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Num._Ecology_Chap._9.html
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<!DOCTYPE html>
<html>
<head>
<title>Chapter 9 Ordination in Reduced Space</title>
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BGrZn%2F05Araw2f6ICggwKv43AVD%2BsAFQkQPd%2FCkB5o%2B0YD%2F9dgABAIX%2F7AQdBbYAGgA6QB8PAxkUCBQXAwQcGwARS1kAAAYVFRhMWRUGBgxLWQYZAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEyBBUUACMiJzUeATMyNjUQISIHJxMhFSEDNgIt5wEJ%2Ft%2F%2B94JG0GWww%2F6JX59WNwLX%2FbclcwN95cfj%2Fv5PoC0zpp0BMh03AqyZ%2FkkXAAAAAAIAdf%2FsBC8FywAWACQAREAjGhELISEAAAYRAyYlDAsOHU1ZCw4OFAMUF0tZFBkDCE1ZAwcAPysAGD8rERIAORgvOSsRADMREgEXOREzETMRMzEwExAAITIXFSYjIgIDMzYzMhYVFAIjIgAFMjY1NCYjIg4BFRQeAXUBTwFIcUFNY%2Bv4DAxu7sXj%2BdTj%2FvYB646dkpFalllQkwJxAa8BqxOPGf7b%2Fsas7szk%2FvsBVcizqZGmSoJGZ7JoAAAAAQBeAAAEKwW2AAYAH0AQAQUFAAIDBwgDAkxZAwYAGAA%2FPysREgEXOREzMTAhASE1IRUBAR0CXvzjA839qgUdmYX6zwADAGj%2F7AQpBcsAFgAiAC4ATUApFw8mFCwDHQkJAwYRFA8GLzAGESkgKSBLWSkpDAAMGk1ZDBkAI01ZAAcAPysAGD8rERIAORgvKxESADk5ERIBFzkRMxEzETMRMzEwATIWFRQGBx4BFRQGIyImNTQlLgE1NDYDFBYzMjY1NCYnDgEBIgYVFBYXPgE1NCYCSMjqhpOylv7d6vwBMop463enl5WmnMKVhgE6fY52n493kQXLuqRssklVu3u22c28%2B4xOtXCfvfumeIaMemGXR0CbA2d4ZFyEQjyKXGV3AAAAAAIAav%2FsBCUFywAXACUAQUAiGxEiCgoAAAQRAyYnDh5NWQsUDg4CFBQYS1kUBwIHTVkCGQA%2FKwAYPysREgA5GC8SOSsREgEXOREzETMRMzEwARAhIic1FjMyEhMjDgEjIiY1NAAzMhYSASIGFRQWMzI%2BATU0LgEEJf1odERQZvD1Cww3tnLC5AD%2F0JXfeP4Uj5yQk1uZWFKTA0b8phSPGgEpATNTV%2BjQ5AEImf7bATC4pJClSoBGabJmAAAAAgCY%2F%2BMBiQRkAAsAFQAoQBQQBgYMAAAWFw4TT1kOEAkDT1kJFgA%2FKwAYPysREgE5ETMzETMxMDc0NjMyFhUUBiMiJhE0MzIVFAYjIiaYPTk6QUI5M0N2e0I5M0NqQ0VFQ0FGPwO7h4dBRj8AAgA%2F%2FvgBhQRkAAgAEgAiQBABDQ0FCQkUEwsQT1kLEAUAAC%2FNPysREgE5ETMzETMxMCUXBgIHIzYSNwM0MzIVFAYjIiYBXg8aYjV9G0ENFXd7Qjk6Pe4XZP73cmgBMlwC74eHQUZGAAABAGgA8gQpBNkABgAVQAkEAAUBBAcIAwAALy8REgEXOTEwJQE1ARUJAQQp%2FD8DwfzyAw7yAaZiAd%2BV%2Fo3%2BuAAAAgB3AcEEGQPjAAMABwAqQBUHAgQAAgAJCAQFUFkEAQBQWQ8BAQEAL10rABgvKxESATk5ETMRMzEwEzUhFQE1IRV3A6L8XgOiA1qJif5niYkAAAAAAQBoAPIEKQTZAAYAFUAJBQECAAQHCAYDAC8vERIBFzkxMBMJATUBFQFoAw%2F88QPB%2FD8BiQFGAXWV%2FiFi%2FloAAAIAG%2F%2FjAzkFywAbACYAOUAdIRwbAAcTEwAcDgQnKAAAJBAkHk9ZJBYQCklZEAQAPysAGD8rERIAORgvERIBFzkRMxEzETMxMAE1NDY3PgE1NCYjIgYHJzYzMhYVFA4BBw4BHQEDNDMyFhUUBiMiJgEhSGKIR4N7T5ZhO73Ov9QnTH5lQbJ4Oj9AOTREAZM2dZdUc3RSZm8lMYdjvKtJb2NuVnJfIf7XiEZCQEc%2FAAAAAgB5%2F0YGuAW0ADUAPwBFQCIjLjYOOwcUGwAAKRQOLgVAQRg4OAQ9CBELEQsRKx8yAyYrAC8zPzMSOTkvLxI5MjMzETMREgEXOREzETMzETMRMzEwARQOASMiJicjDgEjIiY1NBIzMhYXAxUUMzI2NTQCJCMiBAIVEAAhMjcVBiMgABEQEiQhMgQSARQzMhsBJiMiBga4WKBoVnYLCCiVZpap7MBErEUZhVtylP7vsd%2F%2Btq4BQgEv0uLA9P6V%2Fm%2FWAYwBANcBT7f79sPPEg5IVYKTAtmO7IJoUVdizbDMAP8ZFv4qFrLXrLUBEJO5%2Fqnh%2Fs%2F%2BuFaFVAGPAWYBBAGW37X%2Bs%2F6k%2FgE5AQUUtAAAAAACAAAAAAUQBbwABwAOADlAHgIOCwgBBQADAAcDBAcEEA8OAklZCwUODgQFAwAEEgA%2FMz8SOS8SOSsREgE5OREzETMREhc5MTAhAyEDIwEzCQEDJicGBwMEYLb9trSsAkKPAj%2F%2BZaohIxYprAHR%2Fi8FvPpEAmoBxVZ9YHP%2BOwAAAAMAyQAABL4FtgAOABcAIABJQCYTBB0KDxkZDgoEBw4EISIIDxgPGEpZDw8OAA4ZSlkOEgAXSlkAAwA%2FKwAYPysREgA5GC8rERIAORESARc5ETMRMxEzETMxMBMhIAQVFAYHFQQRFAQjIRMhMjY1NCYrARkBITI2NTQmI8kBnQEjAQSRiwFN%2Fvfu%2FgKqARi0nrDA%2BgExsbO3uwW2rryCqRkKOf7bxNwDRHGGe239kf3diZKIgAAAAAABAH3%2F7ATPBcsAFgAmQBQDDhQJDgMXGBIASVkSBAsGSVkLEwA%2FKwAYPysREgEXOREzMTABIgAREAAzMjcVBiMgABE0EiQzMhcHJgM78f7pAQ35mcSY3%2F69%2FqGpAT%2FY5qxIpgUz%2Fr%2F%2B6f7h%2Fsc3lTkBiAFp4gFUuFSSTgAAAgDJAAAFWAW2AAgAEQAoQBQOBAkABAASEwUNSlkFAwQOSlkEEgA%2FKwAYPysREgE5OREzETMxMAEQACkBESEgAAMQACEjETMgAAVY%2Fnf%2Bj%2F5rAcABVQF6tP7h%2FuX3zwEwATIC6f6W%2FoEFtv6G%2FqcBHgEi%2B3ABKwAAAQDJAAAD%2BAW2AAsAOkAfBgoKAQQACAEEDA0GCUlZBgYBAgIFSVkCAwEKSVkBEgA%2FKwAYPysREgA5GC8rERIBFzkRMxEzMTApAREhFSERIRUhESED%2BPzRAy%2F9ewJe%2FaIChQW2l%2F4plv3mAAAAAQDJAAAD%2BAW2AAkAMkAaBgAAAQMIAQMKCwYJSVkGBgECAgVJWQIDARIAPz8rERIAORgvKxESARc5ETMRMzEwISMRIRUhESEVIQFzqgMv%2FXsCXv2iBbaX%2FemXAAABAH3%2F7AU9BcsAGwA6QB8UCBkCAg4bCAQcHQAbSVkAAAUMDBFJWQwEBRdJWQUTAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEhEQ4BIyAAETQSJDMyFwcmIyAAERAAITI3ESEDTAHxdPCe%2FrT%2BjrcBWOfqykLGt%2F71%2FtQBIQEYmJH%2BuQL%2B%2FTklJgGLAWTkAVe1VpZU%2FsL%2B5v7Y%2Fs4jAcIAAQDJAAAFHwW2AAsAM0AZCQEBAAgEBAUABQ0MCANJWQgIBQoGAwEFEgA%2FMz8zEjkvKxESATk5ETMRMxEzETMxMCEjESERIxEzESERMwUfqvz%2BqqoDAqoCsP1QBbb9kgJuAAAAAAEAyQAAAXMFtgADABG2AAQFAQMAEgA%2FPxESATkxMDMRMxHJqgW2%2BkoAAAAAAf9g%2Fn8BaAW2AA0AHUANCwgIDg8JAwAFSVkAIgA%2FKwAYPxESATkRMzEwAyInNRYzMjY1ETMRFAYMXjZHTWNnqsD%2BfxuRFHhxBbb6WL7RAAABAMkAAATpBbYACwAqQBUIBAQFBQILCgAFDQwCCAUJBgMBBRIAPzM%2FMxI5ORESARc5ETMRMzEwISMBBxEjETMRATMBBOnI%2FeuZqqoCl8n9tALFiP3DBbb9KwLV%2FYUAAAABAMkAAAP4BbYABQAfQA4DAAAEBgcBAwADSVkAEgA%2FKwAYPxESATk5ETMxMDMRMxEhFcmqAoUFtvrkmgABAMkAAAZxBbYAEwAyQBgIBQUGCw4ODQYNFBUBChEDBgsHAw4ABhIAPzMzPzMSFzkREgE5OREzETMRMxEzMTAhASMWFREjESEBMwEzESMRNDcjAQNQ%2FhAIDp0BAAHPCAHT%2FqoOCP4MBRCa1PxeBbb7SgS2%2BkoDrqK%2B%2BvIAAQDJAAAFPwW2ABAALkAVCQYGBwEPDwAHABESCwMHDwgDAQcSAD8zPzMSOTkREgE5OREzETMRMxEzMTAhIwEjFhURIxEzATMmAjcRMwU%2FwvzhCBCdwAMdCAIOAp8Ey9i0%2FMEFtvs6GwElPwNHAAAAAAIAff%2FsBb4FzQALABcAKEAUEgAMBgAGGRgJFUlZCQQDD0lZAxMAPysAGD8rERIBOTkRMxEzMTABEAAhIAAREAAhIAABEBIzMhIREAIjIgIFvv6d%2FsT%2Bvf6hAWABRAE7AWL7c%2F3x8%2Fj38vP9At3%2Bof5uAYsBaAFlAYn%2BcP6g%2Ftf%2BzQEyASoBJwEx%2Fs0AAgDJAAAEaAW2AAkAEgA0QBoKBQUGDgAGABMUCgRKWQoKBgcHEkpZBwMGEgA%2FPysREgA5GC8rERIBOTkRMxEzETMxMAEUBCEjESMRISABMzI2NTQmKwEEaP7R%2FuasqgF7AiT9C5niyr7JvgQM3u%2F9wQW2%2FRuSoZGOAAAAAAIAff6kBb4FzQAPABsANEAbEAoWAAAEAwoEHB0DDQcNGUlZDQQHE0lZBQcTAD%2FGKwAYPysREgA5ERIBFzkRMxEzMTABEAIHASMBByAAERAAISAAARASMzISERACIyICBb7izgFc9%2F7jN%2F69%2FqEBYAFEATsBYvtz%2FfHz%2BPfy8%2F0C3f7n%2FoxC%2FpYBSgIBiwFoAWUBif5w%2FqD%2B1%2F7NATIBKgEnATH%2BzQAAAAIAyQAABM8FtgAMABUASEAlDQEBAgwJEQcLCgoHCQIEFhcJDQANAEpZDQ0CAwMVSVkDAwsCEgA%2FMz8rERIAORgvKxESADkREgEXOREzETMRMxEzETMxMAERIxEhIAQVEAUBIwElMzI2NTQmKwEBc6oBkQENAQH%2B2gGNyf6e%2Fs%2FptKirvd0CYP2gBbbOz%2F7eZv1vAmCSj4%2BRgAAAAAEAav%2FsBAIFywAkADRAGx4TDAAAGBMFBCUmDB4DFhYbSVkWBAMJSVkDEwA%2FKwAYPysREgA5ORESARc5ETMRMzEwARQEIyAnNR4BMzI2NTQuAScuATU0NjMyFwcmIyIGFRQeARceAQQC%2Fujw%2FvyMWtRoqqw9j5LMr%2F7R2rc1tauHmDiFieatAYXB2EOkJiyBc0xhUjRJyKGpyFCUTHRnTGFRMVK8AAAAAAEAEgAABFoFtgAHACRAEgABBQEDAwgJBwMEA0lZBAMBEgA%2FPysRADMREgEXOREzMTAhIxEhNSEVIQKLqv4xBEj%2BMQUfl5cAAAEAuv%2FsBRkFtgARACVAERABCgcBBxMSEQgDBA1JWQQTAD8rABg%2FMxESATk5ETMRMzEwAREUACEgADURMxEUFjMyNjURBRn%2B0v74%2Fvj%2B36rIwrnIBbb8Tvr%2B4gEg%2FAOu%2FEa3xMW4A7gAAQAAAAAEwwW2AAoAGkALAQQMCwgDAAQDAxIAPz8zEjkREgE5OTEwATMBIwEzARYXNjcEDLf98aj99LQBUDoiJDoFtvpKBbb8TqOaoqEAAAABABsAAAdMBbYAGQAkQBAZChsaFQ4OBQkYEQoDAQkSAD8zPzMzEjk5ETMREgE5OTEwISMBLgEnBgcBIwEzExYXNjcBMwEWFzY3EzMFxaj%2B2RU0ARYw%2FuKo%2Fnu05zAWGzUBBrQBEzAhEzXmtAPTQcYUhJ38MwW2%2FHm%2BmrevA3n8f5vDjswDhQAAAQAIAAAElgW2AAsAI0ASBAYFCwoABg0MAggECQYDAQQSAD8zPzMSOTkREgEXOTEwISMJASMJATMJATMBBJbB%2Fnf%2BcLQB5v47vAFrAW61%2FjsCg%2F19AvwCuv29AkP9TAAAAQAAAAAEewW2AAgAIEAPBAUCBQcDCQoABQEHAwUSAD8%2FMxI5ERIBFzkRMzEwCQEzAREjEQEzAj0Bhrj%2BGKz%2BGboC2wLb%2FIH9yQIvA4cAAAABAFIAAAQ%2FBbYACQArQBcIAQMHAAcEAQQKCwUESVkFAwEISVkBEgA%2FKwAYPysREgEXOREzETMxMCkBNQEhNSEVASEEP%2FwTAwj9EAO%2F%2FPgDHoUEmJmF%2B2kAAQCm%2FrwCbwW2AAcAIEAOBgEEAAEACAkFAgMGAScAPzM%2FMxESATk5ETMRMzEwASERIRUhESECb%2F43Acn%2B3wEh%2FrwG%2Bo36IQAAAQAXAAAC3QW2AAMAE7cDAQQFAwMCEgA%2FPxESATk5MTATASMBugIjpv3gBbb6SgW2AAAAAAEAM%2F68AfwFtgAHACBADgMAAQYABggJAAcnAwQDAD8zPzMREgE5OREzETMxMBchESE1IREhMwEh%2Ft8Byf43tgXfjfkGAAAAAAEAMQInBCMFwQAGABhACQADBwgFAgAEAgAvLzMSORESATk5MTATATMBIwkBMQGyYwHdmP6M%2FrICJwOa%2FGYC6f0XAAAAAf%2F8%2FsUDmv9IAAMAEbUABQEEAQIALzMRATMRMzEwASE1IQOa%2FGIDnv7FgwABAYkE2QMSBiEACQATtgAECwoGgAEALxrNERIBOTkxMAEjLgEnNTMeARcDEm5BsijLIHIsBNk0wD8VRbU1AAAAAgBe%2F%2BwDzQRaABkAJABHQCUiCAseHhkZEggDJSYBAgseR1kCCwsAFRUPRlkVEAUaRlkFFgAVAD8%2FKwAYPysREgA5GC85KxEAMxESARc5ETMRMxEzMTAhJyMOASMiJjUQJTc1NCYjIgcnPgEzMhYVESUyNj0BBw4BFRQWA1IhCFKjeqO5AhO6b3qJrTNRwWHEvf4Om7Gmxq9tnGdJqJsBTBAGRIF7VH8sMq7A%2FRR1qpljBwdtc1peAAIAsP%2FsBHUGFAATAB8AREAiChcXDw8MHQMMAyAhDQAMFRIRChEGAAYaRlkGFgAURlkAEAA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzETMRMzEwATISERACIyImJyMHIxEzERQHMzYXIgYVFBYzMjY1NCYCrtjv8dZrsTwMI3emCAh0zKqWmqqZlpYEWv7Z%2FvL%2B8v7VT1KNBhT%2Bhn9lpIvD5%2BfH39HW0gAAAAABAHP%2F7AOLBFwAFgAmQBQPAwMVCQMYFwYNRlkGEAASRlkAFgA%2FKwAYPysREgEXOREzMTAFIgAREAAzMhYXBy4BIyARFBYzMjcVBgJm7v77AQn1T54tMzeCMv6yo6CJkG4UASUBDAETASwiF40WHf5Wytg7kzkAAAACAHP%2F7AQ3BhQAEgAfAEJAIR0GFwAODhEGESAhEhUPAAABAQwDCQkaRlkJEAMTRlkDFgA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzMxEzMTAlIwYjIgIREBIzMhczLwERMxEjJTI2PQE0JiMiBhUUFgOaCXPl1%2B%2Fw1t93DQcEpof%2BnqqZm6qSm5qTpwEmAQ8BDwEsok9NAb757He5ziPpx%2BPP0tYAAAACAHP%2F7AQSBFwAEwAaADtAHxgKFwsDAxEKAxwbFwtGWRcXAAYGFEZZBhAADkZZABYAPysAGD8rERIAORgvKxESARc5ETMzETMxMAUiABEQADMyEh0BIR4BMzI3FQ4BAyIGByE0JgJ%2F8%2F7nAQXczvD9DQW5qLGtWJ2chJ0OAj2MFAEoAQcBCQE4%2FvHeacHISpQmIQPlrJidpwAAAAABAB0AAAMOBh8AFAA5QB0UDAwTAgIHAwUDFRYKD0ZZCgABBQcFRlkTBw8DFQA%2FPzMrEQAzGD8rERIBOTkRMzMRMzMSOTEwASERIxEjNTc1ECEyFwcmIyIGHQEhAp7%2B6abExAFhV3UrYEReWgEXA8f8OQPHSzw9AZQjhR99ikcAAAMAJ%2F4UBDEEXAAqADcAQQBuQD4rGTglDB89BTETARMFAioiHB8lGQpCQxwPNQ81RlkIO0dZCiIIKg8IDwgWKioCR1kqDyg%2FR1koEBYuR1kWGwA%2FKwAYPysAGD8rERIAOTkYLy8REjk5KysREgA5ERIBFzkRMxEzETMRMxEzMTABFQceARUUBiMiJwYVFBY7ATIWFRQEISImNTQ2Ny4BNTQ2Ny4BNTQ2MzIXARQWMzI2NTQmKwEiBhMUFjMyNTQjIgYEMcscLNzAMStqSlrCsr%2F%2B3P7o1%2BmAdCo5QEVVa9jGVkX%2BEZaM0clumMdxflqCdPP2dX4ESGkYI3FHocAIOFUtK5aPtr%2BgkmSSGhNQNTxaKiOobLTDFPsAWVx9a1lFbAM8c3bs934AAQCwAAAERAYUABYAM0AZDgwICAkAFgkWFxgOCRISBEZZEhAKAAAJFQA%2FMz8%2FKxESADkREgE5OREzETMRMzMxMCERNCYjIgYVESMRMxEUBzM%2BATMyFhURA556gq2fpqYICjG1dMnJAsWGhLzW%2FcMGFP4pVThPW7%2FQ%2FTUAAAIAogAAAWYF3wADAA8AI0ARCgAABAEBEBENB0hZDQIPARUAPz%2FOKxESATkRMzMRMzEwISMRMwM0NjMyFhUUBiMiJgFWpqa0OCooOjooKjgESAEpOTU2ODg3NwAAAv%2BR%2FhQBZgXfAAwAGAAsQBYTCwsNCAgZGhYQSFkWQAkPAAVGWQAbAD8rABg%2FGs4rERIBOREzMxEzMTATIic1FjMyNjURMxEQAzQ2MzIWFRQGIyImK187RUNOSaa0OCooOjooKjj%2BFBmHFFVXBPz7EP68B105NTY4ODc3AAEAsAAABB0GFAAQADZAGxAOCgoLCwgGBAUIBBESDAAAEBAICAMHCxUDDwA%2FPzMSOS85ETM%2FERIBFzkROREzETMzMTABNjcBMwkBIwEHESMRMxEUBwFUK1gBYsX%2BRAHbyf59faSkCAIxPWMBd%2F4t%2FYsCBmz%2BZgYU%2FMc3cwABALAAAAFWBhQAAwAWQAkAAQEEBQIAARUAPz8REgE5ETMxMCEjETMBVqamBhQAAAABALAAAAbLBFwAIwBGQCMVERESCAkAIwkSIwMkJRwWFRUSGQQNGQ1GWR8ZEBMPCQASFQA%2FMzM%2FPzMrEQAzERI5GC8zMxESARc5ETMRMxEzETMxMCERNCYjIgYVESMRNCYjIgYVESMRMxczPgEzIBczPgEzMhYVEQYlcHablKZwd5yRpocbCC%2BragEBTwgxune6uQLJg4Oyuf2cAsmDg7vV%2FcEESJZQWrpWZL%2FS%2FTUAAAEAsAAABEQEXAAUADFAGAAUDAgICRQJFhUMCRAQBEZZEBAKDwAJFQA%2FMz8%2FKxESADkREgE5OREzETMRMzEwIRE0JiMiBhURIxEzFzM%2BATMyFhURA556gqygpocbCDO4ccbIAsWGhLrW%2FcEESJZRWb%2FS%2FTUAAgBz%2F%2BwEYgRcAAwAGAAoQBQTAA0HAAcaGQoWRlkKEAMQRlkDFgA%2FKwAYPysREgE5OREzETMxMAEQACMiJgI1EAAzMgABFBYzMjY1NCYjIgYEYv7y7pPkfAEM7uYBD%2Fy9qKOjqamlo6YCJf70%2FtOKAQKtAQwBK%2F7O%2FvvS3NvT0dnWAAAAAgCw%2FhQEdQRcABQAIQA%2FQCAZCwQHBwgfEggSIiMECwAPDxVGWQ8QCQ8IGwAcRlkAFgA%2FKwAYPz8%2FKxESADk5ERIBOTkRMxEzETMzMzEwBSImJyMWFREjETMXMz4BMzISERACAyIGBxUUFjMyNjU0JgKua7E8DAymhxcIQKpu2u3x7qiWApqqjqGhFE9SYFb%2BPQY0llpQ%2Ftb%2B8%2F7y%2FtUD47rLJefH5srN2wAAAAIAc%2F4UBDcEXAAMAB8AREAiChAdFgMaGhkQGSAhGhsXDx0eHhYNExMHRlkTEA0ARlkNFgA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzMzMRMzEwJTI2NzU0JiMiBhUUFhciAhEQEjMyFzM3MxEjETQ3IwYCTqaYBZypkpuZfdTu8NbheQkYg6YLDXN3stMl5srjz8%2FZiwEqAQsBDQEuqpb5zAHVZEanAAEAsAAAAycEXAAQACpAFA0JCQoKAhESCw8NAAoVAAVGWQAQAD8rABg%2FEjk%2FERIBOTkRMxEzMTABMhcHJiMiBhURIxEzFzM%2BAQKkSToXRDSFvaaJEwg9rARcDJoP2KH9tARIy2t0AAAAAQBq%2F%2BwDcwRcACQANkAcHhMMAAAYBRMEJSYMHgMWFhtGWRYQBgMJRlkDFgA%2FKwAYLz8rERIAOTkREgEXOREzETMxMAEUBiMiJzUeATMyNjU0JicuAjU0NjMyFwcmIyIGFRQeARceAQNz5M7aek%2B1VIKMb6GZgT%2FavrGpO6WGdngtZI7DiQErmaZFmiguU1VAWz45VWxLhptIh0RKQSw%2BODVHkAABAB%2F%2F7AKoBUYAFgA0QBsQFBQJCwkSAwQYFwoTEBNHWQ5AEA8HAEZZBxYAPysAGD8azSsRADMREgEXOREzETMxMCUyNjcVDgEjIBkBIzU%2FATMVIRUhERQWAhIsUhgbaSr%2Bwp2dRmABPv7CXnUNB38NEQFPAoxQRer%2Bgf17Y2oAAAEApP%2FsBDkESAAUADRAGQETBwwMChMKFRYMDQ0QCBQPEARGWRAWCxUAPz8rABg%2FMxI5ETMREgE5OREzETMRMzEwAREUFjMyNjURMxEjJyMOASMiJjURAUx6gqyfpokYCTO1dMjHBEj9OYaEvNUCQPu4k1FWvtECzQAAAAABAAAAAAQCBEgACwAYQAoBCgwNBQkBDwAVAD8%2FMzkREgE5OTEwIQEzExYXMzYSEzMBAaD%2BYLLsUA4IC3XMsv5gBEj9duRENQFNAjD7uAAAAAEAFwAABiMESAAcACxAFAkbHR4XFg4NAwQNBAgaEgkPAAgVAD8zPzMzEjk5ETMRMzMzERIBOTkxMCEDJicjBgcDIwEzGgEXMz4BNxMzExYXMz4BEzMBBC%2FJEzQIKB7PwP7VrmpvCAgLMRLJtMQ4FAgEI7%2Bs%2FtECgzvRr1%2F9fwRI%2FmP%2BUEs5tTUCdf2LrHUklgLc%2B7gAAAAAAQAnAAAECARIAAsAIkARBwUGAAEFDA0JAwEICxUEAQ8APzM%2FMxI5ORESARc5MTAJATMJATMJASMJASMBuP6DvQEhASC7%2FoMBkbz%2Bzf7KvAIxAhf%2BXAGk%2Fen9zwG8%2FkQAAQAC%2FhQEBgRIABUAJEASCQ8AAxYXBA0ADRJGWQ0bCAAPAD8yPysREgA5ERIBFzkxMBMzExYXMz4BEzMBDgEjIic1FjMyPwECsvBPEwgNU%2Bay%2FilGu4hMSjdEq0k9BEj9j9ZfM%2FcCfPsguZsRhQzAnAAAAAABAFIAAANtBEgACQArQBcIAQMHAAcEAQQKCwUER1kFDwEIR1kBFQA%2FKwAYPysREgEXOREzETMxMCkBNQEhNSEVASEDbfzlAlb9zwLn%2FbICXXEDVoGB%2FLoAAQA9%2FrwCwQW2ABwALEAVGRoaCxcAAA8HFAMDBwsDHR4TAwQnAD8%2FERIBFzkRMxEzMxEzETMRMzEwJRQWFxUuATURNCYjNT4BNRE0NjMVBhURFAcVFhUB23VxvtB%2BeIJ02Lbm398MZlwCjAKqmgEvaFmNAlxgATKbrIsGwf7Z1ycMJ9cAAQHu%2FhACewYUAAMAFkAJAgMDBAUDGwAAAD8%2FERIBOREzMTABMxEjAe6NjQYU9%2FwAAQBI%2FrwCywW2AB0ALEAVFQUKEhICGQAdHQ4OGQUDHh8VJwYDAD8%2FERIBFzkRMxEzETMzETMRMzEwASY1ETQnNTIWFREUFhcVIgYVERQGBzU%2BATURNDY3Agrf47jTdoJ6fs2%2Bb3RucQI%2FJ9cBJ8EGi66Z%2Fs5hWwKNWWj%2B0ZmrAowCXGYBKXJ4FAAAAAABAGgCUAQpA1QAFwAkQBEDDxgZEgxQWQMSDwYGAFBZBgAvKwAQGMQvxCsREgE5OTEwASIGBzU2MzIWFx4BMzI2NxUGIyImJy4BAVI1fzZkkERxWUJiLzaANmaOSH5IS1oCyUM2l20cJhwbQDmWbiEgIBgAAAIAmP6LAYkEXgADAA4AK0AUAgQEAwkJDxAAAAMMDAZPWQwQAyIAPz8rERIAORgvERIBOREzMxEzMTATMxMjExQjIiY1NDYzMhbbaTPP4Xk8PD85M0YCrPvfBUyHR0A%2FSEAAAAABAL7%2F7APbBcsAGwA%2BQB4WCA0DAwoEABAQBAgDHB0ZBQITCg0CDQINBAsHBBkAPz8SOTkvLxEzMxEzMxESARc5ETMRMzMRMxEzMTAlBgcVIzUmAjUQJTUzFR4BFwcmIyIGFRQWMzI3A8tpk4XLwQGMh0uOMTGFbayin6eNjvA2BsjOIAER%2BgH8PqykAyEXjDPT2dTLOwAAAAEAPwAABEQFyQAdAEhAJhgTCQ0NGhYRAgsWEwUeHwwYGRhOWQkZGRMAExBMWRMYAAVLWQAHAD8rABg%2FKxESADkYLzMrEQAzERIBFzkRMzMRMxEzMTABMhcHJiMiBhURIRUhFRQGByEVITU2PQEjNTMRNDYCqr6qPZqPe30Bpv5aQUoDG%2Fv7zcbG4AXJVIVNfIz%2B2X%2FdZIgsmo0v9N9%2FATyyzQAAAgB7AQYEFwSgABsAJwAgQA0cACIOAA4oKR8VFSUHAC8zMy8zERIBOTkRMxEzMTATNDcnNxc2MzIXNxcHFhUUBxcHJwYjIicHJzcmNxQWMzI2NTQmIyIGuEqHXodogn9miV%2BGSkqDXIlmf4Zkh1yFSoGddHSeoHJ0nQLTemuMXIVJSYVcinF2g2eHXIVHSYVciGt8cKCfcXKipAAAAQAfAAAEcQW2ABYAVkAuEg4HCwsQDAUJAgkDDBQOFQcXGAoODgcPBhISAwATFQ8THxMCDxMPEwwBFQYMGAA%2FPzMSOTkvL10REjkyMhEzETMzETMREgEXOREzETMzETMRMzEwCQEzASEVIRUhFSERIxEhNSE1ITUhATMCSAF7rv5gAQb%2BwwE9%2FsOk%2FsQBPP7EAQD%2BZbIC3wLX%2FP5%2Fqn%2F%2B9AEMf6p%2FAwIAAgHu%2FhACewYUAAMABwAkQBACBgYDBwcICQQDBAMHGwAAAD8%2FOTkvLxESATkRMzMRMzEwATMRIxEzESMB7o2NjY0GFPz4%2Fg389wAAAAIAe%2F%2F4A5YGHQAxAD0AQ0AmMgATBioeOBkZHgwGACMGPj8VAzs2HC0GIQkhJ0dZIRUJEEdZCQAAPysAGD8rERIAFzkREgEXOREzETMRMxEzMTATNDY3LgE1NDYzMhYXBy4BIyIGFRQWFx4BFRQGBxYVFAYjIic1HgEzMjY1NC4BJy4CNxQWHwE2NTQmJw4Bi1ZOSlTPxV6fYTVih0x0dHuaupZSSpnq1NqATsJSho0wbHOOhkKShKcxiZO5RFUDKVaJJShvVXmLHSeDJxs7QDxUN0SXa1qNKVGSjJlBlCUtTEcuOjorNFpyYk1pPRNQb1NwORNkAAAAAgE1BQ4DaAXTAAsAFwAeQAwGAAwSABIYGQ8DFQkALzPNMhESATk5ETMRMzEwATQ2MzIWFRQGIyImJTQ2MzIWFRQGIyImATU1JSY3NyYlNQF9NSUlNzclJTUFcTQuLjQyMTEyNC4uNDIxMQAAAwBk%2F%2BwGRAXLABYAJgA2AEZAJycXAw8vHx8UCQ8XBTc4BgwAEg8MHwwCABIQEgIMEgwSGysjEzMbBAA%2FMz8zEjk5Ly9dXREzETMREgEXOREzETMRMzEwASIGFRQWMzI3FQ4BIyImNTQ2MzIXByYBNBIkMzIEEhUUAgQjIiQCNxQSBDMyJBI1NAIkIyIEAgN9fYd%2Fg1Z9MGVGwtDdv4B2Omz8l8gBXsrIAV7Kwv6i0M%2F%2BosNprgEtrK4BKq%2Bu%2Ftewrv7WrwQjrpqooi18FBzx2NH2PHYz%2FrjIAV7KyP6iysX%2BptDPAVrGrf7Tra4BKbCuASqvrv7XAAACAEYDFAJxBccAFgAfADdAHBcGGwoBARYWEAYDICEcCgoSGRYAAxADAgMNEh8APzPUXcQzEjkvMxESARc5ETMRMzMRMzEwAScGIyImNTQ2PwE1NCMiByc2MzIWFRElFDMyPQEHDgECFBhcjF9vmqV1lGRoK3KFgon%2BUHDJYnBnAyFUYWNmZmkGBCeFM2A4aXn%2BPLxktDEEBDkAAAACAFIAdQOqA74ABgANAClAEwMGCg0CBAsJCQQNBgQODwwFCAEALzMvMxESARc5ETMRMxEzETMxMBMBFwkBBwElARcJAQcBUgFWd%2F7fASF3%2FqoBiwFYdf7hAR91%2FqgCJwGXRf6i%2FqFHAZcbAZdF%2FqL%2BoUcBlwAAAAABAGgBCAQpAxcABQAbQAwCAQQBBgcFBFBZBQIALy8rERIBOTkRMzEwAREjESE1BCmJ%2FMgDF%2F3xAYWKAP%2F%2FAFQB2QI%2FAnESBgAQAAAABABk%2F%2BwGRAXLAAgAFgAmADYAXUAzJxcAERESBAkvHx8NCQwSFwY3OAwQEAAADhMOEggTDxIfEgIAExATAhITEhMbKyMTMxsEAD8zPzMSOTkvL11dETMRMxESOS8zETMREgEXOREzETMRMxEzETMxMAEzMjY1NCYrAQUUBgcTIwMjESMRITIWATQSJDMyBBIVFAIEIyIkAjcUEgQzMiQSNTQCJCMiBAIC02xQYVZdagGyVU3uqM%2BHlAEFppv738gBXsrIAV7Kwv6i0M%2F%2BosNprgEtrK4BKq%2Bu%2Ftewrv7WrwL6U0BLQYhQex7%2BdQFi%2Fp4De4L%2BxcgBXsrI%2FqLKxf6m0M8BWsat%2FtOtrgEpsK4BKq%2Bu%2FtcAAf%2F6BhQEBgaTAAMAEbUABQEEAQIALzMRATMRMzEwASE1IQQG%2B%2FQEDAYUfwACAH8DXALuBcsADAAYACFADg0AEwYABhkaEArAFgMEAD8zGswyERIBOTkRMxEzMTATNDYzMhYVFA4BIyImNxQWMzI2NTQmIyIGf7WCgrZSklSCtXN1UVBzcVJTcwSTgra1g1SPVLSDUnJxU1RxcgAAAgBoAAEEKQTDAAMADwAANzUhFQEhFSERIxEhNSERM2gDwf5kAZz%2BZIv%2BZgGaiwGKigMWiv5WAaqKAawAAQAxAkoCjQXJABgAI0ARBxMXAQEOEwAEGhkKEB8XASAAPzM%2FMxESARc5ETMRMzEwASE1Nz4CNTQmIyIGByc2MzIWFRQGDwEhAo39pOxZUiFQPzRiRUKDmISTWZOuAbgCSmjmVmFMNkRFJjJYb4JwUJeKpQABACECOQKNBckAIwA5QCIPBQUAAxIeCgYkJRJdE20TAkwTAQsTGxMCExMIGiEfDQghAD8zPzMSOS9dXV0zERIBFzkRMzEwARQGBxYVFAYjIic1FjMyNTQrATUzMjY1NCYjIgYHJz4BMzIWAnNSRLC4qJh0k3vT53V3Z2NQQ0JwOEU%2FjF6InQTnUGcXL6KAjzh7RKKRa09EPUQrI1otNncAAQGJBNkDEgYhAAkAE7YJBAoLBIAJAC8azRESATk5MTABPgE3MxUOAQcjAYkwbyDKLK5AbwTyPrBBFUG%2BNAAAAAEAsP4UBEQESAAWADVAGgUKCggQABMTFAgUGBcGFQ8UGw0CRlkNFgkVAD8%2FKwAYPz8zERIBOTkRMxEzMxEzETMxMAEQMzI2NREzESMnIwYjIicjFhURIxEzAVb%2Bq5%2BmiBoKb%2BWWWAoKpqYBff76vdQCQPu4k6dcVKD%2BwAY0AAAAAQBx%2FvwEYAYUAA8AJ0ASBAUBAAAFCwMQEQgIBQMPBQEFAC8zPzMSOS8REgEXOREzETMxMAEjESMRIxEGIyImNRA2MyEEYHLVcz5U2Mva6AIt%2FvwGsPlQAzMS%2BvsBBP4AAQCYAkwBiQNaAAsAF0AKBgAADQwDCU9ZAwAvKxESATkRMzEwEzQ2MzIWFRQGIyImmD44OkFCOTNDAtNCRUVCQUY%2FAAABACX%2BFAG0AAAAEgAkQBARDgsAAA4FAxMUDhERCAMQAC%2FMMjkvMxESARc5ETMRMzEwARQGIyInNRYzMjY1NCYnNzMHFgG0mZYzLS07T1FPbVhuN7T%2B32FqCWoIKDYrNRGycycAAQBMAkoB4QW2AAoAIEAOAgADAwoMCwkJAyAGAB4APzI%2FOS8REgE5OREzMzEwATMRIxE0Nw4BBycBUo%2BFBhY2h0MFtvyUAkNbWhYtX2AAAAACAEIDFAK%2BBccACwAXACVAEgwGEgAGABgZDwADEAMCAxUJHwA%2FM8RdMhESATk5ETMRMzEwARQGIyImNTQ2MzIWBRQWMzI2NTQmIyIGAr6rlpKpqJeYpf3%2BW2hpXFxpZ1wEb6S3uqGjtbaienp6ent2dgAAAAIAUAB1A6gDvgAGAA0AI0ARCwkEAgADBwIKCQYODwwFCAEALzMvMxESARc5ETMRMzEwCQEnCQE3AQUBJwkBNwEDqP6odQEf%2FuF1AVj%2Bdf6odQEf%2FuF1AVgCDP5pRwFfAV5F%2Fmkb%2FmlHAV8BXkX%2Baf%2F%2FAEsAAAXRBbYQJwDTAoMAABAmAHv%2FABEHANQDHf23AAmzAwISGAA%2FNTUA%2F%2F8ALgAABdsFthAnANMCPwAAECYAe%2BIAEQcAdANO%2FbcAB7ICEBgAPzUAAAD%2F%2FwAaAAAGIQXJECYAdfkAECcA0wLfAAARBwDUA239twAJswMCKxgAPzU1AAACADP%2BdwNUBF4AHQAoAEFAIggUHiMBHA8cIxQEKSoAHQEMAx0dESYmIE9ZJhARC0lZESMAPysAGD8rERIAORgvX15dERIBFzkRMxEzETMxMAEVFAYHDgIVFBYzMjY3FwYjIiY1ND4CNz4BPQETFCMiJjU0NjMyFgJOS2F5PRmEelCWYjvFxr7YI0BZNmVBtHk7PkI3M0YCrDN6lFRqS004ZHEmMIdguqpGaVlSL1h0XR8BK4dFQkBHQAAA%2F%2F8AAAAABRAHcxImACQAABEHAEP%2FwgFSAAizAhAFJgArNQAA%2F%2F8AAAAABRAHcxImACQAABEHAHYAhQFSAAizAhgFJgArNQAA%2F%2F8AAAAABRAHcxImACQAABEHAMUAIwFSAAizAh0FJgArNQAA%2F%2F8AAAAABRAHLxImACQAABEHAMcABAFSAAizAhgFJgArNQAA%2F%2F8AAAAABRAHJRImACQAABEHAGoANwFSAAq0AwIkBSYAKzU1%2F%2F8AAAAABRAHBhImACQAABAHAMYAOQCBAAL%2F%2FgAABoEFtgAPABMATkAsCg4OEQEACAwBEAUFFQUUCRMGE0lZEANJWQoNSVkQChAKAQYDBRIBDklZARIAPysAGD8%2FEjk5Ly8rKysRADMRATMREhc5ETMzETMxMCkBESEDIwEhFSERIRUhESEBIREjBoH9Ev3%2B47ACugPJ%2FbwCHf3jAkT7VAG%2BdgHR%2Fi8Ftpf%2BKZb95gHSArUA%2F%2F8Aff4UBM8FyxImACYAABAHAHoCAgAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAEP%2FtwFSAAizAQ0FJgArNQAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAHYAPwFSAAizARUFJgArNQAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAMX%2F%2BwFSAAizARoFJgArNQAA%2F%2F8AyQAAA%2FgHJRImACgAABEHAGoAEgFSAAq0AgEhBSYAKzU1%2F%2F8ABQAAAY4HcxImACwAABEHAEP%2BfAFSAAizAQUFJgArNQAA%2F%2F8AswAAAjwHcxImACwAABEHAHb%2FKgFSAAizAQ0FJgArNQAA%2F%2F%2F%2FxwAAAmkHcxImACwAABEHAMX%2BuwFSAAizARIFJgArNQAA%2F%2F8ABQAAAjgHJRImACwAABEHAGr%2B0AFSAAq0AgEZBSYAKzU1AAIALwAABUgFtgAMABcAV0AyERUVCAQNAAATBAYEGBkUBgcGSVkRDwc%2FB68HzwffBwULAwcHBAkJEEpZCQMEFUpZBBIAPysAGD8rERIAORgvX15dMysRADMREgEXOREzETMzETMxMAEQACkBESM1MxEhIAADECEjESEVIREzIAVI%2Fnf%2Bj%2F57mpoBsgFRAXy1%2FcfnAXv%2Bhb4CYgLp%2Fpb%2BgQKJlgKX%2Fon%2BpAJA%2FfyW%2Fgr%2F%2FwDJAAAFPwcvEiYAMQAAEQcAxwCTAVIACLMBGgUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAQwB5AVIACLMCGQUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAdgEKAVIACLMCIQUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAxQC0AVIACLMCJgUmACs1AAD%2F%2FwB9%2F%2BwFvgcvEiYAMgAAEQcAxwCaAVIACLMCIQUmACs1AAD%2F%2FwB9%2F%2BwFvgclEiYAMgAAEQcAagDVAVIACrQDAi0FJgArNTUAAQCFARAEDASYAAsAGUAJBwkDAQkBDA0IABkvERIBOTkRMxEzMTABFwkBBwkBJwkBNwEDrGD%2BoAFeYP6e%2FqRlAV7%2BoGQBYQSYY%2F6e%2FqBjAV%2F%2BoWMBYAFgZf6dAAADAH3%2FwwW%2BBfYAEwAbACMATkAsFh8XHgQcFBwKFAAAEg8FCAoGJCUWHiEZDSFJWQ8SCAUEAxANBAMZSVkGAxMAP8YrABg%2FxhIXOSsREgA5ORESARc5ETMRMxESFzkxMAEQACEiJwcnNyYREAAhMhc3FwcWAxAnARYzMhIBEBcBJiMiAgW%2B%2Fp3%2BxOuUZXhssgFgAUTRnWF4asC0bv1gc7Dz%2BPwnZQKdaqjz%2FQLd%2FqH%2BbmSNT5rGAW0BZQGJXodQlMr%2BlQEQmvxMUgEyASr%2B%2BpoDr0n%2BzQAAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwBDAEYBUgAIswETBSYAKzUAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwB2AM8BUgAIswEbBSYAKzUAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwDFAH0BUgAIswEgBSYAKzUAAP%2F%2FALr%2F7AUZByUSJgA4AAARBwBqAJgBUgAKtAIBJwUmACs1Nf%2F%2FAAAAAAR7B3MSJgA8AAARBwB2ADEBUgAIswESBSYAKzUAAAACAMkAAAR5BbYADAAVADZAHA0JBQUGEQAGABYXDQRKWQkVSlkNCQ0JBgcDBhIAPz8SOTkvLysrERIBOTkRMxEzETMzMTABFAQhIxEjETMRMyAEATMyNjU0JisBBHn%2B0f7huKqq1wEZARb8%2Bqjiyr7KzAMQ4%2B7%2BwQW2%2FwDP%2FeqPpJWKAAABALD%2F7AScBh8AMABBQCIpKgUdIwAXDAwAHREqBTEyEhIqLi4mRlkuACoVDxVGWQ8WAD8rABg%2FPysREgA5GC8REgEXOREzETMRMxEzMTABFAcOARUUHgEXHgEVFAYjIic1HgEzMjU0JicuATU0Njc%2BATU0JiMgFREjETQ2MzIWBBmPWDgbR06MZsKzvGs%2FnEjXU25%2FYEVHS0CIf%2F7sptzezuEE8odzRkMhICo5M1%2BdZaCrRZonL7ZLa0ZSe1Q%2FajU5WjVQVd%2F7TASysrudAAD%2F%2FwBe%2F%2BwDzQYhEiYARAAAEQYAQ44AAAizAiYRJgArNf%2F%2FAF7%2F7APNBiESJgBEAAARBgB2KwAACLMCLhEmACs1%2F%2F8AXv%2FsA80GIRImAEQAABEGAMXYAAAIswIzESYAKzX%2F%2FwBe%2F%2BwDzQXdEiYARAAAEQYAx70AAAizAi4RJgArNf%2F%2FAF7%2F7APNBdMSJgBEAAARBgBq4gAACrQDAjoRJgArNTUAAP%2F%2FAF7%2F7APNBoUSJgBEAAARBgDG9wAACrQDAigRJgArNTUAAAADAF7%2F7AZzBFwAKQA0ADsAYUAzKgAkETA4GRkEMDkYGB8wCwAFPD0bLSctRlkZMQQxR1k4JCcRBAQOIicWNQgOCEZZFA4QAD8zKxEAMxg%2FMxI5LzkSOTMrEQAzKxEAMxESARc5ETMRMzMRMxI5OREzMTATNDY%2FATU0JiMiByc%2BATMyFhc%2BATMyEh0BIRIhMjY3FQ4BIyAnDgEjIiY3FBYzMjY9AQcOAQEiBgchNCZe%2BP64dHeQozRKx2KCpSk1q27A6P1DCAE6W51UVpVl%2Ft99UcWGo7mua1iRqJ66pAO9eYsLAgeAAS%2BhswgGRIF7VH8pNVdfWGD%2B9d5r%2FnUjJ5QmIel%2FaqqXX1mpmmMHCG0CMqaenKgAAAD%2F%2FwBz%2FhQDiwRcEiYARgAAEAcAegFGAAD%2F%2FwBz%2F%2BwEEgYhEiYASAAAEQYAQ7UAAAizAhwRJgArNf%2F%2FAHP%2F7AQSBiESJgBIAAARBgB2TgAACLMCJBEmACs1%2F%2F8Ac%2F%2FsBBIGIRImAEgAABEGAMX3AAAIswIpESYAKzX%2F%2FwBz%2F%2BwEEgXTEiYASAAAEQYAagoAAAq0AwIwESYAKzU1AAD%2F%2F%2F%2FaAAABYwYhEiYAwgAAEQcAQ%2F5RAAAACLMBBREmACs1AAD%2F%2FwCpAAACMgYhEiYAwgAAEQcAdv8gAAAACLMBDREmACs1AAD%2F%2F%2F%2BzAAACVQYhEiYAwgAAEQcAxf6nAAAACLMBEhEmACs1AAD%2F%2F%2F%2FsAAACHwXTEiYAwgAAEQcAav63AAAACrQCARkRJgArNTUAAgBx%2F%2BwEYgYhABsAJgBKQCshBgwcHAAAGBkWDhETEAYJJygJH0ZZCwMWERkODwUUCQkDFxQBAyRGWQMWAD8rABg%2FMxI5LxIXORI5KxESARc5ETMRMxEzMTABEAAjIgA1NAAzMhc3JicFJzcmJzcWFzcXBxYSAzQmIyARFBYzMjYEYv77997%2B6QEH3OJkCDnN%2FvFJ6VxeRZxm7kzPmKWotJz%2Br6%2Bir6ECM%2F7n%2FtIBDeLmAQZ5BNa%2Fm2yFPjF1SUuKa3eP%2FnL%2B6JOq%2Fpint8kA%2F%2F8AsAAABEQF3RImAFEAABEGAMcOAAAIswEeESYAKzX%2F%2FwBz%2F%2BwEYgYhEiYAUgAAEQYAQ9QAAAizAhoRJgArNf%2F%2FAHP%2F7ARiBiESJgBSAAARBgB2VgAACLMCIhEmACs1%2F%2F8Ac%2F%2FsBGIGIRImAFIAABEGAMUOAAAIswInESYAKzX%2F%2FwBz%2F%2BwEYgXdEiYAUgAAEQYAx%2FEAAAizAiIRJgArNf%2F%2FAHP%2F7ARiBdMSJgBSAAARBgBqGwAACrQDAi4RJgArNTUAAAADAGgA%2FAQpBKgAAwAPABsAM0AYFgoKEAQCBAEDHB0ZExMBBw0NAQEAUFkBAC8rEQAzGC8zETMvMxESARc5ETMzETMxMBM1IRUBNDYzMhYVFAYjIiYRNDYzMhYVFAYjIiZoA8H9rjs2NDo7MzQ9OzY0OjszND0CjYqK%2Fug8PT86OUA%2FAvQ8PT86OUA%2FAAMAc%2F%2B8BGIEhwATABsAIwBLQCkXHxwUFAocAAASDwUICgYkJRYeIRkNGUZZDxIIBQQDEA0QAyFGWQYDFgA%2FxisAGD%2FGEhc5KxESADk5ERIBFzkRMxEzERI5OTEwARAAIyInByc3JhEQADMyFzcXBxYFFBcBJiMiBgU0JwEWMzI2BGL%2B8u6acFRyXoEBDO6adFR1YX%2F8vTUB0Utyo6YClzP%2BL0dxo6kCJf70%2FtNFdU6DmAEAAQwBK0x3TIWY%2BatmAoY11tSkZP19M9sA%2F%2F8ApP%2FsBDkGIRImAFgAABEGAEPEAAAIswEWESYAKzX%2F%2FwCk%2F%2BwEOQYhEiYAWAAAEQYAdnEAAAizAR4RJgArNf%2F%2FAKT%2F7AQ5BiESJgBYAAARBgDFEgAACLMBIxEmACs1%2F%2F8ApP%2FsBDkF0xImAFgAABEGAGohAAAKtAIBKhEmACs1NQAA%2F%2F8AAv4UBAYGIRImAFwAABEGAHYSAAAIswEfESYAKzUAAgCw%2FhQEdQYUABYAIgA%2BQB8gBhsUEBARBhEkIxIAERsMFgkDCR5GWQkWAxdGWQMQAD8rABg%2FKxESADk5GD8%2FERIBOTkRMxEzMxEzMTABPgEzMhIREAIjIicjFxYVESMRMxEUByUiBgcVFBYzIBE0JgFYQqpq1%2FDx1t56DAQIpqYGAUiomAKaqgEvlAO0WU%2F%2B1P71%2FvT%2B06EiTT%2F%2BNQgA%2Fi40Whu4ySnnxwGw19EAAP%2F%2FAAL%2BFAQGBdMSJgBcAAARBgBqtQAACrQCASsRJgArNTUAAAABALAAAAFWBEgAAwAWQAkAAQEFBAIPARUAPz8REgE5ETMxMCEjETMBVqamBEgAAAACAH3%2F7AbnBc0AFAAfAFNALhgGDxMTHQANER0GBSAhDxJJWQ8PAAsLDklZCwMJFUlZCQQDG0lZAxIAE0lZABIAPysAGD8rABg%2FKwAYPysREgA5GC8rERIBFzkRMxEzETMxMCkBBiMgABEQACEyFyEVIREhFSERIQEiABEQADMyNxEmBuf9AGZc%2Frn%2BnwFcAUBmWgMO%2FbMCJ%2F3ZAk38RPn%2B%2FwEB93BXVxQBiQFqAWgBhheX%2FimW%2FeYEnf7P%2Ftn%2B1%2F7NIQR1HgAAAAMAcf%2FsBx8EWgAeACoAMQBVQC0fCA4CFhYlLxUVHCUIBDIzKygLKEZZLhZGWQIFDgsuLgURCxAYIgUiRlkABRYAPzMrEQAzGD8zEjkvEjkSOSsrEQAzERIBFzkRMxEzEjk5ETMxMAUgJw4BIyIAERAAMzIWFz4BMzISHQEhEiEyNjcVDgEBFBYzMjY1NCYjIgYlIgYHITQmBZb%2B230%2B0Ynf%2FvQBBuuDzT46wH7J7v0nCAFKXqFXWJj7IZino5mbpaaVBEd%2FkQwCIIQU63R3ATEBCAEJASx3cnB5%2Fvfiaf53IyeUJyACOdPb1dHd1djYpJ6epAABAQwE2QOuBiEADgAYQAkHABAPCwSADgkALzMazTIREgE5OTEwAT4BNzMeARcVIyYnBgcjAQx%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%2B9wAAAAABABkDwQFEBbYABwAStgUBCAkFBwMAP8YREgE5OTEwARcGAgcjEjcBNQ8aYjV6RiAFthZk%2FvdyAR3YAP%2F%2FAD%2F%2B%2BAFtAO4SBgAPAAAAAgAZA8ECtAW2AAcADwAaQAwEAQ0JBBARAAgDDAMAPzPNMhESARc5MTABJzYTMwYCByEnNhI3MwYHAZYPOHp7HjsN%2FdcMFmI4e0IlA8EW1wEIc%2F7fYRZaAQx5%2FvcAAAAAAgAZA8ECtAW2AAcAEAAaQAwJDQEFBBESDQUQBwMAPzPGMhESARc5MTABFwYCByMSNyEXBgIHIzYSNwE1DxpiNXpGIAInDhhgOH0aQg0FthZk%2FvdyAR3YFlv%2B9npkATRdAAAA%2F%2F8AGf75ArQA7hEHAM4AAPs4ACC3AQAHQA0NSAe4%2F8CzDAxIB7j%2FwLMJCUgHABErKys1NQABAKQB9AJeA%2BMACwATtgYAAAwNCQMAL80REgE5ETMxMBM0NjMyFhUUBiMiJqRxbGl0c2prcgLseX58e3eBgwAAAQBSAHUCHwO%2BAAYAGkAKBAIDBgIGCAcFAQAvLxESATk5ETMRMzEwEwEXCQEHAVIBVnf%2B3wEhd%2F6qAicBl0X%2Bov6hRwGXAAAAAQBQAHUCHQO%2BAAYAGkAKAwAEAgACCAcFAQAvLxESATk5ETMRMzEwCQEnCQE3AQId%2Fqh1AR%2F%2B4XUBWAIM%2FmlHAV8BXkX%2BaQAAAf55AAACjwW2AAMAE7cABQIEAwMCEgA%2FPxEBMxEzMTAJASMBAo%2F8eY8DhwW2%2BkoFtgAAAAIAFAJKArQFvAAKABQAPEAfFAULBwMDCQIAAgUDFRYBBQUJDxQfFAIUFAMOBx8DIAA%2FPzMSOS9dMzMRMxESARc5ETMzETMzETMxMAEjFSM1ITUBMxEzITU0Nw4DDwECtH2R%2Fm4BmIt9%2FvIGBRgeHguoAxTKymUCQ%2F3Nw4ZLDCctLRH2AAEAP%2F%2FsBIkFywAmAHFAPx0XHxYWGgsCBwcaJBEEChoXBicoCxcYF05ZCBgFHR4dTlkCHg8eHx4vHgMJAxgeGB4TIiIATFkiBxMOTFkTGQA%2FKwAYPysREgA5ORgvL19eXREzKxEAMxEzKxEAMxESARc5ETMRMzMRMxEzETMxMAEgAyEVIQcVFyEVIR4BMzI3FQYjIgADIzUzJzU3IzUzEgAzMhcHJgMb%2FsFPAf799AICAc%2F%2BQSXLqpyZkqvt%2Ft8uppgCApikJwEk7cmlR6YFNf5tgTlALYG0xUKWQQENAQGBKixQgQEFASRhi1YAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%2F9cAqgBd%2F%2BwAqgC%2F%2F9cAqgDL%2F%2BwAqgDO%2F%2BwAqwAF%2F%2BwAqwAK%2F%2BwAqwBZ%2F9cAqwBa%2F9cAqwBb%2F9cAqwBc%2F9cAqwBd%2F%2BwAqwC%2F%2F9cAqwDL%2F%2BwAqwDO%2F%2BwArAAF%2F%2BwArAAK%2F%2BwArABZ%2F9cArABa%2F9cArABb%2F9cArABc%2F9cArABd%2F%2BwArAC%2F%2F9cArADL%2F%2BwArADO%2F%2BwArQAF%2F%2BwArQAK%2F%2BwArQBZ%2F9cArQBa%2F9cArQBb%2F9cArQBc%2F9cArQBd%2F%2BwArQC%2F%2F9cArQDL%2F%2BwArQDO%2F%2BwAsgAF%2F%2BwAsgAK%2F%2BwAsgBZ%2F9cAsgBa%2F9cAsgBb%2F9cAsgBc%2F9cAsgBd%2F%2BwAsgC%2F%2F9cAsgDL%2F%2BwAsgDO%2F%2BwAtAAF%2F%2BwAtAAK%2F%2BwAtABZ%2F9cAtABa%2F9cAtABb%2F9cAtABc%2F9cAtABd%2F%2BwAtAC%2F%2F9cAtADL%2F%2BwAtADO%2F%2BwAtQAF%2F%2BwAtQAK%2F%2BwAtQBZ%2F9cAtQBa%2F9cAtQBb%2F9cAtQBc%2F9cAtQBd%2F%2BwAtQC%2F%2F9cAtQDL%2F%2BwAtQDO%2F%2BwAtgAF%2F%2BwAtgAK%2F%2BwAtgBZ%2F9cAtgBa%2F9cAtgBb%2F9cAtgBc%2F9cAtgBd%2F%2BwAtgC%2F%2F9cAtgDL%2F%2BwAtgDO%2F%2BwAuAAF%2F9cAuAAK%2F9cAuADL%2F9cAuADO%2F9cAugAF%2F%2BwAugAK%2F%2BwAugBZ%2F9cAugBa%2F9cAugBb%2F9cAugBc%2F9cAugBd%2F%2BwAugC%2F%2F9cAugDL%2F%2BwAugDO%2F%2BwAvwAFAFIAvwAKAFIAvwAP%2F64AvwAR%2F64AvwAiACkAvwDLAFIAvwDM%2F64AvwDOAFIAvwDP%2F64AwAAF%2F%2BwAwAAK%2F%2BwAwABZ%2F9cAwABa%2F9cAwABb%2F9cAwABc%2F9cAwABd%2F%2BwAwAC%2F%2F9cAwADL%2F%2BwAwADO%2F%2BwAwQAFAFIAwQAKAFIAwQAP%2F64AwQAR%2F64AwQAiACkAwQDLAFIAwQDM%2F64AwQDOAFIAwQDP%2F64AwwAtAHsAyAA3%2F64AyQA3%2F64AygAk%2F3EAygA3ACkAygA5ACkAygA6ACkAygA8ABQAygBE%2F64AygBG%2F4UAygBH%2F4UAygBI%2F4UAygBK%2F8MAygBQ%2F8MAygBR%2F8MAygBS%2F4UAygBT%2F8MAygBU%2F4UAygBV%2F8MAygBW%2F8MAygBY%2F8MAygCC%2F3EAygCD%2F3EAygCE%2F3EAygCF%2F3EAygCG%2F3EAygCH%2F3EAygCfABQAygCi%2F4UAygCj%2F64AygCk%2F64AygCl%2F64AygCm%2F64AygCn%2F64AygCo%2F64AygCp%2F4UAygCq%2F4UAygCr%2F4UAygCs%2F4UAygCt%2F4UAygC0%2F4UAygC1%2F4UAygC2%2F4UAygC3%2F4UAygC4%2F4UAygC6%2F4UAygC7%2F8MAygC8%2F8MAygC9%2F8MAygC%2B%2F8MAygDE%2F4UAywAk%2F3EAywA3AC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7AAAAAD%2F7AAA%2FhT%2F7AAABbYAGfyU%2F%2B3%2Be%2F%2Fy%2Fqj%2BngAXAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAwAC4ALAAowCUAMAAzQDFAM8AugCaATEAsgAAAAAAAAAAAAAAAAA0AFoA2AFWAc4CTAJmApICwALyAyADQgNaA3wDmgPcBAQESgSmBO4FPAWYBb4GJgaGBr4G%2BAcgB0oHcgfOCFgImAjyCTIJagmiCdQKIgpUCmoKkgrMCuoLMgtuC7QL8gxKDJYM6A0MDUANcg3IDgQOMg5mDooOqA7KDvQPCg8qD4oP3hAYEGoQwBECEZwR2hISElwSnBK0EwwTRhOGE9oULhReFKwU8BUqFVoVshXsFiwWYBawFsgXGhdgF2AXkhfkGDwYmBjuGRQZjhnEGkAakhrOGvAa%2BBuCG5gb0BwMHEYclhy2HPwdMB1SHYgdsh3sHiYePB5SHmgeyB7aHuwe%2Fh8QHyIfNB%2BOH5ofrB%2B%2BH9Af4h%2F0IAYgGCAqIHwgjiCgILIgxCDWIOghGCGCIZQhpiG4Icoh3CImIpIioiKyIsIi0iLkIvYjhCOQI6AjsCPAI9Ij5CP2JAgkGiSGJJYkpiS2JMYk1iToJTAlmCWoJbolyiXcJewmRCZWJm4m0idYJ4YnwCf%2BKBQoKihKKGoojCi%2BKO4pIilCKWQpiCmmKeYqXAAAAAIAhf%2FjAa4FtgADAA8AKUATCgMEAwICERABAQ0CAw0HUVkNEwA%2FKwAYPxI5LxESATkRMzMRMzEwASMDIQE0NjMyFhUUBiMiJgFzrjQBFf7fTkhHTE1GR08BvAP6%2BsdKTVBHR1NQAAAAAgCFA6YC%2BAW2AAMABwAfQA0HBAADBAMJCAYCBwMDAD8zzTIREgE5OREzETMxMAEDIwMhAyMDAW0plikCcymWKQW2%2FfACEP3wAhAAAAIALwAABPoFtAAbAB8AikBKCB8cFQQUCREMDAkSDw4LBAoTExQWHR4HBAYXBAEAGQQYBQUGFAYKIQMaFwMYChggIQgEDAwcAQ0fABAQGRURDRENEQUXEwMKBRIAPzM%2FMxI5OS8vETMzMxEzMxEzMzMRMzMREgE5OREXMxESOTkRMxESFzkREhc5ETMREhc5MjIRMxESFzkxMAEDIRUhAyMTIwMjEyM1IRMhNSETMwMzEzMDMxUBMxMjA903AQ7%2B0VCyUPhQrkz6ARs5%2FvgBJVC0UPxQrlD8%2FQD6OfoDZv7kqP5eAaL%2BXgGiqAEcqAGm%2FloBpv5aqP7kARwAAAMAb%2F%2BJBCcGEgAgACYALQBnQDkMFBcdJSoGBAQFIQAnEQAFCBEZBS8uBQYWQA8SSBYXQB0NJAMqKgYXJQwGDE9ZAwYrHBQXFxxPWRcALysRADMRMxgvMysRADMREjkRFzMaGBDNKxDNERIBFzkRMxEzETMSFzkxMAEUBgcVIzUmJzUeARcRJy4BNTQ2NzUzFRYXByYnERceAQc0JicRNgEUFhcRDgEEJ9TIhfifVuZbVKSX17iFy7ZJnZtMvpLsUV%2Bw%2FidHXVBUAcWRvBbZ0wRI0yo5AQF2Hz%2BvgYqyE6ilB0u3Pgz%2BlB1JooQ6SyP%2BwRsC4zlMJQE3DEoAAAUAVP%2FsBpEFywAJABQAHgApAC0AV0AwLSorLBofFSUFCgAQChAfJSosBi8uHKAnAScnLQNgDQGvDQENDSwtAywSBxIEGCITAD8zPzM%2FPxI5L11xMxE5L10zERIBFzkRMxEzETMRMxEzETMxMAEUFjMyERAjIgYFFAYjIiY1ECEyFgEUFjMyERAjIgYFFAYjIiY1ECEyFgkBIwEBFzpChIRCOgHCpaGYpwE%2FnakB9jtCg4NCOwHCpp%2BYqAFAmqv%2B1%2FzVwgMrBACVkgEnASeSk%2Bbn794Bye382pWUASkBJZCV5ubt3wHJ7AMh%2BkoFtgAAAAMAYP%2FsBekFywALABQAMgBUQC4sKxIVJygGIQAbKxUbISgFNDMlDi0qBCwnAyQYAw8nHiwSHglLWR4EMAxMWTATAD8rABg%2FKwAYPxI5ERc5ERIXORESARc5ETMRMxEzETMRMzEwARQWFz4BNTQmIyIGEzI3AQ4BFRQWJTQ2Ny4BNTQ2MzIWFRQGBwE2NzMCBwEhJw4BIyIkAcNDPHFbV0hPXZW3gv6BalCL%2Fn2Ap19F2bexyoeeAVpRNvJGmgEt%2FtGVZueM5v76BHs%2FcD9Ab0VBTlH792sBeUR3TGJ7zYPDYG%2BZUpiwq5Fyul3%2BsmvP%2FuSz%2Ft2RUlPaAAAAAAEAhQOmAW0FtgADABS3AAMDBQQCAwMAP80REgE5ETMxMAEDIwMBbSmWKQW2%2FfACEAAAAAABAFL%2BvAJMBbYADQAfQA4DBAsDCgcACgAPDgsDAwA%2FLxESATk5ETMRFzMxMBMQEjczBgIVFBIXIyYCUpuSzYuUlInLk5oCMQEJAc6uvP4t9PT%2BNrmqAcYAAQA9%2FrwCNwW2AA0AH0AOAwoLAwQHAAQADw4ECgMAPy8REgE5OREzERczMTABEAIHIzYSNTQCJzMWEgI3m5LLipOUi82TmgIx%2Fvn%2BOqi7Acj09QHRva%2F%2BMQAAAAABAEoCagQUBhQADgAbQA8DBQQBBw0KCQsJDxAIDgAAP8QREgEXOTEwAQMlFwUTBwsBJxMlNwUDAqApAYEc%2Fpjsx6aVzef%2BmiMBeCkGFP6CbNkd%2FslrAVL%2BrmsBNx3ZbAF%2BAAAAAQBgAOMEMQTDAAsALEAWBgMKCgsLAQgDDQwJAQIBUlkGLwIBAgAvXTMrEQAzERIBFzkRMxI5OTEwASE1IREzESEVIREjAe7%2BcgGOtAGP%2FnG0AnmyAZj%2BaLL%2BagABAD%2F%2B%2BAGcAO4ABgAeQA8ABQMFCAcDQAZQBtAGAwYAL13NERIBOTkRMzEwJQYDIxI3MwGcMICtRSLn17r%2B2wEO6AAAAAEASAHBAkoCiQADABVACQMABQQBAE1ZAQAvKxESATk5MTATNSEVSAICAcHIyAAAAAEAhf%2FjAa4BFAALABhACwYAAA0MCQNRWQkTAD8rERIBOREzMTA3NDYzMhYVFAYjIiaFTEhJTE1ISEx9SU5RRkdTUgAAAQAQAAADDgW2AAMAHEAMAwABAgIABQQDAwISAD8%2FERIBOTkRMxEzMTAJASMBAw794N4CIQW2%2BkoFtgAAAgBY%2F%2BwEOQXNAAsAFwAoQBQSAAwGBgAZGAkVTVkJBwMPTVkDGQA%2FKwAYPysREgE5OREzETMxMAEQAiMiAhEQEjMyEgEQEjMyEhEQAiMiAgQ59fz0%2FPX79fz9DXuHh319h4d7Atv%2Bg%2F6OAX4BcQGDAW%2F%2BgP6O%2FtX%2FAAEEAScBJgEH%2Fv4AAQCaAAADDAW2AAoAIUAQAAQICQQBAQwLBAcBCQYBGAA%2FPxI5ORESATkRFzMxMCEjETQ3DgEHJwEzAwzrCBdDv3YBrsQDsKljGDqblQFSAAABAFoAAAQ5BcsAGwAxQBoHFBoCAg4UGwQdHBEKTVkRBwIaAQEaTlkBGAA%2FKxESADkYPysREgEXOREzETMxMCkBNQE%2BAjU0JiMiBgcnPgEzMhYVFA4BDwEVIQQ5%2FCEBeadtMndpVJ1nf3rmgsz2R5Or%2FgK2sgF7q49%2BSGNyPlGbZ1bVtGOyvaH2CgAAAAEAVv%2FsBC0FywAmAENAJBMHGwAABAcNFyIGKCcDFxgYF09ZGBgKJCQeTVkkBwoQTVkKGQA%2FKwAYPysREgA5GC8rERIAORESARc5ETMRMzEwARQGBxUeARUUBCEiJzUeATMyNjU0JisBNTMgNTQmIyIGByc2ITIWBAKik7Cw%2Ftb%2B7fOnXdBgqqi6x3%2BBAV56d1OaaXPJAQrd%2BARmi7kgCBavkdPlT9EuMn6EdW6%2F8l5mL0SklL4AAAACACcAAARtBboACgASAEhAJwkBAQ4LBwQSBQUEAAMUEwEFEgVNWQkGUBIBDxIfEgISEgMPBwYDGAA%2FPzMSOS9dXTMzKxEAMxESARc5ETMRMzMzMxEzMTABIxEjESE1ATMRMyERNDcjBgcBBG3F5f1kApzlxf5WCggcPP6VAT%2F%2BwQE%2FtQPG%2FEgBb8R9Ql798AABAHX%2F7AQpBbYAHAA6QB8PAxoVAwgVGAQeHQARTVkAAAYWFhlOWRYGBgxNWQYZAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEyBBUUACEiJzUeATMyNjUQISIGBycTIRUhAz4BAkrdAQL%2B2%2F7y9YxR0lqfpv6yL4o0aTgC%2BP3XISNlA5Hqyur%2B%2BU%2FVLjKOiQEGEww%2BAsrR%2FpYGEAACAF7%2F7AQ%2FBckAFwAkAERAIxsRIgoKAAAFEQMmJQoUDg4eT1kODhQCAgdPWQIHFBhNWRQZAD8rABg%2FKxESADkYLysREgA5ERIBFzkRMxEzETMxMBMQITIXFSYjIgYDMz4BMzIWFRQAIyImAgUyNjU0JiMiDgEVFBZeArtuTExk6%2BwKDC%2Bqc8fe%2Fv%2Feneh9Af55g3t7TIBKmQJvA1oRxBb8%2FupRWfTR5v71lwEh9pyRfpBBcTuNwQAAAQBKAAAEPQW0AAYAJUASBgABBQACBQMIBwAYAwJOWQMGAD8rABg%2FERIBFzkRMxEzMTAhASE1IRUBAQACQv0IA%2FP9wQTlz6T68AAAAAMAWP%2FsBDkFyQAWACMAMAA3QB0DCA4UKyEGMjEFESEhKysLAAAkT1kABwsaT1kLGQA%2FKwAYPysREgA5GC8zEjk5ERIBFzkxMAEyFhUUBR4BFRQEIyIkNTQ2Ny4BNTQ2AxQWMzI2NTQmLwEOAQEiBhUUHgEXPgE1NCYCSNDy%2FvKskf724%2B7%2B%2BomchnL6RpJ9gY%2BEhh2EdAENZHosVGR4Y3sFyb%2Bg4YVWvnW12sy7esNMULJvn737smhzd2ZRhjkNOosDP2NVNFJDLzV1TlVjAAACAFb%2F7AQ3BckAGAAlAERAIyIMDAAcEgAGEgMnJgwPFQ8fT1kPDwMVFRlNWRUHAwhPWQMZAD8rABg%2FKxESADkYLysREgA5ERIBFzkRMxEzETMxMAEQACEiJzUWMzISEyMOASMiJjU0ADMyFhIlIgYVFBYzMjY1NC4BBDf%2BpP6ihTpZWu7qCww7p3DC3gEB3pzofv4CeoJ5e3eiRXwDRv5Q%2FlYQxRkBAAESWlDy0%2BUBD5j%2B3%2FafkH2Pjl9Zm1oAAAACAIX%2F4wGuBGoACwAWAChAFBEMBgYAABgXDhRRWQ4QCQNRWQkTAD8rABg%2FKxESATkRMxI5OTEwNzQ2MzIWFRQGIyImETQzMhYVFAYjIiaFTEhJTE1ISEyUS0pNSEhMfUlOUUZHU1IDnpdQR0dTUgAAAgA%2F%2FvgBrARqAAYAEQAyQBsMBwEGBgQHAxMSBAAGEAaQBgMNAwYJD1FZCRAAPysAGC9fXl3GERIBFzkRMxEzMTAlFwYDIxI3AzQzMhYVFAYjIiYBjQ8wgK1FIiOUS0pNSEhM7he6%2FtsBDugC5ZdQR0dTUgABAGAA3QQxBOwABgAmQBYFAQABBAMIBwAPAwE%2FA28DjwPvAwQDAC9dccYREgEXOREzMTAlATUBFQkBBDH8LwPR%2FSMC3d0BrnkB6MP%2BqP7RAAIAZgGwBCkD8gADAAcALUAbBAcAAwQJCAQFUlkEAQEAUlkPAS8BTwFvAQQBAC9dKwAYEMYrERIBFzkxMBM1IRUBNSEVZgPD%2FD0DwwM%2Fs7P%2BcbKyAAEAYADdBDEE7AAGACZAFgEFAgUGAwgHBg8DAT8DbwOPA%2B8DBAMAL11xxhESARc5ETMxMBMJATUBFQFgAt39IwPR%2FC8BogEvAVjD%2Fhh5%2FlIAAgAQ%2F%2BMDbQXLABsAJgBBQCEhHBsABxMADhMcBCgnBBcXEAAAJBAQCktZEAQkHlFZJBMAPysAGD8rERIAORgvEjkRMxESARc5ETMRMxEzMTABNTQ2Nz4BNTQmIyIGByc2MzIWFRQOAQcOAR0BAzQzMhYVFAYjIiYBG1Bkd0VwaV%2BiTVTL6MTmLFltXT%2Ftk0hMTUdHTAG8QG6STl5oSFRaNiawccCpS3VqVUlgUS3%2BwZdPSEdTUQAAAAIAb%2F9WBr4FvgA1AD8ATEAmGwA7FDoHFjYOIy4ADhQWKC4GQUAICz0RETIYODgECwsrHzIDJisALzM%2FMxI5LzMzETMROS8zEjkREgEXOREzETMRMzMRMxEzMTABFA4BIyImJyMOASMiJjU0EjMyFhcDFRQzMjY1NAIkIyIEAhUQACEyNxUGIyAAERASJDMyBBIBFDMyEzcmIyIGBr5ao2tPdBQMMZBao7v40Uy5SBZoT12M%2Fv6n1f7FpgE2ASLd8NL3%2Fo7%2BYuABjfvZAVO7%2B%2Fy3wRIMP0iAjwLjj%2B2EVEhOTtKzzgEBGxj%2BLxigzJ6rAQOMsP652P7e%2FshapFYBjwFlAQUBl9i0%2FrP%2Bp%2BkBJe8RqgAAAAIAAAAABUoFvAAHAA8AN0AeBgUMAAcDBAECBAcIDA8HERAPAkxZDw8FAAQSDAUDAD8zPzMSOS8rERIBFzkRMxEzETMzMTAhAyEDIwEhCQEDLgEnBgcDBEyS%2FdGP%2FAIjAQQCI%2F4xiQ81Chs0hAGW%2FmoFvPpEAmQBjiisKHuS%2FoMAAwDBAAAE2QW2AA8AGAAhAElAJhQEHgsQGhoPBAgLDwQjIggZEBAZS1kQEA8AABhMWQADDxpMWQ8SAD8rABg%2FKxESADkYLysREgA5ERIBFzkRMxEzETMRMzEwEyEgBBUUBgcVHgEVFAQjIRMzMjY1NCYrARkBMzI2NTQmI8EBsgEuAQ2EfJqR%2Fu31%2FfDv5paKlaLP%2FpaZnJ8FtrC%2BgKoWCh2rksXfA1pfcmdc%2Far%2BMXN8cm4AAQB5%2F%2BwEzwXLABgAJkAUAw8JDxUDGhkTAExZEwQMBkxZDBMAPysAGD8rERIBFzkRMzEwASICERASMzI2NxUGIyAAETQSJDMyFwcuAQMvzuzj112uXqza%2Fr%2F%2BqKcBPNXgvlZKpQT%2B%2Ftz%2B%2F%2F7z%2FuwlHc1BAYUBauQBVrZexyM1AAACAMEAAAVmBbYACAAPAChAFA0ECQAEABARBQxMWQUDBA1MWQQSAD8rABg%2FKxESATk5ETMRMzEwARAAKQERISAAAxAhIxEzIAVm%2Fm7%2Bhv5nAcQBXQGE%2FP4Vz6oCEALp%2Fpb%2BgQW2%2Foj%2BowIN%2B9sAAAAAAQDBAAAD%2FAW2AAsAPUAgBAAGCgoBAAEIAw0MBglMWQYGAQICBUxZAgMBCkxZARIAPysAGD8rERIAORgvKxESARc5ETMRMxEzMTApAREhFSERIRUhESED%2FPzFAzv9tAIn%2FdkCTAW2yv5yyP41AAAAAAEAwQAAA%2FoFtgAJADhAHgYAAAEEBwEDCgsGCUxZDwYBCwMGBgIBEgIFTFkCAwA%2FKwAYPxI5L19eXSsREgEXOREzETMxMCEjESEVIREhFSEBru0DOf20Aif92QW2yv43ywAAAAABAHn%2F7AUxBcsAGgA6QB8YAhMIAggaDQQcGwAaTFkAAAULCxBMWQsEBRZMWQUTAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEhEQ4BIyAAERAAITIXByYjIgAVEBIzMjcRIQMXAhqE843%2BtP6YAZYBZOXNVLKy6v7w9eZ0hP7RAxn9IiskAYkBZgFhAY9Yx1L%2B2v%2F%2B9P7pHQF5AAABAMEAAAVCBbYACwAzQBkIBAQFCQEBAAUADA0IA0xZCAgFCgYDAQUSAD8zPzMSOS8rERIBOTkRMxEzETMRMzEwISMRIREjETMRIREzBULw%2FV7v7wKi8AKT%2FW0Ftv2qAlYAAAAAAQDBAAABsAW2AAMAEbYABQQBAwASAD8%2FERIBOTEwMxEzEcHvBbb6SgAAAAAB%2F2T%2BaAGqBbYADAAfQA4KAwcHDg0IAwAFTFkAIwA%2FKwAYPxESATkRMzMxMBMiJzUWMzI1ETMRFAYIYkJUPsTw1f5oGckV%2BAWJ%2Bn%2Fg7QAAAAEAwQAABR0FtgAOADVAHAsMAQAIBAQFAAIFDA4FEA8CDgMIBAULBgMBBRIAPzM%2FMxIXORESARc5ETMRMxEzETMxMCkBAQcRIxEzETY3ASEABwUd%2Fuv%2BNY3v72JhAYsBEP6BpgKWc%2F3dBbb9RnhvAdP%2BPr8AAQDBAAAEGwW2AAUAH0AOAwAFAAcGAQMAA0xZABIAPysAGD8REgE5OREzMTAzETMRIRXB7wJrBbb7F80AAQDBAAAGogW2ABQAPkAfEgsODg0UAAkCCAUFBgYJDQMWFQISCQMGCwcDAA4GEgA%2FMzM%2FMxIXORESARc5ETMRMzMRMzMRMxEzMzEwIQEjEhURIxEhATMBIREjETQSNyMBAzn%2BWAgR2QFRAZYGAaIBUuYLBAj%2BSQTF%2FvDu%2FTkFtvt1BIv6SgLTbQFeJfs9AAAAAQDBAAAFgwW2ABEAMkAXDAEQEAADCgcHCAgAExIDDAgQCQMBCBIAPzM%2FMxI5ORESATk5ETMRMzMRMxEzMzEwKQEBIxcWFREjESEBMyYCNREzBYP%2B2%2F0xCAUO2QEiAs0GAgzbBI1Bupr9CAW2%2B3kXASFRAv4AAAAAAgB5%2F%2BwF0wXNAAsAFwAoQBQMBhIABgAYGQkVTFkJBAMPTFkDEwA%2FKwAYPysREgE5OREzETMxMAEQACEgABEQACEgAAEQEjMyEhEQAiMiAgXT%2Fpv%2Buf61%2Fp0BZQFLAUYBZPuk2tbV2dfV19sC3f6b%2FnQBiQFqAWoBhP52%2Fpr%2B8v7pARQBEQENARb%2B6gACAMEAAASJBbYACgATADJAGQ8ACwUFBgYAFRQLBExZCwsHBhIHE0xZBwMAPysAGD8SOS8rERIBOTkRMxEzETMxMAEUBCEjESMRISAEATMyNjU0JisBBIn%2B1P7rmO8BpQESARH9J3%2B4rJqjpgP85fT93QW24P4WgIh%2BfAAAAgB5%2FqQF0wXNAA8AGwA7QB8FBAMGFgAQCgAEBgoEHRwNGUxZDQQFBwMHBxNMWQcTAD8rEQAzGBDGPysREgEXOREzETMRMxEzMTABEAIHASEBIyAAERAAISAAARASMzISERACIyICBdPLwgFe%2Fr7%2B7Cf%2Btf6dAWUBSwFGAWT7pNrW1dnX1dfbAt3%2B9v6USv6HAUgBiQFqAWoBhP52%2Fpr%2B8v7pARQBEQENARb%2B6gAAAAACAMEAAAUKBbYACAAVAERAIxIVBBAUEwAKCgsLEBMVBBcWEgkACUtZAAAMFAsSDAhMWQwDAD8rABg%2FMxI5LysRADMREgEXOREzETMRMxEzETMxMAEzMjY1NCYrARkBIxEhIAQVEAUBIQEBsKanlqKjnu8BnQEbARD%2B5AGd%2FvD%2BogMOfHp8bP1c%2FbgFttTW%2Fu90%2FXkCSAAAAAEAZP%2FsBAwFywAkADRAGwwAHRIFEhcABCYlDB0DFRUaTFkVBAMJTFkDEwA%2FKwAYPysREgA5ORESARc5ETMRMzEwARQEIyInNR4BMzI2NTQmJy4BNTQkMzIXByYjIgYVFB4BFx4CBAz%2B5vj4nmThYY6HfMLIpAEE29LQTMOZdHgwbo%2BhlkYBjcPeTeIvNmxbUnJOUdCSt9Jcw1JlUzlRSDtDdJIAAQAdAAAEaAW2AAcAJUASAAEBAwYDCQgBEgcDBANMWQQDAD8rEQAzGD8REgEXOREzMTAhIxEhNSEVIQK67%2F5SBEv%2BUgTpzc0AAQC0%2F%2BwFOwW2ABEAJUAREAELCAgBExIRCQMFDkxZBRMAPysAGD8zERIBOTkRMxEzMTABERQGBCMgADURMxEUFjMgGQEFO4v%2B%2Bbf%2B8P7S8KiuAVIFtvxOovODASD8A678Y7WsAWMDmwABAAAAAAT6BbYADAAqQBQDAgkAAQUEAQQJAw4NCQMABAMDEgA%2FPzMSORESARc5ETMRMxEzMzEwATMBIwEzAR4BFz4BNwQC%2BP4A%2FP4C9gExGDYIDTYRBbb6SgW2%2FHNBzTJMyDAAAQAMAAAHgwW2ABwAQEAhAQAYCgkQFRQFGxwNDAUMEBgcBR4dEAUYAwobFAwDAQoSAD8zPzMzEhc5ERIBFzkRMxEzETMzETMzETMzMTApAQMuAScOAQcDIQsBMxMWFz4BNxMzExYXNjcTMwYG%2Fvz4EDAFCi0P8v78vcD00TEVCywS7u30IycPOdDyA2g51ypAzDL8nALcAtr8rM2dVdJBA1b8pnftj90DUgAAAAEABAAABPYFtgALADVAHAEACQoHBgMEBAACBQYICgsIDQwCCAQJBgMBBBIAPzM%2FMxI5ORESARc5ETMRMxEzETMxMCkBCQEhCQEhCQEhAQT2%2Fu3%2Bkv6P%2FwAB5f46AQoBUgFSAQL%2BNwJW%2FaoC9gLA%2FdcCKf08AAAAAAEAAAAABLwFtgAIACxAFQECCAcABAQFAgUHAwoJAAUBBwMFEgA%2FPzMSORESARc5ETMSOREzETMxMAkBIQERIxEBIQJeAVoBBP4Z8P4bAQQDGwKb%2FIH9yQIvA4cAAQBCAAAEWAW2AAkAOEAdAwcIAgACBAcECwoHBAUFBExZBQMCCAEBCExZARIAPysREgA5GD8rERIAORESARc5ETMRMzEwKQE1ASE1IRUBIQRY%2B%2BoC4f0zA%2B79HAL4pgRDzaj7vwAAAAABAJr%2BvAJxBbYABwAfQA0EAAYBAQAJCAYBBQIDAD8zLzMREgE5OREzETMxMAEhESEVIREhAnH%2BKQHX%2FwABAP68Bvqw%2BmcAAAABABAAAAMOBbYAAwAcQAwCAQADAwEFBAMDAhIAPz8REgE5OREzETMxMBMBIwHuAiDd%2Fd8FtvpKBbYAAAABADP%2BvAIIBbYABwAfQA0DAAEGBgAJCAAHAwQDAD8zLzMREgE5OREzETMxMBchESE1IREhMwEA%2FwAB1f4rkwWZsPkGAAEAHQIXBC8FvgAGACdAEgIBBQQDBgAAAwUDCAcFAAQCAwA%2FzTI5ERIBFzkRMxEzETMzMTATATMBIwkBHQG0eQHlwv6j%2Fs0CFwOn%2FFkCtv1KAAAAAAH%2F%2FP7BA3P%2FSAADABG1AwUCBAECAC8zEQEzETMxMAEhNSEDc%2FyJA3f%2BwYcAAQFqBNkDUAYhAAkAE7YIAwsKBYAAAC8azRESATk5MTABLgEnNSEeARcVArJF0zABESaDLATZNMU6FUa2MxkAAAIAWv%2FsBAQEZgAbACYASUAmDAEfHxskCAgUGwMoJwIFFwwgSlkMDAUXABUXEEhZFxAFHEhZBRYAPysAGD8rABg%2FERI5LysREgA5ERIBFzkRMxEzETMzMTAhJyMOASMiJjU0NiU3NTQmIyIGByc%2BATMyFhURJTI2PQEHDgEVFBYDXC8IUKJ%2Fo7f%2BAQS%2FY2hVnEhMWtZf09f9%2BoCbjqaXWJplSbChq64IBjtqaTIiqC8xuMX9F6CPgWAGBmNmSlEAAAIAqP%2FsBJMGFAATAB8AQEAhCRgRAw0eAw0LCwMhIAgRBgAMAAsVABRGWQAQBhtGWQYWAD8rABg%2FKwAYPz8REjk5ERIBOTkRMxEzERczMTABMhIREAIjIicjByMRMxEUBgczNhciBgcVFBYzMjY1EALdz%2Bfq0NJ0ECuw6wgCCnCdjn0CgJF9gQRm%2FtT%2B8f7w%2FtGXgwYU%2Fo4pohalwKfEEMq1xrsBeQAAAAEAZv%2FsA7QEZgAVACZAFA0DAwgSAxcWBgtGWQYQABBGWQAWAD8rABg%2FKxESARc5ETMxMAUiABEQACEyFwcmIyARFBYzMjcVDgECZvv%2B%2BwERAQKvjEeVYf7hj4qdjD%2BPFAElARIBFwEsQb06%2FoO6u07NJSAAAgBm%2F%2BwEVAYUABIAHwBAQCEQFwkDDAwOHQMOAyEgCREABgwADxUGGkZZBhAAE0ZZABYAPysAGD8rABg%2FPxESOTkREgE5OREzETMRFzMxMAUiAhEQEjMyFzMmNREzESMnIwYnMjY3NTQmIyIGFRQWAh3P6OvQ2nIMEey4KQtxm5GEAoiRfIaCFAEsAQ8BEAEvoXdFAZP57JGlvqO3IdGwybq4wQACAGb%2F7AQ5BGYAFAAbAEdAJxkKGAsLAwMKEQMdHBgLSFkMGBwYAhADGBgABgYVSFkGEAAOR1kAFgA%2FKwAYPysREgA5GC9fXl0rERIBFzkRMxEzETMxMAUgABEQADMyEh0BIR4BMzI2NxUOAQMiBgchLgECi%2F7%2B%2Ft0BDuzb%2Fv0fBaSVYqlhVrCccIcNAfYCgBQBLQEIAQ8BNv726X%2BhrSUrvykiA8iOiImNAAAAAQAjAAADQgYfABUAO0AeDRQUBwICAwADBQMXFgMVCxBGWQsABQEUAUhZBxQPAD8zKxEAMxg%2FKwAYPxESARc5ETMSOTkRMzEwASERIxEjNTc1NDYzMhcHJiMiBh0BIQLT%2FvLstra4vXx4PldPUEkBDgOg%2FGADoG5ISMS9KbIcY2NIAAAAAwAX%2FhQETgRmACsAOABDAHJAPSsCJT4FOSUMHzITLBkABRMZHyUGRUQiCAg8SlkICBYoHDYPDzZGWQ8PFigoQUpZKBArAklZKw8WL0lZFhsAPysAGD8rABg%2FKxESADkYLysREgA5ERI5GC8rEQAzERIBFzkRMxEzETMRMxEzEjk5MTABFQceARUUBiMiJwYVFBY7ATIWFRQEISImNTQ2Ny4BNTQ2Ny4BNTQ2MzIWFwEUFjMyNjU0JisBIgYTFBYzMjU0JiMiBgROvRoi7M81K0xHX8G3vv7K%2Ftvi7oF0Lz1GRVZr49IvZxr%2BGol8wLxnjLJld2VrZMxlZ2ZpBFKBIyNmOavECC8%2FJiack7zMoJRmixsUWTE%2BViolp3C0xg0H%2BwJMUm5bSD1fA0docNpsdXQAAAABAKgAAAR1BhQAFQAzQBkBAA8NCQkKAAoXFg8KExMFRlkTEAsAAQoVAD8zPz8rERIAORESATk5ETMRMzMRMzEwISMRNCYjIgYVESMRMxEUBzM%2BATMgEQR17GdwlIvr6wwPMKtyAZICqIB%2BsdD92wYU%2FnVfbFBY%2FmsAAAAAAgCaAAABogX6AAMADwA2QCIKAAQAAQEREA0fBy8HAl8Hbwd%2FB58HrwffB%2B8HBwcCDwEVAD8%2FL11xzRESATkRMzMRMzEwISMRMwM0NjMyFhUUBiMiJgGT6%2Bv5RUA%2BRUU%2BQEUEUgElP0REPzxFRQAAAAL%2Fh%2F4UAaIF%2BgAMABgAQ0AqEwoKDQMDBwcaGRZADxAfEC8QTxBfEI8QnxDPEN8QCQ4DEAgPAAVGWQAbAD8rABg%2FL19eXRrNERIBOREXMxEzMTATIic1FjMyNREzERQGAzQ2MzIWFRQGIyImN2pGREeW67NGRUA%2BRUU%2BQEX%2BFBm6EqoE0%2Fsdq7AHYz9ERD88RUUAAAABAKgAAASJBhQADgA6QB8CAwYFDgwJCQoDBAUHCgUQDw4IBwQECgILAAIPBgoVAD8zPz8REhc5ERIBFzkRMxEzMxEzETMxMAE3ASEJASEBBxEjETMRBwGLhQFOAQ%2F%2BQwHZ%2Fuz%2BnYHp6QwCSKYBZP4l%2FYkB5Wr%2BhQYU%2FQnVAAAAAAEAqAAAAZMGFAADABZACQABAQUEAgABFQA%2FPxESATkRMzEwISMRMwGT6%2BsGFAAAAAEAqAAABwYEZgAjAEZAIxwbEwAAAQ0JCQoBChsDJSQUDQoRCw8cAQoVIAURBUZZFxEQAD8zKxEAMxg%2FMzM%2FERI5ORESARc5ETMRMxEzEjkRMzEwISMRNCYjIgYVESMRMxczPgEzIBczPgEzMhYVESMRNCYjIgYVBEzsYGaIf%2Bu4IQwur2kA%2F1MQMbJzxrXrYWaJfwKqf32xzv3ZBFKRT1auUlzIzf0vAqp%2FfauxAAAAAQCoAAAEdQRmABMAMUAYDQkJCgEACgAUFQ0KEREFRlkREAsPAQoVAD8zPz8rERIAORESATk5ETMRMxEzMTAhIxE0JiMiBhURIxEzFzM%2BATMgEQR17GdwlYrruCEMMrhwAY4CqIB%2BsM%2F92QRSkU9W%2FmsAAAACAGb%2F7AR9BGYADAAVAChAFA0HEQAHABYXChNGWQoQAw9GWQMWAD8rABg%2FKxESATk5ETMRMzEwARAAIyImAjUQADMyAAEQISARECEiBgR9%2Fur4m%2B6AART78AEY%2FNsBGwEY%2FuaUhQIr%2FvH%2B0IwBBq0BDQEu%2Fsv%2B%2Bv6BAX8Be8QAAAIAqP4UBJMEZgATACAAP0AgGAsDBgYHHhEHESEiAwsADg4URlkOEAgPBxsAG0ZZABYAPysAGD8%2FPysREgA5ORESATk5ETMRMxEzMzMxMAUiJyMWFREjETMWFzM2MzISERACASIGHQEUFjMyNjU0JgLZ0nQODuu%2BCBkMbtzP5%2Bv%2B%2BIyBgJF6hIMUl4we%2FjsGPh91qP7U%2FvH%2B8f7QA7qktCPKtci5ur8AAAIAZv4UBFQEZgALACAAQEAgHhYDGhoZCg8ZDyIhGhsXDx8WDBISB0ZZEhAMAEZZDBYAPysAGD8rERIAOTkYPz8REgE5OREzETMRMzMzMTAlMjY9ATQmIyIGFRAXIgIREBIzMhYXMzczESMRNDY3IwYCXpSBhZR%2BhMPN6OzPaKVBCBrD7AgDDWioq60lzbTIu%2F6FvAEtAQ4BDgExTViR%2BcIB1SxiGqUAAAEAqAAAA04EZgAQACNAEA0JCQoCChIRCw8NChUFABAAPzI%2FOT8REgE5OREzETMxMAEyFwcmIyIGFREjETMXMz4BAtlHLhcyNo2v67gfDDexBGYK2wy4k%2F2%2BBFLDY3QAAAEAYv%2FsA48EZgAhADRAGwoAGxEABhEWBCMiChsDFBQZR1kUEAMISFkDFgA%2FKwAYPysREgA5ORESARc5ETMRMzEwARQGIyInNRYzMjU0LgEnLgE1NDYzMhcHJiMiFRQWFx4CA4%2Fs3N2Gw6jZMG5iv4flxcOuTLN6umGjiXw8ATuirUPLWoMqODwmSpR2jp1PsUpqNEg%2FNVhzAAAAAAEAJ%2F%2FsAvAFSAAVAD1AHw8MExMIAggKEQQXFg0PQAkSDA8PEkhZDw8GAEZZBhYAPysAGD8rEQAzETMaGBDNERIBFzkRMxI5OTEwJTI3FQ4BIyAZASM1PwEzFSEVIREUFgJEVlYne0L%2BspeiUJEBO%2F7FVaobsREXAWACVGhW6vay%2FbBVUQAAAAABAJ7%2F7ARtBFIAFAAwQBcBEREUCwgUCBYVAgUSCQ8AFQUORlkFFgA%2FKwAYPz8zEjkREgE5OREzETMRMzEwIScjDgEjIiY1ETMRFBYzMjY1ETMRA7QhDDG1dMnG7WhvlIvskU1YyMsC0%2F1Wf3%2Bx0AIn%2B64AAAEAAAAABEgEUgALAChAEwkKAgELAAUBCgUDDQwJAQ8FABUAPzI%2FMxESARc5ETMzETMRMzEwIQEzExYXMzY3EzMBAaT%2BXPjhOgwICT3h%2Bv5aBFL9faJkSL4Cg%2FuuAAAAAAEAFAAABnMEUgAdAD5AIR0AFxMSBAgHDhscCgkECQ4XHAUfHgANFwMIFQkbBAMSDwA%2FFzM%2FFzMREgEXOREzETMRMzMRMzMRMzMxMCEDJgMjAgcDIQEzExYXMz4BNxMhEx4BFzM2NxMzAQQzjxpECToik%2F78%2FsrwjTAUBgopD6gBAqMPLQQIDzeP7P7IAgRSASv%2B8nH9%2FgRS%2Fd%2FKkEm9LwJG%2Fboxyjh73QIh%2B64AAAAAAQAZAAAETgRSAAsAM0AaCAcEBQIBCgsAAQUGBwsGDQwJAwsEAQ8ICxUAPzM%2FMxI5ORESARc5ETMRMxEzETMxMAkBIRsBIQkBIQkBIQGe%2Fo0BDPz%2BAQr%2BjAGH%2Fvb%2B7%2F7w%2FvYCNQId%2Fn0Bg%2F3j%2FcsBnv5iAAABAAD%2BFARKBFIAFAAzQBoUCgQICQEAAAQJDwQWFQQUFQgADwwRRlkMGwA%2FKwAYPzM%2FMxESARc5ETMRMxEzMzEwESETFhczPgETMwECISInNRYzMj8BAQDhMxEICTDm%2Fv4ngf7TTko1RKpFKQRS%2FY2GdjedApv7G%2F6nEboMxWgAAAEARAAAA4sEUgAJADhAHQMHCAICBAcJBAsKBwQFBQRIWQUPAggBAQhIWQEVAD8rERIAORg%2FKxESADkREgEXOREzETMxMCkBNQEhNSEVASEDi%2Fy5Ai%2F98wMV%2Fd0CM5EDDbSk%2FQYAAAAAAQAt%2FrwC6QW2ABwARUAnCxgSAg4HFRUcAhgcAx4dEQICDwN%2FA48DrwO%2FA88DBgMDChgZCwoDAD8zLzMSOS9dMxI5ERIBFzkRMxI5ORE5ETMxMAE0ITUyNjURNDYzFQ4BFREUBxUWFREUFhcVLgE1ATf%2B9oeD2dlyZ%2BXlZnPnywEfur9bXQE3nJO2BVNS%2FtfHJwwkyf7VUlQCtwKZqwAAAAEB2f4fAo0GEAADABS3AgMDBQQDAAAAPy8REgE5ETMxMAEzESMB2bS0BhD4DwAAAAEALf68AssFtgAeAEVAJwsbEgQXDgcHAAAEGwMgHwwbGw8afxqPGq8avxrPGgYaGhMEAxITAwA%2FMy8zEjkvXTMSORESARc5ETMSOTkRMxE5MTAFFAYHNT4BNRE0Njc1JjURNCYnNTIWFREUFjMVIgYVAc%2FH219qanvlW27fw399e4EUnJICtwFLXAEGeYQVDCfHASlSUwW2ma7%2B4WRUv1VlAAAAAQBgAjsEMQNoABUAQEAkDwMXFg4GAxERC1JZABEQEQIJAxEGQAYAUlkPBh8GPwZvBgQGAC9dKwAaGBDNX15dKwAQGMQQxhESATk5MTABIgYHNTYzMhYXFjMyNjcVBiMiJicmAUoyez1jl0J2WINZNH06aZFBfVR%2FArQ8Pb9sGiU3Pjq%2Bbx8jNwAAAAACAIX%2BjQGuBF4AAwAPAChAEgQCCgIDAxEQAAANAw0HUVkNEAA%2FKwAYLxI5LxESATkRMzMRMzEwEzMTIQEUBiMiJjU0NjMyFsGuM%2F7rASFLSkhMTEhITQKF%2FAgFOEpOT0lFVFEAAQCm%2F%2BwD9gXLABwASkApDgILAgUWCAUIEBwEHh0FAgIZTVkAAhACAhADAgQZDhNNWQuQDgEODAcAP81dMisAGD%2FFX15dKxEAMxESARc5ETMRMzMRMzEwJQYHFSM1JgI1NBI3NTMVFhcHJiMiBhUUFjMyNjcD23eLnM%2FIyc6emINGkmiSjJCKS4dX7jsFwsgfARj6%2FgEeIKqiBT28O77BwrIeJQABAEgAAARWBckAHQBVQC4aCAsLFw8TAgkQExcYBh8eCxgZGE9ZCA8ZAQsDGRkSAAAFTVkABxMPEg9OWRIYAD8rEQAzGD8rERIAORgvX15dMysRADMREgEXOREzETMSOTkxMAEyFwcmIyIdASEVIRUUBgchFSE1PgE9ASM1MxE0NgKywrVMonrNAY3%2Bc0JQAvT78mJevLzjBclStkfb9Ky2W4Atz8MehHC4rAEAvNQAAAIAdQECBBsEpAAbACcAOkAlIg4cAAACBQkMDhATFxoKKSgJDBATFxoCBQgfFSUPBx8HbwcDBwAvXTPEMhc5ERIBFzkRMxEzMTATNDcnNxc2MzIXNxcHFhUUBxcHJwYjIicHJzcmNxQWMzI2NTQmIyIGukCFeYNkc3NihXmDPz%2BBd4Vjcn5Zg3eDQKiIXmGIiGFdiQLTbWiFd4E%2FQYN1hWRzd2KBd4E9PX93gWN0YoWFYmGIiAAAAAABABIAAAR9BbYAFgBbQDMABxADCwsMAgUJDA4SFQcYFwYSExJQWQADDxMfEwIJAxMTDBUKDg8OUFkHDw8MARUGDBgAPz8zEjkvMysRADMREjkYL19eXTMzKxEAMxESARc5ETMSFzkxMAkBMwEzFSEVIRUhFSM1ITUhNSE1MwEzAkgBQfT%2BceP%2B5wEZ%2Fufh%2FuUBG%2F7l4P529gMdApn9CJeamfT0mZqXAvgAAAAAAgHZ%2Fh8CjQYQAAMABwAkQBADAgUFBAQJCAMEAwQHGwAAAD8%2FOTkvLxESATkRMxI5OTEwATMRIxEzESMB2bS0tLQGEPzm%2FkX85AAAAAIAc%2F%2FyA4kGIwAtADkATUAsNBcmGy4AEQUyGTcDAAMFCxcZGyEIOzoDGTcUMioGHggID0lZCAEeJElZHhYAPysAGD8rERIAFzkREgEXOREzETMRMxEzETMRMzEwEzQ2NyY1NDYzMhYXBy4BIyIVFBYXHgEVFAcWFRQGIyInNR4BMzI1NC4BJy4CNxQeARc2NTQmJw4BgU1Jktu5W6ZjRHR4PcJuiK%2BWi4vs0NSGTcBR6ypkYY2CPbgwbYxtfJ82RQMnUIMrU5iBkiIqojIabTZPM0SdbbFZUI%2BOpUezKDODKzY2JjdddWEtRkQ4QWdLZzUQWwACASUFAgOWBewACwAXAB5ADAwSBgASABkYDwMVCQAvM80yERIBOTkRMxEzMTABNDYzMhYVFAYjIiYlNDYzMhYVFAYjIiYBJUMwNT9ANDBDAYlDMDVAQjMwQwV3Pjc%2BNzVAOjs%2BNz43Nj86AAADAGT%2F7AZEBcsAFgAmADYARkAoAw8vHycXCQ8UFx8FODcAABIQEgISEhsGDwwfDJ8MAwwMIzMbBCsjEwA%2FMz8zEjkvXTMROS9dMxESARc5ETMRMxEzMTABIgYVFBYzMjY3FQYjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA31veGx7N34uc3jF2dzEiohBavyGyAFeysgBXsrC%2FqLQz%2F6iw3upASSoqgEkp6n%2B26eo%2Ft%2BsBAqhjpOeHhWeM%2FHe1vdGjzf%2B0cgBXsrI%2FqLKxf6m0M8BWsaq%2Ft2oqwEhqagBJaim%2FtwAAAIAOQMCApMFxwAXACEAOUAdCwEhIRcbBwcRFwMjIiELCxMdAQAABBAEAgQOEwQAPzPUXcQzMxI5LzMREgEXOREzETMRMzMxMAEnDgEjIiY1NDY%2FATQmIyIHJzYzMhYVEQEOARUUMzI2PQECIx0udkdxcaioa0VFWng2kI2Kiv7%2BR21gW1wDDmE3NmlqaG8GBEhIOHNGfX3%2BQQE8AkAxWFJSKwAAAgBSAGgEIQPhAAYADQApQBMDBgoNAgQLCQkEDQYEDg8MBQgBAC8zxDIREgEXOREzETMRMxEzMTATARcJAQcBJQEXCQEHAVIBZKj%2B5gEaqP6cAcIBZaj%2B5QEbqP6bAjEBsF7%2Bov6kYQGvGgGwXv6i%2FqRhAa8AAAAAAQBgAQAEMQMrAAUAI0AQAQADAAcGAQQEA1JZLwQBBAAvXSsAGBDEERIBOTkRMzEwASMRITUhBDGy%2FOED0QEAAXmyAP%2F%2FAEgBwQJKAokSBgAQAAAABABk%2F%2BwGRAXLAAgAFQAlADUAXUAzBAkLDg0MABAQES4eJhYJDA4RFh4GNzYPAAASDQ8RHxECEREaCAASEBICEhIiMhoEKiITAD8zPzMSOS9dMxE5L10zEjkvMxESARc5ETMRMxEzETMRMxEzETMxMAEzMjY1NCYrAQUUBxMjAyMRIxEhMhYBNBIkMzIEEhUUAgQjIiQCNxQSBDMyJBI1NAIkIyIEAgLsRUpMSU9DAZmZ7dPAWr0BBq6i%2B9%2FIAV7KyAFeysL%2BotDP%2FqLDe6kBJKiqASSnqf7bp6j%2B36wDAkZBSDl9qz7%2BcwFa%2FqYDh4j%2BxcgBXsrI%2FqLKxf6m0M8BWsaq%2Ft2oqwEhqagBJaim%2FtwAAAAAAf%2F6BhQEBga4AAMAEbUABQEEAQIALzMRATMRMzEwASE1IQQG%2B%2FQEDAYUpAACAG0DOQL%2BBcsADAAYAB9ADRMGDQAGABoZEAkWAwQAPzPEMhESATk5ETMRMzEwEzQ2MzIWFRQGIyIuATcUFjMyNjU0JiMiBm2%2Bi4q%2BwIhYmViZZkpKZmhISGgEgYfDwIqLvVeYWUZoZ0dMZmgAAAAAAgBgAAAEMQThAAsADwA3QB4GAwoKCwwPAQgLBREQDA1SWQwSCQECAVJZBp8CAQIAL10zKxEAMxg%2FKxESARc5ETMSOTkxMAEhNSERMxEhFSERIwE1IRUB7v5yAY60AY%2F%2BcbT%2BcgPRApiyAZf%2BabL%2Bav7%2BsrIAAAAAAQAzAkoCpgXJABYAJ0ATBhEVAgIMERYEGBcJDh8CFRUBIAA%2FMxI5PzMREgEXOREzETMxMAEhNTc%2BATU0JiMiByc2MzIWFRQGDwEhAqb9jeZ1QUAzXWxei6qIl1yJiwGNAkqH4XBqOzQ2WHl3hHJTl3%2BBAAABAC0COQKiBckAIwA5QB8XABAGAAYLEx4DBiUkAxMTHxQBHxQBFBQJGiEfDgkhAD8zPzMSOS9dcTMSORESARc5ETMRMzEwARQGBx4BFRQGIyInNRYzMjU0KwE1MzI1NCYjIgYHJz4BMzIWAoVRT15fuq2UepF9s8dzabhFODlhOVQ9kmKGnQTjS18nFW5Nf4o%2BnU%2BHfYWBNDgoJXIuO3sAAQFqBNkDUAYhAAkAE7YFAAsKBYAAAC8azRESATk5MTABNT4BNyEVDgEHAWo5eSMBETTPRwTZGUasPRU9wTUAAAEAqP4UBHUEUgAYADtAHQoFBQgRABUVFhYIGhkRCw4GFw8JFRYbDgJGWQ4WAD8rABg%2FPz8zEjk5ERIBOTkRMxEzMxEzETMxMAEUMzI2NREzESMnIw4BIyInIx4BFREjETMBk9qSiuy3Ig0wj2iMTwQDB%2BvrAab8sdACJ%2Fuuk1NUWhyyJP7ABj4AAAAAAQBx%2FvwEdwYUAA8ALUAVAQAEBQAFCwMREAEFCAgOBQ4DS1kOAC8rABgvEjkvETMREgEXOREzETMxMAEjESMRIxEGIyImNRA2MyEEd4m%2FiT5U2Mva6AJE%2FvwGf%2FmBAzMS%2BvsBBP4AAAABAIUCOQGuA2oACwAXQAoGAAANDAMJUVkDAC8rERIBOREzMTATNDYzMhYVFAYjIiaFTEhJTE1ISEwC00lOUUZHU1IAAAEAAP4UAaoAAAARAC1AFw8MCgAABQwDExIMD0ALDkgPDw4HAhsOAC8%2FMxI5LyszERIBFzkRMxEzMTABFCEiJzUWMzI2NTQnNzMHHgEBqv7PQjc2RTY%2Fs1SYKVBa%2FvLeD4kOIS1VGaZYFV8AAAEAVAJKAhQFtgAKACJAEAAECQMBCAEMCwcJASAECR4APzM%2FEjkREgE5OREXMzEwASMRPwEOAQcnJTMCFLoDBREvdlgBGacCSgIAZ1sSLFlw0QAAAAIAPQMCAs8FxwALABcAJUASEgAMBgAGGRgPAAMQAwIDFQkEAD8zxF0yERIBOTkRMxEzMTABFAYjIiY1NDYzMhYFFBYzMjY1NCYjIgYCz6%2BdlrCxmZiw%2FhBOWFhOTlhYTgRkpL6%2Fo6m6vaZvbm5vcW1tAAAAAgBQAGgEIQPhAAYADQAlQBILCQQCAAMHAgoJBg4PCAEBDAUALzPELzIREgEXOREzETMxMAkBJwkBNwEFAScJATcBBCH%2BmagBG%2F7lqAFn%2Fj3%2BmqgBGv7mqAFmAhf%2BUWEBXAFeXv5QGv5RYQFcAV5e%2FlAAAP%2F%2FADwAAAYxBbYQJwDTAqYAABAmAHvoABEHANQDXP23AAmzAwIRGAA%2FNTUA%2F%2F8ALgAABkgFthAnANMCgwAAECYAe9oAEQcAdAOi%2FbcAB7ICEBgAPzUAAAD%2F%2FwA3AAAGaAXJECcA0wL4AAAQJwDUA5P9txEGAHUKAAAJswIBBxgAPzU1AAACADf%2BdwOWBF4AGwAnAEhAJhwiABsHExMbIgMpKAQXFwAbEBsCCwMbGxAlJR9RWSUQEApLWRAiAD8rABg%2FKxESADkYL19eXTkRMxESARc5ETMRMxEzMTABFRQGBw4BFRQWMzI2NxcGIyImNTQ%2BATc%2BAT0BExQGIyImNTQ2MzIWAotSZnw%2BbGtaqFJS3MzP6CpWcl4%2B70tKSExMSEhNAoU%2FapZQYmJLTl43JrNuv6lJcmhaTGFPLQFASk5PSUVUUf%2F%2FAAAAAAVKB3MSJgAkAAARBwBD%2F%2BQBUgAIswIZBSYAKzUAAP%2F%2FAAAAAAVKB3MSJgAkAAARBwB2AKoBUgAIswIZBSYAKzUAAP%2F%2FAAAAAAVKB3MSJgAkAAARBwDFADsBUgAIswIcBSYAKzUAAP%2F%2FAAAAAAVKB0gSJgAkAAARBwDHAC0BUgAIswIYBSYAKzUAAP%2F%2FAAAAAAVKBz4SJgAkAAARBwBqAEYBUgAKtAMCJQUmACs1Nf%2F%2FAAAAAAVKBwkSJgAkAAARBgDGVm0ACbMDAiQDAD81NQAAAAAC%2F%2F4AAAbTBbYADwATAGVANgYTExERCg4OAQgABAUFAAEMEBIFFRQKDUxZCgoBBhADTFkQEAEGBRIJEwYTTFkGAwEOTFkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKxESARc5MxEzETMRMxI5OREzETMxMCkBESEDIwEhFSERIRUhESEBIREjBtP81f4IvPYCpgQv%2FcUCFP3sAjv7NwGeewGW%2FmoFtsr%2Bcsj%2BNQGZAoEAAP%2F%2FAHn%2BFATPBcsSJgAmAAAQBwB6Ag4AAP%2F%2FAMEAAAP8B3MSJgAoAAARBwBD%2F7cBUgAIswEVBSYAKzUAAP%2F%2FAMEAAAP8B3MSJgAoAAARBwB2AE4BUgAIswEVBSYAKzUAAP%2F%2FAMEAAAP8B3MSJgAoAAARBwDF%2F%2FkBUgAIswEYBSYAKzUAAP%2F%2FAMEAAAP8Bz4SJgAoAAARBwBqAAQBUgAKtAIBIQUmACs1Nf%2F%2F%2F%2FoAAAHgB3MSJgAsAAARBwBD%2FpABUgAIswENBSYAKzUAAP%2F%2FALMAAAKZB3MSJgAsAAARBwB2%2F0kBUgAIswENBSYAKzUAAP%2F%2F%2F7UAAAK3B3MSJgAsAAARBwDF%2FtIBUgAIswEQBSYAKzUAAP%2F%2FAAEAAAJyBz4SJgAsAAARBwBq%2FtwBUgAKtAIBGQUmACs1NQACAC8AAAVeBbYADAAYAEdAJQ0AEggWFgQABAYUBBoZFQYHBkxZEgcHBAkJEUxZCQMEFkxZBBIAPysAGD8rERIAORgvMysRADMREgEXOREzEjk5ETMxMAEQACkBESM1MxEhIAADEAIrAREhFSERMyAFXv5u%2Fob%2Bb5KSAb4BWwGE%2FPn0xQEz%2Fs2gAhIC6f6Y%2Fn8Cb8gCf%2F6H%2FqQBBAEJ%2FknI%2FloA%2F%2F8AwQAABYMHSBImADEAABEHAMcAsgFSAAizARoFJgArNQAA%2F%2F8Aef%2FsBdMHcxImADIAABEHAEMAdwFSAAizAiEFJgArNQAA%2F%2F8Aef%2FsBdMHcxImADIAABEHAHYBJwFSAAizAiEFJgArNQAA%2F%2F8Aef%2FsBdMHcxImADIAABEHAMUAugFSAAizAiQFJgArNQAA%2F%2F8Aef%2FsBdMHSBImADIAABEHAMcArgFSAAizAiAFJgArNQAA%2F%2F8Aef%2FsBdMHPhImADIAABEHAGoAywFSAAq0AwItBSYAKzU1AAEAgwEOBA4EmAALABxADwEDBQcJCwYNDC8AXwACAAAZL10REgEXOTEwCQE3CQEXCQEHCQEnAcn%2Bun0BSAFJff63AUV7%2Frf%2BvH0C0wFGf%2F66AUZ7%2Frb%2BuH0BRv66fQAAAAMAef%2B0BdMF%2FAATABsAIwBOQC0WFx4fBBQcFAAcCgAFCAoPBSUkFx4WHwQhGQ8SCAUEAw0NIUxZDQQDGUxZAxMAPysAGD8rERIAFzkREhc5ERIBFzkRMxEzERIXOTEwARAAISInByc3JhEQACEyFzcXBxYDNCcBFjMyEgEUFwEmIyICBdP%2Bm%2F651ZRejWK8AWUBS8ebWo5jw%2F5Q%2FbZhi9XZ%2FKJOAktci9fbAt3%2Bm%2F50UYlekMQBeQFqAYRSgVyMx%2F6Q4Yj8rjwBFAER54MDUjv%2B6gD%2F%2FwC0%2F%2BwFOwdzEiYAOAAAEQcAQwA3AVIACLMBGwUmACs1AAD%2F%2FwC0%2F%2BwFOwdzEiYAOAAAEQcAdgDuAVIACLMBGwUmACs1AAD%2F%2FwC0%2F%2BwFOwdzEiYAOAAAEQcAxQCLAVIACLMBHgUmACs1AAD%2F%2FwC0%2F%2BwFOwc%2BEiYAOAAAEQcAagCYAVIACrQCAScFJgArNTX%2F%2FwAAAAAEvAdzEiYAPAAAEQcAdgBYAVIACLMBEgUmACs1AAAAAgDBAAAEkQW2AAwAFQBGQCURAA0JBQUGBgAXFgkVTFkACRAJAgwDCQkGBw0ETFkNDQYHAwYSAD8%2FEjkvKxESADkYL19eXSsREgE5OREzETMzETMxMAEUBCEjESMRMxUzIAQBMzI2NTQmKwEEkf7c%2Fuuo7%2B%2FFAQwBEP0fhbusnKykAwjj9P7PBbbz4P4Vfox%2FewAAAAEAqP%2FsBQIGHwAzAEFAIiUABh8ZDiwtAA4UHy0FNTQZJRExLRUxKEZZMQARF0hZERYAPysAGD8rABg%2FERI5ORESARc5ETMRMxEzETMxMAEUBgcOARUUFh8BHgIVFAYjIic1HgEzMjU0JicuATU0Njc%2BATU0JiMiBhURIxE0JDMyBAR9TUJaNi05X1xXLNbMvm06okPARXl3aERHS0CGb3%2BG6wEB7%2BEBBATlSoUzRTocHjMmQD5fcEelrEHHJTGXPVhKSXxUP2k1N1UzSFFsaftzBJHBzagA%2F%2F8AWv%2FsBAQGIRImAEQAABEGAEOZAAAIswIwESYAKzX%2F%2FwBa%2F%2BwEBAYhEiYARAAAEQYAdkwAAAizAjARJgArNf%2F%2FAFr%2F7AQEBiESJgBEAAARBgDF6AAACLMCMxEmACs1%2F%2F8AWv%2FsBAQF9hImAEQAABEGAMfkAAAIswIvESYAKzX%2F%2FwBa%2F%2BwEBAXsEiYARAAAEQYAavUAAAq0AwI8ESYAKzU1AAD%2F%2FwBa%2F%2BwEBAacEiYARAAAEQYAxg4AAAq0AwIqESYAKzU1AAAAAwBa%2F%2BwGuARmACYAMAA3AHNAPyEPFgQtNBYWLTUVJwAAChUaLQU5OA8hJA0ELUpZBAQkDTQWSVk0NCQNETFIWQ0HSFkRDRAeGEdZJClIWR4kFgA%2FMysrABg%2FMysrERIAORgvKxESADkYLysREgA5ORESARc5ETMRMxEzETMRMxI5OTEwEzQ2PwE1NCMiByc%2BATMyFzYzMhIdASESITI3FQ4BIyImJw4BIyImNxQzMjY9AQcOAQEiBgchNCZa8%2Fm8yY2mSljRY%2FFjeOLO9P04CgEjuKxWq26M2UNewZGlu%2FSmfJCHm5ADpHCDCQHZdQE9rK0IBkzCUqYvMZub%2FvPkf%2F6wUL8pIm1ufV60m5uRf2AGBmECEYuLgpQAAP%2F%2FAGb%2BFAO0BGYSJgBGAAAQBwB6AWQAAP%2F%2FAGb%2F7AQ5BiESJgBIAAARBgBDrwAACLMCJREmACs1%2F%2F8AZv%2FsBDkGIRImAEgAABEGAHZgAAAIswIlESYAKzX%2F%2FwBm%2F%2BwEOQYhEiYASAAAEQYAxQAAAAizAigRJgArNf%2F%2FAGb%2F7AQ5BewSJgBIAAARBgBqDgAACrQDAjERJgArNTUAAP%2F%2F%2F7sAAAGhBiESJgDCAAARBwBD%2FlEAAAAIswENESYAKzUAAP%2F%2FAJwAAAKCBiESJgDCAAARBwB2%2FzIAAAAIswENESYAKzUAAP%2F%2F%2F5wAAAKeBiESJgDCAAARBwDF%2FrkAAAAIswEQESYAKzUAAP%2F%2F%2F%2BcAAAJYBewSJgDCAAARBwBq%2FsIAAAAKtAIBGREmACs1NQACAGb%2F7AR9BiEAGwAnAFBAKwwcHAAiBgAGEBMYBSkoFhkRDhAFFw8PFAwDCQkfR1kJCQMXFAEDJUdZAxYAPysAGD%2FGEjkvKxESADkSORgvEhc5ERIBFzkRMxEzETMxMAEQACMiADU0ADMyFzcmJwcnNyYnNxYXNxcHFhIDNCYjIgYVFBYzMjYEff7t%2B%2Bv%2B4gEG3NZXCD6l%2BljMVlFUjHbnWLyYn%2FCXg5eGlImUhgI3%2Fun%2BzAEQ5ecBDW8EvZyWhXc7K5I%2FUYqBcYz%2BhP7pf5aknpmitgAAAP%2F%2FAKgAAAR1BfYSJgBRAAARBgDHIQAACLMBHBEmACs1%2F%2F8AZv%2FsBH0GIRImAFIAABEGAEO7AAAIswIfESYAKzX%2F%2FwBm%2F%2BwEfQYhEiYAUgAAEQYAdm8AAAizAh8RJgArNf%2F%2FAGb%2F7AR9BiESJgBSAAARBgDFDAAACLMCIhEmACs1%2F%2F8AZv%2FsBH0F9hImAFIAABEGAMf%2FAAAIswIeESYAKzX%2F%2FwBm%2F%2BwEfQXsEiYAUgAAEQYAahIAAAq0AwIrESYAKzU1AAAAAwBgAOwEMQS2AAMADwAbADRAGhYQCgQAAwQQBB0cBw0ZEw0TAQEAUlkvAQEBAC9dKxEAMzMYLzMvMxESARc5ETMRMzEwEzUhFQE0NjMyFhUUBiMiJhE0NjMyFhUUBiMiJmAD0f2YP0A9QEQ5PEM%2FQD1ARDk8QwJ5srL%2B%2FEBHSD8%2FSkcC%2FEBHSD8%2FSkcAAAAAAwBm%2F7gEfQSLABMAGwAiAE9ALhYXHh8EHBQcABQKAAUICg8SBiQjFx4WHwQhGQ8SCAUEAw0NGUZZDRADIUZZAxYAPysAGD8rERIAFzkREhc5ERIBFzkRMxEzERIXOTEwARAAIyInByc3JhEQADMyFzcXBxYBFBcBJiMiBgU0JwEWMyAEff7q%2BJBqTIdSjgEU%2B5ByRYhOh%2FzbJQGHPFeUhQIzIf59NlYBGAIr%2FvH%2B0DltWnWbAQkBDQEuP2RcbJj%2FAIdUAi8nxLd5Uv3XIQAA%2F%2F8Anv%2FsBG0GIRImAFgAABEGAEO3AAAIswEeESYAKzX%2F%2FwCe%2F%2BwEbQYhEiYAWAAAEQcAdgCLAAAACLMBHhEmACs1AAD%2F%2FwCe%2F%2BwEbQYhEiYAWAAAEQYAxSEAAAizASERJgArNf%2F%2FAJ7%2F7ARtBewSJgBYAAARBgBqJwAACrQCASoRJgArNTUAAP%2F%2FAAD%2BFARKBiESJgBcAAARBgB2JwAACLMBHhEmACs1AAIAqP4UBJMGFAAVACEAQUAiHwYMEhUaBA8PEBAGIyIMFQkDEQAQGwMWRlkDEAkdRlkJFgA%2FKwAYPysAGD8%2FERI5ORESATk5ETMRFzMRMzEwAT4BMzISERACIyInIx8BESMRMxEPAQUiBh0BFBYzMhE0JgGTPaNqzujpzdtvDggG6%2BsHAwEZjoGAkf57A8FWT%2F7S%2FvP%2B8P7RlUhc%2FjcIAP5SihsbpLIlyrUBgb67AAD%2F%2FwAA%2FhQESgXsEiYAXAAAEQYAasoAAAq0AgEqESYAKzU1AAAAAQCoAAABkwRSAAMAFkAJAAEBBQQCDwEVAD8%2FERIBOREzMTAhIxEzAZPr6wRSAAAAAgB5%2F%2BwHGwXNABQAHwBWQC8NAA8TEx0YBgAGER0EISAPEkxZDw8BCwsOTFkLAwkVTFkJBAETTFkBEwMbTFkDEgA%2FKwAYPysAGD8rABg%2FKxESADkYLysREgEXOREzETMRMxEzMTApAQYjIAAREAAhMhchFSERIRUhESEBIgIREBIzMjcRJgcb%2FMxmbf7A%2FqUBWAE%2Fc14DOv3AAhv95QJA%2B%2F7Q1tTQgVRQFAGJAWoBaAGGF8r%2Bcsj%2BNQQ1%2Fur%2B8%2F7z%2FugjBAAlAAADAGb%2F7AdMBGYAHQApADAAb0A9DQIkLRQUJC4THgcHExokBDIxDQIECi0USFkMLRwtAhADLS0ECg8qSFkPCgonRlkKEAAXR1kABAQhRlkEFgA%2FKxEAMysAGD8rEQAzKxESADkYL19eXSsREgA5ORESARc5ETMRMxEzETMSOTkxMAUgJwYhIgAREAAzMhYXNjMyAB0BIR4BMzI2NxUOAQEUFjMyNjU0JiMiBiUiBgchNCYFnv7ni4T%2B9Oz%2B6AES9XnMQoP43QEA%2FR4LlZpmqmBUr%2FtHg5KNg4SRj4EEGW6HCwHxfhTCwgE2AQkBEAErYmDC%2FvXof6SqJSu%2FKCMCP73Cv7zAv77Mi4uGkAAAAQDjBNkD5QYhAAwAKEASCQgCAAwEBQIFDAMODQIJgAUAAC8yGs0yERIBFzkRMxEzETMzMTABJicGByM1NjchFhcVA0Z7aWd6nr8%2FAQQ%2FwQTZSWtnTRnGaW7BGQACAWAE1wM7BpwACwAWACpAFgwAEgYGABgXD3AJAQ8JHwkvCQMJFAMALzPEXV0yERIBOTkRMxEzMTABFAYjIiY1NDYzMhYHNCYjIgYVFDMyNgM7g2xsgH9taIeFPC4vPGsuPAW8Zn99ZmV9fGYyOTkyajcAAAEA7ATXA%2F4F9gAVADJAGBITBwgTCBcWEAAFCwALAAt%2FE48TAhOACAAvGsxdOTkvLxEzETMREgE5OREzETMxMAEiLgIjIgcjPgEzMh4CMzI3Mw4BAwgqUU5KIlEcegyDZitSTkkiTxt9DIIE2SMrI3OLkiMrI3OGlwAAAAABAFIBxwOuAoUAAwARtQMABQQAAQAvMxESATk5MTATNSEVUgNcAce%2BvgAAAAEAUgHHB64ChQADABG1AwAFBAABAC8zERIBOTkxMBM1IRVSB1wBx76%2BAAAAAQAZA8EBcwW2AAcAF0AJAQcHBQkIAAQDAD%2FNERIBOTkRMzEwEyc2EjczAgclDBRmNqpAJQPBFlMBGnL%2FAPUAAAEAGQPBAXMFtgAGABdACQEGBgQIBwQGAwA%2FxhESATk5ETMxMAEXBgMjEjcBZA81e6pFHwW2FtH%2B8gEh1AAAAAABAD%2F%2B%2BAGcAO4ABgAeQA8ABQUDCAcDQAZQBtAGAwYAL13NERIBOTkRMzEwJQYDIxI3MwGcMICtRSLn17r%2B2wEO6AAAAAIAGQPBAxQFtgAGAA4AIkAQBw0ABQMFCw0EEA8GDgIKAwA%2FM80yERIBFzkRMxEzMTABNhMzAgcjJTYSNzMCByMBuDV9qkUf6f5SFGY2qkAl6QPXywEU%2FtjNFlMBGnL%2FAPUAAAACABkDwQMUBbYABgANACJAEAcMAAUDBQoMBA8OCgMMBQMAPzPGMhESARc5ETMRMzEwAQYDIxI3MwUGAyMSNzMBczV7qkUf5wGwNXusRSLnBaDR%2FvIBIdQW0f7yAQ%2FmAAACACv%2B%2BAMpAO4ABgANAClAFgcMAAUDBQoMBA8OCgMMQAZQBtAGAwYAL10zzTIREgEXOREzETMxMCUGAyMSNzMFBgMjEjczAYc3eaxCJOgBsDCArEIk6NfW%2FvcBBPIXuv7bAQTyAAAAAAEAgwHRAn8EBgALABO2BgAADQwJAwAvzRESATkRMzEwEzQ2MzIWFRQGIyImg4R6eYWGeHiGAuyKkJGJh5SRAAABAFIAaAJeA%2BEABgAYQAoDBgIEBgMIBwUBAC%2FEERIBFzkRMzEwEwEXCQEHAVIBZKj%2B5gEaqP6cAjEBsF7%2Bov6kYQGvAAEAUABoAl4D4QAGABhACgMAAAIEAwgHAQUAL8QREgEXOREzMTAJAScJATcBAl7%2BmqgBGv7mqAFmAhf%2BUWEBXAFeXv5QAAAAAAH%2BdwAAAo8FtgADABpACwMABQECAgQDAwISAD8%2FEQEzETMRMzIxMAkBIwECj%2FyowANaBbb6SgW2AAAAAAIAEAJKAtUFvAAKABEAPkAgCQEBCwcEEQYABAYDExIBBQUGCQ8RHxECEREHAyAOBx4APzM%2FEjkvXTMzMxEzERIBFzkRMxEzMzMRMzEwASMVIzUhNQEzETMhNTQ3Bg8BAtV9wP54AYy8ff7DBjQklAL6sLB%2FAkP9zbJhZGg22QAAAQA%2F%2F%2BwEhQXFACYAcUBCDAMICBYfAxsFChEYGx0kBygnBh0eHVBZAw8eHx4vHr8eBAkDHhcJGBcYUFkMAxcBFAMXFxMiIgBNWSIHEw5NWRMZAD8rABg%2FKxESADkYL19eXTMrEQAzGBDGX15dMisRADMREgEXOREXMxEzMzEwASIGByEVIQcVFyEVIRIhMjcVBiMiACcjNTMnNTcjNTM2ADMyFwcmAx%2BNsx4ByP4pAgIBmP55QAEsj5aDrvH%2B0y6YiAICiJYmATLyyJ5UmgT%2BqKqaLTcnmf7IPss9AQj6mSUlQZr7AR5Yu0wAAAAAAAEAACMAAAEF0xgAAAoK8gAFACT%2FcQAFADcAKQAFADkAKQAFADoAKQAFADwAFAAFAET%2FrgAFAEb%2FhQAFAEf%2FhQAFAEj%2FhQAFAEr%2FwwAFAFD%2FwwAFAFH%2FwwAFAFL%2FhQAFAFP%2FwwAFAFT%2FhQAFAFX%2FwwAFAFb%2FwwAFAFj%2FwwAFAIL%2FcQAFAIP%2FcQAFAIT%2FcQAFAIX%2FcQAFAIb%2FcQAFAIf%2FcQAFAJ8AFAAFAKL%2FhQAFAKP%2FrgAFAKT%2FrgAFAKX%2FrgAFAKb%2FrgAFAKf%2FrgAFAKj%2FrgAFAKn%2FhQAFAKr%2FhQAFAKv%2FhQAFAKz%2FhQAFAK3%2FhQAFALT%2FhQAFALX%2FhQAFALb%2FhQAFALf%2FhQAFALj%2FhQAFALr%2FhQAFALv%2FwwAFALz%2FwwAFAL3%2FwwAFAL7%2FwwAFAMT%2FhQAKACT%2FcQAKADcAKQAKADkAKQAKADoAKQAKADwAFAAKAET%2FrgAKAEb%2FhQAKAEf%2FhQAKAEj%2FhQAKAEr%2FwwAKAFD%2FwwAKAFH%2FwwAKAFL%2FhQAKAFP%2FwwAKAFT%2FhQAKAFX%2FwwAKAFb%2FwwAKAFj%2FwwAKAIL%2FcQAKAIP%2FcQAKAIT%2FcQAKAIX%2FcQAKAIb%2FcQAKAIf%2FcQAKAJ8AFAAKAKL%2FhQAKAKP%2FrgAKAKT%2FrgAKAKX%2FrgAKAKb%2FrgAKAKf%2FrgAKAKj%2FrgAKAKn%2FhQAKAKr%2FhQAKAKv%2FhQAKAKz%2FhQAKAK3%2FhQAKALT%2FhQAKALX%2FhQAKALb%2FhQAKALf%2FhQAKALj%2FhQAKALr%2FhQAKALv%2FwwAKALz%2FwwAKAL3%2FwwAKAL7%2FwwAKAMT%2FhQALAC0AuAAPACb%2FmgAPACr%2FmgAPADL%2FmgAPADT%2FmgAPADf%2FcQAPADj%2F1wAPADn%2FhQAPADr%2FhQAPADz%2FhQAPAIn%2FmgAPAJT%2FmgAPAJX%2FmgAPAJb%2FmgAPAJf%2FmgAPAJj%2FmgAPAJr%2FmgAPAJv%2F1wAPAJz%2F1wAPAJ3%2F1wAPAJ7%2F1wAPAJ%2F%2FhQAPAMP%2FmgAQADf%2FrgARACb%2FmgARACr%2FmgARADL%2FmgARADT%2FmgARADf%2FcQARADj%2F1wARADn%2FhQARADr%2FhQARADz%2FhQARAIn%2FmgARAJT%2FmgARAJX%2FmgARAJb%2FmgARAJf%2FmgARAJj%2FmgARAJr%2FmgARAJv%2F1wARAJz%2F1wARAJ3%2F1wARAJ7%2F1wARAJ%2F%2FhQARAMP%2FmgAkAAX%2FcQAkAAr%2FcQAkACb%2F1wAkACr%2F1wAkAC0BCgAkADL%2F1wAkADT%2F1wAkADf%2FcQAkADn%2FrgAkADr%2FrgAkADz%2FhQAkAIn%2F1wAkAJT%2F1wAkAJX%2F1wAkAJb%2F1wAkAJf%2F1wAkAJj%2F1wAkAJr%2F1wAkAJ%2F%2FhQAkAMP%2F1wAkAMv%2FcQAkAM7%2FcQAlAA%2F%2FrgAlABH%2FrgAlACT%2F1wAlADf%2FwwAlADn%2F7AAlADr%2F7AAlADv%2F1wAlADz%2F7AAlAD3%2F7AAlAIL%2F1wAlAIP%2F1wAlAIT%2F1wAlAIX%2F1wAlAIb%2F1wAlAIf%2F1wAlAJ%2F%2F7AAlAMz%2FrgAlAM%2F%2FrgAmACb%2F1wAmACr%2F1wAmADL%2F1wAmADT%2F1wAmAIn%2F1wAmAJT%2F1wAmAJX%2F1wAmAJb%2F1wAmAJf%2F1wAmAJj%2F1wAmAJr%2F1wAmAMP%2F1wAnAA%2F%2FrgAnABH%2FrgAnACT%2F1wAnADf%2FwwAnADn%2F7AAnADr%2F7AAnADv%2F1wAnADz%2F7AAnAD3%2F7AAnAIL%2F1wAnAIP%2F1wAnAIT%2F1wAnAIX%2F1wAnAIb%2F1wAnAIf%2F1wAnAJ%2F%2F7AAnAMz%2FrgAnAM%2F%2FrgAoAC0AewApAA%2F%2FhQApABH%2FhQApACIAKQApACT%2F1wApAIL%2F1wApAIP%2F1wApAIT%2F1wApAIX%2F1wApAIb%2F1wApAIf%2F1wApAMz%2FhQApAM%2F%2FhQAuACb%2F1wAuACr%2F1wAuADL%2F1wAuADT%2F1wAuAIn%2F1wAuAJT%2F1wAuAJX%2F1wAuAJb%2F1wAuAJf%2F1wAuAJj%2F1wAuAJr%2F1wAuAMP%2F1wAvAAX%2FXAAvAAr%2FXAAvACb%2F1wAvACr%2F1wAvADL%2F1wAvADT%2F1wAvADf%2F1wAvADj%2F7AAvADn%2F1wAvADr%2F1wAvADz%2FwwAvAIn%2F1wAvAJT%2F1wAvAJX%2F1wAvAJb%2F1wAvAJf%2F1wAvAJj%2F1wAvAJr%2F1wAvAJv%2F7AAvAJz%2F7AAvAJ3%2F7AAvAJ7%2F7AAvAJ%2F%2FwwAvAMP%2F1wAvAMv%2FXAAvAM7%2FXAAyAA%2F%2FrgAyABH%2FrgAyACT%2F1wAyADf%2FwwAyADn%2F7AAyADr%2F7AAyADv%2F1wAyADz%2F7AAyAD3%2F7AAyAIL%2F1wAyAIP%2F1wAyAIT%2F1wAyAIX%2F1wAyAIb%2F1wAyAIf%2F1wAyAJ%2F%2F7AAyAMz%2FrgAyAM%2F%2FrgAzAA%2F%2B9gAzABH%2B9gAzACT%2FmgAzADv%2F1wAzAD3%2F7AAzAIL%2FmgAzAIP%2FmgAzAIT%2FmgAzAIX%2FmgAzAIb%2FmgAzAIf%2FmgAzAMz%2B9gAzAM%2F%2B9gA0AA%2F%2FrgA0ABH%2FrgA0ACT%2F1wA0ADf%2FwwA0ADn%2F7AA0ADr%2F7AA0ADv%2F1wA0ADz%2F7AA0AD3%2F7AA0AIL%2F1wA0AIP%2F1wA0AIT%2F1wA0AIX%2F1wA0AIb%2F1wA0AIf%2F1wA0AJ%2F%2F7AA0AMz%2FrgA0AM%2F%2FrgA3AA%2F%2FhQA3ABD%2FrgA3ABH%2FhQA3ACIAKQA3ACT%2FcQA3ACb%2F1wA3ACr%2F1wA3ADL%2F1wA3ADT%2F1wA3ADcAKQA3AET%2FXAA3AEb%2FcQA3AEf%2FcQA3AEj%2FcQA3AEr%2FcQA3AFD%2FmgA3AFH%2FmgA3AFL%2FcQA3AFP%2FmgA3AFT%2FcQA3AFX%2FmgA3AFb%2FhQA3AFj%2FmgA3AFn%2F1wA3AFr%2F1wA3AFv%2F1wA3AFz%2F1wA3AF3%2FrgA3AIL%2FcQA3AIP%2FcQA3AIT%2FcQA3AIX%2FcQA3AIb%2FcQA3AIf%2FcQA3AIn%2F1wA3AJT%2F1wA3AJX%2F1wA3AJb%2F1wA3AJf%2F1wA3AJj%2F1wA3AJr%2F1wA3AKL%2FcQA3AKP%2FXAA3AKT%2FXAA3AKX%2FXAA3AKb%2FXAA3AKf%2FXAA3AKj%2FXAA3AKn%2FcQA3AKr%2FcQA3AKv%2FcQA3AKz%2FcQA3AK3%2FcQA3ALT%2FcQA3ALX%2FcQA3ALb%2FcQA3ALf%2FcQA3ALj%2FcQA3ALr%2FcQA3ALv%2FmgA3ALz%2FmgA3AL3%2FmgA3AL7%2FmgA3AL%2F%2F1wA3AMP%2F1wA3AMT%2FcQA3AMj%2FrgA3AMn%2FrgA3AMz%2FhQA3AM%2F%2FhQA4AA%2F%2F1wA4ABH%2F1wA4ACT%2F7AA4AIL%2F7AA4AIP%2F7AA4AIT%2F7AA4AIX%2F7AA4AIb%2F7AA4AIf%2F7AA4AMz%2F1wA4AM%2F%2F1wA5AA%2F%2FmgA5ABH%2FmgA5ACIAKQA5ACT%2FrgA5ACb%2F7AA5ACr%2F7AA5ADL%2F7AA5ADT%2F7AA5AET%2F1wA5AEb%2F1wA5AEf%2F1wA5AEj%2F1wA5AEr%2F7AA5AFD%2F7AA5AFH%2F7AA5AFL%2F1wA5AFP%2F7AA5AFT%2F1wA5AFX%2F7AA5AFb%2F7AA5AFj%2F7AA5AIL%2FrgA5AIP%2FrgA5AIT%2FrgA5AIX%2FrgA5AIb%2FrgA5AIf%2FrgA5AIn%2F7AA5AJT%2F7AA5AJX%2F7AA5AJb%2F7AA5AJf%2F7AA5AJj%2F7AA5AJr%2F7AA5AKL%2F1wA5AKP%2F1wA5AKT%2F1wA5AKX%2F1wA5AKb%2F1wA5AKf%2F1wA5AKj%2F1wA5AKn%2F1wA5AKr%2F1wA5AKv%2F1wA5AKz%2F1wA5AK3%2F1wA5ALT%2F1wA5ALX%2F1wA5ALb%2F1wA5ALf%2F1wA5ALj%2F1wA5ALr%2F1wA5ALv%2F7AA5ALz%2F7AA5AL3%2F7AA5AL7%2F7AA5AMP%2F7AA5AMT%2F1wA5AMz%2FmgA5AM%2F%2FmgA6AA%2F%2FmgA6ABH%2FmgA6ACIAKQA6ACT%2FrgA6ACb%2F7AA6ACr%2F7AA6ADL%2F7AA6ADT%2F7AA6AET%2F1wA6AEb%2F1wA6AEf%2F1wA6AEj%2F1wA6AEr%2F7AA6AFD%2F7AA6AFH%2F7AA6AFL%2F1wA6AFP%2F7AA6AFT%2F1wA6AFX%2F7AA6AFb%2F7AA6AFj%2F7AA6AIL%2FrgA6AIP%2FrgA6AIT%2FrgA6AIX%2FrgA6AIb%2FrgA6AIf%2FrgA6AIn%2F7AA6AJT%2F7AA6AJX%2F7AA6AJb%2F7AA6AJf%2F7AA6AJj%2F7AA6AJr%2F7AA6AKL%2F1wA6AKP%2F1wA6AKT%2F1wA6AKX%2F1wA6AKb%2F1wA6AKf%2F1wA6AKj%2F1wA6AKn%2F1wA6AKr%2F1wA6AKv%2F1wA6AKz%2F1wA6AK3%2F1wA6ALT%2F1wA6ALX%2F1wA6ALb%2F1wA6ALf%2F1wA6ALj%2F1wA6ALr%2F1wA6ALv%2F7AA6ALz%2F7AA6AL3%2F7AA6AL7%2F7AA6AMP%2F7AA6AMT%2F1wA6AMz%2FmgA6AM%2F%2FmgA7ACb%2F1wA7ACr%2F1wA7ADL%2F1wA7ADT%2F1wA7AIn%2F1wA7AJT%2F1wA7AJX%2F1wA7AJb%2F1wA7AJf%2F1wA7AJj%2F1wA7AJr%2F1wA7AMP%2F1wA8AA%2F%2FhQA8ABH%2FhQA8ACIAKQA8ACT%2FhQA8ACb%2F1wA8ACr%2F1wA8ADL%2F1wA8ADT%2F1wA8AET%2FmgA8AEb%2FmgA8AEf%2FmgA8AEj%2FmgA8AEr%2F1wA8AFD%2FwwA8AFH%2FwwA8AFL%2FmgA8AFP%2FwwA8AFT%2FmgA8AFX%2FwwA8AFb%2FrgA8AFj%2FwwA8AF3%2F1wA8AIL%2FhQA8AIP%2FhQA8AIT%2FhQA8AIX%2FhQA8AIb%2FhQA8AIf%2FhQA8AIn%2F1wA8AJT%2F1wA8AJX%2F1wA8AJb%2F1wA8AJf%2F1wA8AJj%2F1wA8AJr%2F1wA8AKL%2FmgA8AKP%2FmgA8AKT%2FmgA8AKX%2FmgA8AKb%2FmgA8AKf%2FmgA8AKj%2FmgA8AKn%2FmgA8AKr%2FmgA8AKv%2FmgA8AKz%2FmgA8AK3%2FmgA8ALT%2FmgA8ALX%2FmgA8ALb%2FmgA8ALf%2FmgA8ALj%2FmgA8ALr%2FmgA8ALv%2FwwA8ALz%2FwwA8AL3%2FwwA8AL7%2FwwA8AMP%2F1wA8AMT%2FmgA8AMz%2FhQA8AM%2F%2FhQA9ACb%2F7AA9ACr%2F7AA9ADL%2F7AA9ADT%2F7AA9AIn%2F7AA9AJT%2F7AA9AJX%2F7AA9AJb%2F7AA9AJf%2F7AA9AJj%2F7AA9AJr%2F7AA9AMP%2F7AA%2BAC0AuABEAAX%2F7ABEAAr%2F7ABEAMv%2F7ABEAM7%2F7ABFAAX%2F7ABFAAr%2F7ABFAFn%2F1wBFAFr%2F1wBFAFv%2F1wBFAFz%2F1wBFAF3%2F7ABFAL%2F%2F1wBFAMv%2F7ABFAM7%2F7ABGAAUAKQBGAAoAKQBGAMsAKQBGAM4AKQBIAAX%2F7ABIAAr%2F7ABIAFn%2F1wBIAFr%2F1wBIAFv%2F1wBIAFz%2F1wBIAF3%2F7ABIAL%2F%2F1wBIAMv%2F7ABIAM7%2F7ABJAAUAewBJAAoAewBJAMsAewBJAM4AewBLAAX%2F7ABLAAr%2F7ABLAMv%2F7ABLAM7%2F7ABOAEb%2F1wBOAEf%2F1wBOAEj%2F1wBOAFL%2F1wBOAFT%2F1wBOAKL%2F1wBOAKn%2F1wBOAKr%2F1wBOAKv%2F1wBOAKz%2F1wBOAK3%2F1wBOALT%2F1wBOALX%2F1wBOALb%2F1wBOALf%2F1wBOALj%2F1wBOALr%2F1wBOAMT%2F1wBQAAX%2F7ABQAAr%2F7ABQAMv%2F7ABQAM7%2F7ABRAAX%2F7ABRAAr%2F7ABRAMv%2F7ABRAM7%2F7ABSAAX%2F7ABSAAr%2F7ABSAFn%2F1wBSAFr%2F1wBSAFv%2F1wBSAFz%2F1wBSAF3%2F7ABSAL%2F%2F1wBSAMv%2F7ABSAM7%2F7ABTAAX%2F7ABTAAr%2F7ABTAFn%2F1wBTAFr%2F1wBTAFv%2F1wBTAFz%2F1wBTAF3%2F7ABTAL%2F%2F1wBTAMv%2F7ABTAM7%2F7ABVAAUAUgBVAAoAUgBVAET%2F1wBVAEb%2F1wBVAEf%2F1wBVAEj%2F1wBVAEr%2F7ABVAFL%2F1wBVAFT%2F1wBVAKL%2F1wBVAKP%2F1wBVAKT%2F1wBVAKX%2F1wBVAKb%2F1wBVAKf%2F1wBVAKj%2F1wBVAKn%2F1wBVAKr%2F1wBVAKv%2F1wBVAKz%2F1wBVAK3%2F1wBVALT%2F1wBVALX%2F1wBVALb%2F1wBVALf%2F1wBVALj%2F1wBVALr%2F1wBVAMT%2F1wBVAMsAUgBVAM4AUgBXAAUAKQBXAAoAKQBXAMsAKQBXAM4AKQBZAAUAUgBZAAoAUgBZAA%2F%2FrgBZABH%2FrgBZACIAKQBZAMsAUgBZAMz%2FrgBZAM4AUgBZAM%2F%2FrgBaAAUAUgBaAAoAUgBaAA%2F%2FrgBaABH%2FrgBaACIAKQBaAMsAUgBaAMz%2FrgBaAM4AUgBaAM%2F%2FrgBbAEb%2F1wBbAEf%2F1wBbAEj%2F1wBbAFL%2F1wBbAFT%2F1wBbAKL%2F1wBbAKn%2F1wBbAKr%2F1wBbAKv%2F1wBbAKz%2F1wBbAK3%2F1wBbALT%2F1wBbALX%2F1wBbALb%2F1wBbALf%2F1wBbALj%2F1wBbALr%2F1wBbAMT%2F1wBcAAUAUgBcAAoAUgBcAA%2F%2FrgBcABH%2FrgBcACIAKQBcAMsAUgBcAMz%2FrgBcAM4AUgBcAM%2F%2FrgBeAC0AuACCAAX%2FcQCCAAr%2FcQCCACb%2F1wCCACr%2F1wCCAC0BCgCCADL%2F1wCCADT%2F1wCCADf%2FcQCCADn%2FrgCCADr%2FrgCCADz%2FhQCCAIn%2F1wCCAJT%2F1wCCAJX%2F1wCCAJb%2F1wCCAJf%2F1wCCAJj%2F1wCCAJr%2F1wCCAJ%2F%2FhQCCAMP%2F1wCCAMv%2FcQCCAM7%2FcQCDAAX%2FcQCDAAr%2FcQCDACb%2F1wCDACr%2F1wCDAC0BCgCDADL%2F1wCDADT%2F1wCDADf%2FcQCDADn%2FrgCDADr%2FrgCDADz%2FhQCDAIn%2F1wCDAJT%2F1wCDAJX%2F1wCDAJb%2F1wCDAJf%2F1wCDAJj%2F1wCDAJr%2F1wCDAJ%2F%2FhQCDAMP%2F1wCDAMv%2FcQCDAM7%2FcQCEAAX%2FcQCEAAr%2FcQCEACb%2F1wCEACr%2F1wCEAC0BCgCEADL%2F1wCEADT%2F1wCEADf%2FcQCEADn%2FrgCEADr%2FrgCEADz%2FhQCEAIn%2F1wCEAJT%2F1wCEAJX%2F1wCEAJb%2F1wCEAJf%2F1wCEAJj%2F1wCEAJr%2F1wCEAJ%2F%2FhQCEAMP%2F1wCEAMv%2FcQCEAM7%2FcQCFAAX%2FcQCFAAr%2FcQCFACb%2F1wCFACr%2F1wCFAC0BCgCFADL%2F1wCFADT%2F1wCFADf%2FcQCFADn%2FrgCFADr%2FrgCFADz%2FhQCFAIn%2F1wCFAJT%2F1wCFAJX%2F1wCFAJb%2F1wCFAJf%2F1wCFAJj%2F1wCFAJr%2F1wCFAJ%2F%2FhQCFAMP%2F1wCFAMv%2FcQCFAM7%2FcQCGAAX%2FcQCGAAr%2FcQCGACb%2F1wCGACr%2F1wCGAC0BCgCGADL%2F1wCGADT%2F1wCGADf%2FcQCGADn%2FrgCGADr%2FrgCGADz%2FhQCGAIn%2F1wCGAJT%2F1wCGAJX%2F1wCGAJb%2F1wCGAJf%2F1wCGAJj%2F1wCGAJr%2F1wCGAJ%2F%2FhQCGAMP%2F1wCGAMv%2FcQCGAM7%2FcQCHAAX%2FcQCHAAr%2FcQCHACb%2F1wCHACr%2F1wCHAC0BCgCHADL%2F1wCHADT%2F1wCHADf%2FcQCHADn%2FrgCHADr%2FrgCHADz%2FhQCHAIn%2F1wCHAJT%2F1wCHAJX%2F1wCHAJb%2F1wCHAJf%2F1wCHAJj%2F1wCHAJr%2F1wCHAJ%2F%2FhQCHAMP%2F1wCHAMv%2FcQCHAM7%2FcQCIAC0AewCJACb%2F1wCJACr%2F1wCJADL%2F1wCJADT%2F1wCJAIn%2F1wCJAJT%2F1wCJAJX%2F1wCJAJb%2F1wCJAJf%2F1wCJAJj%2F1wCJAJr%2F1wCJAMP%2F1wCKAC0AewCLAC0AewCMAC0AewCNAC0AewCSAA%2F%2FrgCSABH%2FrgCSACT%2F1wCSADf%2FwwCSADn%2F7ACSADr%2F7ACSADv%2F1wCSADz%2F7ACSAD3%2F7ACSAIL%2F1wCSAIP%2F1wCSAIT%2F1wCSAIX%2F1wCSAIb%2F1wCSAIf%2F1wCSAJ%2F%2F7ACSAMz%2FrgCSAM%2F%2FrgCUAA%2F%2FrgCUABH%2FrgCUACT%2F1wCUADf%2FwwCUADn%2F7ACUADr%2F7ACUADv%2F1wCUADz%2F7ACUAD3%2F7ACUAIL%2F1wCUAIP%2F1wCUAIT%2F1wCUAIX%2F1wCUAIb%2F1wCUAIf%2F1wCUAJ%2F%2F7ACUAMz%2FrgCUAM%2F%2FrgCVAA%2F%2FrgCVABH%2FrgCVACT%2F1wCVADf%2FwwCVADn%2F7ACVADr%2F7ACVADv%2F1wCVADz%2F7ACVAD3%2F7ACVAIL%2F1wCVAIP%2F1wCVAIT%2F1wCVAIX%2F1wCVAIb%2F1wCVAIf%2F1wCVAJ%2F%2F7ACVAMz%2FrgCVAM%2F%2FrgCWAA%2F%2FrgCWABH%2FrgCWACT%2F1wCWADf%2FwwCWADn%2F7ACWADr%2F7ACWADv%2F1wCWADz%2F7ACWAD3%2F7ACWAIL%2F1wCWAIP%2F1wCWAIT%2F1wCWAIX%2F1wCWAIb%2F1wCWAIf%2F1wCWAJ%2F%2F7ACWAMz%2FrgCWAM%2F%2FrgCXAA%2F%2FrgCXABH%2FrgCXACT%2F1wCXADf%2FwwCXADn%2F7ACXADr%2F7ACXADv%2F1wCXADz%2F7ACXAD3%2F7ACXAIL%2F1wCXAIP%2F1wCXAIT%2F1wCXAIX%2F1wCXAIb%2F1wCXAIf%2F1wCXAJ%2F%2F7ACXAMz%2FrgCXAM%2F%2FrgCYAA%2F%2FrgCYABH%2FrgCYACT%2F1wCYADf%2FwwCYADn%2F7ACYADr%2F7ACYADv%2F1wCYADz%2F7ACYAD3%2F7ACYAIL%2F1wCYAIP%2F1wCYAIT%2F1wCYAIX%2F1wCYAIb%2F1wCYAIf%2F1wCYAJ%2F%2F7ACYAMz%2FrgCYAM%2F%2FrgCaAA%2F%2FrgCaABH%2FrgCaACT%2F1wCaADf%2FwwCaADn%2F7ACaADr%2F7ACaADv%2F1wCaADz%2F7ACaAD3%2F7ACaAIL%2F1wCaAIP%2F1wCaAIT%2F1wCaAIX%2F1wCaAIb%2F1wCaAIf%2F1wCaAJ%2F%2F7ACaAMz%2FrgCaAM%2F%2FrgCbAA%2F%2F1wCbABH%2F1wCbACT%2F7ACbAIL%2F7ACbAIP%2F7ACbAIT%2F7ACbAIX%2F7ACbAIb%2F7ACbAIf%2F7ACbAMz%2F1wCbAM%2F%2F1wCcAA%2F%2F1wCcABH%2F1wCcACT%2F7ACcAIL%2F7ACcAIP%2F7ACcAIT%2F7ACcAIX%2F7ACcAIb%2F7ACcAIf%2F7ACcAMz%2F1wCcAM%2F%2F1wCdAA%2F%2F1wCdABH%2F1wCdACT%2F7ACdAIL%2F7ACdAIP%2F7ACdAIT%2F7ACdAIX%2F7ACdAIb%2F7ACdAIf%2F7ACdAMz%2F1wCdAM%2F%2F1wCeAA%2F%2F1wCeABH%2F1wCeACT%2F7ACeAIL%2F7ACeAIP%2F7ACeAIT%2F7ACeAIX%2F7ACeAIb%2F7ACeAIf%2F7ACeAMz%2F1wCeAM%2F%2F1wCfAA%2F%2FhQCfABH%2FhQCfACIAKQCfACT%2FhQCfACb%2F1wCfACr%2F1wCfADL%2F1wCfADT%2F1wCfAET%2FmgCfAEb%2FmgCfAEf%2FmgCfAEj%2FmgCfAEr%2F1wCfAFD%2FwwCfAFH%2FwwCfAFL%2FmgCfAFP%2FwwCfAFT%2FmgCfAFX%2FwwCfAFb%2FrgCfAFj%2FwwCfAF3%2F1wCfAIL%2FhQCfAIP%2FhQCfAIT%2FhQCfAIX%2FhQCfAIb%2FhQCfAIf%2FhQCfAIn%2F1wCfAJT%2F1wCfAJX%2F1wCfAJb%2F1wCfAJf%2F1wCfAJj%2F1wCfAJr%2F1wCfAKL%2FmgCfAKP%2FmgCfAKT%2FmgCfAKX%2FmgCfAKb%2FmgCfAKf%2FmgCfAKj%2FmgCfAKn%2FmgCfAKr%2FmgCfAKv%2FmgCfAKz%2FmgCfAK3%2FmgCfALT%2FmgCfALX%2FmgCfALb%2FmgCfALf%2FmgCfALj%2FmgCfALr%2FmgCfALv%2FwwCfALz%2FwwCfAL3%2FwwCfAL7%2FwwCfAMP%2F1wCfAMT%2FmgCfAMz%2FhQCfAM%2F%2FhQCgAA%2F%2B9gCgABH%2B9gCgACT%2FmgCgADv%2F1wCgAD3%2F7ACgAIL%2FmgCgAIP%2FmgCgAIT%2FmgCgAIX%2FmgCgAIb%2FmgCgAIf%2FmgCgAMz%2B9gCgAM%2F%2B9gCiAAX%2F7ACiAAr%2F7ACiAMv%2F7ACiAM7%2F7ACjAAX%2F7ACjAAr%2F7ACjAMv%2F7ACjAM7%2F7ACkAAX%2F7ACkAAr%2F7ACkAMv%2F7ACkAM7%2F7AClAAX%2F7AClAAr%2F7AClAMv%2F7AClAM7%2F7ACmAAX%2F7ACmAAr%2F7ACmAMv%2F7ACmAM7%2F7ACnAAX%2F7ACnAAr%2F7ACnAMv%2F7ACnAM7%2F7ACqAAX%2F7ACqAAr%2F7ACqAFn%2F1wCqAFr%2F1wCqAFv%2F1wCqAFz%2F1wCqAF3%2F7ACqAL%2F%2F1wCqAMv%2F7ACqAM7%2F7ACrAAX%2F7ACrAAr%2F7ACrAFn%2F1wCrAFr%2F1wCrAFv%2F1wCrAFz%2F1wCrAF3%2F7ACrAL%2F%2F1wCrAMv%2F7ACrAM7%2F7ACsAAX%2F7ACsAAr%2F7ACsAFn%2F1wCsAFr%2F1wCsAFv%2F1wCsAFz%2F1wCsAF3%2F7ACsAL%2F%2F1wCsAMv%2F7ACsAM7%2F7ACtAAX%2F7ACtAAr%2F7ACtAFn%2F1wCtAFr%2F1wCtAFv%2F1wCtAFz%2F1wCtAF3%2F7ACtAL%2F%2F1wCtAMv%2F7ACtAM7%2F7ACyAAX%2F7ACyAAr%2F7ACyAFn%2F1wCyAFr%2F1wCyAFv%2F1wCyAFz%2F1wCyAF3%2F7ACyAL%2F%2F1wCyAMv%2F7ACyAM7%2F7AC0AAX%2F7AC0AAr%2F7AC0AFn%2F1wC0AFr%2F1wC0AFv%2F1wC0AFz%2F1wC0AF3%2F7AC0AL%2F%2F1wC0AMv%2F7AC0AM7%2F7AC1AAX%2F7AC1AAr%2F7AC1AFn%2F1wC1AFr%2F1wC1AFv%2F1wC1AFz%2F1wC1AF3%2F7AC1AL%2F%2F1wC1AMv%2F7AC1AM7%2F7AC2AAX%2F7AC2AAr%2F7AC2AFn%2F1wC2AFr%2F1wC2AFv%2F1wC2AFz%2F1wC2AF3%2F7AC2AL%2F%2F1wC2AMv%2F7AC2AM7%2F7AC4AAX%2F1wC4AAr%2F1wC4AMv%2F1wC4AM7%2F1wC6AAX%2F7AC6AAr%2F7AC6AFn%2F1wC6AFr%2F1wC6AFv%2F1wC6AFz%2F1wC6AF3%2F7AC6AL%2F%2F1wC6AMv%2F7AC6AM7%2F7AC%2FAAUAUgC%2FAAoAUgC%2FAA%2F%2FrgC%2FABH%2FrgC%2FACIAKQC%2FAMsAUgC%2FAMz%2FrgC%2FAM4AUgC%2FAM%2F%2FrgDAAAX%2F7ADAAAr%2F7ADAAFn%2F1wDAAFr%2F1wDAAFv%2F1wDAAFz%2F1wDAAF3%2F7ADAAL%2F%2F1wDAAMv%2F7ADAAM7%2F7ADBAAUAUgDBAAoAUgDBAA%2F%2FrgDBABH%2FrgDBACIAKQDBAMsAUgDBAMz%2FrgDBAM4AUgDBAM%2F%2FrgDDAC0AewDIADf%2FrgDJADf%2FrgDKACT%2FcQDKADcAKQDKADkAKQDKADoAKQDKADwAFADKAET%2FrgDKAEb%2FhQDKAEf%2FhQDKAEj%2FhQDKAEr%2FwwDKAFD%2FwwDKAFH%2FwwDKAFL%2FhQDKAFP%2FwwDKAFT%2FhQDKAFX%2FwwDKAFb%2FwwDKAFj%2FwwDKAIL%2FcQDKAIP%2FcQDKAIT%2FcQDKAIX%2FcQDKAIb%2FcQDKAIf%2FcQDKAJ8AFADKAKL%2FhQDKAKP%2FrgDKAKT%2FrgDKAKX%2FrgDKAKb%2FrgDKAKf%2FrgDKAKj%2FrgDKAKn%2FhQDKAKr%2FhQDKAKv%2FhQDKAKz%2FhQDKAK3%2FhQDKALT%2FhQDKALX%2FhQDKALb%2FhQDKALf%2FhQDKALj%2FhQDKALr%2FhQDKALv%2FwwDKALz%2FwwDKAL3%2FwwDKAL7%2FwwDKAMT%2FhQDLACT%2FcQDLADcAKQDLADkAKQDLADoAKQDLADwAFADLAET%2FrgDLAEb%2FhQDLAEf%2FhQDLAEj%2FhQDLAEr%2FwwDLAFD%2FwwDLAFH%2FwwDLAFL%2FhQDLAFP%2FwwDLAFT%2FhQDLAFX%2FwwDLAFb%2FwwDLAFj%2FwwDLAIL%2FcQDLAIP%2FcQDLAIT%2FcQDLAIX%2FcQDLAIb%2FcQDLAIf%2FcQDLAJ8AFADLAKL%2FhQDLAKP%2FrgDLAKT%2FrgDLAKX%2FrgDLAKb%2FrgDLAKf%2FrgDLAKj%2FrgDLAKn%2FhQDLAKr%2FhQDLAKv%2FhQDLAKz%2FhQDLAK3%2FhQDLALT%2FhQDLALX%2FhQDLALb%2FhQDLALf%2FhQDLALj%2FhQDLALr%2FhQDLALv%2FwwDLALz%2FwwDLAL3%2FwwDLAL7%2FwwDLAMT%2FhQDMACb%2FmgDMACr%2FmgDMADL%2FmgDMADT%2FmgDMADf%2FcQDMADj%2F1wDMADn%2FhQDMADr%2FhQDMADz%2FhQDMAIn%2FmgDMAJT%2FmgDMAJX%2FmgDMAJb%2FmgDMAJf%2FmgDMAJj%2FmgDMAJr%2FmgDMAJv%2F1wDMAJz%2F1wDMAJ3%2F1wDMAJ7%2F1wDMAJ%2F%2FhQDMAMP%2FmgDNACT%2FcQDNADcAKQDNADkAKQDNADoAKQDNADwAFADNAET%2FrgDNAEb%2FhQDNAEf%2FhQDNAEj%2FhQDNAEr%2FwwDNAFD%2FwwDNAFH%2FwwDNAFL%2FhQDNAFP%2FwwDNAFT%2FhQDNAFX%2FwwDNAFb%2FwwDNAFj%2FwwDNAIL%2FcQDNAIP%2FcQDNAIT%2FcQDNAIX%2FcQDNAIb%2FcQDNAIf%2FcQDNAJ8AFADNAKL%2FhQDNAKP%2FrgDNAKT%2FrgDNAKX%2FrgDNAKb%2FrgDNAKf%2FrgDNAKj%2FrgDNAKn%2FhQDNAKr%2FhQDNAKv%2FhQDNAKz%2FhQDNAK3%2FhQDNALT%2FhQDNALX%2FhQDNALb%2FhQDNALf%2FhQDNALj%2FhQDNALr%2FhQDNALv%2FwwDNALz%2FwwDNAL3%2FwwDNAL7%2FwwDNAMT%2FhQDPACb%2FmgDPACr%2FmgDPADL%2FmgDPADT%2FmgDPADf%2FcQDPADj%2F1wDPADn%2FhQDPADr%2FhQDPADz%2FhQDPAIn%2FmgDPAJT%2FmgDPAJX%2FmgDPAJb%2FmgDPAJf%2FmgDPAJj%2FmgDPAJr%2FmgDPAJv%2F1wDPAJz%2F1wDPAJ3%2F1wDPAJ7%2F1wDPAJ%2F%2FhQDPAMP%2FmgAAAB4BbgABAAAAAAAAADQAagABAAAAAAABABIAxQABAAAAAAACAAcA6AABAAAAAAADACcBQAABAAAAAAAEABIBjgABAAAAAAAFAAwBuwABAAAAAAAGABEB7AABAAAAAAAHAFICpAABAAAAAAAIABQDIQABAAAAAAALABwDcAABAAAAAAAMAC4D6wABAAAAAAANAC4EeAABAAAAAAAOACoE%2FQABAAAAAAAQAAkFPAABAAAAAAARAAgFWAADAAEECQAAAGgAAAADAAEECQABACQAnwADAAEECQACAA4A2AADAAEECQADAE4A8AADAAEECQAEACQBaAADAAEECQAFABgBoQADAAEECQAGACIByAADAAEECQAHAKQB%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%2BAD8AQABBAEIAQwBEAEUARgBHAEgASQBKAEsATABNAE4ATwBQAFEAUgBTAFQAVQBWAFcAWABZAFoAWwBcAF0AXgBfAGAAYQCsAKMAhACFAL0AlgDoAIYAjgCLAJ0AqQCkAQIAigEDAIMAkwDyAPMAjQCXAIgAwwDeAPEAngCqAPUA9AD2AKIArQDJAMcArgBiAGMAkABkAMsAZQDIAMoAzwDMAM0AzgDpAGYA0wDQANEArwBnAPAAkQDWANQA1QBoAOsA7QCJAGoAaQBrAG0AbABuAKAAbwBxAHAAcgBzAHUAdAB2AHcA6gB4AHoAeQB7AH0AfAC4AKEAfwB%2BAIAAgQDsAO4AugDXALAAsQDYAN0A2QCyALMAtgC3AMQAtAC1AMUAhwC%2BAL8AvAEEAQUHdW5pMDBBRAlvdmVyc2NvcmUMZm91cnN1cGVyaW9yBEV1cm8AAAABAAIACAAK%2F%2F8ADwAAAAEAAAAAyYlvMQAAAADJTOp9AAAAAMnt2GI%3D%29%20format%28%27truetype%27%29%3B%0A%7D%0A%40font%2Dface%20%7B%0A%20%20font%2Dfamily%3A%20%27Open%20Sans%27%3B%0A%20%20font%2Dstyle%3A%20italic%3B%0A%20%20font%2Dweight%3A%20400%3B%0A%20%20src%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzakEwAAIZUAAAAHE9TLzKhTLaOAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IA7AFxkAAA%2B0AAAAoGZwZ21%2BYbYRAAAG9AAAB7RnYXNwABUAIwAAhkQAAAAQZ2x5Zr%2FLVRcAABIEAABJAGhlYWT4qxTOAAABDAAAADZoaGVhDj8E%2FgAAAUQAAAAkaG10eGTdQjIAAAHoAA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T%2FHwYD%2Fx9KSTMfSUYlHxMzElUFAQNVBDMDVR8DAQ8DPwOvAwNHRhkf60YBIyIzHxwzG1UWMxVVEQEPVRAzD1UPD08PAh8Pzw8CDw%2F%2FDwIGAgEAVQEzAFVvAH8ArwDvAAQQAAGAFgEFAbgBkLFUUysrS7gH%2F1JLsAlQW7ABiLAlU7ABiLBAUVqwBoiwAFVaW1ixAQGOWYWNjQBCHUuwMlNYsCAdWUuwZFNYsBAdsRYAQllzcysrXnN0dSsrKysrdCtzdCsrKysrKysrKysrKytzdCsrKxheAAAABhQAFwBOBbYAFwB1BbYFzQAAAAAAAAAAAAAAAAAABEgAFACRAAD%2F7AAAAAD%2F7AAAAAD%2F7AAA%2FhT%2F7AAABbYAF%2FyU%2F%2Bv%2Bhf5e%2Fqj%2F6wAW%2FrwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAiwCBAN0AmACPAI4AmQCIAIEBDwAAAAAAAAAAAAAALgBMAKQBDAF6AeYB%2BgIcAjwCZgKGApwCrgLKAuADHAM%2BA3oDzAQIBE4EpgTEBSgFfgWuBdoF%2FAYaBj4GjgcKBzoHiAfAB%2FYIJAhKCJIIugjOCPIJHAk2CW4JmgnaCg4KWgqYCuQLBAs2C1oLmgvCC%2BIMCgwmDDoMVgxyDIQMnAzmDTINZg2yDfwORg7ODw4PMA9mD5YPqBAAEDoQdhDCERARQBGIEcgSABIiEmYSjhLGEu4TOBNKE5QTxhPGE%2FAUNhSAFNAVGhU6FaQVzhY%2BFnwWshbIFtAXQBdSF4AXsBfiGCIYPBh6GKQYrhjSGPIZIBlUGWoZgBmWGeQZ9hoIGhoaLBpAGloapBqwGsIa1BrmGvobDBseGzAbRBuQG6IbtBvGG9gb6hv%2BHCochhyYHKocvBzQHOIdHh2QHaIdtB3GHdgd6h38HoAejB6eHrAewh7UHuYe%2BB8KHx4fgh%2BUH6YfuB%2FKH9wf7iAgIH4gkCCiILQgxiDYISghOiFMIaQiGCI8Im4inCKuIsAi2CLyIwgjLiNWI3ojlCOyI9Ij6CQcJIAAAAACACv%2F4wIrBbYABAAQABhACwICDgQDDghPWQ4WAD8rABg%2FEjkvMTAJASMSEwE0NjMyFhUUBiMiJgIr%2Fu5tMX%2F%2Bz09ELThOQjE3Bbb73QEzAvD6mExYNzZEXjgAAAIA4QOmA0IFtgADAAcADbQGAgcDAwA%2FM80yMTABAyMTIQMjEwHlmWtIAhmaa0gFtv3wAhD98AIQAAAAAAIAPwAABTsFtgAbAB8AM0AYAB8QEBkVERETBAgMDAEcDQ0KFxMDBgoSAD8zPzMSOS8zMzMRMzMROS8zMzMRMzMxMAEDIQchAyMTIQMjEyE3IRMhNyETMwMhEzMDIQcBIRMhBAxiAR0N%2Fst9i4H%2B0X%2BFef77DQEcZf7rDQEte4t9ATF%2FhX0BCAz8xQEvYP7RA4P%2BrIH%2BUgGu%2FlIBroEBVH8BtP5MAbT%2BTH%2F%2BrAFUAAAAAwBI%2F4kELwYQAB4AJQAsADpAHx8MAykiLBwNJQYGEwYMS1kbJhMmS1kWEwYTBhMVBRUALy8SOTkvLxEzKxEAMysREgAXOTIRMzEwARQGDwEjNyYnNR4BMxMuATU0Nj8BMwcWFwcmJwMeAQE%2BATU0JicDDgEVFBYXA67hxTGFMcN4UrtJYot92L8nhSeffD95f16Vf%2F53a35CUQhsdkVJAeyiyhbh3w46miktAcQxlXKfwBGwsgxAhz8J%2Fkg3jP6iDXxcNlQgAkoLdGI1WRoAAAUAqP%2FsBfwFywADAA8AHgArADoAJUASBBwcAyUxMQIDBgIYHzgHChUZAD8zPzM%2FPxI5LzMROS8zMTAJASMBAyIOARUUMzI2EjU0FxQCDgEjIiY1NBI2MzIWASIOARUUMzI%2BAjU0FxQCDgEjIiY1NBI2MzIWBbz7w5gEPiFDaT9qQWhFiz9ljVZuemWscnR4%2FCNCakBrNFQ%2FJoxAZYxXbXplrHJ0eAW2%2BkoFtv1Ogfh0rYIBC2eml2v%2B%2FrFjlZGmATGYjwJcfvl3rE%2BVyUemmGz%2B%2FbBilpGmATGYkAADAEL%2F7AUfBc0ACwAWADUAMEAbKioaBRAnBA8oMC0EHy8SHwBKWR8EMwxKWTMTAD8rABg%2FKwAYPxIXORc5OS8xMAEiBhUUFz4CNTQmATI2NwEOAhUUFiU0NjcmNTQ2MzIWFRQOAgcBNjczBgcTIycOASMiJgLhaXRSi2g%2BVf6lV6Jy%2Fs6AcDuF%2Fti01WfUr5WvQW6RUQEWf0ioZbbLyXV43ImoygVEeG54c0dOXDpNWfszQlsBsUNidUlqgd%2BU22alkKTJnoVOdmJSKv57brnssP7ypmRWwAABAOEDpgHlBbYAAwAJsgIDAwA%2FzTEwAQMjEwHlmWtIBbb98AIQAAAAAQBS%2FrwC5wW2AAsACrMDAwonAD8%2FMTATEBIBMwoBERATIwJS8AEInfb7coOTARABUwJAARP%2B8v2o%2FsL%2Brf79AQoAAAAB%2F2D%2BvAH0BbYACgAKswgDBCcAPz8xMAEQAgEjABEQAzMSAfTz%2FvucAfBxg5IDYP6r%2Fb%2F%2B8gInAn0BVQEB%2FvMAAQDXAmoEgQYbAA4AC7MGBg4AAD8zLzEwAQMlByUTBwMBJwElNwUTA1Z7AaYI%2Fne0pnH%2B%2FnQBNf6LNwFzKQX4%2FoESnS%2F%2BgTQBlv6oeQEcbZq5AZAAAQB%2FAQgEFwSgAAsADrQJAQEGAgAvMzMRMzEwASE1IREzESEVIREjAgT%2BewGFjQGG%2FnqNAouOAYf%2BeY7%2BfQAAAAH%2FnP74ASsA7gAGAAixBAAAL80xMCUXBgcjEjcBIwhxnYF%2BTu4X6%2FQBHtgAAQA3AdUCOQJzAAMACLEAAQAvMzEwEzchBzcjAd8iAdWengAAAQAr%2F%2BMBIwDyAAsADLUJA09ZCRYAPysxMDc0NjMyFhUUBiMiJitRRys1UEQuNkpNWzQ1R180AAAB%2F6IAAAN9BbYAAwAKswMDAhIAPz8xMAkBIwEDffzTrgMtBbb6SgW2AAAAAAIAef%2FsBEQFzQAMABkAF0AMCw1LWQsHBBRLWQQZAD8rABg%2FKzEwARACBCMiAjUQEiQzIAUiBgIVFBYzMjYSNRAERJ3%2B8bOwvKQBDa0Bbf6JccB3ZG9zvHED9v7Z%2Fhj7AP%2FyAQ4B6fmQ5%2F5h2Ky45AGs7wFDAAAAAAEBLwAAA4UFtgAKABC2BAcBCQYBGAA%2FPxI5OTEwISMTEjcGDwEnATMCTKzEOx0yWbJQAcGVA5EBBWI1Om5%2FARwAAAAAAQAMAAAENwXLABsAHEAOAhoRC0tZEQcBGkxZARgAPysAGD8rEQAzMTApATcBPgM1NCYjIgYHJzYzMhYVFA4BBwEVIQOP%2FH0fAdFmlWEveGdNk1lSv96wzU%2B3y%2F6gAqaTAaRdjX17S2N0OURzmrGbb7rQsf7NCAAAAQAv%2F%2BwEMQXLACgALUAXAxgZGRhLWRkZCyYmIEtZJgcLEUtZCxkAPysAGD8rERIAORgvKxESADkxMAEUBgcVHgEVFA4BIyInNR4BMzI2NTQmKwE3MzI2NTQmIyIGByc2MzIWBDHKs3yOfO6k0q9e0lWitJ6Ngx%2BLpdp0Y1CaYlDD5bPEBIec2SAJF6d9hctyT6QxNZ%2BKg4eProxcbDZCdpCuAAACABAAAARMBb4ACgATACVAEgYTDwcBBRMFTFkJExMDBwYDGAA%2FPxI5LzMrEQAzETMRMzEwASMDIxMhNwEzAzMhNhITIw4BBwEEK%2BlIpEr9cB0DQsTP6P51LkBUCBFjF%2F3rAU7%2BsgFOngPS%2FCncATIBJB2HHf2PAAABAFD%2F7ARIBbYAHAAtQBcbBwAAEk1ZAAAHFxcaTFkXBgcMS1kHGQA%2FKwAYPysREgA5GC8rERIAOTEwATIWFRQGBCMiJzUWMzI2NTQmIyIGBycTIQchAzYCVrbXkv76scGJpKq%2F1pODMGJaSsUCnCH99n9XA33RsqH0eU%2BkZsCsfpMNGDkCrJn%2BSRcAAAIAhf%2FsBFoFywAaACgALUAXDRgFESFNWRERGAUFCktZBQcYG0tZGBkAPysAGD8rERIAORgvKxESADkxMBM0GgEkMzIXByYjIgADMz4BMzIWFRQCBiMiJgUyPgE1NCMiDgIVFBaFec4BHrhvSSNEZtT%2B30QIO69qmrSF5JO2xwGPXpNR3UJ8YDB5AajRAZwBI5MXkRb%2B1v7aT17FrKH%2B9Y3mWWy%2Bcfg5X3JiiZ4AAAAAAQCuAAAEeQW2AAYAFkAKBQIAGAMCTFkDBgA%2FKwAYPxEzMTAzASE3IQcBrgMA%2FTEfA3sb%2FQQFIZWL%2BtUAAwBg%2F%2BwEVgXNABkAJQAxADJAGxMGKSMEDQAsGktZLCwNAAAmS1kABw0gS1kNGQA%2FKwAYPysREgA5GC8rERIAFzkxMAEyFhUUBgceARUUDgEjIiY1NDY3LgE1ND4BAw4BFRQWMzI2NTQmEyIGFRQWFz4BNTQmAuWuw5y8f2p44Zi%2B2L7JX1Ftxgq5mYpwi6ZoCHKITlihhnMFza2VgcBQTq5zer9mxamU2ExFl2Bvr2H87zynd2t%2BlHpjlgK9g25SfDY8j2ZaagACAGL%2F7AQrBcsAGgAoAC1AFw4FGCERTVkhIQUYGBtLWRgHBQpLWQUZAD8rABg%2FKxESADkYLysREgA5MTABFAoBBCMiJzUWMzISEyMOASMiJjU0EjYzMhYlIgYVFBYzMj4CNTQmBCtwt%2F78rIhqhnDK%2BkAKM6NjqbiB55C0x%2F5%2FlrZtbEyAWSl2BArC%2Flf%2B2Ywini8BGgEsS1fFvpkA%2F4%2FlV%2BKxfIQ5anpag5kAAgAr%2F%2BMBwwRkAAsAFgAXQAwPFE9ZDxAJA09ZCRYAPysAGD8rMTA3NDYzMhYVFAYjIiYTNDYzMhUUBiMiJitRRys1UEQuNqBQR2FTQS42Sk1bNDVHXzQDpU1baEldNQAAAv%2Bc%2FvgBwwRkAAYAEQAVQAkEQAYKD09ZChAAPysAGC8azjEwJRcGByMSNxM0NjMyFRQGIyImASMIcZ2Bfk5jUEdhU0EuNu4X6%2FQBHtgCzk1baEldNQAAAAEAeQDyBBAE2QAGABdACQECBQUGBAMAAwAvLxEzMjkRMzMxMCUBNQEVCQEEEPxpA5f9FQLr8gGmYgHflf6N%2FrgAAAAAAgB%2FAbwEFwPlAAMABwAStwUABAEEBAABAC8zMy9dMzEwEzUhFQE1IRV%2FA5j8aAOYA1qLi%2F5ijo4AAAAAAQB5APIEEATZAAYAG0ALBQQBAQMABgIDBgMALy8RMxEzEjkRMzMxMBMJATUBFQF5Aun9FwOX%2FGkBiQFIAXOV%2FiFi%2FloAAAAAAgCe%2F%2BMDmgXLABoAJgAlQBIHEQAAJBEkHk9ZJBYRCklZEQQAPysAGD8rERIAORgvEjkxMAE%2BATc%2BAjU0JiMiBgcnPgEzMhYVFAYHDgEHAzQ2MzIWFRQGIyImAQQWZXOAUC5nYFGUQj1cyFKnuIOgfVgX7VBHLDVTQS42AZOCp1tkWGQ%2BXWUzH4EzMqiae894W3Fo%2FrdNWzQ1SV00AAAAAAIAb%2F9GBo8FtAA1AEEAKkATJisHCTYQGD09BAkQCRAJKx8yAwA%2FM8Q5OS8vETMzETMRMxI5ETMxMAEUAgYjIicjBiMiJjU0PgEzMhYXDgEXFDMyPgE1NAAjIgQCFRAAITI3FQYjIAAREBIkITIEEgUiDgEVFBYzMhsBJgaPbsh6xRAIb7Rzg4jxjEF9WEBEA2ZOf0r%2FAPLk%2FpvFAR8BCsXf2%2BD%2Bxv6X%2FQGyAQ2%2FARSR%2FUpeoFxCQbtVRj8DVLP%2B3qS4uJeGnf6QGCTy%2FC51hul%2F7wEA1v6H5P7y%2FtdWf1oBcQFBAQUBwfaX%2FuxfbsRyXVMBOwECFwAAAv%2BLAAAEEAW2AAcADgAdQA4LBA4BSVkODgMEAwcDEgA%2FMz8SOS8rEQAzMTABIQMjATMTIwsBJicOAQMDLf4Q9b0DH664qksjGAUlV84B0f4vBbb6SgJtASuzq1iu%2Fn0AAwBWAAAEsgW2AA4AFwAgAC1AFwUgDw8gSlkPDw0ODhdKWQ4DDRhKWQ0SAD8rABg%2FKxESADkYLysREgA5MTABIBEUBgcVHgEVFAQjIQETMzI2NTQmKwEDITI2NTQmKwEDAgGwrp5ze%2F7Q%2F%2F4xATUn%2BJy6hY%2FT%2BgEKtcKVjOwFtv6wjcIdCiCdbtTxBbb9jpJ%2BaGf7bqGTdHsAAAAAAQCW%2F%2BwFCgXLABgAF0AMFABJWRQEDQdJWQ0TAD8rABg%2FKzEwASIEAhUUFjMyNxUOASMiABEQEiQzMhcHJgOurv7tocOri7dWnG7y%2FuzTAWThxZdFigUzwv6J3bvfOZUfHAErAQIBBQHB7FCNRQAAAAIAVgAABRQFtgAJABMAF0AMBhJKWQYDBRNKWQUSAD8rABg%2FKzEwARACBCkBASEgAAEyJBI1NCYrAQMFFNL%2Bev76%2FqABNQFWARQBH%2FytygEyo87HsvoDbf77%2FnDYBbb%2B1fwItwFO19fd%2B3AAAAEAVgAABGoFtgALACZAFAYJSVkGBgECAgVJWQIDAQpJWQESAD8rABg%2FKxESADkYLysxMCkBASEHIQMhByEDIQM1%2FSEBNQLfIP3KYgIPHf3vcgI1BbaZ%2FiuY%2FegAAQBWAAAEagW2AAkAHUAPBglJWQYGAgESAgVJWQIDAD8rABg%2FEjkvKzEwISMBIQchAyEHIQECrAE1At8e%2FchuAhAg%2Fe8Ftpn965kAAAEAlv%2FsBU4FywAdACZAFAAdSVkAAAQLCxJJWQsEBBlJWQQTAD8rABg%2FKxESADkYLysxMAEhAwYjIAAREBIkMzIWFwcuASMiBAIVFBYzMjcTIQM1Acua2Mv%2B%2BP7bywFo23XNaEJNsWqp%2FuuazbiaamD%2B3wL%2B%2FTlLASEBAwENAbn1KCyYIjLL%2FpThvtonAbwAAAEAVgAABXMFtgALABpADQgDSVkICAUKBgMBBRIAPzM%2FMxI5LysxMCEjEyEDIwEzAyETMwQ9p4%2F9bJGqATWqgwKUhagCsP1QBbb9kgJuAAAAAQBWAAACNQW2AAMACrMBAwASAD8%2FMTAzATMBVgE3qP7JBbb6SgAAAAH%2Bwf5%2FAjUFtgAMABG3CQMABUlZACIAPysAGD8xMAMiJzcWMzI2NwEzAQKmaTAGRUxkgxkBM6r%2By0%2F%2BfxmTFH14Bar6RP6FAAEAVgAABSsFtgANABVACQoEBwsIAwEHEgA%2FMz8zEjk5MTAhIyYCJwcDIwEzAwEzAQQKukiVSK59qgE1qpcCvNH9gbUBZbeD%2FbIFtv06Asb9gwAAAAEAVgAAA1YFtgAFABG3AQMAA0lZABIAPysAGD8xMDMBMwEhB1YBNar%2B7AI1IQW2%2BuSaAAABAFQAAAa4BbYAFAAZQAwKAhMDBwwIAwAPBxIAPzMzPzMSFzkxMCEDIw4BBwMjATMTMwEhASMaATcjAQKkpggHKxC%2BogE19JUJApMBCv7Rrn6GGwb9MwUQSPtK%2FH0FtvtMBLT6SgJOAndN%2Bu4AAAAAAQBUAAAFqAW2AA8AFUAJAwsHDggDAQcSAD8zPzMSOTkxMCEjASMGBwMjATMBMzY3EzMEc7X%2BNAYgKqyiATW0AcsGHiqupATH3cX82wW2%2BzzgtQMvAAAAAAIAlv%2FsBYMFzQANABsAF0AMCw5JWQsEBBVJWQQTAD8rABg%2FKzEwARACBCMgABEQEiQzMgAlIgYCFRQWMzI2EjU0JgWDsP641%2F8A%2FuLAAU%2FS9AEY%2Feed%2BInEqJjxjLwDi%2F7z%2FlfpASsBDgEIAbTs%2Fsycyv6Y2sffwwFs3cffAAAAAgBWAAAEhwW2AAoAEwAdQA8LBEpZCwsHBhIHE0pZBwMAPysAGD8SOS8rMTABFAAhIwMjASEyFgEzMjY1NCYrAQSH%2Frj%2Bw4d7qgE1AUrW3P0Thdjgi5CjBD34%2Fvr9wQW2vf3YtrB9bwACAJb%2BpAWDBc0ADQAfACNAER8QHRAHFwBJWRcEEAdJWRATAD8rABg%2FKxESADkYEMYxMAEiBgIVFBYzMjYSNTQmAQcjIAAREBIkMzIAERAABwEjA2qd%2BInEqJ7yhbz%2BxBEQ%2FwD%2B4sABT9L0ARj%2B6uwBEtsFNcr%2BmNrH38gBadvH3%2Fq5AgErAQ4BCAG07P7M%2FvL%2Bs%2F4aTv6aAAIAVgAABIkFtgALABUAJkATCAAODgBKWQ4OAwoCEgMMSVkDAwA%2FKwAYPzMSOS8rERIAOTEwAQMjASEgERAFEyMLAQIHMzI2NTQmIwGBgaoBNQFAAb7%2BkO%2B60WlmDqjB0IeYAmD9oAW2%2FpL%2BpGX9eQJgAsH%2BEkGqn3ltAAABACf%2F7AQjBcsAJgAgQBAfDBUDFRxJWRUEAwlJWQMTAD8rABg%2FKxESADk5MTABFAQjIiYnNRYzMjY1NCYnLgE1NCQzMhYXBy4BIyIGFRQeARceAgOR%2Fuf%2FaqFHorKivmmPl3UBCNdjq19CQqRFhqMiSmmTZzUBqNPpHSKqVJeETndRVap0u%2BsmLpYmLIt3Nk1EPVhkeQAAAAEAugAABLQFtgAHABZACgESBwMEA0lZBAMAPysRADMYPzEwISMBITchByEB56wBFf5qIQPZHv5oBR%2BXlwAAAAABAKT%2F7AV%2FBbYAFQAUQAkVCgMEEUlZBBMAPysAGD8zMTABAwIEIyImNTQ3EzMDBhUUFjMyNjcTBX%2FNN%2F7j9ubeGL2qvxaSkay%2FLM0Ftvw6%2Fvn90MNReANu%2FIVqUnWHr8oDugAAAQC8AAAFHwW2AAsAELYLBgMHAwYSAD8%2FMxEzMTAlNjcBMwEjAzMTFhUB3z1lAd%2B%2F%2FPO0oqphFMWQwgOf%2BkoFtvxexIsAAAAAAQDfAAAHgQW2AB0AGUAMBA8YAwkcEwoDAQkSAD8zPzMzEhc5MTAhIwMmNSMOAQEjAzMTFxQHMzY3ATMTFhUHMzY3ATME6aoxCAYZSP4srj6qHwIKBllDAZWyKwkBCUs4AYO2A8WIkkil%2FA4Ftvx7WGKg84wDYPykmZdT4IIDfQAB%2F5gAAATRBbYACwAVQAkIAgQJBgMBBBIAPzM%2FMxI5OTEwISMDASMJATMTATMBA7y01f4fugJU%2FvmsywG7uv3VAoH9fwMIAq79zQIz%2FUoAAAEAvAAABMMFtgAIABC2AAUBBwMFEgA%2FPzMSOTEwCQEzAQMjEwMzAhkB6cH9jXGsd%2B6qAssC6%2Fxn%2FeMCJQORAAAB%2F%2FAAAASTBbYACQAgQBAHBAIIBQRJWQUDAQhJWQESAD8rABg%2FKxEAMxEzMTApATcBITchBwEhA3X8exwDnP1xIANaGvxkArmJBJKbi%2FtvAAH%2F8P68AvAFtgAHAA61BQIDBgEnAD8zPzMxMAEhASEHIwEzAXP%2BfQF9AYMf4%2F7C4%2F68BvqN%2BiEAAQDdAAACUAW2AAMACrMDAwISAD8%2FMTABEyMDAXfZmtkFtvpKBbYAAAH%2Fav68AmoFtgAHAA61AwQDAAcnAD8zPzMxMAczASM3IQEhd%2BEBQOMeAYX%2BhP58tgXfjfkGAAAAAQA1AikEAgXBAAYADrQFAQAEAgAvLzMRMzEwEwEzASMDATUCVm0BCpHJ%2Fi0CKQOY%2FGgC6%2F0VAAAB%2F0T%2BvAKN%2F0gAAwAIsQECAC8zMTABITchAm%2F81R4DK%2F68jAABAj8E2QOHBiEACAAIsQYBAC%2FNMTABIy4BJzUzFhcDh2g9hxy1K2gE2T26PBWIpwACAGL%2F7ARgBFwAEgAgACdAFAoEDAAFDwgVABpGWQAQDBNGWQwWAD8rABg%2FKwAYPz8REjk5MTABMhYXMzczAyM3IwYjIiY1NBI2AzI2EjU0JiMiBgIVFBYCf1yQKAtDf%2BmFGgizxouejvopYcB4cFtos2ZeBFxjXaz7uNHlxqzQAWTK%2FBu5ASmVZ3qs%2FtqjcnEAAAAAAgA7%2F%2BwEOQYUABUAIgAnQBQLBAAPBwAGFQ8WRlkPEAAdRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMHIwEzBgIHMz4BMzIWFRQCBhMiBgIVFBYzMjYSNTQCIWGTJQpGfQFKqDM3MAldtWCNnon1IGDHdW9pY6toFGZYqgYU8v7%2FrHZvxq3R%2Fp3HA%2BO%2B%2FuCXbnWiASuo4wABAGL%2F7AOqBFwAGAAXQAwHDEZZBxAAE0ZZABYAPysAGD8rMTAFIiY1NBIkMzIXByYjIgYCFRQWMzI2NxUGAfrC1pQBBaOJgy94Y3C5aYV1SIA%2BfBTWw8gBUr0zjTOZ%2Fu%2BggI4oG48%2FAAIAYv%2FsBMMGFAAUACEAJ0AUAwsOAAYACRUAHEZZABAOFUZZDhYAPysAGD8rABg%2FPxESOTkxMAEyFzM2NxMzASM3Iw4BIyImNTQSNgMyNhI1NCYjIgYCFRQCf8JXChEcTqb%2BtosWCGWwXouckPUmXsh1bGdlrWkEWr6bdwFm%2BezRfWjErtYBZML8HbsBI5dvdKX%2B1aXjAAAAAgBi%2F%2BwDtARcABgAIgAmQBQcDkZZHBwABwcZRlkHEAASRlkAFgA%2FKwAYPysREgA5GC8rMTAFIiY1NBI2MzIWFRQEISMHFBYzMjY3FQ4BEyIGBzMyNjU0JgHsuNKV9pSZmv60%2FsshBHuBP4VjXpA0Z7UwDOTzSRTawbwBWcCFd7TNUIOTJDCSLCMD4bynd3E1RgAAAAH%2FG%2F4UA4MGHwAgACpAFgwaCR0QFkZZEAAaHUdZGg8ABUZZABsAPysAGD8rABg%2FKxEAMxEzMTADIic1FjMyNjcTIz8CPgEzMhYXByYjIgYPATMHIwMOAWhFOEAwTFIZ48ENzhcuo6AodCArTD1XXR0Z7hnt6Cei%2FhQVjRZ8cwQ6Q0JkyKUXDoEdYYFsf%2Fu2va4AAAAD%2F4H%2BFARMBFwAKAA1AEMASEAoGzMzDkZZBzlHWQQgCQMHJjMHMwcVKCZAR1kmECgCR1koDxUsR1kVGwA%2FKwAYPysAGD8rERIAOTkYLy8REhc5KysRADMxMAEPARYVFAYjIicGFRQWHwEeARUUBCEiJjU0NjcmNTQ2Ny4BNTQ2MzIXARQWMzI2NTQmLwEOAQEUFjMyPgE1NCYjIg4BBEwZ0ynpwzcdi0I%2FdbWj%2Ftz%2B98LckKFOZls%2FUO%2B6Tkz9SoKAts1sgp94gAEWWlBPdj9YUk51QQRIaxg%2BYL%2FjCDVOKRsIDhaEgLjKk4ZpmjYpUEVjKyB9U8L4FPr1TVp%2FdD5IDhAZfgMSVVlUk1ZSVlGRAAEAOwAABCkGFAAdAB1ADhILFgwAAAsVFgVGWRYQAD8rABg%2FMz8REjkxMCETNjU0IyIOAQcDIwEzDgMHMz4BMzIWFRQHBgMC2ZQSk1mpgSFlqAFKqBIhIykbC163ZIOPFydqArReKZR24Z%2F%2BJwYUUpqfrmZ7apCEPmjB%2FiEAAAAAAgA7AAACHwXfAAMADgAOtQwHAg8BFQA%2FP8QyMTAzIxMzAzQ2MzIVFAYjIibjqOqoeUAzWEMsKDQESAEYOEdaN0wxAAAC%2Fv7%2BFAIdBd8ADAAXABZAChUQCA8ABUZZABsAPysAGD%2FEMjEwAyInNRYzMjcBMwEOAQE0NjMyFRQGIyImh0U2PTp9KwEIpv72JJ0BVEAzVkMsJjT%2BFBWNFs0E2%2FsWq58HTDhHWjdMMQAAAAABADkAAAQhBhQADgAYQAsGDgkBCgABDwUJFQA%2FMz8%2FERI5OTEwCQEzCQEjAwcDIwEzCgEHAUoCDsn%2BKwEnu%2BuYUqoBSqpIci0CLwIZ%2Fi39iwIMe%2F5vBhT%2BsP3sgQAAAAABADkAAAItBhQAAwAKswIAARUAPz8xMDMjATPhqAFMqAYUAAABADsAAAaHBFwALAAnQBMWDwwTDQ8AIQwVJwYTBkZZGhMQAD8zKxEAMxg%2FMzM%2FERI5OTEwIRM2NTQmIyIOAQcDIxMzBzM%2BATMyFhczPgEzMhYVFAcDIxM2NTQmIyIOAQcDAriUEj5LVJ95IWWo6osWCletXHF6CwhWwmN%2FixaQqpQURUpRnncfawK0XilGTnjfnf4lBEjLd2iCdH15iIJEbv1gArRoKj5LdNWS%2FgwAAAEAOwAABCkEXAAZAB1ADg8MEw0PAAwVEwZGWRMQAD8rABg%2FMz8REjkxMCETNjU0JiMiDgEHAyMTMwczPgEzMhYVFAcDAtmUFEdOWamBIWWo6osWCmCzYH%2BTF48CtGgoP0x43p7%2BJQRIy3pli31PZf1gAAAAAgBi%2F%2FAEHQRWAA0AGwAXQAwAEUZZABAHGEZZBxYAPysAGD8rMTABMhYVFAIGIyImNTQSNgE0JiMiBgIVFBYzMjYSAoO%2B3JD2m8DakvgBg31rba1ff3dopl0EVuHFvP6ytuLEvgFPs%2F5xc4%2BU%2Fvmhg4%2BSAQ0AAAAAAv%2FV%2FhQEOQRaABUAIgAnQBQEDAAPCg8JGw8WRlkPEAAdRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMHDgEDIwEzBzM2MzIWFRQCBhMiBgIVFBYzMjYSNTQCIWGSKAoEAw9rpgFQixoIs8GJnor0IGDHdW9pY6toFGRaJhla%2FgMGNNHjw7DU%2Fp7FA%2BO%2B%2FuCXbnWiASuo4wACAGL%2BFARgBFwAFQAiACdAFAQLAA8FDwgbAB1GWQAQDxZGWQ8WAD8rABg%2FKwAYPz8REjk5MTABMhYXMzczASMTNjcjDgEjIiY1NBI2AzI2EjU0JiMiBgIVFAKBXo8lDUN9%2FrCmZQkwCF%2B0YIyfkfcpXMR5bWJlsGgEXGVbrPnMAeAtsHlsw6%2FUAWjC%2FBu4ASKbaXqp%2Ftej4wAAAAABADsAAANoBFwAEgAbQA0OCwAMDwsVAAVGWQAQAD8rABg%2FPxESOTEwATIXByYjIg4BBwMjEzMHMz4CAvBFMyQ1NFufdxxrqOqLFgpIXmcEXA6WDXjVgv4KBEjLX1MtAAABAAj%2F7ANEBFwAJAAgQBAMHgMVFRtGWRUQAwlGWQMWAD8rABg%2FKxESADk5MTABFAYjIic1HgEzMjY1NCYnLgE1NDYzMhcHJyYjIgYVFBYXHgIC393JqYhGokV%2BgEZ0gmzKpaufNjhld11qR29rXS4BN5yvRZ4qLmROOU5ESYxgiqlKiRkrV0U4UD88VmMAAAABAFr%2F7ALbBUQAGgAnQBMQEkAMFQ8SEhVHWRIPBgBGWQYWAD8rABg%2FKxEAMxEzGhgQzTEwJTI3FQ4BIyImNTQ3EyM%2FAjMHIQchAwYVFBYBizdZImQefYUSf6wOuX1iNwESGv7vgRI6dRqBDhR3dkJUAlpJTuT8f%2F2kVy04PAAAAAEAcf%2FsBF4ESAAYABtADQ8SChgPDRUSBUZZEhYAPysAGD8%2FMxI5MTABAwYVFDMyPgE3EzMDIzcjDgEjIiY1NDcTAcOWEpNYqoIiZKbnixYMYrJfgJIWkgRI%2FUlZMo944J4B2%2Fu4y31ii4E%2BbgKkAAABAGIAAAQSBEgACwAOtQkBDwUAFQA%2FMj8zMTAzAzMTEhUzEjcBMwHffahAGAZ%2FNAFFsv2xBEj9m%2F7%2BaAETYAJc%2B7gAAAEAdQAABgYESAAfABlADAUPGQMJHRMKDwAJFQA%2FMz8zMxIXOTEwIQMmPQEjDwEBIwMzExUUBzM2NwEzExYdAQczNhIBMwEDPyAECTJT%2Ft3KK6QSCAYvWgEntiUGAgYcbgEMsv4GAlpeTpx2vf2RBEj9rliTenzGAnX9rqheNSpWAQkCWPu4AAAB%2F7YAAAQGBEgACwAVQAkGAAIHBA8LAhUAPzM%2FMxI5OTEwCQEjAQMzEwEzARMjAdP%2BpsMB2%2B%2BqrgFKwv45%2FKgBsv5OAjUCE%2F5kAZz95f3TAAH%2FO%2F4UBBIESAAYABhACwUPCgAPDxRGWQ8bAD8rABg%2FMxI5MTATMxMWEhUzPgE3ATMBDgEjIic1FjMyNj8BYqhKChMGI2gZAUWy%2FUhdtoBIRD9EUnU3TARI%2Fd9F%2FvNSV%2BIrAmH6%2FqyGFYcSZWOIAAAB%2F%2BMAAAN9BEgACQAgQBAHBAIIBQRHWQUPAQhHWQEVAD8rABg%2FKxEAMxEzMTApATcBITchBwEhArL9MRcCtv4hGwKRHf1YAhN1A1Z9jPzBAAEAG%2F68Ay8FtgAnABlACxsKCgsLJhQSAwAnAD8%2FMzI5LzMSOTEwASImNTQ3PgEnNCM3MjY3Ez4BOwEHIgYHAw4BBxUWFRQPAQYVFBYzFQG6jZcUISUE0SB2jxZEIqerIR9pXBRHHH5olxIvD0lT%2FrxpdzRZkqMVj49XaAFGoICNSVf%2Bv3t6EQUprDtI0zooNTGOAAABAh3%2BEAKoBhQAAwAKswAAAxsAPz8xMAEzESMCHYuLBhT3%2FAAB%2F7b%2BvALBBbYAJwAbQAwcCwsKChQTJgADEycAPz8yETM5LzMSOTEwATIWFRQPAQYVFDMHIgYHAw4BKwE1MjY3Ez4BNzUmNTQ%2FATY1NCYjNwEdkJkVMRDRIXeOFkMkprUNc2gTSBl%2Ba5YSMg5RYxwFtml2MF3bRCuPkFZo%2FrqkfY5IVwFCdX0SBiqpO0jVQSI1MY0AAQBzAlAEMwNUABcAErYPAAaADAMSAC8zMxrNMjIxMAEiBgc1NjMyFhceATMyNjcVBiMiJicuAQFcNoEyYpFFdFZAYTI3gTNkkEh%2BSEtaAslFNJdtHSUbHEI3lm4hICAYAAAAAAL%2F8v6LAfIEXgADAA8AGEALAAAHAyIHDU9ZBxAAPysAGD8SOS8xMAEzAyMBNDYzMhYVFAYjIiYBBG2wzwEIUUYsNVFBMDYCrPvfBStMXDQ2R10zAAEA4f%2FsBCkFywAeAChAFQIeDAkJEU1ZHhhLWR4JHgkBCgcBGQA%2FPxI5OS8vKysRADMRMzEwBSM3LgE1NBI2PwEzBxYXByYjIgYCFRQWMzI2NxUGBwJGfSuEj3%2FmkSN7JXdiL21ucLlphHZIgD57oxTXIs%2BauQE%2BxxWqqAkojjSZ%2Fu%2BgfZIoHI8%2BBAAAAf%2FpAAAEmgXJABsAMUAZCxcYF05ZCBgYEgAABUtZAAcTDxIPTFkSGAA%2FKxEAMxg%2FKxESADkYLzMrEQAzMTABMhcHJiMiBwMhByEHDgEHIQchNzY%2FASM3MxMSA0q4mEKShNUyRQFyGv6NLxZYUALVIfxHG801L8gayUxLBclWhU%2Ft%2Frp%2F22KJK5qNLvPdfwFeAWEAAAIAqAEhBBAEhwAbACcAJEATBQIaFxMQDAkIBxIYFQoEHxUlBwAvM8QyzjIQzjISFzkxMBM0Nyc3FzYzMhc3FwcWFRQHFwcnBiMiJwcnNyY3FBYzMjY1NCYjIgblRIFcf2dycmWBXIFGRn9agWJ1d2J%2FWn9EgY9naJKSaGaQAtN1YoFcgUZGgVqBaHF3Yn9af0RGf1p%2FYHdnj49naJKRAAABAH8AAATsBbYAFgA9QCEKDg8OTVkHDwYSExJNWQMAExUPEx8TAg8TDxMMARUGDBgAPz8zEjk5Ly9dERI5MisRADMRMysRADMxMAkBMwEzByEHIQchAyMTITchNyE3MwMzAkYB67v96%2Bcc%2FtchASkd%2Ftk5mjj%2B3R0BIiH%2B3R3hyqMCywLr%2FP6FoIX%2B9gEKhaCFAwIAAgId%2FhACqAYUAAMABwAXQAoDAwcEBAcAAAcbAD8%2FETkvETkvMTABMxEjETMRIwIdi4uLiwYU%2FPj%2BDfz3AAAAAAIAO%2F%2F4A%2BUGHQAsADgALUAZGTMCLQ8tNjAzJwYeBx4kR1keFQcMR1kHAAA%2FKwAYPysREgAXOREzETMxMBM0NyY1NDYzMhcHJiMiBhUUFhceAhUUBgcWFRQGIyInNR4BMzI2NTQmJy4BAQ4BFRQWFz4BNTQmru53z7C9hDWUdmZ5THxkYjR6b3LkzLB3OKFMhY5lZopwAVRSamWUUF9jAwLJakaFf55EezxRRTFFOCxPZEBhpjhHdpirPZQiLFlVMFIuPYsBURp7RkZeQCx%2BRDxbAAAAAgHJBQ4D6QXTAAoAFQAMsw4DEwgALzPNMjEwATQ2MzIVFAYjIiYlNDYzMhUUBiMiJgHJOC5OOycjLwFsOC9NOycjLwViLkNQMUQsKC5DUDFELAAAAwCL%2F%2BwGagXLABYAJgA2AC1AGQYMABIPDB8MAgASEBICDBIMEhsrIxMzGwQAPzM%2FMxI5OS8vXV0RMxEzMTABIgYVFBYzMjcVDgEjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA6B9hYKAUoFCXjnA0ty%2BgnY8avyXyAFeysUBWtDJ%2FqfNz%2F6iw2muAS2srgEqr67%2B17Cu%2FtavBCOumqmhK3ocFO%2Fc0PU8eDX%2BuMgBXsrC%2FqLQzP6nys8BWsat%2FtOtrgEpsK4BKq%2Bu%2FtcAAAACAKoDFAMMBccAEgAeABtADAkDAAcTDAAEHhoAHwA%2FMj8Q1DLEEjk5MTABMhczNzMDIzcjDgEjIiY1ND4BAzI%2BATU0JiMiBhUUAfJyJwYlVotcDgQoZElNY1OWFj1nRTk5XH0Fx2da%2FWd1OEp4an%2FXe%2F20YrFPPkXOjIsAAgBYAHEDqAO%2BAAYADQAhQA4NBwoGAAMKAwUIAQwFAQAvLzMRMxI5OREzMxEzMzEwEwEXARMHAwUBFwETBwNYAYdO%2FtescecBiwFvVv7lnnHXAkgBdlH%2BuP59MQG6DgGVRf6T%2FqIxAY0AAAAAAQB%2FAQgEFwMZAAUACrICBAUALzMvMTABESMRITUEF4z89AMZ%2Fe8Bg44AAP%2F%2FADcB1QI5AnMSBgAQAAAABACL%2F%2BwGagXLAA8AHwAtADUALUAVJSkpBDUqKgwEIycnLi4MHAQEFAwTAD8zPzMSOS8zEjkREjkvMxE5LzMxMBM0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCJRQGBxMjAyMRIxEzMhYBMzI1NCYrAYvIAV7KxQFa0Mn%2Bp83P%2FqLDaa4BLayuASqvrv7XsK7%2B1q8Dtl9V45XPcX%2Flo53%2BWlzDX2ZaAtvIAV7Kwv6i0Mz%2Bp8rPAVrGrf7Tra4BKbCuASqvrv7XCE5%2BI%2F5%2FAWD%2BoANwfv7llUw%2BAAABAOMGFAQXBpgAAwAIsQECAC8zMTABITchA%2FT87yEDEwYUhAACANcDXgNGBcsADAAYAAyzEAoWAwAvMy8zMTATNDYzMh4BFRQGIyImNxQWMzI2NTQmIyIG17WCU5FUtYODtHF0UlNyc1JQdgSTgLhTkVSAtbWAUHR1T1J1dQAAAAIAfwAABBcEmAALAA8AIUAOCQEBBgILAgsCDQUNDAUALy8zERI5OS8vETMzETMxMAEhNSERMxEhFSERIwE1IRUCBP57AYWNAYb%2Beo3%2BewOYAoONAYj%2BeI3%2Bff8AjY0AAAEAYAJKAvYFyQAXABK3Cg8fAhYWASAAPzMRMz8zMTABITclPgI1NCYjIgcnNjMyFhUUBg8BIQKR%2Fc8XAQhzVyg%2BO1ppO32VbX1pkd0BiwJKauRkY1cvNUBQWmVxXmOhfbsAAAABAHcCOQL0BckAIgAbQAwiEBAREQYYHR8LBiEAPzM%2FMxI5LzMSOTEwAR4BFRQGIyInNRYzMjU0KwE3MzI2NTQmIyIHJzYzMhYVFAcCJUVOtqJ9bH1yzbJaFl9hdEU7Zl43bZ9ygM8EDBFmRYSTOH9IqolrUkc8PURdWHBftDYAAAECFATZA7oGIQAJAAixBAkAL80xMAE%2BATczFQ4BByMCFDiLJb4mzEtpBPQ8tzoVMcw2AAAB%2F9X%2BFARqBEgAGgAgQBASDA8HFw8KFRYbDwJGWQ8WAD8rABg%2FPz8zEjk5MTABFDMyPgE3EzMDIzcjDgEjIicjDgEDIwEzAwYBJ5NZpoMiaaPpixgMXbRicDMJCxdIpAFQqJQSAQqTduCdAd77uM15aGBOjP6iBjT9SVwAAQDH%2FvwEtgYUAA8AGkALBggIDgUBDgNJWQ4ALysAGC8zEjkvOTEwASMRIxEjEQYjIiY1EDYzIQS2ctVzPlTYy9roAi3%2B%2FAZ9%2BYMDMxL6%2BwEE%2FgD%2F%2FwCqAksBogNaEAcAEQB%2FAmgAAAAB%2F1b%2BFADTAAAAEQAMswgDEA8ALzPMMjEwExQGIyInNRYzMjU0Jic3MwcW06KFKS0mHq5OPGVqPYP%2B7GJ2CWQGbi4rCLZ5JgABAQICSgKPBbYACgAOtQkGAyAAHgA%2FPzk5MTABMwMjEzY3DgEHJwIZdrqHcBkhGTJ4MwW2%2FJQCDmd6GStPWgAAAgCoAxQC6QXHAAwAFwANtBMDDQofAD8zxDIxMAEUBiMiJjU0PgEzMhYnIgYVFBYzMjY1NALpsZhxh1SXY3V%2B9WZ1TEVedQTDv%2FCOfXXFboYfr45VVbGQpgAAAAACABcAcwNoA8EABgANAB9ADQAGAwcNCgoDBQgBDAUALzMvMxI5OREzMxEzMzEwCQEnAQM3EyUBJwEDNxMDaP53TgEprHHp%2FnX%2BkFYBGp5x2QHl%2Fo5SAUMBhzL%2BQQ7%2Bb0YBaAFiMv5u%2F%2F8AewAABVIFthAnANMCYgAAECYAe8oAEQcA1AJm%2FbcACbMDAhIYAD81NQD%2F%2FwBCAAAFpAW2ECYAe5IAECcA0wIpAAARBwB0Aq79twAHsgIQGAA%2FNQAAAP%2F%2FAFcAAAXoBckQJgB14AAQJwDTAvgAABEHANQC%2FP23AAmzAwIqGAA%2FNTUAAAL%2F%2FP5xAvgEWAAZACUAI0ARBhkZECMjHU9ZIxAQCUlZECMAPysAGD8rERIAORgvOTEwAQ4BDwEGFRQWMzI2NxcOASMiJjU0Njc%2BATcTFAYjIiY1NDYzMhYCkRZkc1%2BfZ2BQlEI%2BWsZXqLaEn4RRFu5RRys1UEMvNgKogqRdS3%2BUXWYzH4EwNKeafNB3Ym1kAUpNWzQ0R18zAAAA%2F%2F%2F%2FiwAABBAHcxImACQAABEHAEP%2F2AFSAAq0AhAQBSYAKxE1%2F%2F%2F%2FiwAABE0HcxImACQAABEHAHYAkwFSAAq0AhgYBSYAKxE1%2F%2F%2F%2FiwAABDgHcxImACQAABEHAMUAQgFSAAq0AhUVBSYAKxE1%2F%2F%2F%2FiwAABI8HLxImACQAABEHAMcAYAFSAAq0AhgYBSYAKxE1%2F%2F%2F%2FiwAABCsHJRImACQAABEHAGoAQgFSAAy1AwIiIgUmACsRNTUAAP%2F%2F%2F4sAAAQQBwISJgAkAAARBwDGAAIAgQAZQA8DAu8YAd8YAW8YAQ8YARgAEV1dXV01NQAAAv%2BJAAAG3QW2AA8AEwA8QCAKDUlZCgoBBhMDSVkTEwEGBRIJEgYSSVkGAwEOSVkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKzEwKQETIQEjASEHIQMhByEDIQETIwEFqP0fYv5K%2FtvFA6oDqiH9y2QCEBz973MCNv1%2Fk1T%2BTgHR%2Fi8Ftpn%2BK5b95gHVArD9UAAA%2F%2F8Alv4UBQoFyxImACYAABAHAHoCIwAA%2F%2F8AVgAABGoHcxImACgAABEHAEP%2F%2BwFSAAq0AQ0NBSYAKxE1%2F%2F8AVgAABGoHcxImACgAABEHAHYAfQFSAAq0ARUVBSYAKxE1%2F%2F8AVgAABGoHcxImACgAABEHAMUARgFSAAq0ARISBSYAKxE1%2F%2F8AVgAABGoHJRImACgAABEHAGoAQgFSAAy1AgEfHwUmACsRNTUAAP%2F%2FAFYAAAJRB3MSJgAsAAARBwBD%2FsoBUgAKtAEFBQUmACsRNf%2F%2FAFYAAANCB3MSJgAsAAARBwB2%2F4gBUgAKtAENDQUmACsRNf%2F%2FAFYAAAMoB3MSJgAsAAARBwDF%2FzIBUgAKtAEKCgUmACsRNf%2F%2FAFYAAAMpByUSJgAsAAARBwBq%2F0ABUgAMtQIBFxcFJgArETU1AAAAAgBIAAAFFAW2AA0AGwAtQBcaBwgHSVkXCAgFCgoWSlkKAwUbSlkFEgA%2FKwAYPysREgA5GC8zKxEAMzEwARACBCkBEyM3MxMhIAABMiQSNTQmKwEDIQchAwUU0v56%2Fvr%2BoIeVIJaNAVYBFAEf%2FK3KATKjzseybwFKIf62agNt%2Fvv%2BcNgCiZYCl%2F7V%2FAi3AU7X1939%2FJb%2BCv%2F%2FAFQAAAWoBy8SJgAxAAARBwDHAQgBUgAKtAEZGQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwBDAGgBUgAKtAIdHQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwB2ASEBUgAKtAIlJQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwDFANUBUgAKtAIiIgUmACsRNf%2F%2FAJb%2F7AWDBy8SJgAyAAARBwDHAOUBUgAKtAIlJQUmACsRNf%2F%2FAJb%2F7AWDByUSJgAyAAARBwBqAM8BUgAMtQMCLy8FJgArETU1AAAAAQCoATED8AR3AAsAFkAKAwYACQQCCggEAgAvMy8zEhc5MTAJATcJARcJAQcJAScB5%2F7BYgFAAUNj%2FrwBQmH%2Bvf7AYALTAUFj%2FsABQGD%2BvP6%2BYAFA%2FsJgAAMAd%2F%2BsBbYGBAAXACAAKQAjQBMfIx4kBCYYDxhJWQ8EBCZJWQQTAD8rABg%2FKxESABc5MTABEAIEIyInByc3JjUQEiQzMhYXNxcHHgEBIgYCFRQXASYTNCcBFjMyNhIFg7D%2BuNfIhIFwiWrAAU%2FSY59Ig3KVMDL95534iSkC4VrRIf0jW46Y8YwDi%2F7z%2FlfpYKBcqojrAQgBtOw2OaZcuD68AT%2FK%2Fpjah1wDl1j%2BWnZX%2FHFKwwFsAP%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwBDAFgBUgAKtAEXFwUmACsRNf%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwB2ASMBUgAKtAEfHwUmACsRNf%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwDFAMsBUgAKtAEcHAUmACsRNf%2F%2FAKT%2F7AV%2FByUSJgA4AAARBwBqALoBUgAMtQIBKSkFJgArETU1AAD%2F%2FwC8AAAEwwdzEiYAPAAAEQcAdgBUAVIACrQBEhIFJgArETUAAgBWAAAEUgW2AAwAFQAlQBMJFUpZCQkGBw0ESlkNDQYHAwYSAD8%2FEjkvKxESADkYLysxMAEUACEjAyMBMwMzMhYBMzI2NTQmKwEEUv64%2FsGFRqoBNao1oNXd%2FRCH1%2BKMkaYDPfj%2B%2Bv7BBbb%2FAL792bawfm4AAAAAAf8A%2FhQEWAYfAD8ALEAYNhUnAx4MDDlGWQwAHiRGWR4WAAVGWQAbAD8rABg%2FKwAYPysREgAXOTEwAyInNRYzMjY3AT4BMzIWFRQOAQcGFRQXHgIVFAYjIic1HgEzMjY1NC4BJy4BNTQ%2BATc%2BAjU0JiMiBgcBDgGFRTY9MkFUFwEYK%2BLCorQqUYpuXy9sM9m4r10zhz5xiBUuQlhFJT5dUD4iaVl3hhz%2B7iii%2FhQVjxZfbgUiyMaOfTljW2lTRDhCImtxQ6%2FHR6ApM3RlKD44N0VuPDVWR0U4P0MlQEl9gPrpva7%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAQ7EAAAq0AiIiESYAKxE1AAD%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAdkQAAAq0AioqESYAKxE1AAD%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAxfcAAAq0AicnESYAKxE1AAD%2F%2FwBi%2F%2BwEYAXdEiYARAAAEQYAxxIAAAq0AioqESYAKxE1AAD%2F%2FwBi%2F%2BwEYAXTEiYARAAAEQYAav0AAAy1AwI0NBEmACsRNTX%2F%2FwBi%2F%2BwEYAaBEiYARAAAEQYAxtoAAAy1AwIkJBEmACsRNTUAAwBi%2F%2BwGWARcACoAOABCAEJAJBUYAwYEChE8IUZZPDwFFg8FFTkyETJGWRoRECUrCitGWQAKFgA%2FMysRADMYPzMrEQAzGD8%2FEjkvKxESABc5MTAFIiYnByM3Iw4BIyImNTQSNjMyFhczNzMHNjMyFhUUBCEjBxQWMzI2NxUGJTI2EjU0JiMiBgIVFBYBIgYHMzI2NTQmBI1soygfchoIbaVfeoqN8o5SficLQ20fe9F3k%2F6z%2Fs4nBH2DN3t1pPxrX7t3W01jsGRKA9V1vC8O4vVGFE9Qi9GEYcaqzgFmzGFfrJKmiHS2y1CDkyEzlkuLtwEqlmd6rf7epHJzA1a9pnVvPUIAAAD%2F%2FwBi%2FhQDqgRcEiYARgAAEAcAegF9AAD%2F%2FwBi%2F%2BwDtAYhEiYASAAAEQYAQ4IAAAq0AiQkESYAKxE1AAD%2F%2FwBi%2F%2BwD7wYhEiYASAAAEQYAdjUAAAq0AiwsESYAKxE1AAD%2F%2FwBi%2F%2BwDxgYhEiYASAAAEQYAxdAAAAq0AikpESYAKxE1AAD%2F%2FwBi%2F%2BwDvQXTEiYASAAAEQYAatQAAAy1AwI2NhEmACsRNTX%2F%2FwA7AAAB7AYhEiYAwgAAEQcAQ%2F5lAAAACrQBBQURJgArETX%2F%2FwA7AAAC6gYhEiYAwgAAEQcAdv8wAAAACrQBDQ0RJgArETX%2F%2FwA7AAACxAYhEiYAwgAAEQcAxf7OAAAACrQBCgoRJgArETX%2F%2FwA7AAACwQXTEiYAwgAAEQcAav7YAAAADLUCARcXESYAKxE1NQAAAAIAWv%2FsBHEGJQAgAC4ANEAcGQ8WHgAIBQQDHxYoRlkWFg8fDwYDAQ8hRlkPFgA%2FKwAYPzM%2FEjkvKxESABc5ERI5MTABJic3FhclFwceARUUAgQjIiY1NBI2MzIWFzc1NCYnBScTMj4BNTQmIyIOARUUFgKkQlBfdkYBBEDwV0%2BP%2Fvm0ts2H75RpmSMGSUr%2B8jgxa6Zmg3FtoFdzBT86N3VURpJphXP7kP3%2BfMTQuaABFJ5bTwIRiNBdlWz7vXDgcnaKc8%2BAfoL%2F%2FwA7AAAEUAXdEiYAUQAAEQYAxyEAAAq0ASMjESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAQ5cAAAq0Ah0dESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAdjkAAAq0AiUlESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAxe8AAAq0AiIiESYAKxE1AAD%2F%2FwBi%2F%2FAENQXdEiYAUgAAEQYAxwYAAAq0AiUlESYAKxE1AAD%2F%2FwBi%2F%2FAEHQXTEiYAUgAAEQYAaugAAAy1AwIvLxEmACsRNTUAAwB%2FAPwEFwSoAAMADgAZABC1AAEBEQwRAC8vEjkvMzEwEzUhFQE0MzIWFRQGIyImETQzMhYVFAYjIiZ%2FA5j9xG81Ozw0NDtvNTs8NDQ7AouOjv7qeT08Oj8%2BAvV5PTw6Pz4AAAMAPf%2B0BFAEkwAVAB4AJwAwQBsSDwcEBgkiHB0hERQIDwQPFkZZDxAEJEZZBBYAPysAGD8rERIAFzkYEMYQxjEwARQCBiMiJwcnNyY1NBI2MzIXNxcHFiUiBgIVFBcBJhM0JwEWMzI2EgQXi%2FSakmRiaW1Ek%2FSWkmpoaXc%2B%2FnBsr2QRAgY2jA39%2FjllZ6tfAsG9%2Fqq%2BQX1Sh2eiwgFOsESBT4FhaZL%2B%2FpdcLQKFL%2F7lVCP9fy2PAQIAAAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAQ5kAAAq0ARoaESYAKxE1AAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAdmgAAAq0ASIiESYAKxE1AAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAxQoAAAq0AR8fESYAKxE1AAD%2F%2FwBx%2F%2BwEXgXTEiYAWAAAEQYAagAAAAy1AgEsLBEmACsRNTX%2F%2F%2F87%2FhQEEgYhEiYAXAAAEQYAduAAAAq0ASIiESYAKxE1AAAAAv%2FV%2FhQEOQYUABcAJAAnQBQEDQARCQAIGxEYRlkREAAfRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMGBwMjATMCBgczPgEzMhYVFAIGEyIGAhUUFjMyNhI1NAIhYpQnCggRZqYBsKhfKBMJZbBfi56K9CBgx3VvaWOraBRmWGhI%2FhoIAP5HokR9aMOw1P6exQPjvv7gl251ogErqOMA%2F%2F%2F%2FO%2F4UBBIF0xImAFwAABEGAGqGAAAMtQIBLCwRJgArETU1AAEAOwAAAc0ESAADAAqzAg8BFQA%2FPzEwMyMTM%2BOo6qgESAAAAAIAlv%2FsBykFzQAVACEAOUAgEBNJWRAQAQwMD0lZDAMKG0lZCgQDFklZAxIBEgEUSVkrABg%2FPysAGD8rABg%2FKxESADkYLysxMCkBBiMgABEQEiQzMhchByEDIQchAyEFMjcTJiMiBgIVFBYF9P1eTlD%2FAP7iwAFP0phVAsUf%2FctkAhAf%2FfBzAjX8pEU29kxznfiJxBQBKwEOAQgBtOwXmf4rlv3mFRMEiRbK%2Fpjax98AAwBi%2F%2BwGrARcACEALgA4ADtAHgIOBQwyGEZZMjIFDC8iDCJGWREMEBwpBSlGWQAFFgA%2FMysRADMYPzMrEQAzERI5GC8rERIAOTkxMAUgJw4BIyImNTQSNjMgFz4BMzIWFRQEISMHFBYzMjY3FQYBIgYCFRQWMzISETQmJSIGBzMyNjU0JgTj%2FvJWRc17uNiW%2FJsBDllLzXeLnP63%2FtApBHuBS4xQov0Cba5gfG6xyncCiX2%2FLBLn8EAU4Wty5MLBAU6x4W16g3m3ylCDkzEjlksD3ZL%2B%2FpuNkgFBAQt8hgS9pnp0MEUAAAEBjwTZA%2FYGIQAOAAyzAwsGAQAvM80yMTABIyYnBgcjNT4BNzMWHwED9mc5aIZsbZF3F54lWyoE2TCNd0YbhYEnY4hCAAAAAAICJwTZA90GgQALABcAFUALDx8JLwk%2FCQMJFQMALzPMXTIxMAEUBiMiJjU0NjMyFgc0JiMiBhUUFjMyNgPdeGNldnxfZXZoQDMxQjs4M0AFsGN0c2JedXJhNT4%2BNTY9PQAAAAABAVAE2QQvBd0AFQAStgUTC4AQAAkAL8QyGt3GMzEwASIuAiMiBgcjEjMyHgIzMjY3MwIDRihLR0MgLDMWZDqtLE9HPhssMxpkQgTbIysjOToBAiQrJDY%2F%2Fv4AAAEANwHVA5ECdQADAAixAAEALzMxMBM3IQc3IwM3IgHVoKAAAAEANwHVB2gCdQADAAixAAEALzMxMBM3IQc3IwcOIgHVoKAAAAEAewPBAggFtgAGAAmyAAMDAD%2FNMTATJzYTMwIHgQZirH%2BTOAPBFtMBDP6nnAAAAAEAfQPBAgwFtgAHAAmyBQcDAD%2FGMTABFw4BByMSNwIECCiOWIGGRQW2Flv%2FhQEqywAAAAAB%2F5z%2B%2BAErAO4ABgAIsQQAAC%2FNMTAlFwYHIxI3ASMIcZ2Bfk7uF%2Bv0AR7YAAIAewPBA3sFtgAGAA0ADbQABwMKAwA%2FM80yMTABJzYTMwIHISc2EzMCBwH0CFDAf6Ip%2FdEGYqx%2FkzgDwRa1ASr%2BhXoW0wEM%2FqecAAACAH0DwQN%2FBbYABwAPAA20DAUPBwMAPzPGMjEwARcOAQcjEjchFwYDIzYSNwIECCiOWIGGRQItCl60fzl1HAW2Flv%2FhQEqyxbO%2Fu9%2BASVSAAL%2FnP74ApwA7gAGAA0ADLMLDQQAAC%2FNMzIxMCUXBgcjEjchFwYDIxI3ASMIcZ2Bfk4CKwlfsIGMP%2B4X6%2FQBHtgXzf7uATy6AAEAxwHsApED6QALAAixCQMAL80xMBM0NjMyFhUUBiMiJseTfVxelIBZXQKskaxiXI2yYwABAFgAcQItA74ABgAStgYAAwMBBQEALy8SOREzMzEwEwEXARMHA1gBh07%2B16xx5wJCAXxR%2FrL%2BgzEBtAABABcAcwHsA8EABgAStgAGAwMFAQUALy8SOREzMzEwCQEnAQM3EwHs%2FnhNASiscegB8P6DUgFNAX0y%2FksAAAAAAf4ZAAAC8AW2AAMACrMDAwISAD8%2FMTAJASMBAvD7wpkEPQW2%2BkoFtgAAAAACAFwCSgLfBbwACgAQACFADw0HBhABBQUJEBADBx4DIAA%2FPxI5LzMzETMRMxEzMTABIwcjNyE3ATMDMyMSNwYPAQLJgSt%2FK%2F6TFwHhhXl%2F%2FkUVFFrNAxTKymUCQ%2F3NAUJJJHH2AAAAAAEAP%2F%2FsBNcFyQAmAEtAKQsXGBdOWQgYBhwdHE1ZAx0PHR8dAgkDGB0YHRIhIQBMWSEHEg1MWRIZAD8rABg%2FKxESADk5GC8vX15dETMrEQAzETMrEQAzMTABIgYHIQchBgchByEQITI3FQYjIgI9ASM3MzY3IzczEgAzMhYXByYDoIzkSwGqGv5HFQsBfR3%2BlwEpe4V%2Fl9TpqhuaCBaXG59hAUXPWY5GUHEFMcbHhUFjg%2F6LN5M7AQv1DINQVIUBCwEaKzGKTgAAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc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cBMwJ97r0cNjlOu2oB%2FMYDZpauNy91qgE9AAH%2F7gAABD8FywAbAB1ADxEKTVkRBwIaAQEaTlkBGAA%2FKxESADkYPysxMCkBNwE%2BAjU0JiMiBgcnPgEzMhYVFA4BBwEVIQOP%2FF8kAdewfThjWkaKZXN43nW11k6oyP7JAm60AaafkHtGVWM8T6BhU7qebLrDq%2F74CAAAAAABAB%2F%2F7AQ%2FBcsAKAAtQBcDFxgYF09ZGBgLJiYfTVkmBwsRTVkLGQA%2FKwAYPysREgA5GC8rERIAOTEwARQGBxUeARUUBgQjIic1HgEzMjY1NCEjNzMyNjU0JiMiBgcnPgEzMhYEP8aqf4uI%2Fv%2Bw4aBUy16dsP7qhSVqpM9jWkiVWGh403m3zgSBntQfBxike4XPck%2FXMTWPfdu3lX1PWzM7oVFBsQAAAAAC%2F%2FwAAARCBboACgASAClAFwEFEgVNWQkPEh8SAlASARISAw8HBgMYAD8%2FMxI5L11dMysRADMxMAEjAyMTITcBMwMzIRM2NyMGBwEEF8lE5UX9kiUDI%2F7Jyf5RRB9FCDNU%2FloBPf7DAT3FA7j8SAE1iPFWZP4MAAABADX%2F7ARYBbYAGwAmQBQAEk9ZAAAHFhYZTlkWBgcMTVkHGQA%2FKwAYPysREgA5GC8rMTABMhYVFAYEIyInNRYzMjY1NCYjIgcnEyEHIQM2AmK114z%2B9L7WjaevrcJ8fl%2BCWMgCyS3%2BBmpdA4vPtqH0hU%2FZZKaTaX8jRALE0f6UEgAAAAACAG%2F%2F7ARtBcsAGQAoAC1AFw0XEBAgT1kQEBcFBQpNWQUHFxpNWRcZAD8rABg%2FKxESADkYLysREgA5MTATNBoBJDMyFwcmIyIAAzM2MzIWFRQCBiMiJgUyPgE1NCMiDgMXFBZvedEBJcR1VitIbc3%2B%2BEEGfcmcr4nqmcLRAaNRfESyM1lFMB4CYwG%2BzQGSARySGcIW%2Fv3%2B%2BarGraL%2B6o%2FwLmGsZsgmOkddQ26GAAAAAAEAfQAABJwFtgAGABhACwAYBQIDAwJOWQMGAD8rERIAORg%2FMTAzASE3IQcBfQLy%2FV4rA6Qh%2FQoE6c2o%2BvIAAAADAEz%2F7AReBc0AFwAjAC8AKUAUBhIYGCoqDQAAJE9ZAAcNHk9ZDRkAPysAGD8rERIAORgvMxI5OTEwATIWFRQGBx4BFRQOASMiJjUQJS4BNTQ2Ew4BFRQWMzI2NTQmEyIGFRQWFz4BNTQmAtuz0J6peGl75J3L5QFwW0%2F%2BQpWGdmNzi2EaXXJOQXN9YAXNspaEw0JOr3J5v2nIqAEph0aWV7Pb%2FNM2kWhdcIBnW4UCqXBcU2wnK3xfUVsAAAIAXP%2FsBDcFywAZACYALUAXDhAXECFPWRAQBRcXGk1ZFwcFCk1ZBRkAPysAGD8rERIAORgvKxESADkxMAEUCgEEIyInNRYzMjYTIwYjIiY1NBI2MzIWJSIOARUUFjMyNjU0JgQ3dL3%2B%2BbOFa3lzvOw7BnHApbWG75vAzf5hUn9EXFh1omAD%2Bs3%2BXf7phyDPK%2FYBCqDMupwBCo%2FvLF6mYGluvJJsgQAAAAIAIf%2FjAfoEagALABcAF0AMAwlRWQMQFQ9RWRUWAD8rABg%2FKzEwEzQ2MzIWFRQGIyImAzQ2MzIWFRQGIyImzV5UOENhTUI9rF5UOENfTUI%2FA7RTYz89T2ZH%2FN5TYz89TmdHAAAC%2F5z%2B%2BAH6BGoABgASABVACQRABgoQUVkKEAA%2FKwAYLxrOMTAlFwIHIzYbATQ2MzIWFRQGIyImAU4IfY2wX2drXlQ4Q2FNQj3uF%2F7829YBIALGU2M%2FPU9mRwAAAAEAcwDdBBsE7AAGAAixAAMAL8YxMCUBNQEVCQEEG%2FxYA6j9RwK53QGueQHow%2F6o%2FtEAAAACAHUBrgQdA%2FIAAwAHAB9AEQQFUlkEAQEAUlkPAQGQAQEBAC9dXSsAGBDGKzEwEzUhFQE1IRV1A6j8WAOoAz%2Bzs%2F5vtLQAAAABAHMA3QQbBOwABgAIsQYDAC%2FGMTATCQE1ARUBcwK2%2FUoDqPxYAaIBLwFYw%2F4Yef5SAAAAAgCi%2F%2BUDwwXLABkAJQAlQBIHEAAAIxAjHVFZIxYQCk1ZEAQAPysAGD8rERIAORgvEjkxMAE%2BATc%2BAjU0JiMiBgcnNjMyFhUUBgcOAQcBNDYzMhYVFAYjIiYBBBJre2tPJVVRTZJOTs%2FLq8R%2FqGhcD%2F7ZXlQ4Q2JMQj0BvIWvWk1QUTBGWDclsHGrnXjDd0p2Vf6iU2M%2FPU9kRQAAAgBk%2F0YGqgW0ADgARAAsQBQHCjkRESg1BAoaPz8KCi0hNQMoLQAvMz8zEjkvMxEzETMREjkvMxI5MTABFAIGIyImJyMGIyImNTQSNjMyHgEXAwYVFDMyPgE1NCQjIgQCFRAAMzI3FQYjIiQCNRASJCEyBBIFIg4BFRQzMjY%2FASYGqnfWhGJpDAZlsHuFh%2FGPNFVKXGUeT0h8R%2F7%2F69b%2Bqr8BGfvI5tvr0v7GqfUBuQERyAEkm%2F0zVpFScFJ3KUA1A06w%2FtumXEqmnYyXAQGVChAf%2FnhyLVyF2Hrk78f%2BlOD%2B%2Ff7kVptapwE40QEOAbb6lf7odmu1Z52QlPAQAAAAAAL%2FhwAABE4FuAAHAA4AGkANDgFMWQ4OBAcDEgsEAwA%2FMz8zEjkvKzEwASEDIwEhEyMDAiY1BgcDAzv%2BG9H%2BAw8BEqbqOSgLN1esAZb%2BagW4%2BkgCZgGgrzSLqP6wAAAAAAMARgAABMsFtgAPABcAIAAtQBcGIBAQIEtZEBAODw8XTFkPAw4YTFkOEgA%2FKwAYPysREgA5GC8rERIAOTEwATIWFRQGBxUeARUUBCkBARMzMjY1NCsBAzMyNjU0JisBAwre462ZbHf%2B1P71%2FhUBNW7Hi5jftePfk6d4dMgFtqikksIeCByXbNn4Bbb9pHlvrPvbiH5iZwAAAQCH%2F%2BwFIQXLABgAF0AMEwBMWRMEDAdMWQwTAD8rABg%2FKzEwASIGAhUUFjMyNxUGIyIAERASJDMyFwcuAQOcmvKRpaGNvLTC%2BP7n0wFg4tmsXj%2BOBP6y%2FqvMtL9EzUMBKQEMAQQBvuhcwyIwAAAAAAIARgAABR8FtgAJABMAF0AMBhJMWQYDBRNMWQUSAD8rABg%2FKzEwARACBCkBASEgAAEyJBI1NCYrAQMFH8j%2Bgv7%2B%2Fm8BNQFxAQ8BJPzEsQEIjbCokuMDff7x%2FmzaBbb%2B3vw1rAE4yLjB%2B9sAAAEARgAABIMFtgALACZAFAYJTFkGBgECAgVMWQIDAQpMWQESAD8rABg%2FKxESADkYLysxMCkBASEHIQMhByEDIQNO%2FPgBNQMIK%2F3lVAH2Kf4IYAIbBbbN%2FnXL%2FjgAAQBGAAAEgQW2AAkAHUAPBglMWQYGAgESAgVMWQIDAD8rABg%2FEjkvKzEwISMBIQchAyEHIQEz7QE1AwYr%2FedgAfYt%2FgwFts3%2BOssAAAEAh%2F%2FsBVwFywAdACZAFAAdTFkAAAUMDBJMWQwEBRlMWQUTAD8rABg%2FKxESADkYLysxMAEhAw4BIyAAERASJDMyFhcHJiMiBAIVFBYzMjcTIQMSAgCdcNWE%2Fvv%2B4M0Bd%2B9vzGdarqCe%2Fv6VsqRtalD%2B6wMZ%2FSAoJQEkAQsBCAG28ikxy1a1%2FrHNt7whAXMAAAEARgAABYsFtgALABpADQgDTFkICAUKBgMBBRIAPzM%2FMxI5LysxMCEjEyEDIwEzAyETMwRW7oz9yovtATXtfwI2f%2B0Ck%2F1tBbb9qgJWAAAAAQBGAAACaAW2AAMACrMBAwASAD8%2FMTAzATMBRgE36%2F7JBbb6SgAAAAH%2Bvv5oAnMFtgAMABG3CAMABUxZACMAPysAGD8xMAMiJzcWMzI3ATMBDgGYaEIFVEXJNQEr7v7PLuf%2BaBnJFfoFh%2Fpa2c8AAAEARgAABWYFtgAMABVACQgCBQoGAwEFEgA%2FMz8zEjk5MTApAQMHAyMBMwM3ASEBBD%2F%2B%2BvyVde0BNe2XjQHsARz9mAKPZP3VBbb9PqYCHP1jAAAAAAEARgAAA3kFtgAFABG3AQMAA0xZABIAPysAGD8xMDMBMwEhB0YBNe3%2B9gIbKwW2%2BxfNAAABAEQAAAblBbYAEwAbQAwRAgIJBgsHAwAOBhIAPzMzPzMSOTkRMzEwIQMjBgcDIwEhEzMBIQEjEzY3IwECh3MGCS642wE1AUNtBgJeAVj%2Bz%2BO2Jy8G%2FX0Evnbe%2FJYFtvuDBH36SgNoupz7QgABAEQAAAXdBbYAEQAVQAkDCwgQCQMBCBIAPzM%2FMxI5OTEwKQEBIwcOAQMjASEBMzYSNxMzBKj%2B%2FP5mBgoYF6zbATUBDAGPBwYyD6DbBItFlX%2F8zgW2%2B4M2ARVBAvEAAAACAIf%2F7AWNBc0ADQAbABdADAsOTFkLBAQVTFkEEwA%2FKwAYPysxMAEQAgQjIAAREBIkMzIAJSIGAhUUFjMyNhI1NCYFjb7%2Bs9z%2B%2Ff7kxQFW2fsBF%2F3biuB%2Fo5KK3XueA5r%2B6f5M4wErAQgBCwG56v7WXcD%2Bq8qtvL8BU86qvgAAAAIARgAABJYFtgAIABMAHUAPDQBMWQ0NEA8SEAhMWRADAD8rABg%2FEjkvKzEwATMyNjU0JisBBRQAISMDIwEhMhYB0V6yw3V5dwJX%2Fq3%2B0W5z7QE1AU7l6ALsn5JtZMn4%2Fvb93QW2yQAAAgCH%2FqQFjQXNABAAHgAjQBEFBw4RTFkOBAMYBwcYTFkHEwA%2FKxESADkYPysAGBDGMTABEAAHASEDIyAAERASJDMyACUiBgIVFBYzMjYSNTQmBY3%2B%2FOEBCP7fyh%2F%2B%2Ff7kxQFW2fsBF%2F3biuB%2Fo5KK3XueA5r%2Bvv4eW%2F6JAUgBKwEIAQsBuer%2B1l3A%2FqvKrby8AVPRqr4AAAACAEYAAASaBbYADQAWACZAEwoADg4AS1kODgMMAhIDFkxZAwMAPysAGD8zEjkvKxESADkxMAEDIwEhMhYVFAYHEyEDJzMyNjU0JisBAa577QE1AVLf7q2r%2Bf78z497qqh2fHcCSP24Bba9xKXjNP2HAkjGloNpXAABACf%2F7AQ7BcsAJAAgQBALHgMWFhtMWRYEAwhMWQMTAD8rABg%2FKxESADk5MTABFAQjIic1FjMyNjU0JicuAjU0PgEzMhcHJiMiBhUUHgEXHgEDov7f%2FtKKrbGJnlKDaWQ1e%2BGNzbBWoYZthB4%2FZ5t2AazS7kvgYXVoRWtTQ26DT4DGbFy%2FTnVeL0c9QWG1AAABALAAAATDBbYABwAWQAoBEgcDBANMWQQDAD8rEQAzGD8xMCEjASE3IQchAhDtAQj%2BhS0D5iv%2BgwTpzc0AAAAAAQCY%2F%2BwFiwW2ABUAFEAJFQoDBBFMWQQTAD8rABg%2FMzEwAQMCACMiJjU0NxMzAwYVFBYzMjY3EwWLyjj%2B0PvZ7RTB7cAVd3mRqifHBbb8RP71%2Fv3Ux1NXA4X8d1hGZnGhtQOoAAEAugAABUgFtgAMABC2DAYDBwMGEgA%2FPzMSOTEwJTY3ATMBIQMzExYXBwH6RkMBx%2F79BP7%2BkOhKCQIB%2BLKDA4n6SgW2%2FHdngkwAAAABAMsAAAe0BbYAHAAbQAwXDgUOCRsSCgMBCRIAPzM%2FMzMSOTkRMzEwKQEDJzcjBgcBIQMzExQHMzY3ATMTFwczPgE3ATMFJf7%2BJQYEBi9G%2Fn%2F%2FADXlEw0GUzsBg%2BEfAwMIHFQTAWb2A0q5apCT%2FLYFtvyuiNLdhgNJ%2FLmpvFjbKwNOAAAB%2F5EAAAUlBbYACwAVQAkCCAQJBgMBBBIAPzM%2FMxI5OTEwKQEDASEBAzMTASEBBBD%2FAMD%2BSv73Akr69rIBkgEK%2FdkCUP2wAwICtP3kAhz9OgAAAAABALoAAAUABbYACAAQtgAFAQcDBRIAPz8zEjkxMAkBIQEDIxMDMwJGAbABCv2Rcu537vIDGQKd%2FG%2F92wIpA40AAf%2FZAAAEogW2AAkAIEAQBwQFBExZBQMCCAEITFkBEgA%2FKxEAMxg%2FKxEAMzEwKQE3ASE3IQcBIQOF%2FFQhA1L9qisDgSP8rAKFqAQ%2Fz6z7wwAB%2F%2BX%2BvAMQBbYABwAOtQUCAwYBJwA%2FMz8zMTABIQEhByMBMwGT%2FlIBfQGuJ93%2B0d3%2BvAb6sPpnAAEA3QAAAocFtgADAAqzAwMCEgA%2FPzEwARMjAwGs29HZBbb6SgW2AAAB%2F3H%2BvAKaBbYABwAOtQMEAwAHJwA%2FMz8zMTAHMwEjNyEBIWrbATHdJwGu%2FoP%2BVJMFmbD5BgAAAAEAJQIZBBQFvgAGAA60BQIABAIALy8zEjkxMBMBMwEjAwElAmB%2FARC4vP5OAhkDpfxbArL9TgAAAf9E%2FrwCk%2F9IAAMACLEBAgAvMzEwASE3IQJ1%2FM8eAzH%2BvIwAAQIdBNkDlgYhAAgACrIGgAEALxrNMTABIy4BJzUzFhcDlpBBhiL1L1UE2T%2BxQxWalQAAAAIAXv%2FsBH8EZgASACAAJ0AUCxEABwwPBxpGWQcQDxUAE0ZZABYAPysAGD8%2FKwAYPxESOTkxMAUiJjU0EjYzMhYXMzczAyM3IwYnMjYSNTQmIyIGAhUUFgGPjaSL9JJhjCcKPrTsthUGnmlSnmZeTFWWWlEUy7jKAWDNW1ee%2B66wxL6bAQSaWGua%2FveOZmUAAAIAL%2F%2FsBFAGFAAWACMAJ0AUBAwAEAcABhUQF0ZZEBAAHkZZABYAPysAGD8rABg%2FPxESOTkxMAUiJicjByMBMwMOAQczPgEzMhYVFAIGAyIGAhUUFjMyNhI1NAJCYo0oCkCyAUrrRw0yDwhallaRoovyDFGiY11VVZRWFFpWnAYU%2FrM%2Fuy9xV8%2B2yv6dyAO6oP77jGBrnQEHj8kAAAEAXv%2FsA80EZgAXABdADAcMRlkHEAASRlkAFgA%2FKwAYPysxMAUiJjU0EiQzMhcHJiMiAhUUFjMyNjcVBgH6xNiTAQqppIVGemOWyHBjSoFBjBTUxc8BU789uDX%2BzeJveCwgw0cAAAAAAgBe%2F%2BwE3QYUABQAIQAuQBgDCw4ABgAAHEZZABAJCkhZCRUOFUZZDhYAPysAGD8rABg%2FKwAYPxESOTkxMAEyFzM2NxMzASM3Iw4BIyImNTQSNhMyNhI1NCYjIgYCFRQCb7NZCA0YTOn%2BtrgTB1ikXI%2Bij%2FAMUqFhV1lVlFgEZrKSaAFm%2BeywalrLus0BZMT8RKQBCIdbbpr%2B9IvLAAAAAAIAXv%2FsA%2FoEZgAJACMAJkAUAxhIWQMDChERAEhZERAKHUdZChYAPysAGD8rERIAORgvKzEwASIGBzMyNjU0JgMiJjU0EiQzMhYVFAQhIwcVFBYzMjY3FQ4BAphgqSUdvNRA18XdmwEJpKGz%2FrP%2BzCsCcXBIjmFgoQOyrI1rYjM5%2FDrex8YBVbqRhbbNHx1vfiYuuywlAAAAAf8f%2FhQDrgYfAB4AKUAWDxRGWQ8ACBsLGBgbSFkYDwAFRlkAGwA%2FKwAYPysRADMRMxg%2FKzEwAyInNRYzMjcTIz8CPgEzMhcHJiMiBg8BMwcjAw4BTFo7QDKGK9mzFcIVLLWmc2A9Sj5FUxYS5SXl3yi2%2FhQXvhTNA%2F5qTFzGpyuwHFZiVrL7472yAAAD%2F4f%2BFAR3BGYAJwA0AEEASEAoGygoDkZZBzxKWQQgCQMHJSgHKAcVJScCSFknDyU1SVklEBUuSVkVGwA%2FKwAYPysAGD8rERIAOTkYLy8REhc5KysRADMxMAEPARYVFAYjIicGFRQWHwEeARUUBCEiJjU0NjcmNTQ2NyY1NDYzMhcBDgEVFBYzMjY1NCYnEyIOARUUFjMyPgE1NAR3H8Ac7sg0KG8%2FPH%2BwmP7S%2FurL34uaTF1kh%2FXJUFD%2BTHB4b3KjuFpxhUFiNkdCQV81BFKJITpPweMIKEAmHAgQFoN6xNaWg2eWNC1SRWUvUavE8BT7wBJqTkFNbGUzOgwDxU2FT0dNTohRjgABAC8AAARKBhQAGgAcQA4QChQUBUZZFBALAAAKFQA%2FMz8%2FKxESADkxMCETNjU0IyIGBwMjATMDBg8BMz4BMzIWFRQHAwK%2BjhKBcMMtYuwBSus5Gy4TCFSpXYiRF4sCoFolh%2FrZ%2Fi0GFP76fqdLal6bkExi%2FXMAAAACAC8AAAJWBfoACwAPACVAGgkfAy8DAl8DbwN%2FA58DrwPfA%2B8DBwMODw0VAD8%2FL11xzTEwATQ2MzIWFRQGIyImAyMTMwFKTkc1QlBBNUYv7OzrBWJEVDU2R1I0%2BtYEUgAC%2Fvr%2BFAJWBfoADAAYADBAIBZADxAfEC8QTxBfEI8QnxDPEN8QCQ4DEAgPAAVGWQAbAD8rABg%2FL19eXRrNMTADIic1FjMyNwEzAQ4BATQ2MzIWFRQGIyImcVo7QDWDJwEE6f72JrMBKUxHNkFQQTVE%2FhQXvhS6BMP7IbWqB05EVDU2R1IzAAAAAQAvAAAEhwYUAA4AGUANAg0FBgQICQAADwQIFQA%2FMz8%2FERc5MTABIQkBIQMHAyMBMwIGBzMDdwEQ%2Fh0BI%2F760YhN7AFK64cxIwQEUv4b%2FZMB12D%2BiQYU%2FY3NfAABAC8AAAJkBhQAAwAKswIAARUAPz8xMCEjATMBGeoBSusGFAABAC8AAAauBGYAJgAlQBIDJAAXDSEVEhwAHEZZBgAQIg8APz8yKxEAMxg%2FMzMSOTkxMAEyFzM%2BATMyFhUUBwMjEzY1NCMiBgcDIxM2NTQjIgYHAyMTMwczNgMn3CIIS79nhYsWjOuPE3lsuytl648RdW67LWLs7LgVCZQEZut0d5mLQHX9cwKgXyaB%2BM3%2BHwKgUi2H%2FtP%2BKwRSzeEAAAAAAQAvAAAESgRmABgAHEAODgsSEgVGWRIQDA8ACxUAPzM%2FPysREgA5MTAhEzY1NCMiDgEHAyMTMwczPgEzMhYVFAcDAr6OEoFIjHAcYuzsuBUJU7BnhpMXiQKgWimDcteI%2FisEUs12a5iMRXD9cwAAAAIAXv%2FuBDcEZAANABsAF0AMGQNGWRkQEgpGWRIWAD8rABg%2FKzEwATQmIyIOARUUFjMyPgE3FAIGIyImNTQSJDMyFgNKYltdk1FjYVqQUO2S%2F6bA4o8BAqnD3AK%2Ba3mP9Ytvdoj1icr%2BtbHlxccBTLnoAAAAAv%2FJ%2FhQEUARmABMAIAAmQBQDCgANDRRGWQ0QCA8HGwAbRlkAFgA%2FKwAYPz8%2FKxESADk5MTAFIicjBgcDIwEzBzM2MzIWFRQCBgMiBgIVFBYzMjYSNTQCQrVYCgcSYOkBUrgVCZ27j6KM8QxRoGVdVVWUVhSwYVj%2BMQY%2BvNDOt8z%2BncYDup%2F%2B%2Boxga50BB4%2FJAAAAAAIAXv4UBH8EZgAVACIAJ0AUDAMPAAQPBxsAHUZZABAPFkZZDxYAPysAGD8rABg%2FPxESOTkxMAEyFzM3MwEjEz4BNyMOASMiJjU0EjYTMjYSNTQmIyIGAhUUAnG3WwpAsv6s6UsMPwcIVKBai6CS7w1QnmFbUVaUWQRmsp75wgFdOPgRbFrNttABZsH8RKIBCIlea5v%2B%2BI7LAAAAAAEALwAAA4kEZgAQABRACQUNCgAQChULDwA%2FPz8ROTIxMAEyFwcmIyIGBwMjEzMHMz4BAx0%2BLjM2MH7GJ2rs7LgVCVOmBGYM2w7it%2F4MBFLNeGkAAAEADv%2FsA3EEZgAiACBAEAscAxQUGUdZFBADCEhZAxYAPysAGD8rERIAOTkxMAEUBiMiJzUWMzI2NTQmJy4BNTQ2MzIXByYjIgYVFBYXHgIDDuzSvoSZn2F4RWt9Z9a2xJZMjH5JW0JmaVguAVStu0PLWlBFM0k9Q4tfm7BUsExCOy1GNztUYwABAFz%2F7AMlBUgAGQAnQBMPEUALFA4RERRIWREPBgBGWQYWAD8rABg%2FKxEAMxEzGhgQzTEwJTI3FQ4BIyA1NDcTIz8CMwchByEDBhUUFgHHRFMjeDz%2B7hB5ohW%2BgZI0ARcn%2Fut6DTKqH7IRGvc5SgI6blLo9rL9xDclKzMAAQBv%2F%2BwEhwRSABkAG0ANDxIKGQ8NFRIFRlkSFgA%2FKwAYPz8zEjkxMAEDBhUUMzI%2BATcTMwMjNyMOASMiJjU0NjcTAfqBH39Ijm4eY%2BnpuRUIUrJnhpIYDHsEUv2ejTSFctOOAdX7rs10bZiOP3s%2BAkgAAAABAGQAAARQBFIADAAOtQUKAQ8AFQA%2FPzMyMTAzAzMTFhUzPgE3ATMB54PoNw4HHFQXATf6%2FaoEUv2qn4pKtikCVvuuAAEAeQAABl4EUgAbAB1ADRQMAwwHEBAZCA8ABxUAPzM%2FMzMREjk5ETMxMCEDJzcOAQEhAzMTBgczNjcBMxMXBzM%2BAhMzAQNMEwEDGTX%2Bwf76L90NAgkGQisBFv4TAQMGEVAv5PT9%2BgJzRsg%2Bfv07BFL9eleesGACa%2F2kNeoy2W4CAvuuAAH%2FqgAABFQEUgALABVACQAGAgcEDwsCFQA%2FMz8zEjk5MTAJASEBAzMTASEBEyMB6f7P%2FvIB2%2Bf1kAEfARL%2BM%2Fj2AYP%2BfQI5Ahn%2BiwF1%2Fdv90wAAAAH%2FVv4UBFIEUgAXABhACwUOCQAPDhNGWQ4bAD8rABg%2FMxI5MTATMxMeARUzNjcBMwEOASMiJzUWMzI2PwFk6D8JDgZWMQEl%2Fv1QWtSPTENLMkp4QDMEUv3tPuFF12ICPvsApZkTvBBXcFwAAAH%2F2QAAA6IEUgAJACRAEgcEBQUESFkFDwIIAQEISFkBFQA%2FKxESADkYPysREgA5MTApATcBITchBwEhAs%2F9Ch0Ce%2F5JJwLBJf2RAeaTAw2yqv0KAAEACP68A0oFtgAnACBAEBsJCa8KvwoCCgoTJicUEwMAPzMvMxI5L10zEjkxMAEgNTQ%2FATY1NCM3MjY3Ez4COwEHIgYHAw4BBxUWFRQPAQYVFBYzFQHJ%2FsQRLQ7RJ3iPFjscWpZ7PClgVxJGGH50oBArC0FN%2FrzsPUjJQSGNu1VlAROGhzy4RFL%2By2x9EQYtqiZTwjAaMy%2B5AAAAAAEB8v4fAqQGEAADAAmyAAADAC8%2FMTABMxEjAfKysgYQ%2BA8AAAH%2FqP68AtEFtgAmACBAEBoKCq8JvwkCCQkmExIlJgMAPzMvMxI5L10zEjkxMAEgFRQPAQYVFDMHIgYHAw4BKwE1PgE3Ez4BNzUmNTQ%2FATY1NCYjNwEOAT4RLQ7RJ3mOFj8is7Qdal0SRhh%2BdJ4RKwpWTiMFtus9SMtBIY66VGT%2BzqWGtwJFUAE1bXoRBjCnN0LFLB46KLgAAQBvAjsEKwNoABcAH0AODwYDEhIMUlkSBgBSWQYALysAGC8rABAYxBDGMTABIgYHNTYzMhYXHgEzMjY3FQYjIiYnLgEBWDN6PGSVQG1cRloxMn06Z5M%2Fek1MVwK0Pju%2FbBgnHhk%2BOr5vISEgFwAAAAL%2F0%2F6LAgoEXgADAA8AF0AKAAANAw0HUVkNEAA%2FKwAYLxI5LzEwEzMDIQEUBiMiJjU0NjMyFt2upv7uAjdeUDtEYk5BPAKF%2FAYFVlBkPzxSZEcAAAEAw%2F%2FsBDEFywAeACRAEgIeHhhNWR4BGQkMDBFPWQwKBgA%2FzSsRADMYP8UrEQAzMTAFIzcuATU0EjY%2FATMHFhcHJiMiDgEVFBYzMjY3FQYHAkKcLYSMf%2BWTI5wlfGFFfWFjollwY0qBQYWgFNUiyZ6%2BAULHFqSkDC25NY%2F2j294KyDCRQUAAAAB%2F%2B4AAAS4BcsAHAAxQBkLFxgXT1kIGBgSAAAFTVkABxMPEg9OWRIYAD8rEQAzGD8rERIAORgvMysRADMxMAEyFwcmIyIHAyEHIQcOAQchByE3Nj8BIzczEz4BA1i8pFiPc7kqOQFNIv6wIRVfUwKyLfw0JsgyI8QkxT0m5gXLVrdKzf7qrJhihirPwS3npKwBK7nCAAAAAAIAjQEOBBkEmAAbACcAGEANCQwQExcaAgUIHxUlBwAvM8QyFzkxMBM0Nyc3FzYzMhc3FwcWFRQHFwcnBiMiJwcnNyY3FBYzMjY1NCYjIgbRPYF3f2ZpbGN%2FeYE9PX93f19weFd%2FdX89qH1cW4KCW1x9AtNuX4F3fz0%2FgXWBY2xyX313fzs7fXd9X3BbfnxdXX6AAAABAGoAAAT6BbYAFgA9QCEKDg8OUFkHDwYSExJQWQMAExUPEx8TAg8TDxMMARUGDBgAPz8zEjk5Ly9dERI5MisRADMRMysRADMxMAkBMwEzByEHIQchByM3ITchNyE3MwMzAlIBsPj9%2Btkj%2Fu4fARIh%2FvA13TP%2B7yEBER7%2B8CPTx%2BgDGQKd%2FQiblJv09JuUmwL4AAAAAgHy%2Fh8CpAYQAAMABwATtwMEAwQHAAAHAC8%2FETk5Ly8xMAEzESMRMxEjAfKysrKyBhD85v5F%2FOQAAAAAAgAn%2F%2FID9AYjACwAOAAlQBUCLRQzGikGHwgIDklZCAEfJElZHxYAPysAGD8rERIAFzkxMBM0Ny4BNTQ2MzIXBy4BIyIGFRQWFx4BFRQGBxYVFAYjIic1FjMyNjU0JicuAQEOARUUFhc%2BATU0JqLbLz7fubKaRD6HTVZhSXB%2Fd2lsZvbPvH%2BYp3R0TmaCdgFcRVNdfz5LYwL8vHcgZEGKpU6eHStFPCtDMjiPYFyePUx1nbBDu11RRytJMDyPAUEaaj49VzkkbTw8WQAAAgGqBQIEFwXsAAsAFwAMsw8DFQkALzPNMjEwATQ2MzIWFRQGIyImJTQ2MzIWFRQGIyImAapGPzA5RzovPgF%2FRj8wOUc6Lz4FZDxMLzBBSi8zPEwvMEFKLwAAAAADAIP%2F7AZiBcsAFQAlADUAL0AbBQsPCx8LnwsDABEAERARAgsRCxEiMhoEKiITAD8zPzMSOTkvL10RM10RMzEwASIGFRAzMjY3FQYjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA6Jxfe4vgix1e8XU48eKgERq%2FIfIAV7KxwFdy8X%2BpM7P%2FqLDe6YBJKutASWipP7draj%2B26gECpib%2FtMgE54z99TY%2BUKTN%2F7RyAFeysb%2Bn8nH%2FqTMzwFaxqj%2B36yuASGmpQEjran%2B2wAAAAIAoAMCAzsFxwASAB0AH0AQBwgDEwAMEAwCDAAEHhkAHwA%2FMj8Q1F0yOTnEMTABMhczNzMDIzcjDgEjIiY1ND4BEzI%2BATU0IyIGFRQB8nE1Bid2k3sKBDJgPVtpXpcHMl87ZlJxBcdnWv1UaT43hHKA3XL9umCfT3fDhX0AAAAAAgBQAGQEEgPjAAYADQAMswwFCAEALzPEMjEwEwEXARMHAyUBFwETBwNQAYuH%2FuCZstkBuAGBif7ok7TRAj8BpHb%2BtP6PTAHFAgGycP6h%2FqJMAa4AAQB1AQAEHQMrAAUAEbYCBQUEUlkFAC8rABgQxDEwAREjESE1BB2z%2FQsDK%2F3VAXe0AAAA%2F%2F8ALwG%2BAlICiRIGABAAAAAEAIP%2F7AZiBcsADwAfACwANQAzQB0lKQ8pHykCNSoAKhAqAictKSoqKS0DDBwEBBQMEwA%2FMz8zEhc5Ly8vM10RM10RMzEwEzQSJDMyBBIVFAIEIyIkAjcUEgQzMiQSNTQCJCMiBAIlFAYHEyMDIxEjESEgATMyNjU0JisBg8gBXsrHAV3Lxf6kzs%2F%2BosN7pgEkq60BJaKk%2Ft2tqP7bqAPAW1XTyKxbsgENAVH%2BVEhUWltTSALbyAFeysb%2Bn8nH%2FqTMzwFaxqj%2B36yuASGmpQEjran%2B2wlTfCT%2BiwFF%2FrsDbv5nSD9JOAAAAQBvBhQEJQa6AAMACLEBAgAvMzEwASE3IQP8%2FHMnA48GFKYAAgC8AzsDTgXLAAwAGAAMsxAJFgMALzPEMjEwEzQ2MzIWFRQGIyIuATcUFjMyNjU0JiMiBrzCiIjAwIhYmliYaEpIaGdJSmgEgYjCwoiJvViWWEZoaEZKaGcAAAACAHUAAAQdBMMACwAPACRAFAwNUlkMQgkBAgFSWQYQAgFwAgECAC9dcTMrEQAzGD8rMTABITUhETMRIRUhESMBNSEVAfD%2BhQF7tAF5%2Foe0%2FoUDqAKRtQF9%2FoO1%2For%2B5bS0AAAAAQBOAkoDEAXJABkAErcKEB8CGBgBIAA%2FMxI5PzMxMAEhNyU%2BAjU0JiMiByc%2BATMyFhUUDgEPASECqv2kHAENb0sjODBbZFBElV5ziS9ldq4BcwJKh99fUkgmLjRQezY3eF9Fb25bjgABAGgCOQMQBckAIwAnQBYDFRUPFh8WAg8WHxYCFhYKHCEfDwohAD8zPzMSOS9dcTMSOTEwARQGBxUeARUUBiMiJzUWMzI2NTQrATczMjY1NCMiByc2MzIWAxBtaE5Kx6qKcH56WmOSbBxdWWt1XGBEfqV8igT4WnYaBBJiQoGaOJ9HSkVxhURBZEF5Wm8AAAABAfwE2QPlBiEACAAKsgOACAAvGs0xMAE2NyEVDgEHIwH8YYABCDbQR5wE8mzDE0K%2FNAAAAf%2FJ%2FhQEkwRSABoAIEAQEgwKBxcPFhsKFQ8DRlkPFgA%2FKwAYPz8%2FMxI5OTEwARQWMzI2NxMzAyM3Iw4BIyInIwYHAyMBMwMGAWZCP3HBLWbn67gWCkucV2wvCAkeQukBUuuNEwEzQUj71AHZ%2B66%2Bb2NRSaL%2BwgY%2B%2FWJUAAEArP78BLQGFAAPABO3CAgBAw4ABQEALzM%2FMxI5LzEwASMRIxEjEQYjIiY1EDYzIQS0i7yMPlPYzNrpAkX%2B%2FAZm%2BZoDMxL6%2BwEE%2Fv%2F%2FAJYCOQHDA2oQBwARAHUCVgAAAAH%2FRP4UAOwAAAASABpADQ0QQAsOSBAQDwgDGw8ALz8zEjkvKzMxMBMUBiMiJzUWMzI1NCYnNzMHHgHspI5ANi8xiUZFYpIySED%2B%2BGp6D4cOYCgrCahgGVQAAAAAAQDBAkoCtgW2AAoADrUJAyAGAB4APzI%2FOTEwATMDIxM2Nw4BBycCFKK6v2MRKBU5fU0FtvyUAc1PihQuUIEAAAIApAMCAwgFxwANABcAFEAKEwAEEAQCBA4LHwA%2FM8RdMjEwARQOASMiJjU0PgEzMhYlIgYVFDMyNjU0AwhUnm56ilija3yC%2FvZRZ3BNZQS2fsZwkoN6x2%2BPCq%2BBja%2BEigAAAAACAAoAXAPPA9sABgANAA60CAEBDAUALzPELzIxMAkBJwEDNxMFAScBAzcTA8%2F%2Bc4YBH5m02f5I%2Fn%2BMARmSs9MB%2Fv5edwFKAXJM%2FjkC%2FlBxAVwBYEz%2BUAD%2F%2FwCVAAAFxQW2ECcA0wKTAAAQJgB71gARBwDUAsH9twAJswMCERgAPzU1AP%2F%2FAHkAAAYeBbYQJwDTAncAABAmAHu5ABEHAHQDDv23AAeyAhAYAD81AAAA%2F%2F8AbAAABi8FyRAnANMDIQAAECcA1AMr%2FbcRBgB1BAAACbMCAQYYAD81NQAAAv%2Fd%2FnUC%2FgRaABkAJQAtQBgHABkQGQILAxkZECMjHVFZIxAQCk1ZECIAPysAGD8rERIAORgvX15dOTEwAQ4BBw4CFRQWMzI2NxcGIyImNTQ2Nz4BNwEUBiMiJjU0NjMyFgKcGW10a00lVFFMk09Lzcyuv4CnXWAWASdgUjhDXU9CPwKDkqpTT05QMEdXNyaxcKuceMZ1QHVfAV5VY0E8TmZEAP%2F%2F%2F4cAAAROB3MSJgAkAAARBwBD%2F%2F0BUgAKtAIQEAUmACsRNf%2F%2F%2F4cAAASsB3MSJgAkAAARBwB2AMcBUgAKtAIXFwUmACsRNf%2F%2F%2F4cAAASFB3MSJgAkAAARBwDFAFoBUgAKtAIVFQUmACsRNf%2F%2F%2F4cAAATLB0gSJgAkAAARBwDHAHMBUgAKtAIYGAUmACsRNf%2F%2F%2F4cAAARzBz4SJgAkAAARBwBqAFwBUgAMtQMCJCQFJgArETU1AAD%2F%2F%2F%2BHAAAETgcHEiYAJAAAEQYAxhttAAmzAwIkAwA%2FNTUAAAAAAv%2BHAAAHJQW2AA8AEwA8QCAKDUxZCgoBBhMDTFkTEwEGBRIJEgYSTFkGAwEOTFkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKzEwKQETIQEhASEHIQMhByEDIQETIwEF8Pz3Vv5Q%2FwD%2B%2BgOiA%2Fwr%2FeVUAfgr%2FgpiAhv9TYpS%2FnABlv5qBbbN%2FnXI%2FjUBmwKD%2FX0A%2F%2F8Ah%2F4UBSEFyxImACYAABAHAHoCKwAA%2F%2F8ARgAABIMHcxImACgAABEHAEP%2F8QFSAAq0AQ0NBSYAKxE1%2F%2F8ARgAABIMHcxImACgAABEHAHYAfQFSAAq0ARQUBSYAKxE1%2F%2F8ARgAABIMHcxImACgAABEHAMUAPwFSAAq0ARISBSYAKxE1%2F%2F8ARgAABIMHPhImACgAABEHAGoANQFSAAy1AgEhIQUmACsRNTUAAP%2F%2FAEYAAAJ2B3MSJgAsAAARBwBD%2FuABUgAKtAEFBQUmACsRNf%2F%2FAEYAAAOIB3MSJgAsAAARBwB2%2F6MBUgAKtAEMDAUmACsRNf%2F%2FAEYAAANpB3MSJgAsAAARBwDF%2Fz4BUgAKtAEKCgUmACsRNf%2F%2FAEYAAANgBz4SJgAsAAARBwBq%2F0kBUgAMtQIBGRkFJgArETU1AAAAAgA1AAAFHwW2AA0AGwAtQBcaBwgHTFkXCAgFCgoWTFkKAwUbTFkFEgA%2FKwAYPysREgA5GC8zKxEAMzEwARACBCkBEyM3MxMhIAABMiQSNTQmKwEDIQchAwUfyP6C%2Fv7%2Bb4GSLZCJAXEBDwEk%2FMSxAQiNsKiSXgEdLf7lWgN9%2FvH%2BbNoCb8gCf%2F7e%2FDWsATjIuMH%2BScj%2BWv%2F%2FAEQAAAXdB0gSJgAxAAARBwDHAQABUgAKtAEbGwUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwBDAG8BUgAKtAIdHQUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwB2ARcBUgAKtAIkJAUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwDFAMkBUgAKtAIiIgUmACsRNf%2F%2FAIf%2F7AWNB0gSJgAyAAARBwDHANkBUgAKtAIlJQUmACsRNf%2F%2FAIf%2F7AWNBz4SJgAyAAARBwBqAMUBUgAMtQMCMTEFJgArETU1AAAAAQCTAR8EAASHAAsAFkAKAwAGCQQCCggEAgAvMy8zEhc5MTAJATcJARcJAQcJAScByf7KfQE4ATl%2F%2FsUBN3v%2Bx%2F7IegLTATd9%2FssBNXv%2Bx%2F7HewE1%2Fs17AAMAbf%2BqBbQGBAAVAB4AJwAuQBodIRwiBCQWERQJBgQEDw8WTFkPBAQkTFkEEwA%2FKwAYPysREgAXORESFzkxMAEQAgQjIicHJzcmNRASJDMyFzcXBxYlIgYCFRQXASYTNCcBFjMyNhIFjb7%2Bs9zBfXaFgWfFAVbZvYB3hYVe%2FduN4IIYApxQvxP9a0t3i998A5r%2B6f5M41OVaKCK4wELAbnqXpVopoKOuv6oz1hMA0RB%2FpZYN%2FzHOL8BUgD%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAQwBOAVIACrQBFxcFJgArETX%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAdgEbAVIACrQBHh4FJgArETX%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAxQC2AVIACrQBHBwFJgArETX%2F%2FwCY%2F%2BwFiwc%2BEiYAOAAAEQcAagCwAVIADLUCASsrBSYAKxE1NQAA%2F%2F8AugAABQAHcxImADwAABEHAHYAZgFSAAq0ARERBSYAKxE1AAIARgAABGQFtgAMABUAH0ARCRVMWQ0ETFkJDQkNBgcDBhIAPz8SOTkvLysrMTABFAAhIwMjATMHMzIWATMyNjU0JisBBGT%2Bs%2F7KbELtATXtM2Hj6%2F06YLDFd3l5AzHz%2FvP%2BzwW288r%2BAZ2UbWIAAAAB%2Fv7%2BFAS2BhsAOQAsQBgxFCUDHQwMNEdZDAAdIkhZHRYABUZZABsAPysAGD8rABg%2FKxESABc5MTADIic1FjMyNjcBPgEzMhYVFAcOARUUFx4CFRQGIyInNRYzMjY1NCYnLgE1NDY3PgE1NCYjIgcBDgF1RUg9NEFTFgEGMPrgvNGzdj1Ka0gm6Ma2ZX5%2BaXYvWFJOWVtiUV5V0jT%2B%2BCq5%2FhQXwRVXaATS58ygh6mCV0EjLDlUVmM8rMhByVZYUDBKRkBzRUuAPEJcNEFI7%2FsUxa4A%2F%2F8AXv%2FsBH8GIRImAEQAABEGAEO5AAAKtAIiIhEmACsRNQAA%2F%2F8AXv%2FsBH8GIRImAEQAABEGAHZaAAAKtAIpKREmACsRNQAA%2F%2F8AXv%2FsBH8GIRImAEQAABEGAMX9AAAKtAInJxEmACsRNQAA%2F%2F8AXv%2FsBH8F9hImAEQAABEGAMcSAAAKtAIqKhEmACsRNQAA%2F%2F8AXv%2FsBH8F7BImAEQAABEGAGr%2FAAAMtQMCNjYRJgArETU1%2F%2F8AXv%2FsBH8GmhImAEQAABEGAMboAAAMtQMCJCQRJgArETU1AAMAXv%2FsBo8EZgApADcAQQA%2FQCM7IUhZOzsGAhQXBAkQFQ84MRAxRlkaEBAEFSUqCSpGWQAJFgA%2FMysRADMYPz8zKxEAMxg%2FERIXOTkvKzEwBSInByM3Iw4BIyImNTQSNjMyFhczNzMHPgEzMhYVFAQhIwcUFjMyNxUGJTI2EjU0JiMiBgIVFBYBIgYHMzI2NTQmBKLeUxeXFAhVoV6Gl4rvjViALAk%2FlBkzoGSMof6z%2FswtBHlzfbSv%2FIZVm2BNS1WVU0oDn2erJR%2B71EQUiXWwalrOtckBYsxXW551P0qZfbbNPHV4VL1PvqEBDoRbbqD%2B%2BotpYgMIrI1rYDo0AP%2F%2FAF7%2BFAPNBGYSJgBGAAAQBwB6AYEAAP%2F%2FAF7%2F7AP6BiESJgBIAAARBgBDlwAACrQCJSURJgArETUAAP%2F%2FAF7%2F7AQWBiESJgBIAAARBgB2MQAACrQCLCwRJgArETUAAP%2F%2FAF7%2F7AQJBiESJgBIAAARBgDF3gAACrQCKioRJgArETUAAP%2F%2FAF7%2F7AP6BewSJgBIAAARBgBq2gAADLUDAjk5ESYAKxE1Nf%2F%2FAC8AAAIYBiESJgDCAAARBwBD%2FoIAAAAKtAEFBREmACsRNf%2F%2FAC8AAAMdBiESJgDCAAARBwB2%2FzgAAAAKtAEMDBEmACsRNf%2F%2FAC8AAAMJBiESJgDCAAARBwDF%2Ft4AAAAKtAEKChEmACsRNf%2F%2FAC8AAAL7BewSJgDCAAARBwBq%2FuQAAAAMtQIBGRkRJgArETU1AAAAAgBQ%2F%2BwEewYlAB0AKwA2QBwFCAAbBAYcHAMZDhUVJUdZFRUOBgMBDh5HWQ4WAD8rABg%2FMxI5LysREgA5EjkYLxIXOTEwASYnNxYXNxcHFhEUAgQjIiY1NBI2MzIWFzMmJwcnEzI%2BATU0JiMiDgEVFBYChyxbaoFQ%2BkbZm5L%2B%2BrXF24Puk2CQKQYKe%2FpIUFyLTmhcW4tKYgUtKTeYSEqKf3nN%2Fs3%2F%2FoW%2F1sOiARKcTUbzjI6B%2B%2B53x2phdHDDc2hvAAAA%2F%2F8ALwAABH0F9hImAFEAABEGAMclAAAKtAEiIhEmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAEOfAAAKtAIdHREmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAHZIAAAKtAIkJBEmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAMXzAAAKtAIiIhEmACsRNQAA%2F%2F8AXv%2FuBFoF9hImAFIAABEGAMcCAAAKtAIlJREmACsRNQAA%2F%2F8AXv%2FuBDcF7BImAFIAABEGAGrvAAAMtQMCMTERJgArETU1AAMAdQDsBB0EtgADAA8AGwAcQAwHDRkTDRMBAQBSWQEALysRADMzGC8zLzMxMBM1IRUBNDYzMhYVFAYjIiYRNDYzMhYVFAYjIiZ1A6j9rj8%2BPkFFOjpDPz4%2BQUU6OkMCd7S0%2Fv5AR0g%2FQElHAvxAR0g%2FQElHAAAAAAMAM%2F%2BmBFoEkwAVAB0AJgAuQBocJBslBB4WERQJBgQEDw8WR1kPEAQeR1kEFgA%2FKwAYPysREgAXORESFzkxMAEUAgYjIicHJzcmNTQSJDMyFzcXBxYlIgIVFBcBJgMyPgE1NCcBFgQ1lP2iiWJpe3NGjQECqYhnVn1kP%2F5YjbwIAbotyVmUVQb%2BTCkCvND%2BsK47g2CNaJ3IAUq6PWxgdWRO%2Ft3bJyMCJSP9AIXrjC0W%2FeIh%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAEOhAAAKtAEbGxEmACsRNQAA%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAHZzAAAKtAEiIhEmACsRNQAA%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAMUQAAAKtAEgIBEmACsRNQAA%2F%2F8Ab%2F%2FsBIcF7BImAFgAABEGAGoGAAAMtQIBLy8RJgArETU1%2F%2F%2F%2FVv4UBFIGIRImAFwAABEGAHb5AAAKtAEgIBEmACsRNQAAAAL%2Fyf4UBFAGFAAWACQAJ0AUBA0AEAkACBsQF0ZZEBAAHkZZABYAPysAGD8rABg%2FPxESOTkxMAUiJicjBgcDIwEzDgEHMzYzMhYVFAIGAyIGAhUUFjMyNhI1NCYCSl6OKwgHEmDpAbDrMDIzCJutkKGI6RxUnmBcVlaTVlIUW1VbXv4xCADf6K%2FIzLnM%2Fp3GA7qi%2FveGYmmaAQiRZGUAAP%2F%2F%2F1b%2BFARSBewSJgBcAAARBgBqmQAADLUCAS0tESYAKxE1NQABAC8AAAIGBFIAAwAKswIPARUAPz8xMCEjEzMBG%2Bzs6wRSAAACAIf%2F7AdSBc0AFQAhADpAIBATTFkQEAEMDA9MWQwDChtMWQoEARRMWQESAxZMWQMTAD8rABg%2FKwAYPysAGD8rERIAORgvKzEwKQEGIyAAERASJDMyFyEHIQMhByEDIQUyNxMmIyIGAhUUFgYd%2FTNUVv79%2FuTFAVbZkU4C%2BCv95VQB%2BCv%2BCGACG%2FxsSkHeRHGK4H%2BjFAErAQgBCwG56hfN%2FnXI%2FjUTGwQOH8D%2Bq8qtvAAAAAADAF7%2F7AbDBGYAIgAvADkAO0AeDgMFDDMYSFkzMwUMMCMMI0ZZEQwQHCoFKkZZAAUWAD8zKxEAMxg%2FMysRADMREjkYLysREgA5OTEwBSImJwYjIiY1NBIkMzIXPgEzMhYVFAQhIwcUFjMyNjcVDgEBIg4BFRQWMzISNTQmJSIGBzMyNjU0JgTJeLkwie262pMA%2F6btYknKfZ%2Bv%2FrX%2Bzi8DcXFFg29bqP1dV41XYVuPrWMCiWmuIh%2B90jwUXFy258XOAU2vwFtnlYG3zDxvfiMxvSskA7aA9ZF0egEl6291EKuObGUwOAAAAQFiBNkEKwYhAA0ADrQDC4AGAQAvMxrNMjEwASMmJwYHIzU%2BATczFhcEK5hMVYNppIp%2BG%2FgmiATZP3NuRBmAhyhjzAACAh0E1wP0BpoACwAXABlADg8PCR8JLwkDcAkBCRUDAC8zzF1dMjEwARQGIyImNTQ2MzIWBzQmIyIGFRQWMzI2A%2FSEamp%2FgmdohoM8Ly07NTMvPAW6aHt6Z2d7eWkyOTkyMTc3AAAAAAEBRgTXBFgF9gAVACFAEBAABQsACwALfxSPFAIUgAkALxrMXTk5Ly8RMxEzMTABIi4CIyIGByMSMzIeAjMyNjczAgNULUtEPyAmMhKJOccuTkM8HSgyF4lCBNkiKSI3OAEdIykjNTz%2B4wAAAAEALwHFA6AChwADAAixAAEALzMxMBM3IQcvKwNGKwHFwsIAAAEALwHFB3cChwADAAixAAEALzMxMBM3IQcvKwcdKwHFwsIAAAEAdwPBAjEFtgAHAAmyAAQDAD%2FNMTATJzYSNzMCB30GIpFXsHpNA8EWTAEKif7i1wAAAAABAHMDwQIvBbYACAAJsgUIAwA%2FzjEwARcGAgcjNhI3AicIJZNSsit%2BHQW2FlP%2B839fAUBWAAAAAAH%2Fmv74AVYA7gAGAAixBAAAL80xMCUXBgcjNhMBTghsnrJpX%2B4X6fbuAQgAAgB3A8EDyQW2AAYADgANtAAHAwsDAD8zzTIxMAEnNhMzAgchJzYSNzMCBwIXCVS3sHpN%2FXsGIpFXsHpNA8EWvgEh%2FuLXFkwBCon%2B4tcAAAACAHMDwQPHBbYACAAQAA20DQUQCAMAPzPOMjEwARcGAgcjNhI3IRcGAyM2EjcCJwglk1KyK34dAoUJYquwM3QgBbYWU%2F7zf18BQFYW3P79cgEmXQAC%2F5r%2B%2BALuAO4ABgANAAyzCwQNAAAvMs0yMTAlFwYHIzYTIRcGAyMSNwFOCGyesmlfAoMJXK%2BweE%2FuF%2Bn27gEIF87%2B7wEZ3QABAJgBzQKkBAgACwAIsQkDAC8vMTATNDYzMhYVFAYjIiaYp4xkdaSRZnECrJzAbXKcwHMAAQBQAGQCYgPjAAYACLEFAQAvxDEwEwEXARMHA1ABi4f%2B4Jmy2QI9AaZ2%2FrL%2BkUwBwQAAAAEACgBcAh0D2wAGAAixAQUAL8QxMAkBJwEDNxMCHf50hwEhmrPZAgL%2BWncBTgFuTP5AAAAB%2FgIAAAMCBbYAAwAKswMDAhIAPz8xMAkBIwEDAvvFxQQ9Bbb6SgW2AAAAAAIARgJKAwQFvAAKABAAJUAUDQcBBQkFBgMPEB8QAhAQAwceAyAAPz8SOS9dFzMRMxEzMTABIwcjNyE3ATMDMyE%2FAQYPAQLneie3J%2F6QGgHdxXl7%2Fs80IiBCuwL6sLCJAjn9zd2BM1DbAAAAAAEAM%2F%2FsBNkFywAnAFNALwYcHRxQWQMdCxcYF1BZCBgPHR8dAgkAGHAYAgsDHRgdGBMhIQBNWSEHEw5OWRMZAD8rABg%2FKxESADk5GC8vX15dXl0RMysRADMRMysRADMxMAEiBgchByEGByEHIRQWMzI3FQYjIgI1IzczNjcjNzMSADMyFhcHLgEDkXbBQQGDIf5uEgoBVCH%2BwXmHeIqBsdjkoiGLDwyJIJRcAUfQWJlQZjZqBQKuqJpDSJuhkzzLPQEE%2FJtfLJoBBAEbLDe0IiwAAAAAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%2F9cAqgBd%2F%2BwAqgC%2F%2F9cAqgDL%2F%2BwAqgDO%2F%2BwAqwAF%2F%2BwAqwAK%2F%2BwAqwBZ%2F9cAqwBa%2F9cAqwBb%2F9cAqwBc%2F9cAqwBd%2F%2BwAqwC%2F%2F9cAqwDL%2F%2BwAqwDO%2F%2BwArAAF%2F%2BwArAAK%2F%2BwArABZ%2F9cArABa%2F9cArABb%2F9cArABc%2F9cArABd%2F%2BwArAC%2F%2F9cArADL%2F%2BwArADO%2F%2BwArQAF%2F%2BwArQAK%2F%2BwArQBZ%2F9cArQBa%2F9cArQBb%2F9cArQBc%2F9cArQBd%2F%2BwArQC%2F%2F9cArQDL%2F%2BwArQDO%2F%2BwAsgAF%2F%2BwAsgAK%2F%2BwAsgBZ%2F9cAsgBa%2F9cAsgBb%2F9cAsgBc%2F9cAsgBd%2F%2BwAsgC%2F%2F9cAsgDL%2F%2BwAsgDO%2F%2BwAtAAF%2F%2BwAtAAK%2F%2BwAtABZ%2F9cAtABa%2F9cAtABb%2F9cAtABc%2F9cAtABd%2F%2BwAtAC%2F%2F9cAtADL%2F%2BwAtADO%2F%2BwAtQAF%2F%2BwAtQAK%2F%2BwAtQBZ%2F9cAtQBa%2F9cAtQBb%2F9cAtQBc%2F9cAtQBd%2F%2BwAtQC%2F%2F9cAtQDL%2F%2BwAtQDO%2F%2BwAtgAF%2F%2BwAtgAK%2F%2BwAtgBZ%2F9cAtgBa%2F9cAtgBb%2F9cAtgBc%2F9cAtgBd%2F%2BwAtgC%2F%2F9cAtgDL%2F%2BwAtgDO%2F%2BwAuAAF%2F9cAuAAK%2F9cAuADL%2F9cAuADO%2F9cAugAF%2F%2BwAugAK%2F%2BwAugBZ%2F9cAugBa%2F9cAugBb%2F9cAugBc%2F9cAugBd%2F%2BwAugC%2F%2F9cAugDL%2F%2BwAugDO%2F%2BwAvwAFAFIAvwAKAFIAvwAP%2F64AvwAR%2F64AvwAiACkAvwDLAFIAvwDM%2F64AvwDOAFIAvwDP%2F64AwAAF%2F%2BwAwAAK%2F%2BwAwABZ%2F9cAwABa%2F9cAwABb%2F9cAwABc%2F9cAwABd%2F%2BwAwAC%2F%2F9cAwADL%2F%2BwAwADO%2F%2BwAwQAFAFIAwQAKAFIAwQAP%2F64AwQAR%2F64AwQAiACkAwQDLAFIAwQDM%2F64AwQDOAFIAwQDP%2F64AwwAtAHsAyAA3%2F64AyQA3%2F64AygAk%2F3EAygA3ACkAygA5ACkAygA6ACkAygA8ABQAygBE%2F64AygBG%2F4UAygBH%2F4UAygBI%2F4UAygBK%2F8MAygBQ%2F8MAygBR%2F8MAygBS%2F4UAygBT%2F8MAygBU%2F4UAygBV%2F8MAygBW%2F8MAygBY%2F8MAygCC%2F3EAygCD%2F3EAygCE%2F3EAygCF%2F3EAygCG%2F3EAygCH%2F3EAygCfABQAygCi%2F4UAygCj%2F64AygCk%2F64AygCl%2F64AygCm%2F64AygCn%2F64AygCo%2F64AygCp%2F4UAygCq%2F4UAygCr%2F4UAygCs%2F4UAygCt%2F4UAygC0%2F4UAygC1%2F4UAygC2%2F4UAygC3%2F4UAygC4%2F4UAygC6%2F4UAygC7%2F8MAygC8%2F8MAygC9%2F8MAygC%2B%2F8MAygDE%2F4UAywAk%2F3EAywA3ACkAywA5ACkAywA6ACkAywA8ABQAywBE%2F64AywBG%2F4UAywBH%2F4UAywBI%2F4UAywBK%2F8MAywBQ%2F8MAywBR%2F8MAywBS%2F4UAywBT%2F8MAywBU%2F4UAywBV%2F8MAywBW%2F8MAywBY%2F8MAywCC%2F3EAywCD%2F3EAywCE%2F3EAywCF%2F3EAywCG%2F3EAywCH%2F3EAywCfABQAywCi%2F4UAywCj%2F64AywCk%2F64AywCl%2F64AywCm%2F64AywCn%2F64AywCo%2F64AywCp%2F4UAywCq%2F4UAywCr%2F4UAywCs%2F4UAywCt%2F4UAywC0%2F4UAywC1%2F4UAywC2%2F4UAywC3%2F4UAywC4%2F4UAywC6%2F4UAywC7%2F8MAywC8%2F8MAywC9%2F8MAywC%2B%2F8MAywDE%2F4UAzAAm%2F5oAzAAq%2F5oAzAAy%2F5oAzAA0%2F5oAzAA3%2F3EAzAA4%2F9cAzAA5%2F4UAzAA6%2F4UAzAA8%2F4UAzACJ%2F5oAzACU%2F5oAzACV%2F5oAzACW%2F5oAzACX%2F5oAzACY%2F5oAzACa%2F5oAzACb%2F9cAzACc%2F9cAzACd%2F9cAzACe%2F9cAzACf%2F4UAzADD%2F5oAzQAk%2F3EAzQA3ACkAzQA5ACkAzQA6ACkAzQA8ABQAzQBE%2F64AzQBG%2F4UAzQBH%2F4UAzQBI%2F4UAzQBK%2F8MAzQBQ%2F8MAzQBR%2F8MAzQBS%2F4UAzQBT%2F8MAzQBU%2F4UAzQBV%2F8MAzQBW%2F8MAzQBY%2F8MAzQCC%2F3EAzQCD%2F3EAzQCE%2F3EAzQCF%2F3EAzQCG%2F3EAzQCH%2F3EAzQCfABQAzQCi%2F4UAzQCj%2F64AzQCk%2F64AzQCl%2F64AzQCm%2F64AzQCn%2F64AzQCo%2F64AzQCp%2F4UAzQCq%2F4UAzQCr%2F4UAzQCs%2F4UAzQCt%2F4UAzQC0%2F4UAzQC1%2F4UAzQC2%2F4UAzQC3%2F4UAzQC4%2F4UAzQC6%2F4UAzQC7%2F8MAzQC8%2F8MAzQC9%2F8MAzQC%2B%2F8MAzQDE%2F4UAzwAm%2F5oAzwAq%2F5oAzwAy%2F5oAzwA0%2F5oAzwA3%2F3EAzwA4%2F9cAzwA5%2F4UAzwA6%2F4UAzwA8%2F4UAzwCJ%2F5oAzwCU%2F5oAzwCV%2F5oAzwCW%2F5oAzwCX%2F5oAzwCY%2F5oAzwCa%2F5oAzwCb%2F9cAzwCc%2F9cAzwCd%2F9cAzwCe%2F9cAzwCf%2F4UAzwDD%2F5oAAAAeAW4AAQAAAAAAAAA5AHQAAQAAAAAAAQASANQAAQAAAAAAAgAGAPUAAQAAAAAAAwAuAVoAAQAAAAAABAAZAb0AAQAAAAAABQAMAfEAAQAAAAAABgAXAi4AAQAAAAAABwBSAuwAAQAAAAAACAAUA2kAAQAAAAAACwAcA7gAAQAAAAAADAAuBDMAAQAAAAAADQAuBMAAAQAAAAAADgAqBUUAAQAAAAAAEAAJBYQAAQAAAAAAEQAPBa4AAwABBAkAAAByAAAAAwABBAkAAQAkAK4AAw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SktMTU5PUFFSU1RVVldYWVpbXF1eX2BhYmMAiImLjZWaoKWkpqinqautrK6vsbCys7W3tri6ub69v8AAdGZna9x6o3JtAHhsAIqcAHUAAGl5AAAAAABufgCqvINlcAAAAABvfwBkhIeZxcbU1dna1te7AMMA3%2BHd3gAAAHvY2wCGjoWPjJGSk5CXmACWnp%2BdxMfJcwAAyHwAAAAAALgAACxLuAAJUFixAQGOWbgB%2F4W4AEQduQAJAANfXi24AAEsICBFaUSwAWAtuAACLLgAASohLbgAAywgRrADJUZSWCNZIIogiklkiiBGIGhhZLAEJUYgaGFkUlgjZYpZLyCwAFNYaSCwAFRYIbBAWRtpILAAVFghsEBlWVk6LbgABCwgRrAEJUZSWCOKWSBGIGphZLAEJUYgamFkUlgjilkv%2FS24AAUsSyCwAyZQWFFYsIBEG7BARFkbISEgRbDAUFiwwEQbIVlZLbgABiwgIEVpRLABYCAgRX1pGESwAWAtuAAHLLgABiotuAAILEsgsAMmU1iwQBuwAFmKiiCwAyZTWCMhsICKihuKI1kgsAMmU1gjIbgAwIqKG4ojWSCwAyZTWCMhuAEAioobiiNZILADJlNYIyG4AUCKihuKI1kguAADJlNYsAMlRbgBgFBYIyG4AYAjIRuwAyVFIyEjIVkbIVlELbgACSxLU1hFRBshIVktALAAKwCyAQECKwGyAgECKwG3AkA2KiEUAAgrALcBTUAyJBcACCsAsgMHByuwACBFfWkYREuwYFJYsAEbsABZsAGOAAAAABQARABWAAAADP8zAAwB5gAMAj4ADAJ%2BAAwCkAAMAsgADAAAAAAAAAAAAAAAAAAAAAAAOABEALoBJAE0AeYB%2FAIeAj4CdAKYAr4CxgLoAwIDZAOcA%2B4EYASyBRgFjAXCBkgGvAbIBtQHBgcSB0QHlggMCFAItAkECUIJgAm2ChYKUgqICsQLFAs6C5AL4Aw0DH4M8A1EDbIN3g4gDlgOuA8UD1IPiA%2BmD8AP3hAIEBwQJBCqESYRdhHuEkwSnBNqE8IUABRWFKYU3hViFboWDhaIFwAXTBeyGAIYVhiQGQIZYBm%2BGfQaVhpqGswbChsKGzgbohwKHGQcxhzkHXAdeB4AHggeFB4qHjIeqh6yHu4fLB82H0AfSB%2B%2BH%2FAf%2BiACIAwgFCAgIDAgQCBQIKAgrCC4IMQg0CDcIOghQiFOIVohZiFyIX4hiiGWIaIhriH%2BIgoiFiIiIi4iOiJGInQi%2FCMIIxQjICMsIzgjfCP4JAQkECQcJCgkNCRAJPglBCUQJRwlKCU0JUAlTCVYJWQl8CX8JggmFCYgJiwmOCZ4JwAnDCcYJyQnMCc8J7YnwifqKDwo5CjsKPQo%2FCkOKSIpQil6KY4pwin0KiIqdiqyKsYq2isAKyQrLis6K0YrVCt6K5IrqivGK9AsTixiLGospCzGLQQtWC2SLaQtuC3YLhQuSC56LqgAAAACAOP%2F9AF1Ap4ABQARAC0AuAAARVi4AAEvG7kAAQANPlm4AABFWLgADy8buQAPAAM%2BWbgACdy4AAXcMDEBJzMHAyMHNDYzMhYVFAYjIiYBBgJQAgo4LSseHisrHh4rAkBeXv6opiMpKSMkKioAAAD%2F%2FwCDAWAB1gKvEiYADI4AEAYADHMAAAAAAgBXAAACBwKKABsAHwCLALgAAEVYuAAILxu5AAgACz5ZuAAARVi4AAwvG7kADAALPlm4AABFWLgAGy8buQAbAAM%2BWbgAAEVYuAAXLxu5ABcAAz5ZuwACAAEAAQAEK7sABgABAAUABCu4AAYQuAAK0LgADtC4AAUQuAAe0LgAEdC4AAIQuAAf0LgAEtC4AAEQuAAZ0LgAFdAwMTcjNTM3IzUzNzMHMzczBzMVIwczFSMHIzcjByMTNyMHpk9WE1VbGDUXhBg1F1FXE1ZdGDYZhRg22ROFEsw5lDq3t7e3OpQ5zMzMAQWUlAAAAAABAFX%2FkgIAAuwAMQBHALgAFi%2B4ACwvuAAr3LkABQAB9LgAFhC4ABfcugAIABcAKxESObgAFNC4ABcQuQAeAAH0ugAhACsAFxESObgAKxC4AC7QMDEBLgMjIgYVFB4EFRQOAgcVIzUuASc3HgEzMjY1NC4ENTQ2NzUzFR4BFwHDER8iKBkzOy9HUkcvGS9BJzw4ZCMnJls5PD0vRlNGL1lJPDdKHgHtDRUPCC0mHCQeHio8LiA3KRsEkpEFLB05GykxJh8pIB4pOSw%2FUAiEgwUqHQAA%2F%2F8AHP%2F0Aj0CihInAOT%2FewFNECYA3wAAEAcA5ACGAAAAAwAq%2F%2FQCQQKcAA0AGwBHAJAAuAAARVi4ADMvG7kAMwANPlm4AABFWLgAIS8buQAhAAM%2BWbgAAEVYuAAcLxu5ABwAAz5ZuAAhELkABQAB9LoACAAhADMREjm6ABEAMwAhERI5uAARELgAK9C4AAvQuAAzELkAGQAB9LgACBC4AB7QuAARELkAOwAB9LgAHhC4AEXQuAA%2B0LgAHBC4AEfQMDE3FB4CMzI2Ny4BJw4BExQWFz4DNTQmIyIGASYnDgEjIi4CNTQ%2BAjcuATU0PgIzMhYVFA4CBx4BFz4BNzMOAQcWF3oUIi4aHzoaMFUiICpGEA4VJR0QGyEjJgFqQUgkVzgsSDMdFCMsGBUXFSU1IT1CGSgyGiBTLRwpDkwSNCQ8Na8bLSARHBgqZDYcPQEtGzoeDx8hJRYdKzb9yRQ3IygbMEMoIDYtJxIpTyMhOCoYSDogNC8pFDNeJyhfOUF2NC4RAAABAPUBYAFjAq8ABQALALoAAgAEAAMrMDETJzMPASP3Am4CGTgCQW5u4QAAAAEA0P9QAd4C3AAOAAsAugAGAAAAAyswMQUuATU0NjcXDgEVFBYXBwGxaHl5aC1lX19lLbBR5JGR5FEqVch%2Ff8hVKgAAAQB6%2F1ABiALcAA0ACwC6AAcADQADKzAxFz4BNTQmJzceARUUBgd6ZV9fZS1oeXlohlXIf3%2FIVSpR5JGR5FEAAAEAVABvAgQCLAAOAC8AuAAOL7oAAQAOAAUREjm4AAEQuQAEAAH0uAAH0LgAARC4AArQuAAOELgADNAwMT8BJzcXNzMXNxcHFwcnB4psohCnCTAJpxCibCp4eI2lRi43vb03LkalHp%2BfAAAAAAEAVQBoAgMCLAALAB0AuwACAAEAAQAEK7gAAhC4AAbQuAABELgACdAwMQEjNTM1MxUzFSMVIwELtrZCtrZCASs%2Bw8M%2BwwAAAAEAxf8rAYwAmwASAAsAugAMAAYAAyswMRc%2BATcOASMiJjU0NjMyFhUUBgfFPj4CBQkFIC4wIC0tXVOhHE88AQElJiUnRTtYeR8AAP%2F%2FAFUBKwIDAWkSBgDiAAAAAQDb%2F%2FQBfQCdAAsAGAC4AABFWLgACS8buQAJAAM%2BWbgAA9wwMTc0NjMyFhUUBiMiJtsvIiIvLyIiL0gmLy8mJi4uAAABAGP%2FYAH1AsYAAwAYALgAAEVYuAACLxu5AAIADz5ZuAAA3DAxFyMBM61KAUhKoANmAAAAAwBH%2F%2FQCEQKKAAsAGwAnAEsAuAAARVi4AAYvG7kABgALPlm4AABFWLgAAC8buQAAAAM%2BWbgABhC5AAwAAfS4AAAQuQAUAAH0ugAcABQADBESObgAHC%2B4ACLcMDEFIiY1NDYzMhYVFAYDIg4CFRQWMzI2NTQuAgMiJjU0NjMyFhUUBgEsa3p6a2t6emshOCkWVUNDVRYpOCEZJSUZGSUlDK2goaiooaCtAlQeQWNFiYKCiUVjQR7%2BvSMgHyMjHyAjAAAAAAEAYgAAAhACfgAMAD0AuAAARVi4AAovG7kACgALPlm4AABFWLgAAi8buQACAAM%2BWbkAAwAB9LgAANC4AAoQuAAF0LkABwAB9DAxJRUhNTMRIzU%2BATczEQIQ%2FlK1iDNMHj1EREQB1jUIFxD9xgAAAAABAEUAAAIKAooAHwBDALgAAEVYuAAPLxu5AA8ACz5ZuAAARVi4AB4vG7kAHgADPlm5ABwAAfS4AADQugAFAA8AHhESObgADxC5AAgAAfQwMTc%2BAzU0JiMiBgcnPgEzMh4CFRQOAgc%2BATsBFSFJUX1VLERHLU0fLytjRDBNNh0rTmxBHT0d0v4%2FMUh0YVQoN0YtIC8sNRsxRiotW2FpOwIERwAAAAEAOf%2F0AgYCigAzAFMAuAAARVi4AB0vG7kAHQALPlm4AABFWLgAMC8buQAwAAM%2BWbkAAwAB9LoADQAdADAREjm4AA0vuQAOAAH0uAAdELkAFgAB9LoAJgANAA4REjkwMTceATMyPgI1NC4CIzUyPgI1NCYjIgYHJz4BMzIeAhUUBgcVHgMVFA4CIyImJ2MgWT4hOCkXGThYPzlPMhdHOy1QICwoZj4tTTkgTDwgOSwZJD9UMFNwI4QeLhEeKxscLyISPxIgLBkvNiQdNCMtFik8JzpKFAQHGyk2ISpELxk3IwAAAAIAJwAAAiECfgAJABQAWQC4AABFWLgAES8buQARAAs%2BWbgAAEVYuAANLxu5AA0AAz5ZuwAOAAEAAAAEK7gAERC5AAQAAfS4AAAQuAAJ0LgADhC4AAvQuAAJELgAENC4AAAQuAAT0DAxJTU%2BATcjDgEPAQUjFSM1ITUBMxEzAXABAgIFDyIQrQGfY07%2BtwE%2FWGPyxho9GhcvF9pCsLA3AZf%2BdAAAAQA4%2F%2FQCCgJ%2BACgAVQC4AABFWLgAEi8buQASAAs%2BWbgAAEVYuAAjLxu5ACMAAz5ZuwAZAAEADQAEK7gAIxC5AAUAAfS6ABYAIwASERI5uAAWELgAEdC4ABIQuQAUAAH0MDE3HgMzMj4CNTQmIyIGBycTIRUhBz4BMzIeAhUUDgIjIi4CJ2EQJCs1ICI7LBlVSCg4IiwVAWn%2B4BEcNSUuUDsiJ0JVLitFNy0SgQ4bFAwVJjYhQkoUExwBM0e9DA4YMUs0NFA3HQ8YHxEAAgBN%2F%2FQCFgKKAA0AMABXALgAAEVYuAAtLxu5AC0ACz5ZuAAARVi4ACMvG7kAIwADPlm7AAgAAQAZAAQruAAjELkAAAAB9LoAFgAjAC0REjm4ABYQuQALAAH0uAAtELkAEQAB9DAxJTI%2BAjU0JiMiBgceARMuASMiDgIHPgEzMh4CFRQOAiMiLgI1ND4CMzIWFwFBHDIkFUZCJlQpCVXhGUIkJkY1IQEmXzAsSTUdIzpNKzRZQiUsSmE0O1cgNRQlMyBCRScvXWAB3hcbHEBpTSYtGTFKMS5LNh4mTXNNYIdVJycdAAAAAAEARgAAAhQCfgAPADMAuAAARVi4AAcvG7kABwALPlm4AABFWLgAAC8buQAAAAM%2BWbgABxC5AAUAAfS4AAnQMDEzPgM3ITUhFQ4DByPiBBoyTTf%2BkAHOP1IyFgNWW5WGfkNHM0iEiZheAAAAAAMARP%2F0AhMCigANABoAQABXALgAAEVYuAApLxu5ACkACz5ZuAAARVi4ADwvG7kAPAADPlm5AAMAAfS4ACkQuQATAAH0ugALAAMAExESObgACy%2B4ADHQuAAxL7gADty4AAsQuAAg3DAxNxQWMzI2NTQuAicOATc2NTQmIyIGFRQeAgc0PgI3NS4BNTQ%2BAjMyHgIVFAYHFR4DFRQOAiMiLgKPV0pITB82SSovPtFQQj82QhouPfgYJjEaKDkdNUgrL0kzGzkoGi4iEx86VTc2VzwhqzZEPjIhLSAZDhpBgTpGMEE4Lx0pIBnEITQqHwwEGUkzJTwrGBktPyUtTxwEDR4mMyIkPi4aGi9AAAACAEP%2F9AIMAooADQAwAFcAuAAARVi4ACMvG7kAIwALPlm4AABFWLgALS8buQAtAAM%2BWbsAAAABABkABCu6ABYALQAjERI5uAAWELkAAwAB9LgAIxC5AAYAAfS4AC0QuQARAAH0MDEBMjY3LgEjIg4CFRQWBx4BMzI%2BAjcOASMiLgI1ND4CMzIeAhUUDgIjIiYnARklVCoKU0cdMSQVRVkYQiUmRTUgAiddMSxJNB0iO00qNFpCJS1KYDQ7VyABNicuXmAUJTQfQkXLFxwcQWhNJiwZMUoxLks2HiZNc01gh1UnJh0AAAD%2F%2FwDb%2F%2FQBfQIDEicAEwAAAWYQBgATAAD%2F%2FwDF%2FysBjAIDEicAEwAAAWYQBgARAAAAAQB4ADAB7QJoAAcAOwC7AAAAAQAHAAQruAAAELgAAtC4AAIvuQABAAH0ugAEAAAABxESObgABxC4AAXQuAAFL7kABgAB9DAxEyUVBRUFFSV4AXX%2B0wEt%2FosBa%2F1PywTLT%2F0A%2F%2F8AVQDBAgMB1BImAOIAaxAGAOIAlgAAAAEAawAwAeACaAAHADsAuwAHAAEAAAAEK7gAABC4AALQuAACL7kAAQAB9LoABAAHAAAREjm4AAcQuAAF0LgABS%2B5AAYAAfQwMQEFNSU1JTUFAeD%2BiwEt%2FtMBdQEt%2FU%2FLBMtP%2FQACAG3%2F9AHfAqoAHQApACoAuAAARVi4ACcvG7kAJwADPlm7ABEAAQAKAAQruAAnELgAIdy4AADcMDE3Jj4ENTQmIyIGByc%2BATMyHgIVFA4EFwc0NjMyFhUUBiMiJvIGEiMsJxo3NyZBGzEiXDoqRDEbGyctJRUFZiseHisrHh4r6CQ4LignKhoqNx8bLSMuFik5JCEzKygsMyCmIykpIyQqKgAAAAIAMf9wAiICewA0AD0APwC7AB4AAQAlAAQruwAvAAEAFAAEK7sAOAABAAYABCu7ADsAAQAOAAQrugACAAYALxESObgAAhC5ADoAAfQwMSUjJyMOASMiLgI1NDY3NTQuAiMiDgIVFB4CMzI2NxcOASMiLgI1ND4CMzIeAhUFFBYzMjc1DgECIjIHBBZHJxsvIxSIgBEkOSctUj8lJD5UMS1DHRwnUjI7alAvLVBrPjRMMhn%2FACslODhoWGQ6HCoSIjEeTU4QDiRAMBwqU31TUH1WLRcWLRscM2OUYGCQYDEkQFczsCMoQH4ONwAAAgAgAAACOAKQAAkAEQBBALgAAEVYuAAOLxu5AA4ADT5ZuAAARVi4AA0vG7kADQADPlm7AAoAAQAJAAQruAAOELkABQAB9LgADRC4ABHQMDEBJy4BJyMOAQ8BFyMHIxMzEyMBjR8RIBAEECARH9nuP1XdXt1YAQtkN205OW03ZEPIApD9cAAAAAMAZwAAAiECkAATABwAJQBXALgAAEVYuAAALxu5AAAADT5ZuAAARVi4ABMvG7kAEwADPlm6ACQAEwAAERI5uAAkL7kAHAAB9LoACgAkABwREjm4AAAQuQAbAAH0uAATELkAJQAB9DAxEzMyHgIVFAYHFR4BFRQOAisBEzI2NTQmKwEVEzI2NTQmKwEVZ7QyUzshOTpIUCRBWzfDplRJTUxWY1VcWldjApASJj0rMU8PBAtORDBIMBgBeDo3Ni%2FW%2Fso%2FQz05%2BAAAAQBC%2F%2FQCKgKcACEAOQC4AABFWLgABS8buQAFAA0%2BWbgAAEVYuAAdLxu5AB0AAz5ZuAAFELkADAAB9LgAHRC5ABYAAfQwMRM0PgIzMhYXBy4BIyIOAhUUHgIzMjY3Fw4BIyIuAkIrTmxAPFodLxpAKi9NNh0dNk0vLUYgMCdiPz5pTSwBSE9%2BWC8wIDUbISVFYj0%2BY0YmJiMzLTIuV38AAAIAVQAAAiUCkAAKABMAOQC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAKLxu5AAoAAz5ZuAAAELkAEgAB9LgAChC5ABMAAfQwMRMzMhYVFA4CKwE3MjY1NCYrARFVoJWbJ0xwSaSbcG9vcEgCkKidTntVLUSKfX2E%2FfgAAAABAHMAAAISApAACwBNALgAAEVYuAAALxu5AAAADT5ZuAAARVi4AAsvG7kACwADPlm4AAAQuQADAAH0ugAHAAsAABESObgABy%2B5AAQAAfS4AAsQuQAIAAH0MDETIRUhFSEVIRUhFSFzAZX%2BvwEP%2FvEBS%2F5hApBGzkfuRwAAAQCHAAACGAKQAAkAQwC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAJLxu5AAkAAz5ZuAAAELkAAwAB9LoABwAJAAAREjm4AAcvuQAEAAH0MDETIRUhFSEVIREjhwGR%2FsIBDf7zUwKQRt5G%2FtoAAQA1%2F%2FQCFQKcACcATQC4AABFWLgABS8buQAFAA0%2BWbgAAEVYuAAjLxu5ACMAAz5ZuAAFELkADgAB9LgAIxC5ABgAAfS6AB0AIwAFERI5uAAdL7kAHgAB9DAxEzQ%2BAjMyHgIXBy4BIyIOAhUUHgIzMjY3NSM1MxEOASMiLgI1K01rQCE2LSMOLxg%2BMC5LNh0bM0wwIzwTg9AgZEA%2BaEwqAUhPf1cvDhccDzUaIiVFYj0%2BY0YmFRKrRf7sICwuV38AAQBPAAACCQKQAAsASQC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAALLxu5AAsAAz5ZugAJAAsAABESObgACS%2B5AAIAAfS4AAAQuAAE0LgACxC4AAfQMDETMxEhETMRIxEhESNPVAESVFT%2B7lQCkP7tARP9cAE1%2FssAAQBfAAAB%2BQKQAAsAQQC4AABFWLgABC8buQAEAA0%2BWbgAAEVYuAALLxu5AAsAAz5ZuQAAAAH0uAAEELkAAwAB9LgABtC4AAAQuAAJ0DAxNzMRIzUhFSMRMxUhX6OjAZqjo%2F5mRwIDRkb9%2FUcAAQBR%2F%2FQB7QKRABMANQC4AABFWLgACS8buQAJAA0%2BWbgAAEVYuAAQLxu5ABAAAz5ZuQADAAH0uAAJELkABwAB9DAxNx4BMzI2NREhNSERFA4CIyImJ4cdSCZHQf7tAWYWM1M9OGkikywqS1EBckb%2BQS5RPCM0OQAAAQBiAAACQwKQAAwAawC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAELxu5AAQADT5ZuAAARVi4AAsvG7kACwADPlm4AABFWLgACC8buQAIAAM%2BWboAAwAHAAAREjm6AAkABwAAERI5uAAJELgABtC4AAMQuAAK0DAxEzMRMwEzBxMjAwcVI2JUAwEUXs%2FnXb5yVAKQ%2FrcBSfr%2BagFVhdAAAAEAhgAAAh0CkAAFACsAuAAARVi4AAAvG7kAAAANPlm4AABFWLgABS8buQAFAAM%2BWbkAAgAB9DAxEzMRIRUhhlIBRf5pApD9t0cAAAABAFEAAAIHApAAHQBNALgAAEVYuAAALxu5AAAADT5ZuAAARVi4AB0vG7kAHQADPlm7ABIAAQAEAAQruAAAELgABtC4AB0QuAAJ0LgAABC5ABYAAfS4ABDQMDETMxMXMzcTMxEjETQ%2BAjcjDwEjLwEjHgMVESNRXF0hBCBcXEcCAwMCAytaLVosAwEEBAJGApD%2B6WpqARf9cAFxFDY3NRSM%2Ff2MFDU3NhT%2BjwAAAQBTAAACBQKQABMAWQC4AABFWLgAAS8buQABAA0%2BWbgAAEVYuAALLxu5AAsAAz5ZugACAAEACxESObkABAAB9LgAARC4AAjQugAMAAsAARESObgAARC5AA0AAfS4AAsQuAAS0DAxEzMTFzMuATURMxEjAycjHgEVESNTVdVCAgIJT1XVQgICCU8CkP5ihjFrNAFU%2FXABnoYzZzP%2BqQAAAAIAMP%2F0AigCnAATACcANQC4AABFWLgACi8buQAKAA0%2BWbgAAEVYuAAALxu5AAAAAz5ZuQAUAAH0uAAKELkAHgAB9DAxBSIuAjU0PgIzMh4CFRQOAicyPgI1NC4CIyIOAhUUHgIBLDhcQyUlQ1w4N11DJSVDXTclPisYGCs%2BJSY9KxgYKz0MMFl%2FT099Vy4vV31OT39ZMEkmR2M%2BPWJEJSVEYj0%2BY0cmAAIAZgAAAiECkAAOABcARwC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAOLxu5AA4AAz5ZugAMAA4AABESObgADC%2B4AAAQuQAWAAH0uAAMELkAFwAB9DAxEzMyHgIVFA4CKwERIxMyNjU0JisBEWbJNlo%2FIyNAWTZ2U75XU1VVawKQFC1KNjRMMhn%2B%2FAFIQUZHN%2F77AAACADH%2FXQIpAp0AEwA0AEsAuAAARVi4ACQvG7kAJAANPlm4AABFWLgAGi8buQAaAAM%2BWbsAMQABABcABCu4ABoQuQAFAAH0uAAkELkADwAB9LgAGhC4AC7QMDETFB4CMzI%2BAjU0LgIjIg4CAQ4BIyImJy4DNTQ%2BAjMyHgIVFA4CBx4BMzI2N4YXKz0mJT0rFxcrPSUmPSsXAaMQJBZXbRkvTTceJEJcODdcQiQdNEstEUozDxkJAUs9ZEcnJ0dkPT1jRSUlRWP94wYIWEMIN1d2R099Vy8vV35ORnRXOAkqKwYEAAACAGQAAAIpApAACAAYAFMAuAAARVi4AA4vG7kADgANPlm4AABFWLgADS8buQANAAM%2BWboACwANAA4REjm4AAsvuQAAAAH0uAAOELkACAAB9LgADRC4AAnQuAALELgAF9AwMRMzMjY1NCYrAQEDIxEjETMyHgIVFAYHE7dtTVFRTW0BE551U8wyVD0iUEOnAVk%2FQEE0%2FbMBFf7rApATLEYzTVwR%2FuIAAAABAEP%2F9AIZApwAMwBJALgAAEVYuAAWLxu5ABYADT5ZuAAARVi4ADAvG7kAMAADPlm5AAMAAfS6AAYAMAAWERI5uAAWELkAHQAB9LoAIAAWADAREjkwMTceATMyNjU0LgIvAS4DNTQ%2BAjMyFhcHLgEjIgYVFB4CHwEeAxUUDgIjIiYndSViNkZMEiArGV4ZMikaIDlPLz5oJCwgTTE8RhUhKhVcHjUnFyA8VjZIeS2PJS07MBkjGRQLKQocKDckJUAvGi0kNh0hMy0YIRkSCSgMHyk3JCdEMx00LQAAAQAqAAACLgKQAAcAMwC4AABFWLgAAi8buQACAA0%2BWbgAAEVYuAAHLxu5AAcAAz5ZuAACELkAAQAB9LgABdAwMQEjNSEVIxEjAQLYAgTYVAJKRkb9tgAAAAEAT%2F%2F0AgkCkAAZADMAuAAARVi4AAAvG7kAAAANPlm4AABFWLgAFC8buQAUAAM%2BWbkABwAB9LgAABC4AA3QMDETMxEUHgIzMj4CNREzERQOAiMiLgI1T1QVJTIeHjImFVEhOlEwMFI7IQKQ%2FmYzRysUFCtHMwGa%2FmhHYj8cHD9iRwAAAAEAKwAAAi0CkAAPADMAuAAARVi4AAAvG7kAAAANPlm4AABFWLgADy8buQAPAAM%2BWbkABQAB9LgAABC4AAzQMDETMxMeARczPgM3EzMDIytYahEcEgQJEA8PCGlV0GECkP6eO2Q6HTU0Nh0BYv1wAAABAAoAAAJOApEAIQBNALgAAEVYuAABLxu5AAEADT5ZuAAARVi4ACAvG7kAIAADPlm7ABwAAQAKAAQruAAgELkABgAB9LgAD9C4AAEQuAAU0LgAIBC4ABfQMDETMxMeARczPgE%2FATMXHgEXMz4BNxMzAyMDLgEnIw4BBwMjClM1AgkDAwsVCkU7RQkVCwQDCAMyT2FcSwcMBQMGDAhIWgKR%2FmQqTykpUCny8ihRKSlQKQGc%2FW8BEx08HR08Hf7tAAABADYAAAIiApAAGQBdALgAAEVYuAACLxu5AAIADT5ZuAAARVi4ABgvG7kAGAADPlm6AAAAGAACERI5ugAGABgAAhESObgAAhC4AAvQugANABgAAhESObgAGBC4AA%2FQugAUABgAAhESOTAxEwMzFx4BFzM%2BAT8BMwMTIycuAScjDgEPASP6t1xcDRgQBA4VDFpYt8RcYw4bEQQOGg1iWAFTAT2oFysdHSsXqP6%2F%2FrGxGDMeHjMYsQAAAQAmAAACMgKQAA8AQAC4AABFWLgAAS8buQABAA0%2BWbgAAEVYuAALLxu5AAsADT5ZuAAARVi4AA4vG7kADgADPlm6AAcADgABERI5MDElAzMXHgEXMz4BPwEzAxUjAQLcWGMTJBQEFCYTX1bcVOoBpsMmSygoTCbC%2FlrqAAEAQQAAAhsCkQAJAD0AuAAARVi4AAMvG7kAAwANPlm4AABFWLgACC8buQAIAAM%2BWbkABgAB9LgAANC4AAMQuQABAAH0uAAF0DAxNwEhNSEVASEVIUEBb%2F6xAbX%2BkAF1%2FiYyAhlGMv3oRwAAAAEA4v9oAfYCxAAHABcAuwAFAAEABgAEK7sAAQABAAIABCswMRMhFSMRMxUh4gEU09P%2B7ALEMP0EMAAAAAEAY%2F9gAfUCxgADABgAuAAARVi4AAAvG7kAAAAPPlm4AALcMDETMwEjY0oBSEoCxvyaAAABAGP%2FaAF3AsQABwAXALsAAAABAAUABCu7AAQAAQABAAQrMDEFESM1IREhNQE10gEU%2FuxoAvww%2FKQwAAABAG8BHAHpAp4ACQAmALgAAEVYuAAALxu5AAAADT5ZuAAC3LoABQAAAAIREjm4AAnQMDEBMxMjLwEjDwEjAQhImUhCMQQxQkgCnv5%2BsIWFsAAAAAABADz%2FdAIc%2F7sAAwANALsAAAABAAEABCswMQUVITUCHP4gRUdHAAD%2F%2FwC5Aj0BbQLREgYAygAAAAIAUf%2F0AgMB8gAhAC8AgAC4AABFWLgAEy8buQATAAc%2BWbgAAEVYuAAdLxu5AB0AAz5ZuAAARVi4ABcvG7kAFwADPlm6AAUAEwAXERI5uAAFL7gAExC5AAoAAfS4AB0QuQAnAAH0ugANAAoAJxESOboAGQAXABMREjm4ABkQuQAqAAH0uAAFELkAKwAB9DAxNzQ%2BAjcuAyMiBgcnPgMzMhYVESMnIw4BIyIuAjcUHgIzMjY3NQ4DUSdVhl4BDh4xIzBYIiASMTc%2BIGRhQwcDKWM0IjwtGlASHScVKlEqTmk%2FGn4pPSwcCBksIRQlFTgMGRQNbVv%2B1kIgLhMjMycVHRMJJSOABhYfJwAAAAACAF3%2F9AIcAsgAFgAnAIMAuAAARVi4AAYvG7kABgAHPlm4AABFWLgAAC8buQAAAA8%2BWbgAAEVYuAAQLxu5ABAAAz5ZuAAARVi4ABYvG7kAFgADPlm6AAMABgAQERI5ugAUABAABhESObgAFBC5ABcAAfS4ABAQuQAaAAH0uAAGELkAJAAB9LgAAxC5ACcAAfQwMRMzFQc%2BATMyHgIVFA4CIyImJyMHIzceATMyPgI1NC4CIyIGB11SAiNXKzFMMxokPVArI1EjAwdCUiNHGiA2KBYQITQkIEkmAsjCXiIoI0FbOD5iRCMjHzZyHxobMUgtKEIvGiMmAAEAUP%2F0AhsB8gAhADkAuAAARVi4AAUvG7kABQAHPlm4AABFWLgAHS8buQAdAAM%2BWbgABRC5AAwAAfS4AB0QuQAWAAH0MDE3ND4CMzIWFwcuASMiDgIVFB4CMzI2NxcOASMiLgJQK0pjNzxXHikeQSYqRjEcGzFFKi1LHyQoYzY5YUgo8j1fQiIqHTUaHhsyRSoqRDEbIxo1JCgiQV8AAAACADz%2F9AH7AsgAFgAkAIMAuAAARVi4AAUvG7kABQAHPlm4AABFWLgACi8buQAKAA8%2BWbgAAEVYuAASLxu5ABIAAz5ZuAAARVi4AAwvG7kADAADPlm6AAgABQASERI5ugAOABIABRESObgAEhC5ABoAAfS4AA4QuQAcAAH0uAAIELkAHQAB9LgABRC5ACAAAfQwMTc0PgIzMhYXJzUzESMnIw4BIyIuAjcUFjMyNzUuASMiDgI8JT1QKy1EIgNSRAcDHlMtME04HlVLREhBIT8gIDcpGPI7X0IkIh1au%2F04QB8tIkFePlhiSfIfGhsxRAACAEX%2F9AIZAfIAHgAnAEMAuAAARVi4AAUvG7kABQAHPlm4AABFWLgAGi8buQAaAAM%2BWbsAJwABAA0ABCu4ABoQuQATAAH0uAAFELkAIgAB9DAxNzQ%2BAjMyHgIVFAYHIR4DMzI2NxcOASMiLgIlNCYjIg4CB0UqRVkvNFI5HgEC%2FoQBHTFDKCtHIh0kXDs2X0cpAYhMRB43LB4F8jxfQiMhPFQzDRkJJz4sGBgVNhciI0FeZElOFCc4JAAAAAEAZwAAAkIC1AAWAFYAuAAARVi4ABQvG7kAFAAPPlm4AABFWLgAEC8buQAQAAc%2BWbgAAEVYuAAMLxu5AAwAAz5ZuAAUELkAAwAB9LgAEBC4AAfQuAAQELkADQAB9LgACtAwMQEuASMiBh0BMxUjESMRIzU3NTQ2MzIXAi8eMyBCOczMUYuLX2VIRAJ6DglDPCxD%2Fl0Boz4FKVlsHAAAAAADAEj%2FIAI2AfIAEQBFAFUAsgC4AABFWLgAJS8buQAlAAc%2BWbgAAEVYuAAoLxu5ACgABz5ZuAAARVi4ACcvG7kAJwAHPlm4AABFWLgAQy8buQBDAAU%2BWbgAAEVYuAAMLxu5AAwAAz5ZuABDELkAAwAB9LgADBC4AA%2FQuAAV0LgADBC5ADoAAfS4ADLcuQBGAAH0ugA1AEYAMhESObgANRC4ABzQuAAoELkAKQAB9LgAJxC5ACoAAfS4ACUQuQBOAAH0MDEXFBYzMj4CNTQmKwEiJicOAQc0Njc1LgE1NDY3NS4BNTQ%2BAjMyFzMVIx4BFRQOAiMiJicGFRQWOwEyFhUUDgIjIiYTMjY1NC4CIyIOAhUUFo9RTipEMBk3OF8VJRAjG0cpJxQeHhwZIx80RScoIMmCERwdM0UnEysUJjUwbV5bJkZkPmt12y9BEh4pFxcpHhJCUSYwERwkEyMYAwUTKR0dOBcECyYfFzETBBM%2FLChALRkMPxI0ICc%2BKxcJCRggHRs0PiI%2BLhxGAWs%2BNRkqHhERHioZNT4AAAAAAQBdAAACCwLIABYAZQC4AABFWLgAAC8buQAAAA8%2BWbgAAEVYuAAGLxu5AAYABz5ZuAAARVi4ABYvG7kAFgADPlm4AABFWLgACy8buQALAAM%2BWboAAwAGAAsREjm4AAYQuQAPAAH0uAADELkAFAAB9DAxEzMVBz4BMzIWFREjETQmIyIOAgcRI11SBCdYOVdRUjQ8FiUkJhVSAsjCcyk2Y2H%2B0gEjRUMLFiEW%2Fq0AAAACAFoAAAGeAskABQARADsAuAAARVi4AAAvG7kAAAAHPlm4AABFWLgAAi8buQACAAM%2BWbgAABC5AAQAAfS4AAAQuAAG3LgADNwwMRMhESMRIyUiJjU0NjMyFhUUBloBNFLiAQIdJSUdHCYmAeb%2BGgGjpyIdHSMjHR0iAAAAAgA3%2FycBngLJABUAIQBBALgAAEVYuAAALxu5AAAABz5ZuAAARVi4AAcvG7kABwAFPlm5AA4AAfS4AAAQuQAUAAH0uAAAELgAFty4ABzcMDETIREUDgIjIiYnNx4BMzI%2BAjURIyUiJjU0NjMyFhUUBloBNBQvTjsmSB0bGjkcJDAcC%2BIBAh0lJR0cJiYB5v4OLUs3HhMOPQ0OEiIxHwG1pyIdHSMjHR0iAAAAAAEAagAAAj4CyAAMAG0AuAAARVi4AAQvG7kABAAHPlm4AABFWLgAAC8buQAAAA8%2BWbgAAEVYuAAMLxu5AAwAAz5ZuAAARVi4AAgvG7kACAADPlm6AAIAAAAMERI5ugAJAAAACBESObgACRC4AAbQuAACELkACgAB9DAxEzMRMwEzBxMjJwcVI2pSBAEGXsLcXLNzUgLI%2Fh4BAMH%2B2%2FNvhAABAFH%2F9AIZAsgAEAA1ALgAAEVYuAAALxu5AAAADz5ZuAAARVi4AAsvG7kACwADPlm5AAUAAfS4AAAQuQAQAAH0MDETMxEUFjMyNxcOASMiJjURI1H4MywoNBUhOihOUaYCyP3VNi8XPgwRWFcB4gAAAQA8AAACLAHyACAAowC4AABFWLgABi8buQAGAAc%2BWbgAAEVYuAALLxu5AAsABz5ZuAAARVi4AAAvG7kAAAAHPlm4AABFWLgAIC8buQAgAAM%2BWbgAAEVYuAAYLxu5ABgAAz5ZuAAARVi4ABAvG7kAEAADPlm6AAIAIAAAERI5uAACELgACNC4AAsQuQATAAH0uAAIELkAFgAB9LgABhC5ABsAAfS4AAIQuQAeAAH0MDETMxczPgEzMhc%2BATMyFhURIxE0IyIGBxEjETQjIgYHESM8QAcDEjEqShIWNCkzN081GiYTQjcaJBNPAeZAIipUJi5NSf6kAVVWJSb%2BoAFVViUm%2FqAAAAAAAQBdAAACCwHyABYAZQC4AABFWLgABi8buQAGAAc%2BWbgAAEVYuAAALxu5AAAABz5ZuAAARVi4ABYvG7kAFgADPlm4AABFWLgACy8buQALAAM%2BWboAAgAGABYREjm4AAYQuQAPAAH0uAACELkAFAAB9DAxEzMXMz4BMzIWFREjETQmIyIOAgcRI11EBwQmWDlXUVI0PBYlJCYVUgHmUyk2Y2H%2B0gEjRUMLFiEW%2Fq0AAAACADz%2F9AIcAfIAEwAnADUAuAAARVi4AAUvG7kABQAHPlm4AABFWLgADy8buQAPAAM%2BWbkAGQAB9LgABRC5ACMAAfQwMTc0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4CPCdCVzAwV0InJ0JXMDBXQidVFik5IyM5KRYWKTkjIzkpFvI9X0IiIkJfPTxfQSIiQV88KkQxGxsxRCoqRTIbGzJFAAACAF3%2FMwIcAfIAFgAlAIMAuAAARVi4AAkvG7kACQAHPlm4AABFWLgAAy8buQADAAc%2BWbgAAEVYuAATLxu5ABMAAz5ZuAAARVi4AAIvG7kAAgAFPlm6AAUACQATERI5ugAWABMACRESObgAFhC5ABcAAfS4ABMQuQAaAAH0uAAJELkAIgAB9LgABRC5ACUAAfQwMRcVIxEzFzM%2BATMyHgIVFA4CIyImJzceATMyNjU0LgIjIgYHr1JEBwMiWS0xSzMaJD1QLCJPIQIjRhlCVBAhNCQgSSYppAKzPiAqI0FbOT5hRCMhHj8fGmZbKEIvGiMmAAAAAgA8%2FzMB%2BwHyABYAJACDALgAAEVYuAAFLxu5AAUABz5ZuAAARVi4AAsvG7kACwAHPlm4AABFWLgAEi8buQASAAM%2BWbgAAEVYuAANLxu5AA0ABT5ZugAIAAUAEhESOboADwASAAUREjm4ABIQuQAaAAH0uAAPELkAHAAB9LgACBC5AB0AAfS4AAUQuQAgAAH0MDE3ND4CMzIWFzM3MxEjNTcOASMiLgI3FBYzMjc1LgEjIg4CPCU9UCstRiMDB0JSBCBRLTBNOB5VS0RIQSE%2FICA3KRjyO19CJCIgNv1Ns1gfKyJBXj5YYknyHxobMUQAAQCSAAACGQHyABIAVAC4AABFWLgAAC8buQAAAAc%2BWbgAAEVYuAAGLxu5AAYABz5ZuAAARVi4ABEvG7kAEQADPlm6AAIAEQAAERI5uAAGELkADQAB9LgAAhC5ABAAAfQwMRMzFzM%2BATMyFhcHLgEjIgYHESOSRAcDJm9EGy4XExojHTdlLFIB5nM7RAkLRwkIP0z%2B4wAAAAABAEj%2F9AIOAfIALQBJALgAAEVYuAATLxu5ABMABz5ZuAAARVi4ACovG7kAKgADPlm5AAMAAfS6AAYAKgATERI5uAATELkAGgAB9LoAHwATACoREjkwMTceATMyNjU0JicuAzU0PgIzMhYXBy4BIyIOAhUUFhceARUUDgIjIiYncCleQkJARVkmQzIeGjNNMjdoJCggTi0iLhwMUkJjXxw3UTRIeS12HiQsIBwsFgkaIyoaHTMlFSUZNRccCxMaDh4nERlAOB40KBctHwABAEX%2F9AIiAm4AGwBNALgABS%2B4AABFWLgAAy8buQADAAc%2BWbgAAEVYuAAWLxu5ABYAAz5ZuAADELkAAQAB9LgAAxC4AAfQuAABELgACNC4ABYQuQAPAAH0MDETIzU%2FATMVMxUjFRQeAjMyNjcXDgEjIi4CNc6JjAtE7%2B8MHDAjIzgaEiFQKDVIKxMBoz4FiIhD5yExIhEMCjwMER01Si0AAQBN%2F%2FQB%2BQHmABQAZQC4AABFWLgACi8buQAKAAc%2BWbgAAEVYuAATLxu5ABMABz5ZuAAARVi4AAYvG7kABgADPlm4AABFWLgAAC8buQAAAAM%2BWboAAgAGABMREjm4AAYQuQAPAAH0uAACELkAEgAB9DAxISMnIw4BIyImNREzERQWMzI2NxEzAflDBwQlVzlYUVMzPSpEKVJVKzZjYQEu%2Ft1FQysvAVEAAQAzAAACJQHmAA0APAC4AABFWLgAAC8buQAAAAc%2BWbgAAEVYuAAKLxu5AAoABz5ZuAAARVi4AA0vG7kADQADPlm5AAUAAfQwMRMzEx4BFzM%2BATcTMwMjM1NwDxsNBA0ZD3BPyVwB5v7sJUcjI0clART%2BGgABAAgAAAJQAeYAIQB0ALgAAEVYuAAALxu5AAAABz5ZuAAARVi4AAovG7kACgAHPlm4AABFWLgAFC8buQAUAAc%2BWbgAAEVYuAAhLxu5ACEAAz5ZuAAARVi4ABcvG7kAFwADPlm6AAYAAAAhERI5uAAGELgAD9C6ABwAAAAXERI5MDETMxMeARczPgE%2FATMXHgEXMz4BNxMzAyMnLgEnIw4BDwEjCFQ7BwwFBAcOCDtGPAgOCAQHCwY7TmpjOgcMCAQGDAk4YgHm%2FucjQiIiQyL8%2FCNCIiJCIwEZ%2Fhr2I0UlIEQq9QABAEAAAAIXAeYAGQBlALgAAEVYuAABLxu5AAEABz5ZuAAARVi4AAsvG7kACwAHPlm4AABFWLgAGS8buQAZAAM%2BWbgAAEVYuAAPLxu5AA8AAz5ZugATAAEAGRESObgAExC4AADQuAATELgADdC4AAfQMDE3JzMXHgEXMz4BPwEzBxcjJy4BJyMOAQ8BI%2FmrW00NHQ8EDhwNSVetulpVDyEQBA8eD1BY%2FOprFCoUFCwUafH1cBUuFRYrF3AAAAEAMf8vAicB5gAcAFsAuAAARVi4AAgvG7kACAAHPlm4AABFWLgAEi8buQASAAc%2BWbgAAEVYuAAZLxu5ABkABT5ZuAAARVi4AAcvG7kABwADPlm4ABkQuQADAAH0ugAOAAgABxESOTAxFx4BMzI2PwEDMxMeARczPgE3EzMDDgMjIic3VAoXCzNAEg%2FjU3cOHw8EDRsMak7WDiQyQSkkHBGGAwQ7LSQB5%2F7zIEojI0khAQ398iQ%2BLRoKQQAAAQBHAAACFAHmAAkAPQC4AABFWLgAAy8buQADAAc%2BWbgAAEVYuAAILxu5AAgAAz5ZuQAGAAH0uAAA0LgAAxC5AAEAAfS4AAXQMDE3ASE1IRUBIRUhRwFN%2FtgBnv6yAVj%2BMywBd0Ms%2FolDAAAAAQB4%2F2gB9gLEADkAKwC7ADMAAQA0AAQruwAZAAEAGgAEK7sACwABAAoABCu6ACcACgALERI5MDEFND4CNTQuAiM1Mj4CNTQmNTQ%2BAjsBFSMiDgIVFBYVFAYHFR4BFRQGFRQeAjsBFSMiLgIBAAMDAwwgOSwsOSAMCRYuRi89NCYxGwoGJzQ0JwYKGzEmND0vRi4WExsxLi4ZDxsWDjQOFhsPMF00JzMeDTAKFSMYK1svMTMJBAkzMTNULhgjFQowDR4zAAEBB%2F8GAVEC7gADAAsAugABAAIAAyswMQEzESMBB0pKAu78GAAAAAABAGP%2FaAHgAsQAOQArALsAAAABADcABCu7ABoAAQAXAAQruwAnAAEAKAAEK7oADAAoACcREjkwMRcyPgI1NCY1NDY3NS4BNTQ2NTQuAisBNTMyHgIVFAYVFB4CMxUiDgIVFB4CFRQOAisBNZYmMRwKBiY0NCYGChwxJjM9L0UuFgkMIDksLDkgDAMDAxYuRS89aAoVIxguVDMxMwkECTMxL1srGCMVCjANHjMnNF0wDxsWDjQOFhsPGS4uMRsnMx4NMAAAAQBMAP8CDAGVABkAJwC7AAMAAQAWAAQruwARAAEACAAEK7gAAxC4AA3QuAARELgAGdAwMRM%2BATMyHgIzMj4CNxcOASMiLgIjIgYHTBpIJh4vKScVDBUVEgk1GkgmHi8pJxUXKREBFkY3GiAaBxMiGhhGNhogGiI0AAAAAAIA4%2F9IAXUB8gAFABEAHAC4AABFWLgADy8buQAPAAc%2BWbgACdy4AATcMDEFFyM3EzM3FAYjIiY1NDYzMhYBUgJQAgo4LSseHisrHh4rWl5eAVinJCkpJCMqKgAAAgBx%2F98B%2BgKNAAYAJQBcALgAAEVYuAAYLxu5ABgACz5ZuwAiAAEACgAEK7sAGgABACEABCu4ACEQuAAA0LgAAC%2B4ACIQuAAG0LgABi%2B4AAoQuAAN0LgADS%2B4AAzcuAAaELgAF9C4ABcvMDEBDgEVFBYfAQ4BBxUjNS4DNTQ%2BAjc1MxUeARcHLgEnET4BNwE6OEA%2FOcAeSCczLUo1HR82SiozLEAXKBQtGiA0FQHdDVhCQ1gNCRoiA2doBSQ9VDU0UzwkBmpnAiIWNBIWAv6oAhsSAAABAE0AAAITAooAKQBXALgAAEVYuAATLxu5ABMACz5ZuAAARVi4AAEvG7kAAQADPlm7AAgAAQALAAQruAABELkAAAAB9LgAA9C4ABMQuQAaAAH0uAALELgAINC4AAgQuAAj0DAxJRUhNT4BNTQnIzU3LgE1ND4CMzIWFwcuASMiBhUUFhczFSMWFRQGBxUCE%2F47Pz0IdWMLFR43TTA%2BVR0wFzsqQkUTC72tBiUmR0cyHF85Gh00BCA9ICpEMBorIC8XHkE0IDsgOBsdNUYfBAAAAgA6AFMCHgJBACAANAAXALsAJgABAB0ABCu7AAwAAQAwAAQrMDE%2FAS4BNTQ2Nyc3FzYzMhc3FwceARUUBgcXBycOASMiJwc3FB4CMzI%2BAjU0LgIjIg4COlQRExIRUyxXMD8%2BMVcsVBETExFULFgXOR4%2BMVdQEyArGBgrIBMTICsYGCsgE4BVFzojIzsXVi1aJSVaLVYXOyMjOhdVLVkTEyZZ9h4xJBMTJDEeHjEkExMkMQAAAQA1AAACIwJ%2BAB0AbAC4AABFWLgAAC8buQAAAAs%2BWbgAAEVYuAAJLxu5AAkACz5ZuAAARVi4ABMvG7kAEwADPlm6AAUAEwAJERI5uAAFELgAC9C5AA4AAfS4ABnQuAAY3LgAD9C5ABIAAfS4ABXQuAALELgAHNAwMRMXHgEXMz4BPwEzAzMVIxUzFSMVIzUjNTM1IzUzA4pcESETBBIiElxSuqK3t7dStbW1obkCfqshQyMjQyGr%2FsAvQTCenjBBLwFAAAIBB%2F8GAVEC7gADAAcAEwC6AAEABQADK7oAAwAHAAMrMDEBMxEjFxEjEQEHSkpKSgLu%2FjVN%2FjAB0AAAAAIAW%2F%2FAAf0CrAAPAEcATwC7AC8AAQAoAAQruwBEAAEAEwAEK7oAMgAoABMREjm6ABYARAAvERI5ugAgADIAFhESObgAIBC4AADQugA8ABYAMhESObgAPBC4AAjQMDElPgE1NC4CJw4BFRQeAhMuASMiBhUUHgQVFAYHHgEVFA4CIyImJzceATMyNjU0LgQ1NDY3LgE1ND4CMzIWFwFzICMpPkkgHyUpP0lUGjgjKiYqP0k%2FKjEpDg8YKjskN1wgMho9KiktKj5KPiozKA4REyY4JjJRHsAOJiIiLCEdEhApHyErIRwBaxQaJRobJB4eKz0uMDwWECcaHjIkFSYhLRgcKB0cJh4dKj0uLUAVECcaGi8kFSIXAP%2F%2FAJYCTAHCAroSBgDPAAAAAwAe%2F%2FUCOgKNABMAJwBFAE0AuAAARVi4AAUvG7kABQALPlm4AABFWLgADy8buQAPAAM%2BWbkAGQAB9LgABRC5ACMAAfS4AC3QuQA0AAH0uAAZELgAQdC5ADoAAfQwMRM0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4CFzQ%2BAjMyFhcHLgEjIgYVFBYzMjY3Fw4BIyIuAh4pSWM5OWNJKSlJYzk5Y0kpLiA7UzIyUzsgIDtTMjJTOyBGGy47ISMxFCIQHxQuODUtGiYRHhc0JiI7LBkBQ0x7VS4uVXtMTXtXLy9Xe01Ca00qKk1rQkJqTCkpTGpCK0YyGhsUJw4RSztCTRQOKhQbGzNJAP%2F%2FAKcA%2FAG6Ak4SBgDSAAD%2F%2FwBTADQB%2BAHEEiYA3Y4AEAYA3XMAAAAAAQBVAGgCAwFpAAUADQC7AAEAAQAEAAQrMDETIREjNSFVAa5C%2FpQBaf7%2Fw%2F%2F%2FAFUBKwIDAWkSBgDiAAAABABwAT8B6ALJABMAJwA1AD4APQC7ABQAAQAAAAQruwAKAAEAHgAEK7sANgABADIABCu4AB4QuAAp0LgAMhC4AC%2FQuAAUELgANNC4ADHQMDEBIi4CNTQ%2BAjMyHgIVFA4CJzI%2BAjU0LgIjIg4CFRQeAgMzMhYVFAYHFyMnIxUjNzI2NTQmKwEVASwnRTMdHTNFJydEMx4eM0QnHzcnFxcnNx8gNigXFyg2KUwgLxURLi4jKSlDFBgTFxwBPx00SCwsSDQdHTRILCxINB0lFyo7JCM7KxgYKzsjJDsqFwEIHSQSHwZTRkZmEREPEkMAAAD%2F%2FwCxAlkBpwKSEgYAzgAAAAIArwGtAaoCrQATAB8AFwC7AAoAAQAaAAQruwAUAAEAAAAEKzAxASIuAjU0PgIzMh4CFRQOAicyNjU0JiMiBhUUFgEsGS0jFBQjLRkZLiIVFSIuGSIqKiIhKioBrRIhLx0eLyISEiIvHh0vIRIuLiMlLi4lIy4AAAIAVQAAAgMCLAALAA8ARAC4AABFWLgADi8buQAOAAM%2BWbsAAwABAAAABCu4AAMQuAAE3LgAAxC4AAbQuAAAELgACNC4AA4QuQAMAAH0uAAL3DAxASM1MzUzFTMVIxUjByEVIQELtrZCtrZCtgGu%2FlIBMD6%2Bvj6xQT4AAP%2F%2FAK4BuAGnAvUSBwDmAAEBuAAA%2F%2F8ArAGsAaQC9RIHAOcAAAG4AAD%2F%2FwDrAj0BnwLREgYAywAAAAEATf9FAi4B5gAoAHMAuAAoL7gAAEVYuAAALxu5AAAABz5ZuAAARVi4AAsvG7kACwAHPlm4AABFWLgAHy8buQAfAAM%2BWbgAAEVYuAAYLxu5ABgAAz5ZuAAfELkABQAB9LoAHAALAB8REjm4ABwQuQAKAAH0uAAYELkAEgAB9DAxEzMRFBYzMj4CNxEzDgEVFBYzOgE3FwYjIiYnIw4BIyImJxwBHgEXI01TNDkTJiYnFFMCAxALBAcHDBMdJiQFAyBRLyM7FAICAlMB5v7dQ0UJGCsjATxjz1gUEAI%2BCDU6ODUVICY7NDMeAAAAAgBI%2F7AB5QKQAAMAEAAlALgAAEVYuAAALxu5AAAADT5ZuAAARVi4AA8vG7kADwANPlkwMQEzESMDIyIuAjU0PgI7AQGUUVE2IDVaQiUkP1YyKwKQ%2FSABMhk1Ujk7UTMWAAAA%2F%2F8A2wEHAX0BsBIHABMAAAETAAD%2F%2FwDd%2FysBdgADEgYA0QYA%2F%2F8A0AG4AWEC6RIHAOUAAAG4AAD%2F%2FwCOAPwBygJOEgYA0wAA%2F%2F8AYQA0AgYBxBImAN6OABAGAN5zAAAA%2F%2F8AHAAAAj8CfhInAOX%2FewFNECYA3wAAEAcA6ACGAAD%2F%2FwAcAAACPAJ%2BEicA5f97AU0QJgDfAAAQBwDmAIcAAP%2F%2FACcAAAJVAooSJwDn%2F3sBTRAmAN8ZABAHAOgAhgAAAAIAe%2F88AewB8gAbACcAKgC4AABFWLgAJS8buQAlAAc%2BWbsACgABABEABCu4ACUQuAAf3LgAG9wwMSUWDgQVFBYzMjY3Fw4BIyImNTQ%2BBCc3FAYjIiY1NDYzMhYBZwYSIywnGjg3JkEbMCFdOlRlGyctJBQEZyweHisrHh4s%2FiQ4LignKxkqNh4bLSMuVEghMysoLDIhpyQpKSQjKioAAP%2F%2FACAAAAI4AzISJgAmAAAQBgDpAAAAAP%2F%2FACAAAAI4AzISJgAmAAAQBgDqAAAAAP%2F%2FACAAAAI4AzISJgAmAAAQBgDrAAAAAP%2F%2FACAAAAI4AzMSJgAmAAAQBgDsAAAAAP%2F%2FACAAAAI4Ay0SJgAmAAAQBgDtAAAAAP%2F%2FACAAAAI4A2sSJgAmAAAQBgDuAAAAAAAC%2F%2F8AAAJPApAABgAWAGYAuAAARVi4AA4vG7kADgANPlm4AABFWLgACC8buQAIAAM%2BWbgAAEVYuAAMLxu5AAwAAz5ZuwAAAAEACgAEK7sAEwABABQABCu4AA4QuQABAAH0uAAIELkABwAB9LgAARC4ABHQMDEBESMOAQ8BBRUhNSMHIwEhFSMVMxUjFQE9AxQrFC4Blv7unklXAQQBQ72TkwECAUw2aTZ3u0e%2FvwKQRs1H7%2F%2F%2FAEL%2FKwIqApwSJgAoAAAQBgDvLwAAAP%2F%2FAHMAAAISAzISJgAqAAAQBgDpHwAAAP%2F%2FAHMAAAISAzISJgAqAAAQBgDqHwAAAP%2F%2FAHMAAAISAzISJgAqAAAQBgDrHwAAAP%2F%2FAHMAAAISAy0SJgAqAAAQBgDtHwAAAP%2F%2FAF8AAAH5AzISJgAuAAAQBgDpAAAAAP%2F%2FAF8AAAH5AzISJgAuAAAQBgDqAAAAAP%2F%2FAF8AAAH5AzISJgAuAAAQBgDrAAAAAP%2F%2FAF8AAAH5Ay0SJgAuAAAQBgDtAAAAAAACABAAAAIrApAADAAZAFMAuAAARVi4AAQvG7kABAANPlm4AABFWLgACy8buQALAAM%2BWbsAAwABAAAABCu4AAsQuQANAAH0uAAEELkAEwAB9LgAAxC4ABXQuAAAELgAF9AwMRMjNTcRMzIWFRQGKwE3MjY1NCYrARUzFSMVW0tLoZSbm5Gkm3Bvb3BIj48BQSoFASConZ2uRIp9fYTcL%2F3%2F%2FwBTAAACBQMzEiYAMwAAEAYA7AYAAAD%2F%2FwAw%2F%2FQCKAMyEiYANAAAEAYA6QAAAAD%2F%2FwAw%2F%2FQCKAMyEiYANAAAEAYA6gAAAAD%2F%2FwAw%2F%2FQCKAMyEiYANAAAEAYA6wAAAAD%2F%2FwAw%2F%2FQCKAMzEiYANAAAEAYA7AAAAAD%2F%2FwAw%2F%2FQCKAMtEiYANAAAEAYA7QAAAAAAAQBmAH4B8gIVAAsAKQC6AAUACQADK7oACgAJAAUREjm4AAoQuAAB0LgAChC4AAfQuAAE0DAxPwEnNxc3FwcXBycHZpqaLJqaLJqaLJqaq5%2BeLZ%2BfLZ6fLaCgAAADAC3%2F4gIsAq4ACgAVAC8AfQC4AABFWLgAKy8buQArAA0%2BWbgAAEVYuAAeLxu5AB4AAz5ZugAVAB4AKxESObgAFRC4AADQuAAeELkAAwAB9LoACgAeACsREjm4AAoQuAAL0LgAKxC5AA4AAfS4AAoQuAAW0LgAABC4ACDQuAAVELgAI9C4AAsQuAAt0DAxNx4BMzI%2BAjU0LwEuASMiDgIVFBcBHgEVFA4CIyInByc3LgE1ND4CMzIXNxfAFTcgJT4rGBkfFTghJj0rGBsBTB0eJUNdN1pANTA%2FHR8lQ1w4XD82L3QaHSZHYz5ZQDgaHSVEYj1fQAGFK3NIT39ZMD1PIF0tdklPfVcuPU8gAAAA%2F%2F8AT%2F%2F0AgkDMhImADoAABAGAOkAAAAA%2F%2F8AT%2F%2F0AgkDMhImADoAABAGAOoAAAAA%2F%2F8AT%2F%2F0AgkDMhImADoAABAGAOsAAAAA%2F%2F8AT%2F%2F0AgkDLRImADoAABAGAO0AAAAA%2F%2F8AJgAAAjIDMhImAD4AABAGAOoAAAAAAAIAZQAAAiECkAAQABkAOQC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAPLxu5AA8AAz5ZuwARAAEADQAEK7sAAwABABcABCswMRMzFTMyHgIVFA4CKwEVIzcyNjU0JisBEWVUdjZaPyMjQFk2dlS%2FV1NVVWsCkG4ULkk2NE0yGJbaQEdHNv78AAABAFj%2F9AI0AtQAOQBaALgAAEVYuAAFLxu5AAUADz5ZuAAARVi4ADkvG7kAOQADPlm4AABFWLgAGy8buQAbAAM%2BWbkAIgAB9LoADwAFACIREjm4AAUQuQA0AAH0ugAlABsANBESOTAxEzQ%2BAjMyHgIVFA4CFRQeBBUUDgIjIiYnNx4BMzI2NTQuBDU0PgI1NCYjIgYVESNYHDRKLyg9KhUcIhweLDUsHhcrPCUqRiAhHDQdKi0eLTQtHhwiHCwqNz9SAgcuTDYdGCk1HiY1LCkaGCAbGiQ1JyA2KBcYFToUEy8fHSYdGSEtIyIxLS8gJTFLS%2F4FAAAA%2F%2F8AUf%2F0AgMC0RImAEYAABAGAMoOAAAA%2F%2F8AUf%2F0AgMC0RImAEYAABAGAMsOAAAA%2F%2F8AUf%2F0AgMC0RImAEYAABAGAMwOAAAA%2F%2F8AUf%2F0AgMCsBImAEYAABAGAM0OAAAA%2F%2F8AUf%2F0AgMCuhImAEYAABAGAM8OAAAA%2F%2F8AUf%2F0AgMC1xImAEYAABAGANAOAAAAAAMAEf%2F0AlUB8gAuADcARAClALgAAEVYuAANLxu5AA0ABz5ZuAAARVi4ABMvG7kAEwAHPlm4AABFWLgAJi8buQAmAAM%2BWbgAAEVYuAAsLxu5ACwAAz5ZuwAvAAEAGwAEK7oAAwANACwREjm4AAMvuAANELkABgAB9LoAEAAmAA0REjm4ACYQuQAfAAH0ugApACYADRESObgAExC5ADQAAfS4ACwQuQA7AAH0uAADELkAQgAB9DAxNzQ2Ny4BIyIGByc%2BATMyFhc%2BATMyHgIVFAYHIR4BMzI2NxcOASMiJicOASMiJiU0LgIjIgYPARQWMzI2Ny4BLwEOARF8fAEnLxpBFx8eUC0wOw4YRTAlNyUSAgL%2B%2FgM8OxwvFR0ZQSY1SBgpTyY8RgH%2FCBQhGC85BfEoIho%2BGggHAQFcT4FJVxM2RRkQOBQgOCovMyQ9UC0OGg1MXRINNhEaMCstLkvXHzgrGVJJkScoJCMWNR0ZEDr%2F%2FwBQ%2FysCGwHyEiYASAAAEAYA0SoAAAD%2F%2FwBF%2F%2FQCGQLREiYASgAAEAYAyg8AAAD%2F%2FwBF%2F%2FQCGQLREiYASgAAEAYAyw8AAAD%2F%2FwBF%2F%2FQCGQLREiYASgAAEAYAzA8AAAD%2F%2FwBF%2F%2FQCGQK6EiYASgAAEAYAzw8AAAD%2F%2FwBaAAABnQLREiYAxAAAEAYAyjAAAAD%2F%2FwBaAAABzwLREiYAxAAAEAYAyzAAAAD%2F%2FwBaAAAB4ALREiYAxAAAEAYAzDAAAAD%2F%2FwBaAAAB8gK6EiYAxAAAEAYAzzAAAAAAAgA8%2F%2FQCGALaABQAOQBrALgAAEVYuAA0Lxu5ADQADz5ZuAAARVi4AB0vG7kAHQADPlm7ACcAAQALAAQruAAdELkAAAAB9LoAKgA0AB0REjm4ACoQuQAIAAH0ugAVADQAHRESObgAFRC4AC3QuAAVELgAN9C4ADDQMDElMj4CNTwBJy4BIyIOAhUUHgITHgEVFA4CIyIuAjU0PgIzMhYXLgEnByc3LgEnNx4BFzcXASwoOycTASNSJyg9KRUaLDx7QlAhPlg3L1ZCJyI9UzIvVBwOPS6WF4QaPCImKEoihxc4HTVILAsWCy8mGCw7IiY9KxgCKj2reTxjRycgPVc2M1M7IComRWUoTSlEEyERNBMqGkUpAAAA%2F%2F8AXQAAAgsCsBImAFMAABAGAM0SAAAA%2F%2F8APP%2F0AhwC0RImAFQAABAGAMoAAAAA%2F%2F8APP%2F0AhwC0RImAFQAABAGAMsAAAAA%2F%2F8APP%2F0AhwC0RImAFQAABAGAMwAAAAA%2F%2F8APP%2F0AhwCsBImAFQAABAGAM0AAAAA%2F%2F8APP%2F0AhwCuhImAFQAABAGAM8AAAAAAAMAVQBgAgMCMwALABcAGwAlALsAGQABABoABCu4ABkQuAAA3LgABty4ABoQuAAP3LgAFdwwMQEiJjU0NjMyFhUUBgM0NjMyFhUUBiMiJichFSEBLBcfHxcXHx9NHxcXHx8XFx%2BhAa7%2BUgHIHhgXHh4XGB7%2BzhceHhcYHh7rPgAAAwA8%2F%2BkCHAH9AAoAFgAwAH0AuAAARVi4ACwvG7kALAAHPlm4AABFWLgAHy8buQAfAAM%2BWboAFgAfACwREjm4ABYQuAAA0LgAHxC5AAIAAfS6AAoALAAfERI5uAAKELgAC9C4ACwQuQAOAAH0uAAKELgAF9C4AAAQuAAh0LgAFhC4ACTQuAALELgALtAwMTcWMzI%2BAjU0Ji8BLgEjIg4CFRQWFwEeARUUDgIjIicHJzcuATU0PgIzMhc3F8kpOiM5KRYODR4TMh0jOSkWDg0BNRsgJ0JXMFM%2FMyU1GyAnQlcwUz8zJVwmHDFFKiE6FyYSFBwyRiohOBcBICBZNzxfQSIwOx0%2BIFg2PV9CIjA7Hf%2F%2FAE3%2F9AH5AtESJgBaAAAQBgDK%2FAAAAP%2F%2FAE3%2F9AH5AtESJgBaAAAQBgDL%2FAAAAP%2F%2FAE3%2F9AH5AtESJgBaAAAQBgDM%2FAAAAP%2F%2FAE3%2F9AH5AroSJgBaAAAQBgDP%2FAAAAP%2F%2FADH%2FLwInAtESJgBeAAAQBgDLBAAAAAACAF3%2FMwIcAsgAFgAlAIMAuAAARVi4AAIvG7kAAgAPPlm4AABFWLgACC8buQAIAAc%2BWbgAAEVYuAABLxu5AAEABT5ZuAAARVi4ABIvG7kAEgADPlm6AAUACAASERI5ugAVABIACBESObgAFRC5ABcAAfS4ABIQuQAaAAH0uAAIELkAIgAB9LgABRC5ACUAAfQwMRcjETMVBz4BMzIeAhUUDgIjIiYnFzUeATMyPgI1NCYjIgYHr1JSAiNWKzFMMxslPVArJEwhASNFGiA3KBdBSSBIJs0DlclXIigjQVs5PmFEIyIdXJsfGhsxSC1QYyMmAAD%2F%2FwAx%2Fy8CJwK6EiYAXgAAEAYAzwQAAAAAAQBaAAABjgHmAAUALwC4AABFWLgAAC8buQAAAAc%2BWbgAAEVYuAACLxu5AAIAAz5ZuAAAELkABAAB9DAxEyERIxEjWgE0UuIB5v4aAaMAAAACACEAAAJPApEAEgAbAE8AuAAARVi4AAMvG7kAAwANPlm4AABFWLgADS8buQANAAM%2BWbsACAABAAkABCu4AAMQuQAGAAH0uAANELkACwAB9LgAFtC4AAYQuAAY0DAxEzQ2MyEVIxUzFSMVMxUhIi4CNxQWOwERIyIGIY19ARrClJTM%2Ftk%2BYUQkVlRWFRVWVAFLnqhGz0fuRy1Ve05%2BiQIIgwAAAAMAC%2F%2F0AlQB8gATADsARACNALgAAEVYuAAZLxu5ABkABz5ZuAAARVi4AB8vG7kAHwAHPlm4AABFWLgAMi8buQAyAAM%2BWbgAAEVYuAA3Lxu5ADcAAz5ZuwA8AAEAJwAEK7gANxC5AAUAAfS4ABkQuQAPAAH0ugAcADIAGRESObgAMhC5ACsAAfS6ADUAMgAZERI5uAAfELkAQQAB9DAxNxQeAjMyPgI1NC4CIyIOAgc0PgIzMhYXPgEzMh4CFRQGByMeATMyNjcXDgEjIiYnBiMiLgIlNC4CIyIGB1gNGiYaFiUaDg4aJRYaJhoNTRswQCUvRRQUQTAiNSMSAQLxBDo2GicUHRc7IzBIFitdJkAvGwIFCBIeFi0wBvMqRTEcHDFFKipEMhsbMkQqPV9BIj04Nz4kPFEtDhcQTF0RDjYRGjk3cCJBX2AfOCsZU0gA%2F%2F8AqAI9AbAC0RIGAMwAAP%2F%2FAM8CHgGJAtcSBgDQAAD%2F%2FwCeAkMBugKwEgYAzQAAAAEAuQI9AW0C0QADAAsAugABAAMAAyswMRMzFyO5Wlo%2FAtGUAAEA6wI9AZ8C0QADAAsAugACAAAAAyswMQEjNzMBKj9aWgI9lAAAAAABAKgCPQGwAtEABwAZALsAAQABAAQABCu4AAQQuAAD3LgABtAwMQEzFyMnIwcjAQlGYT9DBEM%2FAtGUY2MAAAAAAQCeAkMBugKwABYAJwC7AAgAAQAOAAQruAAOELgAE9y5AAMAAfS4AArQuAAOELgAFdAwMRM%2BATMyHgIzMjczDgEjIi4CIyIHI54FKygSHhkYDB8JLwUrKBIeGRgMHwkvAkMwPREUETYvPhEVETcAAAEAsQJZAacCkgADAA0AuwABAAEAAgAEKzAxEzMVI7H29gKSOQAAAAACAJYCTAHCAroACwAXAB0AuwAAAAEABgAEK7gAABC4AAzQuAAGELgAEtAwMRMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBswYHh4YFx8fqRcfHxcYHh4CTCAXFyAgFxcgIBcXICAXFyAAAAIAzwIeAYkC1wALABcAFwC6AAwAAAADK7gADBC4ABLcuAAG3DAxASImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWASwpNDQpKTQ0KRQcHBQUHBwCHjMqKjIyKiozJR4aGR4eGRoeAAABANf%2FKwFwAAMAEQAdALoAAQACAAMruAACELgAEdC4AAvcuQAKAAH0MDElMwceARUUDgIHJz4BNTQmJwEZNRkYIxgoNRwIKDEhHgM1CCAfFiAWDQMpBRcUFBUIAAIApwD8AboCTgAZACMAOQC4ABIvuwAdAAEAFwAEK7sADQABAAYABCu7AAMAAQAhAAQrugATAA0AFxESObgAExC5ACAAAfQwMRM0NjcuASMiBgcnPgEzMhYdASMnIw4BIyImNxQWMzI2NzUOAadmbQEeJx00FhkaSCg%2FPTQFAhg5ICs8PyIZFysXUUMBWTU4Cx4sFQ0rDxtIP8MlExoyLxgXFRNSCSUAAAIAjgD8AcoCTgATAB8AFwC7ABcAAQAPAAQruwAFAAEAHQAEKzAxEzQ%2BAjMyHgIVFA4CIyIuAjcUFjMyNjU0JiMiBo4aKzkgIDksGRksOSAgOSsaQjErKzExKysxAaUoPysXFys%2FKCg%2FKxcXKz8oNUBANTRBQQAAAAEAUADYAggBIAADAA0AuwABAAEAAgAEKzAxEyEVIVABuP5IASBIAAABABQA2AJEASAAAwANALsAAQABAAIABCswMRMhFSEUAjD90AEgSAAAAQDRAV4BfAK7ABEACwC6AAUACwADKzAxAQ4BBzYzMhYVFAYjIiY1NDY3AXwvNQMMDh8nKiAnM0xEAosbTzQGKCAjKj85S3cjAAAAAAEA2QFeAYQCuwARAAsAugAFAAsAAyswMRM%2BATcGIyImNTQ2MzIWFRQGB9kwNQMMDiAnKiAoMkxDAY4aTzUGJyAjK0A5S3Yj%2F%2F8A2f8fAYQAfBIHANcAAP3BAAD%2F%2FwBfAV4B7wK7EiYA1o4AEAYA1nMAAAD%2F%2FwBnAV4B9wK7EiYA144AEAYA13MAAAD%2F%2FwBn%2Fx8B9wB8EicA1%2F%2BO%2FcEQBwDXAHP9wQAAAAEAlwBzAcEBmQATAAsAugAKAAAAAyswMSUiLgI1ND4CMzIeAhUUDgIBLB42KRgYKTYeHjYpGBgpNnMVJzYhITYnFRUnNiEhNicVAAABAMUANAGFAcQABgALALoAAgAGAAMrMDE3NTcXBxcHxZknf38n1FCgI6WmIgAAAAABANMANAGTAcQABgALALoAAgAFAAMrMDElJzcXFQcnAVJ%2FJ5mZJ%2FylI6BQoCIAAAACABwAIAI8AnAAAwAHAAsAugAHAAMAAyswMT8BFwcBByc3HLchpwHvtyGnTbweywIjvB7LAAAA%2F%2F8ArAG4AbkC6RIHAOgAAAG4AAAAAQA6%2F%2FQCNgKKADEAbQC4AABFWLgAFS8buQAVAAs%2BWbgAAEVYuAADLxu5AAMAAz5ZugAoACIAAyu4ACgQuQArAAH0uAAG0LgAKBC4AAnQuAAiELgAD9C4ACIQuQAfAAH0uAAS0LgAFRC5ABwAAfS4AAMQuQAuAAH0MDElDgEjIiYnIzU3JjQ1PAE3IzU3PgEzMhYXBy4BIyIGByEVIQYUFRwBFyEVIx4BMzI2NwI2Jlw%2BYocTQDsBATtAE41qM1geMRo7JkpaDgEm%2FtUBAQED%2FQ5YRStBHlEsMYF2KwQJEgkIEAgsBXaFLSEvGiFiVzEHDggKEwkwVWAkIwAAAQBVASsCAwFpAAMADQC7AAEAAQACAAQrMDETIRUhVQGu%2FlIBaT4A%2F%2F8AHAAgAjwCcBIGAN8AAAACAKH%2F9AG3AT0ACwAXACgAuAAARVi4AAAvG7kAAAADPlm7AAYAAQASAAQruAAAELkADAAB9DAxBSImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWASw9Tk49PU5OPSAuLiAgLi4MWE9OVFROT1gyOTw8NTU8PDkAAAEA0AAAAWEBMQAIAB4AuAAARVi4AAgvG7kACAADPlm7AAUAAQAAAAQrMDElIzU%2BATczESMBIlIhKRUyP%2BYqBRAM%2Fs8AAQCtAAABpgE9ABgALAC4AABFWLgAFy8buQAXAAM%2BWbsADQABAAYABCu4ABcQuQAVAAH0uAAA0DAxNz4BNTQmIyIGByc%2BATMyFhUUDgIHMxUjt05THx0UJg4nFzskNj4TISwZiO8kO04hGyAXEyEaIzUyFCcnKRY1AAAAAAEArP%2F0AaQBPQAkADwAuAAARVi4ACEvG7kAIQADPlm7ABYAAQAPAAQruwAJAAEACAAEK7gAIRC5AAMAAfS6ABsACAAJERI5MDE3HgEzMjY1NCM1MjY1NCYjIgYHJz4BMzIWFRQHHgEVFAYjIiYnzA8xGxsjYConGh0SKA8eEz0jLzs4ICdGMyNDGVESGRYZMyYcFxQXEw8mFBksKDcUCCYfLTAcGgAAAAIArAAAAbkBMQAFABAAOAC4AABFWLgACS8buQAJAAM%2BWbsAEAABAAYABCu7AAIAAQANAAQruAAQELgAANC4AAYQuAAK0DAxJTU3Iw8BFyMVIzUjNTczFTMBTgQDLTbNMjmilEcydDhSQUkrSUkfyb0AAAAAAQCpAsIBXwMyAAMACwC6AAEAAwADKzAxEzMXI6leWEUDMnAAAQD5AsIBrwMyAAMACwC6AAIAAAADKzAxASM3MwE%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%2FKwFrAAMAEQAdALoAAQACAAMruAACELgAEdC4AAvcuQAKAAH0MDElMwceARUUDgIHJz4BNTQmJwETNhkYIxgoNRwIKDEhHwM1CCAfFiAWDQMpBRcUFBUIAAAAGgE%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<p style="margin-top: 6px; margin-left: -2px;">5 Feb 2016</p>
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<slide class=''><hgroup><h2>Setup</h2></hgroup><article id="setup" class="smaller ">
<p>cleanplot.pca [From]: (<a href='http://www.davidzeleny.net/anadat-r/doku.php/en:numecolr:cleanplot.pca' title=''>http://www.davidzeleny.net/anadat-r/doku.php/en:numecolr:cleanplot.pca</a>) packages needed: vegan, MASS</p>
</article></slide><slide class=''><hgroup><h2>Introduction to Ordination</h2></hgroup><article id="introduction-to-ordination" class="smaller ">
<ul>
<li>Projects multidimensional variation onto bivariate plots</li>
<li>Axes represent a large fraction of the variability in a multi-dimensional data matrix</li>
<li>Can derive quantitative information on the relationships among descriptors and among objects</li>
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</article></slide><slide class=''><hgroup><h2>Summary of Methods</h2></hgroup><article id="summary-of-methods" class="smaller ">
<ul>
<li>Principal Components Analysis</li>
<li>Principal Coordinates Analysis</li>
<li>Non-metric Muldimensional Scaling</li>
<li>Correspondance Analysis</li>
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</article></slide><slide class=''><hgroup><h2>Summary of Methods</h2></hgroup><article id="summary-of-methods-1" class="smaller ">
<img 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' title=''/>
</article></slide><slide class=''><hgroup><h2>Principal Components Analysis</h2></hgroup><article id="principal-components-analysis" class="smaller ">
<ul>
<li>For quantitative data</li>
<li>Assumes multi-normal distribution and linear relationships among descriptors</li>
<li>Sensitive to double zero problem</li>
</ul>
</article></slide><slide class=''><hgroup><h2>Properties of Principal Components</h2></hgroup><article id="properties-of-principal-components" class="smaller ">
<ul>
<li>Orthogonal - axes are totally independent from each other</li>
<li>eigenvalues represent the amount of variance of each successive axis</li>
<li>Can summarize the variability of a large number of descriptors in a small number of dimensions</li>
</ul>
</article></slide><slide class=''><hgroup><h2>PCA in vegan</h2></hgroup><article id="pca-in-vegan" class="smaller ">
<p>Using the dataset varechem - availabile in vegan. Environmental variables measured at 25 sites</p>
<pre >## N P K Ca Mg S Al Fe Mn Zn Mo Baresoil
## 18 19.8 42.1 139.9 519.4 90.0 32.3 39.0 40.9 58.1 4.5 0.3 43.9
## 15 13.4 39.1 167.3 356.7 70.7 35.2 88.1 39.0 52.4 5.4 0.3 23.6
## 24 20.2 67.7 207.1 973.3 209.1 58.1 138.0 35.4 32.1 16.8 0.8 21.2
## 27 20.6 60.8 233.7 834.0 127.2 40.7 15.4 4.4 132.0 10.7 0.2 18.7
## 23 23.8 54.5 180.6 777.0 125.8 39.5 24.2 3.0 50.1 6.6 0.3 46.0
## 19 22.8 40.9 171.4 691.8 151.4 40.8 104.8 17.6 43.6 9.1 0.4 40.5
## Humdepth pH
## 18 2.2 2.7
## 15 2.2 2.8
## 24 2.0 3.0
## 27 2.9 2.8
## 23 3.0 2.7
## 19 3.8 2.7</pre>
<p>Running the PCA with the function rda. The argument <em>Scale=TRUE</em> specifies a correlation matrix, since variables are on different scales.</p>
<pre class = 'prettyprint lang-r'>pca <- rda(varechem, scale=TRUE)</pre>
</article></slide><slide class=''><hgroup><h2>The Output</h2></hgroup><article id="the-output" class="smaller ">
<pre class = 'prettyprint lang-r'>summary(pca)</pre>
<pre >##
## Call:
## rda(X = varechem, scale = TRUE)
##
## Partitioning of correlations:
## Inertia Proportion
## Total 14 1
## Unconstrained 14 1
##
## Eigenvalues, and their contribution to the correlations
##
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Eigenvalue 5.1916 3.1928 1.6855 1.06899 0.81599 0.70581 0.43641
## Proportion Explained 0.3708 0.2281 0.1204 0.07636 0.05829 0.05042 0.03117
## Cumulative Proportion 0.3708 0.5989 0.7193 0.79564 0.85392 0.90434 0.93551
## PC8 PC9 PC10 PC11 PC12 PC13
## Eigenvalue 0.36884 0.1707 0.14953 0.08526 0.06986 0.03506
## Proportion Explained 0.02635 0.0122 0.01068 0.00609 0.00499 0.00250
## Cumulative Proportion 0.96185 0.9740 0.98473 0.99082 0.99581 0.99831
## PC14
## Eigenvalue 0.02362
## Proportion Explained 0.00169
## Cumulative Proportion 1.00000
##
## Scaling 2 for species and site scores
## * Species are scaled proportional to eigenvalues
## * Sites are unscaled: weighted dispersion equal on all dimensions
## * General scaling constant of scores: 4.236078
##
##
## Species scores
##
## PC1 PC2 PC3 PC4 PC5 PC6
## N 0.2441 0.2516 -0.23818 0.92846 -0.359554 0.30319
## P -0.9181 -0.4194 0.13356 0.09649 0.224909 0.07938
## K -0.9369 -0.3272 -0.06261 0.25051 0.180899 -0.28683
## Ca -0.9280 -0.1711 0.47982 -0.02138 -0.241479 -0.09536
## Mg -0.9087 -0.1978 0.12446 -0.04430 -0.497428 -0.10781
## S -0.8576 -0.6002 -0.31620 -0.01652 0.071629 -0.08779
## Al 0.2980 -0.9720 -0.39009 0.09092 0.005386 -0.19467
## Fe 0.5236 -0.7748 -0.23063 0.37187 -0.023377 -0.32292
## Mn -0.7418 0.3908 0.13114 0.44346 0.501064 0.06776
## Zn -0.8926 -0.3277 0.06142 -0.06121 -0.153677 0.51653
## Mo -0.1072 -0.4625 -0.85720 -0.27258 -0.030063 0.39721
## Baresoil -0.4218 0.6387 -0.40089 -0.07389 -0.416610 -0.31060
## Humdepth -0.6070 0.6825 -0.41674 0.02975 -0.047738 -0.15923
## pH 0.4286 -0.6517 0.66384 0.07599 -0.265374 0.05070
##
##
## Site scores (weighted sums of species scores)
##
## PC1 PC2 PC3 PC4 PC5 PC6
## 18 0.05126 0.84085 -0.190142 -0.40431 0.101518 -1.01997
## 15 0.20452 0.37397 0.002978 -1.06030 1.175734 -0.92257
## 24 -1.53647 -1.25830 -0.012170 -0.86690 -1.854372 1.74375
## 27 -1.25643 0.51345 0.743928 0.63835 1.097881 0.15631
## 23 -0.71203 0.86247 -0.203389 -0.05971 -0.786196 -0.80080
## 19 -0.76179 0.73785 -0.761645 -0.31728 -1.303297 -0.62264
## 22 -0.30340 0.86304 0.188484 0.54758 -0.078064 0.24567
## 16 0.62797 0.76436 -0.124301 -0.26047 0.009044 -0.02807
## 28 -1.13923 0.44909 0.229104 1.61582 0.842871 0.60852
## 13 -0.62483 -0.85407 -1.259755 1.38195 -0.157593 -1.04794
## 14 -0.04206 0.60916 -0.719743 -0.73109 -0.230147 0.25505
## 20 -0.93747 0.20753 -0.689713 0.62198 -0.282188 0.33232
## 25 -0.34451 0.90128 0.710714 0.64127 1.214897 0.48173
## 7 1.50502 -0.22114 -0.495604 0.87068 -0.769266 -0.25733
## 5 1.40889 0.60035 0.911463 0.71133 -0.488111 2.45195
## 6 1.30776 0.03604 -0.243884 -0.87792 0.543259 0.46876
## 3 1.64967 -0.82755 -0.343406 1.40028 -0.546374 -0.19580
## 4 -0.26711 -1.65198 -1.744251 -0.60763 0.947492 0.46203
## 2 0.59653 -1.21610 -0.200030 0.72815 0.799208 -0.76013
## 9 0.03271 -0.69445 -0.350028 -1.35247 0.717140 0.82965
## 12 0.47944 0.26377 0.184677 -1.27744 0.573929 0.07253
## 10 -0.32993 -0.95483 1.670469 -0.51343 0.819138 -0.48682
## 11 -0.09921 -1.52318 2.493913 -0.09044 -1.092296 -1.10654
## 21 0.49069 1.17838 0.202333 -0.73801 -1.254205 -0.85966</pre>
</article></slide><slide class=''><hgroup><h2>Loadings of descriptors and positions of objects</h2></hgroup><article id="loadings-of-descriptors-and-positions-of-objects" class="smaller ">
<pre class = 'prettyprint lang-r'>loadings <- scores(pca,choices=c(1,2))
loadings</pre>
<pre >## $species
## PC1 PC2
## N 0.2440979 0.2515733
## P -0.9180524 -0.4193826
## K -0.9368729 -0.3271677
## Ca -0.9280154 -0.1710871
## Mg -0.9087391 -0.1977676
## S -0.8576285 -0.6001923
## Al 0.2979981 -0.9719998
## Fe 0.5236461 -0.7748245
## Mn -0.7417951 0.3908124
## Zn -0.8926155 -0.3276820
## Mo -0.1071693 -0.4625158
## Baresoil -0.4217537 0.6386581
## Humdepth -0.6070224 0.6824708
## pH 0.4285669 -0.6517311
##
## $sites
## PC1 PC2
## 18 0.05125774 0.84085141
## 15 0.20451664 0.37396845
## 24 -1.53646532 -1.25829807
## 27 -1.25642818 0.51344912
## 23 -0.71203013 0.86246533
## 19 -0.76179163 0.73785383
## 22 -0.30339881 0.86303581
## 16 0.62797317 0.76435889
## 28 -1.13922500 0.44909361
## 13 -0.62483096 -0.85407334
## 14 -0.04205762 0.60916369
## 20 -0.93747058 0.20753216
## 25 -0.34450969 0.90128283
## 7 1.50502072 -0.22114340
## 5 1.40888836 0.60035498
## 6 1.30776410 0.03603859
## 3 1.64966903 -0.82755080
## 4 -0.26710838 -1.65197820
## 2 0.59652585 -1.21609676
## 9 0.03271338 -0.69445160
## 12 0.47943679 0.26377399
## 10 -0.32992544 -0.95482574
## 11 -0.09921276 -1.52318433
## 21 0.49068874 1.17837957
##
## attr(,"const")
## [1] 4.236078</pre>
<pre class = 'prettyprint lang-r'>##use the argument display="species" OR "sites" </pre>
</article></slide><slide class=''><hgroup><h2>Visualizing PCA</h2></hgroup><article id="visualizing-pca" class="smaller ">
<h3>Scaling - Two ways to project objects and descriptors in reduced space</h3>
<h3>Distance bi-plot (Scaling=1)</h3>
<ul>
<li>eigenvectors scaled to length, principle components scaled to variance</li>
<li>Distances among objects approximate Euclidean distances in multi-dimensional space</li>
<li>Length of descriptor describes its contribution to axes</li>
<li>Angles among descriptor vectors are meaningless</li>
</ul>
<h3>Correlation bi-plot (Scaling=2)</h3>
<ul>
<li>Scaled to the square root of the variance</li>
<li>Angles between descriptors reflect their correlations</li>
<li>Descriptor lengths approximate their standard deviations</li>
<li>Distance among objects do NOT approximate their Euclidean distances</li>
</ul>
</article></slide><slide class=''><hgroup><h2>Plotting</h2></hgroup><article id="plotting" class="smaller ">
<pre class = 'prettyprint lang-r'>cleanplot.pca(pca)</pre>
<img 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' title=''/>
</article></slide><slide class=''><hgroup><h2>Diagnostic Plots</h2></hgroup><article id="diagnostic-plots" class="smaller ">
<h3>How to determine what PC-axes are meaningful??</h3>
<ol>
<li>Arbitrarily choose variance cut-off</li>
<li>Broken Stick Model</li>
<li>K-G Criteria</li>
</ol>
<pre class = 'prettyprint lang-r'>screeplot(pca, bstick=TRUE)
ev <- pca$CA$eig
abline(h=mean(ev))</pre>
<img 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XbVrFlT+++/v1q0aOEvwHv//ffzbMMTBBBAAAEEEEAAAQSKQyDlRuGYNGmSFi9enN32Z555Rjb022GHHaa+ffv6USBeeukl9e7dW+PGjVPbtm2zt+UBAggggAACCCCAAAJFFUi5AHrLBj/55JN+zOQPP/wwe9WAAQPUrl073X///Ro+fHj28oI8mDlzpj7//POkm1og369fP+2xxx5Jt2UDBBBAAAEEEEAAgfQRSPkA2ibuuOSSS7Y6I+eff76fFW+rFUkW/Prrr/rPf/6TZCtp1KhRPmWEADopFRsggAACCCCAAAJpJZCSAfSff/6pDRs2qEKFCjr++OM1b968rU6KXVBYu3btrZYnW9C9e3fZLVnp3Lmzdtttt2SbsR4BBBBAAAEEEEAgzQRS7iLCUCikjz/+WDvttJMOOOAAP/LGP//5T33zzTf+1FgP8sUXX6znn39ep5xySpqdLpqDAAIIIIAAAgggUNYCKRdAP/HEEz5Yfuyxx2S9wOvWrVNWVpZmzJjhLd99913ZOkvhOO+888ral+MjgAACCCCAAALlVsB+xbd0WErhBFIugK5YsaIfWePss8/WAw88oDFjxvgTb6NuWDn22GM1d+5cPfTQQwqHU655hTt7bI0AAggggAACxS4wdepU2S/euW8777yzunTp4jvpiuOAF1xwgdq3b18cuyr0PtavX++vH6tRo4YaNmwou7e01LvvvjvPvmKxmB599FGtXbvWL//ggw+8iQ24UJBSlm0sSP2Ksk1K5kAnarD1QlupX79+otUsQwABBBBAAIEUEgjcL8yaOUuqVFFq1EihSKTUa28poRY0B0Gg33//3Y/SZcs2btyo/v37l3p9iuuANuyvjV7297//XYcccogfAvi9997TVVdd5dtp82tYefXVV/W3v/1NZ555pn9uMZY9tjTaTC9pE0Bn+omk/QgggAACCKSLQOzhRxUbMlSqWUNavUZuAghFpn6nUJMmpdrErl27+jkm4ge1YXKXLFmiZ599NmUD6D/++EPvvPOOBg8enGdiOhuUwX7Bf/rppzV06FD/K771QOcurVq18m3PvSxTH5PjkKlnnnYjgAACCCBQDgViI99TrP/linw6WlnTJitr7gyF77pd0aYtFXy9acCAsqy2jfCVO0X0pptu0g033KBBgwapTp06uvrqq331Fi5cKEs3bdCggXbZZRc/alj8eq1E9bfRw2xwBJtxOV4mT56sHj16+NmWbdhcmzjORiGLl1tuuUXXXXedXnzxRe23336yNJOePXtq9uzZ8U22urfe9Gg0qlWrVm21zlJjH3nkEVmKx9tvv+2DbNvIvkjY4AxffvmlH8I39+hn48eP16mnnurbbr3ZDz/8sLYMvOMHStTG+LpUu6cHOtXOGPVFAAEEEEAgTQWC1asVO/ZERaZNUmjPFtmtDF+6ab6H2HU3KvKft7OXl/QDCyQt/9eCTrvQ7n//+58s1cEmaosXC1YtN9hSSY866igfLFuQazMkr3btue2221SlShXdddddPuf5hx9+2Crd9Mcff/SvtWF0L7vsMr9ry8Pu2LGjrNf33nvv9UGtBcuzZs2SzbhsZc6cOb4+dn3Yueeeq2rVqmnIkCE6+eSTZYFtomLbHHfccT5Qt0C4T58+vq6WlmFBenx+i7333ltHHnmkz/m2+TYsX9u2tyDYBnCwYnXp1auXn9Bu2LBhfpCHK664QtWrV9fpp5+e5/CJ2phngxR7QgCdYieM6iKAAAIIIJBKAoHLF44NGFigKgcLF8lFoIo9+MhW2/uc6NEfK9p/wFbrEi0INWuq8OV/T7SqwMvOOecc2S13scBwy1G+FixYoGnTpqlFi01B/4MPPuifWxAcD0gtoLYeagtwH3/88exdWtrEEUcc4YPll19+2QfittJSLCzw/uyzz1SpUiW/fa1atXzAa7nKNuOylUWLFsmC02bNmvnnFuxbELts2TJ/caBfuMU/FoDHh/y13msL/i3X2y76O+200/zWzZs3V7du3XwA/de//lU77rjjVvNuWEBvPfJvvfWW75W3wNzqY7NE5w6g82vjFtVKqacE0Cl1uqgsAggggAACKSZgo1m03LNgla66o4Jxnyfe3uXuBhUrJF6XaO/16iVaWqhl1qtraRVWrAfagmRLZbDROZ577rnsfdWtWzc7eLaF1vvboUOH7ODZltWsWdPva9y4cfbUlxUrVvgUDctLtgv2bIK4ePnkk0904IEH+h7f+DLr2bX0kS+++CI7gLZRNOLBs21nga8V26eNrpGoWEBuuc533nmnn1n5v//9r5+F2YJeq5+NZGZtTFa+/fZbnXDCCXlSWiyFI3fZVhtzb5dqjwmgU+2MUV8EEEAAAQRSSMBGzwhdcnGBahy4lInosy9IrfZW+OCD8rwmevxJCh3VQ+EC7ivPi7fzifUa24gVuYsF1DYyxZVXXqk2bdr4VRbE5i6W2mC5z1uWgw46KE/vs+VE77vvvrIg0wLa+Mgea9as8RcrWh6y3bYsuXOcLb86d4n3Vluec7JivccWNNvNUlVsVA7LgbYvDsmG2LM8559++kn25WFbJb82bus1qbCOiwhT4SxRRwQQQAABBDJAIORyecNPPa7YIUcq9vRwBS4IDNzFbtErrlLw9rsKP/1EmSscfvjhvg6ffvppdl0iWwyxZ0Ht0qVLs9fHH1ivcLyH2JZZ4G0pGpYSYhcI2mzKVnbYYQd/syDdAtUtb9ZzvL3F8qktFSSexxzfT+XKlf040NbzPHbs2PjifO+tJ9zyqbechMXyvi2lJV7ya2N8fareE0Cn6pmj3ggggAACCKShQLjXUYpM/Fyxx4cpWmVnRes1kn78SZG5PytUDsYfjqdgxPOdE50Cu/BvwoQJPg85vt6C4I8++kitW7eOL/I50RaE3nHHHT7POd4DbUGsXcRnaR1W7LndrMfXesU///zz7H0U9oHlOltw/8wzz2z10ilTpvgLJtu2bevX2TGtWN0TFaujfQHIXSxAt/zs+OQrlvedqI25X5OKjwmgU/GsUWcEEEAAAQTSWCDUbj9lffmZIquXKbJ8kcIj/63QFmkSpdH80aNH+wvi7KI4S22wcaBtRAoLgi0dI79y6aWX+lVnnHGGHyljsRvH2tIjfvnlF/Xr12+rl1l+tPUq28V4b775pl9vF+jZxXd2EaON3PHNN9/41Arbl+VXb2+xFBQbXcMuIjz//PP1yiuvyNppw+cdffTRPvi1INtKfMKUF154QYlmH7Sh+2wEEhuVxNJQ3n33Xe80cOBAWY927pKojbnXp9pjAuhUO2PUFwEEEEAAgQwRCLnRIXwO9eae0NJu9lNPPeVHprDRKSydwiYgsZzokSNHZo+MkahO1uv6/vvv+2HeGjdurF133VUff/yxD447deqU6CV+zGgbb9mC75UrV/qL85544gl/TOvRtgsK7aLA4cOHZ4/UkXBHSRZa6oXV374MjBo1Sn/5y198r7aNKW3D8I0ZMyZ7/1Yf6422nO/c41PHD2GjbtgXixtvvNGPQX3MMcf4Ie0uuuii+CZ57m1c7NxtzLMyxZ6E3HAnQYrVuVxUt3Pnzrrvvvv8G6U4K2Q5UPYN1cZwTLVi42PawPHx8SlTrf7UFwEEEEAAgeIWsJkLLdTa8mK/whzH4gJ7veVGF3exHGZL6WjiZnmMp2xseQzbpmrVqtmB9ZbrrX12YaMF+DaZSyaUrExoJG1EAAEEEEAAAQTKQsBGuihq2X333Yu6i3xfbwFvsqA32XoLvC0Az6RCCkcmnW3aigACCCCAAAIIIFBkAQLoIhOyAwQQQAABBBBAAIFMEiCAzqSzTVsRQAABBBBAAAEEiixAAF1kQnaAAAIIIIAAAgggkEkCBNCZdLZpKwIIIIAAAggggECRBQigi0zIDhBAAAEEEEAAAQQySYAAOpPONm1FAAEEEEAAAQQQKLIAAXSRCdkBAggggAACCCCAQCYJEEBn0tmmrQgggAACCCCAAAJFFiCALjIhO0AAAQQQQAABBBDIJAEC6Ew627QVAQQQQAABBBBAoMgCBNBFJmQHCCCAAAIIIIAAApkkQACdSWebtiKAAAIIIIAAAggUWYAAusiE7AABBBBAAAEEEEAgkwQIoDPpbNNWBBBAAAEEEEAAgSILEEAXmZAdIIAAAggggAACCGSSAAF0Jp1t2ooAAggggAACCCBQZAEC6CITsgMEEEAAAQQQQACBTBIggM6ks01bEUAAAQQQQAABBIosQABdZEJ2gAACCCCAAAIIIJBJAgTQmXS2aSsCCCCAAAIIIIBAkQUIoItMyA4QQAABBBBAAAEEMkmAADqTzjZtRQABBBBAAAEEECiyAAF0kQnZAQIIIIAAAggggEAmCRBAZ9LZpq0IIIAAAggggAACRRYggC4yITtAAAEEEEAAAQQQyCQBAuhMOtu0FQEEEEAAAQQQQKDIAmkVQK9evVpz584tMgo7QAABBBBAAAEEEEAgP4G0CqDffPNN7bfffvm1leUIIIAAAggggAACCBRZIKvIeyjlHdx9992aPXt2wqP++OOPsl7o/v37+/Xt2rXTueeem3BbFiKAAAIIIIAAAgggsD0CKRdAT5w4US+//LJq1KihBg0a5Gnz8uXLtWHDBo0ZM8Yvr1SpUp71BXli+5g3b17STdesWaO1a9cm3Y4NEEAAAQQQQAABBNJLIOUC6BdffFGtW7fWbbfdpjPPPFNXXnmlwuFNmSjPP/+8Lr/8ck2ePHm7z9LHH3+swYMHJ339zJkz9euvvybdjg0QQAABBBBAAAEE0ksg5QJoC5avueYa9ejRQ6eddppGjhyp5557To0aNSqWM9O7d2/ZLVnp3Lmzmjdvnmwz1iOAAAIIIIAAAgikmUDKXkTYvn17ff3112rVqpXvkX722WfT7NTQHAQQQAABBBBAAIHyKJByPdC5EatUqaJHHnlERx99tL9YcIcddsi9mscIIIAAAggggAACCBS7QMr2QOeWsADa8p4traJt27a5V/EYAQQQQAABBBBAAIFiFUjpHujcEnXq1NFLL72UexGPEUAAAQQQQAABBBAodoG06IEudhV2iAACCCCAAAIIIIBAPgIE0PnAsBgBBBBAAAEEEEAAgUQCBNCJVFiGAAIIIIAAAggggEA+AgTQ+cCwGAEEEEAAAQQQQACBRAIE0IlUWIYAAggggAACCCCAQD4CBND5wLAYAQQQQAABBBBAAIFEAgTQiVRYhgACCCCAAAIIIIBAPgIE0PnAsBgBBBBAAAEEEEAAgUQCBNCJVFiGAAIIIIAAAggggEA+AgTQ+cCwGAEEEEAAAQQQQACBRAIE0IlUWIYAAggggAACCCCAQD4CBND5wLAYAQQQQAABBBBAAIFEAgTQiVRYhgACCCCAAAIIIIBAPgIE0PnAsBgBBBBAAAEEEEAAgUQCBNCJVFiGAAIIIIAAAggggEA+AgTQ+cCwGAEEEEAAAQQQQACBRAIE0IlUWIYAAggggAACCCCAQD4CBND5wLAYAQQQQAABBBBAAIFEAgTQiVRYhgACCCCAAAIIIIBAPgIE0PnAsBgBBBBAAAEEEEAAgUQCBNCJVFiGAAIIIIAAAggggEA+AgTQ+cCwGAEEEEAAAQQQQACBRAIE0IlUWIYAAggggAACCCCAQD4CBND5wLAYAQQQQAABBBBAAIFEAgTQiVRYhgACCCCAAAIIIIBAPgIE0PnAsBgBBBBAAAEEEEAAgUQCBNCJVFiGAAIIIIAAAggggEA+Aln5LGdxmgk0eu+/stsOi5doba2amndwN/18yklp1kqagwACCCCAAAIIlLwAAXTJG5f5ERp+9LH2eeJpjbv9Zq1s0khVfluo7gMGqdrsX/T1oMvLvH5UAAEEEEAAAQQQSCUBUjhS6WxtR113nvaT2jz4qEa9NFzLWu6paOXK+qNxI7074mVVmzlL9T4dtx175SUIIIAAAggggEDmChBAp/m53+W7Sfq5T29Fd9jBt7TKgt+kWEwKhTTz+GNUe9LkNBegeQgggAACCCCAQPEKEEAXr2e521t43XpFK1XKrle1WbPV/v/uUXjdOh9UR9auzV7HAwQQQAABBBBAAIHkAgTQyY1SeovlLZprl6+/zW7Db50O0MYqVdT52pvU7PURWr5ni+x1PEAAAQQQQAABBBBILsBFhMmNUnqLRfu3U7MRb+uoPqdp1CvPS5Gwvhtwibr3v0I7/TpPv++9V6m3b8KECfrwww9L/bjFccCmTZvqlFNOKY5dsQ8EEEAAAQQQSFEBAugUPXEFrXaQlaXPbxuig1zA3KtPXy1tuZd2/O03ram7qyZf1E+dbhyqiVdfoaX77F3QXRZ5uw4dOujII49U1apVi7yv0t7BNddco8aNG+uAAw4o7UNzPAQQQAABBBAoJwIE0OXkRJRkNYJIRB8/cr8qL/ldOyxarLW1a+nP2rV9b/SqBvXV7s579cN5Z2n+Qd1KshrZ+95pp510xhlnpGQAPW3aNEWj0ey28AABBBBAAAEEMk+AHOhMOedu1I21u9TWslYt9eeudXzwbE1fum8rfTH0Ju31/Etq/uobmaJBOxFAAAEEEEAAge0WIIDebrr0eeGq3Rrqs7tvU90vx6u1GzM6RA9r+pxcWoIAAggggAACxS5AAF3spKm5w/U776zPXU90xeUr1OHm25W1Zk1qNoRaI4AAAggggAACJSyQVgG05abOmzevhMnSd/c2S+GE6wZpdf166vKPG3zOdPq2lpYhgAACCCCAAALbJ5CSAfRvbhSJBx98UEOGDJFd1GXlxhtvVN26ddWwYUPVr19fb7311vaJZPqrwmFNufA8zT3sYB141bVuuu/ZmS5C+xFAAAEEEEAAgTwCKTcKhwXPBx54oH755RdVrFhRDzzwgO644w7deeedOumkk2RDpL3wwgv+8RdffKH9998/T4N5UjCBWW6a7zXuYsOON96qby/vr8Xt2hbshWyFAAIIIIAAAgikuUCRe6CXLVtWqkT33HOPqlWrpjlz5vggumfPnrrgggs0aNAgHzhfdtllGj9+vA+k77rrrlKtW7odbKGbtXD84EFq88DD2v2/qTnxSbqdE9qDAAIIIIAAAmUvUKAA2maNO+GEE9StWzd16dLF3zp27Kh9993Xp02UZjO++uornX322T5No1atWrr22mv94U899dQ81TjrrLM0derUPMsK8uTZZ59VhQoVkt6sd3vKlCkF2WVKb2NTfY+741Y1dbMZ7vXci1IQpHR7qDwCCCCAAAIIIFBUgaQB9Ny5c3Xcccdp3LhxPqicNGmSD5qXL1+u77//XrfffntR61Co17dp00bfffdd9mtatWol62muXr169jJ78M0336hOHTfecSHLmWeeqT///DPpzb5A2LEzodishWPvuk01fvhR+93zgMIbNmRCs2kjAggggAACCCCQUCBpAP3ZZ58pFotpxowZGjFihNavX6/nnnvOX7x34YUXaubMmQl3XFILrafZcpzPOeccWXBvZeDAgWrQoIF//Ouvv+rSSy/V8OHD1bdvX7+sMP+E3IQjWW7662Q32y6TyoadqurLW653PdBSx+tvVoWVf2RS82krAggggAACCCCQLZA0gF6wYIGst7Vq1aq+l7devXr68ssvZQGkjXzx5JNPakMp9kjaBYSvvvqqLJVj+vTp2Q2JP3jxxRf18MMP+yDagmxK8QnEXGrLNwMv09K9W+rAQdepyoLfim/n7AkBBBBAAAEEEEgRgaQBdJMmTTRr1qzs5uy1114aO3asf16jRg1/b72+pVl69+4tSyXp2rXrVoc9/fTTNX/+fN19990+yN9qAxYUTcB9cfrxzL6aceLxbqzo67Xzjz8VbX+8GgEEEEAAAQQQSDGBpAF0586dZfnOduGejbhhzy2FwwJYGzpul112UePGjUu92ZFIxA9jt+WBLZXDxoOmlKzA3B6H6dsBl6jDrXeo7rgvSvZg7B0BBBBAAAEEEChHAkkDaAtGn3rqKY0aNUo2BvPFF1/sc6LtYj6byMTyoDMtH7gcnb8yrcqS/drqi5uvV6thw9Xk3++UaV04OAIIIIAAAgggUFoCBZpI5eSTT9bxxx8v6/W129dff60PPvhA7du3V9OmTUurrhynHAr80aSxxt45VAfcfLtO2LmaHt9rj3JYS6qEAAIIIIAAAggUn0DCANou0Bs9erTOP/98n77x2muvJTyijcxh5R//+EfC9SzMDIG1tWtp7B23qKm7sPDyz75QsHq1QjvumBmNp5UIIIAAAgggkHEC+QbQNj22TZ4ye/ZsP1X2tmQIoLelkxnrojvsoGG9j9bRI/+raLdDFXnvLYXIRc+Mk08rEUAAAQQQyDCBhAF0//79ZTcre+65p794MMNcaO52CMTCYQ3r2E6H7NtW0QO6KjLqHYXckHcUBBBAAAEEEEAgnQSSXkRos/LZWNCJiq0bM2ZMolUsy2CB8LVXK3zHUEW7H6bY6P9lsARNRwABBBBAAIF0FEgaQFsu9LHHHpuw7RMmTNDBBx+spUuXJlzPwswVCP/1VEVGvKrYX85Q7LkXMheCliOAAAIIIIBA2gkkTOFYu3atzjzzTK1atUqLFy/Wzz//rF69euVpfBAEfjrvatWqKT6hSp4NeJLxAqFuLo3j09GKHnWsgpmzFLnJTQVOQQABBBBAAAEEUlwgYQ905cqVddRRR/mJSrKysvw4zxUrVvTP4/e2jc0E+MYbbzAOdIq/CUqy+qE9Wyjy5acK3hul6FnnKSjFad9Lsl3sGwEEEEAAAQQyVyBhD7RxnHvuuf720Ucf+RkHX3nlFVWqVClzpWj5dguE6tRRZMyHiv3VpXMceYyquV8vKAgggAACCCCAQKoKJOyBzt0Ym33w/fff96kcuZfzGIHCCITcMHfhN1+VWu+j99dsUJUlvxfm5WyLAAIIIIAAAgiUG4GkAXTt2rV9ZVesWFFuKk1FUlMg5Ia5i9x/j56qENHhN96q6j/PTM2GUGsEEEAAAQQQyGiBfFM44ipt27ZV37591b17dz+xSrNmzbZK5bjiiivim3OPQFKBJytGdMy5Z6rjkNv03d8v1qIO7ZO+hg0QQAABBBBAAIHyIpA0gP7mm2/073//29f3pZdeSlhvAuiELCzchsD89vvpq/r1tP/QO/XzKSdpTq8jt7E1qxBAAAEEEEAAgfIjkDSAttE4Vq9eXX5qTE3SRmDFHs017o5bdYDria6ycJGmnn263JAuadM+GoIAAggggAAC6SmQNAc6d7MtkJ40aZIfH3rdunW5V/EYge0S+HPXOhp3p8uHnj5D7e68T+H167drP7wIAQQQQAABBBAoLYECBdC//vqr+vTpo6pVq6pNmzb64YcfdPXVV2vgwIFas2ZNadWV46SpwAb3vvpyyGDFsiLqdN0QVVi5Mk1bSrMQQAABBBBAIB0EkgbQ612P4HHHHaeffvpJ9913n6pUqeLb3a1bNw0bNkwDBgxIBwfaUMYCQYUsfXvlZVrStrW6DrxWVeYvKOMacXgEEEAAAQQQQCCxQNIc6A8//FDz5s3zAXT16tV14403+j2ddNJJsmm8zzrrLNm03iFyVxMLs7RQAj+ddqrW1K2jLv+4XhOvGahlLfcq1OvZGAEEEEAAAQQQKGmBpD3Q06dPV6tWrWTB85alQ4cOWrBggWbPnr3lKp4jsN0Cvx52iOuN/rv2v+0u1ft03HbvhxcigAACCCCAAAIlIZA0gG7SpInGjh2bcCbCl19+WVlZWWrQoEFJ1I19ZrDAkjat9fmtN6rlsy+o2RtvZbAETUcAAQQQQACB8iaQNIA+9NBD1bBhQ/Xq1Us2DnQsFpP1Sl9//fX+ZpOsVKxYsby1i/qkgcCqRrtrrBuho/6nY7XPo09K0VgatIomIIAAAggggECqCyQNoG3kjREjRigajfoZCVetWqXTTz9dt956q7p27aoHHngg1Q2ofzkWWFezpsbdfrOqLFqsDrf+nyJ/ri3HtaVqCCCAAAIIIJAJAkkvIjSE1q1ba8KECZo4caLvfbYeZ8uLbtmyZSYY0cYyFojuUFlfDf6H9n18mLpcc4O+uuEfssCaggACCCCAAAIIlIVAgQJoq1g4HJZdNGg3CgKlLhAJa/LfLvD50AdedZ3GX3+N/mi8e6lXgwMigAACCCCAAAIFCqDHjRun+++/Xzahio0LvWWx3mkKAqUhMOOk47XGzV7Y6foh+mbzuNGlcVyOgQACCCCAAAIIxAWSBtBz587VUUcd5Yex69y5sx/7Of5i7hEoC4EFXTtrba2aav9/d2vaGX316+GHlEU1OCYCCCCAAAIIZKhA0gD6o48+8ukbkyZNUo0aNTKUiWaXN4FlLff0Fxd2HHKbqvy2UNP/erKavP2eak+arMi6dVrWorlmnHSCNuxUtbxVnfoggAACCCCAQIoLJB2Fw2YZtGHsCJ5T/EynYfXX1K+nz+4aqtrfTdYRp5/nh7ub3etI/fjXU7TjgoXqccZ5qrzk9zRsOU1CAAEEEEAAgbIUSBpAH3LIIZo5c6amTJlSlvXk2AgkFNjgppNf7nqbrdd5Y+XKburvPbV031Z+GvDpfU7QATffrtDGjQlfy0IEEEAAAQQQQGB7BJKmcFR2QYlNlnLQQQfp1FNP9b3RkUgkz7EGDRqU5zlPEChNgV3HT9Qn/7xbu38wWl0GDdbntw3R+p2r66fT/6IGbhIWS/FY3ZDZMkvznHAsBBBAAAEE0lkgaQD93Xff6bXXXvMGL7zwQkILAuiELCwsJYGKK/9wFxXW0tRzztDqurvqoP6Xa1GH9pp17NH+YkNbv7qU6sJhEEAAAQQQQCD9BZIG0EceeaRWrFiR/hK0MGUFVjWorxrTpmnJfm31S88eWtjpADUcPUYdbrldlZct147z5mvZni0kN5Y0BQEEEEAAAQQQKKpAvhFFLBZTQW9FrQSvR6AoAjN7H6uOQ1ywvHiJ3826GjtrxgnH+uB5+R7NtNtH/9OhF/ZX0xHvKGsVfdFFsea1CCCAAAIIICAl7IG+5557NHDgwAL72EgdFATKSmBBty76zk3wc9j5l+jXg7oq6vL2bWSOBZ076utBl0uhkKr/PFON33lXh15wieZ37+rSO3ppteu5piCAAAIIIIAAAoUVSBhA24QpN9xwQ2H3xfYIlJnAr4cdrN/32Vu1vp/iRuRYr7lHHKoVzZtl12dF86b67vJLVXH5cjV67311vvZGrWjaRLOO66Ulbdv4IDt7Yx4ggAACCCCAAALbEEgYQHfp0kV2oyCQSgJ/uim+f3W3bZX1O++s6X1P0YyTT1D9T8aq5bP/UvjJ4Zp9TE/9euhBvvd6W69nHQIIIIAAAgggkDCAhgWBdBeIVagg67W2W80pP7j0jv+oxb9e0Vw3Lfjso3tq7S61052A9iGAAAIIIIDAdgoQQG8nHC9LH4GlrfaW3XZYtFiN3x2l7gMGaYmbjMXypJe1apk+DaUlCCCAAAIIIFAsAgTQxcLITtJB4M86u/ixpH/668l+GLzWDz+uaKWKfjzp+d0OVFCB/y7pcJ5pAwIIIIAAAkUVSOmIwEb/CLkRFhKVP//80y/eYYcdEq1mGQL5CtgoHnN6Hak5bkzpXb75Tk3eeU8thz+vOUf1UE2mBc/XjRUIIIAAAghkikC+40CXZ4DnnntOTZo0kU0zbiOGjB07dqvq2vTjZ5111lbLWYBAgQXcl7PF7drqqxuv1ee336xKK1fqrem/qMmQoQomfl3g3bAhAggggAACCKSXQMoF0B988IEPjBs1aqSrrrpKixcvVvfu3fXQQw+l15mhNeVKwMaM/v6ifurVopH+bN5c0RNP1cauhyj22hsKotFyVVcqgwACCCCAAAIlK5ByKRyPP/64bHrxUaNGeZlbbrlFN954oy699FLttNNORe51fuedd3TzzTcnVZ86dapmzJihTp06Jd2WDdJH4I9IRL+ddqoaP3CPgn+/rdgD7ovb5VcpfOnfFLrgPIVq1EifxtISBBBAAAEEEEgokHIB9Jw5c/IEyZYDbQFv1PUCnn/++WrQoIEOP/zwhI0tyEIb//rRRx9Nuuk555yj+vWZyS4pVJpuEHKBdOikExR2t+Db7xS7/0HFmuyp0F9OUfiy/gq13CtNW06zEEAAAQQQQCDlAmgLWkePHq3+/fvnOXtDhw7V3Llz1adPH33yySd51hXmSa1atWS3ZKVq1ariAsVkSpmxPuRmMowMH6Zg0SIFjz6h6CE9FGq9r0IDLlWo55H5XuiaGTq0EgEEEEAAgfQTSLkcaLs40NIsrLf5m2++yXNGnn76aR188ME66KCDNHny5DzreIJASQuE6tRR+MbBivzys0Jn9FXs+psUbbGPYg89omDVqpI+PPtHAAEEEEAAgVISSLkA+tRTT9UNN9yg559/3t9yO2VlZemVV15R7969fX5y7nU8RqC0BEIVKyp8xmnKmviF65l+UsGYTxXd3V14eMVVCmbNKq1qcBwEEEAAAQQQKCGBlAugzeH666/X8uXLNWjQoK1YKlWqpGeeeUZffPGFTj/99K3WswCB0hQIHdhFkddeUuS78ZKbPjy6fxdFe/dR7OMxpVkNjoUAAggggAACxSiQkgG0td/GgK5bt26+FB07dtRxxx2X73pWIFCaAqHddlPkjtsU+XWmz4uOXXypNrbZX7GnhytYt640q8KxEEAAAQQQQKCIAikbQBex3bwcgTIRCLmZMcMXnq+sqZMUvut2BW+MULRhU0UH36hgwYIyqRMHRQABBBBAAIHCCRBAF86LrREoNoFwjyMUefctRca5dI4VKxXdu62ip52lYPyEfI8RrF6tYOo0BfPnM4FLvkqsQAABBBBAoGQFCKBL1pe9I5BUILRHc0UevE+R2T8p1L6doif31cbO3RV7+VUFGzdmvz5qo3rs1kzRU/oq2np/Res3VuCuBaAggAACCCCAQOkKpNw40KXLw9EQKD2BUPXqCl1xmR8/Onh7pAI3y2HsyqsV7n+xAjdxS3Dr/ymyYLZCLvc/CALFzr1A0Rp1FZnrhs1r2LD0KsqREEAAAQQQyHABeqAz/A1A88ufQCgcVrj3cYr8731F/uOmC//6WwVXXyed5UaVWfK7r7DNwBl55kmF/v43xW67s/w1ghohgAACCCCQxgL0QKfxyaVpqS9gMxqGT+qtYP16hZq79I0eRyvUprVCp/ZRqNdRCp99pqJn90v9htICBBBAAAEEUkiAHugUOllUNUMF3PjRirhe6cHXKDJnup/lMHhvlJ/lMNr3LN8rHXz5lYJYLEOBaDYCCCCAAAKlK0AAXbreHA2BQguEDuys4KP/KZg7VyEXTIf7/kWRV/+lyJL5bvSOFVLDBor2u0jRXXdT9IxzFHvpFQXLlhX6OLwAAQQQQAABBAomQApHwZzYCoFCCbz//vtauXJloV6zrY2b9DlBbXbfQ2Ov/4cW79tKFVatVvuHHlPdBb/p7XtuV8wF1ju4/OhdXb70rvc+oF3cBYYrGu2uhe3aauF+bbWiSaNt7T7PugMPPFD16tXLs4wnCCCAAAIIIJAjQACdY8EjBIpFYNSoUerZs6e6detWLPuL7+TAlnvovHvu1/5r12lDKKzxNarrvM7t9eejj8Y32XS/Q5ay2u+rtiv+UMcxn6jjiLdVJRrTFzWr68uaO2vCztX1Z1Yk72s2P5vrerk3uqHz7J6CAAIIIIAAAokFCKATu7AUge0WWO7GZj744IM1YMCA7d5Hfi+c4oav+8HlOgduFA6529/sPkn5zq2v4nqqG038Rh3crcY332t58+ZatP9+Wtx+P63aLWcIvJkzZ2rYsGFJ9shqBBBAAAEEMluAADqzzz+tTzUBFzDbmNCFLWvq1dXsY3r6W3jdOtWe9L3qTPhaTYbcpsANm7fIBdIWTM+pumNhd832CCCAAAIIZJwAAXTGnXIanOkCsUqVtKhDe38zi6q/zFUd1zPd9N/vqM1PP6t1hYhiDz6s0DG9FGrSJNO5aD8CCCCAAAJbCRBAb0XCAgQyS2DV7rvJbjNPOE5zf/hB0x95TN2+naTY0Dskly9t4037W/duClWsmFk4tBYBBBBAAIEEAgxjlwCFRQhkqsCGypX1YbWqijz1uJs2fI4i/3pOoZo1FbvhZkVr11e0dx/FnhimYN68TCWi3QgggAACCIgAmjcBAggkFLDpwkPt9vMTuGSNG6PI7J8UOqWPgk8+U7T1/trYZn9Frxms4NPPFESjCffBQgQQQAABBNJRgAA6Hc8qbUKgBASsJ9pP4vLCcEUWz1PksYekrCxFBwzc1Dt96mmKPfu8gsWLS+Do7BIBBBBAAIHyI0AAXX7OBTVBIGUEQm7kjlDnTorccpOyJn6hyNTvFDqqh4KR7ynafG9t7NBF0ZtuUfDVeAVu6D0KAggggAAC6SRAAJ1OZ5O2IFBGAqG6dRU+5yxFXntJkd8XKHL3/0lr1ijqZkSM1mmo6JnnKvbyqwrcGNnbKrFnnlX0uBO18cCDFT3vQgU/TN3W5qxDAAEEEECgTAQIoMuEnYMikL4CIZfWETqouyJ33q6s779RZOLnCnXppOBfLyu6WzNt7HqIYrfdoeC7SXkQYkP/T7Err1bo7DM3BeB1d1W01X4Kxk/Isx1PEEAAAQQQKGsBhrEr6zPA8RFIc4HQ7rsrdNEFkrsFbhKXwE0vHrw3SrE+f/W91DZEntzY1MHDjymyYZUsALcScSkise5dFe153KYUkV12SXMpmocAAgggkCoC9ECnypmingikgUDIBcrhHkcocv89ypo+RZGPP1Bon1YKXn1dqlxJsSOPUeye+xX8NN3nToeP7KFQtwMV/G9MGrSeJiCAAAIIpIsAAXS6nEnagUAKCoT2aK7wZf0lu3/vLYUGXKrg5xmKHnWsojXr+vvg13l+6Lxg2bIUbCFVRgABBBBIRwFSONLxrNImBFJMILTXntKX4xX+x1XSsUf72geLFin44isFfznDjzMd3b25VK+uQp06KtSxg79Xm9bZKR8p1mSqiwACCCCQwgIE0Cl88qg6AukiEL70b4ru11Hadx+Fj+7pmxWqU0fRwTdKf/6pyPhxkpvYRW5UjuCLLxW4YDv22JPSjJmSm+wl1OkAF1S7W2cXXDdsmC4stAMBBBBAoJwKEECX0xNDtRDIJIFQ2zaKfPOlD6KDXkdKjRsrGPe5tOOOivy5XKFIZBOHy5e2nGn1O9c/D1at8mNNy3qqX/iXYpdc5id3yQ6oXWCtDvsrVKVKJnHSVgQQQACBEhYggC5hYHaPAAIFE/BB9KK5my4Y/P13hfqc4C4g7LrNFI1Q1aoKHXqIZLfNJZg9e1Pqx5dfKfaPwZINl9dij7ypHy5lxKYqpyCAAAIIILA9AgTQ26PGaxBAoEQEQm6outApfYq075Drvbab/nKK30+wfr307XebguoPRyt2q5vkZckSn/KhzbnUvse6Vq0iHZcXI4AAAghkjgABdOaca1qKQEYKhCpWlA5wFx26m3SJNwhcAO0vUHS91MH9Dyrm7uVyrjelfmy+QNGllYQqVMhIMxqNAAIIILBtAQLobfuwFgEE0lAgVLu2Qsf0kuzmShAE0tRpORcoDntGmv6zZEF07gsU3aQwFAQQQAABBAigeQ8ggEDGC/h86L1bKuRuOvds7xGsXr1pGnG7QPHlVxW77Eq/PB5QywJru0DR5WEXpgSffqZgrLtAsnJll799sEKt9y3My9kWAQQQQKAcCBBAl4OTQBUQQKD8CYTcCCChgw+S7La5BL/8kpP6Mfgmn1utZk3zXqDYci+FwlvPUWW93LGTTlXw40/y05evW6/Y5VcpdMO1igy5IX4I7hFAAAEEUkCAADoFThJVRACB8iEQcikcdtPmCx2DDRv8KB9+bOqPP1Hs/+6W3AQw1jOdfYGijU3tUkZivfsoePtdRaJrsgPs4NabFK1eR7HatRS+dFN+dvloKbVAAAEEENiWAAH0tnRYhwACCGxDwF9kuH97hdxNbkZyK4Ebgs8megnsAsWHHlXs9LOlnXeWfpmr0B1DpfETFNjkL+4CxVC1aopM/FzRk/sqdMnF2YG13xH/IIAAAgiUWwEC6HJ7aqgYAgikokDIDYfnUzR6HeWrb6kbwYi3fLqGZs1W9KVXNl2g2GpvhdzMi3L3FlwHv/2mUP36qdhk6owAAghknAABdMadchqMAAKlKeAvUOzSSVqzRuGHH/C9zIF77Memnvy9Yp+7IfTcpC6x1vsr5u59UG0zLu67edZFe7zTTqVZZY6FAAIIIJBEgAA6CRCrEUAAgSIL2AQxrrc5dua5irwwfNPU4l06K+RusYsuVejvf1PkgXt9L3Tggmp9/4OCz79U7MmnpSk/SPb6fVxPtduHTWXug2ybTdHGuKYggAACCJS6AAF0qZNzQAQQyDSBUCSi8BsvK1qznja68abDN7opxteuVfDEU9JeLRS+/x5PEqpbV3bTEYdnE/kxqmfOVOCCarngOnjnXcVuu0OaMVN+BBALqN1tU3DtguymblSQBKOAZO+QBwgggAACRRYggC4yITtAIDMFfGCXgk33KRVlUO9QjRqKrFnmZz4Mnhgm7bCDQicer/AF/VwGRyjfGvl1zZop5G46/tjs7fwIIDb5y/dT/E1PPaOYBdluFBDZmNabe6vleq7943r1sl/LAwQQQACBogkQQBfNj1cjkJECf/3rX/Xyyy+nbNsnTJig9u3dyBmlXEIWNF8zqFiO6kcAcZOwbDkRS7BqlUsBcUG19Va7e737H8UsLSQazZUCkiu/unr1YqkPO0EAAQQySYAAOpPONm1FoJgEZs2apaFDh6pVK5c6kGLlscce08SJE8skgC4NKj8zYic39rS75S6B65nOzq8eP1GxZ57blF/tesa3yq+2yWAqVcr98gI/DlzOduy5F6R586WGDRQ+8/RNMzwWeA9siAACCJR/AQLo8n+OqCECCCBQZIFQnToKHXaoZLfNxafhzJ6dk1/9n/8qdqfLx57+s9Sk8aYLFrPzq92XpeYulWQb+dXB2HGKdj/M97KHju6p4KvxirbaT5EvPlGo4wHxw3KPAAIIpLxAyH2ABqnUiv33318//ODy/ApQTjzxRL3wgusJKUQZN26cnnnmmaSvePPNN7XffvupSZMmSbctzAbjx4/XKvcTbFN3IVCqlfnz5+vPP//UoYfm/IFO1IZnn31WBx54oCq4iSRSrdj56datm3bdddd8qz5jxgxNmzZN++zjxvhNsbJy5Ur9+OOP6tOnzzZr/tZbb6lRo0aq4XovU61MnTpVjRs31l577ZVqVS+1+gaxmLR8hbTM5Wy7m5a6m93b8Hs2KUxN12tt597duzeBbNrzYPlyBa+/qdAxR7sLIXP+f9j41sGoDxQ64TiFSBcptXPIgRBIZYF27drp4osvLtdNSLke6Pvuu08nnXSS1q9fr8GDByu8jd6QFi1aFBq/tptyt2PHvD99JtrJBx984H++3nfffROt3u5l8+bN09KlS7XHHnts9z7K6oUx90fXArBkfs8//7yauQuiKm3nT8Rl1T477pQpU/x5t/rnV+yiLzuPqXgOlyxZol9++SXpOfzoo4/UsGFD1U/BiT/si5598U32Ps3v/Gby8mDdOsn5Bb+69Iz586TZbgKYsV9KG92U5i6/W/Ub+iA5VKOmtJt7bMtcia1z69dvVLgAn62Z7EvbEUBgk0Bxd06WhGvKBdDW+/fZZ5+pbdu27pqYqAYOHFisLhZ0FyTwfuqpp2QXUnXq5CZIKMYy0w1XZQFMjx49inGvpbMr61FeuHCh+vXrt80DXnHFFTrkkENUtWrVbW5XHleOGTNGxx13nDp37pxv9axd06dPT8lzaO+/77//Puk5HDZsmDp06JCSOdDWxq5duyZtY74nmBVbCdj05dGz3Wgi9n+6yk4KPvvCX8go1zOtPZpvuoBx5WqFa7hZGu25pYJUqbLVfliAAAIIpIpAygXQBmsB7i233KKbbrrJ/xGs5abOpSCAAAIIlI2ATV8ePqCDgoWLFHno/uxKBO6XmMDlU8euduNeV6qo4IV/Keae+zGsbcpzC6bdLc99MzeOdeXK2fvgAQIIIFAeBVIygDbIAQMGyHJkrBeaggACCCBQtgKhM/oq5i4YjHXvqvApm3LoQw0aKBjzqeQuJozM+Umh3Xf3lfSX3sx16R8WTLubv//0s03B9azZchcZ5A2q40F20ybMvli2p5mjI4DAZoGUDaAjbmYvSwOgIIAAAgiUvUDIXZgZmfiFoi3bKHhjhB9Gz4a0C94ea5iCOgAAJw5JREFUqciPk7ODZ6upnxzGBdM+oM41Koit8xcwzpmTN7j+aPSm4HrOL5ILyvP0WMeD6yaNFcpK2T9p1nQKAgikkACfNil0sqgqAgggUJ4FQnvtqchc16P8+gh3oeGvCrXaW+GbBivkLjgtaPHD5LmLPEM2wlGPI/K8LLBfHN0Y5MH0GTk91zb0nvVku+PJgvI93AW+8aA6fu9GjLHp1IurBD9NVzD6f9KGDQp16axQ+3bFtWv2gwACKSJAAJ0iJ4pqIoAAAqkgYMFyaMClJVJVHwQ3dznT7qaeR+Y5hp/afKYF15vTQn6YJr01clNw7YbSU2MXRLuAeqvgerfdtjm2dZ6DuCexW29X7P4H3bB8x0sVKyr29ysV6n2swm++us0p2bfcD88RQCC1BQigU/v8UXsEEEAAASfgpzbfs4VC7rZl8cPvzZiZE1x/O0l67c1NwbUbulGWW50ouLZ0ETcsZbzEnnpGseuHKLJ0waZxsN2K4J/3KprlxsG+/U6Frr06vin3CCCQ5gIE0Gl+gmkeAggUXsDGNH/44Yf9cISFf3XZv6J79+5JJ8Mp+1qWXg38tOR7t0w4pXjgJn/SzzNyguuvJih48eVNszG6yWH8kHsuuA7c0Hty05+HH3tIWrs2u/LWKx5ZvlDR3dzQfP0vVqhatex1PEAAgfQVIIBO33NLyxBAYDsFbLbCm266Sb17997OPZTdy2yEi5NPPlkpNslsmYH5yV723Uchd9uyBKtX5+RaT/tRwe9LFXvuBemGIXJTxkot91KokRtZxKWHaKedFBv+vMIHd980Dbp7TkEAgfQVIIBO33NLyxBAoAgC1d200zZpTqoVG9pz+PDhqVbtcllfm6Jcbdso5G72hST6wEOKvPGym6q8roI//pDsYkLLu3Y3LV6i4J2Rij4xzF3oONvnR/u8awuuLf/aXciY/byJGzGEac3L5TmnUggUVIAAuqBSbIcAAgggkLEClgttFw5Gjz1RWePHKWQ9zG70DRuBI3pELze8Xn1FRo3MHu3DZmfUbDccn7v5ewuy3cgdMXtuAXY4nBNQbxlg2/Oabjp0CgIIlFsBAuhye2qoGAIIIIBAeRIIu1kWo3V318bK1RR+7aVNsyu6fOngw9GKrF6aHTxbnW12Rtlsi/kMcRcsW5Y3wHZjX+uTTzcF2BZk25B9Fki7mxq7HuvNqSKbnrvltWuXGI2NaBK4iW3k0lbkjhM69OASPV6JNYQdI1CCAgTQJYjLrhFAAIHyKmAXSs6cObO8Vi9pvZo2beo6cV0vbikWuxgxsmS+gvv+qeCxJ6R166UDO7tl8xSqUqVQNQnVqCG5W2i/tglfF6xYsXWAPe7znAB73bptB9h16iTcb7KFdlFl9GA3/vbGjX4yHLme89ippyvy3XiFWu+b7OWsRyBjBAigM+ZU01AEEEAgR+C+++7TwIED1bAQk5zkvLpsH/3qJk25//77ddlll5V6RWzUjdDAyyW7lWDxOdJtWivkbomKz8HOThGZrcBmaXRTpvsUEevBtgsgfQ924033W/Rg++nScw3RZ8cIXNAcreIC+3ZtleVmlYyXmJtNMtqmgyKTJiS82DK+HfcIZJIAAXQmnW3aigACCGwWmD59ui644AL16uXyd1OsjBw5Uj/+6NILMrj4HOx8Rg8xFj+CyJYB9tff5ATYK1dKLqgOufSQTRc57q7ARhZxveKRd970F03Gx8AOH3eMdNvNiv3zYUWefNR2T0Eg4wUIoDP+LQAAAggggEC6CfgRRNxU6jadeqLix7/eIsAOPvjIjR5SQdF2nSTL0W7icq/tF4qGDTYNi2gpJO+865Y18MtCu+ySaNcsQyAjBAigM+I000gEEEAAAQRyBPz41zaOtbvFS8yG63v9TUVedxdG2mQxLi0k+MWlhvw6Txr1voINGxU8/qRi9txu1ou9OcDODqrd7I0WcMefyw3556dgjx+EewTSRIAAOk1OJM1AAAEEEECgKAKhQw5S7JLLFPvwI4UPP0zaPDW65UbHzr1Q4WeHKXzm6dmH8FOku3x0C6aDzUF14KZM15hPcoJsmyrdLmiMB9VuuL94r7YPst1zC8JDFStm77c0HvgvCN9PUeC+BNiXiFC9eqVxWI6RRgIE0Gl0MmkKAggggAAC2ysQ2nVXRd57S9FO3RVcd7XCvY5SMG++Yv0uUviWG/MEz3YMP0V6MzfFubuF8jmoBd9asCAnyHb7Cyzonvj1piDbPdc815u9886bgux4QL05TcTG184OuKtWzecohVscuMA52ut4qaYbBcWlocTcMIShfuco/MQjiud9F26PbJ2JAgTQmXjWaTMCCCCAAAIJBEIdD1Bk8kTF7nFjXg+61o1nXVPhB+5R+OwzE2ydfFEoy4UZu+3mb/kG2UEgLVq0Kci2gNoF2L5H+6P/ueDaBfCbe7lVoYKfsCYeUPte7S0C7mQT0FhKSnTf9goPe1Th887xDfBD97nRR2I7VVXk3ruSN4otEHACBNC8DRBAAAEEEEAgWyC0TytFnnky+3lJP/C9vq732w+tl8/EM1YHP/lMvAd7c9pIMH6iNOLtnCDbcrctJSRPD7blZW9aFrvzXoUucT3qm4Nn26/lg0fW/6Hobs0UXHyhQns0t8UUBLYpQAC9TR5WIoAAAggggEB5EMiefMYF+PmVYM2azekiv/p768EOprohD90II/7ix+8mu5cG2uhGE/E92DY+dt1dN+VAN2qk2PDnFO77F6meu/iR6dTzY2a5EyCA5m2AAAIIIIAAAmkh4GeEbLGHQu6WqGzs2FXhu25XaHeXVmK92HNdoD1/gQLL03bpHcHI9xQd8ZbL2/5t02Q0dnGhBdMuyJZ7HHKPLeDOfmzPXe+5T1VJdECWpa0AAXTanloahgACCCCAAAK5BUKHHaLYtTco6zOXX93YjXO9eWXw5VeK3vOAz/8O1a7tl/pRRiywdsF08NtCfzFkYIG1pY245TF7bLfFi/0ENJsCbRdQW1Dtg+7N9z7odo/ruwB8xx1zV6fEHgezZ8vSVQI3O6XcxZfhU05S6KILFAqHS+yYmbZjAuhMO+O0FwEEEEAAgQwVCN84WNEGTbQxVFmRH76VatdS8P6Hip3uRuH48D3Fg2fj8aOMuCA7d6CdiC2IxTYF0T7Q3hxU22Mb0u+zsZsCbQvA57sLJN1U8DY2tg+wtwi0cwfdckH89o4IEvz2m6JN3NB8V12uyCP/9DNMxg7rKQ29Q5FZP5b6kIGJzNJhGQF0OpxF2oAAAggggAACSQUsKI4s+lWxAQMVPe4k6Y8//GyN4Q/eVfiwQ5O+PtEGvlc3fhGk2iTaJHuZjTut3L3Z8aD7h6m+Nzvmgl/fq71ihU8NyQ60cwfdNjnN5uDbp5LY6CSbS7B+vaL1XM/6dVcrcusQv9R62cPBWm3c7wAFjz6h0GX945tzXwQBAugi4PFSBBBAAIHyK7DPPvvo999/L78V3EbNAje0248//qjq1atvYytWbY+ABbyRf967PS8t8mtC1apJdrM87W3sLdiwwQXam4JpnzbiHtt98M13bvl/c9JHbBvbn6WMuBztwH1BUPVqbvjBWoq99IpCzZoqdEAHf6TIyy/48a/DBNDbkC/4KgLogluxJQIIIIBACglMmTJFTz5ZesOxFSfNTTfd5H7xn08AXZyoKbSvkPUqJxk/25pjX7Tct0Tfa+0vhPz4UwWuNzuYM0dyed2Bm+Ex8tymAFq7uhkhly1LIYXyXVUC6PJ9fqgdAggggEARBGoXIZe0CIct8kuzbAISCgJJBHyetF30aO/zffdR0Ka1oo8/qfD/DVWocuU8rw7++4G0d8s8y3iy/QL8D91+O16JAAIIIIBAmQmsd/muV199tTbYz/0pVja6Kb4vuugitW3bNsVqXr6ra9Oxh44/VtFa9RRZuUQhu2jRleCn6Yr95QyF3x9ZvhuQQrUjgE6hk0VVEUAAAQQQiAs8/fTT+vzzz2W53qlWVq9erX79+mnChAmpVvVyX9/wsMcUmz1H0awdFTrzND+etfU+h19yk8QccXi5r3+qVJAAOlXOFPVEAAEEEEBgC4Gabra8Y489doul5f/p5MmT3bwlv5T/iqZgDf1FkqP/q+D7KQomuDGrq1RR+MH7Ns22mILtKa9VJoAur2eGeiGAAAIIIIAAAtspEHJTntuNUjICTElTMq7sFQEEEEAAAQQQQCBNBQig0/TE0iwEEEAAAQQQQACBkhEggC4ZV/aKAAIIIIAAAgggkKYCBNBpemJpFgIIIIAAAggggEDJCBBAl4wre0UAAQQQQAABBBBIUwEC6DQ9sTQLAQQQQAABBBBAoGQEGMauZFzZKwIIIIAAAggUUWDQoEH617/+pZ122qmIeyr9l69YsULjx49XgwYNSv/gHLHEBQigS5yYAyCAAAIIIIDA9giMGDFC/fv31w477LA9Ly/T17z00ksaO3asTjnllHzrsXz5cvXo0UOxWCzfbcrrCptCvkuXLnr00UfLaxVLtF4E0CXKy84RQAABBBBAYHsFsrKyfPDcuHHj7d1Fmb2ucuXKSY89ZcoUWRB93nnnJd22vG0QjUY1dOhQAujydmKoDwIIIIAAAgggkO4ClSpV0l577ZVyzVy5cqUqVKiQcvUurgpzEWFxSbIfBBBAAAEEEEAAgYwQSPkAOggCLV68WEuXLs2IE0YjEUAAAQQQQAABBMpWICUD6Hnz5unqq6+W5URVrFhRderUUa1atVS9enW1adNGV155pVatWlW2shwdAQQQQAABBBBAIC0FUu4iwjlz5qhr164KhUI6+eST1bRpU9WsWdM/t17oWbNm6fXXX9cbb7yhjz76SM2aNUvLE0ejEEAAAQQQQAABBMpGIOUC6Lvuusv3PH/44YeyxPtE5bbbblPPnj313HPPaciQIYk2yXfZtGnTfOCd7wabV/z2228lkjZiKSm///673n333WRVKHfr7Uri1atXJ63XmjVrNHr0aEUikaTblrcN7IrpgpRly5al5Dlcu3atfvnll6RNXL9+vcxi9uzZSbctbxt88MEHOuGEE5JWyy6QScX/h/YZYrdkxYbNStXPGuss2XnnnZM10a9/7733CrRdedvIOosKUlL1s8b+Vtjf0WTFPpMmTpzoP2+SbVve1o8ZM0Z/+9vfklbLxotOxc8aG4XD6p6pJeUC6G+//VZnnXVWvsGznUi7KvTss8/Wgw8+WOgA2oLAqVOnJn0/1K9fX9WqVUu6XWE3uO666/yYl6kYXNaoUUN33nln0ibb2Jj264D9ipBq5ZZbblGHDh22We0TTzxREyZMKNCXiW3uqAxWVqlSRSNHjkx6ZBv3c9iwYSn5Jejiiy/2nyHbaqRdEW8TONgvWqlYnn/++aTVvvnmm3XNNdek5DmsXbu27P9isvLss8/q888/T7ZZuVxvnUUtWrTYZt3s79z3338vC2RSrdjEKC+//HLSaj/99NOyvxmp+Ddx4MCB6t279zbb2LFjR/Xr108LFizY5nblcaWdE/vFP1NLyPVUJO+qKEc69kdt0aJFGj58+DZrde655/qxFd98881tbsdKBBBAAAEEEEAAAQQKI5ByPdB9+/b1M98sXLhQp512ms9xtgsIw+GwT6mwn5RffPFF2c92luZBQQABBBBAAAEEEECgOAVSrgfaGv/zzz/rwgsv1Mcff5xw+svDDz9c1157rQ455JDitGJfCCCAAAIIIIAAAggoJQPo+HmzC5nsgifrdbY52S0vuWHDhn5Iu/g23COAAAIIIIAAAgggUJwCKR1AFycE+0IAAQQQQAABBBBAoCACKTmRSkEaxjYIIIAAAggggAACCJSEAAF0SaiyTwQQQAABBBBAAIG0FSCATttTS8MQQAABBBBAAAEESkKAALokVNknAggggAACCCCAQNoKEECn7amlYQgggAACCCCAAAIlIUAAXRKq7BMBBBBAAAEEEEAgbQUIoNP21NIwBBBAAAEEEEAAgZIQIIAuCVX2iQACCCCAAAIIIJC2AgTQaXtqaRgCCCCAAAIIIIBASQgQQJeEKvtEAAEEEEAAAQQQSFsBAui0PbU0DAEEEEAAAQQQQKAkBAigS0KVfSKAAAIIIIAAAgikrQABdNqeWhqGAAIIIIAAAgggUBICBNAloco+EUAAAQQQQAABBNJWgAA6bU8tDUMAAQQQQAABBBAoCQEC6JJQZZ8IIIAAAggggAACaStAAJ22pzb/hs2ZM0erV6/Of4Nca/78889cz1Lj4dq1a2Vt3LhxY9IKx2KxpNuUxw0WL16sRYsWJa1aEARJtymvGxTmfVpe27CtehXmfbqt/ZTndQU9h6n6Ps2Ec1jQz5pU/Sy1/z8FeZ+m0nu0IO2Jf24k+xufSu2Ot6m07gmgS0u6GI+zYMEChUKhPLcKFSpol1120QknnKCvvvpqq6ONGTNGJ554ot+mcePGqlq1qg488MCE28Zf/PTTT6t27drxp6V6/89//jNP+6y9VapUkdX98ssv17Jly7aqz7333qtu3bpp55139tvtuOOO6tevn5YvX55n2x9++EG9evVStWrV/D73339/ffDBB3m2KY0nVtfc5zEcDvu6W32eeOKJraqwZMkSXXjhhWrZsqXq1KmjXXfdVQ0aNNDDDz+81bb//e9/dfLJJ2unnXZSq1atdN999221TUkvKK33qb23ze6TTz4p6SZttf+SfJ+ef/752muvvba6FfTL71aV3Y4FJX0OP/zwQ3Xo0EE77LCD/zx68MEHVdp/sEvqHN5yyy1q0aJFwpt9/pRmKcnPGvvsbNu2rSpVquT/vlx22WVas2ZNaTZPJfk+nT17to455hj/96JJkya65JJLEv79Kc4Gl2R7ctczv7/xq1at0tVXX6099thDNWvW9LHD77//nvulPHYCWSikrsBZZ52lww8/3DfAelutR9KCyKOOOkpff/21DyJt5WeffeYDRguYhw4dqk6dOmncuHF67LHHfMA9ZcoUH7jllvj3v/+tiy++WJFIJPfiUn/8yCOP+CDQDmzflCdNmiT7g2d1fv/997Prc8011+j+++/X2WefrUGDBvkA891339UDDzzge6KHDx/ut126dKl69Ojhg09rv31BsP0dffTR+uKLL9SuXbvsfZbGAwuQrrvuOn8oCxxWrlyp119/3QfKFlxbEGVlxYoVOvLII/2XgTPPPFM9e/bUb7/9ppdffln9+/f359raYOWXX37R8ccf7y0++ugjf/7NxPZ/xRVX+G1K85+SfJ/aB/0555xT6kHXln7F/T61/Y8aNUp77723OnbsmOdw9mW5tEtJnMP//e9//rPKPmfM7z//+Y8GDhyo3Xff3b9/S7uNxX0O7bNkw4YNeZphX+btS0LXrl3zLC+NJyXxWTN16lQde+yx/jw+9NBD/vP5H//4hw+gn3zyydJoVp5jFPf71D5f7MuH/R288847Va9ePf839NRTT/Xv15L++1jc7cmNta2/8ddee63ee+89HyNUrFhRf//7332sYXGF/V2ibBZwf1QpKSYwf/58+10+cD2PW9XcvcH9urvuusuvc9+eA9fTGhx00EFBNBrNs/2sWbMC16sbnHvuudnLXaAWnHbaaX4frvckcD1D2etK84ELfH0d3JeCrQ7rPqD9Omublccff9w/d4HwVtu6D3W/zv1x9uueeuop/9z10mdva212PfKBC0Szl5XGA/dHNDj44IO3OpSdJ/fNPzjggAOy17kvSr6O06dPz14Wf2D7aNiwYWDtsOJ63YNmzZrlOd/u14egTZs28ZeUyn1Jvk/jDbjooosC18Puz6nriY4vLrX7knqfut4e3yb3JbDU2pLoQCV5Do844ojA9cQG7qf/7ENfcMEFQZ8+fbKfl8aDkjqHiepu/zft/ep+RUi0usSWldRnze233x64nufApXlk190+R92vf3k+f7JXltCDknqf2t8U+1vretmzaz5jxgy/zH3hyl5W3A9Kqj1Wz2R/410nVeB+0QtcgJ3dLPerrW+z+1KfvYwHQUAPdJp9lbIeK+uh+vnnn33LrAfSejWfffZZ/zN37uY2dukQL774onLnrk2cONH3WNq305kzZ2rw4MG5X1IuHtvPhVasjY0aNdKIESN8L92ll166Vf2sd8t6gerWrevXWa/Qo48+6n82jm9sqRzWE+0+WOKLyvTe0hFat24t66GzYufPzqP1gDRv3nyrurkvEBo9erTWr1/v11kPl6W42H7ixXqry6LnMn78Le+L+j61/dnP/6+88opee+217F9itjxOWT4vyvt08uTJvur77befv7f/o7nPZ1m2K37sopxD+4nafvq393XuHi17L5enUpRzuGU77P+o+wKvjz/+2KeObbm+LJ4X9bPGft63z9fcebT2a6ilCOY+r2XRtvgxi/I+tf+Hlhp5yCGHxHenpk2b+s9n+/yxvy+lXYrSHqtrsr/x9v/Sep3tV854sbRBS0eyX3Xtl1DKJgEC6DR7J4wcOdJ/oFnukpXx48erfv36PtBM1NTevXvnWWwB5k8//eT/A5VF3myeyuTz5M033/Rrcrfx9NNPT7i1/YEYMGBA9jr7gxj/oxhfaCkulud21VVXxReV6b3luFoOs+UuW7EPPPdtX507d05Yr3ieZXxl5cqV/U+N9ty+ZPzrX//y6SnPPPNMfJMyvy/q+9S+VLhfTnTPPff493eZNyhBBYryPv3uu+9kOfz2Zc/On6VnWWqW5bvbH/TyUIpyDufOneubYO9dS2GyP9o1atTw/1dz/+Eu63YW5RzmrrsFma533eeSdu/ePfeqMn1c1M+a4447TnfccYf/v2jpN99//73vlLE0jvISQBflfWqBpJ07+1IQT9ewz2K7sNJyvsuiFKU9Vt9kf+Ptb4Z9xljbcxeLIxYuXJh7UcY/JoBO4beAXSxovadW7D+5+2nJX3xmf4gsF9jKhAkT/DdH/6QA/1SvXr0AW5XeJpYPbBfCWfnjjz98IPjGG2/opJNO8rmSFvjaxQ32h3h7iu3TLgqx/EC74LC0i/UMv/DCC/6w9sFsgdKrr74qy72L5yvbObRS2Da6FB1/EYi91i6C6du3rz0s9VIS71O7kNR6RSz/2fIwy7oU9/vUcv0tuLH/00OGDPEBpvW225db+0IV/2NeWu0u7nPofqL2VbfPKZeW5ANL+39tefxmaRc8l3Yp7nOYu/6WTxr/fM69vDQfl8Rnjf2yZ79iWp6w9chasXNoAXRZlOJ+n7Zv395/aX377bf9RdnWJutwsV9Q4n97S7Kdxd0eq2uyv/HWOWG/LGxZLK4ggN5ChTyW1BOI50e5U+nzkuL37k0fuN6bwAUU2Y2y/Fg3qkP288I8cBck+hzpwrymuLaN5yXG22b3rjc52G233QLX0xG4ANMfynKkbZ3rBSn0oS0XzH3wB27UjuDbb78t9OuL+gLLS8zdPnvseo+DffbZJ3AXB2bv3nLdbZ1LqcleVpAH7suBfy9YjrhL1wncH4PAfdEqyEuLZZuSep9aXrD7UhW4L0++nvH8vLLMgc59Hovjffrpp5/meQ9YQ+PvAxdIF8v5KchOSuocupQy/552F0hmvyddCpLP03c/kRekasW2TWl81tg1CHZdQu5872JrQAF2VFKfNa6H3n9mWe66+6IfuNGDfDsPO+ywwPXaFqBmxbNJSb1P7T1pn8fuC2vgOm0C94XdX1PkRo4p0WtKSqo9W2on+hvvvtQGLnVsy00Dew+7X0G3Wp7JC+iBdn/5UrXEfzqz+tvPSfGe2tztcReO+by73MtyP7Zc2aysrISvzb1dWT223sX4UHr2jX/Ln5Xspyb7aWnatGn5VnHevHk+pcHSOeLFeq1tNA4bL9N+PjansihdunTRW2+95Q9t9bNv+Vv+9Bmvm7XRhlFKVOwncfflIs8qy0OMD4Nm7w3rgbaRRtwf0zzblfST4nyfmpGNTGI9lNbDbjc7h1a++eYbn/ZgvUalXYr7fZroHNmvLpbn777s6ZRTTinVJhbnObT3og3BaMVSr+zzx4rl6LsLCP+/vXtJjhoJwgDsOQOH4BoTnIINp2DNIwgWLDgCh5kNQXAE9lyClaZ+TVQj7PZMd0yq3Sa/ijB+0C4rv6qWUlJV6ebVq1c3WS3n2FWw9YU7/VPdhnMzs6/Jbfe3b9/eeW/P11zi8x77mqxckjtBc+x63nvZJ2c51exrsvLTJUt1P02fzPKYWdItV56fPn16k/lBWf4tqx3tXarjOWV7c1fhrzFO/3ZJrnCJq+63/+41f/8zo7jmrbRtRwWSICW5zMex5Dm/lOQrwwGy7NuxkuVp8vu5vXeN5cmTJ4cYbyfPc3sTY8Z6bydDzv/LEI2MeU6yPEsOzln+L8MlsnPMussPVRLTbMMkDLeT52xXJhTm51+/fj26mbm9mKW/5kEsMc1JaPMXxooH65e5JXjpUtlP04/H1Zl1Umwm9uRjDlfKWPeHmNQTz+p+muWi5kTg2V45mOcE4r73wXzdHp8r2zD7mpz0pqTfbsv8+biqtf3xRb6ubsO50RmakiF2s5/On1/68x77miyHmnHQ25I1rtNXk3BeulT302x/LmpkXf48PyAT1rPPycWMOUdlzxj3iOe/tjdL9WWM91gN6peX5n2bCZTKTwEJ9E+L3/KrrNGZh228ePHiJk/N2pbsEDJBKVcm5ioV2/9/LF+PpczWySvv3r27s8nj9uxNHkAyx1Qmyc4kpZxNZwefGc3XXnJyNJYWvPnw4cM6/nW7vUk0Xr9+vV7FmweyrAud9UO3JbOnU46t4rF93UN9fWo/zQSYXHHefsyxlxk7npOJay3n9NNcmc0V521JbJnM9BBX2Lfbcd/Xp7Zh9jW5M5L9Ulbh2JZcqc3k4CSz11jOacO5/bljkBOFJCbXXs7d1ySu2xdnPn/+vJ4wjKU1rzLcc/ppThCyz8yY51kyZj/zUjKv5BrKOfGcsr1j+M06/2J7FTorcuUOzbNnz06pos9rOo9feayxz/FRx9aBPhbTSBSXcZt0GbO/l7G4/fLly5dl3JJaxtWedSzpmDl97NeWY+Ojjr5whx/OcYkZ43xKefny5TpGejypbxkH4fXj+fPn6xqlGeecsWwpGQ883t1L1g/OeL3tx5joc8qfKntNxiX+eWQd6GN/IGO+x63SZSQdyzhRWNsw65BmDGni+fjx4+HX5trX40loy7hqsIyTpCXjSseV7IPD4cU7fnGpfnoNY6Cr++lYXWRt1zdv3iypO+NLszZ4xrFfchztnm2YPjuuqC+fPn1a1xHO2vWZAzBW/9mxV96teq99zfxLI+lYxgoq89sH+bz3viZtl7XLs95++mjmqozJaBeLda9+mjX5M3Z9nNAuYyjgMlbHWcc+59iyZ9krntvbfN8xflxlX8d+f/v2bfn+/fuSPpw+dMl9z+1tvcbvszyW8sgEzn1zJbwxw3wZT6dbxu2o9cCcpCtviHFL/97o73tz3fsLhf9x7kEtk+PG2Ml1ksO4fbjGOG5ZLuOW/rpjn5s2xuQd4o/B9mOsbzlfdpHP5xzUskHZmeVBDOOKyGG7cxI0nqh4Z3tjkQcczPjGEJbDpLs7L97pB5fqp48pgT61n+ZAlQcGpQ+nDXMCPK40LWP40U6tdbzaPdswMeZkMA9zSoyZzJsT+0uXvfY1M468R8eKOvPbB/m8174mbfj+/fv1gVtzX5MJdnkYxyXLnv10LCm65LgxhtGtEwjHUwh/OabsEeee8Wy3975jfJLmcWf6sO/JQ4+yn1V+Ffgj346OrzQRGDu8dTml3E7M+KrfsWT5r9xyy4Ni5gSl3y3OsYNdx8P+29CbHz9+rJPsMq70sU3+0E//6bF5OE6Waszt8JFoPqpufGobZqxlYsz79dLL8/1fUPuafwTThpnQm3kcl578+X/b8NR+miXcMh76IeYgnBPjqfGcUmeGP2bexWNr01Niq3iNBLpCUR0ECBAgQIAAAQJtBEwibNPUAiVAgAABAgQIEKgQkEBXKKqDAAECBAgQIECgjYAEuk1TC5QAAQIECBAgQKBCQAJdoagOAgQIECBAgACBNgIS6DZNLVACBAgQIECAAIEKAQl0haI6CBAgQIAAAQIE2ghIoNs0tUAJECBAgAABAgQqBCTQFYrqIECAAAECBAgQaCMggW7T1AIlQIAAAQIECBCoEJBAVyiqgwABAgQIECBAoI2ABLpNUwuUAAECBAgQIECgQkACXaGoDgIECBAgQIAAgTYCEug2TS1QAgQIECBAgACBCgEJdIWiOggQIECAAAECBNoISKDbNLVACRAgQIAAAQIEKgQk0BWK6iBAgAABAgQIEGgjIIFu09QCJUCAAAECBAgQqBCQQFcoqoMAAQIECBAgQKCNgAS6TVMLlAABAgQIECBAoEJAAl2hqA4CBAgQIECAAIE2AhLoNk0tUAIECBAgQIAAgQoBCXSFojoIECBAgAABAgTaCEig2zS1QAkQIECAAAECBCoEJNAViuogQIAAAQIECBBoIyCBbtPUAiVAgAABAgQIEKgQkEBXKKqDAAECBAgQIECgjYAEuk1TC5QAAQIECBAgQKBCQAJdoagOAgQIECBAgACBNgIS6DZNLVACBAgQIECAAIEKAQl0haI6CBAgQIAAAQIE2ghIoNs0tUAJECBAgAABAgQqBCTQFYrqIECAAAECBAgQaCMggW7T1AIlQIAAAQIECBCoEJBAVyiqgwABAgQIECBAoI2ABLpNUwuUAAECBAgQIECgQkACXaGoDgIECBAgQIAAgTYCEug2TS1QAgQIECBAgACBCgEJdIWiOggQIECAAAECBNoISKDbNLVACRAgQIAAAQIEKgQk0BWK6iBAgAABAgQIEGgjIIFu09QCJUCAAAECBAgQqBCQQFcoqoMAAQIECBAgQKCNgAS6TVMLlAABAgQIECBAoEJAAl2hqA4CBAgQIECAAIE2AhLoNk0tUAIECBAgQIAAgQoBCXSFojoIECBAgAABAgTaCEig2zS1QAkQIECAAAECBCoEJNAViuogQIAAAQIECBBoIyCBbtPUAiVAgAABAgQIEKgQkEBXKKqDAAECBAgQIECgjYAEuk1TC5QAAQIECBAgQKBCQAJdoagOAgQIECBAgACBNgIS6DZNLVACBAgQIECAAIEKAQl0haI6CBAgQIAAAQIE2ghIoNs0tUAJECBAgAABAgQqBCTQFYrqIECAAAECBAgQaCMggW7T1AIlQIAAAQIECBCoEJBAVyiqgwABAgQIECBAoI2ABLpNUwuUAAECBAgQIECgQkACXaGoDgIECBAgQIAAgTYCEug2TS1QAgQIECBAgACBCoG/Aav95KZsd+KQAAAAAElFTkSuQmCC' title=''/>
<h3>Principal Coordinates Analysis</h3>
<ul>
<li>Similar to PCA but can use any distance matrix</li>
<li>Obtains a Euclidean representation of a set of objects whose relationships are measured by any distance or similarity coefficient</li>
<li>Can accomodate data of mixed precision</li>
<li>Original variables related <em>post hoc</em></li>
</ul>
<h3>Calculating PCoA</h3>
<ul>
<li>Similar to PCA- scaled eigenvectors and eigenvalues based on a distance matrix</li>
<li>Proof that PCoA on a Euclidean distance matrix is exactly the same as PCA on a covariance matrix of the same data. This time using the base function princomp…</li>
</ul>
<pre class = 'prettyprint lang-r'>pca2 <- princomp(varechem[2:9], cor=FALSE, scores=TRUE)
vare.edist <- vegdist(varechem[2:9], method="euclidean")
pcoa <- cmdscale(vare.edist, eig=TRUE)
## Comparing the scores
pca2$scores[,1]</pre>
<pre >## 18 15 24 27 23 19
## 37.04104 197.63767 -412.93625 -298.18502 -227.46280 -134.46642
## 22 16 28 13 14 20
## -186.41933 167.40306 -216.74231 26.90069 50.30542 -179.99686
## 25 7 5 6 3 4
## -96.83270 415.20647 330.01086 329.78975 395.46834 85.94756
## 2 9 12 10 11 21
## 168.94957 85.03834 97.92660 -144.45949 -567.71964 77.59543</pre>
<pre class = 'prettyprint lang-r'>pcoa$points[,1]</pre>
<pre >## 18 15 24 27 23 19
## 37.04104 197.63767 -412.93625 -298.18502 -227.46280 -134.46642
## 22 16 28 13 14 20
## -186.41933 167.40306 -216.74231 26.90069 50.30542 -179.99686
## 25 7 5 6 3 4
## -96.83270 415.20647 330.01086 329.78975 395.46834 85.94756
## 2 9 12 10 11 21
## 168.94957 85.03834 97.92660 -144.45949 -567.71964 77.59543</pre>
</article></slide><slide class=''><hgroup><h2>PCoA Example</h2></hgroup><article id="pcoa-example" class="smaller ">
<p>varespec data set from vegan package. 44 species measured across 24 sites</p>
<pre class = 'prettyprint lang-r'>data(varespec)
### First, choose appropriate distance matrix - Bray-Curtis used in this example
vare.dist <- vegdist(varespec, method="bray")
### Principle Coordinates Analysis using cmdscale function
vpcoa <- cmdscale(vare.dist, eig=TRUE)
ordiplot(scores(vpcoa),display="sites", type="t")
## Plot the coordinates of species
species.scores <- wascores(vpcoa$points[,1:2], varespec)
text(species.scores, rownames(species.scores), cex=0.4, col="red")</pre>
<img 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' title=''/>
</article></slide><slide class=''><hgroup><h2>Post-Hoc Projections of environmental variables</h2></hgroup><article id="post-hoc-projections-of-environmental-variables" class="smaller ">
<ul>
<li>envfit in vegan projects points onto vectors that have maximum correlation with corresponding environmental variables</li>
</ul>
<pre class = 'prettyprint lang-r'>data("varechem")
vpcoa.env <- envfit(vpcoa, varechem)
plot(vpcoa.env, add=TRUE)</pre>
<pre >## Error in strwidth(labels, ...): plot.new has not been called yet</pre>
<pre class = 'prettyprint lang-r'>vpcoa.env</pre>
<pre >##
## ***VECTORS
##
## Dim1 Dim2 r2 Pr(>r)
## N -0.10389 0.99459 0.2256 0.068 .
## P -0.51674 -0.85614 0.2751 0.036 *
## K -0.75049 -0.66089 0.1650 0.145
## Ca -0.70536 -0.70885 0.3573 0.010 **
## Mg -0.74131 -0.67116 0.2806 0.035 *
## S -0.24233 -0.97019 0.1077 0.298
## Al 0.99351 0.11375 0.5200 0.002 **
## Fe 0.98351 0.18086 0.4622 0.001 ***
## Mn -0.94534 -0.32608 0.4412 0.004 **
## Zn -0.78962 -0.61359 0.1892 0.111
## Mo 0.74137 0.67109 0.0503 0.605
## Baresoil -0.94157 0.33682 0.2339 0.058 .
## Humdepth -0.92379 -0.38291 0.4487 0.003 **
## pH 0.98276 -0.18489 0.2355 0.052 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Permutation: free
## Number of permutations: 999</pre>
<img 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' title=''/>
</article></slide><slide class=''><hgroup><h2>How well are distances preserved</h2></hgroup><article id="how-well-are-distances-preserved" class="smaller ">
<ul>
<li>Shepard Diagram tests association between original distances and distances projected in ordination space.</li>
</ul>
<pre class = 'prettyprint lang-r'>Shep.test <- Shepard(vare.dist, vpcoa$points)
plot(Shep.test)</pre>
<img src='data:image/png;base64,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title=''/>
<pre class = 'prettyprint lang-r'>## Alternative is a built in "goodness of fit" test
vpcoa$GOF</pre>
<pre >## [1] 0.5706160 0.6013788</pre>
</article></slide><slide class=''><hgroup><h2>Other issues with PCoA</h2></hgroup><article id="other-issues-with-pcoa" class="smaller ">
<ul>
<li>Non-Euclideanarity Some resemblance matrices do not allow Euclidean representation of objects resulting in negative eigenvalues</li>
<li>Solution is to either transform data OR add scaling constant to non-diagonal matrix elements argument <em>add=TRUE</em> in cmdscale</li>
</ul></article></slide>
<slide class="backdrop"></slide>
</slides>
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