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barplot.html
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barplot.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Bokeh Plot</title>
<link rel="stylesheet" href="https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.css" type="text/css" />
<script type="text/javascript" src="https://cdn.pydata.org/bokeh/release/bokeh-1.0.2.min.js"></script>
<script type="text/javascript">
Bokeh.set_log_level("info");
</script>
</head>
<body>
<div class="bk-root" id="0e350dd8-f262-4e24-bb47-8480f81b6271"></div>
<script type="application/json" id="1301">
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aXtAoZH0P6j8NBmBnvQ/YY/u8WCr9D8aIqjKQLj0P9O0YaMgxfQ/jUcbfADS9D9G2tRU4N70P/9sji3A6/Q/uP9HBqD49D9ykgHffwX1Pyslu7dfEvU/5Ld0kD8f9T+dSi5pHyz1P1bd50H/OPU/EHChGt9F9T/JAlvzvlL1P4KVFMyeX/U/OyjOpH5s9T/1uod9Xnn1P65NQVY+hvU/Z+D6Lh6T9T8gc7QH/p/1P9kFbuDdrPU/k5gnub259T9MK+GRncb1PwW+mmp90/U/vlBUQ13g9T944w0cPe31PzF2x/Qc+vU/6giBzfwG9j+jmzqm3BP2P10u9H68IPY/FsGtV5wt9j/PU2cwfDr2P4jmIAlcR/Y/QXna4TtU9j/7C5S6G2H2P7SeTZP7bfY/bTEHbNt69j8mxMBEu4f2P+BWeh2blPY/mekz9nqh9j9SfO3OWq72PwsPp6c6u/Y/xaFggBrI9j9+NBpZ+tT2PzfH0zHa4fY/8FmNCrru9j+p7Ebjmfv2P2N/ALx5CPc/HBK6lFkV9z/VpHNtOSL3P443LUYZL/c/SMrmHvk79z8BXaD32Ej3P7rvWdC4Vfc/c4ITqZhi9z8sFc2BeG/3P+anhlpYfPc/nzpAMziJ9z9YzfkLGJb3PxFgs+T3ovc/y/Jsvdev9z+EhSaWt7z3Pz0Y4G6Xyfc/9qqZR3fW9z+wPVMgV+P3P2nQDPk28Pc/ImPG0Rb99z/b9X+q9gn4P5SIOYPWFvg/ThvzW7Yj+D8Hrqw0ljD4P8BAZg12Pfg/edMf5lVK+D8zZtm+NVf4P+z4kpcVZPg/pYtMcPVw+D9eHgZJ1X34PxixvyG1ivg/0UN5+pSX+D+K1jLTdKT4P0Np7KtUsfg//PulhDS++D+2jl9dFMv4P28hGTb01/g/KLTSDtTk+D/hRozns/H4P5vZRcCT/vg/VGz/mHML+T8N/7hxUxj5P8aRckozJfk/fyQsIxMy+T85t+X78j75P/JJn9TSS/k/q9xYrbJY+T9kbxKGkmX5Px4CzF5ycvk/15SFN1J/+T+QJz8QMoz5P0m6+OgRmfk/A02ywfGl+T+832ua0bL5P3VyJXOxv/k/LgXfS5HM+T/nl5gkcdn5P6EqUv1Q5vk/Wr0L1jDz+T8TUMWuEAD6P8zifofwDPo/hnU4YNAZ+j8/CPI4sCb6P/iaqxGQM/o/sS1l6m9A+j9rwB7DT036PyRT2JsvWvo/3eWRdA9n+j+WeEtN73P6P08LBSbPgPo/CZ6+/q6N+j/CMHjXjpr6P3vDMbBup/o/NFbriE60+j/u6KRhLsH6P6d7XjoOzvo/YA4YE+7a+j8ZodHrzef6P9Izi8St9Po/jMZEnY0B+z9FWf51bQ77P/7rt05NG/s/t35xJy0o+z9xESsADTX7Pyqk5NjsQfs/4zaescxO+z+cyVeKrFv7P1ZcEWOMaPs/D+/KO2x1+z/IgYQUTIL7P4EUPu0rj/s/Oqf3xQuc+z/0ObGe66j7P63ManfLtfs/Zl8kUKvC+z8f8t0oi8/7P9mElwFr3Ps/khdR2krp+z9LqgqzKvb7PwQ9xIsKA/w/vs99ZOoP/D93Yjc9yhz8PzD18BWqKfw/6Yeq7ok2/D+iGmTHaUP8P1ytHaBJUPw/FUDXeCld/D/O0pBRCWr8P4dlSirpdvw/QfgDA8mD/D/6ir3bqJD8P7Mdd7SInfw/bLAwjWiq/D8lQ+plSLf8P9/Voz4oxPw/mGhdFwjR/D9R+xbw5938PwqO0MjH6vw/xCCKoaf3/D99s0N6hwT9PzZG/VJnEf0/79i2K0ce/T+pa3AEJyv9P2L+Kd0GOP0/G5HjteZE/T/UI52OxlH9P422VmemXv0/R0kQQIZr/T8A3MkYZnj9P7lug/FFhf0/cgE9yiWS/T8slPaiBZ/9P+UmsHvlq/0/nrlpVMW4/T9XTCMtpcX9PxHf3AWF0v0/ynGW3mTf/T+DBFC3ROz9PzyXCZAk+f0/9SnDaAQG/j+vvHxB5BL+P2hPNhrEH/4/IeLv8qMs/j/adKnLgzn+P5QHY6RjRv4/TZocfUNT/j8GLdZVI2D+P7+/jy4Dbf4/eFJJB+N5/j8y5QLgwob+P+t3vLiik/4/pAp2kYKg/j9dnS9qYq3+Pxcw6UJCuv4/0MKiGyLH/j+JVVz0AdT+P0LoFc3h4P4//HrPpcHt/j+1DYl+ofr+P26gQleBB/8/JzP8L2EU/z/gxbUIQSH/P5pYb+EgLv8/U+sougA7/z8MfuKS4Ef/P8UQnGvAVP8/f6NVRKBh/z84Ng8dgG7/P/HIyPVfe/8/qluCzj+I/z9k7junH5X/Px2B9X//of8/1hOvWN+u/z+Ppmgxv7v/P0g5IgqfyP8/Aszb4n7V/z+7XpW7XuL/P3TxTpQ+7/8/LYQIbR78/z9zC+EifwQAQNDUPQ/vCgBALZ6a+14RAECJZ/fnzhcAQOYwVNQ+HgBAQvqwwK4kAECfww2tHisAQPyMapmOMQBAWFbHhf43AEC1HyRybj4AQBHpgF7eRABAbrLdSk5LAEDLezo3vlEAQCdFlyMuWABAhA70D55eAEDg11D8DWUAQD2hreh9awBAmmoK1e1xAED2M2fBXXgAQFP9w63NfgBAsMYgmj2FAEAMkH2GrYsAQGlZ2nIdkgBAxSI3X42YAEAi7JNL/Z4AQH+18DdtpQBA235NJN2rAEA4SKoQTbIAQJQRB/28uABA8dpj6Sy/AEBOpMDVnMUAQKptHcIMzABABzd6rnzSAEBkANea7NgAQMDJM4dc3wBAHZOQc8zlAEB5XO1fPOwAQNYlSkys8gBAM++mOBz5AECPuAMljP8AQOyBYBH8BQFASEu9/WsMAUClFBrq2xIBQALedtZLGQFAXqfTwrsfAUC7cDCvKyYBQBg6jZubLAFAdAPqhwszAUDRzEZ0ezkBQC2Wo2DrPwFAil8ATVtGAUDnKF05y0wBQEPyuSU7UwFAoLsWEqtZAUD8hHP+GmABQFlO0OqKZgFAthct1/psAUAS4YnDanMBQG+q5q/aeQFAzHNDnEqAAUAoPaCIuoYBQIUG/XQqjQFA4c9ZYZqTAUA+mbZNCpoBQJtiEzp6oAFA9ytwJuqmAUBU9cwSWq0BQLC+Kf/JswFADYiG6zm6AUBqUePXqcABQMYaQMQZxwFAI+ScsInNAUCArfmc+dMBQNx2Volp2gFAOUCzddngAUCVCRBiSecBQPLSbE657QFAT5zJOin0AUCrZSYnmfoBQAgvgxMJAQJAZPjf/3gHAkDBwTzs6A0CQB6LmdhYFAJAelT2xMgaAkDXHVOxOCECQDPnr52oJwJAkLAMihguAkDteWl2iDQCQElDxmL4OgJApgwjT2hBAkAD1n872EcCQF+f3CdITgJAvGg5FLhUAkAYMpYAKFsCQHX78uyXYQJA0sRP2QdoAkAujqzFd24CQItXCbLndAJA5yBmnld7AkBE6sKKx4ECQKGzH3c3iAJA/Xx8Y6eOAkBaRtlPF5UCQLcPNjyHmwJAE9mSKPehAkBwou8UZ6gCQMxrTAHXrgJAKTWp7Ua1AkCG/gXatrsCQOLHYsYmwgJAP5G/spbIAkCbWhyfBs8CQPgjeYt21QJAVe3Vd+bbAkCxtjJkVuICQA6Aj1DG6AJAa0nsPDbvAkDHEkkppvUCQCTcpRUW/AJAgKUCAoYCA0Ddbl/u9QgDQDo4vNplDwNAlgEZx9UVA0DzynWzRRwDQE+U0p+1IgNArF0vjCUpA0AJJ4x4lS8DQGXw6GQFNgNAwrlFUXU8A0Afg6I95UIDQHtM/ylVSQNA2BVcFsVPA0A037gCNVYDQJGoFe+kXANA7nFy2xRjA0BKO8/HhGkDQKcELLT0bwNAA86IoGR2A0Bgl+WM1HwDQL1gQnlEgwNAGSqfZbSJA0B28/tRJJADQNO8WD6UlgNAL4a1KgSdA0CMTxIXdKMDQOgYbwPkqQNAReLL71OwA0Ciqyjcw7YDQP50hcgzvQNAWz7itKPDA0C3Bz+hE8oDQBTRm42D0ANAcZr4efPWA0DNY1VmY90DQCotslLT4wNAhvYOP0PqA0Djv2srs/ADQECJyBcj9wNAnFIlBJP9A0D5G4LwAgQEQFbl3txyCgRAsq47yeIQBEAPeJi1UhcEQGtB9aHCHQRAyApSjjIkBEAl1K56oioEQIGdC2cSMQRA3mZoU4I3BEA6MMU/8j0EQJf5ISxiRARA9MJ+GNJKBEBQjNsEQlEEQK1VOPGxVwRACh+V3SFeBEBm6PHJkWQEQMOxTrYBawRAH3uronFxBEB8RAiP4XcEQNkNZXtRfgRANdfBZ8GEBECSoB5UMYsEQO5pe0ChkQRASzPYLBGYBECo/DQZgZ4EQATGkQXxpARAYY/u8WCrBEC+WEve0LEEQBoiqMpAuARAd+sEt7C+BEDTtGGjIMUEQDB+vo+QywRAjUcbfADSBEDpEHhocNgEQEba1FTg3gRAoqMxQVDlBED/bI4twOsEQFw26xkw8gRAuP9HBqD4BEAVyaTyD/8EQHKSAd9/BQVAzltey+8LBUArJbu3XxIFQIfuF6TPGAVA5Ld0kD8fBUBBgdF8ryUFQJ1KLmkfLAVA+hOLVY8yBUBW3edB/zgFQLOmRC5vPwVAEHChGt9FBUBsOf4GT0wFQMkCW/O+UgVAJsy33y5ZBUCClRTMnl8FQN9ecbgOZgVAOyjOpH5sBUCY8SqR7nIFQPW6h31eeQVAUYTkac5/BUCuTUFWPoYFQAoXnkKujAVAZ+D6Lh6TBUDEqVcbjpkFQCBztAf+nwVAfTwR9G2mBUDZBW7g3awFQDbPysxNswVAk5gnub25BUDvYYSlLcAFQEwr4ZGdxgVAqfQ9fg3NBUAFvppqfdMFQGKH91bt2QVAvlBUQ13gBUAbGrEvzeYFQHjjDRw97QVA1KxqCK3zBUAxdsf0HPoFQI0/JOGMAAZA6giBzfwGBkBH0t25bA0GQKObOqbcEwZAAGWXkkwaBkBdLvR+vCAGQLn3UGssJwZAFsGtV5wtBkByigpEDDQGQM9TZzB8OgZALB3EHOxABkCI5iAJXEcGQOWvffXLTQZAQXna4TtUBkCeQjfOq1oGQPsLlLobYQZAV9XwpotnBkC0nk2T+20GQBFoqn9rdAZAbTEHbNt6BkDK+mNYS4EGQCbEwES7hwZAg40dMSuOBkDgVnodm5QGQDwg1wkLmwZAmekz9nqhBkD1spDi6qcGQFJ87c5argZAr0VKu8q0BkALD6enOrsGQGjYA5SqwQZAxaFggBrIBkAha71sis4GQH40Gln61AZA2v12RWrbBkA3x9Mx2uEGQJSQMB5K6AZA8FmNCrruBkBNI+r2KfUGQKnsRuOZ+wZABrajzwkCB0BjfwC8eQgHQL9IXajpDgdAHBK6lFkVB0B52xaByRsHQNWkc205IgdAMm7QWakoB0CONy1GGS8HQOsAijKJNQdASMrmHvk7B0Ckk0MLaUIHQAFdoPfYSAdAXSb940hPB0C671nQuFUHQBe5trwoXAdAc4ITqZhiB0DQS3CVCGkHQCwVzYF4bwdAid4pbuh1B0Dmp4ZaWHwHQEJx40bIggdAnzpAMziJB0D8A50fqI8HQFjN+QsYlgdAtZZW+IecB0ARYLPk96IHQG4pENFnqQdAy/JsvdevB0AnvMmpR7YHQISFJpa3vAdA4E6DgifDB0A9GOBul8kHQJrhPFsH0AdA9qqZR3fWB0BTdPYz59wHQLA9UyBX4wdADAewDMfpB0Bp0Az5NvAHQMWZaeWm9gdAImPG0Rb9B0B/LCO+hgMIQNv1f6r2CQhAOL/clmYQCECUiDmD1hYIQPFRlm9GHQhAThvzW7YjCECq5E9IJioIQAeurDSWMAhAZHcJIQY3CEDAQGYNdj0IQB0Kw/nlQwhAedMf5lVKCEDWnHzSxVAIQDNm2b41VwhAjy82q6VdCEDs+JKXFWQIQEjC74OFaghApYtMcPVwCEACValcZXcIQF4eBknVfQhAu+diNUWECEAYsb8htYoIQHR6HA4lkQhA0UN5+pSXCEAtDdbmBJ4IQIrWMtN0pAhA55+Pv+SqCEBDaeyrVLEIQKAySZjEtwhA/PulhDS+CEBZxQJxpMQIQLaOX10UywhAEli8SYTRCEBvIRk29NcIQMzqdSJk3ghAKLTSDtTkCECFfS/7Q+sIQOFGjOez8QhAPhDp0yP4CECb2UXAk/4IQPeioqwDBQlAVGz/mHMLCUCwNVyF4xEJQA3/uHFTGAlAasgVXsMeCUDGkXJKMyUJQCNbzzajKwlAfyQsIxMyCUDc7YgPgzgJQDm35fvyPglAlYBC6GJFCUDySZ/U0ksJQE8T/MBCUglAq9xYrbJYCUAIprWZIl8JQGRvEoaSZQlAwThvcgJsCUAeAsxecnIJQHrLKEvieAlA15SFN1J/CUAzXuIjwoUJQJAnPxAyjAlA7fCb/KGSCUBJuvjoEZkJQKaDVdWBnwlAA02ywfGlCUBfFg+uYawJQLzfa5rRsglAGKnIhkG5CUB1ciVzsb8JQNI7gl8hxglALgXfS5HMCUCLzjs4AdMJQOeXmCRx2QlARGH1EOHfCUChKlL9UOYJQP3zrunA7AlAWr0L1jDzCUC3hmjCoPkJQBNQxa4QAApAcBkim4AGCkDM4n6H8AwKQCms23NgEwpAhnU4YNAZCkDiPpVMQCAKQD8I8jiwJgpAm9FOJSAtCkD4mqsRkDMKQFVkCP7/OQpAsS1l6m9ACkAO98HW30YKQGvAHsNPTQpAx4l7r79TCkAkU9ibL1oKQIAcNYifYApA3eWRdA9nCkA6r+5gf20KQJZ4S03vcwpA80GoOV96CkBPCwUmz4AKQKzUYRI/hwpACZ6+/q6NCkBlZxvrHpQKQMIweNeOmgpAHvrUw/6gCkB7wzGwbqcKQNiMjpzerQpANFbriE60CkCRH0h1vroKQO7opGEuwQpASrIBTp7HCkCne146Ds4KQANFuyZ+1ApAYA4YE+7aCkC913T/XeEKQBmh0evN5wpAdmou2D3uCkDSM4vErfQKQC/957Ad+wpAjMZEnY0BC0Doj6GJ/QcLQEVZ/nVtDgtAoiJbYt0UC0D+67dOTRsLQFu1FDu9IQtAt35xJy0oC0AUSM4TnS4LQHERKwANNQtAzdqH7Hw7C0AqpOTY7EELQIZtQcVcSAtA4zaescxOC0BAAPudPFULQJzJV4qsWwtA+ZK0dhxiC0BWXBFjjGgLQLIlbk/8bgtAD+/KO2x1C0BruCco3HsLQMiBhBRMggtAJUvhALyIC0CBFD7tK48LQN7dmtmblQtAOqf3xQucC0CXcFSye6ILQPQ5sZ7rqAtAUAMOi1uvC0CtzGp3y7ULQAqWx2M7vAtAZl8kUKvCC0DDKIE8G8kLQB/y3SiLzwtAfLs6FfvVC0DZhJcBa9wLQDVO9O3a4gtAkhdR2krpC0Du4K3Guu8LQEuqCrMq9gtAqHNnn5r8C0AEPcSLCgMMQGEGIXh6CQxAvs99ZOoPDEAamdpQWhYMQHdiNz3KHAxA0yuUKTojDEAw9fAVqikMQI2+TQIaMAxA6Yeq7ok2DEBGUQfb+TwMQKIaZMdpQwxA/+PAs9lJDEBcrR2gSVAMQLh2eoy5VgxAFUDXeCldDEBxCTRlmWMMQM7SkFEJagxAK5ztPXlwDECHZUoq6XYMQOQupxZZfQxAQfgDA8mDDECdwWDvOIoMQPqKvduokAxAVlQayBiXDECzHXe0iJ0MQBDn06D4owxAbLAwjWiqDEDJeY152LAMQCVD6mVItwxAggxHUri9DEDf1aM+KMQMQDufACuYygxAmGhdFwjRDED1MboDeNcMQFH7FvDn3QxArsRz3FfkDEAKjtDIx+oMQGdXLbU38QxAxCCKoaf3DEAg6uaNF/4MQH2zQ3qHBA1A2XygZvcKDUA2Rv1SZxENQJMPWj/XFw1A79i2K0ceDUBMohMYtyQNQKlrcAQnKw1ABTXN8JYxDUBi/indBjgNQL7Hhsl2Pg1AG5HjteZEDUB4WkCiVksNQNQjnY7GUQ1AMe35ejZYDUCNtlZnpl4NQOp/s1MWZQ1AR0kQQIZrDUCjEm0s9nENQADcyRhmeA1AXaUmBdZ+DUC5boPxRYUNQBY44N21iw1AcgE9yiWSDUDPypm2lZgNQCyU9qIFnw1AiF1Tj3WlDUDlJrB75asNQEHwDGhVsg1AnrlpVMW4DUD7gsZANb8NQFdMIy2lxQ1AtBWAGRXMDUAR39wFhdINQG2oOfL02A1AynGW3mTfDUAmO/PK1OUNQIMEULdE7A1A4M2so7TyDUA8lwmQJPkNQJlgZnyU/w1A9SnDaAQGDkBS8x9VdAwOQK+8fEHkEg5AC4bZLVQZDkBoTzYaxB8OQMQYkwY0Jg5AIeLv8qMsDkB+q0zfEzMOQNp0qcuDOQ5ANz4GuPM/DkCUB2OkY0YOQPDQv5DTTA5ATZocfUNTDkCpY3lps1kOQAYt1lUjYA5AY/YyQpNmDkC/v48uA20OQByJ7Bpzcw5AeFJJB+N5DkDVG6bzUoAOQDLlAuDChg5Ajq5fzDKNDkDrd7y4opMOQEhBGaUSmg5ApAp2kYKgDkAB1NJ98qYOQF2dL2pirQ5AumaMVtKzDkAXMOlCQroOQHP5RS+ywA5A0MKiGyLHDkAsjP8Hks0OQIlVXPQB1A5A5h654HHaDkBC6BXN4eAOQJ+xcrlR5w5A/HrPpcHtDkBYRCySMfQOQLUNiX6h+g5AEdflahEBD0BuoEJXgQcPQMtpn0PxDQ9AJzP8L2EUD0CE/Fgc0RoPQODFtQhBIQ9APY8S9bAnD0CaWG/hIC4PQPYhzM2QNA9AU+sougA7D0CwtIWmcEEPQAx+4pLgRw9AaUc/f1BOD0DFEJxrwFQPQCLa+FcwWw9Af6NVRKBhD0DbbLIwEGgPQDg2Dx2Abg9AlP9rCfB0D0DxyMj1X3sPQE6SJeLPgQ9AqluCzj+ID0AHJd+6r44PQGTuO6cflQ9AwLeYk4+bD0AdgfV//6EPQHlKUmxvqA9A1hOvWN+uD0Az3QtFT7UPQI+maDG/uw9A7G/FHS/CD0BIOSIKn8gPQKUCf/YOzw9AAszb4n7VD0BelTjP7tsPQLtelbte4g9AFyjyp87oD0B08U6UPu8PQNG6q4Cu9Q9ALYQIbR78D0DFprIsRwEQQHML4SJ/BBBAInAPGbcHEEDQ1D0P7woQQH45bAUnDhBALZ6a+14REEDbAsnxlhQQQIln9+fOFxBAN8wl3gYbEEDmMFTUPh4QQJSVgsp2IRBAQvqwwK4kEEDxXt+25icQQJ/DDa0eKxBATSg8o1YuEED8jGqZjjEQQKrxmI/GNBBAWFbHhf43EEAHu/V7NjsQQLUfJHJuPhBAY4RSaKZBEEAR6YBe3kQQQMBNr1QWSBBAbrLdSk5LEEAcFwxBhk4QQMt7Oje+URBAeeBoLfZUEEAnRZcjLlgQQNapxRlmWxBAhA70D55eEEAycyIG1mEQQODXUPwNZRBAjzx/8kVoEEA9oa3ofWsQQOsF3N61bhBAmmoK1e1xEEBIzzjLJXUQQPYzZ8FdeBBApZiVt5V7EEBT/cOtzX4QQAFi8qMFghBAsMYgmj2FEEBeK0+QdYgQQAyQfYatixBAuvSrfOWOEEBpWdpyHZIQQBe+CGlVlRBAxSI3X42YEEB0h2VVxZsQQCLsk0v9nhBA0FDCQTWiEEB/tfA3baUQQC0aHy6lqBBA235NJN2rEECK43saFa8QQDhIqhBNshBA5qzYBoW1EECUEQf9vLgQQEN2NfP0uxBA8dpj6Sy/EECfP5LfZMIQQE6kwNWcxRBA/Ajvy9TIEECqbR3CDMwQQFnSS7hEzxBABzd6rnzSEEC1m6iktNUQQGQA15rs2BBAEmUFkSTcEEDAyTOHXN8QQG4uYn2U4hBAHZOQc8zlEEDL975pBOkQQHlc7V887BBAKMEbVnTvEEDWJUpMrPIQQISKeELk9RBAM++mOBz5EEDhU9UuVPwQQI+4AyWM/xBAPh0yG8QCEUDsgWAR/AURQJrmjgc0CRFASEu9/WsMEUD3r+vzow8RQKUUGurbEhFAU3lI4BMWEUAC3nbWSxkRQLBCpcyDHBFAXqfTwrsfEUANDAK58yIRQLtwMK8rJhFAadVepWMpEUAYOo2bmywRQMaeu5HTLxFAdAPqhwszEUAiaBh+QzYRQNHMRnR7ORFAfzF1arM8EUAtlqNg6z8RQNz60VYjQxFAil8ATVtGEUA4xC5Dk0kRQOcoXTnLTBFAlY2LLwNQEUBD8rklO1MRQPJW6BtzVhFAoLsWEqtZEUBOIEUI41wRQPyEc/4aYBFAq+mh9FJjEUBZTtDqimYRQAez/uDCaRFAthct1/psEUBkfFvNMnARQBLhicNqcxFAwUW4uaJ2EUBvquav2nkRQB0PFaYSfRFAzHNDnEqAEUB62HGSgoMRQCg9oIi6hhFA1qHOfvKJEUCFBv10Ko0RQDNrK2tikBFA4c9ZYZqTEUCQNIhX0pYRQD6Ztk0KmhFA7P3kQ0KdEUCbYhM6eqARQEnHQTCyoxFA9ytwJuqmEUCmkJ4cIqoRQFT1zBJarRFAAlr7CJKwEUCwvin/ybMRQF8jWPUBtxFADYiG6zm6EUC77LThcb0RQGpR49epwBFAGLYRzuHDEUDGGkDEGccRQHV/brpRyhFAI+ScsInNEUDRSMumwdARQICt+Zz50xFALhIokzHXEUDcdlaJadoRQIrbhH+h3RFAOUCzddngEUDnpOFrEeQRQJUJEGJJ5xFARG4+WIHqEUDy0mxOue0RQKA3m0Tx8BFAT5zJOin0EUD9APgwYfcRQKtlJieZ+hFAWspUHdH9EUAIL4MTCQESQLaTsQlBBBJAZPjf/3gHEkATXQ72sAoSQMHBPOzoDRJAbyZr4iAREkAei5nYWBQSQMzvx86QFxJAelT2xMgaEkApuSS7AB4SQNcdU7E4IRJAhYKBp3AkEkAz56+dqCcSQOJL3pPgKhJAkLAMihguEkA+FTuAUDESQO15aXaINBJAm96XbMA3EkBJQ8Zi+DoSQPin9FgwPhJApgwjT2hBEkBUcVFFoEQSQAPWfzvYRxJAsTquMRBLEkBfn9wnSE4SQA0ECx6AURJAvGg5FLhUEkBqzWcK8FcSQBgylgAoWxJAx5bE9l9eEkB1+/Lsl2ESQCNgIePPZBJA0sRP2QdoEkCAKX7PP2sSQC6OrMV3bhJA3fLau69xEkCLVwmy53QSQDm8N6gfeBJA5yBmnld7EkCWhZSUj34SQETqworHgRJA8k7xgP+EEkChsx93N4gSQE8YTm1vixJA/Xx8Y6eOEkCs4apZ35ESQFpG2U8XlRJACKsHRk+YEkC3DzY8h5sSQGV0ZDK/nhJAE9mSKPehEkDBPcEeL6USQHCi7xRnqBJAHgceC5+rEkDMa0wB164SQHvQevcOshJAKTWp7Ua1EkDXmdfjfrgSQIb+Bdq2uxJANGM00O6+EkDix2LGJsISQJEskbxexRJAP5G/spbIEkDt9e2ozssSQJtaHJ8GzxJASr9KlT7SEkD4I3mLdtUSQKaIp4Gu2BJAVe3Vd+bbEkADUgRuHt8SQLG2MmRW4hJAYBthWo7lEkAOgI9QxugSQLzkvUb+6xJAa0nsPDbvEkAZrhozbvISQMcSSSmm9RJAdXd3H974EkAk3KUVFvwSQNJA1AtO/xJAgKUCAoYCE0AvCjH4vQUTQN1uX+71CBNAi9ON5C0ME0A6OLzaZQ8TQOic6tCdEhNAlgEZx9UVE0BFZke9DRkTQPPKdbNFHBNAoS+kqX0fE0BPlNKftSITQP74AJbtJRNArF0vjCUpE0Bawl2CXSwTQAknjHiVLxNAt4u6bs0yE0Bl8OhkBTYTQBRVF1s9ORNAwrlFUXU8E0BwHnRHrT8TQB+Doj3lQhNAzefQMx1GE0B7TP8pVUkTQCmxLSCNTBNA2BVcFsVPE0CGeooM/VITQDTfuAI1VhNA40Pn+GxZE0CRqBXvpFwTQD8NROXcXxNA7nFy2xRjE0Cc1qDRTGYTQEo7z8eEaRNA+Z/9vbxsE0CnBCy09G8TQFVpWqoscxNAA86IoGR2E0CyMreWnHkTQGCX5YzUfBNADvwTgwyAE0C9YEJ5RIMTQGvFcG98hhNAGSqfZbSJE0DIjs1b7IwTQHbz+1EkkBNAJFgqSFyTE0DTvFg+lJYTQIEhhzTMmRNAL4a1KgSdE0Dd6uMgPKATQIxPEhd0oxNAOrRADaymE0DoGG8D5KkTQJd9nfkbrRNAReLL71OwE0DzRvrli7MTQKKrKNzDthNAUBBX0vu5E0D+dIXIM70TQKzZs75rwBNAWz7itKPDE0AJoxCr28YTQLcHP6ETyhNAZmxtl0vNE0AU0ZuNg9ATQMI1yoO70xNAcZr4efPWE0Af/yZwK9oTQM1jVWZj3RNAfMiDXJvgE0AqLbJS0+MTQNiR4EgL5xNAhvYOP0PqE0A1Wz01e+0TQOO/ayuz8BNAkSSaIevzE0BAicgXI/cTQO7t9g1b+hNAnFIlBJP9E0BLt1P6ygAUQPkbgvACBBRAp4Cw5joHFEBW5d7ccgoUQARKDdOqDRRAsq47yeIQFEBgE2q/GhQUQA94mLVSFxRAvdzGq4oaFEBrQfWhwh0UQBqmI5j6IBRAyApSjjIkFEB2b4CEaicUQCXUrnqiKhRA0zjdcNotFECBnQtnEjEUQDACOl1KNBRA3mZoU4I3FECMy5ZJujoUQDowxT/yPRRA6ZTzNSpBFECX+SEsYkQUQEVeUCKaRxRA9MJ+GNJKFECiJ60OCk4UQFCM2wRCURRA//AJ+3lUFECtVTjxsVcUQFu6ZufpWhRACh+V3SFeFEC4g8PTWWEUQGbo8cmRZBRAFE0gwMlnFEDDsU62AWsUQHEWfaw5bhRAH3uronFxFEDO39mYqXQUQHxECI/hdxRAKqk2hRl7FEDZDWV7UX4UQIdyk3GJgRRANdfBZ8GEFEDkO/Bd+YcUQJKgHlQxixRAQAVNSmmOFEDuaXtAoZEUQJ3OqTbZlBRASzPYLBGYFED5lwYjSZsUQKj8NBmBnhRAVmFjD7mhFEAExpEF8aQUQLMqwPsoqBRAYY/u8WCrFEAP9BzomK4UQL5YS97QsRRAbL151Ai1FEAaIqjKQLgUQMiG1sB4uxRAd+sEt7C+FEAlUDOt6MEUQNO0YaMgxRRAghmQmVjIFEAwfr6PkMsUQN7i7IXIzhRAjUcbfADSFEA7rElyONUUQOkQeGhw2BRAmHWmXqjbFEBG2tRU4N4UQPQ+A0sY4hRAoqMxQVDlFEBRCGA3iOgUQP9sji3A6xRArdG8I/juFEBcNusZMPIUQAqbGRBo9RRAuP9HBqD4FEBnZHb81/sUQBXJpPIP/xRAwy3T6EcCFUBykgHffwUVQCD3L9W3CBVAzltey+8LFUB8wIzBJw8VQCslu7dfEhVA2YnprZcVFUCH7hekzxgVQDZTRpoHHBVA5Ld0kD8fFUCSHKOGdyIVQEGB0XyvJRVA7+X/cucoFUCdSi5pHywVQEyvXF9XLxVA+hOLVY8yFUCoeLlLxzUVQFbd50H/OBVABUIWODc8FUCzpkQubz8VQGELcySnQhVAEHChGt9FFUC+1M8QF0kVQGw5/gZPTBVAG54s/YZPFUDJAlvzvlIVQHdnien2VRVAJsy33y5ZFUDUMObVZlwVQIKVFMyeXxVAMPpCwtZiFUDfXnG4DmYVQI3Dn65GaRVAOyjOpH5sFUDqjPyatm8VQJjxKpHuchVARlZZhyZ2FUD1uod9XnkVQKMftnOWfBVAUYTkac5/FUD/6BJgBoMVQK5NQVY+hhVAXLJvTHaJFUAKF55CrowVQLl7zDjmjxVAZ+D6Lh6TFUAVRSklVpYVQMSpVxuOmRVAcg6GEcacFUAgc7QH/p8VQM/X4v01oxVAfTwR9G2mFUAroT/qpakVQNkFbuDdrBVAiGqc1hWwFUA2z8rMTbMVQOQz+cKFthVAk5gnub25FUBB/VWv9bwVQO9hhKUtwBVAnsaym2XDFUBMK+GRncYVQPqPD4jVyRVAqfQ9fg3NFUBXWWx0RdAVQAW+mmp90xVAsyLJYLXWFUBih/dW7dkVQBDsJU0l3RVAvlBUQ13gFUBttYI5leMVQBsasS/N5hVAyX7fJQXqFUB44w0cPe0VQCZIPBJ18BVA1KxqCK3zFUCDEZn+5PYVQDF2x/Qc+hVA39r16lT9FUCNPyThjAAWQDykUtfEAxZA6giBzfwGFkCYba/DNAoWQEfS3blsDRZA9TYMsKQQFkCjmzqm3BMWQFIAaZwUFxZAAGWXkkwaFkCuycWIhB0WQF0u9H68IBZAC5MidfQjFkC591BrLCcWQGdcf2FkKhZAFsGtV5wtFkDEJdxN1DAWQHKKCkQMNBZAIe84OkQ3FkDPU2cwfDoWQH24lSa0PRZALB3EHOxAFkDagfISJEQWQIjmIAlcRxZAN0tP/5NKFkDlr331y00WQJMUrOsDURZAQXna4TtUFkDw3QjYc1cWQJ5CN86rWhZATKdlxONdFkD7C5S6G2EWQKlwwrBTZBZAV9XwpotnFkAGOh+dw2oWQLSeTZP7bRZAYgN8iTNxFkARaKp/a3QWQL/M2HWjdxZAbTEHbNt6FkAbljViE34WQMr6Y1hLgRZAeF+SToOEFkAmxMBEu4cWQNUo7zrzihZAg40dMSuOFkAx8ksnY5EWQOBWeh2blBZAjruoE9OXFkA8INcJC5sWQOuEBQBDnhZAmekz9nqhFkBHTmLssqQWQPWykOLqpxZApBe/2CKrFkBSfO3OWq4WQADhG8WSsRZAr0VKu8q0FkBdqnixArgWQAsPp6c6uxZAunPVnXK+FkBo2AOUqsEWQBY9MorixBZAxaFggBrIFkBzBo92UssWQCFrvWyKzhZAz8/rYsLRFkB+NBpZ+tQWQCyZSE8y2BZA2v12RWrbFkCJYqU7ot4WQDfH0zHa4RZA5SsCKBLlFkCUkDAeSugWQEL1XhSC6xZA8FmNCrruFkCfvrsA8vEWQE0j6vYp9RZA+4cY7WH4FkCp7EbjmfsWQFhRddnR/hZABrajzwkCF0C0GtLFQQUXQGN/ALx5CBdAEeQusrELF0C/SF2o6Q4XQG6ti54hEhdAHBK6lFkVF0DKduiKkRgXQHnbFoHJGxdAJ0BFdwEfF0DVpHNtOSIXQIMJomNxJRdAMm7QWakoF0Dg0v5P4SsXQI43LUYZLxdAPZxbPFEyF0DrAIoyiTUXQJlluCjBOBdASMrmHvk7F0D2LhUVMT8XQKSTQwtpQhdAUvhxAaFFF0ABXaD32EgXQK/Bzu0QTBdAXSb940hPF0AMiyvagFIXQLrvWdC4VRdAaFSIxvBYF0AXuba8KFwXQMUd5bJgXxdAc4ITqZhiF0Ai50Gf0GUXQNBLcJUIaRdAfrCei0BsF0AsFc2BeG8XQNt5+3ewchdAid4pbuh1F0A3Q1hkIHkXQOanhlpYfBdAlAy1UJB/F0BCceNGyIIXQPHVET0AhhdAnzpAMziJF0BNn24pcIwXQPwDnR+ojxdAqmjLFeCSF0BYzfkLGJYXQAYyKAJQmRdAtZZW+IecF0Bj+4Tuv58XQBFgs+T3ohdAwMTh2i+mF0BuKRDRZ6kXQByOPsefrBdAy/JsvdevF0B5V5uzD7MXQCe8yalHthdA1iD4n3+5F0CEhSaWt7wXQDLqVIzvvxdA4E6DgifDF0CPs7F4X8YXQD0Y4G6XyRdA63wOZc/MF0Ca4TxbB9AXQEhGa1E/0xdA9qqZR3fWF0ClD8g9r9kXQFN09jPn3BdAAdkkKh/gF0CwPVMgV+MXQF6igRaP5hdADAewDMfpF0C6a94C/+wXQGnQDPk28BdAFzU7727zF0DFmWnlpvYXQHT+l9ve+RdAImPG0Rb9F0DQx/THTgAYQH8sI76GAxhALZFRtL4GGEDb9X+q9gkYQIparqAuDRhAOL/clmYQGEDmIwuNnhMYQJSIOYPWFhhAQ+1neQ4aGEDxUZZvRh0YQJ+2xGV+IBhAThvzW7YjGED8fyFS7iYYQKrkT0gmKhhAWUl+Pl4tGEAHrqw0ljAYQLUS2yrOMxhAZHcJIQY3GEAS3DcXPjoYQMBAZg12PRhAbqWUA65AGEAdCsP55UMYQMtu8e8dRxhAedMf5lVKGEAoOE7cjU0YQNacfNLFUBhAhAGryP1TGEAzZtm+NVcYQOHKB7VtWhhAjy82q6VdGEA+lGSh3WAYQOz4kpcVZBhAml3BjU1nGEBIwu+DhWoYQPcmHnq9bRhApYtMcPVwGEBT8HpmLXQYQAJVqVxldxhAsLnXUp16GEBeHgZJ1X0YQA2DND8NgRhAu+diNUWEGEBpTJErfYcYQBixvyG1ihhAxhXuF+2NGEB0ehwOJZEYQCLfSgRdlBhA0UN5+pSXGEB/qKfwzJoYQC0N1uYEnhhA3HEE3TyhGECK1jLTdKQYQDg7YcmspxhA55+Pv+SqGECVBL61HK4YQENp7KtUsRhA8s0aooy0GECgMkmYxLcYQE6Xd478uhhA/PulhDS+GECrYNR6bMEYQFnFAnGkxBhAByoxZ9zHGEC2jl9dFMsYQGTzjVNMzhhAEli8SYTRGEDBvOo/vNQYQG8hGTb01xhAHYZHLCzbGEDM6nUiZN4YQHpPpBic4RhAKLTSDtTkGEDWGAEFDOgYQIV9L/tD6xhAM+Jd8XvuGEDhRozns/EYQJCrut3r9BhAPhDp0yP4GEDsdBfKW/sYQJvZRcCT/hhAST50tssBGUD3oqKsAwUZQKUH0aI7CBlAVGz/mHMLGUAC0S2Pqw4ZQLA1XIXjERlAX5qKexsVGUAN/7hxUxgZQLtj52eLGxlAasgVXsMeGUAYLURU+yEZQA==","dtype":"float64","shape":[2000]},"y":{"__ndarray__":"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