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<meta name="author" content="Goran S. Milovanovic, Data Scientist, WMDE" />
<meta name="date" content="2021-11-03" />
<title>Occasional Editors 2021: Interim Report</title>
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AAABA%2BWbgAAEVYuAANLxu5AA0AED5ZuAAARVi4ABQvG7kAFAAEPlm5AAcAAfQwMRMzERQeAjMyPgI1ETMRFA4CIyIuAjVfLh0wPyMkQTEeKyY%2BUCsqUD4lApP%2Bb0JXNRYWNVdCAZH%2Bak1mPRkZPWZNAAABAAQAAAHnApMADwBAALgAAEVYuAAALxu5AAAAED5ZuAAARVi4AAwvG7kADAAQPlm4AABFWLgADy8buQAPAAQ%2BWboABQAAAA8REjkwMRMzEx4BFzM%2BAzcTMwMjBDF6Ex8UBAoREBEJei%2FYMQKT%2Fn88ZTweNjU2HgGB%2FW0AAQAcAAAC5AKTACEAdgC4AABFWLgAAC8buQAAABA%2BWbgAAEVYuAAKLxu5AAoAED5ZuAAARVi4ABQvG7kAFAAQPlm4AABFWLgAIS8buQAhAAQ%2BWbgAAEVYuAAXLxu5ABcABD5ZugAFAAAAIRESOboADwAUABcREjm6ABwAIQAKERI5MDETMxMeARczPgE3EzMTHgEXMz4BNxMzAyMDLgEnIw4BBwMjHDBTCxcLBAwZDmcvZw4ZDgQLFQtTLZMzeAkSCAQIFAl2MgKT%2Fnw2azY2azYBhP58Nms2Nms2AYT9bQHEJ0cnJ0cn%2FjwAAAABABEAAAHRApMAGQBbALgAAEVYuAABLxu5AAEAED5ZuAAARVi4AAsvG7kACwAQPlm4AABFWLgAGS8buQAZAAQ%2BWbgAAEVYuAAPLxu5AA8ABD5ZugAGAAEAGRESOboAEwAPAAsREjkwMRMDMxceARczPgE%2FATMDEyMnLgEnIw4BDwEj17gybA4XEQQOFQ5sL7jGMnMOHRIEEBoOcy8BVQE%2BwhcoGxsoF8L%2BwP6tyhkyHh4yGcoAAAAAAQADAAABvAKTAA8AQAC4AABFWLgAAS8buQABABA%2BWbgAAEVYuAALLxu5AAsAED5ZuAAARVi4AA8vG7kADwAEPlm6AAYAAQAPERI5MDETAzMXHgEXMz4BPwEzAxEjyMUxZBEhFAQTJBBkL8YuAQsBiM4kRiQkRiTO%2Fnj%2B9QAAAAABADIAAAHqApMACQA9ALgAAEVYuAADLxu5AAMAED5ZuAAARVi4AAgvG7kACAAEPlm5AAYAAfS4AADQuAADELkAAQAB9LgABdAwMTcBITUhFQEhFSEyAXv%2BpgGU%2FoQBf%2F5IGwJQKBv9sCgAAAACAEH%2F9AGjAewAIQAtAHYAuAAARVi4ABEvG7kAEQAIPlm4AABFWLgAHS8buQAdAAQ%2BWbgAAEVYuAAYLxu5ABgABD5ZugADABEAHRESObgAAy%2B4ABEQuQAIAAH0ugAZABgAERESObgAHRC5ACUAAfS4ABkQuQAoAAH0uAADELkAKQAB9DAxNzQ2NzYuAiMiBgcnPgMzMh4CFREjJyMOASMiLgI3FBYzMjY3NQ4DQZagAQkZLSMxUBgUDSUtNh0rOiQPJQUCJVUwHTInFi48KSpMLUplPht4T1QSGzcrGyYSIQkWEg0dMkMn%2Fs0%2BHS0QIDIkNCwoJqMJGiQuAAACAFz%2F9AHsAs8AFAAlAIMAuAAARVi4AAAvG7kAAAASPlm4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAOLxu5AA4ABD5ZuAAARVi4ABQvG7kAFAAEPlm6AAMABgAOERI5ugARAA4ABhESObgAERC5ABUAAfS4AA4QuQAYAAH0uAAGELkAIgAB9LgAAxC5ACUAAfQwMRMzFQc%2BATMyFhUUDgIjIiYnIwcjNx4BMzI%2BAjU0LgIjIgYHXCwCJVQtYGAiO00qI0siAgUlLChKHCQ%2BLBkRJDopJE4rAs%2FQXh8shXA9YEMjHxotWSIcIDpRMSxMNx8pJgAAAQA0%2F%2FQBpwHsACEAOQC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAAdLxu5AB0ABD5ZuAAFELkADAAB9LgAHRC5ABYAAfQwMTc0PgIzMhYXBy4BIyIOAhUUHgIzMjY3Fw4BIyIuAjQkPE8sMkMYGhc4IyU%2FLxsZLUEnJkEZFx9MLi9POyHvPF9AIiQXHxYdHzlOMC9OOB8gFx4cJCJAXQAAAAIANP%2F0AcQCzwAUACUAgwC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAAKLxu5AAoAEj5ZuAAARVi4ABIvG7kAEgAEPlm4AABFWLgADS8buQANAAQ%2BWboACAASAAUREjm6AA4ABQASERI5uAASELkAGgAB9LgADhC5AB0AAfS4AAgQuQAeAAH0uAAFELkAIQAB9DAxNzQ%2BAjMyFhcnNTMRIycjDgEjIiY3FB4CMzI2NxEuASMiDgI0IjtNKyxBJAIsJgQDHU8wW2wvFSg7JihJJiZDIyQ%2BLRrvOl5CIx8cWMb9MT4dLYF6ME43HykmAR0iHCE5TwACADT%2F9AG9AewAHAAlAFEAuAAARVi4AAUvG7kABQAIPlm4AABFWLgAGC8buQAYAAQ%2BWboACwAFABgREjm4AAsvuAAYELkAEQAB9LgABRC5ACAAAfS4AAsQuQAlAAH0MDE3ND4CMzIWFRwBByEeAzMyNjcXDgEjIi4CJTQmIyIOAgc0IztLKFZiAv6mARovQiknPxsSHUU1LlE8IwFfTEEfOC0dBO87XkEjdGoJEgktTTcfFxQiER4iQV1YXV0aMEUrAAAAAQAhAAABIALbABYAVgC4AABFWLgABy8buQAHAAg%2BWbgAAEVYuAAULxu5ABQAEj5ZuAAARVi4AAsvG7kACwAEPlm4ABQQuQADAAH0uAAHELkACgAB9LgADdC4AAcQuAAQ0DAxAS4BIyIGHQEzFSMRIxEjNTc1NDYzMhcBFA8dDiYlb28sQkI%2BOSMjAqcIBjk0aCb%2BRgG6IgRrSEgQAAAAAAMANP8ZAdwB7AARAEcAWwBtALgAAEVYuAAlLxu5ACUACD5ZuAAARVi4AEUvG7kARQAGPlm5AAMAAfS6ADwAJQBFERI5uAA8L7kACwAB9LgAJRC4ACnQuAApL7kAKgAB9LgAPBC4ADPQuAAzL7kASAAB9LgAJRC5AFIAAfQwMRcUFjMyPgI1NCYrASImJw4BBzQ2NzUuATU0Njc1LgE1ND4CMzIWFzMVIx4BFRQOAiMiJicOARUUFjsBMhYVFA4CIyImEzI%2BAjU0LgIjIg4CFRQeAl5TTShCLhk5NmcIIRMhHiomIRIYJBAXJRouPiMUIAujcBceGi09IxQrERAXJjZnUU0gO1Q0W2q%2BGS0iFBQhLhkaLSIUFCMtXi04FSIrFyghAwUXNB4gPBgECyYcIC0LBBRELCU%2BLRkHBSUUPyYlPi0ZCgoNIBgaJTU5HzstG0gBWxMkMh4eMiITEyIxHx4yJBMAAQBcAAABvwLPABQAWAC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAALxu5AAAAEj5ZuAAARVi4ABQvG7kAFAAEPlm6AAMABgAUERI5uAAL0LgABhC5AA8AAfS4AAMQuQASAAH0MDETMx0BPgEzMhYVESMRNCYjIgYHESNcLCZOMktGLDM7K0YsLALP0GomMVpe%2FswBLk1JLS3%2BlgAAAgBLAAAAmwKjAAsADwAtALgAAEVYuAAMLxu5AAwACD5ZuAAARVi4AA4vG7kADgAEPlm6AAYAAAADKzAxEyImNTQ2MzIWFRQGBzMRI3MRFxcRERcXKCwsAlQWERMVFRMRFnT%2BIAAAAAAC%2F9%2F%2FGwCcAqMADwAbADcAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgABS8buQAFAAY%2BWboAFgAQAAMruAAFELkADAAB9DAxEzMRFAYjIiYnNx4BMzI2NRMiJjU0NjMyFhUUBlwtNDgRIgsLCRsOKBgXEBgYEBEYGAHg%2FcdHRQcFJAMHOy4CqhYRExUVExEWAAABAFwAAAHEAs8ADABbALgAAEVYuAAELxu5AAQACD5ZuAAARVi4AAAvG7kAAAASPlm4AABFWLgADC8buQAMAAQ%2BWbgAAEVYuAAILxu5AAgABD5ZugACAAAADBESOboACQAAAAgREjkwMRMzETMTMwcTIwMHFSNcLALtM5y2MZ9sLALP%2Fe4BI77%2B3gEBfoMAAAABAFz%2F9AC3As8ADgArALgAAEVYuAAALxu5AAAAEj5ZuAAARVi4AAwvG7kADAAEPlm5AAUAAfQwMRMzERQWMzoBNxcOASMiNVwsDAkDBwgIBw4LOwLP%2FWsQDwIkAgNMAAABAFwAAALYAewAIACYALgAAEVYuAAGLxu5AAYACD5ZuAAARVi4AAAvG7kAAAAIPlm4AABFWLgAIC8buQAgAAQ%2BWbgAAEVYuAAYLxu5ABgABD5ZuAAARVi4ABAvG7kAEAAEPlm6AAIAAAAgERI5ugAJAAAAIBESObgABhC4AAzQuQAUAAH0uAAJELkAFgAB9LgABhC5ABwAAfS4AAIQuQAeAAH0MDETMxczPgEzMhYXPgEzMhURIxE0JiMiBxEjETQmIyIHESNcJgQDIE8oOj4NKk8qkC00N0FPLDQ4QU8sAeBKJTE1LS01uP7MAS5NSVr%2BlgEuTUla%2FpYAAAABAFwAAAG%2FAewAFABlALgAAEVYuAAGLxu5AAYACD5ZuAAARVi4AAAvG7kAAAAIPlm4AABFWLgAFC8buQAUAAQ%2BWbgAAEVYuAALLxu5AAsABD5ZugACAAAAFBESObgABhC5AA8AAfS4AAIQuQASAAH0MDETMxczPgEzMhYVESMRNCYjIgYHESNcJgQDJU4yS0YsMzsrRiwsAeBKJTFaXv7MAS5NSS0t%2FpYAAAAAAgA0%2F%2FQB4wHsABMAJwA1ALgAAEVYuAAFLxu5AAUACD5ZuAAARVi4AA8vG7kADwAEPlm5ABkAAfS4AAUQuQAjAAH0MDE3ND4CMzIeAhUUDgIjIi4CNxQeAjMyPgI1NC4CIyIOAjQjO04rK087IyM7TysrTjsjLhotPiQkPy0aGi0%2FJCQ%2BLRrvPF9AIiJAXzw8XUAiIkBdPC9OOB8fOE4vME45Hx85TgAAAgBc%2FycB7AHsABQAJQCDALgAAEVYuAAJLxu5AAkACD5ZuAAARVi4AAMvG7kAAwAIPlm4AABFWLgAAi8buQACAAY%2BWbgAAEVYuAARLxu5ABEABD5ZugAFAAkAERESOboAFAARAAkREjm4ABQQuQAVAAH0uAARELkAGAAB9LgACRC5ACIAAfS4AAUQuQAlAAH0MDEXFSMRMxczPgEzMhYVFA4CIyImJzUeATMyPgI1NC4CIyIGB4gsJgQDI1MtYGAiO00qIkgmKkgcJD4sGREkOikkTSwqrwK5PBwshXA9YEMjHxwqIhwgOlExLEw3HykmAAAAAAIANP8nAcQB7AAUACUAfwC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAALLxu5AAsACD5ZuAAARVi4AA0vG7kADQAGPlm4AABFWLgAEi8buQASAAQ%2BWboACAAFABIREjm6AA8AEgAFERI5uQAaAAH0uAAPELkAHQAB9LgACBC5AB4AAfS4AAUQuQAhAAH0MDE3ND4CMzIWFzM3MxEjNTcOASMiJjcUHgIzMjY3ES4BIyIOAjQiO00rLEEiAgUlLAIgTzBbbC8VKDsmKEkmJkMjJD4tGu86XkIjHhos%2FUe5XR0sgXowTjcfKSYBHSIcITlPAAEAXAAAAUEB7AASAFIAuAAARVi4AAYvG7kABgAIPlm4AABFWLgAAC8buQAAAAg%2BWbgAAEVYuAASLxu5ABIABD5ZugACAAAAEhESObgABhC4AA3cuAACELkAEAAB9DAxEzMXMz4BMzIWFwcuASMiBgcRI1wmBAMYRSsOFgwKDBIOIEccLAHgWS04BAYoBQM3RP65AAABACD%2F9AFyAewAMwBJALgAAEVYuAAVLxu5ABUACD5ZuAAARVi4ADAvG7kAMAAEPlm5AAMAAfS6AAsAMAAVERI5uAAVELkAHAAB9LoAJgAVADAREjkwMTceATMyNjU0LgInLgM1ND4CMzIWFwcuASMiDgIVFB4CFx4DFRQOAiMiJic6H0Y0OTkVIikVGzcsGxQoOSYmSRoYGDYlHCgbDRMgKRUcOC0cFSo8JzZaIFcaIzkmFiIYEggKFh8rHxovIxQcFh8SGQ8YIBAVHRYRCAsWIC8jGzElFicbAAAAAQAc%2F%2FQBLQJrABsARQC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAWLxu5ABYABD5ZuAAGELkACQAB9LgAANC4AAYQuAAD0LgAFhC5AA8AAfQwMRMjNT8BMxUzFSMRFB4CMzI2NxcOASMiLgI1Z0tMBiaLiwcSHxkOIQ0MFSoPIy4cCwG6IgSLiyb%2BxxclGw8JBiQIChUmNiAAAAAAAQBV%2F%2FQBtQHgABQAZQC4AABFWLgAAC8buQAAAAg%2BWbgAAEVYuAAJLxu5AAkACD5ZuAAARVi4ABEvG7kAEQAEPlm4AABFWLgADC8buQAMAAQ%2BWbgAERC5AAUAAfS6AA0ACQAMERI5uAANELkACAAB9DAxEzMRFBYzMjY3ETMRIycjDgEjIiY1VSwzOitGKiwlBQIjTjJLRgHg%2FtJNSS8zAWL%2BIFAqMlpeAAAAAAEADAAAAaYB4AANAEAAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgACi8buQAKAAg%2BWbgAAEVYuAANLxu5AA0ABD5ZugAFAAAADRESOTAxEzMTHgEXMz4BNxMzAyMMMGwLGgsEDBkMbC2yNAHg%2FtMjRiEhRiMBLf4gAAEAGAAAApUB4AAhAHYAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgACi8buQAKAAg%2BWbgAAEVYuAAULxu5ABQACD5ZuAAARVi4ACEvG7kAIQAEPlm4AABFWLgAFy8buQAXAAQ%2BWboABQAhAAAREjm6AA8AFwAUERI5ugAcAAAAIBESOTAxEzMTHgEXMz4BNxMzEx4BFzM%2BATcTMwMjAy4BJyMOAQcDIxgwVgkQCAQIEglXNVcJEgkECBIIVS2KOlQLDwsECBMLUzUB4P7JIT8gID8hATf%2BySE%2FICA%2FIQE3%2FiABKiNDIyNFI%2F7YAAAAAQAOAAABiQHgABkAWwC4AABFWLgAAS8buQABAAg%2BWbgAAEVYuAALLxu5AAsACD5ZuAAARVi4ABkvG7kAGQAEPlm4AABFWLgADy8buQAPAAQ%2BWboABgALAA8REjm6ABQAAQAZERI5MDE3JzMXHgEXMz4BPwEzBxcjJy4BJyMOAQ8BI7GWMU4MGQ4EDRcNSy6VozFVDhwPBA4bDlIv%2B%2BV6FCcUFCcUeun3gxcsFRUsF4MAAAAAAQAM%2FyUBqAHgABwARgC4AABFWLgACC8buQAIAAg%2BWbgAAEVYuAASLxu5ABIACD5ZuAAARVi4ABkvG7kAGQAGPlm5AAMAAfS6AA0ACAAZERI5MDEXHgEzMjY%2FAQMzEx4BFzM%2BATcTMwMOAyMiJzciCBQLLTwSDcUwdAsbDgQLFwpnLb4KHSczIBsWCqoDBUg3KgHp%2FtIeSCAgSB4BLv3kHjktGwonAAAAAQAbAAABegHgAAkAPQC4AABFWLgAAy8buQADAAg%2BWbgAAEVYuAAILxu5AAgABD5ZuQAGAAH0uAAA0LgAAxC5AAEAAfS4AAXQMDE3ASM1IRUBIRUhGwEc%2FQE2%2FuUBJf6hGAGiJhf%2BXicAAAD%2F%2FwAIAAACBgMvAiYABAAAAAcA4QEHAAD%2F%2FwAIAAACBgMvAiYABAAAAAcA4wEHAAD%2F%2FwAIAAACBgMvAiYABAAAAAcA5QEHAAD%2F%2FwAIAAACBgMoAiYABAAAAAcA5wEHAAD%2F%2FwAIAAACBgMeAiYABAAAAAcA6gEHAAD%2F%2FwAIAAACBgNgAiYABAAAAAcA7AEHAAAAAgAVAAAC%2BgKTAAYAFgB8ALgAAEVYuAAOLxu5AA4AED5ZuAAARVi4AA0vG7kADQAEPlm4AABFWLgACS8buQAJAAQ%2BWboAAgAOAA0REjm6AAoADgANERI5uAAKL7kABgAB9LgACRC5AAcAAfS4AA4QuQAQAAH0ugAVAA4ACRESObgAFS%2B5ABMAAfQwMSURIw4BDwEFFSE1IwcjASEVIRUzFSMRAZsEHz0gSQIo%2FqHedzEBbQFu%2Ftn19f8BbDhzPIXXKNnZApMo%2BSj%2B3gD%2F%2FwA3%2FzACDwKfAiYABgAAAAcA7gFTAAD%2F%2FwBhAAAB1AMvAiYACAAAAAcA4QEaAAD%2F%2FwBhAAAB1AMvAiYACAAAAAcA4wEaAAD%2F%2FwBhAAAB1AMvAiYACAAAAAcA5QEaAAD%2F%2FwBhAAAB1AMeAiYACAAAAAcA6gEaAAD%2F%2FwAHAAAAnQMvAiYADAAAAAYA4XgAAAD%2F%2FwBTAAAA6QMvAiYADAAAAAYA43gAAAD%2F%2FwADAAAA7QMvAiYADAAAAAYA5XgAAAD%2F%2FwAFAAAA6wMeAiYADAAAAAYA6ngAAAD%2F%2FwBhAAACGwMoAiYAEQAAAAcA5wFDAAD%2F%2FwA3%2F%2FQCVgMvAiYAEgAAAAcA4QFGAAD%2F%2FwA3%2F%2FQCVgMvAiYAEgAAAAcA4wFGAAD%2F%2FwA3%2F%2FQCVgMvAiYAEgAAAAcA5QFGAAD%2F%2FwA3%2F%2FQCVgMoAiYAEgAAAAcA5wFGAAD%2F%2FwA3%2F%2FQCVgMeAiYAEgAAAAcA6gFGAAAAAwA4%2F%2BkCWQKqAAsAFwAzAIUAuAAARVi4AC4vG7kALgAQPlm4AABFWLgAIC8buQAgAAQ%2BWboAAAAgAC4REjm5AAMAAfS6AAsALgAgERI5ugAMAC4AIBESObgALhC5AA8AAfS6ABcAIAAuERI5ugAYAC4AIBESOboAIwAgAC4REjm6ACYAIAAuERI5ugAxAC4AIBESOTAxNx4BMzI%2BAjU0Ji8BLgEjIg4CFRQWFwEeARUUDgIjIiYnByc3LgE1ND4CMzIWFzcXsR1NLzJSOyAbGRcdSi0yUzogGRcBdyIlKEhkOzZcI0EcRiAkKEhkPDRYIz0dZSIlK09vRT9mJh4fISpNbkQ9ZSYBuSx6S05%2FWjEnJVcWXi14Sk59WS8kIlEWAAAAAAIANwAAAxICkwAUACEAVQC4AABFWLgABS8buQAFABA%2BWbgAAEVYuAAQLxu5ABAABD5ZuAAFELkAHAAB9LgAB9C6AAwABQAQERI5uAAML7kACgAB9LgAEBC5ABsAAfS4AA7QMDETND4CMyEVIRUzFSMRIRUhIi4CNxQeAjsBESMiDgI3J091TgGY%2Ftn19QEx%2Fl1OdU4nMCBDZUU%2FP0VlQyABTEt4Vi4o%2BSj%2B3igvV3tLQWtOKwJFKktrAAD%2F%2FwBf%2F%2FQCGwMvAiYAGAAAAAcA4QE9AAD%2F%2FwBf%2F%2FQCGwMvAiYAGAAAAAcA4wE9AAD%2F%2FwBf%2F%2FQCGwMvAiYAGAAAAAcA5QE9AAD%2F%2FwBf%2F%2FQCGwMeAiYAGAAAAAcA6gE9AAD%2F%2FwADAAABvAMvAiYAHAAAAAcA4wDfAAAAAgAlAAACOgKTABAAIQBZALgAAEVYuAAhLxu5ACEAED5ZuAAARVi4ABwvG7kAHAAEPlm5AAAAAfS4ACEQuQAKAAH0ugAOACEAHBESObgADi%2B5AA0AAfS4AA4QuAAe0LgADRC4AB%2FQMDElMj4CNTQuAisBFTMVIxETMh4CFRQOAisBESM1NxEBCkNgPx4eP2BDZqOjakxxSyQkSnFMmVFRJytOa0FAakwq%2FyH%2B2wJsLlZ4S0t7Vy8BTB8CASYAAAAAAgBhAAACAAKTAA4AFwA5ALgAAEVYuAAALxu5AAAAED5ZuAAARVi4AA4vG7kADgAEPlm7ABcAAQAMAAQruwACAAEAFgAEKzAxEzMVMzIeAhUUBisBFSM3MjY1NCYrARFhLoY3Vz0gfG%2BGLqllYmNkewKTdRQrRjNhX6bNSFFSP%2F7WAAD%2F%2FwBB%2F%2FQBowLEAiYAHgAAAAcA4AEGAAD%2F%2FwBB%2F%2FQBowLEAiYAHgAAAAcA4gEGAAD%2F%2FwBB%2F%2FQBowLEAiYAHgAAAAcA5AEGAAD%2F%2FwBB%2F%2FQBowKeAiYAHgAAAAcA5gEGAAD%2F%2FwBB%2F%2FQBowKfAiYAHgAAAAcA6QEGAAD%2F%2FwBB%2F%2FQBowLIAiYAHgAAAAcA6wEGAAAAAwBB%2F%2FQC6gHsABAASQBSAJsAuAAARVi4ABYvG7kAFgAIPlm4AABFWLgAHC8buQAcAAg%2BWbgAAEVYuAA5Lxu5ADkABD5ZuAAARVi4ADEvG7kAMQAEPlm4ADkQuQADAAH0ugBBADkAFhESObgAQS%2B5AAwAAfS6ACIAHAAxERI5uAAiL7gAMRC5ACgAAfS4ABYQuQBGAAH0uAAcELkATQAB9LgAIhC5AFIAAfQwMTcUFjMyPgI3LgE1Jw4DAz4DMzIWFz4BMzIWFRwBByEUHgIzMjY3Fw4DIyIuAicOASMiLgI1NDY3NC4CIyIGBwU0JiMiDgIHbzwpEy4vLhULCgFGYj4cFg0kLTMbO0UMGlc2VV0C%2FrQaLj8kJzsbEw4eJCoaIDQqIQ0wbS0dMicWlpsIGS0jLU8YAlRJQR41KRsEejQsDBgjFhZBIhsJGiQuARgJFhINQTc3QXRqCRIJLUw3HxcUIwkQDggRHCMTLjUQIDEiUFQSGzcrGyYSgV1dGzFFKQAA%2F%2F8ANP8wAacB7AImACAAAAAHAO0BCQAA%2F%2F8ANP%2F0Ab0CxAImACIAAAAHAOABBQAA%2F%2F8ANP%2F0Ab0CxAImACIAAAAHAOIBBQAA%2F%2F8ANP%2F0Ab0CxAImACIAAAAHAOQBBQAA%2F%2F8ANP%2F0Ab0CnwImACIAAAAHAOkBBQAA%2F%2F8AGgAAAKoCxAImAGcAAAAGAOByAAAA%2F%2F8AOgAAAMoCxAImAGcAAAAGAOJyAAAA%2F%2F8AAAAAAOQCxAImAGcAAAAGAORyAAAA%2F%2F%2F%2F%2FwAAAOUCnwImAGcAAAAGAOlyAAAAAAEAXAAAAIgB4AADACUAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgAAi8buQACAAQ%2BWTAxEzMRI1wsLAHg%2FiAAAP%2F%2FAFwAAAG%2FAp4CJgArAAAABwDmARsAAP%2F%2FADT%2F9AHjAsQCJgAsAAAABwDgAQsAAP%2F%2FADT%2F9AHjAsQCJgAsAAAABwDiAQsAAP%2F%2FADT%2F9AHjAsQCJgAsAAAABwDkAQsAAP%2F%2FADT%2F9AHjAp4CJgAsAAAABwDmAQsAAP%2F%2FADT%2F9AHjAp8CJgAsAAAABwDpAQsAAAADAC7%2F6gHpAfUACQATAC4ASQC4AABFWLgAKS8buQApAAg%2BWbgAAEVYuAAcLxu5ABwABD5ZugAAABwAKRESObkAAgAB9LoACgApABwREjm4ACkQuQAMAAH0MDE3FjMyPgI1NC8BJiMiDgIVFBcBHgEVFA4CIyInByc3LgE1ND4CMzIWFzcXmS9DJD8uGiQULkUkPy0aJAEqGBwjO08rUjs2GjoYHCM7TisoSR02GkwyHzhOL1I4GzMfOU8vUTgBNCBWNjxdQCI4QhVGIFQ2PF9AIhwcQRUAAAADADT%2F9AMrAewAEwA7AEQAcQC4AABFWLgAGS8buQAZAAg%2BWbgAAEVYuAA3Lxu5ADcABD5ZuQAFAAH0uAAZELkADwAB9LgAGRC4AB%2FQuAA3ELgAMdC6ACQAHwAxERI5uAAkL7gAMRC5ACoAAfS4AB8QuQA%2FAAH0uAAkELkARAAB9DAxNxQeAjMyPgI1NC4CIyIOAgc0PgIzMhYXPgEzMhYVFAchFB4CMzI2NxcOASMiJicOASMiLgIlNCYjIg4CB2IZLD0jJD0rGRkrPSQjPSwZLiI7TCo6ZhoaXzpVYgP%2BrxsuQCQnPhsTHUU2P2QaHGA%2FKkw7IgLNTUAeNiobBO8vTjgfHzhOLzBOOR8fOU4wPF9AIkdHQkx0ahISLUw3HxcUIxEeTEFGRyJAXVldXRsxRSkAAAEAXP%2F0AgEC2QA5AGQAuAAARVi4AAMvG7kAAwASPlm4AABFWLgAOS8buQA5AAQ%2BWbgAAEVYuAAZLxu5ABkABD5ZugANABkAAxESObkAIAAB9LoAJQAZAAMREjm6ADEAGQADERI5uAADELkANAAB9DAxEzQ2MzIeAhUUDgIVFB4EFRQOAiMiJic3HgEzMj4CNTQuBDU0PgI1NCYjIgYVESNcXU4hMyQTHyUfHy82Lx8WJzUgJ0QdFh01IBkmGQ0fLjcuHx8kHy8wOUUsAhRdaBUkMRwnNy8vHh0kGxokNioeMiYVHBchFxcRGyQTIywfGSAtJCQ0LzEiLDhUWv37AP%2F%2FAFX%2F9AG1AsQCJgAyAAAABwDgAQgAAP%2F%2FAFX%2F9AG1AsQCJgAyAAAABwDiAQgAAP%2F%2FAFX%2F9AG1AsQCJgAyAAAABwDkAQgAAP%2F%2FAFX%2F9AG1Ap8CJgAyAAAABwDpAQgAAP%2F%2FAAz%2FJQGoAsQCJgA2AAAABwDiAOUAAP%2F%2FAAz%2FJQGoAp8CJgA2AAAABwDpAOUAAAACADz%2F9AHWAtQAFQA8AFkAuAAARVi4ADcvG7kANwASPlm4AABFWLgAIC8buQAgAAQ%2BWbsAKgABAAwABCu6ADMAMAADK7gAIBC5AAAAAfS4ADAQuAAW0LgAMxC4ADfcuAAzELgAOtAwMSUyPgI1NCcuAyMiDgIVFB4CEx4DFRQOAiMiLgI1ND4CMzIWFy4BJwcnNy4BJzceARc3FwELKTsnEwMTJyYmEyk9KhUaLDxlHjEkFB41Sy0oSzkjHjdMLitMHQ48Ko4PhBw%2BIRYlRSCODxsjPFIvIB4cJBQHHjNDJSpHMxwCRB5JV2g9PGJFJSA7VjYxUzohJiZKaipKHEQYKRMeFC4dShsAAAAAAgBc%2FycB7ALPABYAJwBXALgAAEVYuAAILxu5AAgACD5ZuAAARVi4AAIvG7kAAgASPlm4AABFWLgAAS8buQABAAY%2BWbgAAEVYuAASLxu5ABIABD5ZuQAaAAH0uAAIELkAJAAB9DAxFyMRMx0BPgEzMh4CFRQOAiMiJicVNR4BMzI%2BAjU0LgIjIgYHiCwsJFItMEkwGCI7TSojRyYqSBwkPiwZESQ6KSRNLNkDqM9bHCsjQFo4PWBDIx4cWIMiHCA6UTEsTDcfKSYAAAAAAQAiAAACKgLbACoAfAC4AABFWLgAFC8buQAUAAg%2BWbgAAEVYuAAoLxu5ACgAEj5ZuAAARVi4ABAvG7kAEAAEPlm4ACgQuQADAAH0uAAUELgAJNC4AAjQuAAUELkAEQAB9LgADdC4AAnQuAAQELgADNC4ABQQuAAT0LgAKBC4ABjQuQAfAAH0MDEBLgEjIgYdATMVIxEjESMRIxEjNTc1NDYzMhYXBy4BIyIGHQEzNTQ2MzIXAh4PHQ4mJW9vLN4sQUFEPhQpFAwSIhErK94%2BOSMjAqcIBjk0aCb%2BRgG6%2FkYBuiIEWUtNCQkkCQc9OFZrSEgQAAEAIf%2F0AhAC2wAuAIkAuAAARVi4ABAvG7kAEAAIPlm4AABFWLgAFC8buQAUABI%2BWbgAAEVYuAAMLxu5AAwABD5ZuAAARVi4AAMvG7kAAwAEPlm4ABAQuQANAAH0uAAJ0LgAEBC4AA%2FQuAAPL7gAFBC5ABoAAfS4ABAQuAAf0LgAI9C4AAkQuAAk0LgAAxC5ACsAAfQwMSUOASMiLgI1ESMRIxEjNTc1NDYzMhcHLgEjIgYdATM3MxUzFSMRFB4CMzI2NwIQFSsPIy0cC7ssQkI%2BOSMjDA8dDiYlvAYljIwHEiAZDiENBggKFSY2IAE1%2FkYBuiIEa0hIECQIBjk0aIuLJv7HFyUbDwkGAAADACT%2F9AIyAp8ADwAfAEwAjAC4AABFWLgANy8buQA3ABA%2BWbgAAEVYuAAlLxu5ACUABD5ZuAAARVi4ACAvG7kAIAAEPlm6AEIAIgADK7gAJRC5AAMAAfS6AAYAIgBCERI5ugALACUANxESObgACy%2B4ABPcuAA3ELkAHQAB9LoALwALABMREjm6AD8ACwATERI5ugBJACIAQhESOTAxNzI2Ny4BJw4DFRQeAgMUFhc%2BAzU0LgIjIgYBJicOASMiLgI1ND4CNy4BNTQ%2BAjMyFhUUDgIHHgEXPgE3Mw4BBx4BF%2BYpSh81YyMWJx4RGCg3IBQRGS4kFQgRGxQsMQF7QUwkWDgnRjMeFyUxGhQYFCQyHjY4Gis3HCNhMyM0ESsUOSgjQB0aJyAweEARJCcrGCE1JRUB9CFHJBIkKCsaEB8YD0D9uRc8JS4ZL0IpITYvKRMqUyYgNicWRDQgNi8rFT92LS1tP0R7MxwlCwAAAgAw%2F%2FQBrgKLAAsAFwA1ALgAAEVYuAAGLxu5AAYADj5ZuAAARVi4AAAvG7kAAAAEPlm5AAwAAfS4AAYQuQASAAH0MDEXIiY1NDYzMhYVFAYnMjY1NCYjIgYVFBbvXGNjXFxjY1xDT09DQlBQDK2hoKmpoKGtJpWTk5CQk5OVAAABAFQAAAGiAn8ADABDALgAAEVYuAAHLxu5AAcADj5ZuAAARVi4AAwvG7kADAAEPlm5AAEAAfS4AAcQuQAEAAH0uQACAAH0uAABELgACdAwMTczESM1PgE3MxEzFSFUlnInPRcki%2F6yJwISHgcUDf2oJwAAAAEAJwAAAbECiwAdAD0AuAAARVi4AA8vG7kADwAOPlm4AABFWLgAHC8buQAcAAQ%2BWbkAGgAB9LgAF9C4AADQuAAPELkACAAB9DAxNz4DNTQmIyIGByc%2BATMyFhUUDgIHPgE7ARUhKU92TydDSCxMHR0kVztWXipMbUIaNxra%2FngcUH9pWSo8UjAkHCg2YlEwX2l3RgIDKAAAAQAd%2F%2FQBqwKLADcAUwC4AABFWLgAHy8buQAfAA4%2BWbgAAEVYuAAyLxu5ADIABD5ZuQAFAAH0ugAPAB8AMhESObgADy%2B5ABAAAfS4AB8QuQAYAAH0ugAoABAADxESOTAxNx4DMzI%2BAjU0LgIjNTI%2BAjU0JiMiBgcnPgEzMh4CFRQGBxUeAxUUDgIjIi4CJzcOIis1ISA3KBYZNlQ8N00vFUY7LUocGiFUOCVALxtFNR40KBceNUcpJj4xJw9tEB0XDhQlNCAhNicWJxYlMx02QSkdHiAuFSc5JT9NEgQGHSo3IipDLxkQGiAQAAACABAAAAHAAn8ACQAUAFcAuAAARVi4ABIvG7kAEgAOPlm4AABFWLgADS8buQANAAQ%2BWbsADgABAAAABCu4ABIQuAAE3LgAABC4AAnQuAAOELgAC9C4AAkQuAAQ0LgAABC4ABPQMDElNTQ2NyMOAQcDBSMVIzUhNQEzETMBNgICBAwaDrwBel8r%2FtoBKShf5eoWQhYUJhb%2B%2BCa%2FvxoBpv5mAAAAAAEAGv%2F0Aa8CfwAoAEcAuAAARVi4ABIvG7kAEgAOPlm4AABFWLgAIy8buQAjAAQ%2BWbkABQAB9LoAGQASACMREjm4ABkvuAAN3LgAEhC5ABQAAfQwMTceAzMyPgI1NCYjIgYHJxMhFSMHPgEzMh4CFRQOAiMiLgInMw4iKjQhIDorGlRIJTUdHxcBJ%2F8UGTYjKEg0HyM5SScmPTEmD2kPHBYNGS0%2FJ05XFxQTASsn5w8TGDFNNDNPNxwPGR8PAAAAAAIANP%2F0AbQCiwARADAAQwC4AABFWLgALS8buQAtAA4%2BWbgAAEVYuAAlLxu5ACUABD5ZuwAdAAEACgAEK7gAJRC5AAAAAfS4AC0QuQAVAAH0MDElMj4CNTQuAiMiBgceAxMuASMiDgIHPgEzMhYVFA4CIyImNTQ%2BAjMyFhcBBhwvIhQQITUkIlInAxcoO6wVOB8mRDQfASFTLVVdHDA%2FJGFwJ0FVLi1BGRoZLDsiIjsrGCs1M1M7IQIVGhsgSnlYKTBlYSxJNR6ckmSKViUiHAABACwAAAG1An8ADwAzALgAAEVYuAAHLxu5AAcADj5ZuAAARVi4AAAvG7kAAAAEPlm4AAcQuQAFAAH0uAAJ0DAxMz4DNyE1IRUOAwcjvAQZLkYw%2Fq8BiTlLLRQEMGGhj4NEJxpMjJGeXgAAAAADACj%2F9AG1AosAEQAjAE0AVwC4AABFWLgANC8buQA0AA4%2BWbgAAEVYuABJLxu5AEkABD5ZuQAFAAH0ugAPAEkANBESObgADy%2B4ABLQuAA0ELkAGgAB9LgADxC4ACncuAASELgAPtwwMTcUHgIzMj4CNTQuAicOATc%2BATU0LgIjIg4CFRQeAgc0PgI3NS4DNTQ%2BAjMyHgIVFA4CBxUeAxUUDgIjIi4CVBgqOiMiNycVITdGJTFAzikrEiExHxstIRIdMD3aFyUtFxIhGRAaLT0jKUAtFxIbIA4VKB8UHDNIKyxKNh%2BmHjMmFhQkMBslMycdDx1PdCFJKhsvJBUSHywaIjElHLcgOC0jDAQMHSUrGiI6KRcZLT0kGjEqIgsEDR4mMiAjPS0aGy9AAAACACv%2F9AGqAosAEQAwAEMAuAAARVi4ACUvG7kAJQAOPlm4AABFWLgALS8buQAtAAQ%2BWbsAAAABAB0ABCu4ACUQuQAIAAH0uAAtELkAFQAB9DAxEzI2Ny4DIyIOAhUUHgIHHgEzMj4CNw4BIyImNTQ%2BAjMyFhUUDgIjIiYn4iJSJwMXKTsnGzAiFBAiNGoVOCAmRDQfASFULVRdHDA%2FJGBwJ0BWLi1CGAEjLTQzUzsgGSs7IiM7KxjTGhsgSnlYKDBlYStKNB6bkmWKVSYiHAAAAQBD%2F%2FQAmABPAAsAGAC4AABFWLgACS8buQAJAAQ%2BWbgAA9wwMTc0NjMyFhUUBiMiJkMaEREZGRERGiEWGBgWFRgYAAABADD%2FZQClAE8AEQAYALgAAEVYuAAFLxu5AAUABD5ZuAAL3DAxFz4BNwYjIiY1NDYzMhYVFAYHMCIqAQQIERkaERccOi19Ej0qARYUFBYmITdUGP%2F%2FAEP%2F9ACYAc0CJwCGAAABfgAGAIYAAP%2F%2FADD%2FZQClAc0CJwCGAAABfgAGAIcAAAACAFf%2F9ACsAp4ABQARACkAuAAARVi4AAEvG7kAAQAQPlm4AABFWLgADy8buQAPAAQ%2BWbgACdwwMRM1MwcDIwc0NjMyFhUUBiMiJmsuAQYhGhoRERkZEREaAldHR%2F5ckhYYGBYVGBgAAAIAV%2F9CAKwB7AAFABEAGAC4AABFWLgADy8buQAPAAg%2BWbgACdwwMR8BIzUTMzcUBiMiJjU0NjMyFpgBLgYhGhkRERoaEREZd0dHAaSTFxgYFxQYGAAAAAACACX%2F9AFgAqoAHwArACYAuAAARVi4ACkvG7kAKQAEPlm7ABMAAQAMAAQruAApELgAI9wwMTcmPgQ1NC4CIyIGByc%2BATMyHgIVFA4EFwc0NjMyFhUUBiMiJqMGESAoJBgNHCsdJUMZGx1ONCU6KBUZJCkhEwU7GRERGhoRERmzKUM5MjE0HxcrIBMhHxkhLRcpOCEiOTQzNz8mkhYYGBYVGBgAAAIAM%2F82AW4B7AAfACsAJgC4AABFWLgAKS8buQApAAg%2BWbsADAABABMABCu4ACkQuAAj3DAxExYOBBUUHgIzMjY3Fw4BIyIuAjU0PgQnNxQGIyImNTQ2MzIW8AURICgkGA0cKx4kQxkcHU8zJTooFRkkKSESBTsZEREZGRERGQEtKUM5MjE0HxcqIRMiHhkgLhcpOCEiOTUyNz8mkxcYGBcUGBgAAQBTAd0AhgK1AAUACwC6AAIABAADKzAxEyczFQcjVAEzCSECcEVFkwAAAP%2F%2FAFMB3QETArUAJgCOAAAABwCOAI0AAAABADoB4AChAr8AEQANALsABQABAAsABCswMRMOARU2MzIWFRQGIyImNTQ2N6EhIgIGDxkXERQYLSgCqBs2KwESExMVIyA2TBoAAAAAAQA6Ad0AogK8ABEADQC7AAsAAQAFAAQrMDETPgE1BiMiJjU0NjMyFhUUBgc6ISICBg4ZFhEUGS0pAfQbNisBEhMTFSMgNkwaAAAA%2F%2F8AOgHgAS4CvwAmAJAAAAAHAJAAjQAA%2F%2F8AOgHdAS8CvAAmAJEAAAAHAJEAjQAA%2F%2F8AOv9%2BAKIAXQIHAJEAAP2hAAD%2F%2FwA6%2F34BLwBdACcAkQAA%2FaEABwCRAI39oQAAAAEAKwBIAM0BsAAGAAsAugACAAYAAyswMTc1NxcHFwcriRl7exnpJqEVn6ETAAAAAAEANgBIANgBsAAGAAsAugACAAUAAyswMTcnNxcVByewehiKihj8nxWhJqETAAAA%2F%2F8AKwBIAVoBsAAmAJYAAAAHAJYAjQAA%2F%2F8ANgBIAWUBsAAmAJcAAAAHAJcAjQAAAAEAKADmAQQBDQADAA0AuwABAAEAAgAEKzAxEzMVIyjc3AENJwAAAP%2F%2FACgA5gEEAQ0CBgCaAAAAAQAoAOgBuAEMAAMADQC7AAEAAQACAAQrMDETIRUhKAGQ%2FnABDCQAAAEAKADoAvgBDAADAA0AuwABAAEAAgAEKzAxEyEVISgC0P0wAQwkAP%2F%2FAEMBFQCYAXACBwCGAAABIQAAAAEAKACaAPEBdgATAAsAugAKAAAAAyswMTciLgI1ND4CMzIeAhUUDgKMEyQcEREcJBMTJRwRERwlmg8dKBoZKRwQEBwpGRooHQ8AAAABAAz%2FiwHo%2F7EAAwANALsAAAABAAEABCswMQUVITUB6P4kTyYmAAAAAQBY%2F1EA9wLbAA4ACwC6AAYAAAADKzAxFy4BNTQ2NxcOARUUFhcH3D5GRj4bPDw8PBuvZN2EhN1kEF%2Ffd3ffXxAAAAABACD%2FUQC%2FAtsADgALALoABwANAAMrMDEXPgE1NCYnNx4BFRQGBycgPDw8PBs9R0c9G59f33d3318QZN2EhN1kEAAAAAEAYv9oAQICxAAHABcAuwAFAAEABgAEK7sAAQABAAIABCswMRMzFSMRMxUjYqB9faACxB383h0AAQAV%2F2gAtQLEAAcAFwC7AAAAAQAFAAQruwAEAAEAAQAEKzAxFxEjNTMRIzWSfaCgewMiHfykHQABACP%2FaAECAsQAMwArALsAAAABAAEABCu7AB4AAQAfAAQruwAQAAEADwAEK7oAKgAPABAREjkwMQUVIyIuAjU0NjU0LgIjNTI%2BAjU0JjU0PgI7ARUjIgYVFBYVFAYHFR4BFRQGFRQWMwECIhwpHA4IBxMiGhoiEwcIDhwpHCIfLh8GFR4eFQYfLnsdDB0xJjhhNA8eFg4gDhYcDzZhOCYxHQwdMjUxWTYtMgkECTQrNlkxNTIAAAAAAQAV%2F2gA9ALEADMAKwC7AAAAAQAxAAQruwAWAAEAEwAEK7sAIwABACQABCu6AAoAJAAjERI5MDEXMjY1NCY1NDY3NS4BNTQ2NTQmKwE1MzIeAhUUBhUUHgIzFSIOAhUUFhUUDgIrATU0Lh8GFh0dFgYfLh8iHCkcDggHEyIaGiITBwgOHCkcInsyNTFZNis0CQQJMi02WTE1Mh0MHTEmOGE2DxwWDiAOFh4PNGE4JjEdDB0AAQAJ%2F2ABYALGAAMAGAC4AABFWLgAAC8buQAAABI%2BWbgAAtwwMQEzASMBOib%2BzyYCxvyaAAEAX%2F8GAIMC7gADAAsAugABAAIAAyswMRMzESNfJCQC7vwYAAEABf9gAV0CxgADABgAuAAARVi4AAAvG7kAAAASPlm4AALcMDETMwEjBSYBMiYCxvyaAAACAF%2F%2FBgCDAu4AAwAHAAsAugABAAUAAyswMRMzESMXESMRXyQkJCQC7v4pO%2F4qAdYAAAAAAQBGAc4BRQLIAA4AFAC4AABFWLgABS8buQAFABI%2BWTAxEzcnNxc3Mxc3FwcXBycHaTdaCV8HIAdfClo2G0BCAeJYJB4aZmUZHiRYFFNTAAACADL%2FzAGtAqkADwBJABcAuwAxAAEAKgAEK7sARgABABMABCswMSU%2BATU0LgInDgEVFB4CEy4BIyIOAhUUHgQVFAYHHgEVFA4CIyImJzceATMyNjU0LgQ1NDY3LgE1ND4CMzIWFwE4JCctQ0wfIiotQ0xNGDUmGSQWCyo%2BST4qMSYQEhcnNB00UB0eGjsuLjYqP0k%2FKjMmDxIQIjIjKkYctREqKSgzJB8UFC4mJzEjHgGLFBoNFRwOISkhHSk8LjI5FRApGxsuIRIjHBwYHjIjIisgHSg6LjA%2FFA8oGhUqIRUeFwACACr%2FsAGjApMAAwAQACUAuAAARVi4AAAvG7kAAAAQPlm4AABFWLgADi8buQAOABA%2BWTAxATMRIwMiLgI1ND4COwERAXUuLlI3XEIkIj5WMywCk%2F0dAUQXMU84OE8yF%2F5hAAAAAwAz%2F%2FQCsgKMABMAJwBFADMAuwA6AAEAQQAEK7sALQABADQABCu4AC0QuAAj3LkABQAB9LgAQRC4ABncuQAPAAH0MDETND4CMzIeAhUUDgIjIi4CNxQeAjMyPgI1NC4CIyIOAhc0PgIzMhYXBy4BIyIGFRQWMzI2NxcOASMiLgIzM1h0QUB0WDMzWHRAQXRYMyMuTmc6OWdOLi5OZzk6Z04ucx4xQSQoOBgXFy0ePExJPSQ4FxQbPjAkPzAcAUJLelYvL1Z6S0x7VzAwV3tMRHBPLCxPcERDb08rK09vQytGMBofGBoWFlJES1YdFRwYIxszSQAAAAAEABIBRAF%2BAsgAEwAnADcAQABXALgANi%2B4ACkvuAA2ELgAFNy5AAAAAfS4ACkQuAAe3LkACgAB9LoANAA2ACkREjm4ADQvuQA4AAH0ugAxADgANBESObgANhC4ADPQuAApELkAPgAB9DAxEyIuAjU0PgIzMh4CFRQOAicyPgI1NC4CIyIOAhUUHgIDMzIeAhUUBgcXIycjFSM3MjY1NCYrARXIJUIyHR0yQiUlQzEdHTFDJR84KBgYKDgfIDcoGBgoNyRFDxsWDRcRMSUnLyA9FxwVGyABRBwyRywsSDMcHDNILCxHMhwdGSs8JCQ9LRkZLT0kJDwrGQEPBg8YExMgBVZMTGcRFBEVSwAAAgA0%2F24C%2BwJ5AEYAVAA%2FALsAPAABAEIABCu7ACgAAQAPAAQruwBKAAEAFgAEK7sAIAABAFAABCu7AAUAAQAyAAQrugAjAFAAIBESOTAxNzQ%2BAjMyHgIVFA4CIyImJyMOASMiLgI1ND4CMzIXMzczBwYzMj4CNTQuAiMiDgIVFB4CMzI2NxcGIyIuAjcUFjMyPwEuASMiDgI0QW2QT0h1USwiNkEfKDUEAho9IxcqHxIZMEUsNR4CCSIkIl4YMykbJ0hnQUWAYzwsT29DMlIkEFZlSHtaM%2BguIjI6HxIhFyI2JRTKYp9xPS5TdUdAYUIhJScdKREiMyIkUEIrMCi9hx45UjVAakopOGeRWUl1USwaFh42L1mBUjkuQ60cFSM2QgAAAAIAJAAAAcECigAbAB8AmwC4AABFWLgACC8buQAIAA4%2BWbgAAEVYuAAMLxu5AAwADj5ZuAAARVi4ABYvG7kAFgAEPlm4AABFWLgAGi8buQAaAAQ%2BWbsAAwABAAAABCu7AAcAAQAEAAQruAAHELgACtC4AAcQuAAO0LgABBC4ABDQuAADELgAEtC4AAAQuAAU0LgAABC4ABjQuAADELgAHNC4AAQQuAAd0DAxNyM1MzcjNTM3MwczNzMHMxUjBzMVIwcjNyMHIz8BIwd3U1cVWFwZIxmVGiIZUlUVVlsZIxmVGiPXFZYV1iSqJMLCwsIkqiTW1tb6qqr%2F%2FwBeAbgA1gM%2BAgcAtwAAAbgAAP%2F%2FAC8BuAE3A0oCBwC4AAABuAAA%2F%2F8AKAGsATQDSgIHALkAAAG4AAD%2F%2FwAuAbgBPQM%2BAgcAugAAAbgAAAACACj%2F9AFCAZIACwAXACgAuAAGL7gAAEVYuAAALxu5AAAABD5ZuQAMAAH0uAAGELkAEgAB9DAxFyImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWtUJLS0JCS0tCLzc3Ly83NwxrZWRqamRlayFbVFRZWVRUWwAAAAEAXgAAANYBhgAIACIAuAAGL7gAAEVYuAAILxu5AAgABD5ZuAAGELkAAAAB9DAxEyM1PgE3MxEjsFIdKREhJgFEGwYTDv56AAEALwAAATcBkgAaACwAuAAPL7gAAEVYuAAZLxu5ABkABD5ZuQAXAAH0uAAA0LgADxC5AAgAAfQwMTc%2BAzU0JiMiBgcnPgEzMhYVFA4CBzMVIzgySS8XLycbLxEZEkElNkMZLD8lwP8ZLkg6MRkrMiQaFx4rPT4fODo%2FJSIAAAAAAQAo%2F%2FQBNAGSACoAPgC4ABcvuAAARVi4ACcvG7kAJwAEPlm6AAoACQADK7gAJxC5AAMAAfS4ABcQuQAQAAH0ugAdAAkAChESOTAxNx4BMzI2NTQmIzUyNjU0JiMiBgcnPgEzMhYVFAYHHgMVFA4CIyImJ0USOSIlNkpAOz8tJhcvExkVOyYxRSsgEiAaDxQkMBsuRxRVHSMrKCYqHDIiICkdFxYbJDYxJTENAxAYIRUbKx0QLR4AAAIALgAAAT0BhgAFABAATAC4AA4vuAAARVi4AAkvG7kACQAEPlm7AAAAAQAKAAQruAAOELkAAgAB9LgAABC4AAXQuAAKELgAB9C4AAUQuAAM0LgAABC4AA%2FQMDE3NTcjDwEXIxUjNSM1NzMVM98EBDhJ3zoksbEkOpJXaFNsIHJyFf%2F0%2F%2F8AKgEFAR0CUwIGAL0AAP%2F%2FACEBBQFFAlMCBgC%2BAAAAAgAqAQUBHQJTABsAJAA7ALgAAC%2B4ABIvuwAGAAEAHwAEK7gAEhC5AAsAAfS4AAAQuAAX0LgAABC5ABwAAfS6ABkAAAAcERI5MDETIiY1NDY3NC4CIyIGByc%2BATMyFh0BIycjDgEnMjc1DgEVFBaLKzZibAcQGhUePBEPFEMnOi0eBgQVNRcvNV1KJAEFMCs1NwoTIhkOGQwbDh1FOcgnEh0gMWYKLSIgHgAAAAIAIQEFAUUCUwATAB8AGwC4AAovuAAAL7kAFAAB9LgAChC5ABoAAfQwMRMiLgI1ND4CMzIeAhUUDgInMjY1NCYjIgYVFBazHjYnFxcnNh4eNicXFyc2HjA7OzAwOzsBBRcrPicoPisWFis%2BKCc%2BKxchSjw8Sko8PEoAAAACACoBvwEOAqwAEwAfABcAuwAUAAEAAAAEK7sACgABABoABCswMRMiLgI1ND4CMzIeAhUUDgInMjY1NCYjIgYVFBacFikgExMgKRYWKSATEyApFiMtLSMjLS0BvxAeLBwcLB8QEB8sHBwsHhAgMSUmMjImJTEAAAACAB4AcgHAAiIAIgA2AEoAuAAARVi4AAgvG7kACAAKPlm4AABFWLgADS8buQANAAo%2BWbgAAEVYuAASLxu5ABIACj5ZuwAoAAEAHwAEK7gADRC5ADIAAfQwMT8BLgE1NDY3JzcXPgEzMhYXNxcHHgEVFAYHFwcnDgEjIicHNxQeAjMyPgI1NC4CIyIOAh5CEhQUEkIbQhc9ICA9F0MaQhIUFBFBGkMXPSBCMkItFiUyHBwyJRYWJTIcHDIlFo5DGDwjJD4YRBxFFRcXFUUcRBg%2BJCM8GEMcRBYXLUTWIjkoFxcoOSIiOikXFyk6AAEAO%2F%2BSAaMC7QAxAF0AuAAARVi4ACsvG7kAKwAOPlm4AABFWLgAFS8buQAVAAQ%2BWbgAKxC5AAUAAfS6AAgAFQArERI5uAAVELgAEtC4ABUQuQAcAAH0ugAfACsAFRESObgAKxC4AC7QMDEBLgMjIgYVFB4EFRQGBxUjNS4BJzceATMyNjU0LgQ1ND4CNzUzFR4BFwF4DhseJBc0QCtAS0ArV0MnNFYdGB1QND9DK0BLQCsVJTQfJzE%2BGgIoDhYQCEEyLDUnIS9HOUhWBmNjBC0cHxosRDcxPSsiLD8zHzYpGgNjYwMoGwABADYAAAGsAosALABZALgAAEVYuAATLxu5ABMADj5ZuAAARVi4AAIvG7kAAgAEPlm5AAAAAfS6ACQAEwACERI5uAAkL7gACtC4ACQQuQAjAAH0uAAL0LgACy%2B4ABMQuQAaAAH0MDElFSE1PgE1NCYnIzU3My4BNTQ2MzIWFwcuASMiDgIVFBYXMxUjHgEVFAYHFQGs%2Fo04MgUEZEIYCxVbTzRFFx0VNigfLx8QFQulnQQEJiIoKBsgaDoTJBEhAyZLJ09bKh0bGSIUJDAbKEknJBEjFD5SIQQAAAAAAQAeAAABwQJ%2FAB0AhAC4AABFWLgAHS8buQAdAA4%2BWbgAAEVYuAAJLxu5AAkADj5ZuAAARVi4ABQvG7kAFAAEPlm6AAQAHQAUERI5ugAZAB0AFBESObgAGS%2B5AAwAAfS4ABkQuAAN0LgAGRC4ABjQuAAYL7gAENC4ABgQuQAVAAH0uAAR0LgAGRC5ABsAAfQwMRMXHgEXMz4BPwEzAzMVIxUzFSMVIzUjNTM1IzUzA05eECASBBMfEV4urpqoqKgtpqammKwCf8EhQyUlQyHB%2FrAhRyKlpSJHIQFQAAEAGP%2F0AdoCiwA1AG0AuAAARVi4ABkvG7kAGQAOPlm4AABFWLgAAy8buQADAAQ%2BWbsALQABAC4ABCu4AC4QuAAJ0LgALRC4AArQuAAtELgAJdy4ABLQuAAlELkAJAAB9LgAE9C4ABkQuQAgAAH0uAADELkAMgAB9DAxJQ4BIyIuAicjNTcmNDU8ATcjNTc%2BAzMyFhcHLgEjIgYHIRUhBhQVHAEXMxUjHgEzMjY3AdogTjgsSjgmB0E%2BAQE%2BQQcmPFEwLUoWHRY3I1BgCwEW%2FucBAfHuDVpIKj8dUiwyJENfPB0ECxQLCRIIHQQ9YUQkLiAbHiV3aSEIEQkLFQshZnYoKQAAAgA%2B%2F%2BQBswKMAAgAJwA3ALsAJAABAAwABCu7ABwAAQAjAAQruAAjELgAANC4ACQQuAAI0LgADBC4AA%2FQuAAcELgAGdAwMRMOAxUUFhc3DgEHFSM1LgM1ND4CNzUzFR4BFwcuAScRPgE3%2FyA3JxZPRbQdSSwiKkczHR41RigiMEAXGBc2IiU%2BGAH2BSAxQidOZgoXGyMCbG0EIjtSMzRROyIEb20CIxccFBsC%2Fn8CHhYAAAAAAf9b%2F%2FQA8QKfAAMAGAC4AABFWLgAAC8buQAAAAQ%2BWbgAAdwwMQcBMwGlAXAm%2FpEMAqv9VQAAAP%2F%2F%2F1v%2F9ADxAp8CBgDGAAD%2F%2FwAo%2F%2FQC%2FQKfACcAtgAAAQ0AJwDGAWsAAAAHALYBuwAAAAD%2F%2FwBK%2F%2FQCzwKfACcAt%2F%2FsAQ0AJwDGAVYAAAAHALoBkgAAAAD%2F%2FwBK%2F%2FQC3wKfACcAt%2F%2FsAQ0AJwDGAT8AAAAHALgBqAAAAAD%2F%2FwAo%2F%2FQC4gKfACcAuQAAAQ0AJwDGAYUAAAAHALoBpQAAAAAAAQAiAG4BvQImAAsAHQC7AAMAAQAAAAQruAADELgABtC4AAAQuAAI0DAxEyM1MzUzFTMVIxUj27m5Kbm5KQE3JsnJJskAAAAAAQAiATcBvQFdAAMADQC7AAEAAQACAAQrMDETIRUhIgGb%2FmUBXSYAAAEAMwCHAasCDQALACUAuAAARVi4AAMvG7kAAwAKPlm4AABFWLgABS8buQAFAAo%2BWTAxPwEnNxc3FwcXBycHM6KiG6GiGqGhGqKho6enHKmpHKenHKioAAADACIAbQG9AiUACwAXABsAIQC7AA8AAQAVAAQruwAGAAEAAAAEK7sAGQABABoABCswMRMiJjU0NjMyFhUUBgM0NjMyFhUUBiMiJichFSHvEBYWEBEVFTcWEBEVFREQFqcBm%2F5lAdUWExEWFhETFv7BERYWERMWFtomAAD%2F%2FwAiANIBvQHDAiYAzQBmAAYAzQCbAAAAAQAiAJIBvQIGAAkAFAC4AABFWLgAAS8buQABAAo%2BWTAxEyUVDwEVHwEVJSIBm%2BiFhej%2BZQFipCtaMwQzWiukAAEAIgCSAb0CBgAJABQAuAAARVi4AAgvG7kACAAKPlkwMQEFNT8BNS8BNQUBvf5l6IWF6AGbATakK1ozBDNaK6QAAAAAAgAiAAABvQImAAsADwA4ALgAAEVYuAAOLxu5AA4ABD5ZuwADAAEAAAAEK7gAAxC4AAbQuAAAELgACNC4AA4QuQAMAAH0MDETIzUzNTMVMxUjFSMHIRUh27m5Kbm5KbkBm%2F5lATYly8slyUglAAAAAAEAQgEiAZ0CngAJABoAuAAARVi4AAAvG7kAAAAQPlm5AAUAAfQwMRMzEyMvASMPASPYLpcrTTQEM00rAp7%2BhMuFhcsAAQAoAQoBtgGKABcAJwC7AAgAAQAPAAQruAAPELgAFNy5AAMAAfS4AAvQuAAPELgAF9AwMRM%2BATMyHgIzMjY3Fw4BIyIuAiMiBgcoFjsdHS8rKBYXJhIcFTsdHS8rKBYXJhIBNyopHCIcHCMUKSgcIhwcIwABACIAbgG9AV0ABQANALsAAQABAAQABCswMRMhFSM1ISIBmyn%2BjgFd78kAAAEAXP84Ab0B4AAXABoAuAAARVi4ABEvG7kAEQAEPlm5AAUAAfQwMRMzERQWMzI2NxEzESMnIw4BIyImJxcVI1wsNDorRSssJgQDIkswJTQUAiwB4P7STUkvMwFi%2FiBQKjEWIVqaAAD%2F%2FwCzAjwBQwLEAAcA4AELAAAAAP%2F%2FANMCPAFjAsQABwDiAQsAAAAA%2F%2F8AmQI8AX0CxAAHAOQBCwAAAAD%2F%2FwCPAkUBhwKeAAcA5gELAAAAAP%2F%2FAJgCVgF%2BAp8ABwDpAQsAAAAA%2F%2F8AmgJeAXwCggAHAOgBCwAAAAD%2F%2FwC5AhsBXQLIAAcA6wELAAAAAP%2F%2FAMr%2FMAFOAAIABwDtARQAAAAAAAH%2FqAI8ADgCxAADABgAuAAARVi4AAMvG7kAAwAMPlm4AAHcMDEDMxcjWDRcJgLEiAAAAAAB%2F48CxQAlAy8AAwALALoAAQADAAMrMDEDMxcjcTpcKAMvagAB%2F8gCPABYAsQAAwAYALgAAEVYuAAALxu5AAAADD5ZuAAC3DAxAyM3MxImXDQCPIgAAAAAAf%2FbAsUAcQMvAAMACwC6AAIAAAADKzAxEyM3MwMoXDoCxWoAAf%2BOAjwAcgLEAAcANwC4AABFWLgABi8buQAGAAw%2BWbgAAEVYuAADLxu5AAMADD5ZuAAGELgAANy6AAUAAAAGERI5MDEDMxcjJyMHIxMmXyVLBEslAsSIY2MAAAAB%2F4sCxQB1Ay8ABwAXALoABgABAAMruAAGELgAB9y4AAPQMDEDNzMXIycjB3VgKmAoSwRLAsVqakhIAAAB%2F4QCRQB8Ap4AGwBBALgAAEVYuAAALxu5AAAADD5ZuAAARVi4ABMvG7kAEwAMPlm7ABgAAQAFAAQruAATELkACgAB9LgABRC4AA7QMDEDPgMzMh4CMzI2NzMOAyMiLgIjIgcjfAEIERkSEh4aGA0QEgQeAQgRGRISHhkZDR4IHgJFECAZEBEVER0aECAZEBEVETcAAf9%2BAswAggMoABsAIwC6AAAAEwADK7oABQAOAAMruAAAELgACNC4AA4QuAAW0DAxEyIuAiMiBgcjPgMzMh4CMzI2NzMOAzsUHxsaDxAWAx0BChIZERQeGxsPEBYDHQEKEhkCzBIVEh8aESEaEBIVER4aESAbEAAAAf%2BPAl4AcQKCAAMACwC4AAMvuAAB3DAxAzMVI3Hi4gKCJAAAAv%2BNAlYAcwKfAAsAFwAoALgAAEVYuAAALxu5AAAADD5ZuAAG3LgAABC4AAzQuAAGELgAEtAwMQMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBk8QFBQQEBUVjhAVFRAQFBQCVhUQDxUVDxAVFRAPFRUPEBUAAAAC%2F40C1QBzAx4ACwAXABsAugAGAAAAAyu4AAAQuAAM0LgABhC4ABLQMDEDIiY1NDYzMhYVFAYzIiY1NDYzMhYVFAZPEBQUEBAVFY4QFRUQEBQUAtUTEREUFBERExMRERQUERETAAAAAAL%2FrgIbAFICyAALABcAEwC6AAwAAAADK7oABgASAAMrMDERIiY1NDYzMhYVFAYnMjY1NCYjIgYVFBYjLy8jIy8vIxYeHhYWHh4CGzAmJzAwJyYwGiEbHCEhHBshAAAAAAL%2FrgK8AFIDYAALABcAEwC6AAwAAAADK7oABgASAAMrMDERIiY1NDYzMhYVFAYnMjY1NCYjIgYVFBYjLy8jIjAwIhQfHxQWHh4CvCwmJS0tJSYsGhwcGh4eGhwcAAAAAAH%2Ftv8wADoAAgARABMAugACABEAAyu6AAsACgADKzAxJzMHHgEVFA4CByc%2BATU0JicIIx0YJBUjLRgHKjMmHQI4CB8eFB0UDQMeBhgVFxYIAAAAAAH%2Ftv8wADoAAgARABMAugARAAIAAyu6AAoACwADKzAxJzMHHgEVFA4CByc%2BATU0JicIIx0YJBUjLRgHKjMmHQI4CB8eFB0UDQMeBhgVFxYIAAAA%2F%2F8ASwAAAJsCowIGACYAAAABAAAA8QBcAAcAeAAFAAEAAAAAAAoAAAIAAXMAAwABAAAAYgBiAGIAYgCwARQBZAGoAeYCHgJ%2BAroC2gMOA1YDfAPgBDIEhgTOBUAFlgYEBjAGdga0ByoHhgfGB%2FwIegj0CUQJvgogCnALIgtwC6QL7Aw0DGQM4g04DYwOBg5%2BDsgPNg%2BED9oQFhCMEOYROhFwEXwRiBGUEaARrBG4Eh4SKhI2EkISThJaEmYSchJ%2BEooSlhKiEq4SuhLGEtITZBPCE84T2hPmE%2FIT%2FhReFKAUrBS4FMQU0BTcFOgVqhW2FcIVzhXaFeYV8hX%2BFgoWFhY2FkIWThZaFmYWchZ%2BFuoXhBgEGBAYHBgoGDQYQBhMGNIZOBmyGjga7hsuG2gbtBwqHHwc3B1EHXoeEB54HpoexB7QHtwfEB88H44f4B%2F2IAIgKCBOIFogZiBwIH4gliCuILogxiDaIOIg9iEKIRQhOiFOIXAhkiGuIcoiJiKAIpoirCLGIuAjCCN6I6wkKCSuJUAlvCXGJdAl2iXkJh4mQiaCJt4nICcoJzAnhifEKAAodijqKVgpxipIKqIqvirGKtgq6ir8Kw4rMitGK3IrsCu8K9wr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43QxMgJhRdHDIkFR86UjRFdiuPJS07MBkjGRQLKQocKDckJUAvGi0kNh0hMy0YIRkTCCgMHyk3JCdEMx00LQAAAQAcAAAB%2FAKQAAcAMwC4AABFWLgAAi8buQACABA%2BWbgAAEVYuAAHLxu5AAcABD5ZuAACELkAAAAB9LgABdAwMRMjNSEVIxEj4sYB4MZUAkpGRv22AAAAAAEAV%2F%2F0Ai4CkAAZADwAuAAARVi4AAAvG7kAAAAQPlm4AABFWLgADS8buQANABA%2BWbgAAEVYuAAULxu5ABQABD5ZuQAHAAH0MDETMxEUHgIzMj4CNREzERQOAiMiLgI1V1MYKTggITgqGFAkP1YyMlc%2FJAKQ%2Fn07UDAVFTBQOwGD%2Fn9PbEMdHUNsTwAAAQAAAAACAwKQAA0AQAC4AABFWLgAAC8buQAAABA%2BWbgAAEVYuAAKLxu5AAoAED5ZuAAARVi4AA0vG7kADQAEPlm6AAUAAAANERI5MDERMxMeARczPgE3EzMDI1lpEhsTBBIcEWlV0GECkP6eO2Q6OmQ7AWL9cAAAAQAXAAAC%2BgKQACEAdgC4AABFWLgAAC8buQAAABA%2BWbgAAEVYuAAKLxu5AAoAED5ZuAAARVi4ABQvG7kAFAAQPlm4AABFWLgAIS8buQAhAAQ%2BWbgAAEVYuAAXLxu5ABcABD5ZugAFAAAAIRESOboADwAUABcREjm6ABwAIQAKERI5MDETMxMeARczPgE3EzMTHgEXMz4BNxMzAyMDLgEnIw4BBwMjF1ZFCRQJBAsYC1tMWwwYDAQJEgpFUIhkYwkPCAQIEQhhYwKQ%2Fps2aDY2aTUBZf6bNGo2Nmk1AWX9cAGLJkkmJkkm%2FnUAAAABAA8AAAHyApAAGQBbALgAAEVYuAABLxu5AAEAED5ZuAAARVi4AAsvG7kACwAQPlm4AABFWLgAGS8buQAZAAQ%2BWbgAAEVYuAAPLxu5AA8ABD5ZugAGAAEAGRESOboAEwAPAAsREjkwMRMDMxceARczPgE%2FATMDEyMnLgEnIw4BDwEjzrJcWQ0XDwQOFQxXWLO%2FXGANGxAEDhoMX1gBUwE9qBcrHR0rF6j%2Bv%2F6xsRgzHh4zGLEAAAAAAf%2F%2FAAAB3QKQAA8AQAC4AABFWLgAAS8buQABABA%2BWbgAAEVYuAALLxu5AAsAED5ZuAAARVi4AA8vG7kADwAEPlm6AAYAAQAPERI5MDE3AzMXHgEXMz4BPwEzAxUjxMVZVRAeEQQRIg9UV8VU%2FgGSuSRGJSVGJLn%2Bbv4AAAEALQAAAfECkAAJAD0AuAAARVi4AAMvG7kAAwAQPlm4AABFWLgACC8buQAIAAQ%2BWbkABgAB9LgAANC4AAMQuQABAAH0uAAF0DAxNwEhNSEVASEVIS0BWf7GAaL%2BpgFd%2FjwyAhhGMf3oRwAAAAIAOv%2F0AbcB8gAbACcAdgC4AABFWLgADy8buQAPAAg%2BWbgAAEVYuAAZLxu5ABkABD5ZuAAARVi4ABQvG7kAFAAEPlm6AAMADwAZERI5uAADL7gADxC5AAgAAfS6ABUAFAAPERI5uAAZELkAHwAB9LgAFRC5ACIAAfS4AAMQuQAjAAH0MDE3NDY3NC4CIyIGByc%2BATMyFhURIycjDgEjIiY3FBYzMjY3NQ4DOo%2BcCRcmHitJHSEiYjtZUEQHAiNRLT5RUTEkIz8jPVQzFn5QVREXLCIVIBQ5FiltW%2F7WOh0pSEgqJCEghwgWHicAAgBS%2F%2FQB%2BwLIABYAJgCDALgAAEVYuAAALxu5AAAAEj5ZuAAARVi4AAYvG7kABgAIPlm4AABFWLgAEC8buQAQAAQ%2BWbgAAEVYuAAWLxu5ABYABD5ZugADAAYAEBESOboAEwAQAAYREjm4ABMQuQAXAAH0uAAQELkAGgAB9LgABhC5ACQAAfS4AAMQuQAmAAH0MDETMxUHPgEzMh4CFRQOAiMiJicjByM3HgEzMj4CNTQuAiMiB1JSAiFOKS9IMRkiOkwqIkkgAwdCUiA%2FGB4zJRUOHzEiO0cCyMJYHScjQVs4PmJEIx8dMGwcFxsxSC0oQi8aQgAAAAABAC7%2F9AGwAfIAIQA5ALgAAEVYuAAFLxu5AAUACD5ZuAAARVi4AB0vG7kAHQAEPlm4AAUQuQAMAAH0uAAdELkAFgAB9DAxNzQ%2BAjMyFhcHLgEjIg4CFRQeAjMyNjcXDgEjIi4CLiZAVS8wRRkpFi8dITgoFxYnOCEjORYlIVEsMFQ9I%2FI9X0IiIxc1ExgbMkUqKkQxGx0UNh0iIkFfAAAAAgAv%2F%2FQB2QLIABQAIwCDALgAAEVYuAAFLxu5AAUACD5ZuAAARVi4AAovG7kACgASPlm4AABFWLgAEi8buQASAAQ%2BWbgAAEVYuAANLxu5AA0ABD5ZugAIABIABRESOboADgAFABIREjm4ABIQuQAYAAH0uAAOELkAGwAB9LgACBC5ABwAAfS4AAUQuQAfAAH0MDE3ND4CMzIWFyc1MxEjJyMOASMiJjcUFjMyNjc1LgEjIg4CLyM6TCoqPiAEU0QHAx1LK1xtVUZAIjweHzkeHTMmFvI7X0IkHhpTu%2F04ORwphHtYYiEi%2FhwXGzFEAAAAAgAu%2F%2FQBygHyABsAJABRALgAAEVYuAAFLxu5AAUACD5ZuAAARVi4ABcvG7kAFwAEPlm6AAwABQAXERI5uAAML7gAFxC5ABAAAfS4AAUQuQAfAAH0uAAMELkAJAAB9DAxNzQ%2BAjMyHgIVFAchHgEzMjY3Fw4BIyIuAiU0JiMiDgIHLiU9TiouSTEaA%2F64BVdGIzsbHSBOMjFVPyQBVD85Gi8mGQTyPF9CIyA8VDQbEk9cFRE2FB4jQV5hS08VJzklAAAAAAEAHgAAAT8C1AAVAFYAuAAARVi4AAUvG7kABQAIPlm4AABFWLgAEi8buQASABI%2BWbgAAEVYuAAJLxu5AAkABD5ZuAASELkAAgAB9LgABRC5AAgAAfS4AAvQuAAFELgADtAwMQEmIyIdATMVIxEjESM1NzU0NjMyFhcBLRscRGdnUkJCRUkXKREChQxeTUP%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%2BWboAAwAGABQREjm4AAvQuAAGELkADwAB9LgAAxC5ABIAAfQwMRMzFQc%2BATMyFhURIxE0JiMiBgcRI1JSAyNMM01HUiwwJjolUgLIwmQhL2Be%2FswBKUU9JiX%2BoAACAEMAAAC1ArQACwAPAC0AuAAARVi4AAwvG7kADAAIPlm4AABFWLgADi8buQAOAAQ%2BWboABgAAAAMrMDETIiY1NDYzMhYVFAYHMxEjfBghIRgYISFCUlICSh4XGB0dGBceZP4aAAAAAAL%2F2P8nALUCtAAPABsANwC4AABFWLgAAC8buQAAAAg%2BWbgAAEVYuAAFLxu5AAUABj5ZugAWABAAAyu4AAUQuQAMAAH0MDETMxEUBiMiJic3HgEzMjY1EyImNTQ2MzIWFRQGU1I8SRckDREJGA0kGCoYISEYFyEhAeb940pYCAU%2BAwUyLQKBHhcYHR0YFx4AAAEAUgAAAeYCyAAMAFsAuAAARVi4AAQvG7kABAAIPlm4AABFWLgAAC8buQAAABI%2BWbgAAEVYuAAMLxu5AAwABD5ZuAAARVi4AAgvG7kACAAEPlm6AAIAAAAMERI5ugAJAAAACBESOTAxEzMRMxMzBxMjJwcVI1JRA89bo7lajltRAsj%2BHgEAw%2F7d6mqAAAAAAAEAUv%2F0ANgCyAAPACsAuAAARVi4AAAvG7kAAAASPlm4AABFWLgADC8buQAMAAQ%2BWbkABQAB9DAxEzMRFBYzOgE3Fw4BIyImNVJSDgkEBwcLCBYRLygCyP2UFBACPgQEODYAAAABAFIAAALxAfIAIQCYALgAAEVYuAAGLxu5AAYACD5ZuAAARVi4AAAvG7kAAAAIPlm4AABFWLgAIS8buQAhAAQ%2BWbgAAEVYuAAZLxu5ABkABD5ZuAAARVi4ABEvG7kAEQAEPlm6AAIAAAAhERI5ugAJAAAAIRESObgABhC4AAzQuQAVAAH0uAAJELkAFwAB9LgABhC5AB0AAfS4AAIQuQAfAAH0MDETMxczPgEzMhYXPgEzMhYVESMRNCYjIgcRIxE0JiMiBxEjUkQHAyBLLDg%2FDyZNLUtJUiwuN0NSLC83Q1IB5kYjLzEsKjNgXv7MASlFPUv%2BoAEpRT1L%2FqAAAAAAAQBSAAAB1wHyABQAZQC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAALxu5AAAACD5ZuAAARVi4ABQvG7kAFAAEPlm4AABFWLgACy8buQALAAQ%2BWboAAgAAABQREjm4AAYQuQAPAAH0uAACELkAEgAB9DAxEzMXMz4BMzIWFREjETQmIyIGBxEjUkQHAyNNM01HUiwwJjolUgHmRiMvYF7%2BzAEpRT0mJf6gAAAAAAIALv%2F0AfAB8gATACcANQC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAAPLxu5AA8ABD5ZuQAZAAH0uAAFELkAIwAB9DAxNzQ%2BAjMyHgIVFA4CIyIuAjcUHgIzMj4CNTQuAiMiDgIuJT5RLS1RPiUlPlEtLVE%2BJVUUJTQfHzQlFBQlNB8fNCUU8j1fQiIiQl89PF9BIiJBXzwqRDEbGzFEKipFMhsbMkUAAAIAUv8zAfsB8gAWACcAgwC4AABFWLgACS8buQAJAAg%2BWbgAAEVYuAADLxu5AAMACD5ZuAAARVi4AAIvG7kAAgAGPlm4AABFWLgAEy8buQATAAQ%2BWboABQAJABMREjm6ABYAEwAJERI5uAAWELkAFwAB9LgAExC5ABoAAfS4AAkQuQAkAAH0uAAFELkAJwAB9DAxFxUjETMXMz4BMzIeAhUUDgIjIiYnNx4BMzI%2BAjU0LgIjIgYHpFJEBwMhTysvSDAZIjpMKiJDIgIhPhgeMyUVDh8xIh8%2FJCmkArM4HCgjQVs5PmFEIx4aQBwXGzFILShCLxoiIAAAAgAv%2FzMB2QHyABQAIwB%2FALgAAEVYuAAFLxu5AAUACD5ZuAAARVi4AAsvG7kACwAIPlm4AABFWLgADS8buQANAAY%2BWbgAAEVYuAASLxu5ABIABD5ZugAIAAUAEhESOboADwASAAUREjm5ABgAAfS4AA8QuQAbAAH0uAAIELkAHAAB9LgABRC5AB8AAfQwMTc0PgIzMhYXMzczESM1Nw4BIyImNxQWMzI2NzUuASMiDgIvIzpMKipAIQIIQlMEHUsqXG1VRkAiPB4fOR4dMyYW8jtfQiQdHS79Ta1WGyeEe1hiISL%2BHBcbMUQAAAABAFIAAAFeAfIAEQBSALgAAEVYuAAGLxu5AAYACD5ZuAAARVi4AAAvG7kAAAAIPlm4AABFWLgAES8buQARAAQ%2BWboAAgAAABEREjm4AAYQuAAM3LgAAhC5AA8AAfQwMRMzFzM%2BATMyFwcuASMiBgcRI1JEBwMZRyodFxAMFA8fQxlSAeZYLjYKSAQEMj7%2ByAABABz%2F9AGDAfIAMQBJALgAAEVYuAAVLxu5ABUACD5ZuAAARVi4AC4vG7kALgAEPlm5AAMAAfS6AAsALgAVERI5uAAVELkAHAAB9LoAJAAVAC4REjkwMTceATMyNjU0LgInLgM1ND4CMzIWFwcuASMiBhUUHgIXHgMVFA4CIyImJ0UgQywwMBQfKBQaNCkaFys%2BJy5NHCcZNiAuKxIeJxUaNSobFy1DKzReI24aICwgExwVEAgJFyEsHx0zJRUgFzQTGCocERkTDwgKFiEwIh40KBcmHQAAAAABABj%2F9AFFAm4AGQBFALgAAEVYuAAGLxu5AAYACD5ZuAAARVi4ABQvG7kAFAAEPlm4AAYQuQAJAAH0uAAA0LgABhC4AAPQuAAUELkADQAB9DAxEyM1PwEzFTMVIxEUFjMyNjcXDgEjIi4CNWBITApFg4MhKg0eDBAULxcnNSEOAaM%2BBYiIQ%2F7yLTEIBT4HCxgqPCQAAQBL%2F%2FQBzgHmABQAZQC4AABFWLgAAC8buQAAAAg%2BWbgAAEVYuAAJLxu5AAkACD5ZuAAARVi4ABEvG7kAEQAEPlm4AABFWLgADC8buQAMAAQ%2BWbgAERC5AAUAAfS6AA0ACQAMERI5uAANELkACAAB9DAxEzMRFBYzMjY3ETMRIycjDgEjIiY1S1MrMCY6I1JEBwMiSzNORwHm%2FtdFPScrAVn%2BGkwoMGBeAAAAAAEADAAAAccB5gANAEAAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgACi8buQAKAAg%2BWbgAAEVYuAANLxu5AA0ABD5ZugAFAAAADRESOTAxEzMTHgEXMz4BNxMzAyMMVVwLFwsECxYLXFGsYAHm%2FuwkSCMjSCQBFP4aAAEAGAAAArYB5gAhAHYAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgACi8buQAKAAg%2BWbgAAEVYuAAULxu5ABQACD5ZuAAARVi4ACEvG7kAIQAEPlm4AABFWLgAFy8buQAXAAQ%2BWboABQAhAAAREjm6AA8AFwAUERI5ugAcAAAAIBESOTAxEzMTHgEXMz4BNxMzEx4BFzM%2BATcTMwMjAy4BJyMOAQcDIxhUSAgOBwQIEAlLUEwJEQgECA4IR06CZEYJDwkECBAKRGAB5v7nI0IiIkMiARn%2B5yNCIiJCIwEZ%2FhoBBSNEJSVFI%2F78AAAAAQAOAAABsAHmABkAWwC4AABFWLgAAS8buQABAAg%2BWbgAAEVYuAALLxu5AAsACD5ZuAAARVi4ABkvG7kAGQAEPlm4AABFWLgADy8buQAPAAQ%2BWboABgALAA8REjm6ABQAAQAZERI5MDE3JzMXHgEXMz4BPwEzBxcjJy4BJyMOAQ8BI62TWUELGA0ECxYLO1aTnllHDRoOBA0YDEJW%2FuhrFCkUFCkUa%2FH1cRYsFRUrF3EAAAAAAQAM%2Fy8BxwHmAB0ARgC4AABFWLgACC8buQAIAAg%2BWbgAAEVYuAASLxu5ABIACD5ZuAAARVi4ABkvG7kAGQAGPlm5AAMAAfS6AA0ACAAZERI5MDEXHgEzMjY%2FAQMzEx4BFzM%2BATcTMwMOAyMiJic3MQgUCSo1DwvDVWMLGQsECxQKV1C3DSAsOCURHAwQhgIFOy0kAef%2B8yBHIiFIIAEN%2FfIkPi0aBQVBAAAAAAEAHwAAAY8B5gAJAD0AuAAARVi4AAMvG7kAAwAIPlm4AABFWLgACC8buQAIAAQ%2BWbkABgAB9LgAANC4AAMQuQABAAH0uAAF0DAxNwEjNSEVASEVIR8BAOQBTP8AAQj%2BkCwBd0Ms%2FolDAAAA%2F%2F8AAwAAAh0DMgImAAQAAAAHAOEBDwAA%2F%2F8AAwAAAh0DMgImAAQAAAAHAOMBDwAA%2F%2F8AAwAAAh0DMgImAAQAAAAHAOUBDwAA%2F%2F8AAwAAAh0DMwImAAQAAAAHAOcBDwAA%2F%2F8AAwAAAh0DLQImAAQAAAAHAOoBDwAA%2F%2F8AAwAAAh0DawImAAQAAAAHAOwBDwAAAAIACAAAAwUCkAAFABUAfAC4AABFWLgADS8buQANABA%2BWbgAAEVYuAAMLxu5AAwABD5ZuAAARVi4AAgvG7kACAAEPlm6AAIADQAMERI5ugAJAA0ADBESObgACS%2B5AAUAAfS4AAgQuQAGAAH0uAANELkADwAB9LoAFAANAAgREjm4ABQvuQASAAH0MDEBESMGDwEFFSE1IwcjASEVIRUzFSMVAZEENTY9AiD%2BjM5jWAFYAZv%2B6ujoAQIBTGtrdrtHv78CkEbOR%2B7%2F%2FwA0%2FysCGwKcAiYABgAAAAcA7gFXAAD%2F%2FwBaAAAB3gMyAiYACAAAAAcA4QEcAAD%2F%2FwBaAAAB3gMyAiYACAAAAAcA4wEcAAD%2F%2FwBaAAAB3gMyAiYACAAAAAcA5QEcAAD%2F%2FwBaAAAB3gMtAiYACAAAAAcA6gEcAAD%2F%2FwAAAAAAtgMyAiYADAAAAAcA4QCDAAD%2F%2FwBQAAABBgMyAiYADAAAAAcA4wCDAAD%2F%2F%2F%2F7AAABCwMyAiYADAAAAAcA5QCDAAD%2F%2F%2F%2F8AAABCgMtAiYADAAAAAcA6gCDAAD%2F%2FwBaAAACLQMzAiYAEQAAAAcA5wFGAAD%2F%2FwA0%2F%2FQCZQMyAiYAEgAAAAcA4QFMAAD%2F%2FwA0%2F%2FQCZQMyAiYAEgAAAAcA4wFMAAD%2F%2FwA0%2F%2FQCZQMyAiYAEgAAAAcA5QFMAAD%2F%2FwA0%2F%2FQCZQMzAiYAEgAAAAcA5wFMAAD%2F%2FwA0%2F%2FQCZQMtAiYAEgAAAAcA6gFMAAAAAwAy%2F%2BICawKuAAsAFQAwAIUAuAAARVi4ACwvG7kALAAQPlm4AABFWLgAHi8buQAeAAQ%2BWboAAAAeACwREjm5AAMAAfS6AAsALAAeERI5ugAMACwAHhESObgALBC5AA4AAfS6ABUAHgAsERI5ugAWACwAHhESOboAIQAeACwREjm6ACQAHgAsERI5ugAuACwAHhESOTAxNx4BMzI%2BAjU0Ji8BJiMiDgIVFBcBHgEVFA4CIyImJwcnNy4BNTQ%2BAjMyFzcX0BlAJixHMxwRECIzTCxIMxwiAXgfIilLZz00WSM%2FLkYgIilLZz5oRz8udBodJkdjPjBQIDI2JURiPWBEAYorc0hPf1kwISBTJFssdkhPfVcuP1EjAAIANAAAAx4CkAASABsAVQC4AABFWLgAAy8buQADABA%2BWbgAAEVYuAAOLxu5AA4ABD5ZuAADELkAGAAB9LgABdC6AAoAAwAOERI5uAAKL7kACAAB9LgADhC5ABcAAfS4AAzQMDETNDYzIRUhFTMVIxUhFSEiLgI3FBY7AREjIgY0qJkBn%2F7q6OgBIP5TS3VSK1Z6dzAwd3oBS52oRs5H7kctVXtOfokCCIQAAP%2F%2FAFf%2F9AIuAzICJgAYAAAABwDhAUIAAP%2F%2FAFf%2F9AIuAzICJgAYAAAABwDjAUIAAP%2F%2FAFf%2F9AIuAzICJgAYAAAABwDlAUIAAP%2F%2FAFf%2F9AIuAy0CJgAYAAAABwDqAUIAAP%2F%2F%2F%2F8AAAHdAzICJgAcAAAABwDjAO4AAAACACEAAAJKApAADAAbAFkAuAAARVi4ABsvG7kAGwAQPlm4AABFWLgAFi8buQAWAAQ%2BWbkAAAAB9LgAGxC5AAYAAfS6AAoAGwAWERI5uAAKL7kACQAB9LgAChC4ABjQuAAJELgAGdAwMSUyNjU0JisBFTMVIxUTMhYVFA4CKwERIzU3EQEOc3Nzc0uVlVGYnihOckqoT09Ein19hNwv%2FQJMqJ1Oe1UtAUErBAEgAAAAAAIAWgAAAhUCkAAQABkAOQC4AABFWLgAAC8buQAAABA%2BWbgAAEVYuAAQLxu5ABAABD5ZuwAZAAEADgAEK7sAAgABABgABCswMRMzFTMyHgIVFA4CKwEVIzcyNjU0JisBEVpTdjZaPyMjQFk2dlO%2FVlNUVWwCkG4ULkk2NE0yGJbaQEdHNv78AP%2F%2FADr%2F9AG3AsoCJgAeAAAABwDgAQ0AAP%2F%2FADr%2F9AG3AsoCJgAeAAAABwDiAQ0AAP%2F%2FADr%2F9AG3AsoCJgAeAAAABwDkAQ0AAP%2F%2FADr%2F9AG3Aq0CJgAeAAAABwDmAQ0AAP%2F%2FADr%2F9AG3Aq4CJgAeAAAABwDpAQ0AAP%2F%2FADr%2F9AG3AtcCJgAeAAAABwDrAQ0AAAADADr%2F9ALrAfIADgBAAEcAmwC4AABFWLgAEi8buQASAAg%2BWbgAAEVYuAAYLxu5ABgACD5ZuAAARVi4ADIvG7kAMgAEPlm4AABFWLgALC8buQAsAAQ%2BWbgAMhC5AAMAAfS6ADgAMgASERI5uAA4L7kACgAB9LoAHwAYACwREjm4AB8vuAAsELkAJQAB9LgAEhC5AD0AAfS4ABgQuQBEAAH0uAAfELkARwAB9DAxNxQWMzI2Ny4BJzUOAwM%2BATMyFhc%2BATMyHgIVFAchHgMzMjY3Fw4BIyImJw4BIyImNTQ2NzQuAiMiBgcFNCYjIgYHizEkIlAhCAoBOlEzFzwiYDY2Rg8dUTItRS8YA%2F7FARkoNh8jOBseIEwyPVIcMmUvPlGOmAgXJh4oSB0CMzs4M0kHhCokJyQTNRwZCBYeJwEYFik3MDA3IDxVNBwSJj4sGBcRORQeNyQtLkhCUFURFywiFSAUZEtQU0gAAAD%2F%2FwAu%2FysBsAHyAiYAIAAAAAcA7QEQAAD%2F%2FwAu%2F%2FQBygLKAiYAIgAAAAcA4AEJAAD%2F%2FwAu%2F%2FQBygLKAiYAIgAAAAcA4gEJAAD%2F%2FwAu%2F%2FQBygLKAiYAIgAAAAcA5AEJAAD%2F%2FwAu%2F%2FQBygKuAiYAIgAAAAcA6QEJAAD%2F%2FwAMAAAAvALKAiYAZwAAAAYA4HsAAAD%2F%2FwA6AAAA6gLKAiYAZwAAAAYA4nsAAAD%2F%2F%2F%2F6AAAA%2FALKAiYAZwAAAAYA5HsAAAD%2F%2F%2F%2F0AAABAgKuAiYAZwAAAAYA6XsAAAAAAQBSAAAApAHmAAMAJQC4AABFWLgAAC8buQAAAAg%2BWbgAAEVYuAACLxu5AAIABD5ZMDETMxEjUlJSAeb%2BGgAA%2F%2F8AUgAAAdcCrQImACsAAAAHAOYBJAAA%2F%2F8ALv%2F0AfACygImACwAAAAHAOABDwAA%2F%2F8ALv%2F0AfACygImACwAAAAHAOIBDwAA%2F%2F8ALv%2F0AfACygImACwAAAAHAOQBDwAA%2F%2F8ALv%2F0AfACrQImACwAAAAHAOYBDwAA%2F%2F8ALv%2F0AfACrgImACwAAAAHAOkBDwAAAAMALv%2FpAfAB%2FQAJABMALgBJALgAAEVYuAApLxu5ACkACD5ZuAAARVi4ABwvG7kAHAAEPlm6AAAAHAApERI5uQACAAH0ugAKACkAHBESObgAKRC5AAwAAfQwMTcWMzI%2BAjU0LwEmIyIOAhUUFwEeARUUDgIjIicHJzcuATU0PgIzMhYXNxeyJzYfNScVGBslOB81JhYXASQZHSU%2BUS1PPDElNhkdJT5RLSZIHTIkXScbMUQpQy8nKBsxRSlDLgEaIFc2PF9BIjE8HUEgVTY9X0IiGRk9HQAAAAMALv%2F0AyEB8gATADwAQwBxALgAAEVYuAAZLxu5ABkACD5ZuAAARVi4ADgvG7kAOAAEPlm5AAUAAfS4ABkQuQAPAAH0uAAZELgAH9C4ADgQuAAz0LoAJgAfADMREjm4ACYvuAAzELkALAAB9LgAHxC5AEAAAfS4ACYQuQBDAAH0MDE3FB4CMzI%2BAjU0LgIjIg4CBzQ%2BAjMyFhc%2BATMyHgIVFAchHgMzMjY3Fw4BIyImJwYjIi4CJTQmIyIGB4IUJDIeHjIkFBQkMh4eMiQUVCQ8UCw4XhocWTYtRjAZA%2F7BARkpNx8jOhseIE4yOV4cOXosTzwjAqs%2BODNKB%2FIqRDEbGzFEKipFMhsbMkUqPV9CIj48OUEgPFU0HBImPiwYFxE5FB5AOXkiQV9gS1BTSAABAFL%2F9AIjAtIANwBkALgAAEVYuAADLxu5AAMAEj5ZuAAARVi4ADcvG7kANwAEPlm4AABFWLgAGS8buQAZAAQ%2BWboADQAZAAMREjm5ACAAAfS6ACMAGQADERI5ugAvABkAAxESObgAAxC5ADIAAfQwMRM0NjMyHgIVFA4CFRQeBBUUDgIjIiYnNx4BMzI2NTQuBDU0PgI1NCYjIgYVESNSZl4nPSoVHCMcHSwzLB0WKjslKkQfIRozHSoqHSwzLB0bIRwpKjY7UgIDXnEXKDUeJjUsKRoYIBkaJDYoIDYoFxoXOhYVMCAdJhwZIC0jIjAsLiAmMU1O%2FgwAAP%2F%2FAEv%2F9AHOAsoCJgAyAAAABwDgARAAAP%2F%2FAEv%2F9AHOAsoCJgAyAAAABwDiARAAAP%2F%2FAEv%2F9AHOAsoCJgAyAAAABwDkARAAAP%2F%2FAEv%2F9AHOAq4CJgAyAAAABwDpARAAAP%2F%2FAAz%2FLwHHAsoCJgA2AAAABwDiAPIAAP%2F%2FAAz%2FLwHHAq4CJgA2AAAABwDpAPIAAAACADX%2F9AHlAtoAFAA4AFkAuAAARVi4ADMvG7kAMwASPlm4AABFWLgAHS8buQAdAAQ%2BWbsAJwABAAsABCu6ADAALQADK7gAHRC5AAAAAfS4AC0QuAAV0LgAMBC4ADPcuAAwELgANtAwMSUyPgI1NCYnLgEjIg4CFRQeAhMeARUUDgIjIi4CNTQ%2BAjMyFhcuAScHJzcmJzceARc3FwEPIjIiEQEBIUIiITQkExYnMms8TB85TzEqTjwkIDdLLCZGGg43Jo0YfzQ8JiRGII4YOB00SSwOHA0sHhgsOyImPSsYAiU9qHc8Y0cnID1XNjNTOyAgIj5cJkkpQSggNBQsG0kpAAAAAAIAUv8zAfsCyAAWACcAVwC4AABFWLgACC8buQAIAAg%2BWbgAAEVYuAACLxu5AAIAEj5ZuAAARVi4AAEvG7kAAQAGPlm4AABFWLgAEi8buQASAAQ%2BWbkAGgAB9LgACBC5ACQAAfQwMRcjETMVBz4BMzIeAhUUDgIjIiYnFzUeATMyPgI1NC4CIyIGB6RSUgEgTCgwSTIZIjpMKiNCIQEhPhgeMyUVDh8xIh8%2FJM0DlcJTGiUjQVs5PmFEIxwaU5UcFxsxSC0oQi8aIiAAAAEAHgAAAlsC1AAoAHwAuAAARVi4ABIvG7kAEgAIPlm4AABFWLgAJS8buQAlABI%2BWbgAAEVYuAAOLxu5AA4ABD5ZuAAlELkAAgAB9LgAEhC4ACHQuAAG0LgAEhC5AA8AAfS4AAvQuAAH0LgADhC4AArQuAASELgAEdC4ACUQuAAW0LkAHAAB9DAxASYjIh0BMxUjESMRIxEjESM1NzU0NjMyFhcHJiMiBh0BMzU0NjMyFhcCSh0aRWdnUspSQkJLTBgvEhEeIyQoykVJFykRAoUMXk1D%2Fl0Bo%2F5dAaM%2BBUBMWAoIPg0zMD5NS1YJBwAAAAEAHv%2F0AkUC1AArAIkAuAAARVi4ABAvG7kAEAAIPlm4AABFWLgAFC8buQAUABI%2BWbgAAEVYuAAMLxu5AAwABD5ZuAAARVi4AAMvG7kAAwAEPlm4ABAQuQANAAH0uAAJ0LgAEBC4AA%2FQuAAPL7gAFBC5ABoAAfS4ABAQuAAe0LgAItC4AAkQuAAj0LgAAxC5ACgAAfQwMSUOASMiLgI1ESMRIxEjNTc1NDYzMhYXByYjIh0BMzczFTMVIxEUFjMyNjcCRRQvFyc1IQ6uUkJCRUkXKRESGxxEsgpEhIQiKg0eDAYHCxgqPCQBDf5dAaM%2BBU1LVgkHPwxeTYiIQ%2F7yLTEIBQAAAwAg%2F%2FQCUgKcAA0AGwBJAIwAuAAARVi4ADQvG7kANAAQPlm4AABFWLgAIi8buQAiAAQ%2BWbgAAEVYuAAcLxu5ABwABD5ZugA%2FAB8AAyu4ACIQuQAFAAH0ugAIAB8APxESOboACwAiADQREjm4AAsvuAAR3LgANBC5ABkAAfS6ACwACwARERI5ugA8AAsAERESOboARgAfAD8REjkwMTcUHgIzMjY3LgEnDgETFBYXPgM1NCYjIgYBLgEnDgEjIi4CNTQ%2BAjcuATU0PgIzMhYVFA4CBx4BFz4BNzMOAQceARdwFCMvGyI%2BHTBZIyMvTREOFikfEh0hJSwBfyNMKCZdOi1JNR0VJC8ZFBcWKDgiPUQaKjUbIFcvHi8PTRQ4JyI%2BG68bLSARHBkqZDUcPQEtGzoeDx8hJRYdKzb9yQolHCIpGzBDKCE2LicRKU0kITgqGEg6IDYvKRQzXicpYDlBdjQXIAgAAAAAAgAs%2F%2FQBxQKKAAsAHQA1ALgAAEVYuAAGLxu5AAYADj5ZuAAARVi4AAAvG7kAAAAEPlm5AAwAAfS4AAYQuQAWAAH0MDEXIiY1NDYzMhYVFAYnMj4CNTQuAiMiDgIVFBb5YWxsYWBsbGAcLSESEiEtHBwuIRJFDKyhoaiooaGsQh9BZUZGZD8eHj9kRox%2FAAAAAQBPAAABtwJ%2BAAwAQwC4AABFWLgABy8buQAHAA4%2BWbgAAEVYuAAMLxu5AAwABD5ZuQABAAH0uAAHELkABAAB9LkAAgAB9LgAARC4AAnQMDE3MxEjNT4BNzMRMxUhT5J0LEEaP4T%2BmEQB1jUIFxD9xkQAAAABACQAAAHEAooAHQA9ALgAAEVYuAAPLxu5AA8ADj5ZuAAARVi4ABwvG7kAHAAEPlm5ABoAAfS4ABfQuAAA0LgADxC5AAgAAfQwMTc%2BAzU0JiMiBgcnPgEzMhYVFA4CBz4BOwEVIShIcEwoPD0oRBwvKFo%2FWWYnRV85GjgZuf5kMUh0Y1MnN0YtIC8sNWdVLVthaTsCBEcAAAEAGv%2F0Ab4CigAzAFMAuAAARVi4ABsvG7kAGwAOPlm4AABFWLgALi8buQAuAAQ%2BWbkAAwAB9LoACwAbAC4REjm4AAsvuQAMAAH0uAAbELkAFAAB9LoAJAAMAAsREjkwMTceATMyNjU0LgIjNTI%2BAjU0JiMiBgcnPgEzMh4CFRQGBxUeAxUUDgIjIi4CJ0QdTTk6ShUwTjkzRSsSOzMoQx0sJVk5KkYzHEA0HTImFSE5TCwmPzQpEIQeLj82HC8iEj8SICwZLzYkHTQjLRYpPCc6ShQEBxspNiEqRC8ZDxkgEgAAAAIAEQAAAdUCfgAJABQAVwC4AABFWLgAEi8buQASAA4%2BWbgAAEVYuAANLxu5AA0ABD5ZuwAOAAEAAAAEK7gAEhC4AATcuAAAELgACdC4AA4QuAAL0LgACRC4ABDQuAAAELgAE9AwMSU1NDY3Iw4BDwEFIxUjNSE1ATMRMwEwAwIEDBoOlQFtV07%2B4QERXFfyuRpHGhcsF9pCsLA2AZj%2BdAABABn%2F9AHBAn4AJgBHALgAAEVYuAAQLxu5ABAADj5ZuAAARVi4ACEvG7kAIQAEPlm5AAMAAfS6ABcAEAAhERI5uAAXL7gAC9y4ABAQuQASAAH0MDE3HgEzMj4CNTQmIyIGBycTIRUjBz4BMzIeAhUUDgIjIi4CJ0EcTTgdMyYWSj4hLx0sFQE%2F9xEXLh0pSDYfJDxNKiY%2FMykQgR0sFSY2IUJKFBMcATNHvQwOGDFLNDRQNx0PGB8RAAAAAAIAMP%2F0AckCigANAC4AQwC4AABFWLgAKy8buQArAA4%2BWbgAAEVYuAAhLxu5ACEABD5ZuwAZAAEACAAEK7gAIRC5AAAAAfS4ACsQuQARAAH0MDElMj4CNTQmIyIGBx4BEy4BIyIOAgc%2BATMyFhUUDgIjIi4CNTQ%2BAjMyFhcBDBgoHhE6PB5HIAhHwBQ3HiE8LhwBHlAnU2MeNEQnL1A7IihEVzA0Sxs1FCUzID9IJy1eYQHeFxscQGdMJStiYy5LNh4mTXNNYIdVJycdAAEALAAAAccCfgAPADMAuAAARVi4AAcvG7kABwAOPlm4AABFWLgAAC8buQAAAAQ%2BWbgABxC5AAUAAfS4AAnQMDEzPgM3ITUhFQ4DByOxBBgrQy%2F%2BwgGbOUcqEwRVWpaHfkJHM0iEiZldAAAAAAMAKf%2F0AcgCigAPAB0ARQBXALgAAEVYuAAsLxu5ACwADj5ZuAAARVi4AEEvG7kAQQAEPlm5AAUAAfS6AA0AQQAsERI5uAANL7gAENC4ACwQuQAWAAH0uAANELgAI9y4ABAQuAA23DAxNxQeAjMyNjU0LgInDgE3PgE1NCYjIgYVFB4CBzQ%2BAjc1LgE1ND4CMzIeAhUUDgIHFR4DFRQOAiMiLgJzFSUyHThFHDA%2FIiYztCAjOjUtOhgpNeEVISsXIzYcMEInKkIvGREZHw8VKB8THjZMLi1NNyCrGywhEj4yHywhGw4aRYUdQCMwQTgvHSkgGcQfNSshDAQZRzMlPCsYGS0%2FJRkuKCALBAwfJzIgJD4uGhovQAACACj%2F9AHAAooADQAuAEMAuAAARVi4ACEvG7kAIQAOPlm4AABFWLgAKy8buQArAAQ%2BWbsAAAABABkABCu4ACEQuQAGAAH0uAArELkAEQAB9DAxEzI2Ny4BIyIOAhUUFgceATMyPgI3DgEjIiY1ND4CMzIeAhUUDgIjIiYn6x9HIAhIPRcpHhE6ThQ3HiI8LhwBHlAoU2IeM0UmL1E7IShEVzAzTRoBNicuXmAUJTQfP0jLFxwcQWhNJixiYy5LNh4mTXNNYIdVJyYdAAABAEH%2F9AC4AHIACwAYALgAAEVYuAAJLxu5AAkABD5ZuAAD3DAxNzQ2MzIWFRQGIyImQSMZGCMjGBkjMh0jIx0bIyMAAAEAL%2F9WAMYAcgARABgAuAAARVi4AAUvG7kABQAEPlm4AAvcMDEXPgE1BiMiJjU0NjMyFhUUBgcvKjADBxgjJBkgJUY9ehM%2BKQEdHBsfNC1BYBoA%2F%2F8AQf%2F0ALgB2wInAIYAAAFpAAYAhgAA%2F%2F8AL%2F9WAMYB2wInAIYAAAFpAAYAhwAAAAIAVf%2F0AMwCngAFABEAGgC4AABFWLgADy8buQAPAAQ%2BWbkACQAB9DAxEyczBwMjBzQ2MzIWFRQGIyImaQJTAgs5HyMZGCMjGBkjAkBeXv6GlB0jIx0bIyMAAAAAAgBV%2F0gAzAHyAAUAEQAaALgAAEVYuAAPLxu5AA8ACD5ZuQAJAAH0MDEfASM3EzM3FAYjIiY1NDYzMha4AlMCCzkfIxgZIyMZGCNaXl4BepQdIyMdGyMjAAIAJv%2F0AXkCqgAbACcAKAC4AABFWLgAJS8buQAlAAQ%2BWbsAEQABAAoABCu4ACUQuQAfAAH0MDE3Jj4ENTQmIyIGByc%2BATMyFhUUDgQXBzQ2MzIWFRQGIyImoAYRHiciFzEwITsXLyBSNk5dGCMnIRIEXSIZGSMjGRkixic%2FNS4tLhsoOR8bKyQvVUshNjAvMjkjlB0jIx0bIyMAAAIAMP88AYMB8gAbACcAKAC4AABFWLgAJS8buQAlAAg%2BWbsACgABABEABCu4ACUQuQAfAAH0MDEBFg4EFRQWMzI2NxcOASMiJjU0PgQnNxQGIyImNTQ2MzIWAQkFEB4nIhcwMSE6FzAgUjZOXRgjJyASBF4jGBkjIxkYIwEgJz81Li0vGig4HhsrIzBVSyE2MC8yOSOUHSMjHRsjIwAAAAABAFABrwCoArIABQALALoAAgAEAAMrMDETJzMPASNTA1gDEDICVlxcpwAA%2F%2F8AUAGvAVgCsgAmAI4AAAAHAI4AsAAAAAEAOQGsALsCuAARAA0AuwAFAAEACwAEKzAxEw4BFTYzMhYVFAYjIiY1NDY3uyYmAwYUIR4XHiE2NAKRGTgrARoZGh0uLDxYHgAAAAABAD8BrwDBArsAEQANALsACwABAAUABCswMRM%2BATUGIyImNTQ2MzIWFRQGBz8mJQMFFSAeFx0iNzQB1Rk4LAEaGBoeLyw8Vx4AAAD%2F%2FwA5AawBawK4ACYAkAAAAAcAkACwAAD%2F%2FwA%2FAa8BcQK7ACYAkQAAAAcAkQCwAAD%2F%2FwA%2F%2F3AAwQB8AgcAkQAA%2FcEAAP%2F%2FAD%2F%2FcAFxAHwAJwCRAAD9wQAHAJEAsP3BAAAAAQAtAEIA2QG2AAYACwC6AAIABgADKzAxNzU3FwcXBy2IJHZ2JN0%2Bmx6cnhwAAAAAAQA2AEIA4gG2AAYACwC6AAIABQADKzAxNyc3FxUHJ6x2I4mJI%2FycHps%2BmxwAAAD%2F%2FwAtAEIBdwG2ACYAlgAAAAcAlgCeAAD%2F%2FwA2AEIBgAG2ACYAlwAAAAcAlwCeAAAAAQApANsBDwEaAAMADQC7AAEAAQACAAQrMDETMxUjKebmARo%2FAAAA%2F%2F8AKQDbAQ8BGgIGAJoAAAABACkA3wG3ARgAAwANALsAAQABAAIABCswMRMhFSEpAY7%2BcgEYOQAAAQApAN8C9wEYAAMADQC7AAEAAQACAAQrMDETIRUhKQLO%2FTIBGDkA%2F%2F8AQQEDALgBgQIHAIYAAAEPAAAAAQAoAI8BCAGAABMACwC6AAoAAAADKzAxNyIuAjU0PgIzMh4CFRQOApgXKB8SEh8oFxYpHxISHymPESAsGxstHxISHy0bGywgEQAAAAEADP%2BCAej%2FuQADAA0AuwAAAAEAAQAEKzAxBRUhNQHo%2FiRHNzcAAAABAFL%2FUAEJAtwADgALALoABgAAAAMrMDEXLgE1NDY3Fw4BFRQWFwfWPkZGPjM6OTk6M7Bk3oSE3WUYYNtzc9tgGAAAAAEAJv9QAN0C3AAOAAsAugAHAA0AAyswMRc%2BATU0Jic3HgEVFAYHJyY6OTk6Mz5GRj4zmGDbc3PbYBhl3YSE3mQYAAAAAQBe%2F2gBEQLEAAcAFwC7AAUAAQAGAAQruwABAAEAAgAEKzAxEzMVIxEzFSNes3V1swLEL%2F0CLwABAB%2F%2FaADRAsQABwAXALsAAAABAAUABCu7AAQAAQABAAQrMDEXESM1MxEjNZN0srJpAv4v%2FKQvAAEAIv9oARECxAAxACsAuwAAAAEAAQAEK7sAHAABAB0ABCu7ABAAAQAPAAQrugAoAA8AEBESOTAxBRUjIiY1ND4CNTQuAiM1Mj4CNTQmNTQ2OwEVIyIGFRQWFRQGBxUeARUUBhUUFjMBES07OgMDAwgTIhkZIhMICTo7LRspGwYcICAcBhspaS84TRsxLi4ZDxsWDjQOFRwOM1g3TTgvKjEuVDMxMwkECTQwM1QuMSoAAQAf%2F2gBDQLEADMAKwC7AAAAAQAxAAQruwAWAAEAEwAEK7sAIQABACIABCu6AAoAIgAhERI5MDEXMjY1NCY1NDY3NS4BNTQ2NTQmKwE1MzIeAhUUBhUUFhcVIg4CFRQeAhUUDgIrATU5KRsFGyAgGwUbKRosHiwdDgkkMhkhFAgDAwMOHSweLGkqMS5UMzA0CQQJMzEzVC4xKi8NHjMnN1gzHS8BNA4WGw8ZLi4xGyczHg0vAAAAAAEACv9gAVECxgADABgAuAAARVi4AAAvG7kAAAASPlm4AALcMDEBMwEjARU8%2FvU8Asb8mgABAFz%2FBgCWAu4AAwALALoAAQACAAMrMDETMxEjXDo6Au78GAABAA7%2FYAFUAsYAAwAYALgAAEVYuAAALxu5AAAAEj5ZuAAC3DAxEzMBIw47AQs7Asb8mgAAAgBc%2FwYAlgLuAAMABwALALoAAQAFAAMrMDETMxEjFxEjEVw6Ojo6Au7%2BNU3%2BMAHQAAAAAAEAOgGkAWgCyAAOABQAuAAARVi4AAUvG7kABQASPlkwMRM3JzcXNzMXNxcHFwcnB2I5YQ9mCTEJZw9hOCdHRwHBXiguGWxrGC4oXh1WVgAAAgAt%2F8ABxAKsAA8ARwAXALsALwABACgABCu7AEQAAQATAAQrMDElPgE1NC4CJw4BFRQeAhMuASMiBhUUHgQVFAYHHgEVFA4CIyImJzceATMyNjU0LgQ1NDY3LgE1ND4CMzIWFwFAHR8oPEcfHSAoPUdMGDYhKiUpPkc%2BKS8mDhAYKzsjNlgfMhk6KCgtKT1IPSkwJg8REyc4JjBNHcEOJiEiLCEcEhAoHyErIB0BaxQaJRobJB4eKz0uMDsWEScaHjIkFSYhLRgcKB0cJh4dKj0uLEAVECgaGi8kFSIXAAACACn%2FsAHQApAAAwAQACUAuAAARVi4AAAvG7kAAAAQPlm4AABFWLgADi8buQAOABA%2BWTAxATMRIwMiLgI1ND4COwERAXxUVFc2XUMmJEFYNCwCkP0gATIZNVI5O1EzFv5SAAAAAwAx%2F%2FUCtwKNABMAJwBFADMAuwA6AAEAQQAEK7sALQABADQABCu4AC0QuAAj3LkABQAB9LgAQRC4ABncuQAPAAH0MDETND4CMzIeAhUUDgIjIi4CNxQeAjMyPgI1NC4CIyIOAhc0PgIzMhYXBy4BIyIGFRQWMzI2NxcOASMiLgIxNFh2QUF1WTQ0WXVBQXZYNC8sS2Q5OWRLLCxLZDk5ZEssZh8zQyQqOxgjFCkaN0NBNiAwFh4cPi0mQjIcAUNMelYuLlZ6TE17Vy8vV3tNQmtNKipNa0JBa0wpKUxrQStGMhohGCcUFUs7Qk0ZEyoYIRszSQAAAAAEABcBPwGQAskAEwAnADUAPQBXALgANC%2B4ACkvuAA0ELgAFNy5AAAAAfS4ACkQuAAe3LkACgAB9LoAMgA0ACkREjm4ADIvuQA2AAH0ugAvADYAMhESObgANBC4ADHQuAApELkAOwAB9DAxEyIuAjU0PgIzMh4CFRQOAicyPgI1NC4CIyIOAhUUHgIDMzIWFRQGBxcjJyMVIzcyNTQmKwEV0ydEMx4eM0QnJ0UzHh4zRScfNygXFyg3HyA2JxcXJzYoTCAuFBEuLiMpKUMrEhccAT8dNEgsLEg0HR00SCwsSDQdJRcqOyQjOysYGCs7IyQ7KhcBCB0kEh8GU0ZGZiIPEkMAAAIAM%2F9lAxwChgBFAFQAPwC7ADsAAQBBAAQruwAnAAEADwAEK7sASQABABYABCu7AB4AAQBQAAQruwAFAAEAMQAEK7oAIgBQAB4REjkwMTc0PgIzMh4CFRQOAiMiJicjDgEjIiY1ND4CMzIWFzM3MwcGMzI%2BAjU0LgIjIg4CFRQeAjMyNjcXBiMiLgIlFBYzMjY%2FAS4BIyIOAjNDc5dUTHlVLiU6RyIpOQUCGUAhM0UbMkcsGigOAgs3Jx5UGC8nGCNGaERDfmI7LVBtQC5SIhZVaUqAXzcBCCgeFS0aHQ4eFB4vIRHLZKR0PzBXekpCY0MiJiYdJ0hFKFNDKhcZKMh1HDVNMTxnSio3ZI5YSXJOKRkUMTMuW4ZXMCocH58XEyAyPAACACMAAAHTAooAGwAfAJsAuAAARVi4AAgvG7kACAAOPlm4AABFWLgADC8buQAMAA4%2BWbgAAEVYuAAWLxu5ABYABD5ZuAAARVi4ABovG7kAGgAEPlm7AAMAAQAAAAQruwAHAAEABAAEK7gABxC4AArQuAAHELgADtC4AAQQuAAQ0LgAAxC4ABLQuAAAELgAFNC4AAAQuAAY0LgAAxC4ABzQuAAEELgAHdAwMTcjNTM3IzUzNzMHMzczBzMVIwczFSMHIzcjByMTNyMHc1BXElVcFzUXhRg1GFFXElVcGTUYhBk22hKEEsw5lDq3t7e3OpQ5zMzMAQWUlAAAAP%2F%2FAFcBuADsAz4CBwC3AAABuAAA%2F%2F8AKAG4AUADSgIHALgAAAG4AAD%2F%2FwAjAawBPwNKAgcAuQAAAbgAAP%2F%2FACoBuAFQAz4CBwC6AAABuAAAAAIAI%2F%2F0AU0BkgALABcAKAC4AAYvuAAARVi4AAAvG7kAAAAEPlm5AAwAAfS4AAYQuQASAAH0MDEXIiY1NDYzMhYVFAYnMjY1NCYjIgYVFBa4RFFRRENSUkMmMDAmJzAwDGxkY2trY2RsM09OTk1NTk5PAAAAAQBXAAAA7AGGAAgAIgC4AAYvuAAARVi4AAgvG7kACAAEPlm4AAYQuQAAAAH0MDETIzU%2BATczESOsVSEsFDRAATQqBhMP%2FnoAAQAoAAABQAGSABoALAC4AA8vuAAARVi4ABkvG7kAGQAEPlm5ABcAAfS4AADQuAAPELkACAAB9DAxNz4DNTQmIyIGByc%2BATMyFhUUDgIHMxUhNC1GLhgoIxkqESYXQyg7RxYnNR%2Bl%2FvQlKUE2LxYmLCEYIyIqQD4cNDU4IDcAAAABACP%2F9AE%2FAZIAKgA%2BALgAFy%2B4AABFWLgAJy8buQAnAAQ%2BWboACgAJAAMruAAnELkAAwAB9LgAFxC5ABAAAfS6AB8ACQAKERI5MDE3HgEzMjY1NCYjNTI2NTQmIyIGByc%2BATMyHgIVFAYHHgEVFA4CIyImJ04SMh8gLkA5MzcnIBYoEScaPSkZLSIUJh4hMxYmMxwwShdhGx8kIiIjKSgeHCIbFCIdIw4bJxkjLw4IMScbKx8QKyEAAgAqAAABUAGGAAUAEABMALgADi%2B4AABFWLgACS8buQAJAAQ%2BWbsAAAABAAoABCu4AA4QuQACAAH0uAAAELgABdC4AAoQuAAH0LgABRC4AAzQuAAAELgAD9AwMTc1NyMPARcjFSM1IzU3MxUz3AQEMj3jOjqypEg6lkZtUWIuaGgh%2FfD%2F%2FwAlAQIBKgJUAgYAvQAA%2F%2F8AHgECAU4CVAIGAL4AAAACACUBAgEqAlQAGQAiADsAuAAAL7gAEC%2B7AAYAAQAdAAQruAAQELkACQAB9LgAABC4ABXQuAAAELkAGgAB9LoAFwAAABoREjkwMRMiJjU0NjcuASMiBgcnPgEzMhYdASMnIw4BJzI3NQ4BFRQWiC02X2gBGiMaNxQXGUUnPDcyBwQUMg0nK009HgECNCs1NwogKhUNKhAbRkDEJRIbMihVCSYcGhgAAAACAB4BAgFOAlQAEwAfABsAuAAKL7gAAC%2B5ABQAAfS4AAoQuQAaAAH0MDETIi4CNTQ%2BAjMyHgIVFA4CJzI2NTQmIyIGFRQWth83KhgYKjcfHzcqGBgqNx8qLi4qKi8vAQIXKz8oKD8rFxcrPygoPysXM0E1NkBANjVBAAAAAgApAa0BIwKtABMAHwAXALsAFAABAAAABCu7AAoAAQAaAAQrMDETIi4CNTQ%2BAjMyHgIVFA4CJzI2NTQmIyIGFRQWphktIxQUIy0ZGS0jFBQjLRkhKiohISoqAa0SIS8dHi8iEhIiLx4dLyESLi4jJS4uJSMuAAAAAgAaAGcB1wItACEANQAoALgAAEVYuAAMLxu5AAwACj5ZuwAnAAEAHgAEK7gADBC5ADEAAfQwMT8BLgE1NDY3JzcXNjMyFhc3FwceARUUBgcXBycOASMiJwc3FB4CMzI%2BAjU0LgIjIg4CGkARExMRQCxEMD8dOhdELEERFBQRQSxEFzodQC9EPBMgLBgYKyATEyArGBgsIBOUQRc6IyM7F0ItRiUTEkYtQhc7IyM6F0EtRRMTJkXiHjEkExMkMR4eMSQTEyQxAAABADT%2FkgG1AuwALQBdALgAAEVYuAAnLxu5ACcADj5ZuAAARVi4ABMvG7kAEwAEPlm4ACcQuQADAAH0ugAGABMAJxESObgAExC4ABDQuAATELkAGgAB9LoAHQAnABMREjm4ACcQuAAq0DAxAS4BIyIGFRQeBBUUBgcVIzUuASc3HgEzMjY1NC4ENTQ2NzUzFR4BFwF8HDUpLjYpPkk%2BKVNIPDBaICYgTS44Nyk%2BST4pT0I8MEMbAgwbHjQsJC4jIS9FNkhcCmVjBSsdORwnOC8oNSciLD8xQ1kLZGMFKh0AAAEANQAAAcUCigAsAFkAuAAARVi4ABUvG7kAFQAOPlm4AABFWLgAAi8buQACAAQ%2BWbkAAAAB9LoAJAAVAAIREjm4ACQvuAAK0LgAJBC5ACMAAfS4AAvQuAALL7gAFRC5ABwAAfQwMSUVITU%2BATU0JicjNTczLgE1ND4CMzIWFwcuASMiBhUUFhczFSMeARUUBgcVAcX%2BcTM3BANkQxIKERsxRCo2SxowEzAiNjkPCZ%2BSAgMgHkdHMhxfOQ4bDjQEID0gKkQwGisgLxceQTQgOyA4DhsPNUYfBAAAAAABABcAAAHaAn4AHQCEALgAAEVYuAAdLxu5AB0ADj5ZuAAARVi4AAkvG7kACQAOPlm4AABFWLgAFC8buQAUAAQ%2BWboABAAdABQREjm6ABkAHQAUERI5uAAZL7kADAAB9LgAGRC4AA3QuAAZELgAGNC4ABgvuAAQ0LgAGBC5ABUAAfS4ABHQuAAZELkAGwAB9DAxExceARczPgE%2FATMDMxUjFTMVIxUjNSM1MzUjNTMDbU4PHRAEER0PTlSkjqOjo1KioqKNowJ%2BqyFDIyNDIav%2BwC9BMJ6eMEEvAUAAAQAX%2F%2FQB6wKKADUAbQC4AABFWLgAGS8buQAZAA4%2BWbgAAEVYuAADLxu5AAMABD5ZuwAtAAEALgAEK7gALhC4AAnQuAAtELgACtC4AC0QuAAl3LgAEtC4ACUQuQAkAAH0uAAT0LgAGRC5ACAAAfS4AAMQuQAyAAH0MDElDgEjIi4CJyM1NyY0NTwBNyM1Nz4DMzIWFwcuASMiBgczFSEGFBUcARczFSMeATMyNjcB6yFUNy1NPCkJQDsBATtACSo%2FUzEtThoxFTIgQlEM%2Fv7%2BAQHa1Q1NPiU3GlEsMSFAWzsrBAkSCQgQCCwFO11BIi0hLxohYlcxBw4IChMJMFVgJCMAAAACAD3%2F3wHGAo0ABgAlADcAuwAiAAEACgAEK7sAGgABACEABCu4ACEQuAAA0LgAIhC4AAbQuAAKELgADdC4ABoQuAAX0DAxAQ4BFRQWHwEOAQcVIzUuAzU0PgI3NTMVHgEXBy4BJxE%2BATcBBjdAPjnAHUgnNC1KNR0fNkoqNCxAFygULRogNBQB3Q1YQkNYDQkaIgNnaAUlPFQ1NFI8JQZqZwIiFjQSFgL%2BqAIbEgAAAAH%2FWf%2F0APsCnAADABgAuAAARVi4AAAvG7kAAAAEPlm4AAHcMDEHATMBpwFqOP6WDAKo%2FVgAAAD%2F%2F%2F9Z%2F%2FQA%2BwKcAgYAxgAA%2F%2F8AI%2F%2F0AxYCnAAnALYAAAEKACcAxgFxAAAABwC2AckAAAAA%2F%2F8AQP%2F0Au0CnAAnALf%2F6QEKACcAxgFbAAAABwC6AZ0AAAAA%2F%2F8AQP%2F0AvkCnAAnALf%2F6QEKACcAxgFGAAAABwC4AbkAAAAA%2F%2F8AI%2F%2F0AvwCnAAnALkAAAEKACcAxgGAAAAABwC6AawAAAAAAAEAIgBoAc8CLAALAB0AuwADAAEAAAAEK7gAAxC4AAbQuAAAELgACNAwMRMjNTM1MxUzFSMVI9i2tkG2tkEBKz7Dwz7DAAAAAAEAIgErAc8BaQADAA0AuwABAAEAAgAEKzAxEyEVISIBrf5TAWk%2BAAABADIAfgG%2FAhUACwALALoABQAJAAMrMDE%2FASc3FzcXBxcHJwcym5ssm5osm5ssmpurn54tn58tnp8toKAAAAAAAwAiAGABzwIzAAsAFwAbACEAuwAPAAEAFQAEK7sABgABAAAABCu7ABkAAQAaAAQrMDETIiY1NDYzMhYVFAYDNDYzMhYVFAYjIiYnIRUh%2BRcgIBcXHx9OIBcXHx8XFyCgAa3%2BUwHIHhgXHh4XGB7%2BzhceHhcYHh7rPgAA%2F%2F8AIgDBAc8B1AImAM0AawAGAM0AlgAAAAEAIgCDAc8CFQAJABUAugABAAgAAyu6AAUACAABERI5MDETJRUPARUfARUlIgGt04aG0%2F5TAW2oR04yBDJOR6gAAAAAAQAiAIMBzwIVAAkAFQC6AAgAAQADK7oABQABAAgREjkwMQEFNT8BNS8BNQUBz%2F5T04aG0wGtASuoR04yBDJOR6gAAAACACIAAAHPAiwACwAPADgAuAAARVi4AA4vG7kADgAEPlm7AAMAAQAAAAQruAADELgABtC4AAAQuAAI0LgADhC5AAwAAfQwMRMjNTM1MxUzFSMVIwchFSHYtrZBtrZBtgGt%2FlMBMD6%2Bvj6xQT4AAAAAAQA8ARwBtQKeAAkAGgC4AABFWLgAAC8buQAAABA%2BWbkABQAB9DAxEzMTIy8BIw8BI9RJmEhBMQQyQUgCnv5%2BsIWFsAABACQBAQHNAZMAFwAnALsACAABAA8ABCu4AA8QuAAU3LkAAwAB9LgAC9C4AA8QuAAX0DAxEz4BMzIeAjMyNjcXDgEjIi4CIyIGByQbQiAeLykmFRYmES4bQiAeLykmFRYmEQE5MCoaIBodICIwKRogGh0gAAEAIgBoAc8BaQAFAA0AuwABAAEABAAEKzAxEyERIzUhIgGtQv6VAWn%2B%2F8MAAQBS%2FzgB1AHmABcAJAC4AABFWLgAES8buQARAAQ%2BWbkABQAB9LoAFAARAAUREjkwMRMzERQWMzI2NxEzESMnIw4BIyImJxcVI1JSLDAmOSNSRAcCHUUqHS4RBVIB5v7XRT0nKwFZ%2FhpMJy0RGlqR%2F%2F8AoAI9AVACygAHAOABDwAAAAD%2F%2FwDOAj0BfgLKAAcA4gEPAAAAAP%2F%2FAI4CPQGQAsoABwDkAQ8AAAAA%2F%2F8AhAJDAZoCrQAHAOYBDwAAAAD%2F%2FwCIAkwBlgKuAAcA6QEPAAAAAP%2F%2FAJQCWQGKApIABwDoAQ8AAAAA%2F%2F8AsgIeAWwC1wAHAOsBDwAAAAD%2F%2FwDA%2FysBWQADAAcA7QEVAAAAAAAB%2F5ECPQBBAsoAAwAYALgAAEVYuAADLxu5AAMADD5ZuAAB3DAxAzMXI29WWj8Cyo0AAAAAAf99AsIAMwMyAAMACwC6AAEAAwADKzAxAzMXI4NeWEUDMnAAAf%2B%2FAj0AbwLKAAMAGAC4AABFWLgAAC8buQAAAAw%2BWbgAAtwwMQMjNzMCP1pWAj2NAAAAAAH%2FzQLCAIMDMgADAAsAugACAAAAAyswMRMjNzMSRVheAsJwAAH%2FfwI9AIECygAHADcAuAAARVi4AAYvG7kABgAMPlm4AABFWLgAAy8buQADAAw%2BWbgABhC4AADcugAFAAAABhESOTAxAzMXIycjByMiRF88QwRDPALKjVtbAAAAAf94AsIAiAMyAAcAFwC6AAYAAQADK7gABhC4AAfcuAAD0DAxAzczFyMnIweIYFBgQ0MEQwLCcHBERAAAAf91AkMAiwKtABYAQQC4AABFWLgAAC8buQAAAAw%2BWbgAAEVYuAAOLxu5AA4ADD5ZuwATAAEAAwAEK7gADhC5AAgAAfS4AAMQuAAL0DAxAz4BMzIeAjMyNzMOASMiLgIjIgcjiwQoJRMgGxgMHAkuBCglEx8bGA0cCS4CQy09EBMQMy09EBMQMwAAAAAB%2F28CxwCRAzMAFwAjALoAAAARAAMrugAFAAwAAyu4AAAQuAAI0LgADBC4ABTQMDETIi4CIyIGByM%2BATMyHgIzMjY3Mw4BPBQgGxoODhYELgUsJBQgGxoODhYELgUsAscQFBAaGi89EBQQGxkuPgAAAf%2BFAlkAewKSAAMACwC4AAMvuAAB3DAxAzMVI3v29gKSOQAAAv95AkwAhwKuAAsAFwAoALgAAEVYuAAALxu5AAAADD5ZuAAG3LgAABC4AAzQuAAGELgAEtAwMQMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBlYWGxsWFRwclxUcHBUWGxsCTBwVFRwcFRUcHBUVHBwVFRwAAAAC%2F3kCywCHAy0ACwAXABsAugAGAAAAAyu4AAAQuAAM0LgABhC4ABLQMDEDIiY1NDYzMhYVFAYzIiY1NDYzMhYVFAZWFhsbFhUcHJcVHBwVFhsbAsscFRYbGxYVHBwVFhsbFhUcAAAAAAL%2FowIeAF0C1wALABcAEwC6AAwAAAADK7oABgASAAMrMDERIiY1NDYzMhYVFAYnMjY1NCYjIgYVFBYpNDQpKTQ0KRQcHBQUHBwCHjMqKjIyKiozJR4aGR4eGRoeAAAAAAL%2FowK7AF0DawALABcAEwC6AAwAAAADK7oABgASAAMrMDERIiY1NDYzMhYVFAYnMjY1NCYjIgYVFBYpNDQpKDU1KBMcHBMUHBwCuy8pKDAwKCkvJBsZFxwcFxkbAAAAAAH%2Fq%2F8rAEQAAwARABMAugACABEAAyu6AAsACgADKzAxJzMHHgEVFA4CByc%2BATU0JicTNRkYIxgoNRwIKDEhHgM1CCAfFiAWDQMpBRcUFBUIAAAAAAH%2Fq%2F8rAEQAAwARABMAugARAAIAAyu6AAoACwADKzAxJzMHHgEVFA4CByc%2BATU0JicTNRkYIxgoNRwIKDEhHgM1CCAfFiAWDQMpBRcUFBUIAAAA%2F%2F8AQwAAALUCtAIGACYAAAABAAAA8QBaAAcAcQAFAAEAAAAAAAoAAAIAAXMAAwABAAAAYgBiAGIAYgCwARYBZgGiAeACFgJ0ArAC0AMCA0oDcAPUBCQEeATABTIFhgX0BiAGZgaiBxgHdAeyB%2BgIXgjaCSoJogoEClILAgtQC4QLzAwUDEYMxg0cDXAN7A5iDqoPFg9gD7YP8hBoEMIRGBFOEVoRZhFyEX4RihGWEfoSBhISEh4SKhI2EkISThJaEmYSchJ%2BEooSlhKiEq4TOhOQE5wTqBO0E8ATzBQkFGgUdBSAFIwUmBSkFLAVZhVyFX4VihWWFaIVrhW6FcYV0hXyFf4WChYWFiIWLhY6FqYXPhe8F8gX1BfgF%2BwX%2BBgEGIYY7BlkGeYamhriGxwbaBvaHCociBzuHSQdsB4WHjgeYh5uHnoeqB7UHyIfch%2BIH5Qfuh%2FgH%2Bwf%2BCACIBAgKCBAIEwgWCBsIHQgiCCcIKYgzCDgIQIhJCFAIVwhtCIQIioiPCJWInAimCMIIzojtiQ4JMolSCVSJVwlZiVwJaolziYOJmomrCa0JrwnECdOJ4on7iheKMwpOim8KhQqMCo4KkoqXCpuKoAqpCq4KtgrFisiK0QrZiueK8Ar%2BiwQLEgsUixcLGYscCx6LIQsjiyYLLIsxCzeLPAtHi08LYItui3MLgYuOi5qLpouxC7uLu4u9gABAAAAAQzMdwyY3F8PPPUACQPoAAAAAM2XgKUAAAAAzZfjFv9A%2Fr0E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LgM1ND4CMzIWFwcuASMiBhUUHgIfAR4BFRQOAiMiJid3I1UpLi0NGSMVVRkvJRYiPlUzOW8qSyBAJyYtDxskFVQ8RSE%2FXDpAfzK3HiYiHQ8WEQ8JJAogKzkkKEc1HiwqXRkbHxwPFREPCSIYVEUpSTchLy8AAAEAGQAAAhMCjAAHADMAuAAARVi4AAIvG7kAAgAQPlm4AABFWLgABy8buQAHAAQ%2BWbgAAhC5AAAAAfS4AAXQMDETIzUhFSMRI8yzAfqzlAIQfHz98AAAAAABAEn%2F9AJPAowAEQA8ALgAAEVYuAAALxu5AAAAED5ZuAAARVi4AAkvG7kACQAQPlm4AABFWLgADi8buQAOAAQ%2BWbkABQAB9DAxEzMRFBYzMjY1ETMRFAYjIiY1SZQ6Nzc8joN%2Bf4YCjP6TYExMYAFt%2FqKklpakAAAB%2F%2FkAAAIzAowADQBAALgAAEVYuAAALxu5AAAAED5ZuAAARVi4AAovG7kACgAQPlm4AABFWLgADS8buQANAAQ%2BWboABQAAAA0REjkwMQMzEx4BFzM%2BATcTMwMjB5xODxcPBA4YDk2WxLECjP7QNmU2NmU2ATD9dAABAA4AAAMgAowAIQB2ALgAAEVYuAAALxu5AAAAED5ZuAAARVi4AAovG7kACgAQPlm4AABFWLgAFC8buQAUABA%2BWbgAAEVYuAAhLxu5ACEABD5ZuAAARVi4ABcvG7kAFwAEPlm6AAUAAAAhERI5ugAPABQAFxESOboAHAAhAAoREjkwMRMzEx4BFzM%2BATcTMxMeARczPgE3EzMDIwMuAScjDgEHAyMOly0GDgYEChMKRn1GChMKBAcNBy2NdLlACA0FBAYNCD22Aoz%2BzzNnNDRnMwEx%2Fs8yZzU1ZjMBMf10ASgmTSQkTSb%2B2AAAAAEACwAAAiwCjAAZAFsAuAAARVi4AAEvG7kAAQAQPlm4AABFWLgACy8buQALABA%2BWbgAAEVYuAAZLxu5ABkABD5ZuAAARVi4AA8vG7kADwAEPlm6AAYAAQAZERI5ugATAA8ACxESOTAxEwMzFx4BFzM%2BAT8BMwMTIycuAScjDgEPASPAqqQ5CxYOBAsVCjSdqbSkQQwXDgQLFgs9ngFPAT17FzMfHzMXe%2F68%2FriFGjMeHjMahQAAAAAB%2F%2FgAAAIVAowADwBAALgAAEVYuAABLxu5AAEAED5ZuAAARVi4AAsvG7kACwAQPlm4AABFWLgADy8buQAPAAQ%2BWboABgABAA8REjkwMTcDMxceARczPgE%2FATMDFSO9xZ46DhkOBA4bDjuaxZPoAaSWJUUmJkUllv5c6AAAAQAkAAAB%2FAKMAAkAPQC4AABFWLgAAy8buQADABA%2BWbgAAEVYuAAILxu5AAgABD5ZuQAGAAH0uAAA0LgAAxC5AAEAAfS4AAXQMDE3ASE1IRUBIRUhJAEg%2FvsBuv7gASP%2BKFkBt3xZ%2Fkl8AAAAAgAv%2F%2FQB2QH8ABsAJQB2ALgAAEVYuAANLxu5AA0ACD5ZuAAARVi4ABcvG7kAFwAEPlm4AABFWLgAEi8buQASAAQ%2BWboAAwANABcREjm4AAMvuAANELkABgAB9LoAEwASAA0REjm4ABcQuQAfAAH0uAATELkAIgAB9LgAAxC5ACMAAfQwMTc0NjcuASMiBgcnPgEzMhYVESMnIw4BIyIuAjcUFjMyNjc1DgEvhJMCJCggQCQ0MGk7YGV4CwMgRyoiNiYVjB8aGiQUTzyKTlgPIScYFWEdJG1z%2FuQzHCMXKTYrGBcWFFcLKgAAAAACAEH%2F9AIWAr0AFgAhAIMAuAAARVi4AAAvG7kAAAASPlm4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAQLxu5ABAABD5ZuAAARVi4ABYvG7kAFgAEPlm6AAMABgAQERI5ugATABAABhESObgAExC5ABcAAfS4ABAQuQAaAAH0uAAGELkAHwAB9LgAAxC5ACEAAfQwMRMzFQc%2BATMyHgIVFA4CIyImJyMHIzceATMyNjU0IyIHQZMEHUMjLUgzGyM7SyghQx0EDHOTFCgTJjZWLCkCvaxMGh0kQV05QGRFJCAgNIwSDkVNhi0AAQAk%2F%2FQBvgH8ABwAOQC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAAYLxu5ABgABD5ZuAAFELkACwAB9LgAGBC5ABEAAfQwMTc0PgIzMhYXByYjIgYVFBYzMjY3Fw4BIyIuAiQqR14zLkoZQyMiNj4%2FMBssEjskWCk0WUIm%2BD5hQiMfGlsdTEFBTBYOXSAeI0JhAAAAAAIAJ%2F%2F0AfwCvQAWACMAgwC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAAKLxu5AAoAEj5ZuAAARVi4ABIvG7kAEgAEPlm4AABFWLgADS8buQANAAQ%2BWboACAASAAUREjm6AA4ABQASERI5uAASELkAGgAB9LgADhC5AB0AAfS4AAgQuQAeAAH0uAAFELkAIQAB9DAxNzQ%2BAjMyFhcnNTMRIycjDgEjIi4CNxQWMzI2NzUuASMiBicjOUsnKjYaBpN4CgQaRiQuSzUdly8rGCcSFCoUIzb4PWBDJBwYTKn9QzEaIyRDYD9KRBQZyxIOQwAAAAIAJP%2F0AeEB%2FAAbACIAUQC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAAXLxu5ABcABD5ZugANAAUAFxESObgADS%2B4ABcQuQARAAH0uAAFELkAHwAB9LgADRC5ACIAAfQwMTc0PgIzMh4CFRQGByEeATMyNxcOASMiLgIlNCYjIgYHJChBVC01TzUaBAL%2B1wpFMjU2MSZdLTVcRCYBQCYtIzUI%2BDxhQyQkQFczFCEJOTMhWRoeI0NgcSs2LzIAAQAYAAABdALJABgAVgC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAVLxu5ABUAEj5ZuAAARVi4AAovG7kACgAEPlm4ABUQuQACAAH0uAAGELkACQAB9LgADNC4AAYQuAAP0DAxASYjIgYdATMVIxEjESM1NzU0PgIzMhYXAVkcFxseWVmTQkITLEYyHzMRAksKISYec%2F6DAX1tBRsnRjQeDAYAAAADACL%2FLQIHAfwADgBDAE8AbQC4AABFWLgAIS8buQAhAAg%2BWbgAAEVYuAA%2FLxu5AD8ABj5ZuQADAAH0ugA2ACEAPxESObgANi%2B5AAkAAfS4ACEQuAAk0LgAJC%2B5ACUAAfS4ADYQuAAu0LgALi%2B5AEQAAfS4ACEQuQBKAAH0MDEXFBYzMjY1NCYrASImJwYHNDc1LgE1NDY3NS4BNTQ%2BAjMyFzMVIx4BFRQOAiMiJw4BFRQWOwEyFhUUDgIjIi4CEzI2NTQmIyIGFRQWmzwyMkAnJTMaIAwbeUcUGiAYGikiOUooLCG1TwcJHjVHKR0fCgghKlBcYSdIZkAsSzkg2x0nJx0dJyc%2BHB0jGhcQAwMYMDwoBA0oHxsxEQQSQywtQy0WDGsLIhQrPykUCggQDRMSO0MnQS8bDx4wAWwpKicpKCgqKQABAEEAAAIAAr0AFABYALgAAEVYuAAGLxu5AAYACD5ZuAAARVi4AAAvG7kAAAASPlm4AABFWLgAFC8buQAUAAQ%2BWboAAwAGABQREjm4AAvQuAAGELkADwAB9LgAAxC5ABIAAfQwMRMzFQc%2BATMyFhURIxE0JiMiBgcRI0GTBxxKM1FJkx0gHCgYkwK9rFkZK2pe%2FswBITYoGRf%2BsQACADUAAADfAtIACwAPAC0AuAAARVi4AAwvG7kADAAIPlm4AABFWLgADi8buQAOAAQ%2BWboABgAAAAMrMDETIiY1NDYzMhYVFAYHMxEjiiUwMCUmLy9vk5MCOSsiIioqIiIrSf4QAAAAAAL%2Fzf88AOEC0gARAB0ANwC4AABFWLgAAC8buQAAAAg%2BWbgAAEVYuAAHLxu5AAcABj5ZugAYABIAAyu4AAcQuQAOAAH0MDETMxEUDgIjIiYnNx4BMzI2NRMiJjU0NjMyFhUUBkKTESlEMx8pDxoKEgsdF0olMDAlJTAwAfD%2BEylINiAIBmwDBCYqAjorIiIqKiIiKwABAEEAAAIeAr0ADABbALgAAEVYuAAELxu5AAQACD5ZuAAARVi4AAAvG7kAAAASPlm4AABFWLgADC8buQAMAAQ%2BWbgAAEVYuAAILxu5AAgABD5ZugACAAAADBESOboACQAAAAgREjkwMRMzETM3MwcTIycHFSNBjwSdoK67n3A%2FjwK9%2Fm7FzP7cwUd6AAEAQf%2F0ARICvQARACsAuAAARVi4AAAvG7kAAAASPlm4AABFWLgADC8buQAMAAQ%2BWbkABQAB9DAxEzMRFBYzOgE3Fw4BIyIuAjVBkxEJBQcGEgwlGSY0Hw4Cvf3XFxICbQUHGCs9JgAAAQBBAAADHQH8ACEAmAC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAALxu5AAAACD5ZuAAARVi4ACEvG7kAIQAEPlm4AABFWLgAGS8buQAZAAQ%2BWbgAAEVYuAARLxu5ABEABD5ZugACAAAAIRESOboACQAAACEREjm4AAYQuAAM0LkAFQAB9LgACRC5ABcAAfS4AAYQuQAdAAH0uAACELkAHwAB9DAxEzMXMz4BMzIWFz4BMzIWFREjETQmIyIHESMRNCYjIgcRI0F4CgQfRjE1QRMhSTJQS5MdICUwkx0gJi6TAfBAHy0rKCIxa13%2BzAEhNigw%2FrEBITYoMP6xAAAAAAEAQQAAAgAB%2FAAUAGUAuAAARVi4AAYvG7kABgAIPlm4AABFWLgAAC8buQAAAAg%2BWbgAAEVYuAAULxu5ABQABD5ZuAAARVi4AAsvG7kACwAEPlm6AAIAAAAUERI5uAAGELkADwAB9LgAAhC5ABIAAfQwMRMzFzM%2BATMyFhURIxE0JiMiBgcRI0F4CgQgTDNRSZMdIBwoGJMB8D8eLWpe%2FswBITYoGRf%2BsQAAAAACACT%2F9AIHAfwAEwAfADUAuAAARVi4AAUvG7kABQAIPlm4AABFWLgADy8buQAPAAQ%2BWbkAFwAB9LgABRC5AB0AAfQwMTc0PgIzMh4CFRQOAiMiLgI3FBYzMjY1NCYjIgYkKENYLy9XQygoQ1cvL1hDKJctLi0uLi0uLfg%2BYUIjI0JhPj5hQiMjQmE%2BQUxMQUFMTAAAAgBB%2F0gCFgH8ABYAIQCDALgAAEVYuAAJLxu5AAkACD5ZuAAARVi4AAMvG7kAAwAIPlm4AABFWLgAAi8buQACAAY%2BWbgAAEVYuAATLxu5ABMABD5ZugAFAAkAExESOboAFgATAAkREjm4ABYQuQAXAAH0uAATELkAGgAB9LgACRC5AB8AAfS4AAUQuQAhAAH0MDEXFSMRMxczPgEzMh4CFRQOAiMiJic3HgEzMjY1NCMiB9STeAoEHUknLUgyGyM7SyggPBoFFCgTJjZWKyonkQKoMRojJEJdOUBjRSQbGWQSDkVNhi0AAAIAJ%2F9IAfwB%2FAAWACMAfwC4AABFWLgABS8buQAFAAg%2BWbgAAEVYuAALLxu5AAsACD5ZuAAARVi4AA0vG7kADQAGPlm4AABFWLgAEi8buQASAAQ%2BWboACAAFABIREjm6AA8AEgAFERI5uQAaAAH0uAAPELkAHQAB9LgACBC5AB4AAfS4AAUQuQAhAAH0MDE3ND4CMzIWFzM3MxEjNTcOASMiLgI3FBYzMjY3NS4BIyIGJyM5SycpPh0EDHOTBhlCIi5LNR2XLysYJxIUKhQjNvg9YEMkHSAx%2FViXTBgfJENgP0pEFBnLEg5DAAAAAQBBAAABjwH8ABIAUgC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAALxu5AAAACD5ZuAAARVi4ABIvG7kAEgAEPlm6AAIAAAASERI5uAAGELgADdy4AAIQuQAQAAH0MDETMxczPgEzMhYXBy4BIyIGBxEjQXgKBBtMJhUbCxgOGBAcPRSTAfBXMzAFBX8EBCgz%2FuAAAAEAFf%2F0AZ8B%2FAAwAEkAuAAARVi4ABUvG7kAFQAIPlm4AABFWLgALS8buQAtAAQ%2BWbkAAwAB9LoACwAtABUREjm4ABUQuQAcAAH0ugAjABUALRESOTAxNx4BMzI2NTQuAicuAzU0PgIzMhYXBy4BIyIVFB4CFx4DFRQOAiMiJidXIj4gIR4RHSQTFy4mGBsyRis5ViBCGzQaOBAbIxMYLycYGjRMMjFnJpUaGhYUDBMQDQgJGCMvHyI6KBcnGFgUFicMEQ4NBwkXIjEiIjorGSYfAAAAAQAR%2F%2FQBbgJ0ABkARQC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAULxu5ABQABD5ZuAAGELkACQAB9LgAANC4AAYQuAAD0LgAFBC5AA0AAfQwMRMjNT8BMxUzFSMVFBYzMjY3Fw4BIyIuAjVVREwRend3Ix0MGQoXFDYkLkEpEwF9bQaEhHPHKiUGBGsGDBwyRysAAAEAPP%2F0AfgB8AAUAGUAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgACS8buQAJAAg%2BWbgAAEVYuAARLxu5ABEABD5ZuAAARVi4AAwvG7kADAAEPlm4ABEQuQAFAAH0ugANAAkADBESObgADRC5AAgAAfQwMRMzERQWMzI2NxEzESMnIw4BIyImNTyTHiAcJhaTeAsDIEkzUUkB8P7fNigaHQFI%2FhBFJitqXgAAAAABAAwAAAH%2FAfAADQBAALgAAEVYuAAALxu5AAAACD5ZuAAARVi4AAovG7kACgAIPlm4AABFWLgADS8buQANAAQ%2BWboABQAAAA0REjkwMRMzFx4BFzM%2BAT8BMwMjDJRAChMKBAkTCkGNoqoB8OolTScnTSXq%2FhAAAAABABgAAALwAfAAIQB2ALgAAEVYuAAALxu5AAAACD5ZuAAARVi4AAovG7kACgAIPlm4AABFWLgAFC8buQAUAAg%2BWbgAAEVYuAAhLxu5ACEABD5ZuAAARVi4ABcvG7kAFwAEPlm6AAUAIQAAERI5ugAPABcAFBESOboAHAAAACAREjkwMRMzFx4BFzM%2BAT8BMxceARczPgE%2FATMDIycuAScjDgEPASMYkjAGCgYEBw0JN384CQ4IBAcJBy%2BId6wtCAwHBAcLByyoAfDmJUgmJkoj5uYlSCYmSCXm%2FhDGI0YoKEYjxgABAA4AAAH0AfAAGQBbALgAAEVYuAABLxu5AAEACD5ZuAAARVi4AAsvG7kACwAIPlm4AABFWLgAGS8buQAZAAQ%2BWbgAAEVYuAAPLxu5AA8ABD5ZugAGAAsADxESOboAFAABABkREjkwMRMnMxceARczPgE%2FATMHFyMnLgEnIw4BDwEjpo%2BeLAoVCwQIEggimJCZnjAMFwwECRQJJ5gBAu5QFSsVFSsVUP%2FxUhUsFRUrFlIAAAABAAz%2FPgH9AfAAHQBGALgAAEVYuAAILxu5AAgACD5ZuAAARVi4ABIvG7kAEgAIPlm4AABFWLgAGS8buQAZAAY%2BWbkAAwAB9LoADQAIABkREjkwMRceATMyNj8BAzMXHgEXMz4BPwEzAw4DIyImJzdMBxIIJSgKB7%2BURwsSCgQIEQk8jawSJzNBLBcgDxpIAgQkHRoB49UiRiUjRyPV%2FgsvRy8YBQVwAAABACYAAAG0AfAACQA9ALgAAEVYuAADLxu5AAMACD5ZuAAARVi4AAgvG7kACAAEPlm5AAYAAfS4AADQuAADELkAAQAB9LgABdAwMTcTIzUhFQMzFSEm0LkBcNDX%2FnJPAS5zTv7RcwAA%2F%2F%2F%2F%2BgAAAkMDNgImAAQAAAAHAOEBGwAA%2F%2F%2F%2F%2BgAAAkMDNgImAAQAAAAHAOMBGwAA%2F%2F%2F%2F%2BgAAAkMDNgImAAQAAAAHAOUBGwAA%2F%2F%2F%2F%2BgAAAkMDRwImAAQAAAAHAOcBGwAA%2F%2F%2F%2F%2BgAAAkMDSAImAAQAAAAHAOoBGwAA%2F%2F%2F%2F%2BgAAAkMDfQImAAQAAAAHAOwBGwAAAAL%2F8gAAAxkCjAAGABYAfAC4AABFWLgADi8buQAOABA%2BWbgAAEVYuAANLxu5AA0ABD5ZuAAARVi4AAkvG7kACQAEPlm6AAIADgANERI5ugAKAA4ADRESObgACi%2B5AAYAAfS4AAkQuQAHAAH0uAAOELkAEAAB9LoAFQAOAAkREjm4ABUvuQATAAH0MDEBESMOAQ8BBRUhNSMHIwEhFSMVMxUjFQGCBBQnFCoCFP5psUSbATYB5%2FrT0wEHARYwXitdi3yVlQKMfIN7lgAA%2F%2F8ALv8jAjACmAImAAYAAAAHAO4BXgAA%2F%2F8ATQAAAe8DNgImAAgAAAAHAOEBIAAA%2F%2F8ATQAAAe8DNgImAAgAAAAHAOMBIAAA%2F%2F8ATQAAAe8DNgImAAgAAAAHAOUBIAAA%2F%2F8ATQAAAe8DSAImAAgAAAAHAOoBIAAA%2F%2F%2F%2F9AAAAOEDNgImAAwAAAAHAOEAlgAA%2F%2F8ASwAAATgDNgImAAwAAAAHAOMAlgAA%2F%2F%2F%2F7gAAAT4DNgImAAwAAAAHAOUAlgAA%2F%2F%2F%2F7QAAAT8DSAImAAwAAAAHAOoAlgAA%2F%2F8ATQAAAkwDRwImABEAAAAHAOcBTQAA%2F%2F8ALv%2F0An4DNgImABIAAAAHAOEBVgAA%2F%2F8ALv%2F0An4DNgImABIAAAAHAOMBVgAA%2F%2F8ALv%2F0An4DNgImABIAAAAHAOUBVgAA%2F%2F8ALv%2F0An4DRwImABIAAAAHAOcBVgAA%2F%2F8ALv%2F0An4DSAImABIAAAAHAOoBVgAAAAMAKP%2FXApQCtQAHABAAKgCFALgAAEVYuAAmLxu5ACYAED5ZuAAARVi4ABkvG7kAGQAEPlm6AAAAGQAmERI5uQACAAH0ugAHACYAGRESOboACAAmABkREjm4ACYQuQAKAAH0ugAQABkAJhESOboAEQAmABkREjm6ABsAGQAmERI5ugAeABkAJhESOboAKAAmABkREjkwMSUWMzI2NTQvASYjIgYVFBYXAR4BFRQOAiMiJwcnNy4BNTQ%2BAjMyFzcXAQgiLUNOCTAkNENOBwYBdRodK05tQl5HPkxFHSErTm1CZklCTI8cc2MtJF0ibmIcMhUBNilpQVB%2BWC8wTTpWK3JFUH1VLTVSOwAAAAACAC4AAAMyAowAFAAhAFUAuAAARVi4AAUvG7kABQAQPlm4AABFWLgAEC8buQAQAAQ%2BWbgABRC5ABwAAfS4AAfQugAMAAUAEBESObgADC%2B5AAoAAfS4ABAQuQAbAAH0uAAO0DAxEzQ%2BAjMhFSMVMxUjFSEVISIuAjcUHgI7AREjIg4CLjJZe0kBq%2FfQ0AEB%2FkNGd1gylxwzRysXFytHMxwBSVR6TyZ8g3uWfChRfFQ7UTEVAZ4UL07%2F%2FwBJ%2F%2FQCTwM2AiYAGAAAAAcA4QFMAAD%2F%2FwBJ%2F%2FQCTwM2AiYAGAAAAAcA4wFMAAD%2F%2FwBJ%2F%2FQCTwM2AiYAGAAAAAcA5QFMAAD%2F%2FwBJ%2F%2FQCTwNIAiYAGAAAAAcA6gFMAAD%2F%2F%2F%2F4AAACFQM2AiYAHAAAAAcA4wEGAAAAAgAaAAACZQKMABAAIQBZALgAAEVYuAAhLxu5ACEAED5ZuAAARVi4ABwvG7kAHAAEPlm5AAAAAfS4ACEQuQAKAAH0ugAOACEAHBESObgADi%2B5AA0AAfS4AA4QuAAe0LgADRC4AB%2FQMDElMj4CNTQuAisBFTMVIxUTMh4CFRQOAisBESM1NxEBFSpEMBsbMEQqHH19JUt4Vi4uVHVIwExMdxYxUDs6Ty8UoUe2AhUmT3pUVHxRKAEtQgUBGAACAE0AAAI6AowAEAAYADkAuAAARVi4AAAvG7kAAAAQPlm4AABFWLgAEC8buQAQAAQ%2BWbsAGAABAA4ABCu7AAIAAQAXAAQrMDETMxUzMh4CFRQOAisBFSM3MjU0JisBFU2TWzVdRSgpRlw0W5PleD07UgKMYxUxUDs6UzYae%2FBoMynEAP%2F%2FAC%2F%2F9AHZAtQCJgAeAAAABwDgARkAAP%2F%2FAC%2F%2F9AHZAtQCJgAeAAAABwDiARkAAP%2F%2FAC%2F%2F9AHZAtQCJgAeAAAABwDkARkAAP%2F%2FAC%2F%2F9AHZAsYCJgAeAAAABwDmARkAAP%2F%2FAC%2F%2F9AHZAsYCJgAeAAAABwDpARkAAP%2F%2FAC%2F%2F9AHZAvACJgAeAAAABwDrARkAAAADAC%2F%2F9ALtAfwACwA8AEMAmwC4AABFWLgADy8buQAPAAg%2BWbgAAEVYuAAVLxu5ABUACD5ZuAAARVi4AC4vG7kALgAEPlm4AABFWLgAKC8buQAoAAQ%2BWbgALhC5AAMAAfS6ADYALgAPERI5uAA2L7kACQAB9LoAHQAVACgREjm4AB0vuAAoELkAIQAB9LgADxC5ADkAAfS4ABUQuQBAAAH0uAAdELkAQwAB9DAxNxQWMzI2NyYvAQ4BAz4BMzIWFz4BMzIeAhUUBgchHgEzMjY3Fw4BIyImJw4BIyIuAjU0NjcuASMiBgcFNCYjIgYHux8aGi8UCwMBST57MGU2LkYWIEYtMUoxGQQC%2FuIIQi0cMhsyJl0sOFMgNVgyIjYmFYKSAiEqHkAkAfwkKSMxBpUYFxYUHyMVCyoBCR0kKCMkJyVBWDMUIQk0MhQQXxoeKiMqIxcpNh9PWQ8gJxgVMy04MTQA%2F%2F8AJP8jAb4B%2FAImACAAAAAHAO0BGgAA%2F%2F8AJP%2F0AeEC1AImACIAAAAHAOABDgAA%2F%2F8AJP%2F0AeEC1AImACIAAAAHAOIBDgAA%2F%2F8AJP%2F0AeEC1AImACIAAAAHAOQBDgAA%2F%2F8AJP%2F0AeECxgImACIAAAAHAOkBDgAA%2F%2F%2F%2F9QAAANwC1AImAGcAAAAHAOAAigAA%2F%2F8AOAAAAR8C1AImAGcAAAAHAOIAigAA%2F%2F%2F%2F8AAAASQC1AImAGcAAAAHAOQAigAA%2F%2F%2F%2F4QAAATMCxgImAGcAAAAHAOkAigAAAAEAQQAAANQB8AADACUAuAAARVi4AAAvG7kAAAAIPlm4AABFWLgAAi8buQACAAQ%2BWTAxEzMRI0GTkwHw%2FhAAAP%2F%2FAEEAAAIAAsYCJgArAAAABwDmATQAAP%2F%2FACT%2F9AIHAtQCJgAsAAAABwDgARUAAP%2F%2FACT%2F9AIHAtQCJgAsAAAABwDiARUAAP%2F%2FACT%2F9AIHAtQCJgAsAAAABwDkARUAAP%2F%2FACT%2F9AIHAsYCJgAsAAAABwDmARUAAP%2F%2FACT%2F9AIHAsYCJgAsAAAABwDpARUAAAADACT%2F5wIHAgsABwAPACoASQC4AABFWLgAJS8buQAlAAg%2BWbgAAEVYuAAYLxu5ABgABD5ZugAAABgAJRESObkAAgAB9LoACAAlABgREjm4ACUQuQAKAAH0MDE3FjMyNjU0LwEmIyIGFRQXJR4BFRQOAiMiJwcnNy4BNTQ%2BAjMyFhc3F9wXIy02ByQWIi42BwEVGh8oQ1cvSjwrNy8aHyhDWC8jRB0sN3oUSz8pG0MTSz8oG%2BkhVzY%2BYUIjKDUqOiBXNj5hQiMUEzYrAAADACT%2F9AMSAfwACwA0ADsAcQC4AABFWLgAES8buQARAAg%2BWbgAAEVYuAAwLxu5ADAABD5ZuQADAAH0uAARELkACQAB9LgAERC4ABfQuAAwELgAKtC6AB8AFwAqERI5uAAfL7gAKhC5ACMAAfS4ABcQuQA4AAH0uAAfELkAOwAB9DAxNxQWMzI2NTQmIyIGBzQ%2BAjMyFhc%2BATMyHgIVFAYHIR4BMzI2NxcOASMiJicOASMiLgIlNCYjIgYHuSwpKS4uKSkslSZAVS81Tx0eUi0xSjIZBAL%2B4QhCLRwyGzMmXiwtVB8fTzcwVD8kAnAkKSMxBvhBTExBQUxMQT5hQiMuKSotJUFYMxQhCTQyFBBfGh4tKissI0JhbS04MTQAAAABAEH%2F9AJdAscAOABkALgAAEVYuAAFLxu5AAUAEj5ZuAAARVi4ADgvG7kAOAAEPlm4AABFWLgAGy8buQAbAAQ%2BWboADwAbAAUREjm5ACEAAfS6ACQAGwAFERI5ugAwABsABRESObgABRC5ADMAAfQwMRM0PgIzMh4CFRQOAhUUHgQVFA4CIyImJzcWMzI2NTQuBDU0PgI1NCYjIgYVESNBHTpaPDNNMxoYHhgaJy4nGhcvRS0tRiQzMS4aHRonLicaFhsWIR8uLpEB5zBSPCIcLzwgJDEnIRMRFxYaJTUmIjwsGhgVZCQbFRMbFxkhLSEdKiYpGx0nQzr%2BKv%2F%2FADz%2F9AH4AtQCJgAyAAAABwDgAR0AAP%2F%2FADz%2F9AH4AtQCJgAyAAAABwDiAR0AAP%2F%2FADz%2F9AH4AtQCJgAyAAAABwDkAR0AAP%2F%2FADz%2F9AH4AsYCJgAyAAAABwDpAR0AAP%2F%2FAAz%2FPgH9AtQCJgA2AAAABwDiAQoAAP%2F%2FAAz%2FPgH9AsYCJgA2AAAABwDpAQoAAAACACr%2F9AH%2BAuQADgAyAFkAuAAARVi4AC0vG7kALQASPlm4AABFWLgAFy8buQAXAAQ%2BWbsAIQABAAkABCu6ACkAJgADK7gAFxC5AAAAAfS4ACYQuAAP0LgAKRC4AC3cuAApELgAMNAwMSUyNjU8AScuASMiBhUUFhMeARUUDgIjIi4CNTQ%2BAjMyFhcmJwcnNy4BJzceARc3FwEWKjUBFzAaLDc9ijtMIT1YNy9TQCUiOUknHTgVGjuOJnQULRlAI0YhjyZrSU4MFgsZEjo8Oz4B7jyjcDxmSioiPlk3NlQ6HxMXTThHQToOGg1ZEioZSEEAAAAAAgBB%2F0gCFgK9ABYAIQBXALgAAEVYuAAILxu5AAgACD5ZuAAARVi4AAIvG7kAAgASPlm4AABFWLgAAS8buQABAAY%2BWbgAAEVYuAASLxu5ABIABD5ZuQAaAAH0uAAIELkAHwAB9DAxFyMRMxUHPgEzMh4CFRQOAiMiJicXNR4BMzI2NTQjIgfUk5MEGkAiL0s0HCM7SygkNxoEFCgTJjZWKyq4A3WsRhcaJEJdOUBjRSQYF0qzEg5FTYYtAAABABgAAAKvAskALgB8ALgAAEVYuAATLxu5ABMACD5ZuAAARVi4ACsvG7kAKwASPlm4AABFWLgADy8buQAPAAQ%2BWbgAKxC5AAIAAfS4ABMQuAAl0LgAB9C4ABMQuQAQAAH0uAAM0LgACNC4AA8QuAAL0LgAExC4ABLQuAArELgAGdC5ACAAAfQwMQEmIyIGHQEzFSMRIxEjESMRIzU3NTQ%2BAjMyFhcHLgEjIgYdATM1ND4CMzIWFwKVHBcbHllZk6mTQkIVLUczIDYRGwwaFBohqRMsRTIgMhECSwohJh5z%2FoMBff6DAX1tBRcmRDIdCwdtBQYhIxcaJ0Y0HgwGAAAAAQAY%2F%2FQCnwLJAC4AiQC4AABFWLgAEC8buQAQAAg%2BWbgAAEVYuAAWLxu5ABYAEj5ZuAAARVi4AAwvG7kADAAEPlm4AABFWLgAAy8buQADAAQ%2BWbgAEBC5AA0AAfS4AAnQuAAQELgAD9C4AA8vuAAWELkAHAAB9LgAEBC4ACHQuAAl0LgACRC4ACbQuAADELkAKwAB9DAxJQ4BIyIuAj0BIxEjESM1NzU0PgIzMhYXByYjIgYdATM3MxUzFSMVFBYzMjY3Ap8UNiQuQSkTmZNCQhMsRjIfMxEbHBcbHqERend3Ix0MGQoGBgwcMkcryf6DAX1tBRsnRjQeDAZsCiEmHoSEc8cqJQYEAAAAAAMAGf%2F0AokCmAAKABYARACMALgAAEVYuAAvLxu5AC8AED5ZuAAARVi4AB0vG7kAHQAEPlm4AABFWLgAFy8buQAXAAQ%2BWboAOgAaAAMruAAdELkAAwAB9LoABQAaADoREjm6AAgAHQAvERI5uAAIL7gADty4AC8QuQAUAAH0ugAnAAgADhESOboANwAIAA4REjm6AEEAGgA6ERI5MDE3FBYzMjcuAScOARMUFhc%2BATU0JiMiBgEuAScOASMiLgI1ND4CNy4BNTQ%2BAjMyFhUUDgIHHgEXPgE3Mw4BBx4BF6Q1LCgrJkUdFBg9CwojMBYXGSIBhSlUKiplPjVRNxwTISsYExUZLkEpSlYXJzEZHEMkGSYMhhI1Jh85GbclLhofRCQRJgEgEigUFS4hFxwn%2FeQIIhgfIx4zQyYiNywkDyNFHyM%2BLxtQRCA1LSYRID0aIE4uPG0zEBUEAAAAAAIAJf%2F0AesChwATACcANQC4AABFWLgACi8buQAKAA4%2BWbgAAEVYuAAALxu5AAAABD5ZuQAUAAH0uAAKELkAHgAB9DAxBSIuAjU0PgIzMh4CFRQOAicyPgI1NC4CIyIOAhUUHgIBCDNUOyEhO1QzM1Q7ISE7VDMTIBgNDRggExIgGA4OGCAMK1R8UVF6UykpU3pRUXxUK3ITMlRBQVMvEhIvU0FBVDITAAEARgAAAdoCewAMAEMAuAAARVi4AAcvG7kABwAOPlm4AABFWLgADC8buQAMAAQ%2BWbkAAQAB9LgABxC5AAQAAfS5AAIAAfS4AAEQuAAJ0DAxNzMRIzU%2BATczETMVIUaKdzRIImx3%2Fmx3AW9bChwU%2Ffx3AAAAAQAeAAAB5AKHAB8APQC4AABFWLgADy8buQAPAA4%2BWbgAAEVYuAAeLxu5AB4ABD5ZuQAcAAH0uAAZ0LgAANC4AA8QuQAIAAH0MDE3PgM1NCYjIgYHJz4BMzIeAhUUDgIHPgE7ARUhJT1lSSkwKiM2GFAvYkQvTTgeIjlJJxg7F4D%2BQVQ5Y1dLIi8xJxpPMjMdNUouKFNTUygDBXwAAQAW%2F%2FQB3wKHAC8AUwC4AABFWLgAGy8buQAbAA4%2BWbgAAEVYuAAsLxu5ACwABD5ZuQADAAH0ugALABsALBESObgACy%2B5AAwAAfS4ABsQuQAUAAH0ugAkAAwACxESOTAxNx4BMzI2NTQuAiM1Mj4CNTQmIyIGByc%2BATMyHgIVFAYHFR4BFRQOAiMiJidaHUUpLzgPJkI0KzkjDygmIjceSixhOzFROSA3MzdHJkBWME5sI6scJCckFSIXDWgMFx8TISUeGlomKxctQCoyRRYEEE0%2BLEUvGTEpAAAAAAIAEwAAAfgCewAJABQAVwC4AABFWLgAEi8buQASAA4%2BWbgAAEVYuAANLxu5AA0ABD5ZuwAOAAEAAAAEK7gAEhC4AATcuAAAELgACdC4AA4QuAAL0LgACRC4ABDQuAAAELgAE9AwMQE1NDY3Iw4BDwEFIxUjNSE1EzMRMwEmBAIEDBoOVAFYSYn%2B7ei0SQEIZx9RHho2G4pwmJhlAX7%2BjQABABf%2F9AHgAnsAJABHALgAAEVYuAAQLxu5ABAADj5ZuAAARVi4ACEvG7kAIQAEPlm5AAMAAfS6ABcAEAAhERI5uAAXL7gACdy4ABAQuQASAAH0MDE3HgEzMjY1NCYjIg4CBycTIRUjBz4BMzIeAhUUDgIjIiYnWR1DKTE6Ny0OFhUXDkISAWjpCxIhFClJOCAmQFUuTmwmqholMjEwMgMIDAkqAUF8dwgHGDBKMzVSOR4zJgACACn%2F9AHsAocADQAyAEMAuAAARVi4AC8vG7kALwAOPlm4AABFWLgAJS8buQAlAAQ%2BWbsAGwABAAYABCu4ACUQuQAAAAH0uAAvELkAEQAB9DAxJTI2NTQmIyIGBx4DEy4BIyIOAgc%2BAzMyHgIVFA4CIyIuAjU0PgIzMhYXARYhLy8kGDIWBRQaH5ERNhwaLiMWAgwgIiIPKUUzHCI5TSsuV0MoK0ddMj9cHmIxNjMpHCMmMh8NAYESGxQvTDcQGREJGDBKMjJOOB0kTHdUWYJUKS0fAAEALAAAAeYCewAPADMAuAAARVi4AAcvG7kABwAOPlm4AABFWLgAAC8buQAAAAQ%2BWbgABxC5AAUAAfS4AAnQMDEzPgM3ITUhFQ4DByOfBBUnPS3%2B4wG6N0MlEASUT4V5dD58WkN1fY9dAAAAAAMAKv%2F0AegChwANABgAOgBXALgAAEVYuAAlLxu5ACUADj5ZuAAARVi4ADYvG7kANgAEPlm5AAMAAfS6AAsANgAlERI5uAALL7gADtC4ACUQuQATAAH0uAALELgAHNy4AA4QuAAt3DAxNxQWMzI2NTQuAicOATc2NTQmIyIGFRQWBzQ2NzUuATU0PgIzMh4CFRQGBxUeARUUDgIjIi4CqDooJTATJDEeFRyHJykkHSo81D8tJTAeNkssK0gyHDIhLkAgO1MzMFE7IbMqLycoFR4ZFg0UNKItMCUtJCUnLOM6ShgEHEczKEEuGBktQScuRxYEGU4%2FJkAvGxkuQAAAAAACACL%2F9AHmAocACwAwAEMAuAAARVi4ACMvG7kAIwAOPlm4AABFWLgALS8buQAtAAQ%2BWbsAAAABABkABCu4ACMQuQAGAAH0uAAtELkADwAB9DAxEzI2Ny4BIyIGFRQWBx4BMzI%2BAjcOAyMiLgI1ND4CMzIeAhUUDgIjIiYn%2FBgyFQo3IiAwMF8QNhwbLiMVAgwgIiIPKUUyHSI5TSsuV0MpK0ddMj9dHgFWHCNLOTE2Mym%2BEhsUL0s4EBkRCRgwSjIxTzgdJEx3VFmCVCkuHgAAAQA9%2F%2FQA7wCtAAsAGAC4AABFWLgACS8buQAJAAQ%2BWbgAA9wwMTc0NjMyFhUUBiMiJj0zJiYzMyYmM1AoNTUoJzU1AAABAC7%2FPgEAAK0AEAAYALgAAEVYuAAELxu5AAQABD5ZuAAK3DAxFz4BNSMiJjU0NjMyFhUUBgcuNzoIIzY2JjI0XFh0FEAmKygmLklCU3ca%2F%2F8APf%2F0AO8B8QInAIYAAAFEAAYAhgAA%2F%2F8ALv8%2BAQAB8QInAIYAAAFEAAYAhwAAAAIAUf%2F0AQMCngAFABEAGgC4AABFWLgADy8buQAPAAQ%2BWbkACQAB9DAxEyczBwMjBzQ2MzIWFRQGIyImZQWUBRVgKTMmJjMzJiYzAhmFhf7Olyg1NSgnNTUAAAAAAgBR%2F1IBAwH8AAUAEQANALgADy%2B5AAkAAfQwMR8BIzcTMzcUBiMiJjU0NjMyFu8FlAUVYCkzJiYzMyYmMymFhQEylyg1NSgnNTUAAAIAKf%2F0AaUCqgAdACkAKAC4AABFWLgAJy8buQAnAAQ%2BWbsAEQABAAoABCu4ACcQuQAhAAH0MDE3Jj4ENTQmIyIGByc%2BATMyHgIVFA4EFwc0NjMyFhUUBiMiJpoFDxwjIBUlHhwrFFEiXDgqSTUeFiElHxIDmTImJjMzJiYy5yI4MCglIxMfIBoUSikyFCpBLB8xKicqLx6XKDU1KCc1NQACACr%2FRgGmAfwAHQApABsAuAAnL7sACgABABEABCu4ACcQuQAhAAH0MDEBFg4EFRQWMzI2NxcOASMiLgI1ND4EJzcUBiMiJjU0NjMyFgE1BQ8cIyAVJh0cKxRRIlw4Kkk1HhYhJR8TA5kzJiYzMyYmMwEJIjgwKCUjEx8gGhRKKTIUKkEtHzEqJykvHpcoNTUoJzU1AAAAAAEATAFiAOACrgAFAAsAugACAAQAAyswMRMnMw8BI1EFlAUdUAIphYXHAAD%2F%2FwBMAWIBzAKuACYAjgAAAAcAjgDsAAAAAQA3AVIA5QKrABEAKwC4AABFWLgAAy8buQADAAg%2BWbgAAEVYuAAFLxu5AAUACD5ZuQALAAH0MDETDgEVNjMyFhUUBiMiJjU0NjflLS0DByAtLCEvL0ZIAmsXOy0BJyImLEU%2BR2wjAAABAEcBYAD2ArkAEQANALsACwABAAUABCswMRM%2BATUGIyImNTQ2MzIWFRQGB0ctLQMGIC0rIi4wR0gBoBc7LQEnIiYsRD9HbCMAAAD%2F%2FwA3AVIB0QKrACYAkAAAAAcAkADsAAD%2F%2FwBHAWAB4gK5ACYAkQAAAAcAkQDsAAD%2F%2FwBH%2F1gA9gCxAgcAkQAA%2FfgAAP%2F%2FAEf%2FWAHiALEAJwCRAAD9%2BAAHAJEA7P34AAAAAQAxADgA7gHAAAYACwC6AAIABgADKzAxNzU3FwcXBzGGN29vN8hokCyYmCwAAAAAAQA2ADgA8wHAAAYACwC6AAIABQADKzAxNyc3FxUHJ6VvN4aGN%2FyYLJBokCwAAAD%2F%2FwAxADgBqgHAACYAlgAAAAcAlgC8AAD%2F%2FwA2ADgBrwHAACYAlwAAAAcAlwC8AAAAAQArAMkBIQExAAMADQC7AAEAAQACAAQrMDETMxUjK%2Fb2ATFoAAAA%2F%2F8AKwDJASEBMQIGAJoAAAABACsAzgG1ASwAAwANALsAAQABAAIABCswMRMhFSErAYr%2BdgEsXgAAAQArAM4C9QEsAAMADQC7AAEAAQACAAQrMDETIRUhKwLK%2FTYBLF4A%2F%2F8APQDkAO8BnQIHAIYAAADwAAAAAQAoAHsBMQGRABMACwC6AAoAAAADKzAxNyIuAjU0PgIzMh4CFRQOAqwcMCQUFCQwHBwxJBQUJDF7FSYyHh4zJRUVJTMeHjImFQAAAAEADP90Aej%2FxwADAA0AuwAAAAEAAQAEKzAxBRUhNQHo%2FiQ5U1MAAAABAEj%2FTQEoAt8ADgALALoABgAAAAMrMDEXLgE1NDY3Fw4BFRQWFwfMP0VFP1w3MjI3XLNn3oSE3mcmYtZra9ZiJgAAAAEAMP9NARAC3wAOAAsAugAHAA0AAyswMRc%2BATU0Jic3HgEVFAYHJzA4MjI4XD9FRT9cjWLWa2vWYiZn3oSE3mcmAAAAAQBX%2F2gBKgLEAAcAFwC7AAUAAQAGAAQruwABAAEAAgAEKzAxEzMVIxEzFSNX02Vl0wLETv1ATgABAC7%2FaAEBAsQABwAXALsAAAABAAYABCu7AAMAAQACAAQrMDEXESM1MxEjNZRm09NKAsBO%2FKROAAEAH%2F9oASoCxAAzACsAuwAAAAEAAQAEK7sAHgABAB8ABCu7ABAAAQAPAAQrugAqAA8AEBESOTAxBRUjIiY1ND4CNTQuAic1PgM1NC4CNTQ2OwEVIyIGFRQWFRQGBxUeARUUBhUUFjMBKj9CPgMEAwkUIRgYIRQJAwQDPkI%2FEx8WBCQmJiQEFh9KTj1RGyonJxgNGhUNAVYBDRUaDRgnJyobUT1OHSkpTC45MwkECTM5LkwpKR0AAAABAC7%2FaAE5AsQAMwArALsAAAABADIABCu7ABUAAQAUAAQruwAjAAEAJAAEK7oACgAkACMREjkwMRcyNjU0JjU0Njc1LgE1NDY1NCYrATUzMhYVFA4CFRQeAhcVDgMVFB4CFRQGKwE1QR8WBCQmJiQEFh8TP0I%2BAwQDCRQhGBghFAkDBAM%2BQj9KHSkpTC45MwkECTM5LkwpKR1OPVEbKicnGA0aFQ0BVgENFRoNGCcnKhtRPU4AAAAAAQAN%2F2ABNgLGAAMAGAC4AABFWLgAAC8buQAAABI%2BWbgAAtwwMRMzAyPWYMlgAsb8mgAAAAEAVv8GALYC7gADAAsAugABAAIAAyswMRMzESNWYGAC7vwYAAEAHP9gAUYCxgADABgAuAAARVi4AAAvG7kAAAASPlm4AALcMDETMxMjHGDKYALG%2FJoAAAACAFb%2FBgC2Au4AAwAHAAsAugABAAUAAyswMRMzESMXESMRVmBgYGAC7v5KbP46AcYAAAAAAQAmAV0BowLIAA4AFAC4AABFWLgABS8buQAFABI%2BWTAxEzcnNxc3Mxc3FwcXBycHVztsF3QNTQ1zGGw7PVBRAYloMUgYdncZSDFoLFlZAAACACX%2FrAHrArIADQBBACgAuAAARVi4ACgvG7kAKAAEPlm7ACsAAQAlAAQruwA%2BAAEAEQAEKzAxExQeAhc2NTQuAicGNy4BIyIVFB4EFRQGBx4BFRQOAiMiJic3FjMyNjU0LgQ1NDY3LgE1NDYzMhYXoSAyPR0iIDE9HSPaFzgaNig8RzwoKycLDBkwSC83aSJVMTwfHSc6RTonKyUOD11VOlsfAVEYIRsZDxUmGCEbGA8XoRQcJxIbGyAtQC0sQRgQJhciOioYKStLMxgTExwaHi1ALyZDFxApGkRVKRgAAAIAJ%2F%2BwAhwCjAADABAAJQC4AABFWLgAAC8buQAAAA4%2BWbgAAEVYuAAOLxu5AA4ADj5ZMDEBMxEjAyIuAjU0PgI7AREBiZOTYDVeRikoRV00LAKM%2FSQBFR07Vzk%2FVTUW%2FjkAAAADAC3%2F9wLAAo8AEwAnAEUAMwC7ADoAAQBBAAQruwAtAAEANAAEK7gALRC4ACPcuQAFAAH0uABBELgAGdy5AA8AAfQwMRM0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4CFzQ%2BAjMyFhcHLgEjIgYVFBYzMjY3Fw4BIyIuAi01W3hCQnhaNTVaeEJCeFs1RClGYDc3YEYpKUZgNzdgRilRIDVGJi4%2BGDcQIBQwMTIqGSQTMB1AJypHMx0BRU56VS0tVXtNTntXLi5Xe04%2BZEgnJ0hkPj1kRyYmR2Q%2BLEcyGyMYPRERPS0zPBMPRBcdHDNJAAAAAAQAIAE3Aa0CywATACMAMAA5AFcAuAAvL7gAJS%2B4AC8QuAAU3LkAAAAB9LgAJRC4ABrcuQAKAAH0ugAtAC8AJRESObgALS%2B5ADEAAfS6ACoAMQAtERI5uAAvELgALNC4ACUQuQA3AAH0MDETIi4CNTQ%2BAjMyHgIVFA4CJzI2NTQmIyIOAhUUHgInMzIWFRQHFyMnIxUjNzI2NTQmKwEV5ylJNh8fNkkpKUg2Hx82SCk%2FUFA%2FIDQnFRUnNDFZIy4jKTweHTlODw8PDxUBNx42SiwsSjYeHjZKLCxKNh4xU0ZGUxYoOCMjOCgW%2FSAiJRFNPDxkEQsLDzYAAgAx%2F1QDVgKdAEYAUwA%2FALsAOwABAEIABCu7ACcAAQAPAAQruwBJAAEAFgAEK7sAHgABAE8ABCu7AAUAAQAxAAQrugAiAE8AHhESOTAxNzQ%2BAjMyHgIVFA4CIyImJyMOASMiJjU0PgIzMhYXMzczBwYzMj4CNTQuAiMiDgIVFB4CMzI2NxcOASMiLgIlFDMyNj8BJiMiDgIxSHukXFGDXDIqQlEnK0AIAhVEHzxIHzZKKxkmDQIOWy4VQxYrIhQeQmhJQHpgOi9RaTsnUSAgLmA2S4lpPgE%2FNBAfExgPHxcjGQ3Naat6QjRfg05FZ0UiKCQdJVFFLlhFKhcbKtxWGS9DKTZiSyw1YYlUSm5IJBYRUBkXLl6NYkMUGYcdHCoyAAAAAAIAIgAAAfICigAbAB8AoAC4AABFWLgABi8buQAGAAg%2BWbgAAEVYuAAKLxu5AAoACD5ZuAAARVi4AA4vG7kADgAIPlm4AABFWLgAFi8buQAWAAQ%2BWbgAAEVYuAAaLxu5ABoABD5ZuwADAAEAAAAEK7gABhC5AAQAAfS4ABDQuAAR0LgAAxC4ABLQuAAAELgAFNC4AAAQuAAY0LgAAxC4ABzQuAARELgAHdC4AB7QMDE3IzUzNyM1MzczBzM3MwczFSMHMxUjByM3IwcjEzcjB2xKVQ5PWxVUFGgVVBRPWw1UXxdVFmcXVd4OaA27Xm5epaWlpV5uXru7uwEZbm4AAP%2F%2FAEwBuAESAz4CBwC3AAABuAAA%2F%2F8AGwG4AU4DSgIHALgAAAG4AAD%2F%2FwAbAawBUQNKAgcAuQAAAbgAAP%2F%2FACMBuAFwAz4CBwC6AAABuAAAAAIAGv%2F0AV8BkgATAB8AKAC4AAovuAAARVi4AAAvG7kAAAAEPlm5ABQAAfS4AAoQuQAaAAH0MDEXIi4CNTQ%2BAjMyHgIVFA4CJzI2NTQmIyIGFRQWvCM8KxgYKzwjIzwrGRkrPCMZIyMZGSMjDBw2TTExTDUcHDVMMTFNNhxSOEZGNjZGRjgAAAABAEwAAAESAYYACgAiALgACC%2B4AABFWLgACi8buQAKAAQ%2BWbgACBC5AAAAAfQwMRMjNT4DNzMRI6VZFB8aFwxWbQEZQgMICg0J%2FnoAAQAbAAABTgGSABcALAC4AAwvuAAARVi4ABYvG7kAFgAEPlm5ABQAAfS4AADQuAAMELkABgAB9DAxNz4BNTQmIyIGByc2MzIWFRQOAgczFSEtS2AeGxQiET08WUFPER0lFXb%2B3zo%2BXyUdIBkWOFBFPxgtLCwXWgAAAQAb%2F%2FQBUQGSACgAPgC4ABUvuAAARVi4ACUvG7kAJQAEPlm6AAgABwADK7gAJRC5AAIAAfS4ABUQuQAOAAH0ugAdAAcACBESOTAxNxYzMjY1NCM1MjY1NCYjIgYHJz4BMzIeAhUUBgceARUUDgIjIiYnXCMwFyFdJCsaFxMfDj0gQi4bMSYWHhseKRkpNx4zUhp2MBgXMz4XGRQWFhE2IyAPHCkZHysQDC8jGy0fEikmAAAAAgAjAAABcAGGAAUAEABMALgADi%2B4AABFWLgACS8buQAJAAQ%2BWbsAAAABAAoABCu4AA4QuQACAAH0uAAAELgABdC4AAoQuAAH0LgABRC4AAzQuAAAELgAD9AwMTc1NyMPARcjFSM1IzU3MxUz1gYEKCrqOmCzjYY6nSl1TVFGV1c2%2Ben%2F%2FwAdAP4BQAJXAgYAvQAA%2F%2F8AGAD%2BAVwCVwIGAL4AAAACAB0A%2FgFAAlcAGQAiADsAuAAAL7gAEC%2B7AAYAAQAeAAQruAAQELkACQAB9LgAABC4ABXQuAAAELkAGgAB9LoAFwAAABoREjkwMTciJjU0NjcuASMiBgcnPgEzMhYdASMnIw4BNzI2NzUOARUUgi82WGMCFxgULhglIUknQEdTCgQSLgYPFw0yJv46KjU5CRYWEA5EFBhJS70hEhdODgw3BRwSHgAAAAACABgA%2FgFcAlcAEwAfABsAuAAKL7gAAC%2B5ABQAAfS4AAoQuQAaAAH0MDE3Ii4CNTQ%2BAjMyHgIVFA4CJzI2NTQmIyIGFRQWuiA6LRsbLTogIDotGxstOiAdHBwdHRsb%2FhcsQCkpQC0XFy1AKSlALBdSMSkqMTEqKTEAAAAAAgAnAY4BSAKuABMAHwAXALsAFAABAAAABCu7AAoAAQAaAAQrMDETIi4CNTQ%2BAjMyHgIVFA4CJzI2NTQmIyIGFRQWtx41JxYWJzUeHjUnFxcnNR4eJSUeHSYmAY4VJzQgHzUnFRUnNR8gNCcVRikhICkpICEpAAAAAgAUAFMB%2FAI%2FAB4AKgAoALgAAEVYuAALLxu5AAsACj5ZuwAiAAEAGwAEK7gACxC5ACgAAfQwMT8BJjU0NjcnNxc2MzIXNxcHFhUUBgcXBycOASMiJwc3FBYzMjY1NCYjIgYUPSIREDxJRTA2NDJFST0iEhA9SUYXNBo3LkZVMiQkMjIkJDKdPi5BIDcWPkpGGRlGSj4tQCE3Fz5KRwwMGEf3LTU1LS01NQAAAAEAJ%2F%2BSAdQC6QAtAF0AuAAARVi4ACcvG7kAJwAOPlm4AABFWLgAEy8buQATAAQ%2BWbgAJxC5AAMAAfS6AAYAEwAnERI5uAATELgAENC4ABMQuQAaAAH0ugAdACcAExESObgAJxC4ACrQMDEBLgEjIgYVFB4EFRQGBxUjNS4BJzceATMyNjU0LgQ1NDY3NTMVHgEXAYMbMiAkJic7RDsnTk5hLGEjQCZFJConJztEOydRR2EwSB0B3hkZHiIYIR4gLkEwSGcRaGQFJyBjHR0iIxokISEuPi1KYQ5nZQcsHwAAAQAwAAAB8QKHACwAVwC4AABFWLgAFi8buQAWAA4%2BWbgAAEVYuAADLxu5AAMABD5ZuwAkAAEAJQAEK7gAAxC5AAEAAfS4AATQuAAlELgAC9C4ACQQuAAM0LgAFhC5AB0AAfQwMTchFSE1PgE1NCYnIzU3My4BNTQ%2BAjMyFhcHLgEjIgYVFBYXMxUjHgEVFAYH7gED%2Fj8tPQEBZEQGBwkgOU4vOFMiUBEmGCgvBgWUgQEBFRh8fFsUTzYHDQdWBRQoFC9MNR0qJ1AVFS4wEiQSWwcOByQ0GwAAAQAMAAACBAJ7AB0AhAC4AABFWLgAHS8buQAdAA4%2BWbgAAEVYuAAJLxu5AAkADj5ZuAAARVi4ABQvG7kAFAAEPlm6AAQAHQAUERI5ugAZAB0AFBESObgAGS%2B5AAwAAfS4ABkQuAAN0LgAGRC4ABjQuAAYL7gAENC4ABgQuQAVAAH0uAAR0LgAGRC5ABsAAfQwMRMXHgEXMz4BPwEzAzMVIxUzFSMVIzUjNTM1IzUzA6MzDBgOBA0YDTKUk3qampqTmZmZepMCe4UhQiAhQiCF%2FttGN0aTk0Y3RgElAAEAFf%2F0AgcChwAxAG0AuAAARVi4ABcvG7kAFwAOPlm4AABFWLgAAy8buQADAAQ%2BWbsAKQABACoABCu4ACoQuAAH0LgAKRC4AAjQuAApELgAI9y4ABDQuAAjELkAIgAB9LgAEdC4ABcQuQAeAAH0uAADELkALgAB9DAxJQ4BIyImJyM1NyY0NTwBNyM1Nz4DMzIWFwcuASMiBgczFSMVHAEXMxUjHgEzMjY3AgckXDZeiRc%2BNgEBNj4MMEVWMi1WIFITKRorOQzW3wG2rA45Kh0rFFAtL3NwRQQHDAcHDAdEBThXPB8oJk8TGD45ShUIDgdLNzocGgAAAgA8%2F9cB5wKPAAYAJAA3ALsAIQABAAoABCu7ABoAAQAgAAQruAAgELgAANC4ACEQuAAG0LgAChC4AA3QuAAaELgAF9AwMQEOARUUFh8BDgEHFSM1LgM1ND4CNzUzFR4BFwcmJxE%2BATcBEyQkJSPUHUQiUTFPOB8gOk4vUSc%2FFkMeGxUkDwGwEEAtLUEPRRkdBV9fBihBWDY1Vj8pCGFdBB0XWhgD%2FvAEEwwAAAH%2FVf%2F0AQoCmAADABgAuAAARVi4AAAvG7kAAAAEPlm4AAHcMDEHATMBqwFgVf6gDAKk%2FVwAAAD%2F%2F%2F9V%2F%2FQBCgKYAgYAxgAA%2F%2F8AGv%2F0A0ACmAAnALYAAAEGACcAxgF9AAAABwC2AeEAAAAA%2F%2F8AL%2F%2F0AyECmAAnALf%2F4wEGACcAxgFkAAAABwC6AbEAAAAA%2F%2F8AL%2F%2F0AyMCmAAnALf%2F4wEGACcAxgFVAAAABwC4AdUAAAAA%2F%2F8AGf%2F0AykCmAAnALn%2F%2FgEGACcAxgF6AAAABwC6AbkAAAAAAAEAIgBeAe4CNgALAB0AuwADAAEAAAAEK7gAAxC4AAbQuAAAELgACNAwMRMjNTM1MxUzFSMVI9KwsGywsGwBFmi4uGi4AAAAAAEAIgEWAe4BfgADAA0AuwABAAEAAgAEKzAxEyEVISIBzP40AX5oAAABADAAcAHgAiMACwALALoABQAJAAMrMDE%2FASc3FzcXBxcHJwcwjo5Jj49Jjo5Jj4%2B6j5BKkJBKkI9KkJAAAAAAAwAiAEkB7gJLAAsAFwAbADIAuAAARVi4AAYvG7kABgAMPlm7AA8AAQAVAAQruwAZAAEAGgAEK7gABhC5AAAAAfQwMQEiJjU0NjMyFhUUBgM0NjMyFhUUBiMiJgMhFSEBCCMuLiMjLi50LiMjLi4jIy6VAcz%2BNAGxKyIiKysiIiv%2B5SIrKyIiKysBCmgAAAD%2F%2FwAiAKMB7gHyAiYAzQB0AAYAzQCNAAAAAQAiAGgB7gIwAAkAFQC6AAEACAADK7oABQAIAAEREjkwMRMlFQ8BFR8BFSUiAcywh4ew%2FjQBf7F5Oi8ELzp5sQAAAAABACIAaAHuAjAACQAVALoACAABAAMrugAFAAEACBESOTAxAQU1PwE1LwE1BQHu%2FjSwh4ewAcwBGbF5Oi8ELzp5sQAAAAIAIgAAAe4CNgALAA8AOAC4AABFWLgADi8buQAOAAQ%2BWbsAAwABAAAABCu4AAMQuAAG0LgAABC4AAjQuAAOELkADAAB9DAxEyM1MzUzFTMVIxUjByEVIdKwsGywsGywAcz%2BNAEmaKioaIg2aAAAAAABADIBEgHeAp4ACQA4ALgAAEVYuAAALxu5AAAAED5ZuAAC3LgAABC5AAUAAfS6AAYAAAACERI5uAACELgACNC4AAnQMDETMxMjLwEjDwEjzXabeS4tBC0ueQKe%2FnSAh4eAAAAAAQAdAPAB8wGkABcAJwC7AAgAAQAPAAQruAAPELgAFNy5AAMAAfS4AAvQuAAPELgAF9AwMRM%2BATMyHgIzMjY3Fw4BIyIuAiMiBgcdJUsmHy4nIxUVIxBMJUsmHy4nIxUUJBABPTkuGBwYHhw7OS4YHBgeHAABACIAXgHuAX4ABQANALsAAQABAAQABCswMRMhESM1ISIBzGz%2BoAF%2B%2FuC4AAEAQf84Af0B8AAXAD8AuAAARVi4AAsvG7kACwAEPlm4AABFWLgAES8buQARAAQ%2BWbkABQAB9LoADgARAAUREjm6ABQAEQAFERI5MDETMxEUFjMyNjcRMxEjJyMOASMiJicXFSNBkx0gHCcWk3gLBBM5IRIfDQmTAfD%2B3zYoGh0BSP4QRSQlCA5agAD%2F%2FwCBAj4BaALUAAcA4AEWAAAAAP%2F%2FAMQCPgGrAtQABwDiARYAAAAA%2F%2F8AfAI%2BAbAC1AAHAOQBFgAAAAD%2F%2FwBwAj8BvALGAAcA5gEWAAAAAP%2F%2FAG0COwG%2FAsYABwDpARYAAAAA%2F%2F8AjAJQAaACrQAHAOgBFgAAAAD%2F%2FwClAiQBhwLwAAcA6wEWAAAAAP%2F%2FALD%2FIwFsAAQABwDtARcAAAAAAAH%2FawI%2BAFIC1AADABgAuAAARVi4AAMvG7kAAwAMPlm4AAHcMDEDMxcjlY5ZawLUlgAAAAAB%2F14CvgBLAzYAAwALALoAAQADAAMrMDEDMxcjopxRdQM2eAAB%2F64CPgCVAtQAAwAYALgAAEVYuAAALxu5AAAADD5ZuAAC3DAxEyM3MxlrWY4CPpYAAAAAAf%2B1Ar4AogM2AAMACwC6AAIAAAADKzAxEyM3Myp1UZwCvngAAf9mAj4AmgLUAAcANwC4AABFWLgABi8buQAGAAw%2BWbgAAEVYuAADLxu5AAMADD5ZuAAGELgAANy6AAUAAAAGERI5MDEDMxcjJyMHIzp0YGM1BDVjAtSWT08AAAAB%2F1gCvgCoAzYABwAXALoABgABAAMruAAGELgAB9y4AAPQMDEDNzMXIycjB6hgkGBxNQQ1Ar54eD09AAAB%2F1oCPwCmAsYAGABBALgAAEVYuAAALxu5AAAADD5ZuAAARVi4AA8vG7kADwAMPlm7ABQAAQADAAQruAAPELkACAAB9LgAAxC4AAzQMDEDPgEzMh4CMzI2NzMOASMiLgIjIgYHI6YIOCgUIhwZCw0QBksIOCgUIR0ZCw0QBksCP0VCDhAOFBhEQw4RDhQZAAAB%2F1YCvwCqA0cAFwAjALoAAAARAAMrugAFAAwAAyu4AAAQuAAI0LgADBC4ABTQMDETIi4CIyIGByM%2BATMyHgIzMjY3Mw4BPxQiHRkMDRQFSwg8JxQiHRkMDRQFSwg8Ar8OEQ4UGUVDDhEOFBlFQwAAAf92AlAAigKtAAMACwC4AAMvuAAB3DAxAyEVIYoBFP7sAq1dAAAAAAL%2FVwI7AKkCxgALABcAKAC4AABFWLgAAC8buQAAAAw%2BWbgABty4AAAQuAAM0LgABhC4ABLQMDEDIiY1NDYzMhYVFAYzIiY1NDYzMhYVFAZjHycnHx8nJ6cfJycfHycnAjsoHh0oKB0eKCgeHSgoHR4oAAAAAv9XArwAqQNIAAsAFwAbALoABgAAAAMruAAAELgADNC4AAYQuAAS0DAxAyImNTQ2MzIWFRQGMyImNTQ2MzIWFRQGYx8nJx8fJyenHycnHx8nJwK8KB4eKCgeHigoHh4oKB4eKAAAAAAC%2F48CJABxAvAACwAXABMAugAMAAAAAyu6AAYAEgADKzAxESImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWMz4%2BMzM%2BPjMRGBgRERgYAiQ3Ly83Ny8vNzcaFRUaGhUVGgAAAAAC%2F48CuQBxA30ACwAXABMAugAMAAAAAyu6AAYAEgADKzAxESImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWMz4%2BMzM%2BPjMRFxcRERgYArk1LS01NS0tNTcXFBQXFxQUFwAAAAAB%2F5n%2FIwBVAAQAEQATALoAAgARAAMrugALAAoAAyswMSczBx4BFRQOAgcnPgE1NCYnJ1YUGiAdMEAkCyQvGSIELwgjHxolGg0COwQUFA0VCAAAAAAB%2F5n%2FIwBVAAQAEQATALoAEQACAAMrugAKAAsAAyswMSczBx4BFRQOAgcnPgE1NCYnJ1YUGiAdMEAkCyQvGSIELwgjHxolGg0COwQUFA0VCAAAAP%2F%2FADUAAADfAtICBgAmAAAAAQAAAPEAZAAHAGkABQABAAAAAAAKAAACAAFzAAMAAQAAAGAAYABgAGAArgEWAWQBqAHmAhwCeAKyAtIDBgNOA3QD2gQqBHQEugUgBXIF3gYKBkYGggb4B1QHkgfICD4Isgj8CXQJ0gokCsYLFAtIC5IL2AwMDIwM4g0sDaAOFg5gDsoPFA9qD6YQGBByEMYQ%2BhEGERIRHhEqETYRQhGoEbQRwBHMEdgR5BHwEfwSCBIUEiASLBI4EkQSUBJcEuITPhNKE1YTYhNuE3oT2BQaFCYUMhQ%2BFEoUVhRiFRQVIBUsFTgVRBVQFVwVaBV0FYAVoBWsFbgVxBXQFdwV6BZOFt4XXBdoF3QXgBeMF5gXpBgeGHwY%2FBmCGjAahBq%2BGwwbehvKHCQcjhzEHUQdrB3OHfYeAh4OHjweYh6yHv4fFB8gH1Qfeh%2BGH5IfnB%2BqH8If2h%2FmH%2FIgBiAOICIgNiBAIGYgeiCcIL4g2iD2IVIhriHIIdoh9CIOIjYipiLYI1Qj0CRiJOIk7CT2JQAlCiVOJXQlsCYKJkwmVCZcJrAm7icqJ4An8ChcKMopRimcKbgpwCnSKeQp9ioIKiwqQCpgKqgqtCrWKvgrMCtiK5wrsiv4LAIsDCwWLCAsKiw0LD4sSCxiLHQsjiygLM4s7C00LWwtgC26Le4uHi5OLnguoi6iLqoAAQAAAAEMzGhqkv5fDzz1AAkD6AAAAADNl4CfAAAAAM2X4xD%2FGf6BBMcDzgAB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bRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L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YCJgAAAAEADgAIBEwEnAAfAAABJTYWFREUBgcGLgE2NzYXEQURFAYHBi4BNjc2FxE0NgFwAoUnMFNGT4gkV09IQv2oWEFPiCRXT0hCHQP5ow8eIvzBN1EXGSltchkYEAIJm%2F2iKmAVGilucRoYEQJ%2FJioAAAACAAn%2F%2BAS7BKcAHQApAAAAMh4CFQcXFAcBFgYPAQYiJwEGIycHIi4CND4BBCIOARQeATI%2BATQmAZDItoNOAQFOARMXARY7GikT%2Fu13jgUCZLaDTk6DAXKwlFZWlLCUVlYEp06DtmQCBY15%2Fu4aJRg6FBQBEk0BAU6Dtsi2g1tWlLCUVlaUsJQAAQBkAFgErwREABkAAAE%2BAh4CFRQOAwcuBDU0PgIeAQKJMHt4dVg2Q3mEqD4%2Bp4V4Qzhadnh5A7VESAUtU3ZAOXmAf7JVVbJ%2FgHk5QHZTLQVIAAAAAf%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAgAAAAAAAAABAAAFFP%2BFAAAFFP9R%2FtQF3AABAAAAAAAAAAAAAAAAAAAAowG4ACgAAAAAAZAAAASwAAAEsABkBLAAAASwAAAEsABwAooAAAUUAAACigAABRQAAAGxAAABRQAAANgAAADYAAAAogAAAQQAAABIAAABBAAAAUUAAASwAGQEsAB7BLAAyASwAMgB9AAABLD%2F8gSwAAAEsAAABLD%2F8ASwAAAEsAAOBLAACQSwAGQEsP%2FTBLD%2F0wSwAAAEsAAABLAAAASwAAAEsAAABLAAJgSwAG4EsAAXBLAAFwSwABcEsABkBLAAGgSwAGQEsAAMBLAAZASwABcEsP%2BcBLAAZASwABcEsAAXBLAAAASwABcEsAAXBLAAFwSwAGQEsAAABLAAZASwAAAEsAAABLAAAASwAAAEsAAABLAAAASwAAAEsAAABLAAZASwAMgEsAAABLAAAASwADUEsABkBLAAyASw%2F7UEsAAhBLAAAASwAAAEsAAABLAAAASwAAAEsP%2BcBLAAAASwAAAEsAAABLAA2wSwABcEsAB1BLAAAASwAAAEsAAABLAACgSwAMgEsAAABLAAnQSwAMgEsADIBLAAyASwAAAEsP%2F%2BBLABLASwAGQEsACIBLABOwSwABcEsAAXBLAAFwSwABcEsAAXBLAAFwSwAAAEsAAXBLAAFwSwABcEsAAXBLAAAASwALcEsAC3BLAAAASwAAAEsABJBLAAFwSwAAAEsAAABLAAXQSw%2F9wEsP%2FcBLD%2FnwSwAGQEsAAABLAAAASwAAAEsABkBLD%2F%2FwSwAAAEsP9RBLAABgSwAAAEsAAABLABRQSwAAEEsAAABLD%2FnASwAEoEsAAUBLAAAASwAAAEsAAABLD%2FnASwAGEEsP%2F9BLAAFgSwABYEsAAWBLAAFgSwABgEsAAABMQAAASwAGQAAAAAAAD%2F2ABkADkAyAAAAScAZAAZABkAGQAZABkAGQAZAAAAAAAAAAAAAADZAAAAAAAOAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAMAZABkAAAAEAAAAAAAZP%2Bc%2F5z%2FnP%2Bc%2F5z%2FnP%2Bc%2F5wACQAJ%2F%2FL%2F8gBkAHkAJwBkAGQAAAAAAGT%2FogAAAAAAAAAAAAAAAADIAGQAAAABAI8AAP%2Bc%2F5wAZAAEAMgAyAAAAGQBkABkAAAAZAEs%2F7UAAAAAAAAAAAAAAAAAAABkAAABLAFBADIAMgAIAAAAAADIAT4AZgBmANkAyADIAAAAKgAqACoAKgCyAOgA6AFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BTgFOAU4BpAIGAiICfgKGAqwC5ANGA24DjAPEBAgEMgRiBKIE3AVcBboGcgb0ByAHYgfKCB4IYgi%2BCTYJhAm2Cd4KKApMCpQK4gswC4oLygwIDFgNKg1eDbAODg5oDrQPKA%2BmD%2BYQEhBUEJAQqhEqEXYRthIKEjgSfBLAExoTdBPQFCoU1BU8FagVzBYEFjYWYBawFv4XUhemGAIYLhhqGJYYsBjgGP4ZKBloGZQZxBnaGe4aNhpoGrga9hteG7QcMhyUHOIdHB1EHWwdlB28HeYeLh52HsAfYh%2FSIEYgviEyIXYhuCJAIpYiuCMOIyIjOCN6I8Ij4CQCJDAkXiSWJOIlNCVgJbwmFCZ%2BJuYnUCe8J%2FgoNChwKKwpoCnMKiYqSiqEKworeiwILGgsuizsLRwtiC30LiguZi6iLtgvDi9GL34vsi%2F4MD4whDDSMRIxYDGuMegyJDJeMpoy3jMiMz4zaDO2NBg0YDSoNNI1LDWeNeg2PjZ8Ntw3GjdON5I31DgQOEI4hjjIOQo5SjmIOcw6HDpsOpo63jugO9w8GDxQPKI8%2BD0yPew%2BOj6MPtQ%2FKD9uP6o%2F%2BkBIQIBAxkECQX5CGEKoQu5DGENCQ3ZDoEPKRBBEYESuRPZFWkW2RgZGdEa0RvZHNkd2R7ZH9kgWSDJITkhqSIZIzEkSSThJXkmESapKAkouSlIAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAAAAABAAxgABAAAAAAATABIAAAADAAEECQAAAGoAEgADAAEECQABACgAfAADAAEECQACAA4ApAADAAEECQADAEwAsgADAAEECQAEADgA%2FgADAAEECQAFAHgBNgADAAEECQAGADYBrgADAAEECQAIABYB5AADAAEECQAJABYB%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%2FtQAyAAAAAAAAAAAAAAAAAAAAAAAAAAABFwAAAQIBAwADAA0ADgEEAJYBBQEGAQcBCAEJAQoBCwEMAQ0BDgEPARABEQESARMA7wEUARUBFgEXARgBGQEaARsBHAEdAR4BHwEgASEBIgEjASQBJQEmAScBKAEpASoBKwEsAS0BLgEvATABMQEyATMBNAE1ATYBNwE4ATkBOgE7ATwBPQE%2BAT8BQAFBAUIBQwFEAUUBRgFHAUgBSQFKAUsBTAFNAU4BTwFQAVEBUgFTAVQBVQFWAVcBWAFZAVoBWwFcAV0BXgFfAWABYQFiAWMBZAFlAWYBZwFoAWkBagFrAWwBbQFuAW8BcAFxAXIBcwF0AXUBdgF3AXgBeQF6AXsBfAF9AX4BfwGAAYEBggGDAYQBhQGGAYcBiAGJAYoBiwGMAY0BjgGPAZABkQGSAZMBlAGVAZYBlwGYAZkBmgGbAZwBnQGeAZ8BoAGhAaIBowGkAaUBpgGnAagBqQGqAasBrAGtAa4BrwGwAbEBsgGzAbQBtQG2AbcBuAG5AboBuwG8Ab0BvgG%2FAcABwQHCAcMBxAHFAcYBxwHIAckBygHLAcwBzQHOAc8B0AHRAdIB0wHUAdUB1gHXAdgB2QHaAdsB3AHdAd4B3wHgAeEB4gHjAeQB5QHmAecB6AHpAeoB6wHsAe0B7gHvAfAB8QHyAfMB9AH1AfYB9wH4AfkB%2BgH7AfwB%2FQH%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%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMGJkOyIgZD0iTTQyOCAxMjAwaDM1MHE2NyAwIDEyMCAtMTN0ODYgLTMxdDU3IC00OS41dDM1IC01Ni41dDE3IC02NC41dDYuNSAtNjAuNXQwLjUgLTU3di0xNi41di0xNi41cTAgLTM2IC0wLjUgLTU3dC02LjUgLTYxdC0xNyAtNjV0LTM1IC01N3QtNTcgLTUwLjV0LTg2IC0zMS41dC0xMjAgLTEzaC0xNzhsLTIgLTEwMGgyODhxMTAgMCAxMyAtNnQtMyAtMTRsLTEyMCAtMTYwcS02IC04IC0xOCAtMTR0LTIyIC02aC0xMzh2LTE3NXEwIC0xMSAtNS41IC0xOCB0LTE1LjUgLTdoLTE0OXEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE3NWgtMjY3cS0xMCAwIC0xMyA2dDMgMTRsMTIwIDE2MHE2IDggMTggMTR0MjIgNmgxMTd2MTAwaC0yNjdxLTEwIDAgLTEzIDZ0MyAxNGwxMjAgMTYwcTYgOCAxOCAxNHQyMiA2aDExN3Y0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNjAwIDEwMDB2LTMwMGgyMDNxNjQgMCA4Ni41IDMzdDIyLjUgMTE5cTAgODQgLTIyLjUgMTE2dC04Ni41IDMyaC0yMDN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjIxMjsiIGQ9Ik0yNTAgNzAwaDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC04MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjMxYjsiIGQ9Ik0xMDAwIDEyMDB2LTE1MHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTEwMHEwIC05MSAtNDkuNSAtMTY1LjV0LTEzMC41IC0xMDkuNXE4MSAtMzUgMTMwLjUgLTEwOS41dDQ5LjUgLTE2NS41di0xNTBoNTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTE1MGgtODAwdjE1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNTB2MTUwcTAgOTEgNDkuNSAxNjUuNXQxMzAuNSAxMDkuNXEtODEgMzUgLTEzMC41IDEwOS41IHQtNDkuNSAxNjUuNXYxMDBoLTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxNTBoODAwek00MDAgMTAwMHYtMTAwcTAgLTYwIDMyLjUgLTEwOS41dDg3LjUgLTczLjVxMjggLTEyIDQ0IC0zN3QxNiAtNTV0LTE2IC01NXQtNDQgLTM3cS01NSAtMjQgLTg3LjUgLTczLjV0LTMyLjUgLTEwOS41di0xNTBoNDAwdjE1MHEwIDYwIC0zMi41IDEwOS41dC04Ny41IDczLjVxLTI4IDEyIC00NCAzN3QtMTYgNTV0MTYgNTV0NDQgMzcgcTU1IDI0IDg3LjUgNzMuNXQzMi41IDEwOS41djEwMGgtNDAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDI1ZmM7IiBob3Jpei1hZHYteD0iNTAwIiBkPSJNMCAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDI2MDE7IiBkPSJNNTAzIDEwODlxMTEwIDAgMjAwLjUgLTU5LjV0MTM0LjUgLTE1Ni41cTQ0IDE0IDkwIDE0cTEyMCAwIDIwNSAtODYuNXQ4NSAtMjA2LjVxMCAtMTIxIC04NSAtMjA3LjV0LTIwNSAtODYuNWgtNzUwcS03OSAwIC0xMzUuNSA1N3QtNTYuNSAxMzdxMCA2OSA0Mi41IDEyMi41dDEwOC41IDY3LjVxLTIgMTIgLTIgMzdxMCAxNTMgMTA4IDI2MC41dDI2MCAxMDcuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDgxOyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek02NTAgOTAwaC0xMDBxLTIxIDAgLTM1LjUgLTE0LjV0LTE0LjUgLTM1LjV2LTE1MGgtMTUwIHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwcTAgLTIxIDE0LjUgLTM1LjV0MzUuNSAtMTQuNWgxNTB2LTE1MHEwIC0yMSAxNC41IC0zNS41dDM1LjUgLTE0LjVoMTAwcTIxIDAgMzUuNSAxNC41dDE0LjUgMzUuNXYxNTBoMTUwcTIxIDAgMzUuNSAxNC41dDE0LjUgMzUuNXYxMDBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTE1MHYxNTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA4MjsiIGQ9Ik02MDAgMTE3N3ExMTcgMCAyMjQgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNHQtNDUuNSAtMjI0dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjQgLTQ1LjV0LTIyNCA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjR0NDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXpNODUwIDcwMGgtNTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDBxMCAtMjEgMTQuNSAtMzUuNSB0MzUuNSAtMTQuNWg1MDBxMjEgMCAzNS41IDE0LjV0MTQuNSAzNS41djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTAyOyIgZD0iTTI2MCAxMjAwcTkgMCAxOSAtMnQxNSAtNGw1IC0ycTIyIC0xMCA0NCAtMjNsMTk2IC0xMThxMjEgLTEzIDM2IC0yNHEyOSAtMjEgMzcgLTEycTExIDEzIDQ5IDM1bDE5NiAxMThxMjIgMTMgNDUgMjNxMTcgNyAzOCA3cTIzIDAgNDcgLTE2LjV0MzcgLTMzLjVsMTMgLTE2cTE0IC0yMSAxOCAtNDVsMjUgLTEyM2w4IC00NHExIC05IDguNSAtMTQuNXQxNy41IC01LjVoNjFxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MCBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC01MHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTE3NWgtNDAwdjMwMGgtMjAwdi0zMDBoLTQwMHYxNzVxMCAxMCAtNy41IDE3LjV0LTE3LjUgNy41aC01MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoNjFxMTEgMCAxOCAzdDcgOHEwIDQgOSA1MmwyNSAxMjhxNSAyNSAxOSA0NXEyIDMgNSA3dDEzLjUgMTV0MjEuNSAxOS41dDI2LjUgMTUuNSB0MjkuNSA3ek05MTUgMTA3OWwtMTY2IC0xNjJxLTcgLTcgLTUgLTEydDEyIC01aDIxOXExMCAwIDE1IDd0MiAxN2wtNTEgMTQ5cS0zIDEwIC0xMSAxMnQtMTUgLTZ6TTQ2MyA5MTdsLTE3NyAxNTdxLTggNyAtMTYgNXQtMTEgLTEybC01MSAtMTQzcS0zIC0xMCAyIC0xN3QxNSAtN2gyMzFxMTEgMCAxMi41IDV0LTUuNSAxMnpNNTAwIDBoLTM3NXEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djM3NWg0MDB2LTQwMHpNMTEwMCA0MDB2LTM3NSBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0zNzV2NDAwaDQwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTE4OyIgZD0iTTIwMCA4MDBsLTIwMCAtNDAwdjYwMGgyMDBxMCA0MSAyOS41IDcwLjV0NzAuNSAyOS41aDMwMHE0MiAwIDcxIC0yOS41dDI5IC03MC41aDUwMHYtMjAwaC0xMDAwek0xNTAwIDcwMGwtMzAwIC03MDBoLTEyMDBsMzAwIDcwMGgxMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTk7IiBkPSJNNjM1IDExODRsMjMwIC0yNDlxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNWgtMTUwdi02MDFoMTUwcTIxIDAgMjUgLTEwLjV0LTEwIC0yNC41bC0yMzAgLTI0OXEtMTQgLTE1IC0zNSAtMTV0LTM1IDE1bC0yMzAgMjQ5cS0xNCAxNCAtMTAgMjQuNXQyNSAxMC41aDE1MHY2MDFoLTE1MHEtMjEgMCAtMjUgMTAuNXQxMCAyNC41bDIzMCAyNDlxMTQgMTUgMzUgMTV0MzUgLTE1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjA7IiBkPSJNOTM2IDg2NGwyNDkgLTIyOXExNCAtMTUgMTQgLTM1LjV0LTE0IC0zNS41bC0yNDkgLTIyOXEtMTUgLTE1IC0yNS41IC0xMC41dC0xMC41IDI0LjV2MTUxaC02MDB2LTE1MXEwIC0yMCAtMTAuNSAtMjQuNXQtMjUuNSAxMC41bC0yNDkgMjI5cS0xNCAxNSAtMTQgMzUuNXQxNCAzNS41bDI0OSAyMjlxMTUgMTUgMjUuNSAxMC41dDEwLjUgLTI1LjV2LTE0OWg2MDB2MTQ5cTAgMjEgMTAuNSAyNS41dDI1LjUgLTEwLjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyMTsiIGQ9Ik0xMTY5IDQwMGwtMTcyIDczMnEtNSAyMyAtMjMgNDUuNXQtMzggMjIuNWgtNjcycS0yMCAwIC0zOCAtMjB0LTIzIC00MWwtMTcyIC03MzloMTEzOHpNMTEwMCAzMDBoLTEwMDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTEwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoMTAwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2MTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41ek04MDAgMTAwdjEwMGgxMDB2LTEwMGgtMTAwIHpNMTAwMCAxMDB2MTAwaDEwMHYtMTAwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyMjsiIGQ9Ik0xMTUwIDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTg1MHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNXQtMzUuNSAxNC41dC0xNC41IDM1LjV2ODUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMTAwMCAyMDBsLTY3NSAyMDBoLTM4bDQ3IC0yNzZxMyAtMTYgLTUuNSAtMjB0LTI5LjUgLTRoLTdoLTg0cS0yMCAwIC0zNC41IDE0dC0xOC41IDM1cS01NSAzMzcgLTU1IDM1MXYyNTB2NnEwIDE2IDEgMjMuNXQ2LjUgMTQgdDE3LjUgNi41aDIwMGw2NzUgMjUwdi04NTB6TTAgNzUwdi0yNTBxLTQgMCAtMTEgMC41dC0yNCA2dC0zMCAxNXQtMjQgMzB0LTExIDQ4LjV2NTBxMCAyNiAxMC41IDQ2dDI1IDMwdDI5IDE2dDI1LjUgN3oiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTIzOyIgZD0iTTU1MyAxMjAwaDk0cTIwIDAgMjkgLTEwLjV0MyAtMjkuNWwtMTggLTM3cTgzIC0xOSAxNDQgLTgyLjV0NzYgLTE0MC41bDYzIC0zMjdsMTE4IC0xNzNoMTdxMTkgMCAzMyAtMTQuNXQxNCAtMzV0LTEzIC00MC41dC0zMSAtMjdxLTggLTQgLTIzIC05LjV0LTY1IC0xOS41dC0xMDMgLTI1dC0xMzIuNSAtMjB0LTE1OC41IC05cS01NyAwIC0xMTUgNXQtMTA0IDEydC04OC41IDE1LjV0LTczLjUgMTcuNXQtNTQuNSAxNnQtMzUuNSAxMmwtMTEgNCBxLTE4IDggLTMxIDI4dC0xMyA0MC41dDE0IDM1dDMzIDE0LjVoMTdsMTE4IDE3M2w2MyAzMjdxMTUgNzcgNzYgMTQwdDE0NCA4M2wtMTggMzJxLTYgMTkgMy41IDMydDI4LjUgMTN6TTQ5OCAxMTBxNTAgLTYgMTAyIC02cTUzIDAgMTAyIDZxLTEyIC00OSAtMzkuNSAtNzkuNXQtNjIuNSAtMzAuNXQtNjMgMzAuNXQtMzkgNzkuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTM2OyIgZD0iTTc1NiAxMTU3cTE2NCA5MiAzMDYgLTlsLTI1OSAtMTM4bDE0NSAtMjMybDI1MSAxMjZxNiAtODkgLTM0IC0xNTYuNXQtMTE3IC0xMTAuNXEtNjAgLTM0IC0xMjcgLTM5LjV0LTEyNiAxNi41bC01OTYgLTU5NnEtMTUgLTE2IC0zNi41IC0xNnQtMzYuNSAxNmwtMTExIDExMHEtMTUgMTUgLTE1IDM2LjV0MTUgMzcuNWw2MDAgNTk5cS0zNCAxMDEgNS41IDIwMS41dDEzNS41IDE1NC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMzc7IiBob3Jpei1hZHYteD0iMTIyMCIgZD0iTTEwMCAxMTk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNMTEwMCAxMDk2aC0yMDB2LTEwMGgyMDB2MTAwek0xMDAgNzk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMCBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djEwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjV6TTExMDAgNjk2aC01MDB2LTEwMGg1MDB2MTAwek0xMDAgMzk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNMTEwMCAyOTZoLTMwMHYtMTAwaDMwMHYxMDB6ICIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMzg7IiBkPSJNMTUwIDEyMDBoOTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41dC0xNC41IC0zNS41dC0zNS41IC0xNC41aC05MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTcwMCA1MDB2LTMwMGwtMjAwIC0yMDB2NTAwbC0zNTAgNTAwaDkwMHoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTk5OyIgZD0iTTcwMCAxMDB2MTAwaDQwMGwtMjcwIDMwMGgxNzBsLTI3MCAzMDBoMTcwbC0zMDAgMzMzbC0zMDAgLTMzM2gxNzBsLTI3MCAtMzAwaDE3MGwtMjcwIC0zMDBoNDAwdi0xMDBoLTUwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di01MGg0MDB2NTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDA7IiBkPSJNNjAwIDExNzlxOTQgMCAxNjcuNSAtNTYuNXQ5OS41IC0xNDUuNXE4OSAtNiAxNTAuNSAtNzEuNXQ2MS41IC0xNTUuNXEwIC02MSAtMjkuNSAtMTEyLjV0LTc5LjUgLTgyLjVxOSAtMjkgOSAtNTVxMCAtNzQgLTUyLjUgLTEyNi41dC0xMjYuNSAtNTIuNXEtNTUgMCAtMTAwIDMwdi0yNTFxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTUwaC0zMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41djI1MXEtNDUgLTMwIC0xMDAgLTMwIHEtNzQgMCAtMTI2LjUgNTIuNXQtNTIuNSAxMjYuNXEwIDE4IDQgMzhxLTQ3IDIxIC03NS41IDY1dC0yOC41IDk3cTAgNzQgNTIuNSAxMjYuNXQxMjYuNSA1Mi41cTUgMCAyMyAtMnEwIDIgLTEgMTB0LTEgMTNxMCAxMTYgODEuNSAxOTcuNXQxOTcuNSA4MS41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDE7IiBkPSJNMTAxMCAxMDEwcTExMSAtMTExIDE1MC41IC0yNjAuNXQwIC0yOTl0LTE1MC41IC0yNjAuNXEtODMgLTgzIC0xOTEuNSAtMTI2LjV0LTIxOC41IC00My41dC0yMTguNSA0My41dC0xOTEuNSAxMjYuNXEtMTExIDExMSAtMTUwLjUgMjYwLjV0MCAyOTl0MTUwLjUgMjYwLjVxODMgODMgMTkxLjUgMTI2LjV0MjE4LjUgNDMuNXQyMTguNSAtNDMuNXQxOTEuNSAtMTI2LjV6TTQ3NiAxMDY1cS00IDAgLTggLTFxLTEyMSAtMzQgLTIwOS41IC0xMjIuNSB0LTEyMi41IC0yMDkuNXEtNCAtMTIgMi41IC0yM3QxOC41IC0xNGwzNiAtOXEzIC0xIDcgLTFxMjMgMCAyOSAyMnEyNyA5NiA5OCAxNjZxNzAgNzEgMTY2IDk4cTExIDMgMTcuNSAxMy41dDMuNSAyMi41bC05IDM1cS0zIDEzIC0xNCAxOXEtNyA0IC0xNSA0ek01MTIgOTIwcS00IDAgLTkgLTJxLTgwIC0yNCAtMTM4LjUgLTgyLjV0LTgyLjUgLTEzOC41cS00IC0xMyAyIC0yNHQxOSAtMTRsMzQgLTlxNCAtMSA4IC0xcTIyIDAgMjggMjEgcTE4IDU4IDU4LjUgOTguNXQ5Ny41IDU4LjVxMTIgMyAxOCAxMy41dDMgMjEuNWwtOSAzNXEtMyAxMiAtMTQgMTlxLTcgNCAtMTUgNHpNNzE5LjUgNzE5LjVxLTQ5LjUgNDkuNSAtMTE5LjUgNDkuNXQtMTE5LjUgLTQ5LjV0LTQ5LjUgLTExOS41dDQ5LjUgLTExOS41dDExOS41IC00OS41dDExOS41IDQ5LjV0NDkuNSAxMTkuNXQtNDkuNSAxMTkuNXpNODU1IDU1MXEtMjIgMCAtMjggLTIxcS0xOCAtNTggLTU4LjUgLTk4LjV0LTk4LjUgLTU3LjUgcS0xMSAtNCAtMTcgLTE0LjV0LTMgLTIxLjVsOSAtMzVxMyAtMTIgMTQgLTE5cTcgLTQgMTUgLTRxNCAwIDkgMnE4MCAyNCAxMzguNSA4Mi41dDgyLjUgMTM4LjVxNCAxMyAtMi41IDI0dC0xOC41IDE0bC0zNCA5cS00IDEgLTggMXpNMTAwMCA1MTVxLTIzIDAgLTI5IC0yMnEtMjcgLTk2IC05OCAtMTY2cS03MCAtNzEgLTE2NiAtOThxLTExIC0zIC0xNy41IC0xMy41dC0zLjUgLTIyLjVsOSAtMzVxMyAtMTMgMTQgLTE5cTcgLTQgMTUgLTQgcTQgMCA4IDFxMTIxIDM0IDIwOS41IDEyMi41dDEyMi41IDIwOS41cTQgMTIgLTIuNSAyM3QtMTguNSAxNGwtMzYgOXEtMyAxIC03IDF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwMjsiIGQ9Ik03MDAgODAwaDMwMHYtMzgwaC0xODB2MjAwaC0zNDB2LTIwMGgtMzgwdjc1NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41aDU3NXYtNDAwek0xMDAwIDkwMGgtMjAwdjIwMHpNNzAwIDMwMGgxNjJsLTIxMiAtMjEybC0yMTIgMjEyaDE2MnYyMDBoMTAwdi0yMDB6TTUyMCAwaC0zOTVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzOTV6TTEwMDAgMjIwdi0xOTVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xOTV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwMzsiIGQ9Ik03MDAgODAwaDMwMHYtNTIwbC0zNTAgMzUwbC01NTAgLTU1MHYxMDk1cTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoNTc1di00MDB6TTEwMDAgOTAwaC0yMDB2MjAwek04NjIgMjAwaC0xNjJ2LTIwMGgtMTAwdjIwMGgtMTYybDIxMiAyMTJ6TTQ4MCAwaC0zNTVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1NWgzODB2LTgwek0xMDAwIDgwdi01NXEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1NXY4MGgxODB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwNDsiIGQ9Ik0xMTYyIDgwMGgtMTYydi0yMDBoMTAwbDEwMCAtMTAwaC0zMDB2MzAwaC0xNjJsMjEyIDIxMnpNMjAwIDgwMGgyMDBxMjcgMCA0MCAtMnQyOS41IC0xMC41dDIzLjUgLTMwdDcgLTU3LjVoMzAwdi0xMDBoLTYwMGwtMjAwIC0zNTB2NDUwaDEwMHEwIDM2IDcgNTcuNXQyMy41IDMwdDI5LjUgMTAuNXQ0MCAyek04MDAgNDAwaDI0MGwtMjQwIC00MDBoLTgwMGwzMDAgNTAwaDUwMHYtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDU7IiBkPSJNNjUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNTB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0xMDAwIDg1MHYxNTBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTgwMCBxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTYwMHEtMSAwIC0yMCA0bDI0NiAyNDZsLTMyNiAzMjZ2MzI0cTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXYtMTUwcTAgLTYyIDQ0IC0xMDZ0MTA2IC00NGgzMDBxNjIgMCAxMDYgNDR0NDQgMTA2ek00MTIgMjUwbC0yMTIgLTIxMnYxNjJoLTIwMHYxMDBoMjAwdjE2MnoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjM1OyIgZD0iTTU1MCAxMTAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek01NTAgNzAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek01NTAgMzAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzY7IiBkPSJNMTI1IDExMDBoOTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtOTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEyNSA3MDBoOTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtOTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjUgdDE3LjUgNy41ek0xMjUgMzAwaDk1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTk1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzc7IiBkPSJNMzUwIDEyMDBoNTAwcTE2MiAwIDI1NiAtOTMuNXQ5NCAtMjU2LjV2LTUwMHEwIC0xNjUgLTkzLjUgLTI1Ny41dC0yNTYuNSAtOTIuNWgtNTAwcS0xNjUgMCAtMjU3LjUgOTIuNXQtOTIuNSAyNTcuNXY1MDBxMCAxNjUgOTIuNSAyNTcuNXQyNTcuNSA5Mi41ek05MDAgMTAwMGgtNjAwcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41di02MDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDYwMHE0MSAwIDcwLjUgMjkuNSB0MjkuNSA3MC41djYwMHEwIDQxIC0yOS41IDcwLjV0LTcwLjUgMjkuNXpNMzUwIDkwMGg1MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTMwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYzMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek00MDAgODAwdi0yMDBoNDAwdjIwMGgtNDAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzg7IiBkPSJNMTUwIDExMDBoMTAwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTIwMGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTIwMGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTIwMGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNSB0LTM1LjUgLTE0LjVoLTEwMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjVoNTB2MjAwaC01MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV0MTQuNSAzNS41dDM1LjUgMTQuNWg1MHYyMDBoLTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXQxNC41IDM1LjV0MzUuNSAxNC41aDUwdjIwMGgtNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzOTsiIGQ9Ik02NTAgMTE4N3E4NyAtNjcgMTE4LjUgLTE1NnQwIC0xNzh0LTExOC41IC0xNTVxLTg3IDY2IC0xMTguNSAxNTV0MCAxNzh0MTE4LjUgMTU2ek0zMDAgODAwcTEyNCAwIDIxMiAtODh0ODggLTIxMnEtMTI0IDAgLTIxMiA4OHQtODggMjEyek0xMDAwIDgwMHEwIC0xMjQgLTg4IC0yMTJ0LTIxMiAtODhxMCAxMjQgODggMjEydDIxMiA4OHpNMzAwIDUwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnogTTEwMDAgNTAwcTAgLTEyNCAtODggLTIxMnQtMjEyIC04OHEwIDEyNCA4OCAyMTJ0MjEyIDg4ek03MDAgMTk5di0xNDRxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjV0LTM1LjUgMTQuNXQtMTQuNSAzNS41djE0MnE0MCAtNCA0MyAtNHExNyAwIDU3IDZ6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI0MDsiIGQ9Ik03NDUgODc4bDY5IDE5cTI1IDYgNDUgLTEybDI5OCAtMjk1cTExIC0xMSAxNSAtMjYuNXQtMiAtMzAuNXEtNSAtMTQgLTE4IC0yMy41dC0yOCAtOS41aC04cTEgMCAxIC0xM3EwIC0yOSAtMiAtNTZ0LTguNSAtNjJ0LTIwIC02M3QtMzMgLTUzdC01MSAtMzl0LTcyLjUgLTE0aC0xNDZxLTE4NCAwIC0xODQgMjg4cTAgMjQgMTAgNDdxLTIwIDQgLTYyIDR0LTYzIC00cTExIC0yNCAxMSAtNDdxMCAtMjg4IC0xODQgLTI4OGgtMTQyIHEtNDggMCAtODQuNSAyMXQtNTYgNTF0LTMyIDcxLjV0LTE2IDc1dC0zLjUgNjguNXEwIDEzIDIgMTNoLTdxLTE1IDAgLTI3LjUgOS41dC0xOC41IDIzLjVxLTYgMTUgLTIgMzAuNXQxNSAyNS41bDI5OCAyOTZxMjAgMTggNDYgMTFsNzYgLTE5cTIwIC01IDMwLjUgLTIyLjV0NS41IC0zNy41dC0yMi41IC0zMXQtMzcuNSAtNWwtNTEgMTJsLTE4MiAtMTkzaDg5MWwtMTgyIDE5M2wtNDQgLTEycS0yMCAtNSAtMzcuNSA2dC0yMi41IDMxdDYgMzcuNSB0MzEgMjIuNXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQ2OyIgZD0iTTUwIDEwMDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0zNTBoMTAwdjE1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xNTBoMTAwdi0xMDBoLTEwMHYtMTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djE1MGgtMTAwdi0zNTBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djgwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTcwMCA3MDB2LTMwMGgzMDB2MzAwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI0NzsiIGQ9Ik0xMDAgMGgtMTAwdjEyMDBoMTAwdi0xMjAwek0yNTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0zMDAgMTAwMHYtMzAwaDMwMHYzMDBoLTMwMHpNMjUwIDUwMGg5MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTkwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCA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<link href="data:text/css,%2Epagedtable%20%7B%0Aoverflow%3A%20auto%3B%0Apadding%2Dleft%3A%208px%3B%0Apadding%2Dright%3A%208px%3B%0A%7D%0A%2Epagedtable%2Dwrapper%20%7B%0Aborder%3A%201px%20solid%20%23ccc%3B%0Aborder%2Dradius%3A%204px%3B%0Amargin%2Dbottom%3A%2010px%3B%0A%7D%0A%2Epagedtable%20table%20%7B%0Awidth%3A%20100%25%3B%0Amax%2Dwidth%3A%20100%25%3B%0Amargin%3A%200%3B%0A%7D%0A%2Epagedtable%20th%20%7B%0Apadding%3A%200%205px%200%205px%3B%0Aborder%3A%20none%3B%0Aborder%2Dbottom%3A%202px%20solid%20%23dddddd%3B%0Amin%2Dwidth%3A%2045px%3B%0A%7D%0A%2Epagedtable%2Dempty%20th%20%7B%0Adisplay%3A%20none%3B%0A%7D%0A%2Epagedtable%20td%20%7B%0Apadding%3A%200%204px%200%204px%3B%0A%7D%0A%2Epagedtable%20%2Eeven%20%7B%0Abackground%2Dcolor%3A%20rgba%28140%2C%20140%2C%20140%2C%200%2E1%29%3B%0A%7D%0A%2Epagedtable%2Dpadding%2Dcol%20%7B%0Adisplay%3A%20none%3B%0A%7D%0A%2Epagedtable%20a%20%7B%0A%2Dwebkit%2Dtouch%2Dcallout%3A%20none%3B%0A%2Dwebkit%2Duser%2Dselect%3A%20none%3B%0A%2Dkhtml%2Duser%2Dselect%3A%20none%3B%0A%2Dmoz%2Duser%2Dselect%3A%20none%3B%0A%2Dms%2Duser%2Dselect%3A%20none%3B%0Auser%2Dselect%3A%20none%3B%0A%7D%0A%2Epagedtable%2Dindex%2Dnav%20%7B%0Acursor%3A%20pointer%3B%0Apadding%3A%200%205px%200%205px%3B%0Afloat%3A%20right%3B%0Aborder%3A%200%3B%0A%7D%0A%2Epagedtable%2Dindex%2Dnav%2Ddisabled%20%7B%0Acursor%3A%20default%3B%0Atext%2Ddecoration%3A%20none%3B%0Acolor%3A%20%23999%3B%0A%7D%0Aa%2Epagedtable%2Dindex%2Dnav%2Ddisabled%3Ahover%20%7B%0Atext%2Ddecoration%3A%20none%3B%0Acolor%3A%20%23999%3B%0A%7D%0A%2Epagedtable%2Dindexes%20%7B%0Acursor%3A%20pointer%3B%0Afloat%3A%20right%3B%0Aborder%3A%200%3B%0A%7D%0A%2Epagedtable%2Dindex%2Dcurrent%20%7B%0Acursor%3A%20default%3B%0Atext%2Ddecoration%3A%20none%3B%0Afont%2Dweight%3A%20bold%3B%0Acolor%3A%20%23333%3B%0Aborder%3A%200%3B%0A%7D%0Aa%2Epagedtable%2Dindex%2Dcurrent%3Ahover%20%7B%0Atext%2Ddecoration%3A%20none%3B%0Afont%2Dweight%3A%20bold%3B%0Acolor%3A%20%23333%3B%0A%7D%0A%2Epagedtable%2Dindex%20%7B%0Awidth%3A%2030px%3B%0Adisplay%3A%20inline%2Dblock%3B%0Atext%2Dalign%3A%20center%3B%0Aborder%3A%200%3B%0A%7D%0A%2Epagedtable%2Dindex%2Dseparator%2Dleft%20%7B%0Adisplay%3A%20inline%2Dblock%3B%0Acolor%3A%20%23333%3B%0Afont%2Dsize%3A%209px%3B%0Apadding%3A%200%200%200%200%3B%0Acursor%3A%20default%3B%0A%7D%0A%2Epagedtable%2Dindex%2Dseparator%2Dright%20%7B%0Adisplay%3A%20inline%2Dblock%3B%0Acolor%3A%20%23333%3B%0Afont%2Dsize%3A%209px%3B%0Apadding%3A%200%204px%200%200%3B%0Acursor%3A%20default%3B%0A%7D%0A%2Epagedtable%2Dfooter%20%7B%0Apadding%2Dtop%3A%204px%3B%0Apadding%2Dbottom%3A%205px%3B%0A%7D%0A%2Epagedtable%2Dnot%2Dempty%20%2Epagedtable%2Dfooter%20%7B%0Aborder%2Dtop%3A%202px%20solid%20%23dddddd%3B%0A%7D%0A%2Epagedtable%2Dinfo%20%7B%0Aoverflow%3A%20hidden%3B%0Acolor%3A%20%23999%3B%0Awhite%2Dspace%3A%20nowrap%3B%0Atext%2Doverflow%3A%20ellipsis%3B%0A%7D%0A%2Epagedtable%2Dheader%2Dname%20%7B%0Aoverflow%3A%20hidden%3B%0Atext%2Doverflow%3A%20ellipsis%3B%0A%7D%0A%2Epagedtable%2Dheader%2Dtype%20%7B%0Acolor%3A%20%23999%3B%0Afont%2Dweight%3A%20400%3B%0A%7D%0A%2Epagedtable%2Dna%2Dcell%20%7B%0Afont%2Dstyle%3A%20italic%3B%0Aopacity%3A%200%2E3%3B%0A%7D%0A" rel="stylesheet" />
<script src="data:application/javascript;base64,// Production steps of ECMA-262, Edition 5, 15.4.4.18
// Reference: http://es5.github.io/#x15.4.4.18
if (!Array.prototype.forEach) {

  Array.prototype.forEach = function(callback, thisArg) {

    var T, k;

    if (this === null) {
      throw new TypeError(' this is null or not defined');
    }

    // 1. Let O be the result of calling toObject() passing the
    // |this| value as the argument.
    var O = Object(this);

    // 2. Let lenValue be the result of calling the Get() internal
    // method of O with the argument "length".
    // 3. Let len be toUint32(lenValue).
    var len = O.length >>> 0;

    // 4. If isCallable(callback) is false, throw a TypeError exception.
    // See: http://es5.github.com/#x9.11
    if (typeof callback !== "function") {
      throw new TypeError(callback + ' is not a function');
    }

    // 5. If thisArg was supplied, let T be thisArg; else let
    // T be undefined.
    if (arguments.length > 1) {
      T = thisArg;
    }

    // 6. Let k be 0
    k = 0;

    // 7. Repeat, while k < len
    while (k < len) {

      var kValue;

      // a. Let Pk be ToString(k).
      //    This is implicit for LHS operands of the in operator
      // b. Let kPresent be the result of calling the HasProperty
      //    internal method of O with argument Pk.
      //    This step can be combined with c
      // c. If kPresent is true, then
      if (k in O) {

        // i. Let kValue be the result of calling the Get internal
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        kValue = O[k];

        // ii. Call the Call internal method of callback with T as
        // the this value and argument list containing kValue, k, and O.
        callback.call(T, kValue, k, O);
      }
      // d. Increase k by 1.
      k++;
    }
    // 8. return undefined
  };
}

// Production steps of ECMA-262, Edition 5, 15.4.4.19
// Reference: http://es5.github.io/#x15.4.4.19
if (!Array.prototype.map) {

  Array.prototype.map = function(callback, thisArg) {

    var T, A, k;

    if (this == null) {
      throw new TypeError(' this is null or not defined');
    }

    // 1. Let O be the result of calling ToObject passing the |this|
    //    value as the argument.
    var O = Object(this);

    // 2. Let lenValue be the result of calling the Get internal
    //    method of O with the argument "length".
    // 3. Let len be ToUint32(lenValue).
    var len = O.length >>> 0;

    // 4. If IsCallable(callback) is false, throw a TypeError exception.
    // See: http://es5.github.com/#x9.11
    if (typeof callback !== 'function') {
      throw new TypeError(callback + ' is not a function');
    }

    // 5. If thisArg was supplied, let T be thisArg; else let T be undefined.
    if (arguments.length > 1) {
      T = thisArg;
    }

    // 6. Let A be a new array created as if by the expression new Array(len)
    //    where Array is the standard built-in constructor with that name and
    //    len is the value of len.
    A = new Array(len);

    // 7. Let k be 0
    k = 0;

    // 8. Repeat, while k < len
    while (k < len) {

      var kValue, mappedValue;

      // a. Let Pk be ToString(k).
      //   This is implicit for LHS operands of the in operator
      // b. Let kPresent be the result of calling the HasProperty internal
      //    method of O with argument Pk.
      //   This step can be combined with c
      // c. If kPresent is true, then
      if (k in O) {

        // i. Let kValue be the result of calling the Get internal
        //    method of O with argument Pk.
        kValue = O[k];

        // ii. Let mappedValue be the result of calling the Call internal
        //     method of callback with T as the this value and argument
        //     list containing kValue, k, and O.
        mappedValue = callback.call(T, kValue, k, O);

        // iii. Call the DefineOwnProperty internal method of A with arguments
        // Pk, Property Descriptor
        // { Value: mappedValue,
        //   Writable: true,
        //   Enumerable: true,
        //   Configurable: true },
        // and false.

        // In browsers that support Object.defineProperty, use the following:
        // Object.defineProperty(A, k, {
        //   value: mappedValue,
        //   writable: true,
        //   enumerable: true,
        //   configurable: true
        // });

        // For best browser support, use the following:
        A[k] = mappedValue;
      }
      // d. Increase k by 1.
      k++;
    }

    // 9. return A
    return A;
  };
}

var PagedTable = function (pagedTable) {
  var me = this;

  var source = function(pagedTable) {
    var sourceElems = [].slice.call(pagedTable.children).filter(function(e) {
      return e.hasAttribute("data-pagedtable-source");
    });

    if (sourceElems === null || sourceElems.length !== 1) {
      throw("A single data-pagedtable-source was not found");
    }

    return JSON.parse(sourceElems[0].innerHTML);
  }(pagedTable);

  var options = function(source) {
    var options = typeof(source.options) !== "undefined" &&
      source.options !== null ? source.options : {};

    var columns = typeof(options.columns) !== "undefined" ? options.columns : {};
    var rows = typeof(options.rows) !== "undefined" ? options.rows : {};

    var positiveIntOrNull = function(value) {
      return parseInt(value) >= 0 ? parseInt(value) : null;
    };

    return {
      pages: positiveIntOrNull(options.pages),
      rows: {
        min: positiveIntOrNull(rows.min),
        max: positiveIntOrNull(rows.max),
        total: positiveIntOrNull(rows.total)
      },
      columns: {
        min: positiveIntOrNull(columns.min),
        max: positiveIntOrNull(columns.max),
        total: positiveIntOrNull(columns.total)
      }
    };
  }(source);

  var Measurer = function() {

    // set some default initial values that will get adjusted in runtime
    me.measures = {
      padding: 12,
      character: 8,
      height: 15,
      defaults: true
    };

    me.calculate = function(measuresCell) {
      if (!me.measures.defaults)
        return;

      var measuresCellStyle = window.getComputedStyle(measuresCell, null);

      var newPadding = parsePadding(measuresCellStyle.paddingLeft) +
            parsePadding(measuresCellStyle.paddingRight);

      var sampleString = "ABCDEFGHIJ0123456789";
      var newCharacter = Math.ceil(measuresCell.clientWidth / sampleString.length);

      if (newPadding <= 0 || newCharacter <= 0)
        return;

      me.measures.padding = newPadding;
      me.measures.character = newCharacter;
      me.measures.height = measuresCell.clientHeight;
      me.measures.defaults = false;
    };

    return me;
  };

  var Page = function(data, options) {
    var me = this;

    var defaults = {
      max: 7,
      rows: 10
    };

    var totalPages = function() {
      return Math.ceil(data.length / me.rows);
    };

    me.number = 0;
    me.max = options.pages !== null ? options.pages : defaults.max;
    me.visible = me.max;
    me.rows = options.rows.min !== null ? options.rows.min : defaults.rows;
    me.total = totalPages();

    me.setRows = function(newRows) {
      me.rows = newRows;
      me.total = totalPages();
    };

    me.setPageNumber = function(newPageNumber) {
      if (newPageNumber < 0) newPageNumber = 0;
      if (newPageNumber >= me.total) newPageNumber = me.total - 1;

      me.number = newPageNumber;
    };

    me.setVisiblePages = function(visiblePages) {
      me.visible = Math.min(me.max, visiblePages);
      me.setPageNumber(me.number);
    };

    me.getVisiblePageRange = function() {
      var start = me.number - Math.max(Math.floor((me.visible - 1) / 2), 0);
      var end = me.number + Math.floor(me.visible / 2) + 1;
      var pageCount = me.total;

      if (start < 0) {
        var diffToStart = 0 - start;
        start += diffToStart;
        end += diffToStart;
      }

      if (end > pageCount) {
        var diffToEnd = end - pageCount;
        start -= diffToEnd;
        end -= diffToEnd;
      }

      start = start < 0 ? 0 : start;
      end = end >= pageCount ? pageCount : end;

      var first = false;
      var last = false;

      if (start > 0 && me.visible > 1) {
        start = start + 1;
        first = true;
      }

      if (end < pageCount && me.visible > 2) {
        end = end - 1;
        last = true;
      }

      return {
        first: first,
        start: start,
        end: end,
        last: last
      };
    };

    me.getRowStart = function() {
      var rowStart = page.number * page.rows;
      if (rowStart < 0)
        rowStart = 0;

      return rowStart;
    };

    me.getRowEnd = function() {
      var rowStart = me.getRowStart();
      return Math.min(rowStart + me.rows, data.length);
    };

    me.getPaddingRows = function() {
      var rowStart = me.getRowStart();
      var rowEnd = me.getRowEnd();
      return data.length > me.rows ? me.rows - (rowEnd - rowStart) : 0;
    };
  };

  var Columns = function(data, columns, options) {
    var me = this;

    me.defaults = {
      min: 5
    };

    me.number = 0;
    me.visible = 0;
    me.total = columns.length;
    me.subset = [];
    me.padding = 0;
    me.min = options.columns.min !== null ? options.columns.min : me.defaults.min;
    me.max = options.columns.max !== null ? options.columns.max : null;
    me.widths = {};

    var widthsLookAhead = Math.max(100, options.rows.min);
    var paddingColChars = 10;

    me.emptyNames = function() {
      columns.forEach(function(column) {
        if (columns.label !== null && columns.label !== "")
          return false;
      });

      return true;
    };

    var parsePadding = function(value) {
      return parseInt(value) >= 0 ? parseInt(value) : 0;
    };

    me.calculateWidths = function(measures) {
      columns.forEach(function(column) {
        var maxChars = Math.max(
          column.label.toString().length,
          column.type.toString().length
        );

        for (var idxRow = 0; idxRow < Math.min(widthsLookAhead, data.length); idxRow++) {
          maxChars = Math.max(maxChars, data[idxRow][column.name.toString()].length);
        }

        me.widths[column.name] = {
          // width in characters
          chars: maxChars,
          // width for the inner html columns
          inner: maxChars * measures.character,
          // width adding outer styles like padding
          outer: maxChars * measures.character + measures.padding
        };
      });
    };

    me.getWidth = function() {
      var widthOuter = 0;
      for (var idxCol = 0; idxCol < me.subset.length; idxCol++) {
        var columnName = me.subset[idxCol].name;
        widthOuter = widthOuter + me.widths[columnName].outer;
      }

      widthOuter = widthOuter + me.padding * paddingColChars * measurer.measures.character;

      if (me.hasMoreLeftColumns()) {
        widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
      }

      if (me.hasMoreRightColumns()) {
        widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
      }

      return widthOuter;
    };

    me.updateSlice = function() {
      if (me.number + me.visible >= me.total)
        me.number = me.total - me.visible;

      if (me.number < 0) me.number = 0;

      me.subset = columns.slice(me.number, Math.min(me.number + me.visible, me.total));

      me.subset = me.subset.map(function(column) {
        Object.keys(column).forEach(function(colKey) {
          column[colKey] = column[colKey] === null ? "" : column[colKey].toString();
        });

        column.width = null;
        return column;
      });
    };

    me.setVisibleColumns = function(columnNumber, newVisibleColumns, paddingCount) {
      me.number = columnNumber;
      me.visible = newVisibleColumns;
      me.padding = paddingCount;

      me.updateSlice();
    };

    me.incColumnNumber = function(increment) {
      me.number = me.number + increment;
    };

    me.setColumnNumber = function(newNumber) {
      me.number = newNumber;
    };

    me.setPaddingCount = function(newPadding) {
      me.padding = newPadding;
    };

    me.getPaddingCount = function() {
      return me.padding;
    };

    me.hasMoreLeftColumns = function() {
      return me.number > 0;
    };

    me.hasMoreRightColumns = function() {
      return me.number + me.visible < me.total;
    };

    me.updateSlice(0);
    return me;
  };

  var data = source.data;
  var page = new Page(data, options);
  var measurer = new Measurer(data, options);
  var columns = new Columns(data, source.columns, options);

  var table = null;
  var tableDiv = null;
  var header = null;
  var footer = null;
  var tbody = null;

  // Caches pagedTable.clientWidth, specially for webkit
  var cachedPagedTableClientWidth = null;

  var onChangeCallbacks = [];

  var clearSelection = function() {
    if(document.selection && document.selection.empty) {
      document.selection.empty();
    } else if(window.getSelection) {
      var sel = window.getSelection();
      sel.removeAllRanges();
    }
  };

  var columnNavigationWidthPX = 5;

  var renderColumnNavigation = function(increment, backwards) {
    var arrow = document.createElement("div");
    arrow.setAttribute("style",
      "border-top: " + columnNavigationWidthPX + "px solid transparent;" +
      "border-bottom: " + columnNavigationWidthPX + "px solid transparent;" +
      "border-" + (backwards ? "right" : "left") + ": " + columnNavigationWidthPX + "px solid;");

    var header = document.createElement("th");
    header.appendChild(arrow);
    header.setAttribute("style",
      "cursor: pointer;" +
      "vertical-align: middle;" +
      "min-width: " + columnNavigationWidthPX + "px;" +
      "width: " + columnNavigationWidthPX + "px;");

    header.onclick = function() {
      columns.incColumnNumber(backwards ? -1 : increment);

      me.animateColumns(backwards);
      renderFooter();

      clearSelection();
      triggerOnChange();
    };

    return header;
  };

  var maxColumnWidth = function(width) {
    var padding = 80;
    var columnMax = Math.max(cachedPagedTableClientWidth - padding, 0);

    return parseInt(width) > 0 ?
      Math.min(columnMax, parseInt(width)) + "px" :
      columnMax + "px";
  };

  var clearHeader = function() {
    var thead = pagedTable.querySelectorAll("thead")[0];
    thead.innerHTML = "";
  };

  var renderHeader = function(clear) {
    cachedPagedTableClientWidth = pagedTable.clientWidth;

    var fragment = document.createDocumentFragment();

    header = document.createElement("tr");
    fragment.appendChild(header);

    if (columns.number > 0)
      header.appendChild(renderColumnNavigation(-columns.visible, true));

    columns.subset = columns.subset.map(function(columnData) {
      var column = document.createElement("th");
      column.setAttribute("align", columnData.align);
      column.style.textAlign = columnData.align;

      column.style.maxWidth = maxColumnWidth(null);
      if (columnData.width) {
        column.style.minWidth =
          column.style.maxWidth = maxColumnWidth(columnData.width);
      }

      var columnName = document.createElement("div");
      columnName.setAttribute("class", "pagedtable-header-name");
      if (columnData.label === "") {
        columnName.innerHTML = "&nbsp;";
      }
      else {
        columnName.appendChild(document.createTextNode(columnData.label));
      }
      column.appendChild(columnName);

      var columnType = document.createElement("div");
      columnType.setAttribute("class", "pagedtable-header-type");
      if (columnData.type === "") {
        columnType.innerHTML = "&nbsp;";
      }
      else {
        columnType.appendChild(document.createTextNode("<" + columnData.type + ">"));
      }
      column.appendChild(columnType);

      header.appendChild(column);

      columnData.element = column;

      return columnData;
    });

    for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
      var paddingCol = document.createElement("th");
      paddingCol.setAttribute("class", "pagedtable-padding-col");
      header.appendChild(paddingCol);
    }

    if (columns.number + columns.visible < columns.total)
      header.appendChild(renderColumnNavigation(columns.visible, false));

    if (typeof(clear) == "undefined" || clear) clearHeader();
    var thead = pagedTable.querySelectorAll("thead")[0];
    thead.appendChild(fragment);
  };

  me.animateColumns = function(backwards) {
    var thead = pagedTable.querySelectorAll("thead")[0];

    var headerOld = thead.querySelectorAll("tr")[0];
    var tbodyOld = table.querySelectorAll("tbody")[0];

    me.fitColumns(backwards);

    renderHeader(false);

    header.style.opacity = "0";
    header.style.transform = backwards ? "translateX(-30px)" : "translateX(30px)";
    header.style.transition = "transform 200ms linear, opacity 200ms";
    header.style.transitionDelay = "0";

    renderBody(false);

    if (headerOld) {
      headerOld.style.position = "absolute";
      headerOld.style.transform = "translateX(0px)";
      headerOld.style.opacity = "1";
      headerOld.style.transition = "transform 100ms linear, opacity 100ms";
      headerOld.setAttribute("class", "pagedtable-remove-head");
      if (headerOld.style.transitionEnd) {
        headerOld.addEventListener("transitionend", function() {
          var headerOldByClass = thead.querySelector(".pagedtable-remove-head");
          if (headerOldByClass) thead.removeChild(headerOldByClass);
        });
      }
      else {
        thead.removeChild(headerOld);
      }
    }

    if (tbodyOld) table.removeChild(tbodyOld);

    tbody.style.opacity = "0";
    tbody.style.transition = "transform 200ms linear, opacity 200ms";
    tbody.style.transitionDelay = "0ms";

    // force relayout
    window.getComputedStyle(header).opacity;
    window.getComputedStyle(tbody).opacity;

    if (headerOld) {
      headerOld.style.transform = backwards ? "translateX(20px)" : "translateX(-30px)";
      headerOld.style.opacity = "0";
    }

    header.style.transform = "translateX(0px)";
    header.style.opacity = "1";

    tbody.style.opacity = "1";
  }

  me.onChange = function(callback) {
    onChangeCallbacks.push(callback);
  };

  var triggerOnChange = function() {
    onChangeCallbacks.forEach(function(onChange) {
      onChange();
    });
  };

  var clearBody = function() {
    if (tbody) {
      table.removeChild(tbody);
      tbody = null;
    }
  };

  var renderBody = function(clear) {
    cachedPagedTableClientWidth = pagedTable.clientWidth

    var fragment = document.createDocumentFragment();

    var pageData = data.slice(page.getRowStart(), page.getRowEnd());

    pageData.forEach(function(dataRow, idxRow) {
      var htmlRow = document.createElement("tr");
      htmlRow.setAttribute("class", (idxRow % 2 !==0) ? "even" : "odd");

      if (columns.hasMoreLeftColumns())
        htmlRow.appendChild(document.createElement("td"));

      columns.subset.forEach(function(columnData) {
        var cellName = columnData.name;
        var dataCell = dataRow[cellName];
        var htmlCell = document.createElement("td");

        if (dataCell === "NA") htmlCell.setAttribute("class", "pagedtable-na-cell");
        if (dataCell === "__NA__") dataCell = "NA";

        var cellText = document.createTextNode(dataCell);
        htmlCell.appendChild(cellText);
        if (dataCell.length > 50) {
          htmlCell.setAttribute("title", dataCell);
        }
        htmlCell.setAttribute("align", columnData.align);
        htmlCell.style.textAlign = columnData.align;
        htmlCell.style.maxWidth = maxColumnWidth(null);
        if (columnData.width) {
          htmlCell.style.minWidth = htmlCell.style.maxWidth = maxColumnWidth(columnData.width);
        }
        htmlRow.appendChild(htmlCell);
      });

      for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
        var paddingCol = document.createElement("td");
        paddingCol.setAttribute("class", "pagedtable-padding-col");
        htmlRow.appendChild(paddingCol);
      }

      if (columns.hasMoreRightColumns())
        htmlRow.appendChild(document.createElement("td"));

      fragment.appendChild(htmlRow);
    });

    for (var idxPadding = 0; idxPadding < page.getPaddingRows(); idxPadding++) {
      var paddingRow = document.createElement("tr");

      var paddingCellRow = document.createElement("td");
      paddingCellRow.innerHTML = "&nbsp;";
      paddingCellRow.setAttribute("colspan", "100%");
      paddingRow.appendChild(paddingCellRow);

      fragment.appendChild(paddingRow);
    }

    if (typeof(clear) == "undefined" || clear) clearBody();
    tbody = document.createElement("tbody");
    tbody.appendChild(fragment);

    table.appendChild(tbody);
  };

  var getLabelInfo = function() {
    var pageStart = page.getRowStart();
    var pageEnd = page.getRowEnd();
    var totalRows = data.length;

    var totalRowsLabel = options.rows.total ? options.rows.total : totalRows;
    var totalRowsLabelFormat = totalRowsLabel.toString().replace(/(\d)(?=(\d\d\d)+(?!\d))/g, '$1,');

    var infoText = (pageStart + 1) + "-" + pageEnd + " of " + totalRowsLabelFormat + " rows";
    if (totalRows < page.rows) {
      infoText = totalRowsLabel + " row" + (totalRows != 1 ? "s" : "");
    }
    if (columns.total > columns.visible) {
      var totalColumnsLabel = options.columns.total ? options.columns.total : columns.total;

      infoText = infoText + " | " + (columns.number + 1) + "-" +
        (Math.min(columns.number + columns.visible, columns.total)) +
        " of " + totalColumnsLabel + " columns";
    }

    return infoText;
  };

  var clearFooter = function() {
    footer = pagedTable.querySelectorAll("div.pagedtable-footer")[0];
    footer.innerHTML = "";

    return footer;
  };

  var createPageLink = function(idxPage) {
    var pageLink = document.createElement("a");
    pageLinkClass = idxPage === page.number ? "pagedtable-index pagedtable-index-current" : "pagedtable-index";
    pageLink.setAttribute("class", pageLinkClass);
    pageLink.setAttribute("data-page-index", idxPage);
    pageLink.onclick = function() {
      page.setPageNumber(parseInt(this.getAttribute("data-page-index")));
      renderBody();
      renderFooter();

      triggerOnChange();
    };

    pageLink.appendChild(document.createTextNode(idxPage + 1));

    return pageLink;
  }

  var renderFooter = function() {
    footer = clearFooter();

    var next = document.createElement("a");
    next.appendChild(document.createTextNode("Next"));
    next.onclick = function() {
      page.setPageNumber(page.number + 1);
      renderBody();
      renderFooter();

      triggerOnChange();
    };
    if (data.length > page.rows) footer.appendChild(next);

    var pageNumbers = document.createElement("div");
    pageNumbers.setAttribute("class", "pagedtable-indexes");

    var pageRange = page.getVisiblePageRange();

    if (pageRange.first) {
      var pageLink = createPageLink(0);
      pageNumbers.appendChild(pageLink);

      var pageSeparator = document.createElement("div");
      pageSeparator.setAttribute("class", "pagedtable-index-separator-left");
      pageSeparator.appendChild(document.createTextNode("..."))
      pageNumbers.appendChild(pageSeparator);
    }

    for (var idxPage = pageRange.start; idxPage < pageRange.end; idxPage++) {
      var pageLink = createPageLink(idxPage);

      pageNumbers.appendChild(pageLink);
    }

    if (pageRange.last) {
      var pageSeparator = document.createElement("div");
      pageSeparator.setAttribute("class", "pagedtable-index-separator-right");
      pageSeparator.appendChild(document.createTextNode("..."))
      pageNumbers.appendChild(pageSeparator);

      var pageLink = createPageLink(page.total - 1);
      pageNumbers.appendChild(pageLink);
    }

    if (data.length > page.rows) footer.appendChild(pageNumbers);

    var previous = document.createElement("a");
    previous.appendChild(document.createTextNode("Previous"));
    previous.onclick = function() {
      page.setPageNumber(page.number - 1);
      renderBody();
      renderFooter();

      triggerOnChange();
    };
    if (data.length > page.rows) footer.appendChild(previous);

    var infoLabel = document.createElement("div");
    infoLabel.setAttribute("class", "pagedtable-info");
    infoLabel.setAttribute("title", getLabelInfo());
    infoLabel.appendChild(document.createTextNode(getLabelInfo()));
    footer.appendChild(infoLabel);

    var enabledClass = "pagedtable-index-nav";
    var disabledClass = "pagedtable-index-nav pagedtable-index-nav-disabled";
    previous.setAttribute("class", page.number <= 0 ? disabledClass : enabledClass);
    next.setAttribute("class", (page.number + 1) * page.rows >= data.length ? disabledClass : enabledClass);
  };

  var measuresCell = null;

  var renderMeasures = function() {
    var measuresTable = document.createElement("table");
    measuresTable.style.visibility = "hidden";
    measuresTable.style.position = "absolute";
    measuresTable.style.whiteSpace = "nowrap";
    measuresTable.style.height = "auto";
    measuresTable.style.width = "auto";

    var measuresRow = document.createElement("tr");
    measuresTable.appendChild(measuresRow);

    measuresCell = document.createElement("td");
    var sampleString = "ABCDEFGHIJ0123456789";
    measuresCell.appendChild(document.createTextNode(sampleString));

    measuresRow.appendChild(measuresCell);

    tableDiv.appendChild(measuresTable);
  }

  me.init = function() {
    tableDiv = document.createElement("div");
    pagedTable.appendChild(tableDiv);
    var pagedTableClass = data.length > 0 ?
      "pagedtable pagedtable-not-empty" :
      "pagedtable pagedtable-empty";

    if (columns.total == 0 || (columns.emptyNames() && data.length == 0)) {
      pagedTableClass = pagedTableClass + " pagedtable-empty-columns";
    }

    tableDiv.setAttribute("class", pagedTableClass);

    renderMeasures();
    measurer.calculate(measuresCell);
    columns.calculateWidths(measurer.measures);

    table = document.createElement("table");
    table.setAttribute("cellspacing", "0");
    table.setAttribute("class", "table table-condensed");
    tableDiv.appendChild(table);

    table.appendChild(document.createElement("thead"));

    var footerDiv = document.createElement("div");
    footerDiv.setAttribute("class", "pagedtable-footer");
    tableDiv.appendChild(footerDiv);

    // if the host has not yet provided horizontal space, render hidden
    if (tableDiv.clientWidth <= 0) {
      tableDiv.style.opacity = "0";
    }

    me.render();

    // retry seizing columns later if the host has not provided space
    function retryFit() {
      if (tableDiv.clientWidth <= 0) {
        setTimeout(retryFit, 100);
      } else {
        me.render();
        triggerOnChange();
      }
    }
    if (tableDiv.clientWidth <= 0) {
      retryFit();
    }
  };

  var registerWidths = function() {
    columns.subset = columns.subset.map(function(column) {
      column.width = columns.widths[column.name].inner;
      return column;
    });
  };

  var parsePadding = function(value) {
    return parseInt(value) >= 0 ? parseInt(value) : 0;
  };

  me.fixedHeight = function() {
    return options.rows.max != null;
  }

  me.fitRows = function() {
    if (me.fixedHeight())
      return;

    measurer.calculate(measuresCell);

    var rows = options.rows.min !== null ? options.rows.min : 0;
    var headerHeight = header !== null && header.offsetHeight > 0 ? header.offsetHeight : 0;
    var footerHeight = footer !== null && footer.offsetHeight > 0 ? footer.offsetHeight : 0;

    if (pagedTable.offsetHeight > 0) {
      var availableHeight = pagedTable.offsetHeight - headerHeight - footerHeight;
      rows = Math.floor((availableHeight) / measurer.measures.height);
    }

    rows = options.rows.min !== null ? Math.max(options.rows.min, rows) : rows;

    page.setRows(rows);
  }

  // The goal of this function is to add as many columns as possible
  // starting from left-to-right, when the right most limit is reached
  // it tries to add columns from the left as well.
  //
  // When startBackwards is true columns are added from right-to-left
  me.fitColumns = function(startBackwards) {
    measurer.calculate(measuresCell);
    columns.calculateWidths(measurer.measures);

    if (tableDiv.clientWidth > 0) {
      tableDiv.style.opacity = 1;
    }

    var visibleColumns = tableDiv.clientWidth <= 0 ? Math.max(columns.min, 1) : 1;
    var columnNumber = columns.number;
    var paddingCount = 0;

    // track a list of added columns as we build the visible ones to allow us
    // to remove columns when they don't fit anymore.
    var columnHistory = [];

    var lastTableHeight = 0;
    var backwards = startBackwards;

    var tableDivStyle = window.getComputedStyle(tableDiv, null);
    var tableDivPadding = parsePadding(tableDivStyle.paddingLeft) +
      parsePadding(tableDivStyle.paddingRight);

    var addPaddingCol = false;
    var currentWidth = 0;

    while (true) {
      columns.setVisibleColumns(columnNumber, visibleColumns, paddingCount);
      currentWidth = columns.getWidth();

      if (tableDiv.clientWidth - tableDivPadding < currentWidth) {
        break;
      }

      columnHistory.push({
        columnNumber: columnNumber,
        visibleColumns: visibleColumns,
        paddingCount: paddingCount
      });

      if (columnHistory.length > 100) {
        console.error("More than 100 tries to fit columns, aborting");
        break;
      }

      if (columns.max !== null &&
        columns.visible + columns.getPaddingCount() >= columns.max) {
        break;
      }

      // if we run out of right-columns
      if (!backwards && columnNumber + columns.visible >= columns.total) {
        // if we started adding right-columns, try adding left-columns
        if (!startBackwards && columnNumber > 0) {
          backwards = true;
        }
        else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) {
          break;
        }
        else {
          paddingCount = paddingCount + 1;
        }
      }

      // if we run out of left-columns
      if (backwards && columnNumber == 0) {
        // if we started adding left-columns, try adding right-columns
        if (startBackwards && columnNumber + columns.visible < columns.total) {
          backwards = false;
        }
        else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) {
          break;
        }
        else {
          paddingCount = paddingCount + 1;
        }
      }

      // when moving backwards try fitting left columns first
      if (backwards && columnNumber > 0) {
        columnNumber = columnNumber - 1;
      }

      if (columnNumber + visibleColumns < columns.total) {
        visibleColumns = visibleColumns + 1;
      }
    }

    var lastRenderableColumn = {
        columnNumber: columnNumber,
        visibleColumns: visibleColumns,
        paddingCount: paddingCount
    };

    if (columnHistory.length > 0) {
      lastRenderableColumn = columnHistory[columnHistory.length - 1];
    }

    columns.setVisibleColumns(
      lastRenderableColumn.columnNumber,
      lastRenderableColumn.visibleColumns,
      lastRenderableColumn.paddingCount);

    if (pagedTable.offsetWidth > 0) {
      page.setVisiblePages(Math.max(Math.ceil(1.0 * (pagedTable.offsetWidth - 250) / 40), 2));
    }

    registerWidths();
  };

  me.fit = function(startBackwards) {
    me.fitRows();
    me.fitColumns(startBackwards);
  }

  me.render = function() {
    me.fitColumns(false);

    // render header/footer to measure height accurately
    renderHeader();
    renderFooter();

    me.fitRows();
    renderBody();

    // re-render footer to match new rows
    renderFooter();
  }

  var resizeLastWidth = -1;
  var resizeLastHeight = -1;
  var resizeNewWidth = -1;
  var resizeNewHeight = -1;
  var resizePending = false;

  me.resize = function(newWidth, newHeight) {

    function resizeDelayed() {
      resizePending = false;

      if (
        (resizeNewWidth !== resizeLastWidth) ||
        (!me.fixedHeight() && resizeNewHeight !== resizeLastHeight)
      ) {
        resizeLastWidth = resizeNewWidth;
        resizeLastHeight = resizeNewHeight;

        setTimeout(resizeDelayed, 200);
        resizePending = true;
      } else {
        me.render();
        triggerOnChange();

        resizeLastWidth = -1;
        resizeLastHeight = -1;
      }
    }

    resizeNewWidth = newWidth;
    resizeNewHeight = newHeight;

    if (!resizePending) resizeDelayed();
  };
};

var PagedTableDoc;
(function (PagedTableDoc) {
  var allPagedTables = [];

  PagedTableDoc.initAll = function() {
    allPagedTables = [];

    var pagedTables = [].slice.call(document.querySelectorAll('[data-pagedtable="false"],[data-pagedtable=""]'));
    pagedTables.forEach(function(pagedTable, idx) {
      pagedTable.setAttribute("data-pagedtable", "true");
      pagedTable.setAttribute("pagedtable-page", 0);
      pagedTable.setAttribute("class", "pagedtable-wrapper");

      var pagedTableInstance = new PagedTable(pagedTable);
      pagedTableInstance.init();

      allPagedTables.push(pagedTableInstance);
    });
  };

  PagedTableDoc.resizeAll = function() {
    allPagedTables.forEach(function(pagedTable) {
      pagedTable.render();
    });
  };

  window.addEventListener("resize", PagedTableDoc.resizeAll);

  return PagedTableDoc;
})(PagedTableDoc || (PagedTableDoc = {}));

window.onload = function() {
  PagedTableDoc.initAll();
};
"></script>
<script src="data:application/javascript;base64,/*! jQuery UI - v1.11.4 - 2016-01-05
* http://jqueryui.com
* Includes: core.js, widget.js, mouse.js, position.js, draggable.js, droppable.js, resizable.js, selectable.js, sortable.js, accordion.js, autocomplete.js, button.js, dialog.js, menu.js, progressbar.js, selectmenu.js, slider.js, spinner.js, tabs.js, tooltip.js, effect.js, effect-blind.js, effect-bounce.js, effect-clip.js, effect-drop.js, effect-explode.js, effect-fade.js, effect-fold.js, effect-highlight.js, effect-puff.js, effect-pulsate.js, effect-scale.js, effect-shake.js, effect-size.js, effect-slide.js, effect-transfer.js
* Copyright jQuery Foundation and other contributors; Licensed MIT */

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this.options[e]=t,"disabled"===e&&(this.widget().toggleClass(this.widgetFullName+"-disabled",!!t),t&&(this.hoverable.removeClass("ui-state-hover"),this.focusable.removeClass("ui-state-focus"))),this},enable:function(){return this._setOptions({disabled:!1})},disable:function(){return this._setOptions({disabled:!0})},_on:function(t,i,s){var n,a=this;"boolean"!=typeof t&&(s=i,i=t,t=!1),s?(i=n=e(i),this.bindings=this.bindings.add(i)):(s=i,i=this.element,n=this.widget()),e.each(s,function(s,o){function r(){return t||a.options.disabled!==!0&&!e(this).hasClass("ui-state-disabled")?("string"==typeof o?a[o]:o).apply(a,arguments):void 0}"string"!=typeof o&&(r.guid=o.guid=o.guid||r.guid||e.guid++);var h=s.match(/^([\w:-]*)\s*(.*)$/),l=h[1]+a.eventNamespace,u=h[2];u?n.delegate(u,l,r):i.bind(l,r)})},_off:function(t,i){i=(i||"").split(" ").join(this.eventNamespace+" ")+this.eventNamespace,t.unbind(i).undelegate(i),this.bindings=e(this.bindings.not(t).get()),this.focusable=e(this.focusable.not(t).get()),this.hoverable=e(this.hoverable.not(t).get())},_delay:function(e,t){function i(){return("string"==typeof e?s[e]:e).apply(s,arguments)}var s=this;return setTimeout(i,t||0)},_hoverable:function(t){this.hoverable=this.hoverable.add(t),this._on(t,{mouseenter:function(t){e(t.currentTarget).addClass("ui-state-hover")},mouseleave:function(t){e(t.currentTarget).removeClass("ui-state-hover")}})},_focusable:function(t){this.focusable=this.focusable.add(t),this._on(t,{focusin:function(t){e(t.currentTarget).addClass("ui-state-focus")},focusout:function(t){e(t.currentTarget).removeClass("ui-state-focus")}})},_trigger:function(t,i,s){var n,a,o=this.options[t];if(s=s||{},i=e.Event(i),i.type=(t===this.widgetEventPrefix?t:this.widgetEventPrefix+t).toLowerCase(),i.target=this.element[0],a=i.originalEvent)for(n in a)n in i||(i[n]=a[n]);return this.element.trigger(i,s),!(e.isFunction(o)&&o.apply(this.element[0],[i].concat(s))===!1||i.isDefaultPrevented())}},e.each({show:"fadeIn",hide:"fadeOut"},function(t,i){e.Widget.prototype["_"+t]=function(s,n,a){"string"==typeof n&&(n={effect:n});var o,r=n?n===!0||"number"==typeof n?i:n.effect||i:t;n=n||{},"number"==typeof n&&(n={duration:n}),o=!e.isEmptyObject(n),n.complete=a,n.delay&&s.delay(n.delay),o&&e.effects&&e.effects.effect[r]?s[t](n):r!==t&&s[r]?s[r](n.duration,n.easing,a):s.queue(function(i){e(this)[t](),a&&a.call(s[0]),i()})}}),e.widget;var o=!1;e(document).mouseup(function(){o=!1}),e.widget("ui.mouse",{version:"1.11.4",options:{cancel:"input,textarea,button,select,option",distance:1,delay:0},_mouseInit:function(){var t=this;this.element.bind("mousedown."+this.widgetName,function(e){return t._mouseDown(e)}).bind("click."+this.widgetName,function(i){return!0===e.data(i.target,t.widgetName+".preventClickEvent")?(e.removeData(i.target,t.widgetName+".preventClickEvent"),i.stopImmediatePropagation(),!1):void 0}),this.started=!1},_mouseDestroy:function(){this.element.unbind("."+this.widgetName),this._mouseMoveDelegate&&this.document.unbind("mousemove."+this.widgetName,this._mouseMoveDelegate).unbind("mouseup."+this.widgetName,this._mouseUpDelegate)},_mouseDown:function(t){if(!o){this._mouseMoved=!1,this._mouseStarted&&this._mouseUp(t),this._mouseDownEvent=t;var i=this,s=1===t.which,n="string"==typeof this.options.cancel&&t.target.nodeName?e(t.target).closest(this.options.cancel).length:!1;return s&&!n&&this._mouseCapture(t)?(this.mouseDelayMet=!this.options.delay,this.mouseDelayMet||(this._mouseDelayTimer=setTimeout(function(){i.mouseDelayMet=!0},this.options.delay)),this._mouseDistanceMet(t)&&this._mouseDelayMet(t)&&(this._mouseStarted=this._mouseStart(t)!==!1,!this._mouseStarted)?(t.preventDefault(),!0):(!0===e.data(t.target,this.widgetName+".preventClickEvent")&&e.removeData(t.target,this.widgetName+".preventClickEvent"),this._mouseMoveDelegate=function(e){return i._mouseMove(e)},this._mouseUpDelegate=function(e){return i._mouseUp(e)},this.document.bind("mousemove."+this.widgetName,this._mouseMoveDelegate).bind("mouseup."+this.widgetName,this._mouseUpDelegate),t.preventDefault(),o=!0,!0)):!0}},_mouseMove:function(t){if(this._mouseMoved){if(e.ui.ie&&(!document.documentMode||9>document.documentMode)&&!t.button)return this._mouseUp(t);if(!t.which)return this._mouseUp(t)}return(t.which||t.button)&&(this._mouseMoved=!0),this._mouseStarted?(this._mouseDrag(t),t.preventDefault()):(this._mouseDistanceMet(t)&&this._mouseDelayMet(t)&&(this._mouseStarted=this._mouseStart(this._mouseDownEvent,t)!==!1,this._mouseStarted?this._mouseDrag(t):this._mouseUp(t)),!this._mouseStarted)},_mouseUp:function(t){return this.document.unbind("mousemove."+this.widgetName,this._mouseMoveDelegate).unbind("mouseup."+this.widgetName,this._mouseUpDelegate),this._mouseStarted&&(this._mouseStarted=!1,t.target===this._mouseDownEvent.target&&e.data(t.target,this.widgetName+".preventClickEvent",!0),this._mouseStop(t)),o=!1,!1},_mouseDistanceMet:function(e){return Math.max(Math.abs(this._mouseDownEvent.pageX-e.pageX),Math.abs(this._mouseDownEvent.pageY-e.pageY))>=this.options.distance},_mouseDelayMet:function(){return this.mouseDelayMet},_mouseStart:function(){},_mouseDrag:function(){},_mouseStop:function(){},_mouseCapture:function(){return!0}}),function(){function t(e,t,i){return[parseFloat(e[0])*(p.test(e[0])?t/100:1),parseFloat(e[1])*(p.test(e[1])?i/100:1)]}function i(t,i){return parseInt(e.css(t,i),10)||0}function s(t){var i=t[0];return 9===i.nodeType?{width:t.width(),height:t.height(),offset:{top:0,left:0}}:e.isWindow(i)?{width:t.width(),height:t.height(),offset:{top:t.scrollTop(),left:t.scrollLeft()}}:i.preventDefault?{width:0,height:0,offset:{top:i.pageY,left:i.pageX}}:{width:t.outerWidth(),height:t.outerHeight(),offset:t.offset()}}e.ui=e.ui||{};var n,a,o=Math.max,r=Math.abs,h=Math.round,l=/left|center|right/,u=/top|center|bottom/,d=/[\+\-]\d+(\.[\d]+)?%?/,c=/^\w+/,p=/%$/,f=e.fn.position;e.position={scrollbarWidth:function(){if(void 0!==n)return n;var t,i,s=e("<div style='display:block;position:absolute;width:50px;height:50px;overflow:hidden;'><div style='height:100px;width:auto;'></div></div>"),a=s.children()[0];return e("body").append(s),t=a.offsetWidth,s.css("overflow","scroll"),i=a.offsetWidth,t===i&&(i=s[0].clientWidth),s.remove(),n=t-i},getScrollInfo:function(t){var i=t.isWindow||t.isDocument?"":t.element.css("overflow-x"),s=t.isWindow||t.isDocument?"":t.element.css("overflow-y"),n="scroll"===i||"auto"===i&&t.width<t.element[0].scrollWidth,a="scroll"===s||"auto"===s&&t.height<t.element[0].scrollHeight;return{width:a?e.position.scrollbarWidth():0,height:n?e.position.scrollbarWidth():0}},getWithinInfo:function(t){var i=e(t||window),s=e.isWindow(i[0]),n=!!i[0]&&9===i[0].nodeType;return{element:i,isWindow:s,isDocument:n,offset:i.offset()||{left:0,top:0},scrollLeft:i.scrollLeft(),scrollTop:i.scrollTop(),width:s||n?i.width():i.outerWidth(),height:s||n?i.height():i.outerHeight()}}},e.fn.position=function(n){if(!n||!n.of)return f.apply(this,arguments);n=e.extend({},n);var p,m,g,v,y,b,_=e(n.of),x=e.position.getWithinInfo(n.within),w=e.position.getScrollInfo(x),k=(n.collision||"flip").split(" "),T={};return b=s(_),_[0].preventDefault&&(n.at="left top"),m=b.width,g=b.height,v=b.offset,y=e.extend({},v),e.each(["my","at"],function(){var e,t,i=(n[this]||"").split(" ");1===i.length&&(i=l.test(i[0])?i.concat(["center"]):u.test(i[0])?["center"].concat(i):["center","center"]),i[0]=l.test(i[0])?i[0]:"center",i[1]=u.test(i[1])?i[1]:"center",e=d.exec(i[0]),t=d.exec(i[1]),T[this]=[e?e[0]:0,t?t[0]:0],n[this]=[c.exec(i[0])[0],c.exec(i[1])[0]]}),1===k.length&&(k[1]=k[0]),"right"===n.at[0]?y.left+=m:"center"===n.at[0]&&(y.left+=m/2),"bottom"===n.at[1]?y.top+=g:"center"===n.at[1]&&(y.top+=g/2),p=t(T.at,m,g),y.left+=p[0],y.top+=p[1],this.each(function(){var s,l,u=e(this),d=u.outerWidth(),c=u.outerHeight(),f=i(this,"marginLeft"),b=i(this,"marginTop"),D=d+f+i(this,"marginRight")+w.width,S=c+b+i(this,"marginBottom")+w.height,N=e.extend({},y),M=t(T.my,u.outerWidth(),u.outerHeight());"right"===n.my[0]?N.left-=d:"center"===n.my[0]&&(N.left-=d/2),"bottom"===n.my[1]?N.top-=c:"center"===n.my[1]&&(N.top-=c/2),N.left+=M[0],N.top+=M[1],a||(N.left=h(N.left),N.top=h(N.top)),s={marginLeft:f,marginTop:b},e.each(["left","top"],function(t,i){e.ui.position[k[t]]&&e.ui.position[k[t]][i](N,{targetWidth:m,targetHeight:g,elemWidth:d,elemHeight:c,collisionPosition:s,collisionWidth:D,collisionHeight:S,offset:[p[0]+M[0],p[1]+M[1]],my:n.my,at:n.at,within:x,elem:u})}),n.using&&(l=function(e){var t=v.left-N.left,i=t+m-d,s=v.top-N.top,a=s+g-c,h={target:{element:_,left:v.left,top:v.top,width:m,height:g},element:{element:u,left:N.left,top:N.top,width:d,height:c},horizontal:0>i?"left":t>0?"right":"center",vertical:0>a?"top":s>0?"bottom":"middle"};d>m&&m>r(t+i)&&(h.horizontal="center"),c>g&&g>r(s+a)&&(h.vertical="middle"),h.important=o(r(t),r(i))>o(r(s),r(a))?"horizontal":"vertical",n.using.call(this,e,h)}),u.offset(e.extend(N,{using:l}))})},e.ui.position={fit:{left:function(e,t){var i,s=t.within,n=s.isWindow?s.scrollLeft:s.offset.left,a=s.width,r=e.left-t.collisionPosition.marginLeft,h=n-r,l=r+t.collisionWidth-a-n;t.collisionWidth>a?h>0&&0>=l?(i=e.left+h+t.collisionWidth-a-n,e.left+=h-i):e.left=l>0&&0>=h?n:h>l?n+a-t.collisionWidth:n:h>0?e.left+=h:l>0?e.left-=l:e.left=o(e.left-r,e.left)},top:function(e,t){var i,s=t.within,n=s.isWindow?s.scrollTop:s.offset.top,a=t.within.height,r=e.top-t.collisionPosition.marginTop,h=n-r,l=r+t.collisionHeight-a-n;t.collisionHeight>a?h>0&&0>=l?(i=e.top+h+t.collisionHeight-a-n,e.top+=h-i):e.top=l>0&&0>=h?n:h>l?n+a-t.collisionHeight:n:h>0?e.top+=h:l>0?e.top-=l:e.top=o(e.top-r,e.top)}},flip:{left:function(e,t){var i,s,n=t.within,a=n.offset.left+n.scrollLeft,o=n.width,h=n.isWindow?n.scrollLeft:n.offset.left,l=e.left-t.collisionPosition.marginLeft,u=l-h,d=l+t.collisionWidth-o-h,c="left"===t.my[0]?-t.elemWidth:"right"===t.my[0]?t.elemWidth:0,p="left"===t.at[0]?t.targetWidth:"right"===t.at[0]?-t.targetWidth:0,f=-2*t.offset[0];0>u?(i=e.left+c+p+f+t.collisionWidth-o-a,(0>i||r(u)>i)&&(e.left+=c+p+f)):d>0&&(s=e.left-t.collisionPosition.marginLeft+c+p+f-h,(s>0||d>r(s))&&(e.left+=c+p+f))},top:function(e,t){var i,s,n=t.within,a=n.offset.top+n.scrollTop,o=n.height,h=n.isWindow?n.scrollTop:n.offset.top,l=e.top-t.collisionPosition.marginTop,u=l-h,d=l+t.collisionHeight-o-h,c="top"===t.my[1],p=c?-t.elemHeight:"bottom"===t.my[1]?t.elemHeight:0,f="top"===t.at[1]?t.targetHeight:"bottom"===t.at[1]?-t.targetHeight:0,m=-2*t.offset[1];0>u?(s=e.top+p+f+m+t.collisionHeight-o-a,(0>s||r(u)>s)&&(e.top+=p+f+m)):d>0&&(i=e.top-t.collisionPosition.marginTop+p+f+m-h,(i>0||d>r(i))&&(e.top+=p+f+m))}},flipfit:{left:function(){e.ui.position.flip.left.apply(this,arguments),e.ui.position.fit.left.apply(this,arguments)},top:function(){e.ui.position.flip.top.apply(this,arguments),e.ui.position.fit.top.apply(this,arguments)}}},function(){var t,i,s,n,o,r=document.getElementsByTagName("body")[0],h=document.createElement("div");t=document.createElement(r?"div":"body"),s={visibility:"hidden",width:0,height:0,border:0,margin:0,background:"none"},r&&e.extend(s,{position:"absolute",left:"-1000px",top:"-1000px"});for(o in s)t.style[o]=s[o];t.appendChild(h),i=r||document.documentElement,i.insertBefore(t,i.firstChild),h.style.cssText="position: absolute; left: 10.7432222px;",n=e(h).offset().left,a=n>10&&11>n,t.innerHTML="",i.removeChild(t)}()}(),e.ui.position,e.widget("ui.draggable",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"drag",options:{addClasses:!0,appendTo:"parent",axis:!1,connectToSortable:!1,containment:!1,cursor:"auto",cursorAt:!1,grid:!1,handle:!1,helper:"original",iframeFix:!1,opacity:!1,refreshPositions:!1,revert:!1,revertDuration:500,scope:"default",scroll:!0,scrollSensitivity:20,scrollSpeed:20,snap:!1,snapMode:"both",snapTolerance:20,stack:!1,zIndex:!1,drag:null,start:null,stop:null},_create:function(){"original"===this.options.helper&&this._setPositionRelative(),this.options.addClasses&&this.element.addClass("ui-draggable"),this.options.disabled&&this.element.addClass("ui-draggable-disabled"),this._setHandleClassName(),this._mouseInit()},_setOption:function(e,t){this._super(e,t),"handle"===e&&(this._removeHandleClassName(),this._setHandleClassName())},_destroy:function(){return(this.helper||this.element).is(".ui-draggable-dragging")?(this.destroyOnClear=!0,void 0):(this.element.removeClass("ui-draggable ui-draggable-dragging ui-draggable-disabled"),this._removeHandleClassName(),this._mouseDestroy(),void 0)},_mouseCapture:function(t){var i=this.options;return this._blurActiveElement(t),this.helper||i.disabled||e(t.target).closest(".ui-resizable-handle").length>0?!1:(this.handle=this._getHandle(t),this.handle?(this._blockFrames(i.iframeFix===!0?"iframe":i.iframeFix),!0):!1)},_blockFrames:function(t){this.iframeBlocks=this.document.find(t).map(function(){var t=e(this);return e("<div>").css("position","absolute").appendTo(t.parent()).outerWidth(t.outerWidth()).outerHeight(t.outerHeight()).offset(t.offset())[0]})},_unblockFrames:function(){this.iframeBlocks&&(this.iframeBlocks.remove(),delete this.iframeBlocks)},_blurActiveElement:function(t){var i=this.document[0];if(this.handleElement.is(t.target))try{i.activeElement&&"body"!==i.activeElement.nodeName.toLowerCase()&&e(i.activeElement).blur()}catch(s){}},_mouseStart:function(t){var i=this.options;return this.helper=this._createHelper(t),this.helper.addClass("ui-draggable-dragging"),this._cacheHelperProportions(),e.ui.ddmanager&&(e.ui.ddmanager.current=this),this._cacheMargins(),this.cssPosition=this.helper.css("position"),this.scrollParent=this.helper.scrollParent(!0),this.offsetParent=this.helper.offsetParent(),this.hasFixedAncestor=this.helper.parents().filter(function(){return"fixed"===e(this).css("position")}).length>0,this.positionAbs=this.element.offset(),this._refreshOffsets(t),this.originalPosition=this.position=this._generatePosition(t,!1),this.originalPageX=t.pageX,this.originalPageY=t.pageY,i.cursorAt&&this._adjustOffsetFromHelper(i.cursorAt),this._setContainment(),this._trigger("start",t)===!1?(this._clear(),!1):(this._cacheHelperProportions(),e.ui.ddmanager&&!i.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t),this._normalizeRightBottom(),this._mouseDrag(t,!0),e.ui.ddmanager&&e.ui.ddmanager.dragStart(this,t),!0)},_refreshOffsets:function(e){this.offset={top:this.positionAbs.top-this.margins.top,left:this.positionAbs.left-this.margins.left,scroll:!1,parent:this._getParentOffset(),relative:this._getRelativeOffset()},this.offset.click={left:e.pageX-this.offset.left,top:e.pageY-this.offset.top}},_mouseDrag:function(t,i){if(this.hasFixedAncestor&&(this.offset.parent=this._getParentOffset()),this.position=this._generatePosition(t,!0),this.positionAbs=this._convertPositionTo("absolute"),!i){var s=this._uiHash();if(this._trigger("drag",t,s)===!1)return this._mouseUp({}),!1;this.position=s.position}return this.helper[0].style.left=this.position.left+"px",this.helper[0].style.top=this.position.top+"px",e.ui.ddmanager&&e.ui.ddmanager.drag(this,t),!1},_mouseStop:function(t){var i=this,s=!1;return e.ui.ddmanager&&!this.options.dropBehaviour&&(s=e.ui.ddmanager.drop(this,t)),this.dropped&&(s=this.dropped,this.dropped=!1),"invalid"===this.options.revert&&!s||"valid"===this.options.revert&&s||this.options.revert===!0||e.isFunction(this.options.revert)&&this.options.revert.call(this.element,s)?e(this.helper).animate(this.originalPosition,parseInt(this.options.revertDuration,10),function(){i._trigger("stop",t)!==!1&&i._clear()}):this._trigger("stop",t)!==!1&&this._clear(),!1},_mouseUp:function(t){return this._unblockFrames(),e.ui.ddmanager&&e.ui.ddmanager.dragStop(this,t),this.handleElement.is(t.target)&&this.element.focus(),e.ui.mouse.prototype._mouseUp.call(this,t)},cancel:function(){return this.helper.is(".ui-draggable-dragging")?this._mouseUp({}):this._clear(),this},_getHandle:function(t){return this.options.handle?!!e(t.target).closest(this.element.find(this.options.handle)).length:!0},_setHandleClassName:function(){this.handleElement=this.options.handle?this.element.find(this.options.handle):this.element,this.handleElement.addClass("ui-draggable-handle")},_removeHandleClassName:function(){this.handleElement.removeClass("ui-draggable-handle")},_createHelper:function(t){var i=this.options,s=e.isFunction(i.helper),n=s?e(i.helper.apply(this.element[0],[t])):"clone"===i.helper?this.element.clone().removeAttr("id"):this.element;return n.parents("body").length||n.appendTo("parent"===i.appendTo?this.element[0].parentNode:i.appendTo),s&&n[0]===this.element[0]&&this._setPositionRelative(),n[0]===this.element[0]||/(fixed|absolute)/.test(n.css("position"))||n.css("position","absolute"),n},_setPositionRelative:function(){/^(?:r|a|f)/.test(this.element.css("position"))||(this.element[0].style.position="relative")},_adjustOffsetFromHelper:function(t){"string"==typeof t&&(t=t.split(" ")),e.isArray(t)&&(t={left:+t[0],top:+t[1]||0}),"left"in t&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_isRootNode:function(e){return/(html|body)/i.test(e.tagName)||e===this.document[0]},_getParentOffset:function(){var t=this.offsetParent.offset(),i=this.document[0];return"absolute"===this.cssPosition&&this.scrollParent[0]!==i&&e.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop()),this._isRootNode(this.offsetParent[0])&&(t={top:0,left:0}),{top:t.top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if("relative"!==this.cssPosition)return{top:0,left:0};var e=this.element.position(),t=this._isRootNode(this.scrollParent[0]);return{top:e.top-(parseInt(this.helper.css("top"),10)||0)+(t?0:this.scrollParent.scrollTop()),left:e.left-(parseInt(this.helper.css("left"),10)||0)+(t?0:this.scrollParent.scrollLeft())}},_cacheMargins:function(){this.margins={left:parseInt(this.element.css("marginLeft"),10)||0,top:parseInt(this.element.css("marginTop"),10)||0,right:parseInt(this.element.css("marginRight"),10)||0,bottom:parseInt(this.element.css("marginBottom"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t,i,s,n=this.options,a=this.document[0];return this.relativeContainer=null,n.containment?"window"===n.containment?(this.containment=[e(window).scrollLeft()-this.offset.relative.left-this.offset.parent.left,e(window).scrollTop()-this.offset.relative.top-this.offset.parent.top,e(window).scrollLeft()+e(window).width()-this.helperProportions.width-this.margins.left,e(window).scrollTop()+(e(window).height()||a.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top],void 0):"document"===n.containment?(this.containment=[0,0,e(a).width()-this.helperProportions.width-this.margins.left,(e(a).height()||a.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top],void 0):n.containment.constructor===Array?(this.containment=n.containment,void 0):("parent"===n.containment&&(n.containment=this.helper[0].parentNode),i=e(n.containment),s=i[0],s&&(t=/(scroll|auto)/.test(i.css("overflow")),this.containment=[(parseInt(i.css("borderLeftWidth"),10)||0)+(parseInt(i.css("paddingLeft"),10)||0),(parseInt(i.css("borderTopWidth"),10)||0)+(parseInt(i.css("paddingTop"),10)||0),(t?Math.max(s.scrollWidth,s.offsetWidth):s.offsetWidth)-(parseInt(i.css("borderRightWidth"),10)||0)-(parseInt(i.css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left-this.margins.right,(t?Math.max(s.scrollHeight,s.offsetHeight):s.offsetHeight)-(parseInt(i.css("borderBottomWidth"),10)||0)-(parseInt(i.css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top-this.margins.bottom],this.relativeContainer=i),void 0):(this.containment=null,void 0)},_convertPositionTo:function(e,t){t||(t=this.position);var i="absolute"===e?1:-1,s=this._isRootNode(this.scrollParent[0]);return{top:t.top+this.offset.relative.top*i+this.offset.parent.top*i-("fixed"===this.cssPosition?-this.offset.scroll.top:s?0:this.offset.scroll.top)*i,left:t.left+this.offset.relative.left*i+this.offset.parent.left*i-("fixed"===this.cssPosition?-this.offset.scroll.left:s?0:this.offset.scroll.left)*i}},_generatePosition:function(e,t){var i,s,n,a,o=this.options,r=this._isRootNode(this.scrollParent[0]),h=e.pageX,l=e.pageY;return r&&this.offset.scroll||(this.offset.scroll={top:this.scrollParent.scrollTop(),left:this.scrollParent.scrollLeft()}),t&&(this.containment&&(this.relativeContainer?(s=this.relativeContainer.offset(),i=[this.containment[0]+s.left,this.containment[1]+s.top,this.containment[2]+s.left,this.containment[3]+s.top]):i=this.containment,e.pageX-this.offset.click.left<i[0]&&(h=i[0]+this.offset.click.left),e.pageY-this.offset.click.top<i[1]&&(l=i[1]+this.offset.click.top),e.pageX-this.offset.click.left>i[2]&&(h=i[2]+this.offset.click.left),e.pageY-this.offset.click.top>i[3]&&(l=i[3]+this.offset.click.top)),o.grid&&(n=o.grid[1]?this.originalPageY+Math.round((l-this.originalPageY)/o.grid[1])*o.grid[1]:this.originalPageY,l=i?n-this.offset.click.top>=i[1]||n-this.offset.click.top>i[3]?n:n-this.offset.click.top>=i[1]?n-o.grid[1]:n+o.grid[1]:n,a=o.grid[0]?this.originalPageX+Math.round((h-this.originalPageX)/o.grid[0])*o.grid[0]:this.originalPageX,h=i?a-this.offset.click.left>=i[0]||a-this.offset.click.left>i[2]?a:a-this.offset.click.left>=i[0]?a-o.grid[0]:a+o.grid[0]:a),"y"===o.axis&&(h=this.originalPageX),"x"===o.axis&&(l=this.originalPageY)),{top:l-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+("fixed"===this.cssPosition?-this.offset.scroll.top:r?0:this.offset.scroll.top),left:h-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+("fixed"===this.cssPosition?-this.offset.scroll.left:r?0:this.offset.scroll.left)}},_clear:function(){this.helper.removeClass("ui-draggable-dragging"),this.helper[0]===this.element[0]||this.cancelHelperRemoval||this.helper.remove(),this.helper=null,this.cancelHelperRemoval=!1,this.destroyOnClear&&this.destroy()},_normalizeRightBottom:function(){"y"!==this.options.axis&&"auto"!==this.helper.css("right")&&(this.helper.width(this.helper.width()),this.helper.css("right","auto")),"x"!==this.options.axis&&"auto"!==this.helper.css("bottom")&&(this.helper.height(this.helper.height()),this.helper.css("bottom","auto"))},_trigger:function(t,i,s){return s=s||this._uiHash(),e.ui.plugin.call(this,t,[i,s,this],!0),/^(drag|start|stop)/.test(t)&&(this.positionAbs=this._convertPositionTo("absolute"),s.offset=this.positionAbs),e.Widget.prototype._trigger.call(this,t,i,s)},plugins:{},_uiHash:function(){return{helper:this.helper,position:this.position,originalPosition:this.originalPosition,offset:this.positionAbs}}}),e.ui.plugin.add("draggable","connectToSortable",{start:function(t,i,s){var n=e.extend({},i,{item:s.element});s.sortables=[],e(s.options.connectToSortable).each(function(){var i=e(this).sortable("instance");i&&!i.options.disabled&&(s.sortables.push(i),i.refreshPositions(),i._trigger("activate",t,n))})},stop:function(t,i,s){var n=e.extend({},i,{item:s.element});s.cancelHelperRemoval=!1,e.each(s.sortables,function(){var e=this;e.isOver?(e.isOver=0,s.cancelHelperRemoval=!0,e.cancelHelperRemoval=!1,e._storedCSS={position:e.placeholder.css("position"),top:e.placeholder.css("top"),left:e.placeholder.css("left")},e._mouseStop(t),e.options.helper=e.options._helper):(e.cancelHelperRemoval=!0,e._trigger("deactivate",t,n))})},drag:function(t,i,s){e.each(s.sortables,function(){var n=!1,a=this;a.positionAbs=s.positionAbs,a.helperProportions=s.helperProportions,a.offset.click=s.offset.click,a._intersectsWith(a.containerCache)&&(n=!0,e.each(s.sortables,function(){return this.positionAbs=s.positionAbs,this.helperProportions=s.helperProportions,this.offset.click=s.offset.click,this!==a&&this._intersectsWith(this.containerCache)&&e.contains(a.element[0],this.element[0])&&(n=!1),n
})),n?(a.isOver||(a.isOver=1,s._parent=i.helper.parent(),a.currentItem=i.helper.appendTo(a.element).data("ui-sortable-item",!0),a.options._helper=a.options.helper,a.options.helper=function(){return i.helper[0]},t.target=a.currentItem[0],a._mouseCapture(t,!0),a._mouseStart(t,!0,!0),a.offset.click.top=s.offset.click.top,a.offset.click.left=s.offset.click.left,a.offset.parent.left-=s.offset.parent.left-a.offset.parent.left,a.offset.parent.top-=s.offset.parent.top-a.offset.parent.top,s._trigger("toSortable",t),s.dropped=a.element,e.each(s.sortables,function(){this.refreshPositions()}),s.currentItem=s.element,a.fromOutside=s),a.currentItem&&(a._mouseDrag(t),i.position=a.position)):a.isOver&&(a.isOver=0,a.cancelHelperRemoval=!0,a.options._revert=a.options.revert,a.options.revert=!1,a._trigger("out",t,a._uiHash(a)),a._mouseStop(t,!0),a.options.revert=a.options._revert,a.options.helper=a.options._helper,a.placeholder&&a.placeholder.remove(),i.helper.appendTo(s._parent),s._refreshOffsets(t),i.position=s._generatePosition(t,!0),s._trigger("fromSortable",t),s.dropped=!1,e.each(s.sortables,function(){this.refreshPositions()}))})}}),e.ui.plugin.add("draggable","cursor",{start:function(t,i,s){var n=e("body"),a=s.options;n.css("cursor")&&(a._cursor=n.css("cursor")),n.css("cursor",a.cursor)},stop:function(t,i,s){var n=s.options;n._cursor&&e("body").css("cursor",n._cursor)}}),e.ui.plugin.add("draggable","opacity",{start:function(t,i,s){var n=e(i.helper),a=s.options;n.css("opacity")&&(a._opacity=n.css("opacity")),n.css("opacity",a.opacity)},stop:function(t,i,s){var n=s.options;n._opacity&&e(i.helper).css("opacity",n._opacity)}}),e.ui.plugin.add("draggable","scroll",{start:function(e,t,i){i.scrollParentNotHidden||(i.scrollParentNotHidden=i.helper.scrollParent(!1)),i.scrollParentNotHidden[0]!==i.document[0]&&"HTML"!==i.scrollParentNotHidden[0].tagName&&(i.overflowOffset=i.scrollParentNotHidden.offset())},drag:function(t,i,s){var n=s.options,a=!1,o=s.scrollParentNotHidden[0],r=s.document[0];o!==r&&"HTML"!==o.tagName?(n.axis&&"x"===n.axis||(s.overflowOffset.top+o.offsetHeight-t.pageY<n.scrollSensitivity?o.scrollTop=a=o.scrollTop+n.scrollSpeed:t.pageY-s.overflowOffset.top<n.scrollSensitivity&&(o.scrollTop=a=o.scrollTop-n.scrollSpeed)),n.axis&&"y"===n.axis||(s.overflowOffset.left+o.offsetWidth-t.pageX<n.scrollSensitivity?o.scrollLeft=a=o.scrollLeft+n.scrollSpeed:t.pageX-s.overflowOffset.left<n.scrollSensitivity&&(o.scrollLeft=a=o.scrollLeft-n.scrollSpeed))):(n.axis&&"x"===n.axis||(t.pageY-e(r).scrollTop()<n.scrollSensitivity?a=e(r).scrollTop(e(r).scrollTop()-n.scrollSpeed):e(window).height()-(t.pageY-e(r).scrollTop())<n.scrollSensitivity&&(a=e(r).scrollTop(e(r).scrollTop()+n.scrollSpeed))),n.axis&&"y"===n.axis||(t.pageX-e(r).scrollLeft()<n.scrollSensitivity?a=e(r).scrollLeft(e(r).scrollLeft()-n.scrollSpeed):e(window).width()-(t.pageX-e(r).scrollLeft())<n.scrollSensitivity&&(a=e(r).scrollLeft(e(r).scrollLeft()+n.scrollSpeed)))),a!==!1&&e.ui.ddmanager&&!n.dropBehaviour&&e.ui.ddmanager.prepareOffsets(s,t)}}),e.ui.plugin.add("draggable","snap",{start:function(t,i,s){var n=s.options;s.snapElements=[],e(n.snap.constructor!==String?n.snap.items||":data(ui-draggable)":n.snap).each(function(){var t=e(this),i=t.offset();this!==s.element[0]&&s.snapElements.push({item:this,width:t.outerWidth(),height:t.outerHeight(),top:i.top,left:i.left})})},drag:function(t,i,s){var n,a,o,r,h,l,u,d,c,p,f=s.options,m=f.snapTolerance,g=i.offset.left,v=g+s.helperProportions.width,y=i.offset.top,b=y+s.helperProportions.height;for(c=s.snapElements.length-1;c>=0;c--)h=s.snapElements[c].left-s.margins.left,l=h+s.snapElements[c].width,u=s.snapElements[c].top-s.margins.top,d=u+s.snapElements[c].height,h-m>v||g>l+m||u-m>b||y>d+m||!e.contains(s.snapElements[c].item.ownerDocument,s.snapElements[c].item)?(s.snapElements[c].snapping&&s.options.snap.release&&s.options.snap.release.call(s.element,t,e.extend(s._uiHash(),{snapItem:s.snapElements[c].item})),s.snapElements[c].snapping=!1):("inner"!==f.snapMode&&(n=m>=Math.abs(u-b),a=m>=Math.abs(d-y),o=m>=Math.abs(h-v),r=m>=Math.abs(l-g),n&&(i.position.top=s._convertPositionTo("relative",{top:u-s.helperProportions.height,left:0}).top),a&&(i.position.top=s._convertPositionTo("relative",{top:d,left:0}).top),o&&(i.position.left=s._convertPositionTo("relative",{top:0,left:h-s.helperProportions.width}).left),r&&(i.position.left=s._convertPositionTo("relative",{top:0,left:l}).left)),p=n||a||o||r,"outer"!==f.snapMode&&(n=m>=Math.abs(u-y),a=m>=Math.abs(d-b),o=m>=Math.abs(h-g),r=m>=Math.abs(l-v),n&&(i.position.top=s._convertPositionTo("relative",{top:u,left:0}).top),a&&(i.position.top=s._convertPositionTo("relative",{top:d-s.helperProportions.height,left:0}).top),o&&(i.position.left=s._convertPositionTo("relative",{top:0,left:h}).left),r&&(i.position.left=s._convertPositionTo("relative",{top:0,left:l-s.helperProportions.width}).left)),!s.snapElements[c].snapping&&(n||a||o||r||p)&&s.options.snap.snap&&s.options.snap.snap.call(s.element,t,e.extend(s._uiHash(),{snapItem:s.snapElements[c].item})),s.snapElements[c].snapping=n||a||o||r||p)}}),e.ui.plugin.add("draggable","stack",{start:function(t,i,s){var n,a=s.options,o=e.makeArray(e(a.stack)).sort(function(t,i){return(parseInt(e(t).css("zIndex"),10)||0)-(parseInt(e(i).css("zIndex"),10)||0)});o.length&&(n=parseInt(e(o[0]).css("zIndex"),10)||0,e(o).each(function(t){e(this).css("zIndex",n+t)}),this.css("zIndex",n+o.length))}}),e.ui.plugin.add("draggable","zIndex",{start:function(t,i,s){var n=e(i.helper),a=s.options;n.css("zIndex")&&(a._zIndex=n.css("zIndex")),n.css("zIndex",a.zIndex)},stop:function(t,i,s){var n=s.options;n._zIndex&&e(i.helper).css("zIndex",n._zIndex)}}),e.ui.draggable,e.widget("ui.droppable",{version:"1.11.4",widgetEventPrefix:"drop",options:{accept:"*",activeClass:!1,addClasses:!0,greedy:!1,hoverClass:!1,scope:"default",tolerance:"intersect",activate:null,deactivate:null,drop:null,out:null,over:null},_create:function(){var t,i=this.options,s=i.accept;this.isover=!1,this.isout=!0,this.accept=e.isFunction(s)?s:function(e){return e.is(s)},this.proportions=function(){return arguments.length?(t=arguments[0],void 0):t?t:t={width:this.element[0].offsetWidth,height:this.element[0].offsetHeight}},this._addToManager(i.scope),i.addClasses&&this.element.addClass("ui-droppable")},_addToManager:function(t){e.ui.ddmanager.droppables[t]=e.ui.ddmanager.droppables[t]||[],e.ui.ddmanager.droppables[t].push(this)},_splice:function(e){for(var t=0;e.length>t;t++)e[t]===this&&e.splice(t,1)},_destroy:function(){var t=e.ui.ddmanager.droppables[this.options.scope];this._splice(t),this.element.removeClass("ui-droppable ui-droppable-disabled")},_setOption:function(t,i){if("accept"===t)this.accept=e.isFunction(i)?i:function(e){return e.is(i)};else if("scope"===t){var s=e.ui.ddmanager.droppables[this.options.scope];this._splice(s),this._addToManager(i)}this._super(t,i)},_activate:function(t){var i=e.ui.ddmanager.current;this.options.activeClass&&this.element.addClass(this.options.activeClass),i&&this._trigger("activate",t,this.ui(i))},_deactivate:function(t){var i=e.ui.ddmanager.current;this.options.activeClass&&this.element.removeClass(this.options.activeClass),i&&this._trigger("deactivate",t,this.ui(i))},_over:function(t){var i=e.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.addClass(this.options.hoverClass),this._trigger("over",t,this.ui(i)))},_out:function(t){var i=e.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger("out",t,this.ui(i)))},_drop:function(t,i){var s=i||e.ui.ddmanager.current,n=!1;return s&&(s.currentItem||s.element)[0]!==this.element[0]?(this.element.find(":data(ui-droppable)").not(".ui-draggable-dragging").each(function(){var i=e(this).droppable("instance");return i.options.greedy&&!i.options.disabled&&i.options.scope===s.options.scope&&i.accept.call(i.element[0],s.currentItem||s.element)&&e.ui.intersect(s,e.extend(i,{offset:i.element.offset()}),i.options.tolerance,t)?(n=!0,!1):void 0}),n?!1:this.accept.call(this.element[0],s.currentItem||s.element)?(this.options.activeClass&&this.element.removeClass(this.options.activeClass),this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger("drop",t,this.ui(s)),this.element):!1):!1},ui:function(e){return{draggable:e.currentItem||e.element,helper:e.helper,position:e.position,offset:e.positionAbs}}}),e.ui.intersect=function(){function e(e,t,i){return e>=t&&t+i>e}return function(t,i,s,n){if(!i.offset)return!1;var a=(t.positionAbs||t.position.absolute).left+t.margins.left,o=(t.positionAbs||t.position.absolute).top+t.margins.top,r=a+t.helperProportions.width,h=o+t.helperProportions.height,l=i.offset.left,u=i.offset.top,d=l+i.proportions().width,c=u+i.proportions().height;switch(s){case"fit":return a>=l&&d>=r&&o>=u&&c>=h;case"intersect":return a+t.helperProportions.width/2>l&&d>r-t.helperProportions.width/2&&o+t.helperProportions.height/2>u&&c>h-t.helperProportions.height/2;case"pointer":return e(n.pageY,u,i.proportions().height)&&e(n.pageX,l,i.proportions().width);case"touch":return(o>=u&&c>=o||h>=u&&c>=h||u>o&&h>c)&&(a>=l&&d>=a||r>=l&&d>=r||l>a&&r>d);default:return!1}}}(),e.ui.ddmanager={current:null,droppables:{"default":[]},prepareOffsets:function(t,i){var s,n,a=e.ui.ddmanager.droppables[t.options.scope]||[],o=i?i.type:null,r=(t.currentItem||t.element).find(":data(ui-droppable)").addBack();e:for(s=0;a.length>s;s++)if(!(a[s].options.disabled||t&&!a[s].accept.call(a[s].element[0],t.currentItem||t.element))){for(n=0;r.length>n;n++)if(r[n]===a[s].element[0]){a[s].proportions().height=0;continue e}a[s].visible="none"!==a[s].element.css("display"),a[s].visible&&("mousedown"===o&&a[s]._activate.call(a[s],i),a[s].offset=a[s].element.offset(),a[s].proportions({width:a[s].element[0].offsetWidth,height:a[s].element[0].offsetHeight}))}},drop:function(t,i){var s=!1;return e.each((e.ui.ddmanager.droppables[t.options.scope]||[]).slice(),function(){this.options&&(!this.options.disabled&&this.visible&&e.ui.intersect(t,this,this.options.tolerance,i)&&(s=this._drop.call(this,i)||s),!this.options.disabled&&this.visible&&this.accept.call(this.element[0],t.currentItem||t.element)&&(this.isout=!0,this.isover=!1,this._deactivate.call(this,i)))}),s},dragStart:function(t,i){t.element.parentsUntil("body").bind("scroll.droppable",function(){t.options.refreshPositions||e.ui.ddmanager.prepareOffsets(t,i)})},drag:function(t,i){t.options.refreshPositions&&e.ui.ddmanager.prepareOffsets(t,i),e.each(e.ui.ddmanager.droppables[t.options.scope]||[],function(){if(!this.options.disabled&&!this.greedyChild&&this.visible){var s,n,a,o=e.ui.intersect(t,this,this.options.tolerance,i),r=!o&&this.isover?"isout":o&&!this.isover?"isover":null;r&&(this.options.greedy&&(n=this.options.scope,a=this.element.parents(":data(ui-droppable)").filter(function(){return e(this).droppable("instance").options.scope===n}),a.length&&(s=e(a[0]).droppable("instance"),s.greedyChild="isover"===r)),s&&"isover"===r&&(s.isover=!1,s.isout=!0,s._out.call(s,i)),this[r]=!0,this["isout"===r?"isover":"isout"]=!1,this["isover"===r?"_over":"_out"].call(this,i),s&&"isout"===r&&(s.isout=!1,s.isover=!0,s._over.call(s,i)))}})},dragStop:function(t,i){t.element.parentsUntil("body").unbind("scroll.droppable"),t.options.refreshPositions||e.ui.ddmanager.prepareOffsets(t,i)}},e.ui.droppable,e.widget("ui.resizable",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"resize",options:{alsoResize:!1,animate:!1,animateDuration:"slow",animateEasing:"swing",aspectRatio:!1,autoHide:!1,containment:!1,ghost:!1,grid:!1,handles:"e,s,se",helper:!1,maxHeight:null,maxWidth:null,minHeight:10,minWidth:10,zIndex:90,resize:null,start:null,stop:null},_num:function(e){return parseInt(e,10)||0},_isNumber:function(e){return!isNaN(parseInt(e,10))},_hasScroll:function(t,i){if("hidden"===e(t).css("overflow"))return!1;var s=i&&"left"===i?"scrollLeft":"scrollTop",n=!1;return t[s]>0?!0:(t[s]=1,n=t[s]>0,t[s]=0,n)},_create:function(){var t,i,s,n,a,o=this,r=this.options;if(this.element.addClass("ui-resizable"),e.extend(this,{_aspectRatio:!!r.aspectRatio,aspectRatio:r.aspectRatio,originalElement:this.element,_proportionallyResizeElements:[],_helper:r.helper||r.ghost||r.animate?r.helper||"ui-resizable-helper":null}),this.element[0].nodeName.match(/^(canvas|textarea|input|select|button|img)$/i)&&(this.element.wrap(e("<div class='ui-wrapper' style='overflow: hidden;'></div>").css({position:this.element.css("position"),width:this.element.outerWidth(),height:this.element.outerHeight(),top:this.element.css("top"),left:this.element.css("left")})),this.element=this.element.parent().data("ui-resizable",this.element.resizable("instance")),this.elementIsWrapper=!0,this.element.css({marginLeft:this.originalElement.css("marginLeft"),marginTop:this.originalElement.css("marginTop"),marginRight:this.originalElement.css("marginRight"),marginBottom:this.originalElement.css("marginBottom")}),this.originalElement.css({marginLeft:0,marginTop:0,marginRight:0,marginBottom:0}),this.originalResizeStyle=this.originalElement.css("resize"),this.originalElement.css("resize","none"),this._proportionallyResizeElements.push(this.originalElement.css({position:"static",zoom:1,display:"block"})),this.originalElement.css({margin:this.originalElement.css("margin")}),this._proportionallyResize()),this.handles=r.handles||(e(".ui-resizable-handle",this.element).length?{n:".ui-resizable-n",e:".ui-resizable-e",s:".ui-resizable-s",w:".ui-resizable-w",se:".ui-resizable-se",sw:".ui-resizable-sw",ne:".ui-resizable-ne",nw:".ui-resizable-nw"}:"e,s,se"),this._handles=e(),this.handles.constructor===String)for("all"===this.handles&&(this.handles="n,e,s,w,se,sw,ne,nw"),t=this.handles.split(","),this.handles={},i=0;t.length>i;i++)s=e.trim(t[i]),a="ui-resizable-"+s,n=e("<div class='ui-resizable-handle "+a+"'></div>"),n.css({zIndex:r.zIndex}),"se"===s&&n.addClass("ui-icon ui-icon-gripsmall-diagonal-se"),this.handles[s]=".ui-resizable-"+s,this.element.append(n);this._renderAxis=function(t){var i,s,n,a;t=t||this.element;for(i in this.handles)this.handles[i].constructor===String?this.handles[i]=this.element.children(this.handles[i]).first().show():(this.handles[i].jquery||this.handles[i].nodeType)&&(this.handles[i]=e(this.handles[i]),this._on(this.handles[i],{mousedown:o._mouseDown})),this.elementIsWrapper&&this.originalElement[0].nodeName.match(/^(textarea|input|select|button)$/i)&&(s=e(this.handles[i],this.element),a=/sw|ne|nw|se|n|s/.test(i)?s.outerHeight():s.outerWidth(),n=["padding",/ne|nw|n/.test(i)?"Top":/se|sw|s/.test(i)?"Bottom":/^e$/.test(i)?"Right":"Left"].join(""),t.css(n,a),this._proportionallyResize()),this._handles=this._handles.add(this.handles[i])},this._renderAxis(this.element),this._handles=this._handles.add(this.element.find(".ui-resizable-handle")),this._handles.disableSelection(),this._handles.mouseover(function(){o.resizing||(this.className&&(n=this.className.match(/ui-resizable-(se|sw|ne|nw|n|e|s|w)/i)),o.axis=n&&n[1]?n[1]:"se")}),r.autoHide&&(this._handles.hide(),e(this.element).addClass("ui-resizable-autohide").mouseenter(function(){r.disabled||(e(this).removeClass("ui-resizable-autohide"),o._handles.show())}).mouseleave(function(){r.disabled||o.resizing||(e(this).addClass("ui-resizable-autohide"),o._handles.hide())})),this._mouseInit()},_destroy:function(){this._mouseDestroy();var t,i=function(t){e(t).removeClass("ui-resizable ui-resizable-disabled ui-resizable-resizing").removeData("resizable").removeData("ui-resizable").unbind(".resizable").find(".ui-resizable-handle").remove()};return this.elementIsWrapper&&(i(this.element),t=this.element,this.originalElement.css({position:t.css("position"),width:t.outerWidth(),height:t.outerHeight(),top:t.css("top"),left:t.css("left")}).insertAfter(t),t.remove()),this.originalElement.css("resize",this.originalResizeStyle),i(this.originalElement),this},_mouseCapture:function(t){var i,s,n=!1;for(i in this.handles)s=e(this.handles[i])[0],(s===t.target||e.contains(s,t.target))&&(n=!0);return!this.options.disabled&&n},_mouseStart:function(t){var i,s,n,a=this.options,o=this.element;return this.resizing=!0,this._renderProxy(),i=this._num(this.helper.css("left")),s=this._num(this.helper.css("top")),a.containment&&(i+=e(a.containment).scrollLeft()||0,s+=e(a.containment).scrollTop()||0),this.offset=this.helper.offset(),this.position={left:i,top:s},this.size=this._helper?{width:this.helper.width(),height:this.helper.height()}:{width:o.width(),height:o.height()},this.originalSize=this._helper?{width:o.outerWidth(),height:o.outerHeight()}:{width:o.width(),height:o.height()},this.sizeDiff={width:o.outerWidth()-o.width(),height:o.outerHeight()-o.height()},this.originalPosition={left:i,top:s},this.originalMousePosition={left:t.pageX,top:t.pageY},this.aspectRatio="number"==typeof a.aspectRatio?a.aspectRatio:this.originalSize.width/this.originalSize.height||1,n=e(".ui-resizable-"+this.axis).css("cursor"),e("body").css("cursor","auto"===n?this.axis+"-resize":n),o.addClass("ui-resizable-resizing"),this._propagate("start",t),!0},_mouseDrag:function(t){var i,s,n=this.originalMousePosition,a=this.axis,o=t.pageX-n.left||0,r=t.pageY-n.top||0,h=this._change[a];return this._updatePrevProperties(),h?(i=h.apply(this,[t,o,r]),this._updateVirtualBoundaries(t.shiftKey),(this._aspectRatio||t.shiftKey)&&(i=this._updateRatio(i,t)),i=this._respectSize(i,t),this._updateCache(i),this._propagate("resize",t),s=this._applyChanges(),!this._helper&&this._proportionallyResizeElements.length&&this._proportionallyResize(),e.isEmptyObject(s)||(this._updatePrevProperties(),this._trigger("resize",t,this.ui()),this._applyChanges()),!1):!1},_mouseStop:function(t){this.resizing=!1;var i,s,n,a,o,r,h,l=this.options,u=this;return this._helper&&(i=this._proportionallyResizeElements,s=i.length&&/textarea/i.test(i[0].nodeName),n=s&&this._hasScroll(i[0],"left")?0:u.sizeDiff.height,a=s?0:u.sizeDiff.width,o={width:u.helper.width()-a,height:u.helper.height()-n},r=parseInt(u.element.css("left"),10)+(u.position.left-u.originalPosition.left)||null,h=parseInt(u.element.css("top"),10)+(u.position.top-u.originalPosition.top)||null,l.animate||this.element.css(e.extend(o,{top:h,left:r})),u.helper.height(u.size.height),u.helper.width(u.size.width),this._helper&&!l.animate&&this._proportionallyResize()),e("body").css("cursor","auto"),this.element.removeClass("ui-resizable-resizing"),this._propagate("stop",t),this._helper&&this.helper.remove(),!1},_updatePrevProperties:function(){this.prevPosition={top:this.position.top,left:this.position.left},this.prevSize={width:this.size.width,height:this.size.height}},_applyChanges:function(){var e={};return this.position.top!==this.prevPosition.top&&(e.top=this.position.top+"px"),this.position.left!==this.prevPosition.left&&(e.left=this.position.left+"px"),this.size.width!==this.prevSize.width&&(e.width=this.size.width+"px"),this.size.height!==this.prevSize.height&&(e.height=this.size.height+"px"),this.helper.css(e),e},_updateVirtualBoundaries:function(e){var t,i,s,n,a,o=this.options;a={minWidth:this._isNumber(o.minWidth)?o.minWidth:0,maxWidth:this._isNumber(o.maxWidth)?o.maxWidth:1/0,minHeight:this._isNumber(o.minHeight)?o.minHeight:0,maxHeight:this._isNumber(o.maxHeight)?o.maxHeight:1/0},(this._aspectRatio||e)&&(t=a.minHeight*this.aspectRatio,s=a.minWidth/this.aspectRatio,i=a.maxHeight*this.aspectRatio,n=a.maxWidth/this.aspectRatio,t>a.minWidth&&(a.minWidth=t),s>a.minHeight&&(a.minHeight=s),a.maxWidth>i&&(a.maxWidth=i),a.maxHeight>n&&(a.maxHeight=n)),this._vBoundaries=a},_updateCache:function(e){this.offset=this.helper.offset(),this._isNumber(e.left)&&(this.position.left=e.left),this._isNumber(e.top)&&(this.position.top=e.top),this._isNumber(e.height)&&(this.size.height=e.height),this._isNumber(e.width)&&(this.size.width=e.width)},_updateRatio:function(e){var t=this.position,i=this.size,s=this.axis;return this._isNumber(e.height)?e.width=e.height*this.aspectRatio:this._isNumber(e.width)&&(e.height=e.width/this.aspectRatio),"sw"===s&&(e.left=t.left+(i.width-e.width),e.top=null),"nw"===s&&(e.top=t.top+(i.height-e.height),e.left=t.left+(i.width-e.width)),e},_respectSize:function(e){var t=this._vBoundaries,i=this.axis,s=this._isNumber(e.width)&&t.maxWidth&&t.maxWidth<e.width,n=this._isNumber(e.height)&&t.maxHeight&&t.maxHeight<e.height,a=this._isNumber(e.width)&&t.minWidth&&t.minWidth>e.width,o=this._isNumber(e.height)&&t.minHeight&&t.minHeight>e.height,r=this.originalPosition.left+this.originalSize.width,h=this.position.top+this.size.height,l=/sw|nw|w/.test(i),u=/nw|ne|n/.test(i);return a&&(e.width=t.minWidth),o&&(e.height=t.minHeight),s&&(e.width=t.maxWidth),n&&(e.height=t.maxHeight),a&&l&&(e.left=r-t.minWidth),s&&l&&(e.left=r-t.maxWidth),o&&u&&(e.top=h-t.minHeight),n&&u&&(e.top=h-t.maxHeight),e.width||e.height||e.left||!e.top?e.width||e.height||e.top||!e.left||(e.left=null):e.top=null,e},_getPaddingPlusBorderDimensions:function(e){for(var t=0,i=[],s=[e.css("borderTopWidth"),e.css("borderRightWidth"),e.css("borderBottomWidth"),e.css("borderLeftWidth")],n=[e.css("paddingTop"),e.css("paddingRight"),e.css("paddingBottom"),e.css("paddingLeft")];4>t;t++)i[t]=parseInt(s[t],10)||0,i[t]+=parseInt(n[t],10)||0;return{height:i[0]+i[2],width:i[1]+i[3]}},_proportionallyResize:function(){if(this._proportionallyResizeElements.length)for(var e,t=0,i=this.helper||this.element;this._proportionallyResizeElements.length>t;t++)e=this._proportionallyResizeElements[t],this.outerDimensions||(this.outerDimensions=this._getPaddingPlusBorderDimensions(e)),e.css({height:i.height()-this.outerDimensions.height||0,width:i.width()-this.outerDimensions.width||0})},_renderProxy:function(){var t=this.element,i=this.options;this.elementOffset=t.offset(),this._helper?(this.helper=this.helper||e("<div style='overflow:hidden;'></div>"),this.helper.addClass(this._helper).css({width:this.element.outerWidth()-1,height:this.element.outerHeight()-1,position:"absolute",left:this.elementOffset.left+"px",top:this.elementOffset.top+"px",zIndex:++i.zIndex}),this.helper.appendTo("body").disableSelection()):this.helper=this.element},_change:{e:function(e,t){return{width:this.originalSize.width+t}},w:function(e,t){var i=this.originalSize,s=this.originalPosition;return{left:s.left+t,width:i.width-t}},n:function(e,t,i){var s=this.originalSize,n=this.originalPosition;return{top:n.top+i,height:s.height-i}},s:function(e,t,i){return{height:this.originalSize.height+i}},se:function(t,i,s){return e.extend(this._change.s.apply(this,arguments),this._change.e.apply(this,[t,i,s]))},sw:function(t,i,s){return e.extend(this._change.s.apply(this,arguments),this._change.w.apply(this,[t,i,s]))},ne:function(t,i,s){return e.extend(this._change.n.apply(this,arguments),this._change.e.apply(this,[t,i,s]))},nw:function(t,i,s){return e.extend(this._change.n.apply(this,arguments),this._change.w.apply(this,[t,i,s]))}},_propagate:function(t,i){e.ui.plugin.call(this,t,[i,this.ui()]),"resize"!==t&&this._trigger(t,i,this.ui())},plugins:{},ui:function(){return{originalElement:this.originalElement,element:this.element,helper:this.helper,position:this.position,size:this.size,originalSize:this.originalSize,originalPosition:this.originalPosition}}}),e.ui.plugin.add("resizable","animate",{stop:function(t){var i=e(this).resizable("instance"),s=i.options,n=i._proportionallyResizeElements,a=n.length&&/textarea/i.test(n[0].nodeName),o=a&&i._hasScroll(n[0],"left")?0:i.sizeDiff.height,r=a?0:i.sizeDiff.width,h={width:i.size.width-r,height:i.size.height-o},l=parseInt(i.element.css("left"),10)+(i.position.left-i.originalPosition.left)||null,u=parseInt(i.element.css("top"),10)+(i.position.top-i.originalPosition.top)||null;i.element.animate(e.extend(h,u&&l?{top:u,left:l}:{}),{duration:s.animateDuration,easing:s.animateEasing,step:function(){var s={width:parseInt(i.element.css("width"),10),height:parseInt(i.element.css("height"),10),top:parseInt(i.element.css("top"),10),left:parseInt(i.element.css("left"),10)};n&&n.length&&e(n[0]).css({width:s.width,height:s.height}),i._updateCache(s),i._propagate("resize",t)}})}}),e.ui.plugin.add("resizable","containment",{start:function(){var t,i,s,n,a,o,r,h=e(this).resizable("instance"),l=h.options,u=h.element,d=l.containment,c=d instanceof e?d.get(0):/parent/.test(d)?u.parent().get(0):d;c&&(h.containerElement=e(c),/document/.test(d)||d===document?(h.containerOffset={left:0,top:0},h.containerPosition={left:0,top:0},h.parentData={element:e(document),left:0,top:0,width:e(document).width(),height:e(document).height()||document.body.parentNode.scrollHeight}):(t=e(c),i=[],e(["Top","Right","Left","Bottom"]).each(function(e,s){i[e]=h._num(t.css("padding"+s))}),h.containerOffset=t.offset(),h.containerPosition=t.position(),h.containerSize={height:t.innerHeight()-i[3],width:t.innerWidth()-i[1]},s=h.containerOffset,n=h.containerSize.height,a=h.containerSize.width,o=h._hasScroll(c,"left")?c.scrollWidth:a,r=h._hasScroll(c)?c.scrollHeight:n,h.parentData={element:c,left:s.left,top:s.top,width:o,height:r}))},resize:function(t){var i,s,n,a,o=e(this).resizable("instance"),r=o.options,h=o.containerOffset,l=o.position,u=o._aspectRatio||t.shiftKey,d={top:0,left:0},c=o.containerElement,p=!0;c[0]!==document&&/static/.test(c.css("position"))&&(d=h),l.left<(o._helper?h.left:0)&&(o.size.width=o.size.width+(o._helper?o.position.left-h.left:o.position.left-d.left),u&&(o.size.height=o.size.width/o.aspectRatio,p=!1),o.position.left=r.helper?h.left:0),l.top<(o._helper?h.top:0)&&(o.size.height=o.size.height+(o._helper?o.position.top-h.top:o.position.top),u&&(o.size.width=o.size.height*o.aspectRatio,p=!1),o.position.top=o._helper?h.top:0),n=o.containerElement.get(0)===o.element.parent().get(0),a=/relative|absolute/.test(o.containerElement.css("position")),n&&a?(o.offset.left=o.parentData.left+o.position.left,o.offset.top=o.parentData.top+o.position.top):(o.offset.left=o.element.offset().left,o.offset.top=o.element.offset().top),i=Math.abs(o.sizeDiff.width+(o._helper?o.offset.left-d.left:o.offset.left-h.left)),s=Math.abs(o.sizeDiff.height+(o._helper?o.offset.top-d.top:o.offset.top-h.top)),i+o.size.width>=o.parentData.width&&(o.size.width=o.parentData.width-i,u&&(o.size.height=o.size.width/o.aspectRatio,p=!1)),s+o.size.height>=o.parentData.height&&(o.size.height=o.parentData.height-s,u&&(o.size.width=o.size.height*o.aspectRatio,p=!1)),p||(o.position.left=o.prevPosition.left,o.position.top=o.prevPosition.top,o.size.width=o.prevSize.width,o.size.height=o.prevSize.height)},stop:function(){var t=e(this).resizable("instance"),i=t.options,s=t.containerOffset,n=t.containerPosition,a=t.containerElement,o=e(t.helper),r=o.offset(),h=o.outerWidth()-t.sizeDiff.width,l=o.outerHeight()-t.sizeDiff.height;t._helper&&!i.animate&&/relative/.test(a.css("position"))&&e(this).css({left:r.left-n.left-s.left,width:h,height:l}),t._helper&&!i.animate&&/static/.test(a.css("position"))&&e(this).css({left:r.left-n.left-s.left,width:h,height:l})}}),e.ui.plugin.add("resizable","alsoResize",{start:function(){var t=e(this).resizable("instance"),i=t.options;e(i.alsoResize).each(function(){var t=e(this);t.data("ui-resizable-alsoresize",{width:parseInt(t.width(),10),height:parseInt(t.height(),10),left:parseInt(t.css("left"),10),top:parseInt(t.css("top"),10)})})},resize:function(t,i){var s=e(this).resizable("instance"),n=s.options,a=s.originalSize,o=s.originalPosition,r={height:s.size.height-a.height||0,width:s.size.width-a.width||0,top:s.position.top-o.top||0,left:s.position.left-o.left||0};e(n.alsoResize).each(function(){var t=e(this),s=e(this).data("ui-resizable-alsoresize"),n={},a=t.parents(i.originalElement[0]).length?["width","height"]:["width","height","top","left"];e.each(a,function(e,t){var i=(s[t]||0)+(r[t]||0);i&&i>=0&&(n[t]=i||null)}),t.css(n)})},stop:function(){e(this).removeData("resizable-alsoresize")}}),e.ui.plugin.add("resizable","ghost",{start:function(){var t=e(this).resizable("instance"),i=t.options,s=t.size;t.ghost=t.originalElement.clone(),t.ghost.css({opacity:.25,display:"block",position:"relative",height:s.height,width:s.width,margin:0,left:0,top:0}).addClass("ui-resizable-ghost").addClass("string"==typeof i.ghost?i.ghost:""),t.ghost.appendTo(t.helper)},resize:function(){var t=e(this).resizable("instance");t.ghost&&t.ghost.css({position:"relative",height:t.size.height,width:t.size.width})},stop:function(){var t=e(this).resizable("instance");t.ghost&&t.helper&&t.helper.get(0).removeChild(t.ghost.get(0))}}),e.ui.plugin.add("resizable","grid",{resize:function(){var t,i=e(this).resizable("instance"),s=i.options,n=i.size,a=i.originalSize,o=i.originalPosition,r=i.axis,h="number"==typeof s.grid?[s.grid,s.grid]:s.grid,l=h[0]||1,u=h[1]||1,d=Math.round((n.width-a.width)/l)*l,c=Math.round((n.height-a.height)/u)*u,p=a.width+d,f=a.height+c,m=s.maxWidth&&p>s.maxWidth,g=s.maxHeight&&f>s.maxHeight,v=s.minWidth&&s.minWidth>p,y=s.minHeight&&s.minHeight>f;s.grid=h,v&&(p+=l),y&&(f+=u),m&&(p-=l),g&&(f-=u),/^(se|s|e)$/.test(r)?(i.size.width=p,i.size.height=f):/^(ne)$/.test(r)?(i.size.width=p,i.size.height=f,i.position.top=o.top-c):/^(sw)$/.test(r)?(i.size.width=p,i.size.height=f,i.position.left=o.left-d):((0>=f-u||0>=p-l)&&(t=i._getPaddingPlusBorderDimensions(this)),f-u>0?(i.size.height=f,i.position.top=o.top-c):(f=u-t.height,i.size.height=f,i.position.top=o.top+a.height-f),p-l>0?(i.size.width=p,i.position.left=o.left-d):(p=l-t.width,i.size.width=p,i.position.left=o.left+a.width-p))}}),e.ui.resizable,e.widget("ui.selectable",e.ui.mouse,{version:"1.11.4",options:{appendTo:"body",autoRefresh:!0,distance:0,filter:"*",tolerance:"touch",selected:null,selecting:null,start:null,stop:null,unselected:null,unselecting:null},_create:function(){var t,i=this;this.element.addClass("ui-selectable"),this.dragged=!1,this.refresh=function(){t=e(i.options.filter,i.element[0]),t.addClass("ui-selectee"),t.each(function(){var t=e(this),i=t.offset();e.data(this,"selectable-item",{element:this,$element:t,left:i.left,top:i.top,right:i.left+t.outerWidth(),bottom:i.top+t.outerHeight(),startselected:!1,selected:t.hasClass("ui-selected"),selecting:t.hasClass("ui-selecting"),unselecting:t.hasClass("ui-unselecting")})})},this.refresh(),this.selectees=t.addClass("ui-selectee"),this._mouseInit(),this.helper=e("<div class='ui-selectable-helper'></div>")},_destroy:function(){this.selectees.removeClass("ui-selectee").removeData("selectable-item"),this.element.removeClass("ui-selectable ui-selectable-disabled"),this._mouseDestroy()},_mouseStart:function(t){var i=this,s=this.options;this.opos=[t.pageX,t.pageY],this.options.disabled||(this.selectees=e(s.filter,this.element[0]),this._trigger("start",t),e(s.appendTo).append(this.helper),this.helper.css({left:t.pageX,top:t.pageY,width:0,height:0}),s.autoRefresh&&this.refresh(),this.selectees.filter(".ui-selected").each(function(){var s=e.data(this,"selectable-item");s.startselected=!0,t.metaKey||t.ctrlKey||(s.$element.removeClass("ui-selected"),s.selected=!1,s.$element.addClass("ui-unselecting"),s.unselecting=!0,i._trigger("unselecting",t,{unselecting:s.element}))}),e(t.target).parents().addBack().each(function(){var s,n=e.data(this,"selectable-item");return n?(s=!t.metaKey&&!t.ctrlKey||!n.$element.hasClass("ui-selected"),n.$element.removeClass(s?"ui-unselecting":"ui-selected").addClass(s?"ui-selecting":"ui-unselecting"),n.unselecting=!s,n.selecting=s,n.selected=s,s?i._trigger("selecting",t,{selecting:n.element}):i._trigger("unselecting",t,{unselecting:n.element}),!1):void 0}))},_mouseDrag:function(t){if(this.dragged=!0,!this.options.disabled){var i,s=this,n=this.options,a=this.opos[0],o=this.opos[1],r=t.pageX,h=t.pageY;return a>r&&(i=r,r=a,a=i),o>h&&(i=h,h=o,o=i),this.helper.css({left:a,top:o,width:r-a,height:h-o}),this.selectees.each(function(){var i=e.data(this,"selectable-item"),l=!1;
i&&i.element!==s.element[0]&&("touch"===n.tolerance?l=!(i.left>r||a>i.right||i.top>h||o>i.bottom):"fit"===n.tolerance&&(l=i.left>a&&r>i.right&&i.top>o&&h>i.bottom),l?(i.selected&&(i.$element.removeClass("ui-selected"),i.selected=!1),i.unselecting&&(i.$element.removeClass("ui-unselecting"),i.unselecting=!1),i.selecting||(i.$element.addClass("ui-selecting"),i.selecting=!0,s._trigger("selecting",t,{selecting:i.element}))):(i.selecting&&((t.metaKey||t.ctrlKey)&&i.startselected?(i.$element.removeClass("ui-selecting"),i.selecting=!1,i.$element.addClass("ui-selected"),i.selected=!0):(i.$element.removeClass("ui-selecting"),i.selecting=!1,i.startselected&&(i.$element.addClass("ui-unselecting"),i.unselecting=!0),s._trigger("unselecting",t,{unselecting:i.element}))),i.selected&&(t.metaKey||t.ctrlKey||i.startselected||(i.$element.removeClass("ui-selected"),i.selected=!1,i.$element.addClass("ui-unselecting"),i.unselecting=!0,s._trigger("unselecting",t,{unselecting:i.element})))))}),!1}},_mouseStop:function(t){var i=this;return this.dragged=!1,e(".ui-unselecting",this.element[0]).each(function(){var s=e.data(this,"selectable-item");s.$element.removeClass("ui-unselecting"),s.unselecting=!1,s.startselected=!1,i._trigger("unselected",t,{unselected:s.element})}),e(".ui-selecting",this.element[0]).each(function(){var s=e.data(this,"selectable-item");s.$element.removeClass("ui-selecting").addClass("ui-selected"),s.selecting=!1,s.selected=!0,s.startselected=!0,i._trigger("selected",t,{selected:s.element})}),this._trigger("stop",t),this.helper.remove(),!1}}),e.widget("ui.sortable",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"sort",ready:!1,options:{appendTo:"parent",axis:!1,connectWith:!1,containment:!1,cursor:"auto",cursorAt:!1,dropOnEmpty:!0,forcePlaceholderSize:!1,forceHelperSize:!1,grid:!1,handle:!1,helper:"original",items:"> *",opacity:!1,placeholder:!1,revert:!1,scroll:!0,scrollSensitivity:20,scrollSpeed:20,scope:"default",tolerance:"intersect",zIndex:1e3,activate:null,beforeStop:null,change:null,deactivate:null,out:null,over:null,receive:null,remove:null,sort:null,start:null,stop:null,update:null},_isOverAxis:function(e,t,i){return e>=t&&t+i>e},_isFloating:function(e){return/left|right/.test(e.css("float"))||/inline|table-cell/.test(e.css("display"))},_create:function(){this.containerCache={},this.element.addClass("ui-sortable"),this.refresh(),this.offset=this.element.offset(),this._mouseInit(),this._setHandleClassName(),this.ready=!0},_setOption:function(e,t){this._super(e,t),"handle"===e&&this._setHandleClassName()},_setHandleClassName:function(){this.element.find(".ui-sortable-handle").removeClass("ui-sortable-handle"),e.each(this.items,function(){(this.instance.options.handle?this.item.find(this.instance.options.handle):this.item).addClass("ui-sortable-handle")})},_destroy:function(){this.element.removeClass("ui-sortable ui-sortable-disabled").find(".ui-sortable-handle").removeClass("ui-sortable-handle"),this._mouseDestroy();for(var e=this.items.length-1;e>=0;e--)this.items[e].item.removeData(this.widgetName+"-item");return this},_mouseCapture:function(t,i){var s=null,n=!1,a=this;return this.reverting?!1:this.options.disabled||"static"===this.options.type?!1:(this._refreshItems(t),e(t.target).parents().each(function(){return e.data(this,a.widgetName+"-item")===a?(s=e(this),!1):void 0}),e.data(t.target,a.widgetName+"-item")===a&&(s=e(t.target)),s?!this.options.handle||i||(e(this.options.handle,s).find("*").addBack().each(function(){this===t.target&&(n=!0)}),n)?(this.currentItem=s,this._removeCurrentsFromItems(),!0):!1:!1)},_mouseStart:function(t,i,s){var n,a,o=this.options;if(this.currentContainer=this,this.refreshPositions(),this.helper=this._createHelper(t),this._cacheHelperProportions(),this._cacheMargins(),this.scrollParent=this.helper.scrollParent(),this.offset=this.currentItem.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},e.extend(this.offset,{click:{left:t.pageX-this.offset.left,top:t.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.helper.css("position","absolute"),this.cssPosition=this.helper.css("position"),this.originalPosition=this._generatePosition(t),this.originalPageX=t.pageX,this.originalPageY=t.pageY,o.cursorAt&&this._adjustOffsetFromHelper(o.cursorAt),this.domPosition={prev:this.currentItem.prev()[0],parent:this.currentItem.parent()[0]},this.helper[0]!==this.currentItem[0]&&this.currentItem.hide(),this._createPlaceholder(),o.containment&&this._setContainment(),o.cursor&&"auto"!==o.cursor&&(a=this.document.find("body"),this.storedCursor=a.css("cursor"),a.css("cursor",o.cursor),this.storedStylesheet=e("<style>*{ cursor: "+o.cursor+" !important; }</style>").appendTo(a)),o.opacity&&(this.helper.css("opacity")&&(this._storedOpacity=this.helper.css("opacity")),this.helper.css("opacity",o.opacity)),o.zIndex&&(this.helper.css("zIndex")&&(this._storedZIndex=this.helper.css("zIndex")),this.helper.css("zIndex",o.zIndex)),this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName&&(this.overflowOffset=this.scrollParent.offset()),this._trigger("start",t,this._uiHash()),this._preserveHelperProportions||this._cacheHelperProportions(),!s)for(n=this.containers.length-1;n>=0;n--)this.containers[n]._trigger("activate",t,this._uiHash(this));return e.ui.ddmanager&&(e.ui.ddmanager.current=this),e.ui.ddmanager&&!o.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t),this.dragging=!0,this.helper.addClass("ui-sortable-helper"),this._mouseDrag(t),!0},_mouseDrag:function(t){var i,s,n,a,o=this.options,r=!1;for(this.position=this._generatePosition(t),this.positionAbs=this._convertPositionTo("absolute"),this.lastPositionAbs||(this.lastPositionAbs=this.positionAbs),this.options.scroll&&(this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName?(this.overflowOffset.top+this.scrollParent[0].offsetHeight-t.pageY<o.scrollSensitivity?this.scrollParent[0].scrollTop=r=this.scrollParent[0].scrollTop+o.scrollSpeed:t.pageY-this.overflowOffset.top<o.scrollSensitivity&&(this.scrollParent[0].scrollTop=r=this.scrollParent[0].scrollTop-o.scrollSpeed),this.overflowOffset.left+this.scrollParent[0].offsetWidth-t.pageX<o.scrollSensitivity?this.scrollParent[0].scrollLeft=r=this.scrollParent[0].scrollLeft+o.scrollSpeed:t.pageX-this.overflowOffset.left<o.scrollSensitivity&&(this.scrollParent[0].scrollLeft=r=this.scrollParent[0].scrollLeft-o.scrollSpeed)):(t.pageY-this.document.scrollTop()<o.scrollSensitivity?r=this.document.scrollTop(this.document.scrollTop()-o.scrollSpeed):this.window.height()-(t.pageY-this.document.scrollTop())<o.scrollSensitivity&&(r=this.document.scrollTop(this.document.scrollTop()+o.scrollSpeed)),t.pageX-this.document.scrollLeft()<o.scrollSensitivity?r=this.document.scrollLeft(this.document.scrollLeft()-o.scrollSpeed):this.window.width()-(t.pageX-this.document.scrollLeft())<o.scrollSensitivity&&(r=this.document.scrollLeft(this.document.scrollLeft()+o.scrollSpeed))),r!==!1&&e.ui.ddmanager&&!o.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t)),this.positionAbs=this._convertPositionTo("absolute"),this.options.axis&&"y"===this.options.axis||(this.helper[0].style.left=this.position.left+"px"),this.options.axis&&"x"===this.options.axis||(this.helper[0].style.top=this.position.top+"px"),i=this.items.length-1;i>=0;i--)if(s=this.items[i],n=s.item[0],a=this._intersectsWithPointer(s),a&&s.instance===this.currentContainer&&n!==this.currentItem[0]&&this.placeholder[1===a?"next":"prev"]()[0]!==n&&!e.contains(this.placeholder[0],n)&&("semi-dynamic"===this.options.type?!e.contains(this.element[0],n):!0)){if(this.direction=1===a?"down":"up","pointer"!==this.options.tolerance&&!this._intersectsWithSides(s))break;this._rearrange(t,s),this._trigger("change",t,this._uiHash());break}return this._contactContainers(t),e.ui.ddmanager&&e.ui.ddmanager.drag(this,t),this._trigger("sort",t,this._uiHash()),this.lastPositionAbs=this.positionAbs,!1},_mouseStop:function(t,i){if(t){if(e.ui.ddmanager&&!this.options.dropBehaviour&&e.ui.ddmanager.drop(this,t),this.options.revert){var s=this,n=this.placeholder.offset(),a=this.options.axis,o={};a&&"x"!==a||(o.left=n.left-this.offset.parent.left-this.margins.left+(this.offsetParent[0]===this.document[0].body?0:this.offsetParent[0].scrollLeft)),a&&"y"!==a||(o.top=n.top-this.offset.parent.top-this.margins.top+(this.offsetParent[0]===this.document[0].body?0:this.offsetParent[0].scrollTop)),this.reverting=!0,e(this.helper).animate(o,parseInt(this.options.revert,10)||500,function(){s._clear(t)})}else this._clear(t,i);return!1}},cancel:function(){if(this.dragging){this._mouseUp({target:null}),"original"===this.options.helper?this.currentItem.css(this._storedCSS).removeClass("ui-sortable-helper"):this.currentItem.show();for(var t=this.containers.length-1;t>=0;t--)this.containers[t]._trigger("deactivate",null,this._uiHash(this)),this.containers[t].containerCache.over&&(this.containers[t]._trigger("out",null,this._uiHash(this)),this.containers[t].containerCache.over=0)}return this.placeholder&&(this.placeholder[0].parentNode&&this.placeholder[0].parentNode.removeChild(this.placeholder[0]),"original"!==this.options.helper&&this.helper&&this.helper[0].parentNode&&this.helper.remove(),e.extend(this,{helper:null,dragging:!1,reverting:!1,_noFinalSort:null}),this.domPosition.prev?e(this.domPosition.prev).after(this.currentItem):e(this.domPosition.parent).prepend(this.currentItem)),this},serialize:function(t){var i=this._getItemsAsjQuery(t&&t.connected),s=[];return t=t||{},e(i).each(function(){var i=(e(t.item||this).attr(t.attribute||"id")||"").match(t.expression||/(.+)[\-=_](.+)/);i&&s.push((t.key||i[1]+"[]")+"="+(t.key&&t.expression?i[1]:i[2]))}),!s.length&&t.key&&s.push(t.key+"="),s.join("&")},toArray:function(t){var i=this._getItemsAsjQuery(t&&t.connected),s=[];return t=t||{},i.each(function(){s.push(e(t.item||this).attr(t.attribute||"id")||"")}),s},_intersectsWith:function(e){var t=this.positionAbs.left,i=t+this.helperProportions.width,s=this.positionAbs.top,n=s+this.helperProportions.height,a=e.left,o=a+e.width,r=e.top,h=r+e.height,l=this.offset.click.top,u=this.offset.click.left,d="x"===this.options.axis||s+l>r&&h>s+l,c="y"===this.options.axis||t+u>a&&o>t+u,p=d&&c;return"pointer"===this.options.tolerance||this.options.forcePointerForContainers||"pointer"!==this.options.tolerance&&this.helperProportions[this.floating?"width":"height"]>e[this.floating?"width":"height"]?p:t+this.helperProportions.width/2>a&&o>i-this.helperProportions.width/2&&s+this.helperProportions.height/2>r&&h>n-this.helperProportions.height/2},_intersectsWithPointer:function(e){var t="x"===this.options.axis||this._isOverAxis(this.positionAbs.top+this.offset.click.top,e.top,e.height),i="y"===this.options.axis||this._isOverAxis(this.positionAbs.left+this.offset.click.left,e.left,e.width),s=t&&i,n=this._getDragVerticalDirection(),a=this._getDragHorizontalDirection();return s?this.floating?a&&"right"===a||"down"===n?2:1:n&&("down"===n?2:1):!1},_intersectsWithSides:function(e){var t=this._isOverAxis(this.positionAbs.top+this.offset.click.top,e.top+e.height/2,e.height),i=this._isOverAxis(this.positionAbs.left+this.offset.click.left,e.left+e.width/2,e.width),s=this._getDragVerticalDirection(),n=this._getDragHorizontalDirection();return this.floating&&n?"right"===n&&i||"left"===n&&!i:s&&("down"===s&&t||"up"===s&&!t)},_getDragVerticalDirection:function(){var e=this.positionAbs.top-this.lastPositionAbs.top;return 0!==e&&(e>0?"down":"up")},_getDragHorizontalDirection:function(){var e=this.positionAbs.left-this.lastPositionAbs.left;return 0!==e&&(e>0?"right":"left")},refresh:function(e){return this._refreshItems(e),this._setHandleClassName(),this.refreshPositions(),this},_connectWith:function(){var e=this.options;return e.connectWith.constructor===String?[e.connectWith]:e.connectWith},_getItemsAsjQuery:function(t){function i(){r.push(this)}var s,n,a,o,r=[],h=[],l=this._connectWith();if(l&&t)for(s=l.length-1;s>=0;s--)for(a=e(l[s],this.document[0]),n=a.length-1;n>=0;n--)o=e.data(a[n],this.widgetFullName),o&&o!==this&&!o.options.disabled&&h.push([e.isFunction(o.options.items)?o.options.items.call(o.element):e(o.options.items,o.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),o]);for(h.push([e.isFunction(this.options.items)?this.options.items.call(this.element,null,{options:this.options,item:this.currentItem}):e(this.options.items,this.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),this]),s=h.length-1;s>=0;s--)h[s][0].each(i);return e(r)},_removeCurrentsFromItems:function(){var t=this.currentItem.find(":data("+this.widgetName+"-item)");this.items=e.grep(this.items,function(e){for(var i=0;t.length>i;i++)if(t[i]===e.item[0])return!1;return!0})},_refreshItems:function(t){this.items=[],this.containers=[this];var i,s,n,a,o,r,h,l,u=this.items,d=[[e.isFunction(this.options.items)?this.options.items.call(this.element[0],t,{item:this.currentItem}):e(this.options.items,this.element),this]],c=this._connectWith();if(c&&this.ready)for(i=c.length-1;i>=0;i--)for(n=e(c[i],this.document[0]),s=n.length-1;s>=0;s--)a=e.data(n[s],this.widgetFullName),a&&a!==this&&!a.options.disabled&&(d.push([e.isFunction(a.options.items)?a.options.items.call(a.element[0],t,{item:this.currentItem}):e(a.options.items,a.element),a]),this.containers.push(a));for(i=d.length-1;i>=0;i--)for(o=d[i][1],r=d[i][0],s=0,l=r.length;l>s;s++)h=e(r[s]),h.data(this.widgetName+"-item",o),u.push({item:h,instance:o,width:0,height:0,left:0,top:0})},refreshPositions:function(t){this.floating=this.items.length?"x"===this.options.axis||this._isFloating(this.items[0].item):!1,this.offsetParent&&this.helper&&(this.offset.parent=this._getParentOffset());var i,s,n,a;for(i=this.items.length-1;i>=0;i--)s=this.items[i],s.instance!==this.currentContainer&&this.currentContainer&&s.item[0]!==this.currentItem[0]||(n=this.options.toleranceElement?e(this.options.toleranceElement,s.item):s.item,t||(s.width=n.outerWidth(),s.height=n.outerHeight()),a=n.offset(),s.left=a.left,s.top=a.top);if(this.options.custom&&this.options.custom.refreshContainers)this.options.custom.refreshContainers.call(this);else for(i=this.containers.length-1;i>=0;i--)a=this.containers[i].element.offset(),this.containers[i].containerCache.left=a.left,this.containers[i].containerCache.top=a.top,this.containers[i].containerCache.width=this.containers[i].element.outerWidth(),this.containers[i].containerCache.height=this.containers[i].element.outerHeight();return this},_createPlaceholder:function(t){t=t||this;var i,s=t.options;s.placeholder&&s.placeholder.constructor!==String||(i=s.placeholder,s.placeholder={element:function(){var s=t.currentItem[0].nodeName.toLowerCase(),n=e("<"+s+">",t.document[0]).addClass(i||t.currentItem[0].className+" ui-sortable-placeholder").removeClass("ui-sortable-helper");return"tbody"===s?t._createTrPlaceholder(t.currentItem.find("tr").eq(0),e("<tr>",t.document[0]).appendTo(n)):"tr"===s?t._createTrPlaceholder(t.currentItem,n):"img"===s&&n.attr("src",t.currentItem.attr("src")),i||n.css("visibility","hidden"),n},update:function(e,n){(!i||s.forcePlaceholderSize)&&(n.height()||n.height(t.currentItem.innerHeight()-parseInt(t.currentItem.css("paddingTop")||0,10)-parseInt(t.currentItem.css("paddingBottom")||0,10)),n.width()||n.width(t.currentItem.innerWidth()-parseInt(t.currentItem.css("paddingLeft")||0,10)-parseInt(t.currentItem.css("paddingRight")||0,10)))}}),t.placeholder=e(s.placeholder.element.call(t.element,t.currentItem)),t.currentItem.after(t.placeholder),s.placeholder.update(t,t.placeholder)},_createTrPlaceholder:function(t,i){var s=this;t.children().each(function(){e("<td>&#160;</td>",s.document[0]).attr("colspan",e(this).attr("colspan")||1).appendTo(i)})},_contactContainers:function(t){var i,s,n,a,o,r,h,l,u,d,c=null,p=null;for(i=this.containers.length-1;i>=0;i--)if(!e.contains(this.currentItem[0],this.containers[i].element[0]))if(this._intersectsWith(this.containers[i].containerCache)){if(c&&e.contains(this.containers[i].element[0],c.element[0]))continue;c=this.containers[i],p=i}else this.containers[i].containerCache.over&&(this.containers[i]._trigger("out",t,this._uiHash(this)),this.containers[i].containerCache.over=0);if(c)if(1===this.containers.length)this.containers[p].containerCache.over||(this.containers[p]._trigger("over",t,this._uiHash(this)),this.containers[p].containerCache.over=1);else{for(n=1e4,a=null,u=c.floating||this._isFloating(this.currentItem),o=u?"left":"top",r=u?"width":"height",d=u?"clientX":"clientY",s=this.items.length-1;s>=0;s--)e.contains(this.containers[p].element[0],this.items[s].item[0])&&this.items[s].item[0]!==this.currentItem[0]&&(h=this.items[s].item.offset()[o],l=!1,t[d]-h>this.items[s][r]/2&&(l=!0),n>Math.abs(t[d]-h)&&(n=Math.abs(t[d]-h),a=this.items[s],this.direction=l?"up":"down"));if(!a&&!this.options.dropOnEmpty)return;if(this.currentContainer===this.containers[p])return this.currentContainer.containerCache.over||(this.containers[p]._trigger("over",t,this._uiHash()),this.currentContainer.containerCache.over=1),void 0;a?this._rearrange(t,a,null,!0):this._rearrange(t,null,this.containers[p].element,!0),this._trigger("change",t,this._uiHash()),this.containers[p]._trigger("change",t,this._uiHash(this)),this.currentContainer=this.containers[p],this.options.placeholder.update(this.currentContainer,this.placeholder),this.containers[p]._trigger("over",t,this._uiHash(this)),this.containers[p].containerCache.over=1}},_createHelper:function(t){var i=this.options,s=e.isFunction(i.helper)?e(i.helper.apply(this.element[0],[t,this.currentItem])):"clone"===i.helper?this.currentItem.clone():this.currentItem;return s.parents("body").length||e("parent"!==i.appendTo?i.appendTo:this.currentItem[0].parentNode)[0].appendChild(s[0]),s[0]===this.currentItem[0]&&(this._storedCSS={width:this.currentItem[0].style.width,height:this.currentItem[0].style.height,position:this.currentItem.css("position"),top:this.currentItem.css("top"),left:this.currentItem.css("left")}),(!s[0].style.width||i.forceHelperSize)&&s.width(this.currentItem.width()),(!s[0].style.height||i.forceHelperSize)&&s.height(this.currentItem.height()),s},_adjustOffsetFromHelper:function(t){"string"==typeof t&&(t=t.split(" ")),e.isArray(t)&&(t={left:+t[0],top:+t[1]||0}),"left"in t&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var t=this.offsetParent.offset();return"absolute"===this.cssPosition&&this.scrollParent[0]!==this.document[0]&&e.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop()),(this.offsetParent[0]===this.document[0].body||this.offsetParent[0].tagName&&"html"===this.offsetParent[0].tagName.toLowerCase()&&e.ui.ie)&&(t={top:0,left:0}),{top:t.top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if("relative"===this.cssPosition){var e=this.currentItem.position();return{top:e.top-(parseInt(this.helper.css("top"),10)||0)+this.scrollParent.scrollTop(),left:e.left-(parseInt(this.helper.css("left"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.currentItem.css("marginLeft"),10)||0,top:parseInt(this.currentItem.css("marginTop"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t,i,s,n=this.options;"parent"===n.containment&&(n.containment=this.helper[0].parentNode),("document"===n.containment||"window"===n.containment)&&(this.containment=[0-this.offset.relative.left-this.offset.parent.left,0-this.offset.relative.top-this.offset.parent.top,"document"===n.containment?this.document.width():this.window.width()-this.helperProportions.width-this.margins.left,("document"===n.containment?this.document.width():this.window.height()||this.document[0].body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]),/^(document|window|parent)$/.test(n.containment)||(t=e(n.containment)[0],i=e(n.containment).offset(),s="hidden"!==e(t).css("overflow"),this.containment=[i.left+(parseInt(e(t).css("borderLeftWidth"),10)||0)+(parseInt(e(t).css("paddingLeft"),10)||0)-this.margins.left,i.top+(parseInt(e(t).css("borderTopWidth"),10)||0)+(parseInt(e(t).css("paddingTop"),10)||0)-this.margins.top,i.left+(s?Math.max(t.scrollWidth,t.offsetWidth):t.offsetWidth)-(parseInt(e(t).css("borderLeftWidth"),10)||0)-(parseInt(e(t).css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left,i.top+(s?Math.max(t.scrollHeight,t.offsetHeight):t.offsetHeight)-(parseInt(e(t).css("borderTopWidth"),10)||0)-(parseInt(e(t).css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top])},_convertPositionTo:function(t,i){i||(i=this.position);var s="absolute"===t?1:-1,n="absolute"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,a=/(html|body)/i.test(n[0].tagName);return{top:i.top+this.offset.relative.top*s+this.offset.parent.top*s-("fixed"===this.cssPosition?-this.scrollParent.scrollTop():a?0:n.scrollTop())*s,left:i.left+this.offset.relative.left*s+this.offset.parent.left*s-("fixed"===this.cssPosition?-this.scrollParent.scrollLeft():a?0:n.scrollLeft())*s}},_generatePosition:function(t){var i,s,n=this.options,a=t.pageX,o=t.pageY,r="absolute"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,h=/(html|body)/i.test(r[0].tagName);return"relative"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&this.scrollParent[0]!==this.offsetParent[0]||(this.offset.relative=this._getRelativeOffset()),this.originalPosition&&(this.containment&&(t.pageX-this.offset.click.left<this.containment[0]&&(a=this.containment[0]+this.offset.click.left),t.pageY-this.offset.click.top<this.containment[1]&&(o=this.containment[1]+this.offset.click.top),t.pageX-this.offset.click.left>this.containment[2]&&(a=this.containment[2]+this.offset.click.left),t.pageY-this.offset.click.top>this.containment[3]&&(o=this.containment[3]+this.offset.click.top)),n.grid&&(i=this.originalPageY+Math.round((o-this.originalPageY)/n.grid[1])*n.grid[1],o=this.containment?i-this.offset.click.top>=this.containment[1]&&i-this.offset.click.top<=this.containment[3]?i:i-this.offset.click.top>=this.containment[1]?i-n.grid[1]:i+n.grid[1]:i,s=this.originalPageX+Math.round((a-this.originalPageX)/n.grid[0])*n.grid[0],a=this.containment?s-this.offset.click.left>=this.containment[0]&&s-this.offset.click.left<=this.containment[2]?s:s-this.offset.click.left>=this.containment[0]?s-n.grid[0]:s+n.grid[0]:s)),{top:o-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+("fixed"===this.cssPosition?-this.scrollParent.scrollTop():h?0:r.scrollTop()),left:a-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+("fixed"===this.cssPosition?-this.scrollParent.scrollLeft():h?0:r.scrollLeft())}},_rearrange:function(e,t,i,s){i?i[0].appendChild(this.placeholder[0]):t.item[0].parentNode.insertBefore(this.placeholder[0],"down"===this.direction?t.item[0]:t.item[0].nextSibling),this.counter=this.counter?++this.counter:1;var n=this.counter;this._delay(function(){n===this.counter&&this.refreshPositions(!s)})},_clear:function(e,t){function i(e,t,i){return function(s){i._trigger(e,s,t._uiHash(t))}}this.reverting=!1;var s,n=[];if(!this._noFinalSort&&this.currentItem.parent().length&&this.placeholder.before(this.currentItem),this._noFinalSort=null,this.helper[0]===this.currentItem[0]){for(s in this._storedCSS)("auto"===this._storedCSS[s]||"static"===this._storedCSS[s])&&(this._storedCSS[s]="");this.currentItem.css(this._storedCSS).removeClass("ui-sortable-helper")}else this.currentItem.show();for(this.fromOutside&&!t&&n.push(function(e){this._trigger("receive",e,this._uiHash(this.fromOutside))}),!this.fromOutside&&this.domPosition.prev===this.currentItem.prev().not(".ui-sortable-helper")[0]&&this.domPosition.parent===this.currentItem.parent()[0]||t||n.push(function(e){this._trigger("update",e,this._uiHash())}),this!==this.currentContainer&&(t||(n.push(function(e){this._trigger("remove",e,this._uiHash())}),n.push(function(e){return function(t){e._trigger("receive",t,this._uiHash(this))}}.call(this,this.currentContainer)),n.push(function(e){return function(t){e._trigger("update",t,this._uiHash(this))}}.call(this,this.currentContainer)))),s=this.containers.length-1;s>=0;s--)t||n.push(i("deactivate",this,this.containers[s])),this.containers[s].containerCache.over&&(n.push(i("out",this,this.containers[s])),this.containers[s].containerCache.over=0);if(this.storedCursor&&(this.document.find("body").css("cursor",this.storedCursor),this.storedStylesheet.remove()),this._storedOpacity&&this.helper.css("opacity",this._storedOpacity),this._storedZIndex&&this.helper.css("zIndex","auto"===this._storedZIndex?"":this._storedZIndex),this.dragging=!1,t||this._trigger("beforeStop",e,this._uiHash()),this.placeholder[0].parentNode.removeChild(this.placeholder[0]),this.cancelHelperRemoval||(this.helper[0]!==this.currentItem[0]&&this.helper.remove(),this.helper=null),!t){for(s=0;n.length>s;s++)n[s].call(this,e);this._trigger("stop",e,this._uiHash())}return this.fromOutside=!1,!this.cancelHelperRemoval},_trigger:function(){e.Widget.prototype._trigger.apply(this,arguments)===!1&&this.cancel()},_uiHash:function(t){var i=t||this;return{helper:i.helper,placeholder:i.placeholder||e([]),position:i.position,originalPosition:i.originalPosition,offset:i.positionAbs,item:i.currentItem,sender:t?t.element:null}}}),e.widget("ui.accordion",{version:"1.11.4",options:{active:0,animate:{},collapsible:!1,event:"click",header:"> li > :first-child,> :not(li):even",heightStyle:"auto",icons:{activeHeader:"ui-icon-triangle-1-s",header:"ui-icon-triangle-1-e"},activate:null,beforeActivate:null},hideProps:{borderTopWidth:"hide",borderBottomWidth:"hide",paddingTop:"hide",paddingBottom:"hide",height:"hide"},showProps:{borderTopWidth:"show",borderBottomWidth:"show",paddingTop:"show",paddingBottom:"show",height:"show"},_create:function(){var t=this.options;this.prevShow=this.prevHide=e(),this.element.addClass("ui-accordion ui-widget ui-helper-reset").attr("role","tablist"),t.collapsible||t.active!==!1&&null!=t.active||(t.active=0),this._processPanels(),0>t.active&&(t.active+=this.headers.length),this._refresh()},_getCreateEventData:function(){return{header:this.active,panel:this.active.length?this.active.next():e()}},_createIcons:function(){var t=this.options.icons;t&&(e("<span>").addClass("ui-accordion-header-icon ui-icon "+t.header).prependTo(this.headers),this.active.children(".ui-accordion-header-icon").removeClass(t.header).addClass(t.activeHeader),this.headers.addClass("ui-accordion-icons"))},_destroyIcons:function(){this.headers.removeClass("ui-accordion-icons").children(".ui-accordion-header-icon").remove()},_destroy:function(){var e;this.element.removeClass("ui-accordion ui-widget ui-helper-reset").removeAttr("role"),this.headers.removeClass("ui-accordion-header ui-accordion-header-active ui-state-default ui-corner-all ui-state-active ui-state-disabled ui-corner-top").removeAttr("role").removeAttr("aria-expanded").removeAttr("aria-selected").removeAttr("aria-controls").removeAttr("tabIndex").removeUniqueId(),this._destroyIcons(),e=this.headers.next().removeClass("ui-helper-reset ui-widget-content ui-corner-bottom ui-accordion-content ui-accordion-content-active ui-state-disabled").css("display","").removeAttr("role").removeAttr("aria-hidden").removeAttr("aria-labelledby").removeUniqueId(),"content"!==this.options.heightStyle&&e.css("height","")},_setOption:function(e,t){return"active"===e?(this._activate(t),void 0):("event"===e&&(this.options.event&&this._off(this.headers,this.options.event),this._setupEvents(t)),this._super(e,t),"collapsible"!==e||t||this.options.active!==!1||this._activate(0),"icons"===e&&(this._destroyIcons(),t&&this._createIcons()),"disabled"===e&&(this.element.toggleClass("ui-state-disabled",!!t).attr("aria-disabled",t),this.headers.add(this.headers.next()).toggleClass("ui-state-disabled",!!t)),void 0)},_keydown:function(t){if(!t.altKey&&!t.ctrlKey){var i=e.ui.keyCode,s=this.headers.length,n=this.headers.index(t.target),a=!1;switch(t.keyCode){case i.RIGHT:case i.DOWN:a=this.headers[(n+1)%s];break;case i.LEFT:case i.UP:a=this.headers[(n-1+s)%s];break;case i.SPACE:case i.ENTER:this._eventHandler(t);break;case i.HOME:a=this.headers[0];break;case i.END:a=this.headers[s-1]}a&&(e(t.target).attr("tabIndex",-1),e(a).attr("tabIndex",0),a.focus(),t.preventDefault())}},_panelKeyDown:function(t){t.keyCode===e.ui.keyCode.UP&&t.ctrlKey&&e(t.currentTarget).prev().focus()},refresh:function(){var t=this.options;this._processPanels(),t.active===!1&&t.collapsible===!0||!this.headers.length?(t.active=!1,this.active=e()):t.active===!1?this._activate(0):this.active.length&&!e.contains(this.element[0],this.active[0])?this.headers.length===this.headers.find(".ui-state-disabled").length?(t.active=!1,this.active=e()):this._activate(Math.max(0,t.active-1)):t.active=this.headers.index(this.active),this._destroyIcons(),this._refresh()},_processPanels:function(){var e=this.headers,t=this.panels;this.headers=this.element.find(this.options.header).addClass("ui-accordion-header ui-state-default ui-corner-all"),this.panels=this.headers.next().addClass("ui-accordion-content ui-helper-reset ui-widget-content ui-corner-bottom").filter(":not(.ui-accordion-content-active)").hide(),t&&(this._off(e.not(this.headers)),this._off(t.not(this.panels)))},_refresh:function(){var t,i=this.options,s=i.heightStyle,n=this.element.parent();this.active=this._findActive(i.active).addClass("ui-accordion-header-active ui-state-active ui-corner-top").removeClass("ui-corner-all"),this.active.next().addClass("ui-accordion-content-active").show(),this.headers.attr("role","tab").each(function(){var t=e(this),i=t.uniqueId().attr("id"),s=t.next(),n=s.uniqueId().attr("id");t.attr("aria-controls",n),s.attr("aria-labelledby",i)}).next().attr("role","tabpanel"),this.headers.not(this.active).attr({"aria-selected":"false","aria-expanded":"false",tabIndex:-1}).next().attr({"aria-hidden":"true"}).hide(),this.active.length?this.active.attr({"aria-selected":"true","aria-expanded":"true",tabIndex:0}).next().attr({"aria-hidden":"false"}):this.headers.eq(0).attr("tabIndex",0),this._createIcons(),this._setupEvents(i.event),"fill"===s?(t=n.height(),this.element.siblings(":visible").each(function(){var i=e(this),s=i.css("position");"absolute"!==s&&"fixed"!==s&&(t-=i.outerHeight(!0))}),this.headers.each(function(){t-=e(this).outerHeight(!0)}),this.headers.next().each(function(){e(this).height(Math.max(0,t-e(this).innerHeight()+e(this).height()))}).css("overflow","auto")):"auto"===s&&(t=0,this.headers.next().each(function(){t=Math.max(t,e(this).css("height","").height())}).height(t))},_activate:function(t){var i=this._findActive(t)[0];i!==this.active[0]&&(i=i||this.active[0],this._eventHandler({target:i,currentTarget:i,preventDefault:e.noop}))},_findActive:function(t){return"number"==typeof t?this.headers.eq(t):e()},_setupEvents:function(t){var i={keydown:"_keydown"};t&&e.each(t.split(" "),function(e,t){i[t]="_eventHandler"}),this._off(this.headers.add(this.headers.next())),this._on(this.headers,i),this._on(this.headers.next(),{keydown:"_panelKeyDown"}),this._hoverable(this.headers),this._focusable(this.headers)},_eventHandler:function(t){var i=this.options,s=this.active,n=e(t.currentTarget),a=n[0]===s[0],o=a&&i.collapsible,r=o?e():n.next(),h=s.next(),l={oldHeader:s,oldPanel:h,newHeader:o?e():n,newPanel:r};
t.preventDefault(),a&&!i.collapsible||this._trigger("beforeActivate",t,l)===!1||(i.active=o?!1:this.headers.index(n),this.active=a?e():n,this._toggle(l),s.removeClass("ui-accordion-header-active ui-state-active"),i.icons&&s.children(".ui-accordion-header-icon").removeClass(i.icons.activeHeader).addClass(i.icons.header),a||(n.removeClass("ui-corner-all").addClass("ui-accordion-header-active ui-state-active ui-corner-top"),i.icons&&n.children(".ui-accordion-header-icon").removeClass(i.icons.header).addClass(i.icons.activeHeader),n.next().addClass("ui-accordion-content-active")))},_toggle:function(t){var i=t.newPanel,s=this.prevShow.length?this.prevShow:t.oldPanel;this.prevShow.add(this.prevHide).stop(!0,!0),this.prevShow=i,this.prevHide=s,this.options.animate?this._animate(i,s,t):(s.hide(),i.show(),this._toggleComplete(t)),s.attr({"aria-hidden":"true"}),s.prev().attr({"aria-selected":"false","aria-expanded":"false"}),i.length&&s.length?s.prev().attr({tabIndex:-1,"aria-expanded":"false"}):i.length&&this.headers.filter(function(){return 0===parseInt(e(this).attr("tabIndex"),10)}).attr("tabIndex",-1),i.attr("aria-hidden","false").prev().attr({"aria-selected":"true","aria-expanded":"true",tabIndex:0})},_animate:function(e,t,i){var s,n,a,o=this,r=0,h=e.css("box-sizing"),l=e.length&&(!t.length||e.index()<t.index()),u=this.options.animate||{},d=l&&u.down||u,c=function(){o._toggleComplete(i)};return"number"==typeof d&&(a=d),"string"==typeof d&&(n=d),n=n||d.easing||u.easing,a=a||d.duration||u.duration,t.length?e.length?(s=e.show().outerHeight(),t.animate(this.hideProps,{duration:a,easing:n,step:function(e,t){t.now=Math.round(e)}}),e.hide().animate(this.showProps,{duration:a,easing:n,complete:c,step:function(e,i){i.now=Math.round(e),"height"!==i.prop?"content-box"===h&&(r+=i.now):"content"!==o.options.heightStyle&&(i.now=Math.round(s-t.outerHeight()-r),r=0)}}),void 0):t.animate(this.hideProps,a,n,c):e.animate(this.showProps,a,n,c)},_toggleComplete:function(e){var t=e.oldPanel;t.removeClass("ui-accordion-content-active").prev().removeClass("ui-corner-top").addClass("ui-corner-all"),t.length&&(t.parent()[0].className=t.parent()[0].className),this._trigger("activate",null,e)}}),e.widget("ui.menu",{version:"1.11.4",defaultElement:"<ul>",delay:300,options:{icons:{submenu:"ui-icon-carat-1-e"},items:"> *",menus:"ul",position:{my:"left-1 top",at:"right top"},role:"menu",blur:null,focus:null,select:null},_create:function(){this.activeMenu=this.element,this.mouseHandled=!1,this.element.uniqueId().addClass("ui-menu ui-widget ui-widget-content").toggleClass("ui-menu-icons",!!this.element.find(".ui-icon").length).attr({role:this.options.role,tabIndex:0}),this.options.disabled&&this.element.addClass("ui-state-disabled").attr("aria-disabled","true"),this._on({"mousedown .ui-menu-item":function(e){e.preventDefault()},"click .ui-menu-item":function(t){var i=e(t.target);!this.mouseHandled&&i.not(".ui-state-disabled").length&&(this.select(t),t.isPropagationStopped()||(this.mouseHandled=!0),i.has(".ui-menu").length?this.expand(t):!this.element.is(":focus")&&e(this.document[0].activeElement).closest(".ui-menu").length&&(this.element.trigger("focus",[!0]),this.active&&1===this.active.parents(".ui-menu").length&&clearTimeout(this.timer)))},"mouseenter .ui-menu-item":function(t){if(!this.previousFilter){var i=e(t.currentTarget);i.siblings(".ui-state-active").removeClass("ui-state-active"),this.focus(t,i)}},mouseleave:"collapseAll","mouseleave .ui-menu":"collapseAll",focus:function(e,t){var i=this.active||this.element.find(this.options.items).eq(0);t||this.focus(e,i)},blur:function(t){this._delay(function(){e.contains(this.element[0],this.document[0].activeElement)||this.collapseAll(t)})},keydown:"_keydown"}),this.refresh(),this._on(this.document,{click:function(e){this._closeOnDocumentClick(e)&&this.collapseAll(e),this.mouseHandled=!1}})},_destroy:function(){this.element.removeAttr("aria-activedescendant").find(".ui-menu").addBack().removeClass("ui-menu ui-widget ui-widget-content ui-menu-icons ui-front").removeAttr("role").removeAttr("tabIndex").removeAttr("aria-labelledby").removeAttr("aria-expanded").removeAttr("aria-hidden").removeAttr("aria-disabled").removeUniqueId().show(),this.element.find(".ui-menu-item").removeClass("ui-menu-item").removeAttr("role").removeAttr("aria-disabled").removeUniqueId().removeClass("ui-state-hover").removeAttr("tabIndex").removeAttr("role").removeAttr("aria-haspopup").children().each(function(){var t=e(this);t.data("ui-menu-submenu-carat")&&t.remove()}),this.element.find(".ui-menu-divider").removeClass("ui-menu-divider ui-widget-content")},_keydown:function(t){var i,s,n,a,o=!0;switch(t.keyCode){case e.ui.keyCode.PAGE_UP:this.previousPage(t);break;case e.ui.keyCode.PAGE_DOWN:this.nextPage(t);break;case e.ui.keyCode.HOME:this._move("first","first",t);break;case e.ui.keyCode.END:this._move("last","last",t);break;case e.ui.keyCode.UP:this.previous(t);break;case e.ui.keyCode.DOWN:this.next(t);break;case e.ui.keyCode.LEFT:this.collapse(t);break;case e.ui.keyCode.RIGHT:this.active&&!this.active.is(".ui-state-disabled")&&this.expand(t);break;case e.ui.keyCode.ENTER:case e.ui.keyCode.SPACE:this._activate(t);break;case e.ui.keyCode.ESCAPE:this.collapse(t);break;default:o=!1,s=this.previousFilter||"",n=String.fromCharCode(t.keyCode),a=!1,clearTimeout(this.filterTimer),n===s?a=!0:n=s+n,i=this._filterMenuItems(n),i=a&&-1!==i.index(this.active.next())?this.active.nextAll(".ui-menu-item"):i,i.length||(n=String.fromCharCode(t.keyCode),i=this._filterMenuItems(n)),i.length?(this.focus(t,i),this.previousFilter=n,this.filterTimer=this._delay(function(){delete this.previousFilter},1e3)):delete this.previousFilter}o&&t.preventDefault()},_activate:function(e){this.active.is(".ui-state-disabled")||(this.active.is("[aria-haspopup='true']")?this.expand(e):this.select(e))},refresh:function(){var t,i,s=this,n=this.options.icons.submenu,a=this.element.find(this.options.menus);this.element.toggleClass("ui-menu-icons",!!this.element.find(".ui-icon").length),a.filter(":not(.ui-menu)").addClass("ui-menu ui-widget ui-widget-content ui-front").hide().attr({role:this.options.role,"aria-hidden":"true","aria-expanded":"false"}).each(function(){var t=e(this),i=t.parent(),s=e("<span>").addClass("ui-menu-icon ui-icon "+n).data("ui-menu-submenu-carat",!0);i.attr("aria-haspopup","true").prepend(s),t.attr("aria-labelledby",i.attr("id"))}),t=a.add(this.element),i=t.find(this.options.items),i.not(".ui-menu-item").each(function(){var t=e(this);s._isDivider(t)&&t.addClass("ui-widget-content ui-menu-divider")}),i.not(".ui-menu-item, .ui-menu-divider").addClass("ui-menu-item").uniqueId().attr({tabIndex:-1,role:this._itemRole()}),i.filter(".ui-state-disabled").attr("aria-disabled","true"),this.active&&!e.contains(this.element[0],this.active[0])&&this.blur()},_itemRole:function(){return{menu:"menuitem",listbox:"option"}[this.options.role]},_setOption:function(e,t){"icons"===e&&this.element.find(".ui-menu-icon").removeClass(this.options.icons.submenu).addClass(t.submenu),"disabled"===e&&this.element.toggleClass("ui-state-disabled",!!t).attr("aria-disabled",t),this._super(e,t)},focus:function(e,t){var i,s;this.blur(e,e&&"focus"===e.type),this._scrollIntoView(t),this.active=t.first(),s=this.active.addClass("ui-state-focus").removeClass("ui-state-active"),this.options.role&&this.element.attr("aria-activedescendant",s.attr("id")),this.active.parent().closest(".ui-menu-item").addClass("ui-state-active"),e&&"keydown"===e.type?this._close():this.timer=this._delay(function(){this._close()},this.delay),i=t.children(".ui-menu"),i.length&&e&&/^mouse/.test(e.type)&&this._startOpening(i),this.activeMenu=t.parent(),this._trigger("focus",e,{item:t})},_scrollIntoView:function(t){var i,s,n,a,o,r;this._hasScroll()&&(i=parseFloat(e.css(this.activeMenu[0],"borderTopWidth"))||0,s=parseFloat(e.css(this.activeMenu[0],"paddingTop"))||0,n=t.offset().top-this.activeMenu.offset().top-i-s,a=this.activeMenu.scrollTop(),o=this.activeMenu.height(),r=t.outerHeight(),0>n?this.activeMenu.scrollTop(a+n):n+r>o&&this.activeMenu.scrollTop(a+n-o+r))},blur:function(e,t){t||clearTimeout(this.timer),this.active&&(this.active.removeClass("ui-state-focus"),this.active=null,this._trigger("blur",e,{item:this.active}))},_startOpening:function(e){clearTimeout(this.timer),"true"===e.attr("aria-hidden")&&(this.timer=this._delay(function(){this._close(),this._open(e)},this.delay))},_open:function(t){var i=e.extend({of:this.active},this.options.position);clearTimeout(this.timer),this.element.find(".ui-menu").not(t.parents(".ui-menu")).hide().attr("aria-hidden","true"),t.show().removeAttr("aria-hidden").attr("aria-expanded","true").position(i)},collapseAll:function(t,i){clearTimeout(this.timer),this.timer=this._delay(function(){var s=i?this.element:e(t&&t.target).closest(this.element.find(".ui-menu"));s.length||(s=this.element),this._close(s),this.blur(t),this.activeMenu=s},this.delay)},_close:function(e){e||(e=this.active?this.active.parent():this.element),e.find(".ui-menu").hide().attr("aria-hidden","true").attr("aria-expanded","false").end().find(".ui-state-active").not(".ui-state-focus").removeClass("ui-state-active")},_closeOnDocumentClick:function(t){return!e(t.target).closest(".ui-menu").length},_isDivider:function(e){return!/[^\-\u2014\u2013\s]/.test(e.text())},collapse:function(e){var t=this.active&&this.active.parent().closest(".ui-menu-item",this.element);t&&t.length&&(this._close(),this.focus(e,t))},expand:function(e){var t=this.active&&this.active.children(".ui-menu ").find(this.options.items).first();t&&t.length&&(this._open(t.parent()),this._delay(function(){this.focus(e,t)}))},next:function(e){this._move("next","first",e)},previous:function(e){this._move("prev","last",e)},isFirstItem:function(){return this.active&&!this.active.prevAll(".ui-menu-item").length},isLastItem:function(){return this.active&&!this.active.nextAll(".ui-menu-item").length},_move:function(e,t,i){var s;this.active&&(s="first"===e||"last"===e?this.active["first"===e?"prevAll":"nextAll"](".ui-menu-item").eq(-1):this.active[e+"All"](".ui-menu-item").eq(0)),s&&s.length&&this.active||(s=this.activeMenu.find(this.options.items)[t]()),this.focus(i,s)},nextPage:function(t){var i,s,n;return this.active?(this.isLastItem()||(this._hasScroll()?(s=this.active.offset().top,n=this.element.height(),this.active.nextAll(".ui-menu-item").each(function(){return i=e(this),0>i.offset().top-s-n}),this.focus(t,i)):this.focus(t,this.activeMenu.find(this.options.items)[this.active?"last":"first"]())),void 0):(this.next(t),void 0)},previousPage:function(t){var i,s,n;return this.active?(this.isFirstItem()||(this._hasScroll()?(s=this.active.offset().top,n=this.element.height(),this.active.prevAll(".ui-menu-item").each(function(){return i=e(this),i.offset().top-s+n>0}),this.focus(t,i)):this.focus(t,this.activeMenu.find(this.options.items).first())),void 0):(this.next(t),void 0)},_hasScroll:function(){return this.element.outerHeight()<this.element.prop("scrollHeight")},select:function(t){this.active=this.active||e(t.target).closest(".ui-menu-item");var i={item:this.active};this.active.has(".ui-menu").length||this.collapseAll(t,!0),this._trigger("select",t,i)},_filterMenuItems:function(t){var i=t.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$&"),s=RegExp("^"+i,"i");return this.activeMenu.find(this.options.items).filter(".ui-menu-item").filter(function(){return s.test(e.trim(e(this).text()))})}}),e.widget("ui.autocomplete",{version:"1.11.4",defaultElement:"<input>",options:{appendTo:null,autoFocus:!1,delay:300,minLength:1,position:{my:"left top",at:"left bottom",collision:"none"},source:null,change:null,close:null,focus:null,open:null,response:null,search:null,select:null},requestIndex:0,pending:0,_create:function(){var t,i,s,n=this.element[0].nodeName.toLowerCase(),a="textarea"===n,o="input"===n;this.isMultiLine=a?!0:o?!1:this.element.prop("isContentEditable"),this.valueMethod=this.element[a||o?"val":"text"],this.isNewMenu=!0,this.element.addClass("ui-autocomplete-input").attr("autocomplete","off"),this._on(this.element,{keydown:function(n){if(this.element.prop("readOnly"))return t=!0,s=!0,i=!0,void 0;t=!1,s=!1,i=!1;var a=e.ui.keyCode;switch(n.keyCode){case a.PAGE_UP:t=!0,this._move("previousPage",n);break;case a.PAGE_DOWN:t=!0,this._move("nextPage",n);break;case a.UP:t=!0,this._keyEvent("previous",n);break;case a.DOWN:t=!0,this._keyEvent("next",n);break;case a.ENTER:this.menu.active&&(t=!0,n.preventDefault(),this.menu.select(n));break;case a.TAB:this.menu.active&&this.menu.select(n);break;case a.ESCAPE:this.menu.element.is(":visible")&&(this.isMultiLine||this._value(this.term),this.close(n),n.preventDefault());break;default:i=!0,this._searchTimeout(n)}},keypress:function(s){if(t)return t=!1,(!this.isMultiLine||this.menu.element.is(":visible"))&&s.preventDefault(),void 0;if(!i){var n=e.ui.keyCode;switch(s.keyCode){case n.PAGE_UP:this._move("previousPage",s);break;case n.PAGE_DOWN:this._move("nextPage",s);break;case n.UP:this._keyEvent("previous",s);break;case n.DOWN:this._keyEvent("next",s)}}},input:function(e){return s?(s=!1,e.preventDefault(),void 0):(this._searchTimeout(e),void 0)},focus:function(){this.selectedItem=null,this.previous=this._value()},blur:function(e){return this.cancelBlur?(delete this.cancelBlur,void 0):(clearTimeout(this.searching),this.close(e),this._change(e),void 0)}}),this._initSource(),this.menu=e("<ul>").addClass("ui-autocomplete ui-front").appendTo(this._appendTo()).menu({role:null}).hide().menu("instance"),this._on(this.menu.element,{mousedown:function(t){t.preventDefault(),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur});var i=this.menu.element[0];e(t.target).closest(".ui-menu-item").length||this._delay(function(){var t=this;this.document.one("mousedown",function(s){s.target===t.element[0]||s.target===i||e.contains(i,s.target)||t.close()})})},menufocus:function(t,i){var s,n;return this.isNewMenu&&(this.isNewMenu=!1,t.originalEvent&&/^mouse/.test(t.originalEvent.type))?(this.menu.blur(),this.document.one("mousemove",function(){e(t.target).trigger(t.originalEvent)}),void 0):(n=i.item.data("ui-autocomplete-item"),!1!==this._trigger("focus",t,{item:n})&&t.originalEvent&&/^key/.test(t.originalEvent.type)&&this._value(n.value),s=i.item.attr("aria-label")||n.value,s&&e.trim(s).length&&(this.liveRegion.children().hide(),e("<div>").text(s).appendTo(this.liveRegion)),void 0)},menuselect:function(e,t){var i=t.item.data("ui-autocomplete-item"),s=this.previous;this.element[0]!==this.document[0].activeElement&&(this.element.focus(),this.previous=s,this._delay(function(){this.previous=s,this.selectedItem=i})),!1!==this._trigger("select",e,{item:i})&&this._value(i.value),this.term=this._value(),this.close(e),this.selectedItem=i}}),this.liveRegion=e("<span>",{role:"status","aria-live":"assertive","aria-relevant":"additions"}).addClass("ui-helper-hidden-accessible").appendTo(this.document[0].body),this._on(this.window,{beforeunload:function(){this.element.removeAttr("autocomplete")}})},_destroy:function(){clearTimeout(this.searching),this.element.removeClass("ui-autocomplete-input").removeAttr("autocomplete"),this.menu.element.remove(),this.liveRegion.remove()},_setOption:function(e,t){this._super(e,t),"source"===e&&this._initSource(),"appendTo"===e&&this.menu.element.appendTo(this._appendTo()),"disabled"===e&&t&&this.xhr&&this.xhr.abort()},_appendTo:function(){var t=this.options.appendTo;return t&&(t=t.jquery||t.nodeType?e(t):this.document.find(t).eq(0)),t&&t[0]||(t=this.element.closest(".ui-front")),t.length||(t=this.document[0].body),t},_initSource:function(){var t,i,s=this;e.isArray(this.options.source)?(t=this.options.source,this.source=function(i,s){s(e.ui.autocomplete.filter(t,i.term))}):"string"==typeof this.options.source?(i=this.options.source,this.source=function(t,n){s.xhr&&s.xhr.abort(),s.xhr=e.ajax({url:i,data:t,dataType:"json",success:function(e){n(e)},error:function(){n([])}})}):this.source=this.options.source},_searchTimeout:function(e){clearTimeout(this.searching),this.searching=this._delay(function(){var t=this.term===this._value(),i=this.menu.element.is(":visible"),s=e.altKey||e.ctrlKey||e.metaKey||e.shiftKey;(!t||t&&!i&&!s)&&(this.selectedItem=null,this.search(null,e))},this.options.delay)},search:function(e,t){return e=null!=e?e:this._value(),this.term=this._value(),e.length<this.options.minLength?this.close(t):this._trigger("search",t)!==!1?this._search(e):void 0},_search:function(e){this.pending++,this.element.addClass("ui-autocomplete-loading"),this.cancelSearch=!1,this.source({term:e},this._response())},_response:function(){var t=++this.requestIndex;return e.proxy(function(e){t===this.requestIndex&&this.__response(e),this.pending--,this.pending||this.element.removeClass("ui-autocomplete-loading")},this)},__response:function(e){e&&(e=this._normalize(e)),this._trigger("response",null,{content:e}),!this.options.disabled&&e&&e.length&&!this.cancelSearch?(this._suggest(e),this._trigger("open")):this._close()},close:function(e){this.cancelSearch=!0,this._close(e)},_close:function(e){this.menu.element.is(":visible")&&(this.menu.element.hide(),this.menu.blur(),this.isNewMenu=!0,this._trigger("close",e))},_change:function(e){this.previous!==this._value()&&this._trigger("change",e,{item:this.selectedItem})},_normalize:function(t){return t.length&&t[0].label&&t[0].value?t:e.map(t,function(t){return"string"==typeof t?{label:t,value:t}:e.extend({},t,{label:t.label||t.value,value:t.value||t.label})})},_suggest:function(t){var i=this.menu.element.empty();this._renderMenu(i,t),this.isNewMenu=!0,this.menu.refresh(),i.show(),this._resizeMenu(),i.position(e.extend({of:this.element},this.options.position)),this.options.autoFocus&&this.menu.next()},_resizeMenu:function(){var e=this.menu.element;e.outerWidth(Math.max(e.width("").outerWidth()+1,this.element.outerWidth()))},_renderMenu:function(t,i){var s=this;e.each(i,function(e,i){s._renderItemData(t,i)})},_renderItemData:function(e,t){return this._renderItem(e,t).data("ui-autocomplete-item",t)},_renderItem:function(t,i){return e("<li>").text(i.label).appendTo(t)},_move:function(e,t){return this.menu.element.is(":visible")?this.menu.isFirstItem()&&/^previous/.test(e)||this.menu.isLastItem()&&/^next/.test(e)?(this.isMultiLine||this._value(this.term),this.menu.blur(),void 0):(this.menu[e](t),void 0):(this.search(null,t),void 0)},widget:function(){return this.menu.element},_value:function(){return this.valueMethod.apply(this.element,arguments)},_keyEvent:function(e,t){(!this.isMultiLine||this.menu.element.is(":visible"))&&(this._move(e,t),t.preventDefault())}}),e.extend(e.ui.autocomplete,{escapeRegex:function(e){return e.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$&")},filter:function(t,i){var s=RegExp(e.ui.autocomplete.escapeRegex(i),"i");return e.grep(t,function(e){return s.test(e.label||e.value||e)})}}),e.widget("ui.autocomplete",e.ui.autocomplete,{options:{messages:{noResults:"No search results.",results:function(e){return e+(e>1?" results are":" result is")+" available, use up and down arrow keys to navigate."}}},__response:function(t){var i;this._superApply(arguments),this.options.disabled||this.cancelSearch||(i=t&&t.length?this.options.messages.results(t.length):this.options.messages.noResults,this.liveRegion.children().hide(),e("<div>").text(i).appendTo(this.liveRegion))}}),e.ui.autocomplete;var r,h="ui-button ui-widget ui-state-default ui-corner-all",l="ui-button-icons-only ui-button-icon-only ui-button-text-icons ui-button-text-icon-primary ui-button-text-icon-secondary ui-button-text-only",u=function(){var t=e(this);setTimeout(function(){t.find(":ui-button").button("refresh")},1)},d=function(t){var i=t.name,s=t.form,n=e([]);return i&&(i=i.replace(/'/g,"\\'"),n=s?e(s).find("[name='"+i+"'][type=radio]"):e("[name='"+i+"'][type=radio]",t.ownerDocument).filter(function(){return!this.form})),n};e.widget("ui.button",{version:"1.11.4",defaultElement:"<button>",options:{disabled:null,text:!0,label:null,icons:{primary:null,secondary:null}},_create:function(){this.element.closest("form").unbind("reset"+this.eventNamespace).bind("reset"+this.eventNamespace,u),"boolean"!=typeof this.options.disabled?this.options.disabled=!!this.element.prop("disabled"):this.element.prop("disabled",this.options.disabled),this._determineButtonType(),this.hasTitle=!!this.buttonElement.attr("title");var t=this,i=this.options,s="checkbox"===this.type||"radio"===this.type,n=s?"":"ui-state-active";null===i.label&&(i.label="input"===this.type?this.buttonElement.val():this.buttonElement.html()),this._hoverable(this.buttonElement),this.buttonElement.addClass(h).attr("role","button").bind("mouseenter"+this.eventNamespace,function(){i.disabled||this===r&&e(this).addClass("ui-state-active")}).bind("mouseleave"+this.eventNamespace,function(){i.disabled||e(this).removeClass(n)}).bind("click"+this.eventNamespace,function(e){i.disabled&&(e.preventDefault(),e.stopImmediatePropagation())}),this._on({focus:function(){this.buttonElement.addClass("ui-state-focus")},blur:function(){this.buttonElement.removeClass("ui-state-focus")}}),s&&this.element.bind("change"+this.eventNamespace,function(){t.refresh()}),"checkbox"===this.type?this.buttonElement.bind("click"+this.eventNamespace,function(){return i.disabled?!1:void 0}):"radio"===this.type?this.buttonElement.bind("click"+this.eventNamespace,function(){if(i.disabled)return!1;e(this).addClass("ui-state-active"),t.buttonElement.attr("aria-pressed","true");var s=t.element[0];d(s).not(s).map(function(){return e(this).button("widget")[0]}).removeClass("ui-state-active").attr("aria-pressed","false")}):(this.buttonElement.bind("mousedown"+this.eventNamespace,function(){return i.disabled?!1:(e(this).addClass("ui-state-active"),r=this,t.document.one("mouseup",function(){r=null}),void 0)}).bind("mouseup"+this.eventNamespace,function(){return i.disabled?!1:(e(this).removeClass("ui-state-active"),void 0)}).bind("keydown"+this.eventNamespace,function(t){return i.disabled?!1:((t.keyCode===e.ui.keyCode.SPACE||t.keyCode===e.ui.keyCode.ENTER)&&e(this).addClass("ui-state-active"),void 0)}).bind("keyup"+this.eventNamespace+" blur"+this.eventNamespace,function(){e(this).removeClass("ui-state-active")}),this.buttonElement.is("a")&&this.buttonElement.keyup(function(t){t.keyCode===e.ui.keyCode.SPACE&&e(this).click()})),this._setOption("disabled",i.disabled),this._resetButton()},_determineButtonType:function(){var e,t,i;this.type=this.element.is("[type=checkbox]")?"checkbox":this.element.is("[type=radio]")?"radio":this.element.is("input")?"input":"button","checkbox"===this.type||"radio"===this.type?(e=this.element.parents().last(),t="label[for='"+this.element.attr("id")+"']",this.buttonElement=e.find(t),this.buttonElement.length||(e=e.length?e.siblings():this.element.siblings(),this.buttonElement=e.filter(t),this.buttonElement.length||(this.buttonElement=e.find(t))),this.element.addClass("ui-helper-hidden-accessible"),i=this.element.is(":checked"),i&&this.buttonElement.addClass("ui-state-active"),this.buttonElement.prop("aria-pressed",i)):this.buttonElement=this.element},widget:function(){return this.buttonElement},_destroy:function(){this.element.removeClass("ui-helper-hidden-accessible"),this.buttonElement.removeClass(h+" ui-state-active "+l).removeAttr("role").removeAttr("aria-pressed").html(this.buttonElement.find(".ui-button-text").html()),this.hasTitle||this.buttonElement.removeAttr("title")},_setOption:function(e,t){return this._super(e,t),"disabled"===e?(this.widget().toggleClass("ui-state-disabled",!!t),this.element.prop("disabled",!!t),t&&("checkbox"===this.type||"radio"===this.type?this.buttonElement.removeClass("ui-state-focus"):this.buttonElement.removeClass("ui-state-focus ui-state-active")),void 0):(this._resetButton(),void 0)},refresh:function(){var t=this.element.is("input, button")?this.element.is(":disabled"):this.element.hasClass("ui-button-disabled");t!==this.options.disabled&&this._setOption("disabled",t),"radio"===this.type?d(this.element[0]).each(function(){e(this).is(":checked")?e(this).button("widget").addClass("ui-state-active").attr("aria-pressed","true"):e(this).button("widget").removeClass("ui-state-active").attr("aria-pressed","false")}):"checkbox"===this.type&&(this.element.is(":checked")?this.buttonElement.addClass("ui-state-active").attr("aria-pressed","true"):this.buttonElement.removeClass("ui-state-active").attr("aria-pressed","false"))},_resetButton:function(){if("input"===this.type)return this.options.label&&this.element.val(this.options.label),void 0;var t=this.buttonElement.removeClass(l),i=e("<span></span>",this.document[0]).addClass("ui-button-text").html(this.options.label).appendTo(t.empty()).text(),s=this.options.icons,n=s.primary&&s.secondary,a=[];s.primary||s.secondary?(this.options.text&&a.push("ui-button-text-icon"+(n?"s":s.primary?"-primary":"-secondary")),s.primary&&t.prepend("<span class='ui-button-icon-primary ui-icon "+s.primary+"'></span>"),s.secondary&&t.append("<span class='ui-button-icon-secondary ui-icon "+s.secondary+"'></span>"),this.options.text||(a.push(n?"ui-button-icons-only":"ui-button-icon-only"),this.hasTitle||t.attr("title",e.trim(i)))):a.push("ui-button-text-only"),t.addClass(a.join(" "))}}),e.widget("ui.buttonset",{version:"1.11.4",options:{items:"button, input[type=button], input[type=submit], input[type=reset], input[type=checkbox], input[type=radio], a, :data(ui-button)"},_create:function(){this.element.addClass("ui-buttonset")},_init:function(){this.refresh()},_setOption:function(e,t){"disabled"===e&&this.buttons.button("option",e,t),this._super(e,t)},refresh:function(){var t="rtl"===this.element.css("direction"),i=this.element.find(this.options.items),s=i.filter(":ui-button");i.not(":ui-button").button(),s.button("refresh"),this.buttons=i.map(function(){return e(this).button("widget")[0]}).removeClass("ui-corner-all ui-corner-left ui-corner-right").filter(":first").addClass(t?"ui-corner-right":"ui-corner-left").end().filter(":last").addClass(t?"ui-corner-left":"ui-corner-right").end().end()},_destroy:function(){this.element.removeClass("ui-buttonset"),this.buttons.map(function(){return e(this).button("widget")[0]}).removeClass("ui-corner-left ui-corner-right").end().button("destroy")}}),e.ui.button,e.widget("ui.dialog",{version:"1.11.4",options:{appendTo:"body",autoOpen:!0,buttons:[],closeOnEscape:!0,closeText:"Close",dialogClass:"",draggable:!0,hide:null,height:"auto",maxHeight:null,maxWidth:null,minHeight:150,minWidth:150,modal:!1,position:{my:"center",at:"center",of:window,collision:"fit",using:function(t){var i=e(this).css(t).offset().top;0>i&&e(this).css("top",t.top-i)}},resizable:!0,show:null,title:null,width:300,beforeClose:null,close:null,drag:null,dragStart:null,dragStop:null,focus:null,open:null,resize:null,resizeStart:null,resizeStop:null},sizeRelatedOptions:{buttons:!0,height:!0,maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0,width:!0},resizableRelatedOptions:{maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0},_create:function(){this.originalCss={display:this.element[0].style.display,width:this.element[0].style.width,minHeight:this.element[0].style.minHeight,maxHeight:this.element[0].style.maxHeight,height:this.element[0].style.height},this.originalPosition={parent:this.element.parent(),index:this.element.parent().children().index(this.element)},this.originalTitle=this.element.attr("title"),this.options.title=this.options.title||this.originalTitle,this._createWrapper(),this.element.show().removeAttr("title").addClass("ui-dialog-content ui-widget-content").appendTo(this.uiDialog),this._createTitlebar(),this._createButtonPane(),this.options.draggable&&e.fn.draggable&&this._makeDraggable(),this.options.resizable&&e.fn.resizable&&this._makeResizable(),this._isOpen=!1,this._trackFocus()},_init:function(){this.options.autoOpen&&this.open()},_appendTo:function(){var t=this.options.appendTo;return t&&(t.jquery||t.nodeType)?e(t):this.document.find(t||"body").eq(0)},_destroy:function(){var e,t=this.originalPosition;this._untrackInstance(),this._destroyOverlay(),this.element.removeUniqueId().removeClass("ui-dialog-content ui-widget-content").css(this.originalCss).detach(),this.uiDialog.stop(!0,!0).remove(),this.originalTitle&&this.element.attr("title",this.originalTitle),e=t.parent.children().eq(t.index),e.length&&e[0]!==this.element[0]?e.before(this.element):t.parent.append(this.element)},widget:function(){return this.uiDialog},disable:e.noop,enable:e.noop,close:function(t){var i,s=this;if(this._isOpen&&this._trigger("beforeClose",t)!==!1){if(this._isOpen=!1,this._focusedElement=null,this._destroyOverlay(),this._untrackInstance(),!this.opener.filter(":focusable").focus().length)try{i=this.document[0].activeElement,i&&"body"!==i.nodeName.toLowerCase()&&e(i).blur()}catch(n){}this._hide(this.uiDialog,this.options.hide,function(){s._trigger("close",t)})}},isOpen:function(){return this._isOpen},moveToTop:function(){this._moveToTop()},_moveToTop:function(t,i){var s=!1,n=this.uiDialog.siblings(".ui-front:visible").map(function(){return+e(this).css("z-index")}).get(),a=Math.max.apply(null,n);return a>=+this.uiDialog.css("z-index")&&(this.uiDialog.css("z-index",a+1),s=!0),s&&!i&&this._trigger("focus",t),s},open:function(){var t=this;return this._isOpen?(this._moveToTop()&&this._focusTabbable(),void 0):(this._isOpen=!0,this.opener=e(this.document[0].activeElement),this._size(),this._position(),this._createOverlay(),this._moveToTop(null,!0),this.overlay&&this.overlay.css("z-index",this.uiDialog.css("z-index")-1),this._show(this.uiDialog,this.options.show,function(){t._focusTabbable(),t._trigger("focus")}),this._makeFocusTarget(),this._trigger("open"),void 0)},_focusTabbable:function(){var e=this._focusedElement;e||(e=this.element.find("[autofocus]")),e.length||(e=this.element.find(":tabbable")),e.length||(e=this.uiDialogButtonPane.find(":tabbable")),e.length||(e=this.uiDialogTitlebarClose.filter(":tabbable")),e.length||(e=this.uiDialog),e.eq(0).focus()},_keepFocus:function(t){function i(){var t=this.document[0].activeElement,i=this.uiDialog[0]===t||e.contains(this.uiDialog[0],t);i||this._focusTabbable()}t.preventDefault(),i.call(this),this._delay(i)},_createWrapper:function(){this.uiDialog=e("<div>").addClass("ui-dialog ui-widget ui-widget-content ui-corner-all ui-front "+this.options.dialogClass).hide().attr({tabIndex:-1,role:"dialog"}).appendTo(this._appendTo()),this._on(this.uiDialog,{keydown:function(t){if(this.options.closeOnEscape&&!t.isDefaultPrevented()&&t.keyCode&&t.keyCode===e.ui.keyCode.ESCAPE)return t.preventDefault(),this.close(t),void 0;if(t.keyCode===e.ui.keyCode.TAB&&!t.isDefaultPrevented()){var i=this.uiDialog.find(":tabbable"),s=i.filter(":first"),n=i.filter(":last");t.target!==n[0]&&t.target!==this.uiDialog[0]||t.shiftKey?t.target!==s[0]&&t.target!==this.uiDialog[0]||!t.shiftKey||(this._delay(function(){n.focus()}),t.preventDefault()):(this._delay(function(){s.focus()}),t.preventDefault())}},mousedown:function(e){this._moveToTop(e)&&this._focusTabbable()}}),this.element.find("[aria-describedby]").length||this.uiDialog.attr({"aria-describedby":this.element.uniqueId().attr("id")})},_createTitlebar:function(){var t;this.uiDialogTitlebar=e("<div>").addClass("ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix").prependTo(this.uiDialog),this._on(this.uiDialogTitlebar,{mousedown:function(t){e(t.target).closest(".ui-dialog-titlebar-close")||this.uiDialog.focus()}}),this.uiDialogTitlebarClose=e("<button type='button'></button>").button({label:this.options.closeText,icons:{primary:"ui-icon-closethick"},text:!1}).addClass("ui-dialog-titlebar-close").appendTo(this.uiDialogTitlebar),this._on(this.uiDialogTitlebarClose,{click:function(e){e.preventDefault(),this.close(e)}}),t=e("<span>").uniqueId().addClass("ui-dialog-title").prependTo(this.uiDialogTitlebar),this._title(t),this.uiDialog.attr({"aria-labelledby":t.attr("id")})},_title:function(e){this.options.title||e.html("&#160;"),e.text(this.options.title)
},_createButtonPane:function(){this.uiDialogButtonPane=e("<div>").addClass("ui-dialog-buttonpane ui-widget-content ui-helper-clearfix"),this.uiButtonSet=e("<div>").addClass("ui-dialog-buttonset").appendTo(this.uiDialogButtonPane),this._createButtons()},_createButtons:function(){var t=this,i=this.options.buttons;return this.uiDialogButtonPane.remove(),this.uiButtonSet.empty(),e.isEmptyObject(i)||e.isArray(i)&&!i.length?(this.uiDialog.removeClass("ui-dialog-buttons"),void 0):(e.each(i,function(i,s){var n,a;s=e.isFunction(s)?{click:s,text:i}:s,s=e.extend({type:"button"},s),n=s.click,s.click=function(){n.apply(t.element[0],arguments)},a={icons:s.icons,text:s.showText},delete s.icons,delete s.showText,e("<button></button>",s).button(a).appendTo(t.uiButtonSet)}),this.uiDialog.addClass("ui-dialog-buttons"),this.uiDialogButtonPane.appendTo(this.uiDialog),void 0)},_makeDraggable:function(){function t(e){return{position:e.position,offset:e.offset}}var i=this,s=this.options;this.uiDialog.draggable({cancel:".ui-dialog-content, .ui-dialog-titlebar-close",handle:".ui-dialog-titlebar",containment:"document",start:function(s,n){e(this).addClass("ui-dialog-dragging"),i._blockFrames(),i._trigger("dragStart",s,t(n))},drag:function(e,s){i._trigger("drag",e,t(s))},stop:function(n,a){var o=a.offset.left-i.document.scrollLeft(),r=a.offset.top-i.document.scrollTop();s.position={my:"left top",at:"left"+(o>=0?"+":"")+o+" "+"top"+(r>=0?"+":"")+r,of:i.window},e(this).removeClass("ui-dialog-dragging"),i._unblockFrames(),i._trigger("dragStop",n,t(a))}})},_makeResizable:function(){function t(e){return{originalPosition:e.originalPosition,originalSize:e.originalSize,position:e.position,size:e.size}}var i=this,s=this.options,n=s.resizable,a=this.uiDialog.css("position"),o="string"==typeof n?n:"n,e,s,w,se,sw,ne,nw";this.uiDialog.resizable({cancel:".ui-dialog-content",containment:"document",alsoResize:this.element,maxWidth:s.maxWidth,maxHeight:s.maxHeight,minWidth:s.minWidth,minHeight:this._minHeight(),handles:o,start:function(s,n){e(this).addClass("ui-dialog-resizing"),i._blockFrames(),i._trigger("resizeStart",s,t(n))},resize:function(e,s){i._trigger("resize",e,t(s))},stop:function(n,a){var o=i.uiDialog.offset(),r=o.left-i.document.scrollLeft(),h=o.top-i.document.scrollTop();s.height=i.uiDialog.height(),s.width=i.uiDialog.width(),s.position={my:"left top",at:"left"+(r>=0?"+":"")+r+" "+"top"+(h>=0?"+":"")+h,of:i.window},e(this).removeClass("ui-dialog-resizing"),i._unblockFrames(),i._trigger("resizeStop",n,t(a))}}).css("position",a)},_trackFocus:function(){this._on(this.widget(),{focusin:function(t){this._makeFocusTarget(),this._focusedElement=e(t.target)}})},_makeFocusTarget:function(){this._untrackInstance(),this._trackingInstances().unshift(this)},_untrackInstance:function(){var t=this._trackingInstances(),i=e.inArray(this,t);-1!==i&&t.splice(i,1)},_trackingInstances:function(){var e=this.document.data("ui-dialog-instances");return e||(e=[],this.document.data("ui-dialog-instances",e)),e},_minHeight:function(){var e=this.options;return"auto"===e.height?e.minHeight:Math.min(e.minHeight,e.height)},_position:function(){var e=this.uiDialog.is(":visible");e||this.uiDialog.show(),this.uiDialog.position(this.options.position),e||this.uiDialog.hide()},_setOptions:function(t){var i=this,s=!1,n={};e.each(t,function(e,t){i._setOption(e,t),e in i.sizeRelatedOptions&&(s=!0),e in i.resizableRelatedOptions&&(n[e]=t)}),s&&(this._size(),this._position()),this.uiDialog.is(":data(ui-resizable)")&&this.uiDialog.resizable("option",n)},_setOption:function(e,t){var i,s,n=this.uiDialog;"dialogClass"===e&&n.removeClass(this.options.dialogClass).addClass(t),"disabled"!==e&&(this._super(e,t),"appendTo"===e&&this.uiDialog.appendTo(this._appendTo()),"buttons"===e&&this._createButtons(),"closeText"===e&&this.uiDialogTitlebarClose.button({label:""+t}),"draggable"===e&&(i=n.is(":data(ui-draggable)"),i&&!t&&n.draggable("destroy"),!i&&t&&this._makeDraggable()),"position"===e&&this._position(),"resizable"===e&&(s=n.is(":data(ui-resizable)"),s&&!t&&n.resizable("destroy"),s&&"string"==typeof t&&n.resizable("option","handles",t),s||t===!1||this._makeResizable()),"title"===e&&this._title(this.uiDialogTitlebar.find(".ui-dialog-title")))},_size:function(){var e,t,i,s=this.options;this.element.show().css({width:"auto",minHeight:0,maxHeight:"none",height:0}),s.minWidth>s.width&&(s.width=s.minWidth),e=this.uiDialog.css({height:"auto",width:s.width}).outerHeight(),t=Math.max(0,s.minHeight-e),i="number"==typeof s.maxHeight?Math.max(0,s.maxHeight-e):"none","auto"===s.height?this.element.css({minHeight:t,maxHeight:i,height:"auto"}):this.element.height(Math.max(0,s.height-e)),this.uiDialog.is(":data(ui-resizable)")&&this.uiDialog.resizable("option","minHeight",this._minHeight())},_blockFrames:function(){this.iframeBlocks=this.document.find("iframe").map(function(){var t=e(this);return e("<div>").css({position:"absolute",width:t.outerWidth(),height:t.outerHeight()}).appendTo(t.parent()).offset(t.offset())[0]})},_unblockFrames:function(){this.iframeBlocks&&(this.iframeBlocks.remove(),delete this.iframeBlocks)},_allowInteraction:function(t){return e(t.target).closest(".ui-dialog").length?!0:!!e(t.target).closest(".ui-datepicker").length},_createOverlay:function(){if(this.options.modal){var t=!0;this._delay(function(){t=!1}),this.document.data("ui-dialog-overlays")||this._on(this.document,{focusin:function(e){t||this._allowInteraction(e)||(e.preventDefault(),this._trackingInstances()[0]._focusTabbable())}}),this.overlay=e("<div>").addClass("ui-widget-overlay ui-front").appendTo(this._appendTo()),this._on(this.overlay,{mousedown:"_keepFocus"}),this.document.data("ui-dialog-overlays",(this.document.data("ui-dialog-overlays")||0)+1)}},_destroyOverlay:function(){if(this.options.modal&&this.overlay){var e=this.document.data("ui-dialog-overlays")-1;e?this.document.data("ui-dialog-overlays",e):this.document.unbind("focusin").removeData("ui-dialog-overlays"),this.overlay.remove(),this.overlay=null}}}),e.widget("ui.progressbar",{version:"1.11.4",options:{max:100,value:0,change:null,complete:null},min:0,_create:function(){this.oldValue=this.options.value=this._constrainedValue(),this.element.addClass("ui-progressbar ui-widget ui-widget-content ui-corner-all").attr({role:"progressbar","aria-valuemin":this.min}),this.valueDiv=e("<div class='ui-progressbar-value ui-widget-header ui-corner-left'></div>").appendTo(this.element),this._refreshValue()},_destroy:function(){this.element.removeClass("ui-progressbar ui-widget ui-widget-content ui-corner-all").removeAttr("role").removeAttr("aria-valuemin").removeAttr("aria-valuemax").removeAttr("aria-valuenow"),this.valueDiv.remove()},value:function(e){return void 0===e?this.options.value:(this.options.value=this._constrainedValue(e),this._refreshValue(),void 0)},_constrainedValue:function(e){return void 0===e&&(e=this.options.value),this.indeterminate=e===!1,"number"!=typeof e&&(e=0),this.indeterminate?!1:Math.min(this.options.max,Math.max(this.min,e))},_setOptions:function(e){var t=e.value;delete e.value,this._super(e),this.options.value=this._constrainedValue(t),this._refreshValue()},_setOption:function(e,t){"max"===e&&(t=Math.max(this.min,t)),"disabled"===e&&this.element.toggleClass("ui-state-disabled",!!t).attr("aria-disabled",t),this._super(e,t)},_percentage:function(){return this.indeterminate?100:100*(this.options.value-this.min)/(this.options.max-this.min)},_refreshValue:function(){var t=this.options.value,i=this._percentage();this.valueDiv.toggle(this.indeterminate||t>this.min).toggleClass("ui-corner-right",t===this.options.max).width(i.toFixed(0)+"%"),this.element.toggleClass("ui-progressbar-indeterminate",this.indeterminate),this.indeterminate?(this.element.removeAttr("aria-valuenow"),this.overlayDiv||(this.overlayDiv=e("<div class='ui-progressbar-overlay'></div>").appendTo(this.valueDiv))):(this.element.attr({"aria-valuemax":this.options.max,"aria-valuenow":t}),this.overlayDiv&&(this.overlayDiv.remove(),this.overlayDiv=null)),this.oldValue!==t&&(this.oldValue=t,this._trigger("change")),t===this.options.max&&this._trigger("complete")}}),e.widget("ui.selectmenu",{version:"1.11.4",defaultElement:"<select>",options:{appendTo:null,disabled:null,icons:{button:"ui-icon-triangle-1-s"},position:{my:"left top",at:"left bottom",collision:"none"},width:null,change:null,close:null,focus:null,open:null,select:null},_create:function(){var e=this.element.uniqueId().attr("id");this.ids={element:e,button:e+"-button",menu:e+"-menu"},this._drawButton(),this._drawMenu(),this.options.disabled&&this.disable()},_drawButton:function(){var t=this;this.label=e("label[for='"+this.ids.element+"']").attr("for",this.ids.button),this._on(this.label,{click:function(e){this.button.focus(),e.preventDefault()}}),this.element.hide(),this.button=e("<span>",{"class":"ui-selectmenu-button ui-widget ui-state-default ui-corner-all",tabindex:this.options.disabled?-1:0,id:this.ids.button,role:"combobox","aria-expanded":"false","aria-autocomplete":"list","aria-owns":this.ids.menu,"aria-haspopup":"true"}).insertAfter(this.element),e("<span>",{"class":"ui-icon "+this.options.icons.button}).prependTo(this.button),this.buttonText=e("<span>",{"class":"ui-selectmenu-text"}).appendTo(this.button),this._setText(this.buttonText,this.element.find("option:selected").text()),this._resizeButton(),this._on(this.button,this._buttonEvents),this.button.one("focusin",function(){t.menuItems||t._refreshMenu()}),this._hoverable(this.button),this._focusable(this.button)},_drawMenu:function(){var t=this;this.menu=e("<ul>",{"aria-hidden":"true","aria-labelledby":this.ids.button,id:this.ids.menu}),this.menuWrap=e("<div>",{"class":"ui-selectmenu-menu ui-front"}).append(this.menu).appendTo(this._appendTo()),this.menuInstance=this.menu.menu({role:"listbox",select:function(e,i){e.preventDefault(),t._setSelection(),t._select(i.item.data("ui-selectmenu-item"),e)},focus:function(e,i){var s=i.item.data("ui-selectmenu-item");null!=t.focusIndex&&s.index!==t.focusIndex&&(t._trigger("focus",e,{item:s}),t.isOpen||t._select(s,e)),t.focusIndex=s.index,t.button.attr("aria-activedescendant",t.menuItems.eq(s.index).attr("id"))}}).menu("instance"),this.menu.addClass("ui-corner-bottom").removeClass("ui-corner-all"),this.menuInstance._off(this.menu,"mouseleave"),this.menuInstance._closeOnDocumentClick=function(){return!1},this.menuInstance._isDivider=function(){return!1}},refresh:function(){this._refreshMenu(),this._setText(this.buttonText,this._getSelectedItem().text()),this.options.width||this._resizeButton()},_refreshMenu:function(){this.menu.empty();var e,t=this.element.find("option");t.length&&(this._parseOptions(t),this._renderMenu(this.menu,this.items),this.menuInstance.refresh(),this.menuItems=this.menu.find("li").not(".ui-selectmenu-optgroup"),e=this._getSelectedItem(),this.menuInstance.focus(null,e),this._setAria(e.data("ui-selectmenu-item")),this._setOption("disabled",this.element.prop("disabled")))},open:function(e){this.options.disabled||(this.menuItems?(this.menu.find(".ui-state-focus").removeClass("ui-state-focus"),this.menuInstance.focus(null,this._getSelectedItem())):this._refreshMenu(),this.isOpen=!0,this._toggleAttr(),this._resizeMenu(),this._position(),this._on(this.document,this._documentClick),this._trigger("open",e))},_position:function(){this.menuWrap.position(e.extend({of:this.button},this.options.position))},close:function(e){this.isOpen&&(this.isOpen=!1,this._toggleAttr(),this.range=null,this._off(this.document),this._trigger("close",e))},widget:function(){return this.button},menuWidget:function(){return this.menu},_renderMenu:function(t,i){var s=this,n="";e.each(i,function(i,a){a.optgroup!==n&&(e("<li>",{"class":"ui-selectmenu-optgroup ui-menu-divider"+(a.element.parent("optgroup").prop("disabled")?" ui-state-disabled":""),text:a.optgroup}).appendTo(t),n=a.optgroup),s._renderItemData(t,a)})},_renderItemData:function(e,t){return this._renderItem(e,t).data("ui-selectmenu-item",t)},_renderItem:function(t,i){var s=e("<li>");return i.disabled&&s.addClass("ui-state-disabled"),this._setText(s,i.label),s.appendTo(t)},_setText:function(e,t){t?e.text(t):e.html("&#160;")},_move:function(e,t){var i,s,n=".ui-menu-item";this.isOpen?i=this.menuItems.eq(this.focusIndex):(i=this.menuItems.eq(this.element[0].selectedIndex),n+=":not(.ui-state-disabled)"),s="first"===e||"last"===e?i["first"===e?"prevAll":"nextAll"](n).eq(-1):i[e+"All"](n).eq(0),s.length&&this.menuInstance.focus(t,s)},_getSelectedItem:function(){return this.menuItems.eq(this.element[0].selectedIndex)},_toggle:function(e){this[this.isOpen?"close":"open"](e)},_setSelection:function(){var e;this.range&&(window.getSelection?(e=window.getSelection(),e.removeAllRanges(),e.addRange(this.range)):this.range.select(),this.button.focus())},_documentClick:{mousedown:function(t){this.isOpen&&(e(t.target).closest(".ui-selectmenu-menu, #"+this.ids.button).length||this.close(t))}},_buttonEvents:{mousedown:function(){var e;window.getSelection?(e=window.getSelection(),e.rangeCount&&(this.range=e.getRangeAt(0))):this.range=document.selection.createRange()},click:function(e){this._setSelection(),this._toggle(e)},keydown:function(t){var i=!0;switch(t.keyCode){case e.ui.keyCode.TAB:case e.ui.keyCode.ESCAPE:this.close(t),i=!1;break;case e.ui.keyCode.ENTER:this.isOpen&&this._selectFocusedItem(t);break;case e.ui.keyCode.UP:t.altKey?this._toggle(t):this._move("prev",t);break;case e.ui.keyCode.DOWN:t.altKey?this._toggle(t):this._move("next",t);break;case e.ui.keyCode.SPACE:this.isOpen?this._selectFocusedItem(t):this._toggle(t);break;case e.ui.keyCode.LEFT:this._move("prev",t);break;case e.ui.keyCode.RIGHT:this._move("next",t);break;case e.ui.keyCode.HOME:case e.ui.keyCode.PAGE_UP:this._move("first",t);break;case e.ui.keyCode.END:case e.ui.keyCode.PAGE_DOWN:this._move("last",t);break;default:this.menu.trigger(t),i=!1}i&&t.preventDefault()}},_selectFocusedItem:function(e){var t=this.menuItems.eq(this.focusIndex);t.hasClass("ui-state-disabled")||this._select(t.data("ui-selectmenu-item"),e)},_select:function(e,t){var i=this.element[0].selectedIndex;this.element[0].selectedIndex=e.index,this._setText(this.buttonText,e.label),this._setAria(e),this._trigger("select",t,{item:e}),e.index!==i&&this._trigger("change",t,{item:e}),this.close(t)},_setAria:function(e){var t=this.menuItems.eq(e.index).attr("id");this.button.attr({"aria-labelledby":t,"aria-activedescendant":t}),this.menu.attr("aria-activedescendant",t)},_setOption:function(e,t){"icons"===e&&this.button.find("span.ui-icon").removeClass(this.options.icons.button).addClass(t.button),this._super(e,t),"appendTo"===e&&this.menuWrap.appendTo(this._appendTo()),"disabled"===e&&(this.menuInstance.option("disabled",t),this.button.toggleClass("ui-state-disabled",t).attr("aria-disabled",t),this.element.prop("disabled",t),t?(this.button.attr("tabindex",-1),this.close()):this.button.attr("tabindex",0)),"width"===e&&this._resizeButton()},_appendTo:function(){var t=this.options.appendTo;return t&&(t=t.jquery||t.nodeType?e(t):this.document.find(t).eq(0)),t&&t[0]||(t=this.element.closest(".ui-front")),t.length||(t=this.document[0].body),t},_toggleAttr:function(){this.button.toggleClass("ui-corner-top",this.isOpen).toggleClass("ui-corner-all",!this.isOpen).attr("aria-expanded",this.isOpen),this.menuWrap.toggleClass("ui-selectmenu-open",this.isOpen),this.menu.attr("aria-hidden",!this.isOpen)},_resizeButton:function(){var e=this.options.width;e||(e=this.element.show().outerWidth(),this.element.hide()),this.button.outerWidth(e)},_resizeMenu:function(){this.menu.outerWidth(Math.max(this.button.outerWidth(),this.menu.width("").outerWidth()+1))},_getCreateOptions:function(){return{disabled:this.element.prop("disabled")}},_parseOptions:function(t){var i=[];t.each(function(t,s){var n=e(s),a=n.parent("optgroup");i.push({element:n,index:t,value:n.val(),label:n.text(),optgroup:a.attr("label")||"",disabled:a.prop("disabled")||n.prop("disabled")})}),this.items=i},_destroy:function(){this.menuWrap.remove(),this.button.remove(),this.element.show(),this.element.removeUniqueId(),this.label.attr("for",this.ids.element)}}),e.widget("ui.slider",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"slide",options:{animate:!1,distance:0,max:100,min:0,orientation:"horizontal",range:!1,step:1,value:0,values:null,change:null,slide:null,start:null,stop:null},numPages:5,_create:function(){this._keySliding=!1,this._mouseSliding=!1,this._animateOff=!0,this._handleIndex=null,this._detectOrientation(),this._mouseInit(),this._calculateNewMax(),this.element.addClass("ui-slider ui-slider-"+this.orientation+" ui-widget"+" ui-widget-content"+" ui-corner-all"),this._refresh(),this._setOption("disabled",this.options.disabled),this._animateOff=!1},_refresh:function(){this._createRange(),this._createHandles(),this._setupEvents(),this._refreshValue()},_createHandles:function(){var t,i,s=this.options,n=this.element.find(".ui-slider-handle").addClass("ui-state-default ui-corner-all"),a="<span class='ui-slider-handle ui-state-default ui-corner-all' tabindex='0'></span>",o=[];for(i=s.values&&s.values.length||1,n.length>i&&(n.slice(i).remove(),n=n.slice(0,i)),t=n.length;i>t;t++)o.push(a);this.handles=n.add(e(o.join("")).appendTo(this.element)),this.handle=this.handles.eq(0),this.handles.each(function(t){e(this).data("ui-slider-handle-index",t)})},_createRange:function(){var t=this.options,i="";t.range?(t.range===!0&&(t.values?t.values.length&&2!==t.values.length?t.values=[t.values[0],t.values[0]]:e.isArray(t.values)&&(t.values=t.values.slice(0)):t.values=[this._valueMin(),this._valueMin()]),this.range&&this.range.length?this.range.removeClass("ui-slider-range-min ui-slider-range-max").css({left:"",bottom:""}):(this.range=e("<div></div>").appendTo(this.element),i="ui-slider-range ui-widget-header ui-corner-all"),this.range.addClass(i+("min"===t.range||"max"===t.range?" ui-slider-range-"+t.range:""))):(this.range&&this.range.remove(),this.range=null)},_setupEvents:function(){this._off(this.handles),this._on(this.handles,this._handleEvents),this._hoverable(this.handles),this._focusable(this.handles)},_destroy:function(){this.handles.remove(),this.range&&this.range.remove(),this.element.removeClass("ui-slider ui-slider-horizontal ui-slider-vertical ui-widget ui-widget-content ui-corner-all"),this._mouseDestroy()},_mouseCapture:function(t){var i,s,n,a,o,r,h,l,u=this,d=this.options;return d.disabled?!1:(this.elementSize={width:this.element.outerWidth(),height:this.element.outerHeight()},this.elementOffset=this.element.offset(),i={x:t.pageX,y:t.pageY},s=this._normValueFromMouse(i),n=this._valueMax()-this._valueMin()+1,this.handles.each(function(t){var i=Math.abs(s-u.values(t));(n>i||n===i&&(t===u._lastChangedValue||u.values(t)===d.min))&&(n=i,a=e(this),o=t)}),r=this._start(t,o),r===!1?!1:(this._mouseSliding=!0,this._handleIndex=o,a.addClass("ui-state-active").focus(),h=a.offset(),l=!e(t.target).parents().addBack().is(".ui-slider-handle"),this._clickOffset=l?{left:0,top:0}:{left:t.pageX-h.left-a.width()/2,top:t.pageY-h.top-a.height()/2-(parseInt(a.css("borderTopWidth"),10)||0)-(parseInt(a.css("borderBottomWidth"),10)||0)+(parseInt(a.css("marginTop"),10)||0)},this.handles.hasClass("ui-state-hover")||this._slide(t,o,s),this._animateOff=!0,!0))},_mouseStart:function(){return!0},_mouseDrag:function(e){var t={x:e.pageX,y:e.pageY},i=this._normValueFromMouse(t);return this._slide(e,this._handleIndex,i),!1},_mouseStop:function(e){return this.handles.removeClass("ui-state-active"),this._mouseSliding=!1,this._stop(e,this._handleIndex),this._change(e,this._handleIndex),this._handleIndex=null,this._clickOffset=null,this._animateOff=!1,!1},_detectOrientation:function(){this.orientation="vertical"===this.options.orientation?"vertical":"horizontal"},_normValueFromMouse:function(e){var t,i,s,n,a;return"horizontal"===this.orientation?(t=this.elementSize.width,i=e.x-this.elementOffset.left-(this._clickOffset?this._clickOffset.left:0)):(t=this.elementSize.height,i=e.y-this.elementOffset.top-(this._clickOffset?this._clickOffset.top:0)),s=i/t,s>1&&(s=1),0>s&&(s=0),"vertical"===this.orientation&&(s=1-s),n=this._valueMax()-this._valueMin(),a=this._valueMin()+s*n,this._trimAlignValue(a)},_start:function(e,t){var i={handle:this.handles[t],value:this.value()};return this.options.values&&this.options.values.length&&(i.value=this.values(t),i.values=this.values()),this._trigger("start",e,i)},_slide:function(e,t,i){var s,n,a;this.options.values&&this.options.values.length?(s=this.values(t?0:1),2===this.options.values.length&&this.options.range===!0&&(0===t&&i>s||1===t&&s>i)&&(i=s),i!==this.values(t)&&(n=this.values(),n[t]=i,a=this._trigger("slide",e,{handle:this.handles[t],value:i,values:n}),s=this.values(t?0:1),a!==!1&&this.values(t,i))):i!==this.value()&&(a=this._trigger("slide",e,{handle:this.handles[t],value:i}),a!==!1&&this.value(i))},_stop:function(e,t){var i={handle:this.handles[t],value:this.value()};this.options.values&&this.options.values.length&&(i.value=this.values(t),i.values=this.values()),this._trigger("stop",e,i)},_change:function(e,t){if(!this._keySliding&&!this._mouseSliding){var i={handle:this.handles[t],value:this.value()};this.options.values&&this.options.values.length&&(i.value=this.values(t),i.values=this.values()),this._lastChangedValue=t,this._trigger("change",e,i)}},value:function(e){return arguments.length?(this.options.value=this._trimAlignValue(e),this._refreshValue(),this._change(null,0),void 0):this._value()},values:function(t,i){var s,n,a;if(arguments.length>1)return this.options.values[t]=this._trimAlignValue(i),this._refreshValue(),this._change(null,t),void 0;if(!arguments.length)return this._values();if(!e.isArray(arguments[0]))return this.options.values&&this.options.values.length?this._values(t):this.value();for(s=this.options.values,n=arguments[0],a=0;s.length>a;a+=1)s[a]=this._trimAlignValue(n[a]),this._change(null,a);this._refreshValue()},_setOption:function(t,i){var s,n=0;switch("range"===t&&this.options.range===!0&&("min"===i?(this.options.value=this._values(0),this.options.values=null):"max"===i&&(this.options.value=this._values(this.options.values.length-1),this.options.values=null)),e.isArray(this.options.values)&&(n=this.options.values.length),"disabled"===t&&this.element.toggleClass("ui-state-disabled",!!i),this._super(t,i),t){case"orientation":this._detectOrientation(),this.element.removeClass("ui-slider-horizontal 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this._valueMax();var t=this.options.step>0?this.options.step:1,i=(e-this._valueMin())%t,s=e-i;return 2*Math.abs(i)>=t&&(s+=i>0?t:-t),parseFloat(s.toFixed(5))},_calculateNewMax:function(){var e=this.options.max,t=this._valueMin(),i=this.options.step,s=Math.floor(+(e-t).toFixed(this._precision())/i)*i;e=s+t,this.max=parseFloat(e.toFixed(this._precision()))},_precision:function(){var e=this._precisionOf(this.options.step);return null!==this.options.min&&(e=Math.max(e,this._precisionOf(this.options.min))),e},_precisionOf:function(e){var t=""+e,i=t.indexOf(".");return-1===i?0:t.length-i-1},_valueMin:function(){return this.options.min},_valueMax:function(){return this.max},_refreshValue:function(){var t,i,s,n,a,o=this.options.range,r=this.options,h=this,l=this._animateOff?!1:r.animate,u={};this.options.values&&this.options.values.length?this.handles.each(function(s){i=100*((h.values(s)-h._valueMin())/(h._valueMax()-h._valueMin())),u["horizontal"===h.orientation?"left":"bottom"]=i+"%",e(this).stop(1,1)[l?"animate":"css"](u,r.animate),h.options.range===!0&&("horizontal"===h.orientation?(0===s&&h.range.stop(1,1)[l?"animate":"css"]({left:i+"%"},r.animate),1===s&&h.range[l?"animate":"css"]({width:i-t+"%"},{queue:!1,duration:r.animate})):(0===s&&h.range.stop(1,1)[l?"animate":"css"]({bottom:i+"%"},r.animate),1===s&&h.range[l?"animate":"css"]({height:i-t+"%"},{queue:!1,duration:r.animate}))),t=i}):(s=this.value(),n=this._valueMin(),a=this._valueMax(),i=a!==n?100*((s-n)/(a-n)):0,u["horizontal"===this.orientation?"left":"bottom"]=i+"%",this.handle.stop(1,1)[l?"animate":"css"](u,r.animate),"min"===o&&"horizontal"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({width:i+"%"},r.animate),"max"===o&&"horizontal"===this.orientation&&this.range[l?"animate":"css"]({width:100-i+"%"},{queue:!1,duration:r.animate}),"min"===o&&"vertical"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({height:i+"%"},r.animate),"max"===o&&"vertical"===this.orientation&&this.range[l?"animate":"css"]({height:100-i+"%"},{queue:!1,duration:r.animate}))},_handleEvents:{keydown:function(t){var i,s,n,a,o=e(t.target).data("ui-slider-handle-index");switch(t.keyCode){case e.ui.keyCode.HOME:case e.ui.keyCode.END:case e.ui.keyCode.PAGE_UP:case e.ui.keyCode.PAGE_DOWN:case e.ui.keyCode.UP:case e.ui.keyCode.RIGHT:case e.ui.keyCode.DOWN:case e.ui.keyCode.LEFT:if(t.preventDefault(),!this._keySliding&&(this._keySliding=!0,e(t.target).addClass("ui-state-active"),i=this._start(t,o),i===!1))return}switch(a=this.options.step,s=n=this.options.values&&this.options.values.length?this.values(o):this.value(),t.keyCode){case e.ui.keyCode.HOME:n=this._valueMin();break;case e.ui.keyCode.END:n=this._valueMax();break;case e.ui.keyCode.PAGE_UP:n=this._trimAlignValue(s+(this._valueMax()-this._valueMin())/this.numPages);break;case e.ui.keyCode.PAGE_DOWN:n=this._trimAlignValue(s-(this._valueMax()-this._valueMin())/this.numPages);break;case e.ui.keyCode.UP:case e.ui.keyCode.RIGHT:if(s===this._valueMax())return;n=this._trimAlignValue(s+a);break;case e.ui.keyCode.DOWN:case e.ui.keyCode.LEFT:if(s===this._valueMin())return;n=this._trimAlignValue(s-a)}this._slide(t,o,n)},keyup:function(t){var i=e(t.target).data("ui-slider-handle-index");this._keySliding&&(this._keySliding=!1,this._stop(t,i),this._change(t,i),e(t.target).removeClass("ui-state-active"))}}}),e.widget("ui.spinner",{version:"1.11.4",defaultElement:"<input>",widgetEventPrefix:"spin",options:{culture:null,icons:{down:"ui-icon-triangle-1-s",up:"ui-icon-triangle-1-n"},incremental:!0,max:null,min:null,numberFormat:null,page:10,step:1,change:null,spin:null,start:null,stop:null},_create:function(){this._setOption("max",this.options.max),this._setOption("min",this.options.min),this._setOption("step",this.options.step),""!==this.value()&&this._value(this.element.val(),!0),this._draw(),this._on(this._events),this._refresh(),this._on(this.window,{beforeunload:function(){this.element.removeAttr("autocomplete")}})},_getCreateOptions:function(){var t={},i=this.element;return e.each(["min","max","step"],function(e,s){var n=i.attr(s);void 0!==n&&n.length&&(t[s]=n)}),t},_events:{keydown:function(e){this._start(e)&&this._keydown(e)&&e.preventDefault()},keyup:"_stop",focus:function(){this.previous=this.element.val()},blur:function(e){return this.cancelBlur?(delete this.cancelBlur,void 0):(this._stop(),this._refresh(),this.previous!==this.element.val()&&this._trigger("change",e),void 0)},mousewheel:function(e,t){if(t){if(!this.spinning&&!this._start(e))return!1;this._spin((t>0?1:-1)*this.options.step,e),clearTimeout(this.mousewheelTimer),this.mousewheelTimer=this._delay(function(){this.spinning&&this._stop(e)},100),e.preventDefault()}},"mousedown .ui-spinner-button":function(t){function i(){var e=this.element[0]===this.document[0].activeElement;e||(this.element.focus(),this.previous=s,this._delay(function(){this.previous=s}))}var s;s=this.element[0]===this.document[0].activeElement?this.previous:this.element.val(),t.preventDefault(),i.call(this),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur,i.call(this)}),this._start(t)!==!1&&this._repeat(null,e(t.currentTarget).hasClass("ui-spinner-up")?1:-1,t)},"mouseup .ui-spinner-button":"_stop","mouseenter .ui-spinner-button":function(t){return e(t.currentTarget).hasClass("ui-state-active")?this._start(t)===!1?!1:(this._repeat(null,e(t.currentTarget).hasClass("ui-spinner-up")?1:-1,t),void 0):void 0},"mouseleave .ui-spinner-button":"_stop"},_draw:function(){var e=this.uiSpinner=this.element.addClass("ui-spinner-input").attr("autocomplete","off").wrap(this._uiSpinnerHtml()).parent().append(this._buttonHtml());this.element.attr("role","spinbutton"),this.buttons=e.find(".ui-spinner-button").attr("tabIndex",-1).button().removeClass("ui-corner-all"),this.buttons.height()>Math.ceil(.5*e.height())&&e.height()>0&&e.height(e.height()),this.options.disabled&&this.disable()},_keydown:function(t){var i=this.options,s=e.ui.keyCode;switch(t.keyCode){case s.UP:return this._repeat(null,1,t),!0;case s.DOWN:return this._repeat(null,-1,t),!0;case s.PAGE_UP:return this._repeat(null,i.page,t),!0;case s.PAGE_DOWN:return this._repeat(null,-i.page,t),!0}return!1},_uiSpinnerHtml:function(){return"<span class='ui-spinner ui-widget ui-widget-content ui-corner-all'></span>"},_buttonHtml:function(){return"<a class='ui-spinner-button ui-spinner-up ui-corner-tr'><span class='ui-icon "+this.options.icons.up+"'>&#9650;</span>"+"</a>"+"<a class='ui-spinner-button ui-spinner-down ui-corner-br'>"+"<span class='ui-icon "+this.options.icons.down+"'>&#9660;</span>"+"</a>"},_start:function(e){return this.spinning||this._trigger("start",e)!==!1?(this.counter||(this.counter=1),this.spinning=!0,!0):!1},_repeat:function(e,t,i){e=e||500,clearTimeout(this.timer),this.timer=this._delay(function(){this._repeat(40,t,i)},e),this._spin(t*this.options.step,i)},_spin:function(e,t){var i=this.value()||0;this.counter||(this.counter=1),i=this._adjustValue(i+e*this._increment(this.counter)),this.spinning&&this._trigger("spin",t,{value:i})===!1||(this._value(i),this.counter++)},_increment:function(t){var i=this.options.incremental;return i?e.isFunction(i)?i(t):Math.floor(t*t*t/5e4-t*t/500+17*t/200+1):1},_precision:function(){var e=this._precisionOf(this.options.step);return null!==this.options.min&&(e=Math.max(e,this._precisionOf(this.options.min))),e},_precisionOf:function(e){var t=""+e,i=t.indexOf(".");return-1===i?0:t.length-i-1},_adjustValue:function(e){var t,i,s=this.options;return t=null!==s.min?s.min:0,i=e-t,i=Math.round(i/s.step)*s.step,e=t+i,e=parseFloat(e.toFixed(this._precision())),null!==s.max&&e>s.max?s.max:null!==s.min&&s.min>e?s.min:e},_stop:function(e){this.spinning&&(clearTimeout(this.timer),clearTimeout(this.mousewheelTimer),this.counter=0,this.spinning=!1,this._trigger("stop",e))},_setOption:function(e,t){if("culture"===e||"numberFormat"===e){var i=this._parse(this.element.val());return this.options[e]=t,this.element.val(this._format(i)),void 0}("max"===e||"min"===e||"step"===e)&&"string"==typeof t&&(t=this._parse(t)),"icons"===e&&(this.buttons.first().find(".ui-icon").removeClass(this.options.icons.up).addClass(t.up),this.buttons.last().find(".ui-icon").removeClass(this.options.icons.down).addClass(t.down)),this._super(e,t),"disabled"===e&&(this.widget().toggleClass("ui-state-disabled",!!t),this.element.prop("disabled",!!t),this.buttons.button(t?"disable":"enable"))},_setOptions:s(function(e){this._super(e)}),_parse:function(e){return"string"==typeof e&&""!==e&&(e=window.Globalize&&this.options.numberFormat?Globalize.parseFloat(e,10,this.options.culture):+e),""===e||isNaN(e)?null:e
},_format:function(e){return""===e?"":window.Globalize&&this.options.numberFormat?Globalize.format(e,this.options.numberFormat,this.options.culture):e},_refresh:function(){this.element.attr({"aria-valuemin":this.options.min,"aria-valuemax":this.options.max,"aria-valuenow":this._parse(this.element.val())})},isValid:function(){var e=this.value();return null===e?!1:e===this._adjustValue(e)},_value:function(e,t){var i;""!==e&&(i=this._parse(e),null!==i&&(t||(i=this._adjustValue(i)),e=this._format(i))),this.element.val(e),this._refresh()},_destroy:function(){this.element.removeClass("ui-spinner-input").prop("disabled",!1).removeAttr("autocomplete").removeAttr("role").removeAttr("aria-valuemin").removeAttr("aria-valuemax").removeAttr("aria-valuenow"),this.uiSpinner.replaceWith(this.element)},stepUp:s(function(e){this._stepUp(e)}),_stepUp:function(e){this._start()&&(this._spin((e||1)*this.options.step),this._stop())},stepDown:s(function(e){this._stepDown(e)}),_stepDown:function(e){this._start()&&(this._spin((e||1)*-this.options.step),this._stop())},pageUp:s(function(e){this._stepUp((e||1)*this.options.page)}),pageDown:s(function(e){this._stepDown((e||1)*this.options.page)}),value:function(e){return arguments.length?(s(this._value).call(this,e),void 0):this._parse(this.element.val())},widget:function(){return this.uiSpinner}}),e.widget("ui.tabs",{version:"1.11.4",delay:300,options:{active:null,collapsible:!1,event:"click",heightStyle:"content",hide:null,show:null,activate:null,beforeActivate:null,beforeLoad:null,load:null},_isLocal:function(){var e=/#.*$/;return function(t){var i,s;t=t.cloneNode(!1),i=t.href.replace(e,""),s=location.href.replace(e,"");try{i=decodeURIComponent(i)}catch(n){}try{s=decodeURIComponent(s)}catch(n){}return t.hash.length>1&&i===s}}(),_create:function(){var t=this,i=this.options;this.running=!1,this.element.addClass("ui-tabs ui-widget ui-widget-content ui-corner-all").toggleClass("ui-tabs-collapsible",i.collapsible),this._processTabs(),i.active=this._initialActive(),e.isArray(i.disabled)&&(i.disabled=e.unique(i.disabled.concat(e.map(this.tabs.filter(".ui-state-disabled"),function(e){return t.tabs.index(e)}))).sort()),this.active=this.options.active!==!1&&this.anchors.length?this._findActive(i.active):e(),this._refresh(),this.active.length&&this.load(i.active)},_initialActive:function(){var t=this.options.active,i=this.options.collapsible,s=location.hash.substring(1);return null===t&&(s&&this.tabs.each(function(i,n){return e(n).attr("aria-controls")===s?(t=i,!1):void 0}),null===t&&(t=this.tabs.index(this.tabs.filter(".ui-tabs-active"))),(null===t||-1===t)&&(t=this.tabs.length?0:!1)),t!==!1&&(t=this.tabs.index(this.tabs.eq(t)),-1===t&&(t=i?!1:0)),!i&&t===!1&&this.anchors.length&&(t=0),t},_getCreateEventData:function(){return{tab:this.active,panel:this.active.length?this._getPanelForTab(this.active):e()}},_tabKeydown:function(t){var i=e(this.document[0].activeElement).closest("li"),s=this.tabs.index(i),n=!0;if(!this._handlePageNav(t)){switch(t.keyCode){case e.ui.keyCode.RIGHT:case e.ui.keyCode.DOWN:s++;break;case e.ui.keyCode.UP:case e.ui.keyCode.LEFT:n=!1,s--;break;case e.ui.keyCode.END:s=this.anchors.length-1;break;case e.ui.keyCode.HOME:s=0;break;case e.ui.keyCode.SPACE:return t.preventDefault(),clearTimeout(this.activating),this._activate(s),void 0;case e.ui.keyCode.ENTER:return t.preventDefault(),clearTimeout(this.activating),this._activate(s===this.options.active?!1:s),void 0;default:return}t.preventDefault(),clearTimeout(this.activating),s=this._focusNextTab(s,n),t.ctrlKey||t.metaKey||(i.attr("aria-selected","false"),this.tabs.eq(s).attr("aria-selected","true"),this.activating=this._delay(function(){this.option("active",s)},this.delay))}},_panelKeydown:function(t){this._handlePageNav(t)||t.ctrlKey&&t.keyCode===e.ui.keyCode.UP&&(t.preventDefault(),this.active.focus())},_handlePageNav:function(t){return t.altKey&&t.keyCode===e.ui.keyCode.PAGE_UP?(this._activate(this._focusNextTab(this.options.active-1,!1)),!0):t.altKey&&t.keyCode===e.ui.keyCode.PAGE_DOWN?(this._activate(this._focusNextTab(this.options.active+1,!0)),!0):void 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<link href="data:text/css,%0A%0A%2Etocify%20%7B%0Awidth%3A%2020%25%3B%0Amax%2Dheight%3A%2090%25%3B%0Aoverflow%3A%20auto%3B%0Amargin%2Dleft%3A%202%25%3B%0Aposition%3A%20fixed%3B%0Aborder%3A%201px%20solid%20%23ccc%3B%0Aborder%2Dradius%3A%206px%3B%0A%7D%0A%0A%2Etocify%20ul%2C%20%2Etocify%20li%20%7B%0Alist%2Dstyle%3A%20none%3B%0Amargin%3A%200%3B%0Apadding%3A%200%3B%0Aborder%3A%20none%3B%0Aline%2Dheight%3A%2030px%3B%0A%7D%0A%0A%2Etocify%2Dheader%20%7B%0Atext%2Dindent%3A%2010px%3B%0A%7D%0A%0A%2Etocify%2Dsubheader%20%7B%0Atext%2Dindent%3A%2020px%3B%0Adisplay%3A%20none%3B%0A%7D%0A%0A%2Etocify%2Dsubheader%20li%20%7B%0Afont%2Dsize%3A%2012px%3B%0A%7D%0A%0A%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%7B%0Atext%2Dindent%3A%2030px%3B%0A%7D%0A%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%7B%0Atext%2Dindent%3A%2040px%3B%0A%7D%0A%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%7B%0Atext%2Dindent%3A%2050px%3B%0A%7D%0A%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%2Etocify%2Dsubheader%20%7B%0Atext%2Dindent%3A%2060px%3B%0A%7D%0A%0A%2Etocify%20%2Etocify%2Ditem%20%3E%20a%2C%20%2Etocify%20%2Enav%2Dlist%20%2Enav%2Dheader%20%7B%0Amargin%3A%200px%3B%0A%7D%0A%0A%2Etocify%20%2Etocify%2Ditem%20a%2C%20%2Etocify%20%2Elist%2Dgroup%2Ditem%20%7B%0Apadding%3A%205px%3B%0A%7D%0A%2Etocify%20%2Enav%2Dpills%20%3E%20li%20%7B%0Afloat%3A%20none%3B%0A%7D%0A%0A%0A" rel="stylesheet" />
<script src="data:application/javascript;base64,/* jquery Tocify - v1.9.1 - 2013-10-22
 * http://www.gregfranko.com/jquery.tocify.js/
 * Copyright (c) 2013 Greg Franko; Licensed MIT */

// Immediately-Invoked Function Expression (IIFE) [Ben Alman Blog Post](http://benalman.com/news/2010/11/immediately-invoked-function-expression/) that calls another IIFE that contains all of the plugin logic.  I used this pattern so that anyone viewing this code would not have to scroll to the bottom of the page to view the local parameters that were passed to the main IIFE.
(function(tocify) {

    // ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
    "use strict";

    // Calls the second IIFE and locally passes in the global jQuery, window, and document objects
    tocify(window.jQuery, window, document);

  }

  // Locally passes in `jQuery`, the `window` object, the `document` object, and an `undefined` variable.  The `jQuery`, `window` and `document` objects are passed in locally, to improve performance, since javascript first searches for a variable match within the local variables set before searching the global variables set.  All of the global variables are also passed in locally to be minifier friendly. `undefined` can be passed in locally, because it is not a reserved word in JavaScript.
  (function($, window, document, undefined) {

    // ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
    "use strict";

    var tocClassName = "tocify",
      tocClass = "." + tocClassName,
      tocFocusClassName = "tocify-focus",
      tocHoverClassName = "tocify-hover",
      hideTocClassName = "tocify-hide",
      hideTocClass = "." + hideTocClassName,
      headerClassName = "tocify-header",
      headerClass = "." + headerClassName,
      subheaderClassName = "tocify-subheader",
      subheaderClass = "." + subheaderClassName,
      itemClassName = "tocify-item",
      itemClass = "." + itemClassName,
      extendPageClassName = "tocify-extend-page",
      extendPageClass = "." + extendPageClassName;

    // Calling the jQueryUI Widget Factory Method
    $.widget("toc.tocify", {

      //Plugin version
      version: "1.9.1",

      // These options will be used as defaults
      options: {

        // **context**: Accepts String: Any jQuery selector
        // The container element that holds all of the elements used to generate the table of contents
        context: "body",

        // **ignoreSelector**: Accepts String: Any jQuery selector
        // A selector to any element that would be matched by selectors that you wish to be ignored
        ignoreSelector: null,

        // **selectors**: Accepts an Array of Strings: Any jQuery selectors
        // The element's used to generate the table of contents.  The order is very important since it will determine the table of content's nesting structure
        selectors: "h1, h2, h3",

        // **showAndHide**: Accepts a boolean: true or false
        // Used to determine if elements should be shown and hidden
        showAndHide: true,

        // **showEffect**: Accepts String: "none", "fadeIn", "show", or "slideDown"
        // Used to display any of the table of contents nested items
        showEffect: "slideDown",

        // **showEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
        // The time duration of the show animation
        showEffectSpeed: "medium",

        // **hideEffect**: Accepts String: "none", "fadeOut", "hide", or "slideUp"
        // Used to hide any of the table of contents nested items
        hideEffect: "slideUp",

        // **hideEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
        // The time duration of the hide animation
        hideEffectSpeed: "medium",

        // **smoothScroll**: Accepts a boolean: true or false
        // Determines if a jQuery animation should be used to scroll to specific table of contents items on the page
        smoothScroll: true,

        // **smoothScrollSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
        // The time duration of the smoothScroll animation
        smoothScrollSpeed: "medium",

        // **scrollTo**: Accepts Number (pixels)
        // The amount of space between the top of page and the selected table of contents item after the page has been scrolled
        scrollTo: 0,

        // **showAndHideOnScroll**: Accepts a boolean: true or false
        // Determines if table of contents nested items should be shown and hidden while scrolling
        showAndHideOnScroll: true,

        // **highlightOnScroll**: Accepts a boolean: true or false
        // Determines if table of contents nested items should be highlighted (set to a different color) while scrolling
        highlightOnScroll: true,

        // **highlightOffset**: Accepts a number
        // The offset distance in pixels to trigger the next active table of contents item
        highlightOffset: 40,

        // **theme**: Accepts a string: "bootstrap", "jqueryui", or "none"
        // Determines if Twitter Bootstrap, jQueryUI, or Tocify classes should be added to the table of contents
        theme: "bootstrap",

        // **extendPage**: Accepts a boolean: true or false
        // If a user scrolls to the bottom of the page and the page is not tall enough to scroll to the last table of contents item, then the page height is increased
        extendPage: true,

        // **extendPageOffset**: Accepts a number: pixels
        // How close to the bottom of the page a user must scroll before the page is extended
        extendPageOffset: 100,

        // **history**: Accepts a boolean: true or false
        // Adds a hash to the page url to maintain history
        history: true,

        // **scrollHistory**: Accepts a boolean: true or false
        // Adds a hash to the page url, to maintain history, when scrolling to a TOC item
        scrollHistory: false,

        // **hashGenerator**: How the hash value (the anchor segment of the URL, following the
        // # character) will be generated.
        //
        // "compact" (default) - #CompressesEverythingTogether
        // "pretty" - #looks-like-a-nice-url-and-is-easily-readable
        // function(text, element){} - Your own hash generation function that accepts the text as an
        // argument, and returns the hash value.
        hashGenerator: "compact",

        // **highlightDefault**: Accepts a boolean: true or false
        // Set's the first TOC item as active if no other TOC item is active.
        highlightDefault: true

      },

      // _Create
      // -------
      //      Constructs the plugin.  Only called once.
      _create: function() {

        var self = this;

        self.extendPageScroll = true;

        // Internal array that keeps track of all TOC items (Helps to recognize if there are duplicate TOC item strings)
        self.items = [];

        // Generates the HTML for the dynamic table of contents
        self._generateToc();

        // Adds CSS classes to the newly generated table of contents HTML
        self._addCSSClasses();

        self.webkit = (function() {

          for (var prop in window) {

            if (prop) {

              if (prop.toLowerCase().indexOf("webkit") !== -1) {

                return true;

              }

            }

          }

          return false;

        }());

        // Adds jQuery event handlers to the newly generated table of contents
        self._setEventHandlers();

        // Binding to the Window load event to make sure the correct scrollTop is calculated
        $(window).on("load", function() {

          // Sets the active TOC item
          self._setActiveElement(true);

          // Once all animations on the page are complete, this callback function will be called
          $("html, body").promise().done(function() {

            setTimeout(function() {

              self.extendPageScroll = false;

            }, 0);

          });

        });

      },

      // _generateToc
      // ------------
      //      Generates the HTML for the dynamic table of contents
      _generateToc: function() {

        // _Local variables_

        // Stores the plugin context in the self variable
        var self = this,

          // All of the HTML tags found within the context provided (i.e. body) that match the top level jQuery selector above
          firstElem,

          // Instantiated variable that will store the top level newly created unordered list DOM element
          ul,
          ignoreSelector = self.options.ignoreSelector;


        // Determine the element to start the toc with
        // get all the top level selectors
        firstElem = [];
        var selectors = this.options.selectors.replace(/ /g, "").split(",");
        // find the first set that have at least one non-ignored element
        for(var i = 0; i < selectors.length; i++) {
          var foundSelectors = $(this.options.context).find(selectors[i]);
          for (var s = 0; s < foundSelectors.length; s++) {
            if (!$(foundSelectors[s]).is(ignoreSelector)) {
              firstElem = foundSelectors;
              break;
            }
          }
          if (firstElem.length> 0)
            break;
        }

        if (!firstElem.length) {

          self.element.addClass(hideTocClassName);

          return;

        }

        self.element.addClass(tocClassName);

        // Loops through each top level selector
        firstElem.each(function(index) {

          //If the element matches the ignoreSelector then we skip it
          if ($(this).is(ignoreSelector)) {
            return;
          }

          // Creates an unordered list HTML element and adds a dynamic ID and standard class name
          ul = $("<ul/>", {
            "id": headerClassName + index,
            "class": headerClassName
          }).

          // Appends a top level list item HTML element to the previously created HTML header
          append(self._nestElements($(this), index));

          // Add the created unordered list element to the HTML element calling the plugin
          self.element.append(ul);

          // Finds all of the HTML tags between the header and subheader elements
          $(this).nextUntil(this.nodeName.toLowerCase()).each(function() {

            // If there are no nested subheader elemements
            if ($(this).find(self.options.selectors).length === 0) {

              // Loops through all of the subheader elements
              $(this).filter(self.options.selectors).each(function() {

                //If the element matches the ignoreSelector then we skip it
                if ($(this).is(ignoreSelector)) {
                  return;
                }

                self._appendSubheaders.call(this, self, ul);

              });

            }

            // If there are nested subheader elements
            else {

              // Loops through all of the subheader elements
              $(this).find(self.options.selectors).each(function() {

                //If the element matches the ignoreSelector then we skip it
                if ($(this).is(ignoreSelector)) {
                  return;
                }

                self._appendSubheaders.call(this, self, ul);

              });

            }

          });

        });

      },

      _setActiveElement: function(pageload) {

        var self = this,

          hash = window.location.hash.substring(1),

          elem = self.element.find('li[data-unique="' + hash + '"]');

        if (hash.length) {

          // Removes highlighting from all of the list item's
          self.element.find("." + self.focusClass).removeClass(self.focusClass);

          // Highlights the current list item that was clicked
          elem.addClass(self.focusClass);

          // Triggers the click event on the currently focused TOC item
          elem.click();

        } else {

          // Removes highlighting from all of the list item's
          self.element.find("." + self.focusClass).removeClass(self.focusClass);

          if (!hash.length && pageload && self.options.highlightDefault) {

            // Highlights the first TOC item if no other items are highlighted
            self.element.find(itemClass).first().addClass(self.focusClass);

          }

        }

        return self;

      },

      // _nestElements
      // -------------
      //      Helps create the table of contents list by appending nested list items
      _nestElements: function(self, index) {

        var arr, item, hashValue;

        arr = $.grep(this.items, function(item) {

          return item === self.text();

        });

        // If there is already a duplicate TOC item
        if (arr.length) {

          // Adds the current TOC item text and index (for slight randomization) to the internal array
          this.items.push(self.text() + index);

        }

        // If there not a duplicate TOC item
        else {

          // Adds the current TOC item text to the internal array
          this.items.push(self.text());

        }

        hashValue = this._generateHashValue(arr, self, index);

        // Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
        item = $("<li/>", {

          // Sets a common class name to the list item
          "class": itemClassName,

          "data-unique": hashValue

        });

        if (this.options.theme !== "bootstrap3") {

          item.append($("<a/>", {

            "html": self.html()

          }));

        } else {

          item.html(self.html());

        }

        // Adds an HTML anchor tag before the currently traversed HTML element
        self.before($("<div/>", {

          // Sets a name attribute on the anchor tag to the text of the currently traversed HTML element (also making sure that all whitespace is replaced with an underscore)
          "name": hashValue,

          "data-unique": hashValue

        }));

        return item;

      },

      // _generateHashValue
      // ------------------
      //      Generates the hash value that will be used to refer to each item.
      _generateHashValue: function(arr, self, index) {

        var hashValue = "",
          hashGeneratorOption = this.options.hashGenerator;

        if (hashGeneratorOption === "pretty") {

          // prettify the text
          hashValue = self.text().toLowerCase().replace(/\s/g, "-");

          // fix double hyphens
          while (hashValue.indexOf("--") > -1) {
            hashValue = hashValue.replace(/--/g, "-");
          }

          // fix colon-space instances
          while (hashValue.indexOf(":-") > -1) {
            hashValue = hashValue.replace(/:-/g, "-");
          }

        } else if (typeof hashGeneratorOption === "function") {

          // call the function
          hashValue = hashGeneratorOption(self.text(), self);

        } else {

          // compact - the default
          hashValue = self.text().replace(/\s/g, "");

        }

        // add the index if we need to
        if (arr.length) {
          hashValue += "" + index;
        }

        // return the value
        return hashValue;

      },

      // _appendElements
      // ---------------
      //      Helps create the table of contents list by appending subheader elements

      _appendSubheaders: function(self, ul) {

        // The current element index
        var index = $(this).index(self.options.selectors),

          // Finds the previous header DOM element
          previousHeader = $(self.options.selectors).eq(index - 1),

          currentTagName = +$(this).prop("tagName").charAt(1),

          previousTagName = +previousHeader.prop("tagName").charAt(1),

          lastSubheader;

        // If the current header DOM element is smaller than the previous header DOM element or the first subheader
        if (currentTagName < previousTagName) {

          // Selects the last unordered list HTML found within the HTML element calling the plugin
          self.element.find(subheaderClass + "[data-tag=" + currentTagName + "]").last().append(self._nestElements($(this), index));

        }

        // If the current header DOM element is the same type of header(eg. h4) as the previous header DOM element
        else if (currentTagName === previousTagName) {

          ul.find(itemClass).last().after(self._nestElements($(this), index));

        } else {

          // Selects the last unordered list HTML found within the HTML element calling the plugin
          ul.find(itemClass).last().

          // Appends an unorderedList HTML element to the dynamic `unorderedList` variable and sets a common class name
          after($("<ul/>", {

            "class": subheaderClassName,

            "data-tag": currentTagName

          })).next(subheaderClass).

          // Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
          append(self._nestElements($(this), index));
        }

      },

      // _setEventHandlers
      // ----------------
      //      Adds jQuery event handlers to the newly generated table of contents
      _setEventHandlers: function() {

        // _Local variables_

        // Stores the plugin context in the self variable
        var self = this,

          // Instantiates a new variable that will be used to hold a specific element's context
          $self,

          // Instantiates a new variable that will be used to determine the smoothScroll animation time duration
          duration;

        // Event delegation that looks for any clicks on list item elements inside of the HTML element calling the plugin
        this.element.on("click.tocify", "li", function(event) {

          if (self.options.history) {

            window.location.hash = $(this).attr("data-unique");

          }

          // Removes highlighting from all of the list item's
          self.element.find("." + self.focusClass).removeClass(self.focusClass);

          // Highlights the current list item that was clicked
          $(this).addClass(self.focusClass);

          // If the showAndHide option is true
          if (self.options.showAndHide) {

            var elem = $('li[data-unique="' + $(this).attr("data-unique") + '"]');

            self._triggerShow(elem);

          }

          self._scrollTo($(this));

        });

        // Mouseenter and Mouseleave event handlers for the list item's within the HTML element calling the plugin
        this.element.find("li").on({

          // Mouseenter event handler
          "mouseenter.tocify": function() {

            // Adds a hover CSS class to the current list item
            $(this).addClass(self.hoverClass);

            // Makes sure the cursor is set to the pointer icon
            $(this).css("cursor", "pointer");

          },

          // Mouseleave event handler
          "mouseleave.tocify": function() {

            if (self.options.theme !== "bootstrap") {

              // Removes the hover CSS class from the current list item
              $(this).removeClass(self.hoverClass);

            }

          }
        });

        // only attach handler if needed (expensive in IE)
        if (self.options.extendPage || self.options.highlightOnScroll || self.options.scrollHistory || self.options.showAndHideOnScroll) {
          // Window scroll event handler
          $(window).on("scroll.tocify", function() {

            // Once all animations on the page are complete, this callback function will be called
            $("html, body").promise().done(function() {

              // Local variables

              // Stores how far the user has scrolled
              var winScrollTop = $(window).scrollTop(),

                // Stores the height of the window
                winHeight = $(window).height(),

                // Stores the height of the document
                docHeight = $(document).height(),

                scrollHeight = $("body")[0].scrollHeight,

                // Instantiates a variable that will be used to hold a selected HTML element
                elem,

                lastElem,

                lastElemOffset,

                currentElem;

              if (self.options.extendPage) {

                // If the user has scrolled to the bottom of the page and the last toc item is not focused
                if ((self.webkit && winScrollTop >= scrollHeight - winHeight - self.options.extendPageOffset) || (!self.webkit && winHeight + winScrollTop > docHeight - self.options.extendPageOffset)) {

                  if (!$(extendPageClass).length) {

                    lastElem = $('div[data-unique="' + $(itemClass).last().attr("data-unique") + '"]');

                    if (!lastElem.length) return;

                    // Gets the top offset of the page header that is linked to the last toc item
                    lastElemOffset = lastElem.offset().top;

                    // Appends a div to the bottom of the page and sets the height to the difference of the window scrollTop and the last element's position top offset
                    $(self.options.context).append($("<div/>", {

                      "class": extendPageClassName,

                      "height": Math.abs(lastElemOffset - winScrollTop) + "px",

                      "data-unique": extendPageClassName

                    }));

                    if (self.extendPageScroll) {

                      currentElem = self.element.find('li.' + self.focusClass);

                      self._scrollTo($('div[data-unique="' + currentElem.attr("data-unique") + '"]'));

                    }

                  }

                }

              }

              // The zero timeout ensures the following code is run after the scroll events
              setTimeout(function() {

                // _Local variables_

                // Stores the distance to the closest anchor
                var closestAnchorDistance = null,

                  // Stores the index of the closest anchor
                  closestAnchorIdx = null,

                  // Keeps a reference to all anchors
                  anchors = $(self.options.context).find("div[data-unique]"),

                  anchorText;

                // Determines the index of the closest anchor
                anchors.each(function(idx) {
                  var distance = Math.abs(($(this).next().length ? $(this).next() : $(this)).offset().top - winScrollTop - self.options.highlightOffset);
                  if (closestAnchorDistance == null || distance < closestAnchorDistance) {
                    closestAnchorDistance = distance;
                    closestAnchorIdx = idx;
                  } else {
                    return false;
                  }
                });

                anchorText = $(anchors[closestAnchorIdx]).attr("data-unique");

                // Stores the list item HTML element that corresponds to the currently traversed anchor tag
                elem = $('li[data-unique="' + anchorText + '"]');

                // If the `highlightOnScroll` option is true and a next element is found
                if (self.options.highlightOnScroll && elem.length) {

                  // Removes highlighting from all of the list item's
                  self.element.find("." + self.focusClass).removeClass(self.focusClass);

                  // Highlights the corresponding list item
                  elem.addClass(self.focusClass);

                }

                if (self.options.scrollHistory) {

                  if (window.location.hash !== "#" + anchorText) {

                    window.location.replace("#" + anchorText);

                  }
                }

                // If the `showAndHideOnScroll` option is true
                if (self.options.showAndHideOnScroll && self.options.showAndHide) {

                  self._triggerShow(elem, true);

                }

              }, 0);

            });

          });
        }

      },

      // Show
      // ----
      //      Opens the current sub-header
      show: function(elem, scroll) {

        // Stores the plugin context in the `self` variable
        var self = this,
          element = elem;

        // If the sub-header is not already visible
        if (!elem.is(":visible")) {

          // If the current element does not have any nested subheaders, is not a header, and its parent is not visible
          if (!elem.find(subheaderClass).length && !elem.parent().is(headerClass) && !elem.parent().is(":visible")) {

            // Sets the current element to all of the subheaders within the current header
            elem = elem.parents(subheaderClass).add(elem);

          }

          // If the current element does not have any nested subheaders and is not a header
          else if (!elem.children(subheaderClass).length && !elem.parent().is(headerClass)) {

            // Sets the current element to the closest subheader
            elem = elem.closest(subheaderClass);

          }

          //Determines what jQuery effect to use
          switch (self.options.showEffect) {

            //Uses `no effect`
            case "none":

              elem.show();

              break;

              //Uses the jQuery `show` special effect
            case "show":

              elem.show(self.options.showEffectSpeed);

              break;

              //Uses the jQuery `slideDown` special effect
            case "slideDown":

              elem.slideDown(self.options.showEffectSpeed);

              break;

              //Uses the jQuery `fadeIn` special effect
            case "fadeIn":

              elem.fadeIn(self.options.showEffectSpeed);

              break;

              //If none of the above options were passed, then a `jQueryUI show effect` is expected
            default:

              elem.show();

              break;

          }

        }

        // If the current subheader parent element is a header
        if (elem.parent().is(headerClass)) {

          // Hides all non-active sub-headers
          self.hide($(subheaderClass).not(elem));

        }

        // If the current subheader parent element is not a header
        else {

          // Hides all non-active sub-headers
          self.hide($(subheaderClass).not(elem.closest(headerClass).find(subheaderClass).not(elem.siblings())));

        }

        // Maintains chainablity
        return self;

      },

      // Hide
      // ----
      //      Closes the current sub-header
      hide: function(elem) {

        // Stores the plugin context in the `self` variable
        var self = this;

        //Determines what jQuery effect to use
        switch (self.options.hideEffect) {

          // Uses `no effect`
          case "none":

            elem.hide();

            break;

            // Uses the jQuery `hide` special effect
          case "hide":

            elem.hide(self.options.hideEffectSpeed);

            break;

            // Uses the jQuery `slideUp` special effect
          case "slideUp":

            elem.slideUp(self.options.hideEffectSpeed);

            break;

            // Uses the jQuery `fadeOut` special effect
          case "fadeOut":

            elem.fadeOut(self.options.hideEffectSpeed);

            break;

            // If none of the above options were passed, then a `jqueryUI hide effect` is expected
          default:

            elem.hide();

            break;

        }

        // Maintains chainablity
        return self;
      },

      // _triggerShow
      // ------------
      //      Determines what elements get shown on scroll and click
      _triggerShow: function(elem, scroll) {

        var self = this;

        // If the current element's parent is a header element or the next element is a nested subheader element
        if (elem.parent().is(headerClass) || elem.next().is(subheaderClass)) {

          // Shows the next sub-header element
          self.show(elem.next(subheaderClass), scroll);

        }

        // If the current element's parent is a subheader element
        else if (elem.parent().is(subheaderClass)) {

          // Shows the parent sub-header element
          self.show(elem.parent(), scroll);

        }

        // Maintains chainability
        return self;

      },

      // _addCSSClasses
      // --------------
      //      Adds CSS classes to the newly generated table of contents HTML
      _addCSSClasses: function() {

        // If the user wants a jqueryUI theme
        if (this.options.theme === "jqueryui") {

          this.focusClass = "ui-state-default";

          this.hoverClass = "ui-state-hover";

          //Adds the default styling to the dropdown list
          this.element.addClass("ui-widget").find(".toc-title").addClass("ui-widget-header").end().find("li").addClass("ui-widget-content");

        }

        // If the user wants a twitterBootstrap theme
        else if (this.options.theme === "bootstrap") {

          this.element.find(headerClass + "," + subheaderClass).addClass("nav nav-list");

          this.focusClass = "active";

        }

        // If the user wants a twitterBootstrap theme
        else if (this.options.theme === "bootstrap3") {

          this.element.find(headerClass + "," + subheaderClass).addClass("list-group");

          this.element.find(itemClass).addClass("list-group-item");

          this.focusClass = "active";

        }

        // If a user does not want a prebuilt theme
        else {

          // Adds more neutral classes (instead of jqueryui)

          this.focusClass = tocFocusClassName;

          this.hoverClass = tocHoverClassName;

        }

        //Maintains chainability
        return this;

      },

      // setOption
      // ---------
      //      Sets a single Tocify option after the plugin is invoked
      setOption: function() {

        // Calls the jQueryUI Widget Factory setOption method
        $.Widget.prototype._setOption.apply(this, arguments);

      },

      // setOptions
      // ----------
      //      Sets a single or multiple Tocify options after the plugin is invoked
      setOptions: function() {

        // Calls the jQueryUI Widget Factory setOptions method
        $.Widget.prototype._setOptions.apply(this, arguments);

      },

      // _scrollTo
      // ---------
      //      Scrolls to a specific element
      _scrollTo: function(elem) {

        var self = this,
          duration = self.options.smoothScroll || 0,
          scrollTo = self.options.scrollTo,
          currentDiv = $('div[data-unique="' + elem.attr("data-unique") + '"]');

        if (!currentDiv.length) {

          return self;

        }

        // Once all animations on the page are complete, this callback function will be called
        $("html, body").promise().done(function() {

          // Animates the html and body element scrolltops
          $("html, body").animate({

            // Sets the jQuery `scrollTop` to the top offset of the HTML div tag that matches the current list item's `data-unique` tag
            "scrollTop": currentDiv.offset().top - ($.isFunction(scrollTo) ? scrollTo.call() : scrollTo) + "px"

          }, {

            // Sets the smoothScroll animation time duration to the smoothScrollSpeed option
            "duration": duration

          });

        });

        // Maintains chainability
        return self;

      }

    });

  })); //end of plugin
"></script>
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  //   of JS that's an expr that yields a function, and "data" should be
  //   an object that will be added as an additional argument when that
  //   function is called.
  // @param target The object that will be "this" for each function
  //   execution.
  // @param args Array of arguments to be passed to the functions. (The
  //   same arguments will be passed to all functions.)
  function evalAndRun(tasks, target, args) {
    if (tasks) {
      forEach(tasks, function(task) {
        var theseArgs = args;
        if (typeof(task) === "object") {
          theseArgs = theseArgs.concat([task.data]);
          task = task.code;
        }
        var taskFunc = tryEval(task);
        if (typeof(taskFunc) !== "function") {
          throw new Error("Task must be a function! Source:\n" + task);
        }
        taskFunc.apply(target, theseArgs);
      });
    }
  }

  // Attempt eval() both with and without enclosing in parentheses.
  // Note that enclosing coerces a function declaration into
  // an expression that eval() can parse
  // (otherwise, a SyntaxError is thrown)
  function tryEval(code) {
    var result = null;
    try {
      result = eval(code);
    } catch(error) {
      if (!error instanceof SyntaxError) {
        throw error;
      }
      try {
        result = eval("(" + code + ")");
      } catch(e) {
        if (e instanceof SyntaxError) {
          throw error;
        } else {
          throw e;
        }
      }
    }
    return result;
  }

  function initSizing(el) {
    var sizing = sizingPolicy(el);
    if (!sizing)
      return;

    var cel = document.getElementById("htmlwidget_container");
    if (!cel)
      return;

    if (typeof(sizing.padding) !== "undefined") {
      document.body.style.margin = "0";
      document.body.style.padding = paddingToCss(unpackPadding(sizing.padding));
    }

    if (sizing.fill) {
      document.body.style.overflow = "hidden";
      document.body.style.width = "100%";
      document.body.style.height = "100%";
      document.documentElement.style.width = "100%";
      document.documentElement.style.height = "100%";
      if (cel) {
        cel.style.position = "absolute";
        var pad = unpackPadding(sizing.padding);
        cel.style.top = pad.top + "px";
        cel.style.right = pad.right + "px";
        cel.style.bottom = pad.bottom + "px";
        cel.style.left = pad.left + "px";
        el.style.width = "100%";
        el.style.height = "100%";
      }

      return {
        getWidth: function() { return cel.offsetWidth; },
        getHeight: function() { return cel.offsetHeight; }
      };

    } else {
      el.style.width = px(sizing.width);
      el.style.height = px(sizing.height);

      return {
        getWidth: function() { return el.offsetWidth; },
        getHeight: function() { return el.offsetHeight; }
      };
    }
  }

  // Default implementations for methods
  var defaults = {
    find: function(scope) {
      return querySelectorAll(scope, "." + this.name);
    },
    renderError: function(el, err) {
      var $el = $(el);

      this.clearError(el);

      // Add all these error classes, as Shiny does
      var errClass = "shiny-output-error";
      if (err.type !== null) {
        // use the classes of the error condition as CSS class names
        errClass = errClass + " " + $.map(asArray(err.type), function(type) {
          return errClass + "-" + type;
        }).join(" ");
      }
      errClass = errClass + " htmlwidgets-error";

      // Is el inline or block? If inline or inline-block, just display:none it
      // and add an inline error.
      var display = $el.css("display");
      $el.data("restore-display-mode", display);

      if (display === "inline" || display === "inline-block") {
        $el.hide();
        if (err.message !== "") {
          var errorSpan = $("<span>").addClass(errClass);
          errorSpan.text(err.message);
          $el.after(errorSpan);
        }
      } else if (display === "block") {
        // If block, add an error just after the el, set visibility:none on the
        // el, and position the error to be on top of the el.
        // Mark it with a unique ID and CSS class so we can remove it later.
        $el.css("visibility", "hidden");
        if (err.message !== "") {
          var errorDiv = $("<div>").addClass(errClass).css("position", "absolute")
            .css("top", el.offsetTop)
            .css("left", el.offsetLeft)
            // setting width can push out the page size, forcing otherwise
            // unnecessary scrollbars to appear and making it impossible for
            // the element to shrink; so use max-width instead
            .css("maxWidth", el.offsetWidth)
            .css("height", el.offsetHeight);
          errorDiv.text(err.message);
          $el.after(errorDiv);

          // Really dumb way to keep the size/position of the error in sync with
          // the parent element as the window is resized or whatever.
          var intId = setInterval(function() {
            if (!errorDiv[0].parentElement) {
              clearInterval(intId);
              return;
            }
            errorDiv
              .css("top", el.offsetTop)
              .css("left", el.offsetLeft)
              .css("maxWidth", el.offsetWidth)
              .css("height", el.offsetHeight);
          }, 500);
        }
      }
    },
    clearError: function(el) {
      var $el = $(el);
      var display = $el.data("restore-display-mode");
      $el.data("restore-display-mode", null);

      if (display === "inline" || display === "inline-block") {
        if (display)
          $el.css("display", display);
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      } else if (display === "block"){
        $el.css("visibility", "inherit");
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      }
    },
    sizing: {}
  };

  // Called by widget bindings to register a new type of widget. The definition
  // object can contain the following properties:
  // - name (required) - A string indicating the binding name, which will be
  //   used by default as the CSS classname to look for.
  // - initialize (optional) - A function(el) that will be called once per
  //   widget element; if a value is returned, it will be passed as the third
  //   value to renderValue.
  // - renderValue (required) - A function(el, data, initValue) that will be
  //   called with data. Static contexts will cause this to be called once per
  //   element; Shiny apps will cause this to be called multiple times per
  //   element, as the data changes.
  window.HTMLWidgets.widget = function(definition) {
    if (!definition.name) {
      throw new Error("Widget must have a name");
    }
    if (!definition.type) {
      throw new Error("Widget must have a type");
    }
    // Currently we only support output widgets
    if (definition.type !== "output") {
      throw new Error("Unrecognized widget type '" + definition.type + "'");
    }
    // TODO: Verify that .name is a valid CSS classname

    // Support new-style instance-bound definitions. Old-style class-bound
    // definitions have one widget "object" per widget per type/class of
    // widget; the renderValue and resize methods on such widget objects
    // take el and instance arguments, because the widget object can't
    // store them. New-style instance-bound definitions have one widget
    // object per widget instance; the definition that's passed in doesn't
    // provide renderValue or resize methods at all, just the single method
    //   factory(el, width, height)
    // which returns an object that has renderValue(x) and resize(w, h).
    // This enables a far more natural programming style for the widget
    // author, who can store per-instance state using either OO-style
    // instance fields or functional-style closure variables (I guess this
    // is in contrast to what can only be called C-style pseudo-OO which is
    // what we required before).
    if (definition.factory) {
      definition = createLegacyDefinitionAdapter(definition);
    }

    if (!definition.renderValue) {
      throw new Error("Widget must have a renderValue function");
    }

    // For static rendering (non-Shiny), use a simple widget registration
    // scheme. We also use this scheme for Shiny apps/documents that also
    // contain static widgets.
    window.HTMLWidgets.widgets = window.HTMLWidgets.widgets || [];
    // Merge defaults into the definition; don't mutate the original definition.
    var staticBinding = extend({}, defaults, definition);
    overrideMethod(staticBinding, "find", function(superfunc) {
      return function(scope) {
        var results = superfunc(scope);
        // Filter out Shiny outputs, we only want the static kind
        return filterByClass(results, "html-widget-output", false);
      };
    });
    window.HTMLWidgets.widgets.push(staticBinding);

    if (shinyMode) {
      // Shiny is running. Register the definition with an output binding.
      // The definition itself will not be the output binding, instead
      // we will make an output binding object that delegates to the
      // definition. This is because we foolishly used the same method
      // name (renderValue) for htmlwidgets definition and Shiny bindings
      // but they actually have quite different semantics (the Shiny
      // bindings receive data that includes lots of metadata that it
      // strips off before calling htmlwidgets renderValue). We can't
      // just ignore the difference because in some widgets it's helpful
      // to call this.renderValue() from inside of resize(), and if
      // we're not delegating, then that call will go to the Shiny
      // version instead of the htmlwidgets version.

      // Merge defaults with definition, without mutating either.
      var bindingDef = extend({}, defaults, definition);

      // This object will be our actual Shiny binding.
      var shinyBinding = new Shiny.OutputBinding();

      // With a few exceptions, we'll want to simply use the bindingDef's
      // version of methods if they are available, otherwise fall back to
      // Shiny's defaults. NOTE: If Shiny's output bindings gain additional
      // methods in the future, and we want them to be overrideable by
      // HTMLWidget binding definitions, then we'll need to add them to this
      // list.
      delegateMethod(shinyBinding, bindingDef, "getId");
      delegateMethod(shinyBinding, bindingDef, "onValueChange");
      delegateMethod(shinyBinding, bindingDef, "onValueError");
      delegateMethod(shinyBinding, bindingDef, "renderError");
      delegateMethod(shinyBinding, bindingDef, "clearError");
      delegateMethod(shinyBinding, bindingDef, "showProgress");

      // The find, renderValue, and resize are handled differently, because we
      // want to actually decorate the behavior of the bindingDef methods.

      shinyBinding.find = function(scope) {
        var results = bindingDef.find(scope);

        // Only return elements that are Shiny outputs, not static ones
        var dynamicResults = results.filter(".html-widget-output");

        // It's possible that whatever caused Shiny to think there might be
        // new dynamic outputs, also caused there to be new static outputs.
        // Since there might be lots of different htmlwidgets bindings, we
        // schedule execution for later--no need to staticRender multiple
        // times.
        if (results.length !== dynamicResults.length)
          scheduleStaticRender();

        return dynamicResults;
      };

      // Wrap renderValue to handle initialization, which unfortunately isn't
      // supported natively by Shiny at the time of this writing.

      shinyBinding.renderValue = function(el, data) {
        Shiny.renderDependencies(data.deps);
        // Resolve strings marked as javascript literals to objects
        if (!(data.evals instanceof Array)) data.evals = [data.evals];
        for (var i = 0; data.evals && i < data.evals.length; i++) {
          window.HTMLWidgets.evaluateStringMember(data.x, data.evals[i]);
        }
        if (!bindingDef.renderOnNullValue) {
          if (data.x === null) {
            el.style.visibility = "hidden";
            return;
          } else {
            el.style.visibility = "inherit";
          }
        }
        if (!elementData(el, "initialized")) {
          initSizing(el);

          elementData(el, "initialized", true);
          if (bindingDef.initialize) {
            var result = bindingDef.initialize(el, el.offsetWidth,
              el.offsetHeight);
            elementData(el, "init_result", result);
          }
        }
        bindingDef.renderValue(el, data.x, elementData(el, "init_result"));
        evalAndRun(data.jsHooks.render, elementData(el, "init_result"), [el, data.x]);
      };

      // Only override resize if bindingDef implements it
      if (bindingDef.resize) {
        shinyBinding.resize = function(el, width, height) {
          // Shiny can call resize before initialize/renderValue have been
          // called, which doesn't make sense for widgets.
          if (elementData(el, "initialized")) {
            bindingDef.resize(el, width, height, elementData(el, "init_result"));
          }
        };
      }

      Shiny.outputBindings.register(shinyBinding, bindingDef.name);
    }
  };

  var scheduleStaticRenderTimerId = null;
  function scheduleStaticRender() {
    if (!scheduleStaticRenderTimerId) {
      scheduleStaticRenderTimerId = setTimeout(function() {
        scheduleStaticRenderTimerId = null;
        window.HTMLWidgets.staticRender();
      }, 1);
    }
  }

  // Render static widgets after the document finishes loading
  // Statically render all elements that are of this widget's class
  window.HTMLWidgets.staticRender = function() {
    var bindings = window.HTMLWidgets.widgets || [];
    forEach(bindings, function(binding) {
      var matches = binding.find(document.documentElement);
      forEach(matches, function(el) {
        var sizeObj = initSizing(el, binding);

        if (hasClass(el, "html-widget-static-bound"))
          return;
        el.className = el.className + " html-widget-static-bound";

        var initResult;
        if (binding.initialize) {
          initResult = binding.initialize(el,
            sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            sizeObj ? sizeObj.getHeight() : el.offsetHeight
          );
          elementData(el, "init_result", initResult);
        }

        if (binding.resize) {
          var lastSize = {
            w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
          };
          var resizeHandler = function(e) {
            var size = {
              w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
              h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
            };
            if (size.w === 0 && size.h === 0)
              return;
            if (size.w === lastSize.w && size.h === lastSize.h)
              return;
            lastSize = size;
            binding.resize(el, size.w, size.h, initResult);
          };

          on(window, "resize", resizeHandler);

          // This is needed for cases where we're running in a Shiny
          // app, but the widget itself is not a Shiny output, but
          // rather a simple static widget. One example of this is
          // an rmarkdown document that has runtime:shiny and widget
          // that isn't in a render function. Shiny only knows to
          // call resize handlers for Shiny outputs, not for static
          // widgets, so we do it ourselves.
          if (window.jQuery) {
            window.jQuery(document).on(
              "shown.htmlwidgets shown.bs.tab.htmlwidgets shown.bs.collapse.htmlwidgets",
              resizeHandler
            );
            window.jQuery(document).on(
              "hidden.htmlwidgets hidden.bs.tab.htmlwidgets hidden.bs.collapse.htmlwidgets",
              resizeHandler
            );
          }

          // This is needed for the specific case of ioslides, which
          // flips slides between display:none and display:block.
          // Ideally we would not have to have ioslide-specific code
          // here, but rather have ioslides raise a generic event,
          // but the rmarkdown package just went to CRAN so the
          // window to getting that fixed may be long.
          if (window.addEventListener) {
            // It's OK to limit this to window.addEventListener
            // browsers because ioslides itself only supports
            // such browsers.
            on(document, "slideenter", resizeHandler);
            on(document, "slideleave", resizeHandler);
          }
        }

        var scriptData = document.querySelector("script[data-for='" + el.id + "'][type='application/json']");
        if (scriptData) {
          var data = JSON.parse(scriptData.textContent || scriptData.text);
          // Resolve strings marked as javascript literals to objects
          if (!(data.evals instanceof Array)) data.evals = [data.evals];
          for (var k = 0; data.evals && k < data.evals.length; k++) {
            window.HTMLWidgets.evaluateStringMember(data.x, data.evals[k]);
          }
          binding.renderValue(el, data.x, initResult);
          evalAndRun(data.jsHooks.render, initResult, [el, data.x]);
        }
      });
    });

    invokePostRenderHandlers();
  }


  function has_jQuery3() {
    if (!window.jQuery) {
      return false;
    }
    var $version = window.jQuery.fn.jquery;
    var $major_version = parseInt($version.split(".")[0]);
    return $major_version >= 3;
  }

  /*
  / Shiny 1.4 bumped jQuery from 1.x to 3.x which means jQuery's
  / on-ready handler (i.e., $(fn)) is now asyncronous (i.e., it now
  / really means $(setTimeout(fn)).
  / https://jquery.com/upgrade-guide/3.0/#breaking-change-document-ready-handlers-are-now-asynchronous
  /
  / Since Shiny uses $() to schedule initShiny, shiny>=1.4 calls initShiny
  / one tick later than it did before, which means staticRender() is
  / called renderValue() earlier than (advanced) widget authors might be expecting.
  / https://github.com/rstudio/shiny/issues/2630
  /
  / For a concrete example, leaflet has some methods (e.g., updateBounds)
  / which reference Shiny methods registered in initShiny (e.g., setInputValue).
  / Since leaflet is privy to this life-cycle, it knows to use setTimeout() to
  / delay execution of those methods (until Shiny methods are ready)
  / https://github.com/rstudio/leaflet/blob/18ec981/javascript/src/index.js#L266-L268
  /
  / Ideally widget authors wouldn't need to use this setTimeout() hack that
  / leaflet uses to call Shiny methods on a staticRender(). In the long run,
  / the logic initShiny should be broken up so that method registration happens
  / right away, but binding happens later.
  */
  function maybeStaticRenderLater() {
    if (shinyMode && has_jQuery3()) {
      window.jQuery(window.HTMLWidgets.staticRender);
    } else {
      window.HTMLWidgets.staticRender();
    }
  }

  if (document.addEventListener) {
    document.addEventListener("DOMContentLoaded", function() {
      document.removeEventListener("DOMContentLoaded", arguments.callee, false);
      maybeStaticRenderLater();
    }, false);
  } else if (document.attachEvent) {
    document.attachEvent("onreadystatechange", function() {
      if (document.readyState === "complete") {
        document.detachEvent("onreadystatechange", arguments.callee);
        maybeStaticRenderLater();
      }
    });
  }


  window.HTMLWidgets.getAttachmentUrl = function(depname, key) {
    // If no key, default to the first item
    if (typeof(key) === "undefined")
      key = 1;

    var link = document.getElementById(depname + "-" + key + "-attachment");
    if (!link) {
      throw new Error("Attachment " + depname + "/" + key + " not found in document");
    }
    return link.getAttribute("href");
  };

  window.HTMLWidgets.dataframeToD3 = function(df) {
    var names = [];
    var length;
    for (var name in df) {
        if (df.hasOwnProperty(name))
            names.push(name);
        if (typeof(df[name]) !== "object" || typeof(df[name].length) === "undefined") {
            throw new Error("All fields must be arrays");
        } else if (typeof(length) !== "undefined" && length !== df[name].length) {
            throw new Error("All fields must be arrays of the same length");
        }
        length = df[name].length;
    }
    var results = [];
    var item;
    for (var row = 0; row < length; row++) {
        item = {};
        for (var col = 0; col < names.length; col++) {
            item[names[col]] = df[names[col]][row];
        }
        results.push(item);
    }
    return results;
  };

  window.HTMLWidgets.transposeArray2D = function(array) {
      if (array.length === 0) return array;
      var newArray = array[0].map(function(col, i) {
          return array.map(function(row) {
              return row[i]
          })
      });
      return newArray;
  };
  // Split value at splitChar, but allow splitChar to be escaped
  // using escapeChar. Any other characters escaped by escapeChar
  // will be included as usual (including escapeChar itself).
  function splitWithEscape(value, splitChar, escapeChar) {
    var results = [];
    var escapeMode = false;
    var currentResult = "";
    for (var pos = 0; pos < value.length; pos++) {
      if (!escapeMode) {
        if (value[pos] === splitChar) {
          results.push(currentResult);
          currentResult = "";
        } else if (value[pos] === escapeChar) {
          escapeMode = true;
        } else {
          currentResult += value[pos];
        }
      } else {
        currentResult += value[pos];
        escapeMode = false;
      }
    }
    if (currentResult !== "") {
      results.push(currentResult);
    }
    return results;
  }
  // Function authored by Yihui/JJ Allaire
  window.HTMLWidgets.evaluateStringMember = function(o, member) {
    var parts = splitWithEscape(member, '.', '\\');
    for (var i = 0, l = parts.length; i < l; i++) {
      var part = parts[i];
      // part may be a character or 'numeric' member name
      if (o !== null && typeof o === "object" && part in o) {
        if (i == (l - 1)) { // if we are at the end of the line then evalulate
          if (typeof o[part] === "string")
            o[part] = tryEval(o[part]);
        } else { // otherwise continue to next embedded object
          o = o[part];
        }
      }
    }
  };

  // Retrieve the HTMLWidget instance (i.e. the return value of an
  // HTMLWidget binding's initialize() or factory() function)
  // associated with an element, or null if none.
  window.HTMLWidgets.getInstance = function(el) {
    return elementData(el, "init_result");
  };

  // Finds the first element in the scope that matches the selector,
  // and returns the HTMLWidget instance (i.e. the return value of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with that element, if any. If no element matches the
  // selector, or the first matching element has no HTMLWidget
  // instance associated with it, then null is returned.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.find = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var el = scope.querySelector(selector);
    if (el === null) {
      return null;
    } else {
      return window.HTMLWidgets.getInstance(el);
    }
  };

  // Finds all elements in the scope that match the selector, and
  // returns the HTMLWidget instances (i.e. the return values of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with the elements, in an array. If elements that
  // match the selector don't have an associated HTMLWidget
  // instance, the returned array will contain nulls.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.findAll = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var nodes = scope.querySelectorAll(selector);
    var results = [];
    for (var i = 0; i < nodes.length; i++) {
      results.push(window.HTMLWidgets.getInstance(nodes[i]));
    }
    return results;
  };

  var postRenderHandlers = [];
  function invokePostRenderHandlers() {
    while (postRenderHandlers.length) {
      var handler = postRenderHandlers.shift();
      if (handler) {
        handler();
      }
    }
  }

  // Register the given callback function to be invoked after the
  // next time static widgets are rendered.
  window.HTMLWidgets.addPostRenderHandler = function(callback) {
    postRenderHandlers.push(callback);
  };

  // Takes a new-style instance-bound definition, and returns an
  // old-style class-bound definition. This saves us from having
  // to rewrite all the logic in this file to accomodate both
  // types of definitions.
  function createLegacyDefinitionAdapter(defn) {
    var result = {
      name: defn.name,
      type: defn.type,
      initialize: function(el, width, height) {
        return defn.factory(el, width, height);
      },
      renderValue: function(el, x, instance) {
        return instance.renderValue(x);
      },
      resize: function(el, width, height, instance) {
        return instance.resize(width, height);
      }
    };

    if (defn.find)
      result.find = defn.find;
    if (defn.renderError)
      result.renderError = defn.renderError;
    if (defn.clearError)
      result.clearError = defn.clearError;

    return result;
  }
})();

"></script>
<link href="data:text/css,%2Edt%2Dcrosstalk%2Dfade%20%7B%0Aopacity%3A%200%2E2%3B%0A%7D%0Ahtml%20body%20div%2EDTS%20div%2EdataTables%5FscrollBody%20%7B%0Abackground%3A%20none%3B%0A%7D%0A%0Atable%2EdataTable%20%7B%0Adisplay%3A%20table%3B%0A%7D%0A" rel="stylesheet" />
<script src="data:application/javascript;base64,(function() {

// some helper functions: using a global object DTWidget so that it can be used
// in JS() code, e.g. datatable(options = list(foo = JS('code'))); unlike R's
// dynamic scoping, when 'code' is eval()'ed, JavaScript does not know objects
// from the "parent frame", e.g. JS('DTWidget') will not work unless it was made
// a global object
var DTWidget = {};

// 123456666.7890 -> 123,456,666.7890
var markInterval = function(d, digits, interval, mark, decMark, precision) {
  x = precision ? d.toPrecision(digits) : d.toFixed(digits);
  if (!/^-?[\d.]+$/.test(x)) return x;
  var xv = x.split('.');
  if (xv.length > 2) return x;  // should have at most one decimal point
  xv[0] = xv[0].replace(new RegExp('\\B(?=(\\d{' + interval + '})+(?!\\d))', 'g'), mark);
  return xv.join(decMark);
};

DTWidget.formatCurrency = function(data, currency, digits, interval, mark, decMark, before) {
  var d = parseFloat(data);
  if (isNaN(d)) return '';
  var res = markInterval(d, digits, interval, mark, decMark);
  res = before ? (/^-/.test(res) ? '-' + currency + res.replace(/^-/, '') : currency + res) :
    res + currency;
  return res;
};

DTWidget.formatString = function(data, prefix, suffix) {
  var d = data;
  if (d === null) return '';
  return prefix + d + suffix;
};

DTWidget.formatPercentage = function(data, digits, interval, mark, decMark) {
  var d = parseFloat(data);
  if (isNaN(d)) return '';
  return markInterval(d * 100, digits, interval, mark, decMark) + '%';
};

DTWidget.formatRound = function(data, digits, interval, mark, decMark) {
  var d = parseFloat(data);
  if (isNaN(d)) return '';
  return markInterval(d, digits, interval, mark, decMark);
};

DTWidget.formatSignif = function(data, digits, interval, mark, decMark) {
  var d = parseFloat(data);
  if (isNaN(d)) return '';
  return markInterval(d, digits, interval, mark, decMark, true);
};

DTWidget.formatDate = function(data, method, params) {
  var d = data;
  if (d === null) return '';
  // (new Date('2015-10-28')).toDateString() may return 2015-10-27 because the
  // actual time created could be like 'Tue Oct 27 2015 19:00:00 GMT-0500 (CDT)',
  // i.e. the date-only string is treated as UTC time instead of local time
  if ((method === 'toDateString' || method === 'toLocaleDateString') && /^\d{4,}\D\d{2}\D\d{2}$/.test(d)) {
    d = d.split(/\D/);
    d = new Date(d[0], d[1] - 1, d[2]);
  } else {
    d = new Date(d);
  }
  return d[method].apply(d, params);
};

window.DTWidget = DTWidget;

var transposeArray2D = function(a) {
  return a.length === 0 ? a : HTMLWidgets.transposeArray2D(a);
};

var crosstalkPluginsInstalled = false;

function maybeInstallCrosstalkPlugins() {
  if (crosstalkPluginsInstalled)
    return;
  crosstalkPluginsInstalled = true;

  $.fn.dataTable.ext.afnFiltering.push(
    function(oSettings, aData, iDataIndex) {
      var ctfilter = oSettings.nTable.ctfilter;
      if (ctfilter && !ctfilter[iDataIndex])
        return false;

      var ctselect = oSettings.nTable.ctselect;
      if (ctselect && !ctselect[iDataIndex])
        return false;

      return true;
    }
  );
}

HTMLWidgets.widget({
  name: "datatables",
  type: "output",
  renderOnNullValue: true,
  initialize: function(el, width, height) {
    $(el).html('&nbsp;');
    return {
      data: null,
      ctfilterHandle: new crosstalk.FilterHandle(),
      ctfilterSubscription: null,
      ctselectHandle: new crosstalk.SelectionHandle(),
      ctselectSubscription: null
    };
  },
  renderValue: function(el, data, instance) {
    if (el.offsetWidth === 0 || el.offsetHeight === 0) {
      instance.data = data;
      return;
    }
    instance.data = null;
    var $el = $(el);
    $el.empty();

    if (data === null) {
      $el.append('&nbsp;');
      // clear previous Shiny inputs (if any)
      for (var i in instance.clearInputs) instance.clearInputs[i]();
      instance.clearInputs = {};
      return;
    }

    var crosstalkOptions = data.crosstalkOptions;
    if (!crosstalkOptions) crosstalkOptions = {
      'key': null, 'group': null
    };
    if (crosstalkOptions.group) {
      maybeInstallCrosstalkPlugins();
      instance.ctfilterHandle.setGroup(crosstalkOptions.group);
      instance.ctselectHandle.setGroup(crosstalkOptions.group);
    }

    // If we are in a flexdashboard scroll layout then we:
    //  (a) Always want to use pagination (otherwise we'll have
    //      a "double scroll bar" effect on the phone); and
    //  (b) Never want to fill the container (we want the pagination
    //      level to determine the size of the container)
    if (window.FlexDashboard && !window.FlexDashboard.isFillPage()) {
      data.options.bPaginate = true;
      data.fillContainer = false;
    }

    // if we are in the viewer then we always want to fillContainer and
    // and autoHideNavigation (unless the user has explicitly set these)
    if (window.HTMLWidgets.viewerMode) {
      if (!data.hasOwnProperty("fillContainer"))
        data.fillContainer = true;
      if (!data.hasOwnProperty("autoHideNavigation"))
        data.autoHideNavigation = true;
    }

    // propagate fillContainer to instance (so we have it in resize)
    instance.fillContainer = data.fillContainer;

    var cells = data.data;

    if (cells instanceof Array) cells = transposeArray2D(cells);

    $el.append(data.container);
    var $table = $el.find('table');
    if (data.class) $table.addClass(data.class);
    if (data.caption) $table.prepend(data.caption);

    if (!data.selection) data.selection = {
      mode: 'none', selected: null, target: 'row', selectable: null
    };
    if (HTMLWidgets.shinyMode && data.selection.mode !== 'none' &&
        data.selection.target === 'row+column') {
      if ($table.children('tfoot').length === 0) {
        $table.append($('<tfoot>'));
        $table.find('thead tr').clone().appendTo($table.find('tfoot'));
      }
    }

    // column filters
    var filterRow;
    switch (data.filter) {
      case 'top':
        $table.children('thead').append(data.filterHTML);
        filterRow = $table.find('thead tr:last td');
        break;
      case 'bottom':
        if ($table.children('tfoot').length === 0) {
          $table.append($('<tfoot>'));
        }
        $table.children('tfoot').prepend(data.filterHTML);
        filterRow = $table.find('tfoot tr:first td');
        break;
    }

    var options = { searchDelay: 1000 };
    if (cells !== null) $.extend(options, {
      data: cells
    });

    // options for fillContainer
    var bootstrapActive = typeof($.fn.popover) != 'undefined';
    if (instance.fillContainer) {

      // force scrollX/scrollY and turn off autoWidth
      options.scrollX = true;
      options.scrollY = "100px"; // can be any value, we'll adjust below

      // if we aren't paginating then move around the info/filter controls
      // to save space at the bottom and rephrase the info callback
      if (data.options.bPaginate === false) {

        // we know how to do this cleanly for bootstrap, not so much
        // for other themes/layouts
        if (bootstrapActive) {
          options.dom = "<'row'<'col-sm-4'i><'col-sm-8'f>>" +
                        "<'row'<'col-sm-12'tr>>";
        }

        options.fnInfoCallback = function(oSettings, iStart, iEnd,
                                           iMax, iTotal, sPre) {
          return Number(iTotal).toLocaleString() + " records";
        };
      }
    }

    // auto hide navigation if requested
    if (data.autoHideNavigation === true) {
      if (bootstrapActive && data.options.bPaginate !== false) {
        // strip all nav if length >= cells
        if ((cells instanceof Array) && data.options.iDisplayLength >= cells.length)
          options.dom = "<'row'<'col-sm-12'tr>>";
        // alternatively lean things out for flexdashboard mobile portrait
        else if (window.FlexDashboard && window.FlexDashboard.isMobilePhone())
          options.dom = "<'row'<'col-sm-12'f>>" +
                        "<'row'<'col-sm-12'tr>>"  +
                        "<'row'<'col-sm-12'p>>";
      }
    }

    $.extend(true, options, data.options || {});

    var searchCols = options.searchCols;
    if (searchCols) {
      searchCols = searchCols.map(function(x) {
        return x === null ? '' : x.search;
      });
      // FIXME: this means I don't respect the escapeRegex setting
      delete options.searchCols;
    }

    // server-side processing?
    var server = options.serverSide === true;

    // use the dataSrc function to pre-process JSON data returned from R
    var DT_rows_all = [], DT_rows_current = [];
    if (server && HTMLWidgets.shinyMode && typeof options.ajax === 'object' &&
        /^session\/[\da-z]+\/dataobj/.test(options.ajax.url) && !options.ajax.dataSrc) {
      options.ajax.dataSrc = function(json) {
        DT_rows_all = $.makeArray(json.DT_rows_all);
        DT_rows_current = $.makeArray(json.DT_rows_current);
        var data = json.data;
        if (!colReorderEnabled()) return data;
        var table = $table.DataTable(), order = table.colReorder.order(), flag = true, i, j, row;
        for (i = 0; i < order.length; ++i) if (order[i] !== i) flag = false;
        if (flag) return data;
        for (i = 0; i < data.length; ++i) {
          row = data[i].slice();
          for (j = 0; j < order.length; ++j) data[i][j] = row[order[j]];
        }
        return data;
      };
    }

    var thiz = this;
    if (instance.fillContainer) $table.on('init.dt', function(e) {
      thiz.fillAvailableHeight(el, $(el).innerHeight());
    });
    // If the page contains serveral datatables and one of which enables colReorder,
    // the table.colReorder.order() function will exist but throws error when called.
    // So it seems like the only way to know if colReorder is enabled or not is to
    // check the options.
    var colReorderEnabled = function() { return "colReorder" in options; };
    var table = $table.DataTable(options);
    $el.data('datatable', table);

    // Unregister previous Crosstalk event subscriptions, if they exist
    if (instance.ctfilterSubscription) {
      instance.ctfilterHandle.off("change", instance.ctfilterSubscription);
      instance.ctfilterSubscription = null;
    }
    if (instance.ctselectSubscription) {
      instance.ctselectHandle.off("change", instance.ctselectSubscription);
      instance.ctselectSubscription = null;
    }

    if (!crosstalkOptions.group) {
      $table[0].ctfilter = null;
      $table[0].ctselect = null;
    } else {
      var key = crosstalkOptions.key;
      function keysToMatches(keys) {
        if (!keys) {
          return null;
        } else {
          var selectedKeys = {};
          for (var i = 0; i < keys.length; i++) {
            selectedKeys[keys[i]] = true;
          }
          var matches = {};
          for (var j = 0; j < key.length; j++) {
            if (selectedKeys[key[j]])
              matches[j] = true;
          }
          return matches;
        }
      }

      function applyCrosstalkFilter(e) {
        $table[0].ctfilter = keysToMatches(e.value);
        table.draw();
      }
      instance.ctfilterSubscription = instance.ctfilterHandle.on("change", applyCrosstalkFilter);
      applyCrosstalkFilter({value: instance.ctfilterHandle.filteredKeys});

      function applyCrosstalkSelection(e) {
        if (e.sender !== instance.ctselectHandle) {
          table
            .rows('.' + selClass, {search: 'applied'})
            .nodes()
            .to$()
            .removeClass(selClass);
          if (selectedRows)
            changeInput('rows_selected', selectedRows(), void 0, true);
        }

        if (e.sender !== instance.ctselectHandle && e.value && e.value.length) {
          var matches = keysToMatches(e.value);

          // persistent selection with plotly (& leaflet)
          var ctOpts = crosstalk.var("plotlyCrosstalkOpts").get() || {};
          if (ctOpts.persistent === true) {
            var matches = $.extend(matches, $table[0].ctselect);
          }

          $table[0].ctselect = matches;
          table.draw();
        } else {
          if ($table[0].ctselect) {
            $table[0].ctselect = null;
            table.draw();
          }
        }
      }
      instance.ctselectSubscription = instance.ctselectHandle.on("change", applyCrosstalkSelection);
      // TODO: This next line doesn't seem to work when renderDataTable is used
      applyCrosstalkSelection({value: instance.ctselectHandle.value});
    }

    var inArray = function(val, array) {
      return $.inArray(val, $.makeArray(array)) > -1;
    };

    // encode + to %2B when searching in the table on server side, because
    // shiny::parseQueryString() treats + as spaces, and DataTables does not
    // encode + to %2B (or % to %25) when sending the request
    var encode_plus = function(x) {
      return server ? x.replace(/%/g, '%25').replace(/\+/g, '%2B') : x;
    };

    // search the i-th column
    var searchColumn = function(i, value) {
      var regex = false, ci = true;
      if (options.search) {
        regex = options.search.regex,
        ci = options.search.caseInsensitive !== false;
      }
      return table.column(i).search(encode_plus(value), regex, !regex, ci);
    };

    if (data.filter !== 'none') {

      filterRow.each(function(i, td) {

        var $td = $(td), type = $td.data('type'), filter;
        var $input = $td.children('div').first().children('input');
        $input.prop('disabled', !table.settings()[0].aoColumns[i].bSearchable || type === 'disabled');
        $input.on('input blur', function() {
          $input.next('span').toggle(Boolean($input.val()));
        });
        // Bootstrap sets pointer-events to none and we won't be able to click
        // the clear button
        $input.next('span').css('pointer-events', 'auto').hide().click(function() {
          $(this).hide().prev('input').val('').trigger('input').focus();
        });
        var searchCol;  // search string for this column
        if (searchCols && searchCols[i]) {
          searchCol = searchCols[i];
          $input.val(searchCol).trigger('input');
        }
        var $x = $td.children('div').last();

        // remove the overflow: hidden attribute of the scrollHead
        // (otherwise the scrolling table body obscures the filters)
        // The workaround and the discussion from
        // https://github.com/rstudio/DT/issues/554#issuecomment-518007347
        // Otherwise the filter selection will not be anchored to the values
        // when the columns number is many and scrollX is enabled.
        var scrollHead = $(el).find('.dataTables_scrollHead,.dataTables_scrollFoot');
        var cssOverflowHead = scrollHead.css('overflow');
        var scrollBody = $(el).find('.dataTables_scrollBody');
        var cssOverflowBody = scrollBody.css('overflow');
        var scrollTable = $(el).find('.dataTables_scroll');
        var cssOverflowTable = scrollTable.css('overflow');
        if (cssOverflowHead === 'hidden') {
          $x.on('show hide', function(e) {
            if (e.type === 'show') {
              scrollHead.css('overflow', 'visible');
              scrollBody.css('overflow', 'visible');
              scrollTable.css('overflow-x', 'scroll');
            } else {
              scrollHead.css('overflow', cssOverflowHead);
              scrollBody.css('overflow', cssOverflowBody);
              scrollTable.css('overflow-x', cssOverflowTable);
            }
          });
          $x.css('z-index', 25);
        }

        if (inArray(type, ['factor', 'logical'])) {
          $input.on({
            click: function() {
              $input.parent().hide(); $x.show().trigger('show'); filter[0].selectize.focus();
            },
            input: function() {
              if ($input.val() === '') filter[0].selectize.setValue([]);
            }
          });
          var $input2 = $x.children('select');
          filter = $input2.selectize({
            options: $input2.data('options').map(function(v, i) {
              return ({text: v, value: v});
            }),
            plugins: ['remove_button'],
            hideSelected: true,
            onChange: function(value) {
              if (value === null) value = []; // compatibility with jQuery 3.0
              $input.val(value.length ? JSON.stringify(value) : '');
              if (value.length) $input.trigger('input');
              $input.attr('title', $input.val());
              if (server) {
                table.column(i).search(value.length ? encode_plus(JSON.stringify(value)) : '').draw();
                return;
              }
              // turn off filter if nothing selected
              $td.data('filter', value.length > 0);
              table.draw();  // redraw table, and filters will be applied
            }
          });
          if (searchCol) filter[0].selectize.setValue(JSON.parse(searchCol));
          filter[0].selectize.on('blur', function() {
            $x.hide().trigger('hide'); $input.parent().show(); $input.trigger('blur');
          });
          filter.next('div').css('margin-bottom', 'auto');
        } else if (type === 'character') {
          var fun = function() {
            searchColumn(i, $input.val()).draw();
          };
          if (server) {
            fun = $.fn.dataTable.util.throttle(fun, options.searchDelay);
          }
          $input.on('input', fun);
        } else if (inArray(type, ['number', 'integer', 'date', 'time'])) {
          var $x0 = $x;
          $x = $x0.children('div').first();
          $x0.css({
            'background-color': '#fff',
            'border': '1px #ddd solid',
            'border-radius': '4px',
            'padding': '20px 20px 10px 20px'
          });
          var $spans = $x0.children('span').css({
            'margin-top': '10px',
            'white-space': 'nowrap'
          });
          var $span1 = $spans.first(), $span2 = $spans.last();
          var r1 = +$x.data('min'), r2 = +$x.data('max');
          // when the numbers are too small or have many decimal places, the
          // slider may have numeric precision problems (#150)
          var scale = Math.pow(10, Math.max(0, +$x.data('scale') || 0));
          r1 = Math.round(r1 * scale); r2 = Math.round(r2 * scale);
          var scaleBack = function(x, scale) {
            if (scale === 1) return x;
            var d = Math.round(Math.log(scale) / Math.log(10));
            // to avoid problems like 3.423/100 -> 0.034230000000000003
            return (x / scale).toFixed(d);
          };
          var slider_min = function() {
            return filter.noUiSlider('options').range.min;
          };
          var slider_max = function() {
            return filter.noUiSlider('options').range.max;
          };
          $input.on({
            focus: function() {
              $x0.show().trigger('show');
              // first, make sure the slider div leaves at least 20px between
              // the two (slider value) span's
              $x0.width(Math.max(160, $span1.outerWidth() + $span2.outerWidth() + 20));
              // then, if the input is really wide, make the slider the same
              // width as the input
              if ($x0.outerWidth() < $input.outerWidth()) {
                $x0.outerWidth($input.outerWidth());
              }
              // make sure the slider div does not reach beyond the right margin
              if ($(window).width() < $x0.offset().left + $x0.width()) {
                $x0.offset({
                  'left': $input.offset().left + $input.outerWidth() - $x0.outerWidth()
                });
              }
            },
            blur: function() {
              $x0.hide().trigger('hide');
            },
            input: function() {
              if ($input.val() === '') filter.val([slider_min(), slider_max()]);
            },
            change: function() {
              var v = $input.val().replace(/\s/g, '');
              if (v === '') return;
              v = v.split('...');
              if (v.length !== 2) {
                $input.parent().addClass('has-error');
                return;
              }
              if (v[0] === '') v[0] = slider_min();
              if (v[1] === '') v[1] = slider_max();
              $input.parent().removeClass('has-error');
              // treat date as UTC time at midnight
              var strTime = function(x) {
                var s = type === 'date' ? 'T00:00:00Z' : '';
                var t = new Date(x + s).getTime();
                // add 10 minutes to date since it does not hurt the date, and
                // it helps avoid the tricky floating point arithmetic problems,
                // e.g. sometimes the date may be a few milliseconds earlier
                // than the midnight due to precision problems in noUiSlider
                return type === 'date' ? t + 3600000 : t;
              };
              if (inArray(type, ['date', 'time'])) {
                v[0] = strTime(v[0]);
                v[1] = strTime(v[1]);
              }
              if (v[0] != slider_min()) v[0] *= scale;
              if (v[1] != slider_max()) v[1] *= scale;
              filter.val(v);
            }
          });
          var formatDate = function(d, isoFmt) {
            d = scaleBack(d, scale);
            if (type === 'number') return d;
            if (type === 'integer') return parseInt(d);
            var x = new Date(+d);
            var fmt = ('filterDateFmt' in data) ? data.filterDateFmt[i] : undefined;
            if (fmt !== undefined && isoFmt === false) return x[fmt.method].apply(x, fmt.params);
            if (type === 'date') {
              var pad0 = function(x) {
                return ('0' + x).substr(-2, 2);
              };
              return x.getUTCFullYear() + '-' + pad0(1 + x.getUTCMonth())
                      + '-' + pad0(x.getUTCDate());
            } else {
              return x.toISOString();
            }
          };
          var opts = type === 'date' ? { step: 60 * 60 * 1000 } :
                     type === 'integer' ? { step: 1 } : {};
          filter = $x.noUiSlider($.extend({
            start: [r1, r2],
            range: {min: r1, max: r2},
            connect: true
          }, opts));
          if (scale > 1) (function() {
            var t1 = r1, t2 = r2;
            var val = filter.val();
            while (val[0] > r1 || val[1] < r2) {
              if (val[0] > r1) {
                t1 -= val[0] - r1;
              }
              if (val[1] < r2) {
                t2 += r2 - val[1];
              }
              filter = $x.noUiSlider($.extend({
                start: [t1, t2],
                range: {min: t1, max: t2},
                connect: true
              }, opts), true);
              val = filter.val();
            }
            r1  = t1; r2 = t2;
          })();
          var updateSliderText = function(v1, v2) {
            $span1.text(formatDate(v1, false)); $span2.text(formatDate(v2, false));
          };
          updateSliderText(r1, r2);
          var updateSlider = function(e) {
            var val = filter.val();
            // turn off filter if in full range
            $td.data('filter', val[0] > slider_min() || val[1] < slider_max());
            var v1 = formatDate(val[0]), v2 = formatDate(val[1]), ival;
            if ($td.data('filter')) {
              ival = v1 + ' ... ' + v2;
              $input.attr('title', ival).val(ival).trigger('input');
            } else {
              $input.attr('title', '').val('');
            }
            updateSliderText(val[0], val[1]);
            if (e.type === 'slide') return;  // no searching when sliding only
            if (server) {
              table.column(i).search($td.data('filter') ? ival : '').draw();
              return;
            }
            table.draw();
          };
          filter.on({
            set: updateSlider,
            slide: updateSlider
          });
        }

        // server-side processing will be handled by R (or whatever server
        // language you use); the following code is only needed for client-side
        // processing
        if (server) {
          // if a search string has been pre-set, search now
          if (searchCol) searchColumn(i, searchCol).draw();
          return;
        }

        var customFilter = function(settings, data, dataIndex) {
          // there is no way to attach a search function to a specific table,
          // and we need to make sure a global search function is not applied to
          // all tables (i.e. a range filter in a previous table should not be
          // applied to the current table); we use the settings object to
          // determine if we want to perform searching on the current table,
          // since settings.sTableId will be different to different tables
          if (table.settings()[0] !== settings) return true;
          // no filter on this column or no need to filter this column
          if (typeof filter === 'undefined' || !$td.data('filter')) return true;

          var r = filter.val(), v, r0, r1;
          var i_data = function(i) {
            if (!colReorderEnabled()) return i;
            var order = table.colReorder.order(), k;
            for (k = 0; k < order.length; ++k) if (order[k] === i) return k;
            return i; // in theory it will never be here...
          }
          v = data[i_data(i)];
          if (type === 'number' || type === 'integer') {
            v = parseFloat(v);
            // how to handle NaN? currently exclude these rows
            if (isNaN(v)) return(false);
            r0 = parseFloat(scaleBack(r[0], scale))
            r1 = parseFloat(scaleBack(r[1], scale));
            if (v >= r0 && v <= r1) return true;
          } else if (type === 'date' || type === 'time') {
            v = new Date(v);
            r0 = new Date(r[0] / scale); r1 = new Date(r[1] / scale);
            if (v >= r0 && v <= r1) return true;
          } else if (type === 'factor') {
            if (r.length === 0 || inArray(v, r)) return true;
          } else if (type === 'logical') {
            if (r.length === 0) return true;
            if (inArray(v === '' ? 'na' : v, r)) return true;
          }
          return false;
        };

        $.fn.dataTable.ext.search.push(customFilter);

        // search for the preset search strings if it is non-empty
        if (searchCol) {
          if (inArray(type, ['factor', 'logical'])) {
            filter[0].selectize.setValue(JSON.parse(searchCol));
          } else if (type === 'character') {
            $input.trigger('input');
          } else if (inArray(type, ['number', 'integer', 'date', 'time'])) {
            $input.trigger('change');
          }
        }

      });

    }

    // highlight search keywords
    var highlight = function() {
      var body = $(table.table().body());
      // removing the old highlighting first
      body.unhighlight();

      // don't highlight the "not found" row, so we get the rows using the api
      if (table.rows({ filter: 'applied' }).data().length === 0) return;
      // highlight global search keywords
      body.highlight($.trim(table.search()).split(/\s+/));
      // then highlight keywords from individual column filters
      if (filterRow) filterRow.each(function(i, td) {
        var $td = $(td), type = $td.data('type');
        if (type !== 'character') return;
        var $input = $td.children('div').first().children('input');
        var column = table.column(i).nodes().to$(),
            val = $.trim($input.val());
        if (type !== 'character' || val === '') return;
        column.highlight(val.split(/\s+/));
      });
    };

    if (options.searchHighlight) {
      table
      .on('draw.dt.dth column-visibility.dt.dth column-reorder.dt.dth', highlight)
      .on('destroy', function() {
        // remove event handler
        table.off('draw.dt.dth column-visibility.dt.dth column-reorder.dt.dth');
      });

      // Set the option for escaping regex characters in our search string.  This will be used
      // for all future matching.
      jQuery.fn.highlight.options.escapeRegex = (!options.search || !options.search.regex);

      // initial highlight for state saved conditions and initial states
      highlight();
    }

    // run the callback function on the table instance
    if (typeof data.callback === 'function') data.callback(table);

    // double click to edit the cell, row, column, or all cells
    if (data.editable) table.on('dblclick.dt', 'tbody td', function(e) {
      // only bring up the editor when the cell itself is dbclicked, and ignore
      // other dbclick events bubbled up (e.g. from the <input>)
      if (e.target !== this) return;
      var target = [], immediate = false;
      switch (data.editable.target) {
        case 'cell':
          target = [this];
          immediate = true;  // edit will take effect immediately
          break;
        case 'row':
          target = table.cells(table.cell(this).index().row, '*').nodes();
          break;
        case 'column':
          target = table.cells('*', table.cell(this).index().column).nodes();
          break;
        case 'all':
          target = table.cells().nodes();
          break;
        default:
          throw 'The editable parameter must be "cell", "row", "column", or "all"';
      }
      var disableCols = data.editable.disable ? data.editable.disable.columns : null;
      for (var i = 0; i < target.length; i++) {
        (function(cell, current) {
          var $cell = $(cell), html = $cell.html();
          var _cell = table.cell(cell), value = _cell.data();
          var $input = $('<input type="text">'), changed = false;
          if (!immediate) {
            $cell.data('input', $input).data('html', html);
            $input.attr('title', 'Hit Ctrl+Enter to finish editing, or Esc to cancel');
          }
          $input.val(value);
          if (inArray(_cell.index().column, disableCols)) {
            $input.attr('readonly', '').css('filter', 'invert(25%)');
          }
          $cell.empty().append($input);
          if (cell === current) $input.focus();
          $input.css('width', '100%');

          if (immediate) $input.on('change', function() {
            changed = true;
            var valueNew = $input.val();
            if (valueNew != value) {
              _cell.data(valueNew);
              if (HTMLWidgets.shinyMode) {
                changeInput('cell_edit', [cellInfo(cell)], 'DT.cellInfo', null, {priority: "event"});
              }
              // for server-side processing, users have to call replaceData() to update the table
              if (!server) table.draw(false);
            } else {
              $cell.html(html);
            }
            $input.remove();
          }).on('blur', function() {
            if (!changed) $input.trigger('change');
          }).on('keyup', function(e) {
            // hit Escape to cancel editing
            if (e.keyCode === 27) $input.trigger('blur');
          });

          // bulk edit (row, column, or all)
          if (!immediate) $input.on('keyup', function(e) {
            var removeInput = function($cell, restore) {
              $cell.data('input').remove();
              if (restore) $cell.html($cell.data('html'));
            }
            if (e.keyCode === 27) {
              for (var i = 0; i < target.length; i++) {
                removeInput($(target[i]), true);
              }
            } else if (e.keyCode === 13 && e.ctrlKey) {
              // Ctrl + Enter
              var cell, $cell, _cell, cellData = [];
              for (var i = 0; i < target.length; i++) {
                cell = target[i]; $cell = $(cell); _cell = table.cell(cell);
                _cell.data($cell.data('input').val());
                HTMLWidgets.shinyMode && cellData.push(cellInfo(cell));
                removeInput($cell, false);
              }
              if (HTMLWidgets.shinyMode) {
                changeInput('cell_edit', cellData, 'DT.cellInfo', null, {priority: "event"});
              }
              if (!server) table.draw(false);
            }
          });
        })(target[i], this);
      }
    });

    // interaction with shiny
    if (!HTMLWidgets.shinyMode && !crosstalkOptions.group) return;

    var methods = {};
    var shinyData = {};

    methods.updateCaption = function(caption) {
      if (!caption) return;
      $table.children('caption').replaceWith(caption);
    }

    // register clear functions to remove input values when the table is removed
    instance.clearInputs = {};

    var changeInput = function(id, value, type, noCrosstalk, opts) {
      var event = id;
      id = el.id + '_' + id;
      if (type) id = id + ':' + type;
      // do not update if the new value is the same as old value
      if (event !== 'cell_edit' && !/_clicked$/.test(event) && shinyData.hasOwnProperty(id) && shinyData[id] === JSON.stringify(value))
        return;
      shinyData[id] = JSON.stringify(value);
      if (HTMLWidgets.shinyMode && Shiny.setInputValue) {
        Shiny.setInputValue(id, value, opts);
        if (!instance.clearInputs[id]) instance.clearInputs[id] = function() {
          Shiny.setInputValue(id, null);
        }
      }

      // HACK
      if (event === "rows_selected" && !noCrosstalk) {
        if (crosstalkOptions.group) {
          var keys = crosstalkOptions.key;
          var selectedKeys = null;
          if (value) {
            selectedKeys = [];
            for (var i = 0; i < value.length; i++) {
              // The value array's contents use 1-based row numbers, so we must
              // convert to 0-based before indexing into the keys array.
              selectedKeys.push(keys[value[i] - 1]);
            }
          }
          instance.ctselectHandle.set(selectedKeys);
        }
      }
    };

    var addOne = function(x) {
      return x.map(function(i) { return 1 + i; });
    };

    var unique = function(x) {
      var ux = [];
      $.each(x, function(i, el){
        if ($.inArray(el, ux) === -1) ux.push(el);
      });
      return ux;
    }

    // change the row index of a cell
    var tweakCellIndex = function(cell) {
      var info = cell.index();
      // some cell may not be valid. e.g, #759
      // when using the RowGroup extension, datatables will
      // generate the row label and the cells are not part of
      // the data thus contain no row/col info
      if (info === undefined)
        return {row: null, col: null};
      if (server) {
        info.row = DT_rows_current[info.row];
      } else {
        info.row += 1;
      }
      return {row: info.row, col: info.column};
    }

    // a flag to indicates if select extension is initialized or not
    var flagSelectExt = table.settings()[0]._select !== undefined;
    // the Select extension should only be used in the client mode and
    // when the selection.mode is set to none
    if (data.selection.mode === 'none' && !server && flagSelectExt) {
      var updateRowsSelected = function() {
        var rows = table.rows({selected: true});
        var selected = [];
        $.each(rows.indexes().toArray(), function(i, v) {
          selected.push(v + 1);
        });
        changeInput('rows_selected', selected);
      }
      var updateColsSelected = function() {
        var columns = table.columns({selected: true});
        changeInput('columns_selected', columns.indexes().toArray());
      }
      var updateCellsSelected = function() {
        var cells = table.cells({selected: true});
        var selected = [];
        cells.every(function() {
          var row = this.index().row;
          var col = this.index().column;
          selected = selected.concat([[row + 1, col]]);
        });
        changeInput('cells_selected', transposeArray2D(selected), 'shiny.matrix');
      }
      table.on('select deselect', function(e, dt, type, indexes) {
        updateRowsSelected();
        updateColsSelected();
        updateCellsSelected();
      })
    }

    var selMode = data.selection.mode, selTarget = data.selection.target;
    var selDisable = data.selection.selectable === false;
    if (inArray(selMode, ['single', 'multiple'])) {
      var selClass = inArray(data.style, ['bootstrap', 'bootstrap4']) ? 'active' : 'selected';
      // selected1: row indices; selected2: column indices
      var initSel = function(x) {
        if (x === null || typeof x === 'boolean' || selTarget === 'cell') {
          return {rows: [], cols: []};
        } else if (selTarget === 'row') {
          return {rows: $.makeArray(x), cols: []};
        } else if (selTarget === 'column') {
          return {rows: [], cols: $.makeArray(x)};
        } else if (selTarget === 'row+column') {
          return {rows: $.makeArray(x.rows), cols: $.makeArray(x.cols)};
        }
      }
      var selected = data.selection.selected;
      var selected1 = initSel(selected).rows, selected2 = initSel(selected).cols;
      // selectable should contain either all positive or all non-positive values, not both
      // positive values indicate "selectable" while non-positive values means "nonselectable"
      // the assertion is performed on R side. (only column indicides could be zero which indicates
      // the row name)
      var selectable = data.selection.selectable;
      var selectable1 = initSel(selectable).rows, selectable2 = initSel(selectable).cols;

      // After users reorder the rows or filter the table, we cannot use the table index
      // directly. Instead, we need this function to find out the rows between the two clicks.
      // If user filter the table again between the start click and the end click, the behavior
      // would be undefined, but it should not be a problem.
      var shiftSelRowsIndex = function(start, end) {
        var indexes = server ? DT_rows_all : table.rows({ search: 'applied' }).indexes().toArray();
        start = indexes.indexOf(start); end = indexes.indexOf(end);
        // if start is larger than end, we need to swap
        if (start > end) {
          var tmp = end; end = start; start = tmp;
        }
        return indexes.slice(start, end + 1);
      }

      var serverRowIndex = function(clientRowIndex) {
        return server ? DT_rows_current[clientRowIndex] : clientRowIndex + 1;
      }

      // row, column, or cell selection
      var lastClickedRow;
      if (inArray(selTarget, ['row', 'row+column'])) {
        // Get the current selected rows. It will also
        // update the selected1's value based on the current row selection state
        // Note we can't put this function inside selectRows() directly,
        // the reason is method.selectRows() will override selected1's value but this
        // function will add rows to selected1 (keep the existing selection), which is
        // inconsistent with column and cell selection.
        var selectedRows = function() {
          var rows = table.rows('.' + selClass);
          var idx = rows.indexes().toArray();
          if (!server) {
            selected1 = addOne(idx);
            return selected1;
          }
          idx = idx.map(function(i) {
            return DT_rows_current[i];
          });
          selected1 = selMode === 'multiple' ? unique(selected1.concat(idx)) : idx;
          return selected1;
        }
        // Change selected1's value based on selectable1, then refresh the row state
        var onlyKeepSelectableRows = function() {
          if (selDisable) { // users can't select; useful when only want backend select
            selected1 = [];
            return;
          }
          if (selectable1.length === 0) return;
          var nonselectable = selectable1[0] <= 0;
          if (nonselectable) {
            // should make selectable1 positive
            selected1 = $(selected1).not(selectable1.map(function(i) { return -i; })).get();
          } else {
            selected1 = $(selected1).filter(selectable1).get();
          }
        }
        // Change selected1's value based on selectable1, then
        // refresh the row selection state according to values in selected1
        var selectRows = function(ignoreSelectable) {
          if (!ignoreSelectable) onlyKeepSelectableRows();
          table.$('tr.' + selClass).removeClass(selClass);
          if (selected1.length === 0) return;
          if (server) {
            table.rows({page: 'current'}).every(function() {
              if (inArray(DT_rows_current[this.index()], selected1)) {
                $(this.node()).addClass(selClass);
              }
            });
          } else {
            var selected0 = selected1.map(function(i) { return i - 1; });
            $(table.rows(selected0).nodes()).addClass(selClass);
          }
        }
        table.on('mousedown.dt', 'tbody tr', function(e) {
          var $this = $(this), thisRow = table.row(this);
          if (selMode === 'multiple') {
            if (e.shiftKey && lastClickedRow !== undefined) {
              // select or de-select depends on the last clicked row's status
              var flagSel = !$this.hasClass(selClass);
              var crtClickedRow = serverRowIndex(thisRow.index());
              if (server) {
                var rowsIndex = shiftSelRowsIndex(lastClickedRow, crtClickedRow);
                // update current page's selClass
                rowsIndex.map(function(i) {
                  var rowIndex = DT_rows_current.indexOf(i);
                  if (rowIndex >= 0) {
                    var row = table.row(rowIndex).nodes().to$();
                    var flagRowSel = !row.hasClass(selClass);
                    if (flagSel === flagRowSel) row.toggleClass(selClass);
                  }
                });
                // update selected1
                if (flagSel) {
                  selected1 = unique(selected1.concat(rowsIndex));
                } else {
                  selected1 = selected1.filter(function(index) {
                    return !inArray(index, rowsIndex);
                  });
                }
              } else {
                // js starts from 0
                shiftSelRowsIndex(lastClickedRow - 1, crtClickedRow - 1).map(function(value) {
                  var row = table.row(value).nodes().to$();
                  var flagRowSel = !row.hasClass(selClass);
                  if (flagSel === flagRowSel) row.toggleClass(selClass);
                });
              }
              e.preventDefault();
            } else {
              $this.toggleClass(selClass);
            }
          } else {
            if ($this.hasClass(selClass)) {
              $this.removeClass(selClass);
            } else {
              table.$('tr.' + selClass).removeClass(selClass);
              $this.addClass(selClass);
            }
          }
          if (server && !$this.hasClass(selClass)) {
            var id = DT_rows_current[thisRow.index()];
            // remove id from selected1 since its class .selected has been removed
            if (inArray(id, selected1)) selected1.splice($.inArray(id, selected1), 1);
          }
          selectedRows(); // update selected1's value based on selClass
          selectRows(false); // only keep the selectable rows
          changeInput('rows_selected', selected1);
          changeInput('row_last_clicked', serverRowIndex(thisRow.index()), null, null, {priority: 'event'});
          lastClickedRow = serverRowIndex(thisRow.index());
        });
        selectRows(false);  // in case users have specified pre-selected rows
        // restore selected rows after the table is redrawn (e.g. sort/search/page);
        // client-side tables will preserve the selections automatically; for
        // server-side tables, we have to *real* row indices are in `selected1`
        changeInput('rows_selected', selected1);
        if (server) table.on('draw.dt', function(e) { selectRows(false); });
        methods.selectRows = function(selected, ignoreSelectable) {
          selected1 = $.makeArray(selected);
          selectRows(ignoreSelectable);
          changeInput('rows_selected', selected1);
        }
      }

      if (inArray(selTarget, ['column', 'row+column'])) {
        if (selTarget === 'row+column') {
          $(table.columns().footer()).css('cursor', 'pointer');
        }
        // update selected2's value based on selectable2
        var onlyKeepSelectableCols = function() {
          if (selDisable) { // users can't select; useful when only want backend select
            selected2 = [];
            return;
          }
          if (selectable2.length === 0) return;
          var nonselectable = selectable2[0] <= 0;
          if (nonselectable) {
            // need to make selectable2 positive
            selected2 = $(selected2).not(selectable2.map(function(i) { return -i; })).get();
          } else {
            selected2 = $(selected2).filter(selectable2).get();
          }
        }
        // update selected2 and then
        // refresh the col selection state according to values in selected2
        var selectCols = function(ignoreSelectable) {
          if (!ignoreSelectable) onlyKeepSelectableCols();
          // if selected2 is not a valide index (e.g., larger than the column number)
          // table.columns(selected2) will fail and result in a blank table
          // this is different from the table.rows(), where the out-of-range indexes
          // doesn't affect at all
          selected2 = $(selected2).filter(table.columns().indexes()).get();
          table.columns().nodes().flatten().to$().removeClass(selClass);
          if (selected2.length > 0)
            table.columns(selected2).nodes().flatten().to$().addClass(selClass);
        }
        var callback = function() {
          var colIdx = selTarget === 'column' ? table.cell(this).index().column :
              $.inArray(this, table.columns().footer()),
              thisCol = $(table.column(colIdx).nodes());
          if (colIdx === -1) return;
          if (thisCol.hasClass(selClass)) {
            thisCol.removeClass(selClass);
            selected2.splice($.inArray(colIdx, selected2), 1);
          } else {
            if (selMode === 'single') $(table.cells().nodes()).removeClass(selClass);
            thisCol.addClass(selClass);
            selected2 = selMode === 'single' ? [colIdx] : unique(selected2.concat([colIdx]));
          }
          selectCols(false); // update selected2 based on selectable
          changeInput('columns_selected', selected2);
        }
        if (selTarget === 'column') {
          $(table.table().body()).on('click.dt', 'td', callback);
        } else {
          $(table.table().footer()).on('click.dt', 'tr th', callback);
        }
        selectCols(false);  // in case users have specified pre-selected columns
        changeInput('columns_selected', selected2);
        if (server) table.on('draw.dt', function(e) { selectCols(false); });
        methods.selectColumns = function(selected, ignoreSelectable) {
          selected2 = $.makeArray(selected);
          selectCols(ignoreSelectable);
          changeInput('columns_selected', selected2);
        }
      }

      if (selTarget === 'cell') {
        var selected3 = [], selectable3 = [];
        if (selected !== null) selected3 = selected;
        if (selectable !== null && typeof selectable !== 'boolean') selectable3 = selectable;
        var findIndex = function(ij, sel) {
          for (var i = 0; i < sel.length; i++) {
            if (ij[0] === sel[i][0] && ij[1] === sel[i][1]) return i;
          }
          return -1;
        }
         // Change selected3's value based on selectable3, then refresh the cell state
        var onlyKeepSelectableCells = function() {
          if (selDisable) { // users can't select; useful when only want backend select
            selected3 = [];
            return;
          }
          if (selectable3.length === 0) return;
          var nonselectable = selectable3[0][0] <= 0;
          var out = [];
          if (nonselectable) {
            selected3.map(function(ij) {
              // should make selectable3 positive
              if (findIndex([-ij[0], -ij[1]], selectable3) === -1) { out.push(ij); }
            });
          } else {
            selected3.map(function(ij) {
              if (findIndex(ij, selectable3) > -1) { out.push(ij); }
            });
          }
          selected3 = out;
        }
        // Change selected3's value based on selectable3, then
        // refresh the cell selection state according to values in selected3
        var selectCells = function(ignoreSelectable) {
          if (!ignoreSelectable) onlyKeepSelectableCells();
          table.$('td.' + selClass).removeClass(selClass);
          if (selected3.length === 0) return;
          if (server) {
            table.cells({page: 'current'}).every(function() {
              var info = tweakCellIndex(this);
              if (findIndex([info.row, info.col], selected3) > -1)
                $(this.node()).addClass(selClass);
            });
          } else {
            selected3.map(function(ij) {
              $(table.cell(ij[0] - 1, ij[1]).node()).addClass(selClass);
            });
          }
        };
        table.on('click.dt', 'tbody td', function() {
          var $this = $(this), info = tweakCellIndex(table.cell(this));
          if ($this.hasClass(selClass)) {
            $this.removeClass(selClass);
            selected3.splice(findIndex([info.row, info.col], selected3), 1);
          } else {
            if (selMode === 'single') $(table.cells().nodes()).removeClass(selClass);
            $this.addClass(selClass);
            selected3 = selMode === 'single' ? [[info.row, info.col]] :
              unique(selected3.concat([[info.row, info.col]]));
          }
          selectCells(false); // must call this to update selected3 based on selectable3
          changeInput('cells_selected', transposeArray2D(selected3), 'shiny.matrix');
        });
        selectCells(false);  // in case users have specified pre-selected columns
        changeInput('cells_selected', transposeArray2D(selected3), 'shiny.matrix');

        if (server) table.on('draw.dt', function(e) { selectCells(false); });
        methods.selectCells = function(selected, ignoreSelectable) {
          selected3 = selected ? selected : [];
          selectCells(ignoreSelectable);
          changeInput('cells_selected', transposeArray2D(selected3), 'shiny.matrix');
        }
      }
    }

    // expose some table info to Shiny
    var updateTableInfo = function(e, settings) {
      // TODO: is anyone interested in the page info?
      // changeInput('page_info', table.page.info());
      var updateRowInfo = function(id, modifier) {
        var idx;
        if (server) {
          idx = modifier.page === 'current' ? DT_rows_current : DT_rows_all;
        } else {
          var rows = table.rows($.extend({
            search: 'applied',
            page: 'all'
          }, modifier));
          idx = addOne(rows.indexes().toArray());
        }
        changeInput('rows' + '_' + id, idx);
      };
      updateRowInfo('current', {page: 'current'});
      updateRowInfo('all', {});
    }
    table.on('draw.dt', updateTableInfo);
    updateTableInfo();

    // state info
    table.on('draw.dt column-visibility.dt', function() {
      changeInput('state', table.state());
    });
    changeInput('state', table.state());

    // search info
    var updateSearchInfo = function() {
      changeInput('search', table.search());
      if (filterRow) changeInput('search_columns', filterRow.toArray().map(function(td) {
        return $(td).find('input').first().val();
      }));
    }
    table.on('draw.dt', updateSearchInfo);
    updateSearchInfo();

    var cellInfo = function(thiz) {
      var info = tweakCellIndex(table.cell(thiz));
      info.value = table.cell(thiz).data();
      return info;
    }
    // the current cell clicked on
    table.on('click.dt', 'tbody td', function() {
      changeInput('cell_clicked', cellInfo(this), null, null, {priority: 'event'});
    })
    changeInput('cell_clicked', {});

    // do not trigger table selection when clicking on links unless they have classes
    table.on('click.dt', 'tbody td a', function(e) {
      if (this.className === '') e.stopPropagation();
    });

    methods.addRow = function(data, rowname) {
      var data0 = table.row(0).data(), n = data0.length, d = n - data.length;
      if (d === 1) {
        data = rowname.concat(data)
      } else if (d !== 0) {
        console.log(data);
        console.log(data0);
        throw 'New data must be of the same length as current data (' + n + ')';
      };
      table.row.add(data).draw();
    }

    methods.updateSearch = function(keywords) {
      if (keywords.global !== null)
        $(table.table().container()).find('input[type=search]').first()
             .val(keywords.global).trigger('input');
      var columns = keywords.columns;
      if (!filterRow || columns === null) return;
      filterRow.toArray().map(function(td, i) {
        var v = typeof columns === 'string' ? columns : columns[i];
        if (typeof v === 'undefined') {
          console.log('The search keyword for column ' + i + ' is undefined')
          return;
        }
        $(td).find('input').first().val(v);
        searchColumn(i, v);
      });
      table.draw();
    }

    methods.hideCols = function(hide, reset) {
      if (reset) table.columns().visible(true, false);
      table.columns(hide).visible(false);
    }

    methods.showCols = function(show, reset) {
      if (reset) table.columns().visible(false, false);
      table.columns(show).visible(true);
    }

    methods.colReorder = function(order, origOrder) {
      table.colReorder.order(order, origOrder);
    }

    methods.selectPage = function(page) {
      if (table.page.info().pages < page || page < 1) {
        throw 'Selected page is out of range';
      };
      table.page(page - 1).draw(false);
    }

    methods.reloadData = function(resetPaging, clearSelection) {
      // empty selections first if necessary
      if (methods.selectRows && inArray('row', clearSelection)) methods.selectRows([]);
      if (methods.selectColumns && inArray('column', clearSelection)) methods.selectColumns([]);
      if (methods.selectCells && inArray('cell', clearSelection)) methods.selectCells([]);
      table.ajax.reload(null, resetPaging);
    }

    table.shinyMethods = methods;
  },
  resize: function(el, width, height, instance) {
    if (instance.data) this.renderValue(el, instance.data, instance);

    // dynamically adjust height if fillContainer = TRUE
    if (instance.fillContainer)
      this.fillAvailableHeight(el, height);

    this.adjustWidth(el);
  },

  // dynamically set the scroll body to fill available height
  // (used with fillContainer = TRUE)
  fillAvailableHeight: function(el, availableHeight) {

    // see how much of the table is occupied by header/footer elements
    // and use that to compute a target scroll body height
    var dtWrapper = $(el).find('div.dataTables_wrapper');
    var dtScrollBody = $(el).find($('div.dataTables_scrollBody'));
    var framingHeight = dtWrapper.innerHeight() - dtScrollBody.innerHeight();
    var scrollBodyHeight = availableHeight - framingHeight;

    // set the height
    dtScrollBody.height(scrollBodyHeight + 'px');
  },

  // adjust the width of columns; remove the hard-coded widths on table and the
  // scroll header when scrollX/Y are enabled
  adjustWidth: function(el) {
    var $el = $(el), table = $el.data('datatable');
    if (table) table.columns.adjust();
    $el.find('.dataTables_scrollHeadInner').css('width', '')
        .children('table').css('margin-left', '');
  }
});

  if (!HTMLWidgets.shinyMode) return;

  Shiny.addCustomMessageHandler('datatable-calls', function(data) {
    var id = data.id;
    var el = document.getElementById(id);
    var table = el ? $(el).data('datatable') : null;
    if (!table) {
      console.log("Couldn't find table with id " + id);
      return;
    }

    var methods = table.shinyMethods, call = data.call;
    if (methods[call.method]) {
      methods[call.method].apply(table, call.args);
    } else {
      console.log("Unknown method " + call.method);
    }
  });

})();
"></script>
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q.version="1.10.20";q.settings=[];q.models={};q.models.oSearch={bCaseInsensitive:!0,sSearch:"",bRegex:!1,bSmart:!0};q.models.oRow={nTr:null,anCells:null,_aData:[],_aSortData:null,_aFilterData:null,_sFilterRow:null,_sRowStripe:"",src:null,idx:-1};q.models.oColumn={idx:null,aDataSort:null,asSorting:null,bSearchable:null,bSortable:null,bVisible:null,_sManualType:null,_bAttrSrc:!1,fnCreatedCell:null,fnGetData:null,fnSetData:null,mData:null,mRender:null,nTh:null,nTf:null,sClass:null,sContentPadding:null,
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{oFeatures:{bAutoWidth:null,bDeferRender:null,bFilter:null,bInfo:null,bLengthChange:null,bPaginate:null,bProcessing:null,bServerSide:null,bSort:null,bSortMulti:null,bSortClasses:null,bStateSave:null},oScroll:{bCollapse:null,iBarWidth:0,sX:null,sXInner:null,sY:null},oLanguage:{fnInfoCallback:null},oBrowser:{bScrollOversize:!1,bScrollbarLeft:!1,bBounding:!1,barWidth:0},ajax:null,aanFeatures:[],aoData:[],aiDisplay:[],aiDisplayMaster:[],aIds:{},aoColumns:[],aoHeader:[],aoFooter:[],oPreviousSearch:{},
aoPreSearchCols:[],aaSorting:null,aaSortingFixed:[],asStripeClasses:null,asDestroyStripes:[],sDestroyWidth:0,aoRowCallback:[],aoHeaderCallback:[],aoFooterCallback:[],aoDrawCallback:[],aoRowCreatedCallback:[],aoPreDrawCallback:[],aoInitComplete:[],aoStateSaveParams:[],aoStateLoadParams:[],aoStateLoaded:[],sTableId:"",nTable:null,nTHead:null,nTFoot:null,nTBody:null,nTableWrapper:null,bDeferLoading:!1,bInitialised:!1,aoOpenRows:[],sDom:null,searchDelay:null,sPaginationType:"two_button",iStateDuration:0,
aoStateSave:[],aoStateLoad:[],oSavedState:null,oLoadedState:null,sAjaxSource:null,sAjaxDataProp:null,bAjaxDataGet:!0,jqXHR:null,json:p,oAjaxData:p,fnServerData:null,aoServerParams:[],sServerMethod:null,fnFormatNumber:null,aLengthMenu:null,iDraw:0,bDrawing:!1,iDrawError:-1,_iDisplayLength:10,_iDisplayStart:0,_iRecordsTotal:0,_iRecordsDisplay:0,oClasses:{},bFiltered:!1,bSorted:!1,bSortCellsTop:null,oInit:null,aoDestroyCallback:[],fnRecordsTotal:function(){return"ssp"==D(this)?1*this._iRecordsTotal:
this.aiDisplayMaster.length},fnRecordsDisplay:function(){return"ssp"==D(this)?1*this._iRecordsDisplay:this.aiDisplay.length},fnDisplayEnd:function(){var a=this._iDisplayLength,b=this._iDisplayStart,c=b+a,d=this.aiDisplay.length,e=this.oFeatures,f=e.bPaginate;return e.bServerSide?!1===f||-1===a?b+d:Math.min(b+a,this._iRecordsDisplay):!f||c>d||-1===a?d:c},oInstance:null,sInstance:null,iTabIndex:0,nScrollHead:null,nScrollFoot:null,aLastSort:[],oPlugins:{},rowIdFn:null,rowId:null};q.ext=C={buttons:{},
classes:{},builder:"-source-",errMode:"alert",feature:[],search:[],selector:{cell:[],column:[],row:[]},internal:{},legacy:{ajax:null},pager:{},renderer:{pageButton:{},header:{}},order:{},type:{detect:[],search:{},order:{}},_unique:0,fnVersionCheck:q.fnVersionCheck,iApiIndex:0,oJUIClasses:{},sVersion:q.version};f.extend(C,{afnFiltering:C.search,aTypes:C.type.detect,ofnSearch:C.type.search,oSort:C.type.order,afnSortData:C.order,aoFeatures:C.feature,oApi:C.internal,oStdClasses:C.classes,oPagination:C.pager});
f.extend(q.ext.classes,{sTable:"dataTable",sNoFooter:"no-footer",sPageButton:"paginate_button",sPageButtonActive:"current",sPageButtonDisabled:"disabled",sStripeOdd:"odd",sStripeEven:"even",sRowEmpty:"dataTables_empty",sWrapper:"dataTables_wrapper",sFilter:"dataTables_filter",sInfo:"dataTables_info",sPaging:"dataTables_paginate paging_",sLength:"dataTables_length",sProcessing:"dataTables_processing",sSortAsc:"sorting_asc",sSortDesc:"sorting_desc",sSortable:"sorting",sSortableAsc:"sorting_asc_disabled",
sSortableDesc:"sorting_desc_disabled",sSortableNone:"sorting_disabled",sSortColumn:"sorting_",sFilterInput:"",sLengthSelect:"",sScrollWrapper:"dataTables_scroll",sScrollHead:"dataTables_scrollHead",sScrollHeadInner:"dataTables_scrollHeadInner",sScrollBody:"dataTables_scrollBody",sScrollFoot:"dataTables_scrollFoot",sScrollFootInner:"dataTables_scrollFootInner",sHeaderTH:"",sFooterTH:"",sSortJUIAsc:"",sSortJUIDesc:"",sSortJUI:"",sSortJUIAscAllowed:"",sSortJUIDescAllowed:"",sSortJUIWrapper:"",sSortIcon:"",
sJUIHeader:"",sJUIFooter:""});var Pb=q.ext.pager;f.extend(Pb,{simple:function(a,b){return["previous","next"]},full:function(a,b){return["first","previous","next","last"]},numbers:function(a,b){return[ka(a,b)]},simple_numbers:function(a,b){return["previous",ka(a,b),"next"]},full_numbers:function(a,b){return["first","previous",ka(a,b),"next","last"]},first_last_numbers:function(a,b){return["first",ka(a,b),"last"]},_numbers:ka,numbers_length:7});f.extend(!0,q.ext.renderer,{pageButton:{_:function(a,b,
c,d,e,h){var g=a.oClasses,k=a.oLanguage.oPaginate,l=a.oLanguage.oAria.paginate||{},n,m,q=0,t=function(b,d){var p,r=g.sPageButtonDisabled,u=function(b){Xa(a,b.data.action,!0)};var w=0;for(p=d.length;w<p;w++){var v=d[w];if(f.isArray(v)){var x=f("<"+(v.DT_el||"div")+"/>").appendTo(b);t(x,v)}else{n=null;m=v;x=a.iTabIndex;switch(v){case "ellipsis":b.append('<span class="ellipsis">&#x2026;</span>');break;case "first":n=k.sFirst;0===e&&(x=-1,m+=" "+r);break;case "previous":n=k.sPrevious;0===e&&(x=-1,m+=
" "+r);break;case "next":n=k.sNext;e===h-1&&(x=-1,m+=" "+r);break;case "last":n=k.sLast;e===h-1&&(x=-1,m+=" "+r);break;default:n=v+1,m=e===v?g.sPageButtonActive:""}null!==n&&(x=f("<a>",{"class":g.sPageButton+" "+m,"aria-controls":a.sTableId,"aria-label":l[v],"data-dt-idx":q,tabindex:x,id:0===c&&"string"===typeof v?a.sTableId+"_"+v:null}).html(n).appendTo(b),$a(x,{action:v},u),q++)}}};try{var v=f(b).find(y.activeElement).data("dt-idx")}catch(mc){}t(f(b).empty(),d);v!==p&&f(b).find("[data-dt-idx="+
v+"]").focus()}}});f.extend(q.ext.type.detect,[function(a,b){b=b.oLanguage.sDecimal;return db(a,b)?"num"+b:null},function(a,b){if(a&&!(a instanceof Date)&&!cc.test(a))return null;b=Date.parse(a);return null!==b&&!isNaN(b)||P(a)?"date":null},function(a,b){b=b.oLanguage.sDecimal;return db(a,b,!0)?"num-fmt"+b:null},function(a,b){b=b.oLanguage.sDecimal;return Ub(a,b)?"html-num"+b:null},function(a,b){b=b.oLanguage.sDecimal;return Ub(a,b,!0)?"html-num-fmt"+b:null},function(a,b){return P(a)||"string"===
typeof a&&-1!==a.indexOf("<")?"html":null}]);f.extend(q.ext.type.search,{html:function(a){return P(a)?a:"string"===typeof a?a.replace(Rb," ").replace(Ea,""):""},string:function(a){return P(a)?a:"string"===typeof a?a.replace(Rb," "):a}});var Da=function(a,b,c,d){if(0!==a&&(!a||"-"===a))return-Infinity;b&&(a=Tb(a,b));a.replace&&(c&&(a=a.replace(c,"")),d&&(a=a.replace(d,"")));return 1*a};f.extend(C.type.order,{"date-pre":function(a){a=Date.parse(a);return isNaN(a)?-Infinity:a},"html-pre":function(a){return P(a)?
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<h1 class="title toc-ignore">Occasional Editors 2021: Interim Report</h1>
<h4 class="author">Goran S. Milovanovic, Data Scientist, WMDE</h4>
<h4 class="date">November 3, 2021</h4>
</div>
<!-- rnb-text-begin -->
<p><strong>Feedback</strong> should be send to <code>goran.milovanovic_ext@wikimedia.de</code>.</p>
<p>The campaign is run from 2021/10/18 to 2021/10/31.</p>
<p><strong>CURRENT UPDATE:</strong> Complete dataset as of 2021/10/31.</p>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<div id="data-acquisiton" class="section level2">
<h2>0. Data Acquisiton</h2>
<p><strong>NOTE:</strong> the Data Acquisition code chunk is not fully reproducible from this Report. The data are collected by running an R script on <code>stat1007.eqiad.wmnet</code>, collecting the data as <code>.tsv</code> and <code>.csv</code> files, copying manually, and processing locally.</p>
<div id="daily-update" class="section level3">
<h3>0.1 Daily Update</h3>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin {"data":["### ----------------------------------------------------------------","### --- WMDE 2021 Ocassional Editors","### --- https://phabricator.wikimedia.org/T291635","### ----------------------------------------------------------------","","### ----------------------------------------------------------------","### --- Campaign Description and Parameters","### ----------------------------------------------------------------","","# - Landing Pages:","# - Landing Page 1: https://de.wikipedia.org/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement","# - Landing Page 2a: https://tools.wmflabs.org/mitmachen/","# - Landing Page 2b: https://de.wikipedia.org/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia","# - Landing Page 2c: https://de.wikipedia.org/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote","# - Campaign tags:","# - WMDE_oceditors_fall_2021","","# - Start of the banner campaign: October 12th","# - End of the banner campaign: October 26 th","# - Tracking test: October 5 - 7","# - Preliminary report for tracking: beginning of November","# - Track editing behavior four weeks after end of campaign: November 23rd","# - final report for tracking: beginning of December","","### --- libraries","library(tidyverse)","library(data.table)","library(lubridate)","","### --- campaign specifics","campaignName <- 'OccasionalEditors_2021'","","### --- dir structure","campaignPath <- '/home/goransm/Analytics/NewEditors/2021_OccasionalEditors/'","dataDir <- paste0(campaignPath, \"_data/\")","analyticsDir <- paste0(campaignPath, \"_analytics/\")","publicDir <- '/srv/published/datasets/wmde-analytics-engineering/NewEditors/campaigns/2021_OccasionalEditors/'","","### --- determine cetDay","cetDay <- Sys.time()","cetDay","attr(cetDay, \"tzone\") <- \"Europe/Berlin\"","# - one day behind for crontab","# - (i.e. waiting for wmf.webrequest to complete is data acquisition)","cetDay <- ymd(","  strsplit(as.character(cetDay), ","           split = \" \", ","           fixed = T)[[1]][1]",") - 1","","### ----------------------------------------------------------","### --- Banner Interactions:","### --- via event.WMDEBannerInteractions","### --- https://meta.wikimedia.org/wiki/Schema:WMDEBannerInteractions","### ----------------------------------------------------------","","# - select dt, event.bannerName, event.bannerAction, event.bannerImpressions, event.userID ","# - from event.wmdebannerinteractions where year=2020 and month=5 and (day=11 or day=12 or day=13);","","# - function: wmde_banner_actions","wmde_banner_actions <- function(uri_query_filter,","                                cetDay,","                                queryFile,","                                fileName,","                                analyticsDir,","                                campaignName) {","  ","  # - NOTE:","  # - expected format for cetDay is: YYYY-MM-DD","  ","  # - WHERE condition: create datetime_condition","  cet_condition <- seq(","    from = as.POSIXct(paste0(cetDay,\" 0:00\"), tz = \"Europe/Berlin\"),","    to = as.POSIXct(paste0(cetDay,\" 23:00\"), tz = \"Europe/Berlin\"),","    by = \"hour\"","  ) ","  attr(cet_condition, \"tzone\") <- \"UTC\"","  cet_condition <- as.character(cet_condition)","  cet_condition <- unlist(str_extract_all(cet_condition, \"^([[:digit:]]|\\\\s|-)*\"))","  cet_years <- sapply(","    strsplit(cet_condition, split = \" \", fixed = T), function(x) {","      strsplit(x, split = \"-\")[[1]][1]","    })","  cet_months <- sapply(","    strsplit(cet_condition, split = \" \", fixed = T), function(x) {","      strsplit(x, split = \"-\")[[1]][2]","    })","  cet_months <- gsub(\"^0\", \"\", cet_months)","  cet_days <- sapply(","    strsplit(cet_condition, split = \" \", fixed = T), function(x) {","      strsplit(x, split = \"-\")[[1]][3]","    })","  cet_days <- gsub(\"^0\", \"\", cet_days)","  cet_hours <- sapply(strsplit(cet_condition, split = \" \", fixed = T), ","                      function(x) {","                        x[2]","                      })","  cet_hours <- gsub(\"^0\", \"\", cet_hours)","  datetimeCondition <- paste0(","    \"year = \", cet_years, \" AND \",","    \"month = \", cet_months, \" AND \",","    \"day = \", cet_days, \" AND \", ","    \"hour = \", cet_hours","  )","  datetimeCondition <- paste(\"(\", ","                             datetimeCondition, ","                             \")\",","                             collapse = \" OR \", ","                             sep = \"\")","  ","  ","  # - WHERE condition: create eventBannerName_condition","  if (length(uri_query_filter) > 1) {","    eventBannerName_condition <- paste0(\"(\",","                                        paste(","                                          paste0(\"event.bannerName LIKE '%\", uri_query_filter, \"%'\"),","                                          collapse = \" OR \", sep = \" \"),","                                        \")\"","    )","  } else {","    eventBannerName_condition = paste0(\"event.bannerName LIKE '%\", uri_query_filter, \"%'\")","  }","  ","  # - compose HiveQL query","  hiveQuery <- paste0( ","    \"select dt, event.bannerName, event.bannerAction, event.bannerImpressions, event.userID from event.wmdebannerinteractions ","    WHERE (\",","    eventBannerName_condition, \" AND \",","    \"(\", datetimeCondition, \")\",","    \");\"","  )","  ","  # - write hql","  write(hiveQuery, paste0(dataDir, queryFile))","  # - execute hql script:","  kerberosPrefix <- ","    'sudo -u analytics-privatedata kerberos-run-command analytics-privatedata '","  # - Kerberos init","  system(command = paste0(kerberosPrefix, ' hdfs dfs -ls'), ","         wait = T)","  # - Run query","  query <- system(command = paste(kerberosPrefix, ","                                  '/usr/local/bin/beeline --incremental=true --silent -f \"',","                                  paste0(dataDir, queryFile),","                                  '\" > ', dataDir, fileName,","                                  sep = \"\"),","                  wait = TRUE)","  ","  # - Wrangle Banner Interactions","  # - load","  bannerData <- tryCatch({","    as.data.frame(fread(paste0(dataDir, fileName)))","  },","  error = function(condition) {","    return(FALSE)","  })","  ","  # - process","  if (class(bannerData) == 'logical') {","    ","    return(FALSE) ","    ","  } else { ","    ","    # - whoClicked","    whoClicked <- bannerData %>% ","      dplyr::filter(banneraction == \"banner-clicked\")","    whoClicked <- data.frame(userid = unique(whoClicked$userid))","    ","    # - store:","    write.csv(whoClicked, ","              paste0(analyticsDir, ","                     \"whoClicked_\",","                     strsplit(","                       strsplit(fileName, split = \"_\", fixed = T)[[1]][2],","                       split = \".\", ","                       fixed = T)[[1]][1],","                     \".csv\"","              )","    )","    ","    # - process bannerData","    bannerData <- t(table(bannerData$banneraction,","                          bannerData$bannername))","    bannerData <- as.data.frame(bannerData)","    colnames(bannerData) <- c('banner', 'action', 'count')","    bannerData$day <- cetDay","    bannerData$campaign <- campaignName","    ","    # - store:","    write.csv(bannerData, ","              paste0(analyticsDir, ","                     \"bannerInteractionsAggregated_\",","                     strsplit(","                       strsplit(fileName, split = \"_\", fixed = T)[[1]][2],","                       split = \".\", ","                       fixed = T)[[1]][1],","                     \".csv\"","              ))","  }","  ","}","","# - set params for wmde_banner_actions()","queryFile <- paste0(campaignName, \"_bannerInteractions.hql\")","fileName <- paste0(\"bannerInteractions_\", cetDay, \".tsv\")","uri_query_filter <- 'WMDE_oceditors_fall_2021'","banner_status <- wmde_banner_actions(uri_query_filter = uri_query_filter,","                                     cetDay = cetDay,","                                     queryFile = queryFile,","                                     fileName = fileName,","                                     analyticsDir = analyticsDir, ","                                     campaignName = campaignName)","","### ----------------------------------------------------------","### --- Pageviews","### ----------------------------------------------------------","","# - function: wmde_collect_pageviews","wmde_collect_pageviews <- function(uri_host,","                                   uri_path,","                                   cetDay,","                                   queryFile,","                                   fileName,","                                   dataDir) {","  ","  # - NOTE:","  # - expected format for cetDay is: YYYY-MM-DD","  ","  # - to dataDir","  setwd(dataDir)","  ","  # - libraries","  library(stringr)","  ","  # - WHERE condition: create datetime_condition","  cet_condition <- seq(","    from = as.POSIXct(paste0(cetDay,\" 0:00\"), tz = \"Europe/Berlin\"),","    to = as.POSIXct(paste0(cetDay,\" 23:00\"), tz = \"Europe/Berlin\"),","    by = \"hour\"","  ) ","  attr(cet_condition, \"tzone\") <- \"UTC\"","  cet_condition <- as.character(cet_condition)","  cet_condition <- unlist(str_extract_all(cet_condition, \"^([[:digit:]]|\\\\s|-)*\"))","  cet_years <- sapply(","    strsplit(cet_condition, split = \" \", fixed = T), function(x) {","      strsplit(x, split = \"-\")[[1]][1]","    })","  cet_months <- sapply(","    strsplit(cet_condition, split = \" \", fixed = T), function(x) {","      strsplit(x, split = \"-\")[[1]][2]","    })","  cet_months <- gsub(\"^0\", \"\", cet_months)","  cet_days <- sapply(","    strsplit(cet_condition, split = \" \", fixed = T), function(x) {","      strsplit(x, split = \"-\")[[1]][3]","    })","  cet_days <- gsub(\"^0\", \"\", cet_days)","  cet_hours <- sapply(strsplit(cet_condition, split = \" \", fixed = T), ","                      function(x) {","                        x[2]","                      })","  cet_hours <- gsub(\"^0\", \"\", cet_hours)","  datetimeCondition <- paste0(","    \"year = \", cet_years, \" AND \",","    \"month = \", cet_months, \" AND \",","    \"day = \", cet_days, \" AND \", ","    \"hour = \", cet_hours","  )","  datetimeCondition <- paste(\"(\", ","                             datetimeCondition, ","                             \")\",","                             collapse = \" OR \", ","                             sep = \"\")","  ","  # - WHERE condition: create uri_host_condition","  if (length(uri_host) > 1) {","    uri_host_condition <- paste0(\"(\",","                                 paste(","                                   paste0(\"uri_host = '\", uri_host, \"'\"),","                                   collapse = \" OR \", sep = \" \"),","                                 \")\"","    )","  } else {","    uri_host_condition = paste0(\"uri_host = '\", uri_host, \"'\")","  }","  ","  # - WHERE condition: create uri_path_condition","  if (length(uri_path) > 1) {","    uri_path_condition <- paste0(\"(\",","                                 paste(","                                   paste0(\"uri_path = '\", uri_path, \"'\"),","                                   collapse = \" OR \", sep = \" \"),","                                 \")\"","    )","  } else {","    uri_path_condition = paste0(\"uri_path = '\", uri_path, \"'\")","  }","  ","  # - compose HiveQL query","  hiveQuery <- paste0( ","    \"USE wmf;","    SELECT uri_host, uri_path, uri_query, referer FROM webrequest","    WHERE (\",","    uri_host_condition, \" AND \",","    uri_path_condition, \" AND \",","    \"(\", datetimeCondition, \")\",","    \");\"","  )","  ","  # - write hql","  write(hiveQuery, queryFile)","  # - execute hql script:","  kerberosPrefix <- ","    'sudo -u analytics-privatedata kerberos-run-command analytics-privatedata '","  # - Kerberos init","  system(command = paste0(kerberosPrefix, ' hdfs dfs -ls'), ","         wait = T)","  # - Run query","  query <- system(command = paste(kerberosPrefix, ","                                  '/usr/local/bin/beeline --incremental=true --silent -f \"',","                                  paste0(dataDir, queryFile),","                                  '\" > ', dataDir, fileName,","                                  sep = \"\"),","                  wait = TRUE)","}","","# - set params to wmde_collect_pageviews","uri_host <- c('de.wikipedia.org', 'de.m.wikipedia.org')","uri_path  <- c('/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement',","               '/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia', ","               '/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote')","queryFile <- 'WMDE_oceditors_fall_2021_Pageviews.hql'","fileName <- paste0(\"pageviews_\", cetDay, \".tsv\")","","# - collect Pageviews data","wmde_collect_pageviews(uri_host,","                       uri_path,","                       cetDay,","                       queryFile,","                       fileName,","                       dataDir)","","### --- Wrangle Pageviews","# - function: wmde_process_pageviews","wmde_process_pageviews <- function(fileName,","                                   dataDir, ","                                   uri_query_filter,","                                   page_filter,","                                   cetDay = cetDay,","                                   campaignName = campaignName) {","  ","  # - to dataDir","  setwd(dataDir)","  ","  # - libraries","  library(stringr)","  library(dplyr)","  library(tidyr)","  library(data.table)","  ","  # - load","  pageviewsData <- readLines(fileName)","  wStart <- which(grepl(\"uri_host\", pageviewsData))","  pageviewsData <- pageviewsData[(wStart + 1):(length(pageviewsData) - 1)]","  pageviewsData <- data.frame(dat = pageviewsData, ","                              stringsAsFactors = F)","  pageviewsData <- separate(pageviewsData,","                            dat,","                            into = c('uri_host', 'uri_path', 'uri_query', 'referer'),","                            sep = \"\\t\")","  # - apply page_filter","  wFilter1 <- unique(unname(unlist(sapply(page_filter, function (x) {","    which(grepl(x, pageviewsData$uri_path))","  }))))","  pageviewsData <- pageviewsData[wFilter1, ]","  # - apply uri_query_filter","  w_uri_query_1 <- which(grepl(uri_query_filter, pageviewsData$uri_query))","  w_uri_query_2 <- which(grepl(uri_query_filter, pageviewsData$referer))","  w_uri_query <- unique(c(w_uri_query_1, w_uri_query_2))","","  if (length(w_uri_query) > 0) {","    ","    # - filter for w_uri_query","    pageviewsData <- pageviewsData[w_uri_query, ] ","    ","    # - copy uri_query from referer where uri_query is empty:","    wCuriq <- which(pageviewsData$uri_query == \"\")","    curiq <- stringr::str_extract(pageviewsData$referer[wCuriq], ","                                  paste0(uri_query_filter, \".+$\"))","    pageviewsData$uri_query[wCuriq] <- curiq","    # - remove ?campaign= from pageviewsData$uri_query","    pageviewsData$uri_query <- gsub(\"?campaign=\", ","                                    \"\",","                                    pageviewsData$uri_query, ","                                    fixed = T)","    ","    # - aggregate:","    pageviewsData$uri_path <- paste0(pageviewsData$uri_host, pageviewsData$uri_path)","    pageviewsData$uri_host <- NULL","    pageviewsData$page <- NULL","    pageviewsData$referer <- NULL","    pageviewsData <- pageviewsData %>% ","      dplyr::select(uri_query, uri_path) %>% ","      dplyr::group_by(uri_query, uri_path) %>% ","      dplyr::summarise(pageviews = n())","    colnames(pageviewsData) <- c('Tag', 'Page', 'Pageviews')","    ","    # - add cetDay, campaignName","    pageviewsData$date <- cetDay","    pageviewsData$campaign <- campaignName","    ","    # - store:","    write.csv(pageviewsData, ","              paste0(analyticsDir, ","                     \"pageviewsAggregated_\",","                     strsplit(","                       strsplit(fileName, split = \"_\", fixed = T)[[1]][2],","                       split = \".\", ","                       fixed = T)[[1]][1],","                     \".csv\"","              )","    )","    ","  }","  ","}","","# - set params to wmde_process_pageviews","uri_query_filter <- 'WMDE_oceditors_fall_2021'","page_filter <- c('/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement',","                 '/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia', ","                 '/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote')","","# - wrangle pageviews","wmde_process_pageviews(fileName = fileName,","                       dataDir = dataDir,","                       uri_query_filter = uri_query_filter, ","                       page_filter = page_filter,","                       cetDay = cetDay,","                       campaignName = campaignName)","","","### ---------------------------------------------------------------------------","### --- Compose and copy to publicDir","### ---------------------------------------------------------------------------","","lF <- list.files(analyticsDir)","lF <- lF[grepl(\"Aggregated\", lF)]","lFp <- lF[grepl(\"pageviews\", lF)]","lFp <- lapply(paste0(analyticsDir, lFp),","              data.table::fread)","lFp <- data.table::rbindlist(lFp)","write.csv(lFp, ","          paste0(publicDir, ","                 \"2021_OccasionalEditors_Pageviews.csv\"))","lFb <- lF[grepl(\"banner\", lF)]","lFb <- lapply(paste0(analyticsDir, lFb),","              data.table::fread)","lFb <- data.table::rbindlist(lFb)","write.csv(lFb, ","          paste0(publicDir, ","                 \"2021_OccasionalEditors_Banners.csv\"))"]} -->
<pre class="r"><code>### ----------------------------------------------------------------
### --- WMDE 2021 Ocassional Editors
### --- https://phabricator.wikimedia.org/T291635
### ----------------------------------------------------------------
### ----------------------------------------------------------------
### --- Campaign Description and Parameters
### ----------------------------------------------------------------
# - Landing Pages:
# - Landing Page 1: https://de.wikipedia.org/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement
# - Landing Page 2a: https://tools.wmflabs.org/mitmachen/
# - Landing Page 2b: https://de.wikipedia.org/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia
# - Landing Page 2c: https://de.wikipedia.org/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote
# - Campaign tags:
# - WMDE_oceditors_fall_2021
# - Start of the banner campaign: October 12th
# - End of the banner campaign: October 26 th
# - Tracking test: October 5 - 7
# - Preliminary report for tracking: beginning of November
# - Track editing behavior four weeks after end of campaign: November 23rd
# - final report for tracking: beginning of December
### --- libraries
library(tidyverse)
library(data.table)
library(lubridate)
### --- campaign specifics
campaignName &lt;- &#39;OccasionalEditors_2021&#39;
### --- dir structure
campaignPath &lt;- &#39;/home/goransm/Analytics/NewEditors/2021_OccasionalEditors/&#39;
dataDir &lt;- paste0(campaignPath, &quot;_data/&quot;)
analyticsDir &lt;- paste0(campaignPath, &quot;_analytics/&quot;)
publicDir &lt;- &#39;/srv/published/datasets/wmde-analytics-engineering/NewEditors/campaigns/2021_OccasionalEditors/&#39;
### --- determine cetDay
cetDay &lt;- Sys.time()
cetDay
attr(cetDay, &quot;tzone&quot;) &lt;- &quot;Europe/Berlin&quot;
# - one day behind for crontab
# - (i.e. waiting for wmf.webrequest to complete is data acquisition)
cetDay &lt;- ymd(
strsplit(as.character(cetDay),
split = &quot; &quot;,
fixed = T)[[1]][1]
) - 1
### ----------------------------------------------------------
### --- Banner Interactions:
### --- via event.WMDEBannerInteractions
### --- https://meta.wikimedia.org/wiki/Schema:WMDEBannerInteractions
### ----------------------------------------------------------
# - select dt, event.bannerName, event.bannerAction, event.bannerImpressions, event.userID
# - from event.wmdebannerinteractions where year=2020 and month=5 and (day=11 or day=12 or day=13);
# - function: wmde_banner_actions
wmde_banner_actions &lt;- function(uri_query_filter,
cetDay,
queryFile,
fileName,
analyticsDir,
campaignName) {
# - NOTE:
# - expected format for cetDay is: YYYY-MM-DD
# - WHERE condition: create datetime_condition
cet_condition &lt;- seq(
from = as.POSIXct(paste0(cetDay,&quot; 0:00&quot;), tz = &quot;Europe/Berlin&quot;),
to = as.POSIXct(paste0(cetDay,&quot; 23:00&quot;), tz = &quot;Europe/Berlin&quot;),
by = &quot;hour&quot;
)
attr(cet_condition, &quot;tzone&quot;) &lt;- &quot;UTC&quot;
cet_condition &lt;- as.character(cet_condition)
cet_condition &lt;- unlist(str_extract_all(cet_condition, &quot;^([[:digit:]]|\\s|-)*&quot;))
cet_years &lt;- sapply(
strsplit(cet_condition, split = &quot; &quot;, fixed = T), function(x) {
strsplit(x, split = &quot;-&quot;)[[1]][1]
})
cet_months &lt;- sapply(
strsplit(cet_condition, split = &quot; &quot;, fixed = T), function(x) {
strsplit(x, split = &quot;-&quot;)[[1]][2]
})
cet_months &lt;- gsub(&quot;^0&quot;, &quot;&quot;, cet_months)
cet_days &lt;- sapply(
strsplit(cet_condition, split = &quot; &quot;, fixed = T), function(x) {
strsplit(x, split = &quot;-&quot;)[[1]][3]
})
cet_days &lt;- gsub(&quot;^0&quot;, &quot;&quot;, cet_days)
cet_hours &lt;- sapply(strsplit(cet_condition, split = &quot; &quot;, fixed = T),
function(x) {
x[2]
})
cet_hours &lt;- gsub(&quot;^0&quot;, &quot;&quot;, cet_hours)
datetimeCondition &lt;- paste0(
&quot;year = &quot;, cet_years, &quot; AND &quot;,
&quot;month = &quot;, cet_months, &quot; AND &quot;,
&quot;day = &quot;, cet_days, &quot; AND &quot;,
&quot;hour = &quot;, cet_hours
)
datetimeCondition &lt;- paste(&quot;(&quot;,
datetimeCondition,
&quot;)&quot;,
collapse = &quot; OR &quot;,
sep = &quot;&quot;)
# - WHERE condition: create eventBannerName_condition
if (length(uri_query_filter) &gt; 1) {
eventBannerName_condition &lt;- paste0(&quot;(&quot;,
paste(
paste0(&quot;event.bannerName LIKE &#39;%&quot;, uri_query_filter, &quot;%&#39;&quot;),
collapse = &quot; OR &quot;, sep = &quot; &quot;),
&quot;)&quot;
)
} else {
eventBannerName_condition = paste0(&quot;event.bannerName LIKE &#39;%&quot;, uri_query_filter, &quot;%&#39;&quot;)
}
# - compose HiveQL query
hiveQuery &lt;- paste0(
&quot;select dt, event.bannerName, event.bannerAction, event.bannerImpressions, event.userID from event.wmdebannerinteractions
WHERE (&quot;,
eventBannerName_condition, &quot; AND &quot;,
&quot;(&quot;, datetimeCondition, &quot;)&quot;,
&quot;);&quot;
)
# - write hql
write(hiveQuery, paste0(dataDir, queryFile))
# - execute hql script:
kerberosPrefix &lt;-
&#39;sudo -u analytics-privatedata kerberos-run-command analytics-privatedata &#39;
# - Kerberos init
system(command = paste0(kerberosPrefix, &#39; hdfs dfs -ls&#39;),
wait = T)
# - Run query
query &lt;- system(command = paste(kerberosPrefix,
&#39;/usr/local/bin/beeline --incremental=true --silent -f &quot;&#39;,
paste0(dataDir, queryFile),
&#39;&quot; &gt; &#39;, dataDir, fileName,
sep = &quot;&quot;),
wait = TRUE)
# - Wrangle Banner Interactions
# - load
bannerData &lt;- tryCatch({
as.data.frame(fread(paste0(dataDir, fileName)))
},
error = function(condition) {
return(FALSE)
})
# - process
if (class(bannerData) == &#39;logical&#39;) {
return(FALSE)
} else {
# - whoClicked
whoClicked &lt;- bannerData %&gt;%
dplyr::filter(banneraction == &quot;banner-clicked&quot;)
whoClicked &lt;- data.frame(userid = unique(whoClicked$userid))
# - store:
write.csv(whoClicked,
paste0(analyticsDir,
&quot;whoClicked_&quot;,
strsplit(
strsplit(fileName, split = &quot;_&quot;, fixed = T)[[1]][2],
split = &quot;.&quot;,
fixed = T)[[1]][1],
&quot;.csv&quot;
)
)
# - process bannerData
bannerData &lt;- t(table(bannerData$banneraction,
bannerData$bannername))
bannerData &lt;- as.data.frame(bannerData)
colnames(bannerData) &lt;- c(&#39;banner&#39;, &#39;action&#39;, &#39;count&#39;)
bannerData$day &lt;- cetDay
bannerData$campaign &lt;- campaignName
# - store:
write.csv(bannerData,
paste0(analyticsDir,
&quot;bannerInteractionsAggregated_&quot;,
strsplit(
strsplit(fileName, split = &quot;_&quot;, fixed = T)[[1]][2],
split = &quot;.&quot;,
fixed = T)[[1]][1],
&quot;.csv&quot;
))
}
}
# - set params for wmde_banner_actions()
queryFile &lt;- paste0(campaignName, &quot;_bannerInteractions.hql&quot;)
fileName &lt;- paste0(&quot;bannerInteractions_&quot;, cetDay, &quot;.tsv&quot;)
uri_query_filter &lt;- &#39;WMDE_oceditors_fall_2021&#39;
banner_status &lt;- wmde_banner_actions(uri_query_filter = uri_query_filter,
cetDay = cetDay,
queryFile = queryFile,
fileName = fileName,
analyticsDir = analyticsDir,
campaignName = campaignName)
### ----------------------------------------------------------
### --- Pageviews
### ----------------------------------------------------------
# - function: wmde_collect_pageviews
wmde_collect_pageviews &lt;- function(uri_host,
uri_path,
cetDay,
queryFile,
fileName,
dataDir) {
# - NOTE:
# - expected format for cetDay is: YYYY-MM-DD
# - to dataDir
setwd(dataDir)
# - libraries
library(stringr)
# - WHERE condition: create datetime_condition
cet_condition &lt;- seq(
from = as.POSIXct(paste0(cetDay,&quot; 0:00&quot;), tz = &quot;Europe/Berlin&quot;),
to = as.POSIXct(paste0(cetDay,&quot; 23:00&quot;), tz = &quot;Europe/Berlin&quot;),
by = &quot;hour&quot;
)
attr(cet_condition, &quot;tzone&quot;) &lt;- &quot;UTC&quot;
cet_condition &lt;- as.character(cet_condition)
cet_condition &lt;- unlist(str_extract_all(cet_condition, &quot;^([[:digit:]]|\\s|-)*&quot;))
cet_years &lt;- sapply(
strsplit(cet_condition, split = &quot; &quot;, fixed = T), function(x) {
strsplit(x, split = &quot;-&quot;)[[1]][1]
})
cet_months &lt;- sapply(
strsplit(cet_condition, split = &quot; &quot;, fixed = T), function(x) {
strsplit(x, split = &quot;-&quot;)[[1]][2]
})
cet_months &lt;- gsub(&quot;^0&quot;, &quot;&quot;, cet_months)
cet_days &lt;- sapply(
strsplit(cet_condition, split = &quot; &quot;, fixed = T), function(x) {
strsplit(x, split = &quot;-&quot;)[[1]][3]
})
cet_days &lt;- gsub(&quot;^0&quot;, &quot;&quot;, cet_days)
cet_hours &lt;- sapply(strsplit(cet_condition, split = &quot; &quot;, fixed = T),
function(x) {
x[2]
})
cet_hours &lt;- gsub(&quot;^0&quot;, &quot;&quot;, cet_hours)
datetimeCondition &lt;- paste0(
&quot;year = &quot;, cet_years, &quot; AND &quot;,
&quot;month = &quot;, cet_months, &quot; AND &quot;,
&quot;day = &quot;, cet_days, &quot; AND &quot;,
&quot;hour = &quot;, cet_hours
)
datetimeCondition &lt;- paste(&quot;(&quot;,
datetimeCondition,
&quot;)&quot;,
collapse = &quot; OR &quot;,
sep = &quot;&quot;)
# - WHERE condition: create uri_host_condition
if (length(uri_host) &gt; 1) {
uri_host_condition &lt;- paste0(&quot;(&quot;,
paste(
paste0(&quot;uri_host = &#39;&quot;, uri_host, &quot;&#39;&quot;),
collapse = &quot; OR &quot;, sep = &quot; &quot;),
&quot;)&quot;
)
} else {
uri_host_condition = paste0(&quot;uri_host = &#39;&quot;, uri_host, &quot;&#39;&quot;)
}
# - WHERE condition: create uri_path_condition
if (length(uri_path) &gt; 1) {
uri_path_condition &lt;- paste0(&quot;(&quot;,
paste(
paste0(&quot;uri_path = &#39;&quot;, uri_path, &quot;&#39;&quot;),
collapse = &quot; OR &quot;, sep = &quot; &quot;),
&quot;)&quot;
)
} else {
uri_path_condition = paste0(&quot;uri_path = &#39;&quot;, uri_path, &quot;&#39;&quot;)
}
# - compose HiveQL query
hiveQuery &lt;- paste0(
&quot;USE wmf;
SELECT uri_host, uri_path, uri_query, referer FROM webrequest
WHERE (&quot;,
uri_host_condition, &quot; AND &quot;,
uri_path_condition, &quot; AND &quot;,
&quot;(&quot;, datetimeCondition, &quot;)&quot;,
&quot;);&quot;
)
# - write hql
write(hiveQuery, queryFile)
# - execute hql script:
kerberosPrefix &lt;-
&#39;sudo -u analytics-privatedata kerberos-run-command analytics-privatedata &#39;
# - Kerberos init
system(command = paste0(kerberosPrefix, &#39; hdfs dfs -ls&#39;),
wait = T)
# - Run query
query &lt;- system(command = paste(kerberosPrefix,
&#39;/usr/local/bin/beeline --incremental=true --silent -f &quot;&#39;,
paste0(dataDir, queryFile),
&#39;&quot; &gt; &#39;, dataDir, fileName,
sep = &quot;&quot;),
wait = TRUE)
}
# - set params to wmde_collect_pageviews
uri_host &lt;- c(&#39;de.wikipedia.org&#39;, &#39;de.m.wikipedia.org&#39;)
uri_path &lt;- c(&#39;/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement&#39;,
&#39;/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia&#39;,
&#39;/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote&#39;)
queryFile &lt;- &#39;WMDE_oceditors_fall_2021_Pageviews.hql&#39;
fileName &lt;- paste0(&quot;pageviews_&quot;, cetDay, &quot;.tsv&quot;)
# - collect Pageviews data
wmde_collect_pageviews(uri_host,
uri_path,
cetDay,
queryFile,
fileName,
dataDir)
### --- Wrangle Pageviews
# - function: wmde_process_pageviews
wmde_process_pageviews &lt;- function(fileName,
dataDir,
uri_query_filter,
page_filter,
cetDay = cetDay,
campaignName = campaignName) {
# - to dataDir
setwd(dataDir)
# - libraries
library(stringr)
library(dplyr)
library(tidyr)
library(data.table)
# - load
pageviewsData &lt;- readLines(fileName)
wStart &lt;- which(grepl(&quot;uri_host&quot;, pageviewsData))
pageviewsData &lt;- pageviewsData[(wStart + 1):(length(pageviewsData) - 1)]
pageviewsData &lt;- data.frame(dat = pageviewsData,
stringsAsFactors = F)
pageviewsData &lt;- separate(pageviewsData,
dat,
into = c(&#39;uri_host&#39;, &#39;uri_path&#39;, &#39;uri_query&#39;, &#39;referer&#39;),
sep = &quot;\t&quot;)
# - apply page_filter
wFilter1 &lt;- unique(unname(unlist(sapply(page_filter, function (x) {
which(grepl(x, pageviewsData$uri_path))
}))))
pageviewsData &lt;- pageviewsData[wFilter1, ]
# - apply uri_query_filter
w_uri_query_1 &lt;- which(grepl(uri_query_filter, pageviewsData$uri_query))
w_uri_query_2 &lt;- which(grepl(uri_query_filter, pageviewsData$referer))
w_uri_query &lt;- unique(c(w_uri_query_1, w_uri_query_2))
if (length(w_uri_query) &gt; 0) {
# - filter for w_uri_query
pageviewsData &lt;- pageviewsData[w_uri_query, ]
# - copy uri_query from referer where uri_query is empty:
wCuriq &lt;- which(pageviewsData$uri_query == &quot;&quot;)
curiq &lt;- stringr::str_extract(pageviewsData$referer[wCuriq],
paste0(uri_query_filter, &quot;.+$&quot;))
pageviewsData$uri_query[wCuriq] &lt;- curiq
# - remove ?campaign= from pageviewsData$uri_query
pageviewsData$uri_query &lt;- gsub(&quot;?campaign=&quot;,
&quot;&quot;,
pageviewsData$uri_query,
fixed = T)
# - aggregate:
pageviewsData$uri_path &lt;- paste0(pageviewsData$uri_host, pageviewsData$uri_path)
pageviewsData$uri_host &lt;- NULL
pageviewsData$page &lt;- NULL
pageviewsData$referer &lt;- NULL
pageviewsData &lt;- pageviewsData %&gt;%
dplyr::select(uri_query, uri_path) %&gt;%
dplyr::group_by(uri_query, uri_path) %&gt;%
dplyr::summarise(pageviews = n())
colnames(pageviewsData) &lt;- c(&#39;Tag&#39;, &#39;Page&#39;, &#39;Pageviews&#39;)
# - add cetDay, campaignName
pageviewsData$date &lt;- cetDay
pageviewsData$campaign &lt;- campaignName
# - store:
write.csv(pageviewsData,
paste0(analyticsDir,
&quot;pageviewsAggregated_&quot;,
strsplit(
strsplit(fileName, split = &quot;_&quot;, fixed = T)[[1]][2],
split = &quot;.&quot;,
fixed = T)[[1]][1],
&quot;.csv&quot;
)
)
}
}
# - set params to wmde_process_pageviews
uri_query_filter &lt;- &#39;WMDE_oceditors_fall_2021&#39;
page_filter &lt;- c(&#39;/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement&#39;,
&#39;/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia&#39;,
&#39;/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote&#39;)
# - wrangle pageviews
wmde_process_pageviews(fileName = fileName,
dataDir = dataDir,
uri_query_filter = uri_query_filter,
page_filter = page_filter,
cetDay = cetDay,
campaignName = campaignName)
### ---------------------------------------------------------------------------
### --- Compose and copy to publicDir
### ---------------------------------------------------------------------------
lF &lt;- list.files(analyticsDir)
lF &lt;- lF[grepl(&quot;Aggregated&quot;, lF)]
lFp &lt;- lF[grepl(&quot;pageviews&quot;, lF)]
lFp &lt;- lapply(paste0(analyticsDir, lFp),
data.table::fread)
lFp &lt;- data.table::rbindlist(lFp)
write.csv(lFp,
paste0(publicDir,
&quot;2021_OccasionalEditors_Pageviews.csv&quot;))
lFb &lt;- lF[grepl(&quot;banner&quot;, lF)]
lFb &lt;- lapply(paste0(analyticsDir, lFb),
data.table::fread)
lFb &lt;- data.table::rbindlist(lFb)
write.csv(lFb,
paste0(publicDir,
&quot;2021_OccasionalEditors_Banners.csv&quot;))</code></pre>
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</div>
</div>
<div id="campaign-banners" class="section level2">
<h2>1. Campaign Banners</h2>
<p>This section presents all data and statistics on the campaign banners.</p>
<div id="banner-impressions" class="section level3">
<h3>1.1 Banner Impressions</h3>
<div id="banner-impressions-overview" class="section level4">
<h4>1.1.1 Banner Impressions Overview</h4>
<p><strong>Chart 1.1.1</strong> Daily Banner Impressions</p>
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<pre class="r"><code># - wrangle dataSet
dataSet &lt;- read.csv(
&#39;_reporting/2021_OccasionalEditors_Banners.csv&#39;,
header = T,
row.names = 1,
check.names = F,
stringsAsFactors = F)
dataSet$V1 &lt;- NULL
dataSet &lt;- dataSet %&gt;%
dplyr::filter(!grepl(&quot;2021-11&quot;, dataSet$day))
dataSet$banner &lt;- gsub(&quot;_ctrl&quot;, &quot;&quot;, dataSet$banner, fixed = T)
dataSet$banner &lt;- sapply(dataSet$banner, function(x) {
if (grepl(&quot;ipad$&quot;, x)) {
&quot;ipad&quot;
} else if (grepl(&quot;mobile$&quot;, x)) {
&quot;mobile&quot;
} else {
&quot;desktop&quot;
}
})
# - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-seen&quot;) %&gt;%
dplyr::select(-action)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
y = count,
group = banner,
color = banner,
fill = banner,
label = count)) +
geom_line(size = .5) +
geom_point(size = 1.5) +
ggrepel::geom_text_repel(size = 4, show.legend = FALSE) +
ggtitle(&#39;Occasional Editors 2021: Daily Banner Impressions&#39;) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;top&quot;)</code></pre>
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SGEEEI2waQBIYQQQjbBpAEhhBBCNsGkASGEEEI2waQBIYQQQjbBpAEhhBBCNsGkASGEEEI2waQBIYQQQjbBpAEhhBBCNsGkASGEEEI2waQBIYQQQjbBpAEhhBBCNsGkASGEEEI2waQBIYQQQjbBpAGhSk0+/mnzdv+7wGzd3rRiWMCotabCRXl/DfYfvc5k7R1PvbJ2kboy5vYPnRRntvJX+eAHDaN/SVIqNCSEbIdJA0L2p1y+IK9dIa9fpSRdUzuWimBWpOk3Vk48881XV+amSVllfbtp/RjvoFfjrX2Rlqe0XFh1BObtgf2XgHMVAiigYg8gVCaYNCBkZ2zfLun3X9ieHWxXgjTtO+X40TJXwdP2/HdIk+p+gXU6Tll66f41Avnm5v/r1yjU36960+e/3Z3OAQBMZ+a91DbUz9M7sNGQnw/nFaoia/fHrWr1m/H3qemjP45L3/Bm9Cc7pPwz81/tVCfIv1qttuN+P5bNASBn4eDIid9/MaJn1/bNmvd4Z/XVMn9xMa50O/rGq2f+N+PG6o8u/tbiwLg75owy1UAcHJ28fbyolWB41r5vBzUO8vbw9K3T9YMNyYr1Liqb5Ex4dwmsS4TtZ2HGdpi9s8w1yMc/bRHz3o/vj3++Y4MGvb9YufzLCcN6Nw9rMGj6KTMAgIUOBwAlbceX/RsF+wXUiXl71VVz4R4oXLeFw42Q2kS1A0DoaWbIV25cL1LCOduyoXCBvGGV6OhU7H00pAZoddZqzdny4aiZDl/vuDbI49i/+3Q/zyIBQLk575VX9nVYeXx1RM7G17uPeqdu4uw+sPKTD5Kej780ufrNqc+1/2LlqNXPAwBw07kZI8dui5mz5aX6rmTel3HhG1+M+6Lt+a/afnxjTOz5V8JvLx4bM/rrJoe/bgnALi1cQfds3dZIOPtj75hX5zZb/1J1678mzuRdvWlKLVxyOPvsjoxjD15eMdx65/wvowN7Ft7GSXBo7RZhrU7q4enh5u5CwWIw1a7Mfn+a7t3dSS8EZKye1OnLuWN6fFA331IXle5sMihFv3ljTxR5ufci1A0AT+cihb4u4O1SWrXmw4fp9C1Lv779a0ytV5fPObH4Y48jHzUfs/D4S183OffjGAsdrtxZuzY/dtvltnLc+z1Hv7ag5dpxfg974B6Lh9uNPHIvESpfmDQg9PiUWzelWdNK34ZnZZXcRvvmByQg0Mo7zHuWrfd7KWFwmF6A1m+91XvatwCg3Fq98HjMe8ubuFJw7fX+hP912XRU7t1IYXLqucSLGeGN39x6500AMAGwlPVT+i86PyBuZVvXQt8y7NzqVWn9vx1f35FA6PNvD/3P6BXHv2hZD7jY9sUJkY4AUHfc+JZfLtiWMWGsl9Vvpx+Tlsy4sbr0XZ6fHDs/ObZwSQPnsFOtF5b+LgAAi8EEjf3rwMt+vo5K1k1GhZysHG65ix7h561glEq0B1B4V//YVXyDgc2gT+PSqhVrR0eHikC9Q4Ldm3eI9iEAwaHVzCfyueUOrwWg7fDqO518RALdPnqzRZ2VcZljhxev1eLh7tNZ8+jdRKhcYdKA0OOjwTW07/+rWKE0/Uee/fC+PvHz04x5pdg2xM3deq3m9LT8aiFBAgAAOFQP8RMAQLmTcidz3ZutmujvV9td4cRz8Pdzk/7v/3qEvOLSbtTbn33ycms3gLztW7Jf7iEv+X3TP6P6ejz4TlQy7mb5BQUUVCsEBvtnHLirAADR+/m7F2yl9/NzycnM4mA9afh3zYnv1xhZuORg1pkXTn5SuOT9GiNfDnqucImW2Ph1ZykYt7xj09/9dk3iHU1IGMnnna110SN8PrD4qIWVR+DApSIl/+wD7o5FSpysXg+6H7FGqwUoyD00Wi0BuN+I5Q6vBcQ5KMiTAAAQ1+Bg16z07JK3Hiwe7kfvI0LlDZMGhJ6ARkM8vYqVic8NkebNKvTy+ZLblErr7eOcfP2WAjUpgCn5ZirzAqAeXp7eA/91YFoXLQCY05OSFT8tz0uW6k3849C7v1zYufCTVwZ/FHp5KoDTc/+d90v7lTea/evHY90/a6q9Vy318HK7czOFQW0BgKXcvOPm5UEAgBtv3rirQDUKPPvatWzPNp6lDXXy1rh7a4pkPGEO1Tbc3bMgeVPBy8YutT4JG+ckOJRllx8oGQxJnvPyy7vaLV3/Z5tAzcX/dRyUbq2LHsHbuXjJ0JZw+Q6k5tx72bcx1PJ7rKgts9rhuTeup3PwJ8CzryXlerf3oJBe8r0lD7cdY0PoMeFASITsjDaI1L73idh3oPjcEO0/P6NhtcpYgbbNkN4pM79anWRWco5N/Wl9JgcAGtJ3YEjsz3POGbictv8//Tv/a68JlGt/jGj3yl/XmVtYs6i6nqAwDgCC3kFLA4d/MVn8/ZP51xUA4MxsZkKd557zWPPD/AtGkJJWfb9Y6jOwiQYAwLz7t28TUpmcmvCfXxI7DenmVuZdnh/xr01Nf/y61qTFDT8/0HL242YMFoPhhuxcbXBkRIDOkLRt1rITOfkGxXIXlZm7I3w+AMa1hyEt4KO+MKDZY0dtkfUO3/nrf+NTZfl23Fc/H495oZtryfdaPNwIqQ+TBoTsj3j5CO06Ca3bE3ePx3i7c9d/zx2b9Xnb4OAWb1wb/OHout5aAjT8lVn/DV36XN1q1Ru/fLT7zP/2dQWh3sT/TMj9ukU138D6o/d3/O3T7voHlWgiX/+i/9mv/r0tW1enVeTBt9r+c0+dN+d85je3T+3AsC7f0X/M/7iVHgCAenTpTP/XOTSo0asnu834aajvY4226+4V9UGN0cP8Y7T0SW68lwyGho7455BLr9etUbfNiytDpnzQaNf//e+wbLGLHoNOA+1qQ89ICPd9gqiL74R7o75dawogRljocMEjrO+7Y8h/OoZVb/bmhf5/fj/A4r0gS4cbIfURruKzyQghteUsHNhg+8SLM7tXhovflSoYhFBJeKUBIYQQQjbBKw0IIYQQsgleaUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpQAghhJBNMGlACCGEkE0waUAIIYSQTTBpAM45Y0ztKIAxxjlXN4ZK0hWKomBXFMCueEBRFEVR1I0Bu+IB7IoHqlpXYNIARqMxMzNT7SggMzPTaDSqG4PRaMzIyFA3BgDIzMw0GAzqxmAymTIyMlT/ws7KysrPz1c3BrPZjF1RQJKkjIwM1b+lsrOzK0lXqP5lmZOTk5eXp24MsixnZGTIsqxuGDk5Obm5uRXQECYNCCGEELIJJg0IIYQQsgkmDQghhBCyCSYNCCGEELIJJg0IIYQQsgkmDQghhBCyCSYNCCGEELIJJg2VA2M09Q7k5qgdB0IIIWSVqHYACJQL5+QVix0z0gFAimyiGToKRDwuCCGEKh280qA2k0levohnpBe8Uk4ckxO2qhsRQgghZBEmDSpTbl3nmUVmbuYXz6kVDEIIIVQKTBpURnT64kUlSxBCCKFKAJMGlRH/QHBxLVwiNI9SKxiEEEKoFDjgTmXK36cgN4f6V2P5ucRkBJ2eNmysdlAIIYSQBZg02Cx9rzR1Axn6uVhHeFio3GG/TefdPxbD7xfmXGAb1rOLyVx2IMGNhF69BX8dAACYeeImef9JnpwD3nWFXgOFcFeefFNaMo/Wi9CMnpCdnu6Ylkpn/6qcTKSRTSp+/xBCCKHS4e0J27AUtmyNkq8ULczl+9eyG4VWlOdpbMks+XaAMGSSZnRfKh+R565RjByA85N/ScuOQq2e4ojnBe9kef4C+WauNG8WcffQDB0FhAAAVA+hYTXlbZuA8wrdO4QQQsgG5XSlgWcdnPrBfPe3fxxVUwAAJePY4l9mx13I1QW1euH18R0CNGUqVJ3EExayPA9Cs+6XcH5otrTmFJcUIO4PN7x9mF1xFMYPEsI0AKF0QIbyQ7xybRCtlcLijkObyZroMACAcC+Yt4otmcWNBu1rb4P+4chHIbqHNHOqcvoEjWhUgTuIEEIIPVq5XGlgKdumztidrtz7ucwzEqb9lFjztV/m/P5hh9Q5361OUspSqL4rG6X9emFQB/KwtwhpMEAz5X3txB600M0K4C40shUNuJ+K6Z0I4cA5pJ/lqe60Yci9ciGEuwXw1KuakeOIl0/hpmjN2jQ0XI7Diw0IIYQqnXK40mC+tGJqfPVB3VM33ivIP3HwbFj3KXWcBOIU3bvpsiVH7wwOdrG50J+UaMFsNpvN9oqXMcY5z83Ntfxnw3lh6SHoPNHseEUADoZcY25BmqADJx1wnUg4f1DoEgm9AVge3E4nWankYBx1iWQ+BuP1GxpwUZI3SWsO01QD6N0h6xbr2U/yC4T77XLOzWYzY4y0bi8umpOfeESpVdde+2gjWZYBwGpXVJSCrlAUNTNGxhgA5ObmElLi/KtAiqJIkqTuESnoiry8PBVjgMrRFQXnZF5eHp4VBWdFfn6+ul3BGFMUpTKcFfn5+ZSqebv/wUeWvSoURVGvt/D8v72TBp6TOOf3s61f/6DurqMbJQAAUDJS0/S+vk4EAED08fPIuH1XUWRbC8FfKNEI5wVfb3ZRcMgtV8hzhdjVxL+nqb4LNzLKARRZlgtdA2CKwLnCihaCLMT+pDkjgeAh92wpCwzyjSK7RuKo3K63LN3Wbt3CiYPi26hYo4qicM4hJIxWq062b5NrhEPF/oMsrSsqlqIo6obxoCvU/UyEStAVnHOoBGcF57ySdEXBp7PqYVSGrlD9Hwjn3L5fB48XA9xPX1QPw45dYe3I2jdp4Hd3/bYgt/+HvYKEq4VKi7WvAC9LYUk6nU6n09kraIPBkJ+f7+7uXuIvnB9bKd1uIE5uo3ckkO8oEUKc3B3dC2UxgoNEKHF2d3IvmtqM+Q6A8cub6bz5Oq/3RRetCZyE/i/pAg3SLytJcBBlt8iJFOf6DR+8Iy0tTa/XOzg4AIAS01OaM8P1TgqtU89eu2kLg8GQl5dnqSsqVHp6ul6vd3R0VDEGo9GYm5vr7u6u7mdiRkaGVqt1cnJSMQaTyZSTk+Pm5qZ6V2g0GmdnZxVjMJvN2dnZrq6u6v6mzMzMFEWxknSFIJT4VVeBsrKyKKUuLi4qxiBJUlZWlouLi6jqmkFZWVmEEFdX10dv+mTsu5PSuX2Hrh47/vqo6aCY8gzwybjrY7//sK23h/Fsaj4HFwIsPTXL09+LUDdbC+0aYNkoPOkav5shfbbnYdkf/2De0Zq3+1v60OD82kHljjdtHk4IAAgktC0NjGOnr0ILNyJ4ES8izZkBWq04egLf+B/IzuLc8qUEWi+CBAWzbbEVnDQghBBCpbBv0qBt+/7StgAAwK4sfvt76bUfR9cUgEdG1ZkXF3ej/XPVsvdvSfRp85k/BWJzoXoo7ThR2/z+pUjjKfmP7dBrkljTw9ovLpJ2Ql4PYv0woeAWC0vnWQoE6sGvBtEcllcsgLRU7aQ3iaNBSZZIde9SfrmJnbtJ82cpF8/TmrXtvV8IIYTQ46iIyynEs8vk1279/O3rm82Ce+SIKb0DKADYXqgaAu6BDx+ozL8FhBLv6sTP2uU4AvXaCVtnsL9iSacGhGYpBzawvHCxVQ1wkMF3OVw7QVt151K2smKdnB4qjigtG6ANGpKAQLZ1IyYNCCGEKonyShqE0Bd+/OXBK+rZdPSnTUcX3cT2wqeHQ13xxeFybLy8IJ6DM6keIb7US/CmyqkzSlIeDQuAS3ul4/tJYIT4Ul/Bu9SMiBCxS3dp4Z/K5Ys0rGZF7QBCCCFkFU4jbTPHKM2XJZaScmmn+bJdodcE/FuIY1sU3oTfuiktmU/rN9SMGl+mpyFow8bEP4DFbaJhr5OXxPYAACAASURBVD121AghhJC94DTS5Yvn50nzZxEPT83zI8v8/CQhYucY5eJ55erl8okOIYQQKgO80lCeGJPnzwajUTNhMliaJeORaGRTsm0Ti99Mx02ye3QIITsoyxp1Rd5YbA084y22dQ07ncQNAgmoI3TtK9RU+eFnhErCKw3lSF6zTLl2RRw5jnh5P2YVlAqduynnzvDr1+waGkLIHsqyRh1LLzwvXNE18Hi2snyafBJoz3GascME71vynN/la3ab9xYhe8GkobywPTvZgb1iv0E0vNaT1CM0aU68feS4zfYKDCFkNwVr1PUdJNQJpWHNxQGdSNYx5ZoCyi0WdxzajNZEN6W1mwrPDxdrSPzmgyl+H6yBd78g9yQ7K9PuI8VGtWiNCGHgi6JfCtt3Vp2dQsg6TBrKhXLlkrxhldCildCq3aO3Lh2lQseuyplT/EaSPUJDCNmPzWvUCWPeEBven7iw5Bp4uWbwb0BD70/ySD2JhwBGY0XtBkK2wjEN9scz0uX5s2j1EHHAULtUKDRryeI3ywlbNaPG26VChJB9BLQRC/6V597lGXeUPQmKWzNNDQGu3ebgTjPipfX7+e188K5FY54T63oCAOSfkZcfJj3+IfhceLhWQUBnTeFnpG7vZZeAdq5RcTuCkG3wSoO9mU3SnN9BqxNHjQd7zcouCEKnrsrpEzz5ln0qRAjZk6ys/Y956m/yCZlGd6R6AkYjZ5fl2Auk5WBxzCihegabP0NOMgPPUdYuUYIGic08rVRl5qfWSjNWK/49xFa+FboTCNkArzTYFefS4nk8PV376j+Isz3XUBFatGbbt8nxmzUjxtqxWoSQPYh0+Le64Yxf3izPmyY7vC9SAuAk9B0rNnAAAAjxhhtfy3vPCnUOy9friZMbWX7+OvMMW7VEvgS03Tht10iCH8+o8sGz0p7kLRuUM6c0w8eQgEA7Vy0IQvsu8roVPCWZ+AfYuXKE0ON41Bp1/vcftKaexFcL2ZlKKWvgJcdLs9fxgK6at2Kop1aN3UHo0TBpsBvlZCJL2Cp27UEjm5RH/UJUa7Z9q7x9q2bYUzvNNkLPltLXqFNu5AteTgAAyh2eLJHqPkLHidTiGnjsirxoI48Yp+nfkKi51jRCj4BJg33wWzelpQtog4ZCdI/yakPUCB26yBvX8OgexAdvdiKkutLWqBNabpbW/SHL3amXxA8VrFFXB9yp5TXwLmxSMjxoEOfnTj6czME1mAa5qbJjCFmDSYMd8Nwcae4M4uWjGTq6zHNFl4XQqi3bvo1t3yoOGVF+rSCELMtIF5Jvcp0WXO7P7WhljToALe0xWaNdwRLmSrn0UWvUcX73Dme32YpZrHBxw7G6keVy2RKhx4ZJwxNjTF74J5jNmomvg7ac70RqtEL7zvLm9ULnbsTbp3zbQgg9wLm8YjE/tN8RQAaA/oOFNh0AwOIadfdQV9p1LO1qvc5Ca+CR1lN0re0eNEL2h49cPil59TLl2hVx1Dji6VUBzQltOhAHR7YjrgLaQggVYEcOsEP7H7yU1yznt5NVjAchtWDS8ETYnh3s4F6x3yAa9kRzRZeBViu068SOHOAZ6RXUIkJVHr9SfKVZ5eoVVSJBSF2YNDw+5cI5ef0qoXV7O8wVXRZCmw6g1bHt2yqyUYSqNEfHIi85kGIlCFUNmDQ8Jp6eJi+eQ4NriH0HVnTber3QtiM7vJ9nZVZ00whVSULTlkVeE1AunAfOrWyO0DMLk4bHYjJJc2eAVieOnmC3uaLLQmzfCTQaHNmAUMUgvn7g5g4OjoqPL23aQugUww7ukRb+CRKuXo2qFnx6ouw4lxbP5enp2sn/IE7Oj96+POgdhNbt2c4EoVNX4opPciNUvtj+PZCdRV55I8/Z1dPTk1JKqwVJSxeaf/1B8+LLxN1D7QARqiB4paHM5E3rlbOnNUOGE397zxVdFkL7ziBQtitBxRgQqhLMJha/mTZqCoFBD8poZBPNy1MgJ0ea9j0uW4+qDkwaykY5mch2bBNjepbTXNG2I45OQqv2bN9unpujbiQIPdvk7XHckC92612snAaHaKa8Cy6u5t9/Vk6dUCU2hCoYJg1lwG/dkJYsoA0ihS7d1Y4FAEDoGA2EsF3b1Q4EoWcWz81huxOEVu2Il3fJvxI3N+0rr9OadaQFs+WtsRUfHkIVDJMGW/HcHGnuTOLtoxk6qlznirYdcXISotqwvTt4Xp7asSD0bGJbYwFA6NLN6hZanWb0BCG6B9sWKy2aA7JUccEhVOGeyoGQZrPZZDLZqzbGGOc8J6fUi/yMaRb+QUwmaeR4k8kE9mv9Ac65yWSSZblsb2sWpd2/25CwlXWMfvIYGGMA8IiuKH+cc7PZXBCMWh50BVE1QVQUxWw2K4qibgwAkJubq2IMBWFIklTBJydJv6s5tI+165zLAXJyHnSFhbOiVTuqdxBj1xjT7kpDRkB5DpG26SOrnBV0RV5enrr/QBhjiqJUkq6gVM0f4bIsE0Ls2BWiKDo4OFgot1cDFUmr1Wrtt8qDwWBgjLm4uJSyjbxiMbt5XTNhsq56sL3aLcZsNut0OosHqTQuLnKL1nBor2N0N3B40tlmDAaDLMuld0UFSE9P12q1jqpOnmM0GnNzc11cXNT9TMzIyNBqtU5OTirGYDKZJElydnZWvSs0Go2zc4U+ryStWcYdnRy79ihYVsZsNhd0heWvh/adlOrB8rxZurkzNGMmEj//cooqMzNTFMUK7opiCrrCyclJUOOZ8weysrIopep+ZEmSlJWV5eTkJIpqfp9mZWURQiqgK/D2xKOxXQns4D6x/2AaVlPtWCwQOnUFWWZ7dqodCELPFH79mnLquBDT0/aF6GiNMM3kt0AUzdO+U86cKtfwEFIFJg2PoFw4K29cI7TpIES1VTsWy4ibu9AsSt6dAAaD2rEg9OyQY9cSLx+heasyvYt4eWsnv01Dw6V5s9ieHeUUG0JqwaShNDw9TV48l4aEin0GqB1LaYQu3cBsZvt2qR0IQs8I5cwp5dIFsWe/x5nyVa/XvPiy0KqdvHaFvPIvUHV0DkL2hUmDdSaTNGcGaHXiqPGqzBVtO+LuITRtyXYllMcITYSqHEWRN60j1UNog4aPWQOlYv/B4sBh7NB+6c/f8SogemZg0mBFwVzRGemaMS+rNld0WQhdunGjge3frXYgCD312NGDPCVZ7NnvCR+uFqLaaMZOVK5fM0/9lt+9Y6/wEFIRJg2WybHrKsNc0bYjnl5C4+ZsZzyuoIPQE5EltjWW1m9Iw2s9eWW0dj3tpDdBUaRpPyiXLzx5hQipC5MGC5QTx9jOOLFbb9Xnii4ToWt3np/HDuxVOxCEnmJszw6enSX26GOvCol/gGbKO8TPX5r1Kzt8wF7VIqQKTBqK4zevS0sX0gaRQucYtWMpG+LlQyObsO3bQMI56RB6LIZ8efs2oVkU8QuwY63E0UkzYbLQqJm8bKG8dgVwbsfKEapImDQUwXOypbkziU8lmiu6TMToHjw3hx3er3YgCD2V5PgtYJaErj3sX7UoikNHin0Hsr07pTm/45hl9JTCpKEQWZLnzQLGNC++bPt0LpUK8fWjEY3Y9m1Q1umoEaryeFYW27dLaNeJuHuUUxNCu06aEWOVSxfN03/gmRnl1ApC5QeThofk1cuVm9fFEWPL7yOjAogxPXlWJjtyUO1AEHrKsM3rQNSI9ljGpRS0YWPtq/8Ag0Ga+h2/kVSubSFkd0/l2hN2pPx9ku5KcMjNkRydlauXxIHDKudc0bYjfgG0fkMWv1loHlXJp5dAqPLgKbfYscNir/5Q/ouekMBqmslvSXNnmqf/pBnyAm3cvLxbRMheqvSVBuXsaWnuTLh8QbhzW7l6ibi6CS3KNmVs5SR27cGzMtnRQ2oHgtBTQ45dS9zchdbtK6Y54uqmnfg6rVtP+mu+vDUWh0aip0WVThruP514b8Ajz87it1NUjMdeSGAQrVOfJWwFVZdURuhpoVy+qJz9W4jpBRW5UKFWqxk5XujYlW2LlZcswHFI6KlQpZMGyM8rVsDzc1UJxO6E6B48LZUlHlE7EIQqPc7ljWtIQKDQtEVFN02I2LOv+PxIdvKYNOMXnptT0QEgVEZVOmkgoeHFSmhgdVUisTsaHEJr12Vxm/BiA0KlU04m8uvXxJ791XrKWmjWUvPyFJ52V/r5f/zWDVViQMhGVTppELt0p7XqFvw/cXPXjJoADg7qhmRHQtee/G6qcjJR7UAQqsQYkzevp2E1aZ16KkZBQ0I1k98Cvd48/SflzCkVI0GodFX76QmtVjPhVWPSVWNGhnudeqDXqx2QPdGQUBpeS47bpI1s8jROVIVQBWAH9/K0u+LQUWoHAsTTSzv5bWnxXGneLLF7H6FTV7UjQsiCKn2loQD38WNBwc9YxlBAiO7Bb6cop46rHQhClZLZxOI208gmNLiG2qEAAIBOpxk9QejQRY5dK69YDIypHRBCxT0rVxpyLrAN69nFZC47kOBGQq/egr8OAMB4i21dw04ncYNAAuoIXfsKNd2Lb1+tgdi+PXgBAIDhOtu8jp1J4syFhjYT+nWjLk9xXkXDa9HQcDluszaiEV5sQKgYeUc8z8/TdO+tdiCFUCr27Ec8veU1y3hGumbEWHAo93kjELLdU/yN+BBPY0tmybcDhCGTNKP7UvmIPHeNYuTAs5Xl0+STQHuO04wdJnjfkuf8Ll8zF9seWKJ+5VbFyEFJZfOnyldchP4vaYbGkNxd0ow1ylO+0LQQ3Z0n38S7pAgVw/Ny2e4EIaot8fJRO5bihKg2mrETlRtJ5l++46m31Q4HoYeeiaTh9mF2xVHoO0ioE0rDmosDOpGsY8o1BXJPsrMy7T5SbFSL1ogQBr4o+qWwfWeLbc97t2O5fyvXFLgUx656CEOHC/XDaa2W4ogBNHc/+ztf7d17IrRWXVojDGePQagYtjUWFC5Ed1c7EMtorbra194BSsy//qBcuqB2OAjd80wkDdyFRraiAfdvteidCOHAOeSawb8BDXW+V049iYcARmPJ7QE4cIWn3eWaQOp7f+plxxDqLfGrNyt2Z+xP6NyN37qhnDujdiAIVRY8PY0d3Ct2jCbOLmrHYhXx9tG++hb1rybNmsb27VI7HIQAnpExDQFtxKEAAJB7l2fcUfYkKG7NNDUE0HfWvFZos9t72SWgnWtAgG/h7cnOXcQlgtYQyUUXkFJ5pgLeFADAlMLTGXfNruC9sTtatz4JCmZxsbRufbVjQahSkGPXEgdHoX1ntQN5FEdHzYRX5ZV/yauX8dQ7Yp8BQJ+JX3roqfVMJA33yMra/0jHzSB40UEdqb7wuD8zP7VJXhWv+PfRtvIttj0RPKXuUXo9gdrtBe+p8pJVENOUCGnKjg3MAMCehcmRxOju0tyZyoWzD+alQKjK4jeSlJOJ4nNDQKdTOxYbCII4ZAQJqCavX8VTb9OQMN3Z00SjYS1aC02a4wBnVMHsnTTwrJPLfp296e9USeMb0Xv8pIERrgRAyTi2+JfZcRdydUGtXnh9fIcADZSl0NZ9ocO/1Q1n/PJmed402eF9sb4jAEDmGbZqiXwJaLtx2q6RRCy+veHMBuGv+bLPP8X6YeKYcbAhli3ez/V+tEVfUV4gPxOPYtJ6EaRadbY1FpMGhOTYtcTLR2jRWu1AykBo14l4+0rzZirnzxZcapAvXwSjQWjTQeXIUBVj5ytd0qm/ft7jPeqbmfNm/meww5apy88xAJ6RMO2nxJqv/TLn9w87pM75bnWSUpbCR+H82gF26NL9cX4CCW1LA3OV01cBAG7GSz/PYHILzVsfanoUZAzFt4eQKMk37972nhHiqHe1//qf7v13NJ28eTYhvpVuZPXjIETsHKNcu4IjqlAVp5z7W7l4Xuze+6lbOJ6G1yo2cwMOdEAVz85XGhT35qMn1mjqoydM8XJ3YAaJA+SfOHg2rPuUOk4CcYru3XTZkqN3Bge72Fzo/6jLbyTthLwexPphghMBAGDpPEuBQD3IV+RFG3nEOE3/hkQoZfsMksMhRA+5x+VFh0ivsUKQAABwI1HJ8KS1fS21+fShEY2IfwCL20TDa6kdC0Iq4VyOXUuqh9CGjdUOpcx4foknudLTlZOJtG590GjViKgEi/Pi/D3PNO8wFHt4yzta83Z/KiWzLavZqavcpCfBjcVevai/DoDz/dPMq84/3Jh6C698JIY8ZUnes8rOSYOuerP2wDPiv54ydb8hsN+n30SIoKSkpul9fQu+oEUfP4+M23cVRba1EPxLnCoGgyEvr9AClb6Ret1ffN6K3KhaCs0Rjm/X5gab6jhnJ8Y6Z7jK7ln5h/Y83Ng5UC65vSHYUMc528A07ILurz/z2jRikKzZsV0M75+jS+d37dtJVuXl5RXZL3vTtGijX7ciI/EoCwouZbO7dytqh63Lz8/PL/kRWeHS0tLUDgEMBoPBYFA7ikrRFYwxo9H4JDWIp447JN/KHzoq+wl2Jz09/UlieBJO7h40M+PBS4USacEfXBBZjTCpdj1Wqw7XVejt1IyMh8EAz9Ws/V2f7G/qNEh2MQsnE3R/Tst/fpzJrbHYL7TQTz+DsG+L4O+XcTdJ2DLL4aqXqdNg5pgnHNiqm51pGN1HdlDozbuOAVHGlsH336VVaDq7a/Xno8lkKqcdtF1mZqbaIQDY9dNbq9W6urqWLC+PgZDEo8s/57W9e2rp/36etvt/77blAEAKDddRgAPYXliSRqNxdnZ++No5EkYw2LZTv3Y/gBME1edjuukC9LrkTMLuajYvLTIuov5IPrTI9jywjmloB111Vx24wpBRZMMG3eal4OzP6w2Czk2ddBU0zigvL0+r1Wo0ZRjEUWZNW8C+XY6H9nIrj1GYzWaz2Vykb9WQl5en0Wi0WjV/PEmSZDKZnJyciKoDzfLz8wVB0Kk6Xk+WZaPRqPpZYYeukCWydwfUrudQv+HjVcAYMxgMap4Vg16AFYuhIG/w9YeR47iiwNnT4t8nxU1rYasAIaG8Vl2IbAJO5Xu8Cs4KR0dH+uBpjtxT5IoCfUZoGztrAaBWNTLzR82pW5pBDcD/wfs4nF9BeAveu5ETPQnncqHba9rmrgAAQQr8FKtPHQT1OcnNg+DG+qbFVyEuyWAwEEL0qo48KzgrHBwcBFVveNm9K6iV53TsmzQoN+NnJzgNHhHlQXXeDdo1dvrm3C2lfYi3h/Fsaj4HFwIsPTXL09+LUDdbCy0FLYqiWDTykDYwvk3x7Tq8AdYGCRXa3mAwyPn5bgV9rY+AFyOeqA8eV15eniiK5X32s+ju8pL52pRbtEZYyb9yzs1ms7r/AgEgPz+/ArrikUwmk16vVzdpMBgMqneFyWQyGo06nU71rhAE4Um6gu3cK2dnacdMJI9bidlsNhgMOp3O2udpuatdF97+KPvMKUHv4FSz9r1hGQGB0DmGZ6Qrp08oJxOVzethywYaXIM2bEwbNSUuFn4sPjmz2VxwVjz8pszgkn8DWttLuPfkWoDiJUgS0xXubcMZedMVGPiu6K4HsygBAb2jpmAD5iABB1Gv0WawbK6E+2uImRtF4uoI1s87k8lEKVX3H4gkSQVnRfFvpYplMpkqJn+y704SF016/MpNLRsOq63PObvzcE74gGoUHCOj6syLi7vR/rlq2fu3JPq0+cyfArG5ENmR0LgZi9vMErbSsRPVjgWhCmQwsIStQrMoElitvJqwtgIOz1N2LmeHzisGRxrWROjdg7pTAOsr4zyQvleauoEM/VysU+gnrFarhIRRUSw2kJN4eArtOgntOvHMDOXUceXsaXnDali/ioaE0oaNacMmxM2tvHa8QICVeXEeYnzvBsU7WhOuBwDQ1BVa+kjbVzDPbtQpR4nfpvi01dTUAE/nGYwfmW3eeJMzAKcgoccLYougUlIHVJHsnDS4th37yqVff5o8Jhd0XvW6vflyWzcC4Nll8mu3fv729c1mwT1yxJTeARTKUojsiFKhU1d5+SJ+I4mUOrIBoWeJnLCVm81CTM/yaqBgRZu8JuKQ54gmTdm2Sp4rkzeGUL3Ct/8uJTCh93CNa4ayZY00n2pf7UFotrJ8mpwUJPQeR91M/PAGec7v/KV/iCH378qxFLZsjZJPy3rJm7h73Mse8vKUs6eVk4nyxjWwbiXx86cNmwhNmhPv8n4izOK8OAC5ifI+Ex3V4t4VK+JIuz4nnPlNnnEEAID6CCO7UEcCORlcEiGwvfhiY6rJVvYtk1fPlt3fE2s7lHPYyCb2vpxCfVuO+bTlmOKlnk1Hf9p09OMWInsSmrZg8Zvl+C2a0RPUjgWhisCzstjenULbjsTdo7zaKFjRZvwgIUwDEEoHZCg/xCvXBtGwc2zPddLxPTEqAACoe67yy252KVoMOMnOynTASLGRCwBAsDckfyPvOyuGRAIAgMQTFrI8D0KzHjsi4uQkNGspNGsJ+fnszCnlZCJL2MK2xd7LHho3JT5+dtn1IqzOi6PwIzsUjyht9fvDtnJPyb8vUEKHaV5uTPUG5eQG+a+f5OFvi/XaaL54cK/ZgUYPE87/Wz50VqzdxP7RorJ7lmaERLYRBKFTV3nVUp58kwSU26VahCoNtmUDiILYqWs5tmFtBZzblxSDN61z/+vZrx713KJcvQ0uVlbGKXBlo7RfL4xqrcxcZ4fYHB3vZQ8Gg3LhrHLmFNsZdy97qBdB60VYHOH0OG7GS7PX8YCumrdiqGfRgczKTXYkmUaNIfeuHnN+ZhfLqq3p24rqAUBPWwwSz/6fdOC0WLdlkTsRxJ14ayE7n3Oc/bJSwKShKhKat2IJW+X4LZoRY9WOBaHyxe/cZkcPij36gqNjOTZjbQWcyxkc3IjL/a874kpcgGdkljYCIP+MvPww6fEPweeCnSexd3CgkU1oZBNx4FDl4nnlxDG2bxfbvo14etF6ETSyCQ0JffxvZivz4tyTdFhJry40eHilhwgiKEYucSgYOMklblJAJ8LZxebVRmHKGMGZAAAoqTxFIjX8MWOoJDBpqJIEQejQRV67gqfcIv6Bj9jY6nAtM0/cJO8/yZNzwLuu0GugEO4KYH04mOE627yOnUnizIWGNhP6daMuOGQFlTt54xri4iK0aV8xrRVfAUeSAHTw4MltogcdAclc6C1FRwDwHGXtEiVokKaZJ5Tf9BwabcE1BlGWlAvnlBPH2JGDbM8O4uFJ6zd8zOzhykElw4MGcX7u5MNH5V2DaZAbgMLPn+UeEdT1QZ0E6nUQ3GewRWugc2OqNygntrCrXsLYelDdjWp/ZQvXQXQjKmQphzbKmXXFDna6FoKeGCYNVZTQsg3bvlVO2Kp54cXStuPWhmtp+Mm/pGWXSZd+YhfgRzbL8xfA65MEj3TLw8G0d9n8qXJehNj/JaJJU+LXSDMMmikDaOWYyA49q5Qrl5Qzp8TnR1bUnIklVsARNQDZYH7we9oEZg76+/f1i48A4PzYMvl6PXFyowr6YS1q7mcPckFfKcePsj07iJs7rVuf1ougderbtq4m53fvcHabrZhVZKbrhmN1I5sAT1cuppLqoaRwTQ51xPEvsS2b2bJ9sllLAuoIL44Wwh0AwsUxY+SNm9jCnTK4kJBGmok9qTteZ6gsMGmoqkRR6BAtb1jNu/YkPtanys61MlyruheLOw5tJmuiwwAAwr1g/mp+MxfMVoaD0Th21UN4bbgQKACE0wDKv1vG/u5OG5fnFWNU5bHYtcQ/UGjSvJzb4fzaQeWON20eTgjcXwEnjp2+Cq09CNzkuRwKfmTzPJ5HSIg7gMURAApPusbvZkifFZrE9o9/sIJJl8v1wpwo0lp1aK060GeAknRVOXFMOXGMHdhLHJ1o3fo0sgmtXa/IQ563k8WbN3hYTfAtGK5BSOspOmtLgBFv4dXvLTwG4lFXGFrXQrlXQ3HUY07AhcobJg1Vl9CqLdu+jcVvEYeOtLpRrpXhWulneao7HRhyv64QYcwbAADJFoeDKTztLtcEUt/7nw+OIdRbYldvQmNcCAOVF+VkonLtimbsK7b9Vn4iVlfA8Qun+gR+MQ0CfQAAsi7yNAdaw8/KCABKO07UNr//W914Sv5jO/SaJNb0qLg7+pTSGmG0Rhj0Hahcu6KcOKacSmRHD4GDo1CvAY1sQmvWkZYv5omHHQAYAER3F7v1rqjgkPowaajCRI3QvrO8aZ0Q3d3qo9vWhmulbePgTjPipfX7+e188K5FY54T63paGQ4mkosuIKXyTAW8KQCAKYWnM+6aXb47iKoyRZG3bKCh4dTKpOl2RaBeO2HrDPZXLOnUgNAs5cAGlhcutqoBGi60rWZO+Ev2fk5wy2TrNykBXbQ1tXDZ2giAQPJghqf8W0Ao8a5O/NSYn5iQe9lDv0H8djI7kagkHmZHD4EgApMfbMXiNtM69WlIqAoRIjVg0lClCa3bsx3b2Pat4uDhj9q26HCtM0bOLsuxgtB1sODF+fFYef4MmPiWGFxwlbXEcLDa7QXvqfKSVRDTlAhpyo4NzADA7Dw2HKEH2KF9PPWOOMT6VTT7cqgrvjhcjo2XF8RzcCbVI8SXegneFABI51c0ZBnbMN1sdKQ1ozX9o4lQ6giAyof4BYgxARDTk99IklYs4beuF/4rT7oKmDRUGZg0VG1ardC+i7x1oxDdg3h4Wt2s5IQtlAA4CX3Hig0cAABCvOHG1/Lec2JwwZ3IEsPB6oeJY8bBhli2eD/X+9EWfUV5gaz26hLomWU2s62xNKIRDQ559Mb2QcC/hTi2haW/ONHOY2jnomWljAB4wDFK82WUveKzCxIUTOtHsKJJA3FxUSseVPEwaajqhNbt5Z1xbPs2ccDzlrewOGGLixsRvIj//W996kl8tZCdqVw9wFMtDQerXx88I8RR9xcDU5Lko4TULO/pbFEVxXbG87xcDd5rLwdCs5ZsW2yhAgLMtWcWaQAAIABJREFU4mrE6NmED8pXeXq92LYjO7SPZ6Rb+OuD4VrjeheZ4s2vBtGkKjfy771U7vBkiXh60/QT8vp4Jf/+h0jBcDAHPeQel2fMYjfuX4u9kahkeNLa1p/aQOhx8bxceVe8ENWW+JbDNMlVHvH00r79EWncnFWrTlu2oXXrS8sXssMH1I4LVRC80oBAaNdJ3r2d7YyHkr/MrE7YEiG03Cyt+0OWu1MviR9aJ6eHiiPqgBNYHg7mlE7oYnn5IoiOIuQ627gD6o8QqmHOiuyPxW0ChQvR3dUO5JlFfP1g0LD87GwPDw+BEHn5Inn5IjCZhLYd1A4NlTtMGhCA3kFo04HtiIdW7Yuut1vacC3aY7JGu4IlzJVyKQmMEF/qK3hTAGvDwbyFoeNgzRq2YiY4B5L6QzUxTXBeWGR3PD2NHdgrdIohLq5qx1I1UCoOGQGCIK9bAQoT2nd+9FvQ0wyTBgQAILbrzHZvJ2uWaYNrKPUjaHANAHjEhC3UlXYdS4uvAWR9OJhLbWHku2o8OoaqEHnTOqLTi/jVVZEIEQcOA61OXr+K5+aIPfupHRAqR5g0IAAArjCgArl0XnfpvJSwRejSTezeR+2gECobfuumcuKY2H8w4IM5FYwQse9A0DuwbbHAQeyFecMzC28qIwAAFr8FDPmFX/L0NBXjQegxyBtXEw9PoWUbtQOposSYnmLPfmzHNnnVUuD4SMWzCa80IAAAnnKrZAnx9FIlGIQeg3L+jHLhnGb4mKLjclCFEjp1BUGQN6wGxsSBQytgAm9UwTBpQAAAxNMLLl0oUuTgpFIsCJUd53LsWhIUTCMr44yKVYrQvjNotfKqpVySNENHYt7wjMHDiQAAhI5FBzQKgrxgtnLub5XCQahs2LHD/NZNsWc/wGdyKgEhqq1m2GjlxFFp3iyQJbXDQfaESQMCACA+vtp/fsY7dJEim4rPj9S+8zHx9ZP+/F1euwIYe/T7EVIRY2zrRlqnPq1ZW+1Q0D20cTPN6AnKhbPSH7+B2aR2OMhuMGlA9xB3D96lu7F7H6FZS+LppXl5ithnANu/2zzte556R+3oELKK7d3JM9LFHvi8T+VC60VoRk9Qkq5Kf/wGRqPa4SD7wKQBWUGI0K6TdtKbYDSaf/qG7d6udkAIWWI0sPgtQpMWJDBI7VBQcbROfc24ScqtG+aZU3l+ntrhIDvApAGVhlQP0b7+rtCwsbxupTR/NuTnP/o9CFUgOWEbNxmFmJ5qB4Iso2E1tS9P4el3pZlTeV6u2uGgJ4VJA3oUvV4cOkozYqxy6bz5p2+UyxfVDgihe3h2FtuzQ2jbER8PrsxIULB2wmTIypSm/8SzstQOBz0Rwp/CKTgYY7Is26s2s9lsNpudnZ3tVeHjyc3N1Wq1Wq320ZuWG7PZbDKZXFxcLP85MwOWL4Lr1yCqLXTvU35Pw1eGrpAkyWg0Ojs7E1VH4+fl5YmiqNPpVIyh8nSFIAj6YlM9rpgHp0+Dkx5MAvjVgs69IMwNAMCYDAkb4Mx1MBYtN6VA/Hr4OwnMOgiKhG7dwE8HwOHQDFhXKBumXjD+Xahe/AyXZdlgMKjeFfn5+ZTS4l1RsQq6wsnJidr+RGXqHZjzOwgCjH0FPDztEkZl6ArGWH5+vqOjo6DqBCH5+fmEEAcHB3tVSCnVaDQWyu3VAHr2uXvAuEnQKQYO7oXZv0L6XbUDQlVb6lU4cQpEL+g2GkYOBq8UWPgHXDcDz4E1M+A0QEyx8nyI/QNOA3QbDcN6AU+EhWshnwMokJEJQe1h6Kh7/z0/ALzxs9HefHxh3CvAOfwxHdLw0+Np9VRO7iQIgh1zOkVRzGazuj/mACA3N1f135SKophMpkfE0KOPUq+B/Nc8Pv1H8bnnhaaW1qZ6MgW/KdXtioIrcDqdTvXflKp3BQAYjcZK2BXS5tUKAO09WdPcEwAgPIDd+UY+fEXnlyOdZzBgtKaZS5HyYCadyoHeb2mauwEABEjSf9fCjec1DYmSlSMHN9Y2rVV6DIQQg8Gg1WrL8PO6HBgMBtXPigddUbaP4sAgPulNaeY0mP2r5qXJxD/wCcMwGo2UUtUvxQGAVqsVRTW/T41GIyGkAroCs2lUZjQkVPvGe7RehLxkvrTwTzAY1I4IVTlK0lXlwk3iEUJretwrop7EQwCjEXLN4N+AhjoXLwcOQB7eVhNFAA4cQMnkGZx4eYIpm2flw9N3w/ZpQjw8NZPeAGdn828/8/9n77zjqrjS//85Z2ZuoZdLlSogqIDYsGEFLGCLpmk0ahJTTV2T/Dbf7Zvv5ptsdk0z2bgxpqqJGntBRazYe8OODRu9Xe6dcn5/0JELgsClzPvlH85zZ8595jB35pnnPOX6VWuro9Jg6jQaxN3/eOwfu6uX82KZa38//dMjTRZRoNI20emFKTP4x6cpaWfMn36opF+2tkIqHQt5/Spi8NC8/QbnUu7/uJMqXwLtHACv4cKcp2uRC2FctJuyfYV86Ra7fV5evVVxG8QFC2DZLEdmhxea//pH8z9+b/r7P6UDN1TTofkg9g7C7DnE2dn8zZfK1SvWVkelYVhwp8jn132x9lzJiV/XHz/3b+3+yr1YyZX132/0j5Hb6MqGSlPC9Y6mfgHiku/Frz/jRoziY0epdeZVWgDl1Akl/bIw8/ny683MTm2SVm5TPMdq+rtX2bG6nIDGTeTO/kdacBgAqBs3bQS1ISjIYSIP78H8jCgq5Ct7l0mrFkpO7/BdmiymTKUGxM5e8/xr4rdfid/MF56eTUNCra2RyoNiyWjIOLB2VUpJ1k3xnnntqstVljIJ7zLxg1eHWDOwvRaYGXuPIOkq7prg4oqYnoj3rnJuDJvWIbMPpnmVCfLS8PYelLtL9CCaUYl4wqNyQKUAn66B01DMUgvG1Alxc9e88pa0bbOcvIldSOOffFpNflNpXhRF2ryOBgbRruEAkHtWXvmLdAk05hlNXCSp+NnfLy88JX39kxL4pPB8FNUZlZPrpaWfSlN/x3cdKPy9opu2nsY+yZ3/X+lgGt9F7X3VnOj1wuw54ncLxO++Fp6aRbtFWFshlQfCgtGgGfa3rbtgTv796K1xmz6IbWUmwv0c2I1FdzC2H8JtkX4ev21GcQIml75yKEhPw5ZMVL0BZOaDumF2JDRleYYlQU4OlR8r2LITp0yIadmzaKtwHB8/hgYGSb/8aP70I+GRx2lUb2vrpNJukQ/uY3du8y+/CQA3t4kL1zKvOOGteOpS5T5Vi5yxs7vkvC7CuP5UB0BH+07m0/4k7j/Nh0WjaogncSIGDfKLGVO7XzUzGo0w63nxh2/En74VpsygEVHWVkilfupcY9DEfrAtlpVkXb+ca66ywkd4Ry9/Q+vx3LFi7L6GiBiM7wwCBLnBmI1NZzDWHUXn8f5e5Elg1X/8WQWwc0N0ADjAaJSLi0XXKjGn6cex0QSDer9oCDS4i/DGu9KyxeKS77lzZ/hHHofGyjH/Ku0QUZSTN9GIKOofCOmKtHgDC39GmBBBqobwW5ATjodSwkQGHQEAJjKTAi2PtCXmVSXcqzM5OwIAyj12WyQBnqrF0BIIGmHmC+Li78TF3/GPTuV6R1tbIZV6qDswQbn267OjZn2fVlwtKIg4z1h767vEVvNEYCUQXNDTo/xtgcLdDqIIGXD0x1w3sBJ8l1T1ANwrhKsnmIgsMzTVV+FLbmPRWYyNxamNLXcK7QNiayfMfF4+fEBa+aty/aowZQbp5GttpVTaFfKuFFaQL4xMBIArB5QcZ+rD2LmTlXcoBz9qtCDvOoRzWiAvXo3hUVRnVE5sltNduVld4etINV/KP69FbA/K5SkHN0i5YfyQzi1/dh0UjhOemiUt+1la9jNMJdzAIdZWSKUu6jQapMNf/XV71w93rnu0q1PVwlBEa99qLAYA1AWvja/cNOdg1y3494AOoFp4a8GKUU1fhnuFyL6AuQeQr4DTant3M89whR5gJvy6G4a+GOGEUy19Hu0Ernc09fETl3xvnv9vbvhIPm500zh5SzLkLavl09eYkSNeoVzcOC7YqfJT5a78n6/YqD/wQdWzxhsqV2m1KAqKi6UdyVz0QOLuATCWeZfJd+QV31Tr3R4xUxNUq3yWdlpP/tnZ8uYkedleyawhXqHcjKe5ID0QxM+cKW3YJP+8U4I98e8hvDCGOql+hhaEUv6xp8Bx0poVkGVu8HBrK6RikTqNBvn2bWHCGy/EBNVSSrKVcucqFu3BTWfM7WoxnZSZkC1B54IX49CJx6kT+OG43TJ3TPfBkX04acAfgkHMLap2O4N4eGrmvCVtWCMnb2Lpl/gnphMHx4cakeUry+dL13y4xGeoo4kdWi999zWb/SbvrwEAuZDtXyPfkGv+xRsqV2mVsLxcaeWvNmdPQeChMG5oLACAkAGvagfUekQvC3LAOYx7IqwWO9E1gp+uBuJZFUr5yVOg1UnrVsJUwsWpHchaKXUaDULPmJCFx65KQ4LbQHqlVIQNe7DhFrp0xx97wt3yCyTR460ZlZvdw83Db+q2nsdIExbfxczxcCRqkvZDwwv8+Mk0rLv060/iJ//HP/ZUWax74yg8KadJ9JFpfA97APAz4NaH0t403j+CHVworj7FRAWkiuMBrIFyldaL9NO3yrV0ABAlAPLBvfyosdZVSaVZIIQfNwlanbRlIxNFfsz4+g+pFUteSVak7FwuHzyvGG1o555c4mjqRAHAdEvevEo+lc5MOuIXxSckUE9tXeN0bLi//OUvlj+lHr6mJXP/d08hJxXm3M24XsZNo62PwaY1ee9MWfh0HU7qMHsUHgmEbY1XSBF7T8MuGJG1dWKSJDH3Fn9MIl1k7L6BvSew+ijWnMAdhmuXsPYSwrvCuflP1mg0CoJQa4OQFkOSJFEUbWxsmmpA4mqgPfuwa+lyyhYUFdHgEND6lwOMRiPP89WmIvuScl1Lh/SlegIARIMLKYo5lI/yIc7+NGoAF2nHjt0gPYdRl9K/PWmgvCaSJJnNZhsbG+vWTi4pKeE4zrq9u2RZtuJUsPw8ad3KaqLCAmste8uybDKZ9Hq91a8KSqnVr4rSqWjyito0KIQQyNs2o8RIu4TVvbhpMplq1k5m+cov86QLDlzCZL5/V5J7RNp0GEHR1Als+3xxWyGNm8T39MDJTdJJxvUJJqRIWfWZdNaOS5zM9w1EeoqUmkl7hRO+wMI4Ne9gpdX3dTqddYuL1zIVzUOdLgRz0tyRLy8vAbavn1dVrnt0aeaSya0nrEHG6hTkBuCPA2DhEVCNkmv4cyomTsCA0gwQhWbkw8EHoRH4Y0i5j8GMJZthF43xXvBUvdgPAbF3EJ59Wd65TUpap1y+KEyZQTy96j+sBl7DhTlVNktr/A0PAAAbV2IDFFxCjXtLQ+UqrRNFuU+i+gHbOVzcGGi00obVEM38I080LCjKklfSm5f3XCdD3+H7eQGgToXK57vlS7F8wHn5eD5NfJPv4QiAGorZR2vkS5NpgCXvZmQznHFbok6jQTt5SYG4pKVUaTTSHewtQGQErl5HRSlzaoNIt9qfCzov9BLwSwpYFLwozp4RdhjFqeEaO1vY2Zbtw0zQA3YO8HeubQiVBkEINzSWBncRl3xv/vxjfsw4btDQxkZHWqr9p9I+IU7OxKsTu3WzQkK7PcQ6l0obgRsyAlqttPJXVlIiPPl0A0rNWuo8cueOYjTQ0PISfh5dqctmJf0OAix0JLHYwaSjU3ewglScXyTeZ9YTXm9vq2k972kFeShSsGs3dlURCoH4YgRq9/ULmBwP4QBWbkMh4G5QJg8uHGTXNP3dVSxBOvlqXn9X2rhGWvubcu4M//g0Yu9Q/2FVsVT7T6VdQz295ds3S32AXJ/+akBDB4HrN4hoteIvP4lmszBtFvgHW7q15JXMT2NwJPblDy7iQOzBcnJLO5KI21fILiOpbYGybaviNkgIFmBj2bvZsanzvmtaNdPjsWX3mVaaQf8+u/PNzq3Gae/cFQu61rUDscHcmdUkvAMmxWESAMBoFIuLaxR/AtHijeqHqDQBgsCPn0w7B4srloiffMg/9hQN6/agx1qq/afSrlGuXpGPHeLHjC8Ii+B1Oq3jw6XhqLQpaFQfgXLi0h/EHxYK059Fw0K+qnslz4qAFtoKo0EHLYFoBrGpvSOJpXE6PHVXhBz9yYm0v5cvKcrGrPRDqz5dcGHif14IbDUWw8OjMJik1uM3af/Q8B4aHz/plx/F777mBg7hEyag3j70lmr/qbRvJElavph4eXMxw1l+fqUPWaXDQCN7ChqN+OO34sIvhVkv4gED/e73SvICkA9zRT1QE8wMOsFyRxLb2sfp8NQ5B8TOu3rzsW5RA4cEzol+6cvY7XO7tP3fL2NYdhCbTuoBvZ8rnhkMP7XXUotAnJyF51+V9+yQNqxWLp0XpsysJzrSUu0/H/W9sz0jbd7AMu9p5vxONRc6MjSsu/Dsi+KiBeYFn2uefRn1pnfV6pV0dCa4yQoZHEqNhiJWRIi/Izu73mJHkgzVu1kLDfYY2AQGuZ47cU6qf8/Wz9Yz2HSy7P/XsjA/GeZ2cV5tA0K4mGGal96AKJm/+Fjevd3yrpW1/8Tv/1v5b/vlFlNWpeVhGTfl3Snc8JFqMXIV2jlEePYllnnX/N8vWFFhXbtWeCWfSaz2pPcIorp77GJW2WbeRZalpwEelR1JSintSMLxkC2M0+Gp09PA8m+kXc+rkvGklNzaPe8/Rzyf9GsXdv+xa9U27xXgahZCPCzsrdIMEF9/zevvSKt+ldb+ply5JEyewnKzhVMniJ0devWFrjQpto7af+XYxwjv19aUtKFylVaCoojLfiYuBn5EvLVVUWkV0IDOmudfFRd+Kf7nU2H2HItFZi16JUO5QZ3MKUslw0TOMVdet0nxGqEJ1sJsoSPJlTWqd7NW6q7TsPmtXtUDIQnVeQyYs+jlyHaxtEPvi2T4YisifdHNG9284dhkJY5U6kSr5Z+YTruGi78tNX/0V2Y0llr15p3bhOdfJS7qilFHRE7ZzG7dFF58/UFj5lU6AKSTr/DC6+I388WvPhFmz6nt5mCpI8ks7bSeZPiLAlkmr//KXGJDg2OFCbGEA/ShtXUk0bG9Fsdp5rNs7RDG6qiUIpuKS6SqnxNeZ6NtF14GANiehh/2VG662CI6EGm3cTUTDHCzR7dO6OaN8E7QN793Kisry8bGRq+3Zstxo9FYVFRkMBis8u0s44b504+qSmhUb2HKDEv7NyslJSWFhYWurq7Wrf2Xk5Oj0WhsbW3r37XZMJlMBQUFLTkV7M5t82cfcf1j+HGTKoQ5OTmCINjZ2dVxYHNjNpvz8/NdXFysW/svNzeX5/nWMBXOzs5ci4ebsHt3xP9+AUJpzFDzxQuE47TRA2hY9xZWowJRFPPy8pycnPh6A7qbk7y8PEKIg0MD89gbTt0nyWltbLVK/sU92/efvXJPdgno1m/Y4C5O7SV1YmgYCkqw9TQrKCFhXpg+EF5OAJBvxLnbOJOBE9exIw2UwM8V3bzRrRO6eIJvL6ff2mCiWFNSpaSPSkdBUaTli4mDo1qPQaVWiJuH8OIb5s/+Ka9bVWqwiKdP8JOf5KIHWlmzjkE9lhG7s37uhGc+P1zs4ufrSnOvX83U9Xr1u9UfJ3i0hxxFAoyLQlxoSWFRsZuh0tPloEffQPQNBIB7BThzE2cykJKGDSeg5RHkXuaB8DeolYibkvudjSw7S963m+vTv/6cTJX2gpy6U7l+VXjuFVi1t4JKa4Y4OcNYXFUib9+qGg0tQ92BkJkr3py9iHtmzcU/jfbXAyi5tvlvU5987q1BJ36aZGhHD8z7gxsqcLPH0DAMDYOi4Fo2zmTgzE2sOozlB+GgR6gnunkjwhcu1vQftxOIvQM3YLC8t7KwJ/Xxl1Ytk7dt5obGctEDG1jaRaXtwbKzpKR1XN/+NLiLtXVRab0wo7GmJCsTjDW2OL1KA6jTaBAPbky2nbXyb6P9y27WOr+Rf/34uRUT1x8UJ43pYK8BlCLAgAADEiJhknDpbpkH4oc9VgiAaK/wEx6lgUHGMyeprZ1u4BBicGO3b8k7tkrrVsrJSXTAYH7wcOh01lZTpXlgTPrtF6LV8QkTrK2KSquG2NoSF1eWnVVFRKSVv3DxCQ0uTq/SQOpbnrhfROr2yZuuJn/zn2WHbhQxh+Ch0154eoAnByg5R5d8vjD5QqHWp/+U154d4iWgIcJWh5Yvy7AAkGfEeTUAoqkghPboZfIN0Ol0xMYGAPH04p+Yzg2Ll7dvkbclKXt30gFD+JhhsGrEqEpzIB/Yq1xIE55+Dno1c0mlHvhHp0i//sxycwAQRycuIko6tE8+eogbOIQfHl+era3S9HB/+ctfLH5IncSjn/59WU5UfEywIw/AdGPr3198b2/kG39/vLttbbaDcn3V/352Y/hf/u/tKUP97m34Yq2x3/BQu9xt//rr7qC3PvrD9D7Slk9+zuwZ190ROQ8qbG5/kyRJoija1FtlzAI6AZ2cEeWHUeEYGAJvJxSbceAydp7D5lNIu4VcIwQOjjb1BEAYjUZBEASreuAfciqaCqPRyPN81akgdnY0vAfXqy+Ki+TUnfLenSgx0k6+zbdgIUmS2Wy2sbGxbvZESUkJx3Eaq67uy7LcAlPB8vPEHxfS8Eh+xKhad2glU2EymfR6vdWvCkppK5kKayWSEBdX2qtviYuBhffQT3yMdo/gogdCUeTd25V9ewBQH1/QlsjsUBTFZDLpdDrr5tSYTCZCiPYBy2w/BHWXkXabPG/hvomzxgXPN/j7uZKca1fvanrMWTRvspuFn0zJrRzdkMQRnTQEhvBh0R6b0m8pcDhxIK3zqFdDbTliG5vYa9kvR+4+6mf/wELP+75LkiRJarLajaVDlTRFz1N7Af0C0C8AioIbuTTtNk27RVcepssPwl7HQtyVME8lvJPiZFPTgyPJuJXPOcqyG7Fm61VRFNFEU/EwMMYkSapFDRtbJEzEwKFk7y559w45dRd69WWDh8POvsl1qJgK6z4eLE5FC1L6AzGZTM37NSuWEgJ5ZKJs4WQZY7IsW3cqZFlG+d3ZimooimL1qai4Kqz5pOR4MbQbIaQEQEkJOA7DR6JnX+zaJiWtk1J3siGx6NW3AW21G0XFVdGET6VGoCgKIaQJrwpLhmk9yxPEI+HjPedf2J2y70x6FnPxC4sePjTM2fKfwCZ69vvRAABzxs6lm3N7zQjhlJx7WTp391LPBO/m4ZxzJ1NRpAcVwvM+Y1EUxaKiogc99QejsLDO0qQNx0WDgX4Y6AezRK7m8BfvaS7cE45eExjgYiOHuIshbmIXN7NOYOfvCiuO2+cU6wBEeJum9i7kaB3FM5qdJp+KRmA2m81mc+2f8QIGjyA9emsO7hUO7cPh/WJET3O/QawZTIcmv8wagaIo4n3JqC1Ps14VwtmTurTTJeMmiwyw/EWtZCrUq6KC4uLi+ndqfqpdnLyA4aNoRE9N6k5h7Qpl707zwKFi6AN3020sxvtiM61CE/5ONRpNY4wGlFxa9cEf5l8ftfCbN/xY2rzxU6eue+eTvz8ZWpcDu+Tm3uWLftpl7Pf8+0/1tidKLoCqlrkCVhot8WDC+9Hr9U1YBMloNBYXF7u6NmPlQW9PDOgKVAZAcCeuc/vTdZTCxxn3CmAsfz6ezNDu9dBO7NV8utSFdYs7VZCdna3T6epZJTEY0DmIJU6Q9+4mu1M0J45wvaO52NHE0alJdFCLO1XQ3MWdWFGRuH0rCevuGDO0jt3U4k4VdPDiTlXJy8ujlNrb3/fCYDAgrJty9Yq8cQ1ds9zGP5AbM44GBjeHDmpxp6oU7fx/CVNXBsz5v94uFIBv4itPHnz7xQms0+F/D679NqZk7v3qb4tu9Zn13qf9O5W2IKUuBueStHvFDPYEcva9PBdPV0IdH1TY5KdsTRzLK0Aw4EY2ztzEwSuVFkMpZzNgLaOhzUHs7Pn4MdzAIXLqTnn3dvnQfq5HLy5uNHF1s7ZqKg+KtHoZk0Rh0hPWVkSlvUH9A+mLrysXzknrVor/+YyGhPKJjxAvb2vr1bap014WDy1fXTTlqxUfTYmwAwDbLgnvfDt/uvnXxXsteI6LD/286Fbcn/80rZ+XhimKwhgAm8h+oZeTk2+IULL2bT7mNnCAJ22AsF1CAF8XjIrA04NqfqRrlQkjrRlia8vHj9H+/q/8yET57Gnzv/4h/fIjy7xrbb1U6kdJO60cP8InPtJULiIVlRrQkFDNG+8KT81imffMn34o/ryoWq6mSgOp09OgFOYXOni5VUuL5x2cbE3XS2pfc5dvnDl790TyS49+U7pNXMf8/b8vRbqMeGVOxmcfv5Zk5pwin3o10YsCeHBhu8bHGQEGpGdWSopMEGUI7abDR4uh03HD4rgBg+WDe+WULfLRQzQiih+ZQNzUvqWtlZIS6bdfaFAI17e/tVVRadcQQiN7arpHynt3SVs3mU+/z/Xpx41MJM0QCNXuqbNhFbuz+LHIuab31v0wp5czB4AVnPp6xug/yP97ctUMr/aycNACMQ11k1eM5Ydw5qZir0Nnd7rrPLp4Yk6sFYpEtaWYhroxm+QDe+XtW1lhAQ3rzsePIZ18GzSAGtNQQfPFNEgrlshHD2ve/H/Etf5LTo1pqECNaajAYkxDHRiLpe1b5T07QCg3cDA/YhQeLk2xrpgG5a78n6/YqD/wQRWzZGbHNkn7TrJbBTCEcQmTuCAHADDdkjevkk+lM5OO+EXxCQnUUwsAxuty0lr57DUm29PA3tz4kdS+9muvdcQ0EI8nP//vvrGz+vt/HNY9yJXLSz99OsvzqQWbprUbi+FBYdi0Dpl9MM2rXGDCrsNIvo5MGT6eGD8A3fUAkJeGt/egMvOGYFQinvAAE7HvMDam454EdzeMiUY/57LKDY4bO2BWAAAgAElEQVQ2eHYIsrJySrtc9gnE/K34YB3eHA1ntchN49BouZhhXP8Y+fABOXmj+fOPaVh3Pm408fGztmYqZSiXLsgH9/FjH3kQi0FFpcnQ2/BjxnMDh8rJG+Wd25SD+7ghI7iYYU3f4EYuZPvXyDfkKg95xk4uFZddJiPG8yPADidJP/6E117inIuVtV9L5z24xGepXYGyfZX4XYnw2pNUlyn/+IVUFM5PmE2ELGXbanGBUXj1EWrVosP1TBP1Gv/ZgfPPJa3fderKXdFp2u8GjEmM9u5oZZIVpKdhSyYq+6gzbNuGFUY8MgCBPI4cw+cb8OZ4hArIzAd1w+xIVEySuxMAnNiHRTeQ2A/ddDh9Et9uhs1ERNZm4HbzxtsJ+GQzPliLt0bD07H5T7C9wvNcv4Fcn37yscNy8ibz5x/TkFBu5Fjq529tzTo8ollasYT6+nEDh1hbFZWOCHF05Cc9yQ0eIW1eL21aK+/bzQ0fyUUPaKLuFYwdXCiuPsVEBaRKsI6SIScfx8BXhNjOABDkih9XsZuFsLsoH8+niW/yPRwBUEMx+2iNfGky1SXL6c7cnKmcNwcEUS/K/rVMPjOKRlnzbfIBbCvONTLh6ciE5telVZJ9Hu/vRZ4EVuVaEjOw7jbixyPeFQCCnHFvBbZcQ5cgZBXAzg3RAajmsxORegVd+mJ8ZxAg2BHnl2HvLUQG1P6lAQb8YRz+nYT/XYvX4hGiLso/DBzH9Y7monrLxw7L25LE+f+iAZ25kQk0SG2JZDWkTetYbo4wY3ZzF95RUakD4uYuPDWL3bgmbVgj/bZUPpDKjx5HQ0IffmDS/RHBLxFFR6WF+yrF2WnsnhOdVP7SwvlzM18HADMDCCoWengeYGCMZWUywZu6l8tt/KlBlNNvIirkoTVsPGrH4Xpw9MdcN7ASfJdUKSzKRxGHgHILkugQ5Igtd6F0xr1CuHqCicgyw9G2cn4Zq7wkwEEAlDoLOBns8d44fLoZ/9qEl4ajh+pWf0hKTYdefZWTx6TNG8QFX9CAztywONo13NqadTiUa1fl1J183Bji4VX/3ioqzQzx8ROen6NcOCdtXCN+M5+GhPJjxjc0CqomNq7EBii4VK19QNYdBieas01ct4/dKYYhhMZP5MNcIIRx0W7i9hWyy0hqW6Bs26q4DRKCNeSyPcR7LFeBgQKA6TbLlplD/kMp9tCoRkM9cFp4a8GKUXUlQa+HRsatQvR0BAAm4kYBCvWQGO4VIvsC5h5AvgJOh4F98GQo9AKGheLL40ixQzc9zhzDJUe8XF+2sJ0Wc8fgq234fCumD8TQsOY7yw5DaRB1RJSSdlravEH8bgH1D+SGx9Ow7mpT3RZCkqTli4mHJzcsztqqqKhUQkNCNcFzlZPHpE3rzJ9/TCOi+FFjiaFJK76UlDD5srSR4+Ie5VwZO75R+nEBXniL97OhcRO5s/+RFhwGAOrGTRtBbQi6DOYMX0i/rER8L8JlKTvWy0ZAVppSpYajGg2NQeuDIY7YuBP2vdCJ4PhJHDIBDLIJ2RJ0LngxDp14nD+Lb1PB2WK6D7r2RL/r+HkjGEAoYkYg7AEidrU8XovDj6n4fg/uFeDRvs1/bh0BQmjXcE1YdyXttLR1k/jdAuLViR8xkkZEqaZDcyMlb2L37mheeQtWjbpXUamFiszMQ/vlLRvM//4H16cfFzeGODRRZBklgC03bhZfGjbvb8CND6TUc7wLkb7+SQl8Ung+iuqMysn10tJPpam/47t25mc+g/Ub5SX7mM6D9h3HSz9JOl19X9O8qEZDo+DxSDw0B7A2BUYNuoUiUcEmDTR6vDWjcq/IKIy5gTXn8Zgrlm3AeQ/8TwJ8NLh+Bd/uwA/DMMOvntaXACjF0zFwssHqoygowYxB6ipwE1FqOnQNVy6ck5LWiT8vIp7e3JARXM8+7N4dsmObPjdHDgrhBw+HVdsJtifYrQx5RzI3JLa50ljuy3KqNZtpcgle24oajX2oA96bjM609nFUOhAcx/UbyPXsI6fulFK2yEcOcYOG8MPi8fC9C+wdCedKPMuf+tSFuGuQn6ucOSXndRHG9ac6ADradzKf9idx/2k+LBou4fz08iVU5Zp0hJBgK5e7VY2GRiLYY2IsJpZuKFh+Ee5e99XXJPBwgGRE1nXsKcKz49FZAICgLhh/HYvO4TE/PEgCPgEm9IKdDov3odCEF4ZDo76kNR00JFQTEqqkX5Y3r5d+/UlOTmJZ9wDwYPKl8+xCmvD8q6ql1gQoirh8MXF25eNGN8/492U5ofZsJk7G87GQK3ZiOHMcpwzwoBbHUelwaDTcsDgaPUDekSzv3iEfSOWHxnGDhkJ4iJK9HgFEOKTcKOZcbQFAuctuicTXQHkeSgkTGUpbLzCRmRRoeRQdlxYfJAmzOB8OAG4cU3JcaBf3pji9xqMaDY2BGbFkO1z6YrQBAKQsHC1ALx+Yr+HPqZg4AQNKTVIF13Pg4Al7CqrAKAHl15tRBBHqLuJdk9hucLbFghT8cwNej4edlX1U7Q0a0Jk+/6py8bz0yw/lMgJAuXJJuZZOAzpbUbf2gbxzG7t5XXjhtYe67Vqg1iwnwEI2ExAVUPn/wutYLmNGNGwtj6PSMSE2tvyY8Vz/GLk0M3PvLi5+DNcrupFvEfpwLjpJXPutJI2iriI7uFbKDuSfCoUt5ZwWyItXY3gU1RmVE5vldFduVlfYFhG6RFq+GLH9CLkub9iBbk9xnaz8AqMaDY2B6OAJLN8F0hP+BCkHYPRDrCt0jugl4JcUsCh4UVw8h01FmBIOBw0G22PlNtAe8NXg+hWsuo0ho9DQ534vf7ydgE8344P1eGsUXK1ZEa59QoO7EG8fln+mmjQv10rqtB9Y5l1py0aufwwNDGqO8WvNcgKzmM1UuYsZK/ah+yB001geR6VjQ5xd+Cemc0NjpU3rpGWL5Z0p/OixtFtEw0fS0NGvCJoVcsr3YiEl3uH87HGcgQKh/LOz5c1J8rK9kllDvEK5GU9zQXpAzz3xDFavllf8F3bepNsTQnxPq4ddqUZDoyAYPhTF+7BlF0Q9QvzwZi84EUDA5HgIB7ByGwoBTw88nYhoOxDg8VFwOoxNu5AtwcUFo+MR51V/QMP9BLnj3UTMS8L7a/HmSPhZrfh1u4X4+CGtmtEgp+4g7h7Eq5O1VGrzMCYtX0Ls7Pgx45vpG2rNcoKlbKYqu9w8gyMO+LNXneOoqADE01uY+bxyLV3euEb8/r/Uz58bMx6UY0nr7TLvKp7ebMw44u1T7Rj7GOH9mGoS6kDjZtH7M4ecw7gnwmpZdrbvwk17u1UtR6tGwwNBbDB3Zk3J2BEYe9+evAMmxWHS/XI7JAxFk5TI6uSMP4zHv5Pw0Qa8Go9Qz6YYVKUcfmgcO39WuXa1dJOL6q1cSzd/+hGNiOITJhBnF+uq1xaR9+5SrlwSnnnpIYv8NxRmOZup1F5nRqw5g0FxcLH225tKW4H6BdAXXlMunJPWrxK//rxUSACWnyfevS28/BZxbOdFfFWjoU3iZIN3E/D5VvxrE54bgmh1wb0J0WiEl98qOXOq5N5dh27h1N0DkiTv2SGlbDb/+zQ3ZAQ/NBYa9UX0QWE52dKmtVzvaBratYW/mljIZnrcp2xl8M5FnLTDn60cja7S9qAhoZrX3hZ/+lY5faJCyHJzlLMnuf4xdRzYDlCNhraKrRZzR+O/O/B1CrKLMLoR62ttlxq94878YPrhEGpU2DTECr8bTw7MN688XymkBu7F/+H9OZRkyFtWy6evMSNHvEK5uHFccJUS8YQgKETy8CKlvU95nhsaS/v2l5OT5JQtyv5ULj6B69tfTal4EKTffiEaLT/2fu9bi1OezWQCdAAUpF5AQCg8VDeDSiOgtJbSTyUlte3arlCNhjYMz+GF4bDX4dcDyC7ClP6NCZJoe9zfO85nmDAtsorRUKxsW6n4hFCiKNk58B3GD+1cNjNES9woWL6yfL50zYdLfIY6mtih9dJ3X7PZb/L+ddVjIDa2/LhJ3ODhctI6aeUv8q4UfmQCjVTz8upCPrRfOX9WmPYMHqbReWMpsZDNVJrnLN/D/nzE+3eMX41KM0CDu8g7kmtIrKVMi6EaDW0bSjBtIDwcsXQfik2YNRhce377tdA7zsGPhvtV7pO2VJH68QldQczIzie+EVxE9f4uBSflNIk+Mo3vYQ8Afgbc+lDam8b7R9arAXFy5p+Yzg0cIq1fJf68iO7bwydOeNgy9e0UVpAvrV9JI6JoRJRVFNB51Z7NVHrXu3kTufYIVrvPqzQW2qUrH58gbdlQvk2ZJLV7G1Q1GtoD8d1hq8WiXcgtxitx0Dd9GnwrwULvuKoY0+Q1F+mkt6meQMllOYwEuMCUz0p44mBT9lJZaIZndxpYnrFKXYgz1yC/IvH1F158XTl7Slq7sqxM/ZjxxEVNZamGtGoZAH7iY1bTwEI2EwAwnM2A1g3e7dnIVml2uLjRSvSAwps37L28lR8XSj99K7z+DrF3sLZezYhqNLQTBgbDUY/5yfjnBrwxEg4PXfC0lVJr77hKZJa6XjHECkE6AGDZLEdmhxeaN9xkMmDrw42ewvf1gddwYU6Vg+6kypdAhwc0VBfaNVzTpat8aL+8eb354/e5/jF8fEIT1JptFygnjymnjvOPTyN29i32pfdnOVnKZgLBqLEY9cDjALiViw3H+Xv5jp09SGIP2KqxsCql6G1kNw/Y2QvTnxU/+0ha8r3w3CvtOOCp3Z5YB6R7J7w9BtlFeH8tbudZWxurUHhM2muisX3L6p8U5zCRh/dg/p3/0/7pPWGgXlm1ULpgrHKAmZ1aIy5YpXiO5vs3qjgrx3H9Bmre/RM3fKR8INX00V/l7VshSfUf2L4pLpZWLaPBXbhe7aTH2t18/M8K7LlIz98VNp0kH66HWa7/KJUOBXFy5qfMVK5ckpLWW1uXZkQ1GtoVgW74f4kA8H/rkZ5pbW1aGoUd3qE49+N8y5dn7AcKf/+n5rEB1EkPWw8a+yTnkysfTCv7NPesvOgf5qVH0PcZzbNx5GGaUmm0fPwYzdt/5CKipE1rzfM+UE4cBWP1H9hOkdauYGYTP3lKu+kauvN8tc0bOTh9w0qqqLRiaEgoHztK3rFVOXnM2ro0F+ryRHvD0xH/Mw7zkvDhBsyJRfeOU8ZQuSkfvkX7zSSWLGHiRAwa5BczBpKxTVy4lnnFCW/FU5emaWJJHJ34SU9y/QaVxUj6+XOJjzRj04oaeacACi7I69fJF28xSU/8enAJiZxndR96dqr4xXryxN/40NJDzOzYJmnfSXarAIYwLmESF9QEa7HKuTPykYP8xMfaU5BHblFNyZkM9PADbSdGkUqTwcWOVq5fFZf9rPHwIu4e1lan6VE9De0QRz3eTUSQGz7ZjNSL1tamxbh2SMn2pd2dKyVnl5g/WCQXlr/xK/fYbZG4exL5irR4Awt/RngmsakshgpIJ1/h+VeF515hZlH86hPxuwWlPTObGLmQ7Vsj36jiImdZ8i/fSHe8uMdeEp4eR6XD0verlZIq3g75trxstVKsVBzATi4Vlx1ByBj+qcc5wy3px5/k7If2jpjN0qpl1D+wnZW4ub/PS/IZvL0UKw511KVAFUsQIjz5NLG1E3/+FmaztbVpelRPQ/tEL+CNUfh2JxbuwL18TOj10CMybFqHzD6YVl6lXylG0gHsykCOAnc3jI5Gf+ey8MTzJ/DbBdw0wdsTidGILL/hWpI3BQo7n8acw6lDlVe/oGiq+VL+eS1ie1AuTzm4QcoN44d0xpVflRxn6sPYuZOVD0kHP+rTZPVfaUio5o135SMH5Y1rzP/6B9enHzcysYlCAi3knd45JF+x4Z6dzHUWgED6SI4yb5tydTItcyqILOVnuciZ0PJHnJIhJx/HwFeE2M4AEOSKH1exm4VweSglpfWrWH6eMOvFdrMwAeDSXaSkQcvDVB6sMr4novyw4xySz2D9cQQYMCAYA4Jhp0ZHqgDQ2whPP2eeP09cvliYOtPa2jQxqtHQbuEpZg+DhwNWH0WhCVP7P8RtXEF6GrZkorKSEcOOHVhnwmND4Mfh6FEs2gKHieiuwbXj+PQ4+kVjvA0OHMGXyXhvHPyoRXnTwLKVi/eIb2C1tQlNED9zprRhk/zzTgn2xL+H8MIY6gR29i6T78grvqkWyhYxSzutSSs1EcL1juYiouTUndK2JPnEMX5YHBczFPxDZsRayDtl9jSyP/Uq/0XrbAlhlXEVVzaI+3Tc9AHKf9eWSbLT2D0nOsm/bJPz52a+/nCKQbl6Rd6/hx8zvj15ZQ+n47/b4euK1+KRkS3ezCwJ87X1dqYAAgyY2h/HriH1In7Zj+UHEeWHAUG4dQJZVcxrZsbeI0i6irsmuLgipifivcEDzIRdh5F8HZkyfDwxfgC6V8+8UQrw6Ro4DcUsn/vUUmndEK9O/OQnpKU/yv6duUFDrK1OU9ImjQaz2WwymZpqNFmWGWMFBQVNNWDjYIyZTCapqQPvR4SAh+a3Y9p7edL0/kZNne3SZFkGUGMqcq7o5x3h82UwwsTiwtIPlTxNyh2h75Ci3o4AENdDc3KzZs/VQj83ftMpvWuXogmdFAp499Zc3qrZfKnwCUvy2rptMcbMZnOpMhbogXd7AMWo1FSL6X8FYKrxd9QEYOKLFVsmmFFgRvhMhNcyqLnKsRVTQR7+jbl3P3Tpyu/aJiWtk1J3SoOGKT37PKAFpyiK2WxWFKW6WAMbDRSNQBgrLjAWcABgF4EEQCokt7ORl0kPJFP7SNlQbCwgMF7gfz2IYS+Y9Jd5MBgLjAUcbtzQwF7O2CiuPkzvGZlLZ2XoGLlqLe0qOgAoLCysR1dJEn79CR6exT16oxl+TYqiiKLYwr/THRc0K49pI7yl6f2NEOFpq7hqRA3HCgoq/3xhBoQZkBtJDl0T9l4WDl6hFPA+Zb4C0WCnAOTIXtufMuWRPcxhNuT6Fe3azcgdVjzWhezaabO2REqMEv04euKs9rN14otxpuCKW7JCU3bYnDKhn7Gwxkm3hltW6VVRVFTUBD+Qh0CWZUVRWslU0BpplsFhfK++0vqVRidn5hfQ3GpIkkQIacKp4HleX1sCeZs0GjQajUbTZEvRRqNRlmV7+5bLJq8Vs9ms1Wpr/SM9JIm94OmCBdv5han2c+JgY3nmjEajJEk1psImFG/7gpXguyQi2JR9qIgIDkTvTvb2WgBgPOwJOJ29rYSrInoG2TqWjmGLSHscz7fXO9cutw2pJawmOztbo9HYWKPwcAUlJSWFhYX29vZNc0+0t8cT09nwkdKWDfyGVeTEET5xIu0cXO9xOTk5Go3G1ta2tg91IgixsdfbV7UEJWXt5+JxMzhXOjlOZ3AAK1DWr5H8HhUG+RJjhghC9PZ6ew5ENslXue0aLu5x6srY8Y3S8p81L7zF+9W8PkwmkyiKdnZ2dU+FtGG1nJ2leXWuzqkWy+PhycnJEQTBzq4p17TqgAHLD2LjCcR1x5R+PCH2AMxmc+lU1Hw8APb2sM3DrhIQQCG4laH5+zVNgAFDAnEwAxEx/KPBPAEi/KGsxaZ0u3ECttzDyPHCWFcBQEQn5K3Q7MnWRAWVrfGlH8U2CQYCQV/z5pSbm8vzfItNRa2UToWtrS3HWbNvc15eHqXUundvURTz8vJsbW15/r7n6eQp5rt3NCt/EV57mzg0b/fLvLw8QkgLTIUaCNkh6B2AN0fhahY+WIfs++LA64bTwtsZ3o6oulxLXfD0UHTXwmxExj0kH8AlW/T3gFKEHMCl4hlH4GyD7EJIFuQ13qDbN8TdQ3hqlvDcK1Bk8evPxG/ms9u3mvpLeDr1Y+2H8zTP9cXa+dKZInZsmXS9Kz+hR80nPiWALTduFt+nKw3sxo2fznvdkVPPNe5bWcYNefd2bsRI4t0ePOmSjK9TsOkEJvRswLqeoz/mjsffEhBEEROHl0bARoMfD+KcgtzLOJsBBoDC3Q6iiIJ8FHEIKLeviA5Bjrhyt+wXUXIbi85i7CB4tZ/IkA4JzwvTn4WiSEt+QE1/YVulTXoaVBpBmBfeG4t/J+H9NXhzFHxdmmbYk/vw5WWAot9ghGggy5ABfcVlRaAXIEkQLcjbyc+oIdCQUM1r7ygnj0kbVps//ZDr278pYiQZu3pAuWugfYIIAcCRwEHUO1k+fYVqrrLMHPGveyr3/fZN2RArTHYknCvx1JWr5ULcNcjPY6zhsS+KIi5bTFwM/PD4hzuLVkGRCZ9vxeV7eH4Y+gU14EBOC28tWDG0AEfRNxB9A5FdhH2XsD0NH2+Eiy36dsLlDPhHwUkPjYxbhejpCABMxI0CFOohAdSEX3fD0BcjnHCqmU5SpaUgTs781Jniwi+lTWv5hAnWVqcJUI2GDkQnZ/x+LOYl4aMNeDUOXWqLJ2govYdj4XDk3caXW/CjgKc5cECJBJQ6uRlKRPA2ECzIO6inixAa2VPTtbu8Z6eUslk+eogbOISPHQVN44PvSdYJaR34bp05WwIAcjbLU+CtpzEvaPqUR4eUnJK+3Y6El/hgZ2J/iQiHlBvFnKstACh32S2R+BoasRojb9vMbt0UXnz9oWM8rU9mIeYlId+I341GaFP8QFxskRCJMRG4eBfJx7D5AhiDXzoOBGGQAzbuhH0vdCI4fhKHTACDAhzZh5MG/CEYpB3m63VEaHAXPm6MtGUD9fFrB31xO+hNu8NisMN7Y+HthI834eCVxo9TeBdJ55FfHpvv6IF+Bhy/BmYDZyC3olIzQ14JnOzAW5B36OtP0HDD4jTv/JnrO0Deuc388fvy/tTG+jAJusZwNmfkpRuVS1fZlRPy8qVyURDXPxBO3qSTb9k/LxcQSgy+xMMRNuFctL2y9lvp8Hkl/bS84gcpO5Ab0uDGvuzeHSllCxczrBnLWLUU17PxwVqUmPFOQtNYDBXIxTh7HMduIywcjw+GHY8f9mJ3IVyK8Vsy5u3GbU8keoLXoPASFt/F0wPgqC5MtCO4ESNp9whx2WJ257a1dXlYVE9Dh8NWi7ljsGA7vk5BYQmGd23MICQfq/bB3g8DS93bCu4VQe8CzhlBGpzJwARXUIAV43wBgj3BW5B3aKMBAEBsbfnxk7kBg6XN66Xflsp7tvMJE2hY97KPi4sedLVAH8bPmCpt3Cb9tI3BjviG87MTOEMdE6yho18RNCvklO/FQkq8w/nZ4+rcvzYYk5YtJg4O/MiEhh3Y+jh9E18mw9UOb46Cc62Bp43FlIXPNiHDBS9NQmkz9tFdcDsP+y9hzwXkifC0gbeE3EK4eyHzLvLyMe+nKscnYY8D3puMzuqvpe1CiPDoU+bP/yn++I1mzlzodPUf0lpRjYaOiMDhpRH4KRU/piKrEJP7WugZaRkbX/TXYcUO0Eh4EFxIw/YSPBoGjkdsN3x0HKsd0c8G+w/gmgumegPUglwFAEDc3IWnZikxw+T1q8RFX9OQUK7fIGlbkk3GTQBS72h+0hM1nf/2McL7VasuEnj25WfV2SDKpp/wfr/KTepA42bRuMarLe9KUa6lC8++/DALK62BPRfw3W6EejZDZ3kZq1OQG4A/DoBLlae+hwZFdzB8BPxFpF7AxpMwy3C5gptBeHcshLIy31iyGXbRGO8FT9ViaOvo9cL058zz/y3+trRNV3xSjYYOCiV4ehAM9lh+EHlGzIwB15C7EtHi8XhoD2JFMgoBdzdMHY0YRwDwj8KrBL8dwFYzfLzx+gD40rrkKhVQ/0D60hvKyWPSxjXiT99WyOXDB2DvwI8Zb0Xd7odlZ0lbNnLRA2hIqLV1aTwMWHMEq49iUEiDfwUPgnQHewsQGYGr13G1XEhtEGmAJ7B8Nyb0REwASu4gTQtHDosPQq9BTz8MDEGYK/SAnQP8nev6CpW2AvHyFh59Ulzyg+wXwMUMs7Y6jUQ1Gjo0CZFw0OG7PcgtxsuxuJJJM/M0kTZwuq9EArHB3JnVJHpnPDkST9Y2bFgPvNejAXKVSgihkT0Fd3fzvA+ripXTJ9CqjAbGpOWLiV7XpgPCFQU/7sWONCRENsbf9iAU5KFIwa7d2FVFKATiixEYPhTF+7BlF0Q9Qvzxbi/4CriViz0XsOcCUi/CyxGKAp3R4uAqbQ4a1Ye7clnasJr4+LXRMCDCOnAD31KMRmNxcbGrq5U78mVlZdnY2DRHcad6OXYN/0kBJSgRyyQzYzDEem+P2dnZOp2uNRR3cnV1tUrBO5adZf7wrzWExM2dBnWhQSEkKITYtlxhH5PJVFBQUGMq5P2p0m9LhZnP0661FddsBpq8uJNJxFcpOHUD0wZiWNgDHWI2m/Pz811cXO4v7tS0KAxpt7AjDUevQmbo6oWBIegTCLOEX/bj+DUmcBgUQib0anrXyANSOhXOzs5qcafS4k5OTk6VxZ3u69SDqp13PJRR5z4Nz84SXn8n/6bD23tQWQaYYFQinvCoq7OPJUqLOzk4NEGj2rpRPQ0qiPJDdGfsPl8p+W43In1r8TeotAzE2YX4+LEb1yokXM8+0GiU82flfbsBEBdXGhJKg0NpSCj0Lf13Yvl50sbVtGefFrMYmpy8YnyyGbfz8Fo8In2trc19UIJu3ujmjSITDl1B6kV8swOL90KnQXYhAAJg3XEAmNTHupqq3Mf9nXpQo/MOXeD54tuZf/f7cVFm79epG2ZHoqIOq7tTXZ19WgOq0aACoPROVI2rmXDys4YqKgAIEaY/K61eLl+5SDie6x/Dx40uTaNg+Xks/bJy8Zxy7qy8PxWUEq9ONKAzDehMu4RB1xKeKmnlr4RSfuwjLfBdzUFGLuYlQZLxbiICDNbWpk5stRgahqFhuJaFHWlISav2aeol1WhoXWSfx/t7kSeBVXULyEg+DfcITAsDBULtkL5av2vMrCm/fXPXQbIL4qMDUNVdo+Rgxx0MGiiq4coAACAASURBVI1hngAQoMeZlThwF91bR7VV1WhQAQCH+541ZzIQ5g2teoFYCeLkLMyYXZiTo9FotFV6TxAHRxLZs7REDMvOUi6cUy6eU44ekvfsKDMgSj0QgZ2bqdSSfPSQcuakMHVmE3X6bmnO38bnW2Gvw7sJMLSdM/BzxYReNY2G7EK8sRj+rggwwN+AAEOVSu0q1sDRH3PdSjv1VAqVHFw0o6dPWYY554RwexynIXTkhLtnFNfC00zsnmWGo23585ihcyB6lEe/Ei1sCJRWE0egPhNUAGB4V+y7VLnpaIPks9h7CbFdMTIc+tbhFlOpAXFx5foN5PoNRBUDQt6fKm/fCkGgnXxJQGcaHEo7B6OJFp5ZUZG8biUN60579GqSAVuYqn2u7dtaqryDHgEGpGdWSrp7I9gD6VnYnoaCEgCw0aCTc5kB4e8K7/oWwlWalqqlxCuw1JGHDBmQdZllXXSaewP5CjgdBvbBk6HQu+DpoQBgNiKzEGfO4JItXmk13eZVo0EFAEI88PuxSDoh5xQp3X2FMREoMmP9caw9juQziO2mmg6tnUoDQlHYrZvKhXNK+mV53255+1ZoNNQ/sDQAgnj7NLy3RCXS6mVMkoRJTzSh5i3GltNYuh89/fD8cNTdI77V8vwwLNheZjdE+eG5oZVNa3OLkZ6Jq5lIz8K+S9h6GlBtiNaBpY48spnk8kRnOjYte0nAc6+ev6z9NhWcLab7lP2ZanT2aSWoRoNKGSEe8IkxFxUVGQwGAHoNZgxCYg/VdGhrUEo6+XKdfDmg0oC4eE7asgEb10CrpX4BjTMglLOnlONH+EenEMdmaX7dfFTvc/0wVpOV8XTEnybg+p18rcC5V1+KcLJBlB+iyuOQVBuinhQGTyRGI9Kunv0zLmFlGi5kQ3DE8L4Y49WYGeMsdN7h9HhrBtjtnub5KXTVD5HTnxtzg6w5j8d9UOoFq9HZ5xn/VvH3Uo0Glbow2KmmQ1umwoAYFgfRrKRfUdIvs6uXpc3rsXENsbMnnYNpcCgNCCQeXvUMVWKUVv5Kg0K4Pv1bRPUmQ5LxzU4cvIwJPTGhTS6q1MReq/B8PamWHd2GqD+FAV8m471x8KMW989Px792ISAKs6Nw9QLWJsNmAoY1PA6GVnTeKc1zKu28414W4kA8vYXJU8Ql38u7d3g4DJOMyL6Lk7kYEAIHApR39ll1DbJ/q3hgtwYdVFo7pabD2B5IOoX1J8pMh/jwSteoShtA0NCQ0LLqjWaTcjVduXhOuXBOOnkMjBF7BxIYRINDaWhX4lRZgJDl5WJXij4rSyrMZ8XFwuQpbes9vdF9rtsZzWFDiEorvRIeOIUBKRmY4WNhfwUpR6HthheioAG6ewHJuJEJZt9g04pa6LxjvoY/p2LiBAyI6s2lX5Y27r8WNdTBn9ha6OzTSqZbNRpUHhRXO0ztj1HhZabD1jOIU02HNopGW2ZAjAErKmLXrijplysNCBdXGhJK/DsTNw/p52+Rm8MDCkAMbsTZxdqqN4DMAszb3JR9rtsND2lD7DqPlYeEXKOrhwOmDkBE60gFrKABKQx3oPhY2L8Qp/IQNai8ggJFQnxjFbLQkUcno5eAX1LAouAVPfnc3eyk/HNP+ns5uDjW3tmnsd/ftKhGg0rDqGE6bD6F4V2R0EM1HdoqxNaWdA2nXcMxBiwvT7l0nl06r5xPY/tTQQiqVIxlmfeUK5doUIgVtX1wrmfjkyQAeCcBvm3J1LECDbIhtALWH0Npgak7+ZiXhA8fh1trSl5tUAqDAvC17p+PO0BEIb7ejzO50DliYE8k+jbykVl75x2KyfEQDmDlNhSCevraTz0+v+8qR/L8q4/Hc7V29mkNqEaDSmMoNR1GhmP9MSSdwo5zGNkdcd3VWIe2DXF05Hr1Ra++AFhWpvjzInbzetUdWE4W0AaMhhPX8VUKPBzw5kg4qoVNG0hVG4IB9/KRnon0TFzNQuoFFJtr7r/7AsZHWa2g9QNiKYVBsbC/YoZZxoaDiOuFV+yRcRkrkiEm4FH3+r/r/k49sNB5h3fApDhMKtvSKl2mit/Mlzas1o+bZKmzj9VRjQaVxmOww4wYJHTDwhSsOoqVR+DqhCnx6OUAoP7y6UoBPl0Dp6GY1crcmyoAiKuB6x4pVTcaqHfrK7l8HzvP4YdUdPPGyyOga5YCVx0IArg7wN0B0Z0BgAHf7cKu89X2WXsUG4/Dywk+LvBxhq8LfFxaXRF6SykMlkwdQgGCPv0x2R8E6OKB4kxsPIvx7mi+NyMaFMKPHittWEP9AlptKRTVaFB5OBhO7Mc1gnExyLiOI1fxxXL074anonCg7vLpCrbsxCkTYqypvUpdcIOHyaeOs4wbZZsxw4h3J+uqVANmwq7DSL6OTBk+nhg3AJfOYvVRDAxCmBYf/Ia7Jri4IqYn4r3BP4Ahq1I3BBgUUtNoeHkEcoqRkYuMHBxOh1kCypczvJ3h7YQAA/xcoLWqAVd3CkMt++vhQOFbcXkQeDvCVAwjmtFoAMANiVWuXxOXL9Z4etWf02QNVKNB5aEQM7DuNuLHY6Ir0AWZmfh4HfafxbFz0CiIjsMwH6C28unpx7HRBIN6w354lLvyf75io/7AB3F1yhnbN9+8ssr9nhq4F/+HL/rZ9MMh1ChSa4gVfjeBarSaOb8znThmunfXNrQr5x/QzGfSQBi2bcMKIx4ZgEAeh4/ik+VQzEiIhE8BFqZjbD+E2yL9PH7bjOIETHZr1X2A2gpdPPHsEKw4xHKLiacjpvSvFgipMGQV4mYOrmYiIxcXbmPnubLAGEcbBBjQyQnezvB3hbdTiybiWEphsGg0OCOQx+VMMAcQAAqu58DWDffX6b6WTa7c1nYB8WuSPiaECI8/Zf78Y/GHbzSvzm2ZbjINQjUaVB6KonwUcQgoL/ZjcMUwVyQ5oreC7Zexdxtsu2FMJGyql08vuY1FZzE2Fqc2Wkvx9oJcyPavkW/INe99tcgVlp0D32H80M7lL09a4kbhPEyYFlnFaChWtq1UfEJo6U4ch27h5oICe2v3jr+fCoM13hUmEWsIFDP8umBSd8z7FRExGN8ZBAhygzEbm84goUer7gPUlNRWp6guefW1QukqXtuKkuo7UAe8NxmdKQAMCkFffzErt8Dd1alGa2xK4GYPN/vKsEqjiDt5yMhFeiYycrDrfFnFa57C3QEBhjJvRGe3WjrgNCUWUhgsQTSI7YJ5+7BCQU97pJ/HpgJMHF7tkcmABdux/xIP2OMQRnTDtAFNoapGKzw92/z5P8VffhKefq61JTmrRoPKQ6HXQyPjViF6OgIAE3GjAMV6PBaHhL7YdBJbTiH5DILscckGczwAgJnw624Y+mKEE05ZV/u2DWMHF4qrTzFRAXF6ALmE7HziG8FF1Ihk9KPhfpXHpi1VpH58QtfW77WvMFgr+lwPdsIpHnIJBBf09Cg/Awp3O4gi5NbdB6jJqK1OUV1y1Fwr5NzwfCzkik8ZzhzHKQM8qlumAn2gudMLCDAgwICB/5+98w6Polz78G/a9pbdTe8JCZBAgFBCR5rSBOxi7+UcxXLsXY9HPwueY0FERbBiR0EFVASpoYROIJAGaaRurzM78/2xyWZJdkMSEhJg74uLa/fZd2ffeTPlmaf2aZQY7ag0NlsjdpSA8wCAXIwYDRJ91gj96at9290EQxPtTN0InMIQnPThuI/Bz3ux3gGtHldNw4RTUxh2FGO7X8uev/IxJAGZXeHBI8IjmCvmsV8t82z8i5owuQu22HV0j9LgKfv+6WWqJ5+5WO09bXnDnuXvLll3zCqOGzlv/u3jo5kOCUP0XsRxGK/G6o1QZiOWwL4D2OUCBPCAVo7rRiLWgs9OIN8Aisbhg0jKxJFcHNDjmT4gWoVhh+gIBJF5GZMwE7Y93JLc08t5o2AQiCQtXGbBSRMqWQC1wHHEs7KQvPxRUtrrVYYmhbWgEl9tBefBYxdj3XpYbeC1mD+7eZjbgE1VSBwEWe/uA9QlBK5TFFzupYWvkJBhcFLzp9YyfO/BzSMCWOY7h0YGjQwZTU/5nAcVRpQ3oNyA8gbsKIbZAQAUiWgN4sIQp0W8FnFhCPObQb0VH/2NoydVAAYn4PbxkItP+ZX2pzD4xt87D24OVUa4ONjdcLJwqzB6AOxuuFhUFeGzgka5i4OTRa2l5UaKa7tGaQBADsqmjpdwa1YRMbFkWr+u2WhX0NVKg2A9+vu3K9dvzS2Mu8snM6xf+PbePk+8+3Ryw++vP7/gp6TXr0og2i3s3Yk8Fzw0LpsK0Q6sWg+HCBl9MZPHGhF8yt6EqZgAnCjF/9ZjzT78dQCgcOtsqImWbvQzQWCRm4fVpajlEBGO6SOQ02amhukIHt0CzvcxgUtm4ppz7v4h0xEywFLU8vYfUC40CAaPkLfE/VuF4AHkcdS0efTwOL8xHmHrr7x+MpN6bvR/FMdhoBx//Am1DDeOwN79zQqrj+rjWLoFFWF4pH+z97p39gHqEgLWKWpDjtP5CgU3fshF5hhkdNtC0RQSdUj0c39ZnChraFYj8krBNpkivNpDrBbrD+NEfeP4vSfw5TbcdREAOFi4WLg4ONxwuOHi4GLhZOFgm2/2dlej3KcceN8GQ0RBzEDCQCqChIGYhlqKaDUkDI6ePGWkuktPHXrmXKGynPv6c2b+o72n4UuXWxpoRdyAcZeKDAsLfSL7/h1HUi65v6+cIuSTZ2Z/983umisTlO0WRp0DzzwXNIwScydjrvcNj+8LERENew22+ZVPT0jErCiskCDNiL0NWPQdFvm+vxZb/NylnWN/LpaWY2YOMiQ4dACf/A7ZXGT5njxaZWrUmUGG486s5kDoiN5ySnYbdoPA0ogZR988mGTM/LbvuJ+WcJrH6PQmT7J1L7fNRd44vJe5UIOy4wTybAgTgWCxdHdLhZWz4bct+K0K6Zl4dggi/AzdvbMPUJcQsK5RG/LT+gor8rFbhefPbhS/UoKMmGZTBC+g2tSoQJQbsLcM6/JbPnLsKMa+E3AEv/HTFMQ0ZN67PgMxDZW0+bVUBGmg1xIGMlHQoAKTAy+vRL218S0B/H0UAxMQ1lXpphRFX38r+84b3BefMPc80FUN7s+QrlYaCElM5ogYFls/8CkNvKG2XhIRIScAgA6PDDNU1/E8114holotlMvlcjgcXTVlnucFQTAajV21wc4hCILT6XS5XD04B57nAXRoKQQn89NOkWaAbWIYAHAN0l0WeqDaYj0pX7EHlNo2zHuV8tDlFoVEbr1ypDDCTO4oZQ5UMCRJyHkhOtM2PZpXmHnfr3qXwu1ut/eCY/4ulqcMNI/X8gQwIUucv1byd6E5IdZ7YSHKDit+s0NLkG6byWgEQJxoUMlUtnQN13xwOWD0O6Z8S0H06C2U53mXy8Wywa+FAGwOscDzVqPVSLUpz8C/MgAALrBiDJ1B579Lb82zRQwQAIAncteJVVkupU049e8vCAIAk8nUZXvVKTweD8/zHNdoHtpwVLzqoHRgDHv9cBvj3T+e+qVAoQuzmo0ezihesll6Uu28aYorQy7AAiNgaxDtNPNDEzml908qJrM0yjWF9no1287roHcpzGZzN+xfB/AuRRvnqeAUc4LYZTW3GNJKTuzfqdyncjyoZ00mEStIm04Q33jRDwfFw0ZbSVOLg6J5Kc7OCSIF0sKQ1hSPYnWRz/2i8h9AU8Kkvk4xDTEtMJQgEwliGiJaEFOChBHEtNCZ2lMcWA6mNm81944j1xeIa61klMrTJ9zz3W7pCz/i5pH2FD3X1tc6Ajn3avGXn9h++Jq9eGbQQce+l/ywnxBwyv1DO9Z558WCb8eNu0Sf/oVL/+VO8Z4wLJm/gd59mKqxCdpUz8QZbKJ/008wDCOXB3BJnY1ASAGA/5HFQ+iIsDUEQdB0l83cewZ24QY7B8dxJElSPapLchzX4aWQE1EEvXK3gspk4wlq816RK8Z5kZ5Wqrlh+dLf8mR0P084QRQXiba6PLPToFISA5TCgFi3xcn+lS/+6xhtPiyPcHMX93fTEgGAANRbBbmYVJw2CKoZCgJohqJpkgAEESkCQNI0LQBw1Yq+LcbFY7gjG0QESdM0IJBGB6GNICkwZjdUMqH1DvuOip5VGjweD0mSp/mLUCRBECRF0zTVLnkjWlLPEBY3RdEgAL6CPFiD7OsoUcvf8ng8Ho+nx08Q31IIwM97RX8ViManeGAjttroyVoA4BpEh+xCVgwhIsSrd0jNcc5HsrkwsnnfGbtozT6o4p0jGhVZyuAgJGEkE2SBWsPzvMfjoSiqx1XJtq+BQvOfvi258bjkpwbPtVOFMIYWBIogQJx6rNVUiA/LPY+FU3Sr3fUdFT2yFBoaWbHc/ormuY5K5i7J9LQaSKCbrUgRKlw11OV2u0UiEUmSyeGOJVsk729SzBrontKvi4K2EpM9Ey+m/1yN2HghWMWnuLHuuf0goOnv5yA2/0pEp9IM3RjF4qkhf/udcpA86b0gCDj8I/NrKT92GjcO5P711I8riDtv4TXNyxXsZnQWLgSkVh/mPFJrF6Ak4GmoNWmjdASpbq8wwBZFIpFI1GUeNofDwXGcQqE4/dDuxOVyiUQiqbQns3I7txTTJsGTS2/YSbNSpCXh4WxJLAMA11+Cn3eKft3aWD79+ukYq1f4/p4KBa7LQVUxzAnEtiImt5gZ1xcD47A8FydNADC6D24Zi3Zezqf0w/tH5Dt1yJAifz9K1fhHilwhhuDCj3mIGIHp0dQxgJEqFAqAh8kO0wnZC/tg5kFJMHoYru0L/6V3Op0syyoUip69PbAsG0zfb0YQsyAIqUKqoNqSH17u/slJ3X8L5f0j8FWeOs6TlKhQKgCgNN9tTKCyYyWKlvvrNXXI5fIeXIoKA3YVk1IRNbyP+JsdTX2uh1B/rcH3eQrJECQSWL8DrgRMj1dIqrDLhqxoSZ0BdU1bIGUYmIZR+fh1l0LW1AdoixtXDpSq2328u91ut9stl8tJsidDrYxGI03TbZynAgnKd7QHl5ebYbbigxV+0eYbFTt8vkIevx9Hcl8qWSlq/Yd3u90sy8pksp56zrlzIpbnYl+ZQBLISSWuHM6IqJ4Jm2dZ1u12y2QymqYVCjwzGz/mYeU+UY1VdMtYtFLCO8WUaWzNSXr1z6LkFCImUIqwop9JZiIIQqZSeXOgWH4kPSe7KaKZFf5cwTq1IE2M94LAV3BbDvGj/ymdngIAA2I9n/8kGEDHnf5kOBtPD7KsnL6frVtXPm5urDn3973ho1+MIkG0Wxiil0PIMGsSZrWSS8PQdvl0QtwY3mxxYu0B/JmPdYeabUtbC6FT4LKh7ZpD/yHIKcOXqyEABImxk9BPDAC7A2VqCC40cJBocc8UxNI4ehifbAUlx41xZ/RU0kZ2e7KnY3Ga3ULqCFL0vufLVZg8iKRM/M7fOGM/enyK9/eFo0eEsAGkqjc69zcdxdJN8Fby+34PBAF3TUROCgBMnAB7Lv7YBFaKtAQ8lA0NAYMJNh6bNmOT30aYZLw3CVdPRa/tA3T2ScrCs2lNZ5wby3+HYgRmR8N71fXUYrsZU3trwIdcjDsmwGQykySpVPaiflkkiSuHIyYMn21GpRH/nNwV3bwIgrnqOvd7C9gvlormn67iU+scqJLf2FwJdeMo/qNVjZKGI0Kthrw8sfEtlUjd8kA753I2lAZCO+mf91W+8+b8tW5Kk3X9/TOjSQDtF4Y431FKcOVw9I/FglPjtzcdRZQaeiV0CmhkIINcvQQHPv8NRyPx9AzEiVBWgk/+xmcXYTaLr2pwS6tMDUKKh29ufps1GNPLsfIoro7DmcQ+t5Hdvn9Lx+I0uwVRKn3LLdxvazxfbuSgJBIHMXdPJ73WSKGBL6wl4pOJ3ne+cbxXY2h660GyvlFjQBCFNaw/PuwfeGvM6RTZCwqJHIlNNizBBSmgUCGxKW6gogJGJfr0shYS5wqj+yBajYXr8O+fcffErsjDFImZG+9wv/cm+/XnzM13Bq/41CoHyn6Y+34XMe0hKvxYc2JRfbUADWn4i/0lV6i2Q59GTp1L92tXN9juURqYEQ99PsLvPanNvumF7JtOHdR+YYgLgtYhx2YHPvq78TVJQiuDVgG9Ajol9AroFNDKoVPAUYYtNtw+GykMAKSmY3YZlhZgsAImM/77hd8WA2ZqEIhUgXPAhTNSGoJmt7PYWoL04Y0FCvuocfQ7bKtCVtPgM62orRzLvBxI32gt1w2kbxwYaOp66h9v9YrI7FZUGFpKGuw9MY8LDQGHKyEOR0zv0yPPFZLD8dwcfLAe/12Ly4dhetaZ2myI8Ajm6hvYz5d4/v6Tumhq4EEtcqAEC7/yGz7uCmaoFv4RnU6n4CnmVlPUlCspnSDsW819/iHufphOOL3fP1QRMkRvIUqNJD1K65olN4zGsCTU21BvRb0VdZbGsvb7y2H1cwOoRPCwWLMBpWroFNArUGkHIUFiEOurphyPb8XcORjlNfLxKDNAFdVltWvQIrudhSD4ZUtRYBCqqH0aOA8OlGNHMfacaPlRRC8yRfdSAtY1akMOgBDjQf+PCFwyC5d0+cwuMFRSPDIN3+7E9ztRWofbx51p1y4yM4saexG35hciJo5Mb21P44W8v/mwHFG892cEYe93XFl/+p+DWhomSAKQU5feSmdKASBRj/JXua0FdEKgh4pTCSkNIXoLJIH7puDr7ThcIcjEmNSfmNAPBKCQnFL4xQvngcGOWgtqzTBYkFeA8pOor4XN2Xw/fqICGhnClQhXQS+FU4CEhYyGKgrZDL5ZD2EwokkUFmCNDfMGNJ8MJ+qxeh9jsKn7xhDTsiDt+Hl+SnY7g4v64v19WK9AhhT5e1Gkxj9igFBF7VYIAgprsLME24tgcUKvwJQMOFn8dbh5zJxe2jE4RIgAkCSuzUFyOJZtwos/474piDmzkjD0jDlCRRm7/FPR/MeIsFMdCvxJT14VmXNLk5+RF04cF+oM7Itbmsd88pBHP5m5Qk1QOiKqybRKaokIEcwmQTh9p4uQ0hCiF6GV4x+T0NBgkEgkMllb3lSaauyLgxgAmNUfv+dhSyXcDNQaDEpFshQNlkat4thJ5Frh4lG2C4/vAk1BI4HIic9/Bwdo1Jg0HOkCeB4kiRP1eOEnABRAHa1BfiWenIkOBcsLDqzMx5gp0Dadfh2K07wwKa3D1kLsLIHJjjA5clIxPBl9mvpHDIzDziKXhCEuyhTFhZ1mUyFC9DZyUhCjwcJ1eHklbh+PoUlnsC2SpK+/lX3ndfbLpaJ7HoB/jmzFPr4hnsoMax464W7RsKY4K+dB7pMNmHEv3SeMUBYRzC6+3E7p5ADA1whVLBGvb0+CVEhpCHE+QCswYwJmBB8gCDA5Gh0c9dZTXR4N+HUTfgVIEmGyxt45PopqsKMEgxI6YG+oLsQBBZ4Pb/rpDsZpXlCUNWB7EbYXo94KpQTDkzEiBWmRLR93BiUgQWlnGEahOL/KPoe4YIjX4tnZ+HAD3l+HS4dgzpDOd68kFEr6+tvYxe9wv6yg517VJObJ4kIhLMsvB4qAJqa5aZ29EgRJ6OOJSAoYQI1Yy676hOMuIXWssHMV15BMX5/enl8PKQ0hLggIorFNTp9WDSasriZNwoo6C7YXtxzw4QYAoEkoJVBIoJJCKWn8532taHotEwE8th5DUl9ENp25ljOI0+R4gjkfFYpqM3YUIbcYVUZIRchOxIgUZMZ0zKITIsS5hVyMBy/Git1YtQeldbjrIsg6qwOTicn09NncLyuIuARqWA4ACEaitL7dOVAicto/GdEPnvWfslaSiBlA33kppW/XN0NKQy/HkX/yk+fKN2+2NEhkOfekPfCYVkcCAlf4edHCBTWHizkmTjn81pR7HtRGiIKPD9EGCjEU4uawCbkYP+0+ZcC9kwDAaIfdBZsbJjvqrThRD5sbZntLI4FcBKcb2kK8UwmNDBopaAsED4rLEauBXAyVFA4WBBM0TtObJV9txrJNKDipkYmEMWm4egQ6Uwe3l2GwY1cJdpWgsBo0hYxYzByEoUkQh65DIS4MCAKXD0VqOD76Gy/9jPumoNPuNmrcRKGynFvxLRkdQ8TGg9B6bn5BrlIF/YIsh3k5p/ktqSKn3EpO6fDvhk7W3oxQXfPaJYf2D02+97Nk7Klc9vL+f2ty3rpHavg6f/4dxvSn0l+ZJnHsqlz8zJ5HjMMWv6KWBBl/7t9tziLTsnC4EgVNzeuuzcHw5KCDOQ+sLthcsLthtMNoR1UpNhoQrQbrwLGTsLlhdkAQ8Ptf+L3pWwQgU2DResjFjYqFlGqM06QBhx20FAv/RLkBAOxu4o9DkIkxZ0i37nc3YnNhXxl2luBAGQCkRuCmMRiR2pkI0xAhzgMGJeDZOXjvT7z8M24ai9F9Orkd+rKr+Ypy9vMlzPxHu3SCbf7oWfulEB1GKFxUtF4W/+7ylCwpcHFYLPa/e8Bs5MlNS2vZ6RnPPR+lJYCR6hiz5eY3ynY+rYoOOF6QantnTbfeiYjCYzORX+auMbgGJCvClW0tHk01ej0aEbC2BLIE/GN8c/9MzgNDA/7cg7waWDyQyhAXDh0NqxNWJ6pNMDtgdwNA2S4c2AUAJAmeP+WHthzFqFTolUErXPVCHCz2HMf2IhyqhCAgPRI3jMawZCjEp/9uiBDnN5EqPHUplvyNJX+jvAFXDuuUb04kZm663f3uAvbD9xi5giBJfuhwctDQzodLtIOQ0tB78Th2rLVHzsnIaCwZSmY8PngRAM7qlChHz9E0tRYholIllJOzOYOMD9FRCCA1nI+UunQd7UgSKLudphAejnkXY17w73E8rE5YnDA7YHGi0ohf9p4yoM6KJ74DTSFKhWgNotSI0SBKg2h1FxW37zpYD/aXIbcI+8vAepAcjquHY3hK1/ULDhHivEDK4J9T8Os+rMjDsjBu9gAAIABJREFUiXrcMxGKjleXI/QRVL/+nr27GztXHj1Mm0zUhMldPdlmetn1JoQfHntpIcKnO76aV/DLOptZKcu+MfX+J/XRYsW1K/3qbTqsK5cYkJ2cKbN/Hnh8z+1CiHZCk6dYLARg7wmUNzQPmDYQA+JQYUClEbVmbCxo7tirliFWg3AVYjSIDWvKRD3r8AKKarC1EDuK4GARo8GMLOSkIuoCbu4QIkTbEMCsQUjU4cMNeP4n3DcZyeGn/9YpCAJfeMxf4NmyIaQ0XKBwnM3GH3itkJ6f8vAPUv5Q9ZKn9j3qGvbxq2qfOuo4VrP0jsNfHVTc80dcglB72vEhzg0I4L7JWLYZR6ogEwlj0ogrhoEikRHTPMbmQq0FlUZUGlBrwbGT2FgAQQAAmQgRKoQrEaNBTBhiNIjWdJdfw1eOaUcxzA5o5RiTjuHJSGuVpRIiRIiADIzDC3OxcB1e/RU3jsa4dmU+NsG6BavFXyCYTPB40G3dR0NKQ++FJEmCUF2R/p9XIhQEME4TZzTf8HrZjmfV42WA27n9/w6/9n8GjE94ZUfK+FQSzjbHhzi3iFDhsRmorTNIJSKFIkCFa7kYcjGS9M0Sjke1CZVG1FpQaUClEfvK4OYAgCKhlSMmDLEahCsRE4YEbQcq2rYIsPBSYcCuEmwtRK0FCjGGJmN0n+ZyTCFChGg/OgWenIXPtmDpJhTX4vpRoNsZ4iASE1HRwskqn4BMSOw+jQEhpaE3Q4n0EUT0IKWsKXYhOlMmtrvqTYBg/nL27sWHlTd8O+qmWVLJaceHlIZzFJoKHNJUWYQVR3CsAYwaE4djejQIgCZBNGCHTz4C06NhsqOiDlsPYH8dDthwsByeJg2gPX6N9Yexao/I6NAn6XH9KKRGoMqIHcXYXoyTJshEGJyAeSORFRcqsRAixBnBULh9PPpE4IttqDDgH5P8IqzbhL7iOu7LTwSjAQARpqUv6942riGlofdCKwYMp9ZuN5kFqYYAIJzYa3Vp1bFa/sAzBz6uinx5e7/x8UQ7xvfUDoToHsylWLAJSYNx52AcP4ZV6yCbg4uUQeXHj2OnGTPHNTbm/s2Aq8ZDbkelARVG5FcE9WtYHPhiGwACQGkd/vc7IlUoroWIQv9YXDYUQxLb/TwUIkSIdjChH6I1WPQXnl+BeyehX/Tpv0ImJIoeesJycD9BUYrMgRB1bxhbSGnoFeww5a+t3hoh014XN01JN6qXBD3m/til0wueeVK4ZY7UlVfxwZuOgS9lDSWMb37pjJqhwu66jb4qRJQ4Y4Yq8PhQIOR5BY/1eyDOwN2DIQIyo4F1KK+DIA8ilwRozF3sxt1+qeEuDidNOGlEpRFVJlQZsedEy3LaAGwu8ALunojBCaFyTCFCdBfpUXhuDt5bh7fW4NqRmNS6mWVrJFI+rR9BEN2tMSCkNAAwc7aT7jottEQPeWNfLl76bNGH3tevlX/597D34yXeKDLpuD7vrKDeeqHk+UUuKl415rWh994lI6rqy+r50iX5jy/x24gk8j+GrEmBxnejcyvE2Ye34qAJg8c01YEgMWMqAPDmwPK2G3M3ygjQJCgSDA0RBYYGQwVQGgBMz2qr1FWIECE6Cm/B2yuhmYBb48Adx/w/4fT79Iut+HInHp+H9MZm11jzC+qG4YZ2WCC6iQtaaeAEzz2HX1tSsQpAn+K4pZnPjNUMOstzKLJX+DQGACWOyheKP16S8XTje0I3NeU/U1NO+Ups/Huu+CCbCzQ+xPkEb0Y1MNCKxduRb4REjdFDMDMeCCKngzfmdnP46G+cqEe9tVGNENOIUiNKjax4RKthsOGbHc0/rVOgb1TP7HUvgRW4arYhDKE+m6eBc/w0e8eHMQN+/ljnF20rnHhj50PH+3zzntZ73xGqyucnH97l8g0gYv817Os3NRfSXYnHHxtx0IWxAAAqHHdNRrO6LuCvHThiwxe/Yv5k6OUoPYI/6tCztWEvpD9PK948/qVXYwBQaC+/4cALB0d/paCkvgEG1gLA4rFzAufwuJy8mxU4q8fBC7yJswEwcVZe4G0ep1tgXTxr9zg9Am/22AAYWYsAwepxsDzn5N0O3sXynNXjECAYOQsAM2fzCAGi0v+qz6tw1caKO5quG+KCgHfD7cFvOzElG/9UorIYP6wDOwOzg8ivjAjamBsAQzXqB1EaRKqga1XLyiNgzX7B6iKi1LhxNFTSlgMuHP6v9LMnjy0CkFAY+W6/f80OH9fTM+qt8CXvHFq4hqVv8xcKxl3lC982c3ObRZ7jjmpSfc3nSYOaDitZmvzCsoyW7sNqF/RNNm5ChsFJzZ9ay/A9jRum47eNePFHEAJsHgg9nZ50QSsNa+u2+7897jyZvOkyD3hO8Fg4e4c2paYVJEHIKamIYMQkI6MkFEGqKDkADaMkAAUlY0haQoqkpJghaQUlJUBoaEUda3y6cLH/pkqdJ+M2zh6oSJ2mH3mJbuQ4zSARGarRH6IRggQIDBuJKxJBAOmRsNdh9WFMTwwsv1SJbwI15r45ASIad110mp+bkYVJ6e46gzU2Skt0Z23aXs7PtRu9GgOAE87qOXsfKxn7Y5K052zEvRdXXunLr7GRyahvkvBlFU+NLNhU5eEFIsJvJHvcXq9Xjb8mIvvCvMA5T2LpYcyajIOrA3wquPFDLjLHYGI0hs3BonU4Wo2p/VB0LMDgs8kFrTRIyJZ9SWeGj+kjjfPd3WmC9oYlhjFKAEpKRhOUlBJLSBFD0ApKRhKEmu5gpeFWFDkqPqn4xfd2/bD3Tjir19RtW1rx6xulX8op6STt0Gm6kdP0I1OksWf4WyHOdUgpVCTiw5oCcAjEqOGywxVEXhukMfdVCQhQ/CEQBAHJedmfuyP8UrulheS9su/mJ1yTIAkVsToFi+Gj28rkTw+avTbvgyYZGRUx/w/1XTy77s7dzRc6CNXFTj4xLIrn6o9zTJREdUGFbAsufLsZ+uGYpMHBQAMq8rFbheejAUApwSPT8WMeftsPNYG4QPFGZ40LWmmYF33xmvpc39uBitSPMp5kiLO9Jh9nPDVFO2Jt1dZIqe6exMuTpTEAboqezgv8LvORNfW5q+u2zS94y3OET5PFT9ONnK4fNSFsiIwK1Xm8ECHDkEyjuA6CCgQAHmUGyMOhDCYnQfJwcEDT05y3MXcoU7I9lDmrV9dtW12/7de6rS0+WnB8+YLjy5W0rJ8sMUOR3F+e1F+elCFPTpbGUMQFuroCu/2x/LXJaR/9Q573u5+cYWIyGAiufafoqUJ1sZM7Uflk4tFj1QIYpu+NaU/+NzY9eGvn84rduTigxzN9QLgDfCo4sDIfY6bA12yQJHHlcMTJ8fE27NyCiy9BtOZszreZC1ppuCl6upmz/e/41wbWMl47+K30B86+xgCAADEvaurFTLZMJpNKm53GJEGOUGeMUGc8l3JbA2te17Drz4adK2r/frfsOwkpGqsZNEU3fIp2eLaqb0/lfYQ4+xAiTE7Hf3PxA48hSpQexRoL5k4EE0SukmKcEiv+AjkI8SKUleCnkxh/CUIqZzA8Ar/XcnRV7eZf6rbsNhcIEDLkyVdFTPrqZPN9MFES9e2gl6tdhnxbSbGj8pC1+Pvq9TaPAwBD0PGSyAxFUqY8JUORnClPzlAkS8kL4Sm6YUXBa6tVD+VGR1Hc6UcLXFWZR6RUXvH14EkDqPpNZW/edvgpRrJskU5x3l/ODEX4qga3zIaaQEAjXnUhDijwfKvAtpwk/LkdVTxeXonbJyA7sfvn2ooLWmkAcF/8lbfrZ9rtdp1O19NzaQsto7oqctJVkZMAFDsqVtVu/qV2y/NFHz1x7P0okW6qbsSl4WOn6kZozthXEqL3kz4c9zH4eS/WO6DV46ppmKAOKieAqy+BJg9rNqGBg1aLaVMxJfoCUTODxucLXPGXRe++XnOwxCNPUU98LO3OySLnb6VP3H38QIv7HSW9/JNRj+YQmBU+9vnCj445ykZrBv43/cERqgwAl4aP9Y2sdNXl20oOWYvzbaWHrMWLyn80czYANEElSKJSpDE+HWKwMt0/4Pq8gK+oenO+KefjEROjgtwIW0CI5q6Z5AuLVMxIfuLRunkvVex4QzepJxqunVWqa2Ay479f+InWYosKT12BFBLgsfUYkvoiMtBZKiEwbAwa8rHwT0zPwhXDurUPdgAudKXhXCRFGvtAwjUPJFxj9zi3mg6sqt28snbT51WrKYIcrEyfpR9zafjYkPnhfIZA5hBkts67CiKnFZgxATPOytR6GcHi802/Hv3X7XVJT6S9kuDJ/7z0sxu3rwZvFiDESyKGqvpnKVMz5ckUbOtK3lmrGptGAMC8qKlXaCeYzWatVksGKpodI9bHiPVTtMN9EgNrOWQrzreWHLKV5FtLvqv+6x1XnfejaLE+U56cIovNkCdlKlIGKlIjRed07Vb+mCn/pL16+oafmmW7xy+TXb9l9H057bkUERHpMrHbbbYB573SkJSFZ9OaVCs3lv8OxQjMjkYUCQCeWmw3Y2pi0Cs4w+ChS7BqD1buRbkBd10EmQgsf5aUh3NSaRAEgW/ZQseRX73shYotW6wNEumIu/rc/2iYjgQA06bj/3325O5DrDJDM+nxPrfMkJyS0sM5fp6766OIxKXLND0aWwIA4Hne4+nANMRgJqqzJ6qz3+ozv9hRsa5h1zrDrgXHv3qxeEm4SDNBM2Ry2LBLw8dGidprRPGuaofm0E0IgtCz0/AtRY+nDISWwkfHl8JZYqvXK8deqRviF5/PV1rXv1RVq5Gnvn3kKRNn1dISvWBNjH3gx6SLYsS+DmBCff1rT/LTF6UOVzf9qm8pBKFdkaEqUjZKOWCUcoBPYmAtJc7KQ7aSw7bSQ7biP+t3flT+swABQBij7C9LylSkJEuiM+TJGfKkZGlMC9XfzNleKFmyqmaThBLfFD394YR5PRU/0fpaMTj+jdwotnFduC0P7ftW12fBs2ER6XzjIMHDC4DAezweAoCl7rWhR23PD3vxehEBAMLx3VZXpCZB3ZG/sSAIveQE6dDVm5EgrslBKLgICUi5whOnAjzwAGXlpFGJFDHfenuChxBACrxH4DFrEOK1xJJN5Is/QSMTjlWrAAxJEG4awyu6whtGEERA5ficVBo4jnO7/aNHhJqG/5t+9NCQ2Ns/jMG+mi9fOfBvedYrd0g8+8sfnV3BXp348BOi2u/LFl+7n/9z4I1ZvtOQP/5u/vt/cPT1gNPpDPBLZxFBEDiO6/Q0YgjdjbpLbtRd4khx5VoOrTfuXm/a/X3N+n8eXTBI3meiOnuiJnusKqvtoA2O43DuL0WX4FuKnr1T9oal8F4KXS7XaUd2KzzPd3gphLKjDj5OobHbKqtYqoar/tOQu9qQu9d6TIAgd564O3LWRE32GGnVNbs/UCgmawWpb/uCZ+eTR/Zc1GfRGM7lbPJYeG8PLper00eFFEwGk5ihSURTFJvFYy90lJe6Th62lx62l25q2PuJc5W3gouakqdIY/tJE/vLEpMlMf2kCf8p++yn+o3eLz5ZtMjudjwef0PnZnKGeI8Kt9vtWwoGMf2bVDOBOKIEFUYn9KcY3wVFcLM8BM7tdDppAIxs0iziiUf3v+eOH5dO1OdWL1vgHPZ6RBrfkb8xz/OCIPTsCeI7KgLeYk+L4KZ5iDxu3zKRB8qlojBnmNvTeq8EF81DxDUN7huOR6aSr6+V1Foa/wp7ThAQhNvGdMHZStO0WBxA+zgnlQaGYRjGv9DYsU/3b5LHv/ttepYUmB2dItr/7lGOlUkLlpw8lpa07IOUFBq4OMy+d/uKpa5bP9R5F8KVV7zgv3xUEuoAyOXtTEDrLpxOp0gk8g+E7BxyyGcpx82KGQegxFG5pj53TV3uhyd/fqviax2jnqobMU038hJ9TkDzg8PhYFm2x5fC5XIxDCOTdaA3p8AVfl60cEHN4WKOiVMOvzXlnge1ESKgtev6OoXM/3ofuHQd4HQ6vUvRs0qD2+1mGObs/0X81zNWnn1N+LyndH3FBMG58t46tnhJfXGFoEhVX/Ro2l3XK2QEEEzehXRmKXhzgYsrqHokpqTaexEVU4pZ4aMeTJojM3x/p6FPatSl6aKGr0q+2ymb8120Ts74pswdKP5slfLGvOhwud9uuN1ul8slk8k6d3sIiBzyKJVfZATg5N1HbMeP2EoP2UqO2I7vsxZ+X7eeFQLEFi6u/nm4LlPLqLSMSseotYyKJs5ScSS32+12u6VSKRWoC7PAiikQtEQulzefVgItpkAwErlc7r3vjHxj6EvKo5/8++jKemj7ai76cPjt18ilHTpsOI4jSbJnL1ksy7pcLqlUStOdup/K8a9bAL8M6Evn4NJgkcpyPH7q4HgJXKceGoW1tFRGk9123TonlYYWeBw71toj52RkNN5vyYzHBy8CwJn3buVi5ugTvTvJyEdeIl32i/E4p0un/fKJf8tb1HNz716SpTH3xl1+b9zlbp7dbNy3tn77mrrcr0/+QYAYrEzzFo8arRnoNT8sq/z1jZIvat3GcdrBb6bf7838PEeo/zp//h3G9KfSX5kmceyqXPzMnkeMwxa/onZ7XddPpr86RWT4o/Td2/baNDlPzvTdGwKWrgtx6nrmln3wfNFLbNjHr6iNHx184j/s5Ncy7x9CVf1c/L/b97KRIx+ZSlUFltM9o2+xArfZsG9Nfe7q2rUHWA5sTT9F39n6zEg2//VKiz7msRt1Cuhj/9rxr/vy/hAAgoi7Neu6i5o1Bgju9S+VOW4ZPD2+J/ZAQooGK9MGK9P896jIXrHFtO+OQ6/6j6xxG2bvfdRfoqLlWkalZzRaRqVjVFpGpWXU/q8bX9Aq8gz8GhWu2gXFXx2znhhq7P9Q0rWta9UQzMxfJs9sKRRf9ufky/wlIun4lweNf7nT8wiBAFGQRDeHs50XSoO9tBDh0x1fzSv4ZZ3NrJRl35h6/5P6aLiqyxEeL/YtoC5OhHJHjQfplF8+caBiXOcbIpKZpB02STvstbR/1rgNfxv2rKrd/EH5ildLPpNT0lHqAQnSSF+BqR9rNhy2le4e+Wnr4le9E8G1aWktOz3jueejtAQwUh1jttz8RtnOpxXcZyfrx6V/9HyUngBGy0ybtiz6wvDwzAivFt+6dF0IoNV6DpHo68x3Lizf+QRd/JFRdUv2w/eEiYCBw/qd/DN3+TemByeJ1waUT9Wd1UJ/1e6GtfXbf6nd/Ef9DiNn1TKqydph9yUMnxk+prEou1AhWOe9VLHjdaXo8V0vbdQ8sW3oxIG0dV/14tsP3nvvwI8/DNcQAMAfq/x2jXTGLlVvOf4Zgu4nT+wnT/zf8W8OWot98mujpixIf8DAmg2cxcBaDJzFwJoNrKXKXV/pqj3hrN5nKTRwljq3sbWhQkKKwhhVGK0MY5RhjDKMVsWI9dFiXbOQVoYxqghRWAvrxUl3/Zgddx13ngTwi3Hrj7UbtucsuTBySnsjFInhydhZ0iwZGNe9+RTng9LAcTYbf+C1Qnp+ysM/SPlD1Uue2veoa9jHz3hcLKQqqkmhJuQqmnB5nJ4O5hOfZ0SIwrzZmx6B3246tLp+29q63KUVu/zHHLaVvlb62TjNYL1Io2c0OkYt7sWlrD2sU6IcPUejaSqGGJUqoZycjQUjgBQ1hXEQpFgMwdMUwhaodF0IIMB6RiYxpJOzuaEdETlrlqLxSCAZlQa8R4AQRN6FlDtr1jRsVTCy2dLx/mXNWIHbYty/um7b6rptB6xFJEEOUabfl3DVDP3oEaqMlkGCjfH5phO1G5e5hi3rOyuHBiAfFfvws3Wzb6/Y9nr49DAAwrHPqoqGxr6U1tVX3la+MEf+yU+eK9+82dIgkeXck/bAY1od2aZP7auBL12z/5nDtlIAE8KGvNP3X+EijV/wZlCMnLWeNTWwZu///i8aWHOt21hgO+EVtvgiSZBaWtVkq1BrGVWho9yrMXg5YC1aUrHqpujpKrqH3ZoXLDeNAU1h3wmBALKTiGtHdu/PnQ9KA0mSBKG6Iv0/r0QoCGCcJs5ovuH1sh2PRYgYNFg8ArxmUsFu8QgiMV3dwXzi8xWKIEdrBo7WDPx36l2Tdt233pDn/+kLRf6dt6GkZeFMWHijDqHyKhMRojC9SK1j1HpG431x5oaxo/YTa+q26qWayyQT2/n4QiuuXTmi+a3DunKJAdnJmUpKc3ds/FWlby2S3jJF1PBHyWe5sjnfaSUIXrouBFqvp+3XL23IjsgMUyR+MAAA7O6KUsfxdWXf5Eqmfq+haXpOQHlXzefHmg1X7HvS+zrlROzvQ98WE8zq+m1r6nL/bNhp5mxaRnWxLueRpOsv0eX4Jy5aal8dfMT2Ys6/b2iMzy/ba3NFapL05DaKt5t4AY2Hq9Ps4SmK9qoYrGnNcnu/ByMiuzgtoaUvTKiuee2SQ/uHJt/7WTL2VC57ef+/NTlv3SO1tOFTG6hI3T/qiz0nD8tF0gxdavt/XEMrNLQi9XR16AUILVQKf92injUdsZUW2E+0+Nb9Rxbcf2QBTVC+0Ar/MAvvC+8/79uuqlFxzF62onq9iGSuEk25kDv8ycW4cwKMRjNBEmpVt1fUPB+UBkqkjyCiBymbAq+I6EyZ2O6qt0qiYlFY6eYh9prXTNVuIlYdXtw6n7jwsuWV7c4nPh+ZFT7GX2lIkET+kf0OK3B1rKmeNVW7G+rdpjrWVMca692mg7biOoOxjjXZTw3vJQlSz6h1jFov0ugYlU/J8CkWEaIwvUjTxiVjcflP9xx+zfu6z4kl64cujJNEBBscCMexmqV3HP7qoOKeP+ISKGByyn3z6lq7ri9oU1NHcByrWXpb/leHJDd61xMAwK4puPHKkw6QsfMyrh7XHLgQTH5GcILHpzEAKHZUZOfebOZsBIhsVd/5CVdP143KUWcGzDxUaqdfRj34yP73hZSJ/Yi6LRUfvunM+V/ioEiau036yHP736OTJ2bR1n3Vnz5niLljyCgVAHgO1e+olI4dJe5anaGVL0woXFS0Xhb/7vKULClwcVgs9r97wGwURHvb9KmBJqg0aVwnY+5OBwHCe3dPQ3ywMf4nqZdX+twbI9Y3sOYGrlnP2G8p9EpaN/8TkUyzbkGrdCKVllZrGZVepG5WNWiVllG1USz/h5r1V+57yvv6oZJ3Ng3/YKxm0Bns+jlPd4cy+DgflAZaMWA4tXa7ySxINQQA4cReq0urjo2QR46il//ZUPmCMp4CeOeejQ7laE3KCMWCHTG+fOLN8/d8rY598eW49L7nrMbQvu71ENiCJUXvv1t7+DivGxA29fl+t0wVNV4ZH0i4Jt9W4m0UniSNXtz/8XR5wml/1+5x1rOmOtZU4zbUuY3e13VuYy1rrHUbCu3ldW5THWvkhFPSjSWkyKtYhDOacJHG+1rPqKWk2P9iVGgvf7rwg08HPNfORXA7t//f4df+z4DxCa/sSBmfSkJwb/5HANf1h89zIVPT6fGt59jYF3/XDspu9mszlw/8ix/InjQsu3Lv/Hvpz5aGq4i25J2dAM8esBb9VrethZzluWWZz07Tjzx9NSRq8CtDXpIc/eSZ/T944/MXD7v9GglJYPgb2a/HFi5749DKMo80QTn8kcEvzNcqCADCyXUNZQp1VmaXXg1a+8KChW/Dw7fhU+sN3BY764ea9X/U7/C+vStu7pPJN7Ux3s2zXmWitQGjnjXXs6ZSc5VXYm+VYyglxQGNFlpG9XjhQv+RDxb8b1fO0q7d0xABIdpZpaR349h07I7plWH3pd8yR+rKq/jg6RrVSznvPCDjd5fcM/G49IHM+68VVy8/+sq7/HV/D7tpkN8jhMD+OmPju/qUZZ8nR/Xc/AGgvr6+Re+J9sKXvLX7rkeM9G1DVjYrDYJxV/mrcwuOzM3+oVFpEMre233bU+5xL/WZPYKq/Kl44UL3Jb/lzJ/gF+RUZak9Ya4cGjOgaxO3jJy1xt1Qz5qbFAtjjdvg1SfqWVOd21TLGgyspfUXpZR4qnZEvCQiWqyPE0fEiPWxkvBYcXjraG2b+cvZuxcfVt7wYcZNs6TepxOhpuLhxKPSZeNeuabxCmxdvm/27cLD30g+vqysukXdFOrU0nVOp9Nqtep0up5NuTQYDCKR6OxnlPmv51SSsFgsOp223rz6U2vsDTGDG6vbCrXv777yOckr++OMywPIX63MHN2hSEK7x7nfWrjbXLDbUrDbXHDQWswKHAFCOFW1y1Fn5o74uKv2tEO43e42KkIGQ2C3/2PHy1XJH30fnjd343tRg1d+rGPcdf+J3Vd5f2bO4ROnhG+LYf6z4J9X1SX/p7/Xp/baM9ax3w2bP8UvucNoNNI0rVD0WM14AcLvNdvzDUUjI7JGhQ3sqs06eXdr3SJgKIaTD9DlKV4SqWvKEPFXMlq86PIGQ8XWioN1xwaH90uQ9+RNxGQyEQShCrkn2od0XJ93VlBvvVDy/CIXFa8a89rQe++SUQCVnbzgZyx4+uiD73CqAdobVvW7ftD51n+uvd3rnQ1fvWKMenDEkw8qGWDwKAVdvPWNt2tvGR/V/DiooRWMOLbLU729/tS2x3CC54C1MDv3Fn+hjlFZPY6/GvLKnNVWj8Mnl1GSeElEtEgfJ4mIEetjRdy64z8Uh925Iv3ibEnzIU2TTCDXtSg76RRT04N7vtGl//e5sMhz19TUxfAHXjjwcVXky9v7jY8nmss6kfa/XzhKRIQPurExROBksVNQKxWU/eeA8tMup4Wz77Uc9aoIuy0FR2zHOcFDEWS6LCFb1feG6GnZqr5DlOnPFC5+r+x737ceS+qZckadJbAvLFj49qtqVRCfWi+CADFRkz2U7BOmCuvCzUpIkbcU92lHWjl78ubL6/zCNiNE2qsjJ3sVi5PuhkPWEq9zxM2zLb7rzUr1j7Hwe6HSMuomj0m7slIfKvin0TPDAAAgAElEQVTf/058AwDH8GLqnc+lnP/p2+eH0gAQuqkp/5ma0voDzUXJ/96SHPx7zMwfR0+y21t63c4V2t29XmhwlDeQqUObaq0QTP8cmesd4zEuaugZ5kUEL+wTODi8aUaneE9oghqi7HtzzIxPK3/zDVk+8N8+P6WDd1W56ipddVWu+kpXbZWrvthRUeKo3Go8cMJZyQkCat4fWfM+AAUtDaOVOnHMAKmoH5X36M4HD0WPGCYR1ZjWvm6IuWPI6BiJItZXw5UtUoPWy/pmK5qXYY/l6JvFX1Y6a8eaBj+aeP2FFhbuNv72pTNqhgq76zbuBliWdTgcGiZnhv7y65jHnjr4MZU0Oo2o31yxeDE76NW4ARFMQHlm6+PKzNn2WwvzzEfyzAV55iNH7Md5gacJKl2WMFTV747Y2UNV/Vo3c3q770ODlGkrKzcqGNldiXMvCss+a0txxgRt4xQsfPsZKflIW+mgIQBAQcueTbntgYL/+iTv93/kioiJrUc6eJeBtbTOSjVwlipXXZmzev8ZZKXusRxt1BgAAM8XfTRJO/S8D604X5SGC5KOdK8nVKIwKV92xMnPkZEABE/JAYenTtzgAs5IaRAqgxT2QZDgcBLwek8Wvm3m5p66sSUZT4/RZK05uU0rUv0j6cohynTfR1JSnCKNTQkQ/s2fOHF/n4LdvgcKK+ewco4KQeXiPBUCY7bveKeo0f/KEOJVh2/NE+sTJJFRIl2cJCKaPmEQOIW72s1HikgGwF7Lsezcm73jN5j3rKvfuXH4B2et0F4vgK+1ldXzpUvyH/fPn5HYXjZkTXpj8FPyY189tX95HTR9VGP/l33HrTKKQE5AOYBat9FnSNhtLih2VAAQkcxAReoYTdb9CVdlK/tmKfu0XRGEJMg7YmdfIRvHMEwP2uQ7RdA2Tn9nBAzfriuu3dRWOmiIJuYnXJ2pSPm2/A+GpG9OmDVc1T/gMCkplorF7bFemDhrPWuqD5I80kZWqj9vln6FJAxQpJ7HDYdDSsO5S8dSABS6K++U3ff6wbf1qVMHEJW/li7+nhUgcGfY6cVjC1LYR1saODhcqikP5D3xQhHknbFzrpCOk0gk7S4jTSYkLHQHj9q0eRxlzpqT7voyZ3Wlq67SVVfurCm2V/xt2FPtamh8vDh41TcHESnSRot1DadGV2wzHVxcvmKsZpCSloXRKiUtO2sKRK3b+Jdph0asmiwbcRa1FjI2/j2XX+y8y+WyWCw6nY4AIVFMe2vItLdafoVQNckrXXV55iO76767rLhgj+VombMagIySZCn6TNOPzFb2zVb1HaBI6XK/cm+FGhrEF5Yu2RcwfFsf2KdGnx9u1Y5aJYOVh/cyWTtsGJVGkqRS2QV9MdW0Qk0rAj2WnIJ/VuoHZT99WvWr/6crazf9XLsRQLwkMlOePFCZOkCROkCe0l+RdN7Uv7pATt3zjw53rweV9dLgV6VHP375wC9mOnFK7L1PCS+9QSuCpjS1j2CFfYIGhwOBvCfdiJySeqvpBZq8cNJV36hJuGqqXPVlzupfa7e2GHbfkQX+b2WUREnJlLTMe5XxvlbRciUlC2OU3rdKSq6kZRrvAFqmpGRtJI8F5OfajXP3Pu59PbA09fehb7e/W2kXUuasfrv0m+O2qjG2QffEX97aJFDqqPK3JVS7GwAoadlgZfrlERdlq/pmK/v2kydeSKYafwilJDU7sC9szP2xS6cXPPOk0Bi+/aZj4EtZw6JEZPB00HOcDlslDUHKw59RmYfgiotpY+mCZyrzDrLKzLDJT6TfNlNCIXDSWWNWaqRI6680JEmj1w9dWMcaD1iLDllLDliLvqxaW+mqA0ARZIo0NkvRJ1ORPECROlCR2kcWd46eFCGl4RylM93rJdIxLw4a86L3jXD4ySqijzbuDI8AWhG4sI/HGLi2tziw96RnIEBEi/XRYv1QP+FLxZ88X/SR/7A12f+VU1In73Z4XD6fqJN3N7pLOXOJo9InqXE3eFsUtsbnIpVSYgkp8npJwxillGx62+QrpUDdlf9/vi8esBY9fnRh+7NPu4rjzpPjdt7jtRZ837Dh59pNfw59t9rdkGc+kmc+kmc5ssOUX+M2AFDR8oGK1GuipgxV9Ruq7NtfnnQmrQ0uDAKHb7eVDnqO01GrJE8GKQ+vHt/5S0dQxYXbW/LIpaXsvLSnnhdXf1303tX7qC0jbhuMsoX773vKPe6lfq97k87m7rL6ks6SpTF7R372YuGSI9bSwer0F/rckSSNTpJGD/PzlRg5a5G9/JCtJM98JN9a8kH5Cu8pwxB0miw+U5GcIU/OVKRkyJPOlbMmpDScowQ1ewZLARDcGx44sDoh7eVHVAwAl3n9z46YubqELtJ1Wxb2CR4cfoamjW7n0aTr/2rY9bdhj/ftW+kPXKLrWF1WA2uxeOxmzmbx2C2czcTZTJzVwtl9QgNrtnB2A2s54ai2eOxGzmLibHwQVcPLFyfXrqrbDEBKiiVNdk4C0DDNhlk5JRERjSYfiiD94zeVtIxu8ggwBKWgml0/alpBNqWVikmRzM+I+kvdFq/G4GWDYbdq/WRvMn24SJOt7Ht77KVej8Npjboh0LqNU5DwbbEk5/EBOY+fzZmdFTpqleSswcrDd56gikvYrvdOFPRJXPZeXAoNjJcad21f8X7D9e/gNElng5Rp3wz4t8lk0mg0AStuaWjFUFW/oap+N0VP90rKnTWHbCUHrIUHrcUHrcW/1G5x8C4AKlqeKU8eoEgdoEgZoEgZqOgTLtK03mCPE1IazlHaMHsG+QKT1g+vPHHoVSJ1RjYKFh371hT+9H3KrrKPtSzssyhIcPiz6vEd6HjdE0hJ8fphCzfU5JWaKy6KGZ4s60C3zwAuWF2Ev0HfV4br21ObOXGOn2buWKzvt/QFJWvmbCXOqquaqt15SZRE3h13mX81C7vH6RIar5+8wJs4q+8jq8fB8px3MCd4LJ7m5CALZ/fV2nILrM0vkfW0iguAKdpht8Vemq3sGy+JbM+CtEFAK7G79oXwvWtblOygZNdvSKubvm+ttZX8Qq7ies7RYatksPLwZzCHYIoLZw3YErm0Rtz1SWdxkog4ScQluhzvW4/Alzgq91sLD1mLD1qLtxj3L638xXuSRojCBipSMxt1iNRMeYqSDnz5zDMfWV6+liTIG+IHrz38v1Nq+gVpZdJ2vEgbhJSGCwYi9p4BrxgK3nv70ONOceqY8MdWp0yJOdMLrlBn+s2v4A8TpZl7neqL52oOLowNXNvbBPRypQEAAWKUasBAMkkn7VAYQbAO3U0u2GCduPmSdw4t/IOlb6N1aTIGwFBVv2uipnxz8k/fkDfT518ecdEZ7VVH8Ppi3iz98pXST/3lL6be5d+yufMEsRJPVl3zxaAJzY+SgnldyTtrVUP7qTWLU4cJNCWRSPzlXd5TKkT30wmrZMvy8J0mqOJiCNgSuVau7J6kMz8oguwji+sji/Od4G6ePWwrPWQrOWApOmgrWlW7+d0T3wkQCBCJ0qgBipQB8tQBihSvU0NEMl9UrbnxYKPb+Y2Kr7SEel7z5k1BWpk0dDpeJKQ0nA+0s3s9KR72dNayp7v0p4MV/GGC1PY+XeHfc5igHbobXbDBOnEHli/LfHawMu236q1qWnFv4uUz9KPP3p4AElIkIUVPpty8piF3t7nAK3wo8dqu0RjasBLr+s+O8PmDhfq6V5/kZyxOH6mnielhUU0pl83y8/hwOn/pmFWydXn4rqCV4hKkJbK0e5LO2kZEMoOUaYOUaWiqMGnh7Pm2kgPWooPW4oPWok8qV3kDI2iCSpPFlzqr/L/eAD+TnCcvYCuTGerOx4uElIYQZwIRFrjgT6aITgsUHD70PMk6CkTwDt1A8E7cweQSUvRE0k13qy/tkTLSXhSUdPuIJSsqNxSZyyZGD8/RZHbVltvTTVvgtj91ZO/UjKVTTu19FUweonfTGauk0FTO/NtRvvLwXUJLxeUDMmBLZBHVPUlnHUVJy3LUmTnq5hPQwFoO2YrzrSV7rccWlf14ymjBwwtc0809cCuTti9WbRNSGkKcEQQTrLBPsNre5y1BO3QHL8PV+zt00wQ1Wz/WIrbo1F2Z8BnMSuw3hDt44sMV8uvzwlooTMHkIXo7HbZK8gee8Stn3hUEVVz4+IAtkSMogO6GpLMzJ4xRjtUM8laf/LV2ywm/gGUZKNJXB4UacXds/FWlby2SeluZfJYrm/OdVkIznY8X6fF9D3Gu01zYp9UnwWp7A4G8J+cRLVywDT8GLsMV6tAdtJu24F7/UpnjlsHTW9wtgslD9Ho6bJUkjG/6lzP3QokzZqj0nfZRBFVc5IMCtUROotwb5ndj0lnXsCB9/lX7m93OaYT/rf+0rUw6HC8SUhpChOhKWrlgg5Xh6nh5rvOQYN20+WOV366RztilahHNHUwe4hygg1ZJoqo+UDnzyP8YsiZ11jsQVHFhKP6+hLSJJa+9KPO2RP5kr+K6t7USgujWpLOu4crISQdGfflt2R8USV4dQd6/e6XvI8G9+R/BW5l0Ll7k/GiNfUY4HA673a7T9UC5PX863xq763A4HDabTa8/fZ32bqWhoaEjZaS7hc61xg7UoZvbcOTKKQE6cc97V/fX/afr0N1TrbH9aS4j3WVdwltYiVt10xYKnsm9d3Psl38lRPuuYwaDgaFL/+/gv1rIzyada43d5fR4a2w0LUVYWBhF9eQd1GQydbCMtGC2rn3h2Fc/msq9isv9fe64VaUiAcC4oWTB05W7DnGqAdpLX+13/TiGAMC7dr1a8N7i+jKnOHWMfu6LKdOzTg2mYVm2jToNZw1va2yleN3Uzcv6DfnhPS0NCDUVDycelS4b98o1jVOzLt83+3bh0YrB00UBLlbtImRpCBGiizi1o3QTwcpwRcTSM3Mu1A7dwazE3l1nTWuW2/s9GBHZ4s7MWtcFlIcI0W6Cu1ODtETujqSzswYdrJVJ4ItV+7bZDfMMEeJCpEVHaS+UOGOGKlgZrojIjpTnOo8IbiUGAM+h+h2V0rGjxC10A89hY16ldHwreYgQIQJChIVfFbCVicS4sNPxIiGlIUSILiFIR+kzcsGetwR3bwPCyXUNZQp1VmaLByChZoOpIoA8RIgQQSDogK1MZHVlnb9Y9baYBt6wZ/m7S9Yds4rjRs6bf/v46O5/7grFNPgIxTT46FxMQ5dznsY0dAaDwdBU3KnHCMU0+DhnYxq6nl4V06BSdXs/1N5l6BMM6xe+vbfPfe8uW/zU+NplC346cZpS+CFChAgRIkSIs0Xvck/Y9+84knLJ/X3lFCGfPDP7u29211yZENXq8YbneZ7vMnXCuymO6/lMeZ7ne3YaoaXwnwAAjuN69vFaEIQeXwqPx4PQUgDwW4qetTT0nqXweDw9a6sWBEEQhF6yFD04BwDeP0QXLgVBEAHNSL1KaeANtfWSiAg5AQB0eGSYobqOR1SrabtcLpvN1rW/bTQau3aDncDhcDgcjtOP62Z6w1I4nU6n09nTs4DJZOrpKcDlcrlcrp6eRa9YCrfb7Xa7e3oWMJvNPT0FeDye0FL46A1LYbFYTj+o++nCq7dIJAro7OhVSgMEAP6PM3zgojdisZhhuizYwePxcBwnFvdwVwSXy0XTdM86CHvJUrjdbpIke9ZBGFoKHzzPsywrEol61tIQWgofbrebIIguvAZ2gtBS+PAuBcMwPWt/8mpOIlGX1T0L9pftVUoDqdWHOY/U2gUoCXgaak3aKF2gaZMk2YV/Hpqme/ze4J1GT08htBSnzCG0FD668ErUaUJL4SO0FD5CS+HjrC1F7wqElGXl9C1et66cBV+f+/ve8NGjonrXBEOECBEiRIgLl16Xctmw+4t3Pt1W7aY0WVfdf8eEmAuh1E2IECFChAhxLtDblIYQIUKECBEiRC8lZP0PEeL/27vzqKjPe4/j39+wzAwMDMMm4AABFVkUokEIogb3KIoFt+SmaaNpE+qNSVqPN5rkxqVqElFLeqOmHjWLtW6ISqtEjUs0UDGKuLCKIgoCiiDIOtvv/qFR0+SezrnGhw+Z7/s/PSivMzAPD7/f8zw/juM4zqp40sBxHMdxnFXZLVy4sKsNCMmGphu3DEpnpaLt+oUTuQVXOzQ+3hrxC3PltprSs+cvFBVfrr7V1OmgdXd2EL+hydhYWVxYXFJSVnG94Y5JpdOpsR4fL6zOusK8k8X1stbDTW0nEZHcWJJbbtH3cBb6RZFNrY1NJke1g3ynujA//+JNi4uXTt1l83359rkvv+0IDnQTLTAb2k3kYKcguaO28ETutxcq6g1OXl4ae7FvEUvbjRttKo1K6qg5n5Nzuvym7ObrIfbLYa48tiOnoUeQr3PXvjN52Hwomxk2eU0DEZmrspe+99crkr0qIjGm+USlVz+/9qJvb8bOWzI1WOBCTEt97tolmyq8gj3vlJ1t6BEd4lB96VaPCb9/MzFI2N4/ufHUxvc/ybMEhAR4uiips6WhuvyqHP3K/JnROht7TpChfNs7S486RUU4XS2o6pO6JDVaK5nOrZ21P3L13Hhx3xbma9lLF3x+yd5VFz7kidLs866R4c61ZcaR7yxMChA0KFlq8w+crrl/3p3ccHrPGV3SyGAH36fGDBS3v8mYk/a7glGfzArOX/P22os9B0X6KVsqCso0k9+bk+AtSmEoz1y0bH/PWatmOO98J+2k65NRvu3F+S3PvL1gUqC4H5bGnOUztjaF9PAfNHn66DBd1+w65GHzfrY1bEJscu3izCVfHlDPWLNhiEP+6je39Htv+RS9gtr6p797qCwlOELYbNFctGtrU9KytBE6SW46uiKtbsq7c3yrMpeszgx7//lgMQxzYcYX1cOXrBnn8+Abw9LwTfoHmUUDXhb4UpTuXpVZZPzBdNY+LGVOcqigl6L00Al96so3Yp3IULlr8fKNJ0LejBP/CC1zyf6Dql+t/TRBfeZ/Zq0J/X366zEu1PrPjxZ8VZY4M0zUV6S17MBfvzFEjIoPcpZIbu4wGVsbb992dDWI/43DUn/87xdj5y//VYgjEclNXy9fsKd46G8FfXOaCg8c9U7906xox4K1p5/4Xdrrg9REbXnpb2cXJqZGCRxNJVXolPkzPU9mrFuUqRs0YsTQ6N46sTvNeNh8YLCtYZMnDUSyyUhOzipJsnN2dlSrVRIRkYOzWmEyiRwT5Y4OhYens0REkrOnW1thg0xP+PUNMB1pFMaQjUbJVaf53veXwkmnVRiE/niwCxk9Lb4qbW3dsHnTwx/CSFo/Yb/XyhZZsrNTEBE5Bialjl24/LOTYanCn0Eqd3ZK7l4uCrILjh2drB3oIhGRSusqt7cJ+4oofIa+ntYndutfMquUv3w1Obw542y7/vkXBF5ueTh7B0cPb697n1tyctcpDJ3CXgpJrbZvbW6zkFKlVsqW+5/X0hUXbCW1f/yLbw2qO3v4wD8+2nm1TdMzJGHqjARBF6B42HxgsK1hk9c0ECl0Ljd3/OnTb/IPf90Q6HHlWGm76UbBnu35vknTYnzEDYwKneb6tnUH6y3NZUe37yjwGT99wJ2sxekneyVPH+TrKOYil8LTh458/PHB8ps3r1dVXi4rPPPPrzI+z24bPTOlr1bgHTrJ0c1fb75YG5g8/kkf7wdplcIu9il0mvqd6euPV5h9I0O8PfqEOx5bvS63trFWCp8UL+rGAJHkoijfvG5vhUI/KCEhwlNBhuq8nRs25TgnTBsSqBJ36dNOo48aFuN5afvqLUWdxtoW/ZjB4l6Eu8n15/Zm7jlScLOlIrdUN3RIkKruxBfp6/P1E5+L9RP1BvEI9i7/bOXf8mtkjVywe395443iw1uzm0a8lBLmJu71sFzL3VsbPCHGV0Fkp/HpHfV0wphRT/fSGMyaQF9XQS8FD5v3DbY1bPKaBiIikjtulBVVS/5hfdyazh06nF8j9YwZMzLCXfCwaGm+eOxgbnmTY8+nRo2K8qKaoiJzYKRe8LK7zpulp/LLahqaO0jl6u7bZ2B0qJe4H9ZIGW6WnD7f5BMXE6SWiMxN5blHcsvUg18a21vkN4al6VJeXl2PoXHBaonk5oI9u6/4jXw2pqdKoOFBHdeObd2W65I4d7KwmyMPJZvbGmuvV19v1oQOCFJfPppV6TP8mVCdWIncXnvhVEFFXWNzp8JJ6x08IDaqp5PQN4j56jd/r+mVFOvbtbvfeNh8kA0Nmzxp4P6lzrrCU4X16ici+wXpHL/bMlDlHtdf2GIzGAaCAYSBYABhIBhAGAgGEIZsam28I2l1TnSnuujCxSZlQERksPglqiIYfHuCezhD+bZ3F2y/KsnXDm7KqPCLj/ZTSeaLO5btdxgn8Jo8BAPBAMJAMIAwEAwgDAQDCMN8LXvJnMVbDh85dqmxbOuarAqj4cqhbYeNUc/01QqcPgli8EJIjLX6IAyULQMADAQDCAPBAMJAMIAwEAwgDIwtTsIYfCLkvUWnrtfPt/dOTHq4xGhxa/VBGP+6ZaBhy2cnb1tEfXYoBoIBhIFgAGEgGEAYCAYQxv0tTsrg2NHJzw50kYgkwVucBDL49gRBrNUHYYBsGUBgIBhAGAgGEAaCAYSBYABhgGxxEsXgScPdJJe+Q8VeWMBk2HtGDh/cSyPZu/n31DkoNMFx8b2lFqOLPmxAb3dxLgQGggGEgWAAYSAYQBgIBgyG5OgXHR/q1G5yDdTrHCSSWy+fuiDFvfTCYC+RZ5mIYvDuiR9JlmVJ6vrNMggMBAMIA8EAwkAwgDAQDCAMBAMIA8Hw+Bhd/rs1XsacVe9l1Xb5VAqBgWAAYSAYQBgIBhAGggGEgWAAYSAYHieDJw0cx3Ecx1kVr2n4kWTSBgR5CjqCFJuBYABhIBhAGAgGEAaCAYSBYABhIBgeH4PPafguY2Nl6aXrDc1tFqXW29dgJHK0VQaCAYSBYABhIBhAGAgGEAaCAYSBYBDC4IWQBPM0dAQGggGEgWAAYSAYQBgIBhAGggGEgWAQyJA50/l1sxftqzE+/HfmW8dXzl1/wWRjDAQDCAPBAMJAMIAwEAwgDAQDCAPBIJDBCyFhnoaOwEAwgDAQDCAMBAMIA8EAwkAwgDAQDAIZfHuCiIzXsj9cltXRN6Z/gKdGSYaWW1XFp0vsx897a5y/wMM5EBgIBhAGggGEgWAAYSAYQBgIBhAGgkEcgycNdwN5GjoCA8EAwkAwgDAQDCAMBAMIA8EAwkAwCGLwpIHjOI7jOKviNQ0cx3Ecx1kVn9NAZ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/></p>
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</div>
<div id="banner-impressions-overview-table" class="section level4">
<h4>1.1.1 Banner Impressions Overview: Table</h4>
<p><strong>Table 1.1.1.</strong> Daily Banner Impressions</p>
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<pre class="r"><code>### --- Full Dataset (Table Report)
datatable(pFrame)</code></pre>
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<div id="total-banner-impressions" class="section level4">
<h4>1.1.2 Total Banner Impressions</h4>
<p><strong>Chart 1.1.2.</strong> Total Banner Impressions</p>
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-seen&quot;) %&gt;%
dplyr::select(-action, - day) %&gt;%
dplyr::group_by(banner) %&gt;%
dplyr::summarise(totalImpressions = sum(count))
ggplot(pFrame, aes(x = banner,
y = totalImpressions,
color = banner,
fill = banner,
label = totalImpressions)) +
geom_bar(width = .5, stat = &quot;identity&quot;) +
ggtitle(&#39;Occasional Editors 2021: Banner Impressions&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, color = &quot;white&quot;, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_blank())</code></pre>
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b8nAEA/+jQUEAalUlvTQ40MoV5aaoy6cZl9d6yIIhENTZ3aGEr5S+YF7Y8V9t9OapqIIdDQvrupVnlFSVA3LbH9HiOa08WdNgIA8B9xpqFg8K1neqKhbPvCOmm8bXWcoXNfU6RRzOVMPR8zxK6wvfeWbdkBaT7QdF+QiJvhoaGmshft86ZZfzwpD/YxlTU7X9xpIwAA/xWhoWAoV92Quce+K0bLTNcObnLEByuR3hJZx+Bz2L52v5aRoZ1Yb9+RZqhRVfGuaayvqct/Ui/Ga3/+5Njwl/j7OV/caSMAAP8VlycKhj8XZB/URFXEM1ApXcfgl6BduCyZRxw/WbSrz5VSxGQUm1UrWUGxHHNcUkUUEZu6eaEqIoqzxc86awQA4L8iNBQMmioOEd9m5tGPG4xWbdNs21mHaAcdCVcmK0qlh80N3B1LjygB9RVLitJphFutsoqWpO78wb7mgOZwurg4aQQA4L/i8kRBkr7FNn6SbeNJaTbY3PDazZBuEYaHR5ifrq2tm2M/dFnMZomobbi81jZljPXzdVLjaVPjEjkt7rQRAIA7R2goGAxGMSgiIpZYdfUX9miboWIZEZGQ+0zDnzOF/2X/aLJtS4xoIlabpO5ybDiiZWVrF3bad8QZ7q2iGJ0tfqt1AgDwnxAaCgKD0vol9551rv1olyybqA4xlzf1flQ5ssD2xQr1kkVERDQt/pKmmK4Pr2A0it2htLp5cc35OgEA+K8IDQWBqh3ar1VobaoeoXj6KJVaG+sY1f0npUozg/mAY2e8BIYowSFKcIji6y7ndquZtU0P1VR8vJVyLUwNfdXdB1Qnix93vk4AAP4rOkIWDOfX2X7wMrV/1i3ATUuOUVfPsR/MVFpHKEGlzKMaX5/t8MLs+Tvt8xeZunQwjwqRy+fUjZ/b96eJdvPiGc4bAQD4rxSNhxy6gnrkkG3eJ66twVCrrmI0OfbsyOftmgcNN1SsnM8bLYYsFktGRkZwcLCiMFh4UZaQkODj4+Ph4eHqQlAscHkCAADoQmhwEYPrv/wpbu6a3ebqKgAAhQahwTUMle9RSka6sgJFMdSopZ064coaAACFCh0hXcbcf5hj83otJTn/N62YTIZadR17dmkZ6fm/dQBAIZXboUFL/XPpx3NXHYq3mUtU7zhg2GPV/RQRNXnv4llz1x/PcI9s9OTIAc0jzDcu43Sq/sbCSjt1XLt0UQkIcMG2bXb7d99oqaku2DQAoNDK5dBgO/DNB1tDhk6eU9s3bdtnr334bbWP+lc1JG/8aGZ0xdGzxpZLWjPljWnLy07pHvX3dRHN2VRFd2Mhvr6iaerRQ64uAgAAvXI5NKgB9XsPKVs31ENxqMEBno4smyaSuX/HkfLtRlTxNirerTvWXfq/PXHdosKvdQR0OtVXd2P4TR0KrVar1WrN3deVFwwWi9HVNbhEVlaWlsGIEXnO4XCISEZGBrdcFnnZ2dl2u93VVRRo3t7e/CLkilwODe6l690vWvKGSSM+3JZV8pE3J1c3iXoxPtGjRAlvRUTEFBoWmHwpQZXwqwdMNdnJVNWut/Hv9VynqqrNVghuCjA5HMUzNNjtdrUwvEGF3ZUhWDiWFAcOh0NVVVdXUaBpmkZoyBV50RFSCWz16pdNEw4see+Dj7a891JTTURufLtUuXE8KadT9TfezMPDo1CMc6J6exfPI6evr68hMNDVVRR9VwZ3CggI4G9l0ZaQkODl5VUo/uihCMjdLgHq+Q1zvtqerIkY3EOqNavtferoBdUQFBJoiY/P1EREHEnxqUGhwdf/iDmdqr8xV8sHAAC3lruhQfE1J234btXxTE3UtCObd6VXqFrKIF41G1Y5tX79OZuoidvWRIc2aRxuENEyYk+cisvUnE7V3wgAAPJHbj97Qo3b8eXHCzadzhD34Hva9hvctUaAIqIm7fnqgwV/XLIaA2p2HzHwgZJmEdsfU5+e4zt2zpAaipOpThdx3lhYqdG7bYsXuLoKF+DZE/mDZ08UEzx7AvnJlQ+ssu5Y/H3A4z0qF8/ugIQG5C1CQzFBaEB+ct35fTV2f3LlByoU08QAAECh47phpA0R9dtFuGzrAADgDtGTEAAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKCLydUF5D6r1Zqdne3qKm7PaLEYXV2DS2RmZmrp6a6uouhzOBwikpGR4epCkOcsFovNZnN1FQWat7e3wcCX5FxQBEODm5ubm5ubq6u4PdXDo3j+lnt5eRl8fV1dRdFnsVgyMjJ8fHwURXF1LchD2dnZHh4eHh4eri4ExQLJCwAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6HLb0GA5u+3HLacdIvaYn8f379Zj8IQfTmbnR2UAAKBAyTk02A9Ob1+r6VMf7rGqFxY++/S07Rbj6fm9Or2+jdgAAEBxk2NosO1a8MmBRjN3f9HVI2H1t5vDhs37/usVs3teXr5sjy2/CgQAAAVDjqFBTbiUFNng/vJekrX9113+rR6sbRa3yKgSSZfi1fwqEAAAFAw5hgZThSplz/y69ljK6aVfrpUWbRu4if381q2nQ0qGG/OrQAAAUDDkGBqMVQeM6xb7es3giv1Wlhw6vK3Hwaktaw7bUrV/r7qm/CoQAAAUDDkf/JWwzp/tPjp013FHuQb3lfHULjQYMmtlw8faVCIzAABQ3Nz26K94h5atYEuxXjp18pJIqcZNRC6dSYgoE+KZH+UBAICCIufQoMYsGdCu34IjmdqNrUpgnx9j53d0z9PCAABAwZJjaLDvnv3Wr/dM3vxTt3sCzDe0K+6+JAYAAIqZHEOD4+JFc+fnhzSrYM5prn/KPrP+80+W7jp3WfOr+ECvIb0bhxtF1OS9i2fNXX88wz2y0ZMjBzSP+McKnU7V3wgAAPJDjndPmOs0q/RX9Bm7/tWpZ3+ctSi5+Wuffjl36tAqJz6b9UusKlryxo9mRlccPmv+p2Oax8+ftjzmxlEenE7V3wgAAPJHjmcalID2L3R8bVi3l7v0bHlPhJ+bcrXdEFK1UZVgxckSlthkj+YdW5VyUySkeosGYav+ilXFb/+OI+XbjajibVS8W3esu/R/e+K6RYVfWzzT2VRf3Y3hN5WhqqqqFoI4oTkcri7BNRwOh2q/gySK/+bKb4HdblcUZ7+rKEJUVbXzO5Ujk4l7/nJHjvvRunpU22e+tYj8+vP0G9s9un2TsLirs24NXg0GTWhwZdkLm79Zk1K3TyWjmhyf6FGihLciImIKDQtMvpSgyrXhoZxOVe16G+XmYaays7MvX758pzsi/5kzMz1cXYNLZGRkOFJSXF1FcZGamurqEpDnMjMzMzMzXV1FgRYYGGg0MihhLsgxNLh3XZxuW3zH67Sc/+PbeV/9ltVw8ISe9XwVNUVEbvyyo8qNN2Nozqbqb7yZm5tb4QiVXl6F4HxIHvD29lb8/V1dRdFntVqzsrL8/Pw401C0paamenp6urm5ubqQAs1guO0jnaGLjoOrmnZi66/bD5+OdwSVvbdhi/srB+Sw89WEP2a/PS+2fr8xMxuV8lBERAxBIYGWI/GZmvgq4kiKTw0Kv+HShtOpBn+9jU5KMBqNhSJRqkZj8QwNJpPJYKYLa55zOBwiYjabCQ1FntFoNPM7hXxxm/ClXfr5xSaV7m3V88XJn855/5XeD1av3OTFXy45/YYvIpK5a9G82DZvvN6rYYSbpqqqpomIV82GVU6tX3/OJmritjXRoU0ahxtEtIzYE6fiMjWnU/U3AgCA/KFo2i0TgGgJ3/asOfhMn6+/fr19GU8RscSsefupJ+aX+Xz/V4+FOPn24jg2/9mXv7vw9xdoJfih8XOG1TSpSXu++mDBH5esxoCa3UcMfKCkWcT2x9Sn5/iOnTOkhuJkqjhbxHljYaVG77YtXuDqKlzAPGi4oWJlV1dR9FksloyMjODgYM40FG0JCQk+Pj4eHsWzixTyW46hwbpyQOmRAd8fmtbk+sHZtu3l6o8mzoiZ+9BdX0Gz7lj8fcDjPSoXgksJeYHQgDxFaCgmCA3IT7e7PHFzkyK58xdIjd2fXPmBCsU0MQAAUOjkPLhT/Q6tM+a99PrqGMuVhuxz695+aW5qy/b17/66gCGifrt6N98wCQAACqacB3cK7Tp97rZH+3Wq+FFImahgJTnmTJxbreHzpncN5XwnAKDYcKxfrcaev5s1KH7+pke65lY9rnKbWy6VsA5Ttx4bsmXjtkN/JWpBUVUbtHygaiD3LAAAihP1r5PqsSN3swYlpERuFeNCtwgNjlPr5q9PrNasppaUpIoYQ8vXCC0vIpJ46I+tOQwjDQAAiqpbhAb7ns+GP/Pn0BerfT7tB8tNU289jDQAACiqbhEa3Dt8fPSk1S+85PR387ceAABQQN2qe4JXSFRUyQA3EcvZbT9uOe0Qscf8PL5/tx6DJ/xwMjtfSwQAAAVBzn0a7Qent6/V9KkP91jVCwuffXradovx9PxenV7fRmwAAKC4yTE02HYt+ORAo5m7v+jqkbD6281hw+Z9//WK2T0vL1+2x5ZfBQIAUDzY971Zv9l7xx16589e9kTE0yv+8TX+8jfdwnv/mGff7HMMDWrCpaTIBveX95Ks7b/u8m/1YG2zuEVGlUi6FF88n88IAAWMl5cXz8VGvslxnAZThSplz6xZeyzFb+eXa6XF7AZuYo/ZuvV0SA1GcgSAguCjTV5HYiWHhwjlEUWRqhHy0kP5vd0iSEvc+t7Q4bM2X/Kq2rlbVLbUFBER+/nVbw97eeGOi/aSDzz3wScvNgtSJPvwl8MHvrHicLqxdMvRc+ePrH/tEK6lbnmtXb/9/X+Y6Hht3Pqk5L2tX/Pb+GqJb0YNm7DiSIZnhXajPpwxuI6fkr6oW9PNTbpnrN0UE5fi3XLcJxMfLXtniTPHMw3GqgPGdYt9vWZwxX4rSw4d3tbj4NSWNYdtqdq/V93bDAoFAMhzM9bI4QsuSAwiomly+IJ8sNYFmy5i0teMeXqO5+hNZ2K2vRv+6w/H7CIi6vkvhw794/75+y6c2/Z28PynR/2cqknqd6+Njnl85cm4Mxv7pUwY/13ylTdeyz76Wa9+6x6c/9Wge6sP+3JC66COM9aPb3psRt9x53p8fyz21JpnLe/1nrQzW0TEcXLRMsPLy9b99vtX7aNHPLPg7B1eN8i5I6QS1vmz3Ue3r1+77eCvbzbwNAQ2GDJr5a7VL1UnMwCAy5245OICjru6gMLPunXpT2GDxnUr72EKbPzCCx39FRFRLyxftO/BUSPr+BnMpTq8MjDq11V77JpDddjjj0afSHar8vzauB+eDlRExHHxpxGdXzjWZcbrTf1uGHPRcXT594mdXxxwr5fiXu7xF3soK5bts4uIZmraZ2BNLxH3qv0HNNixfF3ynUXO244InZ18/oKpXL0yPo6Yn98Z98GPv207dJF7JwCgAFBdcY6hQBVQ+FmTEjNLlYm8cs3fs3SZMKOIqHEX43mc6bwAACAASURBVFJ+fL5RnTp16tSp12VBepiPqilB3d5f0D19WvsyoZXajvjkjzhVROTyr2vSWre3/+/TVf84/KvJCalhkRFXVmssGRWeHJ+giojiERYecCVceISF+aanpOZmaOCWSwAoZLzKyTtNbuiwZpC698nrPeTDJ2XwveKZw5zOGj2DpU8HmdFbpneVnhWFLpe5zS0k1Cf27IUrVwmyY8/HO0TEEBgcFPLYR9v37t27d+/e7euXfzOqmZt2Ocl2z5Avdp67sPPTzvHvdxu7NltEvB+d8uWsWa/XXvXGjL3W66s1BAb7x52/eOU+DMfF83H+wYGKiGiW8+cSVBERLe3MmbSg0KA7e5oUt1wCQBGhGCU8XHrWFc8bzlNXri+9w2TFGpmyTULryqPht5zTSaNJuraWUonywXL5eJ9UaCydi8JDlwoUtybdO16cM3F5jFVN3/vhzJ9SNBExlOn0WJmVH8w/mqXZE7e927nlG79ni3rmi57Nhn5z1uFfvl7DqkGiOjQRMXp4uhlKPjX+WdOnry08q4qI5rBaHcYqjz4a+MP0hcctYov5/v3Ftocfq2MWEbFu+WTqxniHPX7ju7OiW3Rv639n5XLLJQAUEdUbyqgWUs37eoviLm0ry69/SHSyxJyW/+0TxVsMzuZ0urjBVyp6ypb9cipNjp+U35OkYqjwsMLc5dPmnQX9Ut9uGhV133Nnuo3pXTXETRFDhaGfTym35NGqpUrXHryn3ZwpnfzEeM+QdwdmTLqvVImS9/be9sAnb7bz+Hsl5pojx3c+MvGddWnuVRrV3PFC01e3Vnl+/lthCx6uXLJ8q2mG/1s4rpGHiIghsFVLw3sty0XWeubPtp/N7FHiDt9ObrkEgCLiz99l1O9SqZEMvfYn2hgi5ayyOvnqjyf+lBO3mNNpo5ohRzOkfmU5fESMoVLXT47GC90YcpkS3Gz0sujR13585so/7hW6TV/Xbfo/Zgxp/eYvh968sanrN7Fdr/zPr92nJ0+KiMhL60+9dKWtzyeb+/x7a6bIDpPmzJz2X4vNMTQYqw4Y123BkzWDX1E967y2oa3Hwaktm766v/rEydxyCQAFn4e3eFmlSkMZUEECNDlyVL7aIwn6TxXbZMUfMradvFtfROTcPvk5Ls9qRWGQ88H/yi2XQ3cdd5RrcF8ZT+1CgyGzVjZ8rE0lMgMAFHxuJjEGSbUYeX+JZPnKk61kYJZMOSg6Y4PBT4a0kDNbZfJpMQRJrxYyIFlmn+RkQ2Hl2/O7mJ53tYbbdptUvHx9jZkn18xfcdiuKmH3dXigkvftlgEAFARWu6iXZXm0xFklPVFWHJUyZcRf92XskDJSKVWWHpdUmyRfkmVHpEYl8c3LglHA3SY0WI/O6VqzVseho14ZveigPfPXV+uXqd3/f6fs+VMcAOBuZKVKikHM11KC0SjiEPsdnij4O2Moyj9+RDGUY2jQLn3z8ui9zRccOvJhe09FFL8nFu78sMbGES/97xInpwCgwHPEy3aLdLlPSnlKSLh0ryr7j0uG7sUTYuR0oDxeVYLdpUSEdK8qh09JWh7Wi4Iux84Jtr2bt4d0X94l0vzTlQbFu2qvl3tObb92l7VnR/f8qA8A8N+psmKNGJvK/3UTs0Wio2XJqTvokaCmymcbpEc9eeM+UbPkzz9lyfHi2qHBy1vx9bubFSi+ReHCTs49Go1GQ7bF8o9PiD05Kd3k7sb5KQAokI5vkxdv+NFxWb5dI9/qmNNpY8oF+fRCLldYGM1obPqzxl2NhxnhbpqcW9W4To6hwdygSydD7wnTn15YQUREc6T8uWT0qEXmR79taM6f8gAAcL11STvXJG6/mzVU9oqaXOnZ3KrHVXIMDYp/u0nzhj/es3mZeNVhWlnSNz3VrUrX8YsnP+jHmQYAcDWTUcSlg/qb7uzBBSj0bjPgghL0wOtrj/TZ+fvOI+ez/SIrVKtXv1IQgzQAQEFQI1L+OOHiAlCs5BQAHMcXDB+9t+X09x9v0LZMg3wrCQCgy6AHxGyUI7Gi5XvvRIMiVSKkb7P83i5cK6fQYAjwTN765aKNr3TvE8HlCAAogLrVzvBs7Gk08kAg5IecQoMS0uGdOc8OHt11cPyznWuXDvS89qE0hFRtVCWYHAEArmaxWEwmE6EB+SPH/gnW1eOeenezRTa/2nf+je0e3b5JWNyVcRoAAHAp+743Gz3rvXjTS5XyJTfm2PPVvevidJsT6SQGAAByQfZPfUMin9lgdXUd+tz+Tgg17cgvi7797eBfiWpg1L3Nuj7dqZo/N9kAwHW/HZPDLhoBKTvb12QyuerqxKAWPIribimeXt4hocEGSV/UrenmJt0z1m6KiUvxbjnuk4mPlnUTLfWPaf2Hzdh0JtNQom7/9xdO7BhhEC1x63tDh8/afMmrauduUdlSM9+qvU1oyD7wQec2L2/zqdu0bjl/2+lvv5s1YUKLqet+GFmdUw0AcNWpONl20lUbd+Vf40EP8ACru2UIDAr0D/A1iIjj5KJlhq1r19UyHpnR8cFnFtT7aVCp03Nf+cj9pS0xT0YkLx/WYsKCvu1HV81cM+bpOZ6TNp3pGrj3nYfbHXPkX2jI8ZyB48THz0xIHrD6xNHff16y6Ovv1+8/uWdWo/1jnpl9UufD2AEAgC6aqWmfgTW9RNyr9h/QYMfydcmaIbLfN9s/e6Ksl2rJdBiM6anpmli3Lv0pbNC4buU9TIGNX3iho/5nnd+9HEOD/dDe061fHvNAyN8nvrzvHTC2T+mDuw+6dAwyAACKHMUjLDzgSgLwCAvzTU9J1cR4ee/sQW3q3lOr7YgvD2RqIiLWpMTMUmUirxyZPUuXCcvHi1M5hgZjVLnw+AsJ/zirkBV36XJE6ZLc3QMAQG7SLOfPXTnkamlnzqQFhQYpsfMHD/6txoSf9h7Y/vP7XaOMIiJuIaE+sWcvXDk2Z8eej3fkX4k5hgZTreffb/Jj74Efrj5wPvlyRsJfO5e92eO57Q+9O7K24nA4HA6VqxQAAOQO65ZPpm6Md9jjN747K7pF97b+WlZahltUzeoR7lkx6z5fuj89M0sVtybdO16cM3F5jFVN3/vhzJ9S8nE80Bw7Qmb/+NJTs7fHJ65rP2/Eje2dIj678h+P7ktTlnSjTyQAAHfLENiqpeG9luV6JnnV6v3Z3B4lFENoz1e7P/5s1bIvhpVvMXjE6FrTX39v17qxbd5Z0G/w8KZRI70rPzJyTO8dIW751a0hx9Dg1nzMilXDcjibYAiscFePFwcAoFgz1Z0QvUlEJF3EFNlh0pyZ026YqoQ9NGXTqSnXfnzm6TEiIhLcbPSy6NF/t+ZXrbd7NHZA+Tr1HJnxFy6mW294HIpi8osoE+qZ57UBAIACJOdxGqx/znq0w6hV56z/uGCiBPZZETv/Ya5KAACQS3x7fhfT09VF3E6OocG29dP3TzWfvnZsl3qlvG64YKKYvUkMAAAUMzmGBs1iCWg7aFDre835VQ4AACiocgwN5iZPtvxwycoLzR4peftnVBQYVqvVai0Ej/4wWCzFc7SLrKwsLSPD1VUUfQ6HQ0QyMjIUhWF+85zN5i5SHL9dZWRkFIrPl7e3N78IuSLnjpD+LZ575L3a1SpXrndPCc/rQzq4NRv9zStNC+oviNlsLhSPltfc3PJxQI4CxN3dXfGkH22ey87Ottlsnp6e/K3MByZTMX2Mn6enZ6H4fN39b4GP0dPf5HM3a/Azed9lDQVBjqHBcWT6Uy/vLtW0U7O6/+jTYC4bUIA/JYqiFIrQoBoMxTM0GAwGQ2F4gwo7g8EgIkajkdCQD4rtPjYajcXktQ8zT+p8d0MM+BeJEQpyDA32Y/vjunyxd36nu0pXAAAUbvti5OD5u1pDuL90rpNL1bhOzsNIV6lZITvNko8DVAIAgIIqxzMNhpLdRlYc+fSIxP4P17ixT4MhtFqze0OKxykpAABwRY6hwbp2XM+pay2y9te5/2j36Lro4lePMVQDAADFSY6hwf2xr5KzvsqvUgAAQEFWTG8TAgAAd8rZmQbrmlFNXlydfeuF3NtN+31q2yJx9wgAAIVL8oLOdbeNPDq7tdPjsH3H6Dqvlvp57YioPDgt4Cw0GMJrt22v2G69kLlWOGcoAAAoMLJ/6ltqqNeSUx83z8utOAsNppq9Jr7XKy+3CgAARMS+783GozJ71k38fdu2gz5PjO+n/PLtH9E7/irz0v8WD6vuJpmHF44aNmHFkQzPCu1GfThjcB0/RUTUxE0TOr8wf1ucZ82n3p0zqUtZN8XTyzskNPgfX+nt51e/PezlhTsu2ks+8NwHn7zYLOhu73t0Fhq0lFPRJ5PVWy9kCKxQu3xBHhQSAIDCwrprl2H2miWTLn38YKVnvp2/f/G4wN1j6/ddtG/QpDpHZ/Qdd67vymNDK1xa3O/B3pPq7JrUQESNW7Eic+W6U03t6195qPfwrxqs6B8WGBToH+B7Q2hQz385dOgfzb/bt7x6+i8j2z09qmr03If97+7Y7bRPw7rRTbovtdx6IY/uS1OWdOOWSwAA7pqpcuvW5UxiCCkTFVC/eetQRSSqXCnr/kzNcXT594mdpw6410uRco+/2OPd3sv2jW9QScSt+TOjWoSaFGk79vn7qny3PqXfU/9eq3ph+aJ9D778bR0/g/h1eGXge61W7bE/3PLunhvlLDS4d/vmsn1xDuNAKoqRPg0AAOQGxezmJiKiiIjZzU0RuXYEVpMTUsMiI648rcdYMio8eXuCKpVE8YmMvHKpQfGLivJLTUq7+Zitxl2MS/nx+UZ1PK5uJaydetcjPDsfp8FguOXzhGx7p3R5x+f9/z1TmUcOAQCQhwyBwf5x5y86pLJRxHHxfJx/cKAiIlrGubNJmoQroqWdickIuT/QIEk3LxsU8tgb2z9q5SYi1qSYWDXsrm97vM0Zg4zo2X2aVC5VIvRvIU3G/G5x96RDAwAAectY5dFHA3+YvvC4RWwx37+/2PbwY3XMIiLWzR9P2RBvt19aP/GDfQ8+2dbv5mUNZTo9VmblB/OPZmn2xG3vdm75xu85jKWgU46hQT2z4IWXN4b0eW/68428A9q9+fnsif0blmo6Zlrf0lyeAAAgjxgCanVqU9EopurPz38rbMHDlUuWbzXN8H8LxzXyEDEGlu/0Ul/l3QfKl673/PHO897vEuzsm7yhwtDPp5Rb8mjVUqVrD97Tbs6UTk6ixR1SNO3WlzisKwdE/V/IigOTG6irB1WZ02rft0/6pnzfu/HXD21a8lQJTjbcHTV6t23xAldX4QLmQcMNFSu7uoqiz2KxZGRkBAcHKwq/q3luwRbZdNTVRbjC3P5STD5f01blwqOxJ3bLpWpcJ+czBgaDwaAoImIsV6nkyYMn7KL41WsQvmXtzhyGfgIAAEVRjqHBVL1h7QuLJ87afM4WWa1K3C/f7c3U0g79ecbD16d4REsAAPC3HEODoVTPaTNan5v++uIY95aD+qrTm4UFRj6yOLB3r4Z3d6MnAAAodHJ8NLaI5z19v9jZVzQRRSZsPdpl8/ZzPnXaNCvvkT/VAQCAAiPHMw22LRO7T9xiuzLghCjekfUf6tr5noPv9J65x54/5QEAgILiFmcaHMd++vDHo5b9S37ed/R99+3X59Isp39esLJMM8dtT1IAAFBEGA1iuLuxBorGSMq3Cg0Xdvy4fKMl8bwt3vrj8lM3dHtUTEGPThrR/K5HlQIAoLB4vq2rKygYbhEa3Fq8ve43sa5/tf26NqsmtSYiAABQ7OV4jcGt9aQNrUVNO/Hbr9sPn453BJW9t2GL+ysHFIlzLAAA4I7cpmOCdunnUZ37z9qdGRRVOtiQcvZMgkfdEfN/mNohjIEaAAAoXnI8aaAlLPu/QfOM/VeciLt48tDB4xfiTvw00DRv4AvfJ9z14zUBAEDhkvMtlztXrvfu997b7ct4XmnwiGr71tSBvut/ZhhpAACKm9t0T3ByQkERrkwAAFAM5RgazPU7tM6Y99Lrq2MsVxqyz617+6W5qS3b12cYaQAAipkcO0IqoV2nz932aL9OFT8KKRMVrCTHnIlzqzV83vSuoZxtAACgmLnN3RNKWIepW48N2bJx26G/ErWgqKoNWj5QNZBbLgEAKH5yDA22LROf2tz86zHNmj9aqfnVNi3hx1f/71T3ec/VZRhpAACKE549AQAAdOHZEwAAQBeePQEAAHTR8ewJAACA2w7uBAAAcAWhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKBL3jx1ynH227Hz/V4d19b/ylMr1OS9i2fNXX88wz2y0ZMjBzSPMN84t9Op+hsBAEB+yO0zDVrGsdVfTB371jcnHNfbkjd+NDO64vBZ8z8d0zx+/rTlMeqNSzibqr8RAADkj1y/PGHyiax+f6cWVW54xlXm/h1HyrfrWMXb6F66dce6Sbv2xGm3maq/EQAA5I/cvjyheJSs1qCkTX7/5MS1JjU5PtGjRAlvRUTEFBoWmHwpQZVwYw5TVbvexr/Xc112drbFYsnl15UHjJmZxfPqyuXLl9XUVFdXUfSpqioiaWlpri6kWLBaPUWK4+OAU1NTFcXVRejg6+trMNCHLxfkTZ+Gf9JERLnhc6WKdrup+htvpihKofhwFIoi80JheYMKO03TpBh/zPKZUiiOnHnAYDAU15deTOVDaDAEhQRajsRnauKriCMpPjUoPFjJearBX2+jk+25ubm5uRWCyK96eNhcXYNLeHl5GXx9XV1F0WexWDIyMnx8fIrt8Sw/mYvnaUMRX19fPl/FSn58C/Gq2bDKqfXrz9lETdy2Jjq0SeNwg4iWEXviVFym5nSq/kYAAJA/8uPyhBLU6tnhFz6YOnK11RhQs+eIjhEGEbH/uWjcHN+xc4bUcDbV6SJOGwEAQL5Qrlz4dAnrjsXfBzzeo/JNXRmLBzV6t23xAldX4QLmQcMNFSu7uoqi78rlieDgYC5P5IMFW2TTUVcX4Qpz+wufr2LFdd/V1dj9yZUfqFBMEwMAAIVOflyecM4QUb9dhMu2DgAA7hC9AgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6GJydQFAETf5r4V2zZH/27Xb7Var1TPNU1GU/N96DZ8Kj4Ten//bBZCnCA1A3nr95ByranN1FfmtV0R7QgNQ9HB5AgAA6EJoAAAAuhAaAACALkWwT4OqqqqqurqK29McLugcVxA4HA7Vbnd1FS5gUAz3+d3ja/TK061kqpYdqYdc0vXyRpqm2YvTu6yqhuL5Hcxut7uio+0dM5mK4MHOJYrgfnQ4HFar1dVV3J7Bbi+Of2NEbDablp3t6iryW5RH2BfVxm1LPXDOEqeKlncbCncLmlhx2LNHph7MOJV3W7kth8ORXZzeZVV1L56hITs7u1CEBqPR6JLbiIqeIhgazGaz2Wx2dRW3p7q7F7su9SIi4uHhYfD2dnUV+e3DqqOGHp58IvNcPmzr03PLF9d4u/XuEVpeppOcmUwm7+L0Lhfb77He3t4ci4uV4hiNgXwWYPLJUrPzJzGIyCVr0p8ZJ6t4R+XP5gAUH4QGIM95Gz1T7Rn5ucUUe4ZPHneeAFAMERoAAIAuxfVCHOBi5ofuXfFTqYBrsT1zUXT7XvHXerkoIU/WmPtSxov3nToZWOr9c/c2cr9hSUfWNw9snblVExElIOzt34N+qH14VyHo+gug8CM0AK6gBJb3NK460vuFpGwREU1Ly/77BkUlNPSZKSWCEzNEREu+NLFGiue1bOHZqNw7L2T/uk8TgyGgon+L1yo090/+wRUvAEBxRGgAXCKioselPSmnjl7+94AKirnRO5XuSbNcbXfY449fixMefoMWeG985vC+DDE/VPnTT0M93M1KMRoMAYCr0acBcAVjyQrung9Umnuu5fq4pp/MLX1P4NUJ3i0rjGgcP2Na+k2jMymRQys/ePDkgt8dImJbeaRH1G9du56PKwQDmQEoKggNgAuYPCPLKqbExA9a/P5U+5PHalWcPLOEvyLiHdBvelD0i6f2pd80woJfUK9nlB+mJGa4bOwFAMUelycAF7BnzG+4cV62aldF5OJHLwXc/0PJxgEJZ/6vSovoEwPX2tVu/1pACX+6bJPos72OERkAuA6hAXAFzZZ1/fBvO3H5guIbcF9U177ZC1olZXsZPT0UMRjcvQ3mDNWmihi9Hnzae8/khDQyAwAX4vIEkP+UsPCx26q1K3l1/F1jlGeJbEtCgE+5yNAxx1tuyGi16ssSnjXKfZ7U5JnGiogYq4U/WDZpwzo6PQJwKc40APlPi089lFZ1yIxSMc9fuhQQ0GNyhPWLfVuWpLRZcuDKDG7da64amzG43qkTDhFRwtsERe6PPZSvg0oCwE0IDYALqFk/9D8Q8lGlKYcre6Rl7fv68MtvpFhuNbNiqtXS5+KOtGSuTQBwLUID4BLquYQ5nRPm3GKqden+Vkuv/aDZfum08Rdns9m3HO1WOk/KAwAn6NMA5DlNNEXy9fnBiogLn4sNoKgiNAB5LsmWFuEenJ9bLOsZEZudkJ9bBFAcEBqAPGdRrX9lxfYIb5M/m2sVVN+smC4QGgDkNvo0APnhhWMfTKw4dGCpR5Jt6Xm3FYOiBJh8T2SeG3RoUt5tBUCxRWgA8oNVtY06NsvVVQDAXeHyBAAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF5OrC7gjavLexbPmrj+e4R7Z6MmRA5pHmF1dEQAAxUZhOtOgJW/8aGZ0xeGz5n86pnn8/GnLY1RXlwQAQPFRmM40ZO7fcaR8uxFVvI2Kd+uOdZf+b09ct6hw5d+zORwOu93uigLvkM3m6gpcw2azSXa2q6tA3nI4HNnF6V12OEwiRldX4QLZ2dnKTX+ECyA3NzelUBRa4BWi0KAmxyd6lCjhrYiImELDApMvJagSftPvqdVqvXz5cv7Xd6fMFouHq2twiczMTEd6uqurQN6y2+3pxeldttl8imdoSE9PLxTH4sDAQKOxOL5Bua4QhQbRROTGrKiK5mw2Dw8PD4/CcDhu3EzqNXDJltPT0w0Gg7e3t0u27ubuLobCdF3sLl1q/rPTD2pey87Ovnz5cmBgoEu+YLkpJi9jYfg1zCV9W0gvh0veZ0lKSvL29nZ3d3fJ1r3cgl2y3TvFaYbcUohCgyEoJNByJD5TE19FHEnxqUHhwc4+BoXmw2Eyick1+1+z2TSDQfHycsnWi5sAs69LtmtxmE1GCTT7FprfiMLM3STuLvprmmXWvNzEw513GfmhMH3h86rZsMqp9evP2URN3LYmOrRJ4/DCVD4AAIVbITrTIEpQq2eHX/hg6sjVVmNAzZ4jOkaQGQAAyDeKprnmOhxcKDU11WAw+Pq65rQ58ofFYsnIyAgODubyRNGWkJDg4+NTODpyofDjuzoAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdePZEcWS1WhVFMZvNri4EecjhcNhsNh5JUORZLBaz2Ww0Gl1dCIoFQgMAANCFyxMAAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQABRQtt9HVfR5/NtsV9cBANcQGgAAgC6EBgC3YI0/+Vey6uoqABQchAagINMSNk3q3qB8SGDEvS0HfbIn9coArtlHvnmhY63SQd5e/hH3tBoyd99lEZHs758KrPfmqh9ee7x1w3tLl6zcauTSk7Yc2kW0lD1znmlbu2yQb2BUvUfHLDtuubqeoAZvLZvRoUxk9ZE/pbnolQMogAgNQAGW/fPo53bUG7Pw5+Uze3iveb5dv0UXNbHvf6/ngG8NXacs3bjp+xlPef08fODMQw4REVH/+mL8T/dO/Hn7oeO/Pue+aPCr36feut1xanb3Nq8fqTdq/votqz7q5bW8b5thPyRoIiKO47PHLq88/sffPujs57pXD6CgMbm6AAC3pvh1mjTvlUcDFJGGdXzPVesyc96RJ0eZq/Wc+kX3IW1KG0QaVE/+fupz5y465F4RUS9XfOqNHhU9RKTiIx1rvvLlqViHlHPebr00ffKOJhOPTewVpojUqfWF/5lqHT/7ccojT4momeUHfv7+wIp8qwBwI0IDUICZazVv4q9c+b9fs9YNTUsOHbebH+kyIvTIjl8WrdgXvXvbhlVrLxv6X53fEFy1aokrR3rFZLr+3EMn7VrysWOX0tcNinQbfG0u1aHUOh+nioghsHrNKBIDgH/hzwJQkCnKjT9pYjQatZTf3mpdvWm/91f+5V6ty+i5E268guDm5qb8ex3O2xV3Dw9T6eEbMm1/c6jWPeOqGUVEPL08na4HQLFGaAAKMFv0pq0pV59en7Zl/U6pVa+adc0HUw+1/nzXhq/eG9W3U5PSxkzbf1q3T806FeI2rT94ben0X995YsBnBx25UzmAoojQABRcijnz55f6VrXi4AAAAP9JREFUTFq+bc8f37/Ta9hXyhMv9S7jGRYRlHVk07q9f134a8/y8U+/sdaSdmLPgbg7HQXKVKPP8BbnZvYb/vnG6OjflkzqN2jygdDqFYy3XxJAcUVoAAooxTeqToc3F02t/sfbj7fpOHKJ7bH5a2d18FfM94+d+3LkhuEtatRq++xiGb5qw9R2KQvHLzvz73MEitnTy91JBrjWbig3cOmvM5qe/qB3i2aPjFrq6PHVirebeOTLawNQOCmaprm6BgAAUAhwpgEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6/D8MQJJgnjlgpgAAAABJRU5ErkJggg==" /></p>
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</div>
<div id="banner-impressions-per-day" class="section level4">
<h4>1.1.3 Banner Impressions per Day</h4>
<p><strong>Chart 1.1.3.</strong> Banner Impressions per Day</p>
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-seen&quot;) %&gt;%
dplyr::select(-action, -banner) %&gt;%
dplyr::group_by(day) %&gt;%
dplyr::summarise(totalImpressions = sum(count))
ggplot(pFrame, aes(x = day,
y = totalImpressions,
label = totalImpressions)) +
geom_path(size = .25, group = 1, color = &quot;darkblue&quot;) +
geom_point(size = 1.5, color = &quot;darkblue&quot;) +
geom_point(size = 1, color = &quot;white&quot;) +
ggtitle(&#39;Occasional Editors 2021: Banner Impressions&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_text(angle = 90))</code></pre>
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<p><img 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" /></p>
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<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
</div>
</div>
<div id="banner-clicks" class="section level3">
<h3>1.2 Banner Clicks</h3>
<div id="banner-clicks-overview" class="section level4">
<h4>1.2.1 Banner Clicks Overview</h4>
<p><strong>Chart 1.2.1</strong> Daily Banner Clicks</p>
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<!-- rnb-chunk-begin -->
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-clicked&quot;) %&gt;%
dplyr::select(-action)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
y = count,
group = banner,
color = banner,
fill = banner,
label = count
)) +
geom_line(size = .5) +
geom_point(size = 1.5) +
ggrepel::geom_text_repel(size = 4) +
ggtitle(&#39;Occasional Editors 2021: Daily Banner Clicks&#39;) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;top&quot;)</code></pre>
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<p><img 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</div>
<div id="banner-clicks-overview-table" class="section level4">
<h4>1.2.1 Banner Clicks Overview: Table</h4>
<p><strong>Table 1.2.1.</strong> Daily Banner Clicks</p>
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<pre class="r"><code>### --- Full Dataset (Table Report)
datatable(pFrame)</code></pre>
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<div id="total-banner-clicks" class="section level4">
<h4>1.2.2 Total Banner Clicks</h4>
<p><strong>Chart 1.2.2.</strong> Total Banner Clicks</p>
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-clicked&quot;) %&gt;%
dplyr::select(-action, - day) %&gt;%
dplyr::group_by(banner) %&gt;%
dplyr::summarise(totalClicks = sum(count))
ggplot(pFrame, aes(x = banner,
y = totalClicks,
color = banner,
fill = banner,
label = totalClicks)) +
geom_bar(width = .5, stat = &quot;identity&quot;) +
ggtitle(&#39;Occasional Editors 2021: Banner Clicks&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, color = &quot;white&quot;, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_blank())</code></pre>
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" /></p>
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</div>
<div id="banner-clicks-per-day" class="section level4">
<h4>1.2.3 Banner Clicks per Day</h4>
<p><strong>Chart 1.2.3.</strong> Banner Clicks per Day</p>
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-clicked&quot;) %&gt;%
dplyr::select(-action, -banner) %&gt;%
dplyr::group_by(day) %&gt;%
dplyr::summarise(totalClicks = sum(count))
ggplot(pFrame, aes(x = day,
y = totalClicks,
label = totalClicks)) +
geom_path(size = .25, group = 1, color = &quot;darkblue&quot;) +
geom_point(size = 1.5, color = &quot;darkblue&quot;) +
geom_point(size = 1, color = &quot;white&quot;) +
ggtitle(&#39;Occasional Editors 2021: Banner Clicks&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_text(angle = 90))</code></pre>
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" /></p>
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</div>
</div>
<div id="banner-close" class="section level3">
<h3>1.3 Banner Close</h3>
<div id="banner-close-overview" class="section level4">
<h4>1.3.1 Banner Close Overview</h4>
<p><strong>Chart 1.3.1</strong> Daily Banner Close</p>
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<!-- rnb-chunk-begin -->
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-closed&quot;) %&gt;%
dplyr::select(-action)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
y = count,
group = banner,
color = banner,
fill = banner,
label = count)) +
geom_line(size = .5) +
geom_point(size = 1.5) +
ggtitle(&#39;Occasional Editors 2021: Daily Banner Close&#39;) +
ggrepel::geom_text_repel(size = 4) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;top&quot;)</code></pre>
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<p><img 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" /></p>
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</div>
<div id="banner-close-overview-table" class="section level4">
<h4>1.3.1 Banner Close Overview: Table</h4>
<p><strong>Table 1.3.1.</strong> Daily Banner Close</p>
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<pre class="r"><code>### --- Full Dataset (Table Report)
datatable(pFrame)</code></pre>
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</div>
<div id="total-banner-close" class="section level4">
<h4>1.3.2 Total Banner Close</h4>
<p><strong>Chart 1.3.2.</strong> Total Banner Close</p>
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-closed&quot;) %&gt;%
dplyr::select(-action, - day) %&gt;%
dplyr::group_by(banner) %&gt;%
dplyr::summarise(totalClose = sum(count))
ggplot(pFrame, aes(x = banner,
y = totalClose,
color = banner,
fill = banner,
label = totalClose)) +
geom_bar(width = .5, stat = &quot;identity&quot;) +
ggtitle(&#39;Occasional Editors 2021: Banner Close&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, color = &quot;white&quot;, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_blank())</code></pre>
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8An2l++tH9fVft6awu7b/5WY7YCAFCWOD0BEUuS5YbG6qJv1YIi4wPKmb96+PeUQ85qz7jxnuW7pe291pbRJxptCabrh1nvvFxbMt37d14AqgYABBgjDTApbXqbsn/07PKIzaaYRMxWsZq0/HwJdfwbHRQlNETLzxeTWUQVVZPCZPWH970Vn7bWqiZr0iXmCkv/3qZjv3invaseLTR6i4DA8frEZdCFSNxuyXcrdpeYDPr2F2o1rGsYhdAAk5KQoFx2m23sbSca6o+wX77cM/uQFlnD5FB8OZookUqiQ9tyVOn4mC1+sWv2BhER8UqBR6w+sdaw9O+lbJvl+X6rphq3HYARfvxL5q83qnObSPTZlyozI7tLnXgD+4cBCA3wqp887vrk+P9bTXe8aDnyunvJYTHF+g61N3dsoC7aJZddZ47e6fsjXauwRWvT0dIg2bc7RxJbm5uY1S92S92bTNY/vetTJSrmxAkMd46W4zJuiwAAZYLQgGKoqb65M5XevawjIyVjh2/2HF+2JtlLPF+GWbo+aIu0aZn71R+me//KVzomKM4q1kevPPnarbNdMw378gWgrGknpzghuBAaUJRHnfOY+79Hudu9syacuoBb2/iZZ+NnRZu0JRNcSwJSHQDAUExiAQAAujDSEJRs9oB2Z2IgExc/k0m6N5Y6cRKAy6FuPSyLtojKJdQQcISGYGS6tIHv11Xi85190fOmxMWb6lwagI4AY93WUvaly6vfB6Kv9vWkbwv5dG0g+gKKIjQEI1OtOtaBQ9SNv2keT5l2pERGWbr3KtMugAtBqE2iHDL31wB1t2KbPHSt2C2GXSICQYvQEKRMteuZatczugrgIhEVJinHAtpjWq5EBLxTgNAQKF6PeI35UqC4ChVXoRQWGNK7iIg9JBCneQHjBP4Dzj3hYIgyCg1a9ro3Rs6OHDHpzlrmou1q5saPp85YujPXntjqtuGD2iVYz6mxHPN+s9D36ypDulZEKogYeK0l28gxSpTTuP4BQynS8hq5LlPGbpT/rpgaVl2eSpBnf5Hj3yQaXiUP1zl55YM1S+TdfSW9HDBKmfzk0ndkyRvvrs44Y2qvlrl82uRNtYZOnfnOqHapM19duF89l0YAKHfCk+TmS04GAsUs8fHSr6mEnmyS2HD541cZ9dmJ/z49XOzLAWOVwUiDe/eCN5ZV7d0l9bvTn8nfsm5bjS7D6jrMiqNj96bzP92Q0icpXHdj/Bl/N16v11PGU/lKi+L1Bu2ffWFhoRQYd3IkyGia5vV6C9jhgeLxWESKHQhV7HLTFVKQc7KlQUu5K0kstiLDBorEOWTfUTmSffaXX1BcLldBQfn4QhcSEqJwkrQ0lHZo0HI2zXxn25XDR9ZbteG70w7namZqekilSg5FRMQSGxeVeTRNVb16GyXefHpvHo8nL6983IU5xOst5ydY/v/y8/M1q83oKoKIx+MpL2H6IuB2h5YQGuo1lVoH5IcK0unflj9+kUd/kdqt5L7//kGzSGyohDWXVyuJpVA2/SnztkpeMS+/oBQWFubllY9Pms1mM5vPOITg3JVuaNDSVr09J7fnqG6J5r3+nhaRomFPFe1cGs8UGhoaGhpaOrWXMW9ISCCuinBBcjqdzGkImIyMDLvd7nA4jC4kWDgOF/uUPU5urSKffCVhbUtag6mCxJgk5ZC8v0pC4+WuNnJbvszYJzZ9LzdQRERETIzRRSCwSjc0eLb/un7vxs3D73xLVFdegTx994GBr43qHH386G9yxkQVbkvN1yRcEV9GarYzPloxRehtLNVKAaBMmaVbKzmwXv52S/MSF1Qz5fnZ4vGJJiJ7ZF6cDK8tHx+UzvpeDgRS6U6EtLV5Yt5nn8yZM2fOrBduqpbYY9z7T3WOVkTLTd61JyVfC2vUsu6epUsPekRNX7N4U2zrK+NNor8RAMqLyvWlTb58dVhsFrGaRDGL3VzMfEZN3L6Tg6kp2aKEyCX6Xw4EUECu0+D9Y+7o6eFPTR/SsMODQw9PmTj8B7c5slG/Yd0TTCLi1N0IAOVEpSiJSpKX+v/7uJpMrSETPpOdZ0wcrFhDhifKG6skSxMRiQ4XT66E6X45EEhlFRrM1W+bNPXfB9Yrhz+y9wu7iJicTfuPadr/1GX1NwJA+bBppQxaeeL/r+gg12fKc8VcaCEnVQpay2115eN/JCxO+tSS1Utk/VFZr+/lQCAFZKRBTd6SWefqZsxcBYDTaTny/gq58wp5oaUUHpM1q2XhUaNrAooRkNBgSmjeJSEQHQHAhWf9Mll/asvONTKiyMPMgzLl4Dm8HDAKUwUAAIAuhAYAOF9ur9gDe/s/u1U83BcbAUdoAIDzlZYjCZHisAeouwohEl1BMvMD1B3wH26NDQDnSxOZt06GdpK1uyWvjG8pGx4iV9SQj34t214AvwgNAFAK9qbJ5MVyWWUJL+NL22fly6TF4iof93zAxYbQAAClo9AjG/YZXQRQlpjTAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXSxGF3BeNE0zugScnaZpwjsVWPxpBIymiYhidBXG0LRy80FTlCB9j0pd+Q4NHo/H5XIZXYUuFo8naEd18vPzNavN6CqChaqqbrdbVVWjCwkWbrdNxG50FcYoKCjIzfUZXYUuDofDZAraf4NLU/kODTabzWYrH0cjr9VaPv62yoDD4VDCw42uIlh4PB6bzeZwOIwuJFjYgzQwiIiEhYXxlx1sSF4AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdLKW8Pi37j/lvzvj+71SPtVKD7oPuv6lBRaXI02rmxo+nzli6M9ee2Oq24YPaJVjPqREAABimlEcaPH9+MuXnmDsnTP9w+kt9Qhe/8dl2X5Fntczl0yZvqjV06sx3RrVLnfnqwv3quTQCAAADlfJIgxrZvP+QS5rGhig+NToy1Ffg0Yo8m79l3bYaXYbVdZgVR8fuTed/uiGlT1K47sZ45fTuvF6v1+st3U0oI4rPd/aFLlIul0sKC42uIlhomub1egvZ4YHi9VpKf8i2nHC73YWF5eMLnd1uV5QzDiE4d6X8WbdXbXaVaJnLxg97Y01B5RvGTGhQpAM1MzU9pFIlhyIiYomNi8o8mqaqXr2NEm8+vTuPx5OXl1e6m1BGQjyeoD3BkpeXp1mCdusN4PF4PB6P0VUEC5crNGhDQ0FBQW5u+fikWa1Ws/mMQwjOXVl81pWoDk9+2Cbtz3mvTJm2+pXHror8N95pIlI07KminUvjmUJDQ0NDQ8tgE0qfNyQkaIcanE6nEuU0uopgkZGRYbfbHQ6H0YUEC8dhoyswTkREREyM0UUgsEp3ToN6aNn0OWszNRGTPaZ+28sde7YfPjl2ZXLGRBWmpuZrIiK+jNRsZ2y0or+xVCsFAADnqHRDgxJuzVj2+fc78zVRj2376becmvWqmES03ORde1LytbBGLevuWbr0oEfU9DWLN8W2vjLeJPobAQCAgUr39IRSsc3A+3a/OfnBAblij76088P3tolQRDx/zB09Pfyp6UMadnhw6OEpE4f/4DZHNuo3rHuCSUScuhsBAIBxFE3zO1uglLnXffxF5M231AneeSjehfN9v64yugpj2EaOYU5DwDCnIcAWbZH5640uIuA0EUVkZHepE290KQisgHyBV5O3ZNa5umbwJgYAAC4CAfmlkCmheZeEQHQEAADKDFMFAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALpYjC7gvGiaZnQJODtN04R3KrD40wgYTRMRxegqjKFp5eaDpihB+h6VuvIdGjwej8vlMroKXSweT9CO6uTn52tWm9FVBAtVVd1ut6qqRhcSLNxum4jd6CqMUVBQkJvrM7oKXRwOh8kUtP8Gl6byHRpsNpvNVj6ORl6rtXz8bZUBh8OhhIcbXUWw8Hg8NpvN4XAYXUiwsAdpYBARCQsL4y872JC8AACALmcfaVCzdvy8+vdte8Pa3tc9cvduW4260dYAFAYAAC4sZwkN7u3Tb7l2+FLVaclq8+7gazxPNr9ne98ZX797S43yfV4DAAD9fEt/UJMPnc8alIoRlht6l1Y9Rinx2K8d/eTxkRvbzfr7bevj1T8RpeKts9e7Bl037LFP23/WL465qACA4KDu3a3u2HY+a1BiKpVWMQYqcU6DZ+NPa2P6Dr0x8d/zEYqj3h2P96u06sff3AGoDQAAXEBKnghpNptchYWn/A7Xm5mRY7HbGGYAACDIlBgarC1u7GH69PnX12X4REQ0X9YfHz/86Fxrrz4tmQsJAECQKXFOgxLRZfwHQ2/u165aquqzLKocnpNtq9t73McTrq3ISAMAAEHmLD+CUJxXP/PjtrvW/7J+2yFXxcSa9Zs1r+3khxMAAAShs17cqfDA2uUHYjv26X/nVdY17z55/wPPf7m7fFy4GQCA8sS7eUzztq/s1H39YNeCWxPu/OqUY3LeJ33i+39dZofpkkOD96/XuzZuc/sbG9zq4dkP3vnq2kLzPzPv6PHMGmIDAADBpuSfXP426+0/W03+/f3eIWk/fPZT3P0ffPHRV2/1y1u4YIMnUAUCAHAR09J/frlvk6pxletePWzef0P53kM/PHND4+rxcVWb3jxxdYYmIuLa+uE9barHOWMqN+475be8IqvIXj26Ve0b3v37z7f6j16a8e3DHZ9e6cnfOvuB9nUT46vUbnP3OxuPaSKSM7dPoyGvjet3XaermjXv+ujCved8+YQSQ4OadjQjscVVNcKkYO2K3yI6XHu5VWyJSZUyjqZyCz0AAM5bzuJRd04PHbly3/41L8Wv+HKHV0REPfThfff9etXMzYcPrhkbPfPOR7/N1iT786dH7r950e6UfcsHZj0/7vPM4xdE0Fzb371j4JJrZ86557IG93/4fEdn90lLx7XZMWnA6IO3fLEjec/iBwtf6T9+vUtExLd77gLT4wuWrPplTtdNwx6YdeAcj+YlhgZLzbqX7Fvx446sf+Z/+KO079zCJt5DP//8T0zlePP/a98AAICT3D/P/ybuntF9aoRYoq585JHuEYqIqIcXzt187aPDm1Q0Wat0e2Jw0orvN3g1n+rzpm7ftCvTVvfhH1O+vDNKERHfkW+G9Xxkx42TnmlT9HeNvu0Lv0jvOWLQZWGKvfrNI25Rvlqw2SsimqXNXYMbhYnY6909qMW6hUsytWIK86/E0GCuN2h0n+RnGkXXGrio8n1DO4f8NfGaRvevrnf3HU35BQUAAOfLnZGeX6Va4vFv4qFVq8WZRURNOZKS9fXDrZo0adKkSbMbZ+XEVVA1xdnntVl9c17tWi22dudhb/+aooqI5K1YfKxjV++n73x/yuFfzUzLjktMOL5ac+Wk+MzUNFVElJC4+Mjj4SIkLi48Jyv73EJDyQd/Ja7nu79vv++3nb7qLSX+SEcAAB7sSURBVK6oFqodbjFk6qKWN3WqTWYAAOC82WJiKyQfOKxKLZOIK/lQqi9axBQV7Yy56dm10zrYRMSdsT9ZjbNpecmeS4e8v/6xqTt/mvv0fX2eqr7nDRFHr5c/nHrV5webPTtpY5fnmtpOrNYUFR2RcuiIT+qYRXxHDqVEREcpIqIVHjqYpkoVk2jH9u075mztPOuPKE9x1qWVClVqJ1qPrP5oyqS35q7TWvToUNtx7nsFAACcwda6b/cj019cuN+t5mx8Y/I3WZqImKr1uKnaoikztxdo3vQ1L/W85tlfXKLue79f2/s+OeCLqNGsZT2nqD5NRMwhoTZT5dvHPWh55+nZB1QR0Xxut89ct1evqC9fn72zUDz7v3jtY8/1NzWxioi4V789cXmqz5u6/KWpm9r37RxxbuWeJTRoR78d0br2ZR36jZjwzvTXnuh/bYM6rUd8d/TcRjMAAIBfFTq9MGtg9tg2SUlXPLSvz6j+9WJsiphq3vfey9Xn9apXperl927oMv3lHhXFfOmQlwbnjr+iSqXKl/Vfc/XbY7qE/LcSa6Ph43pue/GFJcfsdVs1WvdImyd/rvvwzOfiZl1fp3KNDq+a/jd7dKsQERFTVIdrTK9cUz2x8QN/dH538i2VzvH6zoqmFZ8AtLTP+jW6d99dH330TNdqoSJSuH/x2NtvnVntvS1zborhStLnwrtwvu/XVUZXYQzbyDFKlNPoKoJFRkaG3W53OBgQDJBFW2T+eqOLCDhNRBEZ2V3qxBtdSqB4Zrx5/rfGtj02urTq+f/JmXtT/RVDdk3vYjv7sv6VfJ2G9YuWOga+MvZ4YhCRkKTOz00cHL702/VcpwEAgCBzlhmNfkYhFGGIAQCAcie83+f7+53XGkq+NXbzbh1zP3jsmR/2Fx5vcB1cMvaxGdnXdG3OrbEBAAgyJd8aO7b36zPW9BrYo9a0mGpJ0Urm/n0ptsZDP3i9dyyjDQAABJmz3Ro7rtvEn3cMWb18zd970zVnUr0W11xdL+rcftUJAAAuBv5Cg5a1Z9PuzKLXo3ZUveyKqiIikrdn4+9iiqp5eY1IBhsAAEEizKGEVzyfFSjh4aVVi4H8hQb3kpGt+84vLP5FIX3nZ83rYy+zogAAuJBMutLyR8P/9w8VRUQS7JYJpVWNcfyFBnufT/K8H5dwASdFMXOGAgAQNJZkrF+cvvZ81lAnLGlC7QdLqx6j+J/TYDJxF0sAAHCK4kcMCg/8POflCZ/v9omIiHZ07uB2Pe8d+8kfx7iGNAAAwch/aNBSfxx5zeVXD5700xHv8RYlrEbD6nk/vX5Hy+YDPtnvC2CFAADgguA3NOStHHf/5PQeH/39z7cP1D1xoiL8yodmLfnzr68H2ef/79lFxwJZIwAAuAD4Cw2e3xYsPNL+8Ql9a5z+AwlL5evGje7uWr54I/eeAAAgyPgLDWpWZo6zZk2n3wsxOBKrRmVnZKn+ngMAAAHk3TymedtXdgZq1oC/0GBOSIzL3rc/y9+MRy179660mIRK/OQSAIDz5vpmQEziA8vcRtehj7+Dv+XyXj0Tlo574svk08cTtLTvnxq32Hld9ybcsAoAgPOmhIY5YmKjTZIzt0+jIa+N63ddp6uaNe/66MK9bhERLfvXib0vT4yJclaq22nkt8ePy1r6zy/3bVI1rnLdq4fN2+0KYLV+RwxsLUe++UD4/NtbXHPf6wtW/r7twJHDe7b88u07I7q26DNLu/31J9uFBLBEAAAuVqYoZ1REZLhJRHy75y4wPb5gyapf5nTdNOyBWQdUUffMeGKa/bHV+9OTN45PWvD8rB0+kZzFo+6cHjpy5b79a16KX/HlDm/gqvV/cSclqsMrK9a0mjTmubG3vJvlO36eQrEntrtn0orRA1vFlXBywrVv6Xtvz//tYJ5WsdbVdwzpf2V80etEqZkbP546Y+nOXHtiq9uGD2qXYD2nRgAALlaapc1dgxuFiUi9uwe1eH7OkszBAxMHfrL23rhKYWr2IZ/JnJOdo4n75/nfxN2zvE+NELNc+cgj3adNDFyJxR7+lYj6fZ6d/0dqVvKuTT8vW7Hmr33pWftWTL2nVVxJN8ZUD3w9dW5mu6ff+XDGxPvq7np36ndFT3FomcunTd5Ua+jUme+Mapc689WF+9VzaQQA4OKlhMTFn7gZZEhcXHhOVrYm5ryNb93TqemljTsP+/DPfE1ExJ2Rnl+lWuLxb+ShVavFBfAazrrucmmvWEEKUvf8lXricfF3uSxMzgxp171DFZsiMQ3at4j7fm+yKgn/JpP8Leu21egyrK7DrDg6dm86/9MNKX2SwnU3xp/Ro9fr9XoDOC5zHhRf8F4Ry+VySWEJN0BDadI0zev1FrLDA8XrtRQ3ZHvRc7vdhYXl4wud3W5XlAv/1sxa4aGDaapUMYl2bN++Y87WTiV55r33rmo775sPWle27nrl6t4ZImKLia2QfOCwKrVMIq7kQ6m+6ICVWMp3uQxrcc/zLY6v5PBPnyzOanpX7ZMJSM1MTQ+pVMmhiIhYYuOiMo+mqapXb6PEnxGmPB5PXl6e/q01UIjHE7QnWPLy8jRL0G69ATwej8fDpVQCxOUKDdrQUFBQkJtbPj5pVqvVbC4H91Ryr3574vK+E6+WlS9N3dR+xAcRWu6xXFtSowYJ9oL9i9+bvyXnygJVbK37dj8y9MWFN7/dK+qvNyZ/k6U1CliFZXGXy8JDv372wZxVBS3vfb5fs/Ai2U4TkaJhTxXtXBrPFBoaGhoaWkIpFw5vSEjQDjU4nU4lyml0FcEiIyPDbrc7HA6jCwkWjsNGV2CciIiImBiji7iomKI6XGN65Zrq/TLCGvd/d8YtlRRTbL8n+978YL1LRsTVaH/vsJGNX3/mld+WPNXphVkD7x3aJmm4o84Nw0f1XxdjC9Qwyjnf5dKz8eUbX6jw2qcP1PG7iJr261tjP0huPnDU5FZVQk7dCpMzJqpwW2q+JuGK+DJSs53x0YopQm/j+WwmAAAXIkvT5zetFBHJEbEkdhs/ffKrRZ5V4q57eeWel/99+MCdo0REJLrtyAWbRv7XGqhaS7rLpYiI5G56667WdapUiv1PTOtRvxTaQ4s5hOf/NveD5E7PPnNHywSbpqqqpomIaLnJu/ak5GthjVrW3bN06UGPqOlrFm+KbX1lvEn0NwIAAAOVeCpO3TfrkceXx4x85UH5+KmZEY9N7GX75d0Jazq/OqCq/0O47+DfW1O2LL2/z3vHHyvR142bfn8j7Y+5o6eHPzV9SMMODw49PGXi8B/c5shG/YZ1TzCJiFN3IwAAF6nwfp/v72d0EWdTYmjw/r3h7yq3ffXE7S3U6BXvTXde0+e2GzrF9L9y9Kf9591eyc9gg7nOgLcXDjiz/crhj+z9wi4iJmfT/mOa9j/1Wf2NAADAMCV/gTeZTCZFERFz9dqVd/+1yytKxWYt4lf/uP6cJsyqyVsy61xdsxzMXAUAAMUpMTRYGrS8/PDHL0796aAnsX7dlO8+35ivHfv7j30h4RXOaVqiKaF5l2Zn/mASAACUIyWenjBV6ffqpF/6P/PMx92XPnjPALVT27g3rC5f3SeXtuRX9wCAoFHBHBphqXA+a6houRh+CH2Wa5KEXjrg/fUDRBNR5Pmft9/409qDFZp0aluDG1YBAILH/dbxPW3ntYaI83v5BaLE0OBZ/eLtP7X7aFRbq4iI4khsfl1is7SvR/X/uu8HDzUN0mugAQCCzub98teh81pDfIT0bFJK1RinmCO/b8c3b3y9vXDLvG83b3/NvvbkUlrhP9/OWlStrS9oL5wKAECQKi40HF739cLlhemHPKnurxfuKTLtUbE4e40f1u6iGGYBAAD6FRMabO3HLlkl7qVPdl3S6fvxHYkIAAAEvRLPMdg6jl/WUdRju1atWLv1n1Sf85LLWra/qk4kV2cEACD4nGVignb020d73j3193xnUtVoU9aBfWkhTYfN/HJitzjuHwUAQHApcdBAS1vwv3s+MN/91a6UI7v//mvn4ZRd3wy2fDD4kS/SSrhxNgAAKDOZs3pWv3+pu5hnvetGNuw4db9aJl2XGBo86xctdQx8ZWzXaqHHG0KSOj83cXD40m/P7TLSAACgLLm+GRCT+MCy4qJEKTnL9AQ/AwqKcGYCAIBS4d085oprH5/0xKCbr65fv/u4zz97fvCt3ZvXqN/7rT/dIiL5W2c/0L5uYnyV2m3ufmfjsROHZTV95fM9GyfFJdS9dsQXe90iooSGOWJio085qnsP/fDMDY2rx8dVbXrzxNUZpXCOoMTQYG3erWPuB48988P+wuMNroNLxj42I/uars25jDQAAKXB/dtvpnvembd88YOF4x/4rM6LH3/767xeu6bN3ewV71+TBow+eMsXO5L3LH6w8JX+49e7RETUlK++yn94yZ4DG6Y0WHrf0DmHVDFFOaMiIsOLHNXVQx/ed9+vV83cfPjgmrHRM+989Nvs844NJYYGJbb36zPuVt/vUatS5doNGtapUqnmdW8X9p/+eu9YRhsAACgNljodO1a3iCmmWlJk8y4dYxWxJFWv4s7L13zbF36R3nPEoMvCFHv1m0fcony1YLNXRMTW7oFH28dabAmdn3r4il8XLs06Mw6ohxfO3Xzto8ObVDRZq3R7YnDSiu83eM+71JKfVuK6Tfx5x5DVy9f8vTddcybVa3HN1fWi+MklAAClRLHabCIiiohYbTbl5NwANTMtOy4x4fhdos2Vk+Iz16apUluUComJTkVERKmYlFQxO+OYn9CQciQl6+uHWzU5cbcoJa6Let4jDfruPdGuV+12J9q0tK+f/N8e7j0BAEAZM0VFR6QcOuKTOmYR35FDKRHRUYqIaLkHD2RoEq+Idmzf/tyYq6JMknHma50xNz27dloHm4i4M/Ynq3HnfalG7j0BAMCFyVy3V6+o61+fPbTFoEtSvnjtY8/1HzaxSoGI+6c3X15208tXqytenLL52qdmVTzztaZqPW6qdu2UmduvvKdm/tqXevXb89jGmTfYz68g7j0BAMAFxhTZuEenWmaxNHh45nMj7ru+ztP5tqQOj8we3SpExB1Vo8djHZSXrq5xx7GKzQd/MP3GaEXOnK5gqnnfey/vHdKr3pgsNablkOnv9vATLc6RomnFn+Lg3hOlx7twvu/XVUZXYQzbyDFKlNPoKoJFRkaG3W53OBxGFxIsFm2R+euNLiLgNBFFZGR3qRNvdCmB8ur3pXBr7Bf7lFI1xtFx7wkAAICzXtwJAADgOEIDAADQhdAAAAB0ITQAAABduNgCAABnYTaJ6fy+ZZsvii/phAYAAM7i4c5GV3BhuCiSDwAAKHuEBgAAoAuhAQAA6EJoAAAAuhAaAACALvx6AihlqqZOOTDfqN7z8/MtFovNZsxd5mqFJl4f28aQrgEEAKEBKGU+Uf+3fZLRVRijV6V2hAbgIsbpCQAAoEv5Hmlwu90ul8voKnSxeDxBG9Dy8vI0i9XoKgLHo3mNLsEwXq83JyfH6CoCyuWyidiNrsIY+fn5OTk+o6vQxeFwmM7zgo4QkfIeGmw2m1Hnbs+V12otH39bZcDhcCjh4UZXETjBHBosFkt4ML3XImIP0sAgIhIWFhZk7zbKeWgALny1whIvCUko0y7yfAW/52x3q54y7QUACA1AWalgDv2g/ug0T/beguQy7SjMHDK+9gOjd72zOmtzmXYEIMgRGoCyMr72A+8e+vLH9HUB6KuCOfSbJq9ev3FErq8gAN0BCE5MDAHKSp2wqoFJDCKS6yv4PGXF1VFNA9MdgOBEaADKilcL6OTXTE9ORUtYIHsEEGwIDQAAQBfmNAABpkTGjf3F+eXlW39zi4hYr7vsq2+qRP6b3/Pnbup6R6q3Ynj3CXXu7FUx1urZ/f2BaSP2bzqq+V2SX0wACBxCAxA4JlNkrYj2T9dsF5H55YkmJapGqPn7bf0fyXCJiGjaMZdXzA2fafhwi/SxHf7Y4qpww5sNx3/gHXj9YdXPkgAQQIQGIGCsXeq8805siN2qFDnaJ9QKOboha8/2vJMTIKxRHfvY1jy2+6etXpGMuU8e7LIqrmXs4b1nLgkAgURoAALGs2jbLUnbLG3rfvLxf7OJzJVr2kMja884GFHV5t759f7Jjx7Yesy17tUdeatOZAPFarKovsJCf0tmGrUpAIISEyEBI1lCEy9RLOnpU9r/cnvX3Tsa15owuVKEmv/z1MObjmgiYqrkvO+NxNCFyWvy/S2pGF0/gKDCSANgJG/uzJbLP3CpXlVEjkx7LPKqLytfGZnyfaaIYq5xa81HX6kS9/vuJ4amZHuUYpcEgMAgNACG0jwF2n8PPLvyDivhEZGK5IV2fbfxIx3cC0esf2xebp5W/JKZmp+1AkBZ4PQEYCAlLv6pNfW7VD5xmsGcFFrJVXg0VWn0fOPh9dKebrXhzU+PJ4biliQxAAggQgNgIC01++9jsUMmVbm0stV5WezgCQnu9w+sMcX0HmBeNfHwwdCQKjVDq9QMrVLDFpLmb8lcozcAQFDh9ARgJLXgy7v/jJlW++WtdUKOFWz+aOvjz2a5a9eoHhlae37rG/5brDB1bMKmM5csNLByAEGI0AAEmHf19j5VTz5UD6ZN75k2vegSf+zpb9vj55VZZywJAIHE6QmgrCgS6F9EMsMBQJkiNABlxWqyBDI3JIXEHXGlB6w7AEGI0ACUlR/T1/2v2q2B6at2WNWOzuarszYHpjsAwYk5DUBZeWXv3NE1Bi5pNjXDc6xMOwox2byab8Bf47wat6UAUIYIDUBZ0UQbt+f9cSJR1vAy7SjfV+hSuUc2gDJHaADKXKYnx+gSAKAUMKcBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoUjZ3ufQd+OypmRWfHN05Qjn1CTVz48dTZyzdmWtPbHXb8EHtEqzn1AgAAAxT2iMNWu6OH96f+NRzn+zy+Xkyc/m0yZtqDZ06851R7VJnvrpwv3oujQAAwEClPtJgqZDY4Koetsxpu858Ln/Lum01ugyr6zArjo7dm87/dENKn6Rw3Y3xyukr9Hq9Xq+3tDehTCg+PykqSLhcLiksNLqKwPFo5eMzWRZ8Pl9hML3XIuL1WspqyPaC53a7CwvLxxc6u92uKGccQnDuSvuzroRUrt+iskd+efvM0KBmpqaHVKrkUERELLFxUZlH01TVq7dR4s2nr9Hj8eTl5ZXyJpSNEI8naE+w5OXlaZYg2vogDw25ublGVxFQLldo0IaGgoKC3FyP0VXoYrVazeYzDiE4dwH9rGsiUjTsqaKdS+OZQkJCQkJCyqrcUuULCQnaoYaoqCglyml0FYETzKHBZrNFR0cbXUVAhR0yugLjVKxYsby82wwzlJZAhgaTMyaqcFtqvibhivgyUrOd8dGKKUJvo5818jkoFxRFCap3SpEg2tgzBdV7LSJBtrmnCLK/bIgE6CeXWm7yrj0p+VpYo5Z19yxdetAjavqaxZtiW18ZbxL9jQAAwEABGWnw/jF39PTwp6YPadjhwaGHp0wc/oPbHNmo37DuCSYRcepuBAAAximb0GBt8b/ZLYo8vHL4I3u/sIuIydm0/5im/U9dWn8jAAAwTEC+wKvJWzLrXF2TmasAAJRjATk9YUpo3iUhEB0BAIAyw1QBAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoAuhAQAA6EJoAAAAuhAaAACALoQGAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAAALoQGgAAgC6EBgAAoIvF6ALOi9vtdrlcRlehi8XjCdqAlpeXp1msRlcROB7Na3QJhvF6vTk5OUZXEVAul03EbnQVxsjPz8/J8RldhS4Oh8NkCtp/g0tT+Q4NNpvNZrMZXYUuXqu1fPxtlQGHw6GEhxtdReAEc2iwWCzhwfRei4g9SAODiEhYWFiQvdvg9AQAANCH0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXi9EFFEfN3Pjx1BlLd+baE1vdNnxQuwSr0RUBABDcLtCRBi1z+bTJm2oNnTrznVHtUme+unC/anRJAAAEuQt0pCF/y7ptNboMq+swK46O3ZvO/3RDSp+keOX0xXw+n9frNaLAc+fzGV2BYdxut7hcRlcROB6tnHwmy4Cqqq5geq9FxOs1X7D/kJad4/8Yezwel6t8fKGz2WyKcsYhBOfuwvysq5mp6SGVKjkUERFLbFxU5tE0VeLNpy/ndrvz8vICX9//Q4jHE7QnWHJzczXzhflJKxPBHBq8Xm9OTo7RVQSUyxV6of5DWuby8/NzcjxGV6FLVFSU2XzGIQTn7gL9rGsiUjQWqqL5WywkJCQkJCRQRZ2fm26RG3ob0nNhYWF+fr7T6TSkdxFxhoRIkGX8jPaLjeo6KyvLbreHhoYa0rtNsYSZy8mfZCnpGSnXNfX771OZc7vdubm5kZGRJpMxJ5pDrBVN5eQvm2GG0nJhhgaTMyaqcFtqvibhivgyUrOd8dH+3vHy9Dmw2cRmM6ZrRdFUVQkLM6b3oBRlDTeqa83ssZvtDqvDqAKCjdUiVoP+HbUqis+lOeyKqbwculH+XaATIcMatay7Z+nSgx5R09cs3hTb+sr4C7RSAACCxYU50iCKs8ODQw9PmTj8B7c5slG/Yd0TyAwAABhL0TRjzsYhYAoKCvLy8mJiYowuBIGQkZFht9sdDk5PXPzcbvexY8ecTqdRcxoQhPioAQAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABdCA0AAEAXQgMAANCF0AAAAHQhNAAAAF0IDQAAQBdCAwAA0IV7T1z8vF6v1+sNCQkxuhAEgsvlMpvNFssFei86lCKfz+fxeOx2u6Jwa2wECKEBAADowukJAACgC6EBAADoQmgAAAC6EBoAAIAuhAYAAKALoQEAAOhCaAAuIJ5fHq1V4ebPXEbXAQD+EBoAAIAuhAYARbhTd+/NVI2uAsCFidAAXGi0tJXj+7aoEROVcNk197y9Ifv4RVtd2z55pHvjqk5HWETCpR2GzNicJyLi+uL2qGZjvv/y6Zs7trysauU6HYbP3+0poV1Ey9ow/YHOl1/iDI9KatZr1IKdhSfW42zx3IJJ3aolNhj+zTGDthzABY7QAFxgXN+OfGhds1Gzv104+RbH4oe7DJx7RBPvllf6DfrM1Pvl+ctXfjHp9rBvhw6e/LdPRETUve+P++ayF79d+/fOFQ/Z59775BfZxbf79rzVt9Mz25o9OnPp6u+n3RG2cECn+79M00REfDvfemphnXFfr5rSs6JxWw/gQsZdbYALjFKxx/gPnugVqYi0bBJ+sP6Nkz/Ydtuj1vr9Jr7fd0inqiaRFg0yv5j40MEjPrlMRNS8Wrc/e0utEBGpdUP3Rk98uCfZJ9X9t7uPvj5hXesXd7x4R5wi0qTx+xH76nd/9+uXb7hdRM2vMfi91wbX4psEgOIQGoALjLVxu9YRJ+5aWLFtx5aWeX/v9FpvuHFY7LZ13839avOm39cs+/7HPNPdJ5Y3RderV+n4kV6xWMz/rcdPu5a5Y8fRnCX3JNru/Xcp1ac0PpSiiogpqkGjJBIDgBLwTwRwoTn1PseamM1mLWvVcx0btBn42qK99vo3jpzxfNEzCDabze+dkc9sV+whIZaqQ5fle/7jU90bRtc3i4iEhoVyh2UAJSE0ABcYz6aVP2eduGP9sdVL10vjZvXdi6dM/Lvje78tm/PKowN6tK5qzvf8v9ZdoVGTmikrl/7176tzVrxw66B3//KVTuUALnaEBuDColjzv33srvEL12z49YsX7rh/jnLrY/2rhcYlOAu2rVyyce/hvRsWjrvz2R8Lj+3a8GfKuV4FytLwrqHtD04eOPS95Zs2rZo3fuA9E/6MbVDTfPZXAgChAbigKOFJTbqNmTuxwa9jb+7Uffg8z00zf5zaLUKxXvXUjMcTlw1t37Bx5wc/lqHfL5vYJWv2uAX7Th8jUKyhYXY/GeDfdlP1wfNXTGrzz5T+7dve8Oh83y1zvhrbOiQg2wag/FM0TTO6BgAAUA4w0gAAAHQhNAAAAF0IDQAAQBdCAwAA0IXQAAAAdCE0AAAAXQgNAABAF0IDAADQhdAAAAB0ITQAAABd/g+HB72LzyRw1gAAAABJRU5ErkJggg==" /></p>
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</div>
<div id="banner-close-per-day" class="section level4">
<h4>1.3.3 Banner Close per Day</h4>
<p><strong>Chart 1.3.3.</strong> Banner Close per Day</p>
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action == &quot;banner-closed&quot;) %&gt;%
dplyr::select(-action, -banner) %&gt;%
dplyr::group_by(day) %&gt;%
dplyr::summarise(totalClose = sum(count))
ggplot(pFrame, aes(x = day,
y = totalClose,
label = totalClose)) +
geom_path(size = .25, group = 1, color = &quot;darkblue&quot;) +
geom_point(size = 1.5, color = &quot;darkblue&quot;) +
geom_point(size = 1, color = &quot;white&quot;) +
ggtitle(&#39;Occasional Editors 2021: Banner Close&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_text(angle = 90))</code></pre>
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<p><img 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" /></p>
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</div>
</div>
<div id="banner-click-rate" class="section level3">
<h3>1.4 Banner Click Rate</h3>
<div id="banner-click-rate-overview" class="section level4">
<h4>1.4.1 Banner Click Rate Overview</h4>
<p><strong>Chart 1.4.1</strong> Daily Banner Close</p>
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<pre class="r"><code># - pFrame
pFrame &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::filter(action != &quot;banner-closed&quot;) %&gt;%
tidyr::pivot_wider(names_from = &quot;action&quot;,
values_from = &quot;count&quot;,
values_fill = 0)
pFrame$click_rate &lt;- pFrame$`banner-clicked`/pFrame$`banner-seen`
pFrame &lt;- pFrame %&gt;%
dplyr::select(banner, day, click_rate)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
y = click_rate,
group = banner,
color = banner,
fill = banner,
label = round(click_rate, 2))) +
geom_line(size = .5) +
geom_point(size = 1.5) +
ggrepel::geom_text_repel(size = 4) +
ggtitle(&#39;Occasional Editors 2021: Daily Banner Click Rate&#39;) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;top&quot;)</code></pre>
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" /></p>
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</div>
<div id="banner-close-overview-table-1" class="section level4">
<h4>1.4.1 Banner Close Overview: Table</h4>
<p><strong>Table 1.4.1.</strong> Daily Banner Close</p>
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<pre class="r"><code>### --- Full Dataset (Table Report)
datatable(pFrame)</code></pre>
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<div id="average-banner-click-rate" class="section level4">
<h4>1.4.2 Average Banner Click Rate</h4>
<p><strong>Chart 1.4.2.</strong> Average Banner Click Rate</p>
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<pre class="r"><code># - pFrame
ppFrame &lt;- pFrame %&gt;%
dplyr::select(banner, click_rate) %&gt;%
dplyr::group_by(banner) %&gt;%
dplyr::summarise(avg_click_rate = mean(click_rate))
ggplot(ppFrame, aes(x = banner,
y = avg_click_rate,
color = banner,
fill = banner,
label = round(avg_click_rate, 2))) +
geom_bar(width = .5, stat = &quot;identity&quot;) +
ggtitle(&#39;Occasional Editors 2021: Average Banner Click Rate&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, color = &quot;white&quot;, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_blank())</code></pre>
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<p><img 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" /></p>
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</div>
<div id="average-banner-click-rate-per-day" class="section level4">
<h4>1.4.3 Average Banner Click Rate per Day</h4>
<p><strong>Chart 1.3.3.</strong> Average Banner Click Rate per Day</p>
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<pre class="r"><code># - pFrame
ppFrame &lt;- pFrame %&gt;%
dplyr::select(day, click_rate) %&gt;%
dplyr::group_by(day) %&gt;%
dplyr::summarise(avg_click_rate = mean(click_rate))
ggplot(ppFrame, aes(x = day,
y = avg_click_rate,
label = round(avg_click_rate, 2))) +
geom_path(size = .25, group = 1, color = &quot;darkblue&quot;) +
geom_point(size = 1.5, color = &quot;darkblue&quot;) +
geom_point(size = 1, color = &quot;white&quot;) +
ggtitle(&#39;Occasional Editors 2021: Average Banner Click Rate&#39;) +
theme_minimal() +
geom_label_repel(size = 3.5, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
theme(axis.text.x = element_text(angle = 90, size = 8)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;right&quot;) +
theme(axis.text.x = element_text(angle = 90))</code></pre>
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<p><img 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" /></p>
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</div>
</div>
</div>
<div id="pageviews" class="section level2">
<h2>2. Pageviews</h2>
<div id="pageviews-overview" class="section level3">
<h3>2.1 Pageviews Overview</h3>
<p><strong>Chart 2.1.1.</strong> Pageviews Overview.</p>
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<pre class="r"><code>dataSet &lt;- read.csv(
&#39;_reporting/2021_OccasionalEditors_Pageviews.csv&#39;,
header = T,
row.names = 1,
check.names = F,
stringsAsFactors = F)
dataSet$V1 &lt;- NULL
dataSet &lt;- dataSet %&gt;%
dplyr::filter(!(grepl(&quot;2021-11&quot;, date)))
dataSet$Tag &lt;- sapply(dataSet$Tag, function(x) {
if (grepl(&quot;ipad$&quot;, x)) {
&quot;ipad&quot;
} else if (grepl(&quot;mobile$&quot;, x)) {
&quot;mobile&quot;
} else {
&quot;desktop&quot;
}
})
dataSet$Page &lt;- sapply(dataSet$Page, function(x) {
if (grepl(&quot;F%C3%B6rderangebote&quot;, x)) {
return(&quot;Förderung/Förderangebote&quot;)
} else if (grepl(&quot;DeinEngagement&quot;, x)) {
return(&quot;DeinEngagement &quot;)
} else {
return(&quot;LerneWikipedia&quot;)
}
})
dataSet &lt;- dataSet %&gt;%
dplyr::select(-campaign) %&gt;%
dplyr::group_by(date, Tag, Page) %&gt;%
dplyr::summarise(Pageviews = sum(Pageviews))
# - Visualize w. {ggplot2}
ggplot(dataSet, aes(x = date,
y = log(Pageviews),
group = Page,
color = Page,
fill = Page,
label = Pageviews,
)) +
geom_path(size = .25) +
geom_point(size = 1.5) +
geom_point(size = 1, color = &quot;white&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Pageviews&#39;) +
ylab(&quot;log(Pageviews)&quot;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
facet_wrap(~Tag, ncol = 2) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(strip.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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" /></p>
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<p><strong>Table 2.2.1.</strong> Pageviews Overview</p>
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<pre class="r"><code>### --- Full Dataset (Table Report)
datatable(dataSet %&gt;% arrange(desc(Pageviews)))</code></pre>
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<div id="pageviews-daily" class="section level3">
<h3>2.2 Pageviews Daily</h3>
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<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
dplyr::select(date, Pageviews) %&gt;%
dplyr::group_by(date) %&gt;%
dplyr::summarise(Pageviews = sum(Pageviews))</code></pre>
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<pre><code>Adding missing grouping variables: `Tag`</code></pre>
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<pre class="r"><code># - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = date,
y = Pageviews,
label = Pageviews,
)) +
geom_line(size = .25, group = 1) +
geom_point(size = 1.5) +
geom_point(size = 1, color = &quot;white&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Pageviews&#39;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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" /></p>
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</div>
<div id="pageviews-per-tag" class="section level3">
<h3>2.3 Pageviews per Tag</h3>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucEZyYW1lIDwtIGRhdGFTZXQgJT4lIFxuICBkcGx5cjo6c2VsZWN0KFRhZywgUGFnZXZpZXdzKSAlPiUgXG4gIGRwbHlyOjpncm91cF9ieShUYWcpICU+JSBcbiAgZHBseXI6OnN1bW1hcmlzZShQYWdldmlld3MgPSBzdW0oUGFnZXZpZXdzKSlcbmBgYCJ9 -->
<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
dplyr::select(Tag, Pageviews) %&gt;%
dplyr::group_by(Tag) %&gt;%
dplyr::summarise(Pageviews = sum(Pageviews))</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoiQWRkaW5nIG1pc3NpbmcgZ3JvdXBpbmcgdmFyaWFibGVzOiBgZGF0ZWBcbiJ9 -->
<pre><code>Adding missing grouping variables: `date`</code></pre>
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<pre class="r"><code># - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Tag,
y = Pageviews,
label = Pageviews)) +
geom_bar(stat = &quot;identity&quot;, fill = &quot;deepskyblue&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Pageviews&#39;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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<p><img 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" 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<div id="pageviews-per-tag-pageviews-per-device---landing-page-1-deinengagement-only" class="section level4">
<h4>2.3.1 Pageviews per Tag: pageviews per device - Landing Page 1 (DeinEngagement) only</h4>
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<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
ungroup() %&gt;%
dplyr::filter(Page == &quot;DeinEngagement &quot;) %&gt;%
dplyr::select(Tag, Pageviews) %&gt;%
dplyr::group_by(Tag) %&gt;%
dplyr::summarise(Pageviews = sum(Pageviews))
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Tag,
y = Pageviews,
label = Pageviews)) +
geom_bar(stat = &quot;identity&quot;, fill = &quot;deepskyblue&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Pageviews&#39;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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" 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</div>
<div id="pageviews-per-tag-pageviews-per-device---landing-pages-2a-and-2b" class="section level4">
<h4>2.3.2 Pageviews per Tag: pageviews per device - Landing Pages 2a and 2b</h4>
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<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
ungroup() %&gt;%
dplyr::filter(Page != &quot;DeinEngagement &quot;) %&gt;%
dplyr::select(Tag, Pageviews) %&gt;%
dplyr::group_by(Tag) %&gt;%
dplyr::summarise(Pageviews = sum(Pageviews))
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Tag,
y = Pageviews,
label = Pageviews)) +
geom_bar(stat = &quot;identity&quot;, fill = &quot;deepskyblue&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Pageviews&#39;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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" /></p>
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
</div>
</div>
<div id="pageviews-per-page" class="section level3">
<h3>2.4 Pageviews per Page</h3>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucEZyYW1lIDwtIGRhdGFTZXQgJT4lIFxuICBkcGx5cjo6c2VsZWN0KFBhZ2UsIFBhZ2V2aWV3cykgJT4lIFxuICBkcGx5cjo6Z3JvdXBfYnkoUGFnZSkgJT4lIFxuICBkcGx5cjo6c3VtbWFyaXNlKFBhZ2V2aWV3cyA9IHN1bShQYWdldmlld3MpKVxuYGBgIn0= -->
<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
dplyr::select(Page, Pageviews) %&gt;%
dplyr::group_by(Page) %&gt;%
dplyr::summarise(Pageviews = sum(Pageviews))</code></pre>
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiQWRkaW5nIG1pc3NpbmcgZ3JvdXBpbmcgdmFyaWFibGVzOiBgZGF0ZWAsIGBUYWdgXG4ifQ== -->
<pre><code>Adding missing grouping variables: `date`, `Tag`</code></pre>
<!-- rnb-output-end -->
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<pre class="r"><code># - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Page,
y = Pageviews,
label = Pageviews)) +
geom_bar(stat = &quot;identity&quot;, fill = &quot;darkorange&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Pageviews&#39;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
<!-- rnb-source-end -->
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" /></p>
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</div>
</div>
<div id="editing-behaviour" class="section level2">
<h2>3. Editing Behaviour</h2>
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<pre class="r"><code>dataSet &lt;- read.csv(
&#39;_reporting/userEdits_Complete.csv&#39;,
header = T,
row.names = 1,
check.names = F,
stringsAsFactors = F)
dataSet$ts_revision &lt;- as.character(dataSet$ts_revision)
dataSet$banner &lt;- sapply(dataSet$banner, function(x) {
if (grepl(&quot;ipad$&quot;, x)) {
&quot;ipad&quot;
} else if (grepl(&quot;mobile$&quot;, x)) {
&quot;mobile&quot;
} else {
&quot;desktop&quot;
}
})</code></pre>
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<div id="edits-per-tag" class="section level3">
<h3>3.1 Edits per tag</h3>
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<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
dplyr::filter(!is.na(ts_revision)) %&gt;%
dplyr::select(banner) %&gt;%
dplyr::group_by(banner) %&gt;%
dplyr::summarise(edits = n())
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = banner,
y = edits,
label = edits)) +
geom_bar(stat = &quot;identity&quot;, fill = &quot;darkRed&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Edits&#39;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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" /></p>
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</div>
<div id="how-many-banner-impressions-before-the-first-edit" class="section level3">
<h3>3.2 How many banner impressions before the first edit?</h3>
<p><strong>Note.</strong> The chart shows how many users (vertical, y-axis -&gt; log scale, the data point labels are absolute counts) made their first edit following how many banner impressions (horizontal, x-axis) per campaign channel (desktop, mobile, ipad).</p>
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<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
dplyr::filter(!is.na(ts_revision)) %&gt;%
dplyr::select(banner, banner_impressions) %&gt;%
dplyr::group_by(banner, banner_impressions) %&gt;%
dplyr::summarise(users = n()) %&gt;%
dplyr::filter(banner_impressions != 0)
pFrame$banner_impressions &lt;- as.factor(pFrame$banner_impressions)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = banner_impressions,
y = log(users),
label = users,
group = banner,
color = banner,
fill = banner)) +
geom_point(size = 1.5) +
geom_point(size = 1, color = &quot;white&quot;) +
geom_line(size = .25) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Edits&#39;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
<!-- rnb-source-end -->
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/></p>
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</div>
<div id="daily-edits-per-tag" class="section level3">
<h3>3.3 Daily edits per tag</h3>
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<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
dplyr::filter(!is.na(ts_revision)) %&gt;%
dplyr::select(banner, ts_revision)
pFrame$ts_revision &lt;- substr(pFrame$ts_revision, 5, 8)
pFrame$ts_revision &lt;- sapply(pFrame$ts_revision, function(x) {
first &lt;- substr(x, 1, 2)
second &lt;- substr(x, 3, 4)
return(
paste0(first, &quot;-&quot;, second)
)
})
pFrame &lt;- pFrame %&gt;%
dplyr::group_by(banner, ts_revision) %&gt;%
dplyr::summarise(edits = n())
pFrame$ts_revision &lt;- as.factor(pFrame$ts_revision)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = ts_revision,
y = log(edits),
label = edits,
group = banner,
color = banner,
fill = banner)) +
geom_point(size = 1.5) +
geom_point(size = 1, color = &quot;white&quot;) +
geom_line(size = .25) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Edits&#39;) +
xlab(&quot;Day&quot;) + ylab(&quot;Log(edits)&quot;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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/></p>
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</div>
<div id="daily-edits-total" class="section level3">
<h3>3.4 Daily edits (total)</h3>
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<pre class="r"><code>pFrame &lt;- pFrame %&gt;%
dplyr::select(ts_revision, edits) %&gt;%
dplyr::group_by(ts_revision) %&gt;%
dplyr::summarise(edits = sum(edits))</code></pre>
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<pre><code>Adding missing grouping variables: `banner`</code></pre>
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<pre class="r"><code>pFrame$ts_revision &lt;- as.factor(pFrame$ts_revision)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = ts_revision,
y = log(edits),
label = edits)) +
geom_line(size = .25, group = 1, color = &quot;darkred&quot;) +
geom_point(size = 1.5, color = &quot;darkred&quot;) +
geom_point(size = 1, color = &quot;white&quot;) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;Occasional Editors 2021: Edits&#39;) +
xlab(&quot;Day&quot;) + ylab(&quot;Log(edits)&quot;) +
theme_minimal() +
geom_text_repel(size = 6, show.legend = FALSE) +
theme(axis.text.x = element_text(angle = 90, size = 12)) +
theme(plot.title = element_text(size = 15)) +
theme(legend.title = element_blank()) +
theme(legend.text = element_text(size = 15)) +
theme(legend.position = &quot;top&quot;)</code></pre>
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<p><img 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</div>
<div id="edit-classes" class="section level3">
<h3>3.4 Edit classes</h3>
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<pre class="r"><code>pFrame &lt;- dataSet %&gt;%
dplyr::filter(!is.na(ts_revision)) %&gt;%
dplyr::select(userid) %&gt;%
dplyr::group_by(userid) %&gt;%
dplyr::summarise(edits = n())
editBoundaries &lt;- list(
c(0, 1),
c(2, 4),
c(5, 9),
c(10, 20),
c(21, 50),
c(51, 100)
)
pFrame$editClass &lt;- sapply(pFrame$edits, function(x) {
wEC &lt;- sapply(editBoundaries, function(y) {
x &gt;= y[1] &amp; x &lt;= y[2]
})
if (sum(wEC) == 0) {
return(&quot;&gt;= 100&quot;)
} else {
return(paste0(&quot;(&quot;,
editBoundaries[[which(wEC)]][1],
&quot; - &quot;,
editBoundaries[[which(wEC)]][2],
&quot;)&quot;
)
)
}
})
editClass &lt;- as.data.frame(table(pFrame$editClass),
stringsAsFactors = F)
colnames(editClass) &lt;- c(&#39;Edit Class&#39;, &#39;Num.Users&#39;)
editClass$order &lt;- as.numeric(sapply(editClass$`Edit Class`, function(x) {
lower &lt;- str_extract(x, &#39;[[:digit:]]+&#39;)
}))
editClass &lt;- arrange(editClass, order)
editClass$order &lt;- NULL
datatable(editClass)</code></pre>
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</div>
<div id="daily-user-edits-before-during-and-after-campaign" class="section level3">
<h3>3.5 Daily user edits before, during, and after campaign</h3>
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<pre class="r"><code>userEdits &lt;- read.csv(paste0(getwd(),&quot;/_analytics/&quot;, &quot;userEdits_History.csv&quot;),
header = TRUE,
check.names = FALSE,
row.names = 1,
stringsAsFactors = FALSE)
userEdits$dateType &lt;- as.character(userEdits$revactor_timestamp)
userEdits$dateType &lt;- substr(userEdits$dateType, 1, 8)
userEdits$dateType &lt;- sapply(userEdits$dateType, function(x) {
d &lt;- paste0(
substr(x, 1, 4),
&quot;-&quot;,
substr(x, 5, 6),
&quot;-&quot;,
substr(x, 7, 8)
)
return(d)
})
userEdits &lt;- dplyr::arrange(userEdits, dateType) %&gt;%
select(actor_user, dateType)
campaignDays &lt;- c(&quot;2021-10-18&quot;, &quot;2021-10-19&quot;, &quot;2021-10-20&quot;, &quot;2021-10-21&quot;, &quot;2021-10-22&quot;, &quot;2021-10-23&quot;,
&quot;2021-10-24&quot;, &quot;2021-10-25&quot;, &quot;2021-10-26&quot;, &quot;2021-10-27&quot;, &quot;2021-10-28&quot;, &quot;2021-10-29&quot;,
&quot;2021-10-30&quot;, &quot;2021-10-31&quot;)
pFrame &lt;- userEdits %&gt;%
select(dateType) %&gt;%
group_by(dateType) %&gt;%
summarise(Edits = n())
pFrame &lt;- arrange(pFrame, dateType)
pFrame$campaign &lt;- sapply(pFrame$dateType, function(x) {
if (x &lt; &quot;2021-10-18&quot;) {
return(&quot;Before Campaign&quot;)
} else if (x &gt; &quot;2021-10-31&quot;) {
return(&quot;After Campaign&quot;)
} else {
return(&quot;Campaign&quot;)
}
})
pFrame$date &lt;- as.character(pFrame$dateType)
ggplot(pFrame, aes(x = date,
y = Edits,
group = campaign,
color = campaign,
fill = campaign,
label = Edits,
)) +
geom_path(size = .5) +
geom_point(size = 1.5) +
geom_point(size = 1, fill = &quot;white&quot;, color = &quot;white&quot;) +
geom_text_repel(size = 3.5, show.legend = FALSE) +
scale_y_continuous(labels = comma) +
ggtitle(&#39;2021 WMDE Occasional Editors Banner Campaign&#39;) +
xlab(&quot;Date&quot;) + ylab(&quot;Edits&quot;) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, size = 6)) +
theme(plot.title = element_text(size = 10)) +
theme(legend.title = element_blank()) +
theme(legend.position = &quot;top&quot;)</code></pre>
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<pre class="r"><code>dewikiEdits &lt;- read.csv(paste0(getwd(),&quot;/_reporting/&quot;, &quot;avg_edits_dewiki.csv&quot;),
header = TRUE,
check.names = FALSE,
row.names = 1,
stringsAsFactors = FALSE)
dewikiEdits$dateType &lt;- as.character(dewikiEdits$revactor_timestamp)
dewikiEdits$dateType &lt;- substr(dewikiEdits$dateType, 1, 8)
dewikiEdits$dateType &lt;- sapply(dewikiEdits$dateType, function(x) {
d &lt;- paste0(
substr(x, 1, 4),
&quot;-&quot;,
substr(x, 5, 6),
&quot;-&quot;,
substr(x, 7, 8)
)
return(d)
})
dewikiEdits &lt;- dplyr::arrange(dewikiEdits, dateType) %&gt;%
dplyr::select(user_id, dateType)
campaignDays &lt;- c(&quot;2021-10-18&quot;, &quot;2021-10-19&quot;, &quot;2021-10-20&quot;, &quot;2021-10-21&quot;, &quot;2021-10-22&quot;, &quot;2021-10-23&quot;,
&quot;2021-10-24&quot;, &quot;2021-10-25&quot;, &quot;2021-10-26&quot;, &quot;2021-10-27&quot;, &quot;2021-10-28&quot;, &quot;2021-10-29&quot;,
&quot;2021-10-30&quot;, &quot;2021-10-31&quot;)
dewikiEdits &lt;- dewikiEdits %&gt;%
select(dateType) %&gt;%
group_by(dateType) %&gt;%
summarise(Edits = n())
dewikiEdits &lt;- arrange(dewikiEdits, dateType)
dewikiEdits$campaign &lt;- sapply(dewikiEdits$dateType, function(x) {
if (x &lt; &quot;2021-10-18&quot;) {
return(&quot;Before Campaign&quot;)
} else if (x &gt; &quot;2021-10-31&quot;) {
return(&quot;After Campaign&quot;)
} else {
return(&quot;Campaign&quot;)
}
})
campaignBefore &lt;- mean(pFrame$Edits[pFrame$campaign == &quot;Before Campaign&quot;])
campaign &lt;- mean(pFrame$Edits[pFrame$campaign == &quot;Campaign&quot;])
campaignAfter &lt;- mean(pFrame$Edits[pFrame$campaign == &quot;After Campaign&quot;])
dewikiBefore &lt;- mean(dewikiEdits$Edits[dewikiEdits$campaign == &quot;Before Campaign&quot;])
dewiki &lt;- mean(dewikiEdits$Edits[dewikiEdits$campaign == &quot;Campaign&quot;])
dewikiAfter &lt;- mean(dewikiEdits$Edits[dewikiEdits$campaign == &quot;After Campaign&quot;])</code></pre>
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<p>In comparison to the overall edits in <code>dewiki</code>, in the same time span as in the chart above:</p>
<ul>
<li>before the campaign, the campaign users made 100.46 edits on the average daily, while in <code>dewiki</code> we find 1234.18 edits;</li>
<li>during the campaign, the campaign users made 195.86 edits on the average daily, while in <code>dewiki</code> we find 1256.5 edits;</li>
<li>and after the campaign, the campaign users made 159.25 edits on the average daily, while in <code>dewiki</code> we find 1350.32 edits;</li>
</ul>
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</div>
</div>
<div id="rmd-source-code">---
title: 'Occasional Editors 2021: Interim Report'
author: "Goran S. Milovanovic, Data Scientist, WMDE"
date: "November 3, 2021"
output:
  html_notebook:
    code_folding: hide
    theme: cosmo
    toc: yes
    toc_float: yes
    toc_depth: 5
  html_document:
    toc: yes
    toc_depth: 5
---

**Feedback** should be send to `goran.milovanovic_ext@wikimedia.de`. 

The campaign is run from 2021/10/18 to 2021/10/31.

**CURRENT UPDATE:** Complete dataset as of 2021/10/31.

```{r, echo = F, warning = 'hide', message = F, results = 'hide'}
# !diagnostics off
### --- Setup
options(dplyr.summarise.inform = FALSE)
knitr::opts_chunk$set(fig.width = 15, fig.height = 8) 
rm(list = ls())
library(stringr)
library(dplyr)
library(tidyr)
library(data.table)
library(ggplot2)
library(ggrepel)
library(scales)
library(RColorBrewer)
library(kableExtra)
library(rmarkdown)
library(knitr)
library(DT)
library(reshape2)
library(purrr)
```

## 0. Data Acquisiton

**NOTE:** the Data Acquisition code chunk is not fully reproducible from this Report. The data are collected by running an R script on `stat1007.eqiad.wmnet`, collecting the data as `.tsv` and `.csv` files, copying manually, and processing locally. 

### 0.1 Daily Update

```{r, echo = T, eval = F}

### ----------------------------------------------------------------
### --- WMDE 2021 Ocassional Editors
### --- https://phabricator.wikimedia.org/T291635
### ----------------------------------------------------------------

### ----------------------------------------------------------------
### --- Campaign Description and Parameters
### ----------------------------------------------------------------

# - Landing Pages:
# - Landing Page 1: https://de.wikipedia.org/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement
# - Landing Page 2a: https://tools.wmflabs.org/mitmachen/
# - Landing Page 2b: https://de.wikipedia.org/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia
# - Landing Page 2c: https://de.wikipedia.org/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote
# - Campaign tags:
# - WMDE_oceditors_fall_2021

# - Start of the banner campaign: October 12th
# - End of the banner campaign: October 26 th
# - Tracking test: October 5 - 7
# - Preliminary report for tracking: beginning of November
# - Track editing behavior four weeks after end of campaign: November 23rd
# - final report for tracking: beginning of December

### --- libraries
library(tidyverse)
library(data.table)
library(lubridate)

### --- campaign specifics
campaignName <- 'OccasionalEditors_2021'

### --- dir structure
campaignPath <- '/home/goransm/Analytics/NewEditors/2021_OccasionalEditors/'
dataDir <- paste0(campaignPath, "_data/")
analyticsDir <- paste0(campaignPath, "_analytics/")
publicDir <- '/srv/published/datasets/wmde-analytics-engineering/NewEditors/campaigns/2021_OccasionalEditors/'

### --- determine cetDay
cetDay <- Sys.time()
cetDay
attr(cetDay, "tzone") <- "Europe/Berlin"
# - one day behind for crontab
# - (i.e. waiting for wmf.webrequest to complete is data acquisition)
cetDay <- ymd(
  strsplit(as.character(cetDay), 
           split = " ", 
           fixed = T)[[1]][1]
) - 1

### ----------------------------------------------------------
### --- Banner Interactions:
### --- via event.WMDEBannerInteractions
### --- https://meta.wikimedia.org/wiki/Schema:WMDEBannerInteractions
### ----------------------------------------------------------

# - select dt, event.bannerName, event.bannerAction, event.bannerImpressions, event.userID 
# - from event.wmdebannerinteractions where year=2020 and month=5 and (day=11 or day=12 or day=13);

# - function: wmde_banner_actions
wmde_banner_actions <- function(uri_query_filter,
                                cetDay,
                                queryFile,
                                fileName,
                                analyticsDir,
                                campaignName) {
  
  # - NOTE:
  # - expected format for cetDay is: YYYY-MM-DD
  
  # - WHERE condition: create datetime_condition
  cet_condition <- seq(
    from = as.POSIXct(paste0(cetDay," 0:00"), tz = "Europe/Berlin"),
    to = as.POSIXct(paste0(cetDay," 23:00"), tz = "Europe/Berlin"),
    by = "hour"
  ) 
  attr(cet_condition, "tzone") <- "UTC"
  cet_condition <- as.character(cet_condition)
  cet_condition <- unlist(str_extract_all(cet_condition, "^([[:digit:]]|\\s|-)*"))
  cet_years <- sapply(
    strsplit(cet_condition, split = " ", fixed = T), function(x) {
      strsplit(x, split = "-")[[1]][1]
    })
  cet_months <- sapply(
    strsplit(cet_condition, split = " ", fixed = T), function(x) {
      strsplit(x, split = "-")[[1]][2]
    })
  cet_months <- gsub("^0", "", cet_months)
  cet_days <- sapply(
    strsplit(cet_condition, split = " ", fixed = T), function(x) {
      strsplit(x, split = "-")[[1]][3]
    })
  cet_days <- gsub("^0", "", cet_days)
  cet_hours <- sapply(strsplit(cet_condition, split = " ", fixed = T), 
                      function(x) {
                        x[2]
                      })
  cet_hours <- gsub("^0", "", cet_hours)
  datetimeCondition <- paste0(
    "year = ", cet_years, " AND ",
    "month = ", cet_months, " AND ",
    "day = ", cet_days, " AND ", 
    "hour = ", cet_hours
  )
  datetimeCondition <- paste("(", 
                             datetimeCondition, 
                             ")",
                             collapse = " OR ", 
                             sep = "")
  
  
  # - WHERE condition: create eventBannerName_condition
  if (length(uri_query_filter) > 1) {
    eventBannerName_condition <- paste0("(",
                                        paste(
                                          paste0("event.bannerName LIKE '%", uri_query_filter, "%'"),
                                          collapse = " OR ", sep = " "),
                                        ")"
    )
  } else {
    eventBannerName_condition = paste0("event.bannerName LIKE '%", uri_query_filter, "%'")
  }
  
  # - compose HiveQL query
  hiveQuery <- paste0( 
    "select dt, event.bannerName, event.bannerAction, event.bannerImpressions, event.userID from event.wmdebannerinteractions 
    WHERE (",
    eventBannerName_condition, " AND ",
    "(", datetimeCondition, ")",
    ");"
  )
  
  # - write hql
  write(hiveQuery, paste0(dataDir, queryFile))
  # - execute hql script:
  kerberosPrefix <- 
    'sudo -u analytics-privatedata kerberos-run-command analytics-privatedata '
  # - Kerberos init
  system(command = paste0(kerberosPrefix, ' hdfs dfs -ls'), 
         wait = T)
  # - Run query
  query <- system(command = paste(kerberosPrefix, 
                                  '/usr/local/bin/beeline --incremental=true --silent -f "',
                                  paste0(dataDir, queryFile),
                                  '" > ', dataDir, fileName,
                                  sep = ""),
                  wait = TRUE)
  
  # - Wrangle Banner Interactions
  # - load
  bannerData <- tryCatch({
    as.data.frame(fread(paste0(dataDir, fileName)))
  },
  error = function(condition) {
    return(FALSE)
  })
  
  # - process
  if (class(bannerData) == 'logical') {
    
    return(FALSE) 
    
  } else { 
    
    # - whoClicked
    whoClicked <- bannerData %>% 
      dplyr::filter(banneraction == "banner-clicked")
    whoClicked <- data.frame(userid = unique(whoClicked$userid))
    
    # - store:
    write.csv(whoClicked, 
              paste0(analyticsDir, 
                     "whoClicked_",
                     strsplit(
                       strsplit(fileName, split = "_", fixed = T)[[1]][2],
                       split = ".", 
                       fixed = T)[[1]][1],
                     ".csv"
              )
    )
    
    # - process bannerData
    bannerData <- t(table(bannerData$banneraction,
                          bannerData$bannername))
    bannerData <- as.data.frame(bannerData)
    colnames(bannerData) <- c('banner', 'action', 'count')
    bannerData$day <- cetDay
    bannerData$campaign <- campaignName
    
    # - store:
    write.csv(bannerData, 
              paste0(analyticsDir, 
                     "bannerInteractionsAggregated_",
                     strsplit(
                       strsplit(fileName, split = "_", fixed = T)[[1]][2],
                       split = ".", 
                       fixed = T)[[1]][1],
                     ".csv"
              ))
  }
  
}

# - set params for wmde_banner_actions()
queryFile <- paste0(campaignName, "_bannerInteractions.hql")
fileName <- paste0("bannerInteractions_", cetDay, ".tsv")
uri_query_filter <- 'WMDE_oceditors_fall_2021'
banner_status <- wmde_banner_actions(uri_query_filter = uri_query_filter,
                                     cetDay = cetDay,
                                     queryFile = queryFile,
                                     fileName = fileName,
                                     analyticsDir = analyticsDir, 
                                     campaignName = campaignName)

### ----------------------------------------------------------
### --- Pageviews
### ----------------------------------------------------------

# - function: wmde_collect_pageviews
wmde_collect_pageviews <- function(uri_host,
                                   uri_path,
                                   cetDay,
                                   queryFile,
                                   fileName,
                                   dataDir) {
  
  # - NOTE:
  # - expected format for cetDay is: YYYY-MM-DD
  
  # - to dataDir
  setwd(dataDir)
  
  # - libraries
  library(stringr)
  
  # - WHERE condition: create datetime_condition
  cet_condition <- seq(
    from = as.POSIXct(paste0(cetDay," 0:00"), tz = "Europe/Berlin"),
    to = as.POSIXct(paste0(cetDay," 23:00"), tz = "Europe/Berlin"),
    by = "hour"
  ) 
  attr(cet_condition, "tzone") <- "UTC"
  cet_condition <- as.character(cet_condition)
  cet_condition <- unlist(str_extract_all(cet_condition, "^([[:digit:]]|\\s|-)*"))
  cet_years <- sapply(
    strsplit(cet_condition, split = " ", fixed = T), function(x) {
      strsplit(x, split = "-")[[1]][1]
    })
  cet_months <- sapply(
    strsplit(cet_condition, split = " ", fixed = T), function(x) {
      strsplit(x, split = "-")[[1]][2]
    })
  cet_months <- gsub("^0", "", cet_months)
  cet_days <- sapply(
    strsplit(cet_condition, split = " ", fixed = T), function(x) {
      strsplit(x, split = "-")[[1]][3]
    })
  cet_days <- gsub("^0", "", cet_days)
  cet_hours <- sapply(strsplit(cet_condition, split = " ", fixed = T), 
                      function(x) {
                        x[2]
                      })
  cet_hours <- gsub("^0", "", cet_hours)
  datetimeCondition <- paste0(
    "year = ", cet_years, " AND ",
    "month = ", cet_months, " AND ",
    "day = ", cet_days, " AND ", 
    "hour = ", cet_hours
  )
  datetimeCondition <- paste("(", 
                             datetimeCondition, 
                             ")",
                             collapse = " OR ", 
                             sep = "")
  
  # - WHERE condition: create uri_host_condition
  if (length(uri_host) > 1) {
    uri_host_condition <- paste0("(",
                                 paste(
                                   paste0("uri_host = '", uri_host, "'"),
                                   collapse = " OR ", sep = " "),
                                 ")"
    )
  } else {
    uri_host_condition = paste0("uri_host = '", uri_host, "'")
  }
  
  # - WHERE condition: create uri_path_condition
  if (length(uri_path) > 1) {
    uri_path_condition <- paste0("(",
                                 paste(
                                   paste0("uri_path = '", uri_path, "'"),
                                   collapse = " OR ", sep = " "),
                                 ")"
    )
  } else {
    uri_path_condition = paste0("uri_path = '", uri_path, "'")
  }
  
  # - compose HiveQL query
  hiveQuery <- paste0( 
    "USE wmf;
    SELECT uri_host, uri_path, uri_query, referer FROM webrequest
    WHERE (",
    uri_host_condition, " AND ",
    uri_path_condition, " AND ",
    "(", datetimeCondition, ")",
    ");"
  )
  
  # - write hql
  write(hiveQuery, queryFile)
  # - execute hql script:
  kerberosPrefix <- 
    'sudo -u analytics-privatedata kerberos-run-command analytics-privatedata '
  # - Kerberos init
  system(command = paste0(kerberosPrefix, ' hdfs dfs -ls'), 
         wait = T)
  # - Run query
  query <- system(command = paste(kerberosPrefix, 
                                  '/usr/local/bin/beeline --incremental=true --silent -f "',
                                  paste0(dataDir, queryFile),
                                  '" > ', dataDir, fileName,
                                  sep = ""),
                  wait = TRUE)
}

# - set params to wmde_collect_pageviews
uri_host <- c('de.wikipedia.org', 'de.m.wikipedia.org')
uri_path  <- c('/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement',
               '/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia', 
               '/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote')
queryFile <- 'WMDE_oceditors_fall_2021_Pageviews.hql'
fileName <- paste0("pageviews_", cetDay, ".tsv")

# - collect Pageviews data
wmde_collect_pageviews(uri_host,
                       uri_path,
                       cetDay,
                       queryFile,
                       fileName,
                       dataDir)

### --- Wrangle Pageviews
# - function: wmde_process_pageviews
wmde_process_pageviews <- function(fileName,
                                   dataDir, 
                                   uri_query_filter,
                                   page_filter,
                                   cetDay = cetDay,
                                   campaignName = campaignName) {
  
  # - to dataDir
  setwd(dataDir)
  
  # - libraries
  library(stringr)
  library(dplyr)
  library(tidyr)
  library(data.table)
  
  # - load
  pageviewsData <- readLines(fileName)
  wStart <- which(grepl("uri_host", pageviewsData))
  pageviewsData <- pageviewsData[(wStart + 1):(length(pageviewsData) - 1)]
  pageviewsData <- data.frame(dat = pageviewsData, 
                              stringsAsFactors = F)
  pageviewsData <- separate(pageviewsData,
                            dat,
                            into = c('uri_host', 'uri_path', 'uri_query', 'referer'),
                            sep = "\t")
  # - apply page_filter
  wFilter1 <- unique(unname(unlist(sapply(page_filter, function (x) {
    which(grepl(x, pageviewsData$uri_path))
  }))))
  pageviewsData <- pageviewsData[wFilter1, ]
  # - apply uri_query_filter
  w_uri_query_1 <- which(grepl(uri_query_filter, pageviewsData$uri_query))
  w_uri_query_2 <- which(grepl(uri_query_filter, pageviewsData$referer))
  w_uri_query <- unique(c(w_uri_query_1, w_uri_query_2))

  if (length(w_uri_query) > 0) {
    
    # - filter for w_uri_query
    pageviewsData <- pageviewsData[w_uri_query, ] 
    
    # - copy uri_query from referer where uri_query is empty:
    wCuriq <- which(pageviewsData$uri_query == "")
    curiq <- stringr::str_extract(pageviewsData$referer[wCuriq], 
                                  paste0(uri_query_filter, ".+$"))
    pageviewsData$uri_query[wCuriq] <- curiq
    # - remove ?campaign= from pageviewsData$uri_query
    pageviewsData$uri_query <- gsub("?campaign=", 
                                    "",
                                    pageviewsData$uri_query, 
                                    fixed = T)
    
    # - aggregate:
    pageviewsData$uri_path <- paste0(pageviewsData$uri_host, pageviewsData$uri_path)
    pageviewsData$uri_host <- NULL
    pageviewsData$page <- NULL
    pageviewsData$referer <- NULL
    pageviewsData <- pageviewsData %>% 
      dplyr::select(uri_query, uri_path) %>% 
      dplyr::group_by(uri_query, uri_path) %>% 
      dplyr::summarise(pageviews = n())
    colnames(pageviewsData) <- c('Tag', 'Page', 'Pageviews')
    
    # - add cetDay, campaignName
    pageviewsData$date <- cetDay
    pageviewsData$campaign <- campaignName
    
    # - store:
    write.csv(pageviewsData, 
              paste0(analyticsDir, 
                     "pageviewsAggregated_",
                     strsplit(
                       strsplit(fileName, split = "_", fixed = T)[[1]][2],
                       split = ".", 
                       fixed = T)[[1]][1],
                     ".csv"
              )
    )
    
  }
  
}

# - set params to wmde_process_pageviews
uri_query_filter <- 'WMDE_oceditors_fall_2021'
page_filter <- c('/wiki/Wikipedia:Wikimedia_Deutschland/DeinEngagement',
                 '/wiki/Wikipedia:Wikimedia_Deutschland/LerneWikipedia', 
                 '/wiki/Wikipedia:F%C3%B6rderung/F%C3%B6rderangebote')

# - wrangle pageviews
wmde_process_pageviews(fileName = fileName,
                       dataDir = dataDir,
                       uri_query_filter = uri_query_filter, 
                       page_filter = page_filter,
                       cetDay = cetDay,
                       campaignName = campaignName)


### ---------------------------------------------------------------------------
### --- Compose and copy to publicDir
### ---------------------------------------------------------------------------

lF <- list.files(analyticsDir)
lF <- lF[grepl("Aggregated", lF)]
lFp <- lF[grepl("pageviews", lF)]
lFp <- lapply(paste0(analyticsDir, lFp),
              data.table::fread)
lFp <- data.table::rbindlist(lFp)
write.csv(lFp, 
          paste0(publicDir, 
                 "2021_OccasionalEditors_Pageviews.csv"))
lFb <- lF[grepl("banner", lF)]
lFb <- lapply(paste0(analyticsDir, lFb),
              data.table::fread)
lFb <- data.table::rbindlist(lFb)
write.csv(lFb, 
          paste0(publicDir, 
                 "2021_OccasionalEditors_Banners.csv"))



```


## 1. Campaign Banners

This section presents all data and statistics on the campaign banners.

### 1.1 Banner Impressions
#### 1.1.1 Banner Impressions Overview

**Chart 1.1.1** Daily Banner Impressions

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - wrangle dataSet
dataSet <- read.csv(
  '_reporting/2021_OccasionalEditors_Banners.csv',
                    header = T,
                    row.names = 1,
                    check.names = F,
                    stringsAsFactors = F)
dataSet$V1 <- NULL
dataSet <- dataSet %>% 
  dplyr::filter(!grepl("2021-11", dataSet$day))
dataSet$banner <- gsub("_ctrl", "", dataSet$banner, fixed = T)
dataSet$banner <- sapply(dataSet$banner, function(x) {
  if (grepl("ipad$", x)) {
    "ipad"
  } else if (grepl("mobile$", x)) {
    "mobile"
  } else {
    "desktop"
  }
})

# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-seen") %>% 
  dplyr::select(-action)

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
                   y = count,
                   group = banner,
                   color = banner,
                   fill = banner,
                   label = count)) + 
  geom_line(size = .5) + 
  geom_point(size = 1.5) + 
  ggrepel::geom_text_repel(size = 4, show.legend = FALSE) +
  ggtitle('Occasional Editors 2021: Daily Banner Impressions') +
  theme_minimal() + 
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "top")
```

#### 1.1.1 Banner Impressions Overview: Table

**Table 1.1.1.** Daily Banner Impressions

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
### --- Full Dataset (Table Report)
datatable(pFrame)
```

#### 1.1.2 Total Banner Impressions

**Chart 1.1.2.** Total Banner Impressions

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-seen") %>%
  dplyr::select(-action, - day) %>% 
  dplyr::group_by(banner) %>% 
  dplyr::summarise(totalImpressions = sum(count))

ggplot(pFrame, aes(x = banner, 
                    y = totalImpressions, 
                    color = banner, 
                    fill = banner, 
                    label = totalImpressions)) + 
  geom_bar(width = .5, stat = "identity") + 
  ggtitle('Occasional Editors 2021: Banner Impressions') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, color = "white", show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_blank())
```

#### 1.1.3 Banner Impressions per Day

**Chart 1.1.3.** Banner Impressions per Day

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-seen") %>%
  dplyr::select(-action, -banner) %>% 
  dplyr::group_by(day) %>% 
  dplyr::summarise(totalImpressions = sum(count))


ggplot(pFrame, aes(x = day, 
                    y = totalImpressions, 
                    label = totalImpressions)) +
  geom_path(size = .25, group = 1, color = "darkblue") +
  geom_point(size = 1.5, color = "darkblue") + 
  geom_point(size = 1, color = "white") + 
  ggtitle('Occasional Editors 2021: Banner Impressions') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_text(angle = 90))
```

### 1.2 Banner Clicks
#### 1.2.1 Banner Clicks Overview

**Chart 1.2.1** Daily Banner Clicks

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-clicked") %>% 
  dplyr::select(-action)

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
                   y = count,
                   group = banner,
                   color = banner,
                   fill = banner,
                   label = count
                    )) + 
  geom_line(size = .5) + 
  geom_point(size = 1.5) +
  ggrepel::geom_text_repel(size = 4) +
  ggtitle('Occasional Editors 2021: Daily Banner Clicks') +
  theme_minimal() + 
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "top")
```

#### 1.2.1 Banner Clicks Overview: Table

**Table 1.2.1.** Daily Banner Clicks

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
### --- Full Dataset (Table Report)
datatable(pFrame)
```

#### 1.2.2 Total Banner Clicks

**Chart 1.2.2.** Total Banner Clicks

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-clicked") %>%
  dplyr::select(-action, - day) %>% 
  dplyr::group_by(banner) %>% 
  dplyr::summarise(totalClicks = sum(count))

ggplot(pFrame, aes(x = banner, 
                    y = totalClicks, 
                    color = banner, 
                    fill = banner, 
                    label = totalClicks)) + 
  geom_bar(width = .5, stat = "identity") + 
  ggtitle('Occasional Editors 2021: Banner Clicks') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, color = "white", show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_blank())
```

#### 1.2.3 Banner Clicks per Day

**Chart 1.2.3.** Banner Clicks per Day

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-clicked") %>%
  dplyr::select(-action, -banner) %>% 
  dplyr::group_by(day) %>% 
  dplyr::summarise(totalClicks = sum(count))


ggplot(pFrame, aes(x = day, 
                    y = totalClicks, 
                    label = totalClicks)) +
  geom_path(size = .25, group = 1, color = "darkblue") +
  geom_point(size = 1.5, color = "darkblue") + 
  geom_point(size = 1, color = "white") + 
  ggtitle('Occasional Editors 2021: Banner Clicks') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_text(angle = 90))
```

### 1.3 Banner Close
#### 1.3.1 Banner Close Overview

**Chart 1.3.1** Daily Banner Close

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-closed") %>% 
  dplyr::select(-action)

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
                   y = count,
                   group = banner,
                   color = banner,
                   fill = banner,
                   label = count)) + 
  geom_line(size = .5) + 
  geom_point(size = 1.5) +
  ggtitle('Occasional Editors 2021: Daily Banner Close') +
  ggrepel::geom_text_repel(size = 4) +
  theme_minimal() + 
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "top")
```

#### 1.3.1 Banner Close Overview: Table

**Table 1.3.1.** Daily Banner Close

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
### --- Full Dataset (Table Report)
datatable(pFrame)
```

#### 1.3.2 Total Banner Close

**Chart 1.3.2.** Total Banner Close

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-closed") %>%
  dplyr::select(-action, - day) %>% 
  dplyr::group_by(banner) %>% 
  dplyr::summarise(totalClose = sum(count))

ggplot(pFrame, aes(x = banner, 
                    y = totalClose, 
                    color = banner, 
                    fill = banner, 
                    label = totalClose)) + 
  geom_bar(width = .5, stat = "identity") + 
  ggtitle('Occasional Editors 2021: Banner Close') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, color = "white", show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_blank())
```

#### 1.3.3 Banner Close per Day

**Chart 1.3.3.** Banner Close per Day

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action == "banner-closed") %>%
  dplyr::select(-action, -banner) %>% 
  dplyr::group_by(day) %>% 
  dplyr::summarise(totalClose = sum(count))


ggplot(pFrame, aes(x = day, 
                    y = totalClose, 
                    label = totalClose)) +
  geom_path(size = .25, group = 1, color = "darkblue") +
  geom_point(size = 1.5, color = "darkblue") + 
  geom_point(size = 1, color = "white") + 
  ggtitle('Occasional Editors 2021: Banner Close') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_text(angle = 90))
```

### 1.4 Banner Click Rate
#### 1.4.1 Banner Click Rate Overview

**Chart 1.4.1** Daily Banner Close

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
pFrame <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::filter(action != "banner-closed") %>% 
  tidyr::pivot_wider(names_from = "action", 
                     values_from = "count",
                     values_fill = 0)
pFrame$click_rate <- pFrame$`banner-clicked`/pFrame$`banner-seen`
pFrame <- pFrame %>% 
  dplyr::select(banner, day, click_rate)

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = day,
                   y = click_rate,
                   group = banner,
                   color = banner,
                   fill = banner, 
                   label = round(click_rate, 2))) + 
  geom_line(size = .5) + 
  geom_point(size = 1.5) +
  ggrepel::geom_text_repel(size = 4) +
  ggtitle('Occasional Editors 2021: Daily Banner Click Rate') +
  theme_minimal() + 
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "top")
```

#### 1.4.1 Banner Close Overview: Table

**Table 1.4.1.** Daily Banner Close

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
### --- Full Dataset (Table Report)
datatable(pFrame)
```

#### 1.4.2 Average Banner Click Rate

**Chart 1.4.2.** Average Banner Click Rate

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
ppFrame <- pFrame %>% 
  dplyr::select(banner, click_rate) %>% 
  dplyr::group_by(banner) %>% 
  dplyr::summarise(avg_click_rate = mean(click_rate))

ggplot(ppFrame, aes(x = banner, 
                    y = avg_click_rate, 
                    color = banner, 
                    fill = banner, 
                    label = round(avg_click_rate, 2))) + 
  geom_bar(width = .5, stat = "identity") + 
  ggtitle('Occasional Editors 2021: Average Banner Click Rate') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, color = "white", show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_blank())
```

#### 1.4.3 Average Banner Click Rate per Day

**Chart 1.3.3.** Average Banner Click Rate per Day

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
# - pFrame
ppFrame <- pFrame %>% 
  dplyr::select(day, click_rate) %>% 
  dplyr::group_by(day) %>% 
  dplyr::summarise(avg_click_rate = mean(click_rate))
  
ggplot(ppFrame, aes(x = day, 
                    y = avg_click_rate, 
                    label = round(avg_click_rate, 2))) +
  geom_path(size = .25, group = 1, color = "darkblue") +
  geom_point(size = 1.5, color = "darkblue") + 
  geom_point(size = 1, color = "white") + 
  ggtitle('Occasional Editors 2021: Average Banner Click Rate') +
  theme_minimal() + 
  geom_label_repel(size = 3.5, show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  theme(axis.text.x = element_text(angle = 90, size = 8)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "right") + 
  theme(axis.text.x = element_text(angle = 90))
```

## 2. Pageviews

### 2.1 Pageviews Overview

**Chart 2.1.1.** Pageviews Overview. 

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.height  = 10}
dataSet <- read.csv(
  '_reporting/2021_OccasionalEditors_Pageviews.csv',
                    header = T,
                    row.names = 1,
                    check.names = F,
                    stringsAsFactors = F)
dataSet$V1 <- NULL
dataSet <- dataSet %>% 
  dplyr::filter(!(grepl("2021-11", date)))
dataSet$Tag <- sapply(dataSet$Tag, function(x) {
  if (grepl("ipad$", x)) {
    "ipad"
  } else if (grepl("mobile$", x)) {
    "mobile"
  } else {
    "desktop"
  }
})
dataSet$Page <- sapply(dataSet$Page, function(x) {
  if (grepl("F%C3%B6rderangebote", x)) {
    return("Förderung/Förderangebote")
  } else if (grepl("DeinEngagement", x)) {
    return("DeinEngagement ")
  } else {
    return("LerneWikipedia")
  }
})
dataSet <- dataSet %>% 
  dplyr::select(-campaign) %>% 
  dplyr::group_by(date, Tag, Page) %>% 
  dplyr::summarise(Pageviews = sum(Pageviews))

# - Visualize w. {ggplot2}
ggplot(dataSet, aes(x = date,
                    y = log(Pageviews),
                    group = Page,
                    color = Page,
                    fill = Page,
                    label = Pageviews,
                    )) + 
  geom_path(size = .25) + 
  geom_point(size = 1.5) +
  geom_point(size = 1, color = "white") +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Pageviews') +
  ylab("log(Pageviews)") + 
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  facet_wrap(~Tag, ncol = 2) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(strip.text =  element_text(size = 15)) +
  theme(legend.position = "top")
```


**Table 2.2.1.** Pageviews Overview

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
### --- Full Dataset (Table Report)
datatable(dataSet %>% arrange(desc(Pageviews)))
```

### 2.2 Pageviews Daily

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
pFrame <- dataSet %>% 
  dplyr::select(date, Pageviews) %>% 
  dplyr::group_by(date) %>% 
  dplyr::summarise(Pageviews = sum(Pageviews))

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = date,
                    y = Pageviews,
                    label = Pageviews,
                    )) + 
  geom_line(size = .25, group = 1) + 
  geom_point(size = 1.5) +
  geom_point(size = 1, color = "white") +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Pageviews') +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

### 2.3 Pageviews per Tag

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
pFrame <- dataSet %>% 
  dplyr::select(Tag, Pageviews) %>% 
  dplyr::group_by(Tag) %>% 
  dplyr::summarise(Pageviews = sum(Pageviews))

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Tag,
                   y = Pageviews,
                   label = Pageviews)) +
  geom_bar(stat = "identity", fill = "deepskyblue") +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Pageviews') +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

#### 2.3.1 Pageviews per Tag: pageviews per device - Landing Page 1 (DeinEngagement) only

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
pFrame <- dataSet %>% 
  ungroup() %>% 
  dplyr::filter(Page == "DeinEngagement ") %>% 
  dplyr::select(Tag, Pageviews) %>% 
  dplyr::group_by(Tag) %>% 
  dplyr::summarise(Pageviews = sum(Pageviews))

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Tag,
                   y = Pageviews,
                   label = Pageviews)) +
  geom_bar(stat = "identity", fill = "deepskyblue") +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Pageviews') +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

#### 2.3.2 Pageviews per Tag: pageviews per device - Landing Pages 2a and 2b

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
pFrame <- dataSet %>% 
  ungroup() %>% 
  dplyr::filter(Page != "DeinEngagement ") %>% 
  dplyr::select(Tag, Pageviews) %>% 
  dplyr::group_by(Tag) %>% 
  dplyr::summarise(Pageviews = sum(Pageviews))

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Tag,
                   y = Pageviews,
                   label = Pageviews)) +
  geom_bar(stat = "identity", fill = "deepskyblue") +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Pageviews') +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

### 2.4 Pageviews per Page

```{r echo = T, eval = T, warning = 'hide', message = FALSE}
pFrame <- dataSet %>% 
  dplyr::select(Page, Pageviews) %>% 
  dplyr::group_by(Page) %>% 
  dplyr::summarise(Pageviews = sum(Pageviews))

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = Page,
                   y = Pageviews,
                   label = Pageviews)) +
  geom_bar(stat = "identity", fill = "darkorange") +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Pageviews') +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```
## 3. Editing Behaviour

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.height  = 10}
dataSet <- read.csv(
  '_reporting/userEdits_Complete.csv',
                    header = T,
                    row.names = 1,
                    check.names = F,
                    stringsAsFactors = F)
dataSet$ts_revision <- as.character(dataSet$ts_revision)
dataSet$banner <- sapply(dataSet$banner, function(x) {
  if (grepl("ipad$", x)) {
    "ipad"
  } else if (grepl("mobile$", x)) {
    "mobile"
  } else {
    "desktop"
  }
})
```

### 3.1 Edits per tag

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.height  = 10}
pFrame <- dataSet %>% 
  dplyr::filter(!is.na(ts_revision)) %>% 
  dplyr::select(banner) %>% 
  dplyr::group_by(banner) %>% 
  dplyr::summarise(edits = n())
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = banner,
                   y = edits,
                   label = edits)) +
  geom_bar(stat = "identity", fill = "darkRed") +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Edits') +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

### 3.2 How many banner impressions before the first edit?

**Note.** The chart shows how many users (vertical, y-axis -> log scale, the data point labels are absolute counts) made their first edit following how many banner impressions (horizontal, x-axis) per campaign channel (desktop, mobile, ipad).

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.height  = 10}
pFrame <- dataSet %>% 
  dplyr::filter(!is.na(ts_revision)) %>% 
  dplyr::select(banner, banner_impressions) %>% 
  dplyr::group_by(banner, banner_impressions) %>% 
  dplyr::summarise(users = n()) %>% 
  dplyr::filter(banner_impressions != 0)
pFrame$banner_impressions <- as.factor(pFrame$banner_impressions)

# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = banner_impressions,
                   y = log(users),
                   label = users, 
                   group = banner, 
                   color = banner,
                   fill = banner)) +
  geom_point(size = 1.5) + 
  geom_point(size = 1, color = "white") + 
  geom_line(size = .25) +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Edits') +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

### 3.3 Daily edits per tag

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.height  = 10}
pFrame <- dataSet %>% 
  dplyr::filter(!is.na(ts_revision)) %>% 
  dplyr::select(banner, ts_revision)
pFrame$ts_revision <- substr(pFrame$ts_revision, 5, 8)
pFrame$ts_revision <- sapply(pFrame$ts_revision, function(x) {
  first <- substr(x, 1, 2)
  second <- substr(x, 3, 4)
  return(
    paste0(first, "-", second)
  )
})
pFrame <- pFrame %>%
  dplyr::group_by(banner, ts_revision) %>%
  dplyr::summarise(edits = n())
pFrame$ts_revision <- as.factor(pFrame$ts_revision)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = ts_revision,
                   y = log(edits),
                   label = edits, 
                   group = banner, 
                   color = banner,
                   fill = banner)) +
  geom_point(size = 1.5) + 
  geom_point(size = 1, color = "white") + 
  geom_line(size = .25) +
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Edits') +
  xlab("Day") + ylab("Log(edits)") +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

### 3.4 Daily edits (total)

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.height  = 10}
pFrame <- pFrame %>%
  dplyr::select(ts_revision, edits) %>% 
  dplyr::group_by(ts_revision) %>%
  dplyr::summarise(edits = sum(edits))
pFrame$ts_revision <- as.factor(pFrame$ts_revision)
# - Visualize w. {ggplot2}
ggplot(pFrame, aes(x = ts_revision,
                   y = log(edits),
                   label = edits)) +
  geom_line(size = .25, group = 1, color = "darkred") +
  geom_point(size = 1.5, color = "darkred") + 
  geom_point(size = 1, color = "white") + 
  scale_y_continuous(labels = comma) +
  ggtitle('Occasional Editors 2021: Edits') +
  xlab("Day") + ylab("Log(edits)") +
  theme_minimal() + 
  geom_text_repel(size = 6, show.legend = FALSE) + 
  theme(axis.text.x = element_text(angle = 90, size = 12)) +
  theme(plot.title = element_text(size = 15)) +
  theme(legend.title = element_blank()) + 
  theme(legend.text = element_text(size = 15)) +
  theme(legend.position = "top")
```

### 3.4 Edit classes

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.height  = 10}
pFrame <- dataSet %>% 
  dplyr::filter(!is.na(ts_revision)) %>% 
  dplyr::select(userid) %>% 
  dplyr::group_by(userid) %>% 
  dplyr::summarise(edits = n())

editBoundaries <- list(
  c(0, 1), 
  c(2, 4),
  c(5, 9),
  c(10, 20),
  c(21, 50),
  c(51, 100)
)

pFrame$editClass <- sapply(pFrame$edits, function(x) {
  wEC <- sapply(editBoundaries, function(y) {
    x >= y[1] & x <= y[2]
  })
  if (sum(wEC) == 0) {
    return(">= 100")
  } else {
    return(paste0("(",
                  editBoundaries[[which(wEC)]][1],
                  " - ",
                  editBoundaries[[which(wEC)]][2], 
                  ")"
                  )
    )
  }
})

editClass <- as.data.frame(table(pFrame$editClass), 
                           stringsAsFactors = F)
colnames(editClass) <- c('Edit Class', 'Num.Users')
editClass$order <- as.numeric(sapply(editClass$`Edit Class`, function(x) {
  lower <- str_extract(x, '[[:digit:]]+')
}))
editClass <- arrange(editClass, order)
editClass$order <- NULL
datatable(editClass)
```

### 3.5 Daily user edits before, during, and after campaign

```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.width = 8, fig.height = 6.5}
userEdits <- read.csv(paste0(getwd(),"/_analytics/", "userEdits_History.csv"),
                      header = TRUE, 
                      check.names = FALSE,
                      row.names = 1,
                      stringsAsFactors = FALSE)
userEdits$dateType <- as.character(userEdits$revactor_timestamp)
userEdits$dateType <- substr(userEdits$dateType, 1, 8)
userEdits$dateType <- sapply(userEdits$dateType, function(x) {
  d <- paste0(
      substr(x, 1, 4), 
      "-",
      substr(x, 5, 6),
      "-",
      substr(x, 7, 8)
    )
  return(d)
})
userEdits <- dplyr::arrange(userEdits, dateType) %>% 
  select(actor_user, dateType)

campaignDays <- c("2021-10-18", "2021-10-19", "2021-10-20", "2021-10-21", "2021-10-22", "2021-10-23",
                  "2021-10-24", "2021-10-25", "2021-10-26", "2021-10-27", "2021-10-28", "2021-10-29",
                  "2021-10-30", "2021-10-31")

pFrame <- userEdits %>% 
  select(dateType) %>% 
  group_by(dateType) %>% 
  summarise(Edits = n())
pFrame <- arrange(pFrame, dateType)
pFrame$campaign <- sapply(pFrame$dateType, function(x) {
  if (x < "2021-10-18") {
    return("Before Campaign")
  } else if (x > "2021-10-31") {
    return("After Campaign") 
  } else {
    return("Campaign")
  }
})
pFrame$date <- as.character(pFrame$dateType)
ggplot(pFrame, aes(x = date,
                   y = Edits,
                   group = campaign,
                   color = campaign,
                   fill = campaign,
                   label = Edits,
                    )) + 
  geom_path(size = .5) + 
  geom_point(size = 1.5) +
  geom_point(size = 1, fill = "white", color = "white") +
  geom_text_repel(size = 3.5, show.legend = FALSE) + 
  scale_y_continuous(labels = comma) +
  ggtitle('2021 WMDE Occasional Editors Banner Campaign') +
  xlab("Date") + ylab("Edits") + 
  theme_minimal() + 
  theme(axis.text.x = element_text(angle = 90, size = 6)) +
  theme(plot.title = element_text(size = 10)) +
  theme(legend.title = element_blank()) + 
  theme(legend.position = "top")
```
```{r echo = T, eval = T, warning = 'hide', message = FALSE, fig.width = 8, fig.height = 6.5}
dewikiEdits <- read.csv(paste0(getwd(),"/_reporting/", "avg_edits_dewiki.csv"),
                      header = TRUE, 
                      check.names = FALSE,
                      row.names = 1,
                      stringsAsFactors = FALSE)
dewikiEdits$dateType <- as.character(dewikiEdits$revactor_timestamp)
dewikiEdits$dateType <- substr(dewikiEdits$dateType, 1, 8)
dewikiEdits$dateType <- sapply(dewikiEdits$dateType, function(x) {
  d <- paste0(
      substr(x, 1, 4), 
      "-",
      substr(x, 5, 6),
      "-",
      substr(x, 7, 8)
    )
  return(d)
})
dewikiEdits <- dplyr::arrange(dewikiEdits, dateType) %>% 
  dplyr::select(user_id, dateType)

campaignDays <- c("2021-10-18", "2021-10-19", "2021-10-20", "2021-10-21", "2021-10-22", "2021-10-23",
                  "2021-10-24", "2021-10-25", "2021-10-26", "2021-10-27", "2021-10-28", "2021-10-29",
                  "2021-10-30", "2021-10-31")

dewikiEdits <- dewikiEdits %>% 
  select(dateType) %>% 
  group_by(dateType) %>% 
  summarise(Edits = n())
dewikiEdits <- arrange(dewikiEdits, dateType)
dewikiEdits$campaign <- sapply(dewikiEdits$dateType, function(x) {
  if (x < "2021-10-18") {
    return("Before Campaign")
  } else if (x > "2021-10-31") {
    return("After Campaign") 
  } else {
    return("Campaign")
  }
})

campaignBefore <- mean(pFrame$Edits[pFrame$campaign == "Before Campaign"])
campaign <- mean(pFrame$Edits[pFrame$campaign == "Campaign"])
campaignAfter <- mean(pFrame$Edits[pFrame$campaign == "After Campaign"])

dewikiBefore <- mean(dewikiEdits$Edits[dewikiEdits$campaign == "Before Campaign"])
dewiki <- mean(dewikiEdits$Edits[dewikiEdits$campaign == "Campaign"])
dewikiAfter <- mean(dewikiEdits$Edits[dewikiEdits$campaign == "After Campaign"])
```

In comparison to the overall edits in `dewiki`, in the same time span as in the chart above:

- before the campaign, the campaign users made `r round(campaignBefore,2)` edits on the average daily, while in `dewiki` we find `r round(dewikiBefore, 2)` edits;
- during the campaign, the campaign users made `r round(campaign, 2)` edits on the average daily, while in `dewiki` we find `r round(dewiki, 2)` edits;
- and after the campaign, the campaign users made `r round(campaignAfter, 2)` edits on the average daily, while in `dewiki` we find `r round(dewikiAfter, 2)` edits;
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