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01_Inspect_data_and_ask_questions.html
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<title>Inspect data and ask questions</title>
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Araw2f6ICggwKv43AVD%2BsAFQkQPd%2FCkB5o%2B0YD%2F9dgABAIX%2F7AQdBbYAGgA6QB8PAxkUCBQXAwQcGwARS1kAAAYVFRhMWRUGBgxLWQYZAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEyBBUUACMiJzUeATMyNjUQISIHJxMhFSEDNgIt5wEJ%2Ft%2F%2B94JG0GWww%2F6JX59WNwLX%2FbclcwN95cfj%2Fv5PoC0zpp0BMh03AqyZ%2FkkXAAAAAAIAdf%2FsBC8FywAWACQAREAjGhELISEAAAYRAyYlDAsOHU1ZCw4OFAMUF0tZFBkDCE1ZAwcAPysAGD8rERIAORgvOSsRADMREgEXOREzETMRMzEwExAAITIXFSYjIgIDMzYzMhYVFAIjIgAFMjY1NCYjIg4BFRQeAXUBTwFIcUFNY%2Bv4DAxu7sXj%2BdTj%2FvYB646dkpFalllQkwJxAa8BqxOPGf7b%2Fsas7szk%2FvsBVcizqZGmSoJGZ7JoAAAAAQBeAAAEKwW2AAYAH0AQAQUFAAIDBwgDAkxZAwYAGAA%2FPysREgEXOREzMTAhASE1IRUBAR0CXvzjA839qgUdmYX6zwADAGj%2F7AQpBcsAFgAiAC4ATUApFw8mFCwDHQkJAwYRFA8GLzAGESkgKSBLWSkpDAAMGk1ZDBkAI01ZAAcAPysAGD8rERIAORgvKxESADk5ERIBFzkRMxEzETMRMzEwATIWFRQGBx4BFRQGIyImNTQlLgE1NDYDFBYzMjY1NCYnDgEBIgYVFBYXPgE1NCYCSMjqhpOylv7d6vwBMop463enl5WmnMKVhgE6fY52n493kQXLuqRssklVu3u22c28%2B4xOtXCfvfumeIaMemGXR0CbA2d4ZFyEQjyKXGV3AAAAAAIAav%2FsBCUFywAXACUAQUAiGxEiCgoAAAQRAyYnDh5NWQsUDg4CFBQYS1kUBwIHTVkCGQA%2FKwAYPysREgA5GC8SOSsREgEXOREzETMRMzEwARAhIic1FjMyEhMjDgEjIiY1NAAzMhYSASIGFRQWMzI%2BATU0LgEEJf1odERQZvD1Cww3tnLC5AD%2F0JXfeP4Uj5yQk1uZWFKTA0b8phSPGgEpATNTV%2BjQ5AEImf7bATC4pJClSoBGabJmAAAAAgCY%2F%2BMBiQRkAAsAFQAoQBQQBgYMAAAWFw4TT1kOEAkDT1kJFgA%2FKwAYPysREgE5ETMzETMxMDc0NjMyFhUUBiMiJhE0MzIVFAYjIiaYPTk6QUI5M0N2e0I5M0NqQ0VFQ0FGPwO7h4dBRj8AAgA%2F%2FvgBhQRkAAgAEgAiQBABDQ0FCQkUEwsQT1kLEAUAAC%2FNPysREgE5ETMzETMxMCUXBgIHIzYSNwM0MzIVFAYjIiYBXg8aYjV9G0ENFXd7Qjk6Pe4XZP73cmgBMlwC74eHQUZGAAABAGgA8gQpBNkABgAVQAkEAAUBBAcIAwAALy8REgEXOTEwJQE1ARUJAQQp%2FD8DwfzyAw7yAaZiAd%2BV%2Fo3%2BuAAAAgB3AcEEGQPjAAMABwAqQBUHAgQAAgAJCAQFUFkEAQBQWQ8BAQEAL10rABgvKxESATk5ETMRMzEwEzUhFQE1IRV3A6L8XgOiA1qJif5niYkAAAAAAQBoAPIEKQTZAAYAFUAJBQECAAQHCAYDAC8vERIBFzkxMBMJATUBFQFoAw%2F88QPB%2FD8BiQFGAXWV%2FiFi%2FloAAAIAG%2F%2FjAzkFywAbACYAOUAdIRwbAAcTEwAcDgQnKAAAJBAkHk9ZJBYQCklZEAQAPysAGD8rERIAORgvERIBFzkRMxEzETMxMAE1NDY3PgE1NCYjIgYHJzYzMhYVFA4BBw4BHQEDNDMyFhUUBiMiJgEhSGKIR4N7T5ZhO73Ov9QnTH5lQbJ4Oj9AOTREAZM2dZdUc3RSZm8lMYdjvKtJb2NuVnJfIf7XiEZCQEc%2FAAAAAgB5%2F0YGuAW0ADUAPwBFQCIjLjYOOwcUGwAAKRQOLgVAQRg4OAQ9CBELEQsRKx8yAyYrAC8zPzMSOTkvLxI5MjMzETMREgEXOREzETMzETMRMzEwARQOASMiJicjDgEjIiY1NBIzMhYXAxUUMzI2NTQCJCMiBAIVEAAhMjcVBiMgABEQEiQhMgQSARQzMhsBJiMiBga4WKBoVnYLCCiVZpap7MBErEUZhVtylP7vsd%2F%2Btq4BQgEv0uLA9P6V%2Fm%2FWAYwBANcBT7f79sPPEg5IVYKTAtmO7IJoUVdizbDMAP8ZFv4qFrLXrLUBEJO5%2Fqnh%2Fs%2F%2BuFaFVAGPAWYBBAGW37X%2Bs%2F6k%2FgE5AQUUtAAAAAACAAAAAAUQBbwABwAOADlAHgIOCwgBBQADAAcDBAcEEA8OAklZCwUODgQFAwAEEgA%2FMz8SOS8SOSsREgE5OREzETMREhc5MTAhAyEDIwEzCQEDJicGBwMEYLb9trSsAkKPAj%2F%2BZaohIxYprAHR%2Fi8FvPpEAmoBxVZ9YHP%2BOwAAAAMAyQAABL4FtgAOABcAIABJQCYTBB0KDxkZDgoEBw4EISIIDxgPGEpZDw8OAA4ZSlkOEgAXSlkAAwA%2FKwAYPysREgA5GC8rERIAORESARc5ETMRMxEzETMxMBMhIAQVFAYHFQQRFAQjIRMhMjY1NCYrARkBITI2NTQmI8kBnQEjAQSRiwFN%2Fvfu%2FgKqARi0nrDA%2BgExsbO3uwW2rryCqRkKOf7bxNwDRHGGe239kf3diZKIgAAAAAABAH3%2F7ATPBcsAFgAmQBQDDhQJDgMXGBIASVkSBAsGSVkLEwA%2FKwAYPysREgEXOREzMTABIgAREAAzMjcVBiMgABE0EiQzMhcHJgM78f7pAQ35mcSY3%2F69%2FqGpAT%2FY5qxIpgUz%2Fr%2F%2B6f7h%2Fsc3lTkBiAFp4gFUuFSSTgAAAgDJAAAFWAW2AAgAEQAoQBQOBAkABAASEwUNSlkFAwQOSlkEEgA%2FKwAYPysREgE5OREzETMxMAEQACkBESEgAAMQACEjETMgAAVY%2Fnf%2Bj%2F5rAcABVQF6tP7h%2FuX3zwEwATIC6f6W%2FoEFtv6G%2FqcBHgEi%2B3ABKwAAAQDJAAAD%2BAW2AAsAOkAfBgoKAQQACAEEDA0GCUlZBgYBAgIFSVkCAwEKSVkBEgA%2FKwAYPysREgA5GC8rERIBFzkRMxEzMTApAREhFSERIRUhESED%2BPzRAy%2F9ewJe%2FaIChQW2l%2F4plv3mAAAAAQDJAAAD%2BAW2AAkAMkAaBgAAAQMIAQMKCwYJSVkGBgECAgVJWQIDARIAPz8rERIAORgvKxESARc5ETMRMzEwISMRIRUhESEVIQFzqgMv%2FXsCXv2iBbaX%2FemXAAABAH3%2F7AU9BcsAGwA6QB8UCBkCAg4bCAQcHQAbSVkAAAUMDBFJWQwEBRdJWQUTAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEhEQ4BIyAAETQSJDMyFwcmIyAAERAAITI3ESEDTAHxdPCe%2FrT%2BjrcBWOfqykLGt%2F71%2FtQBIQEYmJH%2BuQL%2B%2FTklJgGLAWTkAVe1VpZU%2FsL%2B5v7Y%2Fs4jAcIAAQDJAAAFHwW2AAsAM0AZCQEBAAgEBAUABQ0MCANJWQgIBQoGAwEFEgA%2FMz8zEjkvKxESATk5ETMRMxEzETMxMCEjESERIxEzESERMwUfqvz%2BqqoDAqoCsP1QBbb9kgJuAAAAAAEAyQAAAXMFtgADABG2AAQFAQMAEgA%2FPxESATkxMDMRMxHJqgW2%2BkoAAAAAAf9g%2Fn8BaAW2AA0AHUANCwgIDg8JAwAFSVkAIgA%2FKwAYPxESATkRMzEwAyInNRYzMjY1ETMRFAYMXjZHTWNnqsD%2BfxuRFHhxBbb6WL7RAAABAMkAAATpBbYACwAqQBUIBAQFBQILCgAFDQwCCAUJBgMBBRIAPzM%2FMxI5ORESARc5ETMRMzEwISMBBxEjETMRATMBBOnI%2FeuZqqoCl8n9tALFiP3DBbb9KwLV%2FYUAAAABAMkAAAP4BbYABQAfQA4DAAAEBgcBAwADSVkAEgA%2FKwAYPxESATk5ETMxMDMRMxEhFcmqAoUFtvrkmgABAMkAAAZxBbYAEwAyQBgIBQUGCw4ODQYNFBUBChEDBgsHAw4ABhIAPzMzPzMSFzkREgE5OREzETMRMxEzMTAhASMWFREjESEBMwEzESMRNDcjAQNQ%2FhAIDp0BAAHPCAHT%2FqoOCP4MBRCa1PxeBbb7SgS2%2BkoDrqK%2B%2BvIAAQDJAAAFPwW2ABAALkAVCQYGBwEPDwAHABESCwMHDwgDAQcSAD8zPzMSOTkREgE5OREzETMRMxEzMTAhIwEjFhURIxEzATMmAjcRMwU%2FwvzhCBCdwAMdCAIOAp8Ey9i0%2FMEFtvs6GwElPwNHAAAAAAIAff%2FsBb4FzQALABcAKEAUEgAMBgAGGRgJFUlZCQQDD0lZAxMAPysAGD8rERIBOTkRMxEzMTABEAAhIAAREAAhIAABEBIzMhIREAIjIgIFvv6d%2FsT%2Bvf6hAWABRAE7AWL7c%2F3x8%2Fj38vP9At3%2Bof5uAYsBaAFlAYn%2BcP6g%2Ftf%2BzQEyASoBJwEx%2Fs0AAgDJAAAEaAW2AAkAEgA0QBoKBQUGDgAGABMUCgRKWQoKBgcHEkpZBwMGEgA%2FPysREgA5GC8rERIBOTkRMxEzETMxMAEUBCEjESMRISABMzI2NTQmKwEEaP7R%2FuasqgF7AiT9C5niyr7JvgQM3u%2F9wQW2%2FRuSoZGOAAAAAAIAff6kBb4FzQAPABsANEAbEAoWAAAEAwoEHB0DDQcNGUlZDQQHE0lZBQcTAD%2FGKwAYPysREgA5ERIBFzkRMxEzMTABEAIHASMBByAAERAAISAAARASMzISERACIyICBb7izgFc9%2F7jN%2F69%2FqEBYAFEATsBYvtz%2FfHz%2BPfy8%2F0C3f7n%2FoxC%2FpYBSgIBiwFoAWUBif5w%2FqD%2B1%2F7NATIBKgEnATH%2BzQAAAAIAyQAABM8FtgAMABUASEAlDQEBAgwJEQcLCgoHCQIEFhcJDQANAEpZDQ0CAwMVSVkDAwsCEgA%2FMz8rERIAORgvKxESADkREgEXOREzETMRMxEzETMxMAERIxEhIAQVEAUBIwElMzI2NTQmKwEBc6oBkQENAQH%2B2gGNyf6e%2Fs%2FptKirvd0CYP2gBbbOz%2F7eZv1vAmCSj4%2BRgAAAAAEAav%2FsBAIFywAkADRAGx4TDAAAGBMFBCUmDB4DFhYbSVkWBAMJSVkDEwA%2FKwAYPysREgA5ORESARc5ETMRMzEwARQEIyAnNR4BMzI2NTQuAScuATU0NjMyFwcmIyIGFRQeARceAQQC%2Fujw%2FvyMWtRoqqw9j5LMr%2F7R2rc1tauHmDiFieatAYXB2EOkJiyBc0xhUjRJyKGpyFCUTHRnTGFRMVK8AAAAAAEAEgAABFoFtgAHACRAEgABBQEDAwgJBwMEA0lZBAMBEgA%2FPysRADMREgEXOREzMTAhIxEhNSEVIQKLqv4xBEj%2BMQUfl5cAAAEAuv%2FsBRkFtgARACVAERABCgcBBxMSEQgDBA1JWQQTAD8rABg%2FMxESATk5ETMRMzEwAREUACEgADURMxEUFjMyNjURBRn%2B0v74%2Fvj%2B36rIwrnIBbb8Tvr%2B4gEg%2FAOu%2FEa3xMW4A7gAAQAAAAAEwwW2AAoAGkALAQQMCwgDAAQDAxIAPz8zEjkREgE5OTEwATMBIwEzARYXNjcEDLf98aj99LQBUDoiJDoFtvpKBbb8TqOaoqEAAAABABsAAAdMBbYAGQAkQBAZChsaFQ4OBQkYEQoDAQkSAD8zPzMzEjk5ETMREgE5OTEwISMBLgEnBgcBIwEzExYXNjcBMwEWFzY3EzMFxaj%2B2RU0ARYw%2FuKo%2Fnu05zAWGzUBBrQBEzAhEzXmtAPTQcYUhJ38MwW2%2FHm%2BmrevA3n8f5vDjswDhQAAAQAIAAAElgW2AAsAI0ASBAYFCwoABg0MAggECQYDAQQSAD8zPzMSOTkREgEXOTEwISMJASMJATMJATMBBJbB%2Fnf%2BcLQB5v47vAFrAW61%2FjsCg%2F19AvwCuv29AkP9TAAAAQAAAAAEewW2AAgAIEAPBAUCBQcDCQoABQEHAwUSAD8%2FMxI5ERIBFzkRMzEwCQEzAREjEQEzAj0Bhrj%2BGKz%2BGboC2wLb%2FIH9yQIvA4cAAAABAFIAAAQ%2FBbYACQArQBcIAQMHAAcEAQQKCwUESVkFAwEISVkBEgA%2FKwAYPysREgEXOREzETMxMCkBNQEhNSEVASEEP%2FwTAwj9EAO%2F%2FPgDHoUEmJmF%2B2kAAQCm%2FrwCbwW2AAcAIEAOBgEEAAEACAkFAgMGAScAPzM%2FMxESATk5ETMRMzEwASERIRUhESECb%2F43Acn%2B3wEh%2FrwG%2Bo36IQAAAQAXAAAC3QW2AAMAE7cDAQQFAwMCEgA%2FPxESATk5MTATASMBugIjpv3gBbb6SgW2AAAAAAEAM%2F68AfwFtgAHACBADgMAAQYABggJAAcnAwQDAD8zPzMREgE5OREzETMxMBchESE1IREhMwEh%2Ft8Byf43tgXfjfkGAAAAAAEAMQInBCMFwQAGABhACQADBwgFAgAEAgAvLzMSORESATk5MTATATMBIwkBMQGyYwHdmP6M%2FrICJwOa%2FGYC6f0XAAAAAf%2F8%2FsUDmv9IAAMAEbUABQEEAQIALzMRATMRMzEwASE1IQOa%2FGIDnv7FgwABAYkE2QMSBiEACQATtgAECwoGgAEALxrNERIBOTkxMAEjLgEnNTMeARcDEm5BsijLIHIsBNk0wD8VRbU1AAAAAgBe%2F%2BwDzQRaABkAJABHQCUiCAseHhkZEggDJSYBAgseR1kCCwsAFRUPRlkVEAUaRlkFFgAVAD8%2FKwAYPysREgA5GC85KxEAMxESARc5ETMRMxEzMTAhJyMOASMiJjUQJTc1NCYjIgcnPgEzMhYVESUyNj0BBw4BFRQWA1IhCFKjeqO5AhO6b3qJrTNRwWHEvf4Om7Gmxq9tnGdJqJsBTBAGRIF7VH8sMq7A%2FRR1qpljBwdtc1peAAIAsP%2FsBHUGFAATAB8AREAiChcXDw8MHQMMAyAhDQAMFRIRChEGAAYaRlkGFgAURlkAEAA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzETMRMzEwATISERACIyImJyMHIxEzERQHMzYXIgYVFBYzMjY1NCYCrtjv8dZrsTwMI3emCAh0zKqWmqqZlpYEWv7Z%2FvL%2B8v7VT1KNBhT%2Bhn9lpIvD5%2BfH39HW0gAAAAABAHP%2F7AOLBFwAFgAmQBQPAwMVCQMYFwYNRlkGEAASRlkAFgA%2FKwAYPysREgEXOREzMTAFIgAREAAzMhYXBy4BIyARFBYzMjcVBgJm7v77AQn1T54tMzeCMv6yo6CJkG4UASUBDAETASwiF40WHf5Wytg7kzkAAAACAHP%2F7AQ3BhQAEgAfAEJAIR0GFwAODhEGESAhEhUPAAABAQwDCQkaRlkJEAMTRlkDFgA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzMxEzMTAlIwYjIgIREBIzMhczLwERMxEjJTI2PQE0JiMiBhUUFgOaCXPl1%2B%2Fw1t93DQcEpof%2BnqqZm6qSm5qTpwEmAQ8BDwEsok9NAb757He5ziPpx%2BPP0tYAAAACAHP%2F7AQSBFwAEwAaADtAHxgKFwsDAxEKAxwbFwtGWRcXAAYGFEZZBhAADkZZABYAPysAGD8rERIAORgvKxESARc5ETMzETMxMAUiABEQADMyEh0BIR4BMzI3FQ4BAyIGByE0JgJ%2F8%2F7nAQXczvD9DQW5qLGtWJ2chJ0OAj2MFAEoAQcBCQE4%2FvHeacHISpQmIQPlrJidpwAAAAABAB0AAAMOBh8AFAA5QB0UDAwTAgIHAwUDFRYKD0ZZCgABBQcFRlkTBw8DFQA%2FPzMrEQAzGD8rERIBOTkRMzMRMzMSOTEwASERIxEjNTc1ECEyFwcmIyIGHQEhAp7%2B6abExAFhV3UrYEReWgEXA8f8OQPHSzw9AZQjhR99ikcAAAMAJ%2F4UBDEEXAAqADcAQQBuQD4rGTglDB89BTETARMFAioiHB8lGQpCQxwPNQ81RlkIO0dZCiIIKg8IDwgWKioCR1kqDyg%2FR1koEBYuR1kWGwA%2FKwAYPysAGD8rERIAOTkYLy8REjk5KysREgA5ERIBFzkRMxEzETMRMxEzMTABFQceARUUBiMiJwYVFBY7ATIWFRQEISImNTQ2Ny4BNTQ2Ny4BNTQ2MzIXARQWMzI2NTQmKwEiBhMUFjMyNTQjIgYEMcscLNzAMStqSlrCsr%2F%2B3P7o1%2BmAdCo5QEVVa9jGVkX%2BEZaM0clumMdxflqCdPP2dX4ESGkYI3FHocAIOFUtK5aPtr%2BgkmSSGhNQNTxaKiOobLTDFPsAWVx9a1lFbAM8c3bs934AAQCwAAAERAYUABYAM0AZDgwICAkAFgkWFxgOCRISBEZZEhAKAAAJFQA%2FMz8%2FKxESADkREgE5OREzETMRMzMxMCERNCYjIgYVESMRMxEUBzM%2BATMyFhURA556gq2fpqYICjG1dMnJAsWGhLzW%2FcMGFP4pVThPW7%2FQ%2FTUAAAIAogAAAWYF3wADAA8AI0ARCgAABAEBEBENB0hZDQIPARUAPz%2FOKxESATkRMzMRMzEwISMRMwM0NjMyFhUUBiMiJgFWpqa0OCooOjooKjgESAEpOTU2ODg3NwAAAv%2BR%2FhQBZgXfAAwAGAAsQBYTCwsNCAgZGhYQSFkWQAkPAAVGWQAbAD8rABg%2FGs4rERIBOREzMxEzMTATIic1FjMyNjURMxEQAzQ2MzIWFRQGIyImK187RUNOSaa0OCooOjooKjj%2BFBmHFFVXBPz7EP68B105NTY4ODc3AAEAsAAABB0GFAAQADZAGxAOCgoLCwgGBAUIBBESDAAAEBAICAMHCxUDDwA%2FPzMSOS85ETM%2FERIBFzkROREzETMzMTABNjcBMwkBIwEHESMRMxEUBwFUK1gBYsX%2BRAHbyf59faSkCAIxPWMBd%2F4t%2FYsCBmz%2BZgYU%2FMc3cwABALAAAAFWBhQAAwAWQAkAAQEEBQIAARUAPz8REgE5ETMxMCEjETMBVqamBhQAAAABALAAAAbLBFwAIwBGQCMVERESCAkAIwkSIwMkJRwWFRUSGQQNGQ1GWR8ZEBMPCQASFQA%2FMzM%2FPzMrEQAzERI5GC8zMxESARc5ETMRMxEzETMxMCERNCYjIgYVESMRNCYjIgYVESMRMxczPgEzIBczPgEzMhYVEQYlcHablKZwd5yRpocbCC%2BragEBTwgxune6uQLJg4Oyuf2cAsmDg7vV%2FcEESJZQWrpWZL%2FS%2FTUAAAEAsAAABEQEXAAUADFAGAAUDAgICRQJFhUMCRAQBEZZEBAKDwAJFQA%2FMz8%2FKxESADkREgE5OREzETMRMzEwIRE0JiMiBhURIxEzFzM%2BATMyFhURA556gqygpocbCDO4ccbIAsWGhLrW%2FcEESJZRWb%2FS%2FTUAAgBz%2F%2BwEYgRcAAwAGAAoQBQTAA0HAAcaGQoWRlkKEAMQRlkDFgA%2FKwAYPysREgE5OREzETMxMAEQACMiJgI1EAAzMgABFBYzMjY1NCYjIgYEYv7y7pPkfAEM7uYBD%2Fy9qKOjqamlo6YCJf70%2FtOKAQKtAQwBK%2F7O%2FvvS3NvT0dnWAAAAAgCw%2FhQEdQRcABQAIQA%2FQCAZCwQHBwgfEggSIiMECwAPDxVGWQ8QCQ8IGwAcRlkAFgA%2FKwAYPz8%2FKxESADk5ERIBOTkRMxEzETMzMzEwBSImJyMWFREjETMXMz4BMzISERACAyIGBxUUFjMyNjU0JgKua7E8DAymhxcIQKpu2u3x7qiWApqqjqGhFE9SYFb%2BPQY0llpQ%2Ftb%2B8%2F7y%2FtUD47rLJefH5srN2wAAAAIAc%2F4UBDcEXAAMAB8AREAiChAdFgMaGhkQGSAhGhsXDx0eHhYNExMHRlkTEA0ARlkNFgA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzMzMRMzEwJTI2NzU0JiMiBhUUFhciAhEQEjMyFzM3MxEjETQ3IwYCTqaYBZypkpuZfdTu8NbheQkYg6YLDXN3stMl5srjz8%2FZiwEqAQsBDQEuqpb5zAHVZEanAAEAsAAAAycEXAAQACpAFA0JCQoKAhESCw8NAAoVAAVGWQAQAD8rABg%2FEjk%2FERIBOTkRMxEzMTABMhcHJiMiBhURIxEzFzM%2BAQKkSToXRDSFvaaJEwg9rARcDJoP2KH9tARIy2t0AAAAAQBq%2F%2BwDcwRcACQANkAcHhMMAAAYBRMEJSYMHgMWFhtGWRYQBgMJRlkDFgA%2FKwAYLz8rERIAOTkREgEXOREzETMxMAEUBiMiJzUeATMyNjU0JicuAjU0NjMyFwcmIyIGFRQeARceAQNz5M7aek%2B1VIKMb6GZgT%2FavrGpO6WGdngtZI7DiQErmaZFmiguU1VAWz45VWxLhptIh0RKQSw%2BODVHkAABAB%2F%2F7AKoBUYAFgA0QBsQFBQJCwkSAwQYFwoTEBNHWQ5AEA8HAEZZBxYAPysAGD8azSsRADMREgEXOREzETMxMCUyNjcVDgEjIBkBIzU%2FATMVIRUhERQWAhIsUhgbaSr%2Bwp2dRmABPv7CXnUNB38NEQFPAoxQRer%2Bgf17Y2oAAAEApP%2FsBDkESAAUADRAGQETBwwMChMKFRYMDQ0QCBQPEARGWRAWCxUAPz8rABg%2FMxI5ETMREgE5OREzETMRMzEwAREUFjMyNjURMxEjJyMOASMiJjURAUx6gqyfpokYCTO1dMjHBEj9OYaEvNUCQPu4k1FWvtECzQAAAAABAAAAAAQCBEgACwAYQAoBCgwNBQkBDwAVAD8%2FMzkREgE5OTEwIQEzExYXMzYSEzMBAaD%2BYLLsUA4IC3XMsv5gBEj9duRENQFNAjD7uAAAAAEAFwAABiMESAAcACxAFAkbHR4XFg4NAwQNBAgaEgkPAAgVAD8zPzMzEjk5ETMRMzMzERIBOTkxMCEDJicjBgcDIwEzGgEXMz4BNxMzExYXMz4BEzMBBC%2FJEzQIKB7PwP7VrmpvCAgLMRLJtMQ4FAgEI7%2Bs%2FtECgzvRr1%2F9fwRI%2FmP%2BUEs5tTUCdf2LrHUklgLc%2B7gAAAAAAQAnAAAECARIAAsAIkARBwUGAAEFDA0JAwEICxUEAQ8APzM%2FMxI5ORESARc5MTAJATMJATMJASMJASMBuP6DvQEhASC7%2FoMBkbz%2Bzf7KvAIxAhf%2BXAGk%2Fen9zwG8%2FkQAAQAC%2FhQEBgRIABUAJEASCQ8AAxYXBA0ADRJGWQ0bCAAPAD8yPysREgA5ERIBFzkxMBMzExYXMz4BEzMBDgEjIic1FjMyPwECsvBPEwgNU%2Bay%2FilGu4hMSjdEq0k9BEj9j9ZfM%2FcCfPsguZsRhQzAnAAAAAABAFIAAANtBEgACQArQBcIAQMHAAcEAQQKCwUER1kFDwEIR1kBFQA%2FKwAYPysREgEXOREzETMxMCkBNQEhNSEVASEDbfzlAlb9zwLn%2FbICXXEDVoGB%2FLoAAQA9%2FrwCwQW2ABwALEAVGRoaCxcAAA8HFAMDBwsDHR4TAwQnAD8%2FERIBFzkRMxEzMxEzETMRMzEwJRQWFxUuATURNCYjNT4BNRE0NjMVBhURFAcVFhUB23VxvtB%2BeIJ02Lbm398MZlwCjAKqmgEvaFmNAlxgATKbrIsGwf7Z1ycMJ9cAAQHu%2FhACewYUAAMAFkAJAgMDBAUDGwAAAD8%2FERIBOREzMTABMxEjAe6NjQYU9%2FwAAQBI%2FrwCywW2AB0ALEAVFQUKEhICGQAdHQ4OGQUDHh8VJwYDAD8%2FERIBFzkRMxEzETMzETMRMzEwASY1ETQnNTIWFREUFhcVIgYVERQGBzU%2BATURNDY3Agrf47jTdoJ6fs2%2Bb3RucQI%2FJ9cBJ8EGi66Z%2Fs5hWwKNWWj%2B0ZmrAowCXGYBKXJ4FAAAAAABAGgCUAQpA1QAFwAkQBEDDxgZEgxQWQMSDwYGAFBZBgAvKwAQGMQvxCsREgE5OTEwASIGBzU2MzIWFx4BMzI2NxUGIyImJy4BAVI1fzZkkERxWUJiLzaANmaOSH5IS1oCyUM2l20cJhwbQDmWbiEgIBgAAAIAmP6LAYkEXgADAA4AK0AUAgQEAwkJDxAAAAMMDAZPWQwQAyIAPz8rERIAORgvERIBOREzMxEzMTATMxMjExQjIiY1NDYzMhbbaTPP4Xk8PD85M0YCrPvfBUyHR0A%2FSEAAAAABAL7%2F7APbBcsAGwA%2BQB4WCA0DAwoEABAQBAgDHB0ZBQITCg0CDQINBAsHBBkAPz8SOTkvLxEzMxEzMxESARc5ETMRMzMRMxEzMTAlBgcVIzUmAjUQJTUzFR4BFwcmIyIGFRQWMzI3A8tpk4XLwQGMh0uOMTGFbayin6eNjvA2BsjOIAER%2BgH8PqykAyEXjDPT2dTLOwAAAAEAPwAABEQFyQAdAEhAJhgTCQ0NGhYRAgsWEwUeHwwYGRhOWQkZGRMAExBMWRMYAAVLWQAHAD8rABg%2FKxESADkYLzMrEQAzERIBFzkRMzMRMxEzMTABMhcHJiMiBhURIRUhFRQGByEVITU2PQEjNTMRNDYCqr6qPZqPe30Bpv5aQUoDG%2Fv7zcbG4AXJVIVNfIz%2B2X%2FdZIgsmo0v9N9%2FATyyzQAAAgB7AQYEFwSgABsAJwAgQA0cACIOAA4oKR8VFSUHAC8zMy8zERIBOTkRMxEzMTATNDcnNxc2MzIXNxcHFhUUBxcHJwYjIicHJzcmNxQWMzI2NTQmIyIGuEqHXodogn9miV%2BGSkqDXIlmf4Zkh1yFSoGddHSeoHJ0nQLTemuMXIVJSYVcinF2g2eHXIVHSYVciGt8cKCfcXKipAAAAQAfAAAEcQW2ABYAVkAuEg4HCwsQDAUJAgkDDBQOFQcXGAoODgcPBhISAwATFQ8THxMCDxMPEwwBFQYMGAA%2FPzMSOTkvL10REjkyMhEzETMzETMREgEXOREzETMzETMRMzEwCQEzASEVIRUhFSERIxEhNSE1ITUhATMCSAF7rv5gAQb%2BwwE9%2FsOk%2FsQBPP7EAQD%2BZbIC3wLX%2FP5%2Fqn%2F%2B9AEMf6p%2FAwIAAgHu%2FhACewYUAAMABwAkQBACBgYDBwcICQQDBAMHGwAAAD8%2FOTkvLxESATkRMzMRMzEwATMRIxEzESMB7o2NjY0GFPz4%2Fg389wAAAAIAe%2F%2F4A5YGHQAxAD0AQ0AmMgATBioeOBkZHgwGACMGPj8VAzs2HC0GIQkhJ0dZIRUJEEdZCQAAPysAGD8rERIAFzkREgEXOREzETMRMxEzMTATNDY3LgE1NDYzMhYXBy4BIyIGFRQWFx4BFRQGBxYVFAYjIic1HgEzMjY1NC4BJy4CNxQWHwE2NTQmJw4Bi1ZOSlTPxV6fYTVih0x0dHuaupZSSpnq1NqATsJSho0wbHOOhkKShKcxiZO5RFUDKVaJJShvVXmLHSeDJxs7QDxUN0SXa1qNKVGSjJlBlCUtTEcuOjorNFpyYk1pPRNQb1NwORNkAAAAAgE1BQ4DaAXTAAsAFwAeQAwGAAwSABIYGQ8DFQkALzPNMhESATk5ETMRMzEwATQ2MzIWFRQGIyImJTQ2MzIWFRQGIyImATU1JSY3NyYlNQF9NSUlNzclJTUFcTQuLjQyMTEyNC4uNDIxMQAAAwBk%2F%2BwGRAXLABYAJgA2AEZAJycXAw8vHx8UCQ8XBTc4BgwAEg8MHwwCABIQEgIMEgwSGysjEzMbBAA%2FMz8zEjk5Ly9dXREzETMREgEXOREzETMRMzEwASIGFRQWMzI3FQ4BIyImNTQ2MzIXByYBNBIkMzIEEhUUAgQjIiQCNxQSBDMyJBI1NAIkIyIEAgN9fYd%2Fg1Z9MGVGwtDdv4B2Omz8l8gBXsrIAV7Kwv6i0M%2F%2BosNprgEtrK4BKq%2Bu%2Ftewrv7WrwQjrpqooi18FBzx2NH2PHYz%2FrjIAV7KyP6iysX%2BptDPAVrGrf7Tra4BKbCuASqvrv7XAAACAEYDFAJxBccAFgAfADdAHBcGGwoBARYWEAYDICEcCgoSGRYAAxADAgMNEh8APzPUXcQzEjkvMxESARc5ETMRMzMRMzEwAScGIyImNTQ2PwE1NCMiByc2MzIWFRElFDMyPQEHDgECFBhcjF9vmqV1lGRoK3KFgon%2BUHDJYnBnAyFUYWNmZmkGBCeFM2A4aXn%2BPLxktDEEBDkAAAACAFIAdQOqA74ABgANAClAEwMGCg0CBAsJCQQNBgQODwwFCAEALzMvMxESARc5ETMRMxEzETMxMBMBFwkBBwElARcJAQcBUgFWd%2F7fASF3%2FqoBiwFYdf7hAR91%2FqgCJwGXRf6i%2FqFHAZcbAZdF%2FqL%2BoUcBlwAAAAABAGgBCAQpAxcABQAbQAwCAQQBBgcFBFBZBQIALy8rERIBOTkRMzEwAREjESE1BCmJ%2FMgDF%2F3xAYWKAP%2F%2FAFQB2QI%2FAnESBgAQAAAABABk%2F%2BwGRAXLAAgAFgAmADYAXUAzJxcAERESBAkvHx8NCQwSFwY3OAwQEAAADhMOEggTDxIfEgIAExATAhITEhMbKyMTMxsEAD8zPzMSOTkvL11dETMRMxESOS8zETMREgEXOREzETMRMxEzETMxMAEzMjY1NCYrAQUUBgcTIwMjESMRITIWATQSJDMyBBIVFAIEIyIkAjcUEgQzMiQSNTQCJCMiBAIC02xQYVZdagGyVU3uqM%2BHlAEFppv738gBXsrIAV7Kwv6i0M%2F%2BosNprgEtrK4BKq%2Bu%2Ftewrv7WrwL6U0BLQYhQex7%2BdQFi%2Fp4De4L%2BxcgBXsrI%2FqLKxf6m0M8BWsat%2FtOtrgEpsK4BKq%2Bu%2FtcAAf%2F6BhQEBgaTAAMAEbUABQEEAQIALzMRATMRMzEwASE1IQQG%2B%2FQEDAYUfwACAH8DXALuBcsADAAYACFADg0AEwYABhkaEArAFgMEAD8zGswyERIBOTkRMxEzMTATNDYzMhYVFA4BIyImNxQWMzI2NTQmIyIGf7WCgrZSklSCtXN1UVBzcVJTcwSTgra1g1SPVLSDUnJxU1RxcgAAAgBoAAEEKQTDAAMADwAANzUhFQEhFSERIxEhNSERM2gDwf5kAZz%2BZIv%2BZgGaiwGKigMWiv5WAaqKAawAAQAxAkoCjQXJABgAI0ARBxMXAQEOEwAEGhkKEB8XASAAPzM%2FMxESARc5ETMRMzEwASE1Nz4CNTQmIyIGByc2MzIWFRQGDwEhAo39pOxZUiFQPzRiRUKDmISTWZOuAbgCSmjmVmFMNkRFJjJYb4JwUJeKpQABACECOQKNBckAIwA5QCIPBQUAAxIeCgYkJRJdE20TAkwTAQsTGxMCExMIGiEfDQghAD8zPzMSOS9dXV0zERIBFzkRMzEwARQGBxYVFAYjIic1FjMyNTQrATUzMjY1NCYjIgYHJz4BMzIWAnNSRLC4qJh0k3vT53V3Z2NQQ0JwOEU%2FjF6InQTnUGcXL6KAjzh7RKKRa09EPUQrI1otNncAAQGJBNkDEgYhAAkAE7YJBAoLBIAJAC8azRESATk5MTABPgE3MxUOAQcjAYkwbyDKLK5AbwTyPrBBFUG%2BNAAAAAEAsP4UBEQESAAWADVAGgUKCggQABMTFAgUGBcGFQ8UGw0CRlkNFgkVAD8%2FKwAYPz8zERIBOTkRMxEzMxEzETMxMAEQMzI2NREzESMnIwYjIicjFhURIxEzAVb%2Bq5%2BmiBoKb%2BWWWAoKpqYBff76vdQCQPu4k6dcVKD%2BwAY0AAAAAQBx%2FvwEYAYUAA8AJ0ASBAUBAAAFCwMQEQgIBQMPBQEFAC8zPzMSOS8REgEXOREzETMxMAEjESMRIxEGIyImNRA2MyEEYHLVcz5U2Mva6AIt%2FvwGsPlQAzMS%2BvsBBP4AAQCYAkwBiQNaAAsAF0AKBgAADQwDCU9ZAwAvKxESATkRMzEwEzQ2MzIWFRQGIyImmD44OkFCOTNDAtNCRUVCQUY%2FAAABACX%2BFAG0AAAAEgAkQBARDgsAAA4FAxMUDhERCAMQAC%2FMMjkvMxESARc5ETMRMzEwARQGIyInNRYzMjY1NCYnNzMHFgG0mZYzLS07T1FPbVhuN7T%2B32FqCWoIKDYrNRGycycAAQBMAkoB4QW2AAoAIEAOAgADAwoMCwkJAyAGAB4APzI%2FOS8REgE5OREzMzEwATMRIxE0Nw4BBycBUo%2BFBhY2h0MFtvyUAkNbWhYtX2AAAAACAEIDFAK%2BBccACwAXACVAEgwGEgAGABgZDwADEAMCAxUJHwA%2FM8RdMhESATk5ETMRMzEwARQGIyImNTQ2MzIWBRQWMzI2NTQmIyIGAr6rlpKpqJeYpf3%2BW2hpXFxpZ1wEb6S3uqGjtbaienp6ent2dgAAAAIAUAB1A6gDvgAGAA0AI0ARCwkEAgADBwIKCQYODwwFCAEALzMvMxESARc5ETMRMzEwCQEnCQE3AQUBJwkBNwEDqP6odQEf%2FuF1AVj%2Bdf6odQEf%2FuF1AVgCDP5pRwFfAV5F%2Fmkb%2FmlHAV8BXkX%2Baf%2F%2FAEsAAAXRBbYQJwDTAoMAABAmAHv%2FABEHANQDHf23AAmzAwISGAA%2FNTUA%2F%2F8ALgAABdsFthAnANMCPwAAECYAe%2BIAEQcAdANO%2FbcAB7ICEBgAPzUAAAD%2F%2FwAaAAAGIQXJECYAdfkAECcA0wLfAAARBwDUA239twAJswMCKxgAPzU1AAACADP%2BdwNUBF4AHQAoAEFAIggUHiMBHA8cIxQEKSoAHQEMAx0dESYmIE9ZJhARC0lZESMAPysAGD8rERIAORgvX15dERIBFzkRMxEzETMxMAEVFAYHDgIVFBYzMjY3FwYjIiY1ND4CNz4BPQETFCMiJjU0NjMyFgJOS2F5PRmEelCWYjvFxr7YI0BZNmVBtHk7PkI3M0YCrDN6lFRqS004ZHEmMIdguqpGaVlSL1h0XR8BK4dFQkBHQAAA%2F%2F8AAAAABRAHcxImACQAABEHAEP%2FwgFSAAizAhAFJgArNQAA%2F%2F8AAAAABRAHcxImACQAABEHAHYAhQFSAAizAhgFJgArNQAA%2F%2F8AAAAABRAHcxImACQAABEHAMUAIwFSAAizAh0FJgArNQAA%2F%2F8AAAAABRAHLxImACQAABEHAMcABAFSAAizAhgFJgArNQAA%2F%2F8AAAAABRAHJRImACQAABEHAGoANwFSAAq0AwIkBSYAKzU1%2F%2F8AAAAABRAHBhImACQAABAHAMYAOQCBAAL%2F%2FgAABoEFtgAPABMATkAsCg4OEQEACAwBEAUFFQUUCRMGE0lZEANJWQoNSVkQChAKAQYDBRIBDklZARIAPysAGD8%2FEjk5Ly8rKysRADMRATMREhc5ETMzETMxMCkBESEDIwEhFSERIRUhESEBIREjBoH9Ev3%2B47ACugPJ%2FbwCHf3jAkT7VAG%2BdgHR%2Fi8Ftpf%2BKZb95gHSArUA%2F%2F8Aff4UBM8FyxImACYAABAHAHoCAgAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAEP%2FtwFSAAizAQ0FJgArNQAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAHYAPwFSAAizARUFJgArNQAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAMX%2F%2BwFSAAizARoFJgArNQAA%2F%2F8AyQAAA%2FgHJRImACgAABEHAGoAEgFSAAq0AgEhBSYAKzU1%2F%2F8ABQAAAY4HcxImACwAABEHAEP%2BfAFSAAizAQUFJgArNQAA%2F%2F8AswAAAjwHcxImACwAABEHAHb%2FKgFSAAizAQ0FJgArNQAA%2F%2F%2F%2FxwAAAmkHcxImACwAABEHAMX%2BuwFSAAizARIFJgArNQAA%2F%2F8ABQAAAjgHJRImACwAABEHAGr%2B0AFSAAq0AgEZBSYAKzU1AAIALwAABUgFtgAMABcAV0AyERUVCAQNAAATBAYEGBkUBgcGSVkRDwc%2FB68HzwffBwULAwcHBAkJEEpZCQMEFUpZBBIAPysAGD8rERIAORgvX15dMysRADMREgEXOREzETMzETMxMAEQACkBESM1MxEhIAADECEjESEVIREzIAVI%2Fnf%2Bj%2F57mpoBsgFRAXy1%2FcfnAXv%2Bhb4CYgLp%2Fpb%2BgQKJlgKX%2Fon%2BpAJA%2FfyW%2Fgr%2F%2FwDJAAAFPwcvEiYAMQAAEQcAxwCTAVIACLMBGgUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAQwB5AVIACLMCGQUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAdgEKAVIACLMCIQUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAxQC0AVIACLMCJgUmACs1AAD%2F%2FwB9%2F%2BwFvgcvEiYAMgAAEQcAxwCaAVIACLMCIQUmACs1AAD%2F%2FwB9%2F%2BwFvgclEiYAMgAAEQcAagDVAVIACrQDAi0FJgArNTUAAQCFARAEDASYAAsAGUAJBwkDAQkBDA0IABkvERIBOTkRMxEzMTABFwkBBwkBJwkBNwEDrGD%2BoAFeYP6e%2FqRlAV7%2BoGQBYQSYY%2F6e%2FqBjAV%2F%2BoWMBYAFgZf6dAAADAH3%2FwwW%2BBfYAEwAbACMATkAsFh8XHgQcFBwKFAAAEg8FCAoGJCUWHiEZDSFJWQ8SCAUEAxANBAMZSVkGAxMAP8YrABg%2FxhIXOSsREgA5ORESARc5ETMRMxESFzkxMAEQACEiJwcnNyYREAAhMhc3FwcWAxAnARYzMhIBEBcBJiMiAgW%2B%2Fp3%2BxOuUZXhssgFgAUTRnWF4asC0bv1gc7Dz%2BPwnZQKdaqjz%2FQLd%2FqH%2BbmSNT5rGAW0BZQGJXodQlMr%2BlQEQmvxMUgEyASr%2B%2BpoDr0n%2BzQAAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwBDAEYBUgAIswETBSYAKzUAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwB2AM8BUgAIswEbBSYAKzUAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwDFAH0BUgAIswEgBSYAKzUAAP%2F%2FALr%2F7AUZByUSJgA4AAARBwBqAJgBUgAKtAIBJwUmACs1Nf%2F%2FAAAAAAR7B3MSJgA8AAARBwB2ADEBUgAIswESBSYAKzUAAAACAMkAAAR5BbYADAAVADZAHA0JBQUGEQAGABYXDQRKWQkVSlkNCQ0JBgcDBhIAPz8SOTkvLysrERIBOTkRMxEzETMzMTABFAQhIxEjETMRMyAEATMyNjU0JisBBHn%2B0f7huKqq1wEZARb8%2Bqjiyr7KzAMQ4%2B7%2BwQW2%2FwDP%2FeqPpJWKAAABALD%2F7AScBh8AMABBQCIpKgUdIwAXDAwAHREqBTEyEhIqLi4mRlkuACoVDxVGWQ8WAD8rABg%2FPysREgA5GC8REgEXOREzETMRMxEzMTABFAcOARUUHgEXHgEVFAYjIic1HgEzMjU0JicuATU0Njc%2BATU0JiMgFREjETQ2MzIWBBmPWDgbR06MZsKzvGs%2FnEjXU25%2FYEVHS0CIf%2F7sptzezuEE8odzRkMhICo5M1%2BdZaCrRZonL7ZLa0ZSe1Q%2FajU5WjVQVd%2F7TASysrudAAD%2F%2FwBe%2F%2BwDzQYhEiYARAAAEQYAQ44AAAizAiYRJgArNf%2F%2FAF7%2F7APNBiESJgBEAAARBgB2KwAACLMCLhEmACs1%2F%2F8AXv%2FsA80GIRImAEQAABEGAMXYAAAIswIzESYAKzX%2F%2FwBe%2F%2BwDzQXdEiYARAAAEQYAx70AAAizAi4RJgArNf%2F%2FAF7%2F7APNBdMSJgBEAAARBgBq4gAACrQDAjoRJgArNTUAAP%2F%2FAF7%2F7APNBoUSJgBEAAARBgDG9wAACrQDAigRJgArNTUAAAADAF7%2F7AZzBFwAKQA0ADsAYUAzKgAkETA4GRkEMDkYGB8wCwAFPD0bLSctRlkZMQQxR1k4JCcRBAQOIicWNQgOCEZZFA4QAD8zKxEAMxg%2FMxI5LzkSOTMrEQAzKxEAMxESARc5ETMRMzMRMxI5OREzMTATNDY%2FATU0JiMiByc%2BATMyFhc%2BATMyEh0BIRIhMjY3FQ4BIyAnDgEjIiY3FBYzMjY9AQcOAQEiBgchNCZe%2BP64dHeQozRKx2KCpSk1q27A6P1DCAE6W51UVpVl%2Ft99UcWGo7mua1iRqJ66pAO9eYsLAgeAAS%2BhswgGRIF7VH8pNVdfWGD%2B9d5r%2FnUjJ5QmIel%2FaqqXX1mpmmMHCG0CMqaenKgAAAD%2F%2FwBz%2FhQDiwRcEiYARgAAEAcAegFGAAD%2F%2FwBz%2F%2BwEEgYhEiYASAAAEQYAQ7UAAAizAhwRJgArNf%2F%2FAHP%2F7AQSBiESJgBIAAARBgB2TgAACLMCJBEmACs1%2F%2F8Ac%2F%2FsBBIGIRImAEgAABEGAMX3AAAIswIpESYAKzX%2F%2FwBz%2F%2BwEEgXTEiYASAAAEQYAagoAAAq0AwIwESYAKzU1AAD%2F%2F%2F%2FaAAABYwYhEiYAwgAAEQcAQ%2F5RAAAACLMBBREmACs1AAD%2F%2FwCpAAACMgYhEiYAwgAAEQcAdv8gAAAACLMBDREmACs1AAD%2F%2F%2F%2BzAAACVQYhEiYAwgAAEQcAxf6nAAAACLMBEhEmACs1AAD%2F%2F%2F%2FsAAACHwXTEiYAwgAAEQcAav63AAAACrQCARkRJgArNTUAAgBx%2F%2BwEYgYhABsAJgBKQCshBgwcHAAAGBkWDhETEAYJJygJH0ZZCwMWERkODwUUCQkDFxQBAyRGWQMWAD8rABg%2FMxI5LxIXORI5KxESARc5ETMRMxEzMTABEAAjIgA1NAAzMhc3JicFJzcmJzcWFzcXBxYSAzQmIyARFBYzMjYEYv77997%2B6QEH3OJkCDnN%2FvFJ6VxeRZxm7kzPmKWotJz%2Br6%2Bir6ECM%2F7n%2FtIBDeLmAQZ5BNa%2Fm2yFPjF1SUuKa3eP%2FnL%2B6JOq%2Fpint8kA%2F%2F8AsAAABEQF3RImAFEAABEGAMcOAAAIswEeESYAKzX%2F%2FwBz%2F%2BwEYgYhEiYAUgAAEQYAQ9QAAAizAhoRJgArNf%2F%2FAHP%2F7ARiBiESJgBSAAARBgB2VgAACLMCIhEmACs1%2F%2F8Ac%2F%2FsBGIGIRImAFIAABEGAMUOAAAIswInESYAKzX%2F%2FwBz%2F%2BwEYgXdEiYAUgAAEQYAx%2FEAAAizAiIRJgArNf%2F%2FAHP%2F7ARiBdMSJgBSAAARBgBqGwAACrQDAi4RJgArNTUAAAADAGgA%2FAQpBKgAAwAPABsAM0AYFgoKEAQCBAEDHB0ZExMBBw0NAQEAUFkBAC8rEQAzGC8zETMvMxESARc5ETMzETMxMBM1IRUBNDYzMhYVFAYjIiYRNDYzMhYVFAYjIiZoA8H9rjs2NDo7MzQ9OzY0OjszND0CjYqK%2Fug8PT86OUA%2FAvQ8PT86OUA%2FAAMAc%2F%2B8BGIEhwATABsAIwBLQCkXHxwUFAocAAASDwUICgYkJRYeIRkNGUZZDxIIBQQDEA0QAyFGWQYDFgA%2FxisAGD%2FGEhc5KxESADk5ERIBFzkRMxEzERI5OTEwARAAIyInByc3JhEQADMyFzcXBxYFFBcBJiMiBgU0JwEWMzI2BGL%2B8u6acFRyXoEBDO6adFR1YX%2F8vTUB0Utyo6YClzP%2BL0dxo6kCJf70%2FtNFdU6DmAEAAQwBK0x3TIWY%2BatmAoY11tSkZP19M9sA%2F%2F8ApP%2FsBDkGIRImAFgAABEGAEPEAAAIswEWESYAKzX%2F%2FwCk%2F%2BwEOQYhEiYAWAAAEQYAdnEAAAizAR4RJgArNf%2F%2FAKT%2F7AQ5BiESJgBYAAARBgDFEgAACLMBIxEmACs1%2F%2F8ApP%2FsBDkF0xImAFgAABEGAGohAAAKtAIBKhEmACs1NQAA%2F%2F8AAv4UBAYGIRImAFwAABEGAHYSAAAIswEfESYAKzUAAgCw%2FhQEdQYUABYAIgA%2BQB8gBhsUEBARBhEkIxIAERsMFgkDCR5GWQkWAxdGWQMQAD8rABg%2FKxESADk5GD8%2FERIBOTkRMxEzMxEzMTABPgEzMhIREAIjIicjFxYVESMRMxEUByUiBgcVFBYzIBE0JgFYQqpq1%2FDx1t56DAQIpqYGAUiomAKaqgEvlAO0WU%2F%2B1P71%2FvT%2B06EiTT%2F%2BNQgA%2Fi40Whu4ySnnxwGw19EAAP%2F%2FAAL%2BFAQGBdMSJgBcAAARBgBqtQAACrQCASsRJgArNTUAAAABALAAAAFWBEgAAwAWQAkAAQEFBAIPARUAPz8REgE5ETMxMCEjETMBVqamBEgAAAACAH3%2F7AbnBc0AFAAfAFNALhgGDxMTHQANER0GBSAhDxJJWQ8PAAsLDklZCwMJFUlZCQQDG0lZAxIAE0lZABIAPysAGD8rABg%2FKwAYPysREgA5GC8rERIBFzkRMxEzETMxMCkBBiMgABEQACEyFyEVIREhFSERIQEiABEQADMyNxEmBuf9AGZc%2Frn%2BnwFcAUBmWgMO%2FbMCJ%2F3ZAk38RPn%2B%2FwEB93BXVxQBiQFqAWgBhheX%2FimW%2FeYEnf7P%2Ftn%2B1%2F7NIQR1HgAAAAMAcf%2FsBx8EWgAeACoAMQBVQC0fCA4CFhYlLxUVHCUIBDIzKygLKEZZLhZGWQIFDgsuLgURCxAYIgUiRlkABRYAPzMrEQAzGD8zEjkvEjkSOSsrEQAzERIBFzkRMxEzEjk5ETMxMAUgJw4BIyIAERAAMzIWFz4BMzISHQEhEiEyNjcVDgEBFBYzMjY1NCYjIgYlIgYHITQmBZb%2B230%2B0Ynf%2FvQBBuuDzT46wH7J7v0nCAFKXqFXWJj7IZino5mbpaaVBEd%2FkQwCIIQU63R3ATEBCAEJASx3cnB5%2Fvfiaf53IyeUJyACOdPb1dHd1djYpJ6epAABAQwE2QOuBiEADgAYQAkHABAPCwSADgkALzMazTIREgE5OTEwAT4BNzMeARcVIyYnBgcjAQx%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%2B9wAAAAABABkDwQFEBbYABwAStgUBCAkFBwMAP8YREgE5OTEwARcGAgcjEjcBNQ8aYjV6RiAFthZk%2FvdyAR3YAP%2F%2FAD%2F%2B%2BAFtAO4SBgAPAAAAAgAZA8ECtAW2AAcADwAaQAwEAQ0JBBARAAgDDAMAPzPNMhESARc5MTABJzYTMwYCByEnNhI3MwYHAZYPOHp7HjsN%2FdcMFmI4e0IlA8EW1wEIc%2F7fYRZaAQx5%2FvcAAAAAAgAZA8ECtAW2AAcAEAAaQAwJDQEFBBESDQUQBwMAPzPGMhESARc5MTABFwYCByMSNyEXBgIHIzYSNwE1DxpiNXpGIAInDhhgOH0aQg0FthZk%2FvdyAR3YFlv%2B9npkATRdAAAA%2F%2F8AGf75ArQA7hEHAM4AAPs4ACC3AQAHQA0NSAe4%2F8CzDAxIB7j%2FwLMJCUgHABErKys1NQABAKQB9AJeA%2BMACwATtgYAAAwNCQMAL80REgE5ETMxMBM0NjMyFhUUBiMiJqRxbGl0c2prcgLseX58e3eBgwAAAQBSAHUCHwO%2BAAYAGkAKBAIDBgIGCAcFAQAvLxESATk5ETMRMzEwEwEXCQEHAVIBVnf%2B3wEhd%2F6qAicBl0X%2Bov6hRwGXAAAAAQBQAHUCHQO%2BAAYAGkAKAwAEAgACCAcFAQAvLxESATk5ETMRMzEwCQEnCQE3AQId%2Fqh1AR%2F%2B4XUBWAIM%2FmlHAV8BXkX%2BaQAAAf55AAACjwW2AAMAE7cABQIEAwMCEgA%2FPxEBMxEzMTAJASMBAo%2F8eY8DhwW2%2BkoFtgAAAAIAFAJKArQFvAAKABQAPEAfFAULBwMDCQIAAgUDFRYBBQUJDxQfFAIUFAMOBx8DIAA%2FPzMSOS9dMzMRMxESARc5ETMzETMzETMxMAEjFSM1ITUBMxEzITU0Nw4DDwECtH2R%2Fm4BmIt9%2FvIGBRgeHguoAxTKymUCQ%2F3Nw4ZLDCctLRH2AAEAP%2F%2FsBIkFywAmAHFAPx0XHxYWGgsCBwcaJBEEChoXBicoCxcYF05ZCBgFHR4dTlkCHg8eHx4vHgMJAxgeGB4TIiIATFkiBxMOTFkTGQA%2FKwAYPysREgA5ORgvL19eXREzKxEAMxEzKxEAMxESARc5ETMRMzMRMxEzETMxMAEgAyEVIQcVFyEVIR4BMzI3FQYjIgADIzUzJzU3IzUzEgAzMhcHJgMb%2FsFPAf799AICAc%2F%2BQSXLqpyZkqvt%2Ft8uppgCApikJwEk7cmlR6YFNf5tgTlALYG0xUKWQQENAQGBKixQgQEFASRhi1YAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%2F9cAqgBd%2F%2BwAqgC%2F%2F9cAqgDL%2F%2BwAqgDO%2F%2BwAqwAF%2F%2BwAqwAK%2F%2BwAqwBZ%2F9cAqwBa%2F9cAqwBb%2F9cAqwBc%2F9cAqwBd%2F%2BwAqwC%2F%2F9cAqwDL%2F%2BwAqwDO%2F%2BwArAAF%2F%2BwArAAK%2F%2BwArABZ%2F9cArABa%2F9cArABb%2F9cArABc%2F9cArABd%2F%2BwArAC%2F%2F9cArADL%2F%2BwArADO%2F%2BwArQAF%2F%2BwArQAK%2F%2BwArQBZ%2F9cArQBa%2F9cArQBb%2F9cArQBc%2F9cArQBd%2F%2BwArQC%2F%2F9cArQDL%2F%2BwArQDO%2F%2BwAsgAF%2F%2BwAsgAK%2F%2BwAsgBZ%2F9cAsgBa%2F9cAsgBb%2F9cAsgBc%2F9cAsgBd%2F%2BwAsgC%2F%2F9cAsgDL%2F%2BwAsgDO%2F%2BwAtAAF%2F%2BwAtAAK%2F%2BwAtABZ%2F9cAtABa%2F9cAtABb%2F9cAtABc%2F9cAtABd%2F%2BwAtAC%2F%2F9cAtADL%2F%2BwAtADO%2F%2BwAtQAF%2F%2BwAtQAK%2F%2BwAtQBZ%2F9cAtQBa%2F9cAtQBb%2F9cAtQBc%2F9cAtQBd%2F%2BwAtQC%2F%2F9cAtQDL%2F%2BwAtQDO%2F%2BwAtgAF%2F%2BwAtgAK%2F%2BwAtgBZ%2F9cAtgBa%2F9cAtgBb%2F9cAtgBc%2F9cAtgBd%2F%2BwAtgC%2F%2F9cAtgDL%2F%2BwAtgDO%2F%2BwAuAAF%2F9cAuAAK%2F9cAuADL%2F9cAuADO%2F9cAugAF%2F%2BwAugAK%2F%2BwAugBZ%2F9cAugBa%2F9cAugBb%2F9cAugBc%2F9cAugBd%2F%2BwAugC%2F%2F9cAugDL%2F%2BwAugDO%2F%2BwAvwAFAFIAvwAKAFIAvwAP%2F64AvwAR%2F64AvwAiACkAvwDLAFIAvwDM%2F64AvwDOAFIAvwDP%2F64AwAAF%2F%2BwAwAAK%2F%2BwAwABZ%2F9cAwABa%2F9cAwABb%2F9cAwABc%2F9cAwABd%2F%2BwAwAC%2F%2F9cAwADL%2F%2BwAwADO%2F%2BwAwQAFAFIAwQAKAFIAwQAP%2F64AwQAR%2F64AwQAiACkAwQDLAFIAwQDM%2F64AwQDOAFIAwQDP%2F64AwwAtAHsAyAA3%2F64AyQA3%2F64AygAk%2F3EAygA3ACkAygA5ACkAygA6ACkAygA8ABQAygBE%2F64AygBG%2F4UAygBH%2F4UAygBI%2F4UAygBK%2F8MAygBQ%2F8MAygBR%2F8MAygBS%2F4UAygBT%2F8MAygBU%2F4UAygBV%2F8MAygBW%2F8MAygBY%2F8MAygCC%2F3EAygCD%2F3EAygCE%2F3EAygCF%2F3EAygCG%2F3EAygCH%2F3EAygCfABQAygCi%2F4UAygCj%2F64AygCk%2F64AygCl%2F64AygCm%2F64AygCn%2F64AygCo%2F64AygCp%2F4UAygCq%2F4UAygCr%2F4UAygCs%2F4UAygCt%2F4UAygC0%2F4UAygC1%2F4UAygC2%2F4UAygC3%2F4UAygC4%2F4UAygC6%2F4UAygC7%2F8MAygC8%2F8MAygC9%2F8MAygC%2B%2F8MAygDE%2F4UAywAk%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%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%2BAD8AQABBAEIAQwBEAEUARgBHAEgASQBKAEsATABNAE4ATwBQAFEAUgBTAFQAVQBWAFcAWABZAFoAWwBcAF0AXgBfAGAAYQCsAKMAhACFAL0AlgDoAIYAjgCLAJ0AqQCkAQIAigEDAIMAkwDyAPMAjQCXAIgAwwDeAPEAngCqAPUA9AD2AKIArQDJAMcArgBiAGMAkABkAMsAZQDIAMoAzwDMAM0AzgDpAGYA0wDQANEArwBnAPAAkQDWANQA1QBoAOsA7QCJAGoAaQBrAG0AbABuAKAAbwBxAHAAcgBzAHUAdAB2AHcA6gB4AHoAeQB7AH0AfAC4AKEAfwB%2BAIAAgQDsAO4AugDXALAAsQDYAN0A2QCyALMAtgC3AMQAtAC1AMUAhwC%2BAL8AvAEEAQUHdW5pMDBBRAlvdmVyc2NvcmUMZm91cnN1cGVyaW9yBEV1cm8AAAABAAMACAAKAA0AB%2F%2F%2FAA8AAAABAAAAAMmJbzEAAAAAyTUxiwAAAADJ7dhg%29%20format%28%27truetype%27%29%3B%0A%7D%0A%40font%2Dface%20%7B%0Afont%2Dfamily%3A%20%27Open%20Sans%27%3B%0Afont%2Dstyle%3A%20normal%3B%0Afont%2Dweight%3A%20600%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzEMhEAAJKkAAAAHE9TLzKiDbgUAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IBCRGjQAAA%2FAAAAApmZwZ21%2BYbYRAAAG9AAAB7RnYXNwAAgAGwAAkpgAAAAMZ2x5ZhQyYgAAABIYAABUuGhlYWT5NRTiAAABDAAAADZoaGVhDrUE%2BgAAAUQAAAAkaG10eLHEUI0AAAHoAAADWGtlcm4Mlg8JAABm0AAAIwRsb2Nh0PO82gAAEGgAAAGubWF4cAJSAT8AAAFoAAAAIG5hbWUEDhKHAACJ1AAABs9wb3N0gnjp1QAAkKQAAAHycHJlcHism24AAA6oAAABGAABAAAAARmawtwUTF8PPPUAHwgAAAAAAMnt2GIAAAAAye3YYv53%2FhQHrgdzAAEACAACAAAAAAAAAAEAAAiN%2FagAAAgA%2Fnf%2BeweuAAEAAAAAAAAAAAAAAAAAAADWAAEAAADWAEQABQA%2FAAQAAgAQAC8AXAAAAQMAigADAAEAAwRsAlgABQAIBZoFMwAAAR8FmgUzAAAD0QBmAfYAAAILBwYDCAQCAgTgAALvQAAgWwAA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IkNTQ2Ny4BNTQ2AxQWMzI2NTQmLwEOAQEiBhUUHgEXPgE1NCYCSNDy%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%0Afont%2Dfamily%3A%20%27Open%20Sans%27%3B%0Afont%2Dstyle%3A%20italic%3B%0Afont%2Dweight%3A%20400%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzakEwAAIZUAAAAHE9TLzKhTLaOAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IA7AFxkAAA%2B0AAAAoGZwZ21%2BYbYRAAAG9AAAB7RnYXNwABUAIwAAhkQAAAAQZ2x5Zr%2FLVRcAABIEAABJAGhlYWT4qxTOAAABDAAAADZoaGVhDj8E%2FgAAAUQAAAAkaG10eGTdQjIAAAHoAAADWGtlcm4Mlg8JAABbBAAAIwRsb2NhW7BKSgAAEFQAAAGubWF4cAJdAPoA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60YBIyIzHxwzG1UWMxVVEQEPVRAzD1UPD08PAh8Pzw8CDw%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%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%2F5oAAAAaAT4AAQAAAAAAAAA5AHQAAQAAAAAAAQAJAMIAAQAAAAAAAgAGANoAAQAAAAAAAwAlAS0AAQAAAAAABAAQAXUAAQAAAAAABQAMAaAAAQAAAAAABgAPAc0AAQAAAAAABwBSAoMAAQAAAAAACAAUAwAAAQAAAAAACwAcA08AAQAAAAAADAAuA8oAAQAAAAAADQAuBFcAAQAAAAAADgAqBNwAAwABBAkAAAByAAAAAwABBAkAAQASAK4AAwABBAkAAgAMAMwAAwABBAkAAwBKAOEAAwABBAkABAAgAVMAAwABBAkABQAYAYYAAwABBAkABgAeAa0AAwABBAkABwCkAd0AAwABBAkACAAoAtYAAwABBAkACwA4AxUAAwABBAkADABcA2wAAwABBAkADQBcA%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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%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%2F%2FQAAP9mAGYAAAAAAAAAAAAAAAAAAAAAAAAAAADWAAAAAQACAAMABAAFAAYABwAIAAkACgALAAwADQAOAA8AEAARABIAEwAUABUAFgAXABgAGQAaABsAHAAdAB4AHwAgACEAIgAjACQAJQAmACcAKAApACoAKwAsAC0ALgAvADAAMQAyADMANAA1ADYANwA4ADkAOgA7ADwAPQA%2BAD8AQABBAEIAQwBEAEUARgBHAEgASQBKAEsATABNAE4ATwBQAFEAUgBTAFQAVQBWAFcAWABZAFoAWwBcAF0AXgBfAGAAYQCsAKMAhACFAL0AlgDoAIYAjgCLAJ0AqQCkAQIAigEDAIMAkwDyAPMAjQCXAIgAwwDeAPEAngCqAPUA9AD2AKIArQDJAMcArgBiAGMAkABkAMsAZQDIAMoAzwDMAM0AzgDpAGYA0wDQANEArwBnAPAAkQDWANQA1QBoAOsA7QCJAGoAaQBrAG0AbABuAKAAbwBxAHAAcgBzAHUAdAB2AHcA6gB4AHoAeQB7AH0AfAC4AKEAfwB%2BAIAAgQDsAO4AugDXALAAsQDYAN0A2QCyALMAtgC3AMQAtAC1AMUAhwC%2BAL8AvAEEAQUHdW5pMDBBRAlvdmVyc2NvcmUMZm91cnN1cGVyaW9yBEV1cm8AAAABAAIACAAK%2F%2F8ADwAAAAEAAAAAyYlvMQAAAADJY0iWAAAAAMnt2GQ%3D%29%20format%28%27truetype%27%29%3B%0A%7D%0A%40font%2Dface%20%7B%0Afont%2Dfamily%3A%20%27Source%20Code%20Pro%27%3B%0Afont%2Dstyle%3A%20normal%3B%0Afont%2Dweight%3A%20400%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAPAIAAAwBwRkZUTWaiaLcAAKVwAAAAHE9TLzJyvPgMAAABeAAAAGBjbWFwVIOo9QAAA8QAAAICY3Z0IAC%2FC3EAAAeAAAAAImZwZ20GWZw3AAAFyAAAAXNnYXNw%2F%2F8AAwAApWgAAAAIZ2x5ZrbD8a4AAAmIAABdUGhlYWT7xXV0AAAA%2FAAAADZoaGVhBi4C3QAAATQAAAAkaG10eDZGLdMAAAHYAAAB6mxvY2F%2FBGjeAAAHpAAAAeJtYXhwAwgBUgAAAVgAAAAgbmFtZXFCsfwAAGbYAAA7ZHBvc3QKYvRKAACiPAAAAylwcmVwJrMjsAAABzwAAABBAAEAAAABBFos1IC0Xw889QAfA%2BgAAAAAzR8W4gAAAADNHxbi%2F%2F%2F%2FBgJVA2sAAAAIAAIAAAAAAAAAAQAAA9j%2B7wAAA%2Bj%2F%2FwAAAlUAAQAAAAAAAAAAAAAAAAAAAAUAAQAAAPAAVgAEAEgABgABAAAAAAAKAAACAACyAAMAAQADAlgBkAAFAAACigJYAAAASwKKAlgAAAFeADIBIAAAAgsFCQMEAwICBCAAAAcAABgBAAAAAAAAAABBREJFAEAADSIVAu7%2FBgAAA9gBEWAAAZMAAAAAAeYCkAAAACAAAQPoAAAAAAAAAU0AAAAAAAACWAAAAAAA4wCDAFcAVQAcACoA9QDQAHoAVABVAMUAVQDbAGMARwBiAEUAOQAnADgATQBGAEQAQwDbAMUAeABVAGsAbQAxACAAZwBCAFUAcwCHADUATwBfAFEAYgCGAFEAUwAwAGYAMQBkAEMAKgBPACsACgA2ACYAQQDiAGMAYwBvADwAuQBRAF0AUAA8AEUAZwBIAF0AWgA3AGoAUQA8AF0APABdADwAkgBIAEUATQAzAAgAQAAxAEcAeAEHAGMATAAAAOMAcQBNADoANQEHAFsAlgAeAKcAUwBVAFUAcACxAK8AVQCuAKwA6wBNAEgA2wDdANAAjgBhABwAHAAnAHsAIAAgACAAIAAgACD%2F%2FwBCAHMAcwBzAHMAXwBfAF8AXwAQAFMAMAAwADAAMAAwAGYALQBPAE8ATwBPACYAZQBYAFEAUQBRAFEAUQBRABEAUABFAEUARQBFAFoAWgBaAFoAPABdADwAPAA8ADwAPABVADwATQBNAE0ATQAxAF0AMQBaACEACwCoAM8AngC5AOsAqACeALEAlgDPANcApwCOAFAAFADRANkA2QBfAGcAZwCXAMUA0wAcAKwAOgBVABwAoQDQAK0ArACsAKkA%2BQCkAJsApQDPANIAAAAAAAMAAAADAAAAHAABAAAAAAD8AAMAAQAAABwABADgAAAANAAgAAQAFAAAAA0AfgD%2FATEBUwLGAtoC3AMEAwgDCgMnHUMdUiAUIBogHiAiIDogRCB0IKwiEiIV%2F%2F8AAAAAAA0AIACgATEBUgLGAtoC3AMAAwgDCgMnHUMdUiATIBggHCAiIDkgRCB0IKwiEiIV%2F%2F8AA%2F%2F3%2F%2BX%2FxP%2BT%2F3P%2BAf3u%2Fe39yv3H%2Fcb9quOP44HgweC%2B4L3guuCk4JvgbOA13tDezgABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQYAAAMAAAAAAAAAAQIAAAAEAAAAAAAAAAAAAAAAAAAAAQAABQYHCAkKCwwNDg8QERITFBUWFxgZGhscHR4fICEiIyQlJicoKSorLC0uLzAxMjM0NTY3ODk6Ozw9Pj9AQUJDREVGR0hJSktMTU5PUFFSU1RVVldYWVpbXF1eX2BhYmMAiImLjZWaoKWkpqinqautrK6vsbCys7W3tri6ub69v8AAdGZna9x6o3JtAHhsAIqcAHUAAGl5AAAAAABufgCqvINlcAAAAABvfwBkhIeZxcbU1dna1te7AMMA3%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%2BRVheAsJwAAAAAAEApALCAbQDMgAHABkAuwACAAEABQAEK7gABRC4AATcuAAH0DAxEzczFyMnIwekYFBgQ0MEQwLCcHBERAAAAAABAJsCxwG9AzMAFwArALsAEQABAAAABCu4AAAQuAAF3LgAABC4AAjQuAAFELkADAAB9LgAFNAwMQEiLgIjIgYHIz4BMzIeAjMyNjczDgEBaBQgGxoODhYELgUsJBQgGxoODhYELgUsAscQFBAaGi89EBQQGxkuPgACAKUCywGzAy0ACwAXAB0AuwAGAAEAAAAEK7gAABC4AAzQuAAGELgAEtAwMRMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBtYWGxsWFRwclxUcHBUWGxsCyxwVFhsbFhUcHBUWGxsWFRwAAAIAzwK7AYkDawALABcAFwC6AAwAAAADK7gADBC4ABLcuAAG3DAxASImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWASwpNDQpKDU1KBMcHBMUHBwCuy8pKDAwKCkvJBsZFxwcFxkbAAABANL%2FKwFrAAMAEQAdALoAAQACAAMruAACELgAEdC4AAvcuQAKAAH0MDElMwceARUUDgIHJz4BNTQmJwETNhkYIxgoNRwIKDEhHwM1CCAfFiAWDQMpBRcUFBUIAAAAGgE%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<script src="data:application/x-javascript;base64,/*
 * Hammer.JS
 * version 0.4
 * author: Eight Media
 * https://github.com/EightMedia/hammer.js
 */
function Hammer(element, options, undefined)
{
    var self = this;

    var defaults = {
        // prevent the default event or not... might be buggy when false
        prevent_default    : false,
        css_hacks          : true,

        drag               : true,
        drag_vertical      : true,
        drag_horizontal    : true,
        // minimum distance before the drag event starts
        drag_min_distance  : 20, // pixels

        // pinch zoom and rotation
        transform          : true,
        scale_treshold     : 0.1,
        rotation_treshold  : 15, // degrees

        tap                : true,
        tap_double         : true,
        tap_max_interval   : 300,
        tap_double_distance: 20,

        hold               : true,
        hold_timeout       : 500
    };
    options = mergeObject(defaults, options);

    // some css hacks
    (function() {
        if(!options.css_hacks) {
            return false;
        }

        var vendors = ['webkit','moz','ms','o',''];
        var css_props = {
            "userSelect": "none",
            "touchCallout": "none",
            "userDrag": "none",
            "tapHighlightColor": "rgba(0,0,0,0)"
        };

        var prop = '';
        for(var i = 0; i < vendors.length; i++) {
            for(var p in css_props) {
                prop = p;
                if(vendors[i]) {
                    prop = vendors[i] + prop.substring(0, 1).toUpperCase() + prop.substring(1);
                }
                element.style[ prop ] = css_props[p];
            }
        }
    })();

    // holds the distance that has been moved
    var _distance = 0;

    // holds the exact angle that has been moved
    var _angle = 0;

    // holds the diraction that has been moved
    var _direction = 0;

    // holds position movement for sliding
    var _pos = { };

    // how many fingers are on the screen
    var _fingers = 0;

    var _first = false;

    var _gesture = null;
    var _prev_gesture = null;

    var _touch_start_time = null;
    var _prev_tap_pos = {x: 0, y: 0};
    var _prev_tap_end_time = null;

    var _hold_timer = null;

    var _offset = {};

    // keep track of the mouse status
    var _mousedown = false;

    var _event_start;
    var _event_move;
    var _event_end;


    /**
     * angle to direction define
     * @param  float    angle
     * @return string   direction
     */
    this.getDirectionFromAngle = function( angle )
    {
        var directions = {
            down: angle >= 45 && angle < 135, //90
            left: angle >= 135 || angle <= -135, //180
            up: angle < -45 && angle > -135, //270
            right: angle >= -45 && angle <= 45 //0
        };

        var direction, key;
        for(key in directions){
            if(directions[key]){
                direction = key;
                break;
            }
        }
        return direction;
    };


    /**
     * count the number of fingers in the event
     * when no fingers are detected, one finger is returned (mouse pointer)
     * @param  event
     * @return int  fingers
     */
    function countFingers( event )
    {
        // there is a bug on android (until v4?) that touches is always 1,
        // so no multitouch is supported, e.g. no, zoom and rotation...
        return event.touches ? event.touches.length : 1;
    }


    /**
     * get the x and y positions from the event object
     * @param  event
     * @return array  [{ x: int, y: int }]
     */
    function getXYfromEvent( event )
    {
        event = event || window.event;

        // no touches, use the event pageX and pageY
        if(!event.touches) {
            var doc = document,
                body = doc.body;

            return [{
                x: event.pageX || event.clientX + ( doc && doc.scrollLeft || body && body.scrollLeft || 0 ) - ( doc && doc.clientLeft || body && doc.clientLeft || 0 ),
                y: event.pageY || event.clientY + ( doc && doc.scrollTop || body && body.scrollTop || 0 ) - ( doc && doc.clientTop || body && doc.clientTop || 0 )
            }];
        }
        // multitouch, return array with positions
        else {
            var pos = [], src;
            for(var t=0, len=event.touches.length; t<len; t++) {
                src = event.touches[t];
                pos.push({ x: src.pageX, y: src.pageY });
            }
            return pos;
        }
    }


    /**
     * calculate the angle between two points
     * @param object pos1 { x: int, y: int }
     * @param object pos2 { x: int, y: int }
     */
    function getAngle( pos1, pos2 )
    {
        return Math.atan2(pos2.y - pos1.y, pos2.x - pos1.x) * 180 / Math.PI;
    }

    /**
     * trigger an event/callback by name with params
     * @param string name
     * @param array  params
     */
    function triggerEvent( eventName, params )
    {
        // return touches object
        params.touches = getXYfromEvent(params.originalEvent);
        params.type = eventName;

        // trigger callback
        if(isFunction(self["on"+ eventName])) {
            self["on"+ eventName].call(self, params);
        }
    }


    /**
     * cancel event
     * @param   object  event
     * @return  void
     */

    function cancelEvent(event){
        event = event || window.event;
        if(event.preventDefault){
            event.preventDefault();
        }else{
            event.returnValue = false;
            event.cancelBubble = true;
        }
    }


    /**
     * reset the internal vars to the start values
     */
    function reset()
    {
        _pos = {};
        _first = false;
        _fingers = 0;
        _distance = 0;
        _angle = 0;
        _gesture = null;
    }


    var gestures = {
        // hold gesture
        // fired on touchstart
        hold : function(event)
        {
            // only when one finger is on the screen
            if(options.hold) {
                _gesture = 'hold';
                clearTimeout(_hold_timer);

                _hold_timer = setTimeout(function() {
                    if(_gesture == 'hold') {
                        triggerEvent("hold", {
                            originalEvent   : event,
                            position        : _pos.start
                        });
                    }
                }, options.hold_timeout);
            }
        },


        // drag gesture
        // fired on mousemove
        drag : function(event)
        {
            // get the distance we moved
            var _distance_x = _pos.move[0].x - _pos.start[0].x;
            var _distance_y = _pos.move[0].y - _pos.start[0].y;
            _distance = Math.sqrt(_distance_x * _distance_x + _distance_y * _distance_y);

            // drag
            // minimal movement required
            if(options.drag && (_distance > options.drag_min_distance) || _gesture == 'drag') {
                // calculate the angle
                _angle = getAngle(_pos.start[0], _pos.move[0]);
                _direction = self.getDirectionFromAngle(_angle);

                // check the movement and stop if we go in the wrong direction
                var is_vertical = (_direction == 'up' || _direction == 'down');
                if(((is_vertical && !options.drag_vertical) || (!is_vertical && !options.drag_horizontal))
                    && (_distance > options.drag_min_distance)) {
                    return;
                }

                _gesture = 'drag';

                var position = { x: _pos.move[0].x - _offset.left,
                    y: _pos.move[0].y - _offset.top };

                var event_obj = {
                    originalEvent   : event,
                    position        : position,
                    direction       : _direction,
                    distance        : _distance,
                    distanceX       : _distance_x,
                    distanceY       : _distance_y,
                    angle           : _angle
                };

                // on the first time trigger the start event
                if(_first) {
                    triggerEvent("dragstart", event_obj);

                    _first = false;
                }

                // normal slide event
                triggerEvent("drag", event_obj);

                cancelEvent(event);
            }
        },


        // transform gesture
        // fired on touchmove
        transform : function(event)
        {
            if(options.transform) {
                var scale = event.scale || 1;
                var rotation = event.rotation || 0;

                if(countFingers(event) != 2) {
                    return false;
                }

                if(_gesture != 'drag' &&
                    (_gesture == 'transform' || Math.abs(1-scale) > options.scale_treshold
                        || Math.abs(rotation) > options.rotation_treshold)) {
                    _gesture = 'transform';

                    _pos.center = {  x: ((_pos.move[0].x + _pos.move[1].x) / 2) - _offset.left,
                        y: ((_pos.move[0].y + _pos.move[1].y) / 2) - _offset.top };

                    var event_obj = {
                        originalEvent   : event,
                        position        : _pos.center,
                        scale           : scale,
                        rotation        : rotation
                    };

                    // on the first time trigger the start event
                    if(_first) {
                        triggerEvent("transformstart", event_obj);
                        _first = false;
                    }

                    triggerEvent("transform", event_obj);

                    cancelEvent(event);

                    return true;
                }
            }

            return false;
        },


        // tap and double tap gesture
        // fired on touchend
        tap : function(event)
        {
            // compare the kind of gesture by time
            var now = new Date().getTime();
            var touch_time = now - _touch_start_time;

            // dont fire when hold is fired
            if(options.hold && !(options.hold && options.hold_timeout > touch_time)) {
                return;
            }

            // when previous event was tap and the tap was max_interval ms ago
            var is_double_tap = (function(){
                if (_prev_tap_pos && options.tap_double && _prev_gesture == 'tap' && (_touch_start_time - _prev_tap_end_time) < options.tap_max_interval) {
                    var x_distance = Math.abs(_prev_tap_pos[0].x - _pos.start[0].x);
                    var y_distance = Math.abs(_prev_tap_pos[0].y - _pos.start[0].y);
                    return (_prev_tap_pos && _pos.start && Math.max(x_distance, y_distance) < options.tap_double_distance);

                }
                return false;
            })();

            if(is_double_tap) {
                _gesture = 'double_tap';
                _prev_tap_end_time = null;

                triggerEvent("doubletap", {
                    originalEvent   : event,
                    position        : _pos.start
                });
                cancelEvent(event);
            }

            // single tap is single touch
            else {
                _gesture = 'tap';
                _prev_tap_end_time = now;
                _prev_tap_pos = _pos.start;

                if(options.tap) {
                    triggerEvent("tap", {
                        originalEvent   : event,
                        position        : _pos.start
                    });
                    cancelEvent(event);
                }
            }

        }

    };


    function handleEvents(event)
    {
        switch(event.type)
        {
            case 'mousedown':
            case 'touchstart':
                _pos.start = getXYfromEvent(event);
                _touch_start_time = new Date().getTime();
                _fingers = countFingers(event);
                _first = true;
                _event_start = event;

                // borrowed from jquery offset https://github.com/jquery/jquery/blob/master/src/offset.js
                var box = element.getBoundingClientRect();
                var clientTop  = element.clientTop  || document.body.clientTop  || 0;
                var clientLeft = element.clientLeft || document.body.clientLeft || 0;
                var scrollTop  = window.pageYOffset || element.scrollTop  || document.body.scrollTop;
                var scrollLeft = window.pageXOffset || element.scrollLeft || document.body.scrollLeft;

                _offset = {
                    top: box.top + scrollTop - clientTop,
                    left: box.left + scrollLeft - clientLeft
                };

                _mousedown = true;

                // hold gesture
                gestures.hold(event);

                if(options.prevent_default) {
                    cancelEvent(event);
                }
                break;

            case 'mousemove':
            case 'touchmove':
                if(!_mousedown) {
                    return false;
                }
                _event_move = event;
                _pos.move = getXYfromEvent(event);

                if(!gestures.transform(event)) {
                    gestures.drag(event);
                }
                break;

            case 'mouseup':
            case 'mouseout':
            case 'touchcancel':
            case 'touchend':
                if(!_mousedown || (_gesture != 'transform' && event.touches && event.touches.length > 0)) {
                    return false;
                }

                _mousedown = false;
                _event_end = event;

                // drag gesture
                // dragstart is triggered, so dragend is possible
                if(_gesture == 'drag') {
                    triggerEvent("dragend", {
                        originalEvent   : event,
                        direction       : _direction,
                        distance        : _distance,
                        angle           : _angle
                    });
                }

                // transform
                // transformstart is triggered, so transformed is possible
                else if(_gesture == 'transform') {
                    triggerEvent("transformend", {
                        originalEvent   : event,
                        position        : _pos.center,
                        scale           : event.scale,
                        rotation        : event.rotation
                    });
                }
                else {
                    gestures.tap(_event_start);
                }

                _prev_gesture = _gesture;

                // reset vars
                reset();
                break;
        }
    }


    // bind events for touch devices
    // except for windows phone 7.5, it doesnt support touch events..!
    if('ontouchstart' in window) {
        element.addEventListener("touchstart", handleEvents, false);
        element.addEventListener("touchmove", handleEvents, false);
        element.addEventListener("touchend", handleEvents, false);
        element.addEventListener("touchcancel", handleEvents, false);
    }
    // for non-touch
    else {

        if(element.addEventListener){ // prevent old IE errors
            element.addEventListener("mouseout", function(event) {
                if(!isInsideHammer(element, event.relatedTarget)) {
                    handleEvents(event);
                }
            }, false);
            element.addEventListener("mouseup", handleEvents, false);
            element.addEventListener("mousedown", handleEvents, false);
            element.addEventListener("mousemove", handleEvents, false);

            // events for older IE
        }else if(document.attachEvent){
            element.attachEvent("onmouseout", function(event) {
                if(!isInsideHammer(element, event.relatedTarget)) {
                    handleEvents(event);
                }
            }, false);
            element.attachEvent("onmouseup", handleEvents);
            element.attachEvent("onmousedown", handleEvents);
            element.attachEvent("onmousemove", handleEvents);
        }
    }


    /**
     * find if element is (inside) given parent element
     * @param   object  element
     * @param   object  parent
     * @return  bool    inside
     */
    function isInsideHammer(parent, child) {
        // get related target for IE
        if(!child && window.event && window.event.toElement){
            child = window.event.toElement;
        }

        if(parent === child){
            return true;
        }

        // loop over parentNodes of child until we find hammer element
        if(child){
            var node = child.parentNode;
            while(node !== null){
                if(node === parent){
                    return true;
                };
                node = node.parentNode;
            }
        }
        return false;
    }


    /**
     * merge 2 objects into a new object
     * @param   object  obj1
     * @param   object  obj2
     * @return  object  merged object
     */
    function mergeObject(obj1, obj2) {
        var output = {};

        if(!obj2) {
            return obj1;
        }

        for (var prop in obj1) {
            if (prop in obj2) {
                output[prop] = obj2[prop];
            } else {
                output[prop] = obj1[prop];
            }
        }
        return output;
    }

    function isFunction( obj ){
        return Object.prototype.toString.call( obj ) == "[object Function]";
    }
}"></script>
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<script src="data:application/x-javascript;base64,/**
 * @authors Luke Mahe
 * @authors Eric Bidelman
 * @fileoverview TODO
 */
document.cancelFullScreen = document.webkitCancelFullScreen ||
                            document.mozCancelFullScreen;

/**
 * @constructor
 */
function SlideDeck(el) {
  this.curSlide_ = 0;
  this.prevSlide_ = 0;
  this.config_ = null;
  this.container = el || document.querySelector('slides');
  this.slides = [];
  this.controller = null;

  this.getCurrentSlideFromHash_();

  // Call this explicitly. Modernizr.load won't be done until after DOM load.
  this.onDomLoaded_.bind(this)();
}

/**
 * @const
 * @private
 */
SlideDeck.prototype.SLIDE_CLASSES_ = [
  'far-past', 'past', 'current', 'next', 'far-next'];

/**
 * @const
 * @private
 */
SlideDeck.prototype.CSS_DIR_ = 'theme/css/';

/**
 * @private
 */
SlideDeck.prototype.getCurrentSlideFromHash_ = function() {
  var slideNo = parseInt(document.location.hash.substr(1));

  if (slideNo) {
    this.curSlide_ = slideNo - 1;
  } else {
    this.curSlide_ = 0;
  }
};

/**
 * @param {number} slideNo
 */
SlideDeck.prototype.loadSlide = function(slideNo) {
  if (slideNo) {
    this.curSlide_ = slideNo - 1;
    this.updateSlides_();
  }
};

/**
 * @private
 */
SlideDeck.prototype.onDomLoaded_ = function(e) {
  document.body.classList.add('loaded'); // Add loaded class for templates to use.

  this.slides = this.container.querySelectorAll('slide:not([hidden]):not(.hidden):not(.backdrop)');

  // If we're on a smartphone, apply special sauce.
  if (Modernizr.mq('only screen and (max-device-width: 480px)')) {
    // var style = document.createElement('link');
    // style.rel = 'stylesheet';
    // style.type = 'text/css';
    // style.href = this.CSS_DIR_ + 'phone.css';
    // document.querySelector('head').appendChild(style);

    // No need for widescreen layout on a phone.
    this.container.classList.remove('layout-widescreen');
  }

  this.loadConfig_(SLIDE_CONFIG);
  this.addEventListeners_();
  this.updateSlides_();

  // Add slide numbers and total slide count metadata to each slide.
  var that = this;
  for (var i = 0, slide; slide = this.slides[i]; ++i) {
    slide.dataset.slideNum = i + 1;
    slide.dataset.totalSlides = this.slides.length;

    slide.addEventListener('click', function(e) {
      if (document.body.classList.contains('overview')) {
        that.loadSlide(this.dataset.slideNum);
        e.preventDefault();
        window.setTimeout(function() {
          that.toggleOverview();
        }, 500);
      }
    }, false);
  }

  // Note: this needs to come after addEventListeners_(), which adds a
  // 'keydown' listener that this controller relies on.

  // Modernizr.touch isn't a sufficient check for devices that support both
  // touch and mouse. Create the controller in all cases.
  // // Also, no need to set this up if we're on mobile.
  // if (!Modernizr.touch) {
    this.controller = new SlideController(this);
    if (this.controller.isPopup) {
      document.body.classList.add('popup');
    }
  //}
};

/**
 * @private
 */
SlideDeck.prototype.addEventListeners_ = function() {
  document.addEventListener('keydown', this.onBodyKeyDown_.bind(this), true);
  window.addEventListener('popstate', this.onPopState_.bind(this), false);

  // var transEndEventNames = {
  //   'WebkitTransition': 'webkitTransitionEnd',
  //   'MozTransition': 'transitionend',
  //   'OTransition': 'oTransitionEnd',
  //   'msTransition': 'MSTransitionEnd',
  //   'transition': 'transitionend'
  // };
  //
  // // Find the correct transitionEnd vendor prefix.
  // window.transEndEventName = transEndEventNames[
  //     Modernizr.prefixed('transition')];
  //
  // // When slides are done transitioning, kickoff loading iframes.
  // // Note: we're only looking at a single transition (on the slide). This
  // // doesn't include autobuilds the slides may have. Also, if the slide
  // // transitions on multiple properties (e.g. not just 'all'), this doesn't
  // // handle that case.
  // this.container.addEventListener(transEndEventName, function(e) {
  //     this.enableSlideFrames_(this.curSlide_);
  // }.bind(this), false);

  // document.addEventListener('slideenter', function(e) {
  //   var slide = e.target;
  //   window.setTimeout(function() {
  //     this.enableSlideFrames_(e.slideNumber);
  //     this.enableSlideFrames_(e.slideNumber + 1);
  //   }.bind(this), 300);
  // }.bind(this), false);
};

/**
 * @private
 * @param {Event} e The pop event.
 */
SlideDeck.prototype.onPopState_ = function(e) {
  if (e.state != null) {
    this.curSlide_ = e.state;
    this.updateSlides_(true);
  }
};

/**
 * @param {Event} e
 */
SlideDeck.prototype.onBodyKeyDown_ = function(e) {

  // Don't handle keys if an input or text area is active. Do special handling
  // for selectize because it keeps focus within an offscreen textbox even
  // when just the select control is showing -- for selectize we refrain from
  // handling keys only when the text input is active or when the up or down
  // arrow key is pressed (which is used to open the list from the keyboard)
  var parentNode = e.target.parentNode || e.target; // handle no parent
  if (parentNode.classList && parentNode.classList.contains('selectize-input')) {
    if (parentNode.classList.contains('input-active') ||  // text input is active
       (e.keyCode == 38) || (e.keyCode == 40))            // up or down arrow
      return;
  } else if (/^(input|textarea)$/i.test(e.target.nodeName) ||
      e.target.isContentEditable) {
    return;
  }

  // Forward keydowns to the main slides if we're the popup.
  if (this.controller && this.controller.isPopup) {
    this.controller.sendMsg({keyCode: e.keyCode});
  }

  switch (e.keyCode) {
    case 13: // Enter
      if (document.body.classList.contains('overview')) {
        this.toggleOverview();
      }
      break;

    case 39: // right arrow
    case 32: // space
    case 34: // PgDn
      this.nextSlide();
      e.preventDefault();
      break;

    case 37: // left arrow
    case 8: // Backspace
    case 33: // PgUp
      this.prevSlide();
      e.preventDefault();
      break;

    case 40: // down arrow
      this.nextSlide();
      e.preventDefault();
      break;

    case 38: // up arrow
      this.prevSlide();
      e.preventDefault();
      break;

    case 72: // H: Toggle code highlighting
      document.body.classList.toggle('highlight-code');
      break;

    case 79: // O: Toggle overview
      this.toggleOverview();
      break;

    case 80: // P
      if (this.controller && this.controller.isPopup) {
        document.body.classList.toggle('with-notes');
      } else if (this.controller && !this.controller.popup) {
        document.body.classList.toggle('with-notes');
      }
      break;

    case 82: // R
      // TODO: implement refresh on main slides when popup is refreshed.
      break;

    case 27: // ESC: Hide notes and highlighting
      document.body.classList.remove('with-notes');
      document.body.classList.remove('highlight-code');

      if (document.body.classList.contains('overview')) {
        this.toggleOverview();
      }
      break;

    case 70: // F: Toggle fullscreen
       // Only respect 'f' on body. Don't want to capture keys from an <input>.
       // Also, ignore browser's fullscreen shortcut (cmd+shift+f) so we don't
       // get trapped in fullscreen!
      if (document.cancelFullScreen !== undefined && e.target == document.body && !(e.shiftKey && e.metaKey)) {
        if (document.mozFullScreen !== undefined && !document.mozFullScreen) {
          document.body.mozRequestFullScreen(Element.ALLOW_KEYBOARD_INPUT);
        } else if (document.webkitIsFullScreen !== undefined && !document.webkitIsFullScreen) {
          document.body.webkitRequestFullScreen(Element.ALLOW_KEYBOARD_INPUT);
        } else {
          document.cancelFullScreen();
        }
      }
      break;

    case 87: // W: Toggle widescreen
      // Only respect 'w' on body. Don't want to capture keys from an <input>.
      if (e.target == document.body && !(e.shiftKey && e.metaKey)) {
        this.container.classList.toggle('layout-widescreen');
      }
      break;
  }
};

/**
 *
 */
SlideDeck.prototype.focusOverview_ = function() {
  var overview = document.body.classList.contains('overview');

  for (var i = 0, slide; slide = this.slides[i]; i++) {
    slide.style[Modernizr.prefixed('transform')] = overview ?
        'translateZ(-2500px) translate(' + (( i - this.curSlide_ ) * 105) +
                                       '%, 0%)' : '';
  }
};

/**
 */
SlideDeck.prototype.toggleOverview = function() {
  document.body.classList.toggle('overview');

  this.focusOverview_();
};

/**
 * @private
 */
SlideDeck.prototype.loadConfig_ = function(config) {
  if (!config) {
    return;
  }

  this.config_ = config;

  var settings = this.config_.settings;

  this.loadTheme_(settings.theme || []);

  if (settings.favIcon) {
    this.addFavIcon_(settings.favIcon);
  }

  // Prettyprint. Default to on.
  if (!!!('usePrettify' in settings) || settings.usePrettify) {
    prettyPrint();
  }

  if (settings.analytics) {
    this.loadAnalytics_();
  }

  if (settings.fonts) {
    this.addFonts_(settings.fonts);
  }

  // Builds. Default to on.
  if (!!!('useBuilds' in settings) || settings.useBuilds) {
    this.makeBuildLists_();
  }

  if (settings.title) {
    document.title = settings.title.replace(/<br\/?>/, ' ');
    if (settings.eventInfo && settings.eventInfo.title) {
      document.title +=  ' - ' + settings.eventInfo.title;
    }
    document.querySelector('[data-config-title]').innerHTML = settings.title;
  }

  if (settings.subtitle) {
    document.querySelector('[data-config-subtitle]').innerHTML = settings.subtitle;
  }

  if (this.config_.presenters) {
    var presenters = this.config_.presenters;
    var dataConfigContact = document.querySelector('[data-config-contact]');

    var html = [];
    if (presenters.length == 1) {
      var p = presenters[0];

      var presenterTitle = [p.name];
      if (p.company) {
        presenterTitle.push(p.company);
      }
      html = presenterTitle.join(' - ') + '<br>';

      var gplus = p.gplus ? '<span>g+</span><a href="' + p.gplus +
          '">' + p.gplus.replace(/https?:\/\//, '') + '</a>' : '';

      var twitter = p.twitter ? '<span>twitter</span>' +
          '<a href="http://twitter.com/' + p.twitter + '">' +
          p.twitter + '</a>' : '';

      var www = p.www ? '<span>www</span><a href="' + p.www +
                        '">' + p.www.replace(/https?:\/\//, '') + '</a>' : '';

      var github = p.github ? '<span>github</span><a href="' + p.github +
          '">' + p.github.replace(/https?:\/\//, '') + '</a>' : '';

      var html2 = [gplus, twitter, www, github].join('<br>');

      if (dataConfigContact) {
        dataConfigContact.innerHTML = html2;
      }
    } else {
      for (var i = 0, p; p = presenters[i]; ++i) {
        html.push(p.name + ' - ' + p.company);
      }
      html = html.join('<br>');
      if (dataConfigContact) {
        dataConfigContact.innerHTML = html;
      }
    }

    var dataConfigPresenter = document.querySelector('[data-config-presenter]');
    if (dataConfigPresenter) {
      dataConfigPresenter.innerHTML = html;
      if (settings.eventInfo) {
        var date = settings.eventInfo.date;
        var dateInfo = date ? ' - <time>' + date + '</time>' : '';
        dataConfigPresenter.innerHTML += settings.eventInfo.title + dateInfo;
      }
    }
  }

  /* Left/Right tap areas. Default to including. */
  if (!!!('enableSlideAreas' in settings) || settings.enableSlideAreas) {
    var el = document.createElement('div');
    el.classList.add('slide-area');
    el.id = 'prev-slide-area';
    el.addEventListener('click', this.prevSlide.bind(this), false);
    this.container.appendChild(el);

    var el = document.createElement('div');
    el.classList.add('slide-area');
    el.id = 'next-slide-area';
    el.addEventListener('click', this.nextSlide.bind(this), false);
    this.container.appendChild(el);
  }

  if (Modernizr.touch && (!!!('enableTouch' in settings) ||
      settings.enableTouch)) {
    var self = this;

    // Note: this prevents mobile zoom in/out but prevents iOS from doing
    // it's crazy scroll over effect and disaligning the slides.
    window.addEventListener('touchstart', function(e) {
      e.preventDefault();
    }, false);

    var hammer = new Hammer(this.container);
    hammer.ondragend = function(e) {
      if (e.direction == 'right' || e.direction == 'down') {
        self.prevSlide();
      } else if (e.direction == 'left' || e.direction == 'up') {
        self.nextSlide();
      }
    };
  }
};

/**
 * @private
 * @param {Array.<string>} fonts
 */
SlideDeck.prototype.addFonts_ = function(fonts) {
  var el = document.createElement('link');
  el.rel = 'stylesheet';
  el.href = ('https:' == document.location.protocol ? 'https' : 'http') +
      '://fonts.googleapis.com/css?family=' + fonts.join('|') + '&v2';
  document.querySelector('head').appendChild(el);
};

/**
 * @private
 */
SlideDeck.prototype.buildNextItem_ = function() {
  var slide = this.slides[this.curSlide_];
  var toBuild = slide.querySelector('.to-build');
  var built = slide.querySelector('.build-current');

  if (built) {
    built.classList.remove('build-current');
    if (built.classList.contains('fade')) {
      built.classList.add('build-fade');
    }
  }

  if (!toBuild) {
    var items = slide.querySelectorAll('.build-fade');
    for (var j = 0, item; item = items[j]; j++) {
      item.classList.remove('build-fade');
    }
    return false;
  }

  toBuild.classList.remove('to-build');
  toBuild.classList.add('build-current');

  return true;
};

/**
 * @param {boolean=} opt_dontPush
 */
SlideDeck.prototype.prevSlide = function(opt_dontPush) {
  if (this.curSlide_ > 0) {
    var bodyClassList = document.body.classList;
    bodyClassList.remove('highlight-code');

    // Toggle off speaker notes if they're showing when we move backwards on the
    // main slides. If we're the speaker notes popup, leave them up.
    if (this.controller && !this.controller.isPopup) {
      bodyClassList.remove('with-notes');
    } else if (!this.controller) {
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"></script>
</head>
<body style="opacity: 0">
<slides class="layout-widescreen">
<slide class="title-slide segue nobackground">
<!-- The content of this hgroup is replaced programmatically through the slide_config.json. -->
<hgroup class="auto-fadein">
<h1 data-config-title><!-- populated from slide_config.json --></h1>
<h2 data-config-subtitle><!-- populated from slide_config.json --></h2>
<p data-config-presenter><!-- populated from slide_config.json --></p>
<p style="margin-top: 6px; margin-left: -2px;">WS 2016/2017</p>
</hgroup>
</slide>
<slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>Inspect data and ask questions</h2></hgroup><article id="inspect-data-and-ask-questions" class="smaller ">
</article></slide><slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>Prerequisites</h2></hgroup><article id="prerequisites" class="smaller ">
</article></slide><slide class=''><hgroup><h2>Set working directory</h2></hgroup><article id="set-working-directory" class="smaller build">
<pre class = 'prettyprint lang-r'>setwd("YOUR-PATH")</pre>
<p>The working directory should be at the top of your project directory structure.</p>
</article></slide><slide class=''><hgroup><h2>Load data</h2></hgroup><article id="load-data" class="smaller build">
<p>Get the data from xls(x) files – load required package [always troublesome on windows due to missing perl]</p>
<p>Steps:</p>
<ul>
<li>get help</li>
<li>load required package</li>
</ul>
<pre class = 'prettyprint lang-r'>##??xls
library(gdata)
raw_data <- read.xls(xls = "./data/Fundstellen_UTM.xlsx", sheet = 1)</pre>
<p>A nice tutorial on loading table (including xls) data to <code>R</code> is <a href='https://www.datacamp.com/community/tutorials/r-tutorial-read-excel-into-r#gs.5cgO=As' title=''>on datacamp</a></p>
</article></slide><slide class=''><hgroup><h2>Load data</h2></hgroup><article id="load-data-1" class="smaller build">
<p>A better way: use text files.</p>
<p><strong>Question: Why?</strong></p>
<pre class = 'prettyprint lang-r'>raw_data <- read.table(file = "data/FS_UTM.csv",
header = TRUE,
sep = ";",
stringsAsFactors = FALSE,
quote = "")</pre>
</article></slide><slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>Play with the data</h2></hgroup><article id="play-with-the-data" class="smaller ">
</article></slide><slide class=''><hgroup><h2>Check structure and content</h2></hgroup><article id="check-structure-and-content" class="smaller build">
<pre class = 'prettyprint lang-r'>str(raw_data)</pre>
<pre >## 'data.frame': 508 obs. of 36 variables:
## $ Nr. : int 1 2 3 4 5 6 7 8 9 10 ...
## $ Site.Name : chr "Beba Veche - in the ditch" "Dudestii Vechi - Dragomirs' hill" "Nerau - Hunca Mare" "Nerau - Dogans' hill" ...
## $ Site.type : chr "fortification made from soil" "settlement and necropole" "tumulus and necropole" "tumulus " ...
## $ settlement : int 0 1 0 0 1 0 0 0 1 1 ...
## $ open.settlement : int 0 0 0 0 0 0 0 0 0 0 ...
## $ cave.settlement : int 0 0 0 0 0 0 0 0 0 0 ...
## $ tell.settlement : int 0 0 0 0 0 0 0 0 0 0 ...
## $ mound : int 0 0 0 0 0 0 0 0 0 0 ...
## $ fortification : int 1 0 0 0 1 0 0 0 0 0 ...
## $ court : int 0 0 0 0 0 0 0 0 0 0 ...
## $ depot : int 0 0 0 0 0 0 0 0 0 0 ...
## $ cult.complex : int 0 0 0 0 0 0 0 0 0 0 ...
## $ mine : int 0 0 0 0 0 0 0 0 0 0 ...
## $ chruch : int 0 0 0 0 0 0 0 0 0 0 ...
## $ temple : int 0 0 0 0 0 0 0 0 0 0 ...
## $ villa.rustica : int 0 0 0 0 0 0 0 0 0 0 ...
## $ monastery : int 0 0 0 0 0 0 0 0 0 0 ...
## $ cemetery : int 0 0 0 0 0 0 0 0 0 0 ...
## $ necropolis : int 0 1 1 0 0 0 0 0 0 1 ...
## $ tumulus : int 0 0 1 1 0 1 1 1 0 0 ...
## $ Epoch..site. : chr "Bronze Age" "Latène Period,post-Roman, Middle Ages" "Bronze Age" "Bronze Age" ...
## $ prehistoric : int 1 1 1 1 1 1 1 1 1 1 ...
## $ palaeolithic : int 0 0 0 0 0 0 0 0 0 0 ...
## $ neolithic : int 0 0 0 0 0 0 0 0 0 0 ...
## $ copper.age : int 0 0 0 0 0 0 0 0 0 0 ...
## $ bronze.age : int 1 0 1 1 1 1 1 0 1 1 ...
## $ iron.age : int 0 1 0 0 0 0 0 0 0 0 ...
## $ roman.and.daco.roman.age : int 0 0 0 0 1 0 0 0 0 0 ...
## $ post.roman.age.and.migration.period: int 0 1 0 0 0 0 0 1 1 1 ...
## $ medieval : int 0 1 0 0 1 0 0 1 0 1 ...
## $ modern : int 0 0 0 0 0 0 0 0 0 0 ...
## $ Code.RAN : num 155733 156721 158877 158877 156268 ...
## $ Code.LMI : chr "" "" "TM-I-s-B-06073" "TM-I-s-B-06073" ...
## $ Code.Fisenon : int NA NA NA NA NA NA NA NA NA NA ...
## $ xUTM : num 443157 459882 462115 466751 467930 ...
## $ yUTM : num 5105906 5095991 5088415 5089685 5109462 ...</pre>
</article></slide><slide class=''><hgroup><h2>Ask questions</h2></hgroup><article id="ask-questions" class="smaller build">
<p>How many archaeological sites are in the data set?</p>
<pre class = 'prettyprint lang-r'>length(raw_data$Nr.)</pre>
<pre >## [1] 508</pre>
<p><strong>Exercise:</strong> Show another way how to answer the question?</p>
</article></slide><slide class=''><hgroup><h2>Ask questions</h2></hgroup><article id="ask-questions-1" class="smaller build">
<p>How many settlements?</p>
<pre class = 'prettyprint lang-r'>sum(raw_data$settlement)</pre>
<pre >## [1] 393</pre>
<p><strong>Question:</strong></p>
<ol>
<li>What other possibilities are there to query the amount of settlements?</li>
<li>What other question could be asked?</li>
</ol>
</article></slide><slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>Create a dataset for further analyses</h2></hgroup><article id="create-a-dataset-for-further-analyses" class="smaller ">
</article></slide><slide class=''><hgroup><h2>Clean data</h2></hgroup><article id="clean-data" class="smaller build">
<p><strong>Some mandatory things: </strong></p>
<ul>
<li>Are there missing values?</li>
<li>Do you understand every column/variable?</li>
<li>Where are problems with the data?</li>
<li>Typos?</li>
<li>What data are necessary/unnecessary?</li>
</ul>
<p>The easiest but sometimes quite verbose way to check:</p>
<pre class = 'prettyprint lang-r'>str(raw_data)</pre>
<pre >## 'data.frame': 508 obs. of 36 variables:
## $ Nr. : int 1 2 3 4 5 6 7 8 9 10 ...
## $ Site.Name : chr "Beba Veche - in the ditch" "Dudestii Vechi - Dragomirs' hill" "Nerau - Hunca Mare" "Nerau - Dogans' hill" ...
## $ Site.type : chr "fortification made from soil" "settlement and necropole" "tumulus and necropole" "tumulus " ...
## $ settlement : int 0 1 0 0 1 0 0 0 1 1 ...
## $ open.settlement : int 0 0 0 0 0 0 0 0 0 0 ...
## $ cave.settlement : int 0 0 0 0 0 0 0 0 0 0 ...
## $ tell.settlement : int 0 0 0 0 0 0 0 0 0 0 ...
## $ mound : int 0 0 0 0 0 0 0 0 0 0 ...
## $ fortification : int 1 0 0 0 1 0 0 0 0 0 ...
## $ court : int 0 0 0 0 0 0 0 0 0 0 ...
## $ depot : int 0 0 0 0 0 0 0 0 0 0 ...
## $ cult.complex : int 0 0 0 0 0 0 0 0 0 0 ...
## $ mine : int 0 0 0 0 0 0 0 0 0 0 ...
## $ chruch : int 0 0 0 0 0 0 0 0 0 0 ...
## $ temple : int 0 0 0 0 0 0 0 0 0 0 ...
## $ villa.rustica : int 0 0 0 0 0 0 0 0 0 0 ...
## $ monastery : int 0 0 0 0 0 0 0 0 0 0 ...
## $ cemetery : int 0 0 0 0 0 0 0 0 0 0 ...
## $ necropolis : int 0 1 1 0 0 0 0 0 0 1 ...
## $ tumulus : int 0 0 1 1 0 1 1 1 0 0 ...
## $ Epoch..site. : chr "Bronze Age" "Latène Period,post-Roman, Middle Ages" "Bronze Age" "Bronze Age" ...
## $ prehistoric : int 1 1 1 1 1 1 1 1 1 1 ...
## $ palaeolithic : int 0 0 0 0 0 0 0 0 0 0 ...
## $ neolithic : int 0 0 0 0 0 0 0 0 0 0 ...
## $ copper.age : int 0 0 0 0 0 0 0 0 0 0 ...
## $ bronze.age : int 1 0 1 1 1 1 1 0 1 1 ...
## $ iron.age : int 0 1 0 0 0 0 0 0 0 0 ...
## $ roman.and.daco.roman.age : int 0 0 0 0 1 0 0 0 0 0 ...
## $ post.roman.age.and.migration.period: int 0 1 0 0 0 0 0 1 1 1 ...
## $ medieval : int 0 1 0 0 1 0 0 1 0 1 ...
## $ modern : int 0 0 0 0 0 0 0 0 0 0 ...
## $ Code.RAN : num 155733 156721 158877 158877 156268 ...
## $ Code.LMI : chr "" "" "TM-I-s-B-06073" "TM-I-s-B-06073" ...
## $ Code.Fisenon : int NA NA NA NA NA NA NA NA NA NA ...
## $ xUTM : num 443157 459882 462115 466751 467930 ...
## $ yUTM : num 5105906 5095991 5088415 5089685 5109462 ...</pre>
</article></slide><slide class=''><hgroup><h2>Check data structure 2</h2></hgroup><article id="check-data-structure-2" class="smaller ">
<p>Examples of more controlled queries:</p>
<pre class = 'prettyprint lang-r'>head(names(raw_data))</pre>
<pre >## [1] "Nr." "Site.Name" "Site.type" "settlement"
## [5] "open.settlement" "cave.settlement"</pre>
<pre class = 'prettyprint lang-r'>head(sapply(raw_data, class))</pre>
<pre >## Nr. Site.Name Site.type settlement
## "integer" "character" "character" "integer"
## open.settlement cave.settlement
## "integer" "integer"</pre>
</article></slide><slide class=''><hgroup><h2>Check data structure 2a</h2></hgroup><article id="check-data-structure-2a" class="smaller ">
<p>Examples of more controlled queries (<code>head</code>, <code>tail</code>, <code>sample</code>):</p>
<pre class = 'prettyprint lang-r'>sample(raw_data$Epoch..site., 3)</pre>
<pre >## [1] "Middle Ages " "Neolithic, late Bronze Age "
## [3] "Neolithic Period"</pre>
<p>The structure of the "Epoch..site." column is a little complicated to use for further analyses. Fortunately, we do not need to use them, since there are already separated and precoded into binary variables.</p>
<p><strong>Questions: </strong></p>
<ol>
<li>What is the problem with column?</li>
<li>What does "binary variable" mean?</li>
<li>Why is it useful?</li>
<li>Are there other ways to code a variable?</li>
</ol>
</article></slide><slide class=''><hgroup><h2>Check data structure 2a</h2></hgroup><article id="check-data-structure-2a-1" class="smaller ">
<p><strong>Exercise [for the rest of the course-week…] </strong></p>
<p>Clean the messed variables of the table yourself!</p>
<ul>
<li>Hint 1: try <code>?gsub</code></li>
<li>Hint 2:</li>
</ul>
<pre class = 'prettyprint lang-r'>grep(pattern = "Bronze Age", x = raw_data$Epoch..site.)</pre>
</article></slide><slide class=''><hgroup><h2>Further questions 1</h2></hgroup><article id="further-questions-1" class="smaller build">
<p><strong>What is the proportion of the different settlement types?</strong></p>
<p>One ordinary way (by the way, giving variable names "a","b", etc. is really <strong>bad</strong> style!)</p>
<pre class = 'prettyprint lang-r'>a <- raw_data[,4:7]
b <- cbind(sum(a[,1]),sum(a[,2]),sum(a[,3]),sum(a[,4]))
colnames(b) <- c("settlement","open.settlement","cave.settlement","tell.settlement")
b</pre>
<pre >## settlement open.settlement cave.settlement tell.settlement
## [1,] 393 183 19 12</pre>
<pre class = 'prettyprint lang-r'>c <- b/b[1]*100
c</pre>
<pre >## settlement open.settlement cave.settlement tell.settlement
## [1,] 100 46.56489 4.834606 3.053435</pre>
</article></slide><slide class=''><hgroup><h2>Further questions 2</h2></hgroup><article id="further-questions-2" class="smaller ">
<p><strong>What is the proportion of the different settlement types?</strong></p>
<p>One of the *apply ways</p>
<pre class = 'prettyprint lang-r'>a <- data.frame(settlement = raw_data$settlement[raw_data$settlement==1],
open.settlement = raw_data$open.settlement[raw_data$settlement==1],
cave.settlement = raw_data$cave.settlement[raw_data$settlement==1],
tell.settlement = raw_data$tell.settlement[raw_data$settlement==1]
)
sapply(a, sum)</pre>
<pre >## settlement open.settlement cave.settlement tell.settlement
## 389 182 19 12</pre>
<pre class = 'prettyprint lang-r'>sapply(a, function(x){sum(x)/length(x)*100})</pre>
<pre >## settlement open.settlement cave.settlement tell.settlement
## 100.000000 46.786632 4.884319 3.084833</pre>
</article></slide><slide class=''><hgroup><h2>Further questions 3</h2></hgroup><article id="further-questions-3" class="smaller ">
<p><strong>What is the proportion of the different settlement types?</strong></p>
<p>The <a href='https://cran.r-project.org/web/packages/magrittr/vignettes/magrittr.html' title=''>magrittr</a> and <a href='https://cran.rstudio.com/web/packages/dplyr/vignettes/introduction.html' title=''>dplyr</a> way (Version 1):</p>
<pre class = 'prettyprint lang-r'>library(magrittr)
library(dplyr)
raw_data %>%
filter(settlement==1) %>%
select(settlement, open.settlement, cave.settlement, tell.settlement) %>%
summarise(settlement=sum(.[,1])/n()*100,
open.settlement=sum(.[,2])/n()*100,
cave.settlement=sum(.[,3])/n()*100,
tell.settlement=sum(.[,4])/n()*100
)</pre>
<pre >## settlement open.settlement cave.settlement tell.settlement
## 1 100 46.78663 4.884319 3.084833</pre>
</article></slide><slide class=''><hgroup><h2>Further questions 3a</h2></hgroup><article id="further-questions-3a" class="smaller ">
<p><strong>What is the proportion of the different settlement types?</strong></p>
<p>The <a href='https://cran.r-project.org/web/packages/magrittr/vignettes/magrittr.html' title=''>magrittr</a> and <a href='https://cran.rstudio.com/web/packages/dplyr/vignettes/introduction.html' title=''>dplyr</a> way (Version 2):</p>
<pre class = 'prettyprint lang-r'>library(magrittr)
library(dplyr)
raw_data %>%
filter(settlement==1) %>%
select(settlement, open.settlement, cave.settlement, tell.settlement) %>%
summarise(settlements = sum(settlement),
open.settlement = sum(open.settlement),
cave.settlement = sum(cave.settlement),
tell.settlement = sum(tell.settlement)
)</pre>
<pre >## settlements open.settlement cave.settlement tell.settlement
## 1 389 182 19 12</pre>
</article></slide><slide class=''><hgroup><h2>Further questions 3b</h2></hgroup><article id="further-questions-3b" class="smaller ">
<p><strong>What is the proportion of the different settlement types?</strong></p>
<p>The <a href='https://cran.r-project.org/web/packages/magrittr/vignettes/magrittr.html' title=''>magrittr</a> and <a href='https://cran.rstudio.com/web/packages/dplyr/vignettes/introduction.html' title=''>dplyr</a> way (Version 2a):</p>
<pre class = 'prettyprint lang-r'>library(magrittr)
library(dplyr)
raw_data %>%
filter(settlement==1) %>%
select(settlement, open.settlement, cave.settlement, tell.settlement) %>%
summarise(settlements = sum(settlement)/n()*100,
open.settlement = sum(open.settlement)/n()*100,
cave.settlement = sum(cave.settlement)/n()*100,
tell.settlement = sum(tell.settlement)/n()*100
)</pre>
<pre >## settlements open.settlement cave.settlement tell.settlement
## 1 100 46.78663 4.884319 3.084833</pre>
<p><strong>Excercise:</strong></p>
<ol>
<li>Find other ways to answer the question.</li>
<li>Discuss the different advantages of your approach(es) and those presented above.</li>
</ol>
</article></slide><slide class=''><hgroup><h2>Further questions 4</h2></hgroup><article id="further-questions-4" class="smaller ">
<p>What the heck…!? Why not using <code>table</code> and <code>prop.table</code> ?!</p>
<p><strong>Excercise:</strong> Why? :)</p>
</article></slide><slide class=''><hgroup><h2>Clean data continued</h2></hgroup><article id="clean-data-continued" class="smaller ">
<p>Ok, let's continue. First, get rid of all the unnecessary variables. Again, there are many different possibilities to do this.</p>
<p>Here is a "classic" way (approach: I want to have…):</p>
<pre class = 'prettyprint lang-r'>selected_data <- raw_data[,c(2,4:20,22:31,35:36)]
names(selected_data)</pre>
<pre >## [1] "Site.Name"
## [2] "settlement"
## [3] "open.settlement"
## [4] "cave.settlement"
## [5] "tell.settlement"
## [6] "mound"
## [7] "fortification"
## [8] "court"
## [9] "depot"
## [10] "cult.complex"
## [11] "mine"
## [12] "chruch"
## [13] "temple"
## [14] "villa.rustica"
## [15] "monastery"
## [16] "cemetery"
## [17] "necropolis"
## [18] "tumulus"
## [19] "prehistoric"
## [20] "palaeolithic"
## [21] "neolithic"
## [22] "copper.age"
## [23] "bronze.age"
## [24] "iron.age"
## [25] "roman.and.daco.roman.age"
## [26] "post.roman.age.and.migration.period"
## [27] "medieval"
## [28] "modern"
## [29] "xUTM"
## [30] "yUTM"</pre>
<pre class = 'prettyprint lang-r'>#knitr::kable(head(selected_data))
#str(selected_data)</pre>
</article></slide><slide class=''><hgroup><h2>Clean data continued</h2></hgroup><article id="clean-data-continued-1" class="smaller ">
<p>Ok, let's continue. First, get rid of all the unnecessary variables. Again, there are many different possibilities to do this.</p>
<p>Here is a "classic" way (approach: I <strong>do not</strong> want to have…):</p>
<pre class = 'prettyprint lang-r'>selected_data <- raw_data[,c(-1,-3,-21,-32:-34)]
names(selected_data)</pre>
<pre >## [1] "Site.Name"
## [2] "settlement"
## [3] "open.settlement"
## [4] "cave.settlement"
## [5] "tell.settlement"
## [6] "mound"
## [7] "fortification"
## [8] "court"
## [9] "depot"
## [10] "cult.complex"
## [11] "mine"
## [12] "chruch"
## [13] "temple"
## [14] "villa.rustica"
## [15] "monastery"
## [16] "cemetery"
## [17] "necropolis"
## [18] "tumulus"
## [19] "prehistoric"
## [20] "palaeolithic"
## [21] "neolithic"
## [22] "copper.age"
## [23] "bronze.age"
## [24] "iron.age"
## [25] "roman.and.daco.roman.age"
## [26] "post.roman.age.and.migration.period"
## [27] "medieval"
## [28] "modern"
## [29] "xUTM"
## [30] "yUTM"</pre>
<pre class = 'prettyprint lang-r'>#knitr::kable(head(selected_data))
#str(selected_data)</pre>
</article></slide><slide class=''><hgroup><h2>Clean data continued</h2></hgroup><article id="clean-data-continued-2" class="smaller ">
<p>Ok, let's continue. First, get rid of all the unnecessary variables. Again, there are many different possibilities to do this.</p>
<p>And here a more modern way (Question: Which approach is used?):</p>
<pre class = 'prettyprint lang-r'>library(dplyr)
selected_data <- select(.data = raw_data,
-Nr.,
-starts_with("Site.ty"),
-starts_with("Ep"),
-starts_with("Code")
)
names(selected_data)</pre>
<pre >## [1] "Site.Name"
## [2] "settlement"
## [3] "open.settlement"
## [4] "cave.settlement"
## [5] "tell.settlement"
## [6] "mound"
## [7] "fortification"
## [8] "court"
## [9] "depot"
## [10] "cult.complex"
## [11] "mine"
## [12] "chruch"
## [13] "temple"
## [14] "villa.rustica"
## [15] "monastery"
## [16] "cemetery"
## [17] "necropolis"
## [18] "tumulus"
## [19] "prehistoric"
## [20] "palaeolithic"
## [21] "neolithic"
## [22] "copper.age"
## [23] "bronze.age"
## [24] "iron.age"
## [25] "roman.and.daco.roman.age"
## [26] "post.roman.age.and.migration.period"
## [27] "medieval"
## [28] "modern"
## [29] "xUTM"
## [30] "yUTM"</pre>
<pre class = 'prettyprint lang-r'>#str(selected_data)</pre>
<p><strong>Question:</strong> Which way do you prefer? And besides your opinion, which is more suitable/robust [if any]?</p>
</article></slide><slide class=''><hgroup><h2>Create chronologically separated dataset 1</h2></hgroup><article id="create-chronologically-separated-dataset-1" class="smaller ">
<p>Now, we will create site data sets for different chronological periods. Again there are different ways to achieve this:</p>
<p>classic</p>
<ul>
<li><ol>
<li>select relevant data</li>
</ol></li>
<li><ol>
<li>check whether everything is fine</li>
</ol></li>
<li><ol>
<li>drop unnecessary columns</li>
</ol></li>
</ul>
</article></slide><slide class=''><hgroup><h2>Create chronologically separated dataset 1</h2></hgroup><article id="create-chronologically-separated-dataset-1-1" class="smaller ">
<pre class = 'prettyprint lang-r'>prehist <- selected_data[selected_data$prehistoric==1,]
table(selected_data$prehistoric)[2]==length(prehist$prehistoric)</pre>
<pre >## 1
## TRUE</pre>
<pre class = 'prettyprint lang-r'>prehist <- prehist[,-c(19,25:28)]
#str(prehist)</pre>
<p><strong>Question:</strong> What does the line beginning with "table(…" mean?</p>
</article></slide><slide class=''><hgroup><h2>Create chronologically separated dataset 2</h2></hgroup><article id="create-chronologically-separated-dataset-2" class="smaller ">
<p>a modern way</p>
<pre class = 'prettyprint lang-r'>library(dplyr)
prehist <- selected_data %>%
filter(prehistoric == 1) %>%
select(-contains("preh")) %>%
select(-contains("roman")) %>%
select(-contains("medie")) %>%
select(-contains("modern"))
#str(prehist)
table(selected_data$prehistoric)[2]==length(prehist$prehistoric)</pre>
<pre >## 1
## FALSE</pre>
<p><strong>Question:</strong> Why is the "table(…" line now FALSE?</p>
</article></slide><slide class=''><hgroup><h2>at last: something to see</h2></hgroup><article id="at-last-something-to-see" class="smaller columns-2 build">
<p>Now that we have a clean dataset, let's plot some of its characteristics. As always we are going to use the standard and a modern approach.</p>
<p>The standard plotting way.</p>
<pre class = 'prettyprint lang-r'>barplot(cbind(
paleolithic = sum(prehist$palaeolithic),
neolithic = sum(prehist$neolithic),
copper_age = sum(prehist$copper.age),
bronze_age = sum(prehist$bronze.age),
iron_age = sum(prehist$iron.age)
),
main = "Number of sites from prehistoric periods"
)</pre>
<p><img src="data:image/png;base64,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" width="480" /></p>
</article></slide><slide class=''><hgroup><h2>at last: something to see</h2></hgroup><article id="at-last-something-to-see-1" class="smaller ">
<p><strong>Exercise:</strong></p>
<ol>
<li>Plot the different numbers of site types.</li>
<li>Which way do you chose? Why? What other possibilities are there?</li>
</ol>
<p><img 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" width="960" /></p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2" class="smaller ">
<p>For the modern way we need to transform the data first from the a wide to a long format. Infos can be found e.g., <a href='http://seananderson.ca/2013/10/19/reshape.html' title=''>here</a> or <span class="cite">Wickham (2007)</span> or <span class="cite">Wickham (2014)</span>. In the case of wide data there is a column for each variable.</p>
<p>Let's first take care of the data structure. We want to investigate the amount of different sity types per period.</p>
<pre class = 'prettyprint lang-r'>types.per.period <- data.frame(palaeolithic = 0,
neolithic = 0,
copper.age = 0,
bronze.age = 0,
iron.age = 0
)
names(prehist)</pre>
<pre >## [1] "Site.Name" "settlement" "open.settlement"
## [4] "cave.settlement" "tell.settlement" "mound"
## [7] "fortification" "court" "depot"
## [10] "cult.complex" "mine" "chruch"
## [13] "temple" "villa.rustica" "monastery"
## [16] "cemetery" "necropolis" "tumulus"
## [19] "palaeolithic" "neolithic" "copper.age"
## [22] "bronze.age" "iron.age" "xUTM"
## [25] "yUTM"</pre>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-1" class="smaller ">
<p>Data crunching</p>
<pre class = 'prettyprint lang-r'>library(magrittr); library(dplyr)
for (i in 3:18) {
j <- i-2
types.per.period[j,] <- prehist %>%
filter(.[i] == 1) %>%
summarise(paleolithic = sum(palaeolithic),
neolithic = sum(neolithic),
copper.age = sum(copper.age),
bronze.age = sum(bronze.age),
iron.age = sum(iron.age)
)
}
#str(types.per.period)
types.per.period$type <- names(prehist)[3:18]
types.per.period</pre>
<pre >## palaeolithic neolithic copper.age bronze.age iron.age type
## 1 2 10 1 57 9 open.settlement
## 2 4 7 1 13 5 cave.settlement
## 3 0 5 0 6 3 tell.settlement
## 4 0 0 0 1 0 mound
## 5 2 5 4 28 20 fortification
## 6 0 0 0 0 0 court
## 7 0 0 0 0 0 depot
## 8 0 0 0 0 1 cult.complex
## 9 0 1 0 2 4 mine
## 10 0 1 0 1 1 chruch
## 11 0 0 0 0 1 temple
## 12 0 0 0 0 0 villa.rustica
## 13 0 0 0 0 2 monastery
## 14 0 2 0 12 0 cemetery
## 15 1 4 2 10 9 necropolis
## 16 1 3 0 27 1 tumulus</pre>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-2" class="smaller ">
<p>This was again just data crunching/selection. Now, we change the data from wide to long format using the <code>reshape2</code> package.</p>
<pre class = 'prettyprint lang-r'>library(reshape2)
types2 <- melt(types.per.period, id.vars = c("type"))
str(types2)</pre>
<pre >## 'data.frame': 80 obs. of 3 variables:
## $ type : chr "open.settlement" "cave.settlement" "tell.settlement" "mound" ...
## $ variable: Factor w/ 5 levels "palaeolithic",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ value : num 2 4 0 0 2 0 0 0 0 0 ...</pre>
<pre class = 'prettyprint lang-r'>head(types2, 3)</pre>
<pre >## type variable value
## 1 open.settlement palaeolithic 2
## 2 cave.settlement palaeolithic 4
## 3 tell.settlement palaeolithic 0</pre>
<p><strong>Question:</strong> Do you see the difference? Describe the data new structure.</p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-3" class="smaller ">
<p>From this point on it is very easy and effortless to produce informative plots. We use the <code>ggplot2</code> package for this. Examples and documentation can be found at <a href='http://docs.ggplot2.org/current/' title=''>http://docs.ggplot2.org/current/</a> or in the <a href='https://cran.r-project.org/web/packages/ggplot2/ggplot2.pdf' title=''>manual</a> or in <span class="cite">Wickham (2009)</span> as well as <span class="cite">Zuur et al. (2009)</span> (for the last on check this <a href='http://www.cookbook-r.com/Graphs/' title=''>link</a>).</p>
<p><code>ggplot2</code> package is build on the ideas of "Grammar of graphics". More information about this broad topic can be found in <span class="cite">Wilkinson (2005)</span>.</p>
<p><code>ggplot2</code> expects "tidy" data. To get to know what this exactly is, look at <span class="cite">Wickham (2014)</span>.</p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-4" class="smaller ">
<pre class = 'prettyprint lang-r'>library(ggplot2)
ggplot(types2, aes(x=type,y=value, fill=variable)) +
geom_bar(stat="identity")</pre>
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width="720" /></p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-5" class="smaller ">
<p><strong>Exercises</strong></p>
<ol>
<li><p>Check the help of ggplot and reference pages on the internet to:</p>
<ul>
<li>change the theme of the plot; Don't know what a "theme" is? Check help!</li>
<li>reorder the x-axis.</li>
<li>give a title</li>
<li>change the direction of x-labels to make them readable</li>
</ul></li>
<li><p>Create a facet plot differentiated by period.</p></li>
</ol>
<p>In the end it might look like this and this…</p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-6" class="smaller ">
<p><img 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Pvss5MmTRo/fvw9pzl79uxZs2ZFRERs2rSpdevWQgibcy/27t27cOHCd955Z+7cuT4+PhcuXJg8eXLnzp2PHj3q5eVVWrcZGRlPPvmkr6/vtGnTLInJxYsXjx49qlar71lSmTkVcJw8efKDDz5wpGXnzp2nTJnizFgAAAAAAFSkWbNmnTlzJjQ01PJlu3btdu/e/fjjj7///vsff/yxtVlCQkLRvTp27PjNN9+0bNly2rRpPj4+JfbsyC6jR4/u0aPHzJkzLV/6+/vPnj07JycnISHhu+++s+4bHx8fExPz5ZdfWr4MCQkZN25cu3btOnTo0L59+5YtW9qfo1wul8vlQgiFQqFUlhARzJ49+/jx41WqVLF8WbVq1V27djVs2PA///lPXFxcad2OGjWqZs2a69evt3QuhKhevXr79u3tF+Mkp05RycjIqFq1qiMtq1atmpaW5sxYAAAAAABUpOHDh1vTDQulUvnuu+8uW7assLDQzo4NGzYMCQn5448/HB/LZpfLly/v3bt36tSpNs0mTJiwZ88e6xkip06d+umnn4qmLRYtW7YcNmyYnUNIHBcfH29NNyy8vLx69er1888/l7bLpUuXNm/evHDhQmu6UTGcGiwoKMjB2CI1NTUsLMyZsQAAAAAAqEjt2rUrvvGJJ57Iyso6e/as/X3DwsLS09Pva7iiu+zcubNNmzbFT+ioWbOmVqu1jr53796YmJjAwMDivfXr12/v3r33VUCJSrw3So0aNe7cuVPaLrt27Wrfvn21atWcH/2+OHWKSvPmzffv3//iiy/es+XevXubNGnizFgAAAAAAFSkGjVqFN+oVqtr1Khx7dq1hx56yLpx27ZtGzZsOH36dFpaWkFBgRAiLS3NZDLZ6dz+LufPn9+/f7/NoRMWubm52dnZlseXLl1q0KBBif03aNAgLS3t7t27ISEhDs22FDbHsFgoFAo7x7CcO3euUaNGzgxaNk4FHIMGDRo2bNibb77ZtGlTO81+/fXXzZs3f/vtt86MBQAAAABARSrtipi+vr45OTmWx3l5eX369ElNTX355ZfHjRtXpUoVlUolhIiJiSmtW0d2yczMfOmll956660Se7AGHzk5OaVdOEKr1QohdDqdkwGHnSuJliYrKysqKsqZQcvGqYBj4MCBX3zxRbdu3davX9+hQ4cS2+zevXvgwIG9e/fu3r27M2MBAAAAAFCR8vLyStyek5NjiQ+EENOnT9fpdL/++qtNEGBzL5KiHNnFx8dHr9dHRETYrzAoKEin05X4lGW7n5+f/R7Kg4+PT2lVlSunrsEhl8u3bdtWt27dmJiYTp06zZ8//8CBA4mJiadOndq/f//cuXPbtWvXvXv3Dh06fPXVV3Z+ugAAAAAAVDZ///138Y25ubk3btyoXbu25cstW7YMHz68+GEOt2/fLq1bR3apU6fOiRMn7llhnTp1SrsayNmzZ0NCQoKDg+/ZictFR0ff1wVWXcXZK5oGBQUdOHBg6dKl2dnZ48aNe+KJJ5o2bdqsWbNOnTpNnDhRq9Vu3bp169at3t7eLikXAAAAAICKUeKNQnbt2hUaGlqvXj3LlwUFBb6+vjZtjhw5YucKo47s0qVLlxMnTly8eNF+hbGxsQcPHrTeVKWojRs3dunSxf7uVkqlsrTDVcqgS5cuBw8etBPxlBMX3LJFLpcPGzbM8sM4fPjwrl279u7dm5iYePfu3d27d/fu3dv5IQAAAAAAqGBr1661yQ5yc3OnTJmSkJBgvQFqgwYNDh06VLSNXq+fOHFiQEBAad06skvz5s07deo0atQog8Fgp8I6der06tXrlVdeMZvNRbcfPXp0+fLlr7322r2m+P+FhYXd874wjmvWrNnjjz8+atQo+5dZdTlX3pPW39+/devW3bp169y5c5MmTaynJAEAAAAAIDnvvvtuTEzMxo0bb9++nZmZefDgwc6dO1erVu3111+3si1TkwAAIABJREFUtpkwYcKiRYvmzJmTlJR08+bNrVu3tm/ffsiQIa1atSqtWwd3WbFixbVr1x5//PHt27ffvHnzzp07p0+fXrBgwdChQ4s2W7BgwenTp3v16mU5aOLSpUvz5s3r2rXrhx9++Mgjjzg406effnr27NmHDx/W6XR//fWX/VTFEcuXLz99+nSXLl327NmTnJz8119//fTTT5MmTXKyW/ucusiohzGbzWaz2c6tbiSqImdkTQ0LCwutiaZEWbNGk8kk9VVhnYtHrnCXq8hvkfVHYzQapf6j8bBlVvS3mXsrcZ4nLTOj0Wh54AG/mYvygLkUXWZSv+way6zSsv5mtv6MpMuNy8wDvnsVrHv37s2aNZs+ffrIkSN1Ol1UVNTgwYNfe+01y01PLNq2bbtz587JkydPmzZNCNGyZctZs2Z17NjR5hiNohzcJTw8/OjRo3Pnzp0wYUJSUpJcLg8NDW3RokV8fHzRZqGhoYcOHfrkk09efvnlK1eueHt7t2nTZuPGjZ06dXJ8pm+++aZOp+vfv39ycnJkZOThw4dLvEOt4yzFz5kzZ9y4cVeuXFEoFOHh4U899ZQzfd6TzOY4ln+yd999Nykpaf78+aU1qPqz7VlSknDnsRx3l4B/qKpnSn01VWZ3Go91dwkAAADl4uDBgzNmzBBC7Nu3LzAw0N3lCCGE/i03v/VSzyr1LatWq/3999+jo6Mrsh44gyM4/o9SqVQoFHZOlBJCksm33Rm5WE5OjiWE9vf3l/o/cPR6fX5+vhDC29u7aEArRWazOSsrSwihVCqLX80INiryJZOfn6/X64UQPj4+ZbjBeKViMpmys7OFEF5eXj4+Pu4ux1nZ2dmW/0hX5HooJ9Zl5uvrq1RK++++0Wi03HNOpVJ5wPXLLctMJpP5+/u7uxZn5eXlFRQUCI9YZgaDITc3VwihVqs1Go27y3FWVlaW2Wz2jGWWm5trOWZeq9UqFAp3l+MU6zLTaDRqtboih/aAv9EVjGNepEXaf4FcSyaTyWQyu58xJBlwVOSnJmuooVQqpX6KivVwQYVC4QGfPC0P7rXCIUTFvmSsJzd6wDKz/vmXy+VSn4so8tvMA+Zi+dgpPGKZWX8unrHMrDxgLpYQTQihVCqlPh3r0c2etMw84w2A9b2lUqmUeo5mfW9W8ctM6tkQYJ+0P4ICAAAAAAAIAg4AAAAAAOABCDgAAAAAAIDkSfvsNQAAAAAAyoPlytaQEKeO4Bg4cOCePXtcVQoAAAAAAEDZOBVwrFu3LikpyVWlAAAAAAAAlI1TAYdKpQoICHBVKQAAAAAAAGXjVMBRq1ata9euuaoUAAAAAACAsnEq4BgwYMDSpUvz8vJcVQ0AAAAAAEAZOBVwvPHGG/7+/s8++2x2drarCgIAAAAAALhfTt0mVqvVHjx4cNy4cQ0aNEhISIiNjY2Ojvb29nZVcQCkLXOiuysAAABApaaeNd/dJcBzOBVwtG7dOicnR6fTJScnT5w4ceLEiUIIhUJRWvvCwkJnhgMAAAAAACiRUwHH4MGDXVUHAAAAAABAmTkVcCQkJLiqDgAAAAAAgDJzKuAAAPw/9u48IMpyb/z/PezLgIAggktSuOBylBKFEkUJJSuMbFGPGpg9KfIcNdPQp0zjccuF1DLN9bjlrnkMDMwlMRPMQhQ9sbgkqCCbDAPDNr8/5vnOb86wCNzDDEPv118z1/3hvj73eDPOfLgWAAAANNvuvRLDJjBxgtKwCUCHRO2iAgAAAAAA0BrocgTH7du38/Ly5HK5t7e3vb29Ds8MAAAAAADQAB2M4Lh7925ERISzs7OHh8egQYMCAgLS0tI0A+7fvz9x4sRHjx6J7wsAAAAAAKA2sQWOuLi4vn37Hjp0aMKECXv27ImNja0d4+bmdvHixd27d4vsCwAAAAAAoE6ipqikp6e//vrrISEhmzdvVs1JKS8vrzNy1KhRJ0+enDVrlpjuAAAAAAAA6iRqBMeyZct69uy5d+/eJ6640b9//8zMTDF9AQAAAAAA1EdUgSMhIeG9994zNTV9YqSzs3NeXp6YvgAAAAAAAOojqsCRm5vr4eHRmEiJRFLf7BUAAAAAAACRRBU47O3ti4uLGxN57949FxcXMX0BAAAAAADUR1SB49lnnz116lRjIk+ePDl48GAxfQEAAAAAANRHVIEjLCxs9+7dKSkpDYedO3cuLi5u4sSJYvoCAAAAAACoj6gCx/jx40eMGDFq1KiEhIT6YuLj40NDQ4OCgl577TUxfQEAAAAA0OZJpdKbN2/q56faGFEFDkEQjhw58sILL4wcOdLX13fJkiXHjx8XBCEjI+PcuXPr1q0bPnz4qFGjBgwYcPDgQV1kCwAAAADAX0V5ebm7u/vVq1db7QlbFTORP29tbX348OHjx4+vX79+8eLFlZWVgiBMmjRJEASJROLt7b1169awsDATE7GVFAAAAAAA/lLKy8sfPHjw+PFjdUtMTIyfn5+vr6+uTtiWiC1wqISEhISEhJSXl6elpT169Ki6utrR0bFXr14ODg46OT8AAAAAAH81Dg4OV69e7dOnj7rl119/9fPz0+EJ2xLdFDhUrKysnn32WR2eEAAAAACAv7K+ffuqH5eVlSUlJenwhG0MM0cAAAAAANBmZ2cnl8sTExNDQ0M7duxoYWHRqVOn999//9GjR7WDS0pKFixY0L17d0tLyw4dOkycODErK6t2WFFRUVRUVM+ePa2srJycnIKDg+Pj4xtOQ7166Jw5cxwdHdPT0/38/CQSiUQiGTBggGakRCJJSkoaO3Zsw9nWXo5UoVDExMT4+PjY29vb2tp279596tSpCoWiMa9Sq6KzAkdWVta3334bHR394Ycfzp07d8mSJYcPH87JydHV+QEAAAAA0BulUrlq1ap333137Nixly5dys7OPnDgQGZm5osvvqhafVItPz//+eefLywsPHz4cF5e3s8//+zm5ubr65uenq4Zdu/evYEDB2ZmZm7fvj07O/vy5cujRo1666231qxZ05h8Vq5cKZPJXF1dExMTKysrKysrf/31V82AhISEd955JzQ0tOFstRQVFQ0dOvRf//pXdHT0H3/8kZmZuW3btt69e1taWjb6pWotdDBFJTExcd68eRcvXhQEwczMzM7OrqamRiaTVVdXm5iYBAcHr1q1ysvLS3xHAAAAAADozddff52amurs7Kx66uLiEhcX17t37+++++6NN95Qh82YMePll19evny56qm9vf3KlStLS0sjIyN/+OEHddiUKVMCAgK2bNmietq+ffvZs2cPGTJk6NCh/v7+Pj4+DSdjYmKi2r7D1NTUzKyO7/IrV6789ddfn5itloiIiK5du+7fv1+9N0jHjh39/f0bTqZ1EjuCY/PmzUOHDi0uLt6wYUN6erpCoSgoKCgqKiovL7927dry5cuvXbvm7e0dFxenk3QBAAAAANCPadOmqesFKubm5iEhIRcuXFC3ZGZmJiQkLF68WOtno6Ki4uPj1TNEUlJSzp8/v2rVKq0wHx+f8PDw1atXi892ypQpT8xWS0ZGxpEjR7766qu2sfOpqGu4fv369OnTw8PDU1JSpk+f7unpqX5RzMzM+vTpM3fu3Js3b77yyitvvvlmdna2LhIGAAAAAEAfXnjhhdqN7u7ueXl56qexsbG+vr61J3R07dpVKpWmpaWpniYkJAQEBNS50+ibb76ZkJCgn2y1xMXF+fv7d+jQQXzvrYGoAkdMTIynp+fGjRvrHB6jYm1tvXv3bjc3t9qVKgAAAAAAWi1XV9fajaamplVVVeqnN2/ePH36tHNd5HJ5SUmJKiwjI6O+pRu8vLwKCgry8/P1kK2WGzdutKUtY0WtwXHmzJnw8HBzc/OGw6ysrMLCwvbs2SOmLwAAAAAA9OmJ33YFQSguLp46depHH31U51H1nJHS0lIXF5c6Y6RSqSAIMpmsffv2zc1UEBqXrZbHjx97eHiI6bRVEVXgyMnJ6dGjR2Mi+/Tpc/fuXTF9AQAAAADQ2tjY2CgUis6dOzcc5ujoKJPJ6jykarezs9N9ck9iY2NTX1bGSNQUFQsLC4lE0phIiURiamoqpi8AAAAAAFobT0/PK1euNCZMvR6HlrS0tPbt2zs5Oek6tSfr3r379evX9d9vCxFV4PDw8MjMzGxMZEZGxjPPPCOmLwAAAAAAWpugoKArV66kp6c3HDZ69Ohz586pN1XRdOjQoaCgoEZ2Z2ZmVlZW1uQs6xEUFHTu3LmHDx/q6oSGJarAMXbs2AMHDiiVyidG7tu376233hLTFwAAAAAArY23t3dgYGBERERlZWUDYZ6eniEhITNnztT6Bp2cnLx9+/Y5c+Y0sjs3N7f6RoI0w4ABA4YNGxYREVFTU6OrcxqQqALHrFmzZDLZp59+2kCMUqn85JNP8vPzZ8yYIaYvAAAAAABaoR07dty5c2fYsGEnTpzIycnJy8tLTU1dv359WFiYZtj69etTU1NDQkJUgyYyMjJiYmJGjhy5ZMmSgQMHNrKv1157beXKlb/88otMJrt7927DVZXG2L59e2pqalBQUHx8/IMHD+7evXv+/PmFCxeKPK1BiFpk1M7OLiEhITQ09IcffpgyZYqfn5+Hh4dqAVi5XH7nzp2LFy9u2bKloKAgNjbWICumAAAAAADQojp16pScnLxmzZqoqKisrCwTExNXV9fnnntuypQpmmGurq6JiYlffPHF9OnTb926ZW1t7evre+jQocDAwMb3NW/ePJlM9vbbbz948KBLly6//PKLeqMWMcmvXr169uzZt27dMjU17dSp0yuvvCLmnIYiacwEE0EQzMz+oxSiWjTU0tLS0tJSqVRqzSOSSP7jtF27dn322Wd79eq1bNkynSTdQhYvXpyZmblz5876AiTf6Wymkz4px1jrra/i4mJVBdHJycnERNT4IIMrKysrLS0VBEEqlVpZWRk6HVFqamoKCgoEQTA3N2/Xrp3e+uVX5onkcrlcLhcEwc7OztLSUm/9toTq6urCwkJBECwtLdtARbuwsLC6ulrQ2NrNeJWWlqpm6trb21tYWBg6HVGqqqqKiooEQbCyslL9QcWoFRQU1NTUSCQSkZsCtgYymay8vFwQhHbt2jVjk8JWpaKi4vHjx4IgWFtb29raGjodsfLz85VKpYmJiUEWL9StkpIShUIhCIKDg4PWdxOjo1AoSkpKBEGwsbGxsbHRZ9fx8fELFiwQBOHUqVMODg767Lo+u/c2atuKljNxQqO+EcMoNPat4YsvvmjRPAAAAAAAAJqtsQWOyMjIFs0DAAAAAACg2Yx7EgEAAAAAAIBAgQMAAAAAALQBFDgAAAAAAIDR0836w0qlMicnp6ioqOE9eAcMGKCT7gAAAAAAADSJLXA8ePDg448/Pnz4sGrbtoY1cktaAAAAAACAJhFV4Hjw4MHAgQOrqqpmzZrl6+vr7Oxsamqqq8wAAAAAAAAaSVSBY+nSpUql8vfff+/YsaOuEmrYZ599duXKlWPHjmm1y2Syb7/99tKlS4WFhQ4ODoMHD54wYYJUKtVPVgAAAAAAwLBELTL6/fffz5gxQ2/VjdOnT1dVVVlbW2u1l5SUzJkzJycnZ86cOVu2bPnoo48KCgo++OCDx48f6ycxAAAAAABgWKIKHPfu3fPy8tJVKg0rLCz85z//OW3atPLycq1DO3bscHZ2XrhwoZeXl6OjY48ePaKiojw8PL755hv95AYAAAAAAAxL1BQVqVRaVlamq1QatmHDhldffdXFxUVrpVK5XH769OklS5ZIJBLN9kmTJkVGRoaFhTk7O+snQwAAAABAk0ycwE4U0BlRIzj69et35coVXaXSgHPnzuXn54eGhtbehvbq1atSqbR3795a7Z07d+7SpUtycrIe0gMAAAAAAIYlqsAxderUHTt25OXl6SqbOhUXF2/btm3mzJmmpqbV1dVaR2/fvu3p6VnnD3bv3j0rK6tFcwMAAAAAAK2BqALH3//+d39//8DAwEuXLukqodq+/vrr4ODgp556qs6jubm5HTp0qPOQq6vr/fv3Wy4xAAAAAADQSohag0MikRw4cOD999/39fX18PDo16+fk5OTqalpffFbtmxpaheJiYk5OTlz585VPdVagEMQhLKysnbt2tX5s7a2tnK5vM5Dc+fOLS0trd1eXV1dXFxcfzoWjUi51WnwinSsqqpK9aCkpERvnbYQ9XChsrIyhUJh2GR0paqqSp/3A78yT6S+zeRyee0VlI1UZWWlfm+zFlFTU6N60AauRfM209vKWS1E/TGgoqKiDfzTqC5HqVS2gWtR32alpaVay6IZHfWvv0KhUH+wMV6q26ympqYt3WYymawt3Wa15+C3qPq+HxmQ5OxCwyagDPjMsAlAh0QVOARB2LFjx8GDBwVBKC4uzsjI0O17zePHjzdv3rxw4cIGiiaVlZVmZnVfhbm5eX3fS3/99dfam8j269dPqVQ2+BZjlN/W9PymacBOW0h1dXXtuVFG6kl3uM7xK9NYbek2q6mpUX9uawPa0rtZG/iqpsZt1mpxm7Va3Gatk/4/ALSZzxtAnUQVOH788cf333//73//+7Jlyzp37qyrnNQ2bdr04osvPvPMMw3EWFhY1PceV1lZaWlpqfOsAAAAAABAayOqwLF27doXXnhh586dLTFI7OLFi7dv3541a1bDYTY2NvWNsyotLbW2tq7z0O7du2vPdtm4cePt27cdHR3r762i4WRapwavSMdKSkpU9aZ27dqZmIha4cXgysvLVWO5bWxsjL1Sph6YamZmZmdnp8ee+ZV5grKyMtXMFFtbWwsLoxzwoqa+zSwsLGxtbQ2djliPHz9W/Y1Ln/dDC1HfZlKp1Nzc3NDpiFJdXa0agGlpaWljY2PodMQqLi6uqamRSCQODg6GzkUsuVyuGjZrZ2dX39BaY1FZWSmTyQRBsLKyqu+TpBEpKipSKpUmJib1zek2IqWlpRUVFYIg2NvbNzC+2yhUVFSo5stbW1tbWVnps+s28H800ABR/wNdvnz5o48+aonqRklJyTfffDN//vwnfhTr2LHj9evX6zz08OFDV1fXOg+5u7vXbjQzM5NIJMb+dlmbPq9IfTOYmpoae4FDnb+JiYmx3xXqf5c2eYfrnD5forZ0m6m1sdusDVyL+h2gDdxm6j9OcJu1Nm3pNlMP4Oc2a23a0m2m/gCg/9vM2D+iAw0TVeAoKCjo0qWLrlLRFBcXV1hY+L//+79a7UqlsqamZvLkyYIgPPXUU9HR0U8//fR3331X50nS09ODgoJaIj0AAAAAANCqiCpwuLm55ebm6ioVTSEhIXXWJmQy2X//93+vXbtWEATVAMi+ffsqFIq0tLTevXtrRmZnZ9+9e/e5555rifQAAAAAAECrImqE0ssvvxwbG6urVDRZWVk51kU1e1D1WLWUgIWFRXBw8K5du7SWud61a5e3t3enTp1aIj0AAAAAANCqiCpwREVF/fzzzwcOHNBVNs0zYcKEsrKyxYsX37hxo6io6I8//lixYsX169cjIiIMmxgAAAAAANAPUVNUOnfunJCQ8MYbbxw5cuTvf/+7t7e3q6ur/ldot7KyWr58+b59+1avXl1QUGBvbz9w4MC1a9c6OTnpORMAAAAAAGAQogocPj4+d+7cycvLy8rK2r9/v6qxgXWAVRuIimFvb3/s2LHa7VZWVmFhYWFhYSLPDwAAAAAAjJGoAsc777yjqzwAAAAAAACaTVSBIzIyUld5AAAAAAAANJuoRUYBAAAAAABaAwocAAAAAADA6FHgAAAAAAAARk/UGhxRUVFNil++fLmY7gAAAAAAAOokagTHofrt2LFj9erVK1asWLFixZdffhkbG3v16lVdJQ0AAAAAQEtTKBQxMTE+Pj729va2trbdu3efOnWqQqFQBxQVFUVFRfXs2dPKysrJySk4ODg+Pl7rJHZ2dmVlZRcvXgwJCXFxcbGysurevfv8+fMfP37c7EhBEEpKShYsWNC9e3dLS8sOHTpMnDgxKyur9gmVSmVycvKIESOkUqlEIlm3bl2dV5qTk7Ny5cohQ4a4ublZWlr26NFj6dKl1dXVmjHV1dWrVq3q3bt3+/btTU1NJRKJRCJxd3fv3LnzokWLmpRYCxFV4Mio34MHD0pLSxMTEydMmGBra7tp06bY2FhdJQ0AAAAAQIsqKioaOnTov/71r+jo6D/++CMzM3Pbtm29e/e2tLRUBdy7d2/gwIGZmZnbt2/Pzs6+fPnyqFGj3nrrrTVr1mieR6lUfvXVV2FhYW+//faVK1eys7O3b9+enJw8dOhQrcpF4yPz8/Off/75wsLCw4cP5+Xl/fzzz25ubr6+vunp6VonTEpKevvtt8PDw2/cuJGSkjJ+/Pg6L/bIkSN//PHHokWLkpOTHz58uGnTpr17986bN08zZvLkyd9///2RI0fy8/PlcvnevXvt7e2XLl167949dYGjkYm1EIlSqWzpPr744oslS5akpaW5uLi0dF9iLF68ODMzc+fOnfUFSL4r02c+uqIcY623voqLiysrKwVBcHJyMjEx7hVeysrKSktLBUGQSqVWVlaGTkeUmpqagoICQRDMzc3btWunt375lXkiuVwul8sFQbCzs1P/T2mkqqurCwsLBUGwtLS0s7MzdDpiFRYWqv5k4ezsbOhcxCotLS0rKxMEwd7e3sLCwtDpiFJVVVVUVCQIgpWVlVQqNXQ6YhUUFNTU1Egkkvbt2xs6F7FkMll5ebkgCO3atTM3Nzd0OqJUVFSovkVYW1vb2toaOh2x8vPzlUqliYmJk5OToXMRq6SkRPVncwcHBzMzURPtDU6hUJSUlAiCYGNjY2Njo8+u4+PjFyxYIAjCqVOnHBwc9Nl1fSRnFxo2AWXAZ/UdmjBhQmVl5f79++v7ajNy5MiuXbtu2bJFs1FVj/jpp598fHxULVKp1Nra+tq1a66uruqwqqqqYcOG+fn5rVq1St3Y+Mhx48Z169ZNaxWIiIiIzMzMH374QfOEXbp02bNnz7PPPtvw61BbWlqaj49PXl6e6i5NSkoaPXp0enq6o6OjOubLL7/cvHlzSkpKUxNrIfr4Cjpr1qzOnTvXNxIGAAAAAIBWJSMj48iRI1999VV91Y2UlJTz589rFh1UfHx8wsPDV69erdn43nvvadYsBEEwMzP7+OOPt23bVlVV1dTIzMzMhISExYsXa3UdFRUVHx//6NEjzcb+/fs3o7ohCIJqKsr169dVT8+fP+/n56dZ3RAEITAw8MaNG+qZLE1KrCXo6W/sr7/+OlNUAAAAAABGIS4uzt/fv0OHDvUFJCQkBAQE1DkQ5s0330xISNBsGTJkSO2wESNGPH78OC0tramRsbGxvr6+tcf/du3aVSqVap0wNDS0vkt4Ijc3N9UQXUEQTExMao/RMzU1NTExUdeAmpRYS9DT4C5PT887d+7opy8AAAAAAMS4ceNGnz59GgjIyMjw8vKq85CXl1dBQUF+fr56EqK7u3vtMEtLS3d39zt37vztb39TNzYm8ubNm6dPn65zIq1cLldNgFLz8PBo4Co0HT9+/ODBg6mpqQUFBRUVFcL/m02pOurr67tixYqSkhLNycinTp0KDAyUSCSqp01KrCXoqcBhaWlZ57qvAAAAAAC0No8fP264NFBaWlrfKpOqhaJkMpm6wFHfamu2traqhf/UGhNZXFw8derUjz76qM5IrfqCvb19vdfw/5SVlYWGhj569Gj69OmzZ892dnZWrdsVEBCgjvHz8xsyZMiYMWNiYmL69u1bWlp67NixFStWxMXFqWOalFhL0FOB49atW618hVEAAAAAAFRsbGxkMlkDAY6OjvUFqNo1RzqoFvyurbS0VGvZ7MZE2tjYKBSKzp07N5BekyxdulQmk128eFFrEop6aIbK3r17w8PD/f39zc3NbW1thw0b9uOPP3p6eqoDdJ5YU+ljDY6qqqqdO3f6+/vroS8AAAAAAETq3r27en3NOnl6eta3qERaWlr79u01dy/6888/a4fJ5fLs7OxnnnlGs7ExkZ6enleuXHniJTTe0aNH33vvvdpLbDx8+FDz6YULFx48eJCdnZ2fn3/37t1du3ZpVjdaIrGmavECR3p6+tixY2/cuKG1gy4AAAAAAK1TUFDQuXPntL7haxo9evS5c+fq3Bnk0KFDQUFBmi0XLlyoHRYXF+fq6tqzZ8+mRgYFBV25ciU9Pb0xF9IYFRUVtTfGTkpKUq8wqrJkyZKoqCjNkSladJ5YU4kqcAxs0IABA9zd3Xv06PHzzz8fPHiweTvTAAAAAACgZwMGDBg2bFhERIR6lU0tnp6eISEhM2fOVCqVmu3Jycnbt2+fM2eOZuPevXu1SiFyuXzRokWRkZFa29A2JtLb2zswMDAiIqKysrLZF5iUlFRcXKx67OXllZiYqHlUoVDMnz+/Xbt2mo329vZnz56Vy+X1nVMniYnRggWOIUOGTJ069fDhw3fv3h0zZoyuMgYAAAAAoKVt3749NTU1KCgoPj7+wYMHd+/ePX/+/MKFC9UB69evT01NDQkJUY31yMjIiImJGTly5JIlSwYOHKh5qo8//jggIODQoUMPHz4sLi4+d+7ciy++2KFDhw8//FCr00ZG7tix486dO8OGDTtx4kROTk5eXl5qaur69evDwsIac2m3b98ePHjwxx9/rHoaFRW1cePG1atXZ2Vl5eTkHDt2zN/ff/LkyYMGDdL8qbVr127bts3W1tbMzMzMzMzOzq5fv34LFy7U3B5FZGIiiVpkdOPGjbrKAwAAAACA1qNTp07JycmrV6+ePXv2rVu3TE1NO3Xq9Morr6gDXF1dExMTv/jii+nTp9+6dcva2trX1/fQoUOBgYFap3rppZcGDBiwdOnSadOmyWQyDw+PSZMmzZkzR7VZSTMiVbmtWbMmKioqKyvgmayXAAAgAElEQVTLxMTE1dX1ueeemzJlSmMuzd7e3sXFpVu3bqqnfn5+sbGxn376aXR0tCAIPj4+K1asGD58uOawjh9//PGDDz6Iiory9vZWLS9SWlqakZGxZs2aU6dOXbhwQbUiqcjERJJoDaf5K1u8eHFmZubOnTvrC5B8V/d6tq2ccoy13voqLi5WDUZycnLSGmpldMrKylT7MEmlUisrK0OnI0pNTU1BQYEgCObm5lrDzFoUvzJPJJfLVWP87Ozs6tsSzFhUV1erZmlaWlo2MDPTWBQWFlZXVwt62c+spZWWlqrWY7e3t6/9Kcq4VFVVFRUVCYJgZWWltea8MSooKKipqZFIJOpNBI2XTCYrLy8XBKFdu3a116gzLhUVFY8fPxYEwdrauvaMdKOTn5+vVCpNTEw0Fzs0UiUlJQqFQhAEBwcHMzM97QXZQhQKheov3jY2NjY2NvrsOj4+fsGCBYIgnDp1ysHBQZ9d10dyduGTg1qSMuCzlu5CKpX+9ttv3bt312GknuXm5vbp0+enn37y8vLSOlRYWNi1a9f4+Hg/Pz+D5KbJuL+CAgAAAADQyqn+cKLbSH06ceKEh4dH7eqGIAiOjo49evSoc/MX/aPAAQAAAAAA6pWbm1vfaCOlUnn//n03Nzc9p1QnHQzuevDgwcGDB3///feCgoKG10o9ceKE+O4AAAAAAIDeqJYFefjwoaurq9ahnTt3WlhYtIb5KYL4Asc333zzj3/8Q6lU9uvXr2PHjsY+HQ4AAAAAAGgaNWqUv7+/aoOYwYMHOzs7y+Xy69ev79mzZ9++fcePH28lpQBRSZw5c2batGlTpkz5/PPP28DCRQAAAAAAQItEIjl27NiGDRuio6PT0tLKy8ulUmnPnj2Dg4OvXbvm4uJi6AT/j6gCx5o1a3x9fTdv3qzaDwYAAAAAAGiSyWQ6j9Q/c3PzmTNnzpw509CJNETUIqO//PLL+PHjqW4AAAAAAADDElXgKCoq6tKli65SAQAAAAAAaB5RBQ4HB4eysjJdpQIAAAAAANA8ogocnp6eN2/e1FUqAAAAAAAAzSOqwDFmzJgDBw7U1NToKhsAAAAAAIBmELWLSmRk5Ndffz1//vwVK1boKiEAAAAAwF+EMuAzQ6eAtkPUCA6pVJqQkHD48OFhw4Z9++23t27dqqio0FVmAAAAAAAAjSRqBEf//v3v3btXUFCQmZn5008/qRpNTU3ri6+qqhLTHQAAAAAAQJ1EFTjee+89XeUBAAAAAADQbGLX4NBVHgAAAACAvxrJd2WGTUA5xtqwCUCHRK3BAQAAAAAA0BpQ4AAAAAAAAEaPAgcAAAAAADB6FDgAAAAAAIDRo8ABAAAAAACMHgUOAAAAAABg9ERtEwsAAAAAbZXio3+00Jnt1F20zPktV6xrmRMDrRojOAAAAAAAgNGjwAEAAAAAAIweBQ4AAAAAAGD0dLkGx+3bt/Py8uRyube3t729vQ7PDAAAAAAA0AAdjOC4e/duRESEs7Ozh4fHoEGDAgIC0tLSNAPu378/ceLER48eie8LAAAAAAA9kEqlN2/eNHQWaAKxIzji4uLefvttKyurCRMm+Pr6Ojo6jh49WivGzc3t4sWLu3fvnjVrlsjuAAAAAEA/DvZfb+gUmmmiwC4q+CsSVeBIT09//fXXQ0JCNm/erJqTUl5eXmfkqFGjTp48SYEDAAAAAAC0BFFTVJYtW9azZ8+9e/c+ccWN/v37Z2ZmiukLAAAAAACgPqIKHAkJCe+9956pqekTI52dnfPy8sT0BQAAAACAPpmYsPGoMRH1r5Wbm+vh4dGYSIlEUt/sFQAAAAAAWiELC4tffvnllVdecXZ2trKy6tmz54IFCx4/fqwVZmdnp1Qqk5OTR4wYIZVKJRLJunX//zIoRUVFUVFRPXv2tLKycnJyCg4Ojo+Pr30GuVyemJgYGhrasWNHCwuLTp06vf/++1qbdXz44YeSukRERGiGlZSULFiwoHv37paWlh06dJg4cWJWVlbDV5qTk7Ny5cohQ4a4ublZWlr26NFj6dKl1dXVmjHV1dWrVq3q3bt3+/btTU1NVV27u7t37tx50aJFYnrXFVEFDnt7++Li4sZE3rt3z8XFRUxfAAAAAADok2rWwjvvvJOSknLv3r2NGzdeuHDB399f64uwUqlMSkp6++23w8PDb9y4kZKSMn78eNWhe/fuDRw4MDMzc/v27dnZ2ZcvXx41atRbb721Zs0arTOsWrXq3XffHTt27KVLl7Kzsw8cOJCZmfniiy9WVlaqw5YuXVryny5fvmxnZzdz5kx1TH5+/vPPP19YWHj48OG8vLyff/7Zzc3N19c3PT29gSs9cuTIH3/8sWjRouTk5IcPH27atGnv3r3z5s3TjJk8efL3339/5MiR/Px8uVyuWq1i6dKl9+7dUxc4mte7rkiUSmWzf3jUqFGdO3feunWruqW8vNza2vrixYu+vr6akaNHj7axsTl06FDzM215n3zySVZW1pdffllfgNNPVvrMR1cKhupv7ExNTY3qjmrMxKVWTn0tJiYmEonE0OmIpS6+6vOfhl+ZJ2qTt5lEImkDgzl5N2u1VLdZW7oWgduslVEqlTU1NUKbuBaB20y07+Oc9NORzr38UkGd7WfPnl2yZIkgCKdOnXJwcNBvUnWTfFdm2ASUY6zrOySVSh0cHH777TfNv9ZXVFQMGzbM19c3JiZGM7JLly579ux59tlntU4ycuTIrl27btmyRbMxOTl56NChP/30k4+Pj/oMdnZ2qampzs7O6rDKysrevXsvW7bsjTfeqDt5pXLo0KGjR4+eP3++unHcuHHdunVbvny5ZmRERERmZuYPP/xQ38XWlpaW5uPjk5eXZ2NjIwhCUlLS6NGj09PTHR0d1TFffvnl5s2bU1JSdN5784jaRSUsLCwsLOwf//hH//79Gwg7d+5cXFzc0aNHxfSlB6oBNhYWFoZORMfqvCKzz+bXbmz9qhYu019fVVWqWqmZmZmxfyZQKpXqrwRt7w7XOX2+RJWVlVVVVQK3WeujnlbZBq6lLd1mNTU16tvM3Nzc0OmIVV5ervq21pZuM3Nzc2MvcVZXV1dUVAht6zZrGx9xKyoqVO8AbeA204P6/sXNzER9AfwLmjBhgtZcBAsLi08//XT8+PGff/655rtE//79a1c3UlJSzp8/f//+fa12Hx+f8PDw1atX79u3T904bdo0zeqGIAjm5uYhISEXLlyor8Dx9ddfl5aWzp07V92SmZmZkJCQk5OjFRkVFfXUU089evRIq4sGqKaiXL9+XVWFOX/+vJ+fn2Z1QxCEwMDADz74oLq6WvUZQ4e9N4+o+3v8+PE7d+4cNWrUrl27goKC6oyJj48fN25cUFDQa6+9JqYvPTA1NTUxMbG1ta0/xMDFxeap84oU+s9DFxr819GxsrIyVYHDwsLCysooRyKo1dTUqL6tmZqa6vM1bEu/Mi1ELpervhJYWlpaWlrqrd+WUF1drbrNzMzM9HubtQj1x+g2cC2lpaWq28zKysrYv+FUVVUpFAqhrdxmCoVC9c2zDVyLTCZT32bGXhSoqKhQFTjMzc3bwD+N6p25bdxm6hKntbU139KfqL5/cWP/vKF/L7zwQu3G4cOHy2SytLQ0zb/0h4aG1o5MSEgICAioc7DMm2++qVW2qLMvd3f33377rc7c/vzzz08++eTUqVOavxGxsbG+vr61/6G7du0qlUrT0tKGDh1a59nq5ObmVlhYqHpcZ9lX9SVaXXPUbe/NIPat4ciRIxMnThw5cuTgwYNfffXV7t27C4KQkZGhUChSUlKOHj169uzZ4cOHHzx4UBfZAgAAAACgJ126dKndaGlp2alTpzt37mgWOOrcfyMjI8PLy6vOM3t5eRUUFOTn57dv317V4urqWjvM1NRUVUGubfr06e+//763t7dm482bN0+fPl3nQAm5XF5SUlLnqVSOHz9+8ODB1NTUgoICVam3oKBANWtPEARfX98VK1aUlJTY2dmpf+TUqVOBgYHqWWNietcJsQUOa2vrw4cPHz9+fP369YsXL1b9xXvSpEmCIEgkEm9v761bt4aFhTGKDAAAAABgXKyt616hw9raWi6Xa7bY29vXDistLa1vtw2pVCoIgkwmUxc4mjQCbu/evRkZGYcPH9ZqLy4unjp16kcffVTnT9U3Q6SsrCw0NPTRo0fTp0+fPXu2s7OzatRnQECAOsbPz2/IkCFjxoyJiYnp27dvaWnpsWPHVqxYERcXJ7J3HdLN4K6QkJCQkJDy8vK0tLRHjx5VV1c7Ojr26tWrlaxbAwAAAABAU6mX5dIik8lUFYqGOTo6ymSy+s4gCILmaIjGe/To0ezZsw8fPlx7MoiNjY1CoejcuXOTTrh06VKZTHbx4kWtIovWgr579+4NDw/39/dXTeIbNmzYjz/+6OnpKbJ3HdLl7DUrK6vaq6oAAAAAAGCMsrOzteaACIIgl8tzcnKefvrpJ/64p6fn999/X+ehtLS09u3bOzk1Z6eemTNnvvnmm0OGDKmzxwMHDjT1hEePHp07d27tISQPHz7UfHrhwoUHDx5kZ2fXV5dpXu86xMwRAAAAAADqcOHChdqNJ0+e7NChQ69evZ7446NHjz537tyjR49qHzp06FB9O3U0LDY2NjExUWsfVrWgoKArV66kp6c36ZwVFRW1F6ZNSkpSrzCqsmTJkqioqAZGnTSvdx0SVeCIjIxsZOobN24cMWKEmL4AAAAAANCnnTt3apUnysrKFi9ePGPGjMYsNOnp6RkSEjJz5kzVvuBqycnJ27dvnzNnTlPzKSkpmTZt2qZNm+qbIOPt7R0YGBgREaFaH7MBSUlJxcXFqsdeXl6JiYmaRxUKxfz589u1a6fZaG9vf/bsWa3FR5rXewsRVeD46quvsrOzGxPZwN42AAAAAAC0Nra2tqtXrw4ICDh69GheXl5RUdGZM2defPFFJyenefPmNfIk69evT01NDQkJOXfu3MOHDzMyMmJiYkaOHLlkyZKBAwc2NaWPPvpoyJAhAQEB5f9Js6CwY8eOO3fuDBs27MSJEzk5OXl5eampqevXrw8LC1PH3L59e/DgwR9//LHqaVRU1MaNG1evXp2VlZWTk3Ps2DF/f//JkycPGjRIs/e1a9du27bN1tbWzMzMzMzMzs6uX79+Cxcu1NwepTG9txw97SCtVCpLS0v10xcAAAAAACL16NFj3LhxnTp1WrZs2bvvvltWVvbMM89MnDhx9uzZqk1GGsPV1TUxMfGLL76YPn36rVu3rK2tfX19Dx06FBgY2NR8iouLN27cqFQqv/32W61Df//733fv3q163KlTp+Tk5DVr1kRFRWVlZZmYmLi6uj733HNTpkxRx9vb27u4uHTr1k311M/PLzY29tNPP42OjhYEwcfHZ8WKFcOHD9cc1vHjjz9+8MEHUVFR3t7eqqVDSktLMzIy1qxZc+rUqQsXLqhWJG1M7y1HTwWOs2fPuru766cvAAAAAABEOn/+vCAI/v7+/v7+DUfWt1WKir29/cKFCxcuXNiMM8yaNUv9uF27djU1NQ1noo5cvHjx4sWL6wtwcnLKzc3VbBkxYkTtZSU2b96sepCbmztu3LiffvrJy8tLM2Dw4MGjR4/u2rXrL7/84ufn18jeW06TCxxFRUWaT2UymVaLJoVCce/evf37969bt64Z84sAAAAAAIBhnThxwsPDQ6u6oeLo6NijR48///xTXeAwoCYXOF577bWUlBR1UePVV1994o+YmJhMmDBBNdYFAAAAAAAYkdzcXBsbmzoPKZXK+/fvu7m56TmlOjW5wHH27FlBEG7duhUbGxsZGblgwYI6qzgqpqamjo6O3t7erq6uYrIEAAAAAD2bZFvvbhGt3ERDJ4A2ZsCAAUuXLn348GHtr/Y7d+60sLBoDcM3hGavweHh4TF9+vRFixYFBQUFBAToNCUAAAAAANBajBo1yt/fX7X5y+DBg52dneVy+fXr1/fs2bNv377jx4+bmelpfc+GNT8JExOTBQsWMDQDAAAAAIA2TCKRHDt2bMOGDdHR0WlpaeXl5VKptGfPnsHBwdeuXXNxcTF0gv9HVJVl9uzZusoDAAAAAAC0Tubm5jNnzpw5c6ahE2mIiaETAAAAAAAAEEvUCI6oqKgmxS9fvlxMdwAAAAAAAHUSVeA4dOhQfYdkMll+fn5VVZUgCLa2tk8//XTnzp3F9AUAAAAAAFAfUQWOjIyMBo5WVFQkJydv2LDh1KlTmzZtaiXbxgAAAAAAgLanBdfgsLCweOGFF/bs2TN//vyQkJC8vLyW6wsAAAAAAPyV6WOv2lmzZv3zn/9ct25ddHS0HroDAAAAABgF5RhrQ6eAtkNPu6i8/vrrsbGx+ukLAAAAAAD81eipwOHp6Xnnzh399AUAAAAAAP5q9DFFRRAES0vLx48f66cvNMbB/usNnUJzTBTWGToFAAAANETx0T9a4rQWgmAhCIIgVAtCdUt0IAiWK/ioCRg3PRU4bt265eLiop++AAAAAABG4UGkzLAJdPxSatgEoEP6mKJSVVW1c+dOf39/PfQFAAAAAAD+glq8wJGenj527NgbN27MmzevpfsCAAAAAAB/TaKmqAwcOLCBo1VVVbm5uffv33d2dj548OCzzz4rpi8AAAAAAID6tGCBw8zMzMnJacCAAS+99JK1NZsbAwAAAACAliKqwLFx40Zd5QEAAAAAANBsetpFBQAAAMBfwcH+6w2dQjNNFNgmFjBu+thFBQAAAAAAoEVR4AAAAAAAAEaPAgcAAAAAADB6jS1wfPbZZ2aiteiVAAAAAACAv6zGFh2Cg4OdnJxaNBUAAAAAAIDmaWyBY9CgQYMGDWrRVAAAAAAAAJqHNTgAAAAAAPgP5eXl7u7uV69eNXQiaAIKHAAAAAAA/Ify8vIHDx48fvzY0ImgCXS58GdJScmNGzcKCwslEomjo6OXl5dUKtXh+QEAAAAA0AMHB4erV6/26dPH0ImgCXRQ4FAqlbt3796wYUNSUlJNTY263cTEZNCgQZGRkRMmTJBIJOI7AgAAAABAP/r27WvoFNA0YqeoF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width="720" /></p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-7" class="smaller ">
<p><img 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EKIRo0aNWrUSEuDzp07X758Wf+JAAAAAAAAiqXXLSoAAAAAAACmgAIHAAAAAAAwe7reohIaGqr/ZHv37tV/EAAAAAAAADW6FjjS09PVtlhaWtrY2FhbW//zzz/nzp0TQri5udWqVcvJycnCwiItLe3u3btPnz4VQrRv375///48JhYAAAAAAJQTXQschw8f1rR95MiR77///oQJExo0aKC29+7duxs3bly/fv2sWbN69+6tV6QAAAAAAAAa6PUUlbi4uCFDhmzbtm3gwIHFNqhZs+Ynn3zSoUOHYcOGXbp0yd/fX5/pAAAAAAAAiqXXIqMrVqzo0KGDpuqGSs+ePbt06fLFF1/oMxcAAAAAAIAmehU4jh49GhISokvLXr16RUdH6zMXAAAAAACAJnoVOB4/fuzt7a1LSx8fn4cPH+ozFwAAAAAAgCZ6FThsbGwyMzN1aZmRkWFjY6PPXAAAAAAAAJroVeCoV6/e2bNndWl58eJFHhMLAAAAAADKiV4FjoEDB27durXEe09SUlK+/fbbvn376jMXAAAAAADmq2fPnqGhocaOojLTq8AxdepUNze3rl27/vnnn5raPHr0KCQkxMLC4r333tNnLgAAAAAAAE2k+nR2cHA4duxYSEhI8+bNX3vttZ49ewYGBlapUkUqlaalpd26devEiRN79+51cnI6fPiwi4uLoYIGAAAAAFQCKSkprq6uhbdYW1u7uLjUq1evY8eO48aNq1OnTnnHsH79+iVLlly7ds3R0bG850K50qvAIYSoU6fOlStXvvzyy23btr3//vsKhaLwXl9f36lTp3744YdqpywAAAAAAEqTJk0KDg5W/jsrKysxMTE2Nnbt2rUrVqyYN2/enDlzynX22NjYBw8e3Lt3r1GjRuU6EcqbvgUOIYRMJps+ffr06dNfvnx58+bNlJQUuVzu5OTk7+/v6+ur//gAAAAAgErs1VdfLbo4RWpq6sSJE+fOnevm5jZx4sTym33AgAFJSUn169cvvylQMQxQ4FBxcnJq1aqVAQcEAAAAAPw7OTs7R0RE3L59e968eW+//baVlVU5TRQSEhISElJOg6Mi6bXIKAAAAAAA5cTCwiIsLOz58+fnzp0zdiwGYGlpaewQKjkKHAAAAAAAExUQECCEuH//ftFdu3bt6tmzp4eHh42NTfXq1cePHx8XF1e02dq1a1u3bi2EyMjIWLBgQf369W1sbCQSyYgRI1QNpNLib25QKBTfffddSEiIp6entbW1h4dHz549IyIi1FafLCwjI+PTTz9t1aqVq6urra1tnTp1Jk2aFB8fL4SwsbEp/S8ApWCAW1QSEhL27Nlz+fLlFy9eyOVyLS2joqL0nw4AAAAA8C+hvOrBwuJ/vpvPysoaPHjwsWPHRo4cOWrUKFdX1/j4+I0bNzZu3Hj//v09e/ZUGyQjIyM9PT04ODg1NXXcuHH+/v4pKSm1atXSPnVqamr//v1Pnz4dGhq6ePFiNze3Z8+eHT16dOzYsd98883BgwednJzUuty5c6dbt27Pnz8fPXr0lClT7O3tHz169NNPPzVt2nTPnj3W1tZ5eXl6/0qgkb4Fjg0bNkydOlWhUDRu3NjT01NT3QvAv1zOzKnlMazqQV455TG6EDbLVpfPwAAAANDJnTt3hBA1a9YsvHHkyJGxsbHnz59v0qSJamNYWNiwYcOGDh36119/+fn5FW6fnp4+bdo0Ly+vU6dO2dra6jJvQUHBwIEDb9y4ce7cuWbNmqm2T5gw4ffff+/Tp8+gQYOOHj0qkUhUu7Kzs0NCQqysrK5du1Y4gClTpuzbt++NN96oXbu2WmAwLL3qESdOnAgLCxs/fvzy5cvd3NwMFRMAAAAAAEKIHTt2eHl5tWzZUrXlxx9/3Ldv388//1y4uiGEkEql33zzTZ06dZYuXbpu3brCux4+fBgdHX3jxg0dqxtCiG3btp04ceLEiROFqxtKbdu23b59e+/evXfs2DFy5EjV9q+++iouLi42NrZoFWPQoEGnTp364osvKHCUK73W4Pjss8/atGmzceNGqhsAAAAAAMP67LPPoqKili1bVvgWldWrV7du3bpHjx5F2zs7Ow8fPnz37t1q2/Pz8ydPnuzo6Fi0iyZffvll586dg4ODi90bEhLSpk0btTLK1q1be/TooVZ2UZkwYYLus6Ns9CpwnDlzZvjw4YWvyQEAAAAAoFRycnLS09PT09NTU1MfP3585syZtWvXtmnTZtasWatWrRo1apSqZXZ29smTJ/v06aNpqDZt2jx//vzevXtq20v1INiXL19evHhxwIABWtoMGjTo3Llz6enpyh/T0tKuXLnSq1cvTe0bNGjAlQHlTa9bVFJSUrjABgAAAACgj7CwsLCwsMJbPDw8+vbt+8033wQGBhbefv36dblcXq9evezs7GKHcnV1FUIkJibWqFGj8Pa6devqHs+NGzcKCgoaN26spc0rr7xSUFBw/fr1Vq1aCSFu3rypUCjUolVT4rKm0JNeBQ4XF5esrCxDhQIAAAAA+Bf6+OOPldc+WFhY2Nvbe3h4eHp6FtsyKSlJCDF06FDtA2ZmZhb+0dLSUvfVN4QQycnJQogqVapoaVO1alVVSx27FH3qCgxLrwJHnTp1bt68aahQAAAAAAD/QnXr1m3fvr0uLfPz84UQERERderU0dIsICBAn3iUjwdVKBRa2ij3qlZskMvlqo6aqD3sFganV4Gjf//+W7dunT9/PscJAAAAAFDelHeg+Pn5tWnTpvxm8fDwEEI8f/5cSxvltSTKeMT/XZ2RlpampUtaWpqzs7PBokQRehUmJk+enJmZOXv2bENFAwAAAACAJvXr15dIJH/++We5zuLv729tbX358mUtba5cuWJhYdGwYUNVFyHErVu3tHS5e/eu4WJEMfQqcDg4OBw9ejQyMrJTp047d+78559/cnNzDRUZAAAAAACFubq6NmvW7MCBA+U6i4ODQ3Bw8P79+7W02bdvX6tWrRwcHJQ/+vr6+vj4nDhxQlP7u3fvPn361MCB4n/pVeBo0qRJUFDQnTt3fvvttxEjRtSqVcvGxkaqmaGCBgAAAAD8O02aNOnEiRPHjh0r11nCwsJiYmKOHDlS7N5Dhw6dPXt24sSJhTeOHj167969jx49KrbLxo0bDR8l/pdeRYe3337bUHEAAAAAAFCisWPHbt++fdiwYQcOHCh2adKEhARND2HR3cCBA/v27TtixIiffvpJ+SBYlTNnzowePbpz584jR44svP3DDz/csmXL66+//tNPP6mttfHzzz+vX79ex4VUUWZ6FTgmT55sqDgAAAAAACiRhYXF/v37hwwZ0rFjx5CQkNdee83Hx0cI8ezZsytXrhw+fDgoKGj79u36T7Rr167hw4e3bdt28ODB3bp1q1q1alJSknKVhg4dOuzfv1/1CBUlV1fXQ4cO9erVq379+uPHj2/evLmdnd3jx4+jo6N/+eWX7du337x588yZM/oHBk24bQRARdjTZI2xQyiLkWK1sUMAAACAOmdn5yNHjuzfv3/79u3Lli179uyZTCZzd3evU6fOlClT1C6sKDM7O7v9+/dHRUV9/fXX4eHhT58+dXV1bd68eURExPDhw9WqG0rNmjW7efPmf//734MHD65bty43N9fHx6dXr16XLl3y9/eXy+UUOMoVBQ4AAAAAgHG4uLgoFIqy9R04cODAgQNLbDZ58mTtNx9oaWBhYdGvX79+/frpHpWLi8v8+fPnz59fdJeOAaPM9FpkFAAAAAAAwBSU7gqO4cOH//HHH2FhYbNmzRJChIaGlqr73r17S9UeAAAAAABAF6UrcGRkZOTm5qanpyt/TElJKYeQAAAAAAAASkfXAkdiYqKjo+PBgwcLbyzvJw8DAAAAAADoQtc1OKZMmTJnzpxyDQUAAAAAAKBsdC1wHDt2rGPHjmobo6Kinj9/buiQAAAAAAAASkenAkdBQcGLFy9cXV3Vtvft2/fq1avlEBUAAAAAAEAp6FTgsLCw8PLyopYBAAAAAABMk663qAwZMmTRokUxMTHlGg0AAAAAAEAZ6PoUlfDw8D///LNDhw41a9asV6+eg4ODRCIRQsyfP9/d3V3HQfbu3VvGMAEAAAAAADTTtcDh5OR04sSJY8eOHTt2LC4uLj09PScnRwiRnp5uZWVVfvGlp6fv3Lnz7NmzycnJLi4urVu3HjFihIODg5Yu+fn5J06cOHHiRHx8fE5OTrVq1dq2bfv666/LZLLyixMAAAAAABiRrgUOIYREIunevXv37t2VPyoUCkdHx1WrVgUHB5dLaEKkpaXNmDHD29v7gw8+8PT0fPbs2b59+6ZPn75y5UonJ6diuyQnJy9atMjKyqp3794NGjSwsLCIi4vbtm3bpUuXli5damNjU06hAgAAAAAAI9J1DY6iJBJJYGCgAUMpasuWLVWrVp03b17Dhg1dXV3r1as3a9Ysf3//DRs2aOri6Og4aNCg5cuXd+rUycPDw93dPSgoaPny5S9evIiOji7XaAEAAAAAgLGU4gqOoiZMmODt7W2oUNRkZmYeP378k08+US72oTJq1KjJkyePHTu2atWqRXtJpdIOHTqobXR0dOzRo8elS5cGDBhQTtECAAAAAEorZ+ZU4wZgs2y1cQOAAZX9Cg4hxPjx4+vVq2eoUNRcuXLFwcEhICBAbbuvr6+fn9/58+dLNZqXl1dGRobhogMAAAAAACZErwJHubp7926dOnWK3VW3bt34+PhSjZacnKz7014AAAAAAIB50esWlXKVmJhYrVq1Ynd5eHhcvXq1VKNduHChffv2mvbGxsbm5eWpbczKylIoFHK5vFQTmb4Ky0j1Ky0oKDD3XyO5/GtV2K8oPz9f+Y9KcFzIxTSRi2kiF9NUUFCg+ge5mA5yMQjVSxWolEy3wJGVleXs7FzsLnt7+8zMTN2HunbtWnx8/Jw5czQ1mDFjxsuXL9U2Nm7cOD8/PzU1VfPA9rrHYDq0ZlQucnNzc3NzK3jSckIu/zYV/3qRy+UVP2k5IRfTRC6miVxMU2XKJS8vj1xMUMXnUqqPUYDZMd1bVORyuVRafP3FysoqJydHx3Gys7PXrl07evRoe3uzrEcAAAAAAIASme4VHNbW1kVvG1GSy+U2Nja6DKJQKFauXFm9evXevXtradanT5/s7Gy1jU+ePJHL5TKZTMeAzUWFZVRQUKC8QMDS0tLKyqpiJi0n5PKvVWGvF4VCoazbVoLjUpnOMXIxTeRimipTLpXpPVmVi4WFhbW1tbHD0Qu5GIS5n9KAdroWOO7du+fj46PpkoryYGdnp+kCqoyMDFtbW10G+eqrr1JSUj755BPtzaZPn15048KFC1NTUx0cHDT3y9IlBlOjNSNDksvlyj90rKysKmzSckIu/1oV9ivKy8tT/qEjlUrN/bjk5eUpzzFyMSnkYprIxTTl5+dXmvdkcjFNRsyl8n19CxSm6y0q/fr1W7FiRbmGosbT0zMxMbHYXU+fPvXw8ChxhG3btl2/fn3+/Pk6Xu4BAAAAAADMlK4Fjr///rtp06ZqG6Oiop4/f27okP6/WrVqxcXFFbvr9u3bNWvW1N49MjLy9OnT4eHhjo6Ohg8OAAAAAACYEp0KHMprqIpePdW3b9/SPq5Vd40aNcrJybl+/bra9kePHt2/f79FixZa+kZHR0dHRy9evNjV1bWcwgMAAAAAAKZDpwKHpaWlp6fnlStXyjuawqytrXv27BkREaF6TLRSREREs2bNfHx8VFtu3bpVeLWOX3/9dffu3eHh4e7u7hUXLgAAAAAAGjg4ONy8edPsAjB62KWi6y0qoaGhixYtiomJKddo1IwYMSIrK2vhwoU3btxISUm5devWsmXLrl27NnHiRFWbxMTEGTNmREREKH88e/bsl19++c477+Tn5z8sotI8MRsAAAAAgLLJzs729vY24EUMBh+wbHR9KsrixYv//PPPDh061KxZs169eg4ODhKJRAgxf/583S+U2Lt3b6mCk8lkS5cu3bVr16pVq168eOHk5PTqq6/+97//dXNzU7WxtbV1dnZWrTkaFRWVnZ29dOnSYgccMGDA+PHjSxUDAAAAAACVSXZ2dkJCwsuXL1VbPv/886CgoDZt2hhqQKPQtcDh7Ox88uTJo0ePHjt27M6dO+np6VlZWUKI9PT0cn2WskwmGzt27NixYzU1cHR0VF2+IYQIDw8vv2AAAAAAADB3Li4uV65cCQwMVG25ePFiUFCQAQc0Cl0LHEIIiUTSo0ePHj16KH/My8tzdHRctWpVcHBwuYQGAAAAAADKQaNGjVT/zsrKOnfunAEHNBZd1+AoSiqVGr08AwAAAABAeXB0dMzKyvrjjz/69evn7u4uk8nq1q07e/bsojdiPH78eMWKFe3bt/fy8rKxsalXr96SJUvy8/O1DK5jl7S0tI8//rhu3bo2NjbVqlUbOXJkfHx80dFSUlJmzZpVv359mUzm5ubWs2fPI0eOaM9OtXroBx984Orqevv27aCgIIlEIpFImjZtWrilRCI5d+7c4MGDPT09ra2tfXx8JkyYkJSUpGlAlZycnM8//7xly5ZOTk729vZ169Z96623cnJytAemj1JcwVHUxIkTvb29DRUKgEpslPdcY4dQFiONHQAAAACMRaFQrFu3buPGjfPmzVu3bp2dnd2NGzcWLFjQsWPH3377zcnJSdVy3759t27dWrBgQYMGDRwcHC5dujRlypTnz5+vWrVK0+C6dHn+/HlwcHD79u0jIyNr1qyZmJj49ddft2nT5vTp03Xr1lU1e/jwYXBwcLNmzTZv3ly/fv3U1NQffvjh9ddfnzdv3vTp00tMc8WKFcuWLfP19Y2MjGzdurUQQrngpsrRo0fXrVv3n//857PPPrOzs7t169b8+fO7det2/vx5LQtWpKSkvPbaa/b29uHh4cqKye3bt8+fP29jY1NiSGWmV4GDBTsBhTzHewAAIABJREFUAAAAAJXVsmXL/vrrL9VDLdq3b3/48OFOnTotWrRo5cqVqmaTJ08u3Ktz587ff/99y5Ytw8PD7ezsih1Zly6TJk3q3bu36hkaTk5OK1asyMjImDx58s8//6zqO378+ODg4E2bNil/rFKlyrRp09q3b9+xY8cOHTq0bNlSe44WFhYWFhZCCEtLS6m0mBLBihUrLl68WLVqVeWP7u7u0dHRAQEBP/zwQ2hoqKZhJ06cWL169d27dysHF0J4enp26NBBezB60qvAoSYtLe3GjRvJyckSicTV1bVhw4YODg4GHB8AAAAAgArz9ttvq6obSlKpdM6cOW+88cbSpUuLLQcoBQQEVKlS5dq1ayXWFzR1uXPnztGjRx8/fqzWbNasWTVq1EhKSlJWHP78889Tp049efJErVnLli3HjRu3atWqXbt26RiAJuPHj1dVN5SsrKz69et3+vRpTQWOuLi4ffv23b9/X1XdqBgGmEyhUERERAQFBbm4uLRu3bpnz56vvfZaq1atnJ2dg4KCduzYoVAo9J8FAAAAAICK1L59+6Ibu3Tp8vLly+vXr2vv6+XllZycXKrpCnf56aef2rRpU/SGjurVqzs4OKhmP3r0aHBwsIuLS9HRhgwZcvTo0VIFUKx27doV3ejt7f3s2TNNXaKjozt06FCtWjX9Zy8Vfa/gSElJGTRo0IkTJ9q0abN06dJXXnmlatWqCoUiKSnpypUrkZGRI0eO3LJlS2RkZOE7lAAAAAAAMHHFLjppY2Pj7e197969V155RbXx4MGDe/bsuXr16osXL3Jzc4UQL168KCgo0DK49i43b948fvy42qUTSpmZmWlpacp/x8XFNWzYsNjxGzZs+OLFi+fPn1epUkWnbDVQu4ZFydLSMi8vT1OXGzduGOWZJHoVOAoKCvr16/fXX38dOnQoJCREbW/Pnj0/+uijH3/8cfTo0QMHDjx27JjaUiUAAAAAAJgsTSti2tvbZ2RkKP+dlZU1cODApKSkd999d9q0aVWrVrW2thZCBAcHaxpWly6pqalvvfXWzJkzix1BVfjIyMhwd3cvto1yyYj09HQ9CxxaVhLV5OXLl/7+/vpMWjZ6FTi2b99++vTpU6dOtW3bVlObvn37Hjp0qEOHDrt37x42bJg+0wEAAAAAUGGysrKK3Z6RkaFacXLJkiXp6el//PGHWiFAyxf8unSxs7PLycnx9fXVHqGrq2t6enqxu5TbHR0dtY9QHuzs7DRFVa70WoNj+/btAwcO1FLdUGrbtu2gQYO2b9+uz1wAAAAAAFSkBw8eFN2YmZn56NGj2rVrK3/cv3//22+/XfQyh6dPn2oaVpcuderUiY2NLTHCOnXqaFoN5Pr161WqVHFzcytxEIOrW7futWvXKn5evQocly9f7tGjhy4tu3XrdvHiRX3mAgAAAACgIp0+fbroxujoaA8Pj/r16yt/zM3Ntbe3V2tz7tw5LSuM6tKle/fusbGxt2/f1h5hSEjIyZMnk5KSiu7au3dv9+7dtXdXkUqlmi5XKYPu3bufPHlSS4mnnOhV4EhJSdF0t48ad3f3Fy9e6DMXAAAAAAAV6bvvvlOrHWRmZi5YsGDy5MmqB6A2bNgwJiamcJucnJzZs2c7OztrGlaXLs2aNevatevEiRPlcrmWCOvUqdOvX7/33ntP7eml58+f37x58wcffFBSiv+fl5dXic+F0V3Tpk07deo0ceJE7cusGpxeBQ5XV1cdyxZJSUleXl76zAUAAAAAQEWaM2dOcHDw3r17nz59mpqaevLkyW7dulWrVm3GjBmqNrNmzVq/fv2qVavi4+MfP3584MCBDh06jB49ulWrVpqG1bHLli1b7t2716lTp6ioqMePHz979uzq1atr1qwZO3Zs4WZr1qy5evVqv379lBdNxMXFff755z169Pjkk09effVVHTMdMGDAihUrzpw5k56efv/+fe1VFV1s3rz56tWr3bt3P3LkSEJCwv3790+dOjVv3jw9h9VOrwJHs2bNjh8/rkvLo0ePNm7cWJ+5AAAAAACoSL169dq0adO2bdsCAwM9PDzCwsL69Onz0/9j787joq72x49/hmXYBmRTBNHEQETzKiYCN1GUELMramUuYaHp1yV/uaWht2uS1+26lV7LvlZ2SSk31K6BAZYLZoJZRKLfALdYlB3ZRBjn98d8H/OdOywCn2EWfD3/4nM+7znnfWaky7zv+ZwTH6889EQpMDAwPj7+2LFjQ4YM6d+//65duzZt2vTaa6898cQTzXXbypf06NEjLS0tNDQ0KirK09PTw8Nj4sSJ586d0zi+w8XFJSUlxc/Pb/78+b179x42bFhSUtLhw4eXLl3a+pmuWLFi2rRpU6ZMcXJyGj16dEVFRetf2yRl8s8888ySJUv69OkzYMCAOXPm1NTUiOy2ZRKNdSxtsm/fvpkzZ166dGnQoEEthF24cGH48OH//ve/Gx8la8iio6NzcnJiYmKaC5Ac19oTSrqkmGClm4Hq6+uVvxWWlpaqHYaNFHMRT3K6Y4u1HUQR/J5uBmpoaCgvLxcEwcLCQi87XWsRczFMzMUwMRfDJJfLlY/Bd6a5SKVSOzs7facjCnPRisTExFWrVgmCkJycbG9vr8uhm1P39pv6TcBi047mbslksp9//tnLy0uX+UAMUSs4pk+fHhAQMHbs2LNnzzYXc/Lkyeeff37ChAnPPfecmLEAAAAAANAluVyu7xTQBmZiXmxiYvL1119PnDgxODh41KhREyZMGDhwoJOTk0KhKCkp+eWXX+Li4s6fPz9hwoT9+/e3cAgwAAAAAACAGKIKHIIgODg4fP/99//6178++uijJUuWqG+RKpVKR40adezYsQkTJogcBQAAAAAAoAViCxyCIJiYmMycOXPmzJn37t27evVqWVmZmZmZi4uLh4eHse9WAAAAAAAAjIIWChwqdnZ2/v7+WuwQAAAAAACgNbRZ4AAAAAAAoHOoqqrSdwpoG1GnqAAAAAAAABgCChwAAAAAAMDoUeAAAAAAAABGjwIHAAAAAAAwehQ4AAAAAACA0aPAAQAAAAAAjB7HxALQiYqV+s4AAAAABsdi0w59p4DOQ9QKjunTpycmJmorFQAAAAAAgPYRVeD48ssvr1+/rq1UAAAAAAAA2kdUgUMqlXbp0kVbqQAAAAAAALSPqD04evfufevWLW2lAgAAAAB4rOyLleg3gYjpCv0mAC0StYJj6tSpn376aW1trbayAQAAAAAAaAdRBY7ly5fb2dm9/PLLlZWV2koIAAAAAACgrUQVOGQy2ZkzZ7p37+7j47Nx48Zff/2V1RwAAAAAAED3RO3B4e/vX11dXVVVdefOnZUrV65cuVIQBFNT0+biGxoaxAwHAAAAAADQJFEFjhkzZmgrDwAAAAAAgHYTVeBYuHChtvIAAAAAAABoN1F7cAAAAAAAABgCChwAAAAAAMDoiXpERcPNmzeLiopqamp8fX3t7Oy02DMAAAAAAEALtLCC4/bt2wsWLHB2dvbw8Bg2bFhwcHBmZqZ6QEFBQURERHFxsfixAAAAAAAAGhNb4EhISHjqqacOHz48ffr0/fv3x8fHN45xdXW9cOHCvn37RI4FAAAAAADQJFEFjqysrBdeeOG5557Lzs7esWPH9OnTR40a1WRkWFjYyZMnxYwFAAAAAECnJ5PJrl27pptXdTKiChwbNmzw9vaOjY195I4bgwYNysnJETMWAAAAAACPlfv377u5uf36668G26FBEVXgSEpKmjNnjqmp6SMjnZ2di4qKxIwFAAAAAMBj5f79+3fu3Ll3756qZfv27T/++KMWO+xMRBU4CgsLPTw8WhMpkUju378vZiwAAAAAAB4r9vb2v/766zPPPKNq+emnn7TbYWci6phYOzu7ioqK1kTm5uZ27dpVzFgAAAAAADxunnrqKdXPtbW1qampWuywkxG1gmPIkCHJycmtiTx58qS/v7+YsQAAAAAA0BlbW9uampqUlJRJkyZ1795dKpX26NFj7ty5xcXFjYMrKytXrVrl5eVlYWHRrVu3iIiI69evNw4rLy+Piory9va2tLR0dHQcO3ZsYmJiy2modg9dtmyZg4NDVlZWYGCgRCKRSCSDBw9Wj5RIJKmpqS+++GLL2TbejrSurm779u1+fn52dnY2NjZeXl6zZ8+uq6trzbtkUEQVOCIjI/ft25eent5y2JkzZxISEiIiIsSMBQAAAACAzigUii1btrz++usvvvjixYsX8/LyDh48mJOT8+yzz9bX16tHlpSU/PnPfy4rKzty5EhRUdEPP/zg6uoaEBCQlZWlHpabmzt06NCcnJy9e/fm5eVdunQpLCzs5Zdf3rZtW2vy2bx5c1VVlYuLS0pKSn19fX19vcbjKklJSa+99tqkSZNazlZDeXn5iBEj/v3vf69du/b333/Pycn57LPP+vfvb2Fh0eq3ylCIekRl2rRpMTExYWFhX3zxRWhoaJMxiYmJU6dODQ0NnThxopixAAAAAADQpY8++igjI8PZ2Vl52bVr14SEhP79+x8/fvyll15Shb3xxhvPP//8xo0blZd2dnabN2+urq5euHDht99+qwqbNWtWcHDwJ598orx0cnJasmTJ8OHDR4wYERQU5Ofn13IyJiYmJiYmgiCYmpqamTXxXX7z5s0//fTTI7PVsGDBgl69eh04cEDZuSAI3bt3DwoKajkZwySqwCEIQlxcXERExJgxY/z9/cePH+/l5SUIQnZ2dl1dXXp6+tGjR0+fPj1q1KhDhw5pI1sAAAAAAHRk3rx5qnqBkrm5eXh4+Pnz51Ulg5ycnKSkpPz8fI3XRkVFPfHEE8XFxcoe0tPTz507V1BQoBHm5+c3c+bMrVu3fvXVVyKznTVr1iOz1ZCdnR0XF3f79m1VdcOoiZ2DlZXVkSNHjh8/bmtrGx0dPWXKFEEQZsyYERwcvHjx4nv37n366afJycldunTRRrYAAAAAAOhIk6eNuLm5FRUVqS7j4+MDAgIaP9DRq1cvmUyWmZmpvExKSgoODra3t2/c4eTJk5OSknSTrYaEhISgoKBu3bqJH90QiF3BoRQeHh4eHn7//v3MzMzi4mK5XO7g4NCvX78mPzwAAAAAAAyfi4tL40ZTU9OGhgbV5bVr17777juNpRNKNTU1lZWVyp+zs7N9fHyaHMXHx6e0tLSkpMTJyamjs9Vw9erVAQMGiBnUoGinwKFkaWk5ZMgQLXYIAAAAAIC+mJubPzKmoqJi9uzZb7/9dpN3VYWP6urqrl27Nhkjk8kEQaiqqhJZ4GhNthru3bvn4eEhZlCDos0CBwAAAAAAjxVra+u6ujp3d/eWwxwcHKqqqpq8pWy3tbXVfnKPYm1t3VxWxkhrBY7r169fvHgxOzu7oqJCIpHY29v369cvMDDQzc1NW0MAAAAAAGBQPD09Dx482Jqwb775pslbmZmZTk5Ojo6O2k7t0by8vLSy/YeB0EKBIyUlZcWKFRcuXBAEwczMzNbW9uHDh1VVVXK53MTEZOzYsVu2bGnuWSMAAAAAAIxXaGhoVFRUVlaW8lDR5owbN27FihWqQ1XUHT58ODQ0tJXDmZmZ1dbWtjPXRkJDQ9955527d+82uX+H0RF7isqePXtGjBhRUVHx4YcfZmVl1dXVlZaWlpeX379//7ffftu4ceNvv/3m6+ubkJCglXQBAAAAADAcvr6+ISEhCxYsqK+vbyHM09MzPDx80aJFCoVCvT0tLW3v3r3Lli1r5XCurq6qk1nEGzx48MiRIxcsWPDw4UNt9alHogocV65cmT9//syZM9PT0+fPn+/p6ak6O9fMzGzAgAHLly+/du3aX/7yl8mTJ+fl5WkjYQAAAAAADMjnn39+69atkSNHnjhxIj8/v6ioKCMjY+fOnZGRkephO3fuzMjICA8PP3PmzN27d7Ozs7dv3z5mzJh169YNHTq0lWNNnDhx8+bNP/74Y1VV1e3bt1uuqrTG3r17MzIyQkNDExMT79y5c/v27XPnzq1evVpkt3ohqsCxfft2T0/P3bt3m5k1+6iLlZXVvn37XF1dt2zZImYsAAAAAAAMUI8ePdLS0pTPqnh6enp4eEycOPHcuXNTp05VD3NxcUlJSfHz85s/f37v3r2HDRuWlJR0+PDhpUuXtn6sFStWTJs2bcqUKU5OTqNHj66oqNBK8s8888ySJUv69OkzYMCAOXPm1NTUiOxWL0TtwfH999/PnDnzkUfRWFpaRkZG7t+/X8xYAAAAAADoTHPHiyxevLhxY5cuXaKjo6Ojo1vu087ObvXq1S2vj9AYV+PS3Nx8w4YNGzZsaHe2jSO7dOny3nvvvffeey1kZRREreDIz8/v27dvayIHDBhw+/ZtMWMBAAAAAAA0R1SBQyqVSiSS1kRKJBJTU1MxYwEAAAAAADRHVIHDw8MjJyenNZHZ2dlPPvmkmLEAAAAAAACaI6rA8eKLLx48eFDjkJsmffXVVy+//LKYsQAAAAAAAJojqsCxePHiqqqqd999t4UYhULxt7/9raSk5I033hAzFgAAAAAAQHNEnaJia2ublJQ0adKkb7/9dtasWYGBgR4eHjKZTBCEmpqaW7duXbhw4ZNPPiktLY2Pj7e1tdVSzgAAAAAAAP+htQUOM7P/iFRuGmphYWFhYaFQKIqLi1NTU9Xvqj+30qtXr5UrV/br16/xSTYAAAAAAADitbbA8f7773doHgAAAAAAAO3W2gLHwoULOzQPAAAAAACAdhO1ySgAAAAAAIAhoMABAAAAAACMnqhTVAAAAAAAaLeI6YpHBwGto50Ch0KhyM/PLy8vr6+vbyFs8ODBWhkOAAAAAABAndgCx507d955550jR46Ul5c/Mlj97FjDp1AoFApFyyUbY6SzGTU0NCh/ePjwobG/jczlsaWzt0gulyt/6ASfC3MxTMzFMDEXw/Tw4UPVD8zFcDAXrVD9qgKdkqgCx507d4YOHdrQ0LB48eKAgABnZ2dTU1NtZaZ3DQ0Ncrm8oqKi+RAb3WWjPS3OqEM8ePDgwYMHOh60gzAXEfh9aZX6+nrdD9pBmIthYi6GibkYps40l4aGBuZigHQ/l5qaGl0OB+iYqALH+vXrFQrFL7/80r17d20lZDjMzMxMTU0dHByaDzHKL7otzkibGhoaKisrBUGwsLCwtrbWzaAdhLloA78vLZHL5ffu3RMEQSqV2tgYZTFIhbkYJuZimJiLYXr48KHyO2cnmIvqczE3N5fJZPpORxTmohUG+E9acnq1fhNQBL+n3wSgRaIKHN98880bb7zRKasbgiBIJBKJRNKZ1qQo6WxGqqV3neBtZC6PLZ29Raon+DrB58JcDBNzMUzMxcAxF8PEXMQwMeEYTXRmov595+bm+vj4aCsVAAAAAACA9hFV4JDJZLW1tdpKBQAAAAAAoH1EFTgGDhx4+fJlbaUCAAAAAADQPqIKHLNnz/7888+Lioq0lQ0AAAAAAEA7iCpwvPLKK0FBQSEhIRcvXtRWQgAAAAAAAG0l6hQViURy8ODBuXPnBgQEeHh4DBw40NHRsYV9gD/55BMxwwEAAAAAADRJVIFDEITPP//80KFDgiBUVFRkZ2dLJBJtZAUAAAAAANAGogocp06dmjt37iuvvLJhwwZ3d3dt5QQAAAAAANAmogocH3zwwTPPPBMTE8PCDQAAAAAAoEeiNhm9dOnSSy+9RHUDAAAAAADol6gCR2lpac+ePbWVCgAAAAAAQPuIKnC4uroWFhZqKxUAAAAAAID2EVXgeP755+Pj47WVCgAAAAAAQPuIKnBERUX98MMPBw8e1FY2AAAAAAAA7SCqwOHu7p6UlLRy5cqpU6f++9//zs3Nra+v11ZmAAAAAAAArSSqwOHn5xcWFnb9+vUDBw6Eh4f37NlTKpWaNU9bSQMAAAAA0NHq6uq2b9/u5+dnZ2dnY2Pj5eU1e/bsuro6VUB5eXlUVJS3t7elpaWjo+PYsWMTExM1OrG1ta2trb1w4UJ4eHjXrl0tLS29vLxWrlx57969dkcKglBZWblq1SovLy8LC4tu3bpFRERcv369cYcKhSItLW306NEymUwikezYsaPJmebn52/evHn48OGurq4WFhZ9+/Zdv369XC5Xj5HL5Vu2bOnfv7+Tk5OpqalEIpFIJG5ubu7u7mvWrGlTYh1EVNHhtdde01YeAAAAAAAYjvLy8rCwMBsbm7Vr1w4ePFgQhKysrLS0NAsLC2VAbm5ucHCwr6/v3r17vb29Kyoqjh8//vLLL69evXrp0qWqfhQKxa5du/bs2bN69epdu3ZZW1tfvXp1zZo1I0aMOHv2rJ2dXTsiS0pKgoODhw8ffuTIkd69excWFn788ccBAQHnz5/38vJS7zA1NXXatGnR0dH/+te/ysrKXF1dm5xsXFzc77//vmbNmn79+slksp9//vn//b//V1JSsnXrVlXMq6++mp+fHxcX169fv7q6uri4uHnz5q1fvz4yMrKtiXUQiUKh6OgxjFR0dHROTk5MTExzAZLjtbrMR1sUE6x0M1B9fX1FRYUgCJaWljKZTDeDdhDmIh6/Ly1raGgoLy8XBMHCwsLW1lY3g3YQ5mKYmIthYi6GSS6Xl5WVCZ1rLlKpVP2rkTFiLlqRmJi4atUqQRCSk5Pt7e11OXRzJKdX6zcBRfB7zd2aPn16fX39gQMHTEyafvRhzJgxvXr1+uSTT9Qb09LSlPUIPz8/ZYtMJrOysvrtt99cXFxUYQ0NDSNHjgwMDNyyZYuqsfWRU6dO7d2798aNG9WHXrBgQU5OzrfffqveYc+ePffv3z9kyJCW34fGMjMz/fz8ioqKrK2tBUFITU0dN25cVlaWg4ODKuaf//znnj170tPT25pYBxH1iAoAAAAAAJ1PdnZ2XFzcrl27mqtupKennzt3Tr3ooOTn5zdz5kz1hQ+CIMyZM0e9ZiEIgpmZ2TvvvPPZZ581NDS0NTInJycpKSk6Olpj6KioqMTExOLiYvXGQYMGtaO6IQiC8lGUK1euKC/PnTsXGBioXt0QBCEkJOTq1auqJ1nalFhHoMABAAAAAMB/SEhICAoK6tatW3MBSUlJwcHBTS6EmTx5clJSknrL8OHDG4eNHj363r17mZmZbY2Mj48PCAhQPSmj0qtXL5lMptHhpEmTmpvCI7m6uipXGwmCYGJiYm5urhFgampqYmKiqgG1KbGOwMafAAAAAAD8h6tXrw4YMKCFgOzsbB8fnyZv+fj4lJaWlpSUODk5KVvc3Nwah1lYWLi5ud26detPf/qTqrE1kdeuXfvuu++cnZ0bR9bU1FRWVqq3eHh4tDALdV9//fWhQ4cyMjJKS0sfPHggCEJpaenDhw+VdwMCAjZt2lRZWan+7F5ycnJISIhEIlFetimxjiCqwBEVFdWmeI3ncAAAAAAAMED37t1ruTRQXV3dtWvXJm8pt7qrqqpSFTgaL2pQsrGxqa6uVm9pTWRFRcXs2bPffvvtJiM16gut2eeltrZ20qRJxcXF8+fPX7JkibOzs1QqFQQhODhYFRMYGDh8+PAJEyZs3779qaeeqq6uPnbs2KZNmxISElQxbUqsI4gqcBw+fLi5W1VVVSUlJcpnhGxsbPr06ePu7i5mLAAAAAAAdMPa2rqqqqqFAAcHh+YClO3qKx1qa5vecb+6ulpj4//WRFpbW9fV1WnxK/b69eurqqouXLig8RCKammGUmxs7MyZM4OCgszNzW1sbEaOHHnq1ClPT09VgNYTaytRBY7s7OwW7j548CAtLe3DDz9MTk7++OOPAwMDxYwFAAAAAIBueHl5aeyjocHT0/Obb75p8lZmZqaTk5Ojo6Oq5Y8//mi802dNTU1eXt6TTz6p3tiaSE9Pz4MHD7ZyIq1x9OjR5cuXN95i4+7du+qX58+fv3PnTl5eXnMnTGk9sbbqwE1GpVLpM888s3///pUrV4aHhxcVFXXcWAAAAAAAaEtoaOiZM2c0vuGrGzdu3JkzZ5o8GeTw4cOhoaHqLefPn28clpCQ4OLi4u3t3dbI0NDQy5cvZ2VltWYirfHgwQMbGxuNxtTUVNUOo0rr1q2Liopq4fxsrSfWVro4RWXx4sXu7u47duzQwVgAAAAAAIg0ePDgkSNHLliwQLXLpgZPT8/w8PBFixYpFAr19rS0tL179y5btky9MTY2VqMUUlNTs2bNmoULF2ocQ9uaSF9f35CQkAULFtTX17d7gqmpqRUVFcqffXx8UlJS1O/W1dWtXLmyS5cu6o12dnanT5+uqalprk+tJCaGjo6JfeGFF+Lj43UzFgAAAAAAIu3duzcjIyM0NDQxMfHOnTu3b98+d+7c6tWrVQE7d+7MyMgIDw9XrvXIzs7evn37mDFj1q1bN3ToUPWu3nnnneDg4MOHD9+9e7eiouLMmTPPPvtst27d3nrrLY1BWxn5+eef37p1a+TIkSdOnMjPzy8qKsrIyNi5c2dkZGRrpnbz5k1/f/933nlHeRkVFbV79+6tW7dev349Pz//2LFjQUFBr7766rBhw9Rf9cEHH3z22Wc2NjZmZmZmZma2trYDBw5cvXq1+vEoIhMTSUfHxHp6et66dUs3YwEAAAAAIFKPHj3S0tK2bt26ZMmSGzdumJqa9ujR4y9/+YsqwMXFJSUl5f33358/f/6NGzesrKwCAgIOHz4cEhKi0dVzzz03ePDg9evXz5s3r6qqysPDY8aMGcuWLVMeVtKOSGVu27Zti4qKun79uomJiYuLy9NPPz1r1qzWTM3Ozq5r1669e/dWXgYGBsbHx7/77rtr164VBMHPz2/Tpk2jRo1SX9Zx6tSppUuXRkVF+fr6KrcXqa6uzs7O3rZtW3Jy8vnz55U7kopMTCSJxnKaDhIXFzd16lTlUbrGIjo6OicnJyYmprkAyfGmt7c1cIoJVroZqL6+XrnkydKnZ3amAAAgAElEQVTSUmNnYKPDXMTj96VlDQ0N5eXlgiBYWFi08FijUWAuhom5GCbmYpjkcrnysfPONBepVNqaoyINGXPRisTExFWrVgmCkJycbG9vr8uhmyM5vfrRQR1JEfxeRw8hk8l+/vlnLy8vLUbqWGFh4YABA86ePevj46Nxq6ysrFevXomJiYZwroiOHlG5ceNGc0cEAwAAAADQicnlcq1H6tKJEyc8PDwaVzcEQXBwcOjbt+8ff/yh+6wa00WBo6GhISYmJigoSAdjAQAAAAAALSosLLS2tm7ylkKhKCgocHV11XFKTerwAkdWVtaLL7549erVFStWdPRYAAAAAABAuwYPHnz58uUmD82NiYmRSqWG8HyKIHKTUY2NYTU0NDQUFhYWFBQ4OzsfOnRoyJAhYsYCAAAAAAC6FxYWFhQUpDwgxt/f39nZuaam5sqVK/v37//qq6++/vprMzMdHWDSsg4scJiZmTk6Og4ePPi5556zstLRRn0AAAAAAECLJBLJsWPHPvzww7Vr12ZmZt6/f18mk3l7e48dO/a3334znA03RRU4du/era08AAAAAADofKqqqrQeqXvm5uaLFi1atGiRvhNpiY5OUQEAAAAAAOg4FDgAAAAAAIDRo8ABAAAAAACMnhZ2Or1z586hQ4d++eWX0tLS+vr6FiJPnDghfjgAAAAAAAANYgsc//3f//3mm28qFIqBAwd2797dQM6GAQAAAAAAjxVR9Yjvv/9+3rx5s2bN+sc//uHo6KitnAAAAAAAjwNF8Hv6TgGdh6gCx7Zt2wICAvbs2SORSLSVEAAAAAAAQFuJ2mT0xx9/nDZtGtUNAAAAAACgX6IKHOXl5T179tRWKgAAAAAAAO0j6hEVe3v72tpabaUCAAAAAHisSI7r+RulYoKVfhOAFolaweHp6Xnt2jVtpQIAAAAAANA+ogocEyZMOHjw4MOHD7WVDQAAAAAAQDuIKnAsXLiwpqZm5cqV2soGAAAAAACgHUQVOGQyWVJS0pEjR0aOHPnll1/euHHjwYMH2soMAAAAAACglURtMjpo0KDc3NzS0tKcnJyzZ88qG01NTZuLb2hoEDMcAAAAAABAk0QVOObMmaOtPAAAAAAAANpNVIFj4cKF2soDAAAAAAxN3dtvdkS3tqr+O6J3QbDYtKNjOgYMmqg9OAAAAAAAAAwBBQ4AAAAAAGD0KHAAAAAAAACjR4EDAAAAAAAYPQocAAAAAABokslk165d03cWaANRp6gAAAAAQCd2aNBOfafQHhECp6jgccQKDgAAAAAAYPQocAAAAAAAAKNHgQMAAAAAgCaYmPCV2ZjwaQEAAAAA0ASpVPrjjz/+5S9/cXZ2trS09Pb2XrVq1b179zTCbG1tFQpFWlra6NGjZTKZRCLZseP/tkEpLy+Piory9va2tLR0dHQcO3ZsYmJi4x5qampSUlImTZrUvXt3qVTao0ePuXPnFhcXq4e99dZbkqYsWLBAPayysnLVqlVeXl4WFhbdunWLiIi4fv16yzPNz8/fvHnz8OHDXV1dLSws+vbtu379erlcrh4jl8u3bNnSv39/JycnU1NT5dBubm7u7u5r1qwRM7q2aLPAcfPmzbS0tDNnzjT+vAEAAAAAMC5JSUlz5sx57bXX0tPTc3Nzd+/eff78+aCgoIqKCvUwhUKRmpo6ZcqUmTNnXr16NT09fdq0acpbubm5Q4cOzcnJ2bt3b15e3qVLl8LCwl5++eVt27Zp9LBly5bXX3/9xRdfvHjxYl5e3sGDB3Nycp599tn6+npV2Pr16yv/06VLl2xtbRctWqSKKSkp+fOf/1xWVnbkyJGioqIffvjB1dU1ICAgKyurhZnGxcX9/vvva9asSUtLu3v37scffxwbG7tixQr1mFdfffWbb76Ji4srKSmpqamJjY21s7Nbv359bm6uqsDRvtG1RaJQKER2cfv27Y0bNx48eLCkpETZcuHChYCAAFVAQUHB8uXL33//fWdnZ5Fj6VJ0dHROTk5MTExzAZLjtbrMR1sUE6x0M1B9fb3y197S0lImk+lm0A7CXMTj96VlDQ0N5eXlgiBYWFjY2trqZtAOwlwME3MxTMzFMMnl8rKyMqFzzUUqldrZ2ek7HVH0NZd9sRKdjaVFEdOb/paXmJi4atUqQRCSk5Pt7e11m1TT9P5XYgt/78lkMnt7+59//rlr166qxgcPHowcOTIgIGD79u3qkT179ty/f/+QIUM0OhkzZkyvXr0++eQT9ca0tLQRI0acPXvWz89P1YOtrW1GRob6t+b6+vr+/ftv2LDhpZdeajp5hWLEiBHjxo1buXKlqnHq1Km9e/feuHGjeuSCBQtycnK+/fbb5ibbWGZmpp+fX1FRkbW1tSAIqamp48aNy8rKcnBwUMX885//3LNnT3p6utZHbx+xx8QmJCRMmTLF0tJy+vTpAQEBDg4O48aN04hxdXW9cOHCvn37Fi9eLHI4dJC6t9/siG5VfxHUdUTvgmCxieOvAAAAAHSU6dOnq1c3BEGQSqXvvvvutGnT/vGPf5ibm6vaBw0a1Li6kZ6efu7cuYKCAo12Pz+/mTNnbt269auvvlI1zps3T2NNgLm5eXh4+Pnz55srcHz00UfV1dXLly9XteTk5CQlJeXn52tERkVFPfHEE8XFxa1fdqB8FOXKlSvKKsy5c+cCAwPVqxuCIISEhCxdulQul5uammp39PYR9YhKVlbWCy+88Nxzz2VnZ+/YsWP69OmjRo1qMjIsLOzkyZNixgIAAAAAQJeeeeaZxo2jRo2qqqrKzMxUb5w0aVLjyKSkpODg4CYXy0yePDkpKemRY7m5uRUVFTWZ2x9//PG3v/3t008/NTP7v4UL8fHxAQEBFhYWGsG9evWSyWQaOT+Sq6urcuWUIAgmJibqBR0lU1NTExMT1Vas2h29HUSt4NiwYYO3t3dsbKyyWtOCQYMGaXx4AAAAAAAYsp49ezZutLCw6NGjx61btwYNGqRq9PDwaByZnZ3t4+PTZM8+Pj6lpaUlJSVOTk7KFhcXl8ZhpqamDQ0NTfYwf/78uXPn+vr6qjdeu3btu+++a3KhRE1NTWVlZZNdKX399deHDh3KyMgoLS198OCBIAilpaUPHz5U3g0ICNi0aVNlZaX6s3vJyckhISESiUT86FohqsCRlJQUFRX1yOqGIAjOzs7NlZ0AAAAAADBAVlZN79BhZWVVU1Oj3tLk1jDV1dUaT7ioKLfDq6qqUhU4Gq+PaEFsbGx2dvaRI0c02isqKmbPnv322283+armnhCpra2dNGlScXHx/PnzlyxZ4uzsLJVKBUEIDg5WxQQGBg4fPnzChAnbt29/6qmnqqurjx07tmnTpoSEBJGja5GoAkdhYWGTZarGJBLJ/fv3xYwFAAAAAIAuNfc1tqqqqjUb9js4OFRVVTXXgyAI7dvJuLi4eMmSJUeOHGn8MIi1tXVdXZ27u3ubOly/fn1VVdWFCxc0iiyqpRlKsbGxM2fODAoKMjc3t7GxGTly5KlTpzw9PUWOrkWi9uCws7PTOB2nObm5uc0VrgAAAAAAMEB5eXmNG2tqavLz8/v06fPIl3t6eja38URmZqaTk5Ojo2M7slq0aNHkyZOHDx/e5IiXL19ua4dHjx6dM2dO4yUkd+/eVb88f/78nTt38vLySkpKbt++/cUXX6hXN9o9uhaJKnAMGTIkOTm5NZEnT5709/cXMxYAAAAAALp0/vz5xo0nT57s1q1bv379HvnycePGnTlzpri4uPGtw4cPh4aGtiOl+Pj4lJQUjXNYVUJDQy9fvpyVldWmPh88eGBjY6PRmJqaqtphVGndunVRUVEtrDpp3+haJKrAERkZuW/fPvUzb5t05syZhISEiIgIMWMBAAAAAKBLMTExGuWJ2tra6OjoN954Q3V0SAs8PT3Dw8MXLVqkUCjU29PS0vbu3bts2bK25lNZWTlv3ryPP/64uQdkfH19Q0JCFixYUF9f33JXqampqgcyfHx8UlJS1O/W1dWtXLmyS5cu6o12dnanT5/W2HykfaN3EFEFjmnTpo0ePTosLKyFE1ISExMnTZoUGho6ceJEMWMBAAAAAKAzNjY2W7duDQ4OPnr0aFFRUXl5+ffff//ss886OjquWLGilZ3s3LkzIyMjPDz8zJkzd+/ezc7O3r59+5gxY9atWzd06NC2pvT2228PHz48ODj4/n9SLyh8/vnnt27dGjly5IkTJ/Lz84uKijIyMnbu3BkZGamKuXnzpr+//zvvvKO8jIqK2r1799atW69fv56fn3/s2LGgoKBXX3112LBh6qN/8MEHn332mY2NjZmZmZmZma2t7cCBA1evXq1+PEprRu84ojYZFQQhLi4uIiJizJgx/v7+48eP9/LyEgQhOzu7rq4uPT396NGjp0+fHjVq1KFDh7SRLQAAAAAAutC3b9+pU6f26NFjw4YNr7/+em1t7ZNPPhkREbFkyRLlISOt4eLikpKS8v7778+fP//GjRtWVlYBAQGHDx8OCQlpaz4VFRW7d+9WKBRffvmlxq1XXnll3759yp979OiRlpa2bdu2qKio69evm5iYuLi4PP3007NmzVLF29nZde3atXfv3srLwMDA+Pj4d999d+3atYIg+Pn5bdq0adSoUerLOk6dOrV06dKoqChfX1/l1iHV1dXZ2dnbtm1LTk4+f/68ckfS1ozecSQaS2Xa5+uvv965c+eZM2fU60YSicTX1/eNN96IjIxszeodQxMdHZ2TkxMTE9NcgOR4rS7z0RbFhCYOOqp7+03dZyKexaYduhmovr5euXzL0tKyNbslGzJ9zaUz/b50hIaGhvLyckEQLCws2reZtuFgLoaJuRgm5mKY5HK58rHzzjQXqVTa5BmWRkRfc9kXK3l0kOGJmN70t7zExMRVq1YJgpCcnGxvb6/bpJqm978Sdfb3nlErLCwcMGDA2bNnfXx8NG6VlZX16tUrMTExMDBQL7mpE7uCQyk8PDw8PPz+/fuZmZnFxcVyudzBwaFfv37if2eqqqq+/PLLixcvlpWV2dvb+/v7T58+vZXfygoKCjZu3Oju7r58+XKRaQAAAAAA8Hg6ceKEh4dH4+qGIAgODg59+/b9448/jL7AcePGDQ8PD9WlpaXlkCFDRKf0fyorK9966y03N7dly5Z17969qKgoLi5u6dKlW7ZseWTV9uLFix999NHgwYP1tbsJAAAAAACdQGFhobW1dZO3FApFQUGBq6urjlNqkqgCx5NPPjlixIjXXnvtpZde6oj1e59//rmzs/Pq1auVD/M4ODhERUVt2LDhv//7v996663mXvXw4cN9+/adPXt29erVt27dunTpktYTAwAAAPA4mGHT7IERhowDLKFdgwcPXr9+/d27d11cXDRuxcTESKVSQ1i+IYg8ReXQoUNdunSZO3du9+7dX3311VOnTj18+FBbmdXU1Hz33XevvPKKsrqhMmPGjJSUlCZPElaKjY29evXq1q1b+/Tp8+DBA23lAwAAAADAYygsLCwoKGjMmDEnTpwoKipSKBTV1dWpqamLFi1asWLFgQMHzMy0s/2FSKIKHC+++OLx48fz8/M3bdp07dq1Z599tnfv3n/9619///138Zn9+uuvMpmsf//+Gu3u7u49e/ZMS0tr7oUvvPDC3//+d+WBvRQ4AAAAAAAQQyKRHDt2bNasWWvXru3Tp49UKnV3d3/zzTcdHBx+++03f39/fSf4v7RwuImzs/PChQtTU1OvXr06Y8aMffv2eXt7//nPf/7444+Vm2m3z82bNz09PZu85eXldf369eZeaG1tbWpqqvxZK2fEAAAAAADwODM3N1+0aNHFixcrKyvr6+vLysp+/PHHNWvWdO3aVd+p/R9tnt7ar1+/devW3bx587vvvvP29l6+fLmrq+vUqVMTEhLkcnlbeyssLOzWrVuTt1xcXAoKCkTnCwAAAAAAOgntPycjkUhGjRo1atSoDz/88MSJEwcPHpw8ebKtrW1ERMTmzZtb309tba3yMZPGbGxsamq0udnP8uXLq6urG7fL5fKKiormXyfVYg460+SMLHWfhza0+Olok2pzmQcPHuhs0A6iv7l0nt+XjqBabtYJ/o2p5lJfX89cDAdzMUzMxcB1grl0ps9Ff3PpVH/DaPdrFGBoOnAjECsrq8mTJz///PMnTpxYuXLlli1b2lTgqK+vb26fEnNz87q6Oi2lKQiC8NNPP927d0+jceDAgQqFosVTZo3yP3ZNzshICxy6PwP44cOHWtxJV790PpfO8/vSoR71nx1jwu+LYWIuhom5GKbONJfO9L8vOp9Lp/obph0r6wEjos1HVNTJ5fKTJ09GRER069Ztzpw5o0ePPnfuXJt6kEqlDQ0NTd6qr6+3sLDQRpoAAAAAAKAz0P4KjvT09JiYmNjY2MLCwmeffXbPnj0TJ060srJqaz/W1tbNLaCqrq5uR4ct2LdvX+PtSHfv3n3z5k0HB4fmX2eUR7Q0OaOmK0kGr8VPR5saGhoqKysFQbCwsLC2ttbNoB1Ef3PpPL8vHUEulyvXkUmlUhsbG90M2kGYi2FiLoaJuRimhw8fKpf3d4K5qD4Xc3NzmUym73RE0d9cOtXfMMb+TxpomdYKHAUFBbGxsTExMb/++quPj8/ixYsjIiJ69OjR7g67d+9+5cqVJm/dvXvXxcWl3T035ubm1rjRzMxMIpGoDmTpNJqckZEWOHT26aiWp3aCfxKdaS46oLO3SFVj7QSfC3MxTMzFMDEXA8dcDFNnmkvHae4tMjHpqCX87aaYoM3/6xqPObEFjtra2qNHj8bExCQnJ3fp0mXq1Kl79uwZNmyY+Mz69Olz/PjxJm9lZWWFhoaKHwIAAAAAAHQOogocs2bNOnz4cG1t7dixYw8cODB+/HipVGt78Dz11FN1dXWZmZn9+/dXb8/Ly7t9+/bTTz+trYEAAAAAAICxE1XguHz5cnR09CuvvNKtWzdtJaQilUrHjh37xRdfrFu3Tn0l1RdffOHr66v+8Mvvv//u7u5u7Dsj6NehQTv1nUJ7RAg79J0CAAAANNW9/WZHdGur6r8jehcEi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width="720" /></p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-8" class="smaller ">
<p><img 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" width="720" /></p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-9" class="smaller ">
<p><img 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width="720" /></p>
</article></slide><slide class=''><hgroup><h2>at last: something to see – GGPLOT2</h2></hgroup><article id="at-last-something-to-see----ggplot2-10" class="smaller ">
<p><img 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</article></slide><slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>References</h2></hgroup><article id="references" class="smaller ">
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article id="section" class="smaller unnumbered">
<div id="refs" class="references">
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<p>Wickham, H., 2009. <em>Ggplot2: Elegant Graphics for Data Analysis</em>, New York: Springer.</p></div>
<div id="ref-wickham2007">
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