrWAmb8anABTwAAAAEAAAAABLAEsAAPAAABETMyFh0BITU0NjsBEQEhArz6FR384B0V%2Bv4MBLACiv3aHRUyMhUdAiYCJgAAAAEADgAIBEwEnAAfAAABJTYWFREUBgcGLgE2NzYXEQURFAYHBi4BNjc2FxE0NgFwAoUnMFNGT4gkV09IQv2oWEFPiCRXT0hCHQP5ow8eIvzBN1EXGSltchkYEAIJm%2F2iKmAVGilucRoYEQJ%2FJioAAAACAAn%2F%2BAS7BKcAHQApAAAAMh4CFQcXFAcBFgYPAQYiJwEGIycHIi4CND4BBCIOARQeATI%2BATQmAZDItoNOAQFOARMXARY7GikT%2Fu13jgUCZLaDTk6DAXKwlFZWlLCUVlYEp06DtmQCBY15%2Fu4aJRg6FBQBEk0BAU6Dtsi2g1tWlLCUVlaUsJQAAQBkAFgErwREABkAAAE%2BAh4CFRQOAwcuBDU0PgIeAQKJMHt4dVg2Q3mEqD4%2Bp4V4Qzhadnh5A7VESAUtU3ZAOXmAf7JVVbJ%2FgHk5QHZTLQVIAAAAAf%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAgAAAAAAAAABAAAFFP%2BFAAAFFP9R%2FtQF3AABAAAAAAAAAAAAAAAAAAAAowG4ACgAAAAAAZAAAASwAAAEsABkBLAAAASwAAAEsABwAooAAAUUAAACigAABRQAAAGxAAABRQAAANgAAADYAAAAogAAAQQAAABIAAABBAAAAUUAAASwAGQEsAB7BLAAyASwAMgB9AAABLD%2F8gSwAAAEsAAABLD%2F8ASwAAAEsAAOBLAACQSwAGQEsP%2FTBLD%2F0wSwAAAEsAAABLAAAASwAAAEsAAABLAAJgSwAG4EsAAXBLAAFwSwABcEsABkBLAAGgSwAGQEsAAMBLAAZASwABcEsP%2BcBLAAZASwABcEsAAXBLAAAASwABcEsAAXBLAAFwSwAGQEsAAABLAAZASwAAAEsAAABLAAAASwAAAEsAAABLAAAASwAAAEsAAABLAAZASwAMgEsAAABLAAAASwADUEsABkBLAAyASw%2F7UEsAAhBLAAAASwAAAEsAAABLAAAASwAAAEsP%2BcBLAAAASwAAAEsAAABLAA2wSwABcEsAB1BLAAAASwAAAEsAAABLAACgSwAMgEsAAABLAAnQSwAMgEsADIBLAAyASwAAAEsP%2F%2BBLABLASwAGQEsACIBLABOwSwABcEsAAXBLAAFwSwABcEsAAXBLAAFwSwAAAEsAAXBLAAFwSwABcEsAAXBLAAAASwALcEsAC3BLAAAASwAAAEsABJBLAAFwSwAAAEsAAABLAAXQSw%2F9wEsP%2FcBLD%2FnwSwAGQEsAAABLAAAASwAAAEsABkBLD%2F%2FwSwAAAEsP9RBLAABgSwAAAEsAAABLABRQSwAAEEsAAABLD%2FnASwAEoEsAAUBLAAAASwAAAEsAAABLD%2FnASwAGEEsP%2F9BLAAFgSwABYEsAAWBLAAFgSwABgEsAAABMQAAASwAGQAAAAAAAD%2F2ABkADkAyAAAAScAZAAZABkAGQAZABkAGQAZAAAAAAAAAAAAAADZAAAAAAAOAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAMAZABkAAAAEAAAAAAAZP%2Bc%2F5z%2FnP%2Bc%2F5z%2FnP%2Bc%2F5wACQAJ%2F%2FL%2F8gBkAHkAJwBkAGQAAAAAAGT%2FogAAAAAAAAAAAAAAAADIAGQAAAABAI8AAP%2Bc%2F5wAZAAEAMgAyAAAAGQBkABkAAAAZAEs%2F7UAAAAAAAAAAAAAAAAAAABkAAABLAFBADIAMgAIAAAAAADIAT4AZgBmANkAyADIAAAAKgAqACoAKgCyAOgA6AFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BpAIGAiICfgKGAqwC5ANGA24DjAPEBAgEMgRiBKIE3AVcBboGcgb0ByAHYgfKCB4IYgi%2BCTYJhAm2Cd4KKApMCpQK4gswC4oLygwIDFgNKg1eDbAODg5oDrQPKA%2BmD%2BYQEhBUEJAQqhEqEXYRthIKEjgSfBLAExoTdBPQFCoU1BU8FagVzBYEFjYWYBawFv4XUhemGAIYLhhqGJYYsBjgGP4ZKBloGZQZxBnaGe4aNhpoGrga9hteG7QcMhyUHOIdHB1EHWwdlB28HeYeLh52HsAfYh%2FSIEYgviEyIXYhuCJAIpYiuCMOIyIjOCN6I8Ij4CQCJDAkXiSWJOIlNCVgJbwmFCZ%2BJuYnUCe8J%2FgoNChwKKwpoCnMKiYqSiqEKworeiwILGgsuizsLRwtiC30LiguZi6iLtgvDi9GL34vsi%2F4MD4whDDSMRIxYDGuMegyJDJeMpoy3jMiMz4zaDO2NBg0YDSoNNI1LDWeNeg2PjZ8Ntw3GjdON5I31DgQOEI4hjjIOQo5SjmIOcw6HDpsOpo63jugO9w8GDxQPKI8%2BD0yPew%2BOj6MPtQ%2FKD9uP6o%2F%2BkBIQIBAxkECQX5CGEKoQu5DGENCQ3ZDoEPKRBBEYESuRPZFWkW2RgZGdEa0RvZHNkd2R7ZH9kgWSDJITkhqSIZIzEkSSThJXkmESapKAkouSlIAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAAAAABAAxgABAAAAAAATABIAAAADAAEECQAAAGoAEgADAAEECQABACgAfAADAAEECQACAA4ApAADAAEECQADAEwAsgADAAEECQAEADgA%2FgADAAEECQAFAHgBNgADAAEECQAGADYBrgADAAEECQAIABYB5AADAAEECQAJABYB%2BgADAAEECQALACQCEAADAAEECQAMACQCNAADAAEECQATACQCWAADAAEECQDIABYCfAADAAEECQDJADACkgADAAEECdkDABoCwnd3dy5nbHlwaGljb25zLmNvbQBDAG8AcAB5AHIAaQBnAGgAdAAgAKkAIAAyADAAMQA0ACAAYgB5ACAASgBhAG4AIABLAG8AdgBhAHIAaQBrAC4AIABBAGwAbAAgAHIAaQBnAGgAdABzACAAcgBlAHMAZQByAHYAZQBkAC4ARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAFIAZQBnAHUAbABhAHIAMQAuADAAMAA5ADsAVQBLAFcATgA7AEcATABZAFAASABJAEMATwBOAFMASABhAGwAZgBsAGkAbgBnAHMALQBSAGUAZwB1AGwAYQByAEcATABZAFAASABJAEMATwBOAFMAIABIAGEAbABmAGwAaQBuAGcAcwAgAFIAZQBnAHUAbABhAHIAVgBlAHIAcwBpAG8AbgAgADEALgAwADAAOQA7AFAAUwAgADAAMAAxAC4AMAAwADkAOwBoAG8AdABjAG8AbgB2ACAAMQAuADAALgA3ADAAOwBtAGEAawBlAG8AdABmAC4AbABpAGIAMgAuADUALgA1ADgAMwAyADkARwBMAFkAUABIAEkAQwBPAE4AUwBIAGEAbABmAGwAaQBuAGcAcwAtAFIAZQBnAHUAbABhAHIASgBhAG4AIABLAG8AdgBhAHIAaQBrAEoAYQBuACAASwBvAHYAYQByAGkAawB3AHcAdwAuAGcAbAB5AHAAaABpAGMAbwBuAHMALgBjAG8AbQB3AHcAdwAuAGcAbAB5AHAAaABpAGMAbwBuAHMALgBjAG8AbQB3AHcAdwAuAGcAbAB5AHAAaABpAGMAbwBuAHMALgBjAG8AbQBXAGUAYgBmAG8AbgB0ACAAMQAuADAAVwBlAGQAIABPAGMAdAAgADIAOQAgADAANgA6ADMANgA6ADAANwAgADIAMAAxADQARgBvAG4AdAAgAFMAcQB1AGkAcgByAGUAbAAAAAIAAAAAAAD%2FtQAyAAAAAAAAAAAAAAAAAAAAAAAAAAABFwAAAQIBAwADAA0ADgEEAJYBBQEGAQcBCAEJAQoBCwEMAQ0BDgEPARABEQESARMA7wEUARUBFgEXARgBGQEaARsBHAEdAR4BHwEgASEBIgEjASQBJQEmAScBKAEpASoBKwEsAS0BLgEvATABMQEyATMBNAE1ATYBNwE4ATkBOgE7ATwBPQE%2BAT8BQAFBAUIBQwFEAUUBRgFHAUgBSQFKAUsBTAFNAU4BTwFQAVEBUgFTAVQBVQFWAVcBWAFZAVoBWwFcAV0BXgFfAWABYQFiAWMBZAFlAWYBZwFoAWkBagFrAWwBbQFuAW8BcAFxAXIBcwF0AXUBdgF3AXgBeQF6AXsBfAF9AX4BfwGAAYEBggGDAYQBhQGGAYcBiAGJAYoBiwGMAY0BjgGPAZABkQGSAZMBlAGVAZYBlwGYAZkBmgGbAZwBnQGeAZ8BoAGhAaIBowGkAaUBpgGnAagBqQGqAasBrAGtAa4BrwGwAbEBsgGzAbQBtQG2AbcBuAG5AboBuwG8Ab0BvgG%2FAcABwQHCAcMBxAHFAcYBxwHIAckBygHLAcwBzQHOAc8B0AHRAdIB0wHUAdUB1gHXAdgB2QHaAdsB3AHdAd4B3wHgAeEB4gHjAeQB5QHmAecB6AHpAeoB6wHsAe0B7gHvAfAB8QHyAfMB9AH1AfYB9wH4AfkB%2BgH7AfwB%2FQH%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%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDM5OyIgZD0iTTUwMCA5MDBoMTAwdi0xMDBoLTEwMHYtMTAwaC00MDB2LTEwMGgtMTAwdjYwMGg1MDB2LTMwMHpNMTIwMCA3MDBoLTIwMHYtMTAwaDIwMHYtMjAwaC0zMDB2MzAwaC0yMDB2MzAwaC0xMDB2MjAwaDYwMHYtNTAwek0xMDAgMTEwMHYtMzAwaDMwMHYzMDBoLTMwMHpNODAwIDExMDB2LTMwMGgzMDB2MzAwaC0zMDB6TTMwMCA5MDBoLTEwMHYxMDBoMTAwdi0xMDB6TTEwMDAgOTAwaC0xMDB2MTAwaDEwMHYtMTAwek0zMDAgNTAwaDIwMHYtNTAwIGgtNTAwdjUwMGgyMDB2MTAwaDEwMHYtMTAwek04MDAgMzAwaDIwMHYtMTAwaC0xMDB2LTEwMGgtMjAwdjEwMGgtMTAwdjEwMGgxMDB2MjAwaC0yMDB2MTAwaDMwMHYtMzAwek0xMDAgNDAwdi0zMDBoMzAwdjMwMGgtMzAwek0zMDAgMjAwaC0xMDB2MTAwaDEwMHYtMTAwek0xMjAwIDIwMGgtMTAwdjEwMGgxMDB2LTEwMHpNNzAwIDBoLTEwMHYxMDBoMTAwdi0xMDB6TTEyMDAgMGgtMzAwdjEwMGgzMDB2LTEwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDgzOyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek03NDEuNSA5MTNxLTEyLjUgMCAtMjEuNSAtOWwtMTIwIC0xMjBsLTEyMCAxMjBxLTkgOSAtMjEuNSA5IHQtMjEuNSAtOWwtMTQxIC0xNDFxLTkgLTkgLTkgLTIxLjV0OSAtMjEuNWwxMjAgLTEyMGwtMTIwIC0xMjBxLTkgLTkgLTkgLTIxLjV0OSAtMjEuNWwxNDEgLTE0MXE5IC05IDIxLjUgLTl0MjEuNSA5bDEyMCAxMjBsMTIwIC0xMjBxOSAtOSAyMS41IC05dDIxLjUgOWwxNDEgMTQxcTkgOSA5IDIxLjV0LTkgMjEuNWwtMTIwIDEyMGwxMjAgMTIwcTkgOSA5IDIxLjV0LTkgMjEuNWwtMTQxIDE0MXEtOSA5IC0yMS41IDl6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA4NDsiIGQ9Ik02MDAgMTE3N3ExMTcgMCAyMjQgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNHQtNDUuNSAtMjI0dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjQgLTQ1LjV0LTIyNCA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjR0NDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXpNNTQ2IDYyM2wtODQgODVxLTcgNyAtMTcuNSA3dC0xOC41IC03bC0xMzkgLTEzOXEtNyAtOCAtNyAtMTh0NyAtMTggbDI0MiAtMjQxcTcgLTggMTcuNSAtOHQxNy41IDhsMzc1IDM3NXE3IDcgNyAxNy41dC03IDE4LjVsLTEzOSAxMzlxLTcgNyAtMTcuNSA3dC0xNy41IC03eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODU7IiBkPSJNNjAwIDExNzdxMTE3IDAgMjI0IC00NS41dDE4NC41IC0xMjN0MTIzIC0xODQuNXQ0NS41IC0yMjR0LTQ1LjUgLTIyNHQtMTIzIC0xODQuNXQtMTg0LjUgLTEyM3QtMjI0IC00NS41dC0yMjQgNDUuNXQtMTg0LjUgMTIzdC0xMjMgMTg0LjV0LTQ1LjUgMjI0dDQ1LjUgMjI0dDEyMyAxODQuNXQxODQuNSAxMjN0MjI0IDQ1LjV6TTU4OCA5NDFxLTI5IDAgLTU5IC01LjV0LTYzIC0yMC41dC01OCAtMzguNXQtNDEuNSAtNjN0LTE2LjUgLTg5LjUgcTAgLTI1IDIwIC0yNWgxMzFxMzAgLTUgMzUgMTFxNiAyMCAyMC41IDI4dDQ1LjUgOHEyMCAwIDMxLjUgLTEwLjV0MTEuNSAtMjguNXEwIC0yMyAtNyAtMzR0LTI2IC0xOHEtMSAwIC0xMy41IC00dC0xOS41IC03LjV0LTIwIC0xMC41dC0yMiAtMTd0LTE4LjUgLTI0dC0xNS41IC0zNXQtOCAtNDZxLTEgLTggNS41IC0xNi41dDIwLjUgLTguNWgxNzNxNyAwIDIyIDh0MzUgMjh0MzcuNSA0OHQyOS41IDc0dDEyIDEwMHEwIDQ3IC0xNyA4MyB0LTQyLjUgNTd0LTU5LjUgMzQuNXQtNjQgMTh0LTU5IDQuNXpNNjc1IDQwMGgtMTUwcS0xMCAwIC0xNy41IC03LjV0LTcuNSAtMTcuNXYtMTUwcTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoMTUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2MTUwcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk0OyIgZD0iTTU1MCAxMjAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTUwaDI5MXEyMSAwIDI2IC0xMS41dC04IC0yNy41bC00MjcgLTUyMnEtMTMgLTE2IC0zMiAtMTZ0LTMyIDE2bC00MjcgNTIycS0xMyAxNiAtOCAyNy41dDI2IDExLjVoMjkxdjU1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5NTsiIGQ9Ik02MzkgMTEwOWw1MjIgLTQyN3ExNiAtMTMgMTYgLTMydC0xNiAtMzJsLTUyMiAtNDI3cS0xNiAtMTMgLTI3LjUgLTh0LTExLjUgMjZ2MjkxcS05NCAtMiAtMTgyIC0yMHQtMTcwLjUgLTUydC0xNDcgLTkyLjV0LTEwMC41IC0xMzUuNXE1IDEwNSAyNyAxOTMuNXQ2Ny41IDE2N3QxMTMgMTM1dDE2NyA5MS41dDIyNS41IDQydjI2MnEwIDIxIDExLjUgMjZ0MjcuNSAtOHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjI3OyIgZD0iTTYyNSAxMjAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTEwOXE3OSAtMzMgMTMxIC04Ny41dDUzIC0xMjguNXExIC00NiAtMTUgLTg0LjV0LTM5IC02MXQtNDYgLTM4dC0zOSAtMjEuNWwtMTcgLTZxNiAwIDE1IC0xLjV0MzUgLTl0NTAgLTE3LjV0NTMgLTMwdDUwIC00NXQzNS41IC02NHQxNC41IC04NHEwIC01OSAtMTEuNSAtMTA1LjV0LTI4LjUgLTc2LjV0LTQ0IC01MXQtNDkuNSAtMzEuNXQtNTQuNSAtMTZ0LTQ5LjUgLTYuNSB0LTQzLjUgLTF2LTc1cTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NzVoLTEwMHYtNzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY3NWgtMTc1cS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoNzV2NjAwaC03NXEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MCBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgxNzV2NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgxNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di03NWgxMDB2NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNDAwIDkwMHYtMjAwaDI2M3EyOCAwIDQ4LjUgMTAuNXQzMCAyNXQxNSAyOXQ1LjUgMjUuNWwxIDEwcTAgNCAtMC41IDExdC02IDI0dC0xNSAzMHQtMzAgMjR0LTQ4LjUgMTFoLTI2M3pNNDAwIDUwMHYtMjAwaDM2M3EyOCAwIDQ4LjUgMTAuNSB0MzAgMjV0MTUgMjl0NS41IDI1LjVsMSAxMHEwIDQgLTAuNSAxMXQtNiAyNHQtMTUgMzB0LTMwIDI0dC00OC41IDExaC0zNjN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzMDsiIGQ9Ik0yMTIgMTE5OGg3ODBxODYgMCAxNDcgLTYxdDYxIC0xNDd2LTQxNnEwIC01MSAtMTggLTE0Mi41dC0zNiAtMTU3LjVsLTE4IC02NnEtMjkgLTg3IC05My41IC0xNDYuNXQtMTQ2LjUgLTU5LjVoLTU3MnEtODIgMCAtMTQ3IDU5dC05MyAxNDdxLTggMjggLTIwIDczdC0zMiAxNDMuNXQtMjAgMTQ5LjV2NDE2cTAgODYgNjEgMTQ3dDE0NyA2MXpNNjAwIDEwNDVxLTcwIDAgLTEzMi41IC0xMS41dC0xMDUuNSAtMzAuNXQtNzguNSAtNDEuNSB0LTU3IC00NXQtMzYgLTQxdC0yMC41IC0zMC41bC02IC0xMmwxNTYgLTI0M2g1NjBsMTU2IDI0M3EtMiA1IC02IDEyLjV0LTIwIDI5LjV0LTM2LjUgNDJ0LTU3IDQ0LjV0LTc5IDQydC0xMDUgMjkuNXQtMTMyLjUgMTJ6TTc2MiA3MDNoLTE1N2wxOTUgMjYxeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzE7IiBkPSJNNDc1IDEzMDBoMTUwcTEwMyAwIDE4OSAtODZ0ODYgLTE4OXYtNTAwcTAgLTQxIC00MiAtODN0LTgzIC00MmgtNDUwcS00MSAwIC04MyA0MnQtNDIgODN2NTAwcTAgMTAzIDg2IDE4OXQxODkgODZ6TTcwMCAzMDB2LTIyNXEwIC0yMSAtMjcgLTQ4dC00OCAtMjdoLTE1MHEtMjEgMCAtNDggMjd0LTI3IDQ4djIyNWgzMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzMjsiIGQ9Ik00NzUgMTMwMGg5NnEwIC0xNTAgODkuNSAtMjM5LjV0MjM5LjUgLTg5LjV2LTQ0NnEwIC00MSAtNDIgLTgzdC04MyAtNDJoLTQ1MHEtNDEgMCAtODMgNDJ0LTQyIDgzdjUwMHEwIDEwMyA4NiAxODl0MTg5IDg2ek03MDAgMzAwdi0yMjVxMCAtMjEgLTI3IC00OHQtNDggLTI3aC0xNTBxLTIxIDAgLTQ4IDI3dC0yNyA0OHYyMjVoMzAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzM7IiBkPSJNMTI5NCA3NjdsLTYzOCAtMjgzbC0zNzggMTcwbC03OCAtNjB2LTIyNGwxMDAgLTE1MHYtMTk5bC0xNTAgMTQ4bC0xNTAgLTE0OXYyMDBsMTAwIDE1MHYyNTBxMCA0IC0wLjUgMTAuNXQwIDkuNXQxIDh0MyA4dDYuNSA2bDQ3IDQwbC0xNDcgNjVsNjQyIDI4M3pNMTAwMCAzODBsLTM1MCAtMTY2bC0zNTAgMTY2djE0N2wzNTAgLTE2NWwzNTAgMTY1di0xNDd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzNDsiIGQ9Ik0yNTAgODAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek02NTAgODAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek0xMDUwIDgwMHE2MiAwIDEwNiAtNDR0NDQgLTEwNnQtNDQgLTEwNnQtMTA2IC00NHQtMTA2IDQ0dC00NCAxMDZ0NDQgMTA2dDEwNiA0NHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQxOyIgZD0iTTEyMDAgOTAwaC01MHEwIDIxIC00IDM3dC05LjUgMjYuNXQtMTggMTcuNXQtMjIgMTF0LTI4LjUgNS41dC0zMSAydC0zNyAwLjVoLTIwMHYtODUwcTAgLTIyIDI1IC0zNC41dDUwIC0xMy41bDI1IC0ydi0xMDBoLTQwMHYxMDBxNCAwIDExIDAuNXQyNCAzdDMwIDd0MjQgMTV0MTEgMjQuNXY4NTBoLTIwMHEtMjUgMCAtMzcgLTAuNXQtMzEgLTJ0LTI4LjUgLTUuNXQtMjIgLTExdC0xOCAtMTcuNXQtOS41IC0yNi41dC00IC0zN2gtNTB2MzAwIGgxMDAwdi0zMDB6TTUwMCA0NTBoLTI1cTAgMTUgLTQgMjQuNXQtOSAxNC41dC0xNyA3LjV0LTIwIDN0LTI1IDAuNWgtMTAwdi00MjVxMCAtMTEgMTIuNSAtMTcuNXQyNS41IC03LjVoMTJ2LTUwaC0yMDB2NTBxNTAgMCA1MCAyNXY0MjVoLTEwMHEtMTcgMCAtMjUgLTAuNXQtMjAgLTN0LTE3IC03LjV0LTkgLTE0LjV0LTQgLTI0LjVoLTI1djE1MGg1MDB2LTE1MHoiIC8%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%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%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%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type=\"text\/css\">code{white-space: pre;}<\/style>\n<style type=\"text\/css\">\ntable.sourceCode, tr.sourceCode, td.lineNumbers, td.sourceCode {\n margin: 0; padding: 0; vertical-align: baseline; border: none; }\ntable.sourceCode { width: 100%; line-height: 100%; background-color: #f8f8f8; }\ntd.lineNumbers { text-align: right; padding-right: 4px; padding-left: 4px; color: #aaaaaa; border-right: 1px solid #aaaaaa; }\ntd.sourceCode { padding-left: 5px; }\npre, code { background-color: #f8f8f8; }\ncode > span.kw { color: #204a87; font-weight: bold; }\ncode > span.dt { color: #204a87; }\ncode > span.dv { color: #0000cf; }\ncode > span.bn { color: #0000cf; }\ncode > span.fl { color: #0000cf; }\ncode > span.ch { color: #4e9a06; }\ncode > span.st { color: #4e9a06; }\ncode > span.co { color: #8f5902; font-style: italic; }\ncode > span.ot { color: #8f5902; }\ncode > span.al { color: #ef2929; }\ncode > span.fu { color: #000000; }\ncode > span.er { font-weight: bold; }\ndiv.sourceCode {\n overflow-x: visible;\n}\n<\/style>\n<style type=\"text\/css\">\n pre:not([class]) {\n background-color: white;\n }\n<\/style>\n\n\n<style type=\"text\/css\">\nh1 {\n font-size: 34px;\n}\nh1.title {\n font-size: 38px;\n}\nh2 {\n font-size: 30px;\n}\nh3 {\n font-size: 24px;\n}\nh4 {\n font-size: 18px;\n}\nh5 {\n font-size: 16px;\n}\nh6 {\n font-size: 12px;\n}\n.table th:not([align]) {\n text-align: left;\n}\n<\/style>\n\n\n<\/head>\n\n<body>\n\n<style type=\"text\/css\">\n.main-container {\n max-width: 940px;\n margin-left: auto;\n margin-right: auto;\n}\ncode {\n color: inherit;\n background-color: rgba(0, 0, 0, 0.04);\n}\nimg {\n max-width:100%;\n height: auto;\n}\n.tabbed-pane {\n padding-top: 12px;\n}\nbutton.code-folding-btn:focus {\n outline: none;\n}\n<\/style>\n\n\n\n<div class=\"container-fluid main-container\">\n\n\n<script>\n$(document).ready(function () {\n window.buildTabsets(\"TOC\");\n});\n<\/script>\n\n\n<style type=\"text\/css\">\n.code-folding-btn { margin-bottom: 4px; }\n<\/style>\n<script>\n$(document).ready(function () {\n window.initializeCodeFolding(\"show\" === \"show\");\n});\n<\/script>\n\n\n\n\n<script>\n$(document).ready(function () {\n\n \/\/ move toc-ignore selectors from section div to header\n $('div.section.toc-ignore')\n .removeClass('toc-ignore')\n .children('h1,h2,h3,h4,h5').addClass('toc-ignore');\n\n \/\/ establish options\n var options = {\n selectors: \"h1,h2,h3\",\n theme: \"bootstrap3\",\n context: '.toc-content',\n hashGenerator: function (text) {\n return text.replace(\/[.\\\\\/?&!#<>]\/g, '').replace(\/\\s\/g, '_').toLowerCase();\n },\n ignoreSelector: \".toc-ignore\",\n scrollTo: 0\n };\n options.showAndHide = true;\n options.smoothScroll = true;\n\n \/\/ tocify\n var toc = $(\"#TOC\").tocify(options).data(\"toc-tocify\");\n});\n<\/script>\n\n<style type=\"text\/css\">\n\n#TOC {\n margin: 25px 0px 20px 0px;\n}\n@media (max-width: 768px) {\n#TOC {\n position: relative;\n width: 100%;\n}\n}\n\n\n.toc-content {\n padding-left: 30px;\n padding-right: 40px;\n}\n\ndiv.main-container {\n max-width: 1200px;\n}\n\ndiv.tocify {\n width: 20%;\n max-width: 260px;\n max-height: 85%;\n}\n\n@media (min-width: 768px) and (max-width: 991px) {\n div.tocify {\n width: 25%;\n }\n}\n\n@media (max-width: 767px) {\n div.tocify {\n width: 100%;\n max-width: none;\n }\n}\n\n.tocify ul, .tocify li {\n line-height: 20px;\n}\n\n.tocify-subheader .tocify-item {\n font-size: 0.90em;\n padding-left: 25px;\n text-indent: 0;\n}\n\n.tocify .list-group-item {\n border-radius: 0px;\n}\n\n\n<\/style>\n\n\n<div class=\"row-fluid\">\n<div class=\"col-xs-12 col-sm-4 col-md-3\">\n<div id=\"TOC\" class=\"tocify\">\n<\/div>\n<\/div>\n\n<div class=\"toc-content col-xs-12 col-sm-8 col-md-9\">\n\n\n\n\n<div class=\"fluid-row\" id=\"header\">\n\n<div class=\"btn-group pull-right\">\n<button type=\"button\" class=\"btn btn-default btn-xs dropdown-toggle\" data-toggle=\"dropdown\" aria-haspopup=\"true\" aria-expanded=\"false\"><span>Code<\/span> <span class=\"caret\"><\/span><\/button>\n<ul class=\"dropdown-menu\" style=\"min-width: 50px;\">\n<li><a id=\"rmd-show-all-code\" href=\"#\">Show All Code<\/a><\/li>\n<li><a id=\"rmd-hide-all-code\" href=\"#\">Hide All Code<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<h1 class=\"title toc-ignore\">\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b<\/h1>\n\n<\/div>\n\n\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">1<\/span> \u805a\u7c7b\u8fc7\u7a0b<\/h1>\n<p>\u2003\u20031) \u6570\u636e\u51c6\u5907:\u5305\u62ec\u7279\u5f81\u6807\u51c6\u5316\u548c\u964d\u7ef4\u3002<\/p>\n<p>\u2003\u20032) \u7279\u5f81\u9009\u62e9:\u4ece\u6700\u521d\u7684\u7279\u5f81\u4e2d\u9009\u62e9\u6700\u6709\u6548\u7684\u7279\u5f81,\u5e76\u5c06\u5176\u5b58\u50a8\u4e8e\u5411\u91cf\u4e2d\u3002<\/p>\n<p>\u2003\u20033) \u7279\u5f81\u63d0\u53d6:\u901a\u8fc7\u5bf9\u6240\u9009\u62e9\u7684\u7279\u5f81\u8fdb\u884c\u8f6c\u6362\u5f62\u6210\u65b0\u7684\u7a81\u51fa\u7279\u5f81\u3002<\/p>\n<p>\u2003\u20034) \u805a\u7c7b(\u6216\u5206\u7ec4):\u9996\u5148\u9009\u62e9\u5408\u9002\u7279\u5f81\u7c7b\u578b\u7684\u67d0\u79cd\u8ddd\u79bb\u51fd\u6570(\u6216\u6784\u9020\u65b0\u7684\u8ddd\u79bb\u51fd\u6570)\u8fdb\u884c\u63a5\u8fd1\u7a0b\u5ea6\u7684\u5ea6\u91cf; \u800c\u540e\u6267\u884c\u805a\u7c7b\u6216\u5206\u7ec4\u3002<\/p>\n<p>\u2003\u20035) \u805a\u7c7b\u7ed3\u679c\u8bc4\u4f30:\u662f\u6307\u5bf9\u805a\u7c7b\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30.\u8bc4\u4f30\u4e3b\u89813 \u79cd\uff0c\u5916\u90e8\u6709\u6548\u6027\u8bc4\u4f30\u3001\u5185\u90e8\u6709\u6548\u6027\u8bc4\u4f30\u548c\u76f8\u5173\u6027\u6d4b\u8bd5\u8bc4\u4f30.\u3002<\/p>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">2<\/span> \u805a\u7c7b<\/h1>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.1<\/span> \u52a0\u8f7d\u51fd\u6570\u5305<\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(ade4)\n<span class=\"kw\">library<\/span>(vegan) <span class=\"co\">#\u5e94\u8be5\u5148\u52a0\u8f7dade4\u540e\u52a0\u8f7dvegan\u4ee5\u907f\u514d\u51b2\u7a81<\/span>\n<span class=\"kw\">library<\/span>(gclus)\n<span class=\"kw\">library<\/span>(cluster)\n<span class=\"kw\">library<\/span>(RColorBrewer)\n<span class=\"kw\">library<\/span>(labdsv)\n<span class=\"kw\">library<\/span>(mvpart)\n<span class=\"kw\">library<\/span>(MVPARTwrap) <span class=\"co\"># MVPARTwrap\u8fd9\u4e2a\u7a0b\u5e8f\u5305\u5fc5\u987b\u4ece\u672c\u5730zip\u6587\u4ef6\u5b89\u88c5<\/span><\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">setwd<\/span>(<span class=\"st\">'C:<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Users<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">dell<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Desktop<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u8c08\u5fb7\u6797_\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b_20190624<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u539f\u59cb\u8d44\u6599\u53ca\u6570\u636e'<\/span>) \n<span class=\"co\"># \u5bfc\u5165CSV\u683c\u5f0f\u7684\u6570\u636e<\/span>\nspe <-<span class=\"st\"> <\/span><span class=\"kw\">read.csv<\/span>(<span class=\"st\">"DoubsSpe.csv"<\/span>, <span class=\"dt\">row.names=<\/span><span class=\"dv\">1<\/span>)\nenv <-<span class=\"st\"> <\/span><span class=\"kw\">read.csv<\/span>(<span class=\"st\">"DoubsEnv.csv"<\/span>, <span class=\"dt\">row.names=<\/span><span class=\"dv\">1<\/span>)\nspa <-<span class=\"st\"> <\/span><span class=\"kw\">read.csv<\/span>(<span class=\"st\">"DoubsSpa.csv"<\/span>, <span class=\"dt\">row.names=<\/span><span class=\"dv\">1<\/span>)<\/code><\/pre>\n<p>\u2003\u2003\u4ee5\u4e0a\u6570\u636e\u8bfb\u5165\u540e\uff0c\u5206\u522b\u7528str\uff0c\u67e5\u770b\u6570\u636e\u540e\uff0c\u9700\u8981\u5bf9\u5f02\u5e38\u60c5\u51b5\u7684\u6570\u636e\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"co\"># \u5254\u9664\u65e0\u7269\u79cd\u6570\u636e\u7684\u6837\u65b98<\/span>\nspe <-<span class=\"st\"> <\/span>spe[-<span class=\"dv\">8<\/span>,]\nenv <-<span class=\"st\"> <\/span>env[-<span class=\"dv\">8<\/span>,]\nspa <-<span class=\"st\"> <\/span>spa[-<span class=\"dv\">8<\/span>,]<\/code><\/pre>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.2<\/span> \u5355\u8fde\u63a5\u805a\u5408\u805a\u7c7b<\/h2>\n<p>\u2003\u2003\u7269\u79cd\u591a\u5ea6\u6570\u636e\uff1a\u5148\u8ba1\u7b97\u6837\u65b9\u4e4b\u95f4\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\uff0c\u7136\u540e\u8fdb\u884c\u5355\u8fde\u8fde\u63a5\u805a\u5408\u805a\u7c7b\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.norm <-<span class=\"st\"> <\/span><span class=\"kw\">decostand<\/span>(spe, <span class=\"st\">"normalize"<\/span>)\nspe.ch <-<span class=\"st\"> <\/span><span class=\"kw\">vegdist<\/span>(spe.norm, <span class=\"st\">"euc"<\/span>)\nspe.ch.single <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"single"<\/span>)<\/code><\/pre>\n<p>\u2003\u2003\u5bf9\u5355\u63a5\u805a\u5408\u805a\u7c7b\u7684\u7ed3\u679c\u8fdb\u884c\u53ef\u89c6\u5316\uff0c\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u9009\u9879\u7ed8\u5236\u805a\u7c7b\u6811\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.single)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u901a\u8fc7\u4e0a\u8ff0\u56fe\u5f62\u53ef\u4ee5\u770b\u5230\uff0c\u5de6\u4fa7\u7684\u7cfb\u6570\u503c\u663e\u793a\uff0c\u805a\u62102\u7c7b\u7684\u6548\u679c\u4e3a0.8\u5de6\u53f3.\u8bf4\u660e9\u53f7\u7269\u79cd\u548c\u5176\u5b83\u7269\u79cd\u7684\u5dee\u5f02\u8f83\u4e3a\u660e\u663e\uff0c\u5176\u5b83\u7269\u79cd\u53ef\u80fd\u4e34\u8fd1\u4eb2\u758f\u6548\u679c\u66f4\u597d\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.3<\/span> \u5b8c\u5168\u8fde\u63a5\u805a\u5408\u805a\u7c7b<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.complete <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"complete"<\/span>)\n<span class=\"kw\">plot<\/span>(spe.ch.complete)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u5b8c\u5168\u8fde\u63a5\u5bf9\u566a\u58f0\u548c\u79bb\u7fa4\u70b9\u4e0d\u592a\u654f\u611f\uff0c\u4f46\u662f\u5b83\u53ef\u80fd\u4f7f\u5927\u7684\u7c07\u7834\u88c2\uff0c\u5e76\u4e14\u504f\u597d\u4e8e\u7403\u5f62\u3002\u5b9e\u73b0\u4e86\u7ec4\u5e73\u5747\u3002\u7ec4\u5e73\u5747\uff1a\u5b9a\u4e49\u7c07\u90bb\u8fd1\u5ea6\u4e3a\u53d6\u81ea\u4e0d\u540c\u7c07\u7684\u6240\u6709\u70b9\u7684\u5e73\u5747\u9010\u5bf9\u90bb\u8fd1\u5ea6\u3002<\/p>\n<\/div>\n<div id=\"upgma\" class=\"section level2\">\n<h2><span class=\"header-section-number\">2.4<\/span> \u8ba1\u7b97UPGMA\u805a\u5408\u805a\u7c7b<\/h2>\n<p>\u2003\u2003 \u8fd9\u4e2aUPGMA\u805a\u5408\u805a\u7c7b\u6811\u662f\u4ecb\u4e8e\u5355\u8fde\u63a5\u805a\u7c7b\u548c\u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u4e4b\u95f4\u7684\u4e00\u79cd\u805a\u7c7b\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.UPGMA <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"average"<\/span>)\n<span class=\"kw\">plot<\/span>(spe.ch.UPGMA)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\u805a\u5728\u4e00\u8d77 ,\u5e76\u5f62\u6210\u4e00\u4e2a\u65b0\u7684OTU ,\u5176\u5206\u652f\u70b9\u4f4d\u4e8e 2 \u4e2a OTU \u95f4\u8ddd\u79bb\u7684 1\/ 2 \u5904;\u7136\u540e\u8ba1\u7b97\u65b0\u7684 OTU \u4e0e\u5176\u5b83 OTU \u95f4\u7684\u5e73\u5747\u8ddd\u79bb ,\u518d\u627e\u51fa\u5176\u4e2d\u7684\u6700\u5c0f 2 \u4e2a OTU \u8fdb\u884c\u805a\u7c7b;\u5982\u6b64\u53cd\u590d ,\u76f4\u5230\u6240\u6709\u7684 OTU \u90fd\u805a\u5230\u4e00\u8d77 ,\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u5b8c\u6574\u7684\u7cfb\u7edf\u53d1\u751f\u6811\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.5<\/span> \u5f62\u5fc3\u805a\u7c7b<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.centroid <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"centroid"<\/span>)\n<span class=\"kw\">plot<\/span>(spe.ch.centroid)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u8be5\u805a\u7c7b\u901a\u8fc7\u4e00\u79cd\u7ffb\u8f6c\u4ea7\u751f\uff0cLegendre \u548cLegendre\u89e3\u91ca\u4e86\u805a\u7c7b\u6811\u7ffb\u8f6c\u5982\u4f55\u4ea7\u751f\uff0c\u5e76\u5efa\u8bae\u7528\u591a\u5206\u6cd5\uff08polychotomies\uff09\uff0c\u4ee3\u66ff\u4e8c\u5206\u6cd5\uff08dichotomies\uff09\u89e3\u8bfb\u8fd9\u79cd\u56fe\u3002<\/p>\n<\/div>\n<div id=\"ward\" class=\"section level2\">\n<h2><span class=\"header-section-number\">2.6<\/span> Ward\u6700\u5c0f\u65b9\u5dee\u805a\u7c7b<\/h2>\n<p>\u2003\u2003\u6700\u5c0f\u5316\u6240\u6709\u805a\u7c7b\u5185\u7684\u5e73\u65b9\u5dee\u603b\u548c\uff0c\u4f7f\u5f97\u4e0b\u8ff0\u7269\u79cd\u95f4\u65b9\u5dee\u6700\u5c0f\u5316\u7684\u4f18\u5316\u65b9\u5411\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.ward <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"ward"<\/span>)<\/code><\/pre>\n<pre><code>## The "ward" method has been renamed to "ward.D"; note new "ward.D2"<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.ward)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4f7f\u7528\u8ddd\u79bb\u5e73\u65b9\u9020\u6210\u6b64\u805a\u7c7b\u6811\u4e0a\u534a\u90e8\u5206\u8fc7\u4e8e\u81a8\u80c0\u3002\u4e3a\u4e86\u4f7f\u805a\u7c7b\u6811\u6bd4\u4f8b\u770b\u8d77\u6765\u66f4\u534f\u8c03\u800c\u4e0d\u5f71\u54cd\u7ed3\u6784\uff0c\u53ef\u4ee5\u4f7f\u7528\u5f53\u524d\u878d\u5408\u6c34\u5e73\u7684\u5e73\u65b9\u6839\u91cd\u65b0\u7ed8\u56fe\u3002\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.ward$height <-<span class=\"st\"> <\/span><span class=\"kw\">sqrt<\/span>(spe.ch.ward$height)\n<span class=\"kw\">plot<\/span>(spe.ch.ward)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">3<\/span> \u805a\u7c7b\u6548\u679c\u6bd4\u8f83<\/h1>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">3.1<\/span> \u540c\u8868\u578b\u76f8\u5173<\/h2>\n<p>\u2003\u2003 \u91c7\u7528\u540c\u8868\u578b\u76f8\u5173\uff0c\u53ef\u4ee5\u6bd4\u8f83\u805a\u7c7b\u7ed3\u679c\u7684\u4f18\u52a3\uff0c\u9009\u62e9\u5408\u9002\u7684\u805a\u7c7b\u7ed3\u679c\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.single.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.single)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.single.coph)<\/code><\/pre>\n<pre><code>## [1] 0.599193<\/code><\/pre>\n<p>\u2003\u2003 \u5355\u8fde\u63a5\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.599193\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">3.2<\/span> \u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.comp.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.complete)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.comp.coph)<\/code><\/pre>\n<pre><code>## [1] 0.7655628<\/code><\/pre>\n<p>\u2003\u2003\u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.7655628\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">3.3<\/span> \u5e73\u5747\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.UPGMA.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.UPGMA)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.UPGMA.coph)<\/code><\/pre>\n<pre><code>## [1] 0.8608326<\/code><\/pre>\n<p>\u2003\u2003\u5e73\u5747\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.8608326\u3002<\/p>\n<\/div>\n<div id=\"ward\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.4<\/span> Ward\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.ward.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.ward)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.ward.coph)<\/code><\/pre>\n<pre><code>## [1] 0.7985079<\/code><\/pre>\n<p>\u2003\u2003Ward\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.7985079\u3002<\/p>\n<p>\u2003\u2003\u7efc\u4e0a\uff0c\u5e73\u5747\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\u7ed3\u679c\u8f83\u597d\u3002<\/p>\n<\/div>\n<div id=\"spearman\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.5<\/span> \u540c\u8868\u578b\u76f8\u5173spearman\u79e9\u76f8\u5173<\/h2>\n<p>\u2003\u2003\u54ea\u4e2a\u805a\u7c7b\u6811\u4fdd\u6301\u4e0e\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u6700\u63a5\u8fd1\uff0c\u5219\u8bf4\u660e\u805a\u7c7b\u6548\u679c\u8f83\u597d\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">cor<\/span>(spe.ch, spe.ch.ward.coph, <span class=\"dt\">method=<\/span><span class=\"st\">"spearman"<\/span>)<\/code><\/pre>\n<pre><code>## [1] 0.7661171<\/code><\/pre>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">4<\/span> \u89e3\u8bfb<\/h1>\n<div id=\"gower\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.1<\/span> Gower\u8ddd\u79bb<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.single <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.single.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.single<\/code><\/pre>\n<pre><code>## [1] 95.41391<\/code><\/pre>\n<p>\u2003\u2003\u5355\u4e00\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a95.41391<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.comp <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.comp.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.comp<\/code><\/pre>\n<pre><code>## [1] 40.48897<\/code><\/pre>\n<p>\u2003\u2003\u5b8c\u5168\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a40.48897<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.UPGMA <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.UPGMA.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.UPGMA<\/code><\/pre>\n<pre><code>## [1] 11.6746<\/code><\/pre>\n<p>\u2003\u2003UPGMA\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a11.6746<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.ward <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.ward.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.ward<\/code><\/pre>\n<pre><code>## [1] 532.0055<\/code><\/pre>\n<p>\u2003\u2003\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a532.0055\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.2<\/span> \u878d\u5408\u6c34\u5e73\u503c\u56fe<\/h2>\n<p>\u2003\u2003\u7ed8\u5236\u5355\u8fde\u63a5\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.3<\/span> \u5355\u4e00\u8fde\u63a5\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.single$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-\u5355\u8fde\u63a5"<\/span>,\n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.single$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.4<\/span> \u5b8c\u5168\u8fde\u63a5\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.complete$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-\u5b8c\u5168\u8fde\u63a5"<\/span>,\n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.complete$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7ed8\u5236\u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002\u5f53\u8282\u70b9\u9ad8\u5ea6\u4e3a1.4\u65f6\uff0c\u805a\u7c7b\u6570\u91cf\u4e3a2.<\/p>\n<\/div>\n<div id=\"upgma\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.5<\/span> UPGMA\u805a\u7c7b\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.UPGMA$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-UPGMA"<\/span>, \n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.UPGMA$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7ed8\u5236 UPGMA\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002\u5f53\u8282\u70b9\u9ad8\u5ea6\u4e3a1.2\u65f6\uff0c\u805a\u7c7b\u6570\u91cf\u4e3a2.<\/p>\n<\/div>\n<div id=\"ward\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.6<\/span> Ward\u805a\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.ward$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-Ward"<\/span>, \n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.ward$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7ed8\u5236 Ward\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002\u5f53\u8282\u70b9\u9ad8\u5ea6\u4e3a2.0\u548c2.5\u540e\uff0c\u805a\u7c7b\u6570\u91cf\u4e3a2.<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.7<\/span> \u9009\u62e9\u805a\u7c7b\u7c07\u7684\u6570\u91cf<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">k <-<span class=\"st\"> <\/span><span class=\"dv\">4<\/span>\ncutg <-<span class=\"st\"> <\/span><span class=\"kw\">cutree<\/span>(spe.ch.ward, <span class=\"dt\">k=<\/span>k)\n<span class=\"co\">#\u8bbe\u5b9a\u7ec4\u6570\u7684\u6700\u7ec8\u805a\u7c7b\u6811<\/span>\n<span class=\"co\"># \u51fd\u6570reorder.hclust\uff08\uff09\u7684\u4f5c\u7528\u662f\u91cd\u65b0\u6392\u5217\u4ece\u51fd\u6570hclust\uff08\uff09\u83b7\u5f97\u7684\u805a\u7c7b\u6811\uff0c\u4f7f<\/span>\n<span class=\"co\"># \u805a\u7c7b\u6811\u5185\u5bf9\u8c61\u7684\u6392\u5217\u987a\u5e8f\u4e0e\u539f\u59cb\u76f8\u5f02\u77e9\u9635\u5185\u5bf9\u8c61\u7684\u6392\u5217\u987a\u5e8f\u5c3d\u53ef\u80fd\u4e00\u81f4\u3002\u91cd\u6392<\/span>\n<span class=\"co\"># \u4e0d\u5f71\u54cd\u805a\u7c7b\u6811\u7684\u7ed3\u6784\u3002<\/span>\nspe.chwo <-<span class=\"st\"> <\/span><span class=\"kw\">reorder.hclust<\/span>(spe.ch.ward, spe.ch)\n<span class=\"co\"># \u7ed8\u5236\u91cd\u6392\u540e\u5e26\u7ec4\u6807\u8bc6\u7684\u805a\u7c7b\u6811<\/span>\n<span class=\"kw\">plot<\/span>(spe.chwo, <span class=\"dt\">hang=<\/span>-<span class=\"dv\">1<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"4 groups"<\/span>, <span class=\"dt\">sub=<\/span><span class=\"st\">""<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"Height"<\/span>, \n <span class=\"dt\">main=<\/span><span class=\"st\">"Chord - Ward (reordered)"<\/span>, <span class=\"dt\">labels=<\/span><span class=\"kw\">cutree<\/span>(spe.chwo, <span class=\"dt\">k=<\/span>k))\n<span class=\"kw\">rect.hclust<\/span>(spe.chwo, <span class=\"dt\">k=<\/span>k)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u901a\u8fc7\u4e0a\u8ff0\u56fe\u5f62\uff0c\u5f97\u77e5\u6700\u4f73\u805a\u7c7b\u6570\u91cf\u4e3a4.<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.8<\/span> \u805a\u7c7b\u6811\u53ef\u89c6\u5316<\/h2>\n<p>\u2003\u2003\u4f7f\u7528\u81ea\u7f16\u51fd\u6570hcoplot\uff08\uff09\u53ef\u4ee5\u5feb\u901f\u83b7\u5f97\u6700\u7ec8\u805a\u7c7b\u6811\u3002\u80fd\u7ed8\u5236\u5e26\u4e0d\u540c\u989c\u8272\u7684\u6700\u7ec8\u805a\u7c7b\u6811\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.9<\/span> \u81ea\u7f16\u51fd\u6570\u7ed8\u5236\u805a\u7c7b\u6811<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">source<\/span>(<span class=\"st\">"C:<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Users<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">dell<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Desktop<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u8c08\u5fb7\u6797_\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b_20190624<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u539f\u59cb\u8d44\u6599\u53ca\u6570\u636e<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">hcoplot.R"<\/span>) <span class=\"co\"># hcoplot.R\u811a\u672c\u5fc5\u987b\u5728\u5f53\u524d\u5de5\u4f5c\u76ee\u524d\u4e0b<\/span>\n<span class=\"kw\">hcoplot<\/span>(spe.ch.ward, spe.ch, <span class=\"dt\">k=<\/span><span class=\"dv\">4<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e0a\u8ff0\u7684\u53c2\u6570hang=-1\u662f\u8bbe\u5b9a\u805a\u7c7b\u6811\u7684\u5206\u652f\u7ec8\u7aef\u4ece0\u7684\u4f4d\u7f6e\u5f00\u59cb\uff0c\u5e76\u4e14\u805a\u7c7b\u7c07\u7684\u6807\u8bc6\u5c06\u5728\u8fd9\u4e2a\u8bbe\u5b9a\u503c\u4e4b\u4e0b.\u5f97\u5230\u7684\u805a\u7c7b\u6811\u3002<\/p>\n<\/div>\n<div id=\"k-\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.10<\/span> \u8f6c\u5316\u6570\u636ek-\u5747\u503c\u5212\u5206<\/h2>\n<p>\u2003\u2003\u6ce8\u610f\uff1a\u5373\u4f7f\u7ed9\u5b9a\u7684nstart\u76f8\u540c\uff0c\u6bcf\u6b21\u8fd0\u884c\u4e0a\u8ff0\u547d\u4ee4\uff0c\u6240\u4ea7\u751f\u7684\u7ed3\u679c\u4e5f\u4e0d\u4e00\u5b9a \u5b8c\u5168\u76f8\u540c\uff0c\u56e0\u4e3a\u6bcf\u6b21\u8fd0\u7b97\u8bbe\u5b9a\u7684\u521d\u59cb\u7ed3\u6784\u662f\u968f\u673a\u7684\u3002<\/p>\n<p>\u2003\u2003 \u4ee5PAM\u52064\u7ec4\u60c5\u51b5\uff08partitioning around medoids\uff0cPAM\uff09\u8fdb\u884c\u5212\u5206\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.kmeans <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(spe.norm, <span class=\"dt\">centers=<\/span><span class=\"dv\">4<\/span>, <span class=\"dt\">nstart=<\/span><span class=\"dv\">100<\/span>)\nspe.kmeans <\/code><\/pre>\n<pre><code>## K-means clustering with 4 clusters of sizes 8, 3, 6, 12\n## \n## Cluster means:\n## CHA TRU VAI LOC OMB BLA\n## 1 0.00000000 0.006691097 0.02506109 0.06987391 0.006691097 0.006691097\n## 2 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000 0.000000000\n## 3 0.06167791 0.122088022 0.26993915 0.35942538 0.032664966 0.135403325\n## 4 0.10380209 0.542300691 0.50086515 0.43325916 0.114024105 0.075651573\n## HOT TOX VAN CHE BAR SPI\n## 1 0.10687104 0.09377516 0.14194394 0.2011411 0.24327992 0.1326062\n## 2 0.05205792 0.00000000 0.07647191 0.3166705 0.00000000 0.0000000\n## 3 0.06212775 0.21568957 0.25887226 0.2722562 0.15647062 0.1574388\n## 4 0.00000000 0.00000000 0.06983991 0.1237394 0.02385019 0.0000000\n## GOU BRO PER BOU PSO ROT\n## 1 0.28386032 0.20630360 0.16920496 0.2214275 0.19066542 0.13171275\n## 2 0.20500174 0.07647191 0.00000000 0.0000000 0.05205792 0.07647191\n## 3 0.16822286 0.12276089 0.17261621 0.0793181 0.06190283 0.04516042\n## 4 0.05670453 0.04722294 0.02949244 0.0000000 0.00000000 0.00000000\n## CAR TAN BCO PCH GRE GAR\n## 1 0.16019126 0.26230024 0.19561641 0.1331835 0.26713081 0.32103755\n## 2 0.00000000 0.00000000 0.00000000 0.0000000 0.18058775 0.31667052\n## 3 0.06190283 0.14539027 0.01473139 0.0000000 0.03192175 0.32201597\n## 4 0.00000000 0.03833408 0.00000000 0.0000000 0.00000000 0.01049901\n## BBO ABL ANG\n## 1 0.22883055 0.3326939 0.18873077\n## 2 0.05205792 0.7618709 0.00000000\n## 3 0.01473139 0.1095241 0.04739636\n## 4 0.00000000 0.0000000 0.00000000\n## \n## Clustering vector:\n## 1 2 3 4 5 6 7 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 \n## 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 3 3 3 1 1 1 2 2 2 1 \n## 27 28 29 30 \n## 1 1 1 1 \n## \n## Within cluster sum of squares by cluster:\n## [1] 0.4696535 0.3560423 1.7361453 2.5101386\n## (between_SS \/ total_SS = 66.7 %)\n## \n## Available components:\n## \n## [1] "cluster" "centers" "totss" "withinss" \n## [5] "tot.withinss" "betweenss" "size" "iter" \n## [9] "ifault"<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.pam <-<span class=\"st\"> <\/span><span class=\"kw\">pam<\/span>(spe.ch, <span class=\"dt\">k=<\/span><span class=\"dv\">4<\/span>, <span class=\"dt\">diss=<\/span><span class=\"ot\">TRUE<\/span>)<span class=\"co\">#default for dist or dissimilarity<\/span>\n<span class=\"kw\">summary<\/span>(spe.ch.pam)<\/code><\/pre>\n<pre><code>## Medoids:\n## ID \n## [1,] "11" "12"\n## [2,] "6" "6" \n## [3,] "16" "17"\n## [4,] "25" "26"\n## Clustering vector:\n## 1 2 3 4 5 6 7 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 \n## 1 1 1 2 2 2 1 2 2 1 1 1 1 1 3 3 3 3 4 4 4 4 4 4 4 \n## 27 28 29 30 \n## 4 4 4 4 \n## Objective function:\n## build swap \n## 0.4426460 0.4390712 \n## \n## Numerical information per cluster:\n## size max_diss av_diss diameter separation\n## [1,] 9 0.8769750 0.4350972 1.1168811 0.3429386\n## [2,] 5 0.8814766 0.4962134 1.0854578 0.3429386\n## [3,] 4 0.5988903 0.3678822 0.8037373 0.4977122\n## [4,] 11 0.8841837 0.4422357 1.1276080 0.4977122\n## \n## Isolated clusters:\n## L-clusters: character(0)\n## L*-clusters: character(0)\n## \n## Silhouette plot information:\n## cluster neighbor sil_width\n## 13 1 2 0.42988827\n## 12 1 2 0.40576079\n## 2 1 2 0.38341138\n## 14 1 2 0.35676210\n## 11 1 2 0.34188972\n## 3 1 2 0.27044354\n## 1 1 2 0.24590101\n## 7 1 2 0.24135661\n## 15 1 3 0.05061851\n## 6 2 1 0.09343621\n## 10 2 1 0.06179173\n## 9 2 3 0.04916887\n## 5 2 3 -0.03817150\n## 4 2 1 -0.14708925\n## 17 3 2 0.45357978\n## 18 3 4 0.38401410\n## 16 3 2 0.23661137\n## 19 3 4 0.15364654\n## 26 4 3 0.48031045\n## 27 4 3 0.46380689\n## 28 4 3 0.45849776\n## 22 4 3 0.41331416\n## 21 4 3 0.39375977\n## 29 4 3 0.36426967\n## 30 4 3 0.36420744\n## 24 4 3 0.31070288\n## 25 4 3 0.26599024\n## 20 4 3 0.23649622\n## 23 4 3 0.21029600\n## Average silhouette width per cluster:\n## [1] 0.302892439 0.003827211 0.306962948 0.360150134\n## Average silhouette width of total data set:\n## [1] 0.2736094\n## \n## Available components:\n## [1] "medoids" "id.med" "clustering" "objective" "isolation" \n## [6] "clusinfo" "silinfo" "diss" "call"<\/code><\/pre>\n<\/div>\n<div id=\"k-4\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.11<\/span> k-\u5747\u503c\u5212\u5206\u4e0e4\u4e2a\u73af\u5883\u53d8\u91cf\u5206\u6790<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">attach<\/span>(env)\n<span class=\"co\"># \u5b9a\u91cf\u73af\u5883\u53d8\u91cf\u7bb1\u7ebf\u56fe<\/span>\n<span class=\"co\"># \u6d77\u62d4\u3001\u5761\u5ea6\u3001\u6c27\u542b\u91cf\u548c\u94f5\u6d53\u5ea6<\/span>\n<span class=\"kw\">par<\/span>(<span class=\"dt\">mfrow=<\/span><span class=\"kw\">c<\/span>(<span class=\"dv\">2<\/span>,<span class=\"dv\">2<\/span>))\n<span class=\"kw\">boxplot<\/span>(<span class=\"kw\">sqrt<\/span>(alt) ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u6d77\u62d4"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"sqrt(alt)"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)\n<span class=\"kw\">boxplot<\/span>(<span class=\"kw\">log<\/span>(pen) ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u5761\u5ea6"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"log(pen)"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)\n<span class=\"kw\">boxplot<\/span>(oxy ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u6c27\u542b\u91cf"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"oxy"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)\n<span class=\"kw\">boxplot<\/span>(<span class=\"kw\">sqrt<\/span>(amm) ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u94f5\u6d53\u5ea6"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"sqrt(amm)"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u901a\u8fc7\u4e0d\u540c\u7684k\u5747\u503c\u5212\u5206\u540e\uff0c\u5f97\u5230\u6d77\u62d4\u3001\u5761\u5ea6\u3001\u6c27\u542b\u91cf\u548c\u94f5\u6d53\u5ea6\u548c\u73af\u5883\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5982\u4e0a\u6240\u793a\u3002\u805a\u7c7b\u7c7b\u578b\u4e3a3\u7684\uff0c\u6d77\u62d4\u3001\u5761\u5ea6\u3002\u542b\u6c27\u91cf\u90fd\u8f83\u9ad8\u4e0e\u5176\u4ed6\u805a\u7c7b\u7684\u7c7b\u578b\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">5<\/span> \u68c0\u9a8c<\/h1>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.1<\/span> \u65b9\u5dee\u5206\u6790\u68c0\u9a8c\u5047\u8bbe<\/h2>\n<p>\u2003\u2003\u5047\u8bbe\u68c0\u9a8c\uff08Hypothesis Testing\uff09\u662f\u6570\u7406\u7edf\u8ba1\u5b66\u4e2d\u6839\u636e\u4e00\u5b9a\u5047\u8bbe\u6761\u4ef6\u7531\u6837\u672c\u63a8\u65ad\u603b\u4f53\u7684\u4e00\u79cd\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.2<\/span> \u68c0\u9a8c\u6b8b\u5dee\u7684\u6b63\u6001\u6027<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(<span class=\"kw\">sqrt<\/span>(alt) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(sqrt(alt) ~ as.factor(spe.kmeans$cluster)))\n## W = 0.96238, p-value = 0.3756<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(<span class=\"kw\">log<\/span>(pen) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(log(pen) ~ as.factor(spe.kmeans$cluster)))\n## W = 0.95182, p-value = 0.204<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(oxy ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(oxy ~ as.factor(spe.kmeans$cluster)))\n## W = 0.93941, p-value = 0.09674<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(<span class=\"kw\">sqrt<\/span>(amm) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(sqrt(amm) ~ as.factor(spe.kmeans$cluster)))\n## W = 0.95398, p-value = 0.2319<\/code><\/pre>\n<p>\u2003\u2003\u68c0\u9a8c\u7ed3\u679c\u8868\u660esqrt(alt)\u3001log(pen)\u3001oxy\u548csqrt(amm)\u7684\u6b8b\u5dee\u662f\u6b63\u6001\u5206\u5e03\u3002\u4e5f\u5c1d\u8bd5\u4e3a\u5176\u4ed6\u7684\u73af\u5883\u53d8\u91cf\u5bfb\u627e\u597d\u7684\u6807\u51c6\u5316\u8f6c\u5316\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.3<\/span> \u68c0\u9a8c\u65b9\u5dee\u9f50\u6027<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(<span class=\"kw\">sqrt<\/span>(alt), <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: sqrt(alt) and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 16.953, df = 3, p-value = 0.0007227<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(<span class=\"kw\">log<\/span>(pen), <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: log(pen) and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 2.9832, df = 3, p-value = 0.3942<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(oxy, <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: oxy and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 1.8258, df = 3, p-value = 0.6093<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(<span class=\"kw\">sqrt<\/span>(amm), <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: sqrt(amm) and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 5.7203, df = 3, p-value = 0.126<\/code><\/pre>\n<p>\u2003\u2003\u53d8\u91cfsqrt(alt)\u7684\u65b9\u5dee\u4e0d\u9f50\uff0c\u6240\u4ee5\u53c2\u6570\u68c0\u9a8c\u7684\u65b9\u5dee\u5206\u6790\u4e0d\u9002\u7528\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.4<\/span> \u53d8\u91cf\u7684\u65b9\u5dee\u5206\u6790<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(<span class=\"kw\">aov<\/span>(<span class=\"kw\">log<\/span>(pen) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster)))<\/code><\/pre>\n<pre><code>## Df Sum Sq Mean Sq F value Pr(>F) \n## as.factor(spe.kmeans$cluster) 3 18.05 6.018 7.283 0.00114 **\n## Residuals 25 20.66 0.826 \n## ---\n## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(<span class=\"kw\">aov<\/span>(oxy ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster)))<\/code><\/pre>\n<pre><code>## Df Sum Sq Mean Sq F value Pr(>F) \n## as.factor(spe.kmeans$cluster) 3 103.54 34.51 26.27 6.75e-08 ***\n## Residuals 25 32.84 1.31 \n## ---\n## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(<span class=\"kw\">aov<\/span>(<span class=\"kw\">sqrt<\/span>(amm) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster)))<\/code><\/pre>\n<pre><code>## Df Sum Sq Mean Sq F value Pr(>F) \n## as.factor(spe.kmeans$cluster) 3 2.6126 0.8709 49.55 1.15e-10 ***\n## Residuals 25 0.4394 0.0176 \n## ---\n## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1<\/code><\/pre>\n<p>\u2003\u2003\u4ece\u4e0a\u8ff0\u7ed3\u679c\u770b\u51fa\uff0c\u5761\u5ea6\u3001\u542b\u6c27\u91cf\u548c\u94f5\u6d53\u5ea6\u5728\u4e0d\u540c\u805a\u7c7b\u7c07\u4e4b\u95f4\u662f\u65e0\u663e\u8457\u6027\u5dee\u5f02\u8f83\u4e3a\u660e\u663e\u3002<\/p>\n<\/div>\n<div id=\"altkruskal-wallis\" class=\"section level2\">\n<h2><span class=\"header-section-number\">5.5<\/span> \u53d8\u91cfalt\u7684Kruskal-Wallis\u68c0\u9a8c<\/h2>\n<p>\u2003\u2003 Kruskal-Wallis\u68c0\u9a8c\u7528\u6765\u68c0\u6d4b\u603b\u4f53\u51fd\u6570\u5206\u5e03\u7684\u4e00\u81f4\u6027\u539f\u5047\u8bbe\u548c\u5176\u66ff\u4ee3\u5047\u8bbe\uff0c\u5173\u4e8e\u81f3\u5c11\u4e24\u4e2a\u6837\u672c\u4e4b\u95f4\u5b58\u5728\u5dee\u5f02\u7684\u5047\u8bbe\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">kruskal.test<\/span>(alt ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Kruskal-Wallis rank sum test\n## \n## data: alt by as.factor(spe.kmeans$cluster)\n## Kruskal-Wallis chi-squared = 21.526, df = 3, p-value = 8.186e-05<\/code><\/pre>\n<p>\u2003\u2003\u4ece\u4e0a\u8ff0\u770b\u51fa\uff0cp\u503c\u8fdc\u5c0f\u4e8e0.05\uff0c\u8bf4\u660e\u6d77\u62d4\u5728\u4e0d\u540c\u805a\u7c7b\u7c07\u4e4b\u95f4\u662f\u65e0\u663e\u8457\u6027\u5dee\u5f02\u8f83\u4e3a\u660e\u663e\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">detach<\/span>(env)<\/code><\/pre>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">6<\/span> \u672c\u7ae0\u6c47\u603b<\/h1>\n<hr \/>\n<table>\n<thead>\n<tr class=\"header\">\n<th align=\"left\">\u53c2\u6570<\/th>\n<th align=\"left\">\u7c7b\u522b<\/th>\n<th align=\"left\">\u529f\u80fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"odd\">\n<td align=\"left\">ade4<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u53ef\u7ed8\u5236\u6700\u5c0f\u751f\u6210\u6811\u8fdb\u884c\u5bf9\u5e94\u5206\u6790<\/td>\n<\/tr>\n<tr class=\"even\">\n<td align=\"left\">vegan<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u63d0\u4f9b\u975e\u5ea6\u91cf\u591a\u7ef4\u5c3a\u5ea6\u5206\u6790\u7684\u5305\u88c5<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td align=\"left\">gclus<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u9488\u5bf9\u805a\u7c7b\u7684\u6563\u70b9\u56fe\u548c\u5e73\u884c\u5750\u6807\u56fe<\/td>\n<\/tr>\n<tr class=\"even\">\n<td align=\"left\">cluster<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u5b9e\u73b0\u805a\u7c7b<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td align=\"left\">FD<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u8ba1\u7b97\u529f\u80fd\u591a\u6837\u6027<\/td>\n<\/tr>\n<tr class=\"even\">\n<td align=\"left\">RColorBrewer<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u989c\u8272\u8c03\u8282<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">7<\/span> \u53c2\u8003\u6587\u732e<\/h1>\n<hr \/>\n<p><\/font><\/p>\n<p>\u2003\u2003[1] \u8d56\u6c5f\u5c71\u8bd1. \u300a\u6570\u91cf\u751f\u6001\u5b66\u2014\u2014R\u8bed\u8a00\u7684\u5e94\u7528\u300b.<\/p>\n<p>\u2003\u2003[2]<a href=\"https:\/\/www.jianshu.com\/p\/744d71f235c4\" class=\"uri\">https:\/\/www.jianshu.com\/p\/744d71f235c4<\/a><\/p>\n<\/div>\n\n\n\n<\/div>\n<\/div>\n\n<\/div>\n\n<script>\n\n\/\/ add bootstrap table styles to pandoc tables\nfunction bootstrapStylePandocTables() {\n $('tr.header').parent('thead').parent('table').addClass('table table-condensed');\n}\n$(document).ready(function () {\n bootstrapStylePandocTables();\n});\n\n\n<\/script>\n\n\n<script>\n (function () {\n var script = document.createElement(\"script\");\n script.type = \"text\/javascript\";\n script.src = \"https:\/\/mathjax.rstudio.com\/latest\/MathJax.js?config=TeX-AMS-MML_HTMLorMML\";\n document.getElementsByTagName(\"head\")[0].appendChild(script);\n })();\n<\/script>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b Code Show All […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[15],"tags":[16,17],"class_list":["post-397","post","type-post","status-publish","format-standard","hentry","category-15","tag-16","tag-17"],"acf":[],"jetpack_featured_media_url":"","uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"wtxiong","author_link":"https:\/\/byecampus.com\/index.php\/author\/wtxiong\/"},"uagb_comment_info":0,"uagb_excerpt":"\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b Code Show All 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MALj%2F8LYMDgBMACAbuP%2FwtQ4ATRuPCbj%2F8EATDgBNCVcREA4ATRGPAxAOAE0DWAA%2FK%2B0rPyvtKwEQ3isrKyvtENYrKysr7TEwACsrKysBKysrKysrKysTNDYzMhYVFAYjIiYlNC4CIyIOAhUUHgIzMj4CMnttbXt7bW17AW4NHzQmJjQfDQ0fNCYmNB8NAVuuvLyurry8rjlmTC0tTGY5OWZMLS1MZgAAAAABAF0AAAFxArUADABQQDUDBIsHHwABAA8GHwYCCAYGDg2NB50HAl8Hbwd%2FBwMHAI4QDCAMMAxQDGAMcAwGDAwDBVUDVgA%2FPxI5L13tM11dARESOS9eXc5dM%2B05MTATPgE3MxEjEQ4DB105bC1CXQwjKS0VAiYWRTT9SwI0CxgWFAcAAAABADgAAAHqAsUALADlQC8DBxMXAxcTiwcDFAcDEwcXBxcQGowMAEAQAE0AQAgJAEwALiQlawp7CgIKjBAtJLj%2F8LMSAE0kuP%2FgsxEATSS4%2F8hAGBAATSQfCBEATR8QDxAATB%2BPByAODwBMF7j%2F6LQREgBMF7j%2F6LYPAE0HFwwluP%2FgtBASAEwluP%2F4tAkATSUquP%2FwtBESAEwquP%2FosxAATSq4%2F%2Fi0CQsATCq4%2F%2FBACQgATSpYCo4MVQA%2F7T8rKysrMysrEjk5Kysr7SsrMisrKwEQ3u1xxjIQ1isrxO0SOTkvLwDBhwUrEADBhwV9EMQxMAEUDgIHDgMVIRUhJjQ1ND4CNz4DNTQuAiMiDgIHJz4DMzIWAdMdMDweES0oGwE%2F%2FlwBHzI%2BHhktIxUTICsYHTAmGgcuCSQyPiRtbQIEJENBPx4RLjIuEU8GDAUvUUhAHhgvLzIcHiocDRAVFwZCCh0aEmUAAAABADf%2F8QHpAsUAOADDQB6nIQGWIQGHIQEOCA8ATQUYDwBNNhAPAE00CA8ATQK4%2F%2FBAYg8ATVkQaRACEIyPI58jryMDFyMBIyt7JgFdJm0mAgomCiY1agMBSQNZAwIDjIcrAR8rAQ4rAQgrOhgZNjU5JiYKjggIHjYAjzUQDwBNNTAIEBIATDBXGBWPGR4IDQ4ATB5YAD8rM%2B0yPyszK%2B0yEjkv7Tk9LwEYEN4yxjIQ1l5dXV3tXV0SOTkvL11dENRdXe1dMTAAKysrASsrXV1dNzI2NTQuAisBNTMyPgI1NC4CIyIGByc%2BAzMyHgIVFAYHHgMVFA4CIyIuAic3HgHiWU0gNEUkGCEZNSwcFCErGDBDFyQMJS41HTdQNBo%2BLBsyJRcfQWJDGjcwJAgSEU9ERjsmNB8NTAoaLSIcKBoLHA9HCBMQCxsxQyc2TRQIHi48JS1NOCAIDAwEUQgaAAAAAgAoAAACCgK1AA4AFQBrQD8oAgEIEQEOFSsFASgFOAUCCQUBDwUFDYsHCgkXDxQBO18UbxR%2FFAMUiwAADhYAFI4NDQeOCQkFC1UPjgQEBVYAPzMQ7T8SOS%2FtMy%2FtMgEQzjIQ7XJeXRDW3TLtMi9eXV1xMjEwAF5dAV03PgM3MxEzFSMVIzUhAQ4DBzMoE0JTXzBZUlJa%2FsoBNh49OjMU3PAsdXx4MP5ITLGxAZYgT1ZaKwAAAQBB%2F%2FEB6wK1ACcApkAQGSAPAE0BIA8ATRggDwBNFLj%2F8EA7DwBNDhAPAE0iahYBFowPAx8DAggDKQAjI4sgGxQgGxsgDg0oIyKOIACOGxAREgBMGwgQAE0bEA4ATRu4%2F%2BBAHg0ATRsQDABNGxsIIFYOEY8NIA8ATQ0ICBASAEwIVwA%2FKzMr7TI%2FEjkvKysrKyvtEO0yARDeMtY5hyt9EMQBGBDWXl3tXcQxMAArKysBKysTHgEVFA4CIyIuAic3HgEzMj4CNTQuAiM%2BAzchFSMOA8eXjR8%2FYEIaNi4kCBIRTTgtPSYRGkJuVAYHBgQCAU79AQQEBAGqBnhnLk44IAgMDARRCBoUIi0ZJjsoFTFWUlEtTw8zNzQAAAACAD%2F%2F8QIBArgAGgAtAJi1LQgPAE0kuP%2Fwsw8ATRq4%2F%2FizDwBNCbj%2F%2BEA5EgBNAxgPAE1XAwEFMAYBDwYBBgYAWSsBK4wHE3cTAhMvHoYLlgsCCyGMRwBXAAIALgsOjx4bGwUmuP%2FwQAsODwBMJo8YVwaPBbj%2F8LQOAE0FWAA%2FK%2B0%2F7SsSOS8z7TIBEN5d7TJdMhDWXe1dEjkvXV0zMTAAXQErKysrKxM0PgI3Fw4DBz4BMzIeAhUUDgIjIiY3IgYHDgEVFB4CMzI%2BAjU0Jj84Z5NcBzthTDQNGkEjO1I0Fxo1Ujhyd%2BAjPB4BAQwfNCghLh4NQQEWZZtqNwFOARg0Uz0MECQ7TSomUEIqnNANDQsXCyxOOyMcLDMYREgAAAABADwAAAH1ArUADgAlQBIOiwAABwWLCBAHDw5VCQWOB1YAP%2B0yPwEQzhDW7RI5L%2B0xMDM%2BAzchNSEVDgMHowYtQk8m%2Fq8BuSFQRzMGULGnjy1RTSaFpbtdAAAAAAMAN%2F%2FxAf0CxQAhADMARQEOuQAy%2F%2BizDwBNMrj%2F8EAJDgBNLhAPAE0NuP%2Fwsw8ATQO4%2F%2Fi0DxAATEW4%2F%2FCzDgBNQLj%2F8LUPAE00jBu4%2F%2FhAIRESAEwbAENBIEExLw8vEA8ATS8PQSAvIEGLDy8UDy9BD7j%2F4EA3DwBNUA8BICAPAE1fIAEPIA8gCiyMdgABDwABAEc%2BjBEIERIATBEijAoQEABNCkYPDyAgBTmPFrj%2F8LYICQBMFlgnuP%2FwtQ8ATSePBbj%2F%2BEALDgBNBRAICQBMBVcAPysr7Ss%2FK%2B0SORkvMy8BGBDeK%2B3UK%2B0Q1l1d7RI5OS8vXStdK8GHBCsQAcGHBH0QxAArhw7EEIcOxAEYENQr7TEwACsrASsrKysrJRQOAiMiLgI1ND4CNyY1ND4CMzIeAhUUDgIHFgUUHgIzMj4CNTQuAicOARM0LgIjIg4CFRQeAhc%2BAQH9HTlWOEFXNBYTHykXYh43TjA4UDMXER0lFHb%2Bmg0gMiYiMyAQGC0%2FKC0x%2Bg0cLCAgLRwNECI3JioytCpHNR0lOEMeHTUuJQ44bSZFNB8iNUAeHTMsIg04fxInIRYUHygVIDAkGQkZSgEwDyQfFRQfJRIWLCYeCRlDAAIAM%2F%2F%2BAfUCxQAaAC0AzkALJCAPAE0YIA8ATQK4%2F%2BCzDwBNArj%2F8LMOAE0CuP%2F4swgATQG4%2F%2FCzDwBNAbj%2F6LMOAE0BuP%2F4QCkJAE0eCSEIDQ4ATCGMAASbA6sDAncDAU8DAQMDEWgAAQ8AHwACCAAvK7j%2F8LMPAE0ruP%2F4QBEOAE0rjBEIEABNES4eG48JDLj%2FwEAYCgBNDAwDJggOAE0mjxZYBI8DCA4ATQNXAD8r7T%2FtKxI5Lysz7TIBEN4r7SsrEMZeXV0ROS9dXV0zEO0rMjIxMCsrKysrKysrARQGBycyPgI3DgEjIi4CNTQ%2BAjMyHgIHMjY3NjQ1NC4CIyIOAhUUFgH1zcoDP2VMMwwaQiM7UjQXGjVSODlXOx7gIz4dAQwfNCghLh4NQQGgztMBThg1VD0MDyM7TSolUEIqKExtiQ0NCxULK087IxwrMxhER%2F%2F%2FADj%2F8wC%2BAggCJgARAAABBwARAAABjwAQQAsBABEMBQBQAQgOTysrNAAA%2F%2F8AJv9hAL4CCAImAA8AAAEHABEAAAGPABBACwEOEw4HAVABABBPKys0AAAAAQA1AEwB%2FwIKAAYAYEAmBAUGAAQABq8FBBQFBAYFAwIBAAMAAa8CAxQCAwECAAUQDQBNBQK4%2F%2FBACg0ATQJQAIAAAgAAGS9dzSvNKwEYLy%2FBhwQrEAHBhwR9EMQBGC%2FBhwQrEAHBhwR9EMQxMBMFByU1JRecAWMa%2FlABsBoBK5JNt1C3TQAAAAIANQCZAf8BvQADAAcALkAaAwcHAgUFCQgCrz8ATwCvAAMABK8wBkAGAgYAL13t3l3tARESOS8zMy8zMTA3IRUhESEVITUByv42Acr%2BNuhPASRPAAEANQBMAf8CCgAGAGRAIgMEBQYDBgWvBAMUBAMFBAIBAAYCBgCvAQIUAQIAAQYEAQS4%2F%2FBAEA0ATQQBEA0ATQFQBoAGAgYAGS9dzSvNKwEYLy8vEMGHBCsQAcGHBH0QxBABwYcEGCsQAcGHBH0QxDEwEzcFFQUnJTUaAbD%2BUBoBYwG9TbdQt02SAAAAAgAT%2F%2FMBeQLFACEALQCSuQAJ%2F%2BCzCQBNCLj%2F4LMKAE0EuP%2F4sxEATQO4%2F%2FhANhESAEwigihAGzhIKCgSfwAYAQgYGANYH2gfeB8DH38HCycLNwsDCy8vLwECAy4VICsBKyVjArj%2F8LYPAE0CAIgDuP%2Fwtg8QAEwDBmgAPzMr7TIrP91xzgEQzjJdENZd7V0SOS9eXe0zLyvtMTAAKysBKysTIgcnPgEzMh4CFRQOBBUcARcjJjU0PgQ1NCYTFAYjIiY1NDYzMhauQj8aIlUwOUksERomLiYaAU4EFyQoJBc2CyQfHyQkHx8kAnciSBIWHzA7GyI1LiotNSEFDAUUFiA0LScoLBoqNf2%2FGygoGxsoKAAAAgBB%2F2cDdQLFAEUAVQD3QK2mRAGJQ5lDAmc%2FAVU%2FAVg1AZYpAZcjpyMCihkBaRkBCQIBqAMBA0lNfxMuLy%2FvEwGWE6YTAogTAVYTAROZHKkcAngcAVkcARx%2FkEGgQQKHQQEPQR9BAghBV1N%2F0AvgC%2FALA3kLiQuZCwMLdiaGJpYmAycmNyZXJgMmf%2BA3AZ83ATdWTVCHEDyHIRMQYEkXRocGLzKHLitpA3kDiQMDSwNbAwI6AwEDIAgLSAMABgAvMzMrXV1d3jLtMhDtMjI%2FM97tEO0yARDeXXH9XV3eXXHtENZeXV1d%2FV1dXc5dXV1xMi8zEO0yOV0xMABdAV1dXV1dXV1dXSUiJicOASMiLgI1ND4CMzIWFxEUFjMyPgI1NC4CIyIOAhUUHgIzMjY3Fw4BIyIuAjU0PgIzMh4CFRQOAicyNjcuAT0BLgEjIgYVFBYCsiAqDhY%2BHzBPOiAeO1U2M1UXFhIaJxkMLFJ1SUl6WDE0XX9MO00LChFZM1medkVEc5dUUpJuQB80SPAVKxEDAgYiFUdGRCsSDwwRHjtWOTBVPyQQCP7OIBokOkkmP29UMDFbhFRYhVktDgRKBg4zaaNwbKJrNjVlj1pEaEckUQkJDRoM6wIEWENHVAAAAgAIAAACjwK1ABEAGADcuQAP%2F%2FhANA0ATRAPDg0MEQwHCAkKCwYLBBgXFhUFFQUgDBIBTAsFFQVzBgsUBgsFBgECAxITFBUAFQC4%2F%2FBAQwwBTQwAFQBzEQwUEQwAERUVBhEaABoBQBpwGqAa0BoEDxoBDwYfBgIIBhkDBHkYXxVvFX8VAxIVEhUMEUIMQQtBBkIAPz8%2FPxI5OS8vXTPtMgEQxl5dXV1xEMYRORkvEADBhwUYK4d9xAErEIcOxMQFxMQOxMQQAMGHBRgrh33EASsQhw7ExAXExBCHDsTExMQQhw7ExMTEMTABKyEuASchByM%2BAzczHgMXAy4BJw4BBwIlER4Q%2FsY%2FZShGQ0IkWSRCQ0YoxSA%2FIiM%2FHy1XLbFuu6iZS0uZqLtuAQFXo0tLo1cAAAADAFb%2F%2BgJQArwAGAApADgAh7VXFQEwdhO4%2F%2FC0DgBNExC4%2F%2FC0DhIATBC4%2F%2FBADQkATRAkdhZACAkBTBa4%2F%2FhAEQ4QAEwWQAkATRYwCABNFjo6uP%2FAQBwJAU0ZOHMFqDk4NXwLEyp5KSkABgtFGh98BQBGAD8y7TI%2FMxI5L%2B05EO0yARD27TIrEN4rKysr7dQrKzIr7TEwXQUiLgInET4DMzIeAhUUBgceARUUBgEVFhceATMyPgI1NC4CIyczMj4CNTQuAiMiBgcBERUxMTAUFDAxMBU8aU0sNi09SJn%2B%2FwsPDSMXK006IxoxRCp9ZiRALxscMUIlJSoRBgIEBgUCoAUGBAISK0YzOUkSEk5HaGkBSfQBAQEBCxwyJiIvHAxOChoqIB4pGQwCAgABADr%2F8QJTAsUAJwDmQCMpQAwSSGgDAR4IEgBNhxuXGwICCBIATQIIDwBNEA8PIiMpGrj%2F8LMKAE0auP%2F4QBAJAE0adgUIEgBNBQgPAE0FuP%2F4tg4ATQWpKBC4%2F%2BhAFA0PAEwQFQgODwBMFQgJCgBMFXwPuP%2F4tBESAEwPuP%2FoQBkNDwBMDwoIEQBNCggOAE0KRSIYDQ8ATCIfuP%2F4tA4PAEwfuP%2F4QBMJCgBMH3wjGA0PAEwjAAgQAE0AuP%2F4tA4ATQBGAD8rKzIr7SsrMis%2FKyszKyvtKysyKwEQ%2FisrK%2B0rKxDGMjIvMzEwACsrXSsBXSsFIi4CNTQ%2BAjMyHgIXBy4DIyIOAhUUHgIzMjY3Fw4DAYBJeFYvNVp4RCtFMyAGHAkiKzMaN1g%2BIR06VzpDWBYZByQ2SA8wXIdXV4dcMAwQEARQBg4OCSZIZ0A%2BZkkoHAtQBQ8OCgAAAAACAFb%2F%2BgKPArwAEAAdAIJAHRQQDg8ATBQQCgBNFAgJAE0UEAgATRR2AEAJAU0AuP%2F4sxIATQC4%2F%2FBAGw4PAEwAQAkATQCpHxpzCKgeGhcICgBNF3wJDLj%2F%2BLYOAE0MRRsRuP%2F4QA0KAE0RfAgFCA4ATQVGAD8rM%2B0rMj8rM%2B0rMgEQ9u0Q9isrKyvtKysrKzEwARQOAiMiJicRPgEzMh4CATI2NTQmIyIGBxEeAQKPOGaOVSplKSllKlWOZjj%2Bh4qIiIopLQkJLQFbWoVXKwcKAqAKBytXhf6ajX9%2FjQIB%2Fe4BAgABAFYAAAIWArUACwA1QB0HAw8KHwoCCAoNBAhzAKgMBXkHBwEJeQtCA3kBQQA%2F7T%2FtEjkv7QEQ%2Fu0yEN5eXcbOMTAzESEVIRUhFSEVIRVWAaf%2BugEi%2Ft4BXwK1U85R8FMAAAAAAQBWAAAB%2BAK1AAkAKEAUBwMLBAhzAKgKBXkHBwEJQgN5AUEAP%2B0%2FEjkv7QEQ%2Fu0yENbOMTAzESEVIRUhFSERVgGi%2Fr8BHf7jArVT0VL%2BwQABADr%2F8gJeAsUAJwDRtQoQEABND7j%2F%2BEAsDwBNCRgPAE0XFidzAUAIAU0BQAgATQ8BjwECAagpKUAOAE0pQAsATQApAR%2B4%2F%2FizDgBNH7j%2F8EAQCgBNH3YMQAgBTQwIDwBNDLj%2F%2BEAMDgBNDEAIAE0MqSgXuP%2FwQBAOAE0XGhAKAE0afBEBAQcWuP%2FoQA4NDwBMFhEIDgBNEUUnJLj%2F%2BLMOAE0kuP%2FwtwoATSR8AgdGAD8z7SsrMj8rMysSOS8Q7SsyKwEQ9isrKyvtKytdKysQ9l0rK%2B3GMjEwACsrASsBMxEOAyMiLgI1ND4CMzIeAhcHLgEjIg4CFRQeAjMyNjcB%2FWEMLTtGJEl4Vi81WnlFL0k0IQYfHWAyNVc9Ih07VzsqOw0BVf68BAoKBzBchldXh1wwDBAQBFETGSZIZ0A%2BZkkoCQQAAAAAAQBWAAACawK1AAsAN0AfAwtzDwIfAgIIAqgNBQlzB6gMCnkEBAYIQQZCAkIAQQA%2FPz8%2FEjkv7QEQ%2Fu0yEP5eXf3AMTABMxEjESERIxEzESECCmFh%2Fq1hYQFTArX9SwFA%2FsACtf7fAAABAFYAAAC3ArUAAwAkuQAF%2F8BAEQgBTQAFAQWoAXMDqAQCQgBBAD8%2FARD2%2FeZdKzEwEzMRI1ZhYQK1%2FUsAAAAAAQAI%2F%2FEBowK1ABMAebkAA%2F%2FwQBQJAE1nEAERcxNACQFNDxMBE6gVFbj%2FwEAYCQFNCwpACQFNCkAJAE0PCgEIChQSQQsOuP%2F4QB0PAE0OfAoQDA4ATAoFCBAATQUQDwBNBQgIAE0FRgA%2FKysrMyvtKzI%2FARDGXl0rKzIrEPZdK%2B0xMABdASslFA4CIyIuAic3HgEzMjY1ETMBoxU1WUMiOS4iCiYVQzJIQmHfMlZBJQsREwlNDyFJWQHNAAABAFYAAAJvArUAGgDbQGAaCA8ATVkOeQ4CDRAUAE2IDQHYDAHYCAGnBgELGBMATQsgCxJICAsYCygLAwgLcwkJChYZGhUaBAMCAQAFABoIEwBNwBoByhoBGgUABXMVGhQVFRopADkAAggAGAACAAq4%2F%2BhALxQATTAKUApgCgMKHBURFHMSqBsaQcAQARB7wAUBBc8VAQ8VARUVERNBEUIKQgBBAD8%2FPz8SOS9dcTlx7XE%2FARD%2B7TIyENZdK8ZdXYcQK4d9xAFdcSsQhw7ExMTEEIcOxMQBETMYEO1eXSsrMTBdXV1dK10rAQ4DBx4DFyMuAycRIxEzET4DNwJXH05VVCUrYFxRG3IeTldZKmFhI1RSSRkCtSJTV1QkHlhkaC8vX1dKGv63ArX%2BziFTVE0dAAAAAAEAVgAAAfcCtQAFABtADQAHBHMCqAYDQQV5AUIAP%2B0%2FARD27RDGMTAlFSERMxEB9%2F5fYVRUArX9nwAAAAEAQwAAAyUCtQApAUq5ACX%2F8LMRAE0kuP%2FwsxEATSG4%2F%2FhAEhUZSGYhpiEC9yABpx0BZh0BGbj%2F6LYRAE1XGQEYuP%2FwQDkRAE0JFQGIDvgOAmkOAfcJAQgIGAgC%2BQgB2AjoCAKZCKkIAogIAWkIAVcDAQeWEaYRAocRARFzECu4%2F8C1CQFNK6kfuP%2FwtgwSAUwfcx64%2F8BAJAoNSB4imRsBG3OmHAGFHJUcAk8cARwpdk8AAQCJEJkQqRADELj%2FwEAmCg1IEAoQDBIBTApzDwsBCAupKhZAGh5IFnwpKRwfQhxBG0ERQSK4%2F%2BC0DQBNIge4%2F8C3FRkBTLAHAQe4%2F8BADBoeSKQHAQd8EEEKQgA%2FP%2B1dK10rMis%2FPz8%2FEjkv7SsBEPZeXe0r1Std1F391F1dXe1dMtUr7SvmKxDtXV0yMTBdXV1dXV1xXV1dXStdK11dXV0rKyslLgUnBgIHIz4DNzMeAxc%2BAzczEhMjJgInDgUHAY0KISYrJiEKCw4FXwQKDQ8JVRs%2BPjoYGDo%2BPhtVIhFfBQ4LCiEmKyYhCmAYSlZbUUARdv7tjFq3sahLLHiDgzY2g4N4LP6x%2FpqMARN2EUBRW1ZKGAAAAAABAFYAAAKCArUAEwCWQCCHDgEgAwF3CwEDCwAHAHMQCxQQCxBzEkAICQFMEqgVFbj%2FwEBDCQFNBBWEFQIIB3MJqBQTQosHmwcCegcBawcBWgcBSQcBhBCUEAJiEHIQAgJAEFAQAhQQNBACBxAIEUELQQpBCEIAQgA%2FPz8%2FPxI5OV1dX11dXV1dXV0%2FARD27V5dKxD2K%2F2HK4d9xAFfXTEwAF1dIS4FJxEjETMeAxcRMxECMRY5QkdGQhxfTS9raV0gXyVcY2ZfVCD94wK1MoWNiDUCAf1LAAACADr%2F8QLQAsUAEwAnAQe1EiAQAE0MuP%2FgsxAATQi4%2F%2BBAHRAATQIgEABNEQgSAE0RCA8ATQ0IEgBNDAgPAE0HuP%2F4sxIATQe4%2F%2FizDwBNA7j%2F%2BLMSAE0DuP%2F4QBUPAE0eCA4ATR4QCgBNHnYKQAkBTQq4%2F%2FizEgBNCrj%2F%2BEAPDwBNCkAJAE0KqSnwKQEUuP%2F4sw4ATRS4%2F%2FBAHQoATRR2AEAIAU0ACBIATQAIDwBNAEAIAE0AqSgZuP%2F4sw4ATRm4%2F%2FizCgBNGbj%2F8EAaCQBNGXwPRiMIDgBNIwgKAE0jEAkATSN8BUUAP%2B0rKys%2F7SsrKwEQ9isrKyvtKytdEPYrKysr7SsrMTAAKysrKysrKysBKysrKxM0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4COjVbeURDd1o1NVp3Q0R5WzVmIDtVNTVUOyAgO1Q1NVU7IAFbWYhbLi5biFlZiFsuLluIWT9nSCcnSGc%2FP2dIJydIZwAAAAIAVgAAAj0CvAAOABwAUrkABf%2Fwsw0ATQS4%2F%2BizDQBNArj%2F8LUNAE0YdgO4%2F%2FhAGQ4PAEwDHgkRcwuoHRJ5CAgACkIRD3wMAEUAPzLtMj8SOS%2FtARD27TIQ1ivtMTArKysBMhYVFA4CKwERIxE%2BARciBxEzMj4CNTQuAgEOkp0rUXRJTWEpZTI%2BIUkyUDceHzVGArxvbjxVNRj%2B%2FwKrCgdVA%2F7wDR82Kig0HwwAAAAAAgA6%2F0cC0ALFAB4AMgELuQAN%2F%2BizEABNCLj%2F4EAREABNAiAQAE14HAENCA8ATQe4%2F%2FizEgBNB7j%2F%2BLMPAE0DuP%2F4sxIATQO4%2F%2FhAHQ8ATQ92GhoAKRAOAE0pEAoATSl2ChUVCkAJAU0KuP%2F4sxIATQq4%2F%2FhADA8ATQpACQBNCqk0H7j%2F8LMOAE0fuP%2FwQB0KAE0fdgBACAFNAAgSAE0ACA8ATQBACABNAKkzJLj%2F8LcJCgBMJHwPGrj%2F%2BLcOAE0aRhR8Fbj%2F8LQREgBMFbj%2FyEATCABNFS4QCQoATC58BQgOAE0FRQA%2FK%2B0rLysr7T8rM%2B0rARD2KysrK%2B0rKxDmKysrKzIvEO0rKxI5L%2B0xMAArKysrK10BKysrEzQ%2BAjMyHgIVFA4CBx4DFwcuAycuAzcUHgIzMj4CNTQuAiMiDgI6NVt5REN3WjUoR182ASc8SiUXNF9NNAk%2FcFIwZiA7VTU1VDsgIDtUNTVVOyABW1mIWy4uW4hZTnpZNwoXIxgQBEwHFyY7LAQzW4JVP2dIJydIZz8%2FZ0gnJ0hnAAIAVgAAAmMCvAAaACgAhUATCAgSAE2YCAGJCAFXAgELJHYAGLj%2F%2BLMPAE0YuP%2FwQAkOAE0YEA0ATRi4%2F8BALAoLAEwYBQZzZwSHBAIEBAUqYCoBDx1zEagpHRt8FR55CwAODhASFUUQQgVCAD8%2FPzMSOS8zM%2B0Q7TIBEPbtMl0QxjIvXe0Q1isrKysy7TIxMF1dXSsBHgMXIy4DJwYiKwERIxE%2BATMyFhUUBgMiBxEzMj4CNTQuAgGpEDE0MxJqFC8wLxMNGw5XYSllKpKZSdo%2BIUUyUDceHjNFASIUQU9WKCZORz4XAf7xAqsKB25tRWIBLQP%2B%2BwocMyonNB4MAAABACH%2F8QH1AsUAMAEfQDkFJwEIDgEIDQEKJgGXIgEFHwETqBIBmRIBiBIBEiUAIQGJCAEhHggFIQUIcx4hFB4hCB4eBRsCdiW4%2F%2FC0EBIATCW4%2F8C0Cw4ATCW4%2F%2FBAYQkATXAlASUyG3YMEBIATQwYEQBNDBAQAE0MEAkATQwuLUAIDkgtMZgFAXkFAT0FTQUCCwUBCHQeAUIeAQUeBR4PRy4BLmcAAQB8LQgPAE1YLQEtKEZ3E5cTAlYTARMWfBK4%2F%2FBAEQ8ATYYSlhICdxIBVhIBEg9FAD8zXV1dK%2B0yXV0%2FM10r7V0yXRI5OS8vXV1eXV1dXQEQ1isy1isrKyvtENZdKysr7RE5ORDBhwQrEAHBhwR9EMQAXV0BGBDEXV1dMjEwAF1dXQFdXV03MjU0LgInLgM1NDYzMhYXBy4BIyIOAhUUHgIXHgMVFAYjIi4CJzceAfeYGy47ISZEMh18bT9nGB8VUzccMCQVFig1IC1LNx6FeSlFNicLHRdeRWggLSEYDA0hLT4sW2YbEE8NGQwYJRkcJh0YDBIkMkUxW2ILDxEGUA0gAAAAAAEAEAAAAiUCtQAHADpAJAl%2FAY8BAgABAQEDc38EjwQCAAQBBA8GHwYCCAYIA0IBBnkAQQA%2F%2FcA%2FARDWXl3WXV391l1dxjEwARUjESMRIzUCJdph2gK1VP2fAmFUAAAAAAEAUf%2FxAl8CtQAXAFlALhYIDQBNFQgNAE0DCA0ATQIIDQBNEHMPEh8SAggSqBmfGQEHcwWoGBFBBkELfAC4%2F%2FizDABNALj%2F8LQLAE0ARgA%2FKyvtPz8BEPbtXRD2Xl3tMTAAKysrKwUiLgI1ETMRFBYzMj4CNREzERQOAgFYRGRAH2FcSiU9LBhhH0FjDypJZDoBs%2F5YaF4XMEs0Aaj%2BTTpkSSoAAQAKAAAChgK1ABIAx0AqiBEBeBABZw4BNw1HDYcNA3cMAbgKAYcJAXgJATgBSAEC1Q%2FlDwLGDwESuP%2FwQDAMEgFMDxIPDBJzAAUUAAAFDBAMEgFMDwwLBg8GDHMLBhQLCwYUzwABAAUgExsBTAW4%2F8C1ExZIBXMGuP%2FgQBwTGwFMzwYBBg8LHwsCCAsTEkEMQQtBBkIFQgBBAD8%2FPz8%2FPwEQ1l5d1V0r%2FSsr1V3GhxArEADBhwV9EMQBK4cYECsIfRDEASsAXV0xMAFdXV1dXV1dXV0BDgMHIy4DJzMWEhc2EjcChiZFQkEiWyJBQ0YlazZoNzdoNQK1bruomUtLmai7bp7%2B3IB%2FASWeAAEAHAAAA4UCtQAgAV5AJDggAeggAR8IEgBNOB8BeBgBNxIB5xIBdwkBhwIBhwEBmwABHbj%2F8EAKEQBNdB0BtB0BGbj%2F8EBVDBIBTB0ZFBlzGh0UGh2gIgEiGhQ3HgELHhseAjYRAYkRARQRAR4RFBFzAB4UAB4gFAHQFAEUAHsEAbsEAZkEAQgQDBIBTAQIDQhzBwQUBwcElgMBELj%2F8EBgEQBNNhABmhABKRBJEFkQAxQQAQMQDRBzAAMUAAMAcA0B4A0BDaAHAQ8HHwcCCAchHkIdQhpBFA0AIBEATZkAAXgAAWYAAZcNAWANAUQNVA0CAA0EEBEZQQhBB0EEQgNCAD8%2FPz8%2F1sAROTldXV1dXV0rETM%2FPz8BENZeXV0Z1V1xGNWHK4d9xAFdXV1xK12HGBArh33EAStdXXEYEMVdcYcrh33EAV1dcV1dGRDVGMZdhyuHfcQBK11xKzEwAF0BXV1dXXFdcStdcQEOAQcjJgInMx4DFz4BNzMeARc%2BAzczBgIHIy4BAdEqVithNVEjZg4eICARKFonVCdcKBAgHx4OYyRRNGEsVAHWhuRsmQFUyE6ck4Y5afuGhvtpOIaTnU7I%2FqyZbOQAAAABABcAAAJjArUAFwDjs6AZARm4%2F8BALAwQSIoUAQMIEQBNhhEBFBMKFxAREgsXEA4SCwAPCRMKBRMKAA8KEAwSAUwKuP%2F4tBESAEwSuP%2FwQBQMEgFMChILEnMTChQTChMXAQAPALj%2F8EBIDBIBTAAIEgBNEBAMEgFMABAXEHMPABQPDwBAF1AXYBeAF6AXBRcZkBkBDxkvGQIPDwsfCwIICxgXQhNBEkEQQQ9BC0IKQgBCAD8%2FPz8%2FPz8%2FARDWXl3GXV0Qxl2HECuHfcQBKysrhw7EARgQ1ocrh33EASsrKw%2BHDsQPDw8xMABdAStdK10hLgMnDgMHIz4BNwMzGwEzAx4BFwH2DyoyNhkZNjErD2std0PecKupb9pEeC4eSU9PIyNPT0keWLZgAUf%2B%2FgEC%2Fr1huFkAAAABAAYAAAJQArUAEACLuQAL%2F%2FBAUgwSAUwICwgFC3MMDxQMDw8QEm8MnwyvDAMMEHMABRAMEgFMCAUEAQgBBXMEARQEAQFvAJ8ArwADAA8EHwQCCAQRAQEPDwwQQgxBC0EFQQRBAEIAPz8%2FPz8%2FEjkvMy8BENZeXcZdMocrEADBhwV9EMQBKxgQ%2FdZdxhEzhysIfRDEASsxMDMRLgEnMx4BFz4BNzMOAQcR%2B0V6NnImXjIxXidsNnpEARZr0GRSqU5OqVJkz2r%2B6AAAAAABACEAAAIYArUAFQBNQCoMERILEgEABwcSCxJzAAcUAAcADwgfCAIICBcTCxYSABN5FEELBwh5CUIAP%2F0yxT%2F9xTMBEN7GEN5eXdaHK4d9xIcOxBCHDsTEMTABDgUHIRUhNT4FNyE1IQIOFz1ESEU%2BGQGG%2FgkVOUFGRUEb%2FpwB2wJoGklZY2VkLVNBKGBkZl5SH1MAAQBg%2F0cBQQMPAAcAHUANAgUJA38HCASHBgKHAAAv7S%2FtARDe7RDWwDEwEzMVIxEzFSNg4YqK4QMPSfzKSQAAAAH%2F6P9HAZgDDwADAClAFgEDAAOuAgEUAgIBAAQCA2ICYgFkAGQAPz8%2FPwEvEMaHECuHfcQxMAMzASMYXQFTXwMP%2FDgAAQAI%2F0cA6QMPAAcAHUANA38HCQUBCASHBgKHAAAv7S%2FtARDWwBDe7TEwFyM1MxEjNTPp4YqK4blJAzZJAAAAAAEALwE7AgUCtQAGAGxAQokFmQUCOAVoBXgFA6sEuwQCpAK0AgKGAZYBAjcBZwF3AQNKA1oDAgQEBQMCAgEDBgYDAAADAwcCBH8DjwOfAwMDBgAvxV3NMgERMxkvMxgvETMvGRDFMhgvGRDFMhgvMTAAXQFdXV1dXV0BEwcLAScTAUPCSqGhSsICtf6sJgEa%2FuYmAVQAAAAAAf%2F8%2F0cB8P%2BWAAMAGEAKAQEFAAAEAIcCSwA%2F7QERMy8RMy8xMAchFSEEAfT%2BDGpPAAAAAAEAPQJEAPkDCAADADeyAgEAuP%2FAQAkREgBMAAMEAwC4%2F8CzEgBNALj%2FwLUNAE0AAQIAL83dKyvNARDeGcUrGN0ZxTEwExcHJ3mAL40DCJoqiQAAAAIAK%2F%2F1AcACFQAOADUA2EALIQgKAE0sCBEATSK4%2F%2BCzCABNErj%2F4EAXCABNCggRAE0DKQgSAE0pfxRACAkBTBS4%2F%2FhAEQoATRQ4CAkATBSqNx83ATIzuP%2FAQA4KDABMMwyCH0AICQFMH7j%2F6LMSAE0fuP%2FwQBoRAE0fUAkKAEwfQAgATR82KSSIBAdAEgFNB7j%2FwEAKCAFNB0AREgBMB7j%2FwEASCABNBwcPAwCIFRpRMi%2BIMw9QAD8z7TI%2FM%2B0yEjkvKysrKzPtMgEQ1isrKysr7cQrMl0Q9isrK%2F0rwDEwACsrKysBKyUyNjc1LgEjIg4CFRQWEzIeAhURDgMjIi4CNTQ%2BAjMyHgIXNTQuAiMiBgcnPgEBACEzEQotIBUvJxpALzhNLxQMKzY%2FHyxKNh4jPFAsDh4bFAQKGi0kLkURCxJUQwMEmwUHBhMhGzInAdIdNUks%2FrsCBwYFEidALSs%2BJhIDBQQBGhctIxUNB00IDwAAAAIAUP%2F0AhoDCAASACEAiLUbIA0ATRi4%2F%2BBAKw0ATRkIDgBNGYIIEBIATQgIDgBNCBALDQBMCKsjEgAhfxCqIhJOExaIEA24%2F%2Fi0ERIATA24%2F%2FC1DgBNDVEhuP%2FgtxESAEwhHogAuP%2FgQAwREgBMAAMIDgBNA1AAPyszK%2B0yKz8rKzPtMj8BEPbtMjIQ9isrK%2B0rMTAAKysTPgEzMh4CFRQOAiMiJicRNxEeATMyNjU0LgIjIgYHrRFFLThXPB8lRGA8QWQgXQ4zJktaECQ5KCZAEQHxCxgoSGQ8P2VGJhIJAukQ%2FUkEB2NbKEYzHRoOAAEAM%2F%2F0Ab0CFQAhALe5ABf%2F8LMNAE0SuP%2Fwsw0ATQe4%2F%2FCzDQBNA7j%2F8EAKDQBNAggQAE0NHbj%2FwEAQDBZIHSM%2FI08jAiNADxZIFLj%2F%2BEAMDQBNFIIFQAgJAUwFuP%2FwQCMOAE0FQAgJAEwFqyIOEQgNAE0REAwATRGIDQoIDgBNClAcGbj%2F%2BLMNAE0ZuP%2FwtgwATRmIHQC4%2F%2Fi0DgBNAFEAPysy7SsrMj8rM%2B0rKzIBEPYrKyvtKytdENYrxjEwKysrKysFIi4CNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwEyP19BICNAXTkjRiAVFTcfTlMTKUAuJTwRDQgeJisMKEhjPDxkSSkMDU8KDGJeKkYyGw4ITgUJBwUAAgAz%2F%2FQB%2FQMIAA4AIQCtuQAX%2F%2FCzDQBNCrj%2F2LMNAE0KuP%2F4tAsMAEwFuP%2FgQBYNAE0OIX8QQAgJAUwQQAgJAEwQqiMIuP%2FwQAwOAE0IghlACAkBTBm4%2F%2FC0ERIATBm4%2F%2FBADQ4ATRlACAkATBmrIgC4%2F%2BC3ERIATAADiCG4%2F%2BBACRESAEwhHlAOC7j%2F8EAKEgBNC4gRFFEQTgA%2FPzPtKzI%2FMyvtMisBEPYrKysr7SsQ9isr%2FcAxMCsrKysBLgEjIg4CFRQWMzI2NxE3EQ4BIyIuAjU0PgIzMhYXAaARQCYoOSQQWksmMw5dIGRBPGBEJR88VzgtRREBmg4aHTNGKFtjBwQCpxD9BwkSJkZlPzxkSCgYCwAAAAIAM%2F%2F0AfkCFQAaACMA7LkAIf%2Fwsw0ATRm4%2F%2FCzDQBNGLj%2F4LMNAE0OuP%2FYsw0ATQe4%2F%2FBACQgATRgQDwBNB7j%2FwLQPEABMBrj%2F%2BEAVDwBNEl8TbxMCExuCCKslTyVvJQIjuP%2F4tQ4ATSOCDLj%2F%2BEAMDgBNDIIAQAgJAUwAuP%2F4sw4ATQC4%2F%2FBADgwATQBACAkATACrJBIPuP%2FwQAkNAE0PiBYjhwu4%2F8BACRMUAEwLCwUTFrj%2F%2BEATDgBNFlEeCA4ATR4QDQBNHogFUAA%2F7SsrPyszEjkvK%2B0Q7SsyARD2KysrK%2B0r7StdEPbtxF0yMTAAKysrASsrKysrEzQ%2BAjMyFhUcAQchHgEzMjY3Fw4BIyIuAiU2JiMiDgIHMyhCVi1pcAH%2BnAZSVzFDEQ0RVTZEY0AfAWUBQTkgMSITAwEDRWdEIoOGBhMIUVQRCE4JFClIY24%2FURkoNBsAAAEAUAAAAYsDCAATAERAIQQTAQgHEgEMAxUKDn8QqhQPSg2HC0kEBwgPEABMB4gDALj%2F%2BLQRAE0ATwA%2FKzLtKzI%2F7T8BEPbtMhDWxjEwAF1eXQEyFhcHLgEjIgYdATMVIxEjETQ2ARspOwwRDCwgQTTIyF1iAwgMBVAGC0c8LU7%2BRgI3ZG0AAAACADP%2FRAHyAhMAHgAtAOq5ACj%2F4LMNAE0nuP%2Fwsw0ATSO4%2F9izDQBNErj%2F8LMQAE0SuP%2FoswgATQu4%2F%2FCzDQBNCrj%2F8EAZDQBNAB4tfxBACAkBTBBACAkATBCqLxgXJbj%2F%2BLMOAE0luP%2FwswwATSW4%2F%2FhADAsATSWCCEAICQFMCLj%2F8LQREgBMCLj%2F6EAVDgBNCEAJAE0ISAgATQirLhgbiBcUuP%2FwQCEODwBMFFIfIogQDVAtIBESAEwtKogAIBESAEwADwMBCAMAL15dMyvtMis%2FM%2B0yPysz7TIBEPYrKysrK%2B0rKyvEMhD2Kyv9xDIxMCsrKysrKyslDgEjIi4CNTQ%2BAjMyFhcRFAYjIiYnNx4BMzI2NQMuASMiBhUUHgIzMjY3AZYMRS4vUz4kIkFeO0FhIXx%2BMVcgERxRLFNJAQ4vKEtRFyczGyU%2BEjQIGR4%2FXkE5X0UnEwj%2BMHhsEAtRCxFCSAGYBAdiUS1AKhQVDgAAAAABAFAAAAH0AwgAGQBuuQAJ%2F%2FC2CABNSxABCbj%2F%2BLQPEABMCLj%2F%2BEAsEABNDX8LQAgJAUwLQAgJAEwLqht%2FG%2B8bAk8bvxsCAhh%2FAKoaGUoMShgTiAa4%2F%2Fi2DwBNBlACTgA%2FPyvtMj8%2FARD27TJdcRD2KyvtMTAAKytdASszETcRPgEzMh4CFREjETQuAiMiDgIHEVBdGjsdPlIxFF0NHjIlDyAdFwUC%2BBD%2B9goLIz9YNf7cARAwRCoTBAUGAv5QAAACAEIAAAC6AuAAAwAPADNAEAAREBECCBGqDQN%2FBwGqEAS4%2F8BACwwSSASJClMCSQBKAD8%2FP%2B0rARD2Mv0y5l5dMTAzIxEzJyImNTQ2MzIWFRQGrV1dLxkjIxkZIyMCCF4hHBwhIRwcIQAAAAAC%2F7z%2FRQC6AuAADwAbAE%2B5AA7%2F6LQJCgBMDrj%2F2EAUCABNAB0QHQIIHaoZDH8TAwqqHBC4%2F8BADwwSSBCJFlMLSQQHiAMAUgA%2FMu0yPz%2FtKwEQ9sQz%2FTLmXl0xMCsrByImJzceATMyNjURMxEUBhMiJjU0NjMyFhUUBgUMJg0MChoLMCldWywZIyMZGSMjuwYFTAMEOzkB%2F%2F4CZGEDISEcHCEhHBwhAAABAFAAAAH8AwgAGgD%2FQBUVCBUATQkYEABNBggYAE0LEA8ATQu4%2F%2FBAGAwATQsQCwBNCggLAE0JEBgATQgIDwBNArj%2F8LMZAE0GuP%2FgtBQYAUwGuP%2FgtAgBTQYVuP%2FgsxsBTRW4%2F%2FBAGxQVAUwVCA4ATQAgGwFNACAWGAFMABAUFQFMALj%2F4EAbDwBNFQAWAH8QFRQQFQAQFhAIAU0WBRAIAU0FuP%2FgsxIATQW4%2F8BAIg0QSAUcEAx%2FDqobFkkQEAsMAEwQEAYVSQ9ODUoMSgZKBUoAPz8%2FPz8%2FEjkvKz8BEPb9wBDWKysrxisQAMGHBSuHfcQBKysrKysrKzIrKzEwACsrKysrKysBKysrAR4DFyMuAycVIxE3ET4DNzMOAwEMHkNBOhRtFTc8PhxdXRg6ODISbRc2OjsBHhdET1EjI0lDOBP6AvgQ%2FiYYOjw3FRk8PT0AAQBO%2F%2FYA%2BQMIAAsAPUATASAMAE0AEAgSAUwBIAgLAEwNC7j%2FwEAQCAxIC4AFfwOqDAVOC4gAUQA%2F7T8BEPb9Gt4rxjEwACsBKysXLgE1ETcRFB4CF%2BxWSF0IEh4WCgJGSgJwEP2PFx4SCQMAAQBQAAADEwITAC0BIUARIyANAE0aEBESAEwVIA0ATQ64%2F%2FC0ERIATA64%2F%2BCzEABNDrj%2F0LMPAE0NuP%2FwtBESAEwNuP%2FosxAATQ24%2F9izDwBNDbj%2F4LMIAE0MuP%2FwQBQQAE0JEBIATQkIEQBNCBAQEgBMBrj%2F%2BLMPAE0FuP%2FgtBESAEwFuP%2FosxAATQW4%2F9CzDwBNBLj%2F6LMQAE0vuP%2FAtAgJAUwvuP%2FAQDcJAE0vqhJ%2FEEAcAE0PEAEQBiB%2FG08eAQ8eAQgeK38tqi4sSh9KEUorJiYbEBAATRsYiAsAAwMGuP%2FwtAgATQYLuP%2F4tQkKAEwLUAA%2FKzMrMy8zEO0yKzIvMz8%2FPwEQ9u3cXl1xMv053F0r7eYrKzEwACsrKysrKysrKysrKysrKysrKysTPgEzMhYXPgMzMh4CFREjETQuAiMiBgceARURIxE0LgIjIg4CBxEjUCBpRTJEFwceLDYfPEwrD10JGSsiLz0LCAhdChkrIQ4gHRgEXQH5CBIbGgUSEQ0jQFg0%2FtwBEC5CLBUZCho%2BIv7cARAuQiwVAgMEAf5JAAAAAAEAUAAAAfQCEwAXAG65AAb%2F8EAOCABNDggNAE0NIA0ATQa4%2F%2FCzEABNBrj%2F%2BLMPAE0FuP%2FoQB8QAE0Kfw8IHwgCCAiqGb8ZARV%2FF6oYFkoJShUQiAADuP%2F4tA8ATQNQAD8rM%2B0yPz8BEPbtXRD2Xl3tMTAAKysrKysBKxM%2BATMyHgIVESMRNC4CIyIOAgcRI1AgakU%2BUjEUXQ0eMiUPIB0XBV0B%2BQgSIz9YNf7cARAwRCoTAgMEAf5JAAAAAgAz%2F%2FMCGwIVABMAHwCBuQAf%2F9izDQBNG7j%2F2EAbDQBNGSgNAE0VKA0ATRQQDgBNFIIAqyF%2FIQEauP%2FwQCMOAE0aggpACAkBTApACAkATAqrIBcIEgBNFwgOAE0XiA9QHbj%2F%2BLMSAE0duP%2F4tg4ATR2IBVEAP%2B0rKz%2FtKysBEPYrK%2B0rXRD27SsxMAArKysrARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgIbJEFaNTVaQSQkQVo1NVpBJGFPRERPT0RETwEEPmRIJydIZD49ZUgnJ0hlPVhnZ1hYZ2cAAAAAAgBQ%2F0cCGgITAA4AIQB6QFgNEA0ATQwgDQBNAhgSAE0CMA0ATQAQEQBNABgOAE0Afw8IEwBNDxASAE0PCA4ATQ8QCwwATA%2BrIwYXfxmqIgYDiBodUBhLByAREgBMBwqIFyAREgBMFxRRAD8zK%2B0yKz8%2FM%2B0yARD27TIQ9isrKyvtKysxMCsrKysBNCYjIgYHER4BMzI%2BAjcUDgIjIiYnFSMRPgEzMh4CAblaSyovDhFAJig5JBBhHzxXOC1FEV0hY0E8YEQlAQNbYgYE%2FrgOGh0zRSg7ZEgoGAvQArEIEyZGZQAAAgAz%2F0cB%2FQITAA4AIQC5uQAR%2F%2FCzDQBNDbj%2F8LMSAE0NuP%2Fgsw0ATQO4%2F%2FBAFw0ATRkZCH8XQAgJAUwXQAgJAEwXqiMAuP%2F4QAwOAE0Agg9ACAkBTA%2B4%2F%2BizEgBND7j%2F8EAUDgBND0AICQBMD6siCCAREgBMCAW4%2F%2FBAJg0ATQWIGiAREgBMGh1RGEsJDBARAE0MCA4ATQwQCw0ATAyIFxRQAD8z7SsrKzI%2FPzMr7SsyKwEQ9isrKyvtKxD2KyvtMi8xMCsrKysTFB4CMzI2NxEuASMiBgc0PgIzMhYXESM1DgEjIi4ClBAkOSgmQBEOLypLWmElRGA8QWMhXRFFLThXPB8BAyhFMx0aDgFIBAZiWz9lRiYTCP1P0AsYKEhkAAAAAAEAUAAAAXgCEwARACVAEgYFEwx%2FDqoSDUoMBgmIDwUAUAA%2FMjLtMjI%2FARD27RDGMjEwATIeAhcHLgEjIgYHESMRPgEBEAwfHhkGEAszKBozCF0hYgITAwUFAlEECwsC%2FksB8gwVAAAAAQAo%2F%2FQBlwIVAC0BOrkAJf%2FYswkATSW4%2F8hAEwgATQwwCQBNDEAIAE0JGBIATSu4%2F%2FBADxMATSYYCgwATCUIDgBNIrj%2F%2BLMSAE0iuP%2FgsxEATSK4%2F%2FhACQ8ATSEIFABNIbj%2F8LMSAE0huP%2FwswoATQ24%2F%2Bi0CwwATA24%2F%2BBADgoATQkQEQBNCBgKAE0GuP%2F4QEITAE0GCBIATQYIDxAATAUIDwBNBRALDABMCAUhHggeIX8FCBQFCCEFHgUaA3%2BfEwETJKsvPy8BGn8LKi4eCBUATR64%2F%2Fi2EABNBR4OK7j%2F8LMVAE0ruP%2F4QBQUAE0rAIgqJ1EUF4gTDggTAE0OUAA%2FKzPtMj8z7TIrKxI5OSsrARDe1u1dEPbEXe0ROTkQwYcEKxABwYcEfRDEMTAAKysrKysrKysrKysrKysrKysrASsrKysrNzI2NTQmJy4DNTQ2MzIeAhcHLgEjIgYVFB4CFx4DFRQGIyImJzceAck5NzY%2BHjcoGGZYFiwmHQgRD0AtJzoNGygcJTopFmtjRU4OERBGQx4hIigZDBkiMCNFUQUHCANQCBEfIREaFRIKDhskMyVIShcGUAYYAAAAAAEASv%2F1AYACqQAXAF5ADx8ZLxk%2FGQMTIAgATQwCDbj%2FwEAQDRhIDRlPGQEDF38VqhgMCbj%2F%2BEAZERIATAmIDRAICgsATBAQCQBNEFEXAocASQA%2F7c0%2FKysz7SsyARD27TJdENYrxjMxMCtdEzMVIxUUHgIzMjY3Fw4BIyIuAjURN6fFxQwYJBgqMwoSDkYtNUUqEV0CCE7wJzMdDBMETQcVGzZPNAHQEAAAAAABAEr%2F9QHuAggAFQBQQCEGGAgATVQMARN%2FDxUfFQIIFaoXvxcBCn8IqhYUSQlJEw64%2F%2FBADw0OAEwOiAADEA8QAEwDUQA%2FKzPtKzI%2FPwEQ9u1dEPZeXe0xMABdASslDgEjIi4CNREzERQWMzI%2BAjcRMwHuIGlFPFIyFl08Rw8gHBcFXQ8IEiNAVzUBJP7wX1ICAwMCAbcAAAEAEAAAAeYCCAASALu2DwgPEABMC7j%2F%2BEAPDxAATAYICgBNBhAJAE0BuP%2F4twkKAEyQDQENuP%2FAszxCSA24%2F8CzJi1IDbj%2F4EBKExZIDRINCBJ%2FAAMUAAADDQgHBA0ECH8HBBQHBwQUnwCvAAIAABAAAgADf58ErwQCAAQQBAIEDwcfBwIIBxMSSQhJB0kESgNKAEkAPz8%2FPz8%2FARDWXl3VXV391V1dxocQKxAAwYcFfRDEhxgQKwh9EMQAKysrcjEwASsrKysrAQYCByMmAiczHgMXPgM3AeYnaTFUMWknZAwhJSYRESYlIQwCCJL%2B9GpqAQySMW9tZigoZm1vMQABABIAAAL3AggAJAPKQAlAJgEdCBAATRa4%2F%2FCzEAFNFbj%2F%2BLMSAE0LuP%2F4sxcATQW4%2F%2FizEgBNBbj%2F8EATEQBNBSgIAE0BCBEATSMYDwBNGbj%2F8EAJEABNCBgPAE0kuP%2FwswkBTSS4%2F%2FC0ExUATCS4%2F%2Bi0DQ4ATCS4%2F%2BhACgkATUAkATQkASS4%2F8CzJipIJLj%2F4EAOICVIciQBQCRQJGAkAyS4%2F%2BBADxMXSCQgGyB%2FISQUISQmIbj%2FwLMOAU0huP%2FAtQ4ATSEbALj%2F6LMOAU0AuP%2FwQEoNAU0AIAoBTQAQExUATAAgDwBNABAKAE1bAAEAICgrSP0AAesAAdkAAbsAAZoAAYsAAX0AAV8AbwACSgABuwDLANsAAxYQEgFNFrj%2F8EAODwFNFigOAU0WGA0BTRa4%2F%2FBADwoBTRYgFhcATBYQFQBNFrj%2F%2BLMUAE0WuP%2FwQAkTAE0WGBIATRa4%2F%2FBADg8ATRYgDgBNFhgNAE0WuP%2FwQIYKAE02FgEEFgH2FgHkFgGXFrcWAnYWAWQWAVIWAUYWAfkWAbYWAQAWGxZ%2FAwAUAwA%2FG08bAn8b7xsCGwMHCA4BTQcYCQFNBxATFQBMBxAOAE0HGA0ATQcYCQBNTwcBOwcBB0AmKkgHICAlSH0HAU8HXwdvBwMHIBMXSAcLEAt%2FCgcUCgoHBrj%2F6LMOAU0GuP%2F4QAkJAU0GGBkATQa4%2F%2BC0FRYATAa4%2F%2FC0EhQATAa4%2F%2BCzDgBNBrj%2F6LYNAE1UBgEGuP%2FgQBInK0jWBgGEBgF2BgFEBmQGAga4%2F%2BBAExMXSBUQEgFNFRAOAU0VCA0BTRW4%2F%2FCzCgFNFbj%2F4ECmGQBNFRgWAE0VIBUATRUQExQATBUgDgBNFSAJAE02FQELFQH5FQG0FcQVApYVAWcVAVYVAUoVAfkVAcsV2xXrFQO5FQEGFRAVfwMGFAMGPwNPA18DvwPPAwV%2FA48D7wMDA0AQ0BACYBDwEAIQQAoBDwofCgIICiUkSiFJIEkWSRsQJBABZBB0EAIrAwGcAwGNAwFrA3sDAhADBhVJC0kKSQdKBkoASgA%2FPz8%2FPz8SOTldXV1xXXERMz8%2FPz8BENZeXXEZ1V1xGNVdcYcrh33EAV1dXXFxcXFxcXJyKysrKysrKysrKytxcXFxK3IrKysrKysrhxgQK4d9xAErcXErK3JyKysrKysrGBDFXXGHK4d9xAFdXXFxcXFxcXFycisrKysrKysrKysrKysrXXFxcXFxcXFxcStyKysrKysrGRDVKysYxocrh33EAStxcSsrcnIrKysrMTAAKysrASsrKysrKysrcSEuAScOAQcjJgInMx4DFz4DNzMeAxc%2BAzczBgIHAfkcPxoaPhxRLlgnZAocHyIPESEeGwpNCRoeIREPISAcCmAnWC5IuWRkuUhnAQiZL25uZiYvaWtnLS1na2kvJmZubi%2BZ%2FvhnAAAAAAEAEAAAAe0CCAAXAKlAJEYUARQTChAXERILEBdJDgEOEgsPAAkTCgUTCg8AChAMEgFMErj%2F8EAUDBIBTAoSCxJ%2FEwoUEwoTFwEPAAC4%2F%2FBAMAwSAUwQEAwSAUwAEBcQfw8AFA8PABcZDw8LHwsCCAsYF0oTSRJJEEkPSQtKCkoASgA%2FPz8%2FPz8%2FPwEQ1l5dxhDGhxArh33EASsrhw7EARgQ1ocrh33EASsrD4cOxA8BcQ8PcTEwIS4DJw4DByM%2BATcnMxc3MwceARcBhwsgJigTEyglIAtgI2EwrGl8fWOoMGUjFjY5OBkZOTk2FUSNQPe2tvFBkUUAAQAC%2F0QB3wIIACAA9bkAGf%2F4sw8ATRm4%2F%2Bi2DgBNBBgBFbj%2F%2BECIDQBNBw8BBwgQAE0HEA8ATQkHAQUIDQBNACAJFhUUExcTEBIXExIFFwUSfxMXFBMXIhNAERIATBNADQBNEwgMAE0TQAkATRMMDQ8KDwgHBgkGICYBTQYgJypIBgoPCn8JBhQJBgUPDwkfCQIICSHQD%2BAP8A8DDwYFAxIAA4ggG1ITSRJJCkkJSQA%2FPz8%2FPzPtMhIXOXEBENZeXRnFMocYK4d9xAErK4cOxMQQhw7ExAEZ1SsrKysYxocrEADBhwV9EMQQDsQQhw7ExMQBGBDGMjEwK10rK10rXSsrFx4BMzI2NyYCJzMeAxc%2BATczBgIHDgMjIi4CJxMLIxE3Phk%2FbSRkCx8mLBgmOBlgJFgzFCs0QSkLGBcTBGEFCTE3eAENii1obm4zac5tk%2F7xdi1BKhQDBQYCAAAAAAEAJAAAAbECCAARAEFAJQUOCQ5%2FAAUUAAUADwYfBgIGEwATAQgPCRIOAA%2BHEEkJBQaHB0oAP%2F3BxT%2F9xcEBEN7GXl0Q3l3WhyuHfcQxMAEOAwchFSE1PgM3ITUhAakVRU9PHgEe%2FnMYRk1JG%2F7%2FAXcBwhdUZnAzTj4samldIE4AAQAo%2F0cBRQMPACgAWkALCSABCQgBCA0bERe4%2F%2FBAKAgNSBd%2FiSiZKAJiKHIoAigGoCIBIhAIDUgiKSiIAAAUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK10yzl1d%2FSsyzjIxMF5dXRMyPgI9ATQ%2BAjsBFSIGHQEUBgceAR0BFBYzFSMiLgI9ATQuAiMoGCIXCxIsSTYEOTEjICAjMTkENkksEgsXIhgBTxEbIxK0KUArF0kpOppCSBQUSEKaOilJFixAKbQSIxsRAAAAAQBg%2F0cAtwMPAAMAFLcBrgMDBQQCAAAvLwEREjkv7TEwEzMRI2BXVwMP%2FDgAAAAAAQAI%2F0cBJQMPACgAXkAkZyABBiABBggBCBsNFxAQCA1IEH8ihgCWAAJtAH0AAgCvBQEFuP%2FwQBIIDUgFKgCIKCgUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK13OXV0z%2FSsyzjIxMF5dXV0BIg4CHQEUDgIrATUyNj0BNDY3LgE9ATQmIzUzMh4CHQEUHgIzASUYIhcLEixJNgQ5MSMgICMxOQQ2SSwSCxciGAEHERsjErQpQCwWSSk6mkJIFBRIQpo6KUkXK0AptBIjGxEAAAEAKgDZAggBfgAhAFhAOqYYAQkUAXkIiQgCqQcBBAMBCCGvUABwAJAAAwQAFAAkAAMAEK8JERkRKREDEREiACEWrwsREByvBQsAL9ztxDIQ%2FcQyAREzL13t1F1d7TEwXl1dXV1dAQ4DIyImJy4BIyIOAgcnPgMzMhYXHgEzMj4CNwIIBBEgMSMeMxcbMhwQFhAKBEAEEh8xIx4zFxsyHBAWEAoEAWUUMCsdGA4QHw8XGw0SEzErHRgOEB8PFxsNAAEALf%2FzAicCwgAzAMVAeZknAVgmARoZERAZEBkQLgcGISI1MypHGwEbGBIPpxUBFX8xKygApi4BmC4BBi4WLkYuhi4ELjSbIashAiEeiCUAAA8BCA%2BFETExERsoKCsYhRoRGhEaA4simyICIpclASVRhAeUBwIHCoiTBgGEBgEGmAMBDwMBA1QAP11dM11d7TJdP10zXRI5OS8vEO0yMy8zETMvEO1eXTIQ7TJdARDcXV1dMjIyMu1dMjIyMl3OMhDWMsYyEjk5Ly8RMxEzMTBdXRM%2BATMyFhcHLgEjIg4CBzMHIwYUFRwBFzMHIx4BMzI2NxcOASMiJicjNTMmNDU8ATcjNYkXiGosOh0UGDkeJjkpGgfpDuUBAdEOuxFZQyo9GBQRVDN1gBNaUgEBUgHYdXULCVAJCxYoOSNIDRoODRgLSFlGEAtPCRR%2FcUgLGA0OGg1IAAAAAQAh%2F4IArwByAA0ANLkABv%2FgQBoIC0gGAAOCDQcKCg4PPw1PDQINBxAGIAYCBgAvXTMvXQEREjkvzjPtMjIrMTA3HAEHDgEHJz4BNTQmJ68BBCYbSBUVAQFyCxUKNGYsFyxaJwoXC%2F%2F%2FACH%2FggFlAHIAJgBjAAAABwBjALYAAAABADQCRgFEAwEABQAuQBhQBQEFBV8BAQEBAwMGfwOPA58DAwMAAgQALzPdzV0BETMZLzIYL10yL10xMBMXBycHJ7yIJ2FhJwMBjyxYWCwAAAEAHgA%2FAPsB%2BQAFACu0BAIFAQO4%2F8BADA4SSAMABgQFAgEAAwAZLzPNMs0yARgQ1sUr1TLFMjEwEzcXBxcHHpxBb29BARzdI7q6IwACADr%2F%2BQO8ArwAEgAtAG9ASCMncwoKGCYiKS8HABcAAgB2eBiYGKgYA2YYARguCih5KiR5JiYgKkILInkgQQgOGA5YDmgOBA58HUUHBRcFVwVnBQQIBXwTRgA%2F7V5dP%2B1dP%2B0yPxI5L%2B0Q7TIBEN5dXe1dENbGxhI5L%2B0yMTATFB4CMzI2NzY3ES4BIyIOAgEiLgI1ND4CMzIWFyEVIRUhFSEVIRUhDgGhJkdmPxchCwwJFiwWP2ZHJgESUYplOTplilEXOBkBh%2F7JARP%2B7QFQ%2FmAZOQFbQGRFJQEBAQICEQMCJUVk%2Fl8sWIVZWYRYLAQDUdFP81EDBAAAAAABADwCCADKAvgADQBLuQAI%2F%2FCzEgBNCLj%2F%2BEAmEQBNBwY6BgELBhsGKwYDCAYAgg0KD0ANAQ0HkAYBLwY%2FBm8GAwYAL11dMy9dARDeMu0yXl1dETMxMCsrEzwBNz4BNxcOARUUFhc8AQQmG0gVFQEBAggLFQo0ZiwXLFonChcLAAEAIQH%2BAK8C7gANAClAFwYHDQCCCg6QDQEvDT8Nbw0DDQdABgEGAC9dMy9dXQEQ1O0zzjIxMBMcAQcOAQcnPgE1NCYnrwEEJhtIFRUBAQLuCxUKNGUtFy1ZJwoXCwAA%2F%2F8APAIIAYAC%2BAAmAGgAAAAHAGgAtgAA%2F%2F8AIQH%2BAWUC7gAmAGkAAAAHAGkAtgAAAAEANADiATQB4AATABO2CgAAFRQPBQAvzQEREjkvzTEwARQOAiMiLgI1ND4CMzIeAgE0EiEvHh4vIRISIS8eHi8hEgFhGi4iFRUiLhoZLyIVFSIvAAH%2F%2FgEEAfIBUwADABG1AQUDBAACAC%2FNARDGEMQxMAMhFSECAfT%2BDAFTTwAAAf%2F%2BAQQD5gFTAAMAE7UBBQMEAAIAL80BEMYQxDEwMTADIRUhAgPo%2FBgBU08AAAAAAQAXAmcBYALfAB0AVUA3aQd5B4kHAx0PAB8ALwADCAAODx4AHR2gC7ALwAsDCzQURBQCFK8avxrPGgMaBQ8ODjkFSQUCBQAvXTMvMxDdXdxdzV0zLzMBENYyzF5dMjEwAF0BDgMjIiYnLgEjIgYHJz4DMzIWFx4BMzI2NwFgBREaIxUUIxARGAsRHQgwBBIaIxUUIxARGAsRHQgCxwwgGxMOCAgIHBAYDCAbEw4ICAgcEAAAAQAoAD8BBQH5AAUAKEASAwEEAAJADhJIAgUHAwQBAAUCABkvM80yzTIBGBDezSvdMs0yMTA3JzcnNxdpQW9vQZw%2FI7q6I90AAwAz%2F%2FMDfQIVACcAMwA8AKBAaHcXhxcCJCUDE6c8ATxUHmQeAkYeAR6CKH8lAVkoaSgCJSglKAtpNAE0gncZhxkCGas%2BVi5mLgIugg8LAQgLqz08hR0dBhNnFgEWUDdJK1krAiuIEFAkISFGMVYxAjGIBlElA2gAAQBRAD9dMjI%2F7V0yETM%2F7V0yP10zEjkv7QEQ%2Fl5d7V0Q%2Fl3tXRI5OS8vXV0Q7V1dMl05OREzMTBdBSImJw4BIyIuAjU0PgIzMhYXPgEzMhYVFAYdASEeATMyNjcXDgEBNCYjIgYVFBYzMjYlNiYjIg4CBwK9T2kdIGI%2FNVpBJCRBWjU%2FYx8hZTZocQH%2BnAZTVjFDEQ0RVf7HT0RET09ERE8BYgFBOSAxIRQDDDozNjgnSGQ%2BPWVIJzszODaEhQgLBQlQVREITgkUARBYZ2dYWGdnij9RGSg0GwAAAAIAR%2F9HAM0CCAAJABUAI0AQEAQHfwoDCQkWFwMTDVAISwA%2FP93OARESOS8zxP0yxDEwNzQ2NzMeAR0BIwM0NjMyFhUUBiMiJlgMCToJDGQRJB8fJCQfHyQCVIlERIlUuwJ%2BGygoGxsoKAAAAAEAVv%2BTAeACtQAkAGxAQwcdfwYfQA8SSB8fAAsKGa8aARomkCYBVhEBEYIAJRlGFlYWAhaIIB4aCR0ZHQIdSgtJDlkOAg6ICgcFBggWCAIICFAAP15dM8Uz7V0yP10zxTPtXTIBEN7tXV0Q1l0yxjISOS8rM%2B0yMTATND4CNzUzFRYXBy4BIyIGFRQeAjMyNjcXDgEHFSM1LgNWGzFILVM6NBUVNx9OUxMpQC4lPBENDkQkUzBIMBkBIzFWRC4JkIsDFE0JDF5aKEMwGg4HTAgPAouQCS1DVgAAAAABADwAAAIHAsIAIgCVuQAf%2F%2BizDwBNH7j%2F8EBUDgBNFRAQAE0UCBAATRQICQBNCwgPAE0HFQEbGggBAREIJAcDInMNCggQEgBMChEwDwEPDwEPIxsdfBcQAHkCDg4AAhACAggCAgkaZxcBF0UHeQlCAD%2FtP10zEjkvXl0zLxDtMhDtMgEQ1l1d3cwrwP0yxRDGETkvEMYyMTAAXQErKysrKysTMxUjFRQGByEVIT4BPQEjNTM1ND4CMzIWFwcmIyIOAhX2vb0ICAEh%2FnYLEV1dHzlQMCw8HBc1PBssHxEBdUsIMm4yUEeNRw9LU0phORYQC1AZECZAMAAAAAACACwAbQIIAkkAHgAyAJJAYA80LzRPNAMIEgyHDAFlDHUMAgwTC6AfAR8PHAMdAogCmAICagJ6AgICrykBKQAzGhWIFZgVAmoVehUCFRsUFwQKCQWHBZcFAmUFdQUCBaAksCTAJAMkB68uvy7PLgMuFwAvzV3czV0zXV0RM84yEM4yM11dETMBEN7NXTNdXREzzjLczV3OMjNdXREzMTBeXRM0Nyc3FzYzMhc3FwceARUUBgcXBycGIyImJwcnNyYlNC4CIyIOAhUUHgIzMj4CWRxJOkovOzsuSzpKDg8PDko6SzA5HTYXSjpJHAE3EyArGBgrIBMTICsYGCsgEwFbPS1KOksdHUs6ShY1HyA0Fko6ShwODko6SS0%2BHC4hEREhLhwdLSERESEtAAABABEAAAIkArUAHgC1QG4AGBAYAhgcHg8SDwwScxMWFBMWBxYXFgIWHiBvE58TrxMDExkecwAPDAsIDwgMcwsIFAsLCAgIGAgCCA8GHwYCBgIEbwCfAK8AAwAPCx8LAggLHwMaeQIcHgYYeRYICBYWEx5CE0ESQQxBC0EAQgA%2FPz8%2FPz8SOS8zLxDtMhDeMu0yARDWXl3UXTLOMl0zXYcQKxAAwYcFfRDEARgQ%2FTLUXcYRM12HKwh9EMQBGBDOMl0xMDM1IzUzNSM1My4BJzMeARc%2BATczDgEHMxUjFTMVIxXtoqKiiDZhK2ckVC0sUSVlLGE2iaKiompHZkdYrVJOnEhInE5TrVdHZkdqAAAAAAIAYP9HALcDDwADAAcAHUANAQWuAwcHCQAIBFoCWQA%2FPxDGARI5L8DtMjEwNzMRIxEzESNgV1dXV8b%2BgQPI%2FoEAAAAAAgAr%2F5MBwgLFADsAUQELQLMlNgE3K6crAigXAagQAVdFARo3AQs3AaQ0AYYzAagyAagvAWUrARUYAQQYAakMAYgMAUpNgi0GgjUdHDgLATYqAQsqDqQyATcyATI3LQEtUz9CggA7DiOCFqoTARM4DgEOUh0dIIh3EwEGEwETP5gyAQkyAQgySpQqAXYqhioCayoBVioBiD8Bej8BbT8Bl0oBmQsBeguKCwJpCwFaCwELSj8qBJYcARwZU5k7ATs4iAADUQA%2FM%2B0yXT8zXRc5XV1dXV1dXV1dXV1dETNeXV0RM11d7TIvARDeXTJd1O0QxDLtMhDWXTJdXRE5OV1dxDLU7RDtMjEwAF1dXV1dXV1dXV1dXQFdXV1dFx4BMzI2NTQmJy4DNTQ%2BAjcuATU0NjMyFhcHLgEjIgYVFB4CFx4DFRQOAgceARUUBiMiJicTLgEnDgEVFB4CFx4BFz4BNTQuAkQeSDg4OTZAJEExHBEZIA8ZHWFYM1gaFRhFNCc5DBooHCRBMRwQGB8PHSRqYkNXGq8HDQcdJBcpOCEFCQUdJBcoNAENEiEkIycWDBwoOCgaLSUbCRQ0IkVRFAhNCRQhIRIZFRIJDBwoOCgZLCQdCRU4JUtNFQ0B4wIFAxMzHhojGxULAgMCEzIfGiMaFAAAAAACACMCaAFVAt4ACwAXACm5ABX%2FwEASDRJIFQ8DQA0SSAMJCRgSDAYAAC%2FNL80BETMvzSvezSsxMBMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBl0XIyMXFyMjpxcjIxcXIyMCaCEaGiEhGhohIRoaISEaGiEAAAMAQf%2FxAu0CxQATACcASQDbQJ43oEUBRbAUwBTQFAOZFAFoFAEUd1gAaAACAygAAQwAHAACAgBLvz7PPt8%2BA6Y%2BAT53jy0BLb8ezx7fHgOWHgFnHgEed1cKZwoCBgoWCiYKAwgKSsg4ATg7fTdwMgFhMgEyoBmwGcAZA4kZARl9Zw8BSA9YDwIZDwEPRURBfUV%2FKAFuKAEoryO%2FI88jA4YjASN9aAUBRwVXBQIWBQEFRgA%2FXV1d%2FV1d1l1dMu0yP11dXf1dXdZdXTLtMl0BEN5eXV39XV1d3l3tXV0Q1l9dXV9d%2FV1dXcZdMjEwARQOAiMiLgI1ND4CMzIeAgc0LgIjIg4CFRQeAjMyPgIFIi4CNTQ%2BAjMyHgIXBy4BIyIGFRQWMzI2NxcOAwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0co%2Fv8rRjMcHzRGJxorIBUEFww1IzNEPjwnMw4TBRciKwFbVYddMTFdh1VVh10xMV2HVUJtTioqTm1CQm1OKipObY0cNE0yMUw1HAgLCwM8BxNHRD5PEQc8AwsJBwACACYBSQFQAsIADgAxAJZAKkgfWB8CSBsBVxIBExIBBBIBA7AlwCXQJQMlk1cUZxQCJhQ2FEYUAxQzL7j%2FwEAVDRBIL78MzwzfDAMMlEkdWR1pHQMduP%2FAQCQIC0gdMi4rmg8lACIQIgIIIpoQByAH0AfgBwQHBw8AmhgvD2gAPzPU7RI5L13tXl0yEO0yARDeK13tXcQrENZdXf1dwDEwXV1dXV0TMjY3NS4BIyIOAhUUFhMyHgIdAQ4BIyIuAjU0PgIzMhYXNTQuAiMiBgcnPgHEFiwFCyIQESMcEi8iKTgjDxhSKSE3KBcaLDogDiIVBhIgGhc3FAoTPQGHAgJkAgIEDBUQHhkBOxQkMyDgBQkNHCwgHywbDAIDAw8eFw8GBz8FCgAA%2F%2F8AHgA%2FAcsB%2BQAmAGYAAAAHAGYA0AAAAAEANQA1Af8BigAFABxADACvAgQCBAcGBa8DAQAvL%2B0BERI5OS8v7TEwAREjESE1Af9Q%2FoYBiv6rAQZP%2F%2F8AGgEAAREBVwIWABAAAAAEAEH%2F8QLtAsUAEwAnAD0ASAFFQO5WNwE1N0U3AjU0RTRVNAPHDAHHBwHIAwF3NAEDKCi0QsRC1EIDQnc12Sv5KwIrODg9PZc1AWo1ASc1VzUCNbQUxBTUFAOYFAEUdygAWABoAAMMABwAAgIASiy%2FSM9I30gDSHXALgFZLmkumS4DQC4BKS4BLr8ezx7fHgOWHgEedwYKFgomClYKZgoFCApJ0D7gPgI%2BezggKzArAisrLUV9hjIBYTIBVTIBFjJGMgIyoBmwGcAZA4kZARl9Zw8BGQ9JD1kPAw9FPYktAW4tARktSS1ZLQMtryO%2FI88jA4YjASN9aAUBFgVGBVYFAwVGAD9dXf1dXc5dXV0yP11d%2FV1d3l1dXV3tEjkvXTPtXQEQ3l5d%2FV1d3l1dXV3tXTIQ1l9dXf1dXc5dXV0yfS8yETNdGBDtXTJ9LzEwAF9dAV1dXV1dXQEUDgIjIi4CNTQ%2BAjMyHgIHNC4CIyIOAhUUHgIzMj4CBy4BJyMVIxE%2BATMyFhUUBgceAxcnMzI2NTQmIyIGBwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0coqhc5FUNHGzwZVlonJAoaHBwL9SYtPDkoCxgLAVtVh10xMV2HVVWHXTExXYdVQm1OKipObUJCbU4qKk5thS1RGJYBhAYGQEElNw8MJCwwGNAZJyUdAQEAAAAAAQAuAn8BSgLHAAMAHkAPAQEAAASvAL8AAgAwAgECAC9dzV0BETMvMi8xMBMhFSEuARz%2B5ALHSAACABoB8gEyAwgAEwAfAGlASL8AzwDfAAMAlBS%2FGs8a3xoDGpQKwBQBDwoBCApACxBIFAoUCiEgzw8BD5rAFwFGFwE9FwEGFxYXJhcDF2jPHQEdmgUQCQ1IBQAvK%2B1dP11dXV3tXQEREjk5Ly8rXl1dEO1dEO1dMTABFA4CIyIuAjU0PgIzMh4CBzQmIyIGFRQWMzI2ATIXJjMcHDMmFxcmMxwcMyYXQyseHisrHh4rAn0gNCQTEyQ0ICA0JBMTJDQgIykpIyMpKQAAAAACADUAAAH%2FAmwACwAPAGBAOg0FAwevAQmvCwELD4AFkAUCHwUvBQJQDwEFCQ8PCQUDERAMrw5cBK8GBgpAAgECAK9PCAEIrwoBCl8AP13FXf3GXREzL%2B0%2F7QEREhc5Ly8vXV1dETNdEMDtMhEzMTATMzUzFTMVIxUjNSMRIRUhNb1Qvb1QvQHK%2FjYBo8nJT8nJ%2FvtPAAAAAAEAHgE7ATgCxQAhAF9AOxMgIyAzIAMTsmcAdwACVgABAAAJCLILCxscCRwJHCMiGxazHwizSQoBCrFmHHYchhwDVRwBHEYfAR9xAD9dM11d9F3tEO0yARESOTkvLxEzMy%2FtETMvXV3tMTAAXQEUDgIHDgEHMxUhJj4CNz4BNTQmIyIOAgcnPgEzMhYBKBMgKhgRIQO6%2FvYDDx0mFSIrIR0RHhgTBSQRRS1FQgJWFSgnJxUOIQ0%2FITMqIxIdMRgaGAkNDQQxEiM6AAAAAAEAIAEzATYCxQAtAGdAGhUkAQQkAQg3HGccAh8QsnYdAR0iCQkqA7IiuP%2FwQB8ID0giLxYXK2AqASouHwqzCAgaKwCzKiexFhOzFxpxAD8z7TL0Mu0yEjkv7TkBENZdMsYyENYr7RI5LxDUXe0zMTBdXl1dEzI2NTQuAisBNTMyPgI1NCYjIgYHJz4BMzIWFRQHHgEVFA4CIyImJzceAZA1KBIfKBUTGQ4fGRAlHRsuERkQQyJJPTcjKRIoPywfQBIPFjEBcSEaERgPBzkFDBUPGRUTCDcLFzsuMR8LMyMaKyESDgk8CA0AAAAAAQB%2FAkQBOwMIAAMAOEAOAQIDQBESAEwDAAUAQAO4%2F8CzEgBNA7j%2FwLYNAE0DgAIBAC%2FNGt0rKxrNARDeGcUrGN0ZxTEwAQcnNwE7jS%2BAAs2JKpoAAQBQ%2F0cB9AIIABgAOEAfC38JEhV%2FAH8XCRcJFxoZGEkWSxIwDRJIEgSID1EKSQA%2FP%2B0zKz8%2FARESOTkvLxDt7TIQ7TEwExEUFjMyPgI3ETMRDgEjIiYnHgEdASMRrT5FDyAcFwVdIGU8N0EUAwJcAgj%2B6l9MAgMDAgG3%2FgcIEhcWHDkfZwLBAAEAK%2F9HAiECvAAWADFAGxF1EwN1BRMFCQkFEwMYFxJDvwDPAAIADkUEQwA%2FP81dPwEREhc5Ly8vEO0Q7TEwASIGBxEjES4BNTQ%2BAjMyFhcRIxEuAQGCCBAGTm98LVR4SipgKU4OKgJvAQH82gG%2FC2hmN1I4HAcK%2FJwDIwIDAAD%2F%2FwA4AOMAvgFpAhcAEQAAAPAAAAABAEX%2FQwD%2BABQAHQAyQBkAGwOiERuhFQsLHhUVHx4ADKYPpggaaQhqAD8%2FEO3tMgEREjkvETkvEO0Q7REzMTAXHgEVFA4CIyImJzceATMyNTQmLwE%2BAzczDgHHHRoKGCgdGisNCwwbESQWFAcDDAwLA0AGEiUOISALGhYOCAU5BAYXCw8IAwobGhUFCyIAAAABADIBOwDuAr0ACgAuQBkAfwoBCgSyBgYMC4oHAXsHAQcKswAFsQNwAD%2Ft3u0yXV0BERI5L%2B3OXTIxMBM%2BATczESMRDgEHMiZKGzFGFjkUAm0NKRr%2BfgEmDhYGAAIAKwFIAZMCxAATAB8AWkA%2BvwDPAN8AAwCUFL8azxrfGgOWGqYaAhqUCrAUwBTQFAOZFKkUAgYUFhQCCQoZCgIIFAoUCiEgF5oPaB2aBWcAP%2B0%2F7QEREjk5Ly9eXV1dXRDtXV0Q7V0xMAEUDgIjIi4CNTQ%2BAjMyHgIHNCYjIgYVFBYzMjYBkxswQicnQjAbGzBCJydCMBtKNzMyODczMzcCBitGMhsbMkYrK0cxGxsxRys4Q0M4N0REAAD%2F%2FwAoAD8B1QH5ACYAcAAAAAcAcADQAAD%2F%2FwAyAAADUgK9ACYAiwAAACcA1QFrAAAABwDXAgP%2ByP%2F%2FADIAAAM7Ar0AJgCLAAAAJwDVAVYAAAAHAIQCA%2F7I%2F%2F8AIAAAA1ICxQAmAIUAAAAnANUBegAAAAcA1wID%2FsgAAgAc%2F0QBgQIIACEALQBhQD6HEAFmEAEKDgEIIoIoKBh%2FGxsOBXAGgAaQBgMGLwB%2FDkAJD0gOLhgrJVAFA4h5BokGmQYDBgkJGQkpCQMJUgA%2FXTNd7TI%2F3c4BENYr7RDGXTIROS%2FtMy%2FtXl0xMABdXRcUFjMyNxcOASMiLgI1ND4ENTwBJzMWFRQOBBM0NjMyFhUUBiMiJn43MUI%2FGiJVMDZILRMZJismGQFOBBchKCEXJSQfHyQkHx8kFyYxIkgSFhwsNxshNC8qLzQhBQkFFBMgNC0oKCoBxBsoKBsbKCgAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAQwCWAJwAE7kAAv%2FnQAkcGgYRUAILG08rKzQAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAhgCOAJwAEEALAh4bGQYRUAILGk8rKzQAAP%2F%2FAAgAAAKPA50CJgAkAAABBwBlAI8AnAAQQAsCAB4aBhFQAgsbTysrNAAA%2F%2F8ACAAAAo8DewImACQAAAEHAG8AkACcABBACwIAKBkGEVACCydPKys0AAD%2F%2FwAIAAACjwN6AiYAJAAAAQcAegCPAJwAF0AQAwIAGy0GEVADCyVPAgsZTysrKzQ0AAAAAAMACAAAAo8DRwAgACcAMwEiuQAa%2F%2FizDQBNCrj%2FwEATEx1ICi5AFBdILi4xFEATHUgUKLj%2FwEBSExdIKCgxMR4fICEiIyQdJBsaGRgXHBcdJB1zHBcUHBcdHAMEBQYHAgcAJyYlJAcBJAFzAgcUAgcBAiQkAhw1QDVwNaA1Aw81AQ8CHwICCAI0D7j%2F8LYPEkhXDwEPuP%2FoQC0IDUgPKzEgAHknQCGAIZAhA5IkAYMkAXokAVkkaSQCISQhJBwHBxcxQRxCAkIAPz8%2FxTIvETk5Ly9dXV1dXTPtMhDezStdKwEQxl5dXV0QxhE5GS8QAMGHBRgrh33EEA7ExAXExBCHDsTExMQQAMGHBRgrh33Ehw7ExMTEEIcOxMQFxMQOxMQBMxEzGC8rzSsRMy8rzSsxMCs3ByM%2BAzcuATU0PgIzMh4CFRQGBx4DFyMuAS8BLgEnDgEHEzQmIyIGFRQWMzI2rD9lJUI%2FPSETFhEcJRUVJRwRFhIhPj9CJmoRHhAcID8iIz8ftx8WFh8fFhYfsrJmsZ%2BQRw4qHBglGw4OGyUYGykOR5GfsWctWC1PV6NLS6JYAeAaHR0aGh0dAAIABgAAA4ICtQAVABoAg0BGEBESExQPFA0LGRYOFhQYCBJIFA4WDnMPFBQPDxQJFnMCBgYPFQQHHA8bAnkEGhl5CgsKBAoECggWAXkUQQ8PCA4OBnkIQgA%2F7TMvETMvP%2B0yEjk5Ly8RMxDtMhDtARDGENbGxhI5LzPtMocQK4d9xAErEIfExA7EEIcOxMTExDEwASEVIRUhFSEVITUhDgEHIz4DNyEFDgEHMwNp%2FtMBCf73AUb%2BWv7vGC8WaDltaGUyAb7%2BczVyPeQCZNFP81GyLFktbL%2BqmUdMSLZqAAAAAQA6%2F0MCUwLFAEABGEBMQkAMEkhkLgFTLgFCLgEjLjMuAhIuAQMuAVUqASMqMypDKgMSKgEDKgEIaAMBKQI5AgJqL3ovii8Dmi4BcyqDKpMqA2IqAUUqVSoCG7j%2F%2BEB%2BDxJIKj46PgI%2BNCw6OgUQDw8iI0IWGgEHGgEadmgFmAUCVwUBBalBMTg%2BKUoiWiJqIgMiBx8XH1cfZx8EH3xKI1ojaiMDIwBoJngmmCYDVyYBJkZFEFUQZRADEAgVGBVYFWgVBBV8hw%2BXDwJFD1UPZQ8DD4gKAWcKAVgKAQpFAD9dXV0zXV3tXTJdP11dMzNd7V0yXdbd3s0BEP5dXe1dXRDGMjIvMxE5L83Mzl0xMAArXV1dXV0BXV1eXV1dXV1dXV1dXSsFLgM1ND4CMzIeAhcHLgMjIg4CFRQeAjMyNjcXDgEHDgEHHgEVFA4CIyImJzceATMyNTQmLwE%2BAQFKPmRHJzVaeEQrRTMgBhwJIiszGjdYPiEdOlc6Q1gWGQ5rUgMFAh0aChgoHRorDQsMGxEkFhQHBA0LCDdbfU9Xh1wwDBAQBFAGDg4JJkhnQD5mSSgcC1ALHwIGCwUOISALGhYOCAU5BAYXCw8IAwwgAP%2F%2FAFYAAAIWA6QCJgAoAAABBwBDAIsAnAATuQAB%2F%2FJACQ8NAApQAQEOTysrNAAAAP%2F%2FAFYAAAIWA6QCJgAoAAABBwCGAH4AnAAQQAsBIw4MAApQAQENTysrNAAA%2F%2F8AVgAAAhYDnQImACgAAAEHAGUAbQCcABO5AAH%2F80AJEQ0AClABAQ5PKys0AAAA%2F%2F8AVgAAAhYDegImACgAAAEHAHoAbQCcABqxAgG4%2F%2FNADQ4gAApQAgEYTwEBDE8rKys0NP%2F%2FAA8AAADLA6QCJgAsAAABBwBD%2F9IAnAATuQAB%2F%2BhACQcFAAFQAQAGTysrNAAAAP%2F%2FAEQAAAEAA6QCJgAsAAABBwCG%2F8UAnAAQQAsBGgYEAAFQAQAFTysrNAAA%2F%2F%2F%2F%2FwAAAQ8DnQImACwAAAEHAGX%2FywCcABBACwEACQUAAVABAAZPKys0AAD%2F%2F%2F%2FuAAABIAN6AiYALAAAAQcAev%2FLAJwAF0AQAgEABhgAAVACABBPAQAETysrKzQ0AAAAAAIAE%2F%2F6ApwCvAAUACUAd0BNKRhpGHkYAxgYAQkYAQgYdpcAAVYAZgACDwABAKknACdwJ7AnAyMgHnMNCgioJgsfeQohIQUeGBsBG3wNVxABEEUjFxUBFXwIWAUBBUYAP10z7V0yP10z7V0yEjkvM%2B0yARD2zjP9zjNdEPZdXV3tXl1dXTEwARQOAiMiJicRIzUzET4BMzIeAgEyNjU0JiMiBgcVMxUjFR4BApw4Zo5VKmUpUFApZSpVjmY4%2FoeKiIiKKS0JgoIJLQFbWoVXKwcKATlLARwKBytXhf6ajX9%2FjQIB1UvyAQIAAAD%2F%2FwBWAAACggN7AiYAMQAAAQcAbwCxAJwAEEALAQAjFAkSUAEKIk8rKzQAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwBDANAAnAATuQAC%2F%2BhACSspAAlQAgQqTysrNAAAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwCGAMMAnAAQQAsCGSooAAlQAgQpTysrNAAA%2F%2F8AOv%2FxAtADnQImADIAAAEHAGUAyQCcABBACwIALSkACVACBCpPKys0AAD%2F%2FwA6%2F%2FEC0AN7AiYAMgAAAQcAbwDKAJwAEEALAgA3KAAJUAIENk8rKzQAAP%2F%2FADr%2F8QLQA3oCJgAyAAABBwB6AMkAnAAXQBADAgAqPAAJUAMENE8CBChPKysrNDQAAAAAAQBQAGEB5AH1AAsAiUBYC2AJsAkClgkBCQkBBZkDAQMDyQoBtgrGCgKWCgEKxgQBuQTJBAKZBAEEAQEMDQawCAGWCAEICAoCmQABAADJBwG2B8YHApYHAQcExgEBuQHJAQKZAQEBCgAZLzNdcXIzM11xcjMvXTIRMy9dcjMBERI5LzNdcXIzXXFyMy9dMxEzL11yMzEwJScHJzcnNxc3FwcXAaySkjiSkjiSkjiSkmGSkjiSkjiSkjiSkgADADr%2F3ALQAtoAGgAkAC8CbEAmRS5lLgI2LWYtAoksAXgeAWgdATkdASgdAUoYAWQXAWQWAWYVAQ%2B4%2F%2BC2EABNWQsBCrj%2F%2BEBUEABNRgqGCgJqCQFsCAEDIBAATXkumS4CWi0BWiwBZikBVSgBSCMBlh4BVh0BRR0BgxwBVBoBVxkBlhgBZRYBahUBWRQBmgoBagkBdwMBKRg5GAIHuP%2FwtAwNAEwHuP%2FoQBoLAE0YHR4HCBcIFxASAE0XGBEATRcQEABNF7j%2F4EAUDQBNFxYgBSUSFRAMAE0VGAsATS24%2F%2BizDQBNCrj%2F8EAKDABNFS4tCgkWCbj%2F8EAJEBIATAkFEggWuP%2FgQBoNAE0WCBYIACoQEQBNKggOAE0qEAoATSp2Dbj%2F%2BLMSAE0NuP%2F4QA8PAE0NQAkATQ2pMfAxARu4%2F%2FizDgBNG7j%2F8EALCgBNG3YACBIATQC4%2F%2FhAEREATQAIDwBNAEAIAE0AqTAduP%2Fwtw8QAEwdLi4luP%2F4sw4ATSW4%2F%2FizCgBNJbj%2F8LUJAE0lfBe4%2F%2FBAPRASAEwXFhgQCwBNGBUVEggSAE0SCA8ATRJGLRAPEABMLR4eIAgOAE0gCAoATSAQCQBNIHwJEBASAEwJCAq4%2F%2Bi2CwBNCgcHBbj%2F%2BLMSAE0FuP%2F4tA8ATQVFAD8rKzMRMyvGMivtKysrMhEzKz8rKzMRMyvGMivtKysrMhEzKwEQ9isrKyvtKytdEPYrKyvtKysrEjk5GS8vKxI5OTIrfYfExMTEASsrKysRMxEzETMrKysrEIfExMTEASsrXTEwAF1dXV1dXV1dXV1dXV1dXV1dXV0BK11dXStdK11dXV1dXV1dXV1dEzQ%2BAjMyFzcXBx4BFRQOAiMiJicHJzcuATcUFwEmIyIOAhMyPgI1NCYnARY6NVt5RGpSOz5AJy01WndDNV8pOj4%2BKC5mLAE%2FN081VTsg5TVUOyAWFP7CNQFbWYhbLjhNLlMtf1JZiFsuGxtLLlAtgFRtRgGdKydIZ%2F6sJ0hnPzVXI%2F5lKQD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAQwCjAJwAE7kAAf%2FoQAkbGQQSUAEGGk8rKzQAAAD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAhgCWAJwAEEALARkaGAQSUAEGGU8rKzQAAP%2F%2FAFH%2F8QJfA50CJgA4AAABBwBlAJwAnAAQQAsBAB0ZBBJQAQYaTysrNAAA%2F%2F8AUf%2FxAl8DegImADgAAAEHAHoAnACcABdAEAIBABosBBJQAgYkTwEGGE8rKys0NAAAAP%2F%2FAAYAAAJQA6QCJgA8AAABBwCGAGoAnAAQQAsBGhMRBAxQAQQSTysrNAAAAAIAVgAAAj0CtQAOAB4AUrkAF%2F%2Fosw4ATRS4%2F%2BhAIw4ATRV2Bg4PDxAbcx0GHQYdIB8QE3wLAHkaCxoLGhweQRxCAD8%2FEjk5Ly8Q7RDtMgEREjk5Ly8Q7TIyETMQ7TEwKys3MzI%2BAjU0LgIjKgEHNRU%2BATMgFRQOAisBFSMRt0kyUDceHzhOLxInExMpEwE3K1F0SU1h3g0gNiooNR8MAsRxAgHdPFM1GI4CtQABAFD%2F9AJHAwgARQDUQJKmRAEnRAEVRAGpMAGpLwGpLgErKAEcKAEGEwEGDwEHQwF4OAF3MAE5FAGFEAEGEhYSJhIDEoIjAIIzCIKoKwErGjl%2FO5gjAZgzAYAzAQ8zASMzOzszIwNHRngmmCaoJgMmEAsOSCaKpQ0Bhg2WDQILDQENDRWJNgFoNng2AjaIBkGmQQIIQU86ShuXIAEgiBoVUQA%2FM%2B1dMj8%2FXl3tXV0SOS9dXV3tK10BERIXOS8vL11dXV0Q%2Fc7eXe0Q7RDtXTEwAF1dXV1dAV1dXV1dXV1dXV0BFA4CBw4BFRQeAhceAxUUBiMiLgInNx4DMzI2NTQmJy4DNTQ2Nz4DNTQmIyIGFREjETQ%2BAjMyHgIB8g4VGQsXIA8YHQ8bLyMTYWYVKiQbBhAGGSEnFDIwLjkhKxgKLBkKFRILNDRDPV0cNlA0Nk4xFwJoGSchHAwZIRkPFhAOBw0eJzUlTlQGCQoDUQMKCgcsJScyGg8bHB4UKDYaChgZGg4sMUxD%2FdgCKjJSOiAYKzsA%2F%2F8AK%2F%2F1AcADCAImAEQAAAEGAENSAAATuQAC%2F%2FlACTk3HhNQAg84TysrNAD%2F%2FwAr%2F%2FUBwAMIAiYARAAAAQYAhkUAABBACwIrODYeE1ACDzdPKys0%2F%2F8AK%2F%2F1AcADAQImAEQAAAEGAGVLAAAQQAsCETs3HhNQAg84TysrNP%2F%2FACv%2F9QHAAt8CJgBEAAABBgBvTAAAEEALAhJFNh4TUAIPRE8rKzT%2F%2FwAr%2F%2FUBwALeAiYARAAAAQYAeksAABdAEAMCEThKHhNQAw9CTwIPNk8rKys0NAD%2F%2FwAr%2F%2FUBwAMLAiYARAAAAQYA1EsAAAy3AwIRPzYeE1ArNDQAAwAs%2F%2FQDJQIVADsATABVAQlArlZSAWM0AVQ0AXcrAaUlAQNICgF5AgGYGwEGEAEIAwEsDQECTYI5LZcnpycCiAMBZgMBVQMBRwMBBQMlAwInA5dVp1UCZlUBVUYyATKCF0I%2FF6dKAUqCIQ13LYctAgMbLQEbF3sXAjsNARwNAQIPDQEtFw0NFy0DV1YwVwFVhQ8xATExFxKIQgBFAUVFCFCIJ3cqAWgqAQcqAQgqUCAdiCEkUD88iAMIUTg1iDkAUQA%2FMu0yPzPtMj8z7TI%2FXl1dXTPtEjkvXTPtMjMvXe0BXRESFzkvLy9dX11dXV1fXRDE7V0RMzMQ7V0yXV05OV1dXV1dXRDE7V9dMTAAXV1dAV1dX11dXV1dBSImJw4DIyIuAjU0PgIzMh4CFzU0LgIjIgYHJz4BMzIWFz4BMzIWFRQGHQEhHgEzMjY3Fw4BJTI2Ny4BJy4BIyIOAhUUFiU2JiMiDgIHAmU5VSAKIS45IjJPOB4jPFAsDh4aFAQKGi0kLkURCxJTMEVRFCFaMWhxAf6cBlNWMUMRDRFV%2Fmo0PBAPEQELKiAVLycaQQH5AUE5IDEhFAMMGxoHEhELEihALSs%2BJhIDBQQBGhctIxUNB00IDy8qLSyEhQgLBQlQVREITgkUTxcLHEAkBQcGEyEbMybzP1EZKDQbAAEAM%2F9DAb0CFQA6ALJADU88Xzx%2FPAM8QBEWSAK4%2F%2BBAIAgSSBYMlgSmBAIEARISHiZgNoA2AjY8jzwBVy0BLYIeuP%2FoQEQOAE1XHgEPHh8eAh6rOydYKgFJKgEqiCYjUDVXMgFGMgEyiAAMCRgJEEgJDRAWATYZEBAATQkZGRkpGWkZeRkFCBkAUQA%2FMl5dKzLW3d4yzSsyEO1dXTI%2FM%2B1dXTIBEPZdXSvtXV0Q1l3GEjkvxc1dxM4xMAArAStdBQceARUUDgIjIiYnNx4BMzI1NCYvAT4BNy4DNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwE%2BCx0aChgoHRorDQsMGxEkFhQHBA4IM000GiNAXTkjRiAVFTcfTlMTKUAuJTwRDQgbIicMGQ4hIAsaFg4IBTkEBhcLDwgDDCIPBy1GWzY8ZEkpDA1PCgxiXipGMhsOCE4ECQcFAAAA%2F%2F8AM%2F%2F0AfkDCAImAEgAAAEGAENpAAATuQAC%2F%2FBACSclAAdQAgQmTysrNAD%2F%2FwAz%2F%2FQB%2BQMIAiYASAAAAQYAhlwAABBACwIhJiQAB1ACBCVPKys0%2F%2F8AM%2F%2F0AfkDAQImAEgAAAEGAGViAAAQQAsCCCklAAdQAgQoTysrNP%2F%2FADP%2F9AH5At4CJgBIAAABBgB6YgAAF0AQAwIIJzkAB1ADBDFPAgQlTysrKzQ0AP%2F%2FAAcAAADDAwgCJgDSAAABBgBDygAAE7kAAf%2FoQAkHBQEAUAECBk8rKzQA%2F%2F8APAAAAPgDCAImANIAAAEGAIa9AAAQQAsBGgYEAQBQAQIFTysrNP%2F%2F%2F%2FcAAAEHAwECJgDSAAABBgBlwwAAEEALAQAJBQEAUAECBk8rKzT%2F%2F%2F%2FmAAABGALeAiYA0gAAAQYAesMAABdAEAIBAAYYAQBQAgIQTwECBE8rKys0NAAAAgAz%2F%2FMCNAMIACIANwDjQJasIQGZIQGmHwGqGwFHNQGWIQEXIQFpGAEHEQF3EAFWEAGmHgEeHR0VIQEhAQSCIyYbGBYmLoIOJAA0AAJeGgFLGgEfGi8aPxoDDw4fDgIIACYaDg4aJgAEOThpGHkYAhgZdxYBFlUTAUYTAROIKXQhAWUhAVchATYhASsbAQEbIQMiGSkZKQkiTR2FHk8ziEkJWQkCCVEAP13tP%2B0%2FEjk5Ly8SFzldXV1dXRDtXV0yXREzXQEREhc5Ly8vL15dXV1dXRDtETMzMxDU7TIyXTIvM10xMABdXV1dXV1dAV1dXV0BBx4BFRQOAiMiLgI1ND4CMzIWFyYnByc3Jic3HgEXNwM0JjUuASMiDgIVFB4CMzI%2BAgI0ayAsFzhfSDtZOx0hPFc2M0wSDCt4F2YhMzsWOR18ZwEiSiApOSQREiM1Iy47IQ0CkSU2kF5Ce185LEheMzhaPyEgDlBEKT8jJyUzDjEkK%2F51CBAIHhYZLDoiJEExHSxIXP%2F%2FAFAAAAH0At8CJgBRAAABBgBvZwAAEEALAQAnGAAHUAECJk8rKzT%2F%2FwAz%2F%2FMCGwMIAiYAUgAAAQYAQ3IAABO5AAL%2F6EAJIyEJAFACDiJPKys0AP%2F%2FADP%2F8wIbAwgCJgBSAAABBgCGZQAAEEALAhkiIAkAUAIOIU8rKzT%2F%2FwAz%2F%2FMCGwMBAiYAUgAAAQYAZWsAABBACwIAJSEJAFACDiJPKys0%2F%2F8AM%2F%2FzAhsC3wImAFIAAAEGAG9sAAAQQAsCAC8gCQBQAg4uTysrNP%2F%2FADP%2F8wIbAt4CJgBSAAABBgB6awAAF0AQAwIAIjQJAFADDixPAg4gTysrKzQ0AAADADUALQH%2FAikACwAXABsAY0BAnxuvGwJgGwFPG18bAgAbEBsCCBsZAw9ADRJIDwkVgBmQGQIfGS8ZAlAVgBWQFQMZFRkVHRwSDBivGgAGUBoBGgAvXd7NEP3ezQEREjk5Ly9dXV0QwN0rwBDNXl1dXV0xMCUiJjU0NjMyFhUUBgMiJjU0NjMyFhUUBgchFSEBGhkjIxkZIyMZGSMjGRkjI%2F4Byv42LSEcHCEhHBwhAYIhHBwhIRwcIVxPAAMAM%2F%2FcAhsCKwAaACIAKgE8QNOXJaclAnYlAXgdqB0CZBgBUxgBVhcBSQ4BOw4Bqg0BWwprCgI2AUYBAqYAAacqAZslAXklAWslAVolAakiAZQdAXYdAWUdAVQdAVcYAVgKiAoCmB0BmA0BeQ2JDQIYHh0NDBkMDAsoIBWZCgGXAAF2AIYAAgomJQAaCxoVGaALAa8ZAQsZCxkQWSNpIwIjggOrLI8sAVYbZhsCG4IPEB8QAggQqyuYJQElHh5JIFkgAiCIGhkAGGYYARgVUJcdAR0mJkYoVigCKIgMCw0KaQoBCghRAD8zXREzxjLtXTIRM10%2FM10RM8Yy7V0yETNdARD2Xl3tXV0Q9u1dEjk5GS8vXV0SOTJ9h8TExMQBXV1dETMzETMQh8TExMQBXV1dMTAAXV1dXV1dXV1dXV1dAV1dXV1dXV1dXV1dXQEeARUUDgIjIicHJzcuATU0PgIzMhYXNxcFFBcTJiMiBgU0JwMWMzI2AeAcHyRBWjVPOjE1NhwfJEFaNSdFHTE1%2Fn0V1CQxRU8BKBbTIjNFTwG9I105PmRIJylAKEYjXjk9ZUgnFhRAKP9BLQESHGdZPi%2F%2B7htnAAAA%2F%2F8ASv%2F1Ae4DCAImAFgAAAEGAENnAAATuQAB%2F%2BhACRkXBwBQAQkYTysrNAD%2F%2FwBK%2F%2FUB7gMIAiYAWAAAAQYAhloAABBACwEZGBYHAFABCRdPKys0%2F%2F8ASv%2F1Ae4DAQImAFgAAAEGAGVgAAAQQAsBABsXBwBQAQkYTysrNP%2F%2FAEr%2F9QHuAt4CJgBYAAABBgB6YAAAF0AQAgEAGCoHAFACCSJPAQkWTysrKzQ0AP%2F%2FAAL%2FRAHfAwgCJgBcAAABBgCGQwAAEEALAS4jISATUAEJIk8rKzQAAgBQ%2F0cCGgMIABAAJQBoQEWZIwGaAgGJAAFaAAFJAAEAf6gRAZkRAVgRASkRORFJEQMRqycdCBl%2FG6omCAOIHiFQHU4aS4sJmwkCCQyIixmbGQIZFlEAPzNd7TJdPz8%2FM%2B0yARD27TIyEPZdXV1d7V1dXTEwXV0BNCYjIg4CBxEeATMyPgI3FA4CIyImJxUjETcRPgEzMh4CAblaSw8gHRYFEUAmKDkkEGEfPFc4LUURXV0aORo5X0MlAQNbYwQFBgL%2Bvg4aHTNFKDtkSCgYC9ADsRD%2B9wkLJkZl%2F%2F8AAv9EAd8C3gImAFwAAAEGAHpJAAAXQBACARQlNyATUAIJL08BCSNPKysrNDQAAAEAUAAAAK0CCAADAB9AEQAFEAUCCAWqA38BqgQCSQBKAD8%2FARD2%2FeZeXTEwMyMRM61dXQIIAAD%2F%2FwBCAAAAugLgAgYATAAAAAIAVQI%2FASMDCwATAB8AdEAnAEATH0gAoBQaQBMfSBqgCq8UAQAKEAqwCgMUChQKISC%2FDwGnDwEPuP%2FwQCYIDkgPp7AXAR8XAQ8XLxd%2FF58XBAgXba8dAR2nmAUBBRAIDkgFawA%2FK13tcT9eXXFx7StdcQEREjk5Ly9dXRDtKxDtKzEwARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgEjERwlFRUlHBERHCUVFSUcETIfFhYfHxYWHwKlGCUbDg4bJRgYJRsODhslGBodHRoaHR0AAf9ZAAABNwK1AAMAJ0AVAwEAAa4CAxQCAwIEAANBAkIBQgBBAD8%2FPz8BLxDUhyuHfcQxMAkBIwEBN%2F55VwGHArX9SwK1AAAAAgAdATMBSQLFAAsAHwA8QCYMsoAGAQUGFQYCBiEWspAAoAACjwABCgAaAAIIACAbswmxEbMDcQA%2F7fTtARDWXl1dXe0Q1l1d7TEwEzQ2MzIWFRQGIyImNzQuAiMiDgIVFB4CMzI%2BAh1QRkZQUEZGUOIHEh0WFh0SCAgSHRYWHRIHAfxhaGhhYWhoYRwzJhYWJjMcHTImFhYmMgAAAgAYATsBTwK9AA4AEwBGQCgTDgayBQFwA5ADAgMVrxIBEq8IvwgCCBQSCQGzAwcHAwWxnw8BDw5wAD%2FNXf3OMi8Q7TIyARDWXc1dENZd3TLtMjIxMAEVMxUjFSM1IzU%2BAzcHDgEHMwEdMjJEwQ4sNDodBB9AF3YCveo7XV0uGUBEQRlTIFEmAAMAIAEzAUYCxQAdACsANwCiQGE3GwE1LLK3GwGmGwEbGCaybwABEAAgAAIAOSkysrgLAakLAQsOHrJPCF8IAgg4pjW2NQI1uSkBKacbARuEC5QLAmsLewsCNAtEC1QLAwsLEyOzAxAMEEgDMAgLSAOxL7MTuP%2F4swwQSBO4%2F%2Bi0CAtIE3EAPysr7fQrK%2B0ROS9dXV0zXTNdM10BENZd7dQyXV3tMhDWXV3t1DJdXe0yMTBdARQGIyIuAjU0NjcuATU0PgIzMh4CFRQGBx4BBxQeAjMyNjU0JicOATc0JiMiBhUUFhc%2BAQFGTEgqOCIOJBgXGxMkMh8kNCEPHRckGt4IEh0VKSM5MxQYjx4lJR4qLxQZAaQyPxUgJxIcMQ8RLxoWKB4SFB4lEhwtEBEuIwgSDwofFBwfDA8ipg0gIA8UJgkOIAAAAAABADUA%2FwH%2FAU4AAwAStgEAAAQArwIAL%2B0BETMvzTEwEyEVITUByv42AU5P%2F%2F%2F%2FWQAAATcCtQIGANUAAP%2F%2FAFAAAAMRAwgAJgBJAAAABwBJAYYAAAADAFAAAAJAAwgAEwAXACMAf0AxGBMBdwiHCAJmCAEEEwENBIADAQMbFX8hF6olYCVwJaAlAw8lHyUvJQMICg5%2FEKokGLj%2FwEAfDBJIGIkeUxZJFEoPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2FPz%2FtKwEQ9u0yXl1dEPYy%2FTLWXTLGMTAAXQFdXV0BMhYXBy4BIyIGHQEzFSMRIxE0NgEjETMnIiY1NDYzMhYVFAYBGyMyCw0LJhtBNMjIXWIBgV1dLxkjIxkZIyMDCAkEUAQJRzwtTv5GAjdkbfz4AgheIRwcISEcHCEAAP%2F%2FAFAAAAJAAwgCBgDcAAAAAgBQ%2F%2FYCfwMIABMAHwB7QB0YEwF3CIcIAmYIARUgCAtIBBMBCAoOf0AQqiAhH7j%2FwEAuCAtIHxmADHADAQMXf1AZAQ8ZARkZTh%2BIFFEPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2F7T8BL11d%2FdZdxhoQ3ivGEPYa7TIxMABeXSsBXV1dATIWFwcuASMiBh0BMxUjESMRNDYBLgE1ETcRFB4CFwEbIzILDQsmG0E0yMhdYgHAVkhdCBIeFgMICQRQBAlHPC1O%2FkYCN2Rt%2FO4CRkoCcBD9jxceEgkDAAD%2F%2FwBQ%2F%2FYCfwMIAgYA3gAA%2F%2F8AUAAAA8YDCAAmAEkAAAAHANwBhgAA%2F%2F8AUP%2F2BAUDCAAmAEkAAAAHAN4BhgAAAAcAHf%2FxAvECxQATAB8AKwA%2FAFgAcwB%2FABlADyldPCMaFDBXegkFD0UFRgA%2FPxIXOTEwARQOAiMiLgI1ND4CMzIeAgUiBhUUFjMyNjU0JgE0JiMiBhUUFjMyNiU0NjcnDgEHHgEVFAYHHgEXNy4BNxc2MzIeAhczLgEnDgEjIi4CJy4BIyIDBx4BMzI2Nz4DMzIWFz4BNyMOAyMiJhMyNjU0JiMiBhUUFgLxOGKETEuEYjk5YoRLTIRiOP2eExwcExQdHQGQHxAWGx0TFBz%2BxiEdJh4uCgsPDwsKLh4mHSExIRwgHDEmFwJGAyEbBwoFDBcTDAEQGw8xCyEVLxkPGxABDBMXDAUKBxshA0YCFyYxHBEdqxAfGhYSHh0BWkuEYTk5YYRLTIViODhihRsdFBQbGxQUHf78FxYdFBUaH%2BclPRQ8Fz8nCBwRDxwJJj4YPhI94TwOFCMuGyZGGgEBCA8VDAUD%2Fqs6CwoDAw0VDwgBARpGKRwwIxQHAS0YFhEhGRgTHP%2F%2FAB3%2F8wZ0AYwAJwDWAAD%2BxwAnABEBZwAAACcA2AJd%2FscAJwDWA8T%2BxwAHANYFK%2F7HAAAADgBJAAADhwK1AAMABwALAA8AEwAXABsAHwAjACcAKwAvADMANwb5QIoGGyYbNhtGG2YbhhsGPQcbAQkGGiYaNhpGGmYahhoGPQcaAQkGExYTJhNmEwQGEhYSJhJmEgQZBQEZBAFJAVkBAkkAWQACCRdpFwIJFGkUAgYONg5mDgMGDTYNZg0DCQs5CwIJCDkIAj2aMaoxAmkxeTGJMQMxQAoOSAoxATEvgDQ7SC9%2FKI8oAii4AcCzLC9IKLgBgEAjKCtImiiqKAJpKHkoiSgDKEAKDkgKKAEoJIA0O0h%2FJI8kAiS4AcBAISsvSA0kHSQC%2FSQBmiSqJAJpJHkkiSQDJEAKDkgKJAEkNrj%2FgEAJNDtIBzYBNjUyuP%2BAQAwNE0gXMicyNzIDMiu4%2FgBAEi0xSDErASArAQErESsC8SsBK7j%2FgEAMDRNIFysnKzcrAysnuP4Asy0xSCe4%2FkCzKCxIJ7j%2FgED%2FDRNIFycnJzcnAyccCCABCSAiLxWPFQIJFQE7jxWfFf8VA14VAb0V7RX9FQNbFQFMFQEbFQGqFboVAnkVAQgVGBUCChUJEwE7Ew8MPwxvDAM9TwyPDL8M7wwEHgwBrQztDAJ7DAFMDAELDAGqDNoMAjkMaQwCCAwBCwwvCF8IAgkIATvpCAGPCL8IAh4IAe0IAXsIAUwIAaoI2ggCCAg4CAILCGYahhoCBxoBMxoZABdgFwI9UBeAF5AX8BcE4RfxFwKyFwFTFwEUF0QXArUXAXYXphcCBxcXFwIKFwAPMA9gDwM9gA%2BwD%2BAPAxEPQQ8C4Q8Bcg%2BiDwIED0QPAtQPQD0BpQ8BZg8BBw83DwILDwAKMAoCPZAKwAoCIQoB8QoBggoBVAoB5AoBtQoBRgoBFwoBCgAEOeYDAQMGEBkfuP%2BAQAk0RUgfIiw1ODW4%2FgBAOTE7SGE1AUA1UDUCITUxNQIQNQEBNQHhNfE1ArI1wjXSNQOTNaM1AoI1AWM1czUCVDUBQzUBlTUBNbj%2FgEAMDRJIBzUXNSc1AzUiuP8AQBMYHUi1IsUi1SIDpiIBIjPdLAEsuAFAQAwgJkhLLFssAjwsASy4AQBAFhccSKosuizKLAMsgA4TSCxACg1ILB%2B4AgC3MkVIHzExJjS4AgCzMDtINLgBwLMsL0g0uAGAQC0jK0h8NIw0Ams0AVw0AUs0ATSADxNINEAKDkg0GyMrIzsjAyPAFBpIIykrQi24%2FoCzJCdILbj%2BwLMeI0gtuP8AsxodSC24%2F0CzERlILbj%2FgEAJCxBIBy0BCi0euP4AQKoyRUgeJCZBIBlAGVAZYBmAGaAZBhcZAQAZATvAGeAZArEZAWAZgBmgGQMBGREZIRlBGQThGQGiGcIZAoMZAXIZAWMZAQQZJBlEGQOlGcUZ1RnlGQQ2GUYZZhmGGQQHGScZAgsZIAYBBwYBPNYGAYAGAXcGAeEGAUMGAaUGAQcGAQwGaReZFwIIFwEzFx8QLxA%2FEH8QBAgQATyvEO8QAp4QAU8QjxACDRABELgBYED%2FKklMEFwQbBCsEOwQBQsQAcsQAaoQuhACGRApEGkQAwgQAQsQDwMfAwJB2AMBjwOfAwL9AwHuAwFMA1wDArsDAaoDAQkDGQMCDwMXFQEVFQoPGC8YTxhfGG8YjxivGAc7vxjPGO8YA64YAU8YbxiPGAMOGB4YLhgDjRitGM0Y7RgETBhsGHwYAwsYKxgC2xjrGAKKGKoYyhgDSRhpGAI4GAEpGAEIGAELGA8HAT7ZBwGOBwF4BwHtBwFLBwGqBwEIBwEMB2YNAQcNATMND0IAERARIBFgEQQ9gBGQEaAR4BEEARFBEQLhEfERAqIRAVMRYxECBBFEEQJlEaURtRHFQDoRBBcRJxECBhEBCxEAAhACAkHgAvACAqcCAVACAUECAbICAaMCAQAAAhACAgFgAnACAgICrwgBCApBAD%2FNcjJfXV9xX3FxcnJycl5dMl5dXV1xcXFxcnJeXT%2FNXl1dMl5dXXFxcnJyXl0yXl1dXV1dXXFxcXJycnJeXRI5L10zXl1dXXFxcXJyXl0zXl1dXV1xcStycnJyXl1dzV5dXTJeXV1xcXJycl5dXTJeXV1dcXFxcXFxcnJycl5dXV0%2FzTIrMl5dKysrKys%2FzTIrcTIrK3FxcXErKysSOS8zKzMrK10rcXErcc0yXV0rMl0rXXFxcXFxcXFycnJycisBEN4y3DIr3jLcMnLOzTIyXV1dXXFxcXJyXl0yXl1dXV1xcXFycl5dMl5dXV1xcXFxcl5dEM1eXV0yXl1dcXFxcnJyXl1dMl5dXV1xcXFxcnJeXTJeXTJeXV1dcXFxcXJyXl1dEM1eXTIyXSsrKzJdK3FycnIrMl0rEM1dKzJdK11dcXIrcisyXStdXSsrcjIrMl0rXV0xMABeXV1dXV1dAV1dXV1dXV5dXl1eXV5dAREzEQMRMxEBNSEVATUhFQERMxEVNSEVAREzEQMRMxEDETMRATUhFQE1IRUBETMRFTUhFQERMxEDah0dHf6vATT%2BzAE0%2Fq8dATT%2Brx2bHR0d%2Fq4BNf7LATX%2Brh0BNf6uHQFrASr%2B1v60ASr%2B1gJ5HR39aB0dAWsBKv7WHx0d%2FtMBKv7WAUwBKv7W%2FrQBKv7WAnkdHf1oHR0BawEq%2FtYfHR3%2B0wEq%2FtYAAQAAAOUBAgAOAKQACgACABAALwBZAAAFIAb5AAUAAQAAACIAIgAiACIAWABkARIB2gKIA6wDzAQYBGQFDAU6BWwFkAW4BdoGega8B3AIIAh6CQgJmAnGCrALWgtwC4YLygv0DDoMxA20Dk4O5A%2BSEAQQNhBeEQIRNhFWEbQSThJsE1ITvhR8FNQVohYiFvgXKBd6GAAY5hmCGegaMhpSGnQalBrgGvobJBveHFYc5B1wHh4eYh8cH3wfsiAGILAg5iG6IhgiiiL8I44jwiSiJPglRCXEJ%2BQoYCkQKVAptinOKjYqlitCK3YrgiuqK9AsTiyOLL4syizWLQAtFi0uLYgtrC5WLlYujC76L3gwDjCWMLgxsjHsMsAzVDNgM34zhjSQNKw1EjVeNcQ2OjZkNqg26DbyNzo3aDfGN9I34jfyOAI4dDiMOKI4uDjOOOg5xjo2Ox47NjtMO2Q7fjuWO6w7wjvcPFI8aDyAPJY8rDzCPNw9Oj68PtQ%2B6j8APxo%2FMD%2BGQFBAZkB6QI5AokC6QMxBykJ4Qo5CokK2Qs5C5EL4QwxDJEPoQ%2FxEEkQmRDpETkRmRMRFqEW%2BRdJF5kX%2BRhJGgEaYRrRGvEcmR0pHmEfcSIBIlkieSKpJIkkqSZxJpEmwSbxKfkqYTnwAAQAAAADMzN0PKsFfDzz1ABkD6AAAAADJirZYAAAAAMqgwH3%2FWf9DDZgDwgAAAAkAAgAAAAAAAAH0ADIAAAAAAOcAAADnAAABFABHAaIASAKbADECNAA9A1oAMgKaAC4A8QBIAUQATgFEAAcB4AAlAjQANQD2ACYBKwAaAPYAOAGA%2F%2BgCNAAyAjQAXQI0ADgCNAA3AjQAKAI0AEECNAA%2FAjQAPAI0ADcCNAAzAPYAOAD2ACYCNAA1AjQANQI0ADUBlAATA7YAQQKXAAgCgwBWAmwAOgLJAFYCOwBWAhkAVgKgADoCwQBWAQ0AVgH0AAgCdQBWAgcAVgNnAEMC2ABWAwoAOgJgAFYDCgA6AnUAVgIUACECNQAQArAAUQKQAAoDoQAcAncAFwJWAAYCPQAhAUkAYAGA%2F%2BgBSQAIAjQALwHs%2F%2FwBeAA9AgoAKwJNAFAB0QAzAk0AMwIvADMBggBQAkIAMwI7AFAA%2FQBCAP3%2FvAIKAFABEQBOA10AUAI%2BAFACTgAzAk0AUAJNADMBggBQAb4AKAGSAEoCPgBKAfYAEAMJABIB%2FwAQAfEAAgHXACQBTQAoARcAYAFNAAgCNAAqAjQALQDrACEBoQAhAXgANAEjAB4D4QA6AOsAPADrACEBoQA8AaEAIQFoADQB8P%2F%2BA%2BT%2F%2FgF4ABcBIwAoA7MAMwDnAAABFABHAjQAVgI0ADwCNAAsAjQAEQEXAGAB7AArAXgAIwMuAEEBhQAmAfMAHgI0ADUBKwAaAy4AQQF4AC4BTAAaAjQANQFnAB4BZwAgAXgAfwJEAFAChgArAPYAOAF4AEUBZwAyAb4AKwHzACgDagAyA2oAMgNqACABlAAcApcACAKXAAgClwAIApcACAKXAAgClwAIA6cABgJsADoCOwBWAjsAVgI7AFYCOwBWAQ0ADwENAEQBDf%2F%2FAQ3%2F7gLWABMC2ABWAwoAOgMKADoDCgA6AwoAOgMKADoCNABQAwoAOgKwAFECsABRArAAUQKwAFECVgAGAmEAVgJvAFACCgArAgoAKwIKACsCCgArAgoAKwIKACsDWwAsAdEAMwIvADMCLwAzAi8AMwIvADMA%2FQAHAP0APAD9%2F%2FcA%2Ff%2FmAk0AMwI%2BAFACTgAzAk4AMwJOADMCTgAzAk4AMwI0ADUCTgAzAj4ASgI%2BAEoCPgBKAj4ASgHxAAICTQBQAfEAAgD9AFAA%2FQBCAXgAVQCU%2F1kBZwAdAWcAGAFnACACNAA1AJT%2FWQMIAFACgwBQAoMAUAKXAFAClwBQBAkAUAQdAFADDgAdBpIAHQPRAEkAAQAAA6T%2FQwAcDbf%2FWf9dDZgAAQAAAAAAAAAAAAAAAAAAAOUAAwJaAZAABQAAArwCigAAAIwCvAKKAAAB3QBPAPoAAAILBQQDBgIDAgTgAAL%2FUAAgWwAAAAAAAAAAREFNQQBAAAD7BAMI%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%2FDxImJiYnEyEZNxohJhU3GRYmGBgZJysQGRgeITs7OxssLCwsLCw%2FKiYmJiYTExMTMTE0NDQ0NCY0Li4uLicpKiMjIyMjIzofJSUlJRISEhInJigoKCgoJigmJiYmISchEhIZChgYGCYKNCsrLS1FRzRxQwAAAAACAAAAAwAAABQAAwABAAAAFAAEANwAAAAuACAABAAOAAAADQB%2BAP8BMQFTAsYC2gLcIBQgGiAeICIgOiBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAAAAAADQAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAB%2F%2FX%2F4%2F%2FS%2F6EAAP2f%2Ffr9k%2BBaAAAAAOBKAADgkeBj37bex97FH%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%2F4LE0IBuzMwA0AFlERC0ssBZDWLADJkWKWGRmsB9gG2SwIGBmIFgbIbBAWbABYVkjWGVZsCkjRCMQsCngGyEhISEhWS0ssBZDWLAEJUVksCBgZiBYGyGwQFmwAWEjWGVZsCkjRLAEJbAHJQggWAIbA1mwBSUQsAQlIEawBCUjQjywByUQsAYlIEawBCWwAWAjQjwgWAEbAFmwBSUQsAQlsCngsAclELAGJbAp4LAEJbAHJQggWAIbA1mwBCWwAyVDSLAGJbADJbABYENIGyFZISEhISEhIS0ssBZDWLAEJUVksCBgZiBYGyGwQFmwAWEjWBtlWbApI0SwBSWwCCUIIFgCGwNZsAQlELAFJSBGsAQlI0I8sAQlsAclCLAHJRCwBiUgRrAEJbABYCNCPCBYARsAWbAEJRCwBSWwKeCwKSBFZUSwByUQsAYlsCngsAUlsAglCCBYAhsDWbAFJbADJUNIsAQlsAclCLAGJbADJbABYENIGyFZISEhISEhIS0sArAEJSAgRrAEJSNCsAUlCLADJUVIISEhIS0sArADJSCwBCUIsAIlQ0ghISEtLEUjIEUYILAAUCBYI2UjWSNoILBAUFghsEBZI1hlWYpgRC0sS1MjS1FaWCBFimBEGyEhWS0sS1RYIEWKYEQbISFZLSxLUyNLUVpYOBshIVktLEtUWDgbISFZLSywAkNUWLBGKxshISEhWS0ssAJDVFiwRysbISEhWS0ssAJDVFiwSCsbISEhIVktLLACQ1RYsEkrGyEhIVktLCCKCCNLU4pLUVpYIzgbISFZLSwAIIpJsABRWLBAIyCKOBI0GyEhWS0sAUYjRmAjRmEjIBAgRophuP%2BAYoqxQECKcEVgaDotLCCKI0lkiiNTWDwbIVktLEtSWH0belktLLASAEsBS1RCLSyxAgBCsSMBiFGxQAGIU1pYuRAAACCIVFixAgFCWVktLEUYaCNLUVgjIEUgZLBAUFh8WWiKYFlELSywABawAiWwAiUBsAEjPgCwAiM%2BsQECBgywCiNlQrALI0IBsAEjPwCwAiM%2FsQECBgywBiNlQrAHI0KwARYBLQC5AQMBArJkHxBBDQECACABAgAwAQIAAwBQAQIAYAECAAL%2FwAECsjY5RrgBArICEx%2B5AQEBALKmHyC6AQAAAQEAsgETH0EXAQgAkAEHAFUBBgCQAQkAVQEFAJABBABVAC8BBwABAL8BBADfAQQA%2FwEEAAP%2FwLP%2FGihGuP%2FAQBr%2FEBhG37Pvs%2F%2BzA6%2Byv7ICQLCQsKCwA6%2BuAbj%2FwECyrQgMRhCsoKwCQKtQq2CrA2CqAaCqAaekCB%2BmpAgfpaQVH6QCBx%2BjAgMfop4GH6GeCx%2BgngYfnwECH54BBR%2BdAQQfnJnIH5uZFR%2BamH0fmQIHH5gCRx%2BXAjIflpEaH5WRfR%2BUk6YfkwEBH5IBGh%2BRARkfkI5IH4%2BOZB9PjgFvjn%2BOAq%2BOAUCOODtGjgICH42LFh%2BMi30fiwETH4qFPh%2BJhyIfiIdkHxCHIIcwhwNQh2CHArj%2FwEDKhzY5RocCEx%2BGAgMfr4W%2Fhc%2BFA4UCAR%2BEgBkfg4HJH4J%2Fph%2BBAcgfgAEDHyB%2FAX8BEx9%2BeTMffXs3H3x5ZB97Ai0fegICH195b3kCeQISH3h0GR93dX4fdnNkH3UBfR90AQUfYHNwcwIQcyBzwHMDcwETH3J%2Bb1VxfnBVaFtbVWdbX1VmW11VZFtaVWNbXFViW1lVWENWVVdDVVVTkE1VUpBLVVGQSlVQkElVT5BOVS9OAb9J30n%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%2Fx%2F%2F4DRwIIAAD%2FR%2F9vAuIDAQAHAA3%2F9f%2F%2B%2F%2F4CqQAAArX%2F8QAQ%2F0cDDwK1AAAAYgDxAUgB9QJOAAD%2F8wAA%2F2cAF%2F%2FvABAAFP9DAkQCaALeAwgBOwK9AAj%2F%2BABhAJwASQBmAE4AsABPAQwAOgBUAEMAbgBdAMQARABgAEwAsABFAN4AVABQAGsAPQBcAGAAMwBMAFEAdQBZADIARQBIAF0AtQBPAD4AhQBCAG4AhgCyAJwBCgAvAHIAUgDEAIUAbgA9ACoAWAA8AFIANQCiAOYATgBQAMMBhABIAD4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYgBdAGAAVABQAggADf%2F1AwEABwAAAAAAAQAAGawAAQRFGAAACgGeAAoAJP%2BxAAoAJv%2FnAAoAKv%2FnAAoALf%2BFAAoAMv%2FnAAoANP%2FnAAoAOQANAAoAOgAKAAoAPf%2F0AAoAmP96AAsADABQAAsAJv%2FiAAsAKv%2FiAAsAMv%2FiAAsANP%2FiAAsANv%2FuAAsANwALAAsAOP%2F2AAsAOQAPAAsAPAARAAwAJP%2FsAAwAJv%2F0AAwAKv%2F0AAwALf%2FzAAwAMv%2F0AAwANP%2F0AAwANv%2F0AAwAN%2F%2FkAAwAOf%2FeAAwAOv%2FuAAwAO%2F%2FkAAwAPP%2FVAAwAPf%2FqAAwAmP%2FsAA0AJP%2FAAA0AJv%2F2AA0AKv%2F2AA0ALf%2BGAA0AO%2F%2FnAA0AmP%2BfABAALf%2FkABAAN%2F%2FOABAAOf%2F0ABAAO%2F%2FhABAAPP%2FOABAAPf%2FwABAAmP%2FyABEAJAAZABEAJv%2FjABEAKv%2FjABEALQAcABEAMv%2FfABEANP%2FfABEANgAOABEAN%2F%2B6ABEAOP%2FpABEAOf%2BzABEAOv%2FYABEAOwAKABEAPP%2BwABEAPQATABEAmAATABIAJP%2FOABIAJv%2FlABIAKv%2FlABIALf%2B5ABIAMv%2FmABIANP%2FmABIANwAdABIAOQAgABIAOgAWABIAOwAUABIAPAAiABIAPQAJABIAmP%2BzAB0AJv%2F1AB0AKv%2F1AB0AMv%2F1AB0ANP%2F1AB0AN%2F%2BrAB0AOP%2F0AB0AOf%2FrAB0AOv%2FzAB0APP%2FYACMAJP%2FmACMAJv%2F2ACMAKv%2F2ACMALf%2FmACMAMv%2F2ACMANP%2F2ACMANv%2FuACMAN%2F%2FUACMAOP%2F0ACMAOf%2FcACMAOv%2FpACMAO%2F%2FZACMAPP%2FKACMAPf%2FeACMAmP%2FaACQACv%2ByACQAC%2F%2FtACQADf%2FBACQAEQAaACQAEgARACQAI%2F%2FxACQAJAAhACQAJv%2FtACQAKv%2FtACQALQAdACQAMv%2FtACQANP%2FtACQANgAQACQAN%2F%2FAACQAOP%2F2ACQAOf%2FCACQAOv%2FuACQAOwAZACQAPP%2BxACQAPQATACQAQP%2FlACQARv%2FzACQAR%2F%2FzACQASP%2FzACQASv%2FwACQAUv%2FzACQAVP%2FzACQAVgANACQAWP%2FxACQAWf%2FrACQAWv%2FtACQAWwAaACQAXP%2FxACQAXQAPACQAXv%2FsACQAYP%2F2ACQAYwAZACQAZv%2FtACQAaP%2B5ACQAaf%2B8ACQAmAAiACQAwv%2FzACUACv%2F1ACUAC%2F%2F1ACUADP%2FnACUADf%2F1ACUAEf%2F2ACUAEv%2FrACUAHf%2F1ACUAIv%2FsACUAOf%2FtACUAOv%2FzACUAO%2F%2FrACUAPP%2FnACUAQP%2FeACUAXf%2FzACUAYP%2FqACUAmP%2F0ACYAC%2F%2FpACYAEP%2FiACYAEQAWACYAIgAPACYAI%2F%2FvACYAJAAWACYAJv%2FsACYAKv%2FsACYALQAXACYAMv%2FsACYANP%2FsACYANgAKACYANwARACYAOQARACYAOwANACYAPAARACYAPQAKACYAPv%2F2ACYARv%2FxACYAR%2F%2FxACYASP%2FxACYASv%2FxACYAUv%2FxACYAVP%2FxACYAWP%2FsACYAWf%2FwACYAWv%2FvACYAWwAOACYAXP%2FwACYAXv%2FkACYAYwASACYAZv%2FTACYAaQANACYAmAAWACYAwv%2FxACcABP%2FyACcACv%2FmACcAC%2F%2F0ACcADP%2FfACcAEf%2FfACcAEv%2FVACcAIv%2FZACcAI%2F%2F1ACcAJP%2FtACcALf%2FnACcANv%2F1ACcAN%2F%2FlACcAOf%2FvACcAOv%2FvACcAO%2F%2FoACcAPP%2FXACcAPf%2FxACcAPv%2F1ACcAQP%2FWACcARP%2FyACcAYP%2FjACcAY%2F%2FeACcAaP%2FsACcAaf%2F0ACcAmP%2FWACgACv%2FwACgAC%2F%2FrACgADf%2FzACgAEQALACgAI%2F%2FwACgAJAARACgAJv%2FkACgAKv%2FkACgALQARACgAMv%2FkACgANP%2FkACgAOP%2FqACgAPv%2FvACgAQP%2FVACgARv%2FwACgAR%2F%2FvACgASP%2FwACgASv%2FpACgAUv%2FvACgAVP%2FxACgAV%2F%2FyACgAWP%2FtACgAWf%2FnACgAWv%2FnACgAWwAJACgAXP%2FnACgAXv%2FtACgAYP%2FqACgAZv%2FpACgAaP%2FzACgAmAASACgAwv%2FxACkABP%2F2ACkAC%2F%2FoACkAEf%2B%2FACkAEv%2FEACkAHf%2FuACkAIgANACkAI%2F%2FuACkAJP%2FSACkAJv%2FzACkAKv%2FzACkALf%2BwACkAMv%2FzACkANP%2FzACkANwAOACkAOQASACkAPAAUACkAPv%2FxACkAQP%2FXACkARP%2FNACkARv%2FyACkAR%2F%2FyACkASP%2FyACkASv%2FyACkAUf%2FkACkAUv%2FyACkAU%2F%2FkACkAVP%2FyACkAVf%2FkACkAWP%2FnACkAW%2F%2FcACkAXf%2FmACkAY%2F%2BZACkAcP%2FrACkAmP%2B0ACkAwv%2FxACoADP%2F2ACoADf%2FnACoAQP%2F2ACoAWf%2FuACoAXP%2FuACoAYP%2F2AC0ADP%2F2AC0AEf%2F2AC0AEv%2FcAC0AJP%2F2AC0ALf%2FxAC0APf%2FvAC0AQP%2FeAC0AXf%2FuAC0AYP%2FtAC0AY%2F%2FzAC0AmP%2FnAC4AC%2F%2FuAC4ADf%2FfAC4AEP%2FRAC4AEQAQAC4AEgASAC4AIgALAC4AI%2F%2FtAC4AJAAiAC4AJv%2FdAC4AKv%2FdAC4ALQAbAC4AMv%2FdAC4ANP%2FdAC4ANwARAC4AOQAUAC4AOgAKAC4AOwAaAC4APAAWAC4APQAVAC4AQP%2FmAC4ARv%2FrAC4AR%2F%2FrAC4ASP%2FrAC4ASv%2FrAC4AUv%2FrAC4AVP%2FrAC4AVgAOAC4AWP%2FzAC4AWf%2FyAC4AWv%2FQAC4AWwAbAC4AXP%2F2AC4AXQAQAC4AXv%2FtAC4AYwAPAC4AZv%2FDAC4AmAAjAC4AwQAVAC4Awv%2FnAC8ACv%2BCAC8AC%2F%2F2AC8ADf91AC8AEP%2B7AC8AEQAXAC8AEgAMAC8AJAAcAC8AJv%2FTAC8AKv%2FTAC8ALQAcAC8AMv%2FTAC8ANP%2FTAC8ANgAOAC8AN%2F%2BNAC8AOP%2FuAC8AOf%2BcAC8AOv%2FTAC8AOwAUAC8APP%2BNAC8APQAOAC8AQP%2FgAC8ARv%2F0AC8AR%2F%2F0AC8ASP%2F0AC8ASv%2F0AC8AUv%2F0AC8AVP%2F0AC8AWf%2FYAC8AWv%2FbAC8AWwAVAC8AXP%2FsAC8AXQAKAC8AXv%2FoAC8AYP%2FxAC8AYwAOAC8AZv%2FZAC8AaP%2BIAC8Aaf%2BKAC8AcAALAC8AmAAdADAAOf%2F6ADAAPP%2F4ADIABP%2FyADIACv%2FpADIAC%2F%2F0ADIADP%2FkADIAEf%2FfADIAEv%2FWADIAIv%2FeADIAI%2F%2F1ADIAJP%2FtADIALf%2FnADIANv%2F2ADIAN%2F%2FlADIAOf%2FvADIAOv%2FwADIAO%2F%2FoADIAPP%2FXADIAPf%2FxADIAPv%2F2ADIAQP%2FWADIARP%2FzADIAYP%2FjADIAY%2F%2FiADIAaP%2FwADIAaf%2F2ADIAmP%2FYADMABP%2F1ADMAC%2F%2F0ADMADP%2FoADMAEf%2BmADMAEv%2FCADMAJP%2FOADMALf%2BhADMAO%2F%2FuADMAPv%2FxADMAQP%2FXADMARP%2FtADMARv%2FrADMAR%2F%2FrADMASP%2FgADMASv%2FrADMAUv%2FrADMAVP%2F1ADMAWQAKADMAWgAJADMAXAAKADMAYP%2FoADMAY%2F%2BNADMAZv%2FuADMAaQAKADMAmP%2BsADMAwv%2FwADQABP%2FyADQACv%2FpADQAC%2F%2F0ADQAEf%2FfADQAIv%2FeADQAI%2F%2F1ADQAJP%2FtADQALf%2FnADQANv%2F2ADQAN%2F%2FlADQAOf%2FvADQAOv%2FwADQAO%2F%2FoADQAPP%2FXADQAPf%2FxADQAPv%2F2ADQARP%2FyADQATQAPADQAY%2F%2FsADQAaP%2FwADQAaf%2F2ADQAmP%2FYADUAC%2F%2F0ADUAEQAOADUAEgAMADUAIv%2FzADUAI%2F%2FxADUAJAAcADUAJv%2F1ADUAKv%2F1ADUALQAWADUAMv%2F1ADUANP%2F1ADUAOf%2F2ADUAOwATADUAPP%2FtADUAPQAOADUAQP%2FfADUAWwAVADUAXQAJADUAXv%2FvADUAYP%2FwADUAYwAOADUAZv%2FsADUAmAAdADUAwv%2FxADcAC%2F%2FlADcADAAMADcAEP%2FPADcAEf%2B1ADcAEv%2BqADcAHf%2BsADcAIgAWADcAI%2F%2FNADcAJP%2FAADcAJv%2FlADcAKv%2FlADcALf%2BmADcAMv%2FlADcANP%2FlADcANwAYADcAOQAbADcAOgARADcAOwAPADcAPAAdADcAQP%2FgADcARP%2FTADcARv%2FJADcAR%2F%2FJADcASP%2FJADcASv%2FJADcAUf%2FYADcAUv%2FJADcAU%2F%2FYADcAVP%2FJADcAVf%2FYADcAVv%2FTADcAWP%2FeADcAWf%2FqADcAWv%2BvADcAW%2F%2FuADcAXP%2FqADcAXf%2FiADcAXv%2FoADcAY%2F%2B9ADcAZv%2BrADcAcP%2B0ADcAmP%2B4ADcAwAAVADcAwQAfADcAwv%2BxADgAC%2F%2F2ADgAEf%2F2ADgAEv%2FXADgAHf%2F2ADgAJP%2F2ADgALf%2FxADgAPf%2FwADgAQP%2FbADgARP%2FwADgAXf%2FuADgAXv%2F2ADgAYP%2FqADgAY%2F%2FrADgAmP%2FeADkACgAOADkAC%2F%2FfADkADAAQADkAEP%2F2ADkAEf%2B1ADkAEv%2B9ADkAHf%2FsADkAIgAYADkAI%2F%2FaADkAJP%2FCADkAJv%2FvADkAKv%2FvADkALf%2BhADkAMP%2F6ADkAMv%2FvADkANP%2FvADkANwAcADkAOQAfADkAOgAVADkAOwATADkAPAAhADkAQP%2FkADkARP%2FnADkARv%2FTADkAR%2F%2FTADkASP%2FTADkASv%2FTADkAUf%2FiADkAUv%2FTADkAU%2F%2FiADkAVP%2FTADkAVf%2FiADkAVv%2FxADkAWP%2FoADkAXf%2F%2BADkAXv%2FoADkAY%2F%2B2ADkAZv%2FVADkAaAATADkAaQAYADkAcP%2F1ADkAmP%2BuADkAvgALADkAwQAgADkAwv%2FNADoACgANADoAC%2F%2FwADoAEf%2FbADoAEv%2FRADoAHf%2F1ADoAIgAQADoAI%2F%2FtADoAJP%2FuADoAJv%2FwADoAKv%2FwADoALf%2FEADoAMv%2FwADoANP%2FwADoANwATADoAOQAWADoAOgAMADoAOwAKADoAPAAYADoAQP%2FbADoARP%2FjADoARv%2FqADoAR%2F%2FqADoASP%2FqADoASv%2FmADoAUf%2FrADoAUv%2FqADoAU%2F%2FrADoAVP%2FqADoAVf%2FrADoAVv%2FvADoAWP%2FtADoAXv%2FvADoAY%2F%2FaADoAZv%2FsADoAaAASADoAaQAZADoAmP%2FPADoAwQASADoAwv%2FmADsAC%2F%2FnADsADf%2FmADsAEP%2FkADsAEQANADsAEgAKADsAI%2F%2FmADsAJAAbADsAJv%2FoADsAKv%2FoADsALQAUADsAMv%2FoADsANP%2FoADsANwANADsAOQARADsAOwASADsAPAATADsAPQANADsAQP%2FeADsARv%2FuADsAR%2F%2FuADsASP%2FuADsASv%2FuADsAUv%2FuADsAVP%2FuADsAWP%2F2ADsAWf%2F1ADsAWv%2FbADsAWwATADsAXP%2F5ADsAXv%2FmADsAYwAKADsAZv%2FRADsAmAAcADsAwv%2FjADwAC%2F%2FWADwADAASADwAEP%2FPADwAEf%2B%2FADwAEv%2BuADwAHf%2FaADwAIgAZADwAI%2F%2FGADwAJP%2BxADwAJv%2FXADwAKv%2FXADwALf%2BNADwAMP%2F4ADwAMv%2FXADwANP%2FXADwANwAeADwAOQAhADwAOgAXADwAOwAVADwAPAAjADwAPQALADwAQP%2FmADwARP%2FXADwARv%2FPADwAR%2F%2FPADwASP%2FPADwASv%2FPADwAUf%2FYADwAUv%2FPADwAU%2F%2FYADwAVP%2FPADwAVf%2FYADwAVv%2FsADwAWP%2FeADwAW%2F%2FxADwAXf%2FkADwAXv%2FqADwAY%2F%2ByADwAZv%2B0ADwAaAALADwAaQARADwAcP%2FgADwAmP%2BwADwAwQApADwAwv%2ByAD0AC%2F%2FrAD0AEP%2FEAD0AEQALAD0AI%2F%2FwAD0AJAARAD0AJv%2FcAD0AKv%2FcAD0ALQARAD0AMv%2FcAD0ANP%2FcAD0AOP%2FyAD0AOQAKAD0APAAMAD0APv%2FvAD0AQP%2FVAD0ARv%2FwAD0AR%2F%2FvAD0ASP%2FwAD0ASv%2FpAD0AUv%2FvAD0AVP%2FxAD0AV%2F%2FzAD0AWP%2FtAD0AWf%2FpAD0AWv%2FoAD0AWwAJAD0AXP%2FpAD0AXv%2FdAD0AYP%2FxAD0AZv%2FOAD0AmAASAD0AwQAKAD0Awv%2FxAD4AJP%2FkAD4AJv%2FVAD4AKv%2FVAD4ALf%2FkAD4AMv%2FVAD4ANP%2FVAD4ANv%2FmAD4AN%2F%2FfAD4AOP%2FaAD4AOf%2FjAD4AOv%2FbAD4AO%2F%2FcAD4APP%2FlAD4APf%2FXAD4AQABQAD4AmP%2FlAEAAJv%2F2AEAAKv%2F2AEAAMv%2F2AEAANP%2F2AEAAOv%2F2AEAAO%2F%2F2AEAAPf%2FwAEQACv%2FlAEQADP%2FoAEQADf%2FsAEQAIv%2FkAEQAQP%2FiAEQAWf%2FxAEQAWv%2F0AEQAXP%2FxAEQAYP%2FrAEQAaf%2FoAEUACv%2FbAEUADP%2FlAEUAEv%2FqAEUAI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QnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3tRxAWwFs2tcuJRnI6xjmBdWjbgFNRHMHiF1uHYBfUR%2Fut5Ug2jXAaT96%2B9RH%2FFToRwIzGbKmVJ1AZQnoabSB1yyIg7ByAridHApPMjyw0OiV6RjSbCuzwLAvFizBliWJua1tsuAgvNPbmljYbpt8lkWam7b3XZiOiKJskMOtmfScnsbPW208knwjuXrXK4Q1iKIgNyYXXDVT9C2Ye%2F78GQ5BEEXfFdde2RwauOysdJNL5AzCy84ard%2FnGAVN8alecnFdgu5Gbd5DJTL%2BhHZK0vApVy3OfU8XTSJg1TlssivsPYUlIqvn66PzrVTymCc4wgF6SDNR0pDf%2B9Gp%2BVnsUH5WtpHYsuhOaey8zdwLN47V8MTbm78g687%2BP3cx6tcAeNpjYGRgYGBk8s0%2FzBIfz2%2FzlUGeZQNQhOFCWfF0GP0%2F8P8c1jusIkAuBwMTSBQAYwQM6HjaY2BkYGAV%2Bd8KJgP%2FXWG9wwAUQQGLAYqPBl942n1TvUoDQRCe1VM8kWARjNrZGIurBAsRBIuA2vkAFsJiKTYW4guIjT5ARMgTxCLoA1hcb5OgDyGHrY7f7M65e8fpLF%2B%2B2W%2FnZ2eTmGfaIJi5I0qGDlZZcD51QzTTJirZPAI9JIwVA%2BwT8L5nOdMaV0AuMJ%2BicRHq8of6LSD18fzq8ds7xjpwBnQiSI9V5QVl6NwPvgM15NXn%2FAtWZyj3W0HjEXitOc%2FdIdbetPdFTZ%2BP6t%2BX7xU0%2Fk6GJtOe1%2FB3arN0%2Fpmz1J4UZc%2BD6ExwjD7vioeGd5HvhvU%2BR%2BDZcGZ6YBPNfAi0G97iBPwFXqph2cW8%2BD7kjMfwtinHb6kLb6Wygk3cZytSEoptGrlScdHtLPeri1JKueACMZfU1ViJG1Sq5E43dIt7SZZFl1zuRhb%2FGOs44xFVDbrJzB5tYs35OmaXTrEmkv0DajnMWQB42mNgYNCCwk0MLxheMPrhgUuY2JiUmOqY2pjWMD1hdmPOY%2B5hPsLCwWLEksSyiOUOawzrLrYiti%2FsCuxJ7Kc45DiSOPZxmnG2cG7jvMelweXDNYXrEbcBdxf3KR4OngheLd443g18fHwZfFv4NfiX8T8TEBIIEZggsEpQS7BMcJsQl5CFUI3QAWEp4RLhCyJaIldEbURXiJ4RYxEzE0sQ2yD2TzxIfJkEk4SeRJbENIkNEg8k%2FklqSGZITpE8InlL8p2UmVSG1A6pb9Jx0ltkjGSmyDySlZF1kc2RnSK7R%2FaZnJ5cmdwB%2BST5SwpuCvsUjRTLFHcoOShNU9qhzKespGyhXKV8SPmBCpOKgUqcyjSVR6omqgmqe9RE1OrUnqkHqO9R%2F6FholGgsUZzgeYZLTUtL60WbS7tKh0OnQydXTpvdGV0O3S%2F6Gnopekt0ruhz6fvpl%2Bnv0n%2Fh4GdQYvBJUMhwwTDdYYvjFSM4oxmGd0zVjK2M84w3mYiYZJgssLkkqmO6TzTF2Z2ZjVmd8ylzP3MJ5lfsRCwcLJoszhhyWXpZdlhecZKxirHapbVPesF1ndsJGwCbBbZ%2FLA1sn1jZ2XXY3fFXsM%2Bz36V%2FS8HD4cGh2OOTI51ThJOK5zeOUs4OzmXOS9wPuUi4JLgss7lm2uU6zY3NrcSty1u39zN3Mvct7l%2F8xDzMPLw88jyaPM44ynkaeEZ59niucqLyUvPKwgAn3OqOQAAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAHjarZK9TgJBEMf%2Fd6CRaAyRhMLqCgsbL4ciglTGRPEjSiSKlnLycXJ86CEniU%2FhM9jYWPgIFkYfwd6nsDD%2Bd1mBIIUx3mZnfzs3MzszuwDCeIYG8UUwQxmAFgxxPeeuyxrmcaNYxzTuFAewi0fFQSTxqXgM11pC8TgS2oPiCUS1d8Uh8ofiSczpYcVT5LjiCPlY8Qui%2BncOr7D02y6%2FBTCrP%2Fm%2Bb5bdTrPi2I26Z9qNGtbRQBMdXMJBGRW0YOCecxEWYoiTCvxrYBunqHPdoX2bLOyrMKlZg8thDETw5K7Itci1TXlGy0124QRZZLDFU%2FexhxztMozlosTpMH6ZPge0L%2BOKGnFKjJ4WRwppHPL0PP3SI2P9jLQwFOu3GRhDfkeyDo%2F%2FG7IHgzllZQxLdquvrdCyBVvat3seJlYo06gxapUxhU2JWnFygR03sSxnEkvcpf5Y5eibGq315TDp7fKWm8zbUVl71Aqq%2FZtNnlkWmLnQtno9ycvXYbA6W2pF3aKfCayyC0Ja7Fr%2FPW70%2FHO4YM0OKxFvzf0C1MyPjwAAeNpt1VWUU2cYRuHsgxenQt1d8%2F3JOUnqAyR1d%2FcCLQVKO22pu7tQd3d3d3d3d3cXmGzumrWy3pWLs%2FNdPDMpZaWu1783l1Lpf14MnfzO6FbqVupfGkD30iR60JNe9KYP09CXfvRnAAMZxGCGMG3pW6ZjemZgKDMyEzMzC7MyG7MzB3MyF3MzD%2FMyH%2FOzAAuyEAuzCIuyGIuzBGWCRIUqOQU16jRYkqVYmmVYluVYng6GMZwRNGmxAiuyEiuzCquyGquzBmuyFmuzDuuyHuuzARuyERuzCZuyGZuzBVuyFVuzDduyHdszklGMZgd2ZAw7MZZxjGdnJrALu9LJbuzOHkxkT%2FZib%2FZhX%2FZjfw7gQA7iYA7hUA7jcI7gSI7iaI7hWI7jeE7gRE7iZE5hEqdyGqdzBmdyFmdzDudyHudzARdyERdzCZdyGZdzBVdyFVdzDddyHddzAzdyEzdzC7dyG7dzB3dyF3dzD%2FdyH%2FfzAA%2FyEA%2FzCI%2FyGI%2FzBE%2FyFE%2FzDM%2FyHM%2FzAi%2FyEi%2FzCq%2FyGq%2FzBm%2FyFm%2FzDu%2FyHu%2FzAR%2FyER%2FzCZ%2FyGZ%2FzBV%2FyFV%2FzDd%2FyHd%2FzAz%2FyEz%2FzC7%2FyG7%2FzB3%2FyF3%2FzD%2F9mpYwsy7pl3bMeWc%2BsV9Y765NNk%2FXN%2BmX9swHZwGxQNjgb0nPkmInjR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JkMjJkSnRCKw8PIjBKK6trdZ4wqndkLzVkV4UljQAAAgB7AAAETASwAD4ARwAAASEyHgUVHAEVFA4FKwEHITIWDwEOASsBFRQGKwEiJj0BISImPwE%2BATsBNSEiJj8BPgE7ARE0NhcRMzI2NTQmIwGsAV5DakIwFgwBAQwWMEJqQ7ICASAKBgZ4BhgKigsKlQoP%2FvUKBgZ4BhgKdf71CgYGeAYYCnUPtstALS1ABLAaJD8yTyokCwsLJCpQMkAlGmQMCKAIDK8LDg8KrwwIoAgMZAwIoAgMAdsKD8j%2B1EJWVEAAAAEAyAGQBEwCvAAPAAATITIWHQEUBiMhIiY9ATQ2%2BgMgFR0dFfzgFR0dArwdFcgVHR0VyBUdAAAAAgDIAAAD6ASwACUAQQAAARUUBisBFRQGBx4BHQEzMhYdASE1NDY7ATU0NjcuAT0BIyImPQEXFRQWFx4BFAYHDgEdASE1NCYnLgE0Njc%2BAT0BA%2BgdFTJjUVFjMhUd%2FOAdFTJjUVFjMhUdyEE3HCAgHDdBAZBBNxwgIBw3QQSwlhUdZFuVIyOVW5YdFZaWFR2WW5UjI5VbZB0VlshkPGMYDDI8MgwYYzyWljxjGAwyPDIMGGM8ZAAAAAEAAAAAAAAAAAAAAAAxAAAB%2F%2FIBLATCBEEAFgAAATIWFzYzMhYVFAYjISImNTQ2NyY1NDYB9261LCwueKqqeP0ST3FVQgLYBEF3YQ6teHmtclBFaw4MGZnXAAAAAgAAAGQEsASvABoAHgAAAB4BDwEBMzIWHQEhNTQ2OwEBJyY%2BARYfATc2AyEnAwL2IAkKiAHTHhQe%2B1AeFB4B1IcKCSAkCm9wCXoBebbDBLMTIxC7%2FRYlFSoqFSUC6rcQJBQJEJSWEPwecAIWAAAAAAQAAABkBLAETAALABcAIwA3AAATITIWBwEGIicBJjYXARYUBwEGJjURNDYJATYWFREUBicBJjQHARYGIyEiJjcBNjIfARYyPwE2MhkEfgoFCP3MCBQI%2FcwIBQMBCAgI%2FvgICgoDjAEICAoKCP74CFwBbAgFCvuCCgUIAWwIFAikCBQIpAgUBEwKCP3JCAgCNwgK2v74CBQI%2FvgIBQoCJgoF%2FvABCAgFCv3aCgUIAQgIFID%2BlAgKCggBbAgIpAgIpAgAAAAD%2F%2FD%2F8AS6BLoACQANABAAAAAyHwEWFA8BJzcTAScJAQUTA%2BAmDpkNDWPWXyL9mdYCZv4f%2FrNuBLoNmQ4mDlzWYP50%2FZrWAmb8anABTwAAAAEAAAAABLAEsAAPAAABETMyFh0BITU0NjsBEQEhArz6FR384B0V%2Bv4MBLACiv3aHRUyMhUdAiYCJgAAAAEADgAIBEwEnAAfAAABJTYWFREUBgcGLgE2NzYXEQURFAYHBi4BNjc2FxE0NgFwAoUnMFNGT4gkV09IQv2oWEFPiCRXT0hCHQP5ow8eIvzBN1EXGSltchkYEAIJm%2F2iKmAVGilucRoYEQJ%2FJioAAAACAAn%2F%2BAS7BKcAHQApAAAAMh4CFQcXFAcBFgYPAQYiJwEGIycHIi4CND4BBCIOARQeATI%2BATQmAZDItoNOAQFOARMXARY7GikT%2Fu13jgUCZLaDTk6DAXKwlFZWlLCUVlYEp06DtmQCBY15%2Fu4aJRg6FBQBEk0BAU6Dtsi2g1tWlLCUVlaUsJQAAQBkAFgErwREABkAAAE%2BAh4CFRQOAwcuBDU0PgIeAQKJMHt4dVg2Q3mEqD4%2Bp4V4Qzhadnh5A7VESAUtU3ZAOXmAf7JVVbJ%2FgHk5QHZTLQVIAAAAAf%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAgAAAAAAAAABAAAFFP%2BFAAAFFP9R%2FtQF3AABAAAAAAAAAAAAAAAAAAAAowG4ACgAAAAAAZAAAASwAAAEsABkBLAAAASwAAAEsABwAooAAAUUAAACigAABRQAAAGxAAABRQAAANgAAADYAAAAogAAAQQAAABIAAABBAAAAUUAAASwAGQEsAB7BLAAyASwAMgB9AAABLD%2F8gSwAAAEsAAABLD%2F8ASwAAAEsAAOBLAACQSwAGQEsP%2FTBLD%2F0wSwAAAEsAAABLAAAASwAAAEsAAABLAAJgSwAG4EsAAXBLAAFwSwABcEsABkBLAAGgSwAGQEsAAMBLAAZASwABcEsP%2BcBLAAZASwABcEsAAXBLAAAASwABcEsAAXBLAAFwSwAGQEsAAABLAAZASwAAAEsAAABLAAAASwAAAEsAAABLAAAASwAAAEsAAABLAAZASwAMgEsAAABLAAAASwADUEsABkBLAAyASw%2F7UEsAAhBLAAAASwAAAEsAAABLAAAASwAAAEsP%2BcBLAAAASwAAAEsAAABLAA2wSwABcEsAB1BLAAAASwAAAEsAAABLAACgSwAMgEsAAABLAAnQSwAMgEsADIBLAAyASwAAAEsP%2F%2BBLABLASwAGQEsACIBLABOwSwABcEsAAXBLAAFwSwABcEsAAXBLAAFwSwAAAEsAAXBLAAFwSwABcEsAAXBLAAAASwALcEsAC3BLAAAASwAAAEsABJBLAAFwSwAAAEsAAABLAAXQSw%2F9wEsP%2FcBLD%2FnwSwAGQEsAAABLAAAASwAAAEsABkBLD%2F%2FwSwAAAEsP9RBLAABgSwAAAEsAAABLABRQSwAAEEsAAABLD%2FnASwAEoEsAAUBLAAAASwAAAEsAAABLD%2FnASwAGEEsP%2F9BLAAFgSwABYEsAAWBLAAFgSwABgEsAAABMQAAASwAGQAAAAAAAD%2F2ABkADkAyAAAAScAZAAZABkAGQAZABkAGQAZAAAAAAAAAAAAAADZAAAAAAAOAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAMAZABkAAAAEAAAAAAAZP%2Bc%2F5z%2FnP%2Bc%2F5z%2FnP%2Bc%2F5wACQAJ%2F%2FL%2F8gBkAHkAJwBkAGQAAAAAAGT%2FogAAAAAAAAAAAAAAAADIAGQAAAABAI8AAP%2Bc%2F5wAZAAEAMgAyAAAAGQBkABkAAAAZAEs%2F7UAAAAAAAAAAAAAAAAAAABkAAABLAFBADIAMgAIAAAAAADIAT4AZgBmANkAyADIAAAAKgAqACoAKgCyAOgA6AFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BpAIGAiICfgKGAqwC5ANGA24DjAPEBAgEMgRiBKIE3AVcBboGcgb0ByAHYgfKCB4IYgi%2BCTYJhAm2Cd4KKApMCpQK4gswC4oLygwIDFgNKg1eDbAODg5oDrQPKA%2BmD%2BYQEhBUEJAQqhEqEXYRthIKEjgSfBLAExoTdBPQFCoU1BU8FagVzBYEFjYWYBawFv4XUhemGAIYLhhqGJYYsBjgGP4ZKBloGZQZxBnaGe4aNhpoGrga9hteG7QcMhyUHOIdHB1EHWwdlB28HeYeLh52HsAfYh%2FSIEYgviEyIXYhuCJAIpYiuCMOIyIjOCN6I8Ij4CQCJDAkXiSWJOIlNCVgJbwmFCZ%2BJuYnUCe8J%2FgoNChwKKwpoCnMKiYqSiqEKworeiwILGgsuizsLRwtiC30LiguZi6iLtgvDi9GL34vsi%2F4MD4whDDSMRIxYDGuMegyJDJeMpoy3jMiMz4zaDO2NBg0YDSoNNI1LDWeNeg2PjZ8Ntw3GjdON5I31DgQOEI4hjjIOQo5SjmIOcw6HDpsOpo63jugO9w8GDxQPKI8%2BD0yPew%2BOj6MPtQ%2FKD9uP6o%2F%2BkBIQIBAxkECQX5CGEKoQu5DGENCQ3ZDoEPKRBBEYESuRPZFWkW2RgZGdEa0RvZHNkd2R7ZH9kgWSDJITkhqSIZIzEkSSThJXkmESapKAkouSlIAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAAAAABAAxgABAAAAAAATABIAAAADAAEECQAAAGoAEgADAAEECQABACgAfAADAAEECQACAA4ApAADAAEECQADAEwAsgADAAEECQAEADgA%2FgADAAEECQAFAHgBNgADAAEECQAGADYBrgADAAEECQAIABYB5AADAAEECQAJABYB%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%2FtQAyAAAAAAAAAAAAAAAAAAAAAAAAAAABFwAAAQIBAwADAA0ADgEEAJYBBQEGAQcBCAEJAQoBCwEMAQ0BDgEPARABEQESARMA7wEUARUBFgEXARgBGQEaARsBHAEdAR4BHwEgASEBIgEjASQBJQEmAScBKAEpASoBKwEsAS0BLgEvATABMQEyATMBNAE1ATYBNwE4ATkBOgE7ATwBPQE%2BAT8BQAFBAUIBQwFEAUUBRgFHAUgBSQFKAUsBTAFNAU4BTwFQAVEBUgFTAVQBVQFWAVcBWAFZAVoBWwFcAV0BXgFfAWABYQFiAWMBZAFlAWYBZwFoAWkBagFrAWwBbQFuAW8BcAFxAXIBcwF0AXUBdgF3AXgBeQF6AXsBfAF9AX4BfwGAAYEBggGDAYQBhQGGAYcBiAGJAYoBiwGMAY0BjgGPAZABkQGSAZMBlAGVAZYBlwGYAZkBmgGbAZwBnQGeAZ8BoAGhAaIBowGkAaUBpgGnAagBqQGqAasBrAGtAa4BrwGwAbEBsgGzAbQBtQG2AbcBuAG5AboBuwG8Ab0BvgG%2FAcABwQHCAcMBxAHFAcYBxwHIAckBygHLAcwBzQHOAc8B0AHRAdIB0wHUAdUB1gHXAdgB2QHaAdsB3AHdAd4B3wHgAeEB4gHjAeQB5QHmAecB6AHpAeoB6wHsAe0B7gHvAfAB8QHyAfMB9AH1AfYB9wH4AfkB%2BgH7AfwB%2FQH%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%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMyOyIgZD0iTTEyNSAxMjAwaDEwNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTA1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djExNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNMTA3NSAxMDAwaC04NTBxLTEwIDAgLTE3LjUgLTcuNXQtNy41IC0xNy41di04NTBxMCAtMTAgNy41IC0xNy41dDE3LjUgLTcuNWg4NTBxMTAgMCAxNy41IDcuNXQ3LjUgMTcuNXY4NTAgcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXpNMzI1IDkwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek01MjUgOTAwaDQ1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNDUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTAgcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTMyNSA3MDBoNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNTI1IDcwMGg0NTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTQ1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djUwIHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek0zMjUgNTAwaDUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC01MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTUyNSA1MDBoNDUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC00NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MCBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNMzI1IDMwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek01MjUgMzAwaDQ1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNDUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTAgcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzMzsiIGQ9Ik05MDAgODAwdjIwMHEwIDgzIC01OC41IDE0MS41dC0xNDEuNSA1OC41aC0zMDBxLTgyIDAgLTE0MSAtNTl0LTU5IC0xNDF2LTIwMGgtMTAwcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41di02MDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDkwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2NjAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41aC0xMDB6TTQwMCA4MDB2MTUwcTAgMjEgMTUgMzUuNXQzNSAxNC41aDIwMCBxMjAgMCAzNSAtMTQuNXQxNSAtMzUuNXYtMTUwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzNDsiIGQ9Ik0xMjUgMTEwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTEwNzVoLTEwMHYxMDc1cTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEwNzUgMTA1MnE0IDAgOSAtMnExNiAtNiAxNiAtMjN2LTQyMXEwIC02IC0zIC0xMnEtMzMgLTU5IC02Ni41IC05OXQtNjUuNSAtNTh0LTU2LjUgLTI0LjV0LTUyLjUgLTYuNXEtMjYgMCAtNTcuNSA2LjV0LTUyLjUgMTMuNXQtNjAgMjFxLTQxIDE1IC02MyAyMi41dC01Ny41IDE1dC02NS41IDcuNSBxLTg1IDAgLTE2MCAtNTdxLTcgLTUgLTE1IC01cS02IDAgLTExIDNxLTE0IDcgLTE0IDIydjQzOHEyMiA1NSA4MiA5OC41dDExOSA0Ni41cTIzIDIgNDMgMC41dDQzIC03dDMyLjUgLTguNXQzOCAtMTN0MzIuNSAtMTFxNDEgLTE0IDYzLjUgLTIxdDU3IC0xNHQ2My41IC03cTEwMyAwIDE4MyA4N3E3IDggMTggOHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDkxOyIgZD0iTTM5IDU4Mmw1MjIgNDI3cTE2IDEzIDI3LjUgOHQxMS41IC0yNnYtMjkxaDU1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC01NTB2LTI5MXEwIC0yMSAtMTEuNSAtMjZ0LTI3LjUgOGwtNTIyIDQyN3EtMTYgMTMgLTE2IDMydDE2IDMyeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwOTI7IiBkPSJNNjM5IDEwMDlsNTIyIC00MjdxMTYgLTEzIDE2IC0zMnQtMTYgLTMybC01MjIgLTQyN3EtMTYgLTEzIC0yNy41IC04dC0xMS41IDI2djI5MWgtNTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYyMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDU1MHYyOTFxMCAyMSAxMS41IDI2dDI3LjUgLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5MzsiIGQ9Ik02ODIgMTE2MWw0MjcgLTUyMnExMyAtMTYgOCAtMjcuNXQtMjYgLTExLjVoLTI5MXYtNTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djU1MGgtMjkxcS0yMSAwIC0yNiAxMS41dDggMjcuNWw0MjcgNTIycTEzIDE2IDMyIDE2dDMyIC0xNnoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTE4OyIgZD0iTTIwMCA4MDBsLTIwMCAtNDAwdjYwMGgyMDBxMCA0MSAyOS41IDcwLjV0NzAuNSAyOS41aDMwMHE0MiAwIDcxIC0yOS41dDI5IC03MC41aDUwMHYtMjAwaC0xMDAwek0xNTAwIDcwMGwtMzAwIC03MDBoLTEyMDBsMzAwIDcwMGgxMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTk7IiBkPSJNNjM1IDExODRsMjMwIC0yNDlxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNWgtMTUwdi02MDFoMTUwcTIxIDAgMjUgLTEwLjV0LTEwIC0yNC41bC0yMzAgLTI0OXEtMTQgLTE1IC0zNSAtMTV0LTM1IDE1bC0yMzAgMjQ5cS0xNCAxNCAtMTAgMjQuNXQyNSAxMC41aDE1MHY2MDFoLTE1MHEtMjEgMCAtMjUgMTAuNXQxMCAyNC41bDIzMCAyNDlxMTQgMTUgMzUgMTV0MzUgLTE1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjA7IiBkPSJNOTM2IDg2NGwyNDkgLTIyOXExNCAtMTUgMTQgLTM1LjV0LTE0IC0zNS41bC0yNDkgLTIyOXEtMTUgLTE1IC0yNS41IC0xMC41dC0xMC41IDI0LjV2MTUxaC02MDB2LTE1MXEwIC0yMCAtMTAuNSAtMjQuNXQtMjUuNSAxMC41bC0yNDkgMjI5cS0xNCAxNSAtMTQgMzUuNXQxNCAzNS41bDI0OSAyMjlxMTUgMTUgMjUuNSAxMC41dDEwLjUgLTI1LjV2LTE0OWg2MDB2MTQ5cTAgMjEgMTAuNSAyNS41dDI1LjUgLTEwLjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyMTsiIGQ9Ik0xMTY5IDQwMGwtMTcyIDczMnEtNSAyMyAtMjMgNDUuNXQtMzggMjIuNWgtNjcycS0yMCAwIC0zOCAtMjB0LTIzIC00MWwtMTcyIC03MzloMTEzOHpNMTEwMCAzMDBoLTEwMDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTEwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoMTAwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2MTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41ek04MDAgMTAwdjEwMGgxMDB2LTEwMGgtMTAwIHpNMTAwMCAxMDB2MTAwaDEwMHYtMTAwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyMjsiIGQ9Ik0xMTUwIDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTg1MHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNXQtMzUuNSAxNC41dC0xNC41IDM1LjV2ODUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMTAwMCAyMDBsLTY3NSAyMDBoLTM4bDQ3IC0yNzZxMyAtMTYgLTUuNSAtMjB0LTI5LjUgLTRoLTdoLTg0cS0yMCAwIC0zNC41IDE0dC0xOC41IDM1cS01NSAzMzcgLTU1IDM1MXYyNTB2NnEwIDE2IDEgMjMuNXQ2LjUgMTQgdDE3LjUgNi41aDIwMGw2NzUgMjUwdi04NTB6TTAgNzUwdi0yNTBxLTQgMCAtMTEgMC41dC0yNCA2dC0zMCAxNXQtMjQgMzB0LTExIDQ4LjV2NTBxMCAyNiAxMC41IDQ2dDI1IDMwdDI5IDE2dDI1LjUgN3oiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTI2OyIgZD0iTTYwMCAxMTAwaDI1MHEyMyAwIDQ1IC0xNi41dDM4IC00MC41bDIzOCAtMzQ0cTI5IC0yOSAyOSAtNzR2LTEwMHEwIC00NCAtMzAgLTg0LjV0LTcwIC00MC41aC0zMjhxMjggLTExOCAyOCAtMTI1di0xNTBxMCAtNDQgLTMwIC04NC41dC03MCAtNDAuNWgtNTBxLTI3IDAgLTUxLjUgMjB0LTM3LjUgNDhsLTk2IDE5OGwtMTQ1IDE5NnEtMjAgMjcgLTIwIDYzdjQwMHEwIDM5IDI3LjUgNTd0NzIuNSAxOGg2MXExMjQgMTAwIDEzOSAxMDB6IE01MCAxMDAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djUwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTYzNiAxMDAwbC0xMzYgLTEwMGgtMTAwdi0zNzVsMTUwIC0yMTNsMTAwIC0yMTJoNTB2MTc1bC01MCAyMjVoNDUwdjEyNWwtMjUwIDM3NWgtMjE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjc7IiBkPSJNMzU2IDg3M2wzNjMgMjMwcTMxIDE2IDUzIC02bDExMCAtMTEycTEzIC0xMyAxMy41IC0zMnQtMTEuNSAtMzRsLTg0IC0xMjFoMzAycTg0IDAgMTM4IC0zOHQ1NCAtMTEwdC01NSAtMTExdC0xMzkgLTM5aC0xMDZsLTEzMSAtMzM5cS02IC0yMSAtMTkuNSAtNDF0LTI4LjUgLTIwaC0zNDJxLTcgMCAtOTAgODF0LTgzIDk0djUyNXEwIDE3IDE0IDM1LjV0MjggMjguNXpNNDAwIDc5MnYtNTAzbDEwMCAtODloMjkzbDEzMSAzMzkgcTYgMjEgMTkuNSA0MXQyOC41IDIwaDIwM3EyMSAwIDMwLjUgMjV0MC41IDUwdC0zMSAyNWgtNDU2aC03aC02aC01LjV0LTYgMC41dC01IDEuNXQtNSAydC00IDIuNXQtNCA0dC0yLjUgNC41cS0xMiAyNSA1IDQ3bDE0NiAxODNsLTg2IDgzek01MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NTAwIHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyODsiIGQ9Ik00NzUgMTEwM2wzNjYgLTIzMHEyIC0xIDYgLTMuNXQxNCAtMTAuNXQxOCAtMTYuNXQxNC41IC0yMHQ2LjUgLTIyLjV2LTUyNXEwIC0xMyAtODYgLTk0dC05MyAtODFoLTM0MnEtMTUgMCAtMjguNSAyMHQtMTkuNSA0MWwtMTMxIDMzOWgtMTA2cS04NSAwIC0xMzkuNSAzOXQtNTQuNSAxMTF0NTQgMTEwdDEzOCAzOGgzMDJsLTg1IDEyMXEtMTEgMTUgLTEwLjUgMzR0MTMuNSAzMmwxMTAgMTEycTIyIDIyIDUzIDZ6TTM3MCA5NDVsMTQ2IC0xODMgcTE3IC0yMiA1IC00N3EtMiAtMiAtMy41IC00LjV0LTQgLTR0LTQgLTIuNXQtNSAtMnQtNSAtMS41dC02IC0wLjVoLTZoLTYuNWgtNmgtNDc1di0xMDBoMjIxcTE1IDAgMjkgLTIwdDIwIC00MWwxMzAgLTMzOWgyOTRsMTA2IDg5djUwM2wtMzQyIDIzNnpNMTA1MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjUgdjUwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyOTsiIGQ9Ik01NTAgMTI5NHE3MiAwIDExMSAtNTV0MzkgLTEzOXYtMTA2bDMzOSAtMTMxcTIxIC02IDQxIC0xOS41dDIwIC0yOC41di0zNDJxMCAtNyAtODEgLTkwdC05NCAtODNoLTUyNXEtMTcgMCAtMzUuNSAxNHQtMjguNSAyOGwtOSAxNGwtMjMwIDM2M3EtMTYgMzEgNiA1M2wxMTIgMTEwcTEzIDEzIDMyIDEzLjV0MzQgLTExLjVsMTIxIC04NHYzMDJxMCA4NCAzOCAxMzh0MTEwIDU0ek02MDAgOTcydjIwM3EwIDIxIC0yNSAzMC41dC01MCAwLjUgdC0yNSAtMzF2LTQ1NnYtN3YtNnYtNS41dC0wLjUgLTZ0LTEuNSAtNXQtMiAtNXQtMi41IC00dC00IC00dC00LjUgLTIuNXEtMjUgLTEyIC00NyA1bC0xODMgMTQ2bC04MyAtODZsMjM2IC0zMzloNTAzbDg5IDEwMHYyOTNsLTMzOSAxMzFxLTIxIDYgLTQxIDE5LjV0LTIwIDI4LjV6TTQ1MCAyMDBoNTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTUwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMDsiIGQ9Ik0zNTAgMTEwMGg1MDBxMjEgMCAzNS41IDE0LjV0MTQuNSAzNS41djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNWgtNTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDBxMCAtMjEgMTQuNSAtMzUuNXQzNS41IC0xNC41ek02MDAgMzA2di0xMDZxMCAtODQgLTM5IC0xMzl0LTExMSAtNTV0LTExMCA1NHQtMzggMTM4djMwMmwtMTIxIC04NHEtMTUgLTEyIC0zNCAtMTEuNXQtMzIgMTMuNWwtMTEyIDExMCBxLTIyIDIyIC02IDUzbDIzMCAzNjNxMSAyIDMuNSA2dDEwLjUgMTMuNXQxNi41IDE3dDIwIDEzLjV0MjIuNSA2aDUyNXExMyAwIDk0IC04M3Q4MSAtOTB2LTM0MnEwIC0xNSAtMjAgLTI4LjV0LTQxIC0xOS41ek0zMDggOTAwbC0yMzYgLTMzOWw4MyAtODZsMTgzIDE0NnEyMiAxNyA0NyA1cTIgLTEgNC41IC0yLjV0NCAtNHQyLjUgLTR0MiAtNXQxLjUgLTV0MC41IC02di01LjV2LTZ2LTd2LTQ1NnEwIC0yMiAyNSAtMzF0NTAgMC41dDI1IDMwLjUgdjIwM3EwIDE1IDIwIDI4LjV0NDEgMTkuNWwzMzkgMTMxdjI5M2wtODkgMTAwaC01MDN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMTsiIGQ9Ik02MDAgMTE3OHExMTggMCAyMjUgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNXQtNDUuNSAtMjI1dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjUgLTQ1LjV0LTIyNSA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjV0NDUuNSAyMjV0MTIzIDE4NC41dDE4NC41IDEyM3QyMjUgNDUuNXpNOTE0IDYzMmwtMjc1IDIyM3EtMTYgMTMgLTI3LjUgOHQtMTEuNSAtMjZ2LTEzN2gtMjc1IHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTE1MHEwIC0xMCA3LjUgLTE3LjV0MTcuNSAtNy41aDI3NXYtMTM3cTAgLTIxIDExLjUgLTI2dDI3LjUgOGwyNzUgMjIzcTE2IDEzIDE2IDMydC0xNiAzMnoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTc4OyIgZD0iTTkzNSAxMTY1bDI0OCAtMjMwcTE0IC0xNCAxNCAtMzV0LTE0IC0zNWwtMjQ4IC0yMzBxLTE0IC0xNCAtMjQuNSAtMTB0LTEwLjUgMjV2MTUwaC00MDB2MjAwaDQwMHYxNTBxMCAyMSAxMC41IDI1dDI0LjUgLTEwek0yMDAgODAwaC01MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg1MHYtMjAwek00MDAgODAwaC0xMDB2MjAwaDEwMHYtMjAwek0xOCA0MzVsMjQ3IDIzMCBxMTQgMTQgMjQuNSAxMHQxMC41IC0yNXYtMTUwaDQwMHYtMjAwaC00MDB2LTE1MHEwIC0yMSAtMTAuNSAtMjV0LTI0LjUgMTBsLTI0NyAyMzBxLTE1IDE0IC0xNSAzNXQxNSAzNXpNOTAwIDMwMGgtMTAwdjIwMGgxMDB2LTIwMHpNMTAwMCA1MDBoNTFxMjAgMCAzNC41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzQuNSAtMTQuNWgtNTF2MjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzk7IiBkPSJNODYyIDEwNzNsMjc2IDExNnEyNSAxOCA0My41IDh0MTguNSAtNDF2LTExMDZxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2Mzk3cS00IDEgLTExIDV0LTI0IDE3LjV0LTMwIDI5dC0yNCA0MnQtMTEgNTYuNXYzNTlxMCAzMSAxOC41IDY1dDQzLjUgNTJ6TTU1MCAxMjAwcTIyIDAgMzQuNSAtMTIuNXQxNC41IC0yNC41bDEgLTEzdi00NTBxMCAtMjggLTEwLjUgLTU5LjUgdC0yNSAtNTZ0LTI5IC00NXQtMjUuNSAtMzEuNWwtMTAgLTExdi00NDdxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDQ3cS00IDQgLTExIDExLjV0LTI0IDMwLjV0LTMwIDQ2dC0yNCA1NXQtMTEgNjB2NDUwcTAgMiAwLjUgNS41dDQgMTJ0OC41IDE1dDE0LjUgMTJ0MjIuNSA1LjVxMjAgMCAzMi41IC0xMi41dDE0LjUgLTI0LjVsMyAtMTN2LTM1MGgxMDB2MzUwdjUuNXQyLjUgMTIgdDcgMTV0MTUgMTJ0MjUuNSA1LjVxMjMgMCAzNS41IC0xMi41dDEzLjUgLTI0LjVsMSAtMTN2LTM1MGgxMDB2MzUwcTAgMiAwLjUgNS41dDMgMTJ0NyAxNXQxNSAxMnQyNC41IDUuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTgyOyIgZD0iTTE3IDEwMDdsMTYyIDE2MnExNyAxNyA0MCAxNHQzNyAtMjJsMTM5IC0xOTRxMTQgLTIwIDExIC00NC41dC0yMCAtNDEuNWwtMTE5IC0xMThxMTAyIC0xNDIgMjI4IC0yNjh0MjY3IC0yMjdsMTE5IDExOHExNyAxNyA0Mi41IDE5dDQ0LjUgLTEybDE5MiAtMTM2cTE5IC0xNCAyMi41IC0zNy41dC0xMy41IC00MC41bC0xNjMgLTE2MnEtMyAtMSAtOS41IC0xdC0yOS41IDJ0LTQ3LjUgNnQtNjIuNSAxNC41dC03Ny41IDI2LjV0LTkwIDQyLjUgdC0xMDEuNSA2MHQtMTExIDgzdC0xMTkgMTA4LjVxLTc0IDc0IC0xMzMuNSAxNTAuNXQtOTQuNSAxMzguNXQtNjAgMTE5LjV0LTM0LjUgMTAwdC0xNSA3NC41dC00LjUgNDh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE4MzsiIGQ9Ik02MDAgMTEwMHE5MiAwIDE3NSAtMTAuNXQxNDEuNSAtMjd0MTA4LjUgLTM2LjV0ODEuNSAtNDB0NTMuNSAtMzd0MzEgLTI3bDkgLTEwdi0yMDBxMCAtMjEgLTE0LjUgLTMzdC0zNC41IC05bC0yMDIgMzRxLTIwIDMgLTM0LjUgMjB0LTE0LjUgMzh2MTQ2cS0xNDEgMjQgLTMwMCAyNHQtMzAwIC0yNHYtMTQ2cTAgLTIxIC0xNC41IC0zOHQtMzQuNSAtMjBsLTIwMiAtMzRxLTIwIC0zIC0zNC41IDl0LTE0LjUgMzN2MjAwcTMgNCA5LjUgMTAuNSB0MzEgMjZ0NTQgMzcuNXQ4MC41IDM5LjV0MTA5IDM3LjV0MTQxIDI2LjV0MTc1IDEwLjV6TTYwMCA3OTVxNTYgMCA5NyAtOS41dDYwIC0yMy41dDMwIC0yOHQxMiAtMjRsMSAtMTB2LTUwbDM2NSAtMzAzcTE0IC0xNSAyNC41IC00MHQxMC41IC00NXYtMjEycTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYyMTJxMCAyMCAxMC41IDQ1dDI0LjUgNDBsMzY1IDMwM3Y1MCBxMCA0IDEgMTAuNXQxMiAyM3QzMCAyOXQ2MCAyMi41dDk3IDEweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODQ7IiBkPSJNMTEwMCA3MDBsLTIwMCAtMjAwaC02MDBsLTIwMCAyMDB2NTAwaDIwMHYtMjAwaDIwMHYyMDBoMjAwdi0yMDBoMjAwdjIwMGgyMDB2LTUwMHpNMjUwIDQwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV0LTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEybDEzNyAtMTAwaC05NTBsMTM3IDEwMGgtMTJxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDEwMGgxMTAwcTIxIDAgMzUuNSAtMTQuNSB0MTQuNSAtMzUuNXYtNTBoLTEyMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODU7IiBkPSJNNzAwIDExMDBoLTEwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtMTAwMGgzMDB2MTAwMHEwIDQxIC0yOS41IDcwLjV0LTcwLjUgMjkuNXpNMTEwMCA4MDBoLTEwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtNzAwaDMwMHY3MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjV6TTQwMCAwaC0zMDB2NDAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNWgxMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTQwMHogIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE4NjsiIGQ9Ik0yMDAgMTEwMGg3MDBxMTI0IDAgMjEyIC04OHQ4OCAtMjEydi01MDBxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4aC03MDBxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnY1MDBxMCAxMjQgODggMjEydDIxMiA4OHpNMTAwIDkwMHYtNzAwaDkwMHY3MDBoLTkwMHpNNTAwIDcwMGgtMjAwdi0xMDBoMjAwdi0zMDBoLTMwMHYxMDBoMjAwdjEwMGgtMjAwdjMwMGgzMDB2LTEwMHpNOTAwIDcwMHYtMzAwbC0xMDAgLTEwMGgtMjAwdjUwMGgyMDB6IE03MDAgNzAwdi0zMDBoMTAwdjMwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODc7IiBkPSJNMjAwIDExMDBoNzAwcTEyNCAwIDIxMiAtODh0ODggLTIxMnYtNTAwcTAgLTEyNCAtODggLTIxMnQtMjEyIC04OGgtNzAwcS0xMjQgMCAtMjEyIDg4dC04OCAyMTJ2NTAwcTAgMTI0IDg4IDIxMnQyMTIgODh6TTEwMCA5MDB2LTcwMGg5MDB2NzAwaC05MDB6TTUwMCAzMDBoLTEwMHYyMDBoLTEwMHYtMjAwaC0xMDB2NTAwaDEwMHYtMjAwaDEwMHYyMDBoMTAwdi01MDB6TTkwMCA3MDB2LTMwMGwtMTAwIC0xMDBoLTIwMHY1MDBoMjAweiBNNzAwIDcwMHYtMzAwaDEwMHYzMDBoLTEwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTkwOyIgZD0iTTIwMCAxMTAwaDcwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJ2LTUwMHEwIC0xMjQgLTg4IC0yMTJ0LTIxMiAtODhoLTcwMHEtMTI0IDAgLTIxMiA4OHQtODggMjEydjUwMHEwIDEyNCA4OCAyMTJ0MjEyIDg4ek0xMDAgOTAwdi03MDBoOTAwdjcwMGgtOTAwek05MDAgMzAwaC03MDB2NTAwaDcwMHYtNTAwek04MDAgNzAwaC0xMzBxLTM4IDAgLTY2LjUgLTQzdC0yOC41IC0xMDh0MjcgLTEwN3Q2OCAtNDJoMTMwdjMwMHpNMzAwIDcwMHYtMzAwIGgxMzBxNDEgMCA2OCA0MnQyNyAxMDd0LTI4LjUgMTA4dC02Ni41IDQzaC0xMzB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE5MTsiIGQ9Ik0yMDAgMTEwMGg3MDBxMTI0IDAgMjEyIC04OHQ4OCAtMjEydi01MDBxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4aC03MDBxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnY1MDBxMCAxMjQgODggMjEydDIxMiA4OHpNMTAwIDkwMHYtNzAwaDkwMHY3MDBoLTkwMHpNNTAwIDcwMGgtMjAwdi0xMDBoMjAwdi0zMDBoLTMwMHYxMDBoMjAwdjEwMGgtMjAwdjMwMGgzMDB2LTEwMHpNOTAwIDMwMGgtMTAwdjQwMGgtMTAwdjEwMGgyMDB2LTUwMHogTTcwMCAzMDBoLTEwMHYxMDBoMTAwdi0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE5MjsiIGQ9Ik0yMDAgMTEwMGg3MDBxMTI0IDAgMjEyIC04OHQ4OCAtMjEydi01MDBxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4aC03MDBxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnY1MDBxMCAxMjQgODggMjEydDIxMiA4OHpNMTAwIDkwMHYtNzAwaDkwMHY3MDBoLTkwMHpNMzAwIDcwMGgyMDB2LTQwMGgtMzAwdjUwMGgxMDB2LTEwMHpNOTAwIDMwMGgtMTAwdjQwMGgtMTAwdjEwMGgyMDB2LTUwMHpNMzAwIDYwMHYtMjAwaDEwMHYyMDBoLTEwMHogTTcwMCAzMDBoLTEwMHYxMDBoMTAwdi0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE5MzsiIGQ9Ik0yMDAgMTEwMGg3MDBxMTI0IDAgMjEyIC04OHQ4OCAtMjEydi01MDBxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4aC03MDBxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnY1MDBxMCAxMjQgODggMjEydDIxMiA4OHpNMTAwIDkwMHYtNzAwaDkwMHY3MDBoLTkwMHpNNTAwIDUwMGwtMTk5IC0yMDBoLTEwMHY1MGwxOTkgMjAwdjE1MGgtMjAwdjEwMGgzMDB2LTMwMHpNOTAwIDMwMGgtMTAwdjQwMGgtMTAwdjEwMGgyMDB2LTUwMHpNNzAxIDMwMGgtMTAwIHYxMDBoMTAwdi0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE5NDsiIGQ9Ik02MDAgMTE5MXExMjAgMCAyMjkuNSAtNDd0MTg4LjUgLTEyNnQxMjYgLTE4OC41dDQ3IC0yMjkuNXQtNDcgLTIyOS41dC0xMjYgLTE4OC41dC0xODguNSAtMTI2dC0yMjkuNSAtNDd0LTIyOS41IDQ3dC0xODguNSAxMjZ0LTEyNiAxODguNXQtNDcgMjI5LjV0NDcgMjI5LjV0MTI2IDE4OC41dDE4OC41IDEyNnQyMjkuNSA0N3pNNjAwIDEwMjFxLTExNCAwIC0yMTEgLTU2LjV0LTE1My41IC0xNTMuNXQtNTYuNSAtMjExdDU2LjUgLTIxMSB0MTUzLjUgLTE1My41dDIxMSAtNTYuNXQyMTEgNTYuNXQxNTMuNSAxNTMuNXQ1Ni41IDIxMXQtNTYuNSAyMTF0LTE1My41IDE1My41dC0yMTEgNTYuNXpNODAwIDcwMGgtMzAwdi0yMDBoMzAwdi0xMDBoLTMwMGwtMTAwIDEwMHYyMDBsMTAwIDEwMGgzMDB2LTEwMHoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%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%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type=\"text\/css\">code{white-space: pre;}<\/style>\n<style type=\"text\/css\">\ntable.sourceCode, tr.sourceCode, td.lineNumbers, td.sourceCode {\n margin: 0; padding: 0; vertical-align: baseline; border: none; }\ntable.sourceCode { width: 100%; line-height: 100%; background-color: #f8f8f8; }\ntd.lineNumbers { text-align: right; padding-right: 4px; padding-left: 4px; color: #aaaaaa; border-right: 1px solid #aaaaaa; }\ntd.sourceCode { padding-left: 5px; }\npre, code { background-color: #f8f8f8; }\ncode > span.kw { color: #204a87; font-weight: bold; }\ncode > span.dt { color: #204a87; }\ncode > span.dv { color: #0000cf; }\ncode > span.bn { color: #0000cf; }\ncode > span.fl { color: #0000cf; }\ncode > span.ch { color: #4e9a06; }\ncode > span.st { color: #4e9a06; }\ncode > span.co { color: #8f5902; font-style: italic; }\ncode > span.ot { color: #8f5902; }\ncode > span.al { color: #ef2929; }\ncode > span.fu { color: #000000; }\ncode > span.er { font-weight: bold; }\ndiv.sourceCode {\n overflow-x: visible;\n}\n<\/style>\n<style type=\"text\/css\">\n pre:not([class]) {\n background-color: white;\n }\n<\/style>\n\n\n<style type=\"text\/css\">\nh1 {\n font-size: 34px;\n}\nh1.title {\n font-size: 38px;\n}\nh2 {\n font-size: 30px;\n}\nh3 {\n font-size: 24px;\n}\nh4 {\n font-size: 18px;\n}\nh5 {\n font-size: 16px;\n}\nh6 {\n font-size: 12px;\n}\n.table th:not([align]) {\n text-align: left;\n}\n<\/style>\n\n\n<\/head>\n\n<body>\n\n<style type=\"text\/css\">\n.main-container {\n max-width: 940px;\n margin-left: auto;\n margin-right: auto;\n}\ncode {\n color: inherit;\n background-color: rgba(0, 0, 0, 0.04);\n}\nimg {\n max-width:100%;\n height: auto;\n}\n.tabbed-pane {\n padding-top: 12px;\n}\nbutton.code-folding-btn:focus {\n outline: none;\n}\n<\/style>\n\n\n\n<div class=\"container-fluid main-container\">\n\n\n<script>\n$(document).ready(function () {\n window.buildTabsets(\"TOC\");\n});\n<\/script>\n\n\n<style type=\"text\/css\">\n.code-folding-btn { margin-bottom: 4px; }\n<\/style>\n<script>\n$(document).ready(function () {\n window.initializeCodeFolding(\"show\" === \"show\");\n});\n<\/script>\n\n\n\n\n<script>\n$(document).ready(function () {\n\n \/\/ move toc-ignore selectors from section div to header\n $('div.section.toc-ignore')\n .removeClass('toc-ignore')\n .children('h1,h2,h3,h4,h5').addClass('toc-ignore');\n\n \/\/ establish options\n var options = {\n selectors: \"h1,h2,h3\",\n theme: \"bootstrap3\",\n context: '.toc-content',\n hashGenerator: function (text) {\n return text.replace(\/[.\\\\\/?&!#<>]\/g, '').replace(\/\\s\/g, '_').toLowerCase();\n },\n ignoreSelector: \".toc-ignore\",\n scrollTo: 0\n };\n options.showAndHide = true;\n options.smoothScroll = true;\n\n \/\/ tocify\n var toc = $(\"#TOC\").tocify(options).data(\"toc-tocify\");\n});\n<\/script>\n\n<style type=\"text\/css\">\n\n#TOC {\n margin: 25px 0px 20px 0px;\n}\n@media (max-width: 768px) {\n#TOC {\n position: relative;\n width: 100%;\n}\n}\n\n\n.toc-content {\n padding-left: 30px;\n padding-right: 40px;\n}\n\ndiv.main-container {\n max-width: 1200px;\n}\n\ndiv.tocify {\n width: 20%;\n max-width: 260px;\n max-height: 85%;\n}\n\n@media (min-width: 768px) and (max-width: 991px) {\n div.tocify {\n width: 25%;\n }\n}\n\n@media (max-width: 767px) {\n div.tocify {\n width: 100%;\n max-width: none;\n }\n}\n\n.tocify ul, .tocify li {\n line-height: 20px;\n}\n\n.tocify-subheader .tocify-item {\n font-size: 0.90em;\n padding-left: 25px;\n text-indent: 0;\n}\n\n.tocify .list-group-item {\n border-radius: 0px;\n}\n\n\n<\/style>\n\n\n<div class=\"row-fluid\">\n<div class=\"col-xs-12 col-sm-4 col-md-3\">\n<div id=\"TOC\" class=\"tocify\">\n<\/div>\n<\/div>\n\n<div class=\"toc-content col-xs-12 col-sm-8 col-md-9\">\n\n\n\n\n<div class=\"fluid-row\" id=\"header\">\n\n<div class=\"btn-group pull-right\">\n<button type=\"button\" class=\"btn btn-default btn-xs dropdown-toggle\" data-toggle=\"dropdown\" aria-haspopup=\"true\" aria-expanded=\"false\"><span>Code<\/span> <span class=\"caret\"><\/span><\/button>\n<ul class=\"dropdown-menu\" style=\"min-width: 50px;\">\n<li><a id=\"rmd-show-all-code\" href=\"#\">Show All Code<\/a><\/li>\n<li><a id=\"rmd-hide-all-code\" href=\"#\">Hide All Code<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<h1 class=\"title toc-ignore\">\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b<\/h1>\n\n<\/div>\n\n\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">1<\/span> \u805a\u7c7b\u8fc7\u7a0b<\/h1>\n<p>\u2003\u20031) \u6570\u636e\u51c6\u5907:\u5305\u62ec\u7279\u5f81\u6807\u51c6\u5316\u548c\u964d\u7ef4\u3002<\/p>\n<p>\u2003\u20032) \u7279\u5f81\u9009\u62e9:\u4ece\u6700\u521d\u7684\u7279\u5f81\u4e2d\u9009\u62e9\u6700\u6709\u6548\u7684\u7279\u5f81,\u5e76\u5c06\u5176\u5b58\u50a8\u4e8e\u5411\u91cf\u4e2d\u3002<\/p>\n<p>\u2003\u20033) \u7279\u5f81\u63d0\u53d6:\u901a\u8fc7\u5bf9\u6240\u9009\u62e9\u7684\u7279\u5f81\u8fdb\u884c\u8f6c\u6362\u5f62\u6210\u65b0\u7684\u7a81\u51fa\u7279\u5f81\u3002<\/p>\n<p>\u2003\u20034) \u805a\u7c7b(\u6216\u5206\u7ec4):\u9996\u5148\u9009\u62e9\u5408\u9002\u7279\u5f81\u7c7b\u578b\u7684\u67d0\u79cd\u8ddd\u79bb\u51fd\u6570(\u6216\u6784\u9020\u65b0\u7684\u8ddd\u79bb\u51fd\u6570)\u8fdb\u884c\u63a5\u8fd1\u7a0b\u5ea6\u7684\u5ea6\u91cf; \u800c\u540e\u6267\u884c\u805a\u7c7b\u6216\u5206\u7ec4\u3002<\/p>\n<p>\u2003\u20035) \u805a\u7c7b\u7ed3\u679c\u8bc4\u4f30:\u662f\u6307\u5bf9\u805a\u7c7b\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30.\u8bc4\u4f30\u4e3b\u89813 \u79cd\uff0c\u5916\u90e8\u6709\u6548\u6027\u8bc4\u4f30\u3001\u5185\u90e8\u6709\u6548\u6027\u8bc4\u4f30\u548c\u76f8\u5173\u6027\u6d4b\u8bd5\u8bc4\u4f30.\u3002<\/p>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">2<\/span> \u805a\u7c7b<\/h1>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.1<\/span> \u52a0\u8f7d\u51fd\u6570\u5305<\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(ade4)\n<span class=\"kw\">library<\/span>(vegan) <span class=\"co\">#\u5e94\u8be5\u5148\u52a0\u8f7dade4\u540e\u52a0\u8f7dvegan\u4ee5\u907f\u514d\u51b2\u7a81<\/span>\n<span class=\"kw\">library<\/span>(gclus)\n<span class=\"kw\">library<\/span>(cluster)\n<span class=\"kw\">library<\/span>(RColorBrewer)\n<span class=\"kw\">library<\/span>(labdsv)\n<span class=\"kw\">library<\/span>(mvpart)\n<span class=\"kw\">library<\/span>(MVPARTwrap) <span class=\"co\"># MVPARTwrap\u8fd9\u4e2a\u7a0b\u5e8f\u5305\u5fc5\u987b\u4ece\u672c\u5730zip\u6587\u4ef6\u5b89\u88c5<\/span><\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">setwd<\/span>(<span class=\"st\">'C:<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Users<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">dell<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Desktop<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u8c08\u5fb7\u6797_\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b_20190624<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u539f\u59cb\u8d44\u6599\u53ca\u6570\u636e'<\/span>) \n<span class=\"co\"># \u5bfc\u5165CSV\u683c\u5f0f\u7684\u6570\u636e<\/span>\nspe <-<span class=\"st\"> <\/span><span class=\"kw\">read.csv<\/span>(<span class=\"st\">"DoubsSpe.csv"<\/span>, <span class=\"dt\">row.names=<\/span><span class=\"dv\">1<\/span>)\nenv <-<span class=\"st\"> <\/span><span class=\"kw\">read.csv<\/span>(<span class=\"st\">"DoubsEnv.csv"<\/span>, <span class=\"dt\">row.names=<\/span><span class=\"dv\">1<\/span>)\nspa <-<span class=\"st\"> <\/span><span class=\"kw\">read.csv<\/span>(<span class=\"st\">"DoubsSpa.csv"<\/span>, <span class=\"dt\">row.names=<\/span><span class=\"dv\">1<\/span>)<\/code><\/pre>\n<p>\u2003\u2003\u4ee5\u4e0a\u6570\u636e\u8bfb\u5165\u540e\uff0c\u5206\u522b\u7528str\uff0c\u67e5\u770b\u6570\u636e\u540e\uff0c\u9700\u8981\u5bf9\u5f02\u5e38\u60c5\u51b5\u7684\u6570\u636e\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"co\"># \u5254\u9664\u65e0\u7269\u79cd\u6570\u636e\u7684\u6837\u65b98<\/span>\nspe <-<span class=\"st\"> <\/span>spe[-<span class=\"dv\">8<\/span>,]\nenv <-<span class=\"st\"> <\/span>env[-<span class=\"dv\">8<\/span>,]\nspa <-<span class=\"st\"> <\/span>spa[-<span class=\"dv\">8<\/span>,]<\/code><\/pre>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.2<\/span> \u5355\u8fde\u63a5\u805a\u5408\u805a\u7c7b<\/h2>\n<p>\u2003\u2003\u7269\u79cd\u591a\u5ea6\u6570\u636e\uff1a\u5148\u8ba1\u7b97\u6837\u65b9\u4e4b\u95f4\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\uff0c\u7136\u540e\u8fdb\u884c\u5355\u8fde\u8fde\u63a5\u805a\u5408\u805a\u7c7b\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.norm <-<span class=\"st\"> <\/span><span class=\"kw\">decostand<\/span>(spe, <span class=\"st\">"normalize"<\/span>)\nspe.ch <-<span class=\"st\"> <\/span><span class=\"kw\">vegdist<\/span>(spe.norm, <span class=\"st\">"euc"<\/span>)\nspe.ch.single <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"single"<\/span>)<\/code><\/pre>\n<p>\u2003\u2003\u5bf9\u5355\u63a5\u805a\u5408\u805a\u7c7b\u7684\u7ed3\u679c\u8fdb\u884c\u53ef\u89c6\u5316\uff0c\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u9009\u9879\u7ed8\u5236\u805a\u7c7b\u6811\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.single)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u901a\u8fc7\u4e0a\u8ff0\u56fe\u5f62\u53ef\u4ee5\u770b\u5230\uff0c\u5de6\u4fa7\u7684\u7cfb\u6570\u503c\u663e\u793a\uff0c\u805a\u62102\u7c7b\u7684\u6548\u679c\u4e3a0.8\u5de6\u53f3.\u8bf4\u660e9\u53f7\u7269\u79cd\u548c\u5176\u5b83\u7269\u79cd\u7684\u5dee\u5f02\u8f83\u4e3a\u660e\u663e\uff0c\u5176\u5b83\u7269\u79cd\u53ef\u80fd\u4e34\u8fd1\u4eb2\u758f\u6548\u679c\u66f4\u597d\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.3<\/span> \u5b8c\u5168\u8fde\u63a5\u805a\u5408\u805a\u7c7b<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.complete <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"complete"<\/span>)\n<span class=\"kw\">plot<\/span>(spe.ch.complete)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u5b8c\u5168\u8fde\u63a5\u5bf9\u566a\u58f0\u548c\u79bb\u7fa4\u70b9\u4e0d\u592a\u654f\u611f\uff0c\u4f46\u662f\u5b83\u53ef\u80fd\u4f7f\u5927\u7684\u7c07\u7834\u88c2\uff0c\u5e76\u4e14\u504f\u597d\u4e8e\u7403\u5f62\u3002\u5b9e\u73b0\u4e86\u7ec4\u5e73\u5747\u3002\u7ec4\u5e73\u5747\uff1a\u5b9a\u4e49\u7c07\u90bb\u8fd1\u5ea6\u4e3a\u53d6\u81ea\u4e0d\u540c\u7c07\u7684\u6240\u6709\u70b9\u7684\u5e73\u5747\u9010\u5bf9\u90bb\u8fd1\u5ea6\u3002<\/p>\n<\/div>\n<div id=\"upgma\" class=\"section level2\">\n<h2><span class=\"header-section-number\">2.4<\/span> \u8ba1\u7b97UPGMA\u805a\u5408\u805a\u7c7b<\/h2>\n<p>\u2003\u2003 \u8fd9\u4e2aUPGMA\u805a\u5408\u805a\u7c7b\u6811\u662f\u4ecb\u4e8e\u5355\u8fde\u63a5\u805a\u7c7b\u548c\u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u4e4b\u95f4\u7684\u4e00\u79cd\u805a\u7c7b\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.UPGMA <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"average"<\/span>)\n<span class=\"kw\">plot<\/span>(spe.ch.UPGMA)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\u805a\u5728\u4e00\u8d77 ,\u5e76\u5f62\u6210\u4e00\u4e2a\u65b0\u7684OTU ,\u5176\u5206\u652f\u70b9\u4f4d\u4e8e 2 \u4e2a OTU \u95f4\u8ddd\u79bb\u7684 1\/ 2 \u5904;\u7136\u540e\u8ba1\u7b97\u65b0\u7684 OTU \u4e0e\u5176\u5b83 OTU \u95f4\u7684\u5e73\u5747\u8ddd\u79bb ,\u518d\u627e\u51fa\u5176\u4e2d\u7684\u6700\u5c0f 2 \u4e2a OTU \u8fdb\u884c\u805a\u7c7b;\u5982\u6b64\u53cd\u590d ,\u76f4\u5230\u6240\u6709\u7684 OTU \u90fd\u805a\u5230\u4e00\u8d77 ,\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u5b8c\u6574\u7684\u7cfb\u7edf\u53d1\u751f\u6811\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.5<\/span> \u5f62\u5fc3\u805a\u7c7b<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.centroid <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"centroid"<\/span>)\n<span class=\"kw\">plot<\/span>(spe.ch.centroid)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u8be5\u805a\u7c7b\u901a\u8fc7\u4e00\u79cd\u7ffb\u8f6c\u4ea7\u751f\uff0cLegendre \u548cLegendre\u89e3\u91ca\u4e86\u805a\u7c7b\u6811\u7ffb\u8f6c\u5982\u4f55\u4ea7\u751f\uff0c\u5e76\u5efa\u8bae\u7528\u591a\u5206\u6cd5\uff08polychotomies\uff09\uff0c\u4ee3\u66ff\u4e8c\u5206\u6cd5\uff08dichotomies\uff09\u89e3\u8bfb\u8fd9\u79cd\u56fe\u3002<\/p>\n<\/div>\n<div id=\"ward\" class=\"section level2\">\n<h2><span class=\"header-section-number\">2.6<\/span> Ward\u6700\u5c0f\u65b9\u5dee\u805a\u7c7b<\/h2>\n<p>\u2003\u2003\u6700\u5c0f\u5316\u6240\u6709\u805a\u7c7b\u5185\u7684\u5e73\u65b9\u5dee\u603b\u548c\uff0c\u4f7f\u5f97\u4e0b\u8ff0\u7269\u79cd\u95f4\u65b9\u5dee\u6700\u5c0f\u5316\u7684\u4f18\u5316\u65b9\u5411\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.ward <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(spe.ch, <span class=\"dt\">method=<\/span><span class=\"st\">"ward"<\/span>)<\/code><\/pre>\n<pre><code>## The "ward" method has been renamed to "ward.D"; note new "ward.D2"<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.ward)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4f7f\u7528\u8ddd\u79bb\u5e73\u65b9\u9020\u6210\u6b64\u805a\u7c7b\u6811\u4e0a\u534a\u90e8\u5206\u8fc7\u4e8e\u81a8\u80c0\u3002\u4e3a\u4e86\u4f7f\u805a\u7c7b\u6811\u6bd4\u4f8b\u770b\u8d77\u6765\u66f4\u534f\u8c03\u800c\u4e0d\u5f71\u54cd\u7ed3\u6784\uff0c\u53ef\u4ee5\u4f7f\u7528\u5f53\u524d\u878d\u5408\u6c34\u5e73\u7684\u5e73\u65b9\u6839\u91cd\u65b0\u7ed8\u56fe\u3002\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.ward$height <-<span class=\"st\"> <\/span><span class=\"kw\">sqrt<\/span>(spe.ch.ward$height)\n<span class=\"kw\">plot<\/span>(spe.ch.ward)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">3<\/span> \u805a\u7c7b\u6548\u679c\u6bd4\u8f83<\/h1>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">3.1<\/span> \u540c\u8868\u578b\u76f8\u5173<\/h2>\n<p>\u2003\u2003 \u91c7\u7528\u540c\u8868\u578b\u76f8\u5173\uff0c\u53ef\u4ee5\u6bd4\u8f83\u805a\u7c7b\u7ed3\u679c\u7684\u4f18\u52a3\uff0c\u9009\u62e9\u5408\u9002\u7684\u805a\u7c7b\u7ed3\u679c\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.single.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.single)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.single.coph)<\/code><\/pre>\n<pre><code>## [1] 0.599193<\/code><\/pre>\n<p>\u2003\u2003 \u5355\u8fde\u63a5\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.599193\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">3.2<\/span> \u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.comp.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.complete)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.comp.coph)<\/code><\/pre>\n<pre><code>## [1] 0.7655628<\/code><\/pre>\n<p>\u2003\u2003\u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.7655628\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">3.3<\/span> \u5e73\u5747\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.UPGMA.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.UPGMA)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.UPGMA.coph)<\/code><\/pre>\n<pre><code>## [1] 0.8608326<\/code><\/pre>\n<p>\u2003\u2003\u5e73\u5747\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.8608326\u3002<\/p>\n<\/div>\n<div id=\"ward\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.4<\/span> Ward\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.ward.coph <-<span class=\"st\"> <\/span><span class=\"kw\">cophenetic<\/span>(spe.ch.ward)\n<span class=\"kw\">cor<\/span>(spe.ch, spe.ch.ward.coph)<\/code><\/pre>\n<pre><code>## [1] 0.7985079<\/code><\/pre>\n<p>\u2003\u2003Ward\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\uff0c\u5f97\u5230\u7cfb\u6570\u503c\u4e3a0.7985079\u3002<\/p>\n<p>\u2003\u2003\u7efc\u4e0a\uff0c\u5e73\u5747\u805a\u7c7b\u540c\u8868\u578b\u76f8\u5173\u7ed3\u679c\u8f83\u597d\u3002<\/p>\n<\/div>\n<div id=\"spearman\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.5<\/span> \u540c\u8868\u578b\u76f8\u5173spearman\u79e9\u76f8\u5173<\/h2>\n<p>\u2003\u2003\u54ea\u4e2a\u805a\u7c7b\u6811\u4fdd\u6301\u4e0e\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u6700\u63a5\u8fd1\uff0c\u5219\u8bf4\u660e\u805a\u7c7b\u6548\u679c\u8f83\u597d\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">cor<\/span>(spe.ch, spe.ch.ward.coph, <span class=\"dt\">method=<\/span><span class=\"st\">"spearman"<\/span>)<\/code><\/pre>\n<pre><code>## [1] 0.7661171<\/code><\/pre>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">4<\/span> \u89e3\u8bfb<\/h1>\n<div id=\"gower\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.1<\/span> Gower\u8ddd\u79bb<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.single <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.single.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.single<\/code><\/pre>\n<pre><code>## [1] 95.41391<\/code><\/pre>\n<p>\u2003\u2003\u5355\u4e00\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a95.41391<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.comp <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.comp.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.comp<\/code><\/pre>\n<pre><code>## [1] 40.48897<\/code><\/pre>\n<p>\u2003\u2003\u5b8c\u5168\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a40.48897<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.UPGMA <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.UPGMA.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.UPGMA<\/code><\/pre>\n<pre><code>## [1] 11.6746<\/code><\/pre>\n<p>\u2003\u2003UPGMA\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a11.6746<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">gow.dist.ward <-<span class=\"st\"> <\/span><span class=\"kw\">sum<\/span>((spe.ch-spe.ch.ward.coph)^<span class=\"dv\">2<\/span>)\ngow.dist.ward<\/code><\/pre>\n<pre><code>## [1] 532.0055<\/code><\/pre>\n<p>\u2003\u2003\u805a\u7c7b\u548c\u539f\u59cb\u7684\u5f26\u8ddd\u79bb\u77e9\u9635\u7684\u8ddd\u79bb\u4e3a532.0055\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.2<\/span> \u878d\u5408\u6c34\u5e73\u503c\u56fe<\/h2>\n<p>\u2003\u2003\u7ed8\u5236\u5355\u8fde\u63a5\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.3<\/span> \u5355\u4e00\u8fde\u63a5\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.single$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-\u5355\u8fde\u63a5"<\/span>,\n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.single$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.4<\/span> \u5b8c\u5168\u8fde\u63a5\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.complete$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-\u5b8c\u5168\u8fde\u63a5"<\/span>,\n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.complete$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7ed8\u5236\u5b8c\u5168\u8fde\u63a5\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002\u5f53\u8282\u70b9\u9ad8\u5ea6\u4e3a1.4\u65f6\uff0c\u805a\u7c7b\u6570\u91cf\u4e3a2.<\/p>\n<\/div>\n<div id=\"upgma\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.5<\/span> UPGMA\u805a\u7c7b\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.UPGMA$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-UPGMA"<\/span>, \n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.UPGMA$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7ed8\u5236 UPGMA\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002\u5f53\u8282\u70b9\u9ad8\u5ea6\u4e3a1.2\u65f6\uff0c\u805a\u7c7b\u6570\u91cf\u4e3a2.<\/p>\n<\/div>\n<div id=\"ward\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.6<\/span> Ward\u805a\u6c34\u5e73\u503c\u56fe<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(spe.ch.ward$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">type=<\/span><span class=\"st\">"S"<\/span>, <span class=\"dt\">main=<\/span><span class=\"st\">"\u878d\u5408\u6c34\u5e73\u503c-\u5f26\u8ddd\u79bb-Ward"<\/span>, \n <span class=\"dt\">ylab=<\/span><span class=\"st\">"k \uff08\u805a\u7c7b\u7c07\u6570\u91cf\uff09"<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"h (\u8282\u70b9\u9ad8\u5ea6\uff09"<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"grey"<\/span>)\n<span class=\"kw\">text<\/span>(spe.ch.ward$height, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"kw\">nrow<\/span>(spe):<span class=\"dv\">2<\/span>, <span class=\"dt\">col=<\/span><span class=\"st\">"red"<\/span>, <span class=\"dt\">cex=<\/span><span class=\"fl\">0.8<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7ed8\u5236 Ward\u805a\u7c7b\u878d\u5408\u6c34\u5e73\u503c\u56fe\uff0c\u968f\u7740\u8282\u70b9\u9ad8\u5ea6\u589e\u52a0\uff0c\u805a\u7c7b\u6570\u91cf\u51cf\u5c11\u3002\u5f53\u8282\u70b9\u9ad8\u5ea6\u4e3a2.0\u548c2.5\u540e\uff0c\u805a\u7c7b\u6570\u91cf\u4e3a2.<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.7<\/span> \u9009\u62e9\u805a\u7c7b\u7c07\u7684\u6570\u91cf<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">k <-<span class=\"st\"> <\/span><span class=\"dv\">4<\/span>\ncutg <-<span class=\"st\"> <\/span><span class=\"kw\">cutree<\/span>(spe.ch.ward, <span class=\"dt\">k=<\/span>k)\n<span class=\"co\">#\u8bbe\u5b9a\u7ec4\u6570\u7684\u6700\u7ec8\u805a\u7c7b\u6811<\/span>\n<span class=\"co\"># \u51fd\u6570reorder.hclust\uff08\uff09\u7684\u4f5c\u7528\u662f\u91cd\u65b0\u6392\u5217\u4ece\u51fd\u6570hclust\uff08\uff09\u83b7\u5f97\u7684\u805a\u7c7b\u6811\uff0c\u4f7f<\/span>\n<span class=\"co\"># \u805a\u7c7b\u6811\u5185\u5bf9\u8c61\u7684\u6392\u5217\u987a\u5e8f\u4e0e\u539f\u59cb\u76f8\u5f02\u77e9\u9635\u5185\u5bf9\u8c61\u7684\u6392\u5217\u987a\u5e8f\u5c3d\u53ef\u80fd\u4e00\u81f4\u3002\u91cd\u6392<\/span>\n<span class=\"co\"># \u4e0d\u5f71\u54cd\u805a\u7c7b\u6811\u7684\u7ed3\u6784\u3002<\/span>\nspe.chwo <-<span class=\"st\"> <\/span><span class=\"kw\">reorder.hclust<\/span>(spe.ch.ward, spe.ch)\n<span class=\"co\"># \u7ed8\u5236\u91cd\u6392\u540e\u5e26\u7ec4\u6807\u8bc6\u7684\u805a\u7c7b\u6811<\/span>\n<span class=\"kw\">plot<\/span>(spe.chwo, <span class=\"dt\">hang=<\/span>-<span class=\"dv\">1<\/span>, <span class=\"dt\">xlab=<\/span><span class=\"st\">"4 groups"<\/span>, <span class=\"dt\">sub=<\/span><span class=\"st\">""<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"Height"<\/span>, \n <span class=\"dt\">main=<\/span><span class=\"st\">"Chord - Ward (reordered)"<\/span>, <span class=\"dt\">labels=<\/span><span class=\"kw\">cutree<\/span>(spe.chwo, <span class=\"dt\">k=<\/span>k))\n<span class=\"kw\">rect.hclust<\/span>(spe.chwo, <span class=\"dt\">k=<\/span>k)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u901a\u8fc7\u4e0a\u8ff0\u56fe\u5f62\uff0c\u5f97\u77e5\u6700\u4f73\u805a\u7c7b\u6570\u91cf\u4e3a4.<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.8<\/span> \u805a\u7c7b\u6811\u53ef\u89c6\u5316<\/h2>\n<p>\u2003\u2003\u4f7f\u7528\u81ea\u7f16\u51fd\u6570hcoplot\uff08\uff09\u53ef\u4ee5\u5feb\u901f\u83b7\u5f97\u6700\u7ec8\u805a\u7c7b\u6811\u3002\u80fd\u7ed8\u5236\u5e26\u4e0d\u540c\u989c\u8272\u7684\u6700\u7ec8\u805a\u7c7b\u6811\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">4.9<\/span> \u81ea\u7f16\u51fd\u6570\u7ed8\u5236\u805a\u7c7b\u6811<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">source<\/span>(<span class=\"st\">"C:<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Users<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">dell<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">Desktop<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u8c08\u5fb7\u6797_\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b_20190624<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">\u539f\u59cb\u8d44\u6599\u53ca\u6570\u636e<\/span><span class=\"ch\">\\\\<\/span><span class=\"st\">hcoplot.R"<\/span>) <span class=\"co\"># hcoplot.R\u811a\u672c\u5fc5\u987b\u5728\u5f53\u524d\u5de5\u4f5c\u76ee\u524d\u4e0b<\/span>\n<span class=\"kw\">hcoplot<\/span>(spe.ch.ward, spe.ch, <span class=\"dt\">k=<\/span><span class=\"dv\">4<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e0a\u8ff0\u7684\u53c2\u6570hang=-1\u662f\u8bbe\u5b9a\u805a\u7c7b\u6811\u7684\u5206\u652f\u7ec8\u7aef\u4ece0\u7684\u4f4d\u7f6e\u5f00\u59cb\uff0c\u5e76\u4e14\u805a\u7c7b\u7c07\u7684\u6807\u8bc6\u5c06\u5728\u8fd9\u4e2a\u8bbe\u5b9a\u503c\u4e4b\u4e0b.\u5f97\u5230\u7684\u805a\u7c7b\u6811\u3002<\/p>\n<\/div>\n<div id=\"k-\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.10<\/span> \u8f6c\u5316\u6570\u636ek-\u5747\u503c\u5212\u5206<\/h2>\n<p>\u2003\u2003\u6ce8\u610f\uff1a\u5373\u4f7f\u7ed9\u5b9a\u7684nstart\u76f8\u540c\uff0c\u6bcf\u6b21\u8fd0\u884c\u4e0a\u8ff0\u547d\u4ee4\uff0c\u6240\u4ea7\u751f\u7684\u7ed3\u679c\u4e5f\u4e0d\u4e00\u5b9a \u5b8c\u5168\u76f8\u540c\uff0c\u56e0\u4e3a\u6bcf\u6b21\u8fd0\u7b97\u8bbe\u5b9a\u7684\u521d\u59cb\u7ed3\u6784\u662f\u968f\u673a\u7684\u3002<\/p>\n<p>\u2003\u2003 \u4ee5PAM\u52064\u7ec4\u60c5\u51b5\uff08partitioning around medoids\uff0cPAM\uff09\u8fdb\u884c\u5212\u5206\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.kmeans <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(spe.norm, <span class=\"dt\">centers=<\/span><span class=\"dv\">4<\/span>, <span class=\"dt\">nstart=<\/span><span class=\"dv\">100<\/span>)\nspe.kmeans <\/code><\/pre>\n<pre><code>## K-means clustering with 4 clusters of sizes 8, 3, 6, 12\n## \n## Cluster means:\n## CHA TRU VAI LOC OMB BLA\n## 1 0.00000000 0.006691097 0.02506109 0.06987391 0.006691097 0.006691097\n## 2 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000 0.000000000\n## 3 0.06167791 0.122088022 0.26993915 0.35942538 0.032664966 0.135403325\n## 4 0.10380209 0.542300691 0.50086515 0.43325916 0.114024105 0.075651573\n## HOT TOX VAN CHE BAR SPI\n## 1 0.10687104 0.09377516 0.14194394 0.2011411 0.24327992 0.1326062\n## 2 0.05205792 0.00000000 0.07647191 0.3166705 0.00000000 0.0000000\n## 3 0.06212775 0.21568957 0.25887226 0.2722562 0.15647062 0.1574388\n## 4 0.00000000 0.00000000 0.06983991 0.1237394 0.02385019 0.0000000\n## GOU BRO PER BOU PSO ROT\n## 1 0.28386032 0.20630360 0.16920496 0.2214275 0.19066542 0.13171275\n## 2 0.20500174 0.07647191 0.00000000 0.0000000 0.05205792 0.07647191\n## 3 0.16822286 0.12276089 0.17261621 0.0793181 0.06190283 0.04516042\n## 4 0.05670453 0.04722294 0.02949244 0.0000000 0.00000000 0.00000000\n## CAR TAN BCO PCH GRE GAR\n## 1 0.16019126 0.26230024 0.19561641 0.1331835 0.26713081 0.32103755\n## 2 0.00000000 0.00000000 0.00000000 0.0000000 0.18058775 0.31667052\n## 3 0.06190283 0.14539027 0.01473139 0.0000000 0.03192175 0.32201597\n## 4 0.00000000 0.03833408 0.00000000 0.0000000 0.00000000 0.01049901\n## BBO ABL ANG\n## 1 0.22883055 0.3326939 0.18873077\n## 2 0.05205792 0.7618709 0.00000000\n## 3 0.01473139 0.1095241 0.04739636\n## 4 0.00000000 0.0000000 0.00000000\n## \n## Clustering vector:\n## 1 2 3 4 5 6 7 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 \n## 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 3 3 3 1 1 1 2 2 2 1 \n## 27 28 29 30 \n## 1 1 1 1 \n## \n## Within cluster sum of squares by cluster:\n## [1] 0.4696535 0.3560423 1.7361453 2.5101386\n## (between_SS \/ total_SS = 66.7 %)\n## \n## Available components:\n## \n## [1] "cluster" "centers" "totss" "withinss" \n## [5] "tot.withinss" "betweenss" "size" "iter" \n## [9] "ifault"<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">spe.ch.pam <-<span class=\"st\"> <\/span><span class=\"kw\">pam<\/span>(spe.ch, <span class=\"dt\">k=<\/span><span class=\"dv\">4<\/span>, <span class=\"dt\">diss=<\/span><span class=\"ot\">TRUE<\/span>)<span class=\"co\">#default for dist or dissimilarity<\/span>\n<span class=\"kw\">summary<\/span>(spe.ch.pam)<\/code><\/pre>\n<pre><code>## Medoids:\n## ID \n## [1,] "11" "12"\n## [2,] "6" "6" \n## [3,] "16" "17"\n## [4,] "25" "26"\n## Clustering vector:\n## 1 2 3 4 5 6 7 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 \n## 1 1 1 2 2 2 1 2 2 1 1 1 1 1 3 3 3 3 4 4 4 4 4 4 4 \n## 27 28 29 30 \n## 4 4 4 4 \n## Objective function:\n## build swap \n## 0.4426460 0.4390712 \n## \n## Numerical information per cluster:\n## size max_diss av_diss diameter separation\n## [1,] 9 0.8769750 0.4350972 1.1168811 0.3429386\n## [2,] 5 0.8814766 0.4962134 1.0854578 0.3429386\n## [3,] 4 0.5988903 0.3678822 0.8037373 0.4977122\n## [4,] 11 0.8841837 0.4422357 1.1276080 0.4977122\n## \n## Isolated clusters:\n## L-clusters: character(0)\n## L*-clusters: character(0)\n## \n## Silhouette plot information:\n## cluster neighbor sil_width\n## 13 1 2 0.42988827\n## 12 1 2 0.40576079\n## 2 1 2 0.38341138\n## 14 1 2 0.35676210\n## 11 1 2 0.34188972\n## 3 1 2 0.27044354\n## 1 1 2 0.24590101\n## 7 1 2 0.24135661\n## 15 1 3 0.05061851\n## 6 2 1 0.09343621\n## 10 2 1 0.06179173\n## 9 2 3 0.04916887\n## 5 2 3 -0.03817150\n## 4 2 1 -0.14708925\n## 17 3 2 0.45357978\n## 18 3 4 0.38401410\n## 16 3 2 0.23661137\n## 19 3 4 0.15364654\n## 26 4 3 0.48031045\n## 27 4 3 0.46380689\n## 28 4 3 0.45849776\n## 22 4 3 0.41331416\n## 21 4 3 0.39375977\n## 29 4 3 0.36426967\n## 30 4 3 0.36420744\n## 24 4 3 0.31070288\n## 25 4 3 0.26599024\n## 20 4 3 0.23649622\n## 23 4 3 0.21029600\n## Average silhouette width per cluster:\n## [1] 0.302892439 0.003827211 0.306962948 0.360150134\n## Average silhouette width of total data set:\n## [1] 0.2736094\n## \n## Available components:\n## [1] "medoids" "id.med" "clustering" "objective" "isolation" \n## [6] "clusinfo" "silinfo" "diss" "call"<\/code><\/pre>\n<\/div>\n<div id=\"k-4\" class=\"section level2\">\n<h2><span class=\"header-section-number\">4.11<\/span> k-\u5747\u503c\u5212\u5206\u4e0e4\u4e2a\u73af\u5883\u53d8\u91cf\u5206\u6790<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">attach<\/span>(env)\n<span class=\"co\"># \u5b9a\u91cf\u73af\u5883\u53d8\u91cf\u7bb1\u7ebf\u56fe<\/span>\n<span class=\"co\"># \u6d77\u62d4\u3001\u5761\u5ea6\u3001\u6c27\u542b\u91cf\u548c\u94f5\u6d53\u5ea6<\/span>\n<span class=\"kw\">par<\/span>(<span class=\"dt\">mfrow=<\/span><span class=\"kw\">c<\/span>(<span class=\"dv\">2<\/span>,<span class=\"dv\">2<\/span>))\n<span class=\"kw\">boxplot<\/span>(<span class=\"kw\">sqrt<\/span>(alt) ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u6d77\u62d4"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"sqrt(alt)"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)\n<span class=\"kw\">boxplot<\/span>(<span class=\"kw\">log<\/span>(pen) ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u5761\u5ea6"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"log(pen)"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)\n<span class=\"kw\">boxplot<\/span>(oxy ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u6c27\u542b\u91cf"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"oxy"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)\n<span class=\"kw\">boxplot<\/span>(<span class=\"kw\">sqrt<\/span>(amm) ~<span class=\"st\"> <\/span>spe.kmeans$cluster, <span class=\"dt\">main=<\/span><span class=\"st\">"\u94f5\u6d53\u5ea6"<\/span>, <span class=\"dt\">las=<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">ylab=<\/span><span class=\"st\">"sqrt(amm)"<\/span>, <span class=\"dt\">col=<\/span><span class=\"dv\">2<\/span>:<span class=\"dv\">5<\/span>, <span class=\"dt\">varwidth=<\/span><span class=\"ot\">TRUE<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u901a\u8fc7\u4e0d\u540c\u7684k\u5747\u503c\u5212\u5206\u540e\uff0c\u5f97\u5230\u6d77\u62d4\u3001\u5761\u5ea6\u3001\u6c27\u542b\u91cf\u548c\u94f5\u6d53\u5ea6\u548c\u73af\u5883\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5982\u4e0a\u6240\u793a\u3002\u805a\u7c7b\u7c7b\u578b\u4e3a3\u7684\uff0c\u6d77\u62d4\u3001\u5761\u5ea6\u3002\u542b\u6c27\u91cf\u90fd\u8f83\u9ad8\u4e0e\u5176\u4ed6\u805a\u7c7b\u7684\u7c7b\u578b\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">5<\/span> \u68c0\u9a8c<\/h1>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.1<\/span> \u65b9\u5dee\u5206\u6790\u68c0\u9a8c\u5047\u8bbe<\/h2>\n<p>\u2003\u2003\u5047\u8bbe\u68c0\u9a8c\uff08Hypothesis Testing\uff09\u662f\u6570\u7406\u7edf\u8ba1\u5b66\u4e2d\u6839\u636e\u4e00\u5b9a\u5047\u8bbe\u6761\u4ef6\u7531\u6837\u672c\u63a8\u65ad\u603b\u4f53\u7684\u4e00\u79cd\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.2<\/span> \u68c0\u9a8c\u6b8b\u5dee\u7684\u6b63\u6001\u6027<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(<span class=\"kw\">sqrt<\/span>(alt) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(sqrt(alt) ~ as.factor(spe.kmeans$cluster)))\n## W = 0.96238, p-value = 0.3756<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(<span class=\"kw\">log<\/span>(pen) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(log(pen) ~ as.factor(spe.kmeans$cluster)))\n## W = 0.95182, p-value = 0.204<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(oxy ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(oxy ~ as.factor(spe.kmeans$cluster)))\n## W = 0.93941, p-value = 0.09674<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">shapiro.test<\/span>(<span class=\"kw\">resid<\/span>(<span class=\"kw\">lm<\/span>(<span class=\"kw\">sqrt<\/span>(amm) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))))<\/code><\/pre>\n<pre><code>## \n## Shapiro-Wilk normality test\n## \n## data: resid(lm(sqrt(amm) ~ as.factor(spe.kmeans$cluster)))\n## W = 0.95398, p-value = 0.2319<\/code><\/pre>\n<p>\u2003\u2003\u68c0\u9a8c\u7ed3\u679c\u8868\u660esqrt(alt)\u3001log(pen)\u3001oxy\u548csqrt(amm)\u7684\u6b8b\u5dee\u662f\u6b63\u6001\u5206\u5e03\u3002\u4e5f\u5c1d\u8bd5\u4e3a\u5176\u4ed6\u7684\u73af\u5883\u53d8\u91cf\u5bfb\u627e\u597d\u7684\u6807\u51c6\u5316\u8f6c\u5316\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.3<\/span> \u68c0\u9a8c\u65b9\u5dee\u9f50\u6027<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(<span class=\"kw\">sqrt<\/span>(alt), <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: sqrt(alt) and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 16.953, df = 3, p-value = 0.0007227<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(<span class=\"kw\">log<\/span>(pen), <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: log(pen) and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 2.9832, df = 3, p-value = 0.3942<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(oxy, <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: oxy and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 1.8258, df = 3, p-value = 0.6093<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">bartlett.test<\/span>(<span class=\"kw\">sqrt<\/span>(amm), <span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Bartlett test of homogeneity of variances\n## \n## data: sqrt(amm) and as.factor(spe.kmeans$cluster)\n## Bartlett's K-squared = 5.7203, df = 3, p-value = 0.126<\/code><\/pre>\n<p>\u2003\u2003\u53d8\u91cfsqrt(alt)\u7684\u65b9\u5dee\u4e0d\u9f50\uff0c\u6240\u4ee5\u53c2\u6570\u68c0\u9a8c\u7684\u65b9\u5dee\u5206\u6790\u4e0d\u9002\u7528\u3002<\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">5.4<\/span> \u53d8\u91cf\u7684\u65b9\u5dee\u5206\u6790<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(<span class=\"kw\">aov<\/span>(<span class=\"kw\">log<\/span>(pen) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster)))<\/code><\/pre>\n<pre><code>## Df Sum Sq Mean Sq F value Pr(>F) \n## as.factor(spe.kmeans$cluster) 3 18.05 6.018 7.283 0.00114 **\n## Residuals 25 20.66 0.826 \n## ---\n## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(<span class=\"kw\">aov<\/span>(oxy ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster)))<\/code><\/pre>\n<pre><code>## Df Sum Sq Mean Sq F value Pr(>F) \n## as.factor(spe.kmeans$cluster) 3 103.54 34.51 26.27 6.75e-08 ***\n## Residuals 25 32.84 1.31 \n## ---\n## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(<span class=\"kw\">aov<\/span>(<span class=\"kw\">sqrt<\/span>(amm) ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster)))<\/code><\/pre>\n<pre><code>## Df Sum Sq Mean Sq F value Pr(>F) \n## as.factor(spe.kmeans$cluster) 3 2.6126 0.8709 49.55 1.15e-10 ***\n## Residuals 25 0.4394 0.0176 \n## ---\n## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1<\/code><\/pre>\n<p>\u2003\u2003\u4ece\u4e0a\u8ff0\u7ed3\u679c\u770b\u51fa\uff0c\u5761\u5ea6\u3001\u542b\u6c27\u91cf\u548c\u94f5\u6d53\u5ea6\u5728\u4e0d\u540c\u805a\u7c7b\u7c07\u4e4b\u95f4\u662f\u65e0\u663e\u8457\u6027\u5dee\u5f02\u8f83\u4e3a\u660e\u663e\u3002<\/p>\n<\/div>\n<div id=\"altkruskal-wallis\" class=\"section level2\">\n<h2><span class=\"header-section-number\">5.5<\/span> \u53d8\u91cfalt\u7684Kruskal-Wallis\u68c0\u9a8c<\/h2>\n<p>\u2003\u2003 Kruskal-Wallis\u68c0\u9a8c\u7528\u6765\u68c0\u6d4b\u603b\u4f53\u51fd\u6570\u5206\u5e03\u7684\u4e00\u81f4\u6027\u539f\u5047\u8bbe\u548c\u5176\u66ff\u4ee3\u5047\u8bbe\uff0c\u5173\u4e8e\u81f3\u5c11\u4e24\u4e2a\u6837\u672c\u4e4b\u95f4\u5b58\u5728\u5dee\u5f02\u7684\u5047\u8bbe\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">kruskal.test<\/span>(alt ~<span class=\"st\"> <\/span><span class=\"kw\">as.factor<\/span>(spe.kmeans$cluster))<\/code><\/pre>\n<pre><code>## \n## Kruskal-Wallis rank sum test\n## \n## data: alt by as.factor(spe.kmeans$cluster)\n## Kruskal-Wallis chi-squared = 21.526, df = 3, p-value = 8.186e-05<\/code><\/pre>\n<p>\u2003\u2003\u4ece\u4e0a\u8ff0\u770b\u51fa\uff0cp\u503c\u8fdc\u5c0f\u4e8e0.05\uff0c\u8bf4\u660e\u6d77\u62d4\u5728\u4e0d\u540c\u805a\u7c7b\u7c07\u4e4b\u95f4\u662f\u65e0\u663e\u8457\u6027\u5dee\u5f02\u8f83\u4e3a\u660e\u663e\u3002<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">detach<\/span>(env)<\/code><\/pre>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">6<\/span> \u672c\u7ae0\u6c47\u603b<\/h1>\n<hr \/>\n<table>\n<thead>\n<tr class=\"header\">\n<th align=\"left\">\u53c2\u6570<\/th>\n<th align=\"left\">\u7c7b\u522b<\/th>\n<th align=\"left\">\u529f\u80fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"odd\">\n<td align=\"left\">ade4<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u53ef\u7ed8\u5236\u6700\u5c0f\u751f\u6210\u6811\u8fdb\u884c\u5bf9\u5e94\u5206\u6790<\/td>\n<\/tr>\n<tr class=\"even\">\n<td align=\"left\">vegan<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u63d0\u4f9b\u975e\u5ea6\u91cf\u591a\u7ef4\u5c3a\u5ea6\u5206\u6790\u7684\u5305\u88c5<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td align=\"left\">gclus<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u9488\u5bf9\u805a\u7c7b\u7684\u6563\u70b9\u56fe\u548c\u5e73\u884c\u5750\u6807\u56fe<\/td>\n<\/tr>\n<tr class=\"even\">\n<td align=\"left\">cluster<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u5b9e\u73b0\u805a\u7c7b<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td align=\"left\">FD<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u8ba1\u7b97\u529f\u80fd\u591a\u6837\u6027<\/td>\n<\/tr>\n<tr class=\"even\">\n<td align=\"left\">RColorBrewer<\/td>\n<td align=\"left\">\u5305<\/td>\n<td align=\"left\">\u989c\u8272\u8c03\u8282<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">7<\/span> \u53c2\u8003\u6587\u732e<\/h1>\n<hr \/>\n<p><\/font><\/p>\n<p>\u2003\u2003[1] \u8d56\u6c5f\u5c71\u8bd1. \u300a\u6570\u91cf\u751f\u6001\u5b66\u2014\u2014R\u8bed\u8a00\u7684\u5e94\u7528\u300b.<\/p>\n<p>\u2003\u2003[2]<a href=\"https:\/\/www.jianshu.com\/p\/744d71f235c4\" class=\"uri\">https:\/\/www.jianshu.com\/p\/744d71f235c4<\/a><\/p>\n<\/div>\n\n\n\n<\/div>\n<\/div>\n\n<\/div>\n\n<script>\n\n\/\/ add bootstrap table styles to pandoc tables\nfunction bootstrapStylePandocTables() {\n $('tr.header').parent('thead').parent('table').addClass('table table-condensed');\n}\n$(document).ready(function () {\n bootstrapStylePandocTables();\n});\n\n\n<\/script>\n\n\n<script>\n (function () {\n var script = document.createElement(\"script\");\n script.type = \"text\/javascript\";\n script.src = \"https:\/\/mathjax.rstudio.com\/latest\/MathJax.js?config=TeX-AMS-MML_HTMLorMML\";\n document.getElementsByTagName(\"head\")[0].appendChild(script);\n })();\n<\/script>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b Code Show All […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[15],"tags":[16,17],"class_list":["post-397","post","type-post","status-publish","format-standard","hentry","category-15","tag-16","tag-17"],"acf":[],"jetpack_featured_media_url":"","uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"wtxiong","author_link":"https:\/\/byecampus.com\/index.php\/author\/wtxiong\/"},"uagb_comment_info":0,"uagb_excerpt":"\u7269\u79cd\u7a7a\u95f4\u805a\u7c7b Code Show All […]","_links":{"self":[{"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/posts\/397","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/comments?post=397"}],"version-history":[{"count":1,"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/posts\/397\/revisions"}],"predecessor-version":[{"id":398,"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/posts\/397\/revisions\/398"}],"wp:attachment":[{"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/media?parent=397"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/categories?post=397"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/byecampus.com\/index.php\/wp-json\/wp\/v2\/tags?post=397"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}