erikaris · September 21, 2021 10:11
diff --git a/intro_ggplot_erika_siregar.html b/intro_ggplot_erika_siregar.html
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  <title>Data Visualization with ggplot2</title>

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  <meta name="date" content="2019-10-26" />

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      // Author information
      presenters: [
            {
        name:  'by Erika Siregar (<a href="https://twitter.com/erikaris"><span class="citation">@erikaris</span></a>) <br/> Presented in R-Ladies Jakarta 4th Meetup' ,
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sAFQkQPd%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%2Ffont%2Dsfnt%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzEMhEAAJKkAAAAHE9TLzKiDbgUAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IBCRGjQAAA%2FAAAAApmZwZ21%2BYbYRAAAG9AAAB7RnYXNwAAgAGwAAkpgAAAAMZ2x5ZhQyYgAAABIYAABUuGhlYWT5NRTiAAABDAAAADZoaGVhDrUE%2BgAAAUQAAAAkaG10eLHEUI0AAAHoAAADWGtlcm4Mlg8JAABm0AAAIwRsb2Nh0PO82gAAEGgAAAGubWF4cAJSAT8AAAFoAAAAIG5hbWUEDhKHAACJ1AAABs9wb3N0gnjp1QAAkKQAAAHycHJlcHism24AAA6oAAABGAABAAAAARmawtwUTF8PPPUAHwgAAAAAAMnt2GIAAAAAye3YYv53%2FhQHrgdzAAEACAACAAAAAAAAAAEAAAiN%2FagAAAgA%2Fnf%2BeweuAAEAAAAAAAAAAAAAAAAAAADWAAEAAADWAEQABQA%2FAAQAAgAQAC8AXAAAAQMAigADAAEAAwRsAlgABQAIBZoFMwAAAR8FmgUzAAAD0QBmAfYAAAILBwYDCAQCAgTgAALvQAAgWwAAACgAAAAAMUFTQwAgACAgrAYf%2FhQA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AQEiBhUUHgEXPgE1NCYCSNDy%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%2Ffont%2Dsfnt%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzakEwAAIZUAAAAHE9TLzKhTLaOAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IA7AFxkAAA%2B0AAAAoGZwZ21%2BYbYRAAAG9AAAB7RnYXNwABUAIwAAhkQAAAAQZ2x5Zr%2FLVRcAABIEAABJAGhlYWT4qxTOAAABDAAAADZoaGVhDj8E%2FgAAAUQAAAAkaG10eGTdQjIAAAHoAAADWGtlcm4Mlg8JAABbBAAAIwRsb2NhW7BKSgAAEFQAAAGubWF4cAJdAPoAAAFoAAAAIG5hbWVqCPoKAAB%2BCAAABkVwb3N0gmzp1QAAhFAAAAHycHJlcFSBlpMAAA6oAAABCQABAAAAARmacz8BIV8PPPUAHwgAAAAAAMnt2FoAAAAAye3YWv4Z%2FhAHgQdzAAIACAACAAAAAAAAAAEAAAiN%2FagAAAgA%2Fhn%2BHAeBAGQAFQAAAAAAAAAAAAAAAADWAAEAAADWAEQABQA5AAQAAgAQAC8AXAAAAQ4ASwADAAEAAwQPAZAABQAIBZoFMwAAAR8FmgUzAAAD0QBmAgAAAAILBgYDBQQCAgTgAALvQAAgWwAAACgAAAAAMUFTQwABACAgrAYf%2FhQAhAiNAlggAAGfAAAAAARIBbYAAAAgAAEIAAAAAAAAAAQUAAACFAAAAhIAKwMXAOEFKwA%2FBGgASAZYAKgFXABCAbwA4QJIAFICSP9gBGoA1wRoAH8B7P%2BcAn8ANwIGACsCzf%2BiBGgAeQRoAS8EaAAMBGgALwRoABAEaABQBGgAhQRoAK4EaABgBGgAYgIGACsCBv%2BcBGgAeQRoAH8EaAB5A2oAngbHAG8Ecf%2BLBMkAVgSuAJYFVABWBBcAVgPHAFYFagCWBW0AVgIvAFYCI%2F7BBHUAVgPLAFYGsgBUBZ4AVAXDAJYEhwBWBcMAlgSNAFYEBAAnA%2FwAugVoAKQEYgC8BtEA3wQn%2F5gEBgC8BD%2F%2F8AJK%2F%2FACzQDdAkr%2FagQjADUDJ%2F9EBG8CPwSFAGIEngA7A5oAYgSeAGID8gBiAoH%2FGwQC%2F4EEngA7AggAOwII%2Fv4D5wA5AggAOQb6ADsEngA7BH0AYgSe%2F9UEngBiAysAOwNtAAgCmABaBJ4AcQOyAGIFvAB1A9P%2FtgOy%2FzsDjf%2FjAssAGwRoAh0Cy%2F%2B2BGgAcwIUAAACEv%2FyBGgA4QRo%2F%2BkEaACoBGgAfwRoAh0D4wA7BG8ByQaoAIsCrgCqA74AWARoAH8CfwA3BqgAiwMOAOMDbQDXBGgAfwLNAGACzQB3BG8CFASq%2F9UFPQDHAgYAqgGk%2F1YCzQECArAAqAO%2BABcF7gB7Be4AQgYdAFcDav%2F8BHH%2FiwRx%2F4sEcf%2BLBHH%2FiwRx%2F4sEcf%2BLBon%2FiQSuAJYEFwBWBBcAVgQXAFYEFwBWAi8AVgIvAFYCLwBWAi8AVgVUAEgFngBUBcMAlgXDAJYFwwCWBcMAlgXDAJYEaACoBcMAdwVoAKQFaACkBWgApAVoAKQEBgC8BIcAVgSe%2FwAEhQBiBIUAYgSFAGIEhQBiBIUAYgSFAGIGhQBiA5oAYgPyAGID8gBiA%2FIAYgPyAGICCAA7AggAOwIIADsCCAA7BI0AWgSeADsEfQBiBH0AYgR9AGIEfQBiBH0AYgRoAH8EfQA9BJ4AcQSeAHEEngBxBJ4AcQOy%2FzsEnv%2FVA7L%2FOwIIADsG1wCWBukAYgRvAY8EngInBG8BUAPXADcHrgA3AVwAewFcAH0B7P%2BcAs8AewLPAH0DWv%2BcAwYAxwJEAFgCRAAXAQz%2BGQLNAFwEaAA%2FAAAAAwAAAAMAAAAcAAEAAAAAAKwAAwABAAAAHAAEAJAAAAAgACAABAAAAH4A%2FwExAVMCxgLaAtwgFCAaIB4gIiA6IEQgdCCs%2F%2F8AAAAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrP%2F%2F%2F%2BP%2Fwv%2BR%2F3H9%2F%2F3s%2FevgteCy4LHgruCY4I%2FgYOApAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQYAAAEAAAAAAAAAAQIAAAACAAAAAAAAAAAAAAAAAAAAAQAAAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwdHh8gISIjJCUmJygpKissLS4vMDEyMzQ1Njc4OTo7PD0%2BP0BBQkNERUZHSElKS0xNTk9QUVJTVFVWV1hZWltcXV5fYGEAhoeJi5OYnqOipKalp6mrqqytr66wsbO1tLa4t7y7vb4AcmRladB4oXBrAHZqAIiaAHMAAGd3AAAAAABsfACouoFjbgAAAABtfQBigoWXw8TIyc3Oysu5AMEA09XR0gAAAHnMzwCEjIONio%2BQkY6VlgCUnJ2bwsXHcQAAxnoAAAAAAEBHW1pZWFVUU1JRUE9OTUxLSklIR0ZFRENCQUA%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%2F4BiIyAQI4qxDAyKcEVgILAAUFiwAWG4%2F7qLG7BGjFmwEGBoATpZLSwgRbADJUZSS7ATUVtYsAIlRiBoYbADJbADJT8jITgbIRFZLSwgRbADJUZQWLACJUYgaGGwAyWwAyU%2FIyE4GyERWS0sALAHQ7AGQwstLCEhDGQjZIu4QABiLSwhsIBRWAxkI2SLuCAAYhuyAEAvK1mwAmAtLCGwwFFYDGQjZIu4FVViG7IAgC8rWbACYC0sDGQjZIu4QABiYCMhLSxLU1iKsAQlSWQjRWmwQIthsIBisCBharAOI0QjELAO9hshI4oSESA5L1ktLEtTWCCwAyVJZGkgsAUmsAYlSWQjYbCAYrAgYWqwDiNEsAQmELAO9ooQsA4jRLAO9rAOI0SwDu0birAEJhESIDkjIDkvL1ktLEUjRWAjRWAjRWAjdmgYsIBiIC0ssEgrLSwgRbAAVFiwQEQgRbBAYUQbISFZLSxFsTAvRSNFYWCwAWBpRC0sS1FYsC8jcLAUI0IbISFZLSxLUVggsAMlRWlTWEQbISFZGyEhWS0sRbAUQ7AAYGOwAWBpRC0ssC9FRC0sRSMgRYpgRC0sRSNFYEQtLEsjUVi5ADP%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%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%2BALACIz6xAQIGDLAKI2VCsAsjQgGwASM%2FALACIz%2BxAQIGDLAGI2VCsAcjQrABFgEtLLCAsAJDULABsAJDVFtYISMQsCAayRuKEO1ZLSywWSstLIoQ5S1AmQkhSCBVIAEeVR9IA1UfHgEPHj8erx4DTUsmH0xLMx9LRiUfJjQQVSUzJFUZE%2F8fBwT%2FHwYD%2Fx9KSTMfSUYlHxMzElUFAQNVBDMDVR8DAQ8DPwOvAwNHRhkf60YBIyIzHxwzG1UWMxVVEQEPVRAzD1UPD08PAh8Pzw8CDw%2F%2FDwIGAgEAVQEzAFVvAH8ArwDvAAQQAAGAFgEFAbgBkLFUUysrS7gH%2F1JLsAlQW7ABiLAlU7ABiLBAUVqwBoiwAFVaW1ixAQGOWYWNjQBCHUuwMlNYsCAdWUuwZFNYsBAdsRYAQllzcysrXnN0dSsrKysrdCtzdCsrKysrKysrKysrKytzdCsrKxheAAAABhQAFwBOBbYAFwB1BbYFzQAAAAAAAAAAAAAAAAAABEgAFACRAAD%2F7AAAAAD%2F7AAAAAD%2F7AAA%2FhT%2F7AAABbYAF%2FyU%2F%2Bv%2Bhf5e%2Fqj%2F6wAW%2FrwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAiwCBAN0AmACPAI4AmQCIAIEBDwAAAAAAAAAAAAAALgBMAKQBDAF6AeYB%2BgIcAjwCZgKGApwCrgLKAuADHAM%2BA3oDzAQIBE4EpgTEBSgFfgWuBdoF%2FAYaBj4GjgcKBzoHiAfAB%2FYIJAhKCJIIugjOCPIJHAk2CW4JmgnaCg4KWgqYCuQLBAs2C1oLmgvCC%2BIMCgwmDDoMVgxyDIQMnAzmDTINZg2yDfwORg7ODw4PMA9mD5YPqBAAEDoQdhDCERARQBGIEcgSABIiEmYSjhLGEu4TOBNKE5QTxhPGE%2FAUNhSAFNAVGhU6FaQVzhY%2BFnwWshbIFtAXQBdSF4AXsBfiGCIYPBh6GKQYrhjSGPIZIBlUGWoZgBmWGeQZ9hoIGhoaLBpAGloapBqwGsIa1BrmGvobDBseGzAbRBuQG6IbtBvGG9gb6hv%2BHCochhyYHKocvBzQHOIdHh2QHaIdtB3GHdgd6h38HoAejB6eHrAewh7UHuYe%2BB8KHx4fgh%2BUH6YfuB%2FKH9wf7iAgIH4gkCCiILQgxiDYISghOiFMIaQiGCI8Im4inCKuIsAi2CLyIwgjLiNWI3ojlCOyI9Ij6CQcJIAAAAACACv%2F4wIrBbYABAAQABhACwICDgQDDghPWQ4WAD8rABg%2FEjkvMTAJASMSEwE0NjMyFhUUBiMiJgIr%2Fu5tMX%2F%2Bz09ELThOQjE3Bbb73QEzAvD6mExYNzZEXjgAAAIA4QOmA0IFtgADAAcADbQGAgcDAwA%2FM80yMTABAyMTIQMjEwHlmWtIAhmaa0gFtv3wAhD98AIQAAAAAAIAPwAABTsFtgAbAB8AM0AYAB8QEBkVERETBAgMDAEcDQ0KFxMDBgoSAD8zPzMSOS8zMzMRMzMROS8zMzMRMzMxMAEDIQchAyMTIQMjEyE3IRMhNyETMwMhEzMDIQcBIRMhBAxiAR0N%2Fst9i4H%2B0X%2BFef77DQEcZf7rDQEte4t9ATF%2FhX0BCAz8xQEvYP7RA4P%2BrIH%2BUgGu%2FlIBroEBVH8BtP5MAbT%2BTH%2F%2BrAFUAAAAAwBI%2F4kELwYQAB4AJQAsADpAHx8MAykiLBwNJQYGEwYMS1kbJhMmS1kWEwYTBhMVBRUALy8SOTkvLxEzKxEAMysREgAXOTIRMzEwARQGDwEjNyYnNR4BMxMuATU0Nj8BMwcWFwcmJwMeAQE%2BATU0JicDDgEVFBYXA67hxTGFMcN4UrtJYot92L8nhSeffD95f16Vf%2F53a35CUQhsdkVJAeyiyhbh3w46miktAcQxlXKfwBGwsgxAhz8J%2Fkg3jP6iDXxcNlQgAkoLdGI1WRoAAAUAqP%2FsBfwFywADAA8AHgArADoAJUASBBwcAyUxMQIDBgIYHzgHChUZAD8zPzM%2FPxI5LzMROS8zMTAJASMBAyIOARUUMzI2EjU0FxQCDgEjIiY1NBI2MzIWASIOARUUMzI%2BAjU0FxQCDgEjIiY1NBI2MzIWBbz7w5gEPiFDaT9qQWhFiz9ljVZuemWscnR4%2FCNCakBrNFQ%2FJoxAZYxXbXplrHJ0eAW2%2BkoFtv1Ogfh0rYIBC2eml2v%2B%2FrFjlZGmATGYjwJcfvl3rE%2BVyUemmGz%2B%2FbBilpGmATGYkAADAEL%2F7AUfBc0ACwAWADUAMEAbKioaBRAnBA8oMC0EHy8SHwBKWR8EMwxKWTMTAD8rABg%2FKwAYPxIXORc5OS8xMAEiBhUUFz4CNTQmATI2NwEOAhUUFiU0NjcmNTQ2MzIWFRQOAgcBNjczBgcTIycOASMiJgLhaXRSi2g%2BVf6lV6Jy%2Fs6AcDuF%2Fti01WfUr5WvQW6RUQEWf0ioZbbLyXV43ImoygVEeG54c0dOXDpNWfszQlsBsUNidUlqgd%2BU22alkKTJnoVOdmJSKv57brnssP7ypmRWwAABAOEDpgHlBbYAAwAJsgIDAwA%2FzTEwAQMjEwHlmWtIBbb98AIQAAAAAQBS%2FrwC5wW2AAsACrMDAwonAD8%2FMTATEBIBMwoBERATIwJS8AEInfb7coOTARABUwJAARP%2B8v2o%2FsL%2Brf79AQoAAAAB%2F2D%2BvAH0BbYACgAKswgDBCcAPz8xMAEQAgEjABEQAzMSAfTz%2FvucAfBxg5IDYP6r%2Fb%2F%2B8gInAn0BVQEB%2FvMAAQDXAmoEgQYbAA4AC7MGBg4AAD8zLzEwAQMlByUTBwMBJwElNwUTA1Z7AaYI%2Fne0pnH%2B%2FnQBNf6LNwFzKQX4%2FoESnS%2F%2BgTQBlv6oeQEcbZq5AZAAAQB%2FAQgEFwSgAAsADrQJAQEGAgAvMzMRMzEwASE1IREzESEVIREjAgT%2BewGFjQGG%2FnqNAouOAYf%2BeY7%2BfQAAAAH%2FnP74ASsA7gAGAAixBAAAL80xMCUXBgcjEjcBIwhxnYF%2BTu4X6%2FQBHtgAAQA3AdUCOQJzAAMACLEAAQAvMzEwEzchBzcjAd8iAdWengAAAQAr%2F%2BMBIwDyAAsADLUJA09ZCRYAPysxMDc0NjMyFhUUBiMiJitRRys1UEQuNkpNWzQ1R180AAAB%2F6IAAAN9BbYAAwAKswMDAhIAPz8xMAkBIwEDffzTrgMtBbb6SgW2AAAAAAIAef%2FsBEQFzQAMABkAF0AMCw1LWQsHBBRLWQQZAD8rABg%2FKzEwARACBCMiAjUQEiQzIAUiBgIVFBYzMjYSNRAERJ3%2B8bOwvKQBDa0Bbf6JccB3ZG9zvHED9v7Z%2Fhj7AP%2FyAQ4B6fmQ5%2F5h2Ky45AGs7wFDAAAAAAEBLwAAA4UFtgAKABC2BAcBCQYBGAA%2FPxI5OTEwISMTEjcGDwEnATMCTKzEOx0yWbJQAcGVA5EBBWI1Om5%2FARwAAAAAAQAMAAAENwXLABsAHEAOAhoRC0tZEQcBGkxZARgAPysAGD8rEQAzMTApATcBPgM1NCYjIgYHJzYzMhYVFA4BBwEVIQOP%2FH0fAdFmlWEveGdNk1lSv96wzU%2B3y%2F6gAqaTAaRdjX17S2N0OURzmrGbb7rQsf7NCAAAAQAv%2F%2BwEMQXLACgALUAXAxgZGRhLWRkZCyYmIEtZJgcLEUtZCxkAPysAGD8rERIAORgvKxESADkxMAEUBgcVHgEVFA4BIyInNR4BMzI2NTQmKwE3MzI2NTQmIyIGByc2MzIWBDHKs3yOfO6k0q9e0lWitJ6Ngx%2BLpdp0Y1CaYlDD5bPEBIec2SAJF6d9hctyT6QxNZ%2BKg4eProxcbDZCdpCuAAACABAAAARMBb4ACgATACVAEgYTDwcBBRMFTFkJExMDBwYDGAA%2FPxI5LzMrEQAzETMRMzEwASMDIxMhNwEzAzMhNhITIw4BBwEEK%2BlIpEr9cB0DQsTP6P51LkBUCBFjF%2F3rAU7%2BsgFOngPS%2FCncATIBJB2HHf2PAAABAFD%2F7ARIBbYAHAAtQBcbBwAAEk1ZAAAHFxcaTFkXBgcMS1kHGQA%2FKwAYPysREgA5GC8rERIAOTEwATIWFRQGBCMiJzUWMzI2NTQmIyIGBycTIQchAzYCVrbXkv76scGJpKq%2F1pODMGJaSsUCnCH99n9XA33RsqH0eU%2BkZsCsfpMNGDkCrJn%2BSRcAAAIAhf%2FsBFoFywAaACgALUAXDRgFESFNWRERGAUFCktZBQcYG0tZGBkAPysAGD8rERIAORgvKxESADkxMBM0GgEkMzIXByYjIgADMz4BMzIWFRQCBiMiJgUyPgE1NCMiDgIVFBaFec4BHrhvSSNEZtT%2B30QIO69qmrSF5JO2xwGPXpNR3UJ8YDB5AajRAZwBI5MXkRb%2B1v7aT17FrKH%2B9Y3mWWy%2Bcfg5X3JiiZ4AAAAAAQCuAAAEeQW2AAYAFkAKBQIAGAMCTFkDBgA%2FKwAYPxEzMTAzASE3IQcBrgMA%2FTEfA3sb%2FQQFIZWL%2BtUAAwBg%2F%2BwEVgXNABkAJQAxADJAGxMGKSMEDQAsGktZLCwNAAAmS1kABw0gS1kNGQA%2FKwAYPysREgA5GC8rERIAFzkxMAEyFhUUBgceARUUDgEjIiY1NDY3LgE1ND4BAw4BFRQWMzI2NTQmEyIGFRQWFz4BNTQmAuWuw5y8f2p44Zi%2B2L7JX1Ftxgq5mYpwi6ZoCHKITlihhnMFza2VgcBQTq5zer9mxamU2ExFl2Bvr2H87zynd2t%2BlHpjlgK9g25SfDY8j2ZaagACAGL%2F7AQrBcsAGgAoAC1AFw4FGCERTVkhIQUYGBtLWRgHBQpLWQUZAD8rABg%2FKxESADkYLysREgA5MTABFAoBBCMiJzUWMzISEyMOASMiJjU0EjYzMhYlIgYVFBYzMj4CNTQmBCtwt%2F78rIhqhnDK%2BkAKM6NjqbiB55C0x%2F5%2FlrZtbEyAWSl2BArC%2Flf%2B2Ywini8BGgEsS1fFvpkA%2F4%2FlV%2BKxfIQ5anpag5kAAgAr%2F%2BMBwwRkAAsAFgAXQAwPFE9ZDxAJA09ZCRYAPysAGD8rMTA3NDYzMhYVFAYjIiYTNDYzMhUUBiMiJitRRys1UEQuNqBQR2FTQS42Sk1bNDVHXzQDpU1baEldNQAAAv%2Bc%2FvgBwwRkAAYAEQAVQAkEQAYKD09ZChAAPysAGC8azjEwJRcGByMSNxM0NjMyFRQGIyImASMIcZ2Bfk5jUEdhU0EuNu4X6%2FQBHtgCzk1baEldNQAAAAEAeQDyBBAE2QAGABdACQECBQUGBAMAAwAvLxEzMjkRMzMxMCUBNQEVCQEEEPxpA5f9FQLr8gGmYgHflf6N%2FrgAAAAAAgB%2FAbwEFwPlAAMABwAStwUABAEEBAABAC8zMy9dMzEwEzUhFQE1IRV%2FA5j8aAOYA1qLi%2F5ijo4AAAAAAQB5APIEEATZAAYAG0ALBQQBAQMABgIDBgMALy8RMxEzEjkRMzMxMBMJATUBFQF5Aun9FwOX%2FGkBiQFIAXOV%2FiFi%2FloAAAAAAgCe%2F%2BMDmgXLABoAJgAlQBIHEQAAJBEkHk9ZJBYRCklZEQQAPysAGD8rERIAORgvEjkxMAE%2BATc%2BAjU0JiMiBgcnPgEzMhYVFAYHDgEHAzQ2MzIWFRQGIyImAQQWZXOAUC5nYFGUQj1cyFKnuIOgfVgX7VBHLDVTQS42AZOCp1tkWGQ%2BXWUzH4EzMqiae894W3Fo%2FrdNWzQ1SV00AAAAAAIAb%2F9GBo8FtAA1AEEAKkATJisHCTYQGD09BAkQCRAJKx8yAwA%2FM8Q5OS8vETMzETMRMxI5ETMxMAEUAgYjIicjBiMiJjU0PgEzMhYXDgEXFDMyPgE1NAAjIgQCFRAAITI3FQYjIAAREBIkITIEEgUiDgEVFBYzMhsBJgaPbsh6xRAIb7Rzg4jxjEF9WEBEA2ZOf0r%2FAPLk%2FpvFAR8BCsXf2%2BD%2Bxv6X%2FQGyAQ2%2FARSR%2FUpeoFxCQbtVRj8DVLP%2B3qS4uJeGnf6QGCTy%2FC51hul%2F7wEA1v6H5P7y%2FtdWf1oBcQFBAQUBwfaX%2FuxfbsRyXVMBOwECFwAAAv%2BLAAAEEAW2AAcADgAdQA4LBA4BSVkODgMEAwcDEgA%2FMz8SOS8rEQAzMTABIQMjATMTIwsBJicOAQMDLf4Q9b0DH664qksjGAUlV84B0f4vBbb6SgJtASuzq1iu%2Fn0AAwBWAAAEsgW2AA4AFwAgAC1AFwUgDw8gSlkPDw0ODhdKWQ4DDRhKWQ0SAD8rABg%2FKxESADkYLysREgA5MTABIBEUBgcVHgEVFAQjIQETMzI2NTQmKwEDITI2NTQmKwEDAgGwrp5ze%2F7Q%2F%2F4xATUn%2BJy6hY%2FT%2BgEKtcKVjOwFtv6wjcIdCiCdbtTxBbb9jpJ%2BaGf7bqGTdHsAAAAAAQCW%2F%2BwFCgXLABgAF0AMFABJWRQEDQdJWQ0TAD8rABg%2FKzEwASIEAhUUFjMyNxUOASMiABEQEiQzMhcHJgOurv7tocOri7dWnG7y%2FuzTAWThxZdFigUzwv6J3bvfOZUfHAErAQIBBQHB7FCNRQAAAAIAVgAABRQFtgAJABMAF0AMBhJKWQYDBRNKWQUSAD8rABg%2FKzEwARACBCkBASEgAAEyJBI1NCYrAQMFFNL%2Bev76%2FqABNQFWARQBH%2FytygEyo87HsvoDbf77%2FnDYBbb%2B1fwItwFO19fd%2B3AAAAEAVgAABGoFtgALACZAFAYJSVkGBgECAgVJWQIDAQpJWQESAD8rABg%2FKxESADkYLysxMCkBASEHIQMhByEDIQM1%2FSEBNQLfIP3KYgIPHf3vcgI1BbaZ%2FiuY%2FegAAQBWAAAEagW2AAkAHUAPBglJWQYGAgESAgVJWQIDAD8rABg%2FEjkvKzEwISMBIQchAyEHIQECrAE1At8e%2FchuAhAg%2Fe8Ftpn965kAAAEAlv%2FsBU4FywAdACZAFAAdSVkAAAQLCxJJWQsEBBlJWQQTAD8rABg%2FKxESADkYLysxMAEhAwYjIAAREBIkMzIWFwcuASMiBAIVFBYzMjcTIQM1Acua2Mv%2B%2BP7bywFo23XNaEJNsWqp%2FuuazbiaamD%2B3wL%2B%2FTlLASEBAwENAbn1KCyYIjLL%2FpThvtonAbwAAAEAVgAABXMFtgALABpADQgDSVkICAUKBgMBBRIAPzM%2FMxI5LysxMCEjEyEDIwEzAyETMwQ9p4%2F9bJGqATWqgwKUhagCsP1QBbb9kgJuAAAAAQBWAAACNQW2AAMACrMBAwASAD8%2FMTAzATMBVgE3qP7JBbb6SgAAAAH%2Bwf5%2FAjUFtgAMABG3CQMABUlZACIAPysAGD8xMAMiJzcWMzI2NwEzAQKmaTAGRUxkgxkBM6r%2By0%2F%2BfxmTFH14Bar6RP6FAAEAVgAABSsFtgANABVACQoEBwsIAwEHEgA%2FMz8zEjk5MTAhIyYCJwcDIwEzAwEzAQQKukiVSK59qgE1qpcCvNH9gbUBZbeD%2FbIFtv06Asb9gwAAAAEAVgAAA1YFtgAFABG3AQMAA0lZABIAPysAGD8xMDMBMwEhB1YBNar%2B7AI1IQW2%2BuSaAAABAFQAAAa4BbYAFAAZQAwKAhMDBwwIAwAPBxIAPzMzPzMSFzkxMCEDIw4BBwMjATMTMwEhASMaATcjAQKkpggHKxC%2BogE19JUJApMBCv7Rrn6GGwb9MwUQSPtK%2FH0FtvtMBLT6SgJOAndN%2Bu4AAAAAAQBUAAAFqAW2AA8AFUAJAwsHDggDAQcSAD8zPzMSOTkxMCEjASMGBwMjATMBMzY3EzMEc7X%2BNAYgKqyiATW0AcsGHiqupATH3cX82wW2%2BzzgtQMvAAAAAAIAlv%2FsBYMFzQANABsAF0AMCw5JWQsEBBVJWQQTAD8rABg%2FKzEwARACBCMgABEQEiQzMgAlIgYCFRQWMzI2EjU0JgWDsP641%2F8A%2FuLAAU%2FS9AEY%2Feed%2BInEqJjxjLwDi%2F7z%2FlfpASsBDgEIAbTs%2Fsycyv6Y2sffwwFs3cffAAAAAgBWAAAEhwW2AAoAEwAdQA8LBEpZCwsHBhIHE0pZBwMAPysAGD8SOS8rMTABFAAhIwMjASEyFgEzMjY1NCYrAQSH%2Frj%2Bw4d7qgE1AUrW3P0Thdjgi5CjBD34%2Fvr9wQW2vf3YtrB9bwACAJb%2BpAWDBc0ADQAfACNAER8QHRAHFwBJWRcEEAdJWRATAD8rABg%2FKxESADkYEMYxMAEiBgIVFBYzMjYSNTQmAQcjIAAREBIkMzIAERAABwEjA2qd%2BInEqJ7yhbz%2BxBEQ%2FwD%2B4sABT9L0ARj%2B6uwBEtsFNcr%2BmNrH38gBadvH3%2Fq5AgErAQ4BCAG07P7M%2FvL%2Bs%2F4aTv6aAAIAVgAABIkFtgALABUAJkATCAAODgBKWQ4OAwoCEgMMSVkDAwA%2FKwAYPzMSOS8rERIAOTEwAQMjASEgERAFEyMLAQIHMzI2NTQmIwGBgaoBNQFAAb7%2BkO%2B60WlmDqjB0IeYAmD9oAW2%2FpL%2BpGX9eQJgAsH%2BEkGqn3ltAAABACf%2F7AQjBcsAJgAgQBAfDBUDFRxJWRUEAwlJWQMTAD8rABg%2FKxESADk5MTABFAQjIiYnNRYzMjY1NCYnLgE1NCQzMhYXBy4BIyIGFRQeARceAgOR%2Fuf%2FaqFHorKivmmPl3UBCNdjq19CQqRFhqMiSmmTZzUBqNPpHSKqVJeETndRVap0u%2BsmLpYmLIt3Nk1EPVhkeQAAAAEAugAABLQFtgAHABZACgESBwMEA0lZBAMAPysRADMYPzEwISMBITchByEB56wBFf5qIQPZHv5oBR%2BXlwAAAAABAKT%2F7AV%2FBbYAFQAUQAkVCgMEEUlZBBMAPysAGD8zMTABAwIEIyImNTQ3EzMDBhUUFjMyNjcTBX%2FNN%2F7j9ubeGL2qvxaSkay%2FLM0Ftvw6%2Fvn90MNReANu%2FIVqUnWHr8oDugAAAQC8AAAFHwW2AAsAELYLBgMHAwYSAD8%2FMxEzMTAlNjcBMwEjAzMTFhUB3z1lAd%2B%2F%2FPO0oqphFMWQwgOf%2BkoFtvxexIsAAAAAAQDfAAAHgQW2AB0AGUAMBA8YAwkcEwoDAQkSAD8zPzMzEhc5MTAhIwMmNSMOAQEjAzMTFxQHMzY3ATMTFhUHMzY3ATME6aoxCAYZSP4srj6qHwIKBllDAZWyKwkBCUs4AYO2A8WIkkil%2FA4Ftvx7WGKg84wDYPykmZdT4IIDfQAB%2F5gAAATRBbYACwAVQAkIAgQJBgMBBBIAPzM%2FMxI5OTEwISMDASMJATMTATMBA7y01f4fugJU%2FvmsywG7uv3VAoH9fwMIAq79zQIz%2FUoAAAEAvAAABMMFtgAIABC2AAUBBwMFEgA%2FPzMSOTEwCQEzAQMjEwMzAhkB6cH9jXGsd%2B6qAssC6%2Fxn%2FeMCJQORAAAB%2F%2FAAAASTBbYACQAgQBAHBAIIBQRJWQUDAQhJWQESAD8rABg%2FKxEAMxEzMTApATcBITchBwEhA3X8exwDnP1xIANaGvxkArmJBJKbi%2FtvAAH%2F8P68AvAFtgAHAA61BQIDBgEnAD8zPzMxMAEhASEHIwEzAXP%2BfQF9AYMf4%2F7C4%2F68BvqN%2BiEAAQDdAAACUAW2AAMACrMDAwISAD8%2FMTABEyMDAXfZmtkFtvpKBbYAAAH%2Fav68AmoFtgAHAA61AwQDAAcnAD8zPzMxMAczASM3IQEhd%2BEBQOMeAYX%2BhP58tgXfjfkGAAAAAQA1AikEAgXBAAYADrQFAQAEAgAvLzMRMzEwEwEzASMDATUCVm0BCpHJ%2Fi0CKQOY%2FGgC6%2F0VAAAB%2F0T%2BvAKN%2F0gAAwAIsQECAC8zMTABITchAm%2F81R4DK%2F68jAABAj8E2QOHBiEACAAIsQYBAC%2FNMTABIy4BJzUzFhcDh2g9hxy1K2gE2T26PBWIpwACAGL%2F7ARgBFwAEgAgACdAFAoEDAAFDwgVABpGWQAQDBNGWQwWAD8rABg%2FKwAYPz8REjk5MTABMhYXMzczAyM3IwYjIiY1NBI2AzI2EjU0JiMiBgIVFBYCf1yQKAtDf%2BmFGgizxouejvopYcB4cFtos2ZeBFxjXaz7uNHlxqzQAWTK%2FBu5ASmVZ3qs%2FtqjcnEAAAAAAgA7%2F%2BwEOQYUABUAIgAnQBQLBAAPBwAGFQ8WRlkPEAAdRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMHIwEzBgIHMz4BMzIWFRQCBhMiBgIVFBYzMjYSNTQCIWGTJQpGfQFKqDM3MAldtWCNnon1IGDHdW9pY6toFGZYqgYU8v7%2FrHZvxq3R%2Fp3HA%2BO%2B%2FuCXbnWiASuo4wABAGL%2F7AOqBFwAGAAXQAwHDEZZBxAAE0ZZABYAPysAGD8rMTAFIiY1NBIkMzIXByYjIgYCFRQWMzI2NxUGAfrC1pQBBaOJgy94Y3C5aYV1SIA%2BfBTWw8gBUr0zjTOZ%2Fu%2BggI4oG48%2FAAIAYv%2FsBMMGFAAUACEAJ0AUAwsOAAYACRUAHEZZABAOFUZZDhYAPysAGD8rABg%2FPxESOTkxMAEyFzM2NxMzASM3Iw4BIyImNTQSNgMyNhI1NCYjIgYCFRQCf8JXChEcTqb%2BtosWCGWwXouckPUmXsh1bGdlrWkEWr6bdwFm%2BezRfWjErtYBZML8HbsBI5dvdKX%2B1aXjAAAAAgBi%2F%2BwDtARcABgAIgAmQBQcDkZZHBwABwcZRlkHEAASRlkAFgA%2FKwAYPysREgA5GC8rMTAFIiY1NBI2MzIWFRQEISMHFBYzMjY3FQ4BEyIGBzMyNjU0JgHsuNKV9pSZmv60%2FsshBHuBP4VjXpA0Z7UwDOTzSRTawbwBWcCFd7TNUIOTJDCSLCMD4bynd3E1RgAAAAH%2FG%2F4UA4MGHwAgACpAFgwaCR0QFkZZEAAaHUdZGg8ABUZZABsAPysAGD8rABg%2FKxEAMxEzMTADIic1FjMyNjcTIz8CPgEzMhYXByYjIgYPATMHIwMOAWhFOEAwTFIZ48ENzhcuo6AodCArTD1XXR0Z7hnt6Cei%2FhQVjRZ8cwQ6Q0JkyKUXDoEdYYFsf%2Fu2va4AAAAD%2F4H%2BFARMBFwAKAA1AEMASEAoGzMzDkZZBzlHWQQgCQMHJjMHMwcVKCZAR1kmECgCR1koDxUsR1kVGwA%2FKwAYPysAGD8rERIAOTkYLy8REhc5KysRADMxMAEPARYVFAYjIicGFRQWHwEeARUUBCEiJjU0NjcmNTQ2Ny4BNTQ2MzIXARQWMzI2NTQmLwEOAQEUFjMyPgE1NCYjIg4BBEwZ0ynpwzcdi0I%2FdbWj%2Ftz%2B98LckKFOZls%2FUO%2B6Tkz9SoKAts1sgp94gAEWWlBPdj9YUk51QQRIaxg%2BYL%2FjCDVOKRsIDhaEgLjKk4ZpmjYpUEVjKyB9U8L4FPr1TVp%2FdD5IDhAZfgMSVVlUk1ZSVlGRAAEAOwAABCkGFAAdAB1ADhILFgwAAAsVFgVGWRYQAD8rABg%2FMz8REjkxMCETNjU0IyIOAQcDIwEzDgMHMz4BMzIWFRQHBgMC2ZQSk1mpgSFlqAFKqBIhIykbC163ZIOPFydqArReKZR24Z%2F%2BJwYUUpqfrmZ7apCEPmjB%2FiEAAAAAAgA7AAACHwXfAAMADgAOtQwHAg8BFQA%2FP8QyMTAzIxMzAzQ2MzIVFAYjIibjqOqoeUAzWEMsKDQESAEYOEdaN0wxAAAC%2Fv7%2BFAIdBd8ADAAXABZAChUQCA8ABUZZABsAPysAGD%2FEMjEwAyInNRYzMjcBMwEOAQE0NjMyFRQGIyImh0U2PTp9KwEIpv72JJ0BVEAzVkMsJjT%2BFBWNFs0E2%2FsWq58HTDhHWjdMMQAAAAABADkAAAQhBhQADgAYQAsGDgkBCgABDwUJFQA%2FMz8%2FERI5OTEwCQEzCQEjAwcDIwEzCgEHAUoCDsn%2BKwEnu%2BuYUqoBSqpIci0CLwIZ%2Fi39iwIMe%2F5vBhT%2BsP3sgQAAAAABADkAAAItBhQAAwAKswIAARUAPz8xMDMjATPhqAFMqAYUAAABADsAAAaHBFwALAAnQBMWDwwTDQ8AIQwVJwYTBkZZGhMQAD8zKxEAMxg%2FMzM%2FERI5OTEwIRM2NTQmIyIOAQcDIxMzBzM%2BATMyFhczPgEzMhYVFAcDIxM2NTQmIyIOAQcDAriUEj5LVJ95IWWo6osWCletXHF6CwhWwmN%2FixaQqpQURUpRnncfawK0XilGTnjfnf4lBEjLd2iCdH15iIJEbv1gArRoKj5LdNWS%2FgwAAAEAOwAABCkEXAAZAB1ADg8MEw0PAAwVEwZGWRMQAD8rABg%2FMz8REjkxMCETNjU0JiMiDgEHAyMTMwczPgEzMhYVFAcDAtmUFEdOWamBIWWo6osWCmCzYH%2BTF48CtGgoP0x43p7%2BJQRIy3pli31PZf1gAAAAAgBi%2F%2FAEHQRWAA0AGwAXQAwAEUZZABAHGEZZBxYAPysAGD8rMTABMhYVFAIGIyImNTQSNgE0JiMiBgIVFBYzMjYSAoO%2B3JD2m8DakvgBg31rba1ff3dopl0EVuHFvP6ytuLEvgFPs%2F5xc4%2BU%2Fvmhg4%2BSAQ0AAAAAAv%2FV%2FhQEOQRaABUAIgAnQBQEDAAPCg8JGw8WRlkPEAAdRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMHDgEDIwEzBzM2MzIWFRQCBhMiBgIVFBYzMjYSNTQCIWGSKAoEAw9rpgFQixoIs8GJnor0IGDHdW9pY6toFGRaJhla%2FgMGNNHjw7DU%2Fp7FA%2BO%2B%2FuCXbnWiASuo4wACAGL%2BFARgBFwAFQAiACdAFAQLAA8FDwgbAB1GWQAQDxZGWQ8WAD8rABg%2FKwAYPz8REjk5MTABMhYXMzczASMTNjcjDgEjIiY1NBI2AzI2EjU0JiMiBgIVFAKBXo8lDUN9%2FrCmZQkwCF%2B0YIyfkfcpXMR5bWJlsGgEXGVbrPnMAeAtsHlsw6%2FUAWjC%2FBu4ASKbaXqp%2Ftej4wAAAAABADsAAANoBFwAEgAbQA0OCwAMDwsVAAVGWQAQAD8rABg%2FPxESOTEwATIXByYjIg4BBwMjEzMHMz4CAvBFMyQ1NFufdxxrqOqLFgpIXmcEXA6WDXjVgv4KBEjLX1MtAAABAAj%2F7ANEBFwAJAAgQBAMHgMVFRtGWRUQAwlGWQMWAD8rABg%2FKxESADk5MTABFAYjIic1HgEzMjY1NCYnLgE1NDYzMhcHJyYjIgYVFBYXHgIC393JqYhGokV%2BgEZ0gmzKpaufNjhld11qR29rXS4BN5yvRZ4qLmROOU5ESYxgiqlKiRkrV0U4UD88VmMAAAABAFr%2F7ALbBUQAGgAnQBMQEkAMFQ8SEhVHWRIPBgBGWQYWAD8rABg%2FKxEAMxEzGhgQzTEwJTI3FQ4BIyImNTQ3EyM%2FAjMHIQchAwYVFBYBizdZImQefYUSf6wOuX1iNwESGv7vgRI6dRqBDhR3dkJUAlpJTuT8f%2F2kVy04PAAAAAEAcf%2FsBF4ESAAYABtADQ8SChgPDRUSBUZZEhYAPysAGD8%2FMxI5MTABAwYVFDMyPgE3EzMDIzcjDgEjIiY1NDcTAcOWEpNYqoIiZKbnixYMYrJfgJIWkgRI%2FUlZMo944J4B2%2Fu4y31ii4E%2BbgKkAAABAGIAAAQSBEgACwAOtQkBDwUAFQA%2FMj8zMTAzAzMTEhUzEjcBMwHffahAGAZ%2FNAFFsv2xBEj9m%2F7%2BaAETYAJc%2B7gAAAEAdQAABgYESAAfABlADAUPGQMJHRMKDwAJFQA%2FMz8zMxIXOTEwIQMmPQEjDwEBIwMzExUUBzM2NwEzExYdAQczNhIBMwEDPyAECTJT%2Ft3KK6QSCAYvWgEntiUGAgYcbgEMsv4GAlpeTpx2vf2RBEj9rliTenzGAnX9rqheNSpWAQkCWPu4AAAB%2F7YAAAQGBEgACwAVQAkGAAIHBA8LAhUAPzM%2FMxI5OTEwCQEjAQMzEwEzARMjAdP%2BpsMB2%2B%2BqrgFKwv45%2FKgBsv5OAjUCE%2F5kAZz95f3TAAH%2FO%2F4UBBIESAAYABhACwUPCgAPDxRGWQ8bAD8rABg%2FMxI5MTATMxMWEhUzPgE3ATMBDgEjIic1FjMyNj8BYqhKChMGI2gZAUWy%2FUhdtoBIRD9EUnU3TARI%2Fd9F%2FvNSV%2BIrAmH6%2FqyGFYcSZWOIAAAB%2F%2BMAAAN9BEgACQAgQBAHBAIIBQRHWQUPAQhHWQEVAD8rABg%2FKxEAMxEzMTApATcBITchBwEhArL9MRcCtv4hGwKRHf1YAhN1A1Z9jPzBAAEAG%2F68Ay8FtgAnABlACxsKCgsLJhQSAwAnAD8%2FMzI5LzMSOTEwASImNTQ3PgEnNCM3MjY3Ez4BOwEHIgYHAw4BBxUWFRQPAQYVFBYzFQG6jZcUISUE0SB2jxZEIqerIR9pXBRHHH5olxIvD0lT%2FrxpdzRZkqMVj49XaAFGoICNSVf%2Bv3t6EQUprDtI0zooNTGOAAABAh3%2BEAKoBhQAAwAKswAAAxsAPz8xMAEzESMCHYuLBhT3%2FAAB%2F7b%2BvALBBbYAJwAbQAwcCwsKChQTJgADEycAPz8yETM5LzMSOTEwATIWFRQPAQYVFDMHIgYHAw4BKwE1MjY3Ez4BNzUmNTQ%2FATY1NCYjNwEdkJkVMRDRIXeOFkMkprUNc2gTSBl%2Ba5YSMg5RYxwFtml2MF3bRCuPkFZo%2FrqkfY5IVwFCdX0SBiqpO0jVQSI1MY0AAQBzAlAEMwNUABcAErYPAAaADAMSAC8zMxrNMjIxMAEiBgc1NjMyFhceATMyNjcVBiMiJicuAQFcNoEyYpFFdFZAYTI3gTNkkEh%2BSEtaAslFNJdtHSUbHEI3lm4hICAYAAAAAAL%2F8v6LAfIEXgADAA8AGEALAAAHAyIHDU9ZBxAAPysAGD8SOS8xMAEzAyMBNDYzMhYVFAYjIiYBBG2wzwEIUUYsNVFBMDYCrPvfBStMXDQ2R10zAAEA4f%2FsBCkFywAeAChAFQIeDAkJEU1ZHhhLWR4JHgkBCgcBGQA%2FPxI5OS8vKysRADMRMzEwBSM3LgE1NBI2PwEzBxYXByYjIgYCFRQWMzI2NxUGBwJGfSuEj3%2FmkSN7JXdiL21ucLlphHZIgD57oxTXIs%2BauQE%2BxxWqqAkojjSZ%2Fu%2BgfZIoHI8%2BBAAAAf%2FpAAAEmgXJABsAMUAZCxcYF05ZCBgYEgAABUtZAAcTDxIPTFkSGAA%2FKxEAMxg%2FKxESADkYLzMrEQAzMTABMhcHJiMiBwMhByEHDgEHIQchNzY%2FASM3MxMSA0q4mEKShNUyRQFyGv6NLxZYUALVIfxHG801L8gayUxLBclWhU%2Ft%2Frp%2F22KJK5qNLvPdfwFeAWEAAAIAqAEhBBAEhwAbACcAJEATBQIaFxMQDAkIBxIYFQoEHxUlBwAvM8QyzjIQzjISFzkxMBM0Nyc3FzYzMhc3FwcWFRQHFwcnBiMiJwcnNyY3FBYzMjY1NCYjIgblRIFcf2dycmWBXIFGRn9agWJ1d2J%2FWn9EgY9naJKSaGaQAtN1YoFcgUZGgVqBaHF3Yn9af0RGf1p%2FYHdnj49naJKRAAABAH8AAATsBbYAFgA9QCEKDg8OTVkHDwYSExJNWQMAExUPEx8TAg8TDxMMARUGDBgAPz8zEjk5Ly9dERI5MisRADMRMysRADMxMAkBMwEzByEHIQchAyMTITchNyE3MwMzAkYB67v96%2Bcc%2FtchASkd%2Ftk5mjj%2B3R0BIiH%2B3R3hyqMCywLr%2FP6FoIX%2B9gEKhaCFAwIAAgId%2FhACqAYUAAMABwAXQAoDAwcEBAcAAAcbAD8%2FETkvETkvMTABMxEjETMRIwIdi4uLiwYU%2FPj%2BDfz3AAAAAAIAO%2F%2F4A%2BUGHQAsADgALUAZGTMCLQ8tNjAzJwYeBx4kR1keFQcMR1kHAAA%2FKwAYPysREgAXOREzETMxMBM0NyY1NDYzMhcHJiMiBhUUFhceAhUUBgcWFRQGIyInNR4BMzI2NTQmJy4BAQ4BFRQWFz4BNTQmru53z7C9hDWUdmZ5THxkYjR6b3LkzLB3OKFMhY5lZopwAVRSamWUUF9jAwLJakaFf55EezxRRTFFOCxPZEBhpjhHdpirPZQiLFlVMFIuPYsBURp7RkZeQCx%2BRDxbAAAAAgHJBQ4D6QXTAAoAFQAMsw4DEwgALzPNMjEwATQ2MzIVFAYjIiYlNDYzMhUUBiMiJgHJOC5OOycjLwFsOC9NOycjLwViLkNQMUQsKC5DUDFELAAAAwCL%2F%2BwGagXLABYAJgA2AC1AGQYMABIPDB8MAgASEBICDBIMEhsrIxMzGwQAPzM%2FMxI5OS8vXV0RMxEzMTABIgYVFBYzMjcVDgEjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA6B9hYKAUoFCXjnA0ty%2BgnY8avyXyAFeysUBWtDJ%2FqfNz%2F6iw2muAS2srgEqr67%2B17Cu%2FtavBCOumqmhK3ocFO%2Fc0PU8eDX%2BuMgBXsrC%2FqLQzP6nys8BWsat%2FtOtrgEpsK4BKq%2Bu%2FtcAAAACAKoDFAMMBccAEgAeABtADAkDAAcTDAAEHhoAHwA%2FMj8Q1DLEEjk5MTABMhczNzMDIzcjDgEjIiY1ND4BAzI%2BATU0JiMiBhUUAfJyJwYlVotcDgQoZElNY1OWFj1nRTk5XH0Fx2da%2FWd1OEp4an%2FXe%2F20YrFPPkXOjIsAAgBYAHEDqAO%2BAAYADQAhQA4NBwoGAAMKAwUIAQwFAQAvLzMRMxI5OREzMxEzMzEwEwEXARMHAwUBFwETBwNYAYdO%2FtescecBiwFvVv7lnnHXAkgBdlH%2BuP59MQG6DgGVRf6T%2FqIxAY0AAAAAAQB%2FAQgEFwMZAAUACrICBAUALzMvMTABESMRITUEF4z89AMZ%2Fe8Bg44AAP%2F%2FADcB1QI5AnMSBgAQAAAABACL%2F%2BwGagXLAA8AHwAtADUALUAVJSkpBDUqKgwEIycnLi4MHAQEFAwTAD8zPzMSOS8zEjkREjkvMxE5LzMxMBM0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCJRQGBxMjAyMRIxEzMhYBMzI1NCYrAYvIAV7KxQFa0Mn%2Bp83P%2FqLDaa4BLayuASqvrv7XsK7%2B1q8Dtl9V45XPcX%2Flo53%2BWlzDX2ZaAtvIAV7Kwv6i0Mz%2Bp8rPAVrGrf7Tra4BKbCuASqvrv7XCE5%2BI%2F5%2FAWD%2BoANwfv7llUw%2BAAABAOMGFAQXBpgAAwAIsQECAC8zMTABITchA%2FT87yEDEwYUhAACANcDXgNGBcsADAAYAAyzEAoWAwAvMy8zMTATNDYzMh4BFRQGIyImNxQWMzI2NTQmIyIG17WCU5FUtYODtHF0UlNyc1JQdgSTgLhTkVSAtbWAUHR1T1J1dQAAAAIAfwAABBcEmAALAA8AIUAOCQEBBgILAgsCDQUNDAUALy8zERI5OS8vETMzETMxMAEhNSERMxEhFSERIwE1IRUCBP57AYWNAYb%2Beo3%2BewOYAoONAYj%2BeI3%2Bff8AjY0AAAEAYAJKAvYFyQAXABK3Cg8fAhYWASAAPzMRMz8zMTABITclPgI1NCYjIgcnNjMyFhUUBg8BIQKR%2Fc8XAQhzVyg%2BO1ppO32VbX1pkd0BiwJKauRkY1cvNUBQWmVxXmOhfbsAAAABAHcCOQL0BckAIgAbQAwiEBAREQYYHR8LBiEAPzM%2FMxI5LzMSOTEwAR4BFRQGIyInNRYzMjU0KwE3MzI2NTQmIyIHJzYzMhYVFAcCJUVOtqJ9bH1yzbJaFl9hdEU7Zl43bZ9ygM8EDBFmRYSTOH9IqolrUkc8PURdWHBftDYAAAECFATZA7oGIQAJAAixBAkAL80xMAE%2BATczFQ4BByMCFDiLJb4mzEtpBPQ8tzoVMcw2AAAB%2F9X%2BFARqBEgAGgAgQBASDA8HFw8KFRYbDwJGWQ8WAD8rABg%2FPz8zEjk5MTABFDMyPgE3EzMDIzcjDgEjIicjDgEDIwEzAwYBJ5NZpoMiaaPpixgMXbRicDMJCxdIpAFQqJQSAQqTduCdAd77uM15aGBOjP6iBjT9SVwAAQDH%2FvwEtgYUAA8AGkALBggIDgUBDgNJWQ4ALysAGC8zEjkvOTEwASMRIxEjEQYjIiY1EDYzIQS2ctVzPlTYy9roAi3%2B%2FAZ9%2BYMDMxL6%2BwEE%2FgD%2F%2FwCqAksBogNaEAcAEQB%2FAmgAAAAB%2F1b%2BFADTAAAAEQAMswgDEA8ALzPMMjEwExQGIyInNRYzMjU0Jic3MwcW06KFKS0mHq5OPGVqPYP%2B7GJ2CWQGbi4rCLZ5JgABAQICSgKPBbYACgAOtQkGAyAAHgA%2FPzk5MTABMwMjEzY3DgEHJwIZdrqHcBkhGTJ4MwW2%2FJQCDmd6GStPWgAAAgCoAxQC6QXHAAwAFwANtBMDDQofAD8zxDIxMAEUBiMiJjU0PgEzMhYnIgYVFBYzMjY1NALpsZhxh1SXY3V%2B9WZ1TEVedQTDv%2FCOfXXFboYfr45VVbGQpgAAAAACABcAcwNoA8EABgANAB9ADQAGAwcNCgoDBQgBDAUALzMvMxI5OREzMxEzMzEwCQEnAQM3EyUBJwEDNxMDaP53TgEprHHp%2FnX%2BkFYBGp5x2QHl%2Fo5SAUMBhzL%2BQQ7%2Bb0YBaAFiMv5u%2F%2F8AewAABVIFthAnANMCYgAAECYAe8oAEQcA1AJm%2FbcACbMDAhIYAD81NQD%2F%2FwBCAAAFpAW2ECYAe5IAECcA0wIpAAARBwB0Aq79twAHsgIQGAA%2FNQAAAP%2F%2FAFcAAAXoBckQJgB14AAQJwDTAvgAABEHANQC%2FP23AAmzAwIqGAA%2FNTUAAAL%2F%2FP5xAvgEWAAZACUAI0ARBhkZECMjHU9ZIxAQCUlZECMAPysAGD8rERIAORgvOTEwAQ4BDwEGFRQWMzI2NxcOASMiJjU0Njc%2BATcTFAYjIiY1NDYzMhYCkRZkc1%2BfZ2BQlEI%2BWsZXqLaEn4RRFu5RRys1UEMvNgKogqRdS3%2BUXWYzH4EwNKeafNB3Ym1kAUpNWzQ0R18zAAAA%2F%2F%2F%2FiwAABBAHcxImACQAABEHAEP%2F2AFSAAq0AhAQBSYAKxE1%2F%2F%2F%2FiwAABE0HcxImACQAABEHAHYAkwFSAAq0AhgYBSYAKxE1%2F%2F%2F%2FiwAABDgHcxImACQAABEHAMUAQgFSAAq0AhUVBSYAKxE1%2F%2F%2F%2FiwAABI8HLxImACQAABEHAMcAYAFSAAq0AhgYBSYAKxE1%2F%2F%2F%2FiwAABCsHJRImACQAABEHAGoAQgFSAAy1AwIiIgUmACsRNTUAAP%2F%2F%2F4sAAAQQBwISJgAkAAARBwDGAAIAgQAZQA8DAu8YAd8YAW8YAQ8YARgAEV1dXV01NQAAAv%2BJAAAG3QW2AA8AEwA8QCAKDUlZCgoBBhMDSVkTEwEGBRIJEgYSSVkGAwEOSVkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKzEwKQETIQEjASEHIQMhByEDIQETIwEFqP0fYv5K%2FtvFA6oDqiH9y2QCEBz973MCNv1%2Fk1T%2BTgHR%2Fi8Ftpn%2BK5b95gHVArD9UAAA%2F%2F8Alv4UBQoFyxImACYAABAHAHoCIwAA%2F%2F8AVgAABGoHcxImACgAABEHAEP%2F%2BwFSAAq0AQ0NBSYAKxE1%2F%2F8AVgAABGoHcxImACgAABEHAHYAfQFSAAq0ARUVBSYAKxE1%2F%2F8AVgAABGoHcxImACgAABEHAMUARgFSAAq0ARISBSYAKxE1%2F%2F8AVgAABGoHJRImACgAABEHAGoAQgFSAAy1AgEfHwUmACsRNTUAAP%2F%2FAFYAAAJRB3MSJgAsAAARBwBD%2FsoBUgAKtAEFBQUmACsRNf%2F%2FAFYAAANCB3MSJgAsAAARBwB2%2F4gBUgAKtAENDQUmACsRNf%2F%2FAFYAAAMoB3MSJgAsAAARBwDF%2FzIBUgAKtAEKCgUmACsRNf%2F%2FAFYAAAMpByUSJgAsAAARBwBq%2F0ABUgAMtQIBFxcFJgArETU1AAAAAgBIAAAFFAW2AA0AGwAtQBcaBwgHSVkXCAgFCgoWSlkKAwUbSlkFEgA%2FKwAYPysREgA5GC8zKxEAMzEwARACBCkBEyM3MxMhIAABMiQSNTQmKwEDIQchAwUU0v56%2Fvr%2BoIeVIJaNAVYBFAEf%2FK3KATKjzseybwFKIf62agNt%2Fvv%2BcNgCiZYCl%2F7V%2FAi3AU7X1939%2FJb%2BCv%2F%2FAFQAAAWoBy8SJgAxAAARBwDHAQgBUgAKtAEZGQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwBDAGgBUgAKtAIdHQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwB2ASEBUgAKtAIlJQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwDFANUBUgAKtAIiIgUmACsRNf%2F%2FAJb%2F7AWDBy8SJgAyAAARBwDHAOUBUgAKtAIlJQUmACsRNf%2F%2FAJb%2F7AWDByUSJgAyAAARBwBqAM8BUgAMtQMCLy8FJgArETU1AAAAAQCoATED8AR3AAsAFkAKAwYACQQCCggEAgAvMy8zEhc5MTAJATcJARcJAQcJAScB5%2F7BYgFAAUNj%2FrwBQmH%2Bvf7AYALTAUFj%2FsABQGD%2BvP6%2BYAFA%2FsJgAAMAd%2F%2BsBbYGBAAXACAAKQAjQBMfIx4kBCYYDxhJWQ8EBCZJWQQTAD8rABg%2FKxESABc5MTABEAIEIyInByc3JjUQEiQzMhYXNxcHHgEBIgYCFRQXASYTNCcBFjMyNhIFg7D%2BuNfIhIFwiWrAAU%2FSY59Ig3KVMDL95534iSkC4VrRIf0jW46Y8YwDi%2F7z%2FlfpYKBcqojrAQgBtOw2OaZcuD68AT%2FK%2Fpjah1wDl1j%2BWnZX%2FHFKwwFsAP%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwBDAFgBUgAKtAEXFwUmACsRNf%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwB2ASMBUgAKtAEfHwUmACsRNf%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwDFAMsBUgAKtAEcHAUmACsRNf%2F%2FAKT%2F7AV%2FByUSJgA4AAARBwBqALoBUgAMtQIBKSkFJgArETU1AAD%2F%2FwC8AAAEwwdzEiYAPAAAEQcAdgBUAVIACrQBEhIFJgArETUAAgBWAAAEUgW2AAwAFQAlQBMJFUpZCQkGBw0ESlkNDQYHAwYSAD8%2FEjkvKxESADkYLysxMAEUACEjAyMBMwMzMhYBMzI2NTQmKwEEUv64%2FsGFRqoBNao1oNXd%2FRCH1%2BKMkaYDPfj%2B%2Bv7BBbb%2FAL792bawfm4AAAAAAf8A%2FhQEWAYfAD8ALEAYNhUnAx4MDDlGWQwAHiRGWR4WAAVGWQAbAD8rABg%2FKwAYPysREgAXOTEwAyInNRYzMjY3AT4BMzIWFRQOAQcGFRQXHgIVFAYjIic1HgEzMjY1NC4BJy4BNTQ%2BATc%2BAjU0JiMiBgcBDgGFRTY9MkFUFwEYK%2BLCorQqUYpuXy9sM9m4r10zhz5xiBUuQlhFJT5dUD4iaVl3hhz%2B7iii%2FhQVjxZfbgUiyMaOfTljW2lTRDhCImtxQ6%2FHR6ApM3RlKD44N0VuPDVWR0U4P0MlQEl9gPrpva7%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAQ7EAAAq0AiIiESYAKxE1AAD%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAdkQAAAq0AioqESYAKxE1AAD%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAxfcAAAq0AicnESYAKxE1AAD%2F%2FwBi%2F%2BwEYAXdEiYARAAAEQYAxxIAAAq0AioqESYAKxE1AAD%2F%2FwBi%2F%2BwEYAXTEiYARAAAEQYAav0AAAy1AwI0NBEmACsRNTX%2F%2FwBi%2F%2BwEYAaBEiYARAAAEQYAxtoAAAy1AwIkJBEmACsRNTUAAwBi%2F%2BwGWARcACoAOABCAEJAJBUYAwYEChE8IUZZPDwFFg8FFTkyETJGWRoRECUrCitGWQAKFgA%2FMysRADMYPzMrEQAzGD8%2FEjkvKxESABc5MTAFIiYnByM3Iw4BIyImNTQSNjMyFhczNzMHNjMyFhUUBCEjBxQWMzI2NxUGJTI2EjU0JiMiBgIVFBYBIgYHMzI2NTQmBI1soygfchoIbaVfeoqN8o5SficLQ20fe9F3k%2F6z%2Fs4nBH2DN3t1pPxrX7t3W01jsGRKA9V1vC8O4vVGFE9Qi9GEYcaqzgFmzGFfrJKmiHS2y1CDkyEzlkuLtwEqlmd6rf7epHJzA1a9pnVvPUIAAAD%2F%2FwBi%2FhQDqgRcEiYARgAAEAcAegF9AAD%2F%2FwBi%2F%2BwDtAYhEiYASAAAEQYAQ4IAAAq0AiQkESYAKxE1AAD%2F%2FwBi%2F%2BwD7wYhEiYASAAAEQYAdjUAAAq0AiwsESYAKxE1AAD%2F%2FwBi%2F%2BwDxgYhEiYASAAAEQYAxdAAAAq0AikpESYAKxE1AAD%2F%2FwBi%2F%2BwDvQXTEiYASAAAEQYAatQAAAy1AwI2NhEmACsRNTX%2F%2FwA7AAAB7AYhEiYAwgAAEQcAQ%2F5lAAAACrQBBQURJgArETX%2F%2FwA7AAAC6gYhEiYAwgAAEQcAdv8wAAAACrQBDQ0RJgArETX%2F%2FwA7AAACxAYhEiYAwgAAEQcAxf7OAAAACrQBCgoRJgArETX%2F%2FwA7AAACwQXTEiYAwgAAEQcAav7YAAAADLUCARcXESYAKxE1NQAAAAIAWv%2FsBHEGJQAgAC4ANEAcGQ8WHgAIBQQDHxYoRlkWFg8fDwYDAQ8hRlkPFgA%2FKwAYPzM%2FEjkvKxESABc5ERI5MTABJic3FhclFwceARUUAgQjIiY1NBI2MzIWFzc1NCYnBScTMj4BNTQmIyIOARUUFgKkQlBfdkYBBEDwV0%2BP%2Fvm0ts2H75RpmSMGSUr%2B8jgxa6Zmg3FtoFdzBT86N3VURpJphXP7kP3%2BfMTQuaABFJ5bTwIRiNBdlWz7vXDgcnaKc8%2BAfoL%2F%2FwA7AAAEUAXdEiYAUQAAEQYAxyEAAAq0ASMjESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAQ5cAAAq0Ah0dESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAdjkAAAq0AiUlESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAxe8AAAq0AiIiESYAKxE1AAD%2F%2FwBi%2F%2FAENQXdEiYAUgAAEQYAxwYAAAq0AiUlESYAKxE1AAD%2F%2FwBi%2F%2FAEHQXTEiYAUgAAEQYAaugAAAy1AwIvLxEmACsRNTUAAwB%2FAPwEFwSoAAMADgAZABC1AAEBEQwRAC8vEjkvMzEwEzUhFQE0MzIWFRQGIyImETQzMhYVFAYjIiZ%2FA5j9xG81Ozw0NDtvNTs8NDQ7AouOjv7qeT08Oj8%2BAvV5PTw6Pz4AAAMAPf%2B0BFAEkwAVAB4AJwAwQBsSDwcEBgkiHB0hERQIDwQPFkZZDxAEJEZZBBYAPysAGD8rERIAFzkYEMYQxjEwARQCBiMiJwcnNyY1NBI2MzIXNxcHFiUiBgIVFBcBJhM0JwEWMzI2EgQXi%2FSakmRiaW1Ek%2FSWkmpoaXc%2B%2FnBsr2QRAgY2jA39%2FjllZ6tfAsG9%2Fqq%2BQX1Sh2eiwgFOsESBT4FhaZL%2B%2FpdcLQKFL%2F7lVCP9fy2PAQIAAAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAQ5kAAAq0ARoaESYAKxE1AAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAdmgAAAq0ASIiESYAKxE1AAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAxQoAAAq0AR8fESYAKxE1AAD%2F%2FwBx%2F%2BwEXgXTEiYAWAAAEQYAagAAAAy1AgEsLBEmACsRNTX%2F%2F%2F87%2FhQEEgYhEiYAXAAAEQYAduAAAAq0ASIiESYAKxE1AAAAAv%2FV%2FhQEOQYUABcAJAAnQBQEDQARCQAIGxEYRlkREAAfRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMGBwMjATMCBgczPgEzMhYVFAIGEyIGAhUUFjMyNhI1NAIhYpQnCggRZqYBsKhfKBMJZbBfi56K9CBgx3VvaWOraBRmWGhI%2FhoIAP5HokR9aMOw1P6exQPjvv7gl251ogErqOMA%2F%2F%2F%2FO%2F4UBBIF0xImAFwAABEGAGqGAAAMtQIBLCwRJgArETU1AAEAOwAAAc0ESAADAAqzAg8BFQA%2FPzEwMyMTM%2BOo6qgESAAAAAIAlv%2FsBykFzQAVACEAOUAgEBNJWRAQAQwMD0lZDAMKG0lZCgQDFklZAxIBEgEUSVkrABg%2FPysAGD8rABg%2FKxESADkYLysxMCkBBiMgABEQEiQzMhchByEDIQchAyEFMjcTJiMiBgIVFBYF9P1eTlD%2FAP7iwAFP0phVAsUf%2FctkAhAf%2FfBzAjX8pEU29kxznfiJxBQBKwEOAQgBtOwXmf4rlv3mFRMEiRbK%2Fpjax98AAwBi%2F%2BwGrARcACEALgA4ADtAHgIOBQwyGEZZMjIFDC8iDCJGWREMEBwpBSlGWQAFFgA%2FMysRADMYPzMrEQAzERI5GC8rERIAOTkxMAUgJw4BIyImNTQSNjMgFz4BMzIWFRQEISMHFBYzMjY3FQYBIgYCFRQWMzISETQmJSIGBzMyNjU0JgTj%2FvJWRc17uNiW%2FJsBDllLzXeLnP63%2FtApBHuBS4xQov0Cba5gfG6xyncCiX2%2FLBLn8EAU4Wty5MLBAU6x4W16g3m3ylCDkzEjlksD3ZL%2B%2FpuNkgFBAQt8hgS9pnp0MEUAAAEBjwTZA%2FYGIQAOAAyzAwsGAQAvM80yMTABIyYnBgcjNT4BNzMWHwED9mc5aIZsbZF3F54lWyoE2TCNd0YbhYEnY4hCAAAAAAICJwTZA90GgQALABcAFUALDx8JLwk%2FCQMJFQMALzPMXTIxMAEUBiMiJjU0NjMyFgc0JiMiBhUUFjMyNgPdeGNldnxfZXZoQDMxQjs4M0AFsGN0c2JedXJhNT4%2BNTY9PQAAAAABAVAE2QQvBd0AFQAStgUTC4AQAAkAL8QyGt3GMzEwASIuAiMiBgcjEjMyHgIzMjY3MwIDRihLR0MgLDMWZDqtLE9HPhssMxpkQgTbIysjOToBAiQrJDY%2F%2Fv4AAAEANwHVA5ECdQADAAixAAEALzMxMBM3IQc3IwM3IgHVoKAAAAEANwHVB2gCdQADAAixAAEALzMxMBM3IQc3IwcOIgHVoKAAAAEAewPBAggFtgAGAAmyAAMDAD%2FNMTATJzYTMwIHgQZirH%2BTOAPBFtMBDP6nnAAAAAEAfQPBAgwFtgAHAAmyBQcDAD%2FGMTABFw4BByMSNwIECCiOWIGGRQW2Flv%2FhQEqywAAAAAB%2F5z%2B%2BAErAO4ABgAIsQQAAC%2FNMTAlFwYHIxI3ASMIcZ2Bfk7uF%2Bv0AR7YAAIAewPBA3sFtgAGAA0ADbQABwMKAwA%2FM80yMTABJzYTMwIHISc2EzMCBwH0CFDAf6Ip%2FdEGYqx%2FkzgDwRa1ASr%2BhXoW0wEM%2FqecAAACAH0DwQN%2FBbYABwAPAA20DAUPBwMAPzPGMjEwARcOAQcjEjchFwYDIzYSNwIECCiOWIGGRQItCl60fzl1HAW2Flv%2FhQEqyxbO%2Fu9%2BASVSAAL%2FnP74ApwA7gAGAA0ADLMLDQQAAC%2FNMzIxMCUXBgcjEjchFwYDIxI3ASMIcZ2Bfk4CKwlfsIGMP%2B4X6%2FQBHtgXzf7uATy6AAEAxwHsApED6QALAAixCQMAL80xMBM0NjMyFhUUBiMiJseTfVxelIBZXQKskaxiXI2yYwABAFgAcQItA74ABgAStgYAAwMBBQEALy8SOREzMzEwEwEXARMHA1gBh07%2B16xx5wJCAXxR%2FrL%2BgzEBtAABABcAcwHsA8EABgAStgAGAwMFAQUALy8SOREzMzEwCQEnAQM3EwHs%2FnhNASiscegB8P6DUgFNAX0y%2FksAAAAAAf4ZAAAC8AW2AAMACrMDAwISAD8%2FMTAJASMBAvD7wpkEPQW2%2BkoFtgAAAAACAFwCSgLfBbwACgAQACFADw0HBhABBQUJEBADBx4DIAA%2FPxI5LzMzETMRMxEzMTABIwcjNyE3ATMDMyMSNwYPAQLJgSt%2FK%2F6TFwHhhXl%2F%2FkUVFFrNAxTKymUCQ%2F3NAUJJJHH2AAAAAAEAP%2F%2FsBNcFyQAmAEtAKQsXGBdOWQgYBhwdHE1ZAx0PHR8dAgkDGB0YHRIhIQBMWSEHEg1MWRIZAD8rABg%2FKxESADk5GC8vX15dETMrEQAzETMrEQAzMTABIgYHIQchBgchByEQITI3FQYjIgI9ASM3MzY3IzczEgAzMhYXByYDoIzkSwGqGv5HFQsBfR3%2BlwEpe4V%2Fl9TpqhuaCBaXG59hAUXPWY5GUHEFMcbHhUFjg%2F6LN5M7AQv1DINQVIUBCwEaKzGKTgAAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%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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%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%2BALACIz6xAQIGDLAKI2VCsAsjQgGwASM%2FALACIz%2BxAQIGDLAGI2VCsAcjQrABFgEtLLCAsAJDULABsAJDVFtYISMQsCAayRuKEO1ZLSywWSstLIoQ5S1ApQkhSCBVIAEeVR9IHlUfHgEPHj8erx4DT0YcH05NGx9NRhofJjQQVSUk%2Fx8ZE%2F8fBwT%2FHwYD%2Fx9MSxwfS0YbHxMzElUFAQNVBDMDVR8DAQ8DPwOvAwPLSttK60oDy0kBSEYSH0dGEh9JRgEjSCJVHDMbVRYzFVURAQ9VEDMPVc8PAR8PAQ8P3w%2F%2FDwMGAgEAVQEzAFVvAH8ArwDvAAQQAAGAFgEFAbgBkLFUUysrS7gH%2F1JLsAlQW7ABiLAlU7ABiLBAUVqwBoiwAFVaW1ixAQGOWYWNjQBCHUuwMlNYsCAdWUuwZFNYsBAdsRYAQllzcysrXnN0dCsrKysrdCsrc3NzdCsrKysrKysrKysrKytzdCsrKxheBhQAFwBOBbYAFwB1BbYFzQAAAAAAAAAAAAAAAAAABFIAFACGAAD%2F7AAAAAD%2F7AAAAAD%2F7AAA%2FhT%2F7AAABbYAFfyU%2F%2Bv%2Bef%2F0%2Fqj%2BqAAX%2FrwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAwAC4ALAAowCUAMAAzQDFAM8AugCaATEAsgAAAAAAAAAAAAAAAAAsAEoAngEIAXIB3AHwAhACMAJaAnwClAKoAsQC2gMWAzYDdAPIBAQERgSeBL4FHAVwBaIF0AXqBg4GKAZ2BvYHJgdyB6oH4AgOCDQIfAikCLgI3AkGCSAJVgmGCcYJ%2BgpGCoIKygrqCxwLQguEC64Lzgv2DBIMJgxCDF4McAyKDNINIA1UDaQN8A42DroO9g8mD2oPmA%2BqD%2FoQMhBsELYRBBEuEXIRsBHqEgwSThJ4Eq4S2BMmEzgThBO8E7wT5hQqFHYUwBUKFSgVjhW8FiwWbBaWFrAWuBcsFz4XbBeeF9IYGhg0GHIYmBiiGNAY8BkiGU4ZZBl6GZAZ4hn0GgYaGBoqGj4aUBqaGqYauBrKGtwa8BsCGxQbJhs6G4YbmBuqG7wbzhvgG%2FQcIBx%2BHJAcohy0HMgc2h0SHXwdjh2gHbIdxB3WHegeaB50HoYemB6qHrwezh7gHvIfBh9oH3ofjB%2BeH7Afwh%2FUIBAgaiB8II4goCCyIMQhFCEmITghkiIGIigiXCKSIqQitiLQIuwjAiMqI1QjeCOSI6wjxiPcJBIkfAAAAAIAIf%2FlAlgFtgADAA8AGEALAQENAgMNB1FZDRMAPysAGD8SOS8xMAEjEyEBNDYzMhYVFAYjIiYBULCoARD9yVtVOUReTD5FAbwD%2BvqqUGRBPU9iQwAAAAACANUDpgN9BbYAAwAHAA20BgIHAwMAPzPNMjEwAQMjEyEDIxMCBJeYSAJgmJlKBbb98AIQ%2FfACEAAAAAACADMAAAU3BbYAGwAfADNAGAAfEBAZFREECAwMARwNEQ0RChcTAwYKEgA%2FMz8zEjk5Ly8zMzMRMzMRMzMzETMzMTABAyEHIQMjEyMDIxMjNyETITchEzMDMxMzAzMHATMTIwQMVAEPD%2F7RebR7%2BHmudfoRARhU%2FvgQASd5snn8ea55%2FA785fpS%2BgNo%2FuKo%2Fl4Bov5eAaKoAR6oAab%2BWgGm%2Flqo%2FuIBHgADAD3%2FiQRIBhIAHwAlACsAQUAiFUAPEkgcJQ0DKysTBAZAIAwGDE9ZAwYVE0AbJhMmTVkWEwAvMysRADMaGBDNLzMrEQAzGhgQzRI5ERczKzEwARQGDwEjNyYnNR4BFxMuATU0Nj8BMwcWFwcmJwMeAgE%2BATU0JwMOARUUFwPb79othy3FiU7LXFSch%2B3OJYcjoYBWhm5QgHU4%2FmBWZXMOWVluAe6s0hTT0w1D0So4AgGDOKV1p8kRo6UQQrlCCP6NM1hy%2FuELYk1lLAJEC11MYikAAAUAjf%2FsBkYFywALABkAHQApADcAJ0ATHjUGEDUQNRAcHQMcEgAXByQuEwA%2FMz8zPz8SOTkvLxEzETMxMAEiDgEVFDMyPgE1NBcUAgYjIiY1NBI2MzIWJQEjARMiDgEVFDMyPgE1NBcUAgYjIiY1NBI2MzIWAhI3WDVQNFc7wW%2B2c3yEarN3f4UCwvvDwwQ%2BDDRXOVE0WDvBb7Zxf4Vqs3Z%2FiAUjeuBnh3TrZoOBoP7Nmp6VpgEnlpiD%2BkoFtv0lc%2BNshnXoaIN%2Fof7LmpmSqwEqlZYAAwBC%2F%2BwFWgXNAAoAFAAxADRAHQUYIw8ELx0kDiksBCYmHSsSHQBLWR0ELwtLWS8TAD8rABg%2FKwAYPxI5Ehc5ERIXOTEwASIGFRQXPgE1NCYBMjY3AQ4BFRQWJTQ2NyY1NDYzMhYVFAYHEzY3MwIHEyEnDgEjIiYC7FdePpNpSP7TTYxK%2FviFYXD%2BoavJWOG5oLizzOttSOlxuM3%2B615q0ny%2B0wUSbFhtXEt1REJH%2B542NwF9SodWVm2uk9Zil4S01aKJgcpb%2Frpwt%2F7yuP7pg1BHwwABANUDpgIEBbYAAwAJsgIDAwA%2FzTEwAQMjEwIEl5hIBbb98AIQAAAAAQBO%2FrwDFwW2AAoACrMJJwMDAD8%2FMTATEBIBMwAREBMjAk75AP%2FR%2Fg5zt5MBFAFXAkMBCP3c%2FX7%2Bt%2F71AQUAAAH%2FZv68Ai8FtgAKAAqzBCcIAwA%2FPzEwARACASMAERADMxICL%2Fb%2B%2FtEB8nO3kwNc%2Fqr9wf71AiQCggFHAQ3%2B9wABAMECVgSDBh8ADgAJsgYOAAA%2FzTEwAQMlByUTBwsBJwElNwUTA2R0AZMM%2FpGqzWbjogEl%2FqJHAWIlBfT%2BkRfNLf6XPQFz%2FsiQAQpkw7IBfwAAAAABAHUBAAQdBKgACwAStwkBAgFSWQYCAC8zKxEAMzEwASE1IREzESEVIREjAfD%2BhQF7tAF5%2Foe0Ane0AX3%2Bg7T%2BiQAAAAH%2Fmv74AVYA7gAGAAixBAAAL80xMCUXAgcjNhMBTgh9jbJpX%2B4X%2Fvzb7gEIAAAAAAEALwG%2BAlICiQADAAu0AQBMWQEALysxMBM3IQcvLQH2LQG%2By8sAAAABACH%2F4wFOARQACwAMtQkDUVkJEwA%2FKzEwNzQ2MzIWFRQGIyImIV5UOENfTUI%2FXlNjPz1OZ0cAAAH%2FpAAAA7gFtgADAAqzAwMCEgA%2FPzEwCQEjAQO4%2FNXpAysFtvpKBbYAAAAAAgBc%2F%2BwETAXNAA0AGgAXQAwLDk1ZCwcEFU1ZBBkAPysAGD8rMTABEAIEIyICNRASJDMyFiUiBgIVFBYzMjYSNRAETJ7%2B6LnCv6YBF7a7wv5wYaZrTlpkpWMD9P7O%2Fh%2F1AP%2FsARwB5PbtKOD%2Bb8KPluMBltMBDAAAAQDyAAADtAW2AAoAELYHBAEJBgEYAD8%2FEjk5MTAhIxM2NwYPAScBMwJ97r0cNjlOu2oB%2FMYDZpauNy91qgE9AAH%2F7gAABD8FywAbAB1ADxEKTVkRBwIaAQEaTlkBGAA%2FKxESADkYPysxMCkBNwE%2BAjU0JiMiBgcnPgEzMhYVFA4BBwEVIQOP%2FF8kAdewfThjWkaKZXN43nW11k6oyP7JAm60AaafkHtGVWM8T6BhU7qebLrDq%2F74CAAAAAABAB%2F%2F7AQ%2FBcsAKAAtQBcDFxgYF09ZGBgLJiYfTVkmBwsRTVkLGQA%2FKwAYPysREgA5GC8rERIAOTEwARQGBxUeARUUBgQjIic1HgEzMjY1NCEjNzMyNjU0JiMiBgcnPgEzMhYEP8aqf4uI%2Fv%2Bw4aBUy16dsP7qhSVqpM9jWkiVWGh403m3zgSBntQfBxike4XPck%2FXMTWPfdu3lX1PWzM7oVFBsQAAAAAC%2F%2FwAAARCBboACgASAClAFwEFEgVNWQkPEh8SAlASARISAw8HBgMYAD8%2FMxI5L11dMysRADMxMAEjAyMTITcBMwMzIRM2NyMGBwEEF8lE5UX9kiUDI%2F7Jyf5RRB9FCDNU%2FloBPf7DAT3FA7j8SAE1iPFWZP4MAAABADX%2F7ARYBbYAGwAmQBQAEk9ZAAAHFhYZTlkWBgcMTVkHGQA%2FKwAYPysREgA5GC8rMTABMhYVFAYEIyInNRYzMjY1NCYjIgcnEyEHIQM2AmK114z%2B9L7WjaevrcJ8fl%2BCWMgCyS3%2BBmpdA4vPtqH0hU%2FZZKaTaX8jRALE0f6UEgAAAAACAG%2F%2F7ARtBcsAGQAoAC1AFw0XEBAgT1kQEBcFBQpNWQUHFxpNWRcZAD8rABg%2FKxESADkYLysREgA5MTATNBoBJDMyFwcmIyIAAzM2MzIWFRQCBiMiJgUyPgE1NCMiDgMXFBZvedEBJcR1VitIbc3%2B%2BEEGfcmcr4nqmcLRAaNRfESyM1lFMB4CYwG%2BzQGSARySGcIW%2Fv3%2B%2BarGraL%2B6o%2FwLmGsZsgmOkddQ26GAAAAAAEAfQAABJwFtgAGABhACwAYBQIDAwJOWQMGAD8rERIAORg%2FMTAzASE3IQcBfQLy%2FV4rA6Qh%2FQoE6c2o%2BvIAAAADAEz%2F7AReBc0AFwAjAC8AKUAUBhIYGCoqDQAAJE9ZAAcNHk9ZDRkAPysAGD8rERIAORgvMxI5OTEwATIWFRQGBx4BFRQOASMiJjUQJS4BNTQ2Ew4BFRQWMzI2NTQmEyIGFRQWFz4BNTQmAtuz0J6peGl75J3L5QFwW0%2F%2BQpWGdmNzi2EaXXJOQXN9YAXNspaEw0JOr3J5v2nIqAEph0aWV7Pb%2FNM2kWhdcIBnW4UCqXBcU2wnK3xfUVsAAAIAXP%2FsBDcFywAZACYALUAXDhAXECFPWRAQBRcXGk1ZFwcFCk1ZBRkAPysAGD8rERIAORgvKxESADkxMAEUCgEEIyInNRYzMjYTIwYjIiY1NBI2MzIWJSIOARUUFjMyNjU0JgQ3dL3%2B%2BbOFa3lzvOw7BnHApbWG75vAzf5hUn9EXFh1omAD%2Bs3%2BXf7phyDPK%2FYBCqDMupwBCo%2FvLF6mYGluvJJsgQAAAAIAIf%2FjAfoEagALABcAF0AMAwlRWQMQFQ9RWRUWAD8rABg%2FKzEwEzQ2MzIWFRQGIyImAzQ2MzIWFRQGIyImzV5UOENhTUI9rF5UOENfTUI%2FA7RTYz89T2ZH%2FN5TYz89TmdHAAAC%2F5z%2B%2BAH6BGoABgASABVACQRABgoQUVkKEAA%2FKwAYLxrOMTAlFwIHIzYbATQ2MzIWFRQGIyImAU4IfY2wX2drXlQ4Q2FNQj3uF%2F7829YBIALGU2M%2FPU9mRwAAAAEAcwDdBBsE7AAGAAixAAMAL8YxMCUBNQEVCQEEG%2FxYA6j9RwK53QGueQHow%2F6o%2FtEAAAACAHUBrgQdA%2FIAAwAHAB9AEQQFUlkEAQEAUlkPAQGQAQEBAC9dXSsAGBDGKzEwEzUhFQE1IRV1A6j8WAOoAz%2Bzs%2F5vtLQAAAABAHMA3QQbBOwABgAIsQYDAC%2FGMTATCQE1ARUBcwK2%2FUoDqPxYAaIBLwFYw%2F4Yef5SAAAAAgCi%2F%2BUDwwXLABkAJQAlQBIHEAAAIxAjHVFZIxYQCk1ZEAQAPysAGD8rERIAORgvEjkxMAE%2BATc%2BAjU0JiMiBgcnNjMyFhUUBgcOAQcBNDYzMhYVFAYjIiYBBBJre2tPJVVRTZJOTs%2FLq8R%2FqGhcD%2F7ZXlQ4Q2JMQj0BvIWvWk1QUTBGWDclsHGrnXjDd0p2Vf6iU2M%2FPU9kRQAAAgBk%2F0YGqgW0ADgARAAsQBQHCjkRESg1BAoaPz8KCi0hNQMoLQAvMz8zEjkvMxEzETMREjkvMxI5MTABFAIGIyImJyMGIyImNTQSNjMyHgEXAwYVFDMyPgE1NCQjIgQCFRAAMzI3FQYjIiQCNRASJCEyBBIFIg4BFRQzMjY%2FASYGqnfWhGJpDAZlsHuFh%2FGPNFVKXGUeT0h8R%2F7%2F69b%2Bqr8BGfvI5tvr0v7GqfUBuQERyAEkm%2F0zVpFScFJ3KUA1A06w%2FtumXEqmnYyXAQGVChAf%2FnhyLVyF2Hrk78f%2BlOD%2B%2Ff7kVptapwE40QEOAbb6lf7odmu1Z52QlPAQAAAAAAL%2FhwAABE4FuAAHAA4AGkANDgFMWQ4OBAcDEgsEAwA%2FMz8zEjkvKzEwASEDIwEhEyMDAiY1BgcDAzv%2BG9H%2BAw8BEqbqOSgLN1esAZb%2BagW4%2BkgCZgGgrzSLqP6wAAAAAAMARgAABMsFtgAPABcAIAAtQBcGIBAQIEtZEBAODw8XTFkPAw4YTFkOEgA%2FKwAYPysREgA5GC8rERIAOTEwATIWFRQGBxUeARUUBCkBARMzMjY1NCsBAzMyNjU0JisBAwre462ZbHf%2B1P71%2FhUBNW7Hi5jftePfk6d4dMgFtqikksIeCByXbNn4Bbb9pHlvrPvbiH5iZwAAAQCH%2F%2BwFIQXLABgAF0AMEwBMWRMEDAdMWQwTAD8rABg%2FKzEwASIGAhUUFjMyNxUGIyIAERASJDMyFwcuAQOcmvKRpaGNvLTC%2BP7n0wFg4tmsXj%2BOBP6y%2FqvMtL9EzUMBKQEMAQQBvuhcwyIwAAAAAAIARgAABR8FtgAJABMAF0AMBhJMWQYDBRNMWQUSAD8rABg%2FKzEwARACBCkBASEgAAEyJBI1NCYrAQMFH8j%2Bgv7%2B%2Fm8BNQFxAQ8BJPzEsQEIjbCokuMDff7x%2FmzaBbb%2B3vw1rAE4yLjB%2B9sAAAEARgAABIMFtgALACZAFAYJTFkGBgECAgVMWQIDAQpMWQESAD8rABg%2FKxESADkYLysxMCkBASEHIQMhByEDIQNO%2FPgBNQMIK%2F3lVAH2Kf4IYAIbBbbN%2FnXL%2FjgAAQBGAAAEgQW2AAkAHUAPBglMWQYGAgESAgVMWQIDAD8rABg%2FEjkvKzEwISMBIQchAyEHIQEz7QE1AwYr%2FedgAfYt%2FgwFts3%2BOssAAAEAh%2F%2FsBVwFywAdACZAFAAdTFkAAAUMDBJMWQwEBRlMWQUTAD8rABg%2FKxESADkYLysxMAEhAw4BIyAAERASJDMyFhcHJiMiBAIVFBYzMjcTIQMSAgCdcNWE%2Fvv%2B4M0Bd%2B9vzGdarqCe%2Fv6VsqRtalD%2B6wMZ%2FSAoJQEkAQsBCAG28ikxy1a1%2FrHNt7whAXMAAAEARgAABYsFtgALABpADQgDTFkICAUKBgMBBRIAPzM%2FMxI5LysxMCEjEyEDIwEzAyETMwRW7oz9yovtATXtfwI2f%2B0Ck%2F1tBbb9qgJWAAAAAQBGAAACaAW2AAMACrMBAwASAD8%2FMTAzATMBRgE36%2F7JBbb6SgAAAAH%2Bvv5oAnMFtgAMABG3CAMABUxZACMAPysAGD8xMAMiJzcWMzI3ATMBDgGYaEIFVEXJNQEr7v7PLuf%2BaBnJFfoFh%2Fpa2c8AAAEARgAABWYFtgAMABVACQgCBQoGAwEFEgA%2FMz8zEjk5MTApAQMHAyMBMwM3ASEBBD%2F%2B%2BvyVde0BNe2XjQHsARz9mAKPZP3VBbb9PqYCHP1jAAAAAAEARgAAA3kFtgAFABG3AQMAA0xZABIAPysAGD8xMDMBMwEhB0YBNe3%2B9gIbKwW2%2BxfNAAABAEQAAAblBbYAEwAbQAwRAgIJBgsHAwAOBhIAPzMzPzMSOTkRMzEwIQMjBgcDIwEhEzMBIQEjEzY3IwECh3MGCS642wE1AUNtBgJeAVj%2Bz%2BO2Jy8G%2FX0Evnbe%2FJYFtvuDBH36SgNoupz7QgABAEQAAAXdBbYAEQAVQAkDCwgQCQMBCBIAPzM%2FMxI5OTEwKQEBIwcOAQMjASEBMzYSNxMzBKj%2B%2FP5mBgoYF6zbATUBDAGPBwYyD6DbBItFlX%2F8zgW2%2B4M2ARVBAvEAAAACAIf%2F7AWNBc0ADQAbABdADAsOTFkLBAQVTFkEEwA%2FKwAYPysxMAEQAgQjIAAREBIkMzIAJSIGAhUUFjMyNhI1NCYFjb7%2Bs9z%2B%2Ff7kxQFW2fsBF%2F3biuB%2Fo5KK3XueA5r%2B6f5M4wErAQgBCwG56v7WXcD%2Bq8qtvL8BU86qvgAAAAIARgAABJYFtgAIABMAHUAPDQBMWQ0NEA8SEAhMWRADAD8rABg%2FEjkvKzEwATMyNjU0JisBBRQAISMDIwEhMhYB0V6yw3V5dwJX%2Fq3%2B0W5z7QE1AU7l6ALsn5JtZMn4%2Fvb93QW2yQAAAgCH%2FqQFjQXNABAAHgAjQBEFBw4RTFkOBAMYBwcYTFkHEwA%2FKxESADkYPysAGBDGMTABEAAHASEDIyAAERASJDMyACUiBgIVFBYzMjYSNTQmBY3%2B%2FOEBCP7fyh%2F%2B%2Ff7kxQFW2fsBF%2F3biuB%2Fo5KK3XueA5r%2Bvv4eW%2F6JAUgBKwEIAQsBuer%2B1l3A%2FqvKrby8AVPRqr4AAAACAEYAAASaBbYADQAWACZAEwoADg4AS1kODgMMAhIDFkxZAwMAPysAGD8zEjkvKxESADkxMAEDIwEhMhYVFAYHEyEDJzMyNjU0JisBAa577QE1AVLf7q2r%2Bf78z497qqh2fHcCSP24Bba9xKXjNP2HAkjGloNpXAABACf%2F7AQ7BcsAJAAgQBALHgMWFhtMWRYEAwhMWQMTAD8rABg%2FKxESADk5MTABFAQjIic1FjMyNjU0JicuAjU0PgEzMhcHJiMiBhUUHgEXHgEDov7f%2FtKKrbGJnlKDaWQ1e%2BGNzbBWoYZthB4%2FZ5t2AazS7kvgYXVoRWtTQ26DT4DGbFy%2FTnVeL0c9QWG1AAABALAAAATDBbYABwAWQAoBEgcDBANMWQQDAD8rEQAzGD8xMCEjASE3IQchAhDtAQj%2BhS0D5iv%2BgwTpzc0AAAAAAQCY%2F%2BwFiwW2ABUAFEAJFQoDBBFMWQQTAD8rABg%2FMzEwAQMCACMiJjU0NxMzAwYVFBYzMjY3EwWLyjj%2B0PvZ7RTB7cAVd3mRqifHBbb8RP71%2Fv3Ux1NXA4X8d1hGZnGhtQOoAAEAugAABUgFtgAMABC2DAYDBwMGEgA%2FPzMSOTEwJTY3ATMBIQMzExYXBwH6RkMBx%2F79BP7%2BkOhKCQIB%2BLKDA4n6SgW2%2FHdngkwAAAABAMsAAAe0BbYAHAAbQAwXDgUOCRsSCgMBCRIAPzM%2FMzMSOTkRMzEwKQEDJzcjBgcBIQMzExQHMzY3ATMTFwczPgE3ATMFJf7%2BJQYEBi9G%2Fn%2F%2FADXlEw0GUzsBg%2BEfAwMIHFQTAWb2A0q5apCT%2FLYFtvyuiNLdhgNJ%2FLmpvFjbKwNOAAAB%2F5EAAAUlBbYACwAVQAkCCAQJBgMBBBIAPzM%2FMxI5OTEwKQEDASEBAzMTASEBBBD%2FAMD%2BSv73Akr69rIBkgEK%2FdkCUP2wAwICtP3kAhz9OgAAAAABALoAAAUABbYACAAQtgAFAQcDBRIAPz8zEjkxMAkBIQEDIxMDMwJGAbABCv2Rcu537vIDGQKd%2FG%2F92wIpA40AAf%2FZAAAEogW2AAkAIEAQBwQFBExZBQMCCAEITFkBEgA%2FKxEAMxg%2FKxEAMzEwKQE3ASE3IQcBIQOF%2FFQhA1L9qisDgSP8rAKFqAQ%2Fz6z7wwAB%2F%2BX%2BvAMQBbYABwAOtQUCAwYBJwA%2FMz8zMTABIQEhByMBMwGT%2FlIBfQGuJ93%2B0d3%2BvAb6sPpnAAEA3QAAAocFtgADAAqzAwMCEgA%2FPzEwARMjAwGs29HZBbb6SgW2AAAB%2F3H%2BvAKaBbYABwAOtQMEAwAHJwA%2FMz8zMTAHMwEjNyEBIWrbATHdJwGu%2FoP%2BVJMFmbD5BgAAAAEAJQIZBBQFvgAGAA60BQIABAIALy8zEjkxMBMBMwEjAwElAmB%2FARC4vP5OAhkDpfxbArL9TgAAAf9E%2FrwCk%2F9IAAMACLEBAgAvMzEwASE3IQJ1%2FM8eAzH%2BvIwAAQIdBNkDlgYhAAgACrIGgAEALxrNMTABIy4BJzUzFhcDlpBBhiL1L1UE2T%2BxQxWalQAAAAIAXv%2FsBH8EZgASACAAJ0AUCxEABwwPBxpGWQcQDxUAE0ZZABYAPysAGD8%2FKwAYPxESOTkxMAUiJjU0EjYzMhYXMzczAyM3IwYnMjYSNTQmIyIGAhUUFgGPjaSL9JJhjCcKPrTsthUGnmlSnmZeTFWWWlEUy7jKAWDNW1ee%2B66wxL6bAQSaWGua%2FveOZmUAAAIAL%2F%2FsBFAGFAAWACMAJ0AUBAwAEAcABhUQF0ZZEBAAHkZZABYAPysAGD8rABg%2FPxESOTkxMAUiJicjByMBMwMOAQczPgEzMhYVFAIGAyIGAhUUFjMyNhI1NAJCYo0oCkCyAUrrRw0yDwhallaRoovyDFGiY11VVZRWFFpWnAYU%2FrM%2Fuy9xV8%2B2yv6dyAO6oP77jGBrnQEHj8kAAAEAXv%2FsA80EZgAXABdADAcMRlkHEAASRlkAFgA%2FKwAYPysxMAUiJjU0EiQzMhcHJiMiAhUUFjMyNjcVBgH6xNiTAQqppIVGemOWyHBjSoFBjBTUxc8BU789uDX%2BzeJveCwgw0cAAAAAAgBe%2F%2BwE3QYUABQAIQAuQBgDCw4ABgAAHEZZABAJCkhZCRUOFUZZDhYAPysAGD8rABg%2FKwAYPxESOTkxMAEyFzM2NxMzASM3Iw4BIyImNTQSNhMyNhI1NCYjIgYCFRQCb7NZCA0YTOn%2BtrgTB1ikXI%2Bij%2FAMUqFhV1lVlFgEZrKSaAFm%2BeywalrLus0BZMT8RKQBCIdbbpr%2B9IvLAAAAAAIAXv%2FsA%2FoEZgAJACMAJkAUAxhIWQMDChERAEhZERAKHUdZChYAPysAGD8rERIAORgvKzEwASIGBzMyNjU0JgMiJjU0EiQzMhYVFAQhIwcVFBYzMjY3FQ4BAphgqSUdvNRA18XdmwEJpKGz%2FrP%2BzCsCcXBIjmFgoQOyrI1rYjM5%2FDrex8YBVbqRhbbNHx1vfiYuuywlAAAAAf8f%2FhQDrgYfAB4AKUAWDxRGWQ8ACBsLGBgbSFkYDwAFRlkAGwA%2FKwAYPysRADMRMxg%2FKzEwAyInNRYzMjcTIz8CPgEzMhcHJiMiBg8BMwcjAw4BTFo7QDKGK9mzFcIVLLWmc2A9Sj5FUxYS5SXl3yi2%2FhQXvhTNA%2F5qTFzGpyuwHFZiVrL7472yAAAD%2F4f%2BFAR3BGYAJwA0AEEASEAoGygoDkZZBzxKWQQgCQMHJSgHKAcVJScCSFknDyU1SVklEBUuSVkVGwA%2FKwAYPysAGD8rERIAOTkYLy8REhc5KysRADMxMAEPARYVFAYjIicGFRQWHwEeARUUBCEiJjU0NjcmNTQ2NyY1NDYzMhcBDgEVFBYzMjY1NCYnEyIOARUUFjMyPgE1NAR3H8Ac7sg0KG8%2FPH%2BwmP7S%2FurL34uaTF1kh%2FXJUFD%2BTHB4b3KjuFpxhUFiNkdCQV81BFKJITpPweMIKEAmHAgQFoN6xNaWg2eWNC1SRWUvUavE8BT7wBJqTkFNbGUzOgwDxU2FT0dNTohRjgABAC8AAARKBhQAGgAcQA4QChQUBUZZFBALAAAKFQA%2FMz8%2FKxESADkxMCETNjU0IyIGBwMjATMDBg8BMz4BMzIWFRQHAwK%2BjhKBcMMtYuwBSus5Gy4TCFSpXYiRF4sCoFolh%2FrZ%2Fi0GFP76fqdLal6bkExi%2FXMAAAACAC8AAAJWBfoACwAPACVAGgkfAy8DAl8DbwN%2FA58DrwPfA%2B8DBwMODw0VAD8%2FL11xzTEwATQ2MzIWFRQGIyImAyMTMwFKTkc1QlBBNUYv7OzrBWJEVDU2R1I0%2BtYEUgAC%2Fvr%2BFAJWBfoADAAYADBAIBZADxAfEC8QTxBfEI8QnxDPEN8QCQ4DEAgPAAVGWQAbAD8rABg%2FL19eXRrNMTADIic1FjMyNwEzAQ4BATQ2MzIWFRQGIyImcVo7QDWDJwEE6f72JrMBKUxHNkFQQTVE%2FhQXvhS6BMP7IbWqB05EVDU2R1IzAAAAAQAvAAAEhwYUAA4AGUANAg0FBgQICQAADwQIFQA%2FMz8%2FERc5MTABIQkBIQMHAyMBMwIGBzMDdwEQ%2Fh0BI%2F760YhN7AFK64cxIwQEUv4b%2FZMB12D%2BiQYU%2FY3NfAABAC8AAAJkBhQAAwAKswIAARUAPz8xMCEjATMBGeoBSusGFAABAC8AAAauBGYAJgAlQBIDJAAXDSEVEhwAHEZZBgAQIg8APz8yKxEAMxg%2FMzMSOTkxMAEyFzM%2BATMyFhUUBwMjEzY1NCMiBgcDIxM2NTQjIgYHAyMTMwczNgMn3CIIS79nhYsWjOuPE3lsuytl648RdW67LWLs7LgVCZQEZut0d5mLQHX9cwKgXyaB%2BM3%2BHwKgUi2H%2FtP%2BKwRSzeEAAAAAAQAvAAAESgRmABgAHEAODgsSEgVGWRIQDA8ACxUAPzM%2FPysREgA5MTAhEzY1NCMiDgEHAyMTMwczPgEzMhYVFAcDAr6OEoFIjHAcYuzsuBUJU7BnhpMXiQKgWimDcteI%2FisEUs12a5iMRXD9cwAAAAIAXv%2FuBDcEZAANABsAF0AMGQNGWRkQEgpGWRIWAD8rABg%2FKzEwATQmIyIOARUUFjMyPgE3FAIGIyImNTQSJDMyFgNKYltdk1FjYVqQUO2S%2F6bA4o8BAqnD3AK%2Ba3mP9Ytvdoj1icr%2BtbHlxccBTLnoAAAAAv%2FJ%2FhQEUARmABMAIAAmQBQDCgANDRRGWQ0QCA8HGwAbRlkAFgA%2FKwAYPz8%2FKxESADk5MTAFIicjBgcDIwEzBzM2MzIWFRQCBgMiBgIVFBYzMjYSNTQCQrVYCgcSYOkBUrgVCZ27j6KM8QxRoGVdVVWUVhSwYVj%2BMQY%2BvNDOt8z%2BncYDup%2F%2B%2Boxga50BB4%2FJAAAAAAIAXv4UBH8EZgAVACIAJ0AUDAMPAAQPBxsAHUZZABAPFkZZDxYAPysAGD8rABg%2FPxESOTkxMAEyFzM3MwEjEz4BNyMOASMiJjU0EjYTMjYSNTQmIyIGAhUUAnG3WwpAsv6s6UsMPwcIVKBai6CS7w1QnmFbUVaUWQRmsp75wgFdOPgRbFrNttABZsH8RKIBCIlea5v%2B%2BI7LAAAAAAEALwAAA4kEZgAQABRACQUNCgAQChULDwA%2FPz8ROTIxMAEyFwcmIyIGBwMjEzMHMz4BAx0%2BLjM2MH7GJ2rs7LgVCVOmBGYM2w7it%2F4MBFLNeGkAAAEADv%2FsA3EEZgAiACBAEAscAxQUGUdZFBADCEhZAxYAPysAGD8rERIAOTkxMAEUBiMiJzUWMzI2NTQmJy4BNTQ2MzIXByYjIgYVFBYXHgIDDuzSvoSZn2F4RWt9Z9a2xJZMjH5JW0JmaVguAVStu0PLWlBFM0k9Q4tfm7BUsExCOy1GNztUYwABAFz%2F7AMlBUgAGQAnQBMPEUALFA4RERRIWREPBgBGWQYWAD8rABg%2FKxEAMxEzGhgQzTEwJTI3FQ4BIyA1NDcTIz8CMwchByEDBhUUFgHHRFMjeDz%2B7hB5ohW%2BgZI0ARcn%2Fut6DTKqH7IRGvc5SgI6blLo9rL9xDclKzMAAQBv%2F%2BwEhwRSABkAG0ANDxIKGQ8NFRIFRlkSFgA%2FKwAYPz8zEjkxMAEDBhUUMzI%2BATcTMwMjNyMOASMiJjU0NjcTAfqBH39Ijm4eY%2BnpuRUIUrJnhpIYDHsEUv2ejTSFctOOAdX7rs10bZiOP3s%2BAkgAAAABAGQAAARQBFIADAAOtQUKAQ8AFQA%2FPzMyMTAzAzMTFhUzPgE3ATMB54PoNw4HHFQXATf6%2FaoEUv2qn4pKtikCVvuuAAEAeQAABl4EUgAbAB1ADRQMAwwHEBAZCA8ABxUAPzM%2FMzMREjk5ETMxMCEDJzcOAQEhAzMTBgczNjcBMxMXBzM%2BAhMzAQNMEwEDGTX%2Bwf76L90NAgkGQisBFv4TAQMGEVAv5PT9%2BgJzRsg%2Bfv07BFL9eleesGACa%2F2kNeoy2W4CAvuuAAH%2FqgAABFQEUgALABVACQAGAgcEDwsCFQA%2FMz8zEjk5MTAJASEBAzMTASEBEyMB6f7P%2FvIB2%2Bf1kAEfARL%2BM%2Fj2AYP%2BfQI5Ahn%2BiwF1%2Fdv90wAAAAH%2FVv4UBFIEUgAXABhACwUOCQAPDhNGWQ4bAD8rABg%2FMxI5MTATMxMeARUzNjcBMwEOASMiJzUWMzI2PwFk6D8JDgZWMQEl%2Fv1QWtSPTENLMkp4QDMEUv3tPuFF12ICPvsApZkTvBBXcFwAAAH%2F2QAAA6IEUgAJACRAEgcEBQUESFkFDwIIAQEISFkBFQA%2FKxESADkYPysREgA5MTApATcBITchBwEhAs%2F9Ch0Ce%2F5JJwLBJf2RAeaTAw2yqv0KAAEACP68A0oFtgAnACBAEBsJCa8KvwoCCgoTJicUEwMAPzMvMxI5L10zEjkxMAEgNTQ%2FATY1NCM3MjY3Ez4COwEHIgYHAw4BBxUWFRQPAQYVFBYzFQHJ%2FsQRLQ7RJ3iPFjscWpZ7PClgVxJGGH50oBArC0FN%2FrzsPUjJQSGNu1VlAROGhzy4RFL%2By2x9EQYtqiZTwjAaMy%2B5AAAAAAEB8v4fAqQGEAADAAmyAAADAC8%2FMTABMxEjAfKysgYQ%2BA8AAAH%2FqP68AtEFtgAmACBAEBoKCq8JvwkCCQkmExIlJgMAPzMvMxI5L10zEjkxMAEgFRQPAQYVFDMHIgYHAw4BKwE1PgE3Ez4BNzUmNTQ%2FATY1NCYjNwEOAT4RLQ7RJ3mOFj8is7Qdal0SRhh%2BdJ4RKwpWTiMFtus9SMtBIY66VGT%2BzqWGtwJFUAE1bXoRBjCnN0LFLB46KLgAAQBvAjsEKwNoABcAH0AODwYDEhIMUlkSBgBSWQYALysAGC8rABAYxBDGMTABIgYHNTYzMhYXHgEzMjY3FQYjIiYnLgEBWDN6PGSVQG1cRloxMn06Z5M%2Fek1MVwK0Pju%2FbBgnHhk%2BOr5vISEgFwAAAAL%2F0%2F6LAgoEXgADAA8AF0AKAAANAw0HUVkNEAA%2FKwAYLxI5LzEwEzMDIQEUBiMiJjU0NjMyFt2upv7uAjdeUDtEYk5BPAKF%2FAYFVlBkPzxSZEcAAAEAw%2F%2FsBDEFywAeACRAEgIeHhhNWR4BGQkMDBFPWQwKBgA%2FzSsRADMYP8UrEQAzMTAFIzcuATU0EjY%2FATMHFhcHJiMiDgEVFBYzMjY3FQYHAkKcLYSMf%2BWTI5wlfGFFfWFjollwY0qBQYWgFNUiyZ6%2BAULHFqSkDC25NY%2F2j294KyDCRQUAAAAB%2F%2B4AAAS4BcsAHAAxQBkLFxgXT1kIGBgSAAAFTVkABxMPEg9OWRIYAD8rEQAzGD8rERIAORgvMysRADMxMAEyFwcmIyIHAyEHIQcOAQchByE3Nj8BIzczEz4BA1i8pFiPc7kqOQFNIv6wIRVfUwKyLfw0JsgyI8QkxT0m5gXLVrdKzf7qrJhihirPwS3npKwBK7nCAAAAAAIAjQEOBBkEmAAbACcAGEANCQwQExcaAgUIHxUlBwAvM8QyFzkxMBM0Nyc3FzYzMhc3FwcWFRQHFwcnBiMiJwcnNyY3FBYzMjY1NCYjIgbRPYF3f2ZpbGN%2FeYE9PX93f19weFd%2FdX89qH1cW4KCW1x9AtNuX4F3fz0%2FgXWBY2xyX313fzs7fXd9X3BbfnxdXX6AAAABAGoAAAT6BbYAFgA9QCEKDg8OUFkHDwYSExJQWQMAExUPEx8TAg8TDxMMARUGDBgAPz8zEjk5Ly9dERI5MisRADMRMysRADMxMAkBMwEzByEHIQchByM3ITchNyE3MwMzAlIBsPj9%2Btkj%2Fu4fARIh%2FvA13TP%2B7yEBER7%2B8CPTx%2BgDGQKd%2FQiblJv09JuUmwL4AAAAAgHy%2Fh8CpAYQAAMABwATtwMEAwQHAAAHAC8%2FETk5Ly8xMAEzESMRMxEjAfKysrKyBhD85v5F%2FOQAAAAAAgAn%2F%2FID9AYjACwAOAAlQBUCLRQzGikGHwgIDklZCAEfJElZHxYAPysAGD8rERIAFzkxMBM0Ny4BNTQ2MzIXBy4BIyIGFRQWFx4BFRQGBxYVFAYjIic1FjMyNjU0JicuAQEOARUUFhc%2BATU0JqLbLz7fubKaRD6HTVZhSXB%2Fd2lsZvbPvH%2BYp3R0TmaCdgFcRVNdfz5LYwL8vHcgZEGKpU6eHStFPCtDMjiPYFyePUx1nbBDu11RRytJMDyPAUEaaj49VzkkbTw8WQAAAgGqBQIEFwXsAAsAFwAMsw8DFQkALzPNMjEwATQ2MzIWFRQGIyImJTQ2MzIWFRQGIyImAapGPzA5RzovPgF%2FRj8wOUc6Lz4FZDxMLzBBSi8zPEwvMEFKLwAAAAADAIP%2F7AZiBcsAFQAlADUAL0AbBQsPCx8LnwsDABEAERARAgsRCxEiMhoEKiITAD8zPzMSOTkvL10RM10RMzEwASIGFRAzMjY3FQYjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA6Jxfe4vgix1e8XU48eKgERq%2FIfIAV7KxwFdy8X%2BpM7P%2FqLDe6YBJKutASWipP7draj%2B26gECpib%2FtMgE54z99TY%2BUKTN%2F7RyAFeysb%2Bn8nH%2FqTMzwFaxqj%2B36yuASGmpQEjran%2B2wAAAAIAoAMCAzsFxwASAB0AH0AQBwgDEwAMEAwCDAAEHhkAHwA%2FMj8Q1F0yOTnEMTABMhczNzMDIzcjDgEjIiY1ND4BEzI%2BATU0IyIGFRQB8nE1Bid2k3sKBDJgPVtpXpcHMl87ZlJxBcdnWv1UaT43hHKA3XL9umCfT3fDhX0AAAAAAgBQAGQEEgPjAAYADQAMswwFCAEALzPEMjEwEwEXARMHAyUBFwETBwNQAYuH%2FuCZstkBuAGBif7ok7TRAj8BpHb%2BtP6PTAHFAgGycP6h%2FqJMAa4AAQB1AQAEHQMrAAUAEbYCBQUEUlkFAC8rABgQxDEwAREjESE1BB2z%2FQsDK%2F3VAXe0AAAA%2F%2F8ALwG%2BAlICiRIGABAAAAAEAIP%2F7AZiBcsADwAfACwANQAzQB0lKQ8pHykCNSoAKhAqAictKSoqKS0DDBwEBBQMEwA%2FMz8zEhc5Ly8vM10RM10RMzEwEzQSJDMyBBIVFAIEIyIkAjcUEgQzMiQSNTQCJCMiBAIlFAYHEyMDIxEjESEgATMyNjU0JisBg8gBXsrHAV3Lxf6kzs%2F%2BosN7pgEkq60BJaKk%2Ft2tqP7bqAPAW1XTyKxbsgENAVH%2BVEhUWltTSALbyAFeysb%2Bn8nH%2FqTMzwFaxqj%2B36yuASGmpQEjran%2B2wlTfCT%2BiwFF%2FrsDbv5nSD9JOAAAAQBvBhQEJQa6AAMACLEBAgAvMzEwASE3IQP8%2FHMnA48GFKYAAgC8AzsDTgXLAAwAGAAMsxAJFgMALzPEMjEwEzQ2MzIWFRQGIyIuATcUFjMyNjU0JiMiBrzCiIjAwIhYmliYaEpIaGdJSmgEgYjCwoiJvViWWEZoaEZKaGcAAAACAHUAAAQdBMMACwAPACRAFAwNUlkMQgkBAgFSWQYQAgFwAgECAC9dcTMrEQAzGD8rMTABITUhETMRIRUhESMBNSEVAfD%2BhQF7tAF5%2Foe0%2FoUDqAKRtQF9%2FoO1%2For%2B5bS0AAAAAQBOAkoDEAXJABkAErcKEB8CGBgBIAA%2FMxI5PzMxMAEhNyU%2BAjU0JiMiByc%2BATMyFhUUDgEPASECqv2kHAENb0sjODBbZFBElV5ziS9ldq4BcwJKh99fUkgmLjRQezY3eF9Fb25bjgABAGgCOQMQBckAIwAnQBYDFRUPFh8WAg8WHxYCFhYKHCEfDwohAD8zPzMSOS9dcTMSOTEwARQGBxUeARUUBiMiJzUWMzI2NTQrATczMjY1NCMiByc2MzIWAxBtaE5Kx6qKcH56WmOSbBxdWWt1XGBEfqV8igT4WnYaBBJiQoGaOJ9HSkVxhURBZEF5Wm8AAAABAfwE2QPlBiEACAAKsgOACAAvGs0xMAE2NyEVDgEHIwH8YYABCDbQR5wE8mzDE0K%2FNAAAAf%2FJ%2FhQEkwRSABoAIEAQEgwKBxcPFhsKFQ8DRlkPFgA%2FKwAYPz8%2FMxI5OTEwARQWMzI2NxMzAyM3Iw4BIyInIwYHAyMBMwMGAWZCP3HBLWbn67gWCkucV2wvCAkeQukBUuuNEwEzQUj71AHZ%2B66%2Bb2NRSaL%2BwgY%2B%2FWJUAAEArP78BLQGFAAPABO3CAgBAw4ABQEALzM%2FMxI5LzEwASMRIxEjEQYjIiY1EDYzIQS0i7yMPlPYzNrpAkX%2B%2FAZm%2BZoDMxL6%2BwEE%2Fv%2F%2FAJYCOQHDA2oQBwARAHUCVgAAAAH%2FRP4UAOwAAAASABpADQ0QQAsOSBAQDwgDGw8ALz8zEjkvKzMxMBMUBiMiJzUWMzI1NCYnNzMHHgHspI5ANi8xiUZFYpIySED%2B%2BGp6D4cOYCgrCahgGVQAAAAAAQDBAkoCtgW2AAoADrUJAyAGAB4APzI%2FOTEwATMDIxM2Nw4BBycCFKK6v2MRKBU5fU0FtvyUAc1PihQuUIEAAAIApAMCAwgFxwANABcAFEAKEwAEEAQCBA4LHwA%2FM8RdMjEwARQOASMiJjU0PgEzMhYlIgYVFDMyNjU0AwhUnm56ilija3yC%2FvZRZ3BNZQS2fsZwkoN6x2%2BPCq%2BBja%2BEigAAAAACAAoAXAPPA9sABgANAA60CAEBDAUALzPELzIxMAkBJwEDNxMFAScBAzcTA8%2F%2Bc4YBH5m02f5I%2Fn%2BMARmSs9MB%2Fv5edwFKAXJM%2FjkC%2FlBxAVwBYEz%2BUAD%2F%2FwCVAAAFxQW2ECcA0wKTAAAQJgB71gARBwDUAsH9twAJswMCERgAPzU1AP%2F%2FAHkAAAYeBbYQJwDTAncAABAmAHu5ABEHAHQDDv23AAeyAhAYAD81AAAA%2F%2F8AbAAABi8FyRAnANMDIQAAECcA1AMr%2FbcRBgB1BAAACbMCAQYYAD81NQAAAv%2Fd%2FnUC%2FgRaABkAJQAtQBgHABkQGQILAxkZECMjHVFZIxAQCk1ZECIAPysAGD8rERIAORgvX15dOTEwAQ4BBw4CFRQWMzI2NxcGIyImNTQ2Nz4BNwEUBiMiJjU0NjMyFgKcGW10a00lVFFMk09Lzcyuv4CnXWAWASdgUjhDXU9CPwKDkqpTT05QMEdXNyaxcKuceMZ1QHVfAV5VY0E8TmZEAP%2F%2F%2F4cAAAROB3MSJgAkAAARBwBD%2F%2F0BUgAKtAIQEAUmACsRNf%2F%2F%2F4cAAASsB3MSJgAkAAARBwB2AMcBUgAKtAIXFwUmACsRNf%2F%2F%2F4cAAASFB3MSJgAkAAARBwDFAFoBUgAKtAIVFQUmACsRNf%2F%2F%2F4cAAATLB0gSJgAkAAARBwDHAHMBUgAKtAIYGAUmACsRNf%2F%2F%2F4cAAARzBz4SJgAkAAARBwBqAFwBUgAMtQMCJCQFJgArETU1AAD%2F%2F%2F%2BHAAAETgcHEiYAJAAAEQYAxhttAAmzAwIkAwA%2FNTUAAAAAAv%2BHAAAHJQW2AA8AEwA8QCAKDUxZCgoBBhMDTFkTEwEGBRIJEgYSTFkGAwEOTFkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKzEwKQETIQEhASEHIQMhByEDIQETIwEF8Pz3Vv5Q%2FwD%2B%2BgOiA%2Fwr%2FeVUAfgr%2FgpiAhv9TYpS%2FnABlv5qBbbN%2FnXI%2FjUBmwKD%2FX0A%2F%2F8Ah%2F4UBSEFyxImACYAABAHAHoCKwAA%2F%2F8ARgAABIMHcxImACgAABEHAEP%2F8QFSAAq0AQ0NBSYAKxE1%2F%2F8ARgAABIMHcxImACgAABEHAHYAfQFSAAq0ARQUBSYAKxE1%2F%2F8ARgAABIMHcxImACgAABEHAMUAPwFSAAq0ARISBSYAKxE1%2F%2F8ARgAABIMHPhImACgAABEHAGoANQFSAAy1AgEhIQUmACsRNTUAAP%2F%2FAEYAAAJ2B3MSJgAsAAARBwBD%2FuABUgAKtAEFBQUmACsRNf%2F%2FAEYAAAOIB3MSJgAsAAARBwB2%2F6MBUgAKtAEMDAUmACsRNf%2F%2FAEYAAANpB3MSJgAsAAARBwDF%2Fz4BUgAKtAEKCgUmACsRNf%2F%2FAEYAAANgBz4SJgAsAAARBwBq%2F0kBUgAMtQIBGRkFJgArETU1AAAAAgA1AAAFHwW2AA0AGwAtQBcaBwgHTFkXCAgFCgoWTFkKAwUbTFkFEgA%2FKwAYPysREgA5GC8zKxEAMzEwARACBCkBEyM3MxMhIAABMiQSNTQmKwEDIQchAwUfyP6C%2Fv7%2Bb4GSLZCJAXEBDwEk%2FMSxAQiNsKiSXgEdLf7lWgN9%2FvH%2BbNoCb8gCf%2F7e%2FDWsATjIuMH%2BScj%2BWv%2F%2FAEQAAAXdB0gSJgAxAAARBwDHAQABUgAKtAEbGwUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwBDAG8BUgAKtAIdHQUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwB2ARcBUgAKtAIkJAUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwDFAMkBUgAKtAIiIgUmACsRNf%2F%2FAIf%2F7AWNB0gSJgAyAAARBwDHANkBUgAKtAIlJQUmACsRNf%2F%2FAIf%2F7AWNBz4SJgAyAAARBwBqAMUBUgAMtQMCMTEFJgArETU1AAAAAQCTAR8EAASHAAsAFkAKAwAGCQQCCggEAgAvMy8zEhc5MTAJATcJARcJAQcJAScByf7KfQE4ATl%2F%2FsUBN3v%2Bx%2F7IegLTATd9%2FssBNXv%2Bx%2F7HewE1%2Fs17AAMAbf%2BqBbQGBAAVAB4AJwAuQBodIRwiBCQWERQJBgQEDw8WTFkPBAQkTFkEEwA%2FKwAYPysREgAXORESFzkxMAEQAgQjIicHJzcmNRASJDMyFzcXBxYlIgYCFRQXASYTNCcBFjMyNhIFjb7%2Bs9zBfXaFgWfFAVbZvYB3hYVe%2FduN4IIYApxQvxP9a0t3i998A5r%2B6f5M41OVaKCK4wELAbnqXpVopoKOuv6oz1hMA0RB%2FpZYN%2FzHOL8BUgD%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAQwBOAVIACrQBFxcFJgArETX%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAdgEbAVIACrQBHh4FJgArETX%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAxQC2AVIACrQBHBwFJgArETX%2F%2FwCY%2F%2BwFiwc%2BEiYAOAAAEQcAagCwAVIADLUCASsrBSYAKxE1NQAA%2F%2F8AugAABQAHcxImADwAABEHAHYAZgFSAAq0ARERBSYAKxE1AAIARgAABGQFtgAMABUAH0ARCRVMWQ0ETFkJDQkNBgcDBhIAPz8SOTkvLysrMTABFAAhIwMjATMHMzIWATMyNjU0JisBBGT%2Bs%2F7KbELtATXtM2Hj6%2F06YLDFd3l5AzHz%2FvP%2BzwW288r%2BAZ2UbWIAAAAB%2Fv7%2BFAS2BhsAOQAsQBgxFCUDHQwMNEdZDAAdIkhZHRYABUZZABsAPysAGD8rABg%2FKxESABc5MTADIic1FjMyNjcBPgEzMhYVFAcOARUUFx4CFRQGIyInNRYzMjY1NCYnLgE1NDY3PgE1NCYjIgcBDgF1RUg9NEFTFgEGMPrgvNGzdj1Ka0gm6Ma2ZX5%2BaXYvWFJOWVtiUV5V0jT%2B%2BCq5%2FhQXwRVXaATS58ygh6mCV0EjLDlUVmM8rMhByVZYUDBKRkBzRUuAPEJcNEFI7%2FsUxa4A%2F%2F8AXv%2FsBH8GIRImAEQAABEGAEO5AAAKtAIiIhEmACsRNQAA%2F%2F8AXv%2FsBH8GIRImAEQAABEGAHZaAAAKtAIpKREmACsRNQAA%2F%2F8AXv%2FsBH8GIRImAEQAABEGAMX9AAAKtAInJxEmACsRNQAA%2F%2F8AXv%2FsBH8F9hImAEQAABEGAMcSAAAKtAIqKhEmACsRNQAA%2F%2F8AXv%2FsBH8F7BImAEQAABEGAGr%2FAAAMtQMCNjYRJgArETU1%2F%2F8AXv%2FsBH8GmhImAEQAABEGAMboAAAMtQMCJCQRJgArETU1AAMAXv%2FsBo8EZgApADcAQQA%2FQCM7IUhZOzsGAhQXBAkQFQ84MRAxRlkaEBAEFSUqCSpGWQAJFgA%2FMysRADMYPz8zKxEAMxg%2FERIXOTkvKzEwBSInByM3Iw4BIyImNTQSNjMyFhczNzMHPgEzMhYVFAQhIwcUFjMyNxUGJTI2EjU0JiMiBgIVFBYBIgYHMzI2NTQmBKLeUxeXFAhVoV6Gl4rvjViALAk%2FlBkzoGSMof6z%2FswtBHlzfbSv%2FIZVm2BNS1WVU0oDn2erJR%2B71EQUiXWwalrOtckBYsxXW551P0qZfbbNPHV4VL1PvqEBDoRbbqD%2B%2BotpYgMIrI1rYDo0AP%2F%2FAF7%2BFAPNBGYSJgBGAAAQBwB6AYEAAP%2F%2FAF7%2F7AP6BiESJgBIAAARBgBDlwAACrQCJSURJgArETUAAP%2F%2FAF7%2F7AQWBiESJgBIAAARBgB2MQAACrQCLCwRJgArETUAAP%2F%2FAF7%2F7AQJBiESJgBIAAARBgDF3gAACrQCKioRJgArETUAAP%2F%2FAF7%2F7AP6BewSJgBIAAARBgBq2gAADLUDAjk5ESYAKxE1Nf%2F%2FAC8AAAIYBiESJgDCAAARBwBD%2FoIAAAAKtAEFBREmACsRNf%2F%2FAC8AAAMdBiESJgDCAAARBwB2%2FzgAAAAKtAEMDBEmACsRNf%2F%2FAC8AAAMJBiESJgDCAAARBwDF%2Ft4AAAAKtAEKChEmACsRNf%2F%2FAC8AAAL7BewSJgDCAAARBwBq%2FuQAAAAMtQIBGRkRJgArETU1AAAAAgBQ%2F%2BwEewYlAB0AKwA2QBwFCAAbBAYcHAMZDhUVJUdZFRUOBgMBDh5HWQ4WAD8rABg%2FMxI5LysREgA5EjkYLxIXOTEwASYnNxYXNxcHFhEUAgQjIiY1NBI2MzIWFzMmJwcnEzI%2BATU0JiMiDgEVFBYChyxbaoFQ%2BkbZm5L%2B%2BrXF24Puk2CQKQYKe%2FpIUFyLTmhcW4tKYgUtKTeYSEqKf3nN%2Fs3%2F%2FoW%2F1sOiARKcTUbzjI6B%2B%2B53x2phdHDDc2hvAAAA%2F%2F8ALwAABH0F9hImAFEAABEGAMclAAAKtAEiIhEmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAEOfAAAKtAIdHREmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAHZIAAAKtAIkJBEmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAMXzAAAKtAIiIhEmACsRNQAA%2F%2F8AXv%2FuBFoF9hImAFIAABEGAMcCAAAKtAIlJREmACsRNQAA%2F%2F8AXv%2FuBDcF7BImAFIAABEGAGrvAAAMtQMCMTERJgArETU1AAMAdQDsBB0EtgADAA8AGwAcQAwHDRkTDRMBAQBSWQEALysRADMzGC8zLzMxMBM1IRUBNDYzMhYVFAYjIiYRNDYzMhYVFAYjIiZ1A6j9rj8%2BPkFFOjpDPz4%2BQUU6OkMCd7S0%2Fv5AR0g%2FQElHAvxAR0g%2FQElHAAAAAAMAM%2F%2BmBFoEkwAVAB0AJgAuQBocJBslBB4WERQJBgQEDw8WR1kPEAQeR1kEFgA%2FKwAYPysREgAXORESFzkxMAEUAgYjIicHJzcmNTQSJDMyFzcXBxYlIgIVFBcBJgMyPgE1NCcBFgQ1lP2iiWJpe3NGjQECqYhnVn1kP%2F5YjbwIAbotyVmUVQb%2BTCkCvND%2BsK47g2CNaJ3IAUq6PWxgdWRO%2Ft3bJyMCJSP9AIXrjC0W%2FeIh%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAEOhAAAKtAEbGxEmACsRNQAA%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAHZzAAAKtAEiIhEmACsRNQAA%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAMUQAAAKtAEgIBEmACsRNQAA%2F%2F8Ab%2F%2FsBIcF7BImAFgAABEGAGoGAAAMtQIBLy8RJgArETU1%2F%2F%2F%2FVv4UBFIGIRImAFwAABEGAHb5AAAKtAEgIBEmACsRNQAAAAL%2Fyf4UBFAGFAAWACQAJ0AUBA0AEAkACBsQF0ZZEBAAHkZZABYAPysAGD8rABg%2FPxESOTkxMAUiJicjBgcDIwEzDgEHMzYzMhYVFAIGAyIGAhUUFjMyNhI1NCYCSl6OKwgHEmDpAbDrMDIzCJutkKGI6RxUnmBcVlaTVlIUW1VbXv4xCADf6K%2FIzLnM%2Fp3GA7qi%2FveGYmmaAQiRZGUAAP%2F%2F%2F1b%2BFARSBewSJgBcAAARBgBqmQAADLUCAS0tESYAKxE1NQABAC8AAAIGBFIAAwAKswIPARUAPz8xMCEjEzMBG%2Bzs6wRSAAACAIf%2F7AdSBc0AFQAhADpAIBATTFkQEAEMDA9MWQwDChtMWQoEARRMWQESAxZMWQMTAD8rABg%2FKwAYPysAGD8rERIAORgvKzEwKQEGIyAAERASJDMyFyEHIQMhByEDIQUyNxMmIyIGAhUUFgYd%2FTNUVv79%2FuTFAVbZkU4C%2BCv95VQB%2BCv%2BCGACG%2FxsSkHeRHGK4H%2BjFAErAQgBCwG56hfN%2FnXI%2FjUTGwQOH8D%2Bq8qtvAAAAAADAF7%2F7AbDBGYAIgAvADkAO0AeDgMFDDMYSFkzMwUMMCMMI0ZZEQwQHCoFKkZZAAUWAD8zKxEAMxg%2FMysRADMREjkYLysREgA5OTEwBSImJwYjIiY1NBIkMzIXPgEzMhYVFAQhIwcUFjMyNjcVDgEBIg4BFRQWMzISNTQmJSIGBzMyNjU0JgTJeLkwie262pMA%2F6btYknKfZ%2Bv%2FrX%2Bzi8DcXFFg29bqP1dV41XYVuPrWMCiWmuIh%2B90jwUXFy258XOAU2vwFtnlYG3zDxvfiMxvSskA7aA9ZF0egEl6291EKuObGUwOAAAAQFiBNkEKwYhAA0ADrQDC4AGAQAvMxrNMjEwASMmJwYHIzU%2BATczFhcEK5hMVYNppIp%2BG%2FgmiATZP3NuRBmAhyhjzAACAh0E1wP0BpoACwAXABlADg8PCR8JLwkDcAkBCRUDAC8zzF1dMjEwARQGIyImNTQ2MzIWBzQmIyIGFRQWMzI2A%2FSEamp%2FgmdohoM8Ly07NTMvPAW6aHt6Z2d7eWkyOTkyMTc3AAAAAAEBRgTXBFgF9gAVACFAEBAABQsACwALfxSPFAIUgAkALxrMXTk5Ly8RMxEzMTABIi4CIyIGByMSMzIeAjMyNjczAgNULUtEPyAmMhKJOccuTkM8HSgyF4lCBNkiKSI3OAEdIykjNTz%2B4wAAAAEALwHFA6AChwADAAixAAEALzMxMBM3IQcvKwNGKwHFwsIAAAEALwHFB3cChwADAAixAAEALzMxMBM3IQcvKwcdKwHFwsIAAAEAdwPBAjEFtgAHAAmyAAQDAD%2FNMTATJzYSNzMCB30GIpFXsHpNA8EWTAEKif7i1wAAAAABAHMDwQIvBbYACAAJsgUIAwA%2FzjEwARcGAgcjNhI3AicIJZNSsit%2BHQW2FlP%2B839fAUBWAAAAAAH%2Fmv74AVYA7gAGAAixBAAAL80xMCUXBgcjNhMBTghsnrJpX%2B4X6fbuAQgAAgB3A8EDyQW2AAYADgANtAAHAwsDAD8zzTIxMAEnNhMzAgchJzYSNzMCBwIXCVS3sHpN%2FXsGIpFXsHpNA8EWvgEh%2FuLXFkwBCon%2B4tcAAAACAHMDwQPHBbYACAAQAA20DQUQCAMAPzPOMjEwARcGAgcjNhI3IRcGAyM2EjcCJwglk1KyK34dAoUJYquwM3QgBbYWU%2F7zf18BQFYW3P79cgEmXQAC%2F5r%2B%2BALuAO4ABgANAAyzCwQNAAAvMs0yMTAlFwYHIzYTIRcGAyMSNwFOCGyesmlfAoMJXK%2BweE%2FuF%2Bn27gEIF87%2B7wEZ3QABAJgBzQKkBAgACwAIsQkDAC8vMTATNDYzMhYVFAYjIiaYp4xkdaSRZnECrJzAbXKcwHMAAQBQAGQCYgPjAAYACLEFAQAvxDEwEwEXARMHA1ABi4f%2B4Jmy2QI9AaZ2%2FrL%2BkUwBwQAAAAEACgBcAh0D2wAGAAixAQUAL8QxMAkBJwEDNxMCHf50hwEhmrPZAgL%2BWncBTgFuTP5AAAAB%2FgIAAAMCBbYAAwAKswMDAhIAPz8xMAkBIwEDAvvFxQQ9Bbb6SgW2AAAAAAIARgJKAwQFvAAKABAAJUAUDQcBBQkFBgMPEB8QAhAQAwceAyAAPz8SOS9dFzMRMxEzMTABIwcjNyE3ATMDMyE%2FAQYPAQLneie3J%2F6QGgHdxXl7%2Fs80IiBCuwL6sLCJAjn9zd2BM1DbAAAAAAEAM%2F%2FsBNkFywAnAFNALwYcHRxQWQMdCxcYF1BZCBgPHR8dAgkAGHAYAgsDHRgdGBMhIQBNWSEHEw5OWRMZAD8rABg%2FKxESADk5GC8vX15dXl0RMysRADMRMysRADMxMAEiBgchByEGByEHIRQWMzI3FQYjIgI1IzczNjcjNzMSADMyFhcHLgEDkXbBQQGDIf5uEgoBVCH%2BwXmHeIqBsdjkoiGLDwyJIJRcAUfQWJlQZjZqBQKuqJpDSJuhkzzLPQEE%2FJtfLJoBBAEbLDe0IiwAAAAAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%2F9cAqgBd%2F%2BwAqgC%2F%2F9cAqgDL%2F%2BwAqgDO%2F%2BwAqwAF%2F%2BwAqwAK%2F%2BwAqwBZ%2F9cAqwBa%2F9cAqwBb%2F9cAqwBc%2F9cAqwBd%2F%2BwAqwC%2F%2F9cAqwDL%2F%2BwAqwDO%2F%2BwArAAF%2F%2BwArAAK%2F%2BwArABZ%2F9cArABa%2F9cArABb%2F9cArABc%2F9cArABd%2F%2BwArAC%2F%2F9cArADL%2F%2BwArADO%2F%2BwArQAF%2F%2BwArQAK%2F%2BwArQBZ%2F9cArQBa%2F9cArQBb%2F9cArQBc%2F9cArQBd%2F%2BwArQC%2F%2F9cArQDL%2F%2BwArQDO%2F%2BwAsgAF%2F%2BwAsgAK%2F%2BwAsgBZ%2F9cAsgBa%2F9cAsgBb%2F9cAsgBc%2F9cAsgBd%2F%2BwAsgC%2F%2F9cAsgDL%2F%2BwAsgDO%2F%2BwAtAAF%2F%2BwAtAAK%2F%2BwAtABZ%2F9cAtABa%2F9cAtABb%2F9cAtABc%2F9cAtABd%2F%2BwAtAC%2F%2F9cAtADL%2F%2BwAtADO%2F%2BwAtQAF%2F%2BwAtQAK%2F%2BwAtQBZ%2F9cAtQBa%2F9cAtQBb%2F9cAtQBc%2F9cAtQBd%2F%2BwAtQC%2F%2F9cAtQDL%2F%2BwAtQDO%2F%2BwAtgAF%2F%2BwAtgAK%2F%2BwAtgBZ%2F9cAtgBa%2F9cAtgBb%2F9cAtgBc%2F9cAtgBd%2F%2BwAtgC%2F%2F9cAtgDL%2F%2BwAtgDO%2F%2BwAuAAF%2F9cAuAAK%2F9cAuADL%2F9cAuADO%2F9cAugAF%2F%2BwAugAK%2F%2BwAugBZ%2F9cAugBa%2F9cAugBb%2F9cAugBc%2F9cAugBd%2F%2BwAugC%2F%2F9cAugDL%2F%2BwAugDO%2F%2BwAvwAFAFIAvwAKAFIAvwAP%2F64AvwAR%2F64AvwAiACkAvwDLAFIAvwDM%2F64AvwDOAFIAvwDP%2F64AwAAF%2F%2BwAwAAK%2F%2BwAwABZ%2F9cAwABa%2F9cAwABb%2F9cAwABc%2F9cAwABd%2F%2BwAwAC%2F%2F9cAwADL%2F%2BwAwADO%2F%2BwAwQAFAFIAwQAKAFIAwQAP%2F64AwQAR%2F64AwQAiACkAwQDLAFIAwQDM%2F64AwQDOAFIAwQDP%2F64AwwAtAHsAyAA3%2F64AyQA3%2F64AygAk%2F3EAygA3ACkAygA5ACkAygA6ACkAygA8ABQAygBE%2F64AygBG%2F4UAygBH%2F4UAygBI%2F4UAygBK%2F8MAygBQ%2F8MAygBR%2F8MAygBS%2F4UAygBT%2F8MAygBU%2F4UAygBV%2F8MAygBW%2F8MAygBY%2F8MAygCC%2F3EAygCD%2F3EAygCE%2F3EAygCF%2F3EAygCG%2F3EAygCH%2F3EAygCfABQAygCi%2F4UAygCj%2F64AygCk%2F64AygCl%2F64AygCm%2F64AygCn%2F64AygCo%2F64AygCp%2F4UAygCq%2F4UAygCr%2F4UAygCs%2F4UAygCt%2F4UAygC0%2F4UAygC1%2F4UAygC2%2F4UAygC3%2F4UAygC4%2F4UAygC6%2F4UAygC7%2F8MAygC8%2F8MAygC9%2F8MAygC%2B%2F8MAygDE%2F4UAywAk%2F3EAywA3ACkAywA5ACkAywA6ACkAywA8ABQAywBE%2F64AywBG%2F4UAywBH%2F4UAywBI%2F4UAywBK%2F8MAywBQ%2F8MAywBR%2F8MAywBS%2F4UAywBT%2F8MAywBU%2F4UAywBV%2F8MAywBW%2F8MAywBY%2F8MAywCC%2F3EAywCD%2F3EAywCE%2F3EAywCF%2F3EAywCG%2F3EAywCH%2F3EAywCfABQAywCi%2F4UAywCj%2F64AywCk%2F64AywCl%2F64AywCm%2F64AywCn%2F64AywCo%2F64AywCp%2F4UAywCq%2F4UAywCr%2F4UAywCs%2F4UAywCt%2F4UAywC0%2F4UAywC1%2F4UAywC2%2F4UAywC3%2F4UAywC4%2F4UAywC6%2F4UAywC7%2F8MAywC8%2F8MAywC9%2F8MAywC%2B%2F8MAywDE%2F4UAzAAm%2F5oAzAAq%2F5oAzAAy%2F5oAzAA0%2F5oAzAA3%2F3EAzAA4%2F9cAzAA5%2F4UAzAA6%2F4UAzAA8%2F4UAzACJ%2F5oAzACU%2F5oAzACV%2F5oAzACW%2F5oAzACX%2F5oAzACY%2F5oAzACa%2F5oAzACb%2F9cAzACc%2F9cAzACd%2F9cAzACe%2F9cAzACf%2F4UAzADD%2F5oAzQAk%2F3EAzQA3ACkAzQA5ACkAzQA6ACkAzQA8ABQAzQBE%2F64AzQBG%2F4UAzQBH%2F4UAzQBI%2F4UAzQBK%2F8MAzQBQ%2F8MAzQBR%2F8MAzQBS%2F4UAzQBT%2F8MAzQBU%2F4UAzQBV%2F8MAzQBW%2F8MAzQBY%2F8MAzQCC%2F3EAzQCD%2F3EAzQCE%2F3EAzQCF%2F3EAzQCG%2F3EAzQCH%2F3EAzQCfABQAzQCi%2F4UAzQCj%2F64AzQCk%2F64AzQCl%2F64AzQCm%2F64AzQCn%2F64AzQCo%2F64AzQCp%2F4UAzQCq%2F4UAzQCr%2F4UAzQCs%2F4UAzQCt%2F4UAzQC0%2F4UAzQC1%2F4UAzQC2%2F4UAzQC3%2F4UAzQC4%2F4UAzQC6%2F4UAzQC7%2F8MAzQC8%2F8MAzQC9%2F8MAzQC%2B%2F8MAzQDE%2F4UAzwAm%2F5oAzwAq%2F5oAzwAy%2F5oAzwA0%2F5oAzwA3%2F3EAzwA4%2F9cAzwA5%2F4UAzwA6%2F4UAzwA8%2F4UAzwCJ%2F5oAzwCU%2F5oAzwCV%2F5oAzwCW%2F5oAzwCX%2F5oAzwCY%2F5oAzwCa%2F5oAzwCb%2F9cAzwCc%2F9cAzwCd%2F9cAzwCe%2F9cAzwCf%2F4UAzwDD%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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%2Ffont%2Dsfnt%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%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%2FKwFrAAMAEQAdALoAAQACAAMruAACELgAEdC4AAvcuQAKAAH0MDElMwceARUUDgIHJz4BNTQmJwETNhkYIxgoNRwIKDEhHwM1CCAfFiAWDQMpBRcUFBUIAAAAGgE%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  <script src="data:application/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>
  <script src="data:application/javascript;base64,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"></script>
  <script src="data:application/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) {
      bodyClassList.remove('with-notes');
    }

    this.prevSlide_ = this.curSlide_--;

    this.updateSlides_(opt_dontPush);
  }
};

/**
 * @param {boolean=} opt_dontPush
 */
SlideDeck.prototype.nextSlide = function(opt_dontPush) {
  if (!document.body.classList.contains('overview') && this.buildNextItem_()) {
    return;
  }

  if (this.curSlide_ < this.slides.length - 1) {
    var bodyClassList = document.body.classList;
    bodyClassList.remove('highlight-code');

    // Toggle off speaker notes if they're showing when we advanced 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) {
      bodyClassList.remove('with-notes');
    }

    this.prevSlide_ = this.curSlide_++;

    this.updateSlides_(opt_dontPush);
  }
};

/* Slide events */

/**
 * Triggered when a slide enter/leave event should be dispatched.
 *
 * @param {string} type The type of event to trigger
 *     (e.g. 'slideenter', 'slideleave').
 * @param {number} slideNo The index of the slide that is being left.
 */
SlideDeck.prototype.triggerSlideEvent = function(type, slideNo) {
  var el = this.getSlideEl_(slideNo);
  if (!el) {
    return;
  }

  // Call onslideenter/onslideleave if the attribute is defined on this slide.
  var func = el.getAttribute(type);
  if (func) {
    new Function(func).call(el); // TODO: Don't use new Function() :(
  }

  // Dispatch event to listeners setup using addEventListener.
  var evt = document.createEvent('Event');
  evt.initEvent(type, true, true);
  evt.slideNumber = slideNo + 1; // Make it readable
  evt.slide = el;

  el.dispatchEvent(evt);
};

/**
 * @private
 */
SlideDeck.prototype.updateSlides_ = function(opt_dontPush) {
  var dontPush = opt_dontPush || false;

  var curSlide = this.curSlide_;
  for (var i = 0; i < this.slides.length; ++i) {
    switch (i) {
      case curSlide - 2:
        this.updateSlideClass_(i, 'far-past');
        break;
      case curSlide - 1:
        this.updateSlideClass_(i, 'past');
        break;
      case curSlide:
        this.updateSlideClass_(i, 'current');
        break;
      case curSlide + 1:
        this.updateSlideClass_(i, 'next');
        break;
      case curSlide + 2:
        this.updateSlideClass_(i, 'far-next');
        break;
      default:
        this.updateSlideClass_(i);
        break;
    }
  };

  this.triggerSlideEvent('slideleave', this.prevSlide_);
  this.triggerSlideEvent('slideenter', curSlide);

// window.setTimeout(this.disableSlideFrames_.bind(this, curSlide - 2), 301);
//
// this.enableSlideFrames_(curSlide - 1); // Previous slide.
// this.enableSlideFrames_(curSlide + 1); // Current slide.
// this.enableSlideFrames_(curSlide + 2); // Next slide.

   // Enable current slide's iframes (needed for page loat at current slide).
   this.enableSlideFrames_(curSlide + 1);

   // No way to tell when all slide transitions + auto builds are done.
   // Give ourselves a good buffer to preload the next slide's iframes.
   window.setTimeout(this.enableSlideFrames_.bind(this, curSlide + 2), 1000);

  this.updateHash_(dontPush);

  if (document.body.classList.contains('overview')) {
    this.focusOverview_();
    return;
  }

};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.enableSlideFrames_ = function(slideNo) {
  var el = this.slides[slideNo - 1];
  if (!el) {
    return;
  }

  var frames = el.querySelectorAll('iframe');
  for (var i = 0, frame; frame = frames[i]; i++) {
    this.enableFrame_(frame);
  }
};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.enableFrame_ = function(frame) {
  var src = frame.dataset.src;
  if (src && frame.src != src) {
    frame.src = src;
  }
};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.disableSlideFrames_ = function(slideNo) {
  var el = this.slides[slideNo - 1];
  if (!el) {
    return;
  }

  var frames = el.querySelectorAll('iframe');
  for (var i = 0, frame; frame = frames[i]; i++) {
    this.disableFrame_(frame);
  }
};

/**
 * @private
 * @param {Node} frame
 */
SlideDeck.prototype.disableFrame_ = function(frame) {
  frame.src = 'about:blank';
};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.getSlideEl_ = function(no) {
  if ((no < 0) || (no >= this.slides.length)) {
    return null;
  } else {
    return this.slides[no];
  }
};

/**
 * @private
 * @param {number} slideNo
 * @param {string} className
 */
SlideDeck.prototype.updateSlideClass_ = function(slideNo, className) {
  var el = this.getSlideEl_(slideNo);

  if (!el) {
    return;
  }

  if (className) {
    el.classList.add(className);
  }

  for (var i = 0, slideClass; slideClass = this.SLIDE_CLASSES_[i]; ++i) {
    if (className != slideClass) {
      el.classList.remove(slideClass);
    }
  }
};

/**
 * @private
 */
SlideDeck.prototype.makeBuildLists_ = function () {
  for (var i = this.curSlide_, slide; slide = this.slides[i]; ++i) {
    var items = slide.querySelectorAll('.build > *');
    for (var j = 0, item; item = items[j]; ++j) {
      if (item.classList) {
        item.classList.add('to-build');
        if (item.parentNode.classList.contains('fade')) {
          item.classList.add('fade');
        }
      }
    }
  }
};

/**
 * @private
 * @param {boolean} dontPush
 */
SlideDeck.prototype.updateHash_ = function(dontPush) {
  if (!dontPush) {
    var slideNo = this.curSlide_ + 1;
    // Add everything except the hash.
    var loc = location.protocol+'//'+location.host+location.pathname+(location.search?location.search:"");
    var hash = '#' + slideNo;
    if (window.history.pushState && (location.protocol !== "file:")) {
      window.history.pushState(this.curSlide_, 'Slide ' + slideNo, loc + hash);
    } else {
      window.location.replace(loc + hash);
    }

    // Record GA hit on this slide.
    if(typeof window.ga === 'function') {
      ga('set', 'page', hash)
      ga('send', 'pageview');
    }
  }
};


/**
 * @private
 * @param {string} favIcon
 */
SlideDeck.prototype.addFavIcon_ = function(favIcon) {
  var el = document.createElement('link');
  el.rel = 'icon';
  el.type = 'image/png';
  el.href = favIcon;
  document.querySelector('head').appendChild(el);
};

/**
 * @private
 * @param {string} theme
 */
SlideDeck.prototype.loadTheme_ = function(theme) {
  var styles = [];
  if (theme.constructor.name === 'String') {
    styles.push(theme);
  } else {
    styles = theme;
  }

  for (var i = 0, style; themeUrl = styles[i]; i++) {
    var style = document.createElement('link');
    style.rel = 'stylesheet';
    style.type = 'text/css';
    if (themeUrl.indexOf('http') == -1) {
      style.href = this.CSS_DIR_ + themeUrl + '.css';
    } else {
      style.href = themeUrl;
    }
    document.querySelector('head').appendChild(style);
  }
};

/**
 * @private
 */
SlideDeck.prototype.loadAnalytics_ = function() {
  (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
    (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
    m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
  })(window,document,'script','//www.google-analytics.com/analytics.js','ga');

  ga('create', this.config_.settings.analytics, 'auto');
  ga('send', 'pageview');
};


var loadDeck = function(event) {
  // Polyfill missing APIs (if we need to), then create the slide deck.
  // iOS < 5 needs classList, dataset, and window.matchMedia. Modernizr contains
  // the last one.
  Modernizr.load({
    complete: function() {
      window.slidedeck = new SlideDeck();
    }
  });
};

if (document.readyState !== "loading" &&
    document.querySelector('slides') === null) { 
  // if the document is done loading but our element hasn't yet appeared, defer
  // loading of the deck
  window.setTimeout(function() {
    loadDeck(null);
  }, 0);
} else {
  // still loading the DOM, so wait until it's finished
  document.addEventListener("DOMContentLoaded", loadDeck);
}



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    b, strong {
      font-weight: bold;
    }

    em {
      font-style: italic;
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    summary {
      display: list-item;
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    slides > slide {
      -webkit-transition: all 0.4s ease-in-out;
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      -moz-transition: opacity 0.6s ease-in 0.4s;
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            pre > code.sourceCode > span:empty { height: 1.2em; }
            .sourceCode { overflow: visible; }
            code.sourceCode > span { color: inherit; text-decoration: inherit; }
            div.sourceCode { margin: 1em 0; }
            pre.sourceCode { margin: 0; }
            @media screen {
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            @media print {
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                position: relative; left: -1em; text-align: right; vertical-align: baseline;
                border: none; display: inline-block;
                -webkit-touch-callout: none; -webkit-user-select: none;
                -khtml-user-select: none; -moz-user-select: none;
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            code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
            code span.at { color: #7d9029; } /* Attribute */
            code span.bn { color: #40a070; } /* BaseN */
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            code span.cn { color: #880000; } /* Constant */
            code span.co { color: #60a0b0; font-style: italic; } /* Comment */
            code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
            code span.do { color: #ba2121; font-style: italic; } /* Documentation */
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            code span.st { color: #4070a0; } /* String */
            code span.va { color: #19177c; } /* Variable */
            code span.vs { color: #4070a0; } /* VerbatimString */
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    slides > slide:not(.nobackground):before {
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      content: "";
      position: absolute;
      bottom: 20px;
      left: 60px;
      background: url(ggplot.jpeg) no-repeat 0 50%;
      -webkit-background-size: 30px 30px;
      -moz-background-size: 30px 30px;
      -o-background-size: 30px 30px;
      background-size: 30px 30px;
      padding-left: 40px;
      height: 30px;
      line-height: 1.9;
    }
  </style>

  <link rel="stylesheet" href="data:text/css,%2Egdbar%20img%20%7B%0Awidth%3A%20250px%20%21important%3B%0Aheight%3A%20250px%20%21important%3B%0Amargin%3A%208px%208px%3B%0A%7D%0A%2Egdbar%20%7B%0Awidth%3A%20400px%20%21important%3B%0Aheight%3A%20400px%20%21important%3B%0A%7D%0A%2Ecolumn%20%7B%0Afloat%3A%20left%3B%0Awidth%3A%2050%25%3B%0A%7D%0A%0A%2Erow%3Aafter%20%7B%0Acontent%3A%20%22%22%3B%0Adisplay%3A%20table%3B%0Aclear%3A%20both%3B%0A%7D%0A%2Eleft%20%7B%0Awidth%3A%2035%25%3B%0A%7D%0A%2Eright%20%7B%0Awidth%3A%2065%25%3B%0A%7D%0A%2EforceBreak%20%7B%0A%2Dwebkit%2Dcolumn%2Dbreak%2Dafter%3A%20always%3B%20break%2Dafter%3A%20column%3B%20%7D" type="text/css" />

 </head>

 <body style="opacity: 0">

 <slides class="layout-widescreen">

  <slide class="title-slide segue nobackground">
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"></aside>
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      <p data-config-presenter><!-- populated from slide_config.json --></p>
            <p style="margin-top: 6px; margin-left: -2px;">October 26, 2019</p>
          </hgroup>
  </slide>

 <slide class=""><hgroup><h2>Why do we visualize?</h2></hgroup><article  id="why-do-we-visualize" class="smaller ">

 <ul>
 <li>to get better understanding of the data.</li>
 <li>to understand relationship between variables.</li>
 <li>to help discovering insights.</li>
 </ul>

 </article></slide><slide class=""><hgroup><h2>How to visualize in R?</h2></hgroup><article  id="how-to-visualize-in-r" class="smaller ">

 <ul>
 <li>basic R plot</li>
 <li>ggplot2</li>
 </ul>

 </article></slide><slide class=""><hgroup><h2>What is ggplot2?</h2></hgroup><article  id="what-is-ggplot2" class="smaller ">

 <img width="80px" src='data:image/jpeg;base64,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' title=''/>

 <ul>
 <li><a href='https://ggplot2.tidyverse.org/' title=''>ggplot2</a> is a library for declaratively creating graphics</li>
 <li>it is based on The Grammar of Graphics.

 <ul>
 <li>Grammar of Graphics is a concept that defines a plot as a set of component layers: <strong>aesthetic and geometry</strong>.</li>
 <li>You <strong>provide the data</strong>, tell ggplot2 how to map variables to <strong>aesthetics</strong>, what graphical <strong>geometries</strong> to use, and it takes care of the details.</li>
 </ul></li>
 </ul>

 </article></slide><slide class=""><hgroup><h2>Grammar of Graphic</h2></hgroup><article  id="grammar-of-graphic" class="smaller ">

 <p>A plot is basically a stack of layers consisting of:</p>

 <ul class = 'build'>
 <li>data</li>
 <li>aesthetic –&gt; aes()</li>
 <li>geometry –&gt; geom_</li>
 <li>theme –&gt; theme()</li>
 </ul>

 </article></slide><slide class=""><hgroup><h2>Take a look at this plot</h2></hgroup><article  id="take-a-look-at-this-plot" class="smaller ">

 <p>A scatter plot of <code>mtcars</code> data with x and y axes are mapped to <code>wt</code> and <code>mpg</code> columns, respectively.</p>

 <img src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Now, look at the graphic in a &lsquo;Grammar of Graphics&rsquo; way.</h2></hgroup><article  id="now-look-at-the-graphic-in-a-grammar-of-graphics-way." class="smaller ">

 <p>A plot is just a blank canvas</p>

 <img width="60%" src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Now, look at the graphic in a &lsquo;Grammar of Graphics&rsquo; way.</h2></hgroup><article  id="now-look-at-the-graphic-in-a-grammar-of-graphics-way.-1" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic</p>

 <img width="60%" src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Now, look at the graphic in a &lsquo;Grammar of Graphics&rsquo; way.</h2></hgroup><article  id="now-look-at-the-graphic-in-a-grammar-of-graphics-way.-2" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic + geometry</p>

 <img width="60%" 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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Now, look at the graphic in a &lsquo;Grammar of Graphics&rsquo; way.</h2></hgroup><article  id="now-look-at-the-graphic-in-a-grammar-of-graphics-way.-3" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic + geometry + more aesthetics</p>

 <img width="60%" src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Now, look at the graphic in a &lsquo;Grammar of Graphics&rsquo; way.</h2></hgroup><article  id="now-look-at-the-graphic-in-a-grammar-of-graphics-way.-4" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic + geometry + more aesthetics + labels</p>

 <img width="60%" 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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Translate the Grammar of Graphics to ggplot</h2></hgroup><article  id="translate-the-grammar-of-graphics-to-ggplot" class="smaller ">

 <p>A plot is just a blank canvas</p>

 <pre class = 'prettyprint lang-r'>  ggplot(mtcars)</pre>

 <img width="60%" src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Translate the Grammar of Graphics to ggplot</h2></hgroup><article  id="translate-the-grammar-of-graphics-to-ggplot-1" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic</p>

 <pre class = 'prettyprint lang-r'>  ggplot(mtcars, aes(x = wt, y = mpg)) </pre>

 <img width="60%" src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Translate the Grammar of Graphics to ggplot</h2></hgroup><article  id="translate-the-grammar-of-graphics-to-ggplot-2" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic + geometry</p>

 <pre class = 'prettyprint lang-r'>  ggplot(mtcars, aes(x = wt, y = mpg, size = disp, color = gear)) + 
  geom_point()</pre>

 <img width="60%" 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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Translate the Grammar of Graphics to ggplot</h2></hgroup><article  id="translate-the-grammar-of-graphics-to-ggplot-3" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic + geometry + more aesthetics</p>

 <pre class = 'prettyprint lang-r'>  ggplot(mtcars, aes(x = wt, y = mpg, size = disp, color = gear)) + 
  geom_point()</pre>

 <img width="60%" src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Translate the Grammar of Graphics to ggplot</h2></hgroup><article  id="translate-the-grammar-of-graphics-to-ggplot-4" class="smaller ">

 <p>A plot is just a blank canvas + aesthetic + geometry + more aesthetics + labels</p>

 <pre class = 'prettyprint lang-r'>  ggplot(mtcars, aes(x = wt, y = mpg, size = disp, color = gear)) + 
  geom_point() +
  labs(title = &quot;The miles/gallon spent based on the weight of the cars&quot;)</pre>

 <img width="60%" 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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Drawing your first plot</h2></hgroup><article  id="drawing-your-first-plot" class="smaller ">

 <h3>Preparation</h3>

 <ul>
 <li><p>Make sure you have the library installed on your machine:</p>

 <pre class = 'prettyprint lang-r'>  install.packages(&#39;ggplot2&#39;)</pre></li>
 <li><p>load the ggplot library:</p>

 <pre class = 'prettyprint lang-r'> library(ggplot2)</pre></li>
 <li><p>use the dataset <a href='https://stat.ethz.ch/R-manual/R-devel/library/datasets/html/mtcars.html' title=''><code>mtcars</code></a>, available in R Studio.</p>

 <ul>
 <li>explore its structure:</li>
 </ul>

 <pre class = 'prettyprint lang-r'>  str(mtcars)</pre>

 </article></slide><slide class=""><hgroup><h2></h2></hgroup><article  class="smaller">

 <p>Now replicate this script on your own machine.</p></li>
 </ul>

 <pre class = 'prettyprint lang-r'>  library(ggplot2)

  ggplot(mtcars, aes(x = wt, y = mpg, size = disp, color = gear)) + 
    geom_point() +
    geom_smooth()
    labs(title = &quot;The miles/gallon spent based on the weight of the cars&quot;)</pre>

 <p>Notice that we add layers using the symbol <code>+</code>.</p>

 </article></slide><slide class=""><hgroup><h2></h2></hgroup><article  class="smaller">

 <p>Your output should look like this:</p>

 <img width="80%" src='data:image/png;base64,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' title=''/>

 </article></slide><slide class=""><hgroup><h2>Types of Geoms (geom_*)</h2></hgroup><article  id="types-of-geoms-geom_" class="smaller ">

 <ol>
 <li>scatter plot –&gt; geom_point()</li>
 <li>bar chart –&gt; geom_bar()</li>
 <li>area chart –&gt; geom_area()<br/></li>
 <li>line chart –&gt; geom_line()<br/></li>
 <li>boxplot –&gt; ???</li>
 <li>histogram –&gt; ???</li>
 </ol>

 <p>There are many other types of geoms. You can explore it yourself on <a href='https://github.com/rstudio/cheatsheets/blob/master/data-visualization-2.1.pdf' title=''>ggplot cheatsheet</a>.</p>

 </article></slide><slide class=""><hgroup><h2>Playing with geoms</h2></hgroup><article  id="playing-with-geoms" class="smaller columns-2 smaller">

 <p>Spend your time playing with different types of geoms by just simply changing the geom from the example that we have created earlier.</p>

 <h3>geom_bar</h3>

 <pre class = 'prettyprint lang-r'>library(ggplot2)
 ggplot(mtcars, aes(x = factor(cyl), 
                   fill = factor(am))) +
  # try position = &#39;dodge&#39;, &#39;fill&#39;
  geom_bar(position = &#39;dodge&#39;) +  
  scale_x_discrete(&#39;Cylinders&#39;) +
  scale_y_continuous(&#39;Number&#39;) +
  scale_fill_manual(&#39;Transmission&#39;, 
    values = c(&quot;#E41A1C&quot;, &quot;#377EB8&quot;),
    labels = c(&quot;Manual&quot;, &quot;Automatic&quot;)) </pre>

 <p class="forceBreak">

 </p>

 <p><img 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" width="451.2" /></p>

 </article></slide><slide class=""><hgroup><h2></h2></hgroup><article  class="smaller">

 <h3>histogram</h3>

 <h4>1 - Make a univariate histogram</h4>

 <pre class = 'prettyprint lang-r'>ggplot(mtcars, aes(x = mpg)) +
  geom_histogram()</pre>

 <h4>2 - Plot 1, plus set binwidth to 1 in the geom layer</h4>

 <pre class = 'prettyprint lang-r'>ggplot(mtcars, aes(x = mpg)) +
  geom_histogram(binwidth = 1)</pre>

 <h4>3 - Plot 2, plus MAP ..density.. to the y aesthetic (i.e. in a second aes() function)</h4>

 <pre class = 'prettyprint lang-r'>ggplot(mtcars, aes(x = mpg)) +
  geom_histogram(binwidth = 1, aes(y = ..density..))</pre>

 <h4>4 - plot 3, plus SET the fill attribute to &ldquo;#377EB8&rdquo;</h4>

 <pre class = 'prettyprint lang-r'>ggplot(mtcars, aes(x = mpg)) +
  geom_histogram(binwidth = 1, fill = &quot;#377EB8&quot;, aes(y = ..density..))</pre>

 </article></slide><slide class=""><hgroup><h2>Playing with aesthetics</h2></hgroup><article  id="playing-with-aesthetics" class="smaller ">

 <h4>Basic scatter plot: wt on x-axis and mpg on y-axis; map cyl to col</h4>

 <pre class = 'prettyprint lang-r'>ggplot(mtcars, aes(x=wt, y=mpg, color=cyl)) + geom_point(size=4)</pre>

 <h4>Hollow circles</h4>

 <pre class = 'prettyprint lang-r'>ggplot(mtcars, aes(x=wt, y=mpg, color=cyl)) + geom_point(size=4, shape=1)</pre>

 <h4>Add transparency</h4>

 <pre class = 'prettyprint lang-r'>ggplot(mtcars, aes(x=wt, y=mpg, color=cyl)) + geom_point(size=4, shape=1, alpha=0.6)</pre>

 </article></slide><slide class=""><hgroup><h2>Playing with facet</h2></hgroup><article  id="playing-with-facet" class="smaller ">

 <ul>
 <li>Facet = splitting a plot into several subplots.</li>
 <li>Let’s play using the <a href='https://rpubs.com/moeransm/intro-iris' title=''><code>iris</code></a> dataset.</li>
 <li>Let’s take a brief look into the dataset</li>
 </ul>

 <pre class = 'prettyprint lang-r'>  str(iris)</pre>

 <pre >## &#39;data.frame&#39;:    150 obs. of  5 variables:
 ##  $ Sepal.Length: num  5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
 ##  $ Sepal.Width : num  3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
 ##  $ Petal.Length: num  1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
 ##  $ Petal.Width : num  0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
 ##  $ Species     : Factor w/ 3 levels &quot;setosa&quot;,&quot;versicolor&quot;,..: 1 1 1 1 1 1 1 1 1 1 ...</pre>

 <pre class = 'prettyprint lang-r'>  names(iris)</pre>

 <pre >## [1] &quot;Sepal.Length&quot; &quot;Sepal.Width&quot;  &quot;Petal.Length&quot; &quot;Petal.Width&quot;  &quot;Species&quot;</pre>

 </article></slide><slide class=""><hgroup><h2>Playing with facet</h2></hgroup><article  id="playing-with-facet-1" class="smaller columns-2 smaller">

 <p>Now, let’s start playing</p>

 <pre class = 'prettyprint lang-r'>ggplot(iris, aes(x=Sepal.Length, y=Sepal.Width))+
  geom_point() +
  facet_grid(. ~ Species)</pre>

 <p class="forceBreak">

 </p>

 <p><img 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" width="451.2" /></p>

 </article></slide><slide class=""><hgroup><h2>Playing with facet</h2></hgroup><article  id="playing-with-facet-2" class="smaller columns-2 smaller">

 <p>use <code>geom_jitter()</code> instead of <code>geom_point()</code></p>

 <pre class = 'prettyprint lang-r'>library(ggplot2)

 ggplot(iris, aes(x=Sepal.Length, y=Sepal.Width))+
  geom_point() +
  facet_grid(. ~ Species)</pre>

 <p class="forceBreak">

 </p>

 <p><img src="data:image/png;base64,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" width="451.2" /></p>

 </article></slide><slide class=""><hgroup><h2>Playing with facet</h2></hgroup><article  id="playing-with-facet-3" class="smaller columns-2 smaller">

 <p>Now, let’s level up the game a bit. Modify the <code>iris</code> dataset to get a more interesting visualization.</p>

 <pre class = 'prettyprint lang-r'>library(tidyr)

 iris %&gt;%
    gather(key, value, -Species) %&gt;%
    separate(key, c(&quot;Part&quot;, &quot;Measure&quot;), sep = &quot;\\.&quot;) %&gt;%
    ggplot(aes(x = Species, y = value, col = Part)) + geom_jitter() + facet_grid(. ~
    Measure)</pre>

 <p class="forceBreak">

 </p>

 <p><img 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