{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "1d0d0503", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: daltoolbox\n", "\n", "Registered S3 method overwritten by 'quantmod':\n", " method from\n", " as.zoo.data.frame zoo \n", "\n", "\n", "Attaching package: ‘daltoolbox’\n", "\n", "\n", "The following object is masked from ‘package:base’:\n", "\n", " transform\n", "\n", "\n", "Loading required package: harbinger\n", "\n" ] } ], "source": [ "# Harbinger Package\n", "# version 1.0.777\n", "\n", "source(\"https://raw.githubusercontent.com/cefet-rj-dal/harbinger/master/jupyter.R\")\n", "\n", "#loading Harbinger\n", "load_library(\"daltoolbox\") \n", "load_library(\"harbinger\") " ] }, { "cell_type": "code", "execution_count": 2, "id": "c0d41422", "metadata": {}, "outputs": [], "source": [ "#loading the example database\n", "data(examples_anomalies)" ] }, { "cell_type": "code", "execution_count": 3, "id": "9a12bab2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A data.frame: 6 × 2
serieevent
<dbl><lgl>
11.0000000FALSE
20.9689124FALSE
30.8775826FALSE
40.7316889FALSE
50.5403023FALSE
60.3153224FALSE
\n" ], "text/latex": [ "A data.frame: 6 × 2\n", "\\begin{tabular}{r|ll}\n", " & serie & event\\\\\n", " & & \\\\\n", "\\hline\n", "\t1 & 1.0000000 & FALSE\\\\\n", "\t2 & 0.9689124 & FALSE\\\\\n", "\t3 & 0.8775826 & FALSE\\\\\n", "\t4 & 0.7316889 & FALSE\\\\\n", "\t5 & 0.5403023 & FALSE\\\\\n", "\t6 & 0.3153224 & FALSE\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 6 × 2\n", "\n", "| | serie <dbl> | event <lgl> |\n", "|---|---|---|\n", "| 1 | 1.0000000 | FALSE |\n", "| 2 | 0.9689124 | FALSE |\n", "| 3 | 0.8775826 | FALSE |\n", "| 4 | 0.7316889 | FALSE |\n", "| 5 | 0.5403023 | FALSE |\n", "| 6 | 0.3153224 | FALSE |\n", "\n" ], "text/plain": [ " serie event\n", "1 1.0000000 FALSE\n", "2 0.9689124 FALSE\n", "3 0.8775826 FALSE\n", "4 0.7316889 FALSE\n", "5 0.5403023 FALSE\n", "6 0.3153224 FALSE" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Using the sequence time series\n", "dataset <- examples_anomalies$sequence\n", "head(dataset)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b744a3ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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V4h42Hx+QRSoQDRadrcPG+D7kTnTSb5RJPB4/RtpwqF9IouNsCNYgmMl0Z4QvpT\nfD5BnCRtfs2vx+K39QHhuvaHMEZwJoT0ijZX1B+FQloL97G/JSb5KhGc9L6ro3Ia+ERugT5k\nJ9ZJ0KNJ9mmYT3TeNl3WvxvFnqK9RKGQDsRcuog6XwH8RjQCJbmVIyQdClfnkVb93arJ3L47\nosy5TsuZuIaCMyGkcDnqS9QJaattYF1Bg6ak5TCM5LSToytBcZqJOcIYTdq6ORxWis2EEIKK\nJpfyevR8HYHrqa9RJqSky51P+MvUuwI+C7PJTjytiTFPF9IZ66/CNLGZEEK80XG9HuvfGxlm\njygT0hrv4f0L9rdFoh/xomvpaFNQ5VEr4SzZiavgQbGZkHEUmhOeebce9rBvwnPU1ygT0iJP\nSAvY3xaJxsR1VU2iThKXBblvzO/RBr/I40u4m/DMZ2GO0EwIGQUfUV+jTEg/eEIiqbsWSyHi\nJ8vbtShb/RU6Ep6ZnKOG0EwImQ2k5kAfRrcHl0VX0nvnNKhbbOikSY/+fmhFeuo4Lexhl5I3\n6V+eU4PVemsELCM8c7sezZP14umf3NUJ6Z8+sQB9oswTlsLebvmgLGlj1NvwjNBkyJhMfv/T\nXof9Y6sj8Sr8mfgrRSZCCkE/byYU7iNZx8vlZn9PHI6Wtb8WcxLuY3+pxSRZio7IIbBaZCaE\nEJjwpUJY/CSWA9Ca4SKFQrJawN/sb4qCZ0tIWJP2F9woNh0iriVvOnsRZglMhJDzFE9qN+hQ\ny7iGxVRXqZAGKF/t9BqySR3g8upg2ELRfrKcqEFEMLspHoTvpRvcKoaZ8CL9RUqFRFqDJY4O\nrpDKE55eS4PitcMU2+67dBhVsIzCrE6L9W+mghClQloAT7K/KQpv0nntdNBgJDNNre9ZHUal\nTCGtHLFs58tR4hIhhelfWamQvqGc0ymA7raO6pLOEBsKnwnNhoCDQ+BZ8rMr5ReXCSn3UNyu\n7SDsXBJKzewM9x1KhXSUoTgQm3FQayZhxY1lTVM+nnF0doCC5LtZLTR4eG9OkUNSfAOBmZCR\nnItl4pBSIVn5K7K/KRIzaNoLl6v2pp4JNMv19reB6uUcyypThOLkiurXv39jMtNWK6Q62ZQ/\nvD8Cy8lP3qXa3qq6+0xHWrtmTSYwCRfMycC50WnR4Cv0U3iI4Sq1QuqgvvOsO+wgPzkpvp64\nTEjI5wqJeMNQA/NS4n5eh4GwQVgmhLzCdP+uVkhD4XP2d8WhUQxNl275gsISIcJt4oIBpOf/\nCL1FpkPCfKopHs+pd+F8gMjNMiNqhfSS+gnHJS6hObu5Ygux6Y6OchAXoZ+iuq8SQvCMsbR8\npH79ux1TgaJaIX2sfNrYqcApwenoB4oHj4yIAyhMMSmhVAlxuRCxrhGVH/1O6CYsFUKq5mYp\nmVcrJPXbBtvoCvcnUI/7wGYwTDhGcXpTtb2IR5qmfIGWpOiCVr+FfC57bZbL1ApJvQvCxzCS\n5vQFMEFUJoTcBttoTr9DbS/irc6taDEKy3TlW8i/wK0sl6kVklWqOPu7okD5lKa+FuPaGNIy\nDIcnYKGoTAj4O9ZdHKFYBrtRdUfAMrbHDcVCupbUqEkUD8GnNKf/A81EZUJIGbpZ5QvoXawR\n+cnzE6BYgx8I68XlQ8JUtrldioXE4A2LSyf4ler8gqSF4oJIiqPrIf0G+gvKhIRjCa6QKHaF\nn4c3xOVDAqOSFQtpNHzI/rYY1Kdsz68fp9aI71fKO/h/1X6FPujoqBqBt3oqS+ExcemQcCMw\nDcFSLCRygxlB0JrTdga1I4c+o61fKULvvovImYEpT0nX0njy/AxdhWVDQPL3JchmOWVEsZCY\nunoROQ5N6S4YQVOaJwDq7s1GsSTzccVxHdC5Up/NprIK69erUr5AW7F8JSkW0u/Qnv1tEdgK\nt9NdoNoFmNq7sAeoHTJYhfYDvlI+IXkQkVTPuRVtw3CpYiElJ6q1MFxMO5HnM8UjpHvBj3QX\nsLiGIpKck/YfuCXbMwoKn3qrjAyfPYqFZFVV68hF0wbtsBduEZMJIU2Bcr/gTbVPoQepra26\nwqh9QlIhYJYnpBX0l6oWUks4xP6+/AymNX47n72WmEwIKUfTJWezXu04t68orQDP97KLcqcK\nyiaIlZ6QqIpHXFQLiaahXwA3w2+UV1TOIyQRQs7G05aiHWJxO8SDdkP4Kfc3eY2gdAJIqu28\nO4t7oWohTYK57O/LT62E85RX3Kj0K3Q3dKK9JF8VEYmQMpHSce1SV0iUS0Bo/Fw/5c2bE82M\nz4BqIb0H49nfl5/8JONj07Uw98AAACAASURBVHGP0hZOholHagfJ0na80rYAY3O+QDG2+Siq\nhfQt3Mn+vtwwzDh8RqkLwuvwAu0lnZR68bWF/VTn13WFpGx38QTtxmIqqoWktgp0M30x9yIY\nJyITQhhKqobBJyIyIaRmdrouOXd4fD66AkhEtkFPtgtVC8kqWIH9Wm4WwhO0l3yv7P7d5nbK\nOgHL9ht7SUQmhFBPSJleEKCiuhkajE0UGgipXjyxPSM+z9AvdRyPaSIgEVL+BzTtsTY/XwVx\nVylaBLNrZknHx14gqZ/KWezTYTrbhcqFRNvHgMq9DCsHxUoJSISU8oUoL/jrEscthcY2AZPv\n4A7qa16CmQIyIeRR4umCGVAupIfpOutwaQP0K51XUfl34XIuW13KKx52H95VWUOz+OotUTlI\ntifLZqyNciG9rNJOu3oOesOY2+AnAZmQsY+6QMkbAEVbD4HFC7QlWJZdSEzjKIkMdQlWKsqF\npNROO/dl9NeMgiX4iRDyBTxAeYU78hpUeaw/yGC2yPBchUf5wowXKhfSToWNXIfIB5pf5HWY\ngp8JIbOp33u+K6SHhaQTTCcWT+p8ldHzIOV8Au29cyrKhURrQoDJRnI3+ouo7EUcC4tpL+lr\n6+gaVY91DVg682sksjg0ovA70yQKG+VCorXFwWQ+TKS/6Eeo/qmqf2gWl7rP2sDttAWFaBQr\nw3BRaziInggh62AQ45XqhdREnRfoBFhAfc1HhVI+4a9SNHukGfxDf9HnTGNKUDgV05jhqgGw\nCT0TQubCM4xXqhfS7cBWJYjAXfA17SV/FHCeOahrsHGoyDIM4xd1E5l30BlCeyg0tZwA7zJe\nqV5IY+EDjqu5aEHv6vmC+/Aeq2QoxfmEOgxXnYm9Gj0TQlbAIwxXvUUzJRcX9gmH6oU0R91f\nWxX6Jr1RXg/lzwLSCYRtKKNVnOVBBYUZ8ArDVWtgCHomhLRl2KF3US+kdcp6oZMTa1Jf86ar\no5xKlsHWwODgkzLTIE5VOeOjTOZle6EjeiaE1GReMFQvpD+hLcfVPPzB4AV2sjqtmTUib8Jz\nLJd1AFVuIrcxeYGdUzfanH0LS72QknOyTGPHYC3LWucvzQHiHlXTdDqOavjdBQbDWuxMCKEc\nnZFKGVUzSjiKKtQLaVehuAfUVK8xPp1tVWZqeSdsYblssjJfDMY9wmtU1QV/z17mp1xIHyem\n3Cllp3PIQILxA/6cMlPd69km2C6gGoeMCL3nkUs3NWs5XIXnqoV0sqjzzJFXxXQp1ml2ZYoh\nJ0LKpWxuvhvhXuRECNnDuGowTFVrzYswi/VS1UL6wltOfo/93Zm5jqVOIIWrY9T40icnsplT\n/qnqXpS+WN2F4/eZDw4FqxbScqAeRYUGU51ACl3gF9xECGFZZbRh28dF4E3GQnllrX0c95Sq\nhXQom7INTvp2U4+hDE02GDBXVDI32XAyjrFo5TtVHm1Xs69yqBaS9aSjIxVllXugA9uFU+BN\n3EwIeQsms13YBJhWoblhXGW0jsINyJkQUqoE86XKhZT8Rj3I8bKKfRkG11KXRfQmXiiMZ32S\n7AE7cDMhhHGV0bLyqrFZ5umNUy6kFMqrcBQ481xtaMPWwPE1DEBOhox+wGgGNEKRwVVltimS\nbF4aCOymHNCbFh2EdG0MxbBeJJLsGYdQiekT8yDTSDd+boAjbBdOU2NwlZyDdYpcKzWTCr5g\nvUexKIX075Nd7veKEJ5vm8I67zinkFTsv01y1zgYWs3Zl6F5Yf6AV7QKdoC5ipKhUQyDNzjs\nOKiENHbCgSWd3OfWYe/t3bs39RGWU0gPw+dc17PQwhUS9TAKh4q0No0osBSru3zPYNOIwEbK\nIWMXeULJvqL1OFupiwONkA62O2xZQ1wzql670rzAKaSp8AbX9Sw0d4VUnunipkpWwfYzf8Ar\nWgV7h3LI2EXmsJW589Kf9SHUohPSJvtzbboznv502zG39rvg78YpJBWrYF6D3m1MF6tZBeMY\nYpm3KmYipEyEdxivXM1YEsHJjcDuxUEjpBX2ufMet/+4p93iw2s7rU/50+qVK1fewSekr9ke\nVbg4XtXWUdE/mS4ermRSCrsxh3V5TsxESLkXNjJeuUeNKcZlHJPBaYS03BHSGOfPtsHTdHvY\nXsu6det24xMS+0MpB0dvg4L9/2C79iUltWBPMhtzcH3UssPet302XonZYe5q7NfSCGlj35T/\nvHpxYWOp/f27eePGjX35hJScvTbX9Wxw3FB+qKBD9uRzlVkLG+wdqG8xcyGEvW/bKs1eYsDO\n39CS/WIaIR1q/49lDXVGxq2alPKf11JvNTifkawKKmrBOJY4tkBfzExIOHwpz4zicfQOrQhw\nWA8rKbDfDP3ZL6Za/h415eTqzsesDbus325acPirzqkTMHiFpGJH1hoGn7FeephpgDwXvdzF\nEcabO4bRs/z8wzFMpivsCj4Jm0U8g8GphHRsXNfBKeIZMNuytj7Q6d71qcd5hdRdRfF3D9jJ\nfG1u6TYTBV0h9WK7+jMVLvpbOGq4H2b/lGPneZ5iZB1KhNT8tfFsBlVhrTFgJqcrpM5sV/8M\n3XDTIWExx9jqF1Qs5zwIX7BfrIWQVOzIcpUnNAfO/8XUXOsKaRLb1adjrsFNh4QpHP+qLJP+\nuOkEe9gv1kJI7/PcnDKSnHgF+8W3ww94mRCx2faIgeqsz5LFymImQ8YDHB/wCpZzGGfQpKKF\nkFT0JRyC1uwXPwYf42VCxqbLodCAv1ivrhcvv+OrI8cH/BFogZgJIcVLc1yshZBU7MhyrXXO\nYB0iz8GjsIL94pvhd7xMiDi/okwsY9eHTV6GoaSc8N3/aiGk5Ozy+xK47sKXwUi8TAjpzTME\nehCsDz4Jk/31Uu5ES7B7WygoatrJtSKjhZBU7Mi+xNPs9iP0xsuEEK4Fjkkg2YLzRmdtpDhz\nZVJLYL6NZeUTGM5xtR5Cuhak78g+wnOndAya4WVCyGX0M2guwjTkk4PfPZe12awB+sM3mPmQ\nMBNe4rhaDyF159gcZYTrTsnKJ9+dg6sVYoPk2TnfekJibUiyxsMizHxIGA1Lgk+KiB5CUrAj\n2wyOcVxdXfot/L8cBTc807rZOBLvCom54/QNeB4zHxL6wFaOq/UQkoId2SpsPtoeLemHZnLy\nI3PFqs35BEYzTFaGODqqz7wxw+yVxk4zrl12PYSkYEc2d3Weq+X3JSyHR3kuL8c2YIWZ04Nj\nAVqzDzjjccZi5NL8PFfrIST5O7JH+Aq4x8GHWJkQMhOm8VzeWHqBfUumaX2pJMU1RMuEDK5S\nF12EdFD6juz3fPbSs7hWeFgYyydd+cs5tRO4TB5LlcRKhIhjg/NC4iSO8g89hCR/R3YpjOK5\nnG/PgYX+fDeT8kcOFS3HdflVsWeQEiGig/NMN4o9gB5Ckr8jOx1m8Fy+A3pgZUJIaz7zUekj\nh85wFpzLnZ2zzl1kjGdfQtJESE1k38KPgqU8l5+AJkiJkFI7O9edknSbiT2cqwUPSd0RecXb\n91rDHEETIUm/hb+Da9PAsgpVQEqElMJ8byi9L2ENDOG6/m7o9BVSKgTM9YTE/kuhiZA4DBTY\naME6ccSjFt8XBDWnYq7lul56X8I8dhe+FJJa2b/WfFKk4W+3lb86+z+qJkJ6gb0qi43Lc/Fd\nz+7ZxsYu3mbxPByebSw8w1UmO0b2ZOEPc9vV6t+zB9BESNJ3ZPNxmvjeDZtwEiFkFQzlC8Dj\nIsrCEFjLcXVVV0hsQ9GZ+L1gzpd5isY0EdI3kndkucu3n5Q8L+FtXlv5FqzDlRjpAr9yXF3c\nFVJztHQC4d2B0URIsmd3cTcUzZFcVPkUu1+xy53wHU4mhPBZPF7nColx+DQLhzh/AzURkuzZ\nXZyVa3zD3Vi4D77kCzBGclETX3Hfl47XS2FGb3YWvuWxHrC0EZLs2V2v8VWuWdavrBZzjHSA\n3/gCSC5qSs5eh+v6ZTUAGrDNRGdjCedGmy5CkjzBnvvz+UzsVTiZEHJl3Fm+AJKLmvirJ++X\nuyPyCrzGdb0uQuIxEGaAvw2Cy7uJnksu4bt+fwdIuFFi9/ZmuIszwhSYg5IJIY/BMq7rdRGS\n5KLKVtzeGvV5vyKoOMc5MOh4FfuZI4e89QYev2KXhfAUSiaE8Ja66CIkyTuyHKN7PG7hfWih\n4jfowHX9eHcVTJ5lyzTuItkv5dpM3Mi5PaCLkD6QuyNbqCJvBLlOcRthINf1t7hC4mqvp2Ik\nLOeMsI/zs4OSmjn4rtdFSHJ3ZE9AU94Qcp3i3uW8z+nmCqk4UjrB3A4/ckY4K7dHtmAlvut1\nEZLcHVmEdqL5rJMhmHgO3uK6fp4rpH5I6QRzPf+8jhIyl3NO8vbF6CIkuTuyn/KvBa+H+zEy\nIWQoz+gemx62jqr9g5MNAdX4S/vqxp9HSIQQ7qJgXYQkd0d2Nv8oSN7Hfzq6cY+C/KApdJU4\nl5W3KDiFdjIL7L/gLQrWRkhSd2THszsXppIUV1XigIdrY07xhlgGj2FkQsZ/CAuEA2S6FnMX\nBWsjJKk7snfD15wRfqhrT3SV1h+P4GmxFe5ASISQ7dCTO8bjMkexT4QFfAG0EZLUHVnuu4bj\nlZ2Hd1krjRhPkJxOfnR8AiO4Y8zirYek4X7e3QxthCR1R7ZOAudz7Fue6wxfvzoxvDX+Djlq\n8scgZTa8yB1jBW+FPg2dYC9fAG2E9AE8zh+ElGJ8nmt2Xx+vWQYVWzAWrmUu5zyJMEziBy63\nc0qu5rXR00ZI33BXOZJzOqYxZ4TZro5iJVnpo5hpISxYEHMPQif+UZl+LWWLcQbQRkgody+E\n/AJdOSP8U9oRkiyXyGk84wVT4Wv+pqM97OcPkotrzgEVvO1TGgmJ08OcCu5NA8vaWClFR60R\n/ncTwTWIOZUHOOwPaUGZon5pAf4YhPC3T2kjJJm38G/xbhqkcGYutERIhQz+yjXLNsiaxx+E\nkBJlEII0heMIUYjgb5/SRkinL4dZPHZINEzgdRKxORXThD8IIQiVa3a93WT+IGScjWuEEKU7\n/IwQhYgPudundBHSzkttg7513HGIGMjrJOJQiLNemAKuQcyprJHn17IPxZHuIViFEIWIl7kf\nQjURUnJd5+G99H+8gYi4GTCqe2pwdrBQkPcyhCD8SyzE4FT08pa8U8DfPqWJkL4HzuG9VNSP\nQ3gU5rYPJ+cY1yDmVHjtwylYABNRojAPRaelD/zAGUETIX3uCelV3kBElCyFEaUPxgoAEdug\nF0YYefeiz6N8l0jsVOFtNNdGSL/H8M6noSAJ5VEYZ02aCKRiGXn3otztUw57oRNCFCKq5+SN\noImQrAGOjlpKmZWyB+cf6CV4HSMMAZyDmFPh/9glpSvKuL0ked6BBS7ljaCLkE4OyQ4xPeVU\n3KyFwcEnBSNvggbSDHVexylykKqRipXFiELASX4PD12EZFlniqE8uRAwD8duYRPcixGGgLtg\nM0YY/qUpUirijASuk01Ss/nP0J03hD5CsupjlJUQsOI6eBgjzh9wM0YYAtrwDWJOBaVijwSs\ncq+2cBAlTiCr4CHeEBoJCaXQMZBkx5mqDYJmz8XxuZ+SgzRnc7GsTpW/oRVKnP4438TBvMU/\npEcjIcnp0Z/hLg9i2OHirKITUARn8rM070CU9qkUxsISlDiBPM1fM6aRkJAeqQO4wRVSXYRQ\nsu5FTyPtpO6H9ihxAvkIxqDEeQ1eQYkTyCDYwBtCIyHJ+Wtr5AqJe7nTknUvas9i6oIS53y2\neihxApkBM1DiSDM+4m4010pIH8MojDAB9MMb83u3JL8ohPYpl9IlceIEMQo+RokjzfioUWwS\nbwiNhPQd9MUIE8C+graOcm9DCDVOkl8URvuUA/e0MkKwNqykGR+V4TdF10hIf0FrjDBBfNcQ\nYhtvxIg0E17GCBPI07yea6ncglL1HgxaCUWOGjhxAjifwP/IrJGQkhNrY4QJ5COsO29Zt/AI\nj8IuAwHlAySQGtyVax6Suqb3QzvuGBoJySrH6+RCBtajcMot/J04gaKS9HpF+AAnFIZJFgn8\nlWse14IUL9uvEfYFdBISt7cYGWPgI5xAh2W4Nhytbj/T8fuW2iDMDiABoXLNA6f4NRAMT0Wd\nhISwCElCf+5BzKnkkGB81NtdZUTxc8YwEiZgJ5pN2YOwGilSVF7intOpl5DQngWig1fBVaEI\nUqAo5HGFdDdGLKQGwSA+x6llTOFZmIsUKSqPIHSW6SSkp2AhSpwA6qHVFDeOET5x6HycK6Tb\nMIL9i9KyHghC5ZrHO3LGIvI3muslpDdhKkqcAFA81xw6w26sUBGp5QoJx0krTzWUMAFMQPtA\nROocC+J64B9lqJOQEAZSEnAOb8jvYBDvH/aZo6PLcKawVcmPEiYAvFX23dAZKVJUquXij6GT\nkOTcwv8Ot2CFmgjvYIWKzLIykKM70kbq/6R4l+Lt+56JuQYpUlTyVeaPoZOQ5NzCf4XX2Mo9\nL5GIx/AaW+WMRUSsRCpSHitSFI7DdfxBdBKSlftynDhRQbRaQGisJOBOPKuFh+FzrFAROTEz\nT360qniklsbo7MBYytFKSJVljB/A2DTwwNswiUYrOIwVCsdvLirb7IE3eZG2vK3W8BdSpCh8\nBsP4g2glJCm38IgWICcw7gkCQfxUFu9dmlzHWRwphPT73w+24ASKBspqsVZCkjJ+ANOUKn8V\ntFCRKYr3nCDeu3SbZ5k7ByfcaKxyrmhMgPf4g2glJByDzgBaAZ57XjWMKREBYNokIlljRmGD\nJySkHcEZMB0nUDTuw6io0UpIk2VUhFyRiPf8ej2IH+mEadybFHs1Wix/Dse7QvocJ9xSGI0T\nKBooy/VaCWk+PIMTKBpIljwOvQCj0zY6G2AQXrCivOPcAxnp6Kg10oeVlK5plOV6rYS0Bh7A\nCRQF1D2+4ThV2VFZCBPwgtVOEL2cfPaJ7JA4AGvgDZZDXlRKYVhZaCUkGaOw9sCteMGmwpt4\nwSK+xxt4wWQsJ9+It1wvZUT3+fj6CFG0EpKMsayoC1eo3xYRGAGf4AWTsZxcE3N6TAUcF/Eo\nHJ8N1yB8TWslJKsgVo9yZN7F3Er5Eu7DCxaB2+EnvGAylpMLV0QM1hhnrkVk1tsbyA0PcMfR\nS0j8854CmYK1xWGDM3Q4Oi0QavwvgOZXEZkzMY0Ro3WBXxGjZeafUu5gLu5AegkJ9ZfGn+Hw\nGV6ws3HiR2GhWfLYfCR+OXkPauvDEFiLGC0zc719r328gfQSUm/M2xh/cFesi5dFDOYP6p0S\nlr19FFCX661nYD5itMw85wnpK95AegnpEViJFCkiuHuodYQvJ2M56LtIMOFEfQi1HoO2XyOG\ny8RiV0dx3IuZegnpBZiNFCkil+fGjIY0AiwKWA76LhJMOKcgbgmc72T/lousD0yq5wjpHu5A\neglpETyJFCkiBVDrTPsLX05eC0Mww5UrihnND8xN6knu94XIu7u9N6R8H93NvzSol5A2wkCk\nSJE4Cf/DDIdmNhmRd2AiZrirY0SbcGI+hNZ2hdQWLaAfBUthrHDpJaTfoANSpEggF0+IX05G\nXa63TTj3YIbz4QbElddyrpCEVtoi1YzpJaSzcY2QIkUCbdaQi/jlZOTu8PthPWY4H6ojWPKk\n0tIVktCVRqTler2EJH45eS6SQ5zHFuiPGc6H22AHZji0ETERwaxO2ZRo6yjfbryImUGqGdNM\nSHXQXFAj8AzMwwx3CNpghvOhOfyHGQ7PBTUCuPWSy6sB1BQ7i+ZdlMHcugmprejlZGRb9uTs\ndTDD+VAtL2o4PF/uCGBX8D+AWbPrB1IFv2ZCEr6c3A12ocYrK3qmU/6qqOG+g+vETpBei9xT\n9gJmF4kfI3CW6zUTkvDq5KbIo6uu4h/jG5UTuMv1S0oAZBsmshoD2/deeKdKb5zles2ENF30\ncjK2dV5H/nLHqPwM3RGj7cztrIKJHDf2HLyNGg+3dM8HpOV6zYT0EYzBCuUPtpnrIPgSN2AG\ncJfrH3SXkxFdKzKBbea6F7Oj2Q+k1h3NhPSt4OXkY9AcN6DomU7zUJfrO7tCikcMmZGesB01\nnnAf/cKVUMJoJqSDgstB0AdeiJ7phLtc/4ArJJHO9M1wl+txXZ98wKqu10xIyQl1sUL5gj6C\nSfRMJ9zl+u25HCGJ3Eq6DHe53vYhRA6YHqzqes2EZJUpgRbKjzdhCm7A7YJnOiEv179fHCDu\nQZGrdsjL9bYp0RHkiOlYh1Rdr5uQGsaizdbx4yl4Fzfgf9gPXRloCjiz+lI5PgYeRQ2YAeTl\negtnwGsUFiBV1+smpA5o0958wa/ZzIP9CZyeKtiTbtaJHcuKu1xv86jYrmmsSTe6CWkgf/d8\nNG5F7iL4d1AslHlBYH1gHuzZa7tRO24zgVxdn8KLYrumhyGZ4egmpCdgEVosH66JOY0ZLrmN\n8/AubujQf+jTQHE9IDKBu1xvI7hrGmu5XjchvQ4vosXyoUIR1HCfusvJicJmUmyHntghC+Hs\nm0RgMm51vSXchBPLDEc3Ia2ER9Bi+ZCjJmq4VDMnYUY3Aoq1ayA23mUGf8SVYBNOrD5E3YT0\nI/RBi5WZw8jDDWZ6QhI2aHAO/p4PZit4ZvCHLgqe6VSgMk4c3YR0FFqgxcrMVrgTNd6feR0d\nietJEtDQKtaEU8AYYMTRn5k5BU1xAukmJCtXDbxYmVgOj+EGfCdHio5Kips2NhjWYYdE6r+J\nQJX86CERh1FnBq0PUTshVSqEFysTs2AacsTdD0N95OKytHSG3dghxc50ylMNPWQrxHlLmUCb\nbaedkK4VOcdjPHyAHRLt3sAXAVNNkDwK/PkPmqHHxBxDn4n5WH2Iugnph4rQTlyT/r2wCT0m\n1tOqLxXx52yhTlrLyA64DT3mSFiOHvMCaH2Imgnp4wShG5y3wB/oMXHNxDOQC3e53gZ37EoG\nRHirvASvo8e8wMOwCieQXkJKKu6sgmXHNSi5SMO4c+gxm6OOt0jPUbgRPSbuILAMvAXPocd8\nH55Aj3kBNNtAvYS02duXEWXcIKJJA7slNC0/QW/8oKgDlzIgYpzRVyIN4dE+BvUS0iZPSC8j\nxcuAkLZBbJOCtHwCI/CDoo4AzMADsAY9plBD+Gp5kALpJaRT+V0hCepAOQDt8INi1eH7MVuE\n4U8LOIof1KOrgJGvQg3h82NN+dFLSNbbjo4ewgqXgc1wF35Q5Lkr6XgS3sMPijomPQNNkG0D\nHYqVw4/pgTflRzMhWavaxOaaI2one4kIsy/kSWDpuE+E2dcjAk2ALy0oIGhtcfNF8foQdROS\nZVXNhxgsPULsJ39FNrtOixD7SZEmwLmrCwjaGv4WENVhNVofon5Cug6/7NHjx7boFUKW3SnX\nBD+ohxBDZIEmwP/CDQKi9oXvBUR1wOtD1E9IPUQ1JTg2o7gO7w6YA4EyUE6ERb9AE2B020CH\nx2CZgKgOk2EuUiT9hITfGubylrsgiDpI0gHJ89YHMTPIBZoAi3H5mwYzBUR1wPtl009IeB8S\n6WnuCgnbLcpuVsb8n5+Wv6G1gKgCTYDRbQMdPoDxAqI64PUh6ickfPsMlytcIeE/DWOO8U7P\nVrhDRFhxJsAThQzW3AT3CIjq0AztgVw/IeEtpKSnoyukW9ADD0cydMrMMhglImzNHCKi2ogZ\n9fy7gH80D7wlYv2EhG8x6LLZGeybiO9TMkXAc5fLTDG1UuJMgDsj2wa6nItrKCCqQ97LsCLp\nJyR801sPe1pduSX4cRcIa/t4HL8P0aYP/CgirGX3IaLaBqZSooyIqJb9u4bWh6ifkPDKnzLy\ngYjFb5EmwPcI6EO0RJoAC+hDtKkjqrRhJ/TACqWhkNAHg6QiaBlVnAnwjQL6EC2RJsA58fsQ\nbdqImnW/Cq+sk0pI/z7Z5f6fMv0RW0joo6pSEbSxJ8oEeHoRgGZIbWfpeE+UCbCIPkSbfvCd\nkLjW2/AsVigqIY2dcGBJpxMZ/4gtpNtgJ2a4i9wpqNREjAnwHHfcqwA3R2EmwKLcPUfBx0Li\nYvYh0gjpYLvDljVkSYY/WthCQmujz4io4kcxnXJl3eV6JJObtOyDTvhBbUT5Tb8CrwmJaz2I\n14dII6RN9vbg9Bcz/NHCFhL2gPkLiHpmFWICfMprFsa1hnUQZgL8hog+xBQWw+NC4mIaLNMI\naYV97rzH0//x9nbt2vVAFRKa1VhGRDWICTEBTnbHvQpw5RFnAiykDzGFr+FuIXEx5yHSCGm5\no54x6f84fMCAAT1RhYRmfpmBs7FXCYkryAT4LndizBYBoa9IFPPVLKQPMYU/4WYhcTHnIdII\naWPflP+8OiXDHy3sW7tfoBtmuAv8Jmo+iBgT4P+utXX0ioDIVktBJsBC+hAtu7ThSiFxMQ2W\naYR0qH3Ks8DQDzP80cIW0klBJsAbRdk6CTIBTr4N7t0tIrB1hyB3matF9CHalCwtJCzmJG2q\n5e9RU06u7nzM2rDrwh9dcIUkygR4kSijQVEmwHfBZiFxrZGwQkjc8kWFhLWsetmEjOndgTgP\nkUpIx8Z1HbzNsgbMvvBHF2QhCTIBflGU9a0oE+B2cEBIXEEmwOtvjc0noJTRpi0cFBH2cxiG\nFkvDEiFRJsCPCvocFmYCLOhzWNB38zxncURMzUR/+FZE2LcQ5yHqKCRBJsCingyEmQALejIQ\n87R4wvX2TPgFPXIKo2GpiLAT4R20WDoKaZgYE2BxA6tqCiltOBffQERYS8z65TpvA1lIPex0\neFVEWEyDZR2FJMgEuJag3RNRJsD7ob2AqDZJAnbUhAppCYwVEbYr4H1/6iikBWJMgMVZFdwu\npFPua3FWBQJqPFJv7fC9v1P4BgaICItpsKyjkMSYACfFCjPPEWMCLKzCTMx847mOkMTsMAj6\ncsY0WNZRSL8K6ZQTaOcmxgT4ZVE1z/bjooA6+PWloIWg5e/zYh4XMQ2WdRSSGBNggQajYkyA\nhXXh2J1ZIuYbN4w75YqBFQAAIABJREFUKyCqwyWlBARFNVjWUUhiTIAFWl6L0WhfUX2houYb\nlykpIKhL/Xj8LbUD46ApXkmTlkISYgI8VdwQBjF3ja3hLwFRHV6CWfhBkxPq4Qf1aI9f5LE4\nX8ojXbXfscJpKaQbRJgAjxA3FkjMOobAsUBC5hsfFDEP0QO/7HC/u8qIVrWqpZCEmACLHFQn\nZGVd4KA6IfONvxUxD9FjDGAvY0z39r2wfJq0FNJwEZ1y4vxFLesKASbAIken/i5ivvFSGI0f\n1GMG+oi4CZ6QsFZdtBTSFBGdciKHeYsQqbA+REuQSPF/2S/yJDRbixvxfVdHif9/TfQtu1NO\ngAmwGNMslz4C6mGF9SHaFC+LH3MMfIQf1OF8Z3wbmLNXOUIahxVPSyGtF2ACfEaQjaODCBNg\nYX2INiIWMu4S0+tg2cWXDrg+ufs7x0De8eewwmkppN0COuVExLyACBNgYX2INiKW1tuJ6b5L\noSHgrrB55KiGuDmlpZBOC+iUE9UP7rBIwGavmE1TDxGms/VF9SFaVV0hIW9THUE1WNZSSFZh\n/OcZccNXLDEmwCKeuy4gwga9pKjhK9YtrpB64UbFnYeop5AErLA9L2wcmCXGBFjkcr2IwRwC\nx4FtzWnrKO8u3KjLYSRiND2FJKBTbpiwAZWWGBNgEXtTFxAw3/gPcQMqrS/qAtTYiBx0FkxD\njKankARUIfQSYwThIcAEuIgYIwiXTXBvCEKmYRT+8MLxqCH1FJKAurjrRdTvXQC/U+5MjLA+\nRMsus22C/Z0v4EsuDbhfHw648xD1FJKASm1BZnke+CbAe8T1IVrW6koAiaNwtT9NREX5BXAf\naBxuRp2HqKeQBPQOCbJv9bgDvVNO5HL9bwWdVTDcGSyPiVyuR15ic7gyDm031tJVSPidcqcE\nGYp74JsACzIUdxjlLifjdp2K6bpN5Qi0xA5ZGrUPUU8h4XfKifGBuAC+CbAYHwiXXl7lM6rl\nvRAfiIvkwJ7zfD5bXcxwegoJv1NO1NAlD/zCOCGtJB7DXB0VQw0qzjbQoWJh5IAHcJ2J9BQS\nfqecsDGALvil2kKaGz22u9MAx6AGLSrMNtChccwp3ICbcb3yNBXSFYnIAYUNpnXBbx4S0m6f\nysJCKTrqg/msLdI20KEz7MYN+CGue6umQkKvjxE2Kt0Ff6xm9VzIAdNxdCx2daBA20CHIbAO\nN+AruH7imgoJvWLzNtiJGzAD6AYLQizJLvIt9McNuEFkdb1lT45YgBtwFO6EC02FhN4p1wz+\nww2YjpMjs0HlVzAftk8JMcm8yCFogxtwocDlepu34DncgP1wbQM1FRJ6p9xleXHjpae78/CO\n+Zv0C3RFjJaZ5Ox1cAOKmUh9kc/hYdyAbXB7GzUV0iLs0W/5quLGS8eX7nJydsTyNcHL9ZZV\nFnfx2xohcLneZifchhsQudteUyFhd8qJmpTu8oq3wYn4OCxotM1FrkKeQN5boG2gzXG4Djdg\n8bKo4TQV0j7k5eSfoTtqvPTM8YSEeNMteLnesjrCPtR4QpfrbZDvKbDXWTUVEnan3BcwFDVe\neg7kdXRUBdGzQPByvWUNgi9R44ldrrfQn3KxP6o1FRJ2p9xcmIwaLwPzE1N0VPBrxIiil+ut\np2AharyCQqvrLfR1V+yHB12FhNwpNxnmYYbLxK6hcDlqzabY5foU3oSpmOFOxQitrrfsWfc7\nMMO9h9ypo6uQkEeQD4XVmOEycz4brlmU2OX6FD6F4ZjhfoFumOF8QDbdwK6u11RImytCU8yd\n7O6AbEGTidIlUMMJXa632Q49McOtgQcxw/mAbAOF7Wagp5CWOg/vw/AC/g+wzNIj0TAWc+7j\nCezF3kz8h2tcOh+ewQznA7IhPPZyvZZCOlsCezm5Sn60UBG4BdCGv1n29mMPxGi+5LkMM9qz\nMBcznA/Ivfc3wD+Y4fQU0o/evswUtIj5UH9r/BgImL5rq4Uu1ztUzYcZ7SHRy/XYbjDYHqRZ\nQ0jo2+KZmQDvIUabJ3a53uY61LvdHqKX67H9ybCn/GgpJPRbux3YhVqZeQPVlOcZmI8YzRfc\nnSpcWfqC2jWNXl2vpZC8xQa8cl/00uHM4C4nPwhrEKP58jB8jhitqvCHUFxTCPTlej2FZG3u\nni0RcfkbvZklM9tQhyV0g18Qo/nyPLyFGC1vNcRg/qDaFKEv12sqJMtqgGnfNwnewQvmzzHU\n5eSmcBIxmi+oc26QF9N9QZ3pNA97uV5bISEayp59rTqMFDUE6wKoy8mVCyAG8wd1OXkH7vau\nL6gznSZjL9drK6R74SukSKedsbvXo3rm+IC6nJz7csRg/qAuJ3+OuXsegZcxZzoNhS/wgtlo\nK6QnYRFSJM+gV/TO+3WIZab/wvVosSKB6p/1FjyPFywCi/FGkAuoGdNWSHjLyXVcITVBCheJ\n2xCrk3FXLiKA2amC7vHjw9dwN16w/8EJvGA22grpE7Tl5GqukK5EChcJzOpkCcv1uMvJQ2At\nWqxI/Ak34QVDrxnTVkh41ck9XSGJnCdnMwWxOnkOYnVURFojLid3wfZB9eF8fAO8YOgPodoK\n6T9ohhRpnzMNqMQhpHCRwDR2exreRYsVkb6IRcHXYjtz+1HqErRQ+A+h2grJyovWkbOjMeTu\nthsrWiQwZzoNhvVosSIyCj5Gi1UJe1aEH4hbi/gPofoKqSpej+hr8DJarIhgummgO8b7gWl+\nnQt7epEfN8GfWKGQ+4MtnYXUDI5hhRoLS7BCReZsXCOkSKdfKxmD2ZMRgSV44xiOwo1YoaJw\nD6DZyyA7Vlg6C6knbMcK1R++xQoVheJlceIcrGw/0wn2h7TsAUF3YYX6EfpghYrC47AYKxS2\nh5LOQkIcWdcGRK802NTJhlOGdIu7yohp7uXLQWiHFWolPIoVKgozYRpWqEGwASuUh75CQrR5\nQbZ5jkBbOIgR5ky8K6QRGMGikZyANkR1NryIFSoKy+AxrFCdYC9WKA99hYToo48+vMiXu2Az\nRph/vPZg7FmamSmDZnyE2x4cia1wB1aoa2LOYIXy0FdIX6FtoSI3KUcCa0mjrCsk1HlyvjRC\nMz66D9WwIhKHoSVWqPJFsSKloq+Q/oCbkSLths5IkaLyGryCEmeho6O62B+ZmekAvyFF6ogW\nKSo5rkAKlJxYCynSBfQV0jm0ipA1MAQpUlQ+hlE4gd4tArl6H8CJFQ084yPsGTERqFAEKdDf\n0Bop0gX0FZJ1CVZFCHo3pD/fw51IkfpJWa63nkR7silXHClQdK6JOY0T6HvoixPoIhoLCa0i\nRIIljw3eLXxr3KmMkcDqVPnrmbhL0GoOotEZ9uAEQrt5uIjGQkJrNpdR42+Ddgt/BaZfTmQ+\nwVliX28XBedZjhEqgMFYMxEF1IxpLCS0ZnMplWspVMCq3CxcESlQdLZBb4QoZ8o5iyNFBQ/s\ns3kaq31wHF6NRCoaCwmt2Rzt1jqAxki9BKdirkWJEwROL8E6b9/rA4RYAaA1tN+NXzeisZBm\nYzWboy32BNAFfkWJ8wt0RYkTCEp32zJPSKhDV/xBaxy+Ga+OPBWNhYR0C28lZ6+NEicQrGex\nVeId9F0qY/Rb/x7rCmkrQqwA0JynG8Sje0ppLCSs5qtD0AYlTiBYq4MSfGFdcKZGDXV0hFa9\nE4XjWF3Tl5TCiZMGjYWE5V26GfqjxAkEa+LzUzIazW26w88IUZKeyg5FRkloNbesvDgmnKju\nDx4aCwnLu/RDvAa26KxG8pO+D75EiRMI1lAj7FlDEUGarIvqR+Shs5CQms1RHTqjgbVIgFcD\nF8Bz8DZKnAKXooQJBmfW+4Zu0AB1BL2NzkJCajYfCTI2Cy28mTtXxmGOo43COzAJI8xx+B9G\nGAJQTDifth/pCuFOkNVbSEjN5n3gB4wwBBTEmQKHaDsVnXU41bzbxY9x88CY6fRDorM4Uo8/\nm3ToLCSkZvMb4ChGGAJq5MCIglf2HgRSfwmeKW4QGDOdJnr7Xsg7SToLCanZvLqsR2HrRjiC\nEAWvESuI0zGNMcLgTv2MxgIET5ixnpCQJ7npLCSkZvP8lTGikIBzE/mlhC5zj8IoY1kfh/cx\nwgSz+wbI3ZW3esQdqwpFkbdkdRYSTrP5CWmPwkjLGgthAkIUInDKzAeIdzxyOFDMUQDnPVly\nO0dI2CMcdRYSzj2OhInmqUxDWWh/XkbZmktLOIwQpS1IaOe1bHcZB972yROjYmMboTuG6iyk\nc3EYo1ikjEhxWQyPI0TBHTcelTtRKuTqJAifK+pQ1xUStzvyMbT5DGnQWUg4zeb47rQR+QYG\nIETBKdwhAmcsK+bEsmhc7QqJe03zR7gdI530aC2k+hjN5nI81xz2Q3uEKE3ETzRPBaXoA2nt\nL5gnXCFxD8BcBiMx0kmP1kJCGT+A55UTyPlsGNt8lQohBCEDZSyrtPappMa2jq7m9il7Fck3\nLR1aC+ke2MQf5Gb4nT8IIaUxvEtzyBiR4oJyL/qFrPYp69zM2nAvf/nUaPgIIZkMaC2kJzA2\nKBDHUwXSEMG79G9ohZAJGfuhGX/C0tqnLHvvF+GB9074nj9IRrQWEoo3O5o9HgG3IHz7bYF+\nCJkQsbURQF5uzz9p7VMW0hJsC5QClAxoLSSMZnN5lWsWzvPYRzAGIRMSjpRxHt6nc4aR1j6V\nws/QjT/I5bn4Y2RCayFhNJv/DrfwJ0IKhncp5kTK6ExyV8FKcobB+BomBcVgKV8V/hiZ0FpI\nGM3meEMtCMAo38SckRyd/l75JmeznLT2KZsi/HtW/4nYj9VbSBjN5u/Jq1zDmfF7hww/HodH\nXR3l5qxLKInvJBKZ2vxVFD+i+GJmRG8hITSbT4U3ERIhBONetIW09qmfcjhC4vzGPhvXECcd\nItrx1/UtFzKnU28hITSbD4PPMDIhA+NeVMijsD9v5k7RUQvOOoq90BEnGyIQthYFGH9bugsJ\nodm8B+zEyIQQhHvR/CIehSPw52NwK2+MdXA/RiqEICznjEaarJgevYWE0GyOY4JIyOHi2Wef\n4AtxHK7DyYWIfdCBN8R8hK5Vct6EKbwh+sJ3GJlkQG8hITSbo9jyErKqUMqtUmm+Ltnt0BMp\nGxIQdtmegbkYmRCCYOd8I0oTVkb0FtJ7/M3mKEbxZBwr6Ty8V+daV8JY+KOgFHd14BBYg5EI\nIQgVsmI8PPQW0kZu+4Kj0AIlExLe9/ZlvuEJgjaDg4xGsbzF1LdKmj7lcpp/Qr2Yh1C9hcRf\nliCkiSsCszwhfcITBG0qFBm3co+iuTpG/Pz1NBQtxxngPzEPoXoLib/ZfLmIJq4IfOnqKJZr\nYufdGK0j5DwAqzkjlJUziDmVutk4d2R/QhpykgG9hcS/ay5m0yACNztCGsQVoz3sR8qGiOd4\nLRfPJ2B7lkanPW+z5woh+7G6C4m72XwsfIiTCQn/DEiAuEf45mxyf+LSwe39JWKyQzTu5S2w\nfw2m4WSSHs2FxN1s3h++xcmEjLM5qnNGKF4WIQ1yNsE9fAGkFgVbtgXHQr4AY4Tsx2oupHeL\nwCUjuXY428AhrGSIqMJZHZgUexVOIoQcgLZ8ARB2KKjg7sftC1twMkmP1kKa7TxzcN061E7A\n8BIlpznw/V3s4a/ZoSI5ey2+AFNkFgVbtkME5zS3loA+G8lGZyElFXCXwXh8gGV5rqXSh7MJ\nYi0MDj4JkwqcnkUS7SwdfuWdoCFovKDOQtrh7cs8wR7iTOzVePmQMIrToQZp9hc5TYCvOFBu\nUTDCv6ig8YI6C2mfJySOm2KkCUDk8C63PwPzkDIhpAfnEDxeIVJTvAzX5aKKgnUWklXH0VEi\nx7/0WpyZdOSsgEe4rpdbuWbZBfZchRhWRXl2li714rl2RLYJKgrWWkg/2NXUXE5m84DbbYoO\n3jGQnaVWrqXwEsziuTw58QqkREi5GbgqR1ZyftJFQmshWYefLBjLVTEj/U7pBDThuv7qGL79\nXGo+hLE8lx+C1liZEDKQz/1rppj9WM2FxGs4/GEDubXUFvcQvHLFkPIgZQv05bl8M/THyoSQ\np2EBz+WiSl10F9IgWMd87dlW9p0h1+8JPXw2N8nZ66BlQsZhuJHn8sV8X2gMvA3P8lzeT1Cp\ni+5C4um/HO8u+sndMOQrqjwA7dAyIYSv8/EllCGFNKyBB3gubyVmP1Z7IS2Ap5ivvcIVUhvE\ndILhu4X/GmVUGRVV8/Bc/QiswEqEkN18tR81UMbmZkZ3IX3FUVRZzhWSpDFYHny38DjDM6m4\nHv7huLo3/IiWCRlJsY14Li9YCSuR9OgupP0cRZVtXCFxljdTMpdrwf1FeB0tE0L4ipqa8zsP\n0lKiNMfFx0XNuNddSDz7FN85TqKF5Vm82/DZvI3g3B5lYBQs5bi6aj60REhpwOM1LsykSXch\nWZcWYL92dUWIayZgqFQ0fuOymegF29AyIYRvEGQeeSZNqdwCv7FfvBJhUpAv2gupGU9fwgSY\nj5cJGeey1We/+LfaQjzXosJlhS3TpCmVQbCB/eJZ8BJeJmnRXki3A4fhomQnEYcyzFuqSX1T\n7kSrShsd7cFlBrIV7kBLhJSJ8A77xeNgMV4madFeSFx9Ca0l98faXBNzivHKh925X3+hphMI\nlz3VxzAKLRFSuOonhVkPaC8kLq+K6jnk9sfadIOf2S48k8tdZeQ2t6YkP0eDzgzuwZn0cPU+\ntgZBn1PaC2klj4VvXomTHVJ5mHWOzJ9e+xXXxj0DNTk+bcZw9jGysBc6sV98haD9WP2FtAN6\nMF97BG5AzISQF1i3gk7n4O5jZILn/vdOIZMdosM12UzUfiydkP59ssv9P7l/fL5tCqn1pCKF\ndCqGvTLhW9kVqzbsZZyDHR0VPYiaTjB3cZiVi5nsEEDJS5gvPSFqP5ZOSGMnHFjSye0sHvbe\n3r17U5uMRQrJKlqW+dL35Rfc8PQlnO6eoqPyvBbC1IyH95mvFTPZIQCO6c87OPsuI0MjpIPt\nUj5+hrj2er12pXlBqJDqxzP/tcm2inLg6UtoBe+wLvmx8wZ7D/LJPGKcRKLTEfaxXvqJsKE5\nNELaZO8ZTH/R/uPptmNu7XfBsVKokDqw/7XxO8SzkLsa86VXxiUhJkLI5/AQ24X/9o2FmDt5\nSl7ZuJ+9R+11eBEzkzTQCGmFfe48525pT7vFh9d2Wp/yp6ULFy7sI1JIg2Et66UdYS9mJoRc\nlpv50mJ8Djls7GKd3XWr80wncxSzyyT2epVx8AFmJmmgEdJyR0hjnD/bbaDTx6f8p2XdunW7\niRTSZPZ5CfV5yhuZaQFHGK88ybGwwg7r7K4fvOV66et289m9/+6CzZiZpIFUSJ906DBso/0U\n/erF/cKl9o7Hzz/99FM/kUJayG4ureQDnmNJeDvHUj8HxcoyXbbIExJHwQ4b69kL7NuAqDVR\nmm+kQ+1T7oeHOt4Rq+zPhNdSSzWEPiNtgrsZr1TzAW+NYbbXWCZmdE8QdbMxOcWt8YS0Cjuf\nIDhGsQvbj6Vb/h415eTqzsesDbus325acPirzqkl/0KFdJC5V1zRB/ws5gfal2EGaiaE3MTm\nFJdUzdFRVamTL23OxTPPcSxUETORtFAJ6di4roNTxDNgtmVtfaDTvetTjwsVUnKOGoxXLhfk\nBRjApzCM8crhsBI1E0LuY7SZ+L58io7KyS9tsEqVZLzwBDRFTSQN2pcIWVZl1pFDKioqU9gJ\n3RmvZK535YO5L+FUkdzvnsTNhYiGsYy7BOtYFyiDCYGQmrO6czzKNRCGmdPMj2ZXMXdgcMHc\nl3A2vgFuJoR0gj0sl21vDBA/UtBk0RAI6Q5g7Ba/TX7ftgNzUVNJ1lsWPphtJn6VPBUtlSFM\nW4v/VeYdEhSNEAhpNOvQz2vhOG4mhNRjWwWzzkgee5kK8yrYp6w1EZxMZnINfdVdZMwjpngk\nBEJiXgUrVwQ3EVJuZnTn+FncHXxUzsYxroLNFGWAEMA78DTDVcO85XrmirOohEBIrKtg57LV\nQ86EkEGwPvgkH7h6GHkoVYLtupFcTl7MbL8a4q+n7xif7Ooom5jblBAI6WfoxnTdXvZ9Oz4m\nMc6SmcE57Y+ZRrFse0FqHkL/LOLcoVEvcO7L5wgpq/rasdeCrZE9rS+Vd2Ai03WPwjLkTAi5\nlXG62TUxksdeOtztfrPQ95t/aM+t+5+g39UQCInVo3aO9KZtjw1wH9N1qlYZmdtNShdHToSI\nq1whMXRCbYWawvpqwiCkBmxdOjydn1z8ATcxXddYyQd8Cs+xFdif4bOzZ+V6V0i16a9czeM/\nFEAYhNSRbf+tn7CS+QDOJ7BNC2O3luRkIUxguUzRKuM0V0jj6K+cLdDqLAxCYrzzaKHCmMOh\nPNO6exLrKjQ3jLNzVqhZZUzuYOuoGcNdCvOOJAFhENJzMIflsqrsnaqcXAss92iq6gRs4/+G\nLCM7pnPZ73OwuAXcztIO0UvgMKcwCOk9trKOXPIHJXj0gB0MV32mqE7AWlsp5RN+AH0z8Qg1\ntYwW88OOyIfQMAjpG7iL4apD0Ao9E0JGMLVDsPcx8XGgqPPMQd9T2A12CkiHhN+hPctlpQSu\nMoZBSH8xSULBONZUpjFNKB4l8A4+GpO8GjTqryRFxeqWPX6uJsNVQlcZwyAkKyfLTRqH1wMv\nS2A0w1W3c82gZGeQV4NGbVzM4XjKC9Pz707GEhkiQiEkpsHbbCXCKHzPNDXof/LHsTo87eoo\nN+030inGihMMWrGYmCwT2TEdCiHdwGJwNYjdRpCXf+B6hqvKF0ZPhIg/CzlCepj2OkWWGA73\nsHTHT4NX8TNJJRRCuhO20F90E8idwpyWvFXprzmXrS5+IkR8XjZFR72p61Y/VuN55DAJ3qa/\n6CHWgTskhEJIY1nmFdZOENRUHMy6/LF9qCc8KCtWT7lJWwTN6a8S+gEfwHss4xE6MdbmEhEK\nIb0OL9BfVLACfiJkzHBulWhbKVarKlZPIZllOedh+AQ/E0K2sDyF1mUfxxBMKITEslX5n7BJ\nOEEczOkIKR/l0sEb8LyYfEi4nGFqX2f4RUAmZBxjGXwr9KM1FEL6BbpQX/Mjz7BuLt7zlpMp\nN2XF+bsT0I7BI1LJ6IxUipSlvuRfnqnTgYRCSCw7aUvhMQGZkLDAExJllx7TigoW9zPUBatx\nVvdgaK1huh0kJhRCskqWor5kGrwmIBES9mVzdJRIWXvObN+HwVT6wbcnY64VkQkhnWFX8Enp\neQ/Gi8jEIxxCakj/+TNM3aPweEdItOsjlfILSYaMj2Ak7SXq7p1thsMK2kueYVkyJyYcQroO\nptO+RVc19r8OC5rH5qStm0tOrCUkFzK209ssL4FRAhIhZTq9Ucy9sEFEJh5hENI/zVI+4ItT\nPrurq6i0qZuNdqX1D7aCZiROxzWkveQFmCUgEVI+oa/EaC1sNpJNGITUw7lVKrSf6iJWrzYc\n6JeG18EgIZkQUoa6qfdB+FxAHqT8Su8iVC2XqNlINiEQ0rF4dxWMavZ2Ev1HLCaPUPe8vQWT\nhWRCSFOg/TdkdNJA4iy1+yfTpjM5IRDSr95yMlXprrq+bQf6Jr0nYaGQTAi5E2itS+uJrBMI\npkJBygv2Mw+sIyIEQjrlVgrQ3ZIzz7zHYTU8QHlFf6CuzsPkCWodFyovJBFSmsNRugvWM7oN\nEhICIVkjHR1VofJsZirPw4N+6UCd55HDPFpf+mPKSrBc+tKarc2BZ8Vk4hIGIZ19MBtAo+00\nl/zXDxaJSoeEZGrnFabmRTw20fpifA99xGRCyBPwLt0F48T6hYZBSCkff+2BalTplDwAxVhn\ni6NQM5GuiSM5J+ukXByO0vYifgBjxWRCCPVXaB+6XyFawiEkawLV549bNppTjQWCyy2UY3gO\niH0UDqYAZWn08/CGmEQI+YrW20ZwJ39IhLSQytruSnd1oq+wdIIZSrnL8iXcKyYRUurG01Vh\nDWY03sfiL7iR7oJyYjv5QyKk7+F2irOLuUJqJiydYF6BGVTnz2caQocIbRXozYIm3xGTj24c\nRVJ8fUGJuIRESCdjaRxraoHIkVJEfEI5ZvApeEdQJoTQVoEq7OR3qZVANan3F8EbiyERklWK\nZlLDdFdIylyEUtgDHanOvxu+EpQJITNgGtX5+SsJSoQUyq9E2k82WsIipP9Rdes8GAeQe7qw\nZAg4T1fMvaeBQs8jh8/gQZrT/2GxS0HlAVhFc/oMwY7/YRFSP7qN/57wlMhSXwIuy01eInmq\nZ8r3Z7WvBWYTzF64heb0b5Uu5di8QOcLPYK+gYmKsAhpIp0rzw1q6wRSaAMHiM+9z7kTLU1Z\n84LL+exX0Jy+SGi7KQlL6XoRuwjuTwuLkN6nm9BWVpFr6UXuh7Wkp57I7j7TKZo25FGFyk57\nMtu0TEQojV6vjD0tKhOHsAjpR6o1uJOxVwnLhJAXyF0QmMrb0aGz01ZoCO1xms4RR7RVS1iE\ndDqO5q+NbttJCB+T33kcT3CFRN08jQpdJ3Y7+FNYJoRQTTs6HtNEVB4uYRES3c3au+pGuqRC\nM6n4bkdHl6h9rJtMNWC0ZqLIdlMiqObvbYXe4jKxCY2QmtNMpBivtkvO5mw28p30k11SdHQp\nw3wFTD6AMcTnHpqSUIxhQAguveAH8pMXU/yvYyI0QhpAs2PZS9HMrrRUpLHXqpywlnoaBDI/\nkNtrfV4gRfhFNgpMhoTRNKMVnoc3xWViExohUS0TNYpVaSHkQtOpdy6Rau1ZCCeJ54YdL+nc\nipZXLP034DnykykWUdkIjZCoxkkqboN2uAfIP7J/hs4CMyGkJKnv0lJvlXGN0HQCWUvju8Ri\nbk5FaIS0g8LC8G9oITATQp6l+ApdosyoPA3ED+/zPCEp7Zy0rD+hLfnJtI2W1IRGSEnxDYjP\nXSfW54IMmsfbScq3Ny2Kh/cfPCGptOOy7Kbi6uQn52GYoUhFaIRkVSxAfOosOg88MfxEsYXc\nV62FkMtY4rlTAj9ZAAAUnUlEQVQyvR0dKf+wqpaTeAn+L2gpMhMrTEK6Ef4mPZXBYR2f07FX\nE5/bOOY/gZkQMofYovLksBgoPEZsyQ0BrUnLGQ/1yQMFKb1SaAmPkAaS77x3UH3X4VCGvIW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jeZTOdnvU3IMkroJvij14nZvvGuJkGrEP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\nBaI9/dMQOcwVAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "#ploting the time series\n", "plot_ts(x = 1:length(dataset$serie), y = dataset$serie)" ] }, { "cell_type": "code", "execution_count": 5, "id": "e0c8a397", "metadata": {}, "outputs": [], "source": [ "# establishing kmeans method \n", " model <- hanct_kmeans(3)" ] }, { "cell_type": "code", "execution_count": 6, "id": "9d0079cf", "metadata": {}, "outputs": [], "source": [ "# fitting the model\n", " model <- fit(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 7, "id": "863506fd", "metadata": {}, "outputs": [], "source": [ "# making detections of discords using kmeans\n", " detection <- detect(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 8, "id": "1241ed10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " idx event type seq seqlen\n", "1 51 TRUE discord 3 3\n" ] } ], "source": [ "# filtering detected events\n", " print(detection |> dplyr::filter(event==TRUE))" ] }, { "cell_type": "code", "execution_count": 9, "id": "10456892", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " event \n", "detection TRUE FALSE\n", "TRUE 0 1 \n", "FALSE 1 99 \n" ] } ], "source": [ "# evaluating the detections\n", " evaluation <- evaluate(model, detection$event, dataset$event)\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 10, "id": "075f7d2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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jvYRdxyyy3FxcVElJOTw5bCgVqIGOwi5syZEw6H0ctXqU8++USv14vSsSstLcX6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BbmAIduqRm5trNBoR7ICoa47diBEjlN7V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\nhgULFtTV1f373/+O7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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# ploting the results\n", " grf <- har_plot(model, dataset$serie, detection, dataset$event)\n", " plot(grf)" ] }, { "cell_type": "code", "execution_count": null, "id": "07c53f34", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "4.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }