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<!DOCTYPE html>

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<head>

<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />


<meta name="author" content="Johannes Ranke" />


<title>Example evaluation of FOCUS dataset Z</title>

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) 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g5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg+FB1ubjlnRNvl3o6IEU2w7fdNPhm/hh+FLysUu6++DLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK/m4szFFR7ch0toUgBTdWHr7EpaWru6+6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d/jLST9v5YflasP6v/CO7+GNAPC2BMZWmsOjp2NNbfHwMCJD+LPVL+D/OYlWEEI/9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2+bBDWBud1Va4pcCn8CPqxlh/fgtG8IPaPH8C5wk6/nZDv69jurV5QhtwE0x2iqOsj9Mx8B9/0EaUdiPfOYYDCi/q9jhWRuupMDEU0+CtX0sDFxv07T/K5niBPqN9+tQjgEc31NGCXFeMcCEuQBIc/BK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF/R0/u5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y+RBgogrXPZ8E1yIHoHIFUM+AbJhE7lbMtt8ApL+xmZW7PwbjAO0fAVoXQOuiSP/ksIVdFZ0aulsamKUzwPZ/NYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7+pg+jUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd/J5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7+RHJHP+2hqfugo/MvI2H/mqr4b9tFnKSRY1Y5Ek80Nm/WIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw+nSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv+rWa/Wih0vlbX6Zb75T5C0qNKVFvH1QL/vazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f+XdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS/xTo+P5wGFak62ap1PVFFN4v/y+xuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f/6dhK6gQokFKhWX3urrjk/rnI0pgfpGMeuQIUaEM7+GF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x/GdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY+9yGFQtEo0GQPNv6vS2drj4+1jHbv3aJSMUWP+QTZrmbNTjU8wyG/iXNNpskybLcJ3CiTF5Ir+JYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d+/XeNRTZ9/1OPfG7+2hwzd5W3D+hmyjsRcUg/+Cavb++Vh2ls3L7zT/etOnHNxeerv313vzLVqPai4nJv+K1FC6040/4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk/U+D4gTXW+j0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7/R561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l+WKHmLTJwRv9E8GWJ6dYvf/FmEyEGr+gyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b+tMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1+Q2BIRvf6J6Kgatnrbiem+CFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ+CuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih/xELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD+uOe+kWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby/+SSbPY8/NH6vpl/Esq3Ae4ZU1HC44KFiI9o7CEgab/RqHbj7s5KAg06s39ZP/zxI/mVuF/TbTSy+3Fb8If9/cv7+wt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi/C8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0+Xxx/5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB/qM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J/UKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc/THK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd++U/3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg+e4As38MfGquNt7oUws6Ysarj1/efE+yst86YUVNvDdts3Pv5c8m/aP0C+f8/Qb+IMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT/v27wm09jRYVc/e++iyx2tyzJb/n3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy/t27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj/S5ki1jL/a0GC6+2L6Um+aoddlNFuj+bJ8mH/iaLh8I0/U51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz+1UmhTJyJGxZzw+wsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ/9pPA4RKTASWahmh+8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ/tHnODtENw/2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8+/Elg5j4Gxur3J8o2PJ4rg+2d08T/fwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r/aMMj8onCP/DuDZOuN+GPPr/+p7bx+7JlbYdppcNhzKU/1Px5aiaGDn/s1iGMaBcleKUo/v9rcxkZj7DBEKOfrayytXNLYiUdBY+pleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF/Qa9Pdf/QqOSqCiE/EE1/XIVKTc2tzWbHnimrEd+Vyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu/kzIdx+BxC0ay9zRSvoS0F2lIxI+X7klU63I40gLQ3w5ep5na+SFnba3z5D64zv+QtM4n4ffG3tq4aNHGRfxgrXPMim+5487abL7xhdseIRn1KDl+7aINixdv0OD+JSPwKf5+xoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz+9a/v2PH1Hfz9236w+ZrPXvWfAxlj4NLLHpq3c/PQ3uvmvbrjG7fe+o2y/cLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF/tkkOGPW2ibWaBTkeZ/dvPWazXfOnnvL6jkRXpi85sFzZt+55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG/yVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6/OU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR/rg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x+MJiOA3YwhDRQrWU0u/0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0+a0uoiFH/xcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL+j3D/uwhBRdyAyozeZwvQzs79soi+BKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo/ybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM+3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho/VDkzQfLE+IrYoJXkD19pdP7OwG/voIUtagiWiZ4PAFTHHlTVhRZ7dYmPar+NJ+8JhmR6DFK5DV1foHoLNO/pHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj+i5++WZfKeViJfW5HnUakVL4UCNVkA4+ETfIqx4B5xSaP2L1yn0zn2ltPn4+OqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL/NNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE+cPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP+Kps8J9/3mGQIteY/LGPC+L7872SPR2br5fy8MtKBMHedGuM28/MZmPJMrGgi3Gb1S+Si1/L/zrZwO9XH1ce/z7ZQ1WSoY/+pMb5FT4ua0Wm+Jf/298nFmChEQ+Ti71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa/1IFO1/jdWr/8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc+KJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3/tM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB/yox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt/qMDnvLpPNTXfNa60z5/yjXQOMq+lNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd+RiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb/pBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap/30lnVESgNnvjbUoT6w9N+Xoio0qcYOIM+heg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X+PE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa+dAdAbMYX6HVF8A+7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf/Nf+Ny65BhYxxxV+77XJ2wfQ389/IQPgajXbwMsuAz/0IaQcXJavKbRqR2IqyZruXjVC2+hdee/5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab/wXl2CNe7s/qCtTvWgG5kpBmCBlSzDS/r8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8/NCfiOUVirYcBbIeA2+iF68rQIo3B/S628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935+k1efkV51mzzrM0LL3/20avnwMeKuWyOUZg2TasSqZ+KcZQiOn1Iu2Vh497ALUVZiCKt/gh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1/uzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb+okJ5JRDyf54Axur1D+WS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt+t/qW2+93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz+tJo+wijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF+kuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj+Z4i+42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA/hRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz+x+Fkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3/RTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY+uSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN+fiK86LeXj+Sc5lPKy+k/vCUI/DaLFYCWHr6nbXuILTIsb5imNKY/rCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T/yOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH+L0eCPxmsa5ZpgRJSDZ11yDv+jmbd86vxZfc1WcZJ3UkMq1BOOOVtvu/+pB+en186d3GTwWAw2jheaJs09/+LNfZft37DALyrNj1wABMuUKbODyTVnT/KYbJ3Tpq8IrNh92dkxOj5P/YpZx4/ycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB+cV99/eTF6294dA8+TK6v74MHVpYNRt/I30e8QGTOOdfGWzzxcy+87a7bLjw37rHw1nPzp0KyyRSeZO+QQhInt3dYgvycjrPOv+T8s1rptaP84VeywdWX2T4ysr0/7TLIs6+x9zib56ye1dM9e/XsZmePY3NDs9zlnNVt4+WgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS+XPplV2ts4bvCwZu+KzgITtxepaPRzWdpv74muvv6RO0SorX6cu/dqKn/XWnrtp/Zragz13DUCl5myiFW2Ycvb0PtsXnU+tx8pvLFbUspLX68mdegwmOif/NPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3/jdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx+6arPqbkcNAHoFPzKUUQ+qL0k97pjbZv1I/egC9zTFbrrlFpNdmea+gIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV/ScS+zjlASyUTVv/AJ46gkJI4bHX4lTnloctxPZE1ckS3+jG2fKIjkQFyzuo8jvYQG1OrGvJPSTu/nSp9PHNTl4z5hK/8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt/wkSx/JCmP5/cBKQfl/5gd+rOS/+p91/+YCg5CXK2W4M9fu+/6xxX+vnelVuldIDCG0VQTpU9Dw4pRfei+6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15+5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl/5bqzYqT9hMmptEXDgTqP3Wiye+sD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC/v8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4+Ti7W9D/OZrLChdwxmPNiBRqVjnpK/aGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3+OfU5/ieLS/NuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD+N2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad/3t2KTtPobnX6D8C8pd0MDP+Kx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE+JGTS3JoEhTrz8/CB+5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk+htwN5A0V3RCPoD/yXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps/t+0iCT3AHVtZC7JDCXfR7OSb/Xja5H3zQbZL1B+ULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset+nQWdS/ZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5+LhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW/3Q5Nn8BZEuzqEI7HK3n0+zFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj/mQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2/BWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY/yCZu/Amd5Or9uS3DYaeqVOhH7gZN/8I/wi1fEuLXvyNivibjuKvN+1Nc01HF/3h+ef/sOhox8MPd5SFucPjorQwXT+ytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP/79nbvCXFOY+PUjrT7/otsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9+pbs6E/Vu7Nk642/PYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu/19/5QW9Rv1U1ridT22i+53pzumbs+XFFXYC++CGsTj5JUT/GCgRt3n78i2n71FHG4/u6X++9+raya7os3ZbDmgWfXun44e+u2NZKuGZ0HiF8M4TlMPR+EU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l+uXrbjPUyep+8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq+NzK/OKSbsfl79o9G20R+brBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery/7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1+SdazRrfddkBU98t1htvWrbjqSqjaCguxrffM/5zDCpBALUycmajhd+R6ww4SWafuZ5eU+tPid4lgd3gt+b/Y9rQoZNmiXYPXyRHbRs8zX/f4WIFjWZJtUdSD55AP3xtXH+ZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy/8F0GoqYPv75Yh9j3x4DuJ+uEzHRpAq2lMqb+qfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT+LUgx0Pg/p87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv/u9ZUWUx+PYFueUKwaNvbtu+Xps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L/BehXuHqfaBwBEU7hfVLcXvS4VQv+T/vaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq+k4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S/tkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP+EaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP/dsZ8+fP75D/9Uu5Gs3FY/2SxPld0DHOciXI9gqjcEidXjE+3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8+LTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7++wW4gRDRbaxw2nrOGm+xOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot/FpHvIUjJovFEoYvHYV9C5Y/xN9OfcalvII37UEhTbTg/AQIaPb4Vz6j5u8/aViycMod/fkDcpu8QZbZoeBi/vbzP3XPsZvOubMtaPHkD9jt6+U2O7vqU/9C9SMvgrXpQNG/E0oJxun+CiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp/VAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y+pGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr+P2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr+P30f3OkPQ72aO0xYo3/EsmO3QO5qEF8S0qQH0UsKXv0brnl9+8M7jF174+DsfvPOl1au/RL5/9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x+4ofw+3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ+pYl+Sf8YcurfmXP5F/kj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0/OM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw+1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g+Rn533qkocdvLs2HmhU75br/MmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3/3pYNi3bS+Rd+GjOfVpAPNd6y64Gsz1GaZleWIPoYL/v9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk/Iojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB/36kP+K38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL+x03nhh+oNo5e77psxg9Q5LzebIKD+fsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O/kdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P/F7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF/BRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm+RdmIJQST/ZfVdudUvh9S/qqNvqT98g9SQ3lHibZY0mRVHooyDN/FHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi+d0s4+ztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr+1VZFcEZ/PdJkn1hOs8SXS/NFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq+rbyg1Z+O8VsNC1UmcvORPRfxtPrfRwL2p/oA1eZp6Z/aGffoewaXcA/xBlKlQLfhQL/oPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp/bXh5e5YXW2Ngfvza0ZF6UgFL/E0fTq4LBlvTE2qb/KuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8/VWi33c3bBZnGY05+dm+3qc7fNmj4YGKLj2nfqFP+g7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j+SYEWHlZ0K/Hgsh/Ztsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D+YVyKd0jw3iumwi/BC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc/J5uGm6CViW5mulYMk+HqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br+fcLyoAyu8D9B7bgmzUqfFobF5nKnK4+t8MPJkI/xHUNWk117jugWF+xazTAALQn6+UE9lhoI5ApGA/iuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL/3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n+jspIsHFjJrTOdzSMuOa9DbDcj/nH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U/8JbJZPJJLBLolH1La/RbF9AbC8JJjv/mMnssKjLRBJyqj9QXxNko0Ux/X79epfiXkm6fmKwF/en1HLc6LxloXWKvGa5rVCVL83VuiPcDEX/K5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS/kTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv/36k2sbqCeCFNa+URpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR+D79H56NOz0EVWCTy2/fffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ+T/El3uZqL+FyzSZ8XxpTiI/G0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ+euOeG2SORmKZr/qKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya+vlKqv6aXK1qIj3imL+L6hL+yvUlFfE0VKZ7E8gBY3M/8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry/LgZIlCeP11Z4zs/AwvVwtGFEut5S1JY4lfyT0N/evOLo+rUEgjcqc9IkGpQbv3iW7Co5b+KgjvpzYdH85PLcc4X21ouwEGl/S4qnUAvoSlXUUhR1eKr2VWFTB+GMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH/qPepXQ0Db77CJOAImohB+RPWr31ev5g/kE+zTa4lbvZo8xdWPffQu9yJTPCNB66s+zXoJt/0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0+3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80+UxfUHPlBZIRVNQ+v0xRm8REKPoLmNr0+Uo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV/+mfr0C0r/NkeXbbpPlOTBBwT0mVz1zx9S/wJecBF9Wgv3p032iP2v4VSgfgW2G+HUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt/QRasn2kri+H6L80MJRsmVYJrAKyDItpJUy3/15WYIJqcJ9Q5N/LFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb+IP8gHed+6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha/fJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG/XbOFz+Tcq2MLrcmV28Nmi/OHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw+luPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs+31Wm5qpH+iJWSzqdPr2O7zc2TmtnrzCig6bBd/vgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I/MAp9q9S3Q/clADNm1wEeO+xbwg5OIYHZLY3ehG5lJk2xhco+6JWybpEVz2wrR6hZyD0QXZbeDVB+onmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P+1fAll+SyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y+cf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY/f+ucuMtCuP/e4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn/+7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7/6B23+f+sp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz/Q0hI0m3NKDRfkgsrnamo+p0CAq1FyvC3a3Nak/s5VX282x9Ufy3E39VAx6o7LpCvO2wK+ch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5+jP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00/Wavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR+gufwA8GegxUEo4A+gd0BASHiH6jYMLIsUdQJTs/C641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW+AMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA/xUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA/E+DXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX/k/7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh/TK18StOPhwG9Xo5mqXAxvw/79YQwwDR+nAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw+oTFqxtz8dxwtogBnF9MjIl/in+K8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O+GC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6/OC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx+v1UKPsfvzQU0Kc83i2VdILmd2/yX55zT9luN2+Cu4nKfwPcK/CvDVU+pHh8+LaldIf1fA5h3ndT6Fln9/W/9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW/uib/ud+VK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M+VG0KsUdgdvpgP/6NqqP0/gHZFUfGEijZLHpiIgvV5/Bltrj8Qd7XQd5p4P+7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z/vvacG/rjpsvnpzs0B1Id6fmX8119l88XnOxe/uGrzzHcdu7UtY3+2vmXN5zUyj3ZcPl8p1sZSs6/nGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q+lwg1RdRSpFDNzosb44YJXnAfoEOpZW//6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21/BWW5DnPQbn2X1WK43/aM2n18DfSoybbNHijFpamzXI31eRibGUOxSu/lT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO/VjC/EinToFyoNDz2p9XD6g78WgQdPG7Z3R0T/Z5dTM9lsL8Ktek7szl2L+gQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T/4VeamYPlLtffdQsk+2sUTY/zDXl/05W53/Bz9UK3p7LjapZ2ZxOm+UlZXrL3HHGqO8+wVroDaCTTnTxitMxmiAAYQzVJQH+nj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj/9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz+3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62/qN/tjQxnSnhnKPw+LNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh/LvQZnt0evgIhTFV0kE/PYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8/Cj1Y9NY6cnGVW0CjTLaz7E3epvaT/LtTV72Rs+0WVVmd0dz/MGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf/z+fdka+eKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ+bewnf18ap4Ib+mSMrtDU5zqlD8QANa5MBGh/OwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq+7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2+YuMbmE9dwGYB4KFTsvnDE6Ah47r/fE3AYI+oXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU/A/Jsw+vWDa/7emewLaoeibaF1B9qUNnuqWK3+UfXYVL1v/omD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk+gk8pL0mcCDOn08MDAQlf+/SlTZ1z12fnqntOhbOTL9/ZdevbAPN+yby1f/uUtC/ixm8ZBo59LTXEW060hGrTDplNprWd58fwB/b/E27BdS/s7U+rGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt+Kh6HN4ti6lxIhT/wahnZtWwzlY9QHQ2c79C+dxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah/PFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn+2MnYv36dbMDBTonl/T/ma5IKAyEGz+4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK/yp/gLEBVat5WnPDdKA574ubuFJ/IUfZ/Y2Nt6mN+ZNNTSTaeI56gKwkXerTe9DDHUw8/H35FY3nNN7GGuBKWhrV9ep+0k1WjNWVaHkW1yA+QHWNu8rtBw2a5YXuE40rs7/GA+j09V3hA98yRnFPOGr8ltGlsFdD/7tRce3LH6Trcneuiy7K7J3khKu+3qUaXPWaX7T6/Kfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM+0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz+XmcOs1H31U6cC6RTVLfCg7RNBF1UF2/wBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH+WC0E1qOGtP66s1MYv+VLu8/XFXvV/ZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86/1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp/lYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1+x1SXwLpFi53b+aHRYo/IrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f+nAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g/VRdpkkyVpD7jnmax88QwDvg/66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb+YFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb/d5gqmNaqJZSO1l6PVRy0nZIj/45EetjLguh1rLqR+SK0hO6NrsqcNX8zoUdjQYDJ7tb4os6+i+Y0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY/gZmE9iuP4V5v7CSR/RThaHLh+UeBkXwU6BC7lGOevK65udTv+tS/PfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso/c/1K9aLE12fMWLV1y1D9ua8lyJdWXr/bG+noCFutf/mLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq+PEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj+nzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3++fcnT49Qe+kBs+wdsMZgPXMp3U5S958snPP/EE7bvkOPCuTUDTUQ/UzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk/seDVWsvDWXXXsyn/4wfpXc2V3/Qxli3jl/5hj/83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3/+2TJrzLlkFz+ip3qCHKf6eqW02QJLjBYuuj4sobhCWqa/YHGEHpcnumuWSOhxeaL7sOakNR6vvmo+YcfFA8UFXEPZf9UjyudIOyNwx/i90DdsujS/FX2UAwvWSVK4NxaMhAGw3oowp/uc8CTi7D2rBgZWwb/60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E+o2t1nePTn8TUmxz/A3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD+qJopELrl4S6cJNRtEAsLP/OdvnJq0Wo0GolY2Et9VFB2Kf+4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam+bWmUJZfNn5ozKV5Pmmq8PF/jVY+2Tlk2M2RzSXKjmbQ4RZcQavEYrN/9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd+SyX/Cyf0Vxjd2R9NmsunnXYa8xGHzn+sSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV+D5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H/lpZBicglCPN7WOfJkcHqc3ElWqvvz/1E6bIQrG+tz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw+WSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM+wEW0El9dM/ueVRWIsXwe43R7SgbVZqrnqoJ1X/kuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM+foaCcwgaoqZUtmodV3p+X7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z+O4fYIbvZVt4EUcJEKOhHeincWqONw+q6w5Go+WGOSR7LhKV+KBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx+SyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq/qlFo1v+PTmTi3E/glC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO+YOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr+H1jR7km9vcvqN9657vffefkv+fKxge1X+7RdjYUPIESN7gTvRkB/RMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F+UX4+WKS4iBTP0IWxGtZgOdMaV4KTayqHQF/VihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g/qRCuy3vmQ3W9Vu8qbVbP+SzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB+LopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3tRxAWwFs2tcuJRnI6xjmBdWjbgFNRHMHiF1uHYBfUR/ut5Ug2jXAaT96+9RH/FToRwIzGbKmVJ1AZQnoabSB1yyIg7ByAridHApPMjyw0OiV6RjSbCuzwLAvFizBliWJua1tsuAgvNPbmljYbpt8lkWam7b3XZiOiKJskMOtmfScnsbPW208knwjuXrXK4Q1iKIgNyYXXDVT9C2Ye/78GQ5BEEXfFdde2RwauOysdJNL5AzCy84ard/nGAVN8alecnFdgu5Gbd5DJTL+hHZK0vApVy3OfU8XTSJg1TlssivsPYUlIqvn66PzrVTymCc4wgF6SDNR0pDf+9Gp+VnsUH5WtpHYsuhOaey8zdwLN47V8MTbm78g687+P3cx6tcAeNpjYGRgYGBk8s0/zBIfz2/zlUGeZQNQhOFCWfF0GP0/8P8c1jusIkAuBwMTSBQAYwQM6HjaY2BkYGAV+d8KJgP/XWG9wwAUQQGLAYqPBl942n1TvUoDQRCe1VM8kWARjNrZGIurBAsRBIuA2vkAFsJiKTYW4guIjT5ARMgTxCLoA1hcb5OgDyGHrY7f7M65e8fpLF++2W/nZ2eTmGfaIJi5I0qGDlZZcD51QzTTJirZPAI9JIwVA+wT8L5nOdMaV0AuMJ+icRHq8of6LSD18fzq8ds7xjpwBnQiSI9V5QVl6NwPvgM15NXn/AtWZyj3W0HjEXitOc/dIdbetPdFTZ+P6t+X7xU0/k6GJtOe1/B3arN0/pmz1J4UZc+D6ExwjD7vioeGd5HvhvU+R+DZcGZ6YBPNfAi0G97iBPwFXqph2cW8+D7kjMfwtinHb6kLb6Wygk3cZytSEoptGrlScdHtLPeri1JKueACMZfU1ViJG1Sq5E43dIt7SZZFl1zuRhb/GOs44xFVDbrJzB5tYs35OmaXTrEmkv0DajnMWQB42mNgYNCCwk0MLxheMPrhgUuY2JiUmOqY2pjWMD1hdmPOY+5hPsLCwWLEksSyiOUOawzrLrYiti/sCuxJ7Kc45DiSOPZxmnG2cG7jvMelweXDNYXrEbcBdxf3KR4OngheLd443g18fHwZfFv4NfiX8T8TEBIIEZggsEpQS7BMcJsQl5CFUI3QAWEp4RLhCyJaIldEbURXiJ4RYxEzE0sQ2yD2TzxIfJkEk4SeRJbENIkNEg8k/klqSGZITpE8InlL8p2UmVSG1A6pb9Jx0ltkjGSmyDySlZF1kc2RnSK7R/aZnJ5cmdwB+ST5SwpuCvsUjRTLFHcoOShNU9qhzKespGyhXKV8SPmBCpOKgUqcyjSVR6omqgmqe9RE1OrUnqkHqO9R/6FholGgsUZzgeYZLTUtL60WbS7tKh0OnQydXTpvdGV0O3S/6Gnopekt0ruhz6fvpl+nv0n/h4GdQYvBJUMhwwTDdYYvjFSM4oxmGd0zVjK2M84w3mYiYZJgssLkkqmO6TzTF2Z2ZjVmd8ylzP3MJ5lfsRCwcLJoszhhyWXpZdlhecZKxirHapbVPesF1ndsJGwCbBbZ/LA1sn1jZ2XXY3fFXsM+z36V/S8HD4cGh2OOTI51ThJOK5zeOUs4OzmXOS9wPuUi4JLgss7lm2uU6zY3NrcSty1u39zN3Mvct7l/8xDzMPLw88jyaPM44ynkaeEZ59niucqLyUvPKwgAn3OqOQAAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAHjarZK9TgJBEMf/d6CRaAyRhMLqCgsbL4ciglTGRPEjSiSKlnLycXJ86CEniU/hM9jYWPgIFkYfwd6nsDD+d1mBIIUx3mZnfzs3MzszuwDCeIYG8UUwQxmAFgxxPeeuyxrmcaNYxzTuFAewi0fFQSTxqXgM11pC8TgS2oPiCUS1d8Uh8ofiSczpYcVT5LjiCPlY8Qui+ncOr7D02y6/BTCrP/m+b5bdTrPi2I26Z9qNGtbRQBMdXMJBGRW0YOCecxEWYoiTCvxrYBunqHPdoX2bLOyrMKlZg8thDETw5K7Itci1TXlGy0124QRZZLDFU/exhxztMozlosTpMH6ZPge0L+OKGnFKjJ4WRwppHPL0PP3SI2P9jLQwFOu3GRhDfkeyDo//G7IHgzllZQxLdquvrdCyBVvat3seJlYo06gxapUxhU2JWnFygR03sSxnEkvcpf5Y5eibGq315TDp7fKWm8zbUVl71Aqq/ZtNnlkWmLnQtno9ycvXYbA6W2pF3aKfCayyC0Ja7Fr/PW70/HO4YM0OKxFvzf0C1MyPjwAAeNpt1VWUU2cYRuHsgxenQt1d8/3JOUnqAyR1d/cCLQVKO22pu7tQd3d3d3d3d3cXmGzumrWy3pWLs/NdPDMpZaWu1783l1Lpf14MnfzO6FbqVupfGkD30iR60JNe9KYP09CXfvRnAAMZxG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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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class='ui-effects-transfer'></div>").appendTo(document.body).addClass(t.className).css({top:d.top-r,left:d.left-h,height:s.innerHeight(),width:s.innerWidth(),position:a?"fixed":"absolute"}).animate(u,t.duration,t.easing,function(){c.remove(),i()})}});</script>
<style type="text/css">

.tocify {
width: 20%;
max-height: 90%;
overflow: auto;
margin-left: 2%;
position: fixed;
border: 1px solid #ccc;
border-radius: 6px;
}

.tocify ul, .tocify li {
list-style: none;
margin: 0;
padding: 0;
border: none;
line-height: 30px;
}

.tocify-header {
text-indent: 10px;
}

.tocify-subheader {
text-indent: 20px;
display: none;
}

.tocify-subheader li {
font-size: 12px;
}

.tocify-subheader .tocify-subheader {
text-indent: 30px;
}
.tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 40px;
}
.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 50px;
}
.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 60px;
}

.tocify .tocify-item > a, .tocify .nav-list .nav-header {
margin: 0px;
}

.tocify .tocify-item a, .tocify .list-group-item {
padding: 5px;
}
.tocify .nav-pills > li {
float: none;
}


</style>
<script>/* 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).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) {

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<script>

/**
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<h1 class="title toc-ignore">Example evaluation of FOCUS dataset Z</h1>
<h4 class="author">Johannes Ranke</h4>
<h4 class="date">Last change 16 January 2018 (rebuilt 2021-02-15)</h4>

</div>


<p><a href="http://www.jrwb.de">Wissenschaftlicher Berater, Kronacher Str. 12, 79639 Grenzach-Wyhlen, Germany</a><br /> <a href="http://chem.uft.uni-bremen.de/ranke">Privatdozent at the University of Bremen</a></p>
<div id="the-data" class="section level1">
<h1>The data</h1>
<p>The following code defines the example dataset from Appendix 7 to the FOCUS kinetics report <span class="citation">(FOCUS Work Group on Degradation Kinetics 2014, 354)</span>.</p>
<pre class="r"><code>library(mkin, quietly = TRUE)
LOD = 0.5
FOCUS_2006_Z = data.frame(
  t = c(0, 0.04, 0.125, 0.29, 0.54, 1, 2, 3, 4, 7, 10, 14, 21,
        42, 61, 96, 124),
  Z0 = c(100, 81.7, 70.4, 51.1, 41.2, 6.6, 4.6, 3.9, 4.6, 4.3, 6.8,
         2.9, 3.5, 5.3, 4.4, 1.2, 0.7),
  Z1 = c(0, 18.3, 29.6, 46.3, 55.1, 65.7, 39.1, 36, 15.3, 5.6, 1.1,
         1.6, 0.6, 0.5 * LOD, NA, NA, NA),
  Z2 = c(0, NA, 0.5 * LOD, 2.6, 3.8, 15.3, 37.2, 31.7, 35.6, 14.5,
         0.8, 2.1, 1.9, 0.5 * LOD, NA, NA, NA),
  Z3 = c(0, NA, NA, NA, NA, 0.5 * LOD, 9.2, 13.1, 22.3, 28.4, 32.5,
         25.2, 17.2, 4.8, 4.5, 2.8, 4.4))

FOCUS_2006_Z_mkin &lt;- mkin_wide_to_long(FOCUS_2006_Z)</code></pre>
</div>
<div id="parent-and-one-metabolite" class="section level1">
<h1>Parent and one metabolite</h1>
<p>The next step is to set up the models used for the kinetic analysis. As the simultaneous fit of parent and the first metabolite is usually straightforward, Step 1 (SFO for parent only) is skipped here. We start with the model 2a, with formation and decline of metabolite Z1 and the pathway from parent directly to sink included (default in mkin).</p>
<pre class="r"><code>Z.2a &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;),
                Z1 = mkinsub(&quot;SFO&quot;))</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.2a &lt;- mkinfit(Z.2a, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.2a, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
## value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.2a)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<pre class="r"><code>summary(m.Z.2a, data = FALSE)$bpar</code></pre>
<pre><code>##            Estimate se_notrans t value     Pr(&gt;t)    Lower    Upper
## Z0_0       97.01488   3.301084 29.3888 3.2971e-21 91.66556 102.3642
## k_Z0        2.23601   0.207078 10.7979 3.3309e-11  1.95303   2.5600
## k_Z1        0.48212   0.063265  7.6207 2.8154e-08  0.40341   0.5762
## f_Z0_to_Z1  1.00000   0.094764 10.5525 5.3560e-11  0.00000   1.0000
## sigma       4.80411   0.635638  7.5579 3.2592e-08  3.52677   6.0815</code></pre>
<p>As obvious from the parameter summary (the  component of the summary), the kinetic rate constant from parent compound Z to sink is very small and the t-test for this parameter suggests that it is not significantly different from zero. This suggests, in agreement with the analysis in the FOCUS kinetics report, to simplify the model by removing the pathway to sink.</p>
<p>A similar result can be obtained when formation fractions are used in the model formulation:</p>
<pre class="r"><code>Z.2a.ff &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;),
                   Z1 = mkinsub(&quot;SFO&quot;),
                   use_of_ff = &quot;max&quot;)</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.2a.ff &lt;- mkinfit(Z.2a.ff, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.2a.ff, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
## value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.2a.ff)</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAJACAIAAADdGkMQAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdeTxU+/8H8DNmEJHQtaSyZb+SFpWQb7pJKUqSUtK+SFpuV9/q16ZU937vt41UWixpVW5S6ZZWt5v2srUgFVEhDI3BnN8f8/jOYy6SmHOG4/X8o8ecz5zzeb/H+Hh3PmdjkSRJAAAAALPISDsBAAAAkDwUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBT4NionJ8fd3d3X13ffvn3SzgUAANofFkmS0s4BGrFy5Upvb29ra2sHB4ebN29KOx0AAGhnONJOABq3YcOGTp06vXv3rlu3btLOBQAA2h9M0bdRCgoKp0+f9vf3DwsLozTQjRs3xo8fT+eGZWVlLdiqodLS0tevX0ukKwAA5kGBb6MSExP//vvvs2fPamlpSTsXSSovL3dwcBC+3rRpk+z/cDic/v37i6/56NGjwYMHd+/effbs2QRB5OXlDRkyxNTUdNeuXcIV1qxZU11dTXP+AADtBQp8G3X27Nnnz59PmjRp2rRpzdykpqam0ddNr0mnLVu2DBo0qLy8XLi4du3amv9ZtmzZkiVLRGvyeLwJEyYcOHAgNzf3zZs3ly5dCgkJWb9+fXp6emRkZHl5+YsXLwiCMDExkcoHAQBo+1Dg24Tly5cbGxunpqYSBHH69GkzM7O9e/eeP3/+1KlT0dHR9VbevXu3gYGBkZHR8uXLBQJBSkrK1KlTvb29N27cKP6aIIjNmzcbGhoaGBisXLmy3poNc6jX7ahRo+Lj44VvDRw48ObNm/VWaMHHdHZ23rJlS8P2+/fvZ2VlTZ8+XdRy/vx5GxsbS0tLeXn5hIQER0dHFRWVjIyMt2/f8ng8WVnZzZs3r169ugU5AAB0FCS0DXFxcc7OzlVVVbq6uhcvXvzaatevX7eysvrw4QOXy508eXJwcPDt27dVVFSysrJIkhR/fenSJRMTk7KyMh6PZ2dnFxUVJf6ueIfu7u4Nuz18+PC0adNIkszOzjYwMLh27Vq9FYQbinfl4uKi28DTp0/F13n37p2enl69D2Vvb5+eni7esn37djc3t379+mlqanp7e3O53LKysnnz5o0YMeLy5cv37t1btWpVS37KAAAdBs6ibyvGjx8fFBS0YMGCPn36jBo16murXb16taysbNKkSQRBfPz4saKiwtHRsW/fvqLJatHr5OTkiRMndunShSAIb2/v5ORkAwMD8TWb7vbo0aNBQUE1NTUnTpzw9fVNTk6ut4KdnV29Ti5cuNCCD37x4kUNDQ1zc3PxxsrKytTU1Nu3b2toaEyfPn379u0bNmwIDw8Xvuvp6XngwIGEhITQ0FBLS8vg4GB5efkWhAYAYDAU+LaCxWLNnj177dq16enpTaympKQ0b968oKAggiB4PB6fz3/27JmysrJoBdFrkiRZLJbwNZvNrqurE3/3m9126dJl8ODB165dO3ny5JkzZ06dOlVvhUePHtXrxNnZuWHyFy5c6NOnTxOfKCYmxsPDo16jlpbWyJEjDQwMCILw8PA4ffq06K3Lly/b2NjU1dWtX7/+7NmzERERoaGhy5YtayIEAEAHhGPwbcijR4+UlZV79uzZxDojR46MjIz8+PFjdXW1h4dHSkrK19YcPnx4XFwcl8vl8/lHjx4dPnz493Y7efLkkJAQVVVVfX395sRNSkp610DT1b26uvrSpUuiGQuSJJ8/f15bW+vq6nrlypWcnBwul3v8+HFbW1vRCqGhoYsXL66srFRVVe3Zs6elpWVxcXETIQAAOiYU+LYiJSXlxo0btra24nurDfXt2zcwMHDIkCGGhoaGhoYuLi5fW3PUqFFTpkyxtrY2MzOzsbERP4Wtmd2OHTs2NTXV19f3u+J+l8uXL1tZWamqqgoX+Xy+qalpfn5+jx49fv/9d2dnZzMzs549e4pOsD958uS4ceM6derUq1cvOzs7CwuL3bt3BwQESCQZAAAmwa1q2wSBQGBjY+Pv76+np7dixYq///6bw8HREwAAaDlUkTbhyJEjLBbL19eXxWKZmZnp6+vfvHlTX19f2nkBAEB7hT14AAAABsIxeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgILrPoq+oqDh27FhaWlpRUVFtba22traVlZWXl5fwjqoAAAAgEbTuwaekpOjo6ISHhwsEAjMzM0tLSxkZmYiICF1dXeGD1AAAAEAiaL1Mrn///r6+vg3vOxYdHb17927UeAAm+eOPP5ycnJSUlAiCSExMjImJef/+vaGh4cKFC/v37y/t7ACYj9YC37Vr1ydPnujq6tZrr6io0NXVLSkpaVm3eXl5wiepALRf8vLyOjo60s5CklgsVlZWlomJSXh4+LJly/z8/ExNTbOzsw8fPnz06FFXV9eWdYvxDgxAz3intcC7u7srKCjs2LFDU1NT1FhcXLxq1aoPHz7Ex8e3oM+XL1/++OOPPXr0kFyaAFKQl5dXVVUlJycn7UQkRlTge/fuHRIS4unpKWyPj4/fsGFDw6cRNgfGOzADPeOd1pPs9u/f7+fnp6Ojo6+vr66uzmKxSkpKcnJynJycYmNjW9ZnTU1N7969m37EKkDbp6ioyNQd06KiIjs7O9GijY1NdnZ2y7rCeAdmoGe801rgNTQ0EhMT8/Ly0tPT379/T5KkpqamlZVVr1696EwDAOiRlJTE5/MdHBzi4uL8/f2FjZGRkebm5tJNDKAjkMJlcklJSeKXyRUWFlJxmdy1a9fOnDnz5csXBwcHHx8fGRlc8Q9Aq5kzZ8bFxW3btq2goCApKWnBggVsNnvq1KknTpy4cuWKtLMDYD5aj8GnpKS4uLj07t3b1ta2W7duBEGUlJTcvXv3xYsXSUlJNjY2LegzIyPD09Oz3pRdSEjI4cOH/f39O3fufPToUUVFxYSEBBaLJZmPAUABRUXF4uJiBQUFaScieVVVVdnZ2ZaWlgRBxMbGWltbm5mZNb1JZWXllClTqqqq6rWXlZWlp6dXVlZSlSsALegZ7+3+MrmGBb6goMDa2vrZs2caGhoEQQgEgmHDhgUGBnp4eLQmeQBKMbjAtwBJkjdu3Kitra3XfufOneDg4OrqaqlkBSAp9Ix3Wqfos7Oz3dzcGra7u7svWbKk6W0rKyvnzJnTcMAXFxfn5eWJtzx48GDQoEHC6k4QhIyMzLhx4+7evYsCD9BesFgsR0fHhu1fvnzBVBxAM9Fa4B0dHYOCghq9TM7BwaHpbRUUFLy9vXk8Xr32Bw8e3L59W7xFVVW1tLRUvKW0tFRNTa11uQPA94mNjb1169bX3t27dy+dyQB0QO3mMjkZGZmxY8c2bO/UqdOOHTvEW/r165efnx8XFyfcZc/MzDxy5Mjly5cl+EFAWrhc7rFjx+g8riQRbDbbx8dHXl5e2onQytra+ty5cydOnPDx8RGecwMAdKL1GLyQZC+TS0hI8PT0rLdnf//+/alTp3bu3FlBQSE7O/s///nP1KlTW504SN+tW7e8vLwa/a9eW3b69Onr168LzzL7GkYeg6+tre3Ro8fVq1ctLCwk0mGj4x2g3WHgMXghXV3dhnerlawBAwakpaU9e/aMx+NZWloqKytTGg5oQ5KkkZHRvn37pJ3I97lz5460U5AODoezePFiFRUVaScC0BEx9upwWVnZz58///XXX6juAFK0evVq3FkWQCpo3YOn+aSbd+/ePXv2TLJ9AgAAtAu07sFbW1uXlpaGh4dzudxODUg8HIfDaXhZHQAAQEdA6x68mZlZTEzM9evXg4KCJHXSTRNQ4AEAoMOi+xg8nSfdsNlspj6eCwAAoGlSOIt+9erV9ATCHjxAh5Kfny8jI6OtrS3tRADaBMaeRU+gwAN0GPfu3bO0tBw0aFD//v379u378OFDaWcEIH0o8ADQvhUXF0+YMGHDhg3v3r0rKChYtWrV+PHjP3/+LO28AKQMBR4A2rcrV67Y2tpOmDBBuOjl5dWvX7/k5GTpZgUgdSjwAM1y9epVVgPCm+Z++PBhwoQJqqqq/fv3T0lJkXamHc779+91dHTEW3r06FFQUCCtfADaCCYXeDabjQLfkd2/fz80NDQ2Nra4uLj1vdnb2xeKuXLliqysrIuLC0EQfn5+cnJyjx49mj59uouLS0VFRevDQfNZWVldu3ZNNNhramquX79ubW0t3awApI7JBZ7D4eAyuQ5r3rx5kydPzszM/OOPPywsLG7cuNHKDuXk5DT/R1lZOSAgwNXVdeHChXl5eUlJSTt37tTT01uyZEnv3r2PHTsmkY8AzeTo6NizZ093d/eLFy8mJiaOHTvWxMRk6NCh0s4LQMqkcJkcbTBF32GdPHny8ePHaWlpwjskXr9+fdq0aTk5ORyOZH7hFy9eXFlZefDgQYIg0tPT9fX1NTU1hW/Z2tqmpaVJJAo0E4vFiouL27t37549e4THTebNmyftpACkDwUe2qvr16/fvXu30bfOnj3bo0ePnTt3ilpqa2tXrFjR6BXSLBZr7ty5Xbt2bWbco0ePRkdH37x5U1VVlSCI9+/fq6uri97t1q1bZmbmd3wMkARZWdmAgICAgABpJwLQhqDAQ3tVXV1dWlra6Fs8Hq+qqkr83bq6uvLy8kYfeSAnJycQCJoZ9MWLF/Pnz9+yZcvgwYOFLSRJslgs8XXwWydSUVFx7NixtLS0oqKi2tpabW1tKysrLy+vLl26SDs1AOZDgYf2ytnZ2dnZudG3rKysdu3atXHjRjk5OYIgbt++HRMTs3///lZO0VdXV3t5ednb2y9fvlzUqKmpWVJSIlosKSnBndSEUlJSXFxcevfubWtra2ZmRhBESUlJRETEypUrk5KSbGxspJ0gAMOhwAMDTZ48+fLly3369BkzZszHjx+TkpJiY2NbfwB+2bJlHz9+/PPPP8V32a2srHJycoqLi4UT9Xfv3p09e3YrAzFDQEBAcHBww2nz6Ohof3//1NRUqWQF0HEw+Sx6PGymw2KxWIcPHz58+HCPHj0cHR3T0tKcnJxa2afwNK6dO3eyWKzi/ykvL+/Vq5eTk9O///1vLpd79OjRFy9eTJo0SSKfor3Lzs52c3Nr2O7u7v7q1Sv68wHoaLAHD4w1ZMiQIUOGSKq3+Ph4kiQnTpwo3jhixIg///wzNjbWz8+vZ8+evXv3vnTpEj0PS2z7HB0dg4KCduzYIbrEgCCI4uLiVatWOTg4SDExgA4CBR6gWaKjo6Ojoxt9S01N7Y8//qA5n7Zv//79fn5+Ojo6+vr66urqLBarpKQkJyfHyckpNjZW2tkBMB8KPABQQkNDIzExMS8vLz09/f379yRJampqWllZ9erVqzmbc7ncmpqaho0UZArATHQXeDovm0GBB5A6XV1dXV3d792Ky+UaGxvzeLx67TU1NQ2rPgA0itaT7FJSUnR0dMLDwwUCgZmZmaWlpYyMTEREhK6urmRPqS0rK1u4cKGBgUFpaamdnR3O1wVoX5SUlAoKCkoaiI2NlZWVlXZ2AO0DrXvwtF024+vrq6am9uzZM2Nj44CAADc3tzt37ujp6UmqfwD4ptjY2Fu3bn3t3b1799KZDEAHROsePD2Xzbx79+7+/fv79+/X0NCoq6ubNGnSjBkzoqKiJNU/ADSHtbV1aWlpeHg4l8vt1IC0swNgPlr34Om5bCYnJ6d3794cDkcgEAiPwZuZmSUnJ0uqfwBoDjMzs5iYmOvXrwcFBVlYWEg7HYAOh9Y9+P3795eXl+vo6BgZGQ0ePHjIkCEmJiZaWlpv3rw5dOiQpKKYmJikp6dXVlbKyMgQBCEQCO7evSu8UyYA0InD4SxevBg3BgCQClr34Ftz2QxJkomJiV++fKnX/uDBA5IkxVs0NTUnTJjg4eGxefNmNpu9ffv2hISEhw8fSvKTAEDzrF69WtopAHRQdF8m9/Dhw7t37w4dOnT06NGJiYlHjhypqanx8vLy9vZuesOqqqrY2NiGl70VFBQ0vB/t7t27d+zYMWfOnNra2idPnty4caNbt26S/BgAAABtG60FPiYmZsaMGebm5suXL1+zZs3evXvnzZtHkmRgYODnz58XLFjQxLadO3du9O5XCQkJnp6e9Rrl5ORWrly5cuXKLl267Nu3D8+mZJLc3NygoCBpZ/F9CgsLpZ0CAHQ4tBb4TZs2HTp0aPr06YmJia6urikpKba2tgRBDB06dOHChU0X+JbhcDh43gyT9O3bd/Hixc1/fHsbERQUZGRkJO0sAKBjobXA5+fnDx06lCAI4b9WVlbC9j59+uTn51MRETezY5guXbr8/PPP0s4CAKAdoPUs+n79+v3+++9v377dunUri8U6fvy4sP348eN9+vShIiIKPAAAdEy07sHv2rVrzJgxYWFhhoaGd+/edXd3P3LkiEAgePr06cWLF6mIiAIPAAAdE60Fvm/fvnl5eW/fvtXV1ZWRkXnw4MH58+f5fH5sbGwLHkfRHCjwAADQMdF9mRyHw9HX1xe+1tLSmj17NtXhUOABoJ6ampqHDx+WlJRYW1traWlJOx0ASjD5efAEQbDZbJxFDwDiMjIyJk6cqKioqKGhcf/+/WXLlrW7Cy8BmoPhBR578AAgjiTJSZMm/fzzz35+fgRBfPjwwd7e3tra2tnZWdqpAUgYrWfR0w8FHgDE5eTkVFdXC6s7QRAaGhpLlixJSEiQblYAVECBB4AOpKKiQllZWbylS5cu5eXl0soHgDqMLfCpqamzZ89+9erV7t27P378KO10AKBNMDc3f/PmTUZGhqjl5MmTwltqAjAMMwt8XFzchAkT+vbt2717dx6P169fP9wMHAAIgpCTk9uzZ8+IESM2bNgQFhY2cuTI8vJyqi/nAZAKZhZ44UE1f39/DQ2NBQsW+Pn5bdmyRdpJAUCbMHny5D///LOmpiYjI2P69OlXr17lcBh+ujF0TAz8tf7w4UNNTY21tTXxv8vkRo0ahRuYA4CIhYVFcHCwtLP4KpIkWSyWtLOAdo+Be/Bdu3atqqri8XjE/06yKywsxL0sAKDtu3nz5qBBgzp16qShobFy5cqqqippZwTtGAMLvJyc3NixYwMDA/l8PofDKSws/L//+z9vb29p5wUA0JSMjAwvL681a9ZwudxHjx7l5OT4+/tLOyloxxhY4AmCCAsLKy4u7t69+61bt/z9/WfMmDFx4kRpJwXQsfzxxx9cLlf4OjEx0dvb29HRcdasWQ8ePJBuYm1WRETEkiVLxo4dKysrq6OjEx0dffbsWVzCBy3GzALftWvXU6dOZWVl2djY7N+/f8WKFdLOCKDDcXd3z8/PJwgiPDzc09NTTU3Nw8NDWVl5+PDh58+fpyeHiooKegJJRE5OjpmZmWhRQUFBT08vJydHiilBu8bAk+xEunXrpq6uLiPDzP/EALQXv/32W2RkpKenp3DR0dFx7dq1rq6uTWxSV1cXHR3N5/PrtT99+lQgEDQn6N69ezdu3FhZWclms5ctW7Z69eq2/6fA1NT03r17bm5uwsXPnz/n5OQYGxtLNkpNTY2srKxk+4S2ickFniAINpuNO9kBSFdRUZGdnZ1o0cbGJjs7u+lN+Hz+/fv3a2pq6rXn5eWRJPnNiEePHg0NDb127Zqpqenbt299fHxIkjQwMCgoKDAzMxszZkzbLPYLFy4cNGiQjo6Oq6trQUHBL7/8Mn/+fEVFRYl0zufzN23aFB4eXlFRYWhoGBISMm7cOIn0DG0Wwws8h8PB0+QApCUpKYnP5zs4OMTFxYnOF4uMjDQ3N296QwUFhT179jRsT0hIuH79+jfjHjhwYOfOnaampgRB9OzZc+3atS4uLmPHjjUyMtq2bVtISMiVK1ckVTglqFevXsnJyWvXrg0JCenWrZuvr++iRYsk1fm///3v9PT0R48ede/e/fbt2z4+Pqqqqvb29pLqH9oisp07d+6cvLz8196dOXPmwYMH6cwHoGUUFBSqqqqknYUkzZw508HBoXv37sT/5tJIkpwyZQqbzb527VrL+mx6vIvo6enl5uaKFocNGya8Yla4OHv27KCgoJYl0E7V1dV16dKlpKRE1HLkyJEpU6ZIMaUOjp7x3hbnqSQID5sB+Jq6JrW+/4MHD964cSM/P7+ysvLRo0dsNpsgiDFjxjx79szR0bH1/TdBXV19/vz5P//8c3JyMp/PT01NNTU1FSZAEMScOXOSk5MpTaCt+fDhQ+fOnVVVVUUtJiYmOH2P8b46RX/hwoX9+/fX1dXt3LkzNTV18uTJdKYlKSjwAF/T9P1ZyWYc6m4mRUVFS0tL4espU6ZIqtuvmT17NpfLffHihYqKyqxZs6ytrXk83rp160QrCAQCUbH/Xnw+X0ZGpt3d2lZTU7O6ujovL09XV1fYcvfu3W8eKIH2rvFf0+jo6F9++WXBggVhYWEcDicwMLCoqGjJkiWtj1dRUXHs2LG0tLSioqLa2lptbW0rKysvL68uXbq0vvOGUOABvubdu3dfe+vTp090ZiIpNTU18+fPj4qKYrFY+vr6+fn58vLyFy9eNDc3LygoEK4jEAj27Nnz008/fW/naWlp/v7+9+7dIwhi5MiRO3fu7NWrl4Q/AGVYLNbatWvd3Nx+//13PT29q1evhoSEXLt2Tdp5AbUan6IPCws7duzY2rVrCYLo1avXqVOnduzY0fpgKSkpOjo64eHhAoHAzMzM0tJSRkYmIiJCV1c3NTW19f03hAIP8DU6Yj5+/Jj1Pw8ePPjXv/4l7exaYu3atbdu3Zo1a1ZVVVVoaOjr168PHTo0adKkmTNn7t69e9SoUQEBAf379y8qKlq1atV39VxcXDx69GhfX9+ysrLi4uJ+/fq5ubk1vIqvLVuyZMmKFSv+7//+76effrpw4UJSUpL4NffASI3vwWdmZorP3piZmRUXF7c+WEBAQHBwcEBAQL326Ohof39/Kmq88GEzEu8WgEnWrVu3detWBQUFDoejqqqanZ39vfVP6gQCQU5OTlhY2OrVq1+/fs3hcEaMGLFx48awsLDKykpDQ8O0tLSLFy++fft2woQJLTgDICEhwcHBwc/PjyAIDoezdu3aS5cu3blzZ9iwYZL/MNRgsVg+Pj4+Pj7STgTo0/ge/KBBg3bt2iW6CDUqKqp///6tD5adnS26h4M4d3f3V69etb7/hrAHD/BNBw4cSExMvHnzpqOj48uXL3fs2CF+Nlbbl56ePmDAACcnpy9fvvz3v/89ceJEWloaQRAWFhaPHz9OTU21s7OTl5d3d3dfvHjx16p7UVHRypUrR48e7efn9/fff9d79/Xr10ZGRuItxsbGr1+/puTzAEhI4wU+NDQ0JiZGT0+vtLTUzs5u27ZtEpmid3R0DAoKKioqEm8sLi5evny5g4ND6/tvCAUe4Js+f/7cp0+fH3/88eXLlwRBzJ49Ozw8XNpJNRePx5swYcLixYtfv36trKwsvCzW0dFxxIgRU6dOzc3NjYqKUldXb7qT9+/f9+/fn8ViLV682MbGxtPT89SpU+IrmJub37lzR7RYW1ubmppqYWFByUcCkJDGp+h79+6dlZV18eLF3NxcbW1tFxcXFRWV1gfbv3+/n5+fjo6Ovr6+uro6i8UqKSnJyclxcnKKjY1tff8NYYoe4JvMzMyOHz8eEBBQU1Pz5s0bgUDw8eNHaSfVXI8fP1ZTUxNOnq9atWrdunUuLi49evSQkZF59OjRzZs3mzP7uGXLllmzZm3YsEG4aGtrO3r0aNG9dQmCcHNz27Zt2+LFi+fMmVNdXb19+/bevXtLZF4TgDqNF/iDBw8KX3Tp0qWysvL06dMEQcyaNauVwTQ0NBITE/Py8tLT09+/f0+SpKamppWVVXNORuVyucbGxsKnvIurqalpeD9LEQ6H8+XLl1amDcBsW7ZsGT9+vLOz88yZMwcMGMBmsxs9lNY2ffjwQUNDQ/h6xYoVampqGzZsKC0tdXBwSEpKamYNfvz48datW0WLVlZWAoGgsLBQS0tL2CIvL//nn38GBwdPnz6dw+G4ubmtWLGCxWJJ/OMASFDjBV5Y0QmCIEmysLDwyZMn48aNa32BJwji9u3bBQUFkyZNEggEYWFhoaGhioqKPj4+EyZMaHpDJSWlrKyshrvjly5dEv7nvVGYogf4Jmdn50+fPsnKyi5btszc3Ly0tHTSpEnSTqq5+vbte/fu3dLSUlVVVRaLNXPmzNjY2Dlz5nzXrTs0NTVF19ERBMHj8SorK9XU1MTXUVNT+/333yWWNwD1Gi/wFy9eFF88cODA/v37Wx9s165dK1as2LhxI0EQq1evPnLkiLe3d9euXefPn//p06e5c+c2vXmj18orKSk1sQkKPMA3iWbsRKKioiTyH3oa9OrVy8/P71//+teyZcs6d+4cHR0tEAjEZ9ebY8qUKWvWrBk0aFCvXr14PN7ixYvHjRsnJydHUc4A9GjW/Zh8fHwWLFjQ+mBbt249ceLE+PHjCYKIiIi4evVqnz59CIJwcHCYN2/eNwt8C6DAA3wTdTN29AgJCRk0aNCZM2eqqqqcnJzmzZv3vTeqmzBhwps3b/r27du9e/f8/HxnZ2eJ7NIASNe3CzxJkseOHfvmaajNwWazhbdWIEmypqZGT09P2G5qavrhw4fW999oRJxkB9A0imbs6OTu7u7u7t6aHgIDAxcuXIPou5MAACAASURBVPjy5cvu3bu3r6sEAb6m8cvklMV07tx59uzZErnxhZeX16xZs9LT01ks1pQpU3799VeCIOrq6kJCQnCZHEAb4ePj8+jRI2lnIQVycnIWFhao7sAYje/BP378WHxRVVW13vkmLbNt27alS5cOHjxYRUWlW7duT548OXDgQE1NjYmJSXx8fOv7bwgFHuC7SHDGDqDFcnJynj179sMPP9jY2LS7R/u0Hf/4wS1durSJVf/73/+2Mhibzd61a9fWrVvv3LlTVFT0+fNnNTU1Y2Pjfv36tbLnr0GBB/gmZWVl0eu6ujoej4fTxUGKlixZcurUKRsbm7dv39bW1sbHx+vr60s7qXbpHwW+U6dOwhelpaX79+93dHS0tLTMy8tLSkpas2aNpEIqKio6OTlJqremocADfBNFM3YALRAZGZmamvrixQvhFVI7duyYPn36rVu3pJ1Xu/SPAh8SEiJ8MWHChN27dy9atEi4eOTIkXPnztGdmiSgwAN8DdUzdgAtkJiYuHz5ctH1z0uWLNm0aZPwPgc0Z0KSZFxcXGpqqqqqqqenZ+/evWlOoPUaP8kuOTlZ/M4zo0ePTk5OpislSWKz2SjwAI3q9D9fvnzZuXPnkydPBAJBbm5ueHh4t27dpJ0ddFBcLrdz586iRRaLpaioWFlZSXMadXV1Li4uO3fu/OGHH0pKSuzs7M6ePUtzDq3X+MkLPXv2PH/+/Jw5c4SL58+fb87dZNsUkiQvXLiQmJj4+vVrLpfb9P1wADogJs3YZWdn//rrr5mZmT179gwICLCxsZF2RtBCQ4YMOX78uIuLi3Dx1q1bHA6nR48eNKdx6NAhgiBu3rwpvCGxj4/PyJEjXV1dZWVlac6kNRov8CEhIR4eHhcuXDAxMXn+/PmFCxfi4uJozqw1eDyes7Mzn8/X1tbOz883NzdPSkoSXoIPAPUkJyeHhoaKFkePHh0YGCjFfL5XVlbWsGHDli5dOmXKlKysrPHjxx84cGD06NHSzgtaYsWKFfb29mPGjBk1atTr169jYmIoehRZ0/766y9vb2/R4wasrKx0dHTS09P79u1LfzIt1niBd3V1ffLkydGjR/Pz8/v06bNt2zZjY2OaM2uNkJAQXV3dyMjIS5cu8Xg8Ly+v2bNnp6SkSDsvgLaIuhm7ioqKY8eOpaWlFRUV1dbWamtrW1lZeXl5NXrb6RZbv379unXrFi5cSBCEg4ODqanpwoULUeDbKQUFhTt37sTGxj548EBLSys1NVVXV1cqaVRVVYm3VFVVKSoq0p9Ja3z1+kJTU9NNmzbRmYoEXb9+PTg4mMViCU+y8/HxCQgIqKysFD+0AwBCFM3YpaSkuLi49O7d29bWVjh/VlJSEhERsXLlyqSkJAnOoj958mT9+vWiRTs7u9zcXB6PJ7osCNoXWVlZX19fX19fKeYwevToX375ZfLkycKT+06cOMFisYyMjKSYUgv8o8DLysqGhobOnTu30cMMTTyVta1hsVgCgYD451n0MjKNn1EI0MFRNGMXEBAQHBwcEBBQrz06Otrf3z81NbX1IYS6d+/+7t07U1NT4eLHjx+VlJRQ3aE1XF1dU1NTLSwsbG1tP378mJ+fHxcX1+4eEPyPAv/q1SvhHaxevXolpXwkw8nJKSwszN7eXljgIyIirK2tFRQUpJ0XQBtFxYxddnZ2o8+Vd3d3X7JkSdPbcrlcLy8vPp9fr/3Tp081NTU//fSTcNHa2nr79u3Tpk1bvny5mpqacLynp6eLnnNRWlo6ZcoU0f/yheujHe3Nad+4caOHh4efnx+LxdLV1V2xYoUE+ydowSJJsuk16urqZGRk2uz/XBISEjw9PXk8nngjn88fN25cYWGhsbHxn3/+qaamlpSU1B6vYoSOQ1FRsbi4mM7/hlI9Y+fu7q6goLBjxw5NTU1RY3Fx8apVqz58+ND03alJkrx161bDAn/nzp1NmzZduHBBuKitrW1hYUEQxNatWzdv3tylS5fS0tKffvpp/fr1wr+hAoHg5s2boj+sovXRjnbptg8cOJCG8d54gX/x4sXKlSuPHTuWkpLi6+tbV1cXHx8/ePBgSlNpmUYLvNCNGzcSEhLOnTv39OlTzNdBG0d/gc/Ly1NXV1dSUsrLy2v4buvPbPrw4YOfn19SUpK+vr66ujqLxSopKcnJyXFycoqNjW3ZzfKaGO+1tbVv3rzR1tbGXB20ffSM98ZPsps9e7aGhoasrOzGjRuXL1/O5/NXrFhx+/ZtSlORuGHDhikrK1+7dg3VHaAhUQkXr+USnLHT0NBITEzMy8tLT09///49SZKamppWVlYU3VSDw+EYGBhQ0TNAO9V4gb9///7Lly/r6uoePHhw8eLFL1++BAcH05yZROBWtQDfROmMna6urlQucwKAxgu8urp6Xl7egwcPLC0tO3funJ2d3U4vMEOBB/gmZszYAUA9jRf4RYsWjRo1SiAQ/Pbbb1lZWe7u7p6enjRnJhEo8ADfxJgZOwAQ13iBDwoKGjRoUHV19ahRo3JyclavXj1jxgx6E5MMFHiAb2LMjB0AiPvqvV++fPkSHh4+duxYgiA6d+7MZrNpzEpi2Gx2XV2dtLMAaNOEM3ZTpkyZMWNGu56xAwBxjRf46Ojo2bNn9+/f//79+xwOJzAwcOfOnTRnJhHYgwf4pqCgoD/++OP06dPz58+Xk5NbvXp1Ox3vACCu8QIfFhZ27NixtWvXEgTRq1evU6dO7dixQyLxKioq9u/fHxAQ4OXl5eHh4e/vf+DAgfLycol03hAKPEBzMGPGDgDENV7gMzMzzc3NRYtmZmbFxcWtD5aSkqKjoxMeHi4QCMzMzCwtLWVkZCIiInR1dSV4Y2qRt2/fnjhxgsvlZmZmSrxzAMZgzIwdAPwD2ZiRI0euWbOGz+draWmRJPmf//zH0dGx0TW/S79+/Xbu3NmwPSoqauDAgS3r89y5c/Ly8g3bjx49qqGhMXXqVDk5ue7du2/evLll/QPQQ/h4SqmEHjx48PXr10mSFI73mzdv6unpSSWTb/raeAdoX+gZ743vwYeGhsbExOjp6ZWWltrZ2W3btk0iU/RNPHxCso+3KSwsXLZs2a1bt/bt2ycrK/v06dOIiIh79+5JMAQAY1A0Y0enurq6O3fuxMfHZ2dnSzsXgLai8QLfu3fvrKys0NDQkJAQf3//Fy9eWFlZtT6Yo6NjUFBQUVGReGNxcfHy5csdHBxa37/I3bt3hwwZYmxszGaza2tr1dXVJ02alJycLMEQAIwxaNCgXbt2iZ4uExUV1b9/f+mm9F3y8vL69++/aNGiyMhIe3t7f39/8lvP0ALoCP5R4EmSjI2NXbRo0ebNm3Nzc93d3QcNGlRRUbFv376+ffu2Ptj+/fvLy8t1dHSMjIwGDx48ZMgQExMTLS2tN2/eHDp0qPX9iwgEAuHNtDkcjvAyuTb7NDwAqaNoxo42M2bM8PHxefjw4dmzZ1+8ePH48WPJ/j0BaKf+caOb//u//wsODv7xxx+1tbXDwsLmzJmzYcMGc3NzTU1NW1vb1gdrzcMneDze5s2bGz7C8tWrVw2vdB88ePCCBQtevXrVu3fvurq6kpKSEydOHD9+vPUfAYB5hDN2Fy9ezM3N1dbWdnFxUVFRkXZSzVVRUfHo0SPR/JySktLPP/985MiRWbNmSTcxAKn7R4E/fPhwdHS0j48PQRAnTpyYPHny2bNn3d3dJRtS/OETVVVVJiYmb9++/eZWbDZbXV29urq6XruSklLDvXNtbe1ff/3Vzs7Ozc2NxWL16dNn3rx5NjY2EskfgBlIkhQ+YKZ79+4eHh7u7u5//fVXenr6vn37YmNjHz9+LO0Em6WqqqpTp07ifwSUlJS4XK4UUwJoI/5R4AsKChwdHYWvhQfFx4wZI8Fgubm5UVFR4i18Pv/du3cbNmwgCGLdunVNbCsrKxsYGNiwPSEhodFd82nTptnb21++fPnw4cPx8fEDBgxoXe4ATEP1jB09NDU1lZSUrl27pquru3Hjxvv375eUlAwaNIgkSRyYgw7uHwWeJElZWVnhazk5OYIgRIsSwWazY2Ji3r596+LiwuFwCIIQ3oUmLS1NglFE9PT05s6du3z5clNTUyr6B2jX6Jmxo0FERISnpyePxxs+fLi6ujqPx8vLy9u8efOaNWuknRqANDX+sBmK9OrV6/Hjx0uWLMnMzIyKijI0NKysrFRSUjp16hR1QYUn0lPXP0A7RfWMHW0cHR09PT0zMzN1dXXHjx8/derU0tJSIyOjlStXCndUADqm+gV+9+7dysrKBEFUVlYSBLFt2zbRW7/88kvr43Xu3DkiIiIuLm748OFr1qzx9vZufZ9NE51IDwDiqJ6xo9Pbt29XrFgh+g+KhoZGr169Xr58aWFhId3EAKToHwXezs7uxo0b4ovnz58XLUqkwAt5eHgMHjzY19f35MmTkurza3A7egDGE5Zz0WJ1dfW7d++ac3kOAIP9o8DfunWLtsA6Ojp//vnn7t27tbS0KA2EAg/wNZTO2P3xxx9OTk5KSkoEQSQmJsbExLx//97Q0HDhwoUSv5GOn5+fm5tb//797e3tP3/+7O/v7+rqKvxoAB0Wrcfg62GxWAEBAVRHQYEHaBTVM3bu7u5ZWVkmJibh4eHLli3z8/OztbXNzs4ePnz40aNHXV1dW9m/uAEDBuzfv3/u3Lnv3r0jCGLatGnbt2+XYP8A7ZE0Czw9UOABGkXbjN1vv/0WGRnp6ekpXHR0dFy7dq1kCzxBEGPGjBkzZgyXy1VUVJSRafwm3AAdCgo8AFCrqKjIzs5OtGhjY0PdI2GERwQAgOgIBZ7NZuMsegCpSEpK4vP5Dg4OcXFx/v7+wsbIyEjxh9d9TXl5ecORi1vUATQf8ws89uABpGLmzJlxcXHbtm0rKChISkpasGABm82eOnXqiRMnrly50vS2XC7X1NSUx+PVa6+pqWn4QAoAaBQKPABQ4uDBg8IXVVVV2dnZbDabIIgxY8asWbPGzMys6W2VlJQKCgoatickJIiO5QNA01DgAYBaioqKlpaWBEE4OTldvXpV2ukAdBTMP9cUBR6gjfjrr7+knQJAB4ICDwAAwEDML/B42AxAG7F3715ppwDQgTC/wONhMwBtxIwZM6SdAkAH0iEKPPbgAQCgo0GBB4D2jc/nb9261dra2sDAwMfHJzc3V9oZAbQJKPAA0L4tXLjw5s2bERERV69etbKyGjZs2KdPn6SdFID04Tp4AGjHCgsLExIScnNzFRUVCYL4+eefX79+fejQoZUrV0o7NQApwx48ALRjWVlZFhYWwuouZGNjk5mZKcWUANoI5hd4XCYHwGD6+vovXrwQH+MZGRmGhoZSTAmgjWB+gcdlcgAMpqurO2DAgLlz5xYXF/P5/OPHj0dFRU2bNk3aeQFIH93H4CsqKo4dO5aWllZUVFRbW6utrW1lZeXl5dWlSxeKImKKHoDZIiMjV61aZWRkxOPx+vfvf+7cOV1dXWknBSB9tO7Bp6Sk6OjohIeHCwQCMzMzS0tLGRmZiIgIXV3d1NRUioKiwAMwm4qKSlhYWElJSUVFxa1btwYOHCjtjADaBFr34AMCAoKDgwMCAuq1R0dH+/v7U1TjUeABOgjhE2kBQIjWPfjs7Gw3N7eG7e7u7q9evaIoKAo8AAB0QLQWeEdHx6CgoKKiIvHG4uLi5cuXOzg4UBQUBR4AADogWgv8/v37y8vLdXR0jIyMBg8ePGTIEBMTEy0trTdv3hw6dIiioGw2G2fRAwBAR0PrMXgNDY3ExMS8vLz09PT379+TJKmpqWllZdWrV6/mbP7mzZuG++JFRUUkSTaxFfbgAQCgA6K1wJMkefjw4fj4eBkZmXnz5rm4uAjb379/P3fu3ISEhCa2raioGDNmTFVVVb32ysrKpnfQUeABAKADorXAb968eefOnfPnzy8pKZk8efKhQ4c8PDwIgqiqqjp//nzT2yorKz979qxhe0JCgqenZxMbstnsmpqa1qQNAADQ7tBa4Pfv33/q1ClHR0eCIDw8PMaNG/fjjz+amJhQGpTD4Xz58oXSEAAAAG0NrSfZVVRUGBkZCV8PHz58wYIFixYtEggElAbFFD0AAHRAtBb4gQMHbtq0STRhvnHjxoKCgp9//pnSAowCDwAAHRCtBX7v3r2JiYnq6urCi+IUFBTOnTuXkJBga2tLXVAUeAAA6IBoPQZvaGiYnZ199+5dLS0tYUvv3r3T0tISExOfPn1KUVBcBw/Q7tTW1kZFRTX8r/nTp0+pPqgHwBh0P01OTk7O3t6+Xsv48ePHjx9PUUTswQO0OzU1NU+fPm14emxeXl7T970AABG6Czz9UOAB2h0FBYUdO3Y0bE9ISLh+/Trt6QC0S7Qeg5cKFHgAAOiAUOABAAAYCAUeAACAgZhf4NlsNgo8AAB0NMwv8BwOB5fJAQBAR9MhCjz24AEAoKNBgQcAAGAgFHgAAAAGQoEHAABgIIYX+KysrAsXLrx//76wsPCbK3O53I0bN44aNcrT0/PkyZM0pAcAAEARJhf4TZs2jRgx4vnz5yUlJVZWVvHx8U2szOPxhg4d+ubNm6VLl06cOHHr1q1r1qyhLVUAAADJYuy96FNSUiIjI589e5adnb1gwYKIiIhRo0YNGzZMVVW10fWPHDlibGwcEREhXPzpp59MTEyWLFnyww8/0Jj1d0hLS8vOzjYwMLC0tJR2LgAA0OYwdg8+OTl56tSpqqqqHA6Hz+fLyMiYm5unpqbm5+dnZGTw+fx66z9+/HjEiBGiRTU1tb59+z558oTerJvly5cvY8eOdXNzO3z48Pjx48eMGVNZWSntpAAAoG1h7B58XV2djIwMQRAxMTHp6elTp07NzMy8f/9+p06dunXrVlxc/Pvvvw8dOnTXrl2vXr0yMDDo1KlTfn6+eA/5+fndu3eXUvpNWb16tZqa2vPnz4XnD86dO3fVqlW7du2SbJSamppdu3adPHmysrLS1tZ2/fr1bfOnAQAAjWLsHryjo+OxY8diYmLOnz+vrKz8r3/9q7a2lsvlVlRULF269OrVq0uXLrW2tlZWVp41a5aqqmpUVFRYWFhqaipBEAKBICQkRElJydTUtJnhvnz5cu7cuYMHD967d4/Kj0UQBHH+/Pm1a9dyOByCIDgczrp16xISEiQeZcGCBX/++eeOHTtOnDihra1tb29fVlYm8SgAAEARxu7BOzo6jh07dv78+U5OTnl5eaGhoerq6vn5+erq6v/5z382bNigpqamr6+/fv16giDGjRtnbGy8ZcuWiRMnysnJff782crK6tSpU8I5gMzMzFu3bsnLy48YMUJHR6dhrIyMDFdXVyMjox49emzdunXgwIExMTHCbanA5XI7d+4sWlRSUqqoqJBsiHfv3iUmJmZnZysqKhIEsWHDhrdv30ZGRgYEBEg2EAAAUISxe/AEQfz666/CoksQxIQJE4yNjeXl5ZWVlTds2BAeHv7+/XslJSXRyqNHj87Ly3v9+nVSUlJWVtbVq1d1dXUJgti8efNPP/304MGD5ORka2vrRi+f8/X1XbduXVJS0sGDBzMyMoqLi/fu3Uvd5xoyZMiJEydEi8eOHRs6dKhkQ2RkZPTp00dY3UVB09PTJRsFAACow9g9eCF7e3tlZeW6urrq6urMzMzLly9zOBwbG5tffvmFxWLp6+uL1iwqKtLQ0JCRkTE0NBQ13r179+DBg0+fPlVTUyMIIiMjY/jw4f/617/ET60vLS3Nzc319fUVLsrKyvr7+0dERCxatIiiD/X777/b2dk9ffq0X79+jx49unTp0q1btyQbQk9P79WrVwKBQDQP8fz5c/EfF8A3/fHHH05OTsL/RicmJsbExLx//97Q0HDhwoX9+/eXdnYAzMfkPXiCIP79739HRUUpKSklJyc7OjqOGTPG3d19z549dXV18vLyDx8+LC8vJwiioqJi+fLl3t7e9Ta/du3a5MmThdWdIAhzc/NBgwb9/fff4uvU1NSw2WzxFllZ2ZqaGuo+lK6ublpampWV1fPnzy0tLdPT0w0MDCQbwsjIyMDAIDAwkMvl1tXVxcXFHT16dMqUKZKNQp2kpKQ5c+Z4e3vv2bOn4RUTQA93d3fhiavh4eGenp5qamoeHh7KysrDhw8/f/68tLMDYD6GF3gtLa2HDx86OjpWVlYWFRWtXLny4cOHe/bscXV1ffHihYmJiZ6e3oABA3R1dbW1tdeuXVtvc4FAwGKxxFtkZGQEAoF4i4aGhrq6uugPFkmSBw8edHR0pPJjESoqKkuWLNm9e3dgYGDXrl0l3j+LxTp27FhZWZm2tnaXLl1+/fXX+Pj4Xr16STwQFUJCQgIDAwcOHOjm5nblyhUnJ6e2cK/iFy9eeHt7m5iYDB48ODw8vEM9wvi3336LjIwMDQ1dvHjxjh07IiMjG441AJA4FkmSdMarqKg4duxYWlpaUVFRbW2ttra2lZWVl5dXly5dWtZhQkKCp6cnj8drerVRo0a9efOGJEkTE5PVq1cPHDhQ2F5aWpqTk6Onp6eurt5wq7/++mv69OkPHjxQUVEhCOLly5f29vZPnjzR1NQUXy01NdXNzc3Z2VlXV/fy5cuKiooXL16Uk5Nr2SdqUwQCAZ/P79Spk7QTaa6PHz+am5unp6draGgIW1xcXCZPniw6hiIV7969Ex4YcnFxKSoqWrVqlYODw5YtW8TXUVRULC4uVlBQkFaSEsdisbKyskxMTJSVlV+8eKGtrS1sLygoMDU1FU6efa9mjneANo6e8U7rHnxKSoqOjk54eLhAIDAzM7O0tJSRkYmIiNDV1RVen0adqVOn/vjjj5mZmfHx8aLqThCEqqpq//79G63uBEHY2tpOmTKlT58+gYGB8+bNs7Oz++233+pVd4IgbGxs0tLSbG1t2Wz26tWrr1y5wozqThCEjIxMO6ruBEE8fvzY2tpaVN0JgnB1daXh2sWmhYaGzpgxY8mSJcbGxvb29ufOnQsNDa2qqpJuVjRISkp69uyZg4NDXFycqDEyMtLc3FyKWQF0FCSN+vXrt3PnzobtUVFRAwcObFmf586dk5eX/+Zqb9680dDQeP78eQtCPH78eMeOHXv37s3JyWnB5kCnhw8f9u3bV7xl3bp169evl1Y+Qm5ubvHx8eItffv2ffTokXiLgoJCVVUVvXlRa+bMmQ4ODsL7I7HZ7NraWpIkp0yZwmazr1271rI+mzneAdo4esY7rVP0Xbt2ffLkifDyM3EVFRW6urolJSVNbMvlcp2dnaurq+u1l5WV5ebmNucg65IlS+Lj42tqanBHNgYjSTIjI0NTU7Nbt24EQXz58uXly5dGRkbSnfp++/atrKyslpaWvLz80aNHtbW1tbW1c3NzhYd+hJg3RS9SVVWVnZ0tfGhCbGystbW1mZlZy7rCFD0wAz3jndYC7+7urqCgsGPHDvFZ7uLi4lWrVn348KHpp70RBPH06dOGZ6fn5OT88ssvOTk5zcwhLy/v06dP35U2tC+5ublr1qypqqpSUlL68OHD8uXLR44cKd2UXr16tWjRovXr1w8ePLhHjx5Lly6VlZWNiooSX4fBBV6CUOCBGRhY4D98+ODn55eUlKSvr6+urs5isUpKSnJycpycnGJjY0VXo32XjIwMT09P3IMFxAkEguzs7LKyMgsLizZSMpOTk1esWPH8+XNZWVlfX98tW7aI346QQIH/Jy6XO3r06IanKTR/xg6gLWNggRfKy8tLT09///49SZKamppWVlatuf4KBR7akerqanl5+UbfYl6Bj42NbeIWTN+82+OTJ08aFvKcnJyVK1fm5uZKID8A6aFnvEvhTna6uroND8MDdARfq+6MZG1tfe7cuRMnTvj4+AhPifguVlZWDRsVFBTE76AMAE1g+K1qAUBazMzMYmJirl+/HhQUZGFhIe10ADocJhT48vLyU6dONWwvLi5+8OCBsrIyDTl8+vSpBfsoLVBZWSkjI0PPRC5tH+rz589KSkrCB+BSqq6urqysrGVne3yv8vJyJyen5n8oRt7bjsPhLF68WPxigdaT1ngnSbKkpORr98yQCKpHXElJSdeuXSl90CWHw6Huzhl8Pp/H47X4rmjfRMNXzOVyf/rpJ4Ku8S6FY/CSVVpaunDhwkZ/WBkZGa9fv1ZVVaUhjfz8/O7du9e7ry0VysrKZGRkaPhfi0AgKCoqEt19jFLFxcWdO3em4Y461dXV5eXl4s8Kok5RUZGDg0Pz/zOhqKh46NAh6v74MoMUx3ttbW1xcXHD+1xJUH5+fqMPpJaUjx8/qqioUHcbrrKyMjabLf6UTsmqqqri8XjU/Qedhq+4oKDAzc2Nw+HQNN6pvtBeig4dOuTn50dPLOFD2WkIFBQUFBISQkOgd+/e6ejo0BCIJMnx48efOXOGhkBXr14dPnw4DYFIkhTeMZeeWO0FpT98qsf706dPLS0tqeufJMlOnTp9+fKFuv7t7Oxu3bpFXf+BgYH//e9/qes/Ojrax8eHuv4zMzNNTU2p65+ksVIIYXcBAGjy119/STsFgA4EBR4AAICBUOABgCbfvPYdACQIBR4AaDJjxgxppwDQgaDAAwAAMBAKPAAAAAOx169fL+0cqMJisbp06SJ8SCXVuFzuyJEjabiImc/nGxgY6OnpUR1IVlb2y5cvjo6OVAciCILL5Q4YMIDS+0sIcTgcFotlY2NDdSCCIMrLy4cPH07Dxf0gRPV4l5OT4/P5dnZ2FPVPEERlZeXIkSOpu51GeXm5vb09dXfRqK6uNjY27tmzJ0X9s1gsJSWlPn36UNS/rKxsdXW1vb09Rf0TNFYKoXZ/oxsAAABoCFP0AAAADIQCDwAAwEAo8AAAAAyEAg8AAMBAKPAAAAAMhAIPAADAQCjwAAAADIQCDwAAwEAo8AAAAAzEzsFz6wAAIABJREFU2AL/4cOHCRMmqKqq9u/fPyUlReL95+TkjBo1SlVVtVevXsHBwTQEffPmTW5uLnWB6urqfv755169euno6OzevZu6QARBPH78eNiwYUpKSqampkePHqUoVmZmZmxsrGix0f4lErReIPp/N4CKHy+d3yNFo5vqQU3pQKZ6/FI9bOv1L0L1X/J/IBlq9OjRXl5eubm5O3bsUFZWLi8vl2Dn1dXVPXr0mDt37tu3b5OTk9XV1Q8ePEhpUC6X27t37/Xr1wsXqQi0ePHiIUOGZGRkxMXFycrK3rp1i6JANTU1Ojo6CxYsePXqVWRkJJvNfvDggcRj1dbWTp48ef78+aKWRvtvfdB6gej/3QCSgh8vnd8jdaOb0kFN6UCmevxSPWwb5i9Ew19yccws8K9fv2az2YWFhcJFa2vrffv2SbD/mzdvKisr8/l84eKaNWvGjh1LadBZs2bJy8sLfy2oCFRZWamkpJSWliZcDAkJOXHiBEWfKCcnR/jfWOGipaVlWFiYZGNt3rxZS0uLIAjRAGu0/9YHbRiI/t8NoOLHS+f3SNHopnpQUzeQqR6/VA/bhv2LUP2XvB5mTtGnp6fr6+tramoKF21tbdPS0iTYv5aW1o4dO2RlZYWLJSUlMjIy1AU9c+ZMZmami4uLcJGKQHfu3FFRUbGwsCBJkiCIoKCgSZMmUfSJdHV1DQ0Nw8LCPn/+fOHChVevXg0dOlSysaZPn37lyhUfHx9RS6P9tz5ow0A0/24AQc2IoO17pG50Uz2oqRvIVI9fqodtw/6FaPhLXg8zC/z79+/Fnz3arVu3oqIiCfZvZGQ0c+ZM4etr167FxMTMnTuXoqD5+flLly6NioricDjCFioCFRUVdevWbdGiRWpqaj/88MOqVasEAgFFn0hGRubYsWPbtm1TVVUdM2bMmjVr+vTpI9lYPXr0sLCw6Natm6il0f5bH7RhIDp/N0CIih8vPd8jpaOb6kFN3UCmevxSPWwb9k/Q9Ze8HmYWeJIk6z1Tuba2VuJRvnz5snLlyrFjxx46dGj06NFUBCVJ0tfXd82aNYaGhuKNEg/0+fPnJ0+eqKqqvn79+sqVK0eOHAkLC6Pox1hYWOju7n7gwIGKiorbt2/v3bs3MTGR6q+s0f6pC0rD7waItNPvkerRTfWgpnMg0zN+qfu6aftLXg8zC7ympmZJSYlosaSkRFtbW7IhsrOzBwwY8PDhwwcPHnh4eFAUdPfu3SwWy9vbu7Kysra2ls/nV1VVURFITU1NU1MzODhYRUXFysrK29v7/PnzFP0Yz58/b2BgMGvWLCUlpaFDh86bN+/IkSNUf2WN9k9RUHp+N0CknX6PVI9uqgc1nQOZhvFL6ddN21/yephZ4K2srHJycoqLi4WLd+/etbKykmD/NTU1Li4uo0aNunz5somJCXVB7927d+XKFWVlZSUlpfj4+C1btpiYmFARyNjYuKampq6uTrjYtWtXRUVFin6MfD5fIBCIFkmSrKmpofora7R/KoLS9rsBIu30e6R6dFM9qOkcyFSPX6q/btr+ktcn2XP22g5nZ+e5c+dWVFTExMR07dr18+fPEuz8zJkzampqWVlZr/6noKCA6qATJ04UXVxBRaAhQ4YEBAQUFhZev379hx9+OH36NEWBXr9+raSktGfPnk+fPiUnJ2toaMTGxlIRKzAwUPws1kb7l0hQ8UBS+d0Aif94af4eKRrdlA5qqgcy1eOX6mFbL38Rqv+Si2NsgS8uLh43blzXrl0HDBjw999/S7bz9evX1/t/kqurK9VBxX8tqAhUWFjo6uqqoqJiZGQUHh5OXSCSJG/evDl48ODOnTsbGRmFhoZSFKveAGu0f4kEFQ8kld8NkPiPl+bvkaLRTfWgpnQgUz1+qR62zSnwVP9ZYJEkKbnpAAAAAGgTmHkMHgAAoINDgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBT4NionJ8fd3d3X13ffvn3SzgUAANofFkmS0s4BGrFy5Upvb29ra2sHB4ebN29KOx0AAGhnONJOABq3YcOGTp06vXv3rlu3btLOBQAA2h9M0bdRCgoKp0+f9vf3DwsLozTQjRs3xo8fT+eGZWVlLdiqodLS0tevX0ukKwAA5kGBb6MSExP//vvvs2fPamlpSTsXSSovL3dwcBAtmpiYcDgcWVlZWVnZM2fOiK/56NGjwYMHd+/effbs2QRB5OXlDRkyxNTUdNeuXcIV1qxZU11dTWfyAADtCKbo26izZ88WFhZOmjSpU6dO0dHRzdmkpqZGVla24eum16TTli1boqOjeTyecJEkyZKSktra2oZr8ni8CRMmnDt3ztjYeOzYsZcuXYqPj1+/fv2IESNsbGxmzJhRWFhIEISJiQmtHwAAoP3AHnybsHz5cmNj49TUVIIgTp8+bWZmtnfv3vPnz586daphdd+9e7eBgYGRkdHy5csFAkFKSsrUqVO9vb03btwo/pogiM2bNxsaGhoYGKxcubLemg1zqNftqFGj4uPjhW8NHDjw5s2b9VZowcd0dnbesmWLaDE/P19bW7vRNc+fP29jY2NpaSkvL5+QkODo6KiiopKRkfH27VsejycrK7t58+bVq1e3IAcAgI6ChLYhLi7O2dm5qqpKV1f34sWLX1vt+vXrVlZWHz584HK5kydPDg4Ovn37toqKSlZWFkmS4q8vXbpkYmJSVlbG4/Hs7OyioqLE3xXv0N3dvWG3hw8fnjZtGkmS2dnZBgYG165dq7eCcEPxrlxcXHQbePr0qfg6796909PTE76+efNmz549nZycNDU1/fz8qqqqRKtt377dzc2tX79+mpqa3t7eXC63rKxs3rx5I0aMuHz58r1791atWtXanzgAAKNhir6tGD9+fFBQ0IIFC/r06TNq1KivrXb16tWysrJJkyYRBPHx48eKigpHR8e+ffuKJqtFr5OTkydOnNilSxeCILy9vZOTkw0MDMTXbLrbo0ePBgUF1dTUnDhxwtfXNzk5ud4KdnZ29Tq5cOHCd31kFRWVwMDAxYsXl5eXT506dfv27evWrRO+VVlZmZqaevv2bQ0NjenTp2/fvn3Dhg3h4eHCdz09PQ8cOJCQkBAaGmppaRkcHCwvL/9doQEAGA8Fvq1gsVizZ89eu3Ztenp6E6spKSnNmzcvKCiIIAgej8fn8589e6asrCxaQfSaJEkWiyV8zWaz6+rqxN/9ZrddunQZPHjwtWvXTp48eebMmVOnTtVb4dGjR/U6cXZ2bpj8hQsX+vTp02hQc3NzCwsLNputrq4+derUs2fPit7S0tIaOXKkgYEBQRAeHh6nT58WvXX58mUbG5u6urr169efPXs2IiIiNDR02bJlTfzQAAA6IByDb0MePXqkrKzcs2fPJtYZOXJkZGTkx48fq6urPTw8UlJSvrbm8OHD4+LiuFwun88/evTo8OHDv7fbyZMnh4SEqKqq6uvrNyduUlLSuwa+Vt0JgggNDR0zZgyPxysvLz916pSdnR1Jks+fP6+trXV1db1y5UpOTg6Xyz1+/Litra1wE5IkQ0NDFy9eXFlZqaqq2rNnT0tLy+Li4iY+GgBAx4QC31akpKTcuHHD1tZWfG+1ob59+wYGBg4ZMsTQ0NDQ0NDFxeVra44aNWrKlCnW1tZmZmY2NjbTp0//3m7Hjh2bmprq6+v7XXGbb9GiRX379rWwsPjxxx979+4dEBDA5/NNTU3z8/N79Ojx+++/Ozs7m5mZ9ezZc8mSJcJNTp48OW7cuP9v784Doqr6PoCfOxszw7AjCBi4KxqSj+aekma5S5q5PrmlT4uhZRk+mU+LaVZvbrmR4oJCLpikaK6ZSi5JuWMqKC4sCjMDs8As9973jzFCGHFh7r1w+X7+4p6Ze84PhjO/u51zlEplaGhot27dWrduvWTJkpiYmOoHAwAgMpiqtkZgGKZDhw5Tpkxp2LDh+++/f/z4cZkMd08AAODJIYvUCGvXrqUoauzYsRRFhYeHN2rU6PDhw40aNRI6LgAAqK1wBg8AACBCuAcPAAAgQkjwAAAAIoQEDwAAIEJI8AAAACKEBA8AACBCSPAAAAAihAQPAAAgQmKY6MZkMlmtVqGjAKgWpVKpUqmEjqIWQH8HEeCnv9f6BH/9+vXmzZtrNBqhAwGoFovFotfr5XK50IHUaOjvIA789Pdan+DNZnOzZs2qWGLVXqiXqJUSlZLPqAAel1qtttvtSPBVe2h/B6gV+OnvYr8HzzB3vlimXb1F6DgAAAB4JfIEb9iXJnFXlZy9ZLmaLXQsAAAA/BFzgmdMZv2WXb6vv+ozcqA2fgvBsjoAAFBniDnB6zftUndsqwgL0UR1JAxrOnpK6IgAAAB4ItoEb7uVZ0pL9x7RjxBCKMp3wiu6DSmsBaNrAACgThBtgteu2+Y19CWpx73hNG7NG7m1alb04z5howIAAOBHrR8m55Q5/bzl8nXPflElZ/8qK1S1aVG4arOmV2dZPV8BY4PqKCkpSUpKstvtQgfyeNzc3EaNGoUhcADAJ3EmeKbY6NbkqeIdByqUK1s2pnVFSPC116lTp2bNmjVw4EChA3k8W7dubdeu3dNPPy10IABQh4gzwWue76R5vpPQUYDrsSzbrFmzlStXCh3I4zl27BiLQRwAwC/R3oMHAACoy5DgAQAARAgJHgAAQITEeQ8eAGoCg8GQlJR0/vz5/Px8u90eFBQUGRk5fPhwT09PoUMDED+cwQMAJ9LS0kJCQlasWMEwTHh4eEREhEQiWbVqVVhY2MmTJ13enPn3cwVLElxeLUDthTN4AOBETEzMnDlzYmJiKpQnJCRMmTLFtTmetdm0a7ayVmvJnxdVbVu5sGaA2gtn8ADAiczMzMGDB1cuj46Ovnr1qmvbKkrZ79Yk1O/N0dq1ySxNu7ZygFoKCR4AOBEVFRUbG5ufn1++sLCwcPr06d27d3dhQ7RWb0j91eff0ep2T8sC/Ay7D7uwcoDaCwkexIy11bJJbcUkLi6uuLg4JCSkWbNmnTp16ty5c4sWLerXr3/jxo34+HgXNqRNSPF46TlZgB8hxHfc0KJte2iD0YX1A9RSteYevMlkmjRpUuVJyAsLC7Ozs6vYkdbqC5YnBn70FpfRQY3EMLkzv/Ho3dXjpeeqX9mBAwdeeOGFCoUDBgzYsWOH4+eMjIw///xz1KhR1W9LHAICAlJTU7Ozsy9cuJCbm8uybGBgYGRkZGho6EP3NRqNI0eOLC0trVBeVFR0/fr18iWWy9csF6/4vzHSsSkPCXR/rr3+h1S/ScNd9HsA1Fa1JsGr1erRo0ebzeYK5enp6UePHq1iR9pott3Or+INIFaG/b8RltVv3uXetZ1Eo65mbc8991xeXl7Z5vnz5/v27du3b1/HJk3Tn332mbe3NxJ8BWFhYWFhYY+7l7u7+/Tp0ysf0B87duzMmTP/bLOsNn6r9+jBlJuirMz71X63p87x6N1N0TDkSaMGEINak+Apiurfv3/lcqVSuXDhwqr2pBksA18HMSazfnNq4MdTDPvS9JtTfScMq2aFCoUiMDDQ8bPZbI6JiRkwYMBbb71FCJk7d+6SJUvy8vLeeOON6sYNhBBCKIqKioqqXF5SUkJRVNlm6aUsy9Vs2+rN2tVbyr+NLbUU7z7k/+ZoruMEqMlqTYJ/YixNI8HXQfpNu9Qdn1GEhfiMHHB76ueaF7oqQoNdVfk777xjMplWr17t2HzttdcGDx785Zdfuqp+cUhMTDxy5MiDXl2+fHn1m1CGNwld95XTlyiFwmk5QN0h/gRPGIZBghcjy+VrpRedj7aiiwzGA795DOpZtH0fIUTRtOGdr+I8Xujq9M2UVKp5oYtEpXzEdjdu3JiQkHD48GEfHx9HSYMGDRo0aODv71/5nnFd1rZt259++mnTpk1jxozx9/fnqBWJe3VvvgCIlfgTPEszhGVZm52Si/+XrVNog4kxVnwmw8F88qyieSNioxmbmRCiCAm0Xr5muXJdHhTg5N0UxdrsRPVIjV6+fPmNN96YO3dup05Yj/ghwsPDN2zYcOjQodjY2NatWwsdDkCdUwdyHsMQQlirFQleZNTtnla3e7pyuTn9vPHw736TXqWk0rJCWf16xSn7600bX51/A4vFMnz48Oeee2769OlPXEmdIpPJ3nnnHS8vL6EDAaiLRJ7zaG2R7U4hIYS1WAku5dUNpecuU3JZ/hdObvHabuYoGj98jNaDvPfee3fv3t23b1/557ygah999JHQIQDUUSJP8AXLNthu5BBCGItN+tB3gyj4jhviO26Iy6tNTk5evnz5li1bKIoqLCx0FMrlciyMBgA1k5gTvDn9vL1AJ/HxItoiPEgP1bR9+3aWZV955ZXyhS+88MK+ffuECgkAoAqiTfCsndat2+Y7/hX7XW1h5g26UEsw6wVUQ0JCQkJCVauRLliwgLdgAAAeSrRz0RfvOiQPDlS1bSXxcCeEGPZUNdsdAACAyIgzwdNFhuLt+3xee5mQe0/Rl165bsm8IXBYAAAAfBFngtcn7tBEdZQHBxDHOHhC1J2e0cZvJSwrdGgAAAB8EGGCt16/ZTh0XOLlYdiXZtiXVnruL0IIsdptN3JMx08LHR0AAAAfxPiQHcN49Oxsz7vr2LLnFxJC7Pl33bu1kyjkgkYGADwxpaVL1CpV21ZCBwIgGBEmeEXjUL///DOZiWHf0dKLV1QdIr0G9RIwKgDgDV1s1K7aQrnJQxZ9XH4lWYA6RYSX6CuiGeKYyQ4AxIulGeuNHMfP+qQd7lEd3Fo2KUrZL2xUAALi+wzeYDAkJSWdP38+Pz/fbrcHBQVFRkYOHz6cu+nAHA/ZsVYbR/UDQE1g+PmwbmNKyOLZjNFk/v1cyKKPmVJL7vtfaqI6ygL8hI4OQAC8nsGnpaWFhISsWLGCYZjw8PCIiAiJRLJq1aqwsLCTJ09y1SrDEKkEZ/AAIkYbjEXJP7t3ekaX8KM2Ptl7eH+Ju0rm5+3Rt7tuY4rQ0QEIg9cz+JiYmDlz5sTExFQoT0hImDJlCkc5nqVpiUqJM3jRuHnz5vz584WO4vHcvXtX6BBETp+00737sz6jBt18c7ZEpfTo1dlR7hXd+/a0OaUXryhbNRM2QgD+8ZrgMzMzBw8eXLk8Ojp66tSpXLVKMxKVksEZvChERESMHj1ap9MJHcjj+c9//tOkSROhoxAt281c84kzIQtnEYpQhJByS/1RCrnP6MHa+OTgr2YQSR145AigHF4TfFRUVGxs7MKFCwMDA8sKCwsLZ86c2b17d44aZRlGolKyViR4MfDx8fn888+FjgJqFu3aZO/h/SUe7sU7f2HMpRK7Pee9uVLfe4vQsyyxZt82HfvTvWs7YeME4BmvCT4uLm78+PEhISGNGjXy8/OjKEqr1WZlZfXq1SsxMZGrVhmGUilxDx5AlMzHT9u1RZpeXQgh7l3+JQ8Ntufd1SXu8B49iHJzc7zH6+UXFY2w1hTUObwm+ICAgNTU1Ozs7AsXLuTm5rIsGxgYGBkZGRoa+tB9WZY9fPiwzVbxVvrp06fZKiegZWlGolaypZZqhQ4ANQ9rs2sTtqvbPW0+eaasUOLhLgvwtWRk3luNAqCu4jXBp6Sk9OrVKywsLCwsLDU1dcOGDbm5uU2aNHnrrbfatXvI1TOTyfT1119bLBXzdEFBAU3TVe3J0BKV0lZkrGbwAFDTMKWlbk3DaF2R+bc/ypfLA/0plVKoqABqCF4TfHR09KVLl1q0aLFixYr33ntv/PjxXbp0yczM7Nmz58aNGwcMGFDFvhqNZufOnZXLd+zYMWzYsCp2ZGncgwcQJ6mHpt6744WOAqCGEmaq2m+++WbdunVliTkqKurjjz+uOsE/OZqh1BgmBwAAdYsw40by8/O7detWttmhQ4fMzEyO2rp3Bo+H7AAAoC7hO8Hv2bPn3Llz3bt3T05OLitct25dq1auX/SJtdN5nyxmig1I8AAAUNfwmuAnTJiQnJzcp0+fXbt2TZs2zfFw3OjRoz/++OMvv/zS5c0Vp/5iu5Vb+lcWpXJjLFZS5cP2AOBaKSkpRuO9h1tTU1NHjhwZFRU1ceLE9PR0YQMDqCN4TfCrV6/+9ddfb9++bTKZ/vzzT6lUSgjp37//uXPnoqKiXNsWXWQoTtlf/5OprMVmu5lLyaSs3e7aJgCgCtHR0bdv3yaErFixYtiwYb6+vkOHDvXw8OjZs6fTB2YBwLWEechOrVZHREQ4fh41ahQXTeg2/qTp2UneoL6i8VOmo+mUQsFabJRczkVbAFAFXh+qBYC/CZPguWa9dqvkz4shi2YRQqSe7qy/jzX3Lmu1EqIWOjSAOucJHqotLS2dM2eOvdJVt6tXrz5k3gsA+Js4V1/QrtnqM2KARK0ihLA0o3m+Mykttd3RCh0XQN3yxA/VSqXSgIAAn0o0Gg1FUVXvCwAOIjyDNx09xZSUanp2urdNM1I/L4mHe/FPB5QtGwsaGkAd4niodv78+Tk5OXv27HnzzTelUuno0aM3bdq0f//+qveVy+WV15UmhOzYseOHH37gJl4AsRFhgi/e+YvtVv6NcR86NhmLpfTsX4zNZj51jjGYJB7uwoYHUEesXr3a8YPZbM7MzCx7qHbWrFnh4eGChgZQJ4gwwdf/dGr5B+bvfLPK86XuRbt+8R70ArI7AP94eKgWACoTYYKn3BSUm+KfTYqi1CqpSoVR8AAAUHeI8yG78liaoaQSyk3BWjAdPYBosTRT8F0CXWQQOhCAmkL8CZ7QDHEkeCwoByBehr1HTMf+1CdhCh2Ae8Sf4FmGpiQSSqHAdPQAYsWYzEXJP9efPcX8x3lL5g2hwwGoEcSf4AnNEKlU4iZnsGIsQDl0lYSO7vHokna6d/mXW4vG3q/2067ZioUnAEhdSPDl7sHjDB7gH7IqCR3dY7DdyjMf+9N7WD9CiEevLsRmNx37U+igAIT3wG68a9euuLg4mqYXLVp08uTJESNG8BmWKzEMkUgohZwxlwodCkANcuvWrQe9VFBQwGck1aRdk+w9rO+9QbAU5Tv+lbsL16jbPV1+NA1AHeT8DD4hIeH1119v167dqVOnZDLZtGnTFi1axHNkrsLSNCXBGTxARSHl3L1799Lf0tPTn3/+eaGje1Tmk2fthTpN726EEMKyebMXMRaLW7OGRTsOCB0agMCcn8EvW7YsKSmpR48ey5YtCw0N3bJly2uvvTZ16lSeg3MNhiFSKW00saUWoUMBqIn+97//ffnllyqVSiaT+fj4ZGZmzpw5U+igHpV+UypjKsmd+Q0hhDYYGV3RnS9XSv28zX9c8BrYCyfxUJc5T/AZGRnlV4MIDw8vLCzkKyQXY2mG0RcVb9srDwsROhaAmuj7779PTU0NCAj47LPPtm7dunjxYmvtGVNa74PXWXMJIYSxWO98s8rvrdGGPUeUzRu6R3VCdoc6zvkl+o4dOy5evNhmu/fY+fr169u1a8djVC7FMPof97m1aGy7kcMYzUJHA1Dj6PX6Nm3aPP3001euXCGEvP766ytWrBA6qEclr19P0ThU0TjUfPKse4dITfcO/m+NMRw6KfXyFDo0AIE5P4NfunRp79694+PjdTpdt27drly5snfvXp4jq8BoND777LOVTyxMJlPZgYhTjMVqu37Ld9II7erN+k2pvhOHcRkmQO0THh7+ww8/xMTE2Gy2GzduMAxz9+5doYN6PLa8u6ZDJ4MX/JcQIg8J1PTooN+c6je51j4aDOAKzhN806ZNL126tHv37mvXrgUFBfXt29fLy4vnyCrQaDR79+6tnMsPHjz49ttvP3A3hmFNJd5vjpJo1DJfb9OxPzS9uypCg7mNFaBWmTt37ssvv/zSSy9NmDChffv2Uql08ODBQgf1eLTxW72GvCj1vnfW7j2s3+2pn3m80EXROFTYwAAE5DzBl63z6OnpaTKZtm7dSgiZOHEif3E589RTT1UuvHDhAkVRD9rFsP83lhD1sxH2O4WMnfYa2ke7Zmv9/zlZZxqgznrppZcKCgrkcvl7773XqlUrnU736quvCh3UYyg5c8mec8fjg0llJRJ3lfer/bXxyfU/n0Ye/P0AIG7OE7wjoxNCWJbNy8s7c+bMoEGDBE/wj4sxleg375LI5UQqpRQK1mr1fOk547408+9n1c+2ETo6gJqi7IC+zPr162tRfzf8fNiWdzd75LSKL1CULeeOPCSwrIC12Si5vIqqdBtSPPv1kPp6cxEnAM+cJ/jdu3eX3/z+++/j4uJ4iceV9Ft2y/y8rdm3zb+fY8wlTLHRdOKMsnUz3bofVW1bUzKp0AEC1Ai1/YA+4MPJj/K20gtX7syPC1n8cdmV/ArMJ84U7zxoL9TVmzrOlfEBCOSRpqodM2bMn3/WvqkfJWqlLMCP0Iz55JnS0xmMuVSXsN2uK1I0DcOYeIAyu//2888/nz59Oi4uLicnR+igXI1htGu2yhsE6hJ3OH2dtdO6DdvrTZ9ouZRVmpHJc3QAXHh4gmdZNikpyc/Pj4doXMv71X71pk9kCQmYPtF/2jjCsrSuWNmycb1p4yQatdDRAdRQtfSAvmqGfWkSjXvgx1NKTmdYrmZXfkPxT/vloSHqZ9v4jBqI5WpAHJwneI9y3N3dX3/99Vo0s9V9HL2Uoui7Wpam63/yTlHyXlpfLHRYADVU7T2grwJjMuu37PYdN1SiUvqM6K+Nr5i/ab2heMcvPmMGE0Lcu7WXuCmMh04b0b6CAAAgAElEQVQIFCyAyzi/B3/69Onymz4+Pr6+vrzE42KOpeQIIdp12yipVNH4KfceHfSbdvn9BwNkAe7x8PAo+5mm6dLS0m+//VbAeFxOv3mXukMbRcMQQojm+U6GvUdNaenu3dqXvUGXsF3Tu6s8qB4h95aryZ+3Qt3pGYlKKVTMANV3X4J/9913q3jrggULOA6GAwxDJBLz72ftBTpKrWRKLd7D+92e+rlHFgbIAtwjmgN6p2y3801HTgUvnHVvm6J8J7xy99t49bNtHHPZWrNulJy9FLL447JdFI2fUj0TXrRtr8/oQRVqK1i6QRbg5z2sL1/hAzy5+xK8UnnvcFWn08XFxUVFRUVERGRnZ+/Zs2fWrFnOdq/pWJqmpFJdwnbfCcMK435gzaXSQH/vYX0L47cGff4uBshCXSbCA3pntGuT3aM6siWl9pJ7C0ZLvTzkwQFF2/d5D+9PCNFt/ImSUHe//r78XrTRbDt6ynPA81Kvfy5vWC5fKzmTQWy0pkcHWYCo7mKAKN2X4OfNm+f4YciQIUuWLCmbIW7t2rU//fQT36G5BMOwNC0Pqa96JlyiVjIlpYQQjxe6Gvb9Zjp+2r1zW6HjAxCM+A7oK2NKSu13tbacO+YTZyq+9veAeJ+xQ2i9ofK+lISSemr+2WZZbfxWnzHR9jsFuoTt9aZzOIxQv3W3e6e28gb1uWsC6gLn9+APHjy4dOnSss1+/fpNm1ZpEonagCm1EpvNmn07Z8ZX9ryCO9+ukSjdCCG0vlj/w04keKjLRHhAX4lEpQxZ6PxgxXrtlv6Hnd4jBihCg8kj3K8zHjpBJJTmufas3X576pzSC1eUrZu5OFxCCCGlGZlFyXtKL1yt/793uKgf6g7nT9E/9dRTO3fuLNvcuXNnaGitvGNNSSjKQxPw/kT/N0YoGjXwfLGr/xsj/N8YERg7+REnxwAQvYMHDw4ZMqRss1+/fgcPHhQwHj6wbOH3m4p+OmC5lPUob2dKLbqknb4ThhGKouRyn39Ha9dsJQzDRWC6tcn+b41higzmk2ddXz/UJc7P4OfNmzd06NBdu3a1aNHir7/+2rVrV3JyMs+RuQRLMxKF3PE8ndTfR+rlgWfrACpwHNBPmnRvLvfae0D/6IyHf2fttN8bowpXbw7+6sOHPo5TlLxHFdnSrWmYY9O9c1vD7sOGA8c8end1bWCGA78Rmcy9Wzupt2fBikRV2/Cq59YFqILzBD9gwIAzZ85s3Ljx9u3bbdq0mT9/fvPmzXmOzDUYhkjuXaWQqJSMuVTYcABqIO4O6A0GQ1JS0vnz5/Pz8+12e1BQUGRk5PDhwz09hVysnbVY9Uk7/KeNU7ZobNx31PjLcU3PzlW8355fYNz/W/D/3TcXiO+Eoflzlrl3+ZfEXeWqwJiSUv3mXQEf/odQlDKiuSIsuHjnL14vv+iq+qGucZ7gCSEtW7b8/PPP+QyFC2Xj4AkhErWKKUGCB6iIowP6tLS0vn37Nm3atEuXLuHh4YQQrVa7atWqGTNm7Nmzp0OHDtVv4skU/bhX2aqpsmUTQojvhGH5c5erOz0jUT8wT5vS/qANxpuTP6r8Usnpi+5d27kqMP2W3ep/Pe3W5N7lE9+xQ3Jjv9H06Cj1FXi1bqil7kvwcrl86dKlkydPlju7KFR5LfZagKaJ9N6iMjiDB3gQLg7oY2Ji5syZExNTcXXmhISEKVOmnDx5sop9aZpev3595e+cs2fP0jRdtvZVw4YNX3zxRUKIzWZLSEiw2+0PLe/5r2cNe476z30vPj7eUW405TX8dP6Q+Z88qB6vIS+qBz7/oPrL6nmyeMrK1323vHDrLq9h/SRxcY5yWaC/W1SHpTHvK7s/W/36UV6jygkv7kvwV69edUxRefXqVY7a4/mSHcsw1N+X6CmVksUktQB/4/qAPjMzc/DgwZXLo6Ojp06dWvW+Vqv1jz/+sFqtFcqzs7MZhklPT3dslpSUOL5AS0tL09PTy75Aqyhve+6mR/8ou0ZVVs66sYZDRwfm3JEHBzx6PS4v/21bikWrlW7cRAi5U69+5PG/CCHFxYZTx0+4URbHBQY+40E5p+WEFxT7sDUVaJqWSCSUK+aEKX/Jzt/fnxCi1WpPnDhx+fLlJ75kt2PHjmHDhpWWOj81t16/VfDdhuBvYgkhxkMnSs9d9n/n39X5FQA4olarCwsLVSqX3dB9qOzsbD8/P41Gk53tZPGVsLCwatYfHR2tUqkWLlwYGPjPiuyFhYUzZ868c+fO9u3bn6DOqvv7Q1mv3855f56yZRNKcd+5jTU7R/VMK2G/HGw5+fYCfeVyiiJu4U2xvLXI8NPfnd+Dv3z58owZM5KSktLS0saOHUvT9Pbt2zt16lTNxqpzye7JMBbrfffgzTwdNwHUfGUpvHwud+EBfVxc3Pjx40NCQho1auTn50dRlFarzcrK6tWrV2JiYvXrfwLyBvXrfxLDMk7OauT1/fmP574AggPlwYEPfx/AI3Oe4F9//fWAgAC5XP7ZZ59Nnz7darW+//77R48erWZj1blk9wTM6ecLFq+7t4CE4x48HrIDqISjA/qAgIDU1NTs7OwLFy7k5uayLBsYGBgZGSngGDxKJlU+XTsHBAE8PucJ/tSpU1euXKFpOj09fffu3SUlJXPmzKl+Y1FRUbGxsU4v2XXv3r369ZfH2mnd2mSprxddWOQoodR4yA7ACY4O6B3CwsKqf7UfAJ6A8wTv5+eXnZ2dnp4eERHh7u6emZnp7u5e/cb4vGRXnPqLPKS+5oWud7/53nojRxEaLFEpWb4ebQCoRTg6oAcAYTlP8G+//XafPn0Yhvnmm28uXboUHR09bNiw6jdWnUt2Nptt2bJllR+uycjIYCpNGEkXGYpT9tef8569QCcL8NOtTQ6c/Y5ErcIZPEBlHB3QA4CwnCf42NjYjh07WiyWPn36ZGVlffTRR+PGjXNJexcuXDh58mTr1q379et3/PjxxMTElJSUIUOG9OvXr+odaZq+e/du2TCDMkajsfJAAF3iT5rnO8mDA+z5BbIAP1pbZE4/r4pogQQPUBlHB/QAIKwHzmRXUlISFxe3dOnSRYsWubu7S6UuGKSxcePGsWPHhoWFFRYWfvDBB0uWLOnatWtISMioUaMWLFgwfvz4KvZVKpVOLxvu2LGj/Lo4hBDrtVslf1wMWTSLEMIyDJFKfcYNLYxLClkwi7AMa6cx4ASgPO4O6AFAQM5Xk0tISHj99dfbtWt36tQpmUw2bdq0RYsWVb+xzz77bPHixZmZmRkZGfPmzZs4cWJycvLixYs3b9789ddfV79+QhxrNm/xeKELYzDZ8wtorZ7Y7PJAP6mnh2H3r5RKyeA2PEAlJSUlK1asGDhwICHEVQf0ACAs5wl+2bJlSUlJH3/8MSEkNDR0y5YtCxcurH5jN2/ejI6OJoQEBQW1bNmyZ8+ejvL27dvfvHmz+vUTQuhiI11kMB7+Pe+z7/I++07/w67Sv7LyPvuOLjJYrlyXqJQsrtID3I+jA3oAEJbzS/QZGRmtWrUq2wwPDy8sLKx+Yy1atNi8efO0adMIIQcOHCh7kOfgwYOtW7eufv2EEKmXR8ji2WWbprQ/zCdP13t3gmMz5/0vMRQeoALHAX2PHj2WLVvmOKB/7bXXuJiaAgD45PwMvmPHjosXLy6bjHr9+vXt2rlgxaT/+7//+/TTT1u0aJGbm+vl5SWTyfR6/aBBg8aOHfvRR05WanIBhiaSfy42StRKTGYHUAFHB/Q1QcnpDPKw2bgBxMp5gl+6dOmGDRsaNmyo0+m6des2f/58l1yi79mzZ2Zm5oIFCzw8PMoK27dvn5aW5rj553Lll4slWFAOwBmODugFV3rxav6cpcbDvwsdCIAwnF+ib9q06aVLl3bv3n3t2rWgoKC+fft6eblmQWJfX9/yI+K8vb1nz55dxfuri2ZIuQRPqZUsLtED3G/p0qW9e/eOj493HNBfuXJl7969QgdVbQyjXbPVc1AvfeJP6o6REqWb0AEB8O2+BM+yrGM+6uDg4KFDh0ZHR//2228XLlxYuXJlYmLi6dOnhYryibEMTd13iR5z3QBUxN0BvYAMB45Rbgrff0czRYaiH/f6jOTkGiFATXbfJfrZs2ePHj368OHDv/76a69evT755JOuXbsuXLjw559/7tKli1AhVgvNEEmFS/S4Bw9ACCEsyyYmJr799ttffPHFtWvXoqOjO3bsaDAYVq5c+cwzzwgd3ZOwZt+23sghhDAlpfotu3zHv0Ioyuff0ca9aba8u0JHB8C3+87g16xZk5CQMGbMGELIpk2bRowY8eOPPzoGttVSLFPpHnyJRcB4AGqO2bNnz5kz5+mnnw4KClq2bNmkSZM+/fTTVq1aBQYG1sYDepZm7i5cS0kkwV9/qN+8S93uabcmoYQQqben54DndRtSAt5/XegYAXh1X4LPycmJiopy/OxY3q1///78x+RKle/B64sFDAeg5hDZAb1hzxGZrxdLM/rkPaZDJ4MX/LfsJc9BvXLe/aLkzCVVZEsBIwTgWcV78HK53PGzQqEghJRt1lIVn6LHMDmAv4npgJ4xmou2/Rw4+x2KonI+mK9oHmb+/Vz5NygaNdCt/1H1TSyhKKGCBODZA+eiF4kK4+BVeMgO4B4xHdDrkna6d2mnCA0mhCgahrBGszXrRvk3SDRqZUQLlmEpKRI81BUVE/ySJUscg9RNJhMhZP78+WUvffjhh3xG5hJOxsFjmByAuNhu5ZmP/xmycJZjM3DW27enfu7Rt4cj3wPUWfcl+G7duv3666/lN8sv1FYbEzxh7n+K3h0T3QD8QxwH9No1yd7D+ko87k19LdGovV5+Ubc2OXD2O8IGBiCs+xL8kSNHhIqDIyzNSOT//I6USsXiHjwAIUQsB/TmU+dKL15RtmpatH1fWSFrp0svXi3586Kqbasq9gUQt7p2Dx6X6AHuEccBvdTb07P/85X7teeAnhJPjSAhAdQQIk/wLMNSkn+eqZGocYkeQFTcmoa5NQ0TOgqAmsj5YjPiQdNE+s8ZPKWQE5Zh7bSAEQEAAPBA5Am+wlP0xDFSrgS34QEAQOREnuArzGRHHJPZmXCVHoBzKSkpRqPR8XNqaurIkSOjoqImTpyYnp4ubGAAdYTIE3yF1eQInrMD4Et0dPTt27cJIStWrBg2bJivr+/QoUM9PDx69uxZ/nF9AOCImB+ysxfo6DtaEt60fKFErcQlegA+ffPNN+vWrRs2bJhjMyoq6uOPPx4wYICwUQGIXq1J8AaDISQkxGAwVH5JInF+HUIbv6X0whVl+4j73uyhYYpNnIQIAM7k5+d369atbLNDhw6ZmZkCxgNQR9SaBO/h4VFc7GQhuB07dpSdGZRXeu6yNTtHFlzPfOwPr/5RZeUyXy+7roi7OAGgzJ49e6xWa/fu3ZOTk6dMmeIoXLduXatWD5l/hmXZo0ePWiwVF3c+ffo0y7KcxAogOrUmwT8ehtGu2eo7dojp1xMlGZmlF68qW927UC/18aR1WDEWgHMTJkxITk6eP39+Tk7Onj173nzzTalUOnr06E2bNu3fv7/qfU0m07x582w2W4XygoICmsYwV4BHIs4EX7zniMRLo+7QxnjouKZHB+2arcFffehYJlLq42W7eFXoAAHEb/Xq1Y4fzGZzZmamVColhPTv33/WrFnh4eFV76vRaHbt2lW5/EFX7ACgMhE+Rc+YzEXJP/uOf4UQQmhG2bqZROlm/OW441WpjxeNS/QAPFKr1REREYSQXr16jRo16qHZHQBcQoQJXv9DqnvnfzlWimQZhpJKfScM0yXtZMwlxHGJXosEDyCA3377TegQAOoQsSV4W05+8d4jrNWm25Ci25Biu5VnPHTClJZOKKpo+35CiNTbAwkeAABET2z34CVqtc/IQYT8/ZytRCJRKyUatWe/Hm5NQgkhxn2/0SYTYy6RqFVCBgpQ9yxfvlzoEADqELEleKm3h1f0C2WbJafOu/fooGzZxLFJa/XFqYcomawoea/PvwcLFCNAHTVu3DgeWrFcyipYtjH4m1hKIeehOYAaS2yX6CtgGZoqNw2ONiHF46Vu8gb1DfuO4kI9gAixbGH8VsIwRdv3CR0KgMBEnuAJw5K/E7zl8jXLxSue0b1lAX7KNs11iT8JGxoAuJzh4DFKLgv8JMaw+7D9rlbocACEJPIEz9I05VgPnmW18Vu9Rw+WKN2k3l7KFk1Kzv5luXJd4PgAwHWYklL9plTf8UNl/j4efbvrNuIgHuo0kSf4suVijYdOEAmlea49cYyUM5p8Rg3UrtlKMO0lgFgUbdmtbtvarWkYIcQrurflr6zSDEx6D3WXyBM8yzCURMKUWnRJOzQ9Olqv3bRm3SA0bcvOkT8VROsNxiOnhI4RAFzAnldg/OWE94j+jk1KIfcZPUgbvwUH8VBnie0p+opomkil9juFMl9vw4FjhgPHCCFMSSlTZLCv/EGicbfn3RU6RABwAe3aZM/oF6Q+XmUl7l3bGfYcMf5yXNOzs4CBAQhF5AmepRlKKpEHBQd9+UFZofX67YLv1gd/NUPAwADAhWi9oeRMhvnUOV3C9oqvURIkeKibRJ7gCcOQSqvFY7ZaAJGRenuEJS0UOgqAmqVO3IOvUCj11DAlpawdi04CAIBo8X0GbzAYkpKSzp8/n5+fb7fbg4KCIiMjhw8f7unpyUl7fz9Ffx+Kknp50Ppimb8PJ40CAAAIjdcz+LS0tJCQkBUrVjAMEx4eHhERIZFIVq1aFRYWdvLkSS5a/Gcc/P2k3p5YNBYAAESM1zP4mJiYOXPmxMTEVChPSEiYMmUKJzne6Rk8IVJfL1pX7PrmAAAAagZez+AzMzMHD3ayxEt0dPTVq1e5aNHpPXhCiNTHi9bquWgRAACgJuA1wUdFRcXGxubn55cvLCwsnD59evfu3Tlp0tlT9IQQmZ+PvQDzVAMAgGjxmuDj4uKKi4tDQkKaNWvWqVOnzp07t2jRon79+jdu3IiPj+eiRdZOUzIn9+DloUHW7BwuWgQAAKgJeL0HHxAQkJqamp2dfeHChdzcXJZlAwMDIyMjQ0NDH7pvSUnJBx98YLPZKpRnZ2fT9AMGvDmmqKSoyq8oGjawZt9+3PgBAABqCwEmugkLCwsLC3vcvRQKRfv27a1Wa4VyuVx+8OBBp7s86AY8IUTm78NabHSxUeqpedxIAAAAar5aM5OdVCodN25c5fIdO3asWrXK+T4PeITeQREWbMvOkUY0d1GAAFAR3/NeAEA5vCb4xMTEI0eOPOjV5cuXu7a5Bw2Cd1A0DLFm31IiwQNwIy0trW/fvk2bNu3SpUt4eDghRKvVrlq1asaMGXv27OnQoYPQAQKIHK8Jvm3btj/99NOmTZvGjBnj7+/PeXsPeITeQR4abPnrGucxANRVAsx7AQDl8Jrgw8PDN2zYcOjQodjY2NatW3PdnGMpuQe9qmjYwLD3KNcxANRZVcx7MXXqVP7jAahr+F5sRiaTvfPOO15eXg9/a/XRNKniEn1osO12Pmu3Gw8eu/e8PQC4jgDzXgBAOQI8ZPfRRx/x0xBLM5TEyRg5B0ohl/l5G3Ye0m7YzrKsR68u/EQFUEfExcWNHz8+JCSkUaNGfn5+FEVptdqsrKxevXolJiYKHR2A+NWap+ifBMNUcQZPCFE8FVT00z7fCcP0STvdO7WVuKt4Cw1A9Koz7wUAVJ+YE3wV4+AdaKNZ4uXp2a+H7UaOPvln39de5i02gDriyea9AIDq4/sePK/oqp6itxfobFk3pRoVIcR75ADToRO2nPwHvRkAeFZcXKyrxGg0Ch0XQK0h6jN42vlE9A66dds8+kcV7/6VMZqlXh5e0b21634MnPkGnxECiFh15r0wGAytWrUym80Vyu12O8MwrokPQOxEfQb/4HHwlktZlivXvV5+UdWmpfn3s4QQj35R9ty7JX9e5DdEANFq27atTqdbsWKF0WhUVlL1vh4eHrdu3dJWcvz48WbNmvETP0BtJ+4z+AeOgy+M3yLz99Vv2c3StH7rbtvtfEKI1M9Lu25byDPhTtenAYDHwvO8FwBQgZgTPKHpB81F79G7K2MqIYS4NQ4tOZ1BKeSUQq6KDJco3ZDdAVyF13kvAOB+Yk7w7IMv0Xv07lb2szX7tqyer+b5TnzFBVCH8DbvBQBUIPJ78JSkqnHwDurObU3H/qz6PYafD5vTz7soLIA6qlevXkKHAFCHiDrB0wyRPvx6u7rd09asm9brtx2bJX9etN8pLP8G+51CXdJO7febWEvF1egB4NH99ttvQocAUIeIOcGzNFPFcrFlKDeFz8iBhd9vIixL64rufhtf+P2m8m/QJWz3HNjTrWWTopT9VTdnu5lb3aABAABcQcwJvurFZsrT9OxEWNZ46IQucYdH7672Al3J3xfk7w2oG9jT59/Rht2HK5zcl2f4+XBO7Nf2Qr1rgn8E5hOnsUwO1CJVj30HANcSc4JnGbaKxWbuQ1F+k4dr1/9o/uOi17C+vuNf0a5JZm12wrKF8Vt9xg6h3BQyP2+Pvt11G1OcVkAbjEXJP6s7tNFt2O7K3+HBzMdP3/l6lSktnZ/mAKpv3LhxQocAUIeIOcEThiaP8JCdgyIsRKJWUQxtv6tVtWkhCwk07P7VsD+NUsjcOz3jeI9XdG/LlezSi1cq765P2une/Vn/N0dbLmWVZmS67Fd4ANZm067/0XvEAN2GFDwZAAAAlfE9TM5gMCQlJZ0/fz4/P99utwcFBUVGRg4fPtzT09PlbVUx0U1lxiOnJO4qr5ED8j9b4jt2iO/Yl/M++pZIpYH/faNsZDylkPuMHqyNTw7+akb5AXi2m7nmE2dCFs6iFHKfUQO1a7YGz5/B6Xj6opQDbk1CvV/pY7uVV5Sy3/vVfty1BQAAtRGvCT4tLa1v375Nmzbt0qVLeHg4IUSr1a5atWrGjBl79uzp0KGDi9ujmQdNdFMBa7HqE3/ynzZO2bKJLMBPu/5HpthEqZX2u7qCFT9UeK81+7bpxBn3zm3LirRrk72H95d4uBNC3Lu1N+w9ajx0gruB9bRWX7zzYNCXHxBCfP4dnfv+l5rnO8nq+XLUHAAA1Ea8JviYmJg5c+bExMRUKE9ISJgyZcrJkyer3v3cuXNWa8XL0VevXmUf8KAZy9BVLxdbpihlP2unS06dLzl1nhCibNnEfldrybxBGMZ+p0BW31/u5yPRuEs0KspN4d7lX5REUnL2L0IIRVHWrBu2/AJF4wbWrBuO2jxe7KZdkyyr7y9xUzxK649LvylV3bENay5xtKjuFFm4MtFn1CAu2gIXoySKhiGYLREAeEA9KDtywdvb+8yZM5UXhzYYDGFhYVqttop9jUZj7969bTZb5fLr16+XlpZW3qX04lVr1k3PAc8/NLDSi1csl687e4VStm7KmEvt+QW0vpgxmJiSUtZiZUothKYJISzNlP51TaJWSVRu5XejdcUStVLq6/3Qph8XW2qx5Rcongr65x4By1pv5soC/CRKtyp3BeFRFKk3faIswK/yS2q1urCwUKVS8R9VLXLx4sVhw4ZduHBB6EAAqoWf/s7rGXxUVFRsbOzChQsDAwPLCgsLC2fOnNm9e/eq99VoNMeOHatc7ujwTndRtmqqbNX0UQJTtmqmbPUkS1TRxUbt6i3E2fqV8tBg72F9n6DOquX+9xuVf1Nlm5blC6XnL9PFpuCvZri8OQAAqKV4TfBxcXHjx48PCQlp1KiRn58fRVFarTYrK6tXr16JiYl8RuIqUk9NvXfH89miun0bxlzCGO9bJ1vRsIFEpSQsi2u/AADgwGuCDwgISE1Nzc7OvnDhQm5uLsuygYGBkZGRoaGhfIZRq3kNeVHoEAAAoBYQYDW5sLCwyrfhAQAAwIVEPdENAABAXVXr14OXSqVZWVnt27ev/FJBQUFubq5MxsfvaLVaFQpOBsVVQNM0IUT6aHPsVxNvv5TdbpdIJJJHG9NYHSzL2u12uVzOdUOEEJvN1rx5c6VS+Yjvt1qtPPwFajsB+zsP/zxc9zibzSaTySjOntSx2+0URXH37cQwDMMwnH7ENpuN648gIiKCoih++juvw+S4wLLsmTNnHGmvgm3bth09enTSpEk8hDFp0qQlS5Y8+rf5E9u8ebNKpRo4cCDXDel0uk8++WTRokVcN0QIWbRoUdeuXZ1+a7vWxYsXU1JSZs6cyXVDhJDY2NgFCxY0btz4Ed+vUqlatWrFaUgiIGB/v3nz5vLly+fOnctR/YSQCRMmrFy5krtjiM8//3z48OHNmzfnqP6NGzf6+fn16dOHo/rT0tLOnTv3xhtvcFR/bm7uwoUL58+fz1H9hJBJkybt3btXrVbz1N9Z8YqPjx8/fjw/bWk0GoPBwENDsbGx8+bN46GhW7duhYSE8NAQy7Ivv/zytm3beGjowIEDPXv25KEhlmVbtWp14cIFftoClvv+fvbs2YiICO7qZ1lWqVSWlJRwV3+3bt2OHDnCXf3Tpk1bsGABd/UnJCSMGTOGu/ozMjJatmzJXf0sj5nCAZcEAQAARAgJHgAAQISQ4AEAAEQICR4AAECEkOABAABESMwJXiaT8TNenBAil8v5aUsqlfIzsl8mk/HTEOH3l+LtX4LPPyAQ7j9cHj5QuVzO6dhorjsa1/WL4yPm7SuIiGAcfBUsFovRaPTzc7I0p8vl5OQEBwfz0FBRUZFMJnN3d+ehLd5+qTt37vj6+vKQDhmGuXPnTv369bluiPD41wMHHvo7158p1/Xn5ubWr1+fu4lu9Hq9QqFQq9Uc1W+1WouLi/39/Tmqn9T+j7gCMSd4AACAOkvMl+gBAADqLCR4AAAAEUKCBwAAECEkeAAAABFCggcAABAhJHgAAAARQoIHAAAQISR4AAAAERJtgr9z586QIUN8fHzatWuXlpbm8iIbHLEAAAhxSURBVPqzsrL69Onj4+MTGho6Z84cHhq9cePGtWvXuGuIpukPPvggNDQ0JCRkyZIl3DVECDl9+nSPHj00Gk3Lli03btzIUVsZGRmJiYllm07rd0mjFRri/38DuPjz8vk5ctS7ue7UnHZkrvsv1922Qv1luP4mvw8rUv369Rs+fPi1a9cWLlzo4eFRXFzswsotFkuDBg0mT5588+bNgwcP+vn5rV69mtNGjUZj06ZNP/nkE8cmFw298847nTt3vnjxYnJyslwuP3LkCEcN2Wy2kJCQN9988+rVq+vWrZNKpenp6S5vy263jxgx4o033igrcVp/9Rut0BD//xvAcvDn5fNz5K53c9qpOe3IXPdfrrtt5fgdePgmL0+cCf769etSqTQvL8+x2bZt25UrV7qw/sOHD3t4eFitVsfmrFmzBg4cyGmjEydOdHNzc/xbcNGQyWTSaDTnz593bM6bN2/Tpk0c/UZZWVmOw1jHZkRExLJly1zb1hdffOGYcL6sgzmtv/qNVm6I//8N4OLPy+fnyFHv5rpTc9eRue6/XHfbyvWX4fqbvAJxXqK/cOFCo0aNAgMDHZtdunQ5f/68C+uvX7/+woUL5XK5Y1Or1UokEu4a3bZtW0ZGRt++fR2bXDR07NgxLy+v1q1bsyxLCImNjX311Vc5+o3CwsKaNGmybNkyvV6/a9euq1evdu3a1bVtvfbaa/v37x8zZkxZidP6q99o5YZ4/t8Awk2P4O1z5K53c92puevIXPdfrrtt5fodePgmr0CcCT43N7f8olL+/v75+fkurL9Zs2YTJkxw/PzLL79s2LBh8uTJHDV6+/btd999d/369WWLrXHRUH5+vr+//9tvv+3r61uvXr2ZM2cyDMPRbySRSJKSkubPn+/j49O/f/9Zs2a1adPGtW01aNCgdevW5Vedclp/9Rut3BCf/xvgwMWfl5/PkdPezXWn5q4jc91/ue62lesnfH2TVyDOBM+ybIUlEe12u8tbKSkpmTFjxsCBA+Pj4/v168dFoyzLjh07dtasWU2aNClf6PKG9Hr9mTNnfHx8rl+/vn///rVr1y5btoyjP2NeXl50dPT3339vMBiOHj26fPny1NRUrj8yp/Vz1ygP/xtQppZ+jlz3bq47NZ8dmZ/+y93Hzds3eQXiTPCBgYFarbZsU6vVBgUFubaJzMzM9u3b//HHH+np6UOHDuWo0SVLllAUNXLkSJPJZLfbrVar2WzmoiFfX9/AwMA5c+Z4eXlFRkaOHDly586dHP0Zd+7c2bhx44kTJ2o0mq5du/7nP/9Zu3Yt1x+Z0/o5apSf/w0oU0s/R657N9edms+OzEP/5fTj5u2bvAJxJvjIyMisrKzCwkLH5okTJyIjI11Yv81m69u3b58+ffbu3duiRQvuGv3999/379/v4eGh0Wi2b98+d+7cFi1acNFQ8+bNbTYbTdOOTW9vb7VazdGf0Wq1MgxTtsmyrM1m4/ojc1o/F43y9r8BZWrp58h17+a6U/PZkbnuv1x/3Lx9k1fk2mf2ao6XXnpp8uTJBoNhw4YN3t7eer3ehZVv27bN19f30qVLV/+Wk5PDdaOvvPJK2eAKLhrq3LlzTExMXl7eoUOH6tWrt3XrVo4aun79ukaj+e677woKCg4ePBgQEJCYmMhFW9OmTSv/FKvT+l3SaPmGBPnfAJf/eXn+HDnq3Zx2aq47Mtf9l+tuWyH+Mlx/k5cn2gRfWFg4aNAgb2/v9u3bHz9+3LWVf/LJJxWOkwYMGMB1o+X/LbhoKC8vb8CAAV5eXs2aNVuxYgV3DbEse/jw4U6dOrm7uzdr1mzp0qUctVWhgzmt3yWNlm9IkP8NcPmfl+fPkaPezXWn5rQjc91/ue62j5Lguf5aoFiWdd3lAAAAAKgRxHkPHgAAoI5DggcAABAhJHgAAAARQoIHAAAQISR4AAAAEUKCBwAAECEkeAAAABFCggcAABAhJHgAAAARQoIHAAAQISR4AAAAEUKCBwAAECEkeAAAABFCggcAABAhJHgAAAARQoIHAAAQISR4AAAAEUKCBwAAECEkeAAAABFCggcAABAhJHgAAAARQoKvu3r37k1V0qxZs+zsbLlcLnR0AOBK6O91kEzoAEAwmzdvtlqthJBPP/302rVra9euJYRIpVKlUrl06VKBgwMAl0J/r4OQ4OsuHx8fxw/u7u5KpTIwMLDspcmTJwsUFABwAv29DsIleqio7JJdYWGht7f3f//7Xy8vr+Dg4OXLl69cubJhw4Y+Pj5ffvml482ZmZl9+vTx9vbu2rXrhg0bBA0cAB4b+ruIIcFDVYqKim7evJmRkfHBBx+89dZbhw4dOnv27Ny5cz/66COTyWSxWHr37v3ss89euXLliy++mDFjxu7du4UOGQCeEPq7yCDBw0PMmzcvODh4/PjxhJCZM2d6enpOmjSJYRi9Xv/zzz9bLJbZs2fXq1cvKirqzTffXLlypdDxAsCTQ38XE9yDh4eoV68eIcRxES8kJIQQIpPd+7fJysoqLCwMDQ0te3P79u2FiBEAXAP9XUyQ4OHJBQUFtW/f/ujRo47NGzdu2O12YUMCAI6gv9c6uEQPT65Pnz5Xrlz59ttvCwoKjh492qFDh5MnTwodFABwAv291kGChyfn7e29Z8+elJSURo0ajRkz5sMPPxwxYoTQQQEAJ9Dfax2KZVmhYwAAAAAXwxk8AACACCHBAwAAiBASPAAAgAghwQMAAIgQEjwAAIAIIcEDAACIEBI8AACACCHBAwAAiBASPAAAgAghwQMAAIgQEjwAAIAIIcEDAACIEBI8AACACCHBAwAAiBASPAAAgAghwQMAAIgQEjwAAIAIIcEDAACIEBI8AACACCHBAwAAiND/A2l2zp/YJKzCAAAAAElFTkSuQmCC" /><!-- --></p>
<pre class="r"><code>summary(m.Z.2a.ff, data = FALSE)$bpar</code></pre>
<pre><code>##            Estimate se_notrans t value     Pr(&gt;t)    Lower    Upper
## Z0_0       97.01488   3.301084 29.3888 3.2971e-21 91.66556 102.3642
## k_Z0        2.23601   0.207078 10.7979 3.3309e-11  1.95303   2.5600
## k_Z1        0.48212   0.063265  7.6207 2.8154e-08  0.40341   0.5762
## f_Z0_to_Z1  1.00000   0.094764 10.5525 5.3560e-11  0.00000   1.0000
## sigma       4.80411   0.635638  7.5579 3.2592e-08  3.52677   6.0815</code></pre>
<p>Here, the ilr transformed formation fraction fitted in the model takes a very large value, and the backtransformed formation fraction from parent Z to Z1 is practically unity. Here, the covariance matrix used for the calculation of confidence intervals is not returned as the model is overparameterised.</p>
<p>A simplified model is obtained by removing the pathway to the sink. </p>
<p>In the following, we use the parameterisation with formation fractions in order to be able to compare with the results in the FOCUS guidance, and as it makes it easier to use parameters obtained in a previous fit when adding a further metabolite.</p>
<pre class="r"><code>Z.3 &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;, sink = FALSE),
               Z1 = mkinsub(&quot;SFO&quot;), use_of_ff = &quot;max&quot;)</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.3 &lt;- mkinfit(Z.3, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.3, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
## value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.3)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<pre class="r"><code>summary(m.Z.3, data = FALSE)$bpar</code></pre>
<pre><code>##       Estimate se_notrans t value     Pr(&gt;t)    Lower    Upper
## Z0_0  97.01488   2.597342  37.352 2.0106e-24 91.67597 102.3538
## k_Z0   2.23601   0.146904  15.221 9.1477e-15  1.95354   2.5593
## k_Z1   0.48212   0.041727  11.554 4.8268e-12  0.40355   0.5760
## sigma  4.80411   0.620208   7.746 1.6110e-08  3.52925   6.0790</code></pre>
<p>As there is only one transformation product for Z0 and no pathway to sink, the formation fraction is internally fixed to unity.</p>
</div>
<div id="metabolites-z2-and-z3" class="section level1">
<h1>Metabolites Z2 and Z3</h1>
<p>As suggested in the FOCUS report, the pathway to sink was removed for metabolite Z1 as well in the next step. While this step appears questionable on the basis of the above results, it is followed here for the purpose of comparison. Also, in the FOCUS report, it is assumed that there is additional empirical evidence that Z1 quickly and exclusively hydrolyses to Z2.</p>
<pre class="r"><code>Z.5 &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;, sink = FALSE),
               Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
               Z2 = mkinsub(&quot;SFO&quot;), use_of_ff = &quot;max&quot;)</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.5 &lt;- mkinfit(Z.5, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.5, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
## value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.5)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>Finally, metabolite Z3 is added to the model. We use the optimised differential equation parameter values from the previous fit in order to accelerate the optimization.</p>
<pre class="r"><code>Z.FOCUS &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;, sink = FALSE),
                   Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
                   Z2 = mkinsub(&quot;SFO&quot;, &quot;Z3&quot;),
                   Z3 = mkinsub(&quot;SFO&quot;),
                   use_of_ff = &quot;max&quot;)</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.FOCUS &lt;- mkinfit(Z.FOCUS, FOCUS_2006_Z_mkin,
                     parms.ini = m.Z.5$bparms.ode,
                     quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.FOCUS, FOCUS_2006_Z_mkin, parms.ini = m.Z.5$bparms.ode, :
## Observations with value of zero were removed from the data</code></pre>
<pre><code>## Warning in mkinfit(Z.FOCUS, FOCUS_2006_Z_mkin, parms.ini = m.Z.5$bparms.ode, : Optimisation did not converge:
## false convergence (8)</code></pre>
<pre class="r"><code>plot_sep(m.Z.FOCUS)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<pre class="r"><code>summary(m.Z.FOCUS, data = FALSE)$bpar</code></pre>
<pre><code>##             Estimate se_notrans t value     Pr(&gt;t)     Lower      Upper
## Z0_0       96.838822   1.994274 48.5584 4.0280e-42 92.826981 100.850664
## k_Z0        2.215393   0.118458 18.7019 1.0413e-23  1.989456   2.466989
## k_Z1        0.478305   0.028258 16.9266 6.2418e-22  0.424708   0.538666
## k_Z2        0.451627   0.042139 10.7176 1.6314e-14  0.374339   0.544872
## k_Z3        0.058692   0.015245  3.8499 1.7803e-04  0.034808   0.098965
## f_Z2_to_Z3  0.471502   0.058351  8.0805 9.6608e-11  0.357769   0.588274
## sigma       3.984431   0.383402 10.3923 4.5575e-14  3.213126   4.755736</code></pre>
<pre class="r"><code>endpoints(m.Z.FOCUS)</code></pre>
<pre><code>## $ff
##   Z2_Z3 Z2_sink 
##  0.4715  0.5285 
## 
## $distimes
##        DT50    DT90
## Z0  0.31288  1.0394
## Z1  1.44917  4.8141
## Z2  1.53478  5.0984
## Z3 11.80986 39.2315</code></pre>
<p>This fit corresponds to the final result chosen in Appendix 7 of the FOCUS report. Confidence intervals returned by mkin are based on internally transformed parameters, however.</p>
</div>
<div id="using-the-sforb-model" class="section level1">
<h1>Using the SFORB model</h1>
<p>As the FOCUS report states, there is a certain tailing of the time course of metabolite Z3. Also, the time course of the parent compound is not fitted very well using the SFO model, as residues at a certain low level remain.</p>
<p>Therefore, an additional model is offered here, using the single first-order reversible binding (SFORB) model for metabolite Z3. As expected, the <span class="math inline">\(\chi^2\)</span> error level is lower for metabolite Z3 using this model and the graphical fit for Z3 is improved. However, the covariance matrix is not returned.</p>
<pre class="r"><code>Z.mkin.1 &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;, sink = FALSE),
                    Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
                    Z2 = mkinsub(&quot;SFO&quot;, &quot;Z3&quot;),
                    Z3 = mkinsub(&quot;SFORB&quot;))</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.mkin.1 &lt;- mkinfit(Z.mkin.1, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.mkin.1, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
## value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.mkin.1)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<pre class="r"><code>summary(m.Z.mkin.1, data = FALSE)$cov.unscaled</code></pre>
<pre><code>## NULL</code></pre>
<p>Therefore, a further stepwise model building is performed starting from the stage of parent and two metabolites, starting from the assumption that the model fit for the parent compound can be improved by using the SFORB model.</p>
<pre class="r"><code>Z.mkin.3 &lt;- mkinmod(Z0 = mkinsub(&quot;SFORB&quot;, &quot;Z1&quot;, sink = FALSE),
                    Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
                    Z2 = mkinsub(&quot;SFO&quot;))</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.mkin.3 &lt;- mkinfit(Z.mkin.3, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.mkin.3, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
## value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.mkin.3)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>This results in a much better representation of the behaviour of the parent compound Z0.</p>
<p>Finally, Z3 is added as well. These models appear overparameterised (no covariance matrix returned) if the sink for Z1 is left in the models.</p>
<pre class="r"><code>Z.mkin.4 &lt;- mkinmod(Z0 = mkinsub(&quot;SFORB&quot;, &quot;Z1&quot;, sink = FALSE),
                    Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
                    Z2 = mkinsub(&quot;SFO&quot;, &quot;Z3&quot;),
                    Z3 = mkinsub(&quot;SFO&quot;))</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.mkin.4 &lt;- mkinfit(Z.mkin.4, FOCUS_2006_Z_mkin,
                      parms.ini = m.Z.mkin.3$bparms.ode,
                      quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.mkin.4, FOCUS_2006_Z_mkin, parms.ini = m.Z.mkin.
## 3$bparms.ode, : Observations with value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.mkin.4)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>The error level of the fit, but especially of metabolite Z3, can be improved if the SFORB model is chosen for this metabolite, as this model is capable of representing the tailing of the metabolite decline phase.</p>
<pre class="r"><code>Z.mkin.5 &lt;- mkinmod(Z0 = mkinsub(&quot;SFORB&quot;, &quot;Z1&quot;, sink = FALSE),
                    Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
                    Z2 = mkinsub(&quot;SFO&quot;, &quot;Z3&quot;),
                    Z3 = mkinsub(&quot;SFORB&quot;))</code></pre>
<pre><code>## Temporary DLL for differentials generated and loaded</code></pre>
<pre class="r"><code>m.Z.mkin.5 &lt;- mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin,
                      parms.ini = m.Z.mkin.4$bparms.ode[1:4],
                      quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin, parms.ini = m.Z.mkin.
## 4$bparms.ode[1:4], : Observations with value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.mkin.5)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>The summary view of the backtransformed parameters shows that we get no confidence intervals due to overparameterisation. As the optimized  is excessively small, it seems reasonable to fix it to zero.</p>
<pre class="r"><code>m.Z.mkin.5a &lt;- mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin,
                       parms.ini = c(m.Z.mkin.5$bparms.ode[1:7],
                                     k_Z3_bound_free = 0),
                       fixed_parms = &quot;k_Z3_bound_free&quot;,
                       quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin, parms.ini = c(m.Z.mkin.
## 5$bparms.ode[1:7], : Observations with value of zero were removed from the data</code></pre>
<pre class="r"><code>plot_sep(m.Z.mkin.5a)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>As expected, the residual plots for Z0 and Z3 are more random than in the case of the all SFO model for which they were shown above. In conclusion, the model  is proposed as the best-fit model for the dataset from Appendix 7 of the FOCUS report.</p>
<p>A graphical representation of the confidence intervals can finally be obtained.</p>
<pre class="r"><code>mkinparplot(m.Z.mkin.5a)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>The endpoints obtained with this model are</p>
<pre class="r"><code>endpoints(m.Z.mkin.5a)</code></pre>
<pre><code>## $ff
## Z0_free   Z2_Z3 Z2_sink Z3_free 
## 1.00000 0.53656 0.46344 1.00000 
## 
## $SFORB
##     Z0_b1     Z0_b2     Z3_b1     Z3_b2 
## 2.4471322 0.0075125 0.0800069 0.0000000 
## 
## $distimes
##      DT50   DT90 DT50back DT50_Z0_b1 DT50_Z0_b2 DT50_Z3_b1 DT50_Z3_b2
## Z0 0.3043 1.1848  0.35666    0.28325     92.266         NA         NA
## Z1 1.5148 5.0320       NA         NA         NA         NA         NA
## Z2 1.6414 5.4526       NA         NA         NA         NA         NA
## Z3     NA     NA       NA         NA         NA     8.6636        Inf</code></pre>
<p>It is clear the degradation rate of Z3 towards the end of the experiment is very low as DT50_Z3_b2 (the second Eigenvalue of the system of two differential equations representing the SFORB system for Z3, corresponding to the slower rate constant of the DFOP model) is reported to be infinity. However, this appears to be a feature of the data.</p>
</div>
<div id="references" class="section level1">
<h1>References</h1>
<!-- vim: set foldmethod=syntax: -->
<div id="refs" class="references hanging-indent">
<div id="ref-FOCUSkinetics2014">
<p>FOCUS Work Group on Degradation Kinetics. 2014. <em>Generic Guidance for Estimating Persistence and Degradation Kinetics from Environmental Fate Studies on Pesticides in Eu Registration</em>. 1.1 ed. <a href="http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics">http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics</a>.</p>
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