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Prediction.html
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Prediction.html
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<!DOCTYPE html>
<html>
<head>
<title>Bioinformatics for Big Omics Data: Statistical prediction</title>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="X-UA-Compatible" content="chrome=1">
<meta name="generator" content="pandoc" />
<meta name="date" content="2015-02-23" />
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="apple-mobile-web-app-capable" content="yes">
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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%2FZhemFm19d1iFiFNzBPCIgCkqhYIXN4OGNAAAAAACAW8E2QMtBoUACwAXAB5ADBIGDAAGABgZDwkVAwAvM8wyERIBOTkRMxEzMTABFAYjIiY1NDYzMhYHNCYjIgYVFBYzMjYDLXtmZXh5ZGV8bEIzM0I8OTRBBbJid3ViYnN3Xjg9PTg4PT0AAAABAQgE2QPwBd0AFwAkQA8JFRgZEQAFDAAMAAwVgAkALxrMOTkvLxEzETMREgE5OTEwASIuAiMiBgcjPgEzMh4CMzI2NzMOAQMUK1JPSSIyMw5iDXNbLlZOSCAxMA9jDXEE2yUtJTw9eYklLSU7PnmJAAAAAAEAUgHZA64CcQADABG1AAIEBQABAC8zERIBOTkxMBM1IRVSA1wB2ZiYAAAAAQBSAdkHrgJxAAMAEbUAAgQFAAEALzMREgE5OTEwEzUhFVIHXAHZmJgAAAABABkDwQFEBbYABwAStgEFCAkABAMAP80REgE5OTEwEyc2EjczBgclDBZiOHtCJQPBFloBDHn%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%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%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;">February 23, 2015</p>
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</slide>
<slide class=''><hgroup><h2>Setting up some options</h2></hgroup><article id="setting-up-some-options" class="smaller ">
<p>Let's first turn on the cache for increased performance and improved styling</p>
<pre class = 'prettyprint lang-r'># Set some global knitr options
library("knitr")
opts_chunk$set(tidy=TRUE, tidy.opts=list(blank=FALSE, width.cutoff=60), cache=TRUE, messages=FALSE)</pre>
<p>and we need the following packages</p>
<pre class = 'prettyprint lang-r'>library(GEOquery)</pre>
<pre >## Loading required package: Biobase
## Loading required package: BiocGenerics
## Loading required package: parallel
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## Attaching package: 'BiocGenerics'
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## order, paste, pmax, pmax.int, pmin, pmin.int, Position, rank,
## rbind, Reduce, rep.int, rownames, sapply, setdiff, sort,
## table, tapply, union, unique, unlist
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## Welcome to Bioconductor
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## 'browseVignettes()'. To cite Bioconductor, see
## 'citation("Biobase")', and for packages 'citation("pkgname")'.
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## Setting options('download.file.method.GEOquery'='auto')</pre>
<pre class = 'prettyprint lang-r'>library(limma)</pre>
<pre >##
## Attaching package: 'limma'
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<pre class = 'prettyprint lang-r'>library(data.table)
library(glmnet)</pre>
<pre >## Loading required package: Matrix
## Loaded glmnet 1.9-8</pre>
<pre class = 'prettyprint lang-r'>library(ggplot2)</pre>
</article></slide><slide class=''><hgroup><h2>Prediction</h2></hgroup><article id="prediction" class="smaller ">
<p>In statistics we are often interested in predicting an outcome variable based on a set of dependent variables.</p>
<p>In our case, we might be interested in predicting antibody response at day 28 based on gene expression data at day 3 or day 7.</p>
<p>As another example, Netflix has been very interested in predicting movie rankings for it's users: <a href='http://www2.research.att.com/~volinsky/netflix/bpc.html' title=''>http://www2.research.att.com/~volinsky/netflix/bpc.html</a></p>
</article></slide><slide class=''><hgroup><h2>Statistical issues involved in prediction</h2></hgroup><article id="statistical-issues-involved-in-prediction" class="smaller ">
<p>In our case, we are often dealing with the traditional large \(p\), small \(n\) problem. We have few observations but many potential predictors.</p>
<p><strong>What should we be worried about?</strong></p>
</article></slide><slide class=''><hgroup><h2>Statistical issues involved in prediction</h2></hgroup><article id="statistical-issues-involved-in-prediction-1" class="smaller ">
<p>In our case, we are often dealing with the traditional large \(p\), small \(n\) problem. We have few observations but many potential predictors.</p>
<p><strong>What should we be worried about?</strong></p>
<ul>
<li>If we use a traditional (generalized) linear model, we won't have enough degrees of freedom to estimate all regression coefficients</li>
<li>Using too many coefficients, we are likely to run into an overfitting problem</li>
</ul>
<p>An approach that has been proposed to solve this problem is regularized or penalized regression.</p>
</article></slide><slide class=''><hgroup><h2>Penalized regression</h2></hgroup><article id="penalized-regression" class="smaller ">
<p>In a traditional <code>glm</code> framework, we assume the following model:</p>
<p>\[g(\mathbb{E}(\mathbf{Y}))=\mathbf{X}\boldsymbol{\beta}\]</p>
<p>where \(g\) is the link function. Our goal is to estimate the vector \(\boldsymbol{\beta}\) that leads to the best prediction of \(\mathbf Y\). In traditional linear regression, this can be done via least-squares.</p>
<p>In regularized regression, we add a penalty term to force the coefficient to be well behaved even when the number of predictors is large. For example, in <em>ridge regression</em>, this is done by minimizing the following quantity:</p>
<p>\[ \|\mathbf{Y}-\mathbf{X}\boldsymbol{\beta}\|_2+ \lambda \|\boldsymbol{\beta}\|_2 \]</p>
<p>In L1-regression (aka Lasso), we minimize the following function:</p>
<p>\[ \|\mathbf{Y}-\mathbf{X}\boldsymbol{\beta}\|_2+ \lambda \|\boldsymbol{\beta}\|_1 \]</p>
<p>The Elastic net uses a convex combination of L1 and L2 norms.</p>
</article></slide><slide class=''><hgroup><h2>L1 versus L2 regularization</h2></hgroup><article id="l1-versus-l2-regularization" class="smaller ">
<p>Altough these two regularization strategies share a common goal, the L1 offers a significant advantage, it leads to a sparse solution where many of the estimated coefficients are exactly zero.</p>
<p>In practice, this is very convenient as we are usually interested in selecting the most informative variables. In fact, we are often more interested in variable selection than actual prediction.</p>
</article></slide><slide class=''><hgroup><h2>Estimation in the L1</h2></hgroup><article id="estimation-in-the-l1" class="smaller ">
<p>For a fixed value of \(\lambda\), estimation can be made very efficient using convex optimization. The problem is that we still need to estimate \(\lambda\), as the value of \(\lambda\) influence the final inference (i.e. the variables selected). A popular approach for selecting \(\lambda\) is cross-validation where a small portion of the data is left out at the estimation stage and used for evaluating the selected model (i.e. error rate, deviance, etc). Then the \(\lambda\) value that leads to the best performance is selected.</p>
<p>However, this requires estimating our model for many different values of \(\lambda\)! Fortunately, the folks at Stanford (Friedman, Hastie, Tibshirani, Efron, etc) have come up with cleaver algorithms to provide the full regularization path as the solution of the Lasso, ridge, and elastic net problems.</p>
</article></slide><slide class=''><hgroup><h2>Penalized regression in R</h2></hgroup><article id="penalized-regression-in-r" class="smaller ">
<p>Fortunately for us, the <code>glmnet</code> package provides everything that we need to perform statistical inference/prediction using penalized regression.</p>
<p>We first need to install the package:</p>
<pre class = 'prettyprint lang-r'>install.packages("glmnet")</pre>
<p>and load it</p>
<pre class = 'prettyprint lang-r'>library(glmnet)</pre>
</article></slide><slide class=''><hgroup><h2>A quick example</h2></hgroup><article id="a-quick-example" class="smaller ">
<p>Here we will use the <code>mtcars</code> data that is part of <code>R</code>. The data was extracted from the 1974 Motor Trend US magazine, and comprises fuel consumption and 10 aspects of automobile design and performance for 32 automobiles (1973–74 models).</p>
<pre class = 'prettyprint lang-r'>data(mtcars)
fit_cars <- glmnet(as.matrix(mtcars[, -1]), mtcars[, 1])
plot(fit_cars)
legend(0, 2.8, lty = 1, legend = colnames(mtcars[, -1]), col = 1:10,
cex = 1, bty = "n")</pre>
<img 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ABRN/C1KS0tTUqVKhUHNWYVo0kAg6AhIkdOYe2ieR4eq3gJUEAXL3+enQRIgARIgARIgARIIM4IsBNhnF0wVpcESIAESIAESIAESKB4CVBAFy9/np0ESIAESIAESIAESCDOCFBAx9kFY3VJgARIgARIgARIgASKlwAFdPHy59lJgARIgARIgARIgATijAAFdJxdMFaXBEiABEiABEiABEigeAlQQBcvf56dBEiABEiABEiABEggzghQQMfZBWN1SYAESIAESIAESIAEipcABXTx8ufZSYAESIAESIAESIAE4owABXScXTBWlwRIgARIgARIgARIoHgJUEAXL3+enQRIgARIgARIgARIIM4IUEDH2QVjdUmABEiABEiABEiABIqXAAV08fLn2UmABEiABEiABEiABOKMAAV0nF0wVpcESIAESIAESIAESKB4CVBAFy9/np0ESIAESIAESIAESCDOCFBAx9kFY3VJgARIgARIgARIgASKlwAFdPHy59lJgARIgARIgARIgATijAAFdJxdMFaXBEiABEiABEiABEigeAlQQBcv/2xn/9///idLly7NtpwLEo+A67ry7rvvJl7D2KIcCSxatEiWLFmS4zouTDwCEydOTLxGsUU5EuDfdo5YEn4hBXSMXeI333xTJk2aFGO1YnUKg0BGRoZceOGFhXFoHjMGCUyYMIEvTDF4XQqjSpmZmdKzZ8/CODSPGYME3n77beELUwxemEKuEgV0IQPm4UmABEiABEiABEiABBKLgKOfkd3EalLRtOaJJ56QZ599VipVqhTVE8J9Y+fOnVKyZMmoHpcHiz0C+NPbvn27lC9fPvYqxxpFncDu3bvFcRz+bUedbOwdkH/bsXdNCrNG/NuOPl08K7/77jtp0qRJ9A8epSOmRuk4SXeYsWPHyqhRo6IuoOEDvWnTJqlcuXLSMU3GBi9fvlwaNmyYjE1PujZv3LjRCOgqVaokXduTscH8206eq86/7ehf6759+xpjYvSPHL0jUkAXkGVqaqpUrFhRWrVqVcAj5LxbtI+X81m4lARIgARIgARIgARik8CTTz4pZcqUic3KZdWKPtAxfXlYORIgARIgARIgARIggVgjQAEda1eE9SEBEiABEiABEiABEohpAhTQMX15WDkSIAESIAESIAESIIFYI0ABHWtXhPUhARIgARIgARIgARKIaQIU0DF9eVg5EiABEiABEiABEiCBWCNAAR1rV4T1IQESIAESIAESIAESiGkCDGMX05eHlSMBEiABEiABEiCB2CDg7tsn8s8/mjeIq6VzSF1xDj00NipXxLWggC5i4DwdCZAACZAACZAACcQCAXfDBpENG0X+/ltclH/9ZeZdnTfLdb371/5pHT5XpFo1zVXFqVpV5NaBFNCxcCFZBxIgARIgARIgARIggcgJuDt2+K3Df/9jrMOwEgumIYY3/mvEsYtlEM0QxTrqsVSoIFKjushBB4mDEqJYS6dWLZHjjjXzvqoH+bfRdU6lSpFXLEH3oAU6QS9sMjSrd+/esnLlSvnuu++SoblsIwmQAAmQQJIQcDMz/ULXiGC1DqsQDrhOQBCbebUOb1Sr8Xq1GsOtAqlmTRXDVcSBlbhmDf90dRXG9ev5xbBajqWGLoco1m0cH7vC+cFF/i8FdOTMuAcJkAAJkAAJkAAJ5JuAu22bxzq83woMP2K/GFZLsXWhgDiGdVitwn4RrNbh6nCb8ItiJy1N5MTmxo3CB3EMUQwxXLZsvuvDDQ+cAAX0gTPkEUiABEiABEiABJKEgOlIBzcIdKSDNRhW4iwhnM1SbNelpPgFsAphYx027hIqjCGKG6SZdT7rQgGxDJcKx0kSovHZTAro+LxuCVPrOXPmyIgRI2Tq1KnSuHFj6dGjh1x33XUyd+5cuf766+XFF1+UZs2aBdr7+eefy1133SVfffVVYBknSIAESIAESOBACLiuK/LHH8Ydwl23XmTduqBpF24S6GCHcutWv3UYll+1ADsorevEYRqRolULYxUOWId1nVOy5IFUj/vGIAEK6Bi8KMlSpRUrVkiHDh2kVatW8tJLL8mPP/4oAwcOlEraSaFnz56Snp4ub7zxRpCAHjNmjFSsWFH7PVRIFkxsJwmQAAmQQBQJwJ3Cnf2DyKwfxF34s7hLfxH59bf9FuJa6keMTnTqQ+wc2lDkpNbiYLp2bRXMah2uoj7GtA5H8YrE56EooOPzumWr9d/6GalPnz7Zlhf2gtatW8vgwYMLdJohQ4ao21Y1+eCDD8SnHRk6deqkL/h/GaszOghecMEF8s4778gjjzxiHlbbNXzO5MmT5amnnirQ+bgTCZAACZBA8hFwVRy7s2aLO3OWuN/PElm+QqRpE3EgjDufL77Bg0SOPEKccuWSDw5bXGACFNAFRhdbO5YvX14uv/zyIq9UnTp1CnzOBQsWSNeuXY14tgd5+umn7aRARD/77LMye/ZsY6X+8MMPJVN7Jnfr1i2wDSdIgARIgARIwBJAKDdjXYZYViuzO32m6GdLcdq0EqdVS/FdeZlIs6bipFL+WGYsC0aAd1DBuMXcXmXKlJHOnTvHXL1yqxCE8K+//qpfyfQzWS6pTZs20qBBA3n77beNgJ4wYYJ07NjRuHjksgsXkwAJkAAJJBEBV10B3Rnfq2UZFubvRX5bJtLkOL9gvuIy8b3wjD+mcRIxYVOLhgAFdNFw5llCCMBlA77MmxCqx5PgprFlyxapDV8zTRdffLGMHTtW7r33Xvnss8/kzTff9GzNSRIgARIggWQhYAYKmTPXL5bVFQMuGaKh25yWJ4rTupX4LuklcsLxtC4nyw1RzO2kgC7mC5DMp2/UqJFMnz49CMHIkSPlmWeeEXQwLF26tPTq1UseeOABefzxxwVWdligmUiABEiABBKfgLEuG8tylu/ykqUixzcTp0VzcXpfLL5nnhDn4IMTHwRbGJMEKKBj8rIkR6VuvfVW43YyatQo478NMQ3xPGjQICOeQeHoo4+W448/Xh5++GG58MILpVSpUskBh60kARIggSQi4O7cKTJ3XqCjH1wyRP2UTUc/+C73utBvXWY4uCS6K2K7qRTQsX19Erp2iLoBwXzbbbfJTTfdZNrapUsXufbaa4PaDSv0zTffbNw5glZwhgRIgARIIC4JuKtWBfsuL17i913WGMrOxReK78nHxTnkkLhsGyudHAQooJPjOsdsKzFoCgQzYj5X0dialStXzrGuh+iDtF27dkHrxo0bFzTPGRIgARIggdgj4O7a5bcuwx0DvsuwLmscZad1S7/v8oX/8VuX+YUx9i4ea5QrAQroXNFwRVERQEB6RNsITds02P369evliSeekKuvvjoo3F3otpwnARIgARKIDQLGupwVc9mdPUdEByuRYxr7BfMFPcT3+KPi1K8fG5VlLUiggATiWkBj6M3cRgPaCX8qTeh4xhSfBNBhcNq0acYHGiMUMpEACZAACcQWAXf3bpF583WgEo25rGHkTGQMDVNq4i4jMoYKZhMZQzuFM5FAIhGISwH9+uuvy9133y1r16414mrEiBFy0kknBV0XhD8rUaKEiSEctIIzcUMAIw7iGp9yyil8EYqbq8aKkgAJJDIBd/Xq/WHk4IoB63Kjo1Uw66h+3bqIb8RD4qSlJTICto0EDIG4E9BffvmlXHrppXLqqaeaEGcYXAMCa/To0dKvXz9e1gQicOyxxwoyEwmQAAmQQNETcPfs8VuXre+yWplFlwV8lx8ZLnKihpTjl96ivzg8Y7ETiDsB/fzzz8vZZ59tBtUAvfvvv99Yo/v37y8VKlQw4vpAqL733ntyxx13hD0ERtGbMmWKtG7dOuy23IAESIAESIAEYp2A++efWZExsgYp+WmhxhI9ynT0c7p0Et+jDwqty7F+FVm/oiIQdwJ65cqVQSIZPtD33XefZGRkSJ8+feRgDap+xhlnFJhf+/btBSI6XDrhhBPkoIMOCrcZ15MACZAACZBAzBEw1uX5P/p9l21kDI2W4SCMHHyXHxrmty7rSH9MJEAC2QnEnYCuU6eOfP3119ncNTBa3Wr1zerRo4fpeJa9qflbUqlSJUEOlzAUNXysmaJLYNKkSdK9e3f5559/pGrVqib6xrx58wSZiQRIgARIoGAE3DVrBBExTEc/+C4v+EnkqCNVMGsoufM6iO+Be8U57LCCHZx7kUASEog7AY3Ogb179zbW5uuvv16aNWsWuGxjxowxAhr+0RBfGMGOKb4JwEWmdu3a8d0I1p4ESIAEipCAu2WLuHPmivwwV0WzRsfQUj/T+n2XW6qFefh9Ohz2ieLQulyEV4WnSjQCcSege/bsKfA/hsUZPs9eAZ2qw36+9dZbZmCOV199lQI6Ae7Wyy+/PAFawSaQAAmQQOERcHUUP/ebb41Qdn/QuMurVosc30xFsnbw63WR+EY/xrjLhYefR05SAr54bPedd94pmzZtkltvvTVb9UvpSEavvPKKzJo1y1iqs23ABTFFYPLkyaZTKL4YdO7c2Qyc4q0gXpTwxcGmH374wURgwcsTBl+57LLLZOPGjXa1WQcfdnypqFatmpx88snmfghswAkSIAESSAAC7i+/SuZ9D8i+xk0lo2MXcX/8SZyTWkvKm2MlZfPfkjptiqSMeFh8/+lO8ZwA15tNiD0CcSmggbG0BmWvVatWrkRbtmwpnTp1ynU9VxQ/gQULFhiXG3T8fO2110wH0BtvvDGoYug0umTJErNs+/bt0qFDBylfvrwRxYMGDZIvvvjChDO0O+GY1moNIX3WWWcZd58PP/zQbsKSBEiABOKSgLtsmWQ+8JDsa9JcMtqdJa4aD1Jeek5SV/wiKS8+K74+V4rT5DhxUlLisn2sNAnEE4G4c+GIJ7hFWVd382Zxn3i6KE/pP5eGOPL16Fag80IA40UHvutI5513nqxbty7XKCiLFi2SDRs2yLBhwwKuO+hUOmPGDPGOSpmmQfzHjx9vRqmEBXrVqlVyww038IWqQFeJO5EACRQnAXf5cnHfflcy354osvZPcdSinPLUKJG2J+U6Em9x1pfnJoFkIRC3FuhkuUCRtNPdu1eKOsu+fZFUMWhbWIu7dOkStAw+7rmlxo0bG+tzt27djA/8zz//LF27dhWMROkd0v2iiy4Kmsc5YMn2unrkdg4uJwESIIHiJuDu3CmZr4+TfaeeIRkntRNXfZp9Ix+RlLXpkvLk4+Kc3DboGVfc9eX5SSAZCdACnSBX3dHQeyn33R03rYGYhTW5Zs2aQXWGRTm3VK5cOTN4Td++fWXo0KEmH3744UZAe9114BLiTTVq1DCzy/TzZ4sWLbyrOE0CJEACMUPAnTtPMl96Rdy33jH+zL4b+4vT+XxxNGwqEwmQQGwR4F9lbF2PpKlNlSpVTBSVUKvw1q1b82QAATxnzhxJT0+Xp556StBpFFboFStWBPbbrO4s3gShjtSwYUPvYk6TAAmQQLETgB9zprrfGb/mnr3FqXeIpCz6UVImvy++rp0pnov9CrECJJAzAQronLlwaSETgMtFkyZNzKA43lPBnzm3hHWnnXaaGWSlfv36Akv066+/LpmZmbJw4cLAbtOnTw9MYwID78AqjagcTCRAAiRQ3ATQZyPz66mScdF/JaPhURp+bo74Ro2QlGWLxXfHYHHy+BJX3HXn+UmABPwEKKB5JxQbgdtuu00QHePpp58WWJ4/+ugjefLJJ3OtD2J+L126VAYMGGBKWKGfeeYZQfzvNm3aBPZ755135OWXX5Zt27bJu+++a45/993x494SaAgnSIAEEooARgPMvH+4Ec2Zt9wuTts2kpL+q6SMe1V87U6jX3NCXW02JtEJUEAn+hWO4fZ17NhRRo0aJcOHD5eKFSvKFVdcYfyac6tyWR016/nnnzcdAo899lgTB/qzzz6TTz/9VKpXrx7Y7YILLjCROhAr+tprrxVE++jTp09gPSdIgARIoKgIoGN35rvvSUaHTpJxXHNx162XlHcnSOq8WeLre504lSsXVVV4HhIggSgScPRTkhvF4yXNoSDORo4cSWEWhSuOWxCh5urVq5dvC8wWHaoWcaFDh/mupJ0p0cHwlltuMcesW7eu+NgBJwpXiYcgARKIhIC7ZKl2CBwj7usaUvOYxuJceZk4GvLT0TEMmEiABPImABdPuGiijNXEKByxemWSqF7wh4ZPcyQJFmvkvBIEORMJkAAJFBUBV93GXI3XjEgakr5SnMsvkZTZ34nDDsxFdQl4HhIoMgIU0EWGmiciARIgARJIRALu97P84efUVcM5vZ2/I+C5Z3NEwES82GwTCWQRoIDmrZBQBGbOnCk27nNCNYyNIQESiCkC7t9/i/vaOMl8Wa3NGgnId9UV4vv1f+JkxZ2PqcqyMiRAAlEnQAEddaQ8YHESwGiFTCRAAiRQGATcjAxxP/tCXBXN7pSp4nTvKikvPaeDnuyPAlQY5+UxSYAEYo8ABXTsXRPWiARIgARIIIYIuMuXq6X5VXFfeV2kfj3xXXmZ+F4fI0758jFUS1aFBEigKAlQQBclbZ6LBEiABEggLgi4u3aJO3GSEc3uwp/FuaSXpEz5TJyjj4qL+rOSJEAChUuAArpw+fLoeRC46qqr5KeffjJDc+exGVeRAAmQQJERcOf/6O8Q+OZb4rRuKU7fa8V3fkdxSpQosjrwRCRAArFPgAI69q8Ra0gCJEACJFCIBNx//xV33BvGTUM2b/G7aPxvvjgHH1yIZ+WhSYAE4pkABXQ8Xz3WnQRIgARIoEAEMICTO+Vr7RCovs2fqGvGeR3EN/IRcTikdoF4cicSSDYCHMo72a54DLZ33LhxgqG5q1atKp06dZK1a9cGann//ffL4MGDZfTo0XLYYYfJoYceKgMHDjSjEAY24gQJkAAJ5JOAu3q1ZN73gGSkHSGZt94hTts2krLyN0kZ/5r42rfL92io+TwdNyMBEkhQArRAJ+iFjZdmLVy4UO666y4ZMGCAbN68WZ544gnp3r27fP/996YJK1eulIkTJ5rYzhDRu7Rjzw033CD//POPGeYzXtrJepIACRQfAXfPHnE/+Eg7BL4m7uw54lzUU1I+mChO09gdJrj4aPHMJEAC+SFAAZ0fSnGwza7MXTJjy9Qir2mNEjXl2HLHF/i8e/fulU8++USOOsrfs3337t3y8MMPC5aXyOq0s3XrVpk1a1ZgGwzhfdZZZ0n//v3lxBNPLPC5uSMJkEBiE3AXLVa/Zo3ZPPYNcY47VpyrLhffpLfFKV06sRvO1pEACRQ6AQroQkdcNCfYlrFFXl33TNGczHOWEyu0OSABXbt27YAwxmHbtm0rw4cPlzVr1kiDBg3MmZo1axa0zZlnnilly5aV+fPnU0B7rgUnSYAERFx94XYnvO3vELh6jTiXXyIpP0wXJ+t5QkYkQAIkEA0CFNDRoBgDx6hWooaMPeqjGKhJZFWoU6dO0A6lSpUy8/v27QssPziHnvAYrnvZsmWBbThBAiSQ3ATcGTONaHYnvS/O6e3Ed9cQcc45Sxwfu/ok953B1pNA4RCggC4crjxqFAnANzo0wQe6YcOGoYs5TwIkkEQE3L/+Eve1ccZNQ3v/afg5ddF4+AFxqldPIgpsKgmQQHEQoIAuDuo8Z0QEMNgK/KArVKhg9ps7d65s27ZNmjRhB6CIQHJjEkgAAm5Ghriffynuiy+LO/Vbcbp3lZQxL4jTpnUCtI5NIAESiBcCFNDxcqWSuJ6bNm2Sq6++2kTo2LBhg/Tp00fOOeccadWqVRJTYdNJILkIuOqylTlGo2i8OlakQZr4rrhUfGNfEad8+eQCwdaSAAnEBAEK6Ji4DKxEXgSOPvpo2blzp9SsWVNSU1Pl9NNPlzfffFN89G3MCxvXkUDcE3B37BB34iR/h8AlS8W5pJekTNFBT472R+2J+wayASRAAnFLgAI6bi9d/Ff8pZdeytaI9u3bC0YI86Zy5crJ+++/b2I/o5OhdeXwbsNpEiCBxCHg/jDH3yHwbY3VfFJr8d3YX5zzO4qjL9BMJEACJBALBPg0ioWrwDrki0C1atXytR03IgESiD8CrnYMRrzmzDGviuzcpR0CLxPf4gXiaKhLJhIgARKINQIU0LF2RVgfEiABEkgSAm5mpr9DoIpm98sp4nQ+X1KeGiXOqackCQE2kwRIIF4JUEDH65VLknrfc889ZvjuJGkum0kCSUHATU/3u2hop0Cpe7C/Q+DLz4ujo4wykQAJkEA8EKCAjoerlMR1rFu3bhK3nk0ngcQh4O7eLRjkxH1Zrc0Lfxan14WS8sXH4jRulDiNZEtIgASShkDcCejmzZvL4sWL83WBunXrJuPGjcvXtnajTP2k6B0Fzy4PLdHRLbSzW+g2nCcBEiCBZCfg/vw/yXxpjLjjJ4hzwvHiXH2l+Lp2FqdEiWRHw/aTAAnEMYG4E9CPP/64dO/eXfbs2SNDhw7NM5TZEUccEfGlgeBGnOFwCedP18+QTCRAAiRAAsEEXB34yH3zLRXOr4j8uU4cjdmcMu97cerXD96QcyRAAiQQpwTiTkCffPLJMn36dGnatKlk6IhUgwYNiir6Sy65RJDDJYRSa9CgQbjNuJ4ESIAEkoaAO2OmEc3uex+Ic0Z78d13lzhnnSkOY7YnzT3AhpJAshDwxWNDYVm+//77ZdiwYYKR6ZgSh8CkSZPEcZyoXNfZs2ebl63EocOWkEDsEXD//lsyRzwu+446VjKuulacYxpLym+LJGXiBPGdczbFc+xdMtaIBEggCgTiUkCj3TfeeKN8+OGHxgodBQ48RIIRgB9769atZZkO/8tEAiQQXQIIP5f52eeS0eNCyTi8sbiLl0jKmBckdclC8d18ozjVq0f3hDwaCZAACcQYgbhz4bD8UlJSpF27dnaWJQkEEWAnzyAcnCGBqBBwN20yUTQyn3lepFpV/2Anr7wojrq0MZEACZBAMhGIWwGdTBcpkds6efJkefLJJ2Xu3LnStm1bOeecc4KaizjQiIyya9cuefXVV+Xyyy+Xhx9+WJYvX2783+fPn2/cPeDWM3DgQOnVq5fs2LFD4CuPhP2//vpref3114OOyxkSIIH8EzCRNJ56Vty33jFDaqe88Zo4LVvk/wDckgSKiYD+dMiff4qsXy+ydm3w9F9/iSDDExR5+3aRVFVFJUvuz6VKBU9jvmxZkTJlgnO5ciKh6+x2WFe69P79sNyuw3GwH1P8EaCAjr9rlmONVWOKuiIWecJDoVKlgp12wYIF0qNHD7n44oulf//+8sknnxjXHO/R0tPT5csvv9SHWqoR19X10/DmzZvlhBNOkGOOOUbuvfde2bt3r7zyyivSu3dvadKkiRx11FHmeBDbZ511lnTp0sV7SE6TAAnkg4CrnbTRGTBThbP8tkx81/YR36//E6dGjXzszU1IoHAJQPB6hfG6dcHzdp3aUwSjwR98sAhuXUzXqSPSsqV/ulo1kapV/Rm/ZRDcGmQrkDV8eWBaPQPVQOPPO3fqiPOejP2wTj/SmHphHeZRYh3EuZ1HieNu2+Zfj/NBUFsRDlFtBbYV3/it9S63At5uZ9fZ7THvncZ2OAaW6Qd8pigQoICOAsRYOATerDVEdpGnjh1FXn65YKdFBJWW+hQbM2aMOcB5550n6/Qp+N577wUd8E99Ei5dulRsWMLPPvtMH4Q1ZPz48VKvXj2z7WmnnSaHH364fP/990ZYwxINAd2mTRvp0KFD0PE4QwIkkDsBdAp0XxwjmU8/J3JoQ/H1u06cbl3EgWmOiQQKkQAEKn7LrBhGaachiJFhMf7jDxF4DVkxXLOmSK1afpGM30FMYx1y5cqRVRgCE7kokw4rYcS1FeE5iW+sw3Kv8MY8DGdWiEOYW7HuFe52P4h4ZIRgh9Ub7fSW5cv7560oxzyEuBXeXhGPbcrpcY5vLHJIo6KkFTvn4hMxdq7FAdUEA/bhQRNPCRboIUOGBFW5Z8+e2QR0LX0aWvGMjeHm8csvv5j9tmq82SVLlggibvg0VBbcN5hIgAQiJ+DOnSeZTzwt7oeTxen5H0n59ENxjjs28gNxDxIIIQCrrFcM22mvWIY4hhCEldgKYJSwFuuHRX3u7xfFWA43i0RJGnjKiFkIWljDCzvpR9sgwR4q3HerMM9Yo7VYry4tmkusVmG9Ua3ieh3LbtaXl60iFVWIl9bjLL5BBfTjhV3j2Dw+BXRsXpeEr9XGjRuN73JNmA48qQ6eliEpp+G8R48ebXyn4QtdRl+RYWlmx8EQcJwlgTAEXP12DL9m46ax/i9jbfaNfkycKlXC7MnVyU5APXyMX7G1EFsfYzsPQWyFMiyeEL2hwrixWi/tMliL4U7BVLgEXBXCqXptKqhArgCjm4pjN6QUdY8RCHk1zDn4SdZr45ygJaaxTOcx7eg2WJysiQI6Wa98Mbe7iv5AYzAaCGlvgkU5NCHiije9rD4jN910k+k0iFEpMbw7/KDL6/cmDq/uJcVpEsiZgKvfwDOffcG4ajhNm4hv6O3idDyXMZtzxpVUS/ERL9QybEWxLSGO4YOMaIVWAMP2AXvIkUeKqEedcZ/AOvge49M/U+EScHfp8dW1RfTauLAeqyuMqxnLXCzHNJarS0ZABOu1MUJYX2TkDBFf1rwRzHEb5FjbUkSJArqIQPM0wQQwWAo6/CFCRr9+/QIrZ8yYEZjObQKdDRs1aiQjRowIbDJnzhwjnjE6JRLcOZDsvJnhPySQ5ATc76ZL5pPPiPvlFHH+20tSpml55BFJTiXxmw8fW/jKegWwnfaW8C+Gjy3EsBXGsAxjGoGNvB3x4GqR9ZhNfIDF2EJcO4GFGEIYIlizFchmWZb1WNSlQiCAvRZinZbjs4QxpmE1hoBmigoBCuioYORBCkLgtttuk86dO8vTTz9thk//5ptvjFtGuGOdcsop8sEHH8jUqVNN6DuEwEOnQSTrAw2rdWk1e3zxxRemUyE6KzKRQDIScLUHkTv+TSOc0cPId2N/8Y15QRz0EGKKewIalEhWrVLjoloXYTmGdRildxoiGZ3pvAIYorhBA9EBp/ZbiyGWK1aMeyRx0wBXfYqNILYWYliP1aUiaJm++Ag8qlQcG3cKCGQVwnKSf5m1GsOdgqloCVBAFy1vns1DoKOG8Bg1apQMHz7cWKGrqQPc0KFDZfDgwZ6tsk9eeumlArGN/eG6gf1gjR47dqzMmjUrsMN1111nBDmE9l8wrTCRQBIRcNPTTSQN95XXxWnTSnwjHhLfmWckEYH4byqsjxDEK1f6M4Qypr0lQphCCEP8wnKMEr7FZ54ZvAx+yExFQ8Ddo+eBKNYcsBp75zGt11XgnQirMCzHEMUQx0drebrHnQLrg70YdYPop52ZO2V35i7ZmbkjUO7VhuzS5TsydJm726zDPDK2RT6pYjs5oUKr6FcoDo7oqM8oPhAwRUgA/rsjR46UPn36RLgnNw8lgFtwlf4iICQdXDvym2Bthg91Tp0M7TF2qvUNA7GUK+q4RLYCLEmgiAlkTvlaXETTmD5TnCsuFd/114gDhcUUkwQQug2i+PffRZYt219iWvtIm6gMiLJUv77oMzJ7yf6eRXtZTYc7tfBbv2JbBqzGEMdbNEMQW6vxISqC1eJvXCysYNZr6mgouJzSnky/cDVCVZ2bd6qA3eX6hesuiFwzvysgZCF6/cJ2l+yB0MV6iFyd3pG5PbDOCt89mf7l2HZHxnbdZ4+UdEpK2ZRyWpaSsj4tfaWktK+MyaV0uoyvrMl2WWlfaSnllJZzDuokx5WLfldCuHhiADSUsZpogY7VK5NE9YJoro9fhwhTWQ1EiZxXQoQOJhJIdAKuxv9yx443YegwlJrvhr7imzBO/R15/8fCtUeYMIhhr0jG9G+/aRAE/WQPy/Ghh4ocdpi/1EFZA9NhHnGx0LyEqIOrrjAmIgUEsApkI4g95faN22Tb9q2yveZW2VlXLbJ1VNDWUitsLS2PUbFaVYVrZRWrlXS+DMQrBK5f5FqhagXsrgxdvyLYogsLMITt9sxtkuqk+sWrOixbUWuFazkVuaVU5JZSAYtlwWK3tFT2VdEQf37xWyalrJRWkYvtsF8JFcnYD2I4uORzoiA3MQV0QahxHxIgARKIAQLu4iWS+czzxsfZOesMSXnuKXFOPSUGapZ8VUAAIViNV6wQ+fXX/WIZy9CBLy1tv0g+4ghRFzT/PD4O0L2i8O8XF158em3cdC3VFcbVFxpRy//q7StlcemfZNFhC+T3o36RbZW2yLYqW2VL3c2yrdQW2Vpis2x1thgRWim1st8SC2FqrLMqTlXkYhpiFRZZszwDy0pLldQqWtYJCFass9uU1e1h7TX7mmPpMVTYYt7n+DvBaw2ZYpgABXQMXxxWjQRIgARCCbj6zd99/0NxdaRAd+kv4lx9paQs+lE7FuGbMVNhEkBXCutmEWpNxghvsCDrgKjSsKF/ZNgLL/QvO0Q/4TNiRWFeGRXE6/X46VqqOBYVx0Yoq0B2VTRjuaBzZD2NXX3MHzKt+Vcy/XzNVb7WYa1TpHHZJnJMpWZybtnOUs5XXiqkVJAKqZW0rKjZX6YUhSOyVpEpfghQQMfPtWJNSYAEkpiAq6EU3BdelsznX1JVdqj4+l4rPg6xHdU7Ah3y4FLhFclwvYCrBZYhnrF1s4DLxVln+a3ImEZUC6bCIxAQyCqKA5bk9P2CWRBUJk39ivXlBULZOUbLTjp09SFb5Puq38qM3VPlm82fy4a9f8uplc+Skyu2lzsqDZeDS+nbDRMJFIBAvgU0OnrZDl6IaPD9999LixYttMevdvllIgESIAESKBQCJnbzU8+K+/mX4lzUU1I+16G2j9EwC0wFIuD1R4YV2ZvT0/1DSXtF8gUX7He9YIi3AiHP105GIHssxsaCrNfDWpQDArmBHk67zBiBfJ5a9u18Of9pMtwMmbt1pkzbPEWmb/laFu9YKCdsaiWnVDpDnj5snBxTtmlAy+SrYtyIBHIhkC8B/cwzz5hwYEuWLNGHze9m5LdNOrg9Pn1MnjxZx6g/J5fDczEJkAAJkECkBFxVeaZToA56Ijrctq/fdeJ76TlxNPoPU3gCiI3stSLbaViT4YaRlrbfcgyxfPbZ/nm4XpQqFf743CJyAgELcrruq9kKYyuUjUBW/o5ajyUtd4Gsa7Ol33YukW/Xfami+SuZvXW6NCh9uJxS8QwZfMj9ckL5Vtphjhc1GzQuOGACYQX0r9obYsCAAXLllVeakd4effRR7eSdKjNnzpQJEyaYMG6r8c2LiQQKmcA///wjH3/8sSAONBMJJCIBuGmYToHPvShOqxbiG/2Y+NqdlohNPeA2IT6ytR5bgWznMZqe14rcqpXoYEv+ZQgJR3/kA8af7QBBnfTSVSBrNkJ5pZbwQ7YuFmk6rdlYkDvotbDzWRZkXRs2/bVnnRHL322ZIjO2TBWfBlQ+tdKZ8p9ql8gTh74mlbXzHhMJFDaBsAJ69uzZGl7nUHnuuedMXT766CPp1q2bjl7UWt/i0+SJJ57Q4UHXqf9XrcKuK4+f5ASuueYaQVxnCugkvxESsPnuwp8lc+RocT/4SJyLL5SUGd+Ic7iaRpM46RhJkp6+XyTbMHAQyYh0gdDu8D1GhljuoGLMzmOYaaboEsjVxSJdz4Oc1UnPSdNpzQEXC+uTHIFA1iMEpe0Z22Tmlm/luyy3jHV7/pC2ldqrH/PpcvPBd0m90g2CtucMCRQFgbACesOGDVK9enVTl4ULF+rwoGv1c9fZZn63vubDGh0uFm9RNITnSHwCGBDF+uEnfmvZwkQngH4l7sefivv4EyaahondPGqEOBhzOUmSdbXwimM7jaGoEb3CimK4V5x00n7BzLGRonuTGIG8Si3H6uZiLMfpwWWuLhZpup1m5wAEsh4hKMGPef622VmCeaos3D5Pji/fwgjm0YeO0agZTRnqLYgYZ4qDQFgBjVFgbr/9dvn2229lzJgxgoEpztQxQrds2SIPPPCAtGzZUiqyZ0VxXLu4Pufzzz9vXIAwzLZNN954o/z000/iXXbDDTeY+2uz/tJi+G6I6ObNmwu+hLADqyXHMp4IuDqCpvvaWMlU4SyVKonvphvEd0EPcdQYkYhJfypMXGREskB8ZBvRAqW6dxvrMcQxhLL+aYvttIexlbSbDVOUCBgXi3QVyHCnQKnZWxqBrIZcR7kHWZDTsuajKJD1iNnSsp1LjWD+dvOXxtqcVvpQObnS6XLjwXfIiRVO0hjJHOwjGzQuKFYCYZ/Y7dq1k/POO09OO+00U9Enn3xSMIz1FVdcYUTMCy+8UKwN4Mnjk8DRRx9tBPGiRYukcePGRhiPHTvWDM39yy+/yJFHHil79Rvuq6++KqNHjzbDfMPvfp/GwIVPPl/a4vO6J3OtXR12PnP4w+K+OlacU9pKypgXxGmrJtUESOpZZYSxVyRbsYz4yBg4BPGRUSL0m74XSwMVa1kfNxOAQPE3wf1b65DuEcYhQlnK6np9ScnWSS9Nl2uOpgVZjxg2IZwcxDLcMtD5z6dxluHH3LXaxTKy4UtyUIlqYY/BDUigOAmEFdCo3Ntvvy2LFy9WY0klqYseGJr69u0ro0aNopAxNIr/n3Vaha7FUI3T9JwPFuC8bdq0MffT119/bQQ03IO26y9tHR0MYtq0aUZAI1TiNh2iuIM6N9asWdOI6D1qsvrvf/9bgDNyFxIoPgKZr4+TzFtuV/9mDUM3Z4Y4UI9xmuCDrH+iMmvWftGMkfbgh2xFsv55y2WX+ecZ6fTAL7R6+4j8qXmlCmTNOZVSUpenqRDWbMpGWno76aETXzGmnRk75Put0/yd/1Q0/7lnjbSueKqxMvc/+DZpqJEzmEggngiEFdDotIWQdbASetMJJ5xgOnTBtePUU0/1ruJ0MRCAl/p7xXBeHVegQAm+82epKQoCun///qaEOxA6o0JA9+nTRz7//HPjrgHxzEQC8UjA/eVXybimr4iO85zy6YfiHN8srpqBgUV+/lnku+/2Z0SwOOUUf/7Pf/wiuZ6GHnOcuGpazFXWhUBWq3HAxQIWZMyv1hKi+SDN9ZWzZlPiJxkCGfMNdHkxC2StRVCCH/OCbXNMLOZv1cL80/a50rTciRqP+XR5tOFzZppDVgchi6kZ9HFDH7iN+uXsb31DRomMZYiIhYxpdOrv0aNHTNW9qCoTVkBD4Nx9990yd+7cbHXCMrh2AOJBB+Gvm6m4CKToieMtDsq5554rAwcONO4b8HvGvYQOqwiViAQB3amTDiXFRAJxRsDVH5/MBx4S95nnxXf3EHH6XieOT5VnjCf1kJJ58/wWZrWNyIwZol9/RE4+WaRjR5GHHvK7XsR4M2Kyeu4GrRYEcXpWCVGs1nwrmKWSzkMIa5Y0LVto2VMFckMt9cOvU0rLGE/Ld/1mLMxwyZi55RupW7K+jvp3pvSvM1haVThZyqTAj4SpqAls1Rd4iF8rfO20Lf/991+Nj/6XoIRYRrlLY9HX0HA20HbI+G1GWbVqVTn44IMF/eMwDWNqsqYcBTTAXXLJJebzOWAu0yCb+IzuTehBvnTpUuPCUaUKYy562XA6fwQgoBFffM6cOWrh+s6IafzBwiKNZfPnzxd0NmQigXgikPnlV5J5TT9xTmgmKQvniqNuSbGa0Invhx9EO4n7s3pNmc582vVFLr9ctOO4f2S+WK1/LNXL3aq1Wa6CeGVWma4lBLNmlIJf2wYqhNOyykZanqsCWZeJLnPiUFtu3PuPTNNYzN+pYJ6+earsc/eaEf/OP6iHPNLgWalWgvEE9epGLUF3wSPACmGvhRjT3nlsY4VxaR2DHgIYWq1atWpB00doxwQsgxhGCZGMsnz5GPukETWK0TtQjgIasDG64IcffmjC1CF0WMmScLDan7Csbdu2xnzP0GL7uXAq/wTgrtGsWTPTSRCuQq10tAP7hz5kyBDjznH88ccHDoj7LCMjIzDPCRKIJQLu+vWSedMt4n4/W3zPPiG+c86OpeqZuqCzHwQzgt9ANOt7qmh/XnXDE31xRX8XkSSKohfR9XF36OYqhAMW5PTgedHBW0StxQ4sxvWzhLJyNQIZwhkW5jhPuzJ3yawtWX7MKpxX7louJ1U8zYjm62oPksPKHBnnLSy66qNDvHWDsOIXpV1mS2sVtoIYItgKYYher2W4voausfMQwVYYlyhRougalkRnylFAo/2IsoH8gz5tx40bZwZMSSIubGoREcCXjeHDh2t8Vw1TpCESkeBTP3HiRGOd9r6cIfoLLNNw7cDLWzkGgi2iq8TT5EXA1Zc698WXJfPOe8W56nJJefl5cbLu5bz2K4p12gfXuGFALKPj348/ir60+l0yBg/2x1Xm6OD+K+GqNV5W7rcYBwlltSyLhuMLsiCn6XxLFcgoIZATMGhEpptpfJdtpIyfNB7zMeWaGT/mB9OekmYamzlFo2cke8JX+5zEr11mLcF2HiX2gRCGCLYZX2CxDGWjRo2yWYVhHfbFgStYstwPuQpoC6BFixYmdNgFGpxzzZo1GrcTT5nglJN/dPAWnCOBnAlAQA8bNiyoIypCJ0JAd4TTpSfBrej99983X0esz7RnNSdJoMgJuCtWSMZFl+jn+VRJ+eZLcRrju3zxJf26azr8WcGsUSLlxBP9FuZ77xVBdIwY0fZFDkm1oMgfmuFm4bUk67RxsViv5SEqhFUMB4SydsEwPshpujzeOploMwqS0nf9HvBjxjDZtUvWNZEyrqszSNpUODVp/Jghcv/8808zeJwtMeryev3ShHVeMYwvo1b8WlcIK4rT0tJMZ3g7b63CiGrGFN8EHPWpcfNqwurVq00EDlxsDN+dU/zdl156Ka9DJOQ6WENHjhxpokUkZANjtFG4XfE2jzdxJhIoTgKZ738omVdfL7777hLnmj7i/VpSVPXSvkHGFUP7ehu3DO2uos9pv2BGpAwNbKPud0VVm+I/j/uP1gHiOEsUm1H17PwqXVdTc/0skZzmEcsQzRDPPi2TLG3cu8FEykDHv+lbvpbd6qZxSqUzTMZQ2TVKFv2bAyJAwFiHEuMBYBoZ03B9wHKbscxuZ9fbbSFsYenFeu8xsBxug1i2Qwc2wjQyQqnCUIgRl+EDjMG6EFrVlug8BxeJUDHMr6HR/6NBJ8XXX3/ddFaM/tGjc8SwFugpU6aYTwaI04tPC0wkUJwEIFIonovzCvDcrv5gZ942RNxJH0jKx++Lc2LzIoOiWkB0PCHRx7KGfvSHmNOuA9K+vWiHWxF0GUjQAQ0NY3enFlYQw5Ks2TsvcPVUMRywIjfV+a5ZfshpujwOIllojaOWMHIrxCJEpy237NwsP2ybIbN2TpM5u2fIH5mrpLE0k2Mymkn/vUOl2q5asnftXiNWv9k7LSBcrTi1whPi0wpTK2CtcMW2dtqKVe+2dp3dD9sjY1sIXvS5Qi5VqpTpF5OiQ1JiHr68WIYwqCjtesxjnV2P7THt3QcughDFdjnWYRmOgRIZhjErlrGciQTyIhBWQMPih8FTYlU8o35wrscfDIVVXpea60iABA6UgKtf5DIu6KX+rlUlZf4scQrZqIA4zOj0ZwXz7Nkixx0ncvrpon0H/C4ZifQ7b9ws1niEsRXIWaX8q1cwTYXwoVllQy1PzhLIOh1vHfUgFmEBzStjG3x127x5c655i46XjmNAgFqhjBIGByM+D02RUuq+U1JD4/ka6fIVJSRlkYrHpRWk7Or6sjZ1u2woNUdmlVpoxKkVo1Zs2nmISghPmyFIMW2FrBWu3v3stnZfW6LDuFf42n2wPRMJxAOBsAIa/qgYddAOuRwLjfrjjz9Mp8a33npLMI23ayS4l6Spv9EZZ5wh96rDH8OwxMLVYh1IIDEIZH7ymWRe3kd8twwU36CbCqVRqpHMCH8IJ4cM8awd641g1pDpJlpGvEeXMvGQ07NEsgpj425hy1WKFaNCQQzDkgyBfJaKPpQ6L3V0maNlESVYRSFMMSIqPu/bMq9pu70VxdjWTqO08xDGEJBly5bNM8M9AL9tcKOspyPWoAzNMHBBmELAIu/z7ZXvt0+Trzd9KlM0I51RuYO0q3yOtNHR/8qdwhBlRXQL8TQJTCCsgMZb4sUXX2w6efXs2dNYo/EH6k233nqrd7ZQp1euXGkiMODN+j86DFbDhg2N5RnzCAq+Qjv1oAPau+++q1abKRrTFKYKJhIgARIoGAF85cq8fai44ydIyntvi9NGnYyjkPSwsmSJXyhbwayPN9PpD37M/fr5LczaST+uUiDcm7paeN0rrFA28ZD1sWxG1INQVou6dMmyIqfpfD6+9y0TIwAAQABJREFUnOOaWCFq/VchTsNNQ7RiUAmvkMVx7LFCpwEen/XxeR9CFkYZlLlNIzSn3d4KY2xrp1HaeZT43YpWWrVrhXy16WMjmH/YOkOalm8u7SudK+OO/EiOKFu8nVuj1UYehwRiiUDYToQIGYYIHHklfFoqqtRPf1V++ukn+eqrr8wbd07nhdUAg3QgNBos0ZEkuIMsX47vhXknjJr3yCOP6I+c/spFMe3cuUeu7X6fpGS6/oerPl8d/c8kLczQp2bWv9Q8gLFN1iYFqUqKhsXJwLfiQkqFcXxHfKKyJio1jtaxDvQ4Bd2/IPvldk0C91oIWYROytR70nM3mrvSf9uhBmpJtPepuWPtGr1nzTp7QJxh/zpbd7sksE4XQGB6E+7x0GUpPo0Nbuq1f8vQ7fKa964LnS69faOU2fGvlENZYpusaXqqlKgokuILrpijPc9c43uwvw65Te3L9MnKP0vIH3+XlDV/lZCypdVFrvoeObiGP9essi/ob9mn7fNzz+2I+5fnd9v8bLd/G9cwd5UxRCv+y/pfJENk70at36YUydys12Gz3iMo9+hfZgX1E6+4RzLLI6tvK8pyuqyclqka9k8Ps3uPdgTTZ/UulHtQqk+tZlPu1XK3zget378d6lOyZAkpDfcBLUuVKJk1rfPq+1q6FEr/utIl1VcWvrO6bZlSpQPry6jFFvtjvZnWfTCPbcxyXZ+amqLPXG2fq43NZ7L3dLjN87sd7raN6ruyUTbrv5u13KTlFlPaZZtlq7k2p0sbaS+t5RRpIRWkXPYqeG/y7Gv9PyShf2Te7fLaX58RerN6t/ZP57ZPTsvzsyx0m9DzetfnNm33seu9bUYbkLFMs+uZNg1S15jAejx7sB22wbHwNdzOe0vsGLRfFics825np+057bPNu6/dxpb2vLoP/kYDxwutk7cOdtqUnroELc+653FMtAvnsfW159F554pLCyXmfUJ0Ijz77LON3xW4xkJasGCBGbwFn6tyS/Cluuyyy+TJJ5+MWEDPmjVL7r///twOHViOzg8Q29FO27Zsk/eWdo72YcMcT/9AAuInzKYFWh394zsOHhaQZgeeonWsAz1OQfcv2H6RXpO8t8+rDgVZl9M+OS3TXwu9AfTB7kmh2+U1710XOp2p9xd+WlzHlb3bq0jmEs1aOiV2ia/cv5o3ia+sP6fW/k1K1PpVUuv8IiVq/yK+MhiWLqekdW2MOvtfNxBaeJ3muTltimXZm5fblvnfNj/H9G7jweufzFqAbeqpwMDfor5U+EsICV2RtYkpsqZNxXU68JKEP1/MB2Wd0eXeZdimlC4rrQuxXJxUFbWOEYwiCKuKvF0ydR36GCLnllA1F8fQhOrnmbIO7d0nz+2zVuLw4Y6N9fnZDocEptQMR0rs04zSZJ9/mU5X0eW19vnU6CKyXqbLmyZjz+zJp43PRINySbg25iUpl/V57Z/bukiW53T+0P1D5x1tE/5GbfKuz23a7hNYr7sj5rUDPasHMrcI7jdzWNQKSf3JzZTOm3tRX4H05dmfddr+HunG2MP7n76GZR0XR/Lvb5bhXseSVJ8p9SrqHE7qn8fLudlOK4IXLmykTjq6PitlrTdzqBO28ul6PQTqiG1xv5vlJl43VvjrjH3wcoiEWN647j7928LOOAZqgeXYF8fAtqiPyaYuukbnWzXIkGT9vhHWhQNwbcLnrd9//924TUCk5iVi7T7RLttoINMZM2aEDR/3tXZRR8iZSNN5550nyOESPtMV5Pjhjlu95kEyY/lBcoduWFbzMM2Hh9spa73tPAKf8Egyemr/8ssv6nP5vcmwwGOEQIQtRAbzmjVr5rMW3IwEDowAfsjwMM9Qq1+m/gfrrimDlmEL/3b73H1me/9+wftiGX4Q7LHssTU2gfnBxM9Shtkf26mBxZxTj60WFu2OZc5t6iIbzDJM79jmky2bSsi2f1Nl66ZU2ba5uqQvbShrfusuqydXkNW/asesivvkkCO2yiGHa0apua5OV6uzy9QV5zLWIkyESTinN4XO23X4oQOncCnX7WBVskl/fLWCdi5Q58CCXCZw7KCE43iSXY/S2w673LOpbhG8r12H5RAHofzM1zi7UVYZegzM2/OGrsMuuS3La5+gU2q9wp3Dnse7nT1GjufPoa3mGB62OR3LHtNbhttOpVWe91Be++e2LpLlOW0buix0PrTO3vWh03v37ZVVK1dJ+ooV8uuy32TF8hXyx9o/jFtP9WrVdeS+qrIvE8+TrL9P3IL6d2D/A8t9GRpGD19NEBpvL76KaKg9/c2Fu2vJ0vjqoZ0s9WtGSTXylcI8voboV40SpfxRQfzrsKyUlCip0UOwvX5FKaEZHShRBnKJVHMcfAlJ1eX2LwLPJiT7N4DnmZnXmqLNeI7Ze9b/DPX/Ldt2+J97aj3Gtln7+p+V+iKR9QyxX3hxDiyzLHEMuy2mGx1U3pw7Gf/Jl4BGXMQbb7zR+BUD0mztCv7GG2+YDhD33Xef8e8qKnjwx4agQzDzXr16GR9nxGTEJ2b4QKenp8v48ePlk08+MW4eRVWvaJ7nWD3YB5rHab5QMxxobtDsH6dPJ3JJtgNJQV5sIJRhtUeCjyBGoISgRozvK664Qof3rWyG2raiumnTpiYckNmB/5BAFAkYNyU9XsyOcFZFK3dI3g1evTpV/ZtLy9Kl1Y2f8xefik6rdVTNo0cckXPWd3ImEiCBKBGAwQ/hd+fPn68jcP5o8uLFi41mMAaiZqdKv14D5fDDDzeh63J6ActvVSAy4X+PTqY5dRgNXbd903YTrs9uv9H47280y6yPvj0O/PbtdhDp8MNHaf3qMQ8ffetf752Hoa9UKX8nVbscvvdeP3zr32/L/LaZ2+mXoXAQEK+xU6dOxqL5+OOPy5AhQ8wuJ598shlqGeFzXnjhhXCHidp6CDf8UVxzzTXGlQPW09CEKBxffPFF0Oh2odvE+jw+212i+VzNGq1KztR8j+YzNBd2wh/d6aefbrI9FyzUcG+BqH755ZdlmY7YcLwGnW2lQWitlRodaJhIgARUX6vARj5LI0h4E0YK1D8l+fVXf9aBNQPTGmghm7g+6igNSNFQ9GXVexROkwAJeAnAndKKZPSRmjdvnqxatUpDPh5nBuJo3ry50QzHHnusEZ/efaMxDfFtBW00jpfbMWwnWdvp1XactQIby71iHfN///23EfV2OZbZzrRWnNsSVnVYwSG20R6UENsQ13baLrfl+eefL9BlyZjCdiKEJffyyy/Xh/yvgdA5X375pWCIb5SXXnqpCSV3IG9vBQUPcY8/Elid0XEQIwYhZjUs0oWdIDKLciTC77VBQzXrb6kR0pE7p0SXCP5g8SXCiuqZOroDQi1ZCzWENd7y4eqTV/r4449l9OjRguHg8WXhtttuM187cG8hNBM6qOLrx6effmoC86NjwYMPPmiEuz3uzz//LDfffLM5Bq49orOg86j33HPmzJERI0boaG1TzciaPXr0kOuuu858ubDHYUkCxUlAI3IGxLQV2L/9poEsVog+19SV63C/wPaWaWnqm4i3bSYSSBIC+M33WpXRLwqGPPzeIJ9wwglGNB999NEmpF+SYIlaM60ohyUcohuCG7/3dhrzyNgOy88880wTsCFqFcg6UEJ0IvxNn+CNGzc24jkU0IknnmjGioeAbdCgQejqQp/Hm9Jhhx1mcqGfrJhPgMBZ+hVYXtQMD+1rNF+pOW95qhsUUsLbaKiVGi9Z1o96zJgxgnsHDzR8rWipYwpDINeoUSNQIzwEIWThIjJ06FD54IMPpEuXLrJhwwbzxQMb9u/fX6ZNmyb33HOP+qdVk2effdZ8WcBQqxDLSzQOGI6NexQvNHipwlcShDN88803zbkw3aFDByO64ZICS8VADaqLWKq9e/cO1IcTJFCcBNBlA1lD7wcldICHiIaYhrCGK8iHH/rn//zTb6GGW8iRR4o+C/dbsdWewEQCcUsAX5eX6s0OgWwFM0r89kBc4bcFbocQzPURLJ0pKgSsJb0oDJFRqXAxHiQ13LkhjNFpD58BMAa8N02YMMH4QRdGZzrveTjtJ1BSi76aEaPjLs3vah6muaVm9291/u+jE0WcHFX2vsH+kx6hv+LI+CqBhLdT+FLDOg03H3zJgFXZun2MGzdOY96eKE8//bTZ/pRTTjFfFBDH2yaIZ/i9X3vttWYRQhPeeeedxgcef+AQ3viDnz59uumUgY2wHML8lltuMW4mENQQ3xDo8JWHS9Jff/0lL774IgW0Bc0yZgmk6lMaVmdkfQ8MSvrFVd2p/MIaJQZe0T8rI7TVgBTkEmIt13AL0S4NTCQQMwTgOoAviV6xDFdNaAu4CsJFAONNYDpUh8RMI1iRpCMQVkC3b9/euEXAggerHd4KYVn86KOP5LnnnjPihkNvFu19U1dPN0bz55p1cDIjoIdoR9gql+tMEScnDysXLAW4f5CR0NHC60sNPzUIWghn6/qB+N1eAQ3r8mOPPSab1Hm0c+fOap1rZzo22mZCYENU41g2wbKM48K9BA9cPJS7du1qltltrGi38yxJIB4JlCqlUfEa+3No/SGgrSsISu0WIk895RfccPvwdma04hqlvo8ykUChEYC7BZ7J+BJoLcvQFEfqJxTrfnHRRRcZ0QxXSSYSiFUCYX2gUXG8CeJTCW54b8Ln9ldeecVEaPAuT4bpovaBzo3pDl0xWvM7mm/WfJHmeHCJhCCGNRovYRgt0rp+wJIM3ysIXohldPp4/vnnZdKkScY9A37WsEYPHz7chBFCB4fcEizQDz30kOkUAfeOG25ALBMmEiAB/QATJK6tewis2PqxJuAOAkGNDNcQDOoKwc5EAvklgGhZEMswcNhOfuvWrTOd+yCWYVmGK8YxxxxjntP5PS63S3wCCeEDjcuEnqzo5IU/ArwpwuIMn1M46TMVLwEYi27X3F3zUM0Q0g9oVqNUTCdYiRGKBx0REDUFGQmdB8/S0AWnnXaa/O9//zNuFog9jl7U8J+G6wVGgMRnPHQcRO/g66+/Xh599NFs7bUdWyG6Idi9CZ0gYAmpXbu2dzGnSSApCKArAnLbtsHN1Y9E6ka1398awlr73Ro3kfR0EQTagZi2whrvrzAS5pax3hOuOPhknEsYAvi6iL5Q1qJsxTJcM6xQ7tatmxmkDG5++ELIFH8E8HxAfwyNBmgy+mPArUw9JpMyhXXhsFRww8NfFZkp9ghoHyJ5SzP8oi/VjI6GsEjH6gcwiFu8mE2ZMkVuuukmrak/wQKNhE94sPL37NnTCGX4wlkrNe5FRNnAQxq+zfClRmQOG3UDbiKIsPHAAw8Y15BGjRoZH2n/Gfz/wiL9zDPPmM6GEPJMJEACfrGL/ljIWe+0ASwYxXflSr+YhrDW8Za0nwPixuee9f1YO30FC2zM6/uzcRWBwIbLCErvdE7LvOtxjDABfgL15kR0CWCQLnTetiLZlviiaDv3XX311cayXK9eveienEcrEgIa1Mx0VtbLbOLYQzBDLOPvHjYn9KPQn1XzAh76El4kFYyRk+QooNHxCyP59enTx1ju3nnnnTyri9BjTMVPwNEq4EXwTM0PaT5DM6zS52uOxYTOgOjQN2rUKBNT/LvvvjPTtq4QtrA0Dxs2zLh69OvXz4yC+dlnn5kOgodooF1YpL/66ivTkRAPb3wKhO8zBLp92UPnE/hP4zzoyAiRDvE8aNCgQokJauvPkgQSiUBKij/iB+JSh8a3zq2dsFiFCmyIbiu89UOQfoXSgbi1RNZwvqb0LstpGgPSQNBb4e0V13aZV4Tb9bCU2+W2zG17Gkkx8M9O48JpRTJiLKOzH4QxXC+QO3bsaPqaHHTQQbndBlweowTwtwmRDHEMkYwY9YsWiaxeLRpZTfT31C+W9edT7rjD79pFe9P+i5mjD/RT2tME4gZCBJ9lLrzwwv175DD177//5rA0sRfFig90XpThsT5EMx5r92vWv4eYS4jOAVcMROyANRkxnBGqDsIY4nm1/iUjDjRe6OCGgYgbAwYMMKLafgZENI3BgwcL7sNUDVkASwge/Njfdk78Q4PsouMg/KuR4L8Py3VePtQxB4sVIgESCBCAlcwK71Ahnts8xDgeAbmt9x5PPRWNQMcANxANVmh7y1ARjnWwjue03LtfqRj0Jcfz0w5CYgXzcv3MgC94ViyjUza+HPK5GbgN42JC3c6NOPa6XmBavRhNZ2J0REYYTFiVYV2Gixai/xRnigcf6BwFdHFCi5dzx4OABks10shrmp/U/F/NfTXH2rM7Q01JCI6PWJ7v69Bs3bt3Dwhora5J3m2scLbrbIljQDTDL9pG/LBuHyjxYwDffYhqdFAMjUttj8OSBEiABHQE5SCB7hXXdtprHbfLYB23It0uCy0R2xvCXB9VOQpzK7YhxLEd5lFaX/PQacxj2/wmGBRC/ZU3btxoLMnWDQOiGc9LGCWYYp8ABmWGixUsyhDH1rIMizLcndBlzbpeWMEcyx428SCg8/WXATGCQSkQv7chvt9pQsctRDU4CleEKWYJ6FdXuUJzR82wQsOtY5jmUzXHSkrRb8PhBuLJzzZefzu4cODeRIbbBhI6DcI9CWLaG5caYfBsbGr80eJcTCRAAslNAFZnZA0rH/UE9xOIariyhIpr77wV6HBtgc85hDkyLIfeaewDUY7Bc+Cj6i19vvU6outSHfRsnvb5mKmds6cZFzdYkyGSEWcfnbARDcl2vI56g3nAqBHAdYarhfVPtm4XKBFBB24XsCZrBFgdpMwvmgvjHo5ag+L4QPkS0GeffbZ88803JkNAQ1DjUw/8TTE8Mj6xM8U2gZpavac0f6cZftH6xcYMxlJLy2RJiMbhjfhhrdRwVcJgQXAdwaiF8J22rh8oYdVmIgESIIFoEcA7OqzGyNFK27Zl6nNshfbx+F07+K2Xjz/erC5wGWp9rKfW6UP1NJfIrl391Oe8hIpsRwdHQ4ha0a99or/nIjX1RwLCG9FZEG0FGRZvpuIhgJcka0X2WpQRJSctzW9RhlVZh05QDeafx5cKpqIjENaFA2HrIJTRcQDhZ7zpiSeekNtvv934nibbYCrx4sLhvV52erdOPKsZrh19NcM+Gys2V1iJV+p3KPjdFYclGOeHoLauH5j2+lJDUCM2dXHUTS8TEwmQQJITwIs/3NUWq6qyGUNeY7yGmqqCETYO1mWbQ4dk3rNHBD6xGqLZlJi281iG4eHtMrgFWDGdk8DGMruencsKdmOuXbs/4gU681nLMiKvQiBbdwvrggEZlgwfSePBhSOsgMZAF2PHjjUWutDbAz5T+OOEyD4MwUGTKMWzgLaXKV0n7tK8QfNtmttqdjQz7SeAHyv8SFlBjRIdG0Ot1KE/UvuPwCkSIAESiJzAXu0liX4b+H1FTHwrlhFCDh2lYWSwGb7KMHQhvn40E1xDrJiGuA4V2F4RDh9sr/Xaimu4lNhplMjJ5latPyOiwxkExLG1LMM/GX7w8ISFQEYnPrhfYDqW/ZOjeY/ldqx4ENBhXTjgQwq/UYgGhA3zpsmTJxtLHGL0MsUfgTSt8uuaP9H8sGZE7LhY8wWaD9LMhLi4julIgx+oq666yiBBNBBrpcZXmF69eqkVppbplGh9qfFjlltnR3IlARIgARDACzp+W3/VsdaRIZbttP3NtX050PG5b9++RjTDgFMUCS4BGIESOVyCxdSKbWvRRonRLa1VG4IbLiOVK2d3F4GwDhXb8J7TR3DcJB03Jsg/2VqTwQDtgzBG1m43oqGyjXDWdyGmOCUQ1gK9S7siH64xTdDB4K677jJuHFg2Z84cEzoMHbDQwTDZUiJYoEOvmbrByRuaP9V8mubemltoZsqbQKZ+51ykpgSI6pkzZxprNXq5t2jRIsiXmnFS8+bItSSQqAT+VodjK4ytUF6mqgrTeC7APRIZv7V2Gv2N7OBQicQF1lh0iszJmu1dhmlEyIWLCCzbEKCYtiI7dB6ivKgSXhbgl2xdLlAiwz8ZH+OtUPaWdHGJ7OrEgwU6rIBGk/EmjGDp8IP2ph46fiOiGeBzUrKlRBTQ9hpq3wV5T/M4zfqsk16au2uOYn8XPVpiJ8RUtVZquH3Mnj1bH/y1jaC2Vmr4UtNKndj3AVuXPAQQy96KY4yGagUzrMr4O7fC2ArlI/VbPVwfGVM593sEESfQ2RF+whDU1rINi3boPMIOQmB7O0JCbFu3EjuNMlzIP/h+qw3EDFuNoauREQUlPV30uvojp9iYyRDJcMHAPCz1yeCfnPsVi96ahBHQFsmaNWtkwYIFxm0Dn5XChR6z+yVimcgC2nu9ftAZWKWnaj5LM8R0U81MkRGwVmqIaSus8fdkrdQQ1fiak4wvo5GR5NYkUHwErF+yVyBbobx582ZjQcZvI4SxFcywKrOPROFfMwhoCGy4iEBw22nrPoLlmEbGIDkQ1hDb8EHGqJMQvhDO+r5j4ikjJBxG47MZEXyRIZLptVr41zNuBTSH8g5/cySLgLYkNurERM0Q04iUA1/pLlnTWjAVgIDXSg1Rjb879KL3htCjL3UBwHIXEjgAAvBLxsutFcawIFvBbP2SYT22AtmW6AvEOMoHAL4Id0UMbQhpWLHRURLCGbG50bnRCuZYHC2yCBEV+6niVkBzKO/w906yCWhLBC4d0zW/qXmG5vM0w1dav2JFlKZOnSq33HKLvPvuu2YEQrsz/Olx/2HobvjaI8b4p59+Kns09hL+oB588EEz6IndPpFK/HCjt7034gd9qRPpCrMtsUQAUaSsMLZiGSUEM74EWWEMsWx9kxPVLzmWrgvrQgIgELcCmpcvPIFkFdBeMuqaJm9phlVa+3cY947ztSylOVzarq/9sLbefffdRkjb7du3b689tCvLpEmT5JJLLpFp06bJbbfdpiMsVTMDnUyfPl0/z61Nmk+iXiu115fa+lHDWn3cccfR8mVvIJYk4CGwU8fV9ka2wDRiJkMoZ6jJMSdLMoQz/ZI9EDlJAsVAIB4EtH6wyJ5uvfVW/ayxXZ5++mkTsH3u3LnSrVu37BtySQwR2Kx1ebZI66MRhqSfHCnXS1fjIw0hPUwz7hRYpdVdLNeEH6iuXbvK22+/HRDQ69Rp7dtvvzXLsCPEM4aZvfbaa81x4CN855136me39UkjoGEJO1eHmkJGsr7U1o969OjR5oXCxqW2wpoRPwwu/pMEBPZpTzOMIOq1IttpRL/w+iOfeuqpJhwlRDJHGE2Cm4NNJIFCJJCjgEZv4vnz55vTIvLG8OHDKaAL8SJE79B7o3eofB9pn2j/Czk9K2vHZZmguadm7WthrNLnaFlCc2jq3bu3nHPOOWawAHwafeedd3Ro24py3nlwDBFp2bKlPPbYY4K4y507dxbEQX3ppZdCD5NU8+jNj+gdyH369DFtBx8bPm/UqFFy0UUXBSJ+WH9q+lIn1W2ScI2FexPcmaww9volY+TSunXrBlwucK/D4AORXE9Ho6BfcsLdDmwQCcQEgRzD2EHIXHDBBeZHGK4KeHBhxKPcEjo/JVuiC0feV1yjD8kXmmGV1qg/0kMzOh7W1WwTPqGi481NN91kYoq3bdtWwwEdFRDJGFb7uuuuk4kTJxofaIhrWKPxQsehtC3F7KW1UuflS92mTRtG/MiOjkuKmQD8kq1I9pYQzBhlz/oleyNdYIyCRIyXXMyXgqcngWIlEA8uHDkKaFDDp/UZM2YYfzFYo2EBzC0lo1WQAjq3uyH7cg2haYT0u1oepxmh8Npr1qhBppMg/Jrfe+8905lwypQpxtKsqwIJX0S++OILmTBhgrFSP/roozJo0KDAek6EJxDqS42BkPAJu1mzZiYff/zxpqyB2E5MJFCIBPBibF0uvP7JEMxwx7AiObQsX758IdaKhyYBEoglAnEroL0+0G+99ZY8/vjjJnZtLMEt7rpQQEd+BXSUUzNs+Hgt4epxoeaj1L/+nBNPNB0Fx40bp/E3V5pBBxCBo2fPnmaYbHwNsQn+jHDtGD8eR2EqKAF8Ekdnqh9//NFkvCRjuowGRYWotoIa02lpaQU9DfdLQgIQwfg7Xq4jTyBDLHvL3TreMf6OYTm20S2sWOYLXBLeMGwyCeRAIB4EdFgfaLz144HIRAIHSgDRObpm5aVawr3j1ubNpZKGiRoxcqTcOGCAEc+6WErruKewkA4ZMsR0GISg++STT8wPMV7wmA6MAPxCj9YhtJDRUdMmCB8IaQjqMWPGmGl0KMbDDJ/Q0akxNKPDIgaKQPQUrMN8KgKqMiUcgR07dggsyBg0BBnDUXvFMcQyouTANQv9GpAx4BZ8klFinp33Eu62YINIICkJ5OjCQR/o8PcCLdDhGeVnix260WXDhsk7Gl2jmY5yebUKtf/osqqaMWgB4kAjJjQ6ypXV8VcHqMgepttzCOz80I3ONohksGTJEoEbSE4Zfqu4Phs2bDDrMQ9LNoQ0BDXEtRXWWGYFN0qEJ7TCG9swfFh0rpn3KPjaANFr81YdRQLiF6V3mXfaboPt7HJMl9Qh3NAXAS9TuG5WFHtLdNzjC5T3CnCaBEggUgJxa4H+z3/+I3DdsD7Q+EFErFkmEog2gbJ6wLeHDhXR/JNOwyoN/+hTNfc65BAz0Ao6G65atcr4SFM4K5giTrAYRmo1hADDcwOCG+L6n3/+MfNYhmkMYGHXW+GNbTFUshXW1uKNeYhriG0ss/NecQ6RnqgdS8ESDG2GkLXT3hJCF/NewYtpfEHACz+ELzKEL74sepdhGu4TcK3AtN0GvO1+mKYwLuI/Pp6OBEggZgnk+p0VfqfI33zzjTz55JOByAgx2xJWLO4JNNEWIA/R/J7mOzXr6KrSKyVFeujnX4TLY4oPAhBhyPXr14+owhhx0grr0BICGy4DdrlXnEOEQxRCSFuh7bV6QxBa4W1Lux71LEiCOwOs83ghgF8vxD/c3byldxrr0D4IYnSMtTl0HsvtMohfuDOh/jZDyNpplLVq1TLRa9AetMUreDENLgzlVpArzH1IgARIIHcCuQpou8tpp50myEh4mP/+++/Gjw1hg0pxsHjDhf9El0BFPdylWXmOlrBKj9J8lubemptqZkpMAnARgCBEjjTBMmut2VZko8RyiFxEeYDotvNWgEMIW+ENQWot27C2oj5wR8H+EMveDNcIWOYxoia2xTMxtAxdBjEMNxWIWsQutpZglN4MIYx5CGB+dYn0TuD2JEACJFD4BMIKaFRhzZo1xhf13XcRiExk9uzZ8sYbb5gfi/vuu8/4ppoVRfBPc+10tnjx4nydCR1XENmBKX4JnKhVR/5X80TNN2qG28d/NXfSXE4zEwmAACyzyJEmWImt8LYlXCFgVYbFGBkubNaVxZb0146UNLcnARIggcQhEFZA48ejU6dO5tMkwtkhKgLSySefLFdeeaXxt3vhhReKjAjq0L17d/OjNlT9ZvOyziA0ElNiEKiizcC4e1dpnqH5Tc0PaT5fM+JKH62ZiQQKQgBW4oJavQtyPu5DAiRAAiQQ/wTCCuivvvoqMIQqrDt33323aTVELD4vXnrppYJPmUXlYwfhjoE3mjZtKuhcxgE14v8mjKQFjm7cNiv/peVbmq/UjA/+ENIYBBzh8phIgARIgARIgARIoLAIhBXQGCmqcePGOX4aPVEHwPjzzz8lPT3dhDMqrEqGHheW5fvvv1/uueceueqqq4z/Yug2BZ2HnyQ6ToZL+OyLHu5MxUeghp66v+brNU/VDF/pYZq7aYaYbqiZiQRIgARIgARIgASiTSCsgEZ8T4SzQ+eZ0FBWGFoZnWYQNL+oE+IDY3ANWKGjmdBZaN68eWEPifPCvYWp+AlgSPAzsjJGOIR7B0Y5PFQzhPTZmktoZiIBEiABEiABEiCBaBAIK6Dbt29veot36NBBBg4cKJmZmQKr9EcffSTPPfecGcUMPdWLOiHma7t27aJ+2jZt2ghyuIROlAiXxRRbBPAqN0jzAM1fah6v+R7NGJwF4+0dopmJBEiABEiABEiABA6EQFgBjVBK7733nlx22WWBIX9790YwMZEuXbrI6NGjD+T83JcECoUALM4dsvIKLWGV7qz5WM2wSp+uGZZrJhIgARIgARIgARKIlEC+xqZACKe5c+fKDz/8IOPHjxcM9Y1QchDWiJsaCwkjmx1zzDGyQIeDZoofApMmTZK2bduaQS4QCeHcc881w0bbFsDXHdFWxowZY0KJ1alTR/r162c6rj711FNmAAn46I8cOdLukq1soEvu0Py95i6aX9R8kuZRmtdpZiIBEiABEiABEiCBSAiEtUDbgyFcHAQORsmqXbu2xFqIuF27dsmiRYsEgyIwxQeBiRMnCoaNv/766+Xmm2+WhQsXGrcgRHixsb5XrlwpkydPNi9qAwYMkJ9//lmefvpps37dunXSt29fM4394dLTrFmzXBtfStd0zcq/aIlOh+dobqUZVmlE90CUDyYSIAESIAESIAESyItAvgT08uXLTbSLqVMR68CfypYtK9dcc4089thjRRbCzp6bZXYC6NSIDpBFnTAaZUG/QsycOdPEGIcgRuratasZ+e2OO+4QDGRhj7t+/XqZNm1a4KXt888/F9yLdlRM7PvJJ58YoZ2XgMZ2Nh2pE/dqHqz5I80Pax6i+SLNF2iuqpmJBEiABEiABEiABHIiEFZAI9IEfJ1heR48eLB07NjRRN6AoHnwwQeN4HnoIQxpwVScBPbt2yd40SnqhCGQrdCN9Nxet4u1a9eaLwjW8owvCfa4NWrUCIhnnAOuOui42rDh/kB1cO1YtmxZpFUwoxr21L2Qf9IMX+n2mk/RDKs0rNNMJEACJEACJEACJOAlEFZAYyAVfDZHhnCxqXXr1sbyDAt0LAhouJdgWPF69erZKiZVCUswrkk8JQybfMstt8j7778v//77r0AE161b1zQBg/PYFBomERFYQq8zlh1oaqIHQIa/9Hua79a8TzOid/TQXEkzEwmQAAmQAAmQAAmE7USIgUWaN28eJJ4tNkTm+Ouvv2TFCsQ5KN5Us2ZNufPOOwMCrHhrw7Pnh0CvXr2M28XDDz9sQiP+8ccfxqcZ+3oFdDTEcX7qY7epqBOXav5cM1w7Fmk+WfNAzeEjhOtGTCRAAiRAAiRAAglNIKwFGtY/RLZYvXq1HHJIcBRddO6CuIH1l4kEIiEA1yB83bjrrrukT58+gV3nz59vpqM9QE7gBBFONNftkTdpnqj5Fs2Ieg6rNDokVtDMRAIkQAIkQAIkkFwEwlqgzz77bDNU9pVXXmmE9O7du80Q1h9//LHce++9puNXmTJlkosaW3vABODD3KpVK2OBRqQNDIv+4osvCkLTIcVaNJXKWqerNH+tGa4dP2hG1I7bNP+smYkESIAESIAESCB5CIQV0BUrVjTxnhHxABEOIJYrVaok5513nunY9cwzzyQPLbY0qgTgs46E4eLRGfH111+Xb7/91nzVmD17dlTPFc2DwdMcMn+K5vqar9PcSfPbmndqZiIBEiABEiABEkhsAo76mrr5aSIsghhIZenSpVK6dGlp1KiRtGjRIj+7JuQ2FSr8v717gbepzv8//jmEJITc75duE+ku6UJ0odIoXWbUJF2GkOlCRVKKiUrNlKRySal/15Ef0dCYJNNdkymKQiFSSRfJ9f95r6zT3sc5Dqd9ztl7rdf38Xjbe6+99tprPdc5x2ev/V3fVT64eEdi94NIbmgRbJTGc9awiPqwlolNv0CzPRpX+nWPLtaiETz299AQQAABBBBAYPcEmjdvHhxU0226tnz7QIcrrgKndevWQcJp3CKQCoFM70Ovi6+cuD26suH/81zk0Xgw6iutS4rrIi40BBBAAAEEEIiGwE67cKhf6ujRo3fYUh11HT58eNr1U91hRZmAQBEL6HTav3jmenRq5CSPunwM9Sz10BBAAAEEEEAg8wXyLKBnzJgRDF03YMCApCHFtMnqyqGLquiItMbypSGAQLKARqU+xfOo5wWPHnf2XOh50aPxpWkIIIAAAgggkJkCuRbQuipcx44drUmTJvb666/vcKnut99+2+677z5bsGCB3XTTTZm55aw1AkUkoMEfdclwHZXWFQ8neI713O1Z4aEhgAACCCCAQGYJ5FpAT5w40XRp6Oeffz4oonNuUqlSpaxXr1524YUX2tixY4N5c87DYwQQSBYo7Q/P9KiPtC4Z/qPnDM+lHo3osUtn8/p8NAQQQAABBBAoXoFcC+jFixfbsccea/vso9Fv827nn3++6YIYS5cuzXsmnkEAgR0EGvuUmz3/8bT3aFi8E7bfrvFbGgIIIIAAAgikr0CuBXSDBg2CS3Tnt9oaAU9Ho2vWrJnfrDyPAAK5COzp09Q3+h8ena670tPO09Pzmoej0o5AQwABBBBAIM0Eci2gdXKgxnvO78jy9OnT7cgjj7Ry5cql2WaxOghknsDvfJWHelQ4a+SOIZ6TPA971npoCCCAAAIIIJAeArkW0CqK69ataxdccIEtWbIk1zUdNWqU3XPPPdaunY6X0RBAIFUCe/uCwtE6Rvj9jzytPVd73vbQEEAAAQQQQKB4BXK9kIq6ZcyePdvatm0bXL5bI3LoyoO6+p5G3pg3b57NnTvXunfvbgMHDizeLeDdEYiwwGG+bco6z3MejeahX1pdoOVsT3kPDQEEEEAAAQSKViDXI9BaBfWDVhHduXNne+edd6x///7ByBuPP/64lS5dOhh9Q0ehVWzTECiowJQpU6xDhw5WuXLl4NuMV155JegWlPjNx/z58+2UU04J5tlvv/2Cn8VNmzYlvaVGjDnuuOOCeXRlw/bt2wcf9sKZ9NzkyZOtZcuW1rhxY5s2bVr4VEbcVvS17ObRaB23enQk+jjPDZ4PPDQEEEAAAQQQKDqBXI9Ah29fu3Zte+SRR4KH69atCy6a0rBhwx3GhQ7n57b4BLZu3Wpr1hT9+A177rmnVayo8m7327vvvht8QPvDH/4QXPP+5ZdfttNPP91+/PFH27BhQ7BAfePRokULO/jgg23EiBHBqC+6uI8K7Cef1GBwZs8++6yde+65duWVV9q1115r77//vj344IN2zjnn2IcffhjMo29NevToEQzLqGXVqlUrmJ6J/xzjK6185XnG091T2aOj0h09ZT00BBBAAAEEECg8gZ0W0IlvqyKpoIVS4nK4XzgCuviN+q4XdVPBO2bMmAK97dVXXx0UtOPGjQtef8YZZ9jHH39sL76oa/X90nShnr322svmzJljZcqUCSZWqVIlKLz79u1rhx9+eNCdSN2MRo4cGTzfqVOn4FsSfWvy7bffZg/HqCPTs2bNshIl8vziZfu7ZsbNvr6aPbbn33470fNXz+89Kqb399AQQAABBBBAIPUCu1xAp/6tWWIqBerUqWOrVq1K5SILdVkaAlFHhS+77LKk9zn11FOTCmh1I2rVqlXQjSicUR/kVATrKpkqoHVkOmz6IPHBBx9kH3lev359dgGtbhxRKZ7D7Q1vW/sd5QuPLtTyJ089jwppjTP9y0cPv0NDAAEEEEAAgd8sQAH9mwlZQEEEVOh+//33dswx6ozwa1OxHDYVv1999VXQd1n9l3O2cJjFr7/+2nQ0etKkSbZ27dqge4Y+UKipUA+bRpaJetOI7Bqto7dH/aV1VHqwR2NNq5hu4KEhgAACCCCAwG8TiMZ32b/NgFcXg8C+++4b9KVXwZvY1Nc+bGXLljVF/ZrVxztnhg8fHszapUsX08mIw4YNs0WLFtmKFSusZ09diiS5gC5ZsmQwLQ7/6JPxqZ4Jnhc82nIV0eHweFv8Pg0BBBBAAAEECiZAAV0wN171GwXUn/mII46w//u//0taUuKR5qysrGD4xKeffjqYR48V9ZPWEIv/+c9/gpMKZ86cGYwQc/nllwd9qjWzTlBU27KFUlHH3TX83VzP+R4V1cd67vUU/Wmn/qY0BBBAAAEEMlyAAjrDd2Amr/7NN98c9HdWv2cNQ6fROMITAcPt0ogbn3/+uV1yySVBv2b1m+7WrVsw4shRRx0VnCyobiA6Ar1s2TL77rvv7OGHH7b7778/WIS6gdB+ESjtN2d61Ef6SY9G8WjnucbzPw8NAQQQQAABBHZNgAJ615yYqxAEzjzzTHvqqaeCfs4qkDUM37336rioBSNv6FYjajz00EPBkWoNP6c+0pUqVbLx48fbHnv80oV/8ODBmtU0xKJG6JgwYYJpPGl12XjjjTeC5/gnWaCRP7zd86rnQM+fPed6NP4Jx+wdgYYAAggggMBOBLL8JKtfz7LayYzp+JRWXV/p59Z++umnYLL60BZG01UZNfqDug3QCibw1ltvWaNGjYKiN1zCY489Zl27djX1hd57773DycHtZ599ZlWrVg36RSc9sf2BRiHRkHcVKlTI7Wmm7URARfM/PeM9n3su9lzgKdgI3/5CGgIIIIAAAgUUaN68eXAwTLfp2jLyCLSOMOpooy7ioSvLvfbaazv4/vGPf7SLL1YZQEtXAV0G/uSTTw6KZa3j6tWr7fbbb7cTTjhhh+JZz9erVy/P4lnPa5xnimdJ7H7TSYYa7u4pz8Oejz0neAZ4FntoCCCAAAIIIPCrQMYV0DNmzAgK4/r16wdDl+lrfxVcYZ/XXzeNe+kucMcdd9jPP/9sGpFDl9euWbOmlStXzp55RtfXoxWXwMH+xnd7XvZU82j4u66ehR4aAggggAACCJj90ok0gyRGjx5tOuls+vTpwVrfdtttNmjQIOvdu7epWwVHnTNnZx566KHBRU90kqBODtRXNfpgREsPgX19Nfp4enie9VzkOcmjkw6re2gIIIAAAgjEVSDjCmiNtJBYJKsPtE4i03Bl6o9cu3Zta9euXVz3Z0Zuty5wEoeLnGTkzvGV1ugdOgqtETxGeU7z6EqHOvFwLw8NAQQQQACBuAlkXBeOWrVq2b/+9a8d9tOQIUPsggsusM6dO9v777+/w/NMQACB3yZQ3l/ezzPVoxMNW3s0HB6jdjgCDQEEEEAgVgIZdwRaJwdeeOGFwdHmK6+80g477LDsHTZ27NiggD7xxBODkR0OP/zw7Od29Y4uzqGRIPJr6rurS0jTEIibQC3f4BGeDzxDPGM9OtmwtYeGAAIIIIBAHAQyroA+//zzgyvR6Yiz+jwnFtAaF1jjCnfv3j0YJ7ggBXTlypWtWbNm+e77EiVKWKlSpfKdjxmKXmDatGnWoUOH4MIqGrmDVjgCOtnwCY++Dxrq0egd/T2aTkMAAQQQQCDKAhlXQGtnaPizvn372rfffrvDvtEloseNGxcU0RoWbXfbAQccYEp+rV+/fgyZlh8Sz8dCQCcWtvboCoeXeI7zXOfRkWoaAggggAACURTIyAJaO0JjQGvc37xaixYt8nqK6QggkGKBEr48nWh4lme053TPHzwawUN9p2kIIIAAAghESUD/70WiffTRR9a0aVN77733IrE9cdkIXY1Q3XKqVatmbdq0sZEjR9rWrVuzN//555+34447ztS1Rh+Y2rdvbwsWLMh+/pZbbrGbb77Z9I2AlnH99ddnP/fuu+/aMcccY/vss4+1bdvW5s+fn/0cdwpHoJwvVsPcaZBJnSHQxjPBs9lDQwABBBBAICoCkSmgN2zYEIwpvH79+qjsm8hvx5IlS4K+ytpnjzzyiLVu3dquueYae+IJ9az1sYeffdbOOeecYHzoMWPGWI8ePYIPSJoWtqVLl5qeU9/30047LbjUd/icTjY966yzgsuBapjDY4891pYvXx4+zW0hClT3ZQ/zTPTM8rT1/DJyu9+hIYAAAgggkOECGduFI8PdU77621assC0tjk/5cvNbYFaH06zkQw/kN1uuzw8YMCC4CuELL7xgOimzY8eO9uWXX9rDDz8cjLQyd+7cYJqOSqt16tTJSpcubf379w/6v+vIstoXX3xhCxcutP333z94rJMI1S677DK78cYbg/s6Aq0TCu+991676667gmn8U/gCOptgnOc1j0bs0ImGGrFj98fH8RfREEAAAQQQSBMBCug02RG/eTW8e0PJN179zYvZ7QWULbvbLwlfoO42KopVPIctLJb1eMQIDZb2S1u5cmXwDcOHH34YTNBR67CAVteOsHgO59ftKaeckv1QlwjXFSw1TCGt6AVa+Vtq/Oh/eHp5mnvU2aaBh4YAAggggECmCUSmgFYRpSsSxnXYsqySJc0vw5gxP3/q5/zxxx/v9ERQjbOt0VYmTZpka9euNV1Ep06dOsE2btu2LXtbw2nZE7bfOf745CPy+hmhgM6pVHSPs/ytzvboBEMdle7k0UmHV3kqe2gIIIAAAghkisCvh/4yZY3zWM/q1asHw9vlVUzl8TImF5OAjjpXqFBhh6EIf/zxx6BLhlarS5cuNmXKFBs2bJgtWrTIVng3lZ49ewZrnFhAl9SHh1zapk2bkqaqIK9Zs2bSNB4UvUAZf8vuHo0frT9A7TyjPD97aAgggAACCGSCQGQK6EzAZh2TBX73u9/ZnDlzkiaq24YugPPdd9/ZzJkzrVevXsFVJ5s0aRLMp5E11HRSYH5NfajDtnnzZps9e7Ydcsgh4SRui1mgkr//zZ7nPRofRSN2qIvHr98t+AMaAggggAACaShAAZ2GOyUuq6Sh52bMmBGc2Ldu3TqbOnWqPfDAA3bdddcFR6c1BJ2OQC9btiwoqHVy4f333x/w7MpoKzpa/fbbb9s333xjvXv3Do5gq0sILb0EGvjq6DRU7dkJnjM8r3toCCCAAAIIpKsABXS67pkYrJdG3VDBPGjQoOCEwDPOOCMYt1mXYldTn3a1hg0bWpUqVYLh6F555RVTl4033ngjeG5n/9xwww2mftB6rfpRT5482Ro3bryzl/BcMQpoZA4dgVYnnRs8l3oWe2gIIIAAAgikm0CW9yXlG9MC7JXy5csHo0RcfvnlBXg1L0kU0I+gxnOuVKlS9sgaic+vWrXK9tprrwJdOn3jxo2mETzq169vWVk6jY2WCQK68IqORmsAw1M9V3uqemgIIIAAAtEXaN68eXDQTLfp2jgCna57JkbrpcJWR5nDYelybrpGz9AJhwVpGje6QYMGFM8FwSvG12h4oG6eWZ69PSd77vP85KEhgAACCCBQ3AIU0MW9B3h/BBDIU0Afm/p7NIb0J57Wnqc9v17s3R/QEEAAAQQQKGIBCugiBuftEEBg9wU0wvm9noc9z3k6eGZ7aAgggAACCBSHAAV0cajzngggUCABDUL4lOdaz62eiz0LPDQEEEAAAQSKUoACuii1eS8EEEiJgPpEv+TRxdr/5LnGs9JDQwABBBBAoCgEKKCLQpn3QACBlAvoRMMunn97dIF3deu4w/O9h4YAAggggEBhClBAF6Yuy0YAgUIXKOfvoCPQ//Ss87T1jPckX8jdJ9AQQAABBBBIkYAO4tAQQACBjBeo5lvwV88iz1DPeI8uyHKah5YagQ2+mM88n3tWecp6yuSSPbdPC281j+5zxMYRaAggEAkBCuhI7EY2AgEEQoH9/M44z2ueIZ6xnhs9h3loOxfQ8IBfeFQgL/Ms94QFs+5/51F3mbqe2p71no2enz0qrnWbeD/nNP2Ho2Jahbey1/boW4Sc9zVN84TPJd5qbPDEZag4pyGAAAJFKUABXZTavBcCCBSZQCt/pymeSZ6eHl0qvJ+nnifOTQXuUo8K4zAqllU0q0iu7GngCQvl1n5fBbOio/xZnoK2sNjWOvzoUQEeJnycePtlwnzh9Jzz67GWGxbcYSEeFuiJtyq8VWyH03Q/nD+8Hz6nW0Wv+S3b7C+nIYBABAUooCO4U9kkBBD4RUBdBs72dPCM8ZzlOdejgrqiJ6pttW9YWBzrVsVx+FgnWao4ru9RUdzQc6JHHyz0WEeIC6uV9gUr5T37pvBNdORcBbauVKmCOrxNvK9p4fQf/L6Kcx0hD+cJn0u8DV9T0ucLC++wsE58nHhfBXn4OLzN+RrNo2l6PpxfLrTUCGzzxehnIvE2vB9ODx/rYk36O0FDYHcFKKB3V4z5EUAg4wRUqKhovsDzN08bTw9PV08pT6Y1FX5hQRzervBpSz0qllUUqBiuv/1WR+O17SqSa3ii1lQAqShXCqOF3VLCglr+4X3dJj4Oj65/k2N64jx6TThfuJwtPi2xsA6Lbh1Z13/UKrD14Sb8EBLe6udXP98qCLWMzTu59aeCecLiUbeJ93N7PrHgDJ9PnBbez/mcpitq4TyJ0zRd65r4/jrSr2mJr/OHwTqHy0icR69V03aHy9Hzuq9buem+fj70ISjxvj8MntcHr0ae/TwHe/QBu5KHhkB+AhTQ+QnxPAIIREagim/JYE9Xz189j3mu85zp0X+46dS+9JVZ5vlse1QYh/fDvsj1fZoK5Xqe4xLuq/iipU5AhatSmN9aqAjU0fCchbYeq9hWN5UwiY83+XRFxaHWUUW4/mNXwaiE98NbnxT8rJfIcauff82vFj6naeF93SpqidM0T/ja8H74usTXJE4L74fz51xe+FjP51yn8Lmct+EyNX13mj7ALN6ed/y2tedUz588TT00BPISoIDOS4bpCCAQWYFGvmUPe970DPU84unvOcZTVE0F00rPUs9nnmXbo/tLPep728CjAllJPIpc3R+rYKBFR0CFYmEeRY+OVGq3RB82m21PJ7/VVU6f8nT3VPOokO7g0RF/GgKJAhTQiRrcRwCBWAkc7Vurkwynem7wNPbc6GniSUXTEUUVxJ8n3C7dfl9dLqp6dBRZR5B1q5FCdKvoq3saAggUrYC6b6h4vsLzL88EzxDPBZ4unhoeGgISoIDm5wABBGIvcLoL6Gtb/Wd5vkddOrp6Gnh21rb6k3l1tVDRrBP2VBwrOorcwHOCRwWyHnNUyxFoCKShQAlfp3bb86nfPubRkWh9E9TTc6CHFm8BCuh473+2HgEEtgvoj2E3T2fPg9tvD/HbKz0qhNXdIjE6gqziWf2qw24WKpRP3P5Y9/UVMA0BBDJboJGv/iBPP8/jnj95mntUSB/qocVTgAI6nvudrUYAgTwENIKF/qPs45ns0X+c6mpRa3tOSLivr3NLeWgIIBB9AfWXvtyjAvoZTy+Pvk1SIX2shxYvAQroeO1vthYBBHZRoIzPpyGtFBoCCCAQCuhvw4Ue9YvWh+yBnn08+raqrYcWDwF184lM27Jli61YoS9WaQgggAACCCCAQOEJ6AikLtQ003OZ526P+km/6NnqoUVbICML6FWrVtl9991nt956qy1cuDDYQ4MGDbIaNWpYnTp1rFatWvbCCy9Ee8+xdQgggAACCCBQ7AIaUrK9R4WzxpXXsJgne57zbPbQoimQcV04VDy3atXKPvvsMytdurT97W9/s2HDhtnw4cPtnHPOsaOOOsoef/zx4P7rr79uRx55ZDT3HFuFAAIIIIAAAmklcJKvjTLXM9Jzj0d9pHWkWl0/aNERyLgj0HfffbdVqFDBli1bFhTR7du3tyuuuML69esXFM59+vSxt956Kyik77zzzujsKbYEAQQQQAABBDJCQCcVTvTc5/mXR6PzjPHoyoe0aAhkXAH95ptvWteuXYNuGlWqVLH+/XX9MB+79XyN3vpru/jii23BggW/TuAeAggggAACCCBQhAK6OJKuejrW867neI+OTP/goWW2QMYV0M2bN7f//ve/2eoHH3yw6UhzxYoVs6fpzrx586xatWpJ03iAAAIIIIAAAggUtcDv/A1VOOsy4Z94dER6hGeth5aZAhnXB1pHmtu0aWPbtm2zwYMHW926de2669Rt/5e2fPnyoE/0+PHjbdSoUeHkXb6dOnWqDRkyJN/5169fbytX6rIKNAQQQAABBBBAIH+Bxj6LCucVHhXUbTznei73cMjPETLFE68AABXOSURBVDKoZVwBrRMIn376aRswYIAtWrQoKKATvSdOnGgjR460a665xi655JLEp3bp/tFHH23qZ51fu+iii+yII47IbzaeRwABBBBAAAEEkgRq+6OhHl2wSV08Tvac5bnCU8dDS3+BLD+Suy39V3PHNdSYz4pG4khsGge6ZMmSwZB2idNTfb9ly5Y2YsQI0y0NAQQQQAABBBAoqIC6cozzPObRKB4auaORJ65N3XUnTJhguk3XlnF9oENIFcmJxfNHH31kTZs2tTVr1hR68RyuA7cIIIAAAggggMBvFajkC7jG84qnoUfdOnSp8F+udOF3aGknkLEFdE7JDRs22AcffGDqm0xDAAEEEEAAAQQyTaCCr7AK5zmeQz3qiHqZZ56Hll4CkSmg04uVtUEAAQQQQAABBAomUNZfpsJZR6TbeHp7/uh5zUNLDwEK6PTYD6wFAggggAACCCCQJKCzvLp4VEirW8dgTyfPTE9GnsDm6x2VFpkCukaNGsGwdvXq1YvKvmE7EEAAAQQQQAABK+kGKpxf8mikjns8HTwverZ6aEUvEJkCunr16jZw4ECrU4cBYIr+x4h3RAABBBBAAIGiEGjvbzLVc71HI3e08zzr2eyhFZ1AZArooiPjnRBAAAEEEEAAgeIVaO1v/4xnqGeSp7XnCc/PHlrhC1BAF74x74AAAggggAACCBSKwDG+1Mc993tmeU7wjPFs8NAKT4ACuvBsWTICCCCAAAIIIFAkAhr2Tlc1HO9513O8Z6TnOw8t9QIU0Kk3ZYkIIIAAAggggECxCBzk76rC+SnPp57Wnrs933hoqROggE6dJUtCAAEEEEAAAQTSQqCRr4UK58medZ6TPEM8azy03y5AAf3bDVkCAggggAACCCCQlgIam2ywR0Pgaci7UzwDPSs8tIILUEAX3I5XIoAAAggggAACGSFQ3ddShfPLHl0y/ExPX88SD233BSigd9+MVyCAAAIIIIAAAhkpUNnXWoWzrm5Yz3Oep5dnoYe26wIU0LtuxZwIIIAAAggggEAkBMr7VvT2vOpp7unqudzzXw8tfwEK6PyNmAMBBBBAAAEEEIikwJ6+VSqcZ3s0hnRPz0Wetz20vAUooPO24RkEEEAAAQQQQCAWAqV9K1U4q2tH2D/6fL+vI9S0HQUooHc0YQoCCCCAAAIIIBBLgZK+1eoXrZMNu3hu85ztmemh/SpAAf2rBfcQQAABBBBAAAEEXEAFYkePhr/7s0eXCm/vmeLZ5ol7o4CO+08A248AAggggAACCOQhkOXTT/VM8vT3POZp63nOE+dCeg/ffhoCCCCAAAIIIIAAAjsVON6fVd706Ii02jm/3MTuXwro2O1yNhgBBBBAAAEEECi4wNH+0gmerwq+iIx/JV04Mn4XsgEIIIAAAggggEDRC+xb9G+ZNu9IAZ02u4IVQQABBBBAAAEEEMgEAQroTNhLrCMCCCCAAAIIIIBA2ghQQKfNrmBFEEAAAQQQQAABBDJBgAI6E/YS64gAAggggAACCCCQNgIU0GmzK1gRBBBAAAEEEEAAgUwQoIDOhL3EOiKAAAIIIIAAAgikjQDjQBdwV/z88882a9Yse+eddwq4hNxfNnfuXFuzZo1VqlQp9xmYGhmBbdu22aeffmqNGzeOzDaxIXkLfP3115aVlWWVK1fOeyaeiYzA4sWLrUmTJpHZHjYkbwH9bteqVctatGiR90w8s1sC33zzzW7NXxwzU0AXUP2BBx6w8ePH2x57pJbwzTfftB9++MGqVq1awDXjZZkk8L///c82btyYSavMuhZQYPXq1UEBXa1atQIugZdlkoB+tzdt2pRJq8y6FlBAv9srVqywihUrFnAJvCynQJ8+faxp06Y5J6fV4yw/ChbnS5mn1c7QygwYMMDKlStn/fvrivO0KAts3rzZypYty3+yUd7JCds2cOBAK1OmjN10000JU7kbRYGtW7daqVKlbMuWLVHcPLYph8CgQYOCg2n6HafFR4A+0PHZ12wpAggggAACCCCAQAoEKKBTgMgiEEAAAQQQQAABBOIjQAEdn33NliKAAAIIIIAAAgikQIACOgWILAIBBBBAAAEEEEAgPgIU0PHZ12wpAggggAACCCCAQAoEKKBTgMgiEEAAAQQQQAABBOIjQAEdn33NliKAAAIIIIAAAgikQIACOgWILAIBBBBAAAEEEEAgPgJcSCXN9jVXK0uzHVLIqzN//nxr1qxZIb8Li08HAX6302EvFN068LtddNbF/U78bhf3Hiie96eALh533hUBBBBAAAEEEEAgQwXowpGhO47VRgABBBBAAAEEECgeAQro4nHnXRFAAAEEEEAAAQQyVIACOkN3HKuNAAIIIIAAAgggUDwCFNDF4867IoAAAggggAACCGSoAAV0hu44VhsBBBBAAAEEEECgeAQooIvHnXdFAAEEEEAAAQQQyFABCugM3XGsNgIIIIAAAggggEDxCFBAF48774oAAggggAACCCCQoQIU0Bm641htBBBAAAEEEEAAgeIRoIAuHnfeFQEEEEAAAQQQQCBDBSig02zHbdu2Lc3WiNUpTIGtW7cW5uJZNgIIFJMAf8uLCb4Y3pa/48WAngZvSQGdBjtBqzBv3jzr0qWLVapUyRo1amS33XZbmqwZq5FqgR9//NGuu+46q1Wrlu2xxx5Wv359Gzp0qG3evDnVb8Xy0kygd+/eVr169TRbK1YnlQIzZ860o446ysqWLWutWrWy++67zyimUymcPsuaMWOGHXrooVamTBmrWrWq9enTx9avX58+K8iaFKoABXSh8u7awvUL17lz5+CP7KxZs+zmm2+2O+64w4YMGbJrC2CujBK48sorbezYsdarVy+bO3euXXjhhTZo0CC79dZbM2o7WNndE9Dv9siRI3fvRcydUQLax6eddpodc8wx9uqrr9qpp54afFiePHlyRm0HK5u/wIIFC+zMM8+0Bg0amPa7/n6PGzcuKKLzfzVzREEgyz8Z02egmPfkLbfcYvfcc4+tXr3a9txzz2BtBg8eHBy5WL58efDptphXkbdPkcC6deuscuXKdu2119rw4cOzl6oPUPoPVz8DtOgJfP/993bIIYdYuXLlbM2aNezn6O3iYItOOeUUK1WqlE2ZMsWysrKCaX/+85/tm2++sWeeeSaiWx3PzdJBLv3frf+j99133wBB3zCpiP7uu++sRAmOT0b9J4M9nAZ7+KWXXrL27dtnF89apbPOOsu++uore+utt9JgDVmFVAls2bLFRo0aZT169EhaZMOGDU1FFp9nk1gi80Bddpo2bWrnnXdeZLaJDUkW+OKLL0xf6evDcVg8a47Ro0dTPCdTReKRDoRs2rTJfvrpp+ztUTe8vffeO2n/Zz/JncgJUECnwS5dvHix1a5dO2lNwserVq1Kms6DzBbQH90rrrjCVDCHTSegPPnkk9aiRQv+8IYoEbr95z//aU8//bQ9+OCDEdoqNiWnwOeffx5M2n///W3AgAF29NFHB104pk2blnNWHkdAoGPHjkH3jW7dupkOgt199902ceJEu+qqq/g7HoH9uyubsMeuzMQ8hSugr3uqVKmS9Cb77LNP8Jiv9JNYIvngxhtvNB29ev755yO5fXHeKHXZufTSS+3OO+/c4UNynF2iuO0rV64MNqtr1662aNEiO/vss+25556z008/3Z599tngcRS3O67bVKNGjaBgPv74400njqppX99www1xJYnddnMEOg12ufrMJX7lp1UKH+srIlp0BW6//fagL/SwYcOCI1bR3dJ4btlf/vIXO/DAA+2yyy6LJ0CMtloHQtR++OEH++STT4LzWnSrvu99+/aNkUQ8NvUf//iHtWnTxnQE+u2337aHHnrIFi5caOoHr656tOgLcAQ6DfaxPsmuXbs2aU2+/fbb4HH58uWTpvMgOgL6T/Wuu+4yFc/qI0uLloC6bjz66KM2ZswY+/e//x1s3JIlS2zjxo3B48aNG1vdunWjtdEx3ppweEKNqqPhKdV0cEQnCA8cODA4kVBduGjREHjggQfsoIMOCvq4a4uOOOKIYCi7Tp062euvvx4MYRiNLWUr8hKggM5Lpginq4DO2ddZX+mr6T9ZWvQEVDBr5BWdYKQ+0bToCbz33nvBSaE6QpWz6ciVRmHhyGROmcx9rHHd1erVq5e0EeF0ThBOYsn4BxqCNOfvb4cOHYIPTXPmzKGAzvg9nP8G0IUjf6NCn6Ndu3Y2ffr0pK99pk6dahUqVAg+1Rb6CvAGRSqgwknF8xNPPEHxXKTyRftm3bt3t2XLliXl6quvDoa80nQNb0aLjoC66ujk75dffjlpozSk3X777bfDeS5JM/Eg4wT0QemDDz5IWu/XXnstGJmjTp06SdN5EE2Bkj6O4S3R3LTM2aoDDjgguHCKxodt2bKlvfnmm8GZvNo1J5xwQuZsCGuar8CKFSuCr3TVL1LDmr377rtJ0fSSJUvmuxxmSH8BXZ2sYsWKSXnjjTeC/pLq+67nadER0O+tjjLrAlgqoFRg6Wt+9Y3VicK6uAotOgI6T0ld8DRsnT48vfLKK8F+Vvedv//97/x+R2dX57klXEglT5qifUJHnHX2tsZ+Vj859ZvTH1+KqaLdD4X9bvrDqsu95tU0aoO+eaBFU0AXSNLVCBldJ5r7VwW0PhzpIhu6wqxGU9I3DXpMi5aA9vXQoUODD0zhWNC6hLvOeWjWrFm0NpatyVWAAjpXluKZqF9IfbWroxfhSSjFsya8KwIIIIBAQQU0CsPSpUuDcYI5CFJQxcx4nfa1Tg7WgS9OEs2MfZaqtaSATpUky0EAAQQQQAABBBCIhQAnEcZiN7ORCCCAAAIIIIAAAqkSoIBOlSTLQQABBBBAAAEEEIiFAAV0LHYzG4kAAggggAACCCCQKgEK6FRJshwEEEAAAQQQQACBWAhQQMdiN7ORCCCAAAIIIIAAAqkSoIBOlSTLQQABBBBAAAEEEIiFAAV0LHYzG4kAAggggAACCCCQKgEK6FRJshwEEEAAAQQQQACBWAhQQMdiN7ORCCCAAAIIIIAAAqkSoIBOlSTLQQABBBBAAAEEEIiFAAV0LHYzG4kAAggggAACCCCQKgEK6FRJshwEEEAAAQQQQACBWAhQQMdiN7ORCCCAAAIIIIAAAqkSoIBOlSTLQQABBBBAAAEEEIiFAAV0LHYzG4kAAggggAACCCCQKgEK6FRJshwEEEAAAQQQQACBWAhQQMdiN7ORCCCAAAIIIIAAAqkSoIBOlSTLQQABBBBAAAEEEIiFAAV0LHYzG4kAAggggAACCCCQKgEK6FRJshwEEEAAAQQQQACBWAhQQMdiN7ORCCCAAAIIIIAAAqkSoIBOlSTLQQABBBBAAAEEEIiFAAV0LHYzG4kAAggggAACCCCQKgEK6FRJshwEEEAAAQQQQACBWAhQQMdiN7ORCCCQyQIbN260LVu2ZPImsO4IIIBApAQooCO1O9kYBBBId4HBgwdbVlaWbdq0aZdWdcmSJVarVi2bPn36Tuf//PPPg+WeeOKJtm3bth3m7du3r9WoUWOH6UxAAAEEENh9AQro3TfjFQgggECRCKh47tixo3399de7/H6zZ8+2Rx55ZJfnZ0YEEEAAgd0XoIDefTNegQACCBS6wKhRo6xZs2a7fKQ6XKFq1apZv3797IsvvggncYsAAgggkGIBCugUg7I4BBBAIBUCQ4YMsd69e9uLL764W4sbOHCglShRInjtzl6oPtX33HOPHXTQQVa+fHk7+uij7bnnnkt6yXHHHWeTJ0+2li1bWuPGjW3atGl222232U033WRjx461Qw45JOhe0qtXr6DbyP33328HHnigHXzwwTZixIikZfEAAQQQiJLAHlHaGLYFAQQQiIrAvHnzrGrVqrZ8+fLd2iQdgb7zzjvt0ksvtUmTJtnvf//7XF8/aNAgGz58uPXv39+OPPJImzJlinXu3DkojC+55JLgNVqHHj16WJMmTYKiWH2xly1bFsy7zz77WJ8+fWz+/Pk2cuRI+/DDD23VqlXWs2fP4P61115rbdq0scMOOyzX92ciAgggkMkCFNCZvPdYdwQQiKyAiueCtm7dutljjz1mOjJ80kknWYUKFZIWpRMOVTzraPL1118fPHfGGWfYp59+ajfccIN16dLFSpcuHUzXiYezZs0KjmqHC1m9erWpr/X+++8fTHrppZeCeT755BNr1KhRME1HzlWUU0CHatwigECUBOjCEaW9ybYggAAC2wVGjx5tX331VXaBnAjz3nvvBX2rVSgntvbt29uXX35pKoTDpm4c6hKS2HSUOyyeNb1p06ZB142weNY0Ha1evHix7tIQQACByAkk/1WM3OaxQQgggEA8BVTgDhgwwFRIz5kzJwlBo3toKL2aNWsmTdcQeGorV67Mnl63bt3s++Gd2rVrh3eD25IlS1q9evV2mJY0gQcIIIBAhAQooCO0M9kUBBBAIFFA3TN0kuAVV1xhP//8c/ZT6h6isaLXrl2bPU13vv/+++CxThgMm4rjnC23aTnn4TECCCAQZQEK6CjvXbYNAQRiLaB+zA899JAtXLjQHn300WwLjZKhNnPmzOxp4WP1l27QoEHSdB4ggAACCCQLcBJhsgePEEAAgSIRGDNmjOU8kqs+xG3btk3p+7dq1So4Aq2uHGXLlg2WreHndNKgRsrQSYJHHXVUcMKfhrW7+uqrU/r+LAwBBBCIogAFdBT3KtuEAAJpL6Dh4XK28847L+UFtN5j2LBhwXjOW7duzX7L8ePHB0POtWvXzjQmtE4MvOqqq4KRObJn4g4CCCCAQK4CWd4PbluuzzARAQQQQCDyAhs2bAiuWtiwYcPIbysbiAACCKRKgAI6VZIsBwEEEEAAAQQQQCAWApxEGIvdzEYigAACCCCAAAIIpEqAAjpVkiwHAQQQQAABBBBAIBYCFNCx2M1sJAIIIIAAAggggECqBCigUyXJchBAAAEEEEAAAQRiIUABHYvdzEYigAACCCCAAAIIpEqAAjpVkiwHAQQQQAABBBBAIBYCFNCx2M1sJAIIIIAAAggggECqBCigUyXJchBAAAEEEEAAAQRiIUABHYvdzEYigAACCCCAAAIIpEqAAjpVkiwHAQQQQAABBBBAIBYCFNCx2M1sJAIIIIAAAggggECqBCigUyXJchBAAAEEEEAAAQRiIUABHYvdzEYigAACCCCAAAIIpEqAAjpVkiwHAQQQQAABBBBAIBYCFNCx2M1sJAIIIIAAAggggECqBCigUyXJchBAAAEEEEAAAQRiIUABHYvdzEYigAACCCCAAAIIpEqAAjpVkiwHAQQQQAABBBBAIBYCFNCx2M1sJAIIIIAAAggggECqBCigUyXJchBAAAEEEEAAAQRiIUABHYvdzEYigAACCCCAAAIIpEqAAjpVkiwHAQQQQAABBBBAIBYC/x+cxos4upfRcQAAAABJRU5ErkJggg==' title='fig:'/>
</article></slide><slide class=''><hgroup><h2>Finding the optimal lambda by cross validation</h2></hgroup><article id="finding-the-optimal-lambda-by-cross-validation" class="smaller ">
<pre class = 'prettyprint lang-r'>cv_cars <- cv.glmnet(as.matrix(mtcars[, -1]), mtcars[, 1])
cv_cars$lambda.min</pre>
<pre >## [1] 0.5028652</pre>
<pre class = 'prettyprint lang-r'>plot(cv_cars)</pre>
<img 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' title='fig:'/>
</article></slide><slide class=''><hgroup><h2>Finding the optimal lambda by cross validation</h2></hgroup><article id="finding-the-optimal-lambda-by-cross-validation-1" class="smaller ">
<p>Now we can perform cross validation to find the optimal \(\lambda\) value, as follows,</p>
<pre class = 'prettyprint lang-r'>fit_cars_min <- glmnet(as.matrix(mtcars[, -1]), mtcars[, 1],
lambda = cv_cars$lambda.min)
fit_cars_min$beta</pre>
<pre >## 10 x 1 sparse Matrix of class "dgCMatrix"
## s0
## cyl -0.85669974
## disp .
## hp -0.01410393
## drat 0.07148815
## wt -2.67594052
## qsec .
## vs .
## am 0.47858980
## gear .
## carb -0.10450258</pre>
<pre class = 'prettyprint lang-r'>fit_cars_1se <- glmnet(as.matrix(mtcars[, -1]), mtcars[, 1],
lambda = cv_cars$lambda.1se)
fit_cars_1se$beta</pre>
<pre >## 10 x 1 sparse Matrix of class "dgCMatrix"
## s0
## cyl -0.84292355
## disp .
## hp -0.00696688
## drat .
## wt -2.36603761
## qsec .
## vs .
## am .
## gear .
## carb .</pre>
</article></slide><slide class=''><hgroup><h2>A systems biology example</h2></hgroup><article id="a-systems-biology-example" class="smaller ">
<p>Let's go back to our hai/gene expression dataset</p>
<pre class = 'prettyprint lang-r'># Download the mapping information and processed data
gds <- getGEO("GSE29619", destdir = "Data/GEO/")</pre>
<pre >## ftp://ftp.ncbi.nlm.nih.gov/geo/series/GSE29nnn/GSE29619/matrix/
## Found 3 file(s)
## GSE29619-GPL13158_series_matrix.txt.gz
## Using locally cached version: Data/GEO//GSE29619-GPL13158_series_matrix.txt.gz
## Using locally cached version of GPL13158 found here:
## Data/GEO//GPL13158.soft
## GSE29619-GPL3921_series_matrix.txt.gz
## Using locally cached version: Data/GEO//GSE29619-GPL3921_series_matrix.txt.gz
## Using locally cached version of GPL3921 found here:
## Data/GEO//GPL3921.soft
## GSE29619-GPL570_series_matrix.txt.gz
## Using locally cached version: Data/GEO//GSE29619-GPL570_series_matrix.txt.gz
## Using locally cached version of GPL570 found here:
## Data/GEO//GPL570.soft</pre>
<p>Our goal here will be to find genes at day 3 or 7 that predict antibody levels (as measured by hai) at day 28.</p>
<pre class = 'prettyprint lang-r'>### Sanitize data and metadata
gds_new <- gds
sanitize_pdata <- function(pd) {
keepCols <- c("characteristics_ch1.1", "characteristics_ch1.2",
"description", "supplementary_file")
pd <- pd[, keepCols]
colnames(pd) <- c("ptid", "time", "description", "filename")
pd$ptid <- gsub(".*: ", "", pd$ptid)
pd$time <- gsub(".*: ", "", pd$time)
pd$time <- gsub("Day", "D", pd$time)
pd$description <- gsub("(-\\w*){2}$", "", pd$description)
pd$filename <- basename(as.character(pd$filename))
pd$filename <- gsub(".CEL.gz", "", pd$filename)
pd
}
pData(gds_new[[1]]) <- sanitize_pdata(pData(gds_new[[1]]))
pData(gds_new[[2]]) <- sanitize_pdata(pData(gds_new[[2]]))
pData(gds_new[[3]]) <- sanitize_pdata(pData(gds_new[[3]]))</pre>
</article></slide><slide class=''><hgroup><h2>A systems biology example (suite)</h2></hgroup><article id="a-systems-biology-example-suite" class="smaller ">
<p>Now we set up our data for the three cohorts. We will use the TIV08 cohort, for our exercise.</p>
<pre class = 'prettyprint lang-r'>TIV_08 <- gds_new[[1]][, grepl("2008-TIV", pData(gds_new[[1]])$description)]
LAIV_08 <- gds_new[[1]][, grepl("2008-LAIV", pData(gds_new[[1]])$description)]
TIV_07 <- gds_new[[3]][, grepl("2007-TIV", pData(gds_new[[3]])$description)]</pre>
<p>TIV_08, LAIV_08 and TIV_07 are expression sets containing data from three time points (variable name is "time", with values D0, D3 and D7), for several probes (i.e., of form GSMXXXX) and patients (variable name "ptid").</p>
</article></slide><slide class=''><hgroup><h2>A systems biology example (suite)</h2></hgroup><article id="a-systems-biology-example-suite-1" class="smaller ">
<p>Now we work on the pData to extract the hai results.</p>
<pre class = 'prettyprint lang-r'>pd <- pData(gds[[1]][, grepl("2008-TIV", pData(gds[[1]])$description)])
hai_0 <- sapply(strsplit(as.character(pd$characteristics_ch1.6),
": "), "[", 2)
hai_28 <- sapply(strsplit(as.character(pd$characteristics_ch1.7),
":"), "[", 2)
hai_fold <- log2(as.double(hai_28)) - log2(as.double(hai_0))
pData(TIV_08)$hai_fold <- hai_fold</pre>
</article></slide><slide class=''><hgroup><h2>A systems biology example (suite)</h2></hgroup><article id="a-systems-biology-example-suite-2" class="smaller ">
<p>We are now ready to perform our prediction. First, for simplicity, I select the subjects that have data at all time points, as follows,</p>
<pre class = 'prettyprint lang-r'># We first need to only keep subjets with complete data
dt_pd <- data.table(pData(TIV_08))
# Create a new variable to see if a subject has data at all
# three timepoints
dt_pd <- dt_pd[, `:=`(is_complete, (nrow(.SD) == 3)), by = "ptid"]
# Subset the ExpressionSet to remove subjects with missing
# data
TIV_08_small <- TIV_08[, pData(TIV_08)$ptid %in% dt_pd[is_complete ==
TRUE, ptid]]</pre>
<p>and then compute the log-fold changes values at day 7 to be used as the dependend variables,</p>
<pre class = 'prettyprint lang-r'># Order by subjects
TIV_08_small <- TIV_08_small[, order(pData(TIV_08_small)$ptid)]
X <- exprs(TIV_08_small)
X_7_fold <- X[, pData(TIV_08_small)$time == "D7"] - X[, pData(TIV_08_small)$time ==
"D0"]
hai_fold <- pData(TIV_08_small)$hai_fold[pData(TIV_08_small)$time ==
"D0"]</pre>
</article></slide><slide class=''><hgroup><h2>A systems biology example (suite)</h2></hgroup><article id="a-systems-biology-example-suite-3" class="smaller ">
<p>We now compute the regularization path using <code>glmnet</code>,</p>
<pre class = 'prettyprint lang-r'>fit_hai <- glmnet(t(X_7_fold), hai_fold)
plot(fit_hai)</pre>
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' title='fig:'/>
<p>and perform cross-validation to select the best lambda value</p>
<pre class = 'prettyprint lang-r'>cv_hai <- cv.glmnet(t(X_7_fold), hai_fold)</pre>
<pre >## Warning: Option grouped=FALSE enforced in cv.glmnet, since < 3
## observations per fold</pre>
<pre class = 'prettyprint lang-r'>cv_hai$lambda.min</pre>
<pre >## [1] 1.547288</pre>
<pre class = 'prettyprint lang-r'>plot(cv_hai)</pre>
<img 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' title='fig:'/>
</article></slide><slide class=''><hgroup><h2>A systems biology example (suite)</h2></hgroup><article id="a-systems-biology-example-suite-4" class="smaller ">
<p>We now look at the number of selected variables for \(\lambda_{min}\) and a fixed \(\lambda\) value:</p>
<pre class = 'prettyprint lang-r'>fit_hai_min <- glmnet(t(X_7_fold), hai_fold, lambda = cv_hai$lambda.min)
sum(fit_hai_min$beta > 0)</pre>
<pre >## [1] 0</pre>
<pre class = 'prettyprint lang-r'>fit_hai_min <- glmnet(t(X_7_fold), hai_fold, lambda = 0.1)
sum(fit_hai_min$beta != 0)</pre>
<pre >## [1] 24</pre>
<p>and extract the corresponding gene symbols:</p>
<pre class = 'prettyprint lang-r'>fData(TIV_08_small)[fit_hai_min$beta@i, c("ID", "Gene Symbol")]</pre>
<pre >## ID Gene Symbol
## 1553499_PM_s_at 1553499_PM_s_at SERPINA9
## 1554741_PM_s_at 1554741_PM_s_at FGF7 /// KGFLP1 /// KGFLP2
## 1560138_PM_at 1560138_PM_at KIAA0226
## 1568796_PM_at 1568796_PM_at CCDC157
## 202673_PM_at 202673_PM_at DPM1
## 204549_PM_at 204549_PM_at IKBKE
## 205065_PM_at 205065_PM_at ENPP1
## 205539_PM_at 205539_PM_at AVIL
## 211670_PM_x_at 211670_PM_x_at SSX3
## 212569_PM_at 212569_PM_at SMCHD1
## 212653_PM_s_at 212653_PM_s_at EHBP1
## 216942_PM_s_at 216942_PM_s_at CD58
## 218488_PM_at 218488_PM_at EIF2B3
## 220248_PM_x_at 220248_PM_x_at NSFL1C
## 223512_PM_at 223512_PM_at SAR1B
## 227687_PM_at 227687_PM_at HYLS1
## 227765_PM_at 227765_PM_at
## 229312_PM_s_at 229312_PM_s_at GKAP1
## 231451_PM_s_at 231451_PM_s_at
## 233722_PM_at 233722_PM_at
## 234252_PM_at 234252_PM_at
## 235596_PM_at 235596_PM_at
## 236115_PM_at 236115_PM_at HTR7P1
## 241792_PM_x_at 241792_PM_x_at</pre>
</article></slide><slide class=''><hgroup><h2>A systems biology example (suite)</h2></hgroup><article id="a-systems-biology-example-suite-5" class="smaller ">
<p>Sometimes it can be desirable to reduce the gene space by filtering the set of genes/probes to be considered. Here we do this by imposing a minimum fold change.</p>
<pre class = 'prettyprint lang-r'># Filter based on log-fold change
ind <- abs(rowMeans(X_7_fold)) > log2(1.5)
X_7_fold_small <- X_7_fold[ind, ]
cv_hai <- cv.glmnet(t(X_7_fold_small), hai_fold)</pre>
<pre >## Warning: Option grouped=FALSE enforced in cv.glmnet, since < 3
## observations per fold</pre>
<pre class = 'prettyprint lang-r'>cv_hai$lambda.min</pre>
<pre >## [1] 0.6116417</pre>
<pre class = 'prettyprint lang-r'>plot(cv_hai)</pre>
<p><img src='data:image/png;base64,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' title=''/> and let's look at the selected genes/probes:</p>
<pre class = 'prettyprint lang-r'>fit_hai_min <- glmnet(t(X_7_fold_small), hai_fold, lambda = cv_hai$lambda.min)
fData(TIV_08_small)[rownames(X_7_fold_small)[fit_hai_min$beta@i],
c("ID", "Gene Symbol")]</pre>
<pre >## ID
## 211868_PM_x_at 211868_PM_x_at
## 230170_PM_at 230170_PM_at
## 241916_PM_at 241916_PM_at
## Gene Symbol
## 211868_PM_x_at IGH@ /// IGHA1 /// IGHA2 /// IGHD /// IGHG1 /// IGHG2 /// IGHG3 /// IGHM /// IGHV4-31 /// LOC100126583 /// LOC100290320 /// LOC100291190
## 230170_PM_at OSM
## 241916_PM_at</pre>
</article></slide><slide class=''><hgroup><h2>A systems biology example (end)</h2></hgroup><article id="a-systems-biology-example-end" class="smaller ">
<p>We can now look at the correlation between two of our probes and our hai variable, as follows</p>
<pre class = 'prettyprint lang-r'>qplot(hai_fold, X_7_fold["211868_PM_x_at", ]) + geom_smooth(method = "lm")</pre>
<img 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//7v003D/o0aNAgW7lypX/KFAEEEEAAAQQQQACBwAlkLIDWz0KqdZs3b56rUVKTiL///e82bNiwwCGRIQQQQAABBBBAAAEEvEBG20Crz2fdHPi9733PtX0++OCD7YQTTvB5Y4oAAggggAACCCCAQOAEMhpA9+rVyy666CLXBk010moPSkIAAQQQQAABBBBAIMgCGQ2gPUwy74r0+2SKAAIIIIAAAggggEAqBDLWBjoVhWGfCCCAAAIIIIAAAgikWoAAOtXC7B8BBBBAAAEEEEAgpwQIoHPqdFIYBBBAAAEEEEAAgVQLEECnWpj9I4AAAggggAACCOSUAAF0Tp1OCoMAAggggAACCCCQagEC6FQLs38EEEAAAQQQQACBnBIggM6p00lhEEAAAQQQQAABBFItQACdamH2jwACCCCAAAIIIJBTAgTQOXU6KQwCCCCAAAIIIIBAqgUIoFMtzP4RQAABBBBAAAEEckqAADqnTieFQQABBBBAAAEEEEi1AAF0qoXZPwIIIIAAAggggEBOCRBA59TppDAIIIAAAggggAACqRYggE61MPtHAAEEEEAAAQQQyCkBAuicOp0UBgEEEEAAAQQQQCDVAgTQqRZm/wgggAACCCCAAAI5JUAAnVOnk8IggAACCCCAAAIIpFqgfaIHePrpp62qqiruzcvLy+2ss86Kezs2QAABBBBAAAEEEEAgCAIJB9Bz5syxBQsWxF2GYcOGEUDHrcYGCCCAAAIIIIAAAkERaFMTjgceeMD27NkT899TTz0VlHKTDwQQQAABBBBAAAEEEhJIOIA+4ogjbMCAAXEdtE+fPnb00UfHtQ0rI4AAAggggAACCCAQJIGEm3DcdtttcZdj4sSJpj8SAggggAACCCCAAALZKpBwDXS2Fph8I4AAAggggAACCCDQFgEC6LbosS0CCCCAAAIIIIBA3gkQQOfdKafACCCAAAIIIIAAAm0RIIBuix7bIoAAAggggAACCOSdQMoD6J07d1p9fX3ewVJgBBBAAAEEEEAAgdwUSHkAXVlZafqbMGGCvfDCC7mpSKkQQAABBBBAAAEE8kYg5QH0V7/6Vbv99tvtlVdesc8++yxvYCkoAggggAACCCCAQG4KJNwPdKwct956a8OqF198ccNjHiCAAAIIIIAAAgggkI0CKa+BzkYU8owAAggggAACCCCAQCSBhGugp02bZm+99ZZ1797dDjzwQJszZ44NGzYs0nFSNr+wML3fAQoKCkx/6T5uygBTtGP54NQ6rr+ONPWPW98qP9fw19OePXvyEyDOUnM9xQaGU3Qnve6U/Osv+tr5vRSj2M6/nDJhpWMmMyUcQI8bN87Ky8utoqLCRo0a5abJzFgs+2rXrp07CbGsm6x1/EkvKipK1i5zcj9y0vnBKfrpbd9+70uwQ4cOab+Wo+cseEsV6MiJFF1ATnr98dqL7qSlvEfFZqS19Nrjy2t0L11PSjhFd8rUe1RgAuipU6famDFjXOA8YsQI69mzZ3SxFCzdtWuXbd++PQV7jrzL3bt3m467bdu2yCuxxNWm6gMcp+gXg3+j1XWsLh9JkQWKi4vd692bRV4zv5foPUofFLz2ol8HMtIHOU7RnfyX1h07dmAVnco6depkctJrkBRZoLS01H15TfdrL9mVCgnXQP/nf/6nLViwwAmpFm3+/Pk2efLkyGIsQQABBBBAAAEEEEAgBwQSDqDvvvtuq62tdW2gVfvcpUuXFjlWrVpla9assdGjR7e4nJkIIIAAAggggAACCGSTQMIB9Pjx4xvKOWvWLBs5cqRdddVVDfP8g5tvvtk++OAD+5//+R8/iykCCCCAAAIIIIAAAlkrkHAA/dprr9kNN9zgCv7OO+/Y66+/bi+//HIjCLXp1HpnnHFGo/k8QQABBBBAAAEEEEAgWwUS7gPu0EMPtf79+7s7vXUjhr+bWY20/V/Xrl1t5syZplpoEgIIIIAAAggggEB+CujmSjX9Xbx4sdXX12c9QsI10Aqa77vvPgfwwx/+0AYOHGinn3561oNQAAQQQAABBBBAAIHkCGzdutU2bdpkmzdvdj2UdO7cOTk7zvBeEg6gw/N95ZVXhj9t9rimpsa6devWbD4zEEAAAQQQQAABBHJLQE14FTArcFbXfrmYkhJAq1r+9ttvdzcKbtmyxXUirr5aVUW/fv16O+SQQ2zu3Lm56EeZEEAAAQQQQACBvBdQ3OeDZtU653qf/UkJoH/+85/b1Vdf7bqq04AQ6qB+wIABbqjvkpISu/zyy/P+wgIAAQQQQAABBBDINYGmTTRyrXyRypPwTYThO5w3b56dcsop9vbbb9u3vvUt22+//eyFF16w9957z9TWJVer78MNeIwAAggggAACCOSDgJpoqIXBkiVLbMWKFe7mwHwbgTEpAbQGS9HQ3kqjRo2yV1991VXd9+7d2y666CL72c9+lg/XE2VEAAEEEEAAAQRyUsD3oqGAWYGzAmgF0vmaktKEY/Dgwa5bEiEOHz7coS5cuNBGjBhhCqI/++yzfPWl3AgggAACCCCAQNYKqImGup/TPW75Vssc7aQlpQb62GOPtfvvv9/uueceKysrc4HzbbfdZu+++67de++99oUvfCFaHliGAAIIIIAAAgggEBCBpk001JsGwXPjk5OUAHr27Nl29tln2y9/+Uu39x/84Af28MMP20EHHWT//Oc/7dxzz218VJ4hgAACCCCAAAIIBEaAJhrxnYqkNOHQIdXOua6uzh1dNxTqBkIN8X3CCSdYaWmpm79r1y7XJ2B5ebl7zj8EEEAAAQQQQACBzAioq7nwJhq53vVcMpWTFkArU+qyzqdhw4aZ/sKT2kXPmDHDNCUhgAACCCCAAAIIpF9AXQ770QFzYVjt9AuaJTWAzkQBOCYCCCCAAAIIIIBAdAG1AtBAJ7ohUAE0qW0CBNBt82NrBBBAAAEEEEAgkAJqkqHmtapt9iNFBzKjWZgpAugsPGlkGQEEEEAAAQQQiCSgGmbVNKvGWTXPpOQLEEAn35Q9IoAAAggggAACaRVQW2bVNOuPEaBTT08AnXpjjoAAAggggAACCCRdQF3PqWmGgmb1pkEvGkknjrhDAuiINCxAAAEEEEAAAQSCJxDe9RwDnGTm/BBAZ8adoyKAAAIIIIAAAjELaHRAtWtWbTNdz8XMlrIVCaBTRsuOEUAAAQQQQACBxAV813MKmrdt25b4jtgy6QJJGcp73rx5EfsUXLJkid15550u44MHD7ZHHnkk6YVghwgggAACCCCAQC4IqB2z2jWvXr3aFENVV1cTPAfwxCYlgFZQfNhhh9lHH33UqIiaP3r0aHv99dfdfI1UOG7cuEbr8AQBBBBAAIF0CtTU1Nitt95qX//61+35559P56E5FgIRBVTDvHbtWlu8eLGtWrXKdUFH++aIXBlfkJQmHN/5znfsnHPOsUMOOcR++tOf2he/+EW76KKL7PHHH7cLLrjAfvSjH2W8oGQAAQQQQAABtSHVZ9SKFSscxty5c+3jjz+2yy+/HBwE0i5A13NpJ0/aAZMSQO+///722muv2bXXXmuzZ8+2zp07W3l5uf3xj3+04447LmmZZUcIIIAAAgi0RUABsw+e/X5+9rOfuUqfTp06+VlMEUiZAF3PpYw2rTtOSgDtc1xaWmodOnRwHXgXFBRYu3bt/CKmCCCAAAIIZFxg48aNzfKgQSf08zkBdDMaZiRJQO2a1fWcbgZU+2aaZiQJNoO7SUob6H/+85+ubfMNN9xgN910k/t2P3HiRJs2bZr7Vq8LhoQAAggggECmBY4//vhmlTuHH364+9U003nj+LknoC9n69atczcDrly50gXQBM+5cZ6TUgP9k5/8xI21vmDBAnfToGgee+wxO+mkk+zSSy91DeHpfSM3LhhKgQACCGSzwAEHHGD33HOP3XjjjVZVVWVHHXWUq/jJ5jKR92AJqF3z5s2bXbC8ffv2YGWO3CRNICkB9Lnnnms///nPm/38dd5559nkyZPt2WefdRlWf4aqjVb7aBICCCCAAAKZENC9OdOnT7fi4mKrq6vLRBY4Zo4JqFZZN6iqtlnXFENq59gJbqE4SWnCceyxxzYLnv2x9tlnH7vsssvc04ULF5qadpAQQAABBBBAAIFsF1CwvGbNmoau59TOmeA5289qbPlPSg10bIeKvJYa1Ovmw6KiosgrsQQBBBBAAAEEEMiwgJpl+CYa4UNq03FChk9Mmg+f0QBao+w88cQTtn79ejeu+5AhQ+yss86yjh07ppkhtsN9+umndu+991r79u1dP6K9evWKbUPWQgABBBBAAIGsFaBdc9aeupRlPKMB9Isvvmhq4qEbDXVxahCWN954w3RHdNCSRlOcOXOm66JPebvrrrtc2+5BgwYFLavkBwEEEEAAAQTaKKCmGL6mmaYZbcTMwc2T0gY6ERddmJWVle4mQ/UZrSYcQ4cOtX/961+J7C7l29xyyy0NwbMOppsF7rzzzpQflwMggAACCCCAQHoEFJuoXbN6aFm0aJGbclNgeuyz7SgZq4FW0Ky7oH1SDfSbb77ZYu3zn/70J3vmmWf8qg1TDRc+fPjwhuepfKBmJk2TehRRDToJgbYK9O3bt627YHsEGgnw3tSIgydtFMj1JosKkjds2GA1NTW2c+dOd08W92W18aKJsrkqTdP9HqVfEZKZMhZAhxdCwfODDz5oZWVlNmXKlPBF7rHaRp966qnN5qsLopYC22YrJmGGehr5xS9+0WhPU6dOTdvxGx04C54UFha6wQr0RkSKLKD29F27djWNjqZuHkmRBfRhpuuJO9wjG2lJly5d3AoMYBXdyf/yqYEuSJEF9F7erVs396urPqtzKen9RL8m6/03Gf016yZCdWfHe1T0q0T3uckpXfFbeG5KSkrCn7bpccYDaH0jUGCqC+9rX/tasxGiVLoBAwa4v6YlXbVqletXuun8VDy//PLL3U85zz33nMvjrFmz7PTTT0/b8VNRplTuU2+6Cng0PC4psoDeSBRAqycavmxEdtISfWHW9cSHU+tOCg4JoKM7yYh+oKMbaalqChVA67M6F97PFbj5ds3Jfj+RlSpCdAxSZAFVHPlxQSKvlfwlyf5FIaMBtIIGjQilttAadEWoQU361nLHHXfYr371K/cBrhcgCQEEEEAAAQSCLeDbNetLpeIOvoQH+3xlS+4SjljVwD7WnzwUfPbo0cMGDx5s4UN6//rXv3bfbGfMmNHwzVY1l8msYk/2iSgtLXU9hhBAJ1uW/SGAAAIIIJA8AdUwK2jW5zVN5JLnyp72CiQcQJ988sm2YMGCmBzV1GHu3LkuMB43bpzbZvny5fb++++7x++8807DfgaFuoW78sorG57zAAEEEEAAAQQQiEVAbdoVNOsv19psx1J+1kmfQMIBtB9xR13PnX322XbAAQdEzLXaMDdN/fv3d30pN53PcwQQQAABBBBAIFYBBcq+XXOsv4zHum/WQyCSQMIB9AsvvOC6lnvsscfsBz/4gQugNYqg/lSLTEIAAQQQQAABBFIhkMqbAVORX/aZewIJD6SirpLOP/98e/75501Dcl9yySU2b948U5dzkyZNcrXLaidNQgABBBBAAAEE2iqgm/90E6BiDg1ysmbNGtc7CDcFtlWW7RMRSDiADj9YRUWFffWrX7WXXnrJ1LZZTToef/xxUzONadOmuSA7fH0eI4AAAggggAACsQioC73q6moXNKv7WjXXIGiORY51UimQcBOOSJnq3bu3XXrppTZmzBg31PUTTzzheto48cQTI23CfAQQQAABBBBAoEFAbZl9DxrcDNjAwoMACSQtgNa3wb/97W+mgPnJJ580fUucOHGi/eQnP3EDjgSozGQFAQQQQAABBAImoMGkfNDMCJEBOzlkp5lAmwJoBc2vvvqq66JOQfPKlStN3dRdccUVdsYZZ9jAgQObHZAZCCCAAAIIIICABNQ/s+9BIxdGOuSs5o9AwgH0nDlz7O6777YVK1bY6NGjXbONM8880/bdd9/80aOkCCCAAAIIIBCXgILmuro6V9us9s20Z46Lj5UDIpBwAP3000+74Hns2LE2fPhwe++999xfS+U69NBD7bLLLmtpEfMQQAABBBBAIMcFFCSrBw3VNjOcdo6f7DwpXsIB9P77729qo6S+GP2IgpHM+vXrF2kR8xFAAAEEEEAgBwUUNKuG2QfNDKedgyc5j4uUcAD98MMP5zEbRUcAAQQQQACBlgTUllk3A6qmmR40WhJiXi4IJBxA50LhKQMCCCCAAAIItF1A3c75mwEJmtvuyR6CL9CmgVTmz59vRx11lHXv3t3UFvrRRx8NfonJIQIIIIAAAgi0WUDNOGtqamzp0qW2bNky95jguc2s7CBLBBKugX7zzTftuOOOs549e9rRRx9tCqbPO+88KykpsVNPPTVLik82EUAAAQQQQCBWAfXVrKYZaqKhWmcSAvkqkHAA/cADD5hGHXznnXfcSIN6ISmgvv322wmg8/VqotwIIIAAAjknoFrlDRs22Lp160ztm+l2LudOMQVKQCDhJhwff/yxTZ061QXPOm7Hjh1txowZ9sknnySQDTZBAAEEEEAAgaAIqMeM2tpaW758uf3rX/+yqqoq16MGwXNQzhD5yLRAwjXQ+vmmrKysUf7VnGPNmjWua7vCwoRj80b75AkCCCCAAAIIpF5A3dL6vpo10ImC5Xbt2rkKstQfnSMgkF0CCQfQeqEVFBQ0Km3T540W8gQBBBBAAAEEAiWgz3I/KqAPmgOVQTKDQEAFEg6gA1oesoUAAggggAACUQRUs6xg2Q9woiCahAAC8Qm0KYB+8skn7e233244YnV1tXusXjnC05FHHmnXX399+CweI4AAAggggECaBAia0wTNYfJGIOEAevTo0VZUVGThQ3NWVFTY4Ycf3mieJPl2mzfXEwVFAAEEEAiIgA+a1a5Zf+Gf1wHJItlAIGsFEg6g77vvvrgLrRevbj4sLy+Pe1s2QAABBBBAAIHoAgqat27d2tA8g6A5uhdLEUhUIOEAOpEDLly40HV1pykJAQQQQAABBNou4INm34MGQXPbTdkDAq0JpDWAbi0zLEcAAQQQQACB1gV80OxvBCRobt2MNRBIpgABdDI12RcCCCCAAAIpEiBoThEsu0UgAQEC6ATQ2AQBBBBAAIF0CBA0p0OZYyAQvwABdPxmbIEAAggggEDKBBQ0q59m36aZnqxSRs2OEUhYgAA6YTo2RAABBBBAIDkCfkRABc0KnmnTnBxX9oJAqgQIoFMly34RQAABBBCIIuCDZt0IqKCZmuYoWCxCIGACBNABOyFkBwEEEEAgdwVUs+yH0dZUzTVICCCQfQIE0Nl3zsgxAggggEAWCSho9t3NaZATguYsOnlkFYEIAikJoPUz1KJFi2yfffax9u0/P8TgwYPtkUceiZAVZiOAAAIIIJAbAvX19Q1B87Zt2wiac+O0UgoEGgQKGx4l8OC9996ziy66yC644AJ75ZVX3B5++MMfWu/evW3IkCHWrVs3Cx/yu6SkxMaNG5fAkdgEAQQQQACBYAvs2LHDampqbNmyZbZ48WJbu3atG1abGudgnzdyh0AiAp9XD8e5tYLn8ePHW1FRkfXo0cMee+wxu+OOO+z666+3s846y4455hh74okn7OKLLzbVPE+bNi3OI8S2ekFBQWwrJmktfzw/TdJuc2438vF/OVe4JBbIX0dYtY6KUetG4Wv4ayt8Ho8/F/A+fvr5kvgeqXbZdze3c+fOho3but+GHQXkgcqTa2VKNq338dNk7z/X9pftTgWhb8YJ3cFw3nnn2WeffWbz5s0z1SxfddVVdvvtt9t1113ngmh/ok888UQXZD/99NN+VtKma9asSfvPYqpVV3u22trapJUjF3ekF0ZhYSFdMbVycjt06GAVFRW2bt0600++pMgCag6GUWQfv6S8vNw93LBhg5/FNIJAIteUPjL9TYBq15zr16Texzt37uy+JNC1XoQL6X9ny4qeVKIb1dQW2eqaCpt52oCMxFG9evWKnsE4liZcA/3RRx/ZzJkzrbS01B3u/PPPdwH06aef3ujwp512mv3kJz9pNC9ZT/Ri3r59e7J2F9N+unbt6oJC3QhCiiygNxL9OqHaGVJkAf9mK6fw2qvIW+TvkuLiYnc9JfidP2/gunTp4moKeY+Kfsr1JV/XVCxOep0qaFZNs/786zb6EXJjabt27VxB9EWB96jo51QVIopL8un6iCSiqtnqDcW2fE0XW7amLPTXxT3evLXIbXLUF+qsqDC9cZRikmSmhAPovn372vz58+3SSy91+dFjpZdfftlGjhzpHuufmnr079+/4TkPEEAAAQQQCLqAAkYfNCvIJigK+hkjf5kS2LW7wFavK20Ikn2wvH3n3hCzc/EOG1C5yQ47cKUN6FVrwwbtsr6V+4fuEchUjpNz3IQDaN08ePzxx7t20GoD/dJLL9k3v/lNu+mmm9xPWlOnTrU//OEPrl30Aw88kJzcshcEEEAAAQRSJKCbAH0ts37d5NeOFEGz26wV2LGz0Fau7RwWLJe55/W79vZJ0a3LVhcsTx2/xPqHguYBPTdZeZfGLQXUJCj0A1DWp4QD6OnTp9vcuXNdgLxx40bX28bs2bOtqqrKrrjiCvfGo5/I9FjNO0gIIIAAAggESUABsmqXFTSrtlkBNAkBBPYKbN3ePixQVlOMLla1vjQU34VuKLU9VtmtzgXJY4etdkFz/1CwXFqcP/fyJBxAi1ftnZu2eVY/z1dffbV9+OGHrnZafUGTEEAAAQQQCIKAb8+sgFltemNpAx2EfJMHBFIpULulqFmwvG5jceiQBdaucLf16b7ZBvXeaJNHL3fBcr9QsNyxw+5UZinw+25TAL1gwQL7/ve/b7/97W9NN64899xz9vWvf92WLFliuvFg9OjR7gbCyZMnBx6CDCKAAAII5KaAAmXfNMMPaqJfSHXTFwmBfBNYt7GTC5b3tlXee4Nf7ZaOjqGo/S5TcDxy0LpQe+VNroZZwXP7dgl12JbTtAkH0K+//roddthhdtxxxzmgv//973bqqae6oFk3Fnbs2NGefPJJO/bYY+3FF180guicvo4oHAIIIBAYATXN8P0z0zQjMKeFjKRZYHco5l2zviQULH/eC4aC5q3b935xLOm009TsYvzwUBOM0M19arOsZhmFOdA+OR3UCQfQqnU+6aST7Pe//73Lp0Yc1AiECqz98N2qjdbNhA8++CABdDrOJsdAAAEE8lRA3YeFt2emz+I8vRDytNj1uwrczXx7u43b22Xc8uoutrN+bzeEXUu3h5pe1NqUg5e5QHlgqHa5ooxuZttyuSQcQL/55pt2zjnnNBxbnfafcsopDcGzX6B17rnnHv+UKQIIIIAAAkkRUE8Zvqs5es1ICik7yQKB7Tva2fLqzo36WF4V6kZu9271hLHHenQN9YQRCpAP3Hetq1lWF3JdSj4fJTMLipgVWUw4gD7ooIPcUN0XXHCBderUyY488ki77bbb7M4773Ttn1V6/YymruxGjBiRFRhkEgEEEEAguAK6ATC8ljnXRwEM7pkgZ+kS2Ly1gwuUfc2ymmBU15SEwuTQaL8Fu61XRZ0LkiceoD6WN7n2y8Udd6Ure3l9nIQDaPW0ccghh9ihhx5q11xzjU2aNMmGDx9uU6ZMsS9/+cvupsJHH33UXnjhBfvb3/6W18gUHgEEEEAgMQHfN7Nqmv0NgIntia0QCLZAzaaO/1urvLfLuOWhtss1mzq5TLdvFxp8pMdmGzqgxo4eu9Q1w+jXc7N1aJ/fPWFk8owmHECre7o///nPduONN9p5553nhq/0BfEB85gxY1wbaQXaJAQQQAABBFoT8LXMCpj1x/DRrYmxPNsEWhvmulNRvatJPnjoGneTn27wU01zu0J6wgjSuU44gFYhDjjgAPvNb35jd911ly1atMhWrFhhGlRFw3wPGDDAhg0bFqSykhcEEEAAgQAK+LbM1DIH8OSQpTYJxDrM9aRRK1ytskbu61G+NSdG6msTXBZs3KYA2peve/fupr9x48a5WapBUECt9mm+Rw6/LlMEEPhc4B//+IetWrWKL5yfk/AoDwTUQ4avYVabZtoy58FJz4MiapjrpatLbWlVacMNfhr2Op5hrvOAKWeK2KYA+r333rO7777bDX86a9Ys1/75hz/8od1yyy1WXV1tGu9cz//P//k/OQNGQRBIloBeJ/fee2/D7q666iq7+OKLG57zAIFcEfBDZitYVuCsGmcSAtkswDDX2Xz2kpP3hANoBc/jx4+3oqIi69Gjhz322GN2xx132PXXX29nnXWWHXPMMa6XDgUEgwcPtmnTpiUnx+wFgRwQeP/99xsFzyrS7bff7vpWV/MnEgLZLqAg2QfMuvlPv0ySEMhGAQ1zHd4LhnrCWLexxBUlfJjrI8eusn49akM3+23M+2Gus/E8x5vnhAPoOXPmmG4SnDdvnpWUlJhqz1TTfN1117kgWhlRIH3iiSfaT3/6UwLoeM8M6+e0wGeffdasfAowNJ8AuhkNM7JAQDf7hQfMNMvIgpNGFpsJxD7M9WLXZjl8mGsNDa/mSXxZbMaakzMSDqA/+ugjmzlzppWWljqY888/39WgnX766Y2gTjvtNPvJT37SaB5PEMh3gdGjR5vebMN7GCguLraRI0fmOw3lzxIBP/KfD5rDr+UsKQLZzGOBeIa51hDX6gmDYa7z+IJpoegJB9DqaWP+/Pl26aWXut3qsdLLL7/cKAhQU4/+/fu7ZfxDAIG9Aqplvummm+zaa691fdvqV5xbb73VNYfCCIEgCihgVlMMBcz6U//MattMQiDoAvEMc63BSDRyH8NcB/2sZj5/CQfQF110kR1//PGuHbTaQL/00kv2zW9+0wUF+ulu6tSpbhRCtYt+4IEHMl9ScoBAwAT0a41eQ5s2bbKysrKGX3MClk2yk6cC4Tf+KWBmqOw8vRCyrNh+mOtloUFIfLtlhrnOspOYJdlNOICePn26zZ071904qL6f77vvPps9e7ZVVVXZFVdc4WomCgoK3GM17yAhgEBzAXX/eOCBB7o+1PkJvLkPc9InoHab4TXMBMzps+dIiQnEM8y1mmHoj2GuE7Nmq+YCCQfQ2pVq0Jq2eX7kkUfstttuM/Vvq8BAIxaSEEAAAQSCJaCAWTXLPmgmYA7W+SE3jQXiGeZazTA07DXDXDc25FlyBdoUQEfKSp8+fVzvG5GWMx8BBBBAIL0Calrng2VNacOcXn+OFpsAw1zH5sRamRdISQCd+WKRAwQQQCC/BRQgK1D2QTNNhPL7eghi6RnmOohnhTzFKkAAHasU6yGAAAIBFdANfwqU/eAlapqxfv36gOaWbOWjgIa51rDWGoRk7819Ze55xGGuK2utvPOOfKSizFkikHAAPW7cONNoarGkL33pS6a20SQEEEAAgbYL+OYYPmhW4OwHb1CPLiQEMinAMNeZ1OfY6RJIOID+8Y9/bDNmzHDt6L773e9aYWFhxDzvv//+EZexAAEEEEAgsoBqlxUg++YYmjLKX2QvlqRXQMNcf16r3MU9XrexOJSJAgsf5nry6OWuf+V+PTcxzHV6TxFHS5FAwgH05MmT7a9//asdfPDBbujKb33rWynKIrtFAAEE8kdAbZfDA2Zu9sufcx/0ksY+zPXeLuPCh7kOetnIHwLxCiQcQOtAqlm+4YYb7Prrr7cLL7zQ1KctCQEEEEAgNgHfFEMBs//TiH8kBDIpED7M9YrqMlu1vpstWtHJ6rZ3cNkq6bTT+odqkscPX+2GuFb/ygxznckzxrEzIdCmAFoZvvzyy23s2LGuFjoTBeCYCCCAQDYIKFj2QbKvYSZYzoYzl9t59MNc+2YYusFveXUX21nfzhW8a+l226//NjvqkJWhvpU3MMx1bl8OlC4OgTYH0O3atbOjjjoqjkOyKgIIIJDbAuoyzgfLvkkG7ZZz+5xnQ+kSGea6vMtu69atm2nEYbpCzIazTB7TJdDmADpdGeU4CCCAQNAEdIOfAmQfJPspNctBO1P5lx8/zLWvWda0uqbE9oRu7iss2G29Kupc84uJB6wMTTeZbu5reZjrvTXR+SdIiRGILkAAHd2HpQgggIATUFCsWmUfJPvAWUE0CYFMCjDMdSb1OXa+ChBA5+uZp9wIINCigPpT9sFxeLBMrXKLXMxMo4C+q1VvKG4YiMTXLm/eWuRy0amo3tUkHzx0jbvJTzf39e6+JdSdHF/y0niaOFSeCCQcQCd7IJXq6mqrqKgwtakmIYAAAqkWUKCsNp3hwbIeq60ytcqp1mf/rQmED3PtA2Xd4Ld9596P7c7FO9wNfZNGrTAFygNCfz26brWCgtb2zHIEEEiGQMIBdDIHUlm0aJHdeeedrju8rl27JqNc7AMBBBBwAqo5jhQoQ4RAEATCh7letqbM1TBr2GuGuQ7C2SEPCLQskHAAnYyBVFTL87e//c2ee+45RtZq+fwwFwEEYhDQe4mCZP/na5X1nKYXMQCyStoEGOY6bdQcCIGUCiQcQCtXbR1I5aOPPnIB9EUXXWQ/+tGPUlpQdo4AAtktoCBZgbGvTfbBsqY0u8juc5uruW95mOsSV1yGuc7Vs0658kWgIPSh1Ka7C1S78+c//9lGjhxplZWVcbnpg69Dhw6uhkgDstx4443WUhMODRn+/PPPN9v37NmzbciQIc3mp3JGYWGhax/ZRrZUZjEw+y4INcbDqfXToXb/1JLudVK7ZN/ThYJl/1hTvV9wPbV+Pel1p4RV61bJXKO6psgWrSyxxauKbbGmob8Nm/eO3Nexwy4b2GerDQr9De5bF5rWhdotb7P27dv08ZvM7Efdlz739NokIZAsgQMPPDDt97xt27bNSktLk1UEa1MNtHLRloFUFDzHkvr162dqMtI0FRUV2aZNm5rOTunzzp07uzeSurq6lB4n23euD3FdGwweEf1MyqhLly62ZcuWvPiAUlDna5F9DXL482jXCx/i0a8lv7Rjx47uob50kKILJPLlVcNcr15XbEtWldrS1aW2pErTzla3be/HaWlomOuBvbfYoQeusX1CU/316r411Pdy47yE7lUNvT82nhfEZ3ovLy4udq9bgujoZ4gKtug+fqliP11L6Y6jdMxABdAC0Yeir/XwQH66detW91AvwETT4MGDTX9N06pVq2zDhg1NZ6f0eadOnVxQmO7jprRQKdi53kj0BUff+EiRBRTsKIDWF0EFlNmeVJOuIDj8T+UKf55oGXU9UQvdul779nsDuXR/OLWes2Ctoc8sfZDrC1yk1HSYa93gt6K6c6NhrgdU1toRo5e6wUjUE0ZFWfP3vG17PwYjHSbQ8/UlQ5/f/legQGc2w5nzv6jzRSP6iVBFpD4r0h1H6TMkmalNNdC//vWv7brrrrOVK1fa2LFj7fbbb7cvfOELjfJ3zjnnuDepuXPnNprPEwQQyC4BveE1DZD1PDxA5oMju84puf1cINZhrkftW+1G8FOw3KUk+7/0fi7AIwQQiEcg4QB63rx5NmvWLJsyZYqde+659thjj9kRRxxhd9xxh1166aXx5IF1EUAggwIKeiMFx+EBM8FxBk8Sh06qgIa5XlHdxVasLQ81xSixpsNc9+6uNsq11vow10nNFjtDAIEsEkg4gP75z39uxx13nP3xj390xb3hhhtcbfTXv/5195O0gmsSAghkRkDNqnxQ7Ke+GYUCYT328zUlIZCrAk2HuV5WVRa6ua+TK277drutb49NNnRAjR09dm8zjL49NluH9twwl6vXA+VCIFkCCQfQS5YscTXQPiNqT/b973/ffSh/9atfNd34N3XqVL846lRtrO66666o67AQgXwWUEAcXlPsg9+WgmG/LJ+9KHv+CYReIjENcz1m/73DXA/svcn699phu+ojt4HOP0VKjAACsQokHED37dvX5s+f36y5xk033WTLli2z0047zXVvF2tGWA+BfBHwtcMKfvW3ceNGq62tdTdchgfJTR9rOxICCJglY5hrVfq0Kwx1owooAgggkIBAwgG0bg4877zzTLXNX/va12zMmDENh//Vr37lAmi1j+7evbu7wbBhIQ8QyAGB8BphHwj7gNdPfaCsGmG/jn/sCfTri75wNp3vlzNFIN8FGOY6368Ayo9AMAUSDqDPPPNM00iCqnFWN1zhAbS6UXr88cdNIww++OCDBNDBPPd5mysfzPqpD3QjBcV+PT9VsKt125o+/vhj+93vfue6sCsvL7fTTz/dBg0a1Nbdsj0CWSvAMNdZe+rIOAJ5J9DmkQjVz6/68uvdu3eLeK+//rpVVVXZySef3OLytsxUP9DpHixA5dQNWGvXrm1L1nN+22T1A+2DWj9VEBv+2D/XPB/Y+nnhz33wq/X0l+m0efNm++EPf9ioD9qSkhK78sorTX2Nk5oL0A90c5OW5pSVlbnZahYU5BTLMNf9Q13FDegV+gtN+/XcZB07JO/mvlj6gQ6yX7rypl/JunXr5pqa5UJf9al0ox/o2HTVD/SoUaOsuro6tg2StJY+Q9T8OFkp4RponwF92EcKnrXOoYce6ldlmkMCPgj1waqfar4e68NJX270BavpMh/Ean7TZU2f++PkEJ0ryqJFixoFz5qpgS+WL1+e9uHpc82W8gRPYN3GTq6rOHUXtzw0GImmtVv2jphY1H6XC45HDloXCpYXh7qP22R9um+29u0y/0U3eJLkKKgC+rzTr4oaHGvgwIFBzSb5SqJAwgH0tGnT7K233nJtnDWm+Zw5c2zYsGFJzBq7iiTgA1At94994Bk+zy/zU63jlzd97Nfx02jLw4/ldtjCP9VAq+aCGosWcEKzunbt2uICX3vY4kJmIhBwAQ1zvWa9+lXeGyTvDZi72NbtHVzOS0LDXPcP1SSPH77aDUaiYLmyW12zYa4DXkyyh0AjAf0aruaq+mVRaejQoXb++ee7z8BGK/IkpwQSDqDHjRtnardZUVHhquI1zYekAFMvEv9C8QGnyq7HfuofhweiTdcNf97Sen4fmjZd7g7Ev6wVUA3FQQcdZO+8805DGSZMmGCVlZUNz3mAQJAFWh3muvM2GxAKlqccvKyhGUZLw1xnoozr1693vUjpfXz//fe3ww47zP1qlom8cMzsF3jqqacaYgKVRjXRar46adKk7C8cJYgokHAArT6edeOgAucRI0ZYz549Ix4klxYokF28eHGjF0sulY+ypE9AN+Lq1xt9mOv1M3z48PQdnCMhEIdAq8Ncl2917ZSzYZhrBc0//elPbevWrU5Awc66devsi1/8YhwirIrA5wKqgW6aVq5c2XQWz3NMIOEA+j//8z9twYIFjkO9bqhP6MmTJ+cYD8VBILUCBx98sGvOUVNT426CTO3R2DsCrQtomOvloTbKvvnFsqouoQFKSmyPFYSaWuy2XhV1rvlFtg5zraaHPnj2Gqot1Mi6usmIhEC8AroxbcWKFY02S+bNao12zJPACCQcQF911VWmdq6DBw92NdBqON9a0oAR+qZGTVtrUixHAAEEUi8QfZhr3dy32YYODA1zfUjuDHOtXpSapvBmck2X8RyB1gROPfVUe+ihh1yXpFpX94NNnDixtc1YnuUCCQfQt956q1188cWmGrRYk2qpr7nmGlu4cGGsm7AeAggggEAbBXR7RvWG4v+tWd57g59qmTdv3Vvj2qmo3vV+4Ye5HtCr1tU0tyvMvZ4w9Jn15z//2XVH6lnVlIruI70G03gF+vTpY9/85jddL0r6FaN///7x7oL1s1Ag4QBaZX322Wdt6dKlMRf7gw8+iHldVkQAAQQQiF8gNM6PragutoWLShuaYShY3r5z79t95+Idrr3ypFErXNCsPpZ7dN0auoku/mNl4xYaHfeCCy6wP/7xj+5eFt1EqOYbJATaIqDAWTXPjCrbFsXs2jbhAFo3D7766qvuL54i77fffvGszroIIIAAAhEEYhnmemBoIJKp45f8b7Bca+Wdd0TYW/7M3meffdxIuRr4YscOPPLnzFPSTAvoht0XXnjB7r//fjv++OPtkEMOyXSWEj5+wgH0H/7wh4QPyoYIIIAAAvEJxDLMtUbtm3TQBtunT51VlK620uLm7X3jOyprI4AAAskR0MiD99xzjxsf4h//+If96le/snvvvdeOPfbY5BwgzXtJOIBOcz45HAIIIJA3ArEMcz2o90abPHp5s2Gu/WA8tbUEz3lzwVBQBLJA4OWXX240uJpu3v3xj3+cfwH0JZdcYrG2aT7yyCPt2muvzYLTSxYRQACB9AqED3OtEfzUXrnZMNeDQ8NcVzLMdXrPDEdDAIFkCjTtPlL7Vu9s2ZoSroHu1q2b9erVq6HcatKhxvPTp09389XX5htvvOFGK5w5c2bDejxAAAEE8lEgNAaTralhmOt8PPeUGQEEzI2+++GHHzaiyOYBjBIOoG+88cYGhEcffdTd0fzpp582GopYI6xptMLa2tqGdXmAAAII5LpANg9znevnhvIhgEBmBNSF5KZNm1w3ksXFxfZv//Zvrvu/zOSm7UdNOIAOP7QCaDXpqKysDJ/thvm+7LLL7IknnjBNSQgggECuCcQ6zPVB+1WHesKodW2Wu5TszDUGyoMAAgi0KqARq9X7xqhRo0w3FWZzSkoA3bVrV3v//fdbdHjttdesd+/eLS5jJgIIIJBNAq0Nc927e50LkrN1mOtsOhfkFQEEEMikQFIC6FNOOcXOOecc+9GPfmRnnnmmq4muqqqy3/zmN/bUU0/Z448/nskycmwEEEAgboGmw1wvD93gV7Opk9tP+3a5Ocx13EhsgAACCOSpQFIC6LPOOsvUOfYVV1xhV155ZQOlOqn/xS9+YaeffnrDPB4ggAACQRKIdZjrg4eusf49N1kuD3MdpPNCXhBAAIEgCyQlgFYB1QZagfTbb79tn3zyiWl41LFjx5qad5AQQACBIAjs2l1gq9ftHeJ6Wai7OHUZ12yY6161lq/DXAfhHJEHBBBAIBsEkhZAq7Ddu3e3Y445xv1lQ+HJIwII5K4Aw1zn7rmlZAgggECmBRIOoOfOnWurV6+OKf9Dhw51d13GtDIrIYAAAnEKxDLMdf/KTTZ22GrXC4aaYjDMdZzIObb6Rx99ZFu2bLFBgwa58QpyrHgUBwEEUiyQcAB95513uoFSYsnfjBkzCKBjgWIdBBBoVSCWYa4H92l5mOtWd84KOS+g4YMffvhh8wM6tG/f3t38fsABB+R82SkgAggkTyDhAPqvf/1r8nLBnhBAAIEWBNZu7OTaKKu98orqcltaVcow1y04MSt2Ad2n44NnbVVfX29PP/20jRgxwgoKCmLfEWsigEBeCyQcQLektnPnTvv4449NXdjpzYj+n1tSYh4CCDQViGWY64G9Ntv4EWqCURvqa3mTVXars0LinaaUPG9FYM2aNc3WqKurc805Onfu3GwZMxBAAIGWBJIWQD/zzDOuJ46VK1c2HKdPnz72q1/9yqZPn94wjwcIIJDfArEOc33kmGUuUB4QCpYryrZZUVGR6Uu6foInIZCogNo8//nPf260uW6AJ3huRMITBBBoRSApAfRbb73l+nrWEI1XX321HXHEEbZ27Vr79a9/7cY6nz9/vk2aNKmVrLAYAQRyTWDvMNddzHcZp+mqUDdyu3cXhoq6x3qUb3U39Y3at9r1r6xgmWGuc+0qCFZ5hg0bZvqs+stf/uIyVlZWZmeccUawMkluEEihgG+q5Kc6lB6HPy8s1Hv03hQ+3z9ubaotm67j5+k155ftPUJ2/k9KAH333Xe7fp9feumlRihTp061Dz74wI1ISACdnRcIuUYgVoGWhrles6EktHlBqKnFbmOY61glWS/VAvpVdOLEibZ161br2bOn6UZCEgKRBBTshf9pPR9g+kBQz/UrmdrU61ey8OV+nfCp35/21dLjlub5dTVV8uto6pN/7Jf59fzUL/frZ2KqX3zatWuXiUMn9ZhJeddQd0CzZs1qFDz7XM6ePdsefPBB/5QpAgjkgEDTYa6XVZXZhs0tDHM9bqmrYe7bY7N1aL87B0pOEXJFoFu3blZZWWk7duzIlSLlTDl88OenTYNRzdc8vzyeqZD8tnrs9+Uft7QvLYslderUyV1Pu3VTBynnBZISQPft29eee+45u+qqq5qBaX6/fv2azWcGAggEX6ClYa6XVXWxLduKXOY7FdW7dspj9v98mOveFVtCH1DBLxs5RACB2AV8oNnStLV54cv1uKXnTefFnjPWRCAzAkkJoFXLfNJJJ9n3v/99+8pXvuJ6wZoo9AAAKrFJREFU39CdzmoD/cILL5gGXUlF0k8AJSX6iTh9Sd9cdVz9VEOKLhD+LT/6mvm71P+M1aFDh4z/pLUrVGmyam1pqKu4zrZ0degvNF22ptS279j7NtGlZIepJ4wjDg71hNF7s3vcs3xb6MOw6flLzWtD15OcSNEFFIgo8R4V3UlLdU3lopPK1dqfD1i1Xvhjv52fp9dcjx49bOPGje4m3tZV83cNvZ/rjxudo18DajKl6yzd8Vv0XMW/NCkB9Iknnmi33367fec737HrrrvOvRh1AemN6dprr3U3GMaftda32LVrl23fvr31FZO4Rmlpqem4/OwXHVUvDr2RqNcEUssCmzdvtnnz5pm+bKrHmmnTpllxcXHLKyd5bszDXI9bu3fkvlDXceWdm//Unc7Tq/cTeuFo/ULQz8hKvEdFt1KAqOAwSE4+eG061XupD2jDH4evp+V+mR63JfkmCPqsU9Jx9Fm7bdu2tuw257elCUdsp1ifc7qm1H1kOlOyvywnHECPHDnSBc3HH3+8/elPf7JjjjnGzjrrLFOPHIsXL3bNNsaPH28DBw5Mpw/HQiArBHSjyf3332/V1dUuv0uXLrXly5fbxRdf7D4ok1mIum3tbXl1l4YBSdQTRtX60lAtSein1FBPGOpPeUAvhrlOpjn7yk8BH8QqOFAw6wPcSI/Dl2vbtga++alOqRHIjEDCAbRqzd5//303RPeDoZsEFVCrDTTtnTNzIjlqdgl8+umnDcGzz/mKFStMgfQ+++zjZ8U9ZZjruMnYAIFmAgpkfRCs4Nf/+XktTX0w3GxnzEAAgZwUSDiAPuqoo+w//uM/7Je//KULBNTX85NPPtkikrqzu/nmm1tcxkwE8lEgGW3kwoe5XramzNUw127p6DiL2u+yfj032cjB60JNMBaH/mqtT/ctoUCAQUjy8XrL9zL7mmEFwr79paZqg6lmQQp+/XwfLOe7GeVHAIHoAgkH0A888ICNHTvWNddQ8FxeXm4HHXRQi0ejGUeLLMzMY4EhQ4a49pfhbcQ7duxoAwYMaKaiHpGqakobNcFYHmqGsXX73hvqSjrttP6hYHn8iFX/216ZYa6bITIj5wQUFCvo9QGvD479cx8Q+2lTAG2vtpjpbofZNB88RwCB7BRIOIDWzXTf/va3Xak1+qACgq9+9atRFXRDwqZNm1ywHXVFFiKQ4wJqqhEePKu4uklnxcpq29NhSNjIfWW2orqz7azf2+l8187bbEAoWG46zHWOc1G8PBLwzSN8cOynPkAOf55HLBQVAQQCJpBwAB1ejltuuSX8acTHCxcutBkzZpimJATyWUAjoO2xYtvVfmjob5jtahf6C01ve2I/271HwTLDXOfz9ZGrZfdNJRQEN/3zAbKmJAQQQCDoAkkJoINeSPKHQKYFNMy1er9Q0wv9LVox3morLtMwWKFYud4Kdy22dvUf2tRJW2zYoL3tl4s77u1CKtN55/gIxCLg2xkrMFb3cD5A1mOC41gEWQcBBLJJgAA6m84Wec0KgViGue7VdYltXf28FYaC5na7Pg11J7e3j+X9e822If2HZkU5yWR+CfgA2QfHmvrHPljWOiQEEEAgHwQIoPPhLFPGlAi0ZZjrqqoqu/OdZxrlS8FHz549G83jCQLpFFATi/DA2D/2gTIBcjrPBsdCAIEgCxBAB/nskLfACOzaXWCr15W6ZhjhTTG279z7EupcvCM0GEmtfeGgFQ09YfToutW10GipEL169bKjjz7a1IONTxqUSL3ZkBBIpUB4kKzAWKNzhTe7SOWx2TcCCCCQKwIE0LlyJilH0gQ+H+a6rKHd8sq1na1+V6E7RrcuW21gaOS+qeOXWP/KTa6P5ZaGuW4tQxq9U10/bty40bp162bdu3dvbROWIxCTgGqKFRj7GuTwxwqWSQgggAACbRPgnbRtfmyd5QKZHua6b9++NmLECKupqTF180hCIB4B1SYrOPYBsqa6ptSnuEaLJSGAAAIIpEaAADo1ruw1gAJ+mGvfBEPTdRtLXE7bFe4OjdS32Qb32WiTRy93zTA0kl/HDqFRTEgIZFggPFAOD5hVw9w0KXimrXJTFZ4jgAACyRUggE6uJ3sLiEA8w1yrGUbfUPDMMNcBOXl5nA3fPllBsIJjTRUw0+wiuRfFsmXL7M4777Tq6mqbMmWKzZo1yw3nndyjsDcEEMhlgYQD6OXLl7u+Pfv06ROzz+DBg+2RRx6JeX1WRKA1AYa5bk2I5UEVUFCsANkHyZpqHrXHqT1jCppPOeUU12xKR3rllVdsyZIldv3116f2wOwdAQRySiDhAPqaa66xJ5980n7wgx/YN77xjZje9EtKSmzcuHE5BUhh0iews77AVq3rvLcnjKoyW17dhWGu08fPkRIUCK9VDg+YNZ+UfgF9bumeg/Ckip2rrrrK9BlFQgABBGIRSDiA1s5LS0vdm87zzz9vDz74oPXr1y+WY7IOAq0KbN/RzgXI4e2VV4W6kdu9W0HH58NcH7RfdagnjFrXZrlLyc5W98sKCKRSQCPuqclFeKCs59Qqp1I9vn1v37692Qa6gbe+vr7ZfGYggAACkQTaFEBPmDDB1UCr/dj+++9v55xzjl1yySV28MEHRzoe8xFoJtB0mOtlVV1szQbVBBVYYcFu6929zgXJE0eubLi5L1eGuV66dKmtXBkq14ABVllZ2cyGGcEVUA2yAuVOnTq5oFnTlm7qC24J8jNnar5x7733WnggrT7Yy8rK8hOEUiOAQEICbQqgdcTRo0fbG2+8YTfffLPdcccddv/999ukSZPswgsvtPHjx7vAWjUwJAQkEMsw10MH1tjR45a6YLlvj83WoX1u9oTx2GOP2bvvvttwYah506mnntrwnAfBEVCwrPcxBck+YOZ9LTjnJ56c6F6chx9+2ObMmeO6+jvqqKPcL6nx7IN1EUAAgTYH0CJUrct1111nV199tf3ud7+zX/ziF3bBBRc4Xd0Uc9FFF9ldd92Fdh4JaJjrqvXFtmhlhS0PdRenphiqWd6ybe+XqU5F9W4QkjH7rwkFyrXuce+KLaE74fMD6ZNPPmkUPKvUb775pk2cONHiuTE3P7TSW0o/CImvXdaUZhjpPQepPpoqd5566ikrLi62urq6VB+O/SOAQA4KJCWA9i6qmTn33HPdn3rpUO3a+++/b127dvWrMM1BgdaGue5Sst0FyLEOc52DRM2K9OGHHzabpxmaTwDdIk3KZvreMHztsqa0WU4ZNztGAAEEckIgqQF0uEj//v1Nf2pbRsodgc+HuVatcqgnjFDNckvDXE+bsNQG9dlivStqLJFhrnNHrOWS6GfkV199tdnCfffdt9k8ZiRPQIFxeM2ygmXaLSfPlz0hgAAC+SKQcAD93e9+13bujK/XA93pvGnTJisvL88X36wupx/mOrwnjKr1pbZnT0Ho9r49Vtmtzgb02mRjh6127ZUHhAYkKem09052tRlVjwTxXiNZDRZH5g844ABTEL1o0aKGrYYPH24DBw5seM6DtgvoGgyvWVbwTPdxbXdlDwgggEC+CyQcQA8bNixuu4ULF9qMGTNMU1KwBPww1w3tlRnmOuUnSDfa/utf/zI1dxo0aJAl8ppKeSaz7ACqTVa7Vh80c6Nflp1AsosAAghkiUDCAXSWlI9stiAQzzDXusGvT/ctDHPdgmMyZqkXG/W+sWPHDtMvNKTYBfzNfgqWfdCs9swkBBBAAAEEUi3Ap02qhTO4/0bDXId6wFgWGrlPNcxbt3dwuSrptNP699xk40esamiC0TPULKOwIIOZzqNDf/bZZ67Xmg0bNlj37t3ttNNOowlHlPMf3n5ZI8YpcKY5RhQwFiGAAAIIpEyAADpltOndcfgw13ubYZQxzHV6T0FcR9u8ebNp+GA/mMO6devc8yuvvNLd5BbXznJ0ZQXMvimGapi7devmaur3qI9EEgIIIIAAAhkUIIDOIH6ih2aY60TlgrPd4sWLG4Jnn6stW7bYsmXLbMiQIX5WXk19DbOCZd8kI7yGOfxxXsFQWAQQQACBwAkQQAfulDTOUPgw1xqIRLXL+TLMdWOJ3HrWpUuXFgsUaX6LK2f5TN+G2QfMmhIkZ/lJJfsIIIBAnggQQAfoRGuY6/Au45ZVldmGzZ1cDtu322X9em62fBnmOkCnJSVZ2WeffWzkyJGuFw5/gEMOOcR69erln+bkVL1ihAfM6maOhAACCCCAQLYJEEBn4IypCWf1huKGgUgY5joDJyEAhzz77LPdaJ3r16+3nj17uoA6ANlKahbUK4YCZt30pym9ZCSVl50hgAACCGRIIOEAWu01S0tLW822bvh5/fXXbeLEia2um4srNB3mWrXKK6o72/ade+kZ5joXz3psZVITBtU6a6j7mpqanOjGTk0wwgNm+mGO7VpgLQQQQACB7BJIOIA+/fTT7eKLL7YvfvGLEUu8atUqmzVrlht5cO7cuW7kNfU8kKvp82GuyxqaYoQPc11RttV1Fzd1/BI37R/qY5lhrnP1ami9XOr3WV8u1QNHZWWlC6YVVGdTCr/xz3ctl21lyCZv8ooAAgggEAyBhAPoAw880E4++WT75je/aXPmzDGNABaennvuObvgggtMNdX33XefW6QPWA0a0TRpeG//U2/TZUF93pZhroNaJvKVXoGHH37YPv7444aD6rGadQQ96bWq17JvlkE75qCfMfKHAAIIIJBsgYQD6FtvvdVGjRplF110kf31r3+1xx9/3AaFhiPeunWrqS/bn/3sZ3bwwQfbb37zGxsxYkSL+VYfuAqu16xZ4wLtSZMmuaG+g1yDVb2+wP7jzoNDbZj33tzXrnB3aKS+zTa4z0abPHq5q1nuFxqcpGOH3S2WmZkISGDRokWNgmfNe++990y/2vTp00dPA5PULEP9MfugmWYZgTk1ZAQBBBBAIEMCCQfQyu/555/vfnY+44wzbMyYMfb973/f7r33Xlu4cKFdddVVdsMNN1i0D9vnn3/e1G2XgvCNGzfaPffc44Jt9U4Q1NS9fI8dvH+NVZbXhIJlhrkO6nkKer7q6upazGKk+S2unMKZet36gFltmoP8pTaFDOwaAQQQQACBFgXaFEBrjwcccIC9+eabdsQRR9hll13mmnL84Q9/sGOPPbbFA4bPfPvtt+3LX/6y26ZHjx6uecdbb70V6N4IQpVxdu70JaaR5EgIJCqw7777ugA1PGAuKyuzAQMGJLrLNm0XfvOfAuemTbLatHM2RgABBBBAIMcE2hxAr1692i688EJ744037IQTTrC//OUv9o1vfMMeffRRGzt2bEQu3UC1YcMG6969e8M6FRUV9umnnzY89w/+/ve/24svvuifNkzPOussd2Niw4w0PFCvIqqd07DCJAQSFdD1c8kll7jhu9VsY+DAgXbuueemtR9oXccK2vUrkHrUCfogJqoFZxjv1q843ya9X79+ra+c52vomuK9PLaLQJVcvP6iW/EeFd3HL9V7lKzS/R6lZsPJTG0KoJ999lkXPO/cudMFzOecc45r13nmmWfaYYcdZjfffLO7yVBQTZNuHNSLUW0rfdLj8Bo5P19Btmq6mybVkqnNdTqTgo7du3ebykyKLqCATFaklgV27NjR0HVdfX296bn+UpV8LbMCZv3pWvYp2W8sfr/JnOpNV1+8SdEFfJObdL83Rs9VMJfqhli99kiRBfS+oc9avUfw+ovspCW8R0X38UsV68kq3e9Ryb5+Ew6gv/3tb9stt9xihx9+uKk3gUGhGwiVhg4daq+99pq7kfBb3/qWqzl+6KGHrHfv3m65/+f7kN62bVvDB7kw1Sdu06R96q9pUs2dBqFIZ9KAF3rDVe8ipMgCetPVC4QvGi0b6YuibqD1byArV650z9WrTXhg2/LWsc/1PWbo9abASudFKRubICn/er+gFiz6+VeXiKq0SPd7Y/RcBW+pjHRNtVRpE7zcZi5HCp47d+5sqvTS648UWUCBoSpBqDiKbKQlqhTV51y636N0zGT+4rT30zR6WVtcqp43dNPgyy+/3BA8+xU7duxod999t/3ud7+zBQsW2OWXX+4XNUz9i1J94Pqkx+FNOvx8pgjkmoB64fDBsy+bPqCWLl3qnyY0VVCg15+aQ/Xv39+9NhVQZUMTjYQKzEYIIIAAAghkQCDhGujf/va3rd7w9KUvfcm1g37yySdbLNqECRPsf/7nf+y8885zvXDoZkT17EFCINcFdKNeS8n/MtPSskjzVKvse8zQVLXOJAQQQAABBBBInUDCn7Sx9hYwKNS0Q005WkrqqeP++++366+/3v3cr548hgwZ0tKqzEMgpwQGDx5s+++/v3300UcN5TrooINi7gNaQbKCbR84t3SfQcOOeYAAAggggAACSRVIOIBORi4UAKjHDrXHVFs0tZklIZAvAvq15R//+IetXbvW9b6hgYeiJTXN8EFz+M230bZhGQIIIIAAAggkXyCjAbQvjm5QICGQbwJqeqHeanTjbE1NTbM73P1NTgqa9ZevTTN049KPf/xje+mll0xdaWmQpmhdZObbdRReXo3qqtFflY455pi0dosYng8eI4AAArkuEIgAOteRKR8CsQroVxjfLENBs+81I9btc3G973znO/bUU0+5oqmfeHWXqcGa1AyG9LmAbHTfSW1trZs5Z84ce+KJJ2zYsGGfr8QjBBBAAIGkCCTcC0dSjs5OEEDA1SyXl5db3759Xa8ZvXr1cv00Ezyb62Ls6aefbnSVqD9aH1A3WpDnT2677baG4FkU6tVF80gIIIAAAskXoAY6+absEYFWBdQfpWqY1d2calJXrFhBn9ktqOlLhGrlmw52ka/NWVogapilvsSbppbmNV2H5wgggAAC8QtQAx2/GVsgELeA2jPrxj/1c65hu/Wnx9wMGJ1SPhriPDxpFMUzzjgjfBaPQwJHHnlkM4cpU6Y0m8cMBBBAAIG2C1AD3XZD9oBAiwI+aNZNsvl8E2CLOHHM/L//9/9av379bP78+e4mQg3M1KdPnzj2kB+rXnLJJbZkyRL7/e9/7wp80kknuV6O8qP0lBIBBBBIr0BBaFjcPek9ZPKOpqG81R4ynUlDeb/77rtZORRyOp38T+/5NpS3yq0uGRU062bA1rpmVNd0CgZpwtH61clQ3q0baQ1/ze3atSu2DfJ0Ld/LDUN5R78ANGqwvsCuXr2aobyjU7lfFBnKuxWk0GI/lLdiuHQmNZ3UvUbJStRAJ0uS/eStgIJm1TD7P30wkxDIlIA+nHQNVlVVZSoLHBcBBBDIeQEC6Jw/xRQwFQKq5fMBs2qaCZpTocw+EUAAAQQQCKYAAXQwzwu5CqCAHz5bgbOaE7Q1aFZ/vXfffbep/94RI0bYxRdf7ILyABadLCGAAAIIIIBAmAABdBgGDxFoKuCDZrVpVo8QbQ2a/f7VNvzss8+2999/383SDXJvvPGGPfbYY0k7hj8WUwQQQAABBBBIrgABdHI92VsOCOimGd88QzXNqUivvvpqQ/Ds979gwQJ7++23bcyYMX4WUwQQQAABBBAIoAABdABPCllKv4APmn1Nc6pzoDu1W0rp7lWmpTwwDwEEEEAAAQSiCxBAR/dhaQ4L+NEAFTSrO7l0pi984Quuayh1X+fTkCFDbOzYsf4pUwQQQAABBBAIqAABdEBPDNlKjUAmg+bwEqnnjkcffdRuuukm+/DDD23UqFH2ne98x5Q/EgIIIIAAAggEW4AAOtjnh9wlQUDNM1TLnIma5mjZ32effeyhhx5iIJVoSCxDAAEEEEAggAIE0AE8KWSp7QI+aNbNgOo9g4QAAggggAACCCRLgAA6WZLsJ+MC6b4RMOMFJgMIIIAAAgggkBEBAuiMsHPQZAmon2bfPIOa5mSpsh8EEEAAAQQQiCZAAB1Nh2WBFAgf3CRV/TQHsuBkCgEEEEAAAQQCIUAAHYjTQCZaE2jXrl2jmuZkjQjY2nFZjgACCCCAAAIINBUggG4qwvPACBQWFroRAbt06WKqaSZoDsypISMIIIAAAgjktUBhXpeewgdOQEGzAuY+ffrY4MGDrVevXqY+kwmeA3eqyBACCOS4wKeffmozZsxwPRkdd9xx9s477+R4iSkeArELUAMduxVrpkhAwbGCZAXOmiqIJiGAAAIIZE5g+/btdsEFF9jSpUtdJhQ8z5492+bPn2/l5eWZyxhHRiAgAkQqATkR+ZYNHzRXVla6mmbVOKs3DYLnfLsSKC8CCARR4P/9v//XEDz7/NXU1Nhf/vIX/5QpAnktQA10Xp/+9BZeQbO6mvPdzunGQBICCCCAQPAEysrKWsxUpPktrsxMBHJYgBroHD65QSmaguYePXqYhq7u16+fde3a1Qieg3J2yAcCCCDQXGD48OE2ffr0RgvGjRtnkydPbjSPJwjkqwA10Pl65lNcbo0KWFFRYUVFRabHJAQQQACB7BK466677Le//a0tXLjQVYDMmjWLZnbZdQrJbQoFCKBTiJtvu9YAJ7oRUE001O2cgudt27blGwPlRQABBHJCQO/pupFQvxyuXr2a9/OcOKsUIlkCBNDJkszT/YQPcMKogHl6EVBsBBBAAAEE8kyAADrPTngyissAJ8lQZB8IIIAAAgggkK0CBNDZeubSnG8FzeqjWc0z6Ks5zfgcDgEEEEAAAQQCJUAAHajTEazM+G7nfLtm+mgO1vkhNwgggAACCCCQGYGsDqDV/ra0tDStcgoiddyOHTum9bjpPJi6nVNfnwqc29KDhrdKZ96z7Vje1990mW35T2d+9brjS1zr4nLSl990vze2nrPgrZGJz5DgKUTPkYyU9LngH0ffIn+X8pkX27nXzamySvd71J49e2LLYIxrZXUAvWvXLtNwo+lMar6QieOmuozqMcMPcKLHSjt27HB/iRxbLw564WhdTl/ENCzu1q1bbefOna1vkMdr6EuGenVJ9ptgrpHqQ0kB9JYtW3KtaEktj4x0TdXV1SV1v7m2M/8lX689elWKfnb1JUOfm7t3746+Yp4vlZNihHS/R/nYJln8WR1AJwshX/ej2gQFzapp1gVNQgABBBBAAAEEEGhdgAC6daOcWsP/bOJvBlQtDClzAlVVVfbhhx+6QWcYIjdz54EjI4AAAgggEI8AQ3nHo5Wl6ypIVtOT3r172+DBg61Xr16u7RHBc2ZP6KOPPmoTJkywo446yg499FB79tlnM5shjo4AAggggAACMQlQAx0TU3aupGYZvokGN38E6xwuWbLErr/+equvr3cZU9vCq6++2iZNmmQ9e/YMVmbJDQIIIIAAAgg0EiCAbsSR/U90w4fvdi7ZDeazXyc4JXj33XcbgmefK90Q+/7779uUKVP8LKYIIIAAAgggEEABAugAnpR4s8TNgPGKZX79oUOHNsuEzuN+++3XbD4zEEAAAQQQQCBYArSBDtb5iDk3uhlQzTP69OljgwYNcj/705NGzHwZX3HYsGH2jW98oyEfao/+7W9/2/r3798wjwcIIIAAAgggEEwBaqCDeV5azJWCLPVbqiYa6utVQTQpewUuv/xyO/HEE2316tXWr18/23fffbO3MOQcAQQQQACBPBIggM6Ck63BNny7Zo3gQ8odgQMPPNCmTZtmK1asYCCV3DmtlAQBBBBAIMcFiMYCeoIVKCto1h83Awb0JJEtBBBAAAEEEMhLAQLoAJ123USm/po1oIaaapAQQAABBBBAAAEEgidAAJ3hc+IHOfHtmhncJMMnhMMjgAACCCCAAAKtCBBAtwKUqsVq16yaZvWkwSAnqVJmvwgggAACCCCAQPIFCKCTbxpxjwxyEpGGBQgggAACCCCAQNYIEECn+FSpdlldzqmJBu2aU4zN7hFAAAEEEEAAgTQIEECnAJl2zSlAZZcIIIAAAggggEBABAigk3gifH/Nqm2mXXMSYdkVAggggAACCCAQIAEC6DaeDPprbiMgmyOAAAIIIIAAAlkmQACdwAlT7bJqmemvOQE8NkEAAQQQQAABBLJcgAA6zhNYWFhow4YNs/Xr18e5JasjgAACCCCAAAII5IJAYS4UIp1l0A2CCqJJCCCAAAIIIIAAAvkpQCSYn+edUiOAAAIIIIAAAggkKEAAnSAcmyGAAAIIIIAAAgjkpwABdH6ed0qNAAIIIIAAAgggkKAAAXSCcGyGAAIIIIAAAgggkJ8CBND5ed4pNQIIIIAAAggggECCAgTQCcKxGQIIIIAAAggggEB+ChBA5+d5p9QIIIAAAggggAACCQoQQCcIx2YIIIAAAggggAAC+SlAAJ2f551SI4AAAggggAACCCQoQACdIBybIYAAAggggAACCOSnAAF0fp53So0AAggggAACCCCQoAABdIJwbIYAAggggAACCCCQnwIE0Pl53ik1AggggAACCCCAQIICBNAJwrEZAggggAACCCCAQH4KFOwJpWwt+rp162znzp1pzf769eutffv2VlZWltbjZuPBCgsLbffu3dmY9bTlWdevruMePXq46yptB87CA3E9xXbSNmzY4FYsLy+PbYM8XotrqvWTX19fb2vXrrWKigorKipqfYM8XoPrKbaTX1tba7qudE2lM3Xo0MG6d++etEO2T9qeMrCjZELEmv1HH33UevbsaTNnzox1E9ZDIKLAJ598Yr/85S/tmmuusd69e0dcjwUIxCrw7LPPug+nSy65JNZNWA+BiAKrV69271GXXnqpDRw4MOJ6LEAgVoGXXnrJVqxYYVdddVWsmwRyPZpwBPK0kCkEEEAAAQQQQACBoAoQQAf1zJAvBBBAAAEEEEAAgUAKEEAH8rSQKQQQQAABBBBAAIGgChBAB/XMkC8EEEAAAQQQQACBQApk9U2EmRCdOnWqFRcXZ+LQHDMHBSorK+3MM8+0rl275mDpKFImBI444gh6v8kEfI4eUz1O6T2Km5xz9ARnoFgTJkywLVu2ZODIyT1kVndjl1wK9oYAAggggAACCCCAQOsCNOFo3Yg1EEAAAQQQQAABBBBoECCAbqDgAQIIIIAAAggggAACrQsQQLdu1OIaar+zY8eOFpcxE4FYBTQSoUa3JCGQLAHem5IlyX68gEaUXbNmjX/KFIE2CWzevDkn2kBzE2Gcl4FGZXriiSdc0KOhKIcMGWJnnXWWdezYMc49sXq+C/zhD3+wV155xdq1a+eGhr/44osZIj7fL4o2lJ/3pjbgsWlUgT/96U/24osv2i233BJ1PRYiEE1g27Zt9utf/9qWLVvmVuvbt69deOGFpiG2szFRAx3nWdObyD777GPXXnut+9uwYYO98cYbce6F1fNd4NNPP7VXX33VDWV6/fXXm95INAQzCYFEBXhvSlSO7aIJLF++3F544YVoq7AMgZgENIS3frn/3ve+Z/rc27Vrl7322msxbRvElQig4zgre/bsMXU7NnnyZCsoKHDfmoYOHWr/+te/4tgLqyJg9s4779iYMWOsoqLCXUfHHHOM/fOf/zRdYyQE4hXgvSleMdaPRUBNzB5++GE76aSTYlmddRCIKvDXv/7VvvjFL1phYaH75fWCCy6wQw45JOo2QV5IE444zo6C5unTpzdsoSYcb775ph1++OEN83iAQCwC69atM3358kmBtD6s1H61c+fOfjZTBGIS4L0pJiZWilNAv4qNGjXKBg8eHOeWrI5AY4GtW7ea2j7X1NS4ZrB6PG7cODvhhBMar5hFz6iBTvBkKXh+8MEHXZvVKVOmJLgXNstXgdraWuvUqVND8X0b+rq6uoZ5PEAgEQHemxJRY5umAh988IF99tlndvzxxzddxHME4hbQZ56+6M+fP99OPfVUO+2002zBggVZ/Qs+NdBRLoPnnnuuoX2zaggvv/xyt7a+Sf3iF79wP0F87Wtfc9Mou2ERAs0ESktLTTdU+OQfMyKhF2GaiADvTYmosU1TAV1HjzzyiJ144om2dOlSq6qqcqNbLlq0yPr162dFRUVNN+E5AlEFVGGkpmbTpk2z/fbbz62r9vUKovUrRzYmAugoZ+3QQw+14cOHuzX8XaL6if2ee+5xbaHPO+88a98ewiiELIog0K1bN1MzDp/0WE03fE20n88UgVgFeG+KVYr1WhPQz+sawvsvf/mLW1U3fm3fvt3mzp1rX/nKV6xHjx6t7YLlCDQS6NKli4uXNPWppKTENevwz7NtSvQX5YzphkH9hSd1waLgZ8aMGQ01iGoQrwuBhECsAhMmTHC/YkycONG6d+9u8+bNs7Fjx8a6Oesh0EyA96ZmJMxIUKBnz5529dVXN2ytbsfuvvvuRvMaFvIAgRgEFCfpc09NOL785S+bfuVQ7fNBBx0Uw9bBXIUAOo7zop8b3n//fbeFelHwadCgQXbllVf6p0wRaFVA18xhhx1mt912mxUXF1v//v3tnHPOaXU7VkCgJQHem1pSYR4CCARJ4OSTT3b9QH/3u9813asxcuRImzp1apCyGFdeCkJtUug3Ky4yVkYgeQLqeUN//IKRPFP2hAACCCAQXAHVPqtGOtubLBJAB/caI2cIIIAAAggggAACARSgG7sAnhSyhAACCCCAAAIIIBBcAQLo4J4bcoYAAggkTUA3gq1evTpp+2NHCCCAQD4LEEDn89mn7AggkBaBF154wQ0isHjx4jYdT721aDACDXARa1LgrJtWBw4c6IaPj2U7ddE5efLkqKueffbZpiHoSQgggEA+CtALRz6edcqMAAJZKdC3b1+bOXOmhfel2lpB7rvvPlu5cqW9/PLLtu+++7a2OssRQAABBGIQIICOAYlVEEAAgSAIqNunhx56KK6saBQ5bTdlypS4tmNlBBBAAIHIAjThiGzDEgQQQCCpAh9++KHr97S8vNw00unvf//7RvtX04wvfelLrsmFapkPOeQQe/TRRxvWef31123cuHG2YsWKhnnRHmhfTz/9tH300Uduu9/97ndudQXVs2fPdsMya9CMU045xT799NOIu9q9e7d973vfc0PuqinItdde64Z2jrgBCxBAAIEcFyCAzvETTPEQQCA4AhrBVCNOagCdXbt22RlnnGGffPKJy+DGjRtdwFxdXe2C1R//+MfWqVMnU3vk9957z61TW1trb731lhtWOZZSzZo1y9U+9+7d277xjW+4AFj9jqvt8iuvvGI333yz/fSnP7VVq1a5Y6upR0vpxhtvtFtvvdUuvPBCU77UpvuZZ55paVXmIYAAAnkhQBOOvDjNFBIBBIIg8O1vf9s0CpfS+PHj3U19CoiHDBlir732mlVWVroaZ9XyKh155JE2dOhQt+zAAw908+L5p5rl//qv/3LD5p5//vlu07vuussWLlxoH3zwgdu3Ziqg1rFVy/zzn/+80SF8QH/HHXfYpZde6pZpfeWRcbgaUfEEAQTySIAAOo9ONkVFAIHMChx99NENGRg9erR17tzZlixZ4uZNnz7d1MRDadOmTS7AVZMNjdhVV1fn5ifj3xtvvOGCdwXmPlVUVNiECRPs1Vdf9bMapu+++65rrvFv//ZvDfPUBOXYY4+19evXN8zjAQIIIJBPAjThyKezTVkRQCCjAn369Gk4vrqjKyoqsvr6+oZ5quVVbXTXrl3tqKOOcm2kVcubzJreRYsWubbPDQf93we6ybClttUff/yxW6NXr16NNlGPICQEEEAgXwUIoPP1zFNuBBBIu4CC5kjpl7/8pV1xxRWmmt6//e1vtmHDBnv22Wfd6skMoHXTYEs1x6r1VvDeNPnmJE230fokBBBAIF8FCKDz9cxTbgQQCJTAf//3f9sBBxxgt///9u4YRZEgCgBobWBiZqzBnkAwUwNTAzEXjDyAZuIlJvcWHkAQUwMDz2AsGBruzm8YWQaRnaGWme1+FWmrZf1Xyaf4/fvlJfV6vVSr1dLpdCpOn+OGw1wjWtodj8d0vV7vU0aXjd1ul9rt9v3a24tOp1O83O/3b5eKNUXNtkGAAIGqCkigq7rz4iZA4FsJDAaD4ua+SFSjU0YkqNPptFhjzhro+XxezBk3FUb9ddwkuFgs0vl8LrpsvEeJDh6z2Swtl8tiTXEyvlqt7vXa77/vPQECBKogIIGuwi6LkQCBby8QLefG43EajUapXq8X/aCjfdxwOEyHwyHb+qPbxna7TVEL/fP1Ed9R2xxPKdxsNqnb7T78n/V6nfr9ftGto9FoFOuJ9T4rSXk4kYsECBAoicCP19q6XyWJRRgECBD47wXitDnqjVut1j+P5XK5FOUYURf9N+N2u6XoVx2n0gYBAgSqLCCBrvLui50AAQIECBAgQODDAvpAf5jMDwgQIPD1AlEzHSfIz0Y8cnsymTz7is8IECBA4BMCTqA/geYnBAgQ+GqBeJLgnz2kH62n2WymeEiKQYAAAQJ5BSTQeT3NRoAAAQIECBAgUHIBXThKvsHCI0CAAAECBAgQyCsggc7raTYCBAgQIECAAIGSC0igS77BwiNAgAABAgQIEMgrIIHO62k2AgQIECBAgACBkgtIoEu+wcIjQIAAAQIECBDIKyCBzutpNgIECBAgQIAAgZILSKBLvsHCI0CAAAECBAgQyCsggc7raTYCBAgQIECAAIGSC0igS77BwiNAgAABAgQIEMgr8BuEot9yjgkjrAAAAABJRU5ErkJggg==' title='fig:'/>
</article></slide><slide class=''><hgroup><h2>A systems biology example (end)</h2></hgroup><article id="a-systems-biology-example-end-1" class="smaller ">
<pre class = 'prettyprint lang-r'>qplot(hai_fold, X_7_fold["230170_PM_at", ]) + geom_smooth(method = "lm")</pre>
<img 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' title='fig:'/>
</article></slide><slide class=''><hgroup><h2>Summary</h2></hgroup><article id="summary" class="smaller ">
<p>Here we have looked at the <code>glmnet</code> package for predicting an outcome variable based on a set of dependent variables. Although there exist many other methods/packages for prediction in R, <code>glmnet</code> is a powerful framework that can perform variable section when building a prediction model. Note that there exist many other distributional options in the package that can be used to model both discrete/continuous data.</p>
<p><strong>Exercise:</strong> Now it's your turn to try using another cohort (e.g. LAIV), and perhaps using the binomial family after thresholding the <code>hai</code> variable.</p>
<p>Finally, here we've used gene expression data to predict hai, but many other variables could also be included to predict antibody response, or more generally speaking, to predict an immune response to a stimuli (e.g. vaccination). Such integrated analysis of different data types are refered to as systems biology/immunology.</p></article></slide>
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</slides>
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