{ "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 simple time series\n", "dataset <- examples_anomalies$simple\n", "head(dataset)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b744a3ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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ni+3EwoOT8v5RZN7VQjNnL/5Fh4aBPSvkKukAoGldfLZzTtvNWM1DpyM6GEepTH\na/CE3EzoyCgQf6JLNuyVOVL4CO5nvkebkD7wd8EW8v9YJG6CHymvrF5QaiK0nF2Y8sLVcIfU\nRCihb+5hrxWVwgswjfkebUJ6zxdS3PleSqibh9Zu/hojhrEfTWpAeSVVw6J8PqI+3pzKfn4j\ng/s4+gu1CWl7HldHef7m/7E4pOejXXiQu+ArmZlQ8j10pb20aBWZidDyHHXFH8+aSgKtOU4L\n9W02POEKSX8F+DfQnvbS8UbYU9NujkSon2zCbJd74VPKK7eYYX5ybj72nlON299vXZ6Ybx7/\nD8XhizoAhd6kvHg+/a+wROh6Elw6UO47y+V6qnYvh/Q0E7Zz0tNqs9+kUUiEnJequ9t8cxH3\nczHe4PocrDPCZ7krxBvYlQszRhWcQ7s5QkhNmiIT2XB9LmoVUivQ/YTUz9vxaEJ39QEjRjI3\nSKI2B5pGY0Yhm+Mp9N2F+n8jiNPKxfGkplVI9zDOoMHnKk9ItG4MlO0AcmGwfP0Y7pOYCCU/\nB46gyYb+cUoiz3PsfusV0tPaCxu6eEKiHRfaIEn/w/t2uJ762i0m1AYuYOgsngwGGIgNZJtn\n7qFVSO9QtEzLZYknpMcoL+8Ev0lNh4blDCXS6XkNeHgfD3Oor10CwyRmQklrnoE4WoW0AXrw\n/1AcRqdEdHQjbbfeUP0P71vvpOxJcKlWQF4mtPQG+tLk301w/ufa8dAqJBMe3mfAlfSnrNR1\n19IYnAegEP1p1jXwj8Rk6GgG9L8eJw0Y1ZvOVVKpVUikOF2rp0yYniy59nMwed5diaato72+\nL9OMHzmULc1wcdVC0vKgZTP9CX0O9ArpgmTtfQlDYRn9xX9AB3mZ0FDTe6brTXv904HjVKRz\nMKEpw9XX6i9n/BCGcNylV0gd9Puf3AS/0F98gqqZViKFPSFRGymy7JhJgu0Uu5/+j1D60sCc\n6BUSh8kENo0SWWafnFVMWiJUnOcJic5LhDjdv9QFrrJgc9SdAC9Ly4QSrt1vzUKaAjP4fyoO\npZncsa+AfbISocIzBctHPbP4SCJl0YY8RjF1yrwPw2UlQgtfdYVeIX2gfWbokQQqu+JMesEa\nWZnQMToPQJl36a8ve6a8XKj4vRmdXbHPz9BFWiqU1OCq99MrpJ/ofEckwpgBlVmwVAbB01T2\nvz6XgFb/sIOOl/+51JuMhBzXPn8uPfV8ntv0Ckn/ymMxPMhy+RvaG6huBep1nQOdu7E0erpL\n0coMvx9nUU0Gkcgmrt1vzUIiZcrw/1QUGAsUV0MfWZlQchmbVx21s4sU/k32Nkdm0t9yZeC0\nWcksg6E8t2kWUpMEKhdreTDaTe+hdLGWR2W2uYFzYLykRGjY6BtzjKK/5U5YLS8fGp7j2wDT\nLKQu8BP/j8WA6RgpQpFzJCVCyUnGk6xVcKekTGjYl8T8ifQkQ4mrFDg7OTQLidbMVhqNmY6R\nCKmbonccBat34W64SlImVPRwdVSJ4ffjXZaPLxm05JtwqllIM3S3cJYpy3Z9W9giJxFKPqP1\n/c6EoQ1QAgc7RHRUcy3DHT/oHuR4TgGubnfNQuKY6ITKUdZtQx7LM0xmwzNsN9RN0VvOeBks\nYWqGZP4XQeXgwEKQPIane1OzkDZprgJlPv+brLkWYwyro6bucW7nsQ52qKBzFk1ndynK05+v\nWUgnKAbdy4S5I/MDtnMndHoCw+mmw/0s1e0SYB6wfDlD+xI233h7I4kcNUKahUQq6z1/Y/bI\nZXHykMFVsIftBs29iP8yuyb30uh/4s835Xnv0S0klvZJCTBPLT2W2FBOJpRUY/XxpzfelsIG\nVivAN4sANGLZncDkbV9IX7PfqltI3fXOwmI9RiKkvNZxkhn5ajHesVmvC/B7jLvZy9xf5JIc\n7iMY/HuG++OrcRxx6BbSaGAoZcaH9RjJGSepswr0HwYvLo+TebhqMLF4luUwNsJFwP24j8FS\np3PyDJ4PRN1Cmg1P8/9ccViPkZxxkjqrQFezFyrodUG4n7F1swhjCzA2O4rmf57rt1m3kFbC\nPfw/VxiOQwu2PjVs3mSvPr9aqwtCZ0Yb/7M8IWnr6z3B28ahW0h/QSv+nysMRxuZ3o/QJ+AN\n1lvugi9lZEJJo8RjTNcP5942w4HPQojoF1JGKvsAaTw4jD0/h34yMqGkL/uos6fgVRmZUFKW\nsU/meKuIjFL0GfB+Bvfy3ahbSOz7uZi8wD5qkcV6Gx+OispHoMlcbbNSjiU2Yr1leROd49xe\n5V1waBfS1bCb/2ZRmI+RImNMAk8AACAASURBVFCP6JZBbeaJUnc4K6WmrHuTWPBYEHMsX/EY\nSz/FLTfahdSH5/QLC/ZjJEJq6ZyOVrgq4w1ves8cPJaHGCznOA5+Q2cv4p28v47ahfQ40A6e\nlAD7MZKzutI3C2sfc8FNB09IuoYyz4Rnme/5QudG7vW8ZunahTQXxvHfLAr7MZIzHe0z/EQo\nWc88e/NqT0glpaQTzChYwHzPVrhBQiaU1MnLud7QLqSv4Q7+mwXh6n15RqMX6LvMA6UGe0K6\nQko6wdzOUQF2MkVjR0BRXisB7ULS2QvN5Uao0057ArMn/q4y7vgKXbaWLXicaSuWwk+Ekv+g\nOeed2oVECrE2rODBNR/ue4290BzGHD9fnwJVeMysUajGU590SQKLBSYq38NtnHfqF1Lt1HSB\nu4XgOEYiJydAvnb0I+hwacfjGDEfHsHPhJJ8PMftN8Gv6IlQsojbely/kLgmduLAc4zUTWcJ\nC9c8qTX6nkL/4ao+HQIfoWdCyQtcI10c9AupP6wUuFsIjmOkFd7De0U9Z0klK3LctFNfLfXX\nXK56kxlbLxB5EJZw3qlfSBon4nAcI43xeyg3y8gniEMJl3LclcE1ExWFt2Asx10L9Fnb3Qob\nOe/ULySNf20czuOP+kLaKiGdQH6EW3huO1vbdDS+gtl10BM9E0qawUHOO/UL6VvoLnC3CDzH\nSKs8HdWQkE4wnOOkmmlr6u0Pn3PctQeuRs+EkrPYnNVzoF9I/0EzgbtF4DpGutc9l1mFnw0F\nz/M9CneFH7EzoaQt3ye3trrg9Dz1eG/VLyRSopLI3QJwHSORt66EGmxdn2gwTWDPZpi2Prn6\nfE7pNQpgJ0LJ39Ca91btQsqYmQ9qT9HiTM9zjER0rjx4itWJM6jkRexMKCnJ9x55pa5JvV/B\n3by3aheS9/Q+iD8APzzHSA4FWC2xsOCcJrUQRmJnQsfhhKZc9/FU6KHAYYmRiW4h/ZPiPb1z\nvdUKwvkGT6oVRk6ElrKluW5jNmnEgnOXkYyEhciZUDIeXue9VbeQlvjbyTqmS/F0Izk0Z5s+\nicbxJD6X17266oL5HkIJeRGmIGdCCd8uo4tuIX3iC0nHpFOebiSHbtyndmLw9G276NoFY3ZW\n9/mQb4yrODfANt5bdQvpsGcSW5jRGh4D7kk8/HUkYnwM9/PdWF2TwcyDsJjrvp/hZuRMKLmA\nfx6jbiGRxWkRHeXV0W7OdYzk8LymGUncK54W8C9uJpTwHmAd4dykEKYU/0mMdiGR34ckl9By\nYMi7gte2CzYc3ue7sTt8h5sJJU15C25KVMZNhJIjXLWMHvqFREi1IkK387FvYHm4lG9FvEFT\nLVg3+J7vxuGwCDcTSirzFtzUy6OlR01kSWmCkHTsgh2s7jyaleIyBNJ1ItuM9+9pOryAmwkd\n6Xnqc97ZWo9T0zJ4gPteJiHtH9u5v79hNaFlhMy9QkEh3aqhFsz3mOY759B0InsW73TDJXrm\ndfLbAd3N7syMwYvwHPe9TEIaNW7Hwg6H3C+HzN+yZcsh//uCQnpAQy3YFZ6Q+NbiVXWsRSNv\n8HU57/wBuqFmQsnn3AZ1mswOR8J73PeyCOmfVnsIudc7dL71txwvCAppCrwkdD8PV3lCOpvr\nZj0nstugDeedB7i9cYR4DZ5UfqcQIqVJLEL6ukfkj6mTnS+PthzZsVdWHYegkNjd2sQZ7wmJ\npxNapI9ShJXQn/fWIqxOxyiMg3mcd37O//+qCCLHBCxCWupc+/oY58vNrRbsWdnhi8hXi956\n663uYkLS4c5xvLH7gcT3F/cgZ7WrGNyDEgiplQ8zEVq4fbTJn3oG33KZh/mwCGmJKyTvDMXZ\nnpzq2DxdU79+/ZvEhMQ+GBWB4wOhwhjOzlE9J7KPwnzeW6/RMvKD20ebnEy+EDUTSpgnXeeA\nRUirnOOT6ROz/nvRwMgfv27cuLGXmJAyUnXMC57PZczhouNE9tjUGvx7Sr1gHWYulJzHP7ej\nwpmYiVCyC67lv5lFSDtbR1ZCg9yNjRXO5I0ZmU+Egs9IAp3yAkxitv/NYr36E9l/azlL0bs4\n7x7N4WUvDvMMmmyaJGiY6CT0iMG0/T184uFPOx0gX/5GtraZu2d1p8zjH1EhXarDo3YI47zt\nHOyBazAzoeF2b3OEUw8zYTJuOjTsZ55Bk82N8FvwRdi8LWJJyySkA6NvHBART59ZhHw3sEPf\nLzK/LyokLR61Nws0E+ZXfiJbwhMSpzP1RzomjW2AHtz3DobleInQwj6iIAcmlAhF/tpWiAXg\n4XJuCzMdJ7JpnpA68t39C2+huwjvCTxJToJZiJlQMkjk19AIIU2A2WIBeDinKP+96k9kG3tC\n4hzKJlLWzM2zAs7D78IYxEwo6Qib+G82Qkhv6Zjal59nUIKP+hPZr1IdHVXj/RDV0ZcwmP8h\nlKyF3oiZUNIo8Rj/zUYIaRW/CxI3e0VKuIepP5H99BwocCv33I66GvoSOgO//d9u9ds5hJTl\ntB5wMUJIf2mYGvqtiLWODqe44fAB/82tYDteJnTsqiXyBq9+O4ccT2okcLcRQkpPUX+Q/QH3\nSCmi50T2dviW/+a7uKt1ODncMxGgKf8edjX1NhN/8HrLuBghJFKBz7BNhGmcDjcuGk5kyTUg\nYBAzlr+8iI8+7t5IbS5DSwcNNhOfwH0Cd5shpMYiqwA+Roi0X+tYwtdOE7h5NkxAS4SGPUne\nLiNv+bcOm4lXhP6OzBBSB/WDu3rCeoG7RcobOSlRReBmsXdbdtb6doXcDsDcRi/8CBQFE1OE\ndK/68ZdCKyUNJ7JiFlVi6392/vaFxH0+OAOex8yHhjtgjcDdZgjpSX7PZV7OE1kpkcuVn8j+\nBjcJ3H0ssTFaJlS0cXVUnvtBZymvVxo/18IugbvNENLrMF4wAjPF+LrMfdT7tXwiNrHjzPJY\nidCxq6njiPEl9/0/cfrSCCDW/WiGkFbCgOCLUDkMl4ncrv5Edg48I3L7hUknsDKh5HKYLVDT\nf0js34eHQtVE7jZDSJuhg2AEVgTLONWfyD4Bc0Vu5xxCKUCjxOMitxc/CysROr6+HSpuErjf\nDCGJHSrzsJzXkN5DpLKZj/7wRfBFsblH7HYOBJtcFRc1veCOBl7OH8AMIZHSipfw5BWYGHxR\nbNZDL6xMKGkPf4rcPh7ewMqEDn6bVQ+1RU1bvTaVcvzrX0OEdGGS4imy4+AtkdvVn8gKrpTe\nUL2dswNaCd3fF1ROjp/lb9d/wx3BECHdANyFzXz0EzTFzSfQhMFFxTOEbud3PeVEtBHiMaVD\nHKf5QuJf/xoipLuVvv8QceWqPpEVXSltVe0U956Y6+cHZSHxUpHaEzY2eDrKz+nPRowRkuBK\ni50GgmvJy4H/75wH0ZXSyeQGSJlQ8rzQvuaXbh9jCe5BlMz0dYUkUE1hiJBUF1WSMuXE7ucd\nRsfLGugjFqCc4gL7h4Tmg17ufUL0Q0sniJOT0xIuFhlkbIiQVoid2zNzMukisQDDFE/QWCDq\nj666wF6ofYqc6QlJpfd/sXOEbjdESGKVZOwIPzKoPpGdIuAk4iLk7MHB1bBX4O7qnpAUHtML\nlrqYIiTVNjdfim5ivQejcDKhRPgTcCB8ipMJJWJFwaM8IYmstRj5TdCxzBAhkZJqK0Lm8XfK\neKxTfCLbTdS36Bl4FScTSsSKgk9c5+hoIFYyFAgWBRsjpLp5uQ3XeRD+tdotYrjOQQsIl+WZ\nWPtUhKUNRHxP2XmNf2iOiylCask9AoSLQfCJYATFJ7I1CwgG+BCuVtmFLP7QO0at8f94wWmb\npgipj1B7IjM3CZu0ixi1clBYqMafkNmFAfIMUPepL7pSciYjK+2RFW3SNkVIY+Bd4RgMXJrA\n7W/jo/ZE9qDgTvA694ATJiGlE4zoSomQxfAwSiaUdBbc1TRFSC+pHTxSRXgik9oT2Z+gq9D9\nnjsWCH6sMSC6UiLkO4FhFhxcIvjWaoqQPoQHhGPQk5FWWzTEA0pPZD8WnMvS2hOS6IMWPeJ2\nNoqHUJ1dXOx+U4T0o+BbLhu74DrREFPgJYREaHkZnhW6v58nJHUmYh3FDdbS6mAkouqnmSKk\ng3C5cAx6EE6B1J7IjhU8m/wpvyskdUOHLhafXal0IKrw558pQiJF+AeOsoPg3a32RLYvrBYL\n8H45gLzc06fZqVxSOIToUwsT34nMVHAwRkhiZkiMPA8zREOoPZEVb3w8+gj/FHd2MAbVd1JZ\nHSi8R2iMkK4Wcj5l5CFYLBpiR54z5gk1fzOB0Iq/AgZjZEIHwkMouRc+R8iEEuFTK2OEJFZ2\nz0h3+F4wwruFI48cNZU1nom2TxHHgOxmhEQowTCHeUJ4B52B0fCeWABjhDRcZDoEK1fCPrEA\nfxdxH95b4KQTiHD7FHEsFxVu57yPYFcmaInJhnBljTFCEppXxMq5+QUDvOCbZfyNkk4g26Ct\neJDC1cVj0DIVpgnHULoWbQ07xAIYI6QPVFaEFBXdIhzrC0l0hUjJaugrHqRGIfEYtIxEmMqi\ndC16YbKgH6UxQlJZESJauUbI256OUnmnjDMyH6MH4gqF1YE9YYNwDKVr0TKiDqXGCGkfXCUe\nhBLRyjVCTjR2hTQGJZ1gJmL05nSFn8WDUHIt7BYPUkRdaeDJpIaCEYwREil4LkIQOhAK+7Z3\nSoI8j6iyp74fPhYPMgQjCCV1UhE6NoR7sOgRfwg1R0jVCyMEoWMWRqn5r9BePAglN8Mv4kEm\n8M/PYwbFOeAKddPcVsPdghGMEdJ/NeHpneJhqHgE3hEPcjyxiXgQSpoBwsPYXFGfCnqOJVyM\nEOVW+AkhChVvC5d9mCKk78pGHjmKfigch4o7BczSsymlzq8FxSD5c3XT3DahjKwdCh8hRKFi\nsnA9ryFCSq/lPryfwT1zlInWKCNDzsd4DqCjAMbzI85vNxUr4V6EKJPU2Z8MA9H3cEOEtM4/\nl1HjAF4/BWOXQGwuOgv/wpUIUY4lXIIQhYo34EmEKAqNj4TdzkwR0nJfSNNFA1FRugJGlB7w\nHUYYCn6AbhhhSlbBiELD0ygzWb5S5/19lWjNmClC2p7oCUlsaBElxxMbY4QRs4lnYQk8hBGm\njpD5KQv3odi6/qluX1S4ZswUIUX+6h3UzPDZDB0xwqhrNkdyprpGyI6bhRvhd4QoJ3De8GgQ\nrhkzRkjHRhaBxLsxzqOCWYmzffUOPIIRhgLhGn8PdWtRcbczlzMqYUSh4DA0Ew1hipAinKlq\nIDPSPFWUSlIq7oC1GGHUrUWrCFry+NTLo2hf9FdBB31ilJAuQNlLC+a7dji7QSi9DVQg+Tmr\nW4uKu525XA+Kjug/Ee/YMEhIiuy/BzsPY70R3upOJjUSD0JFPZy3GGVrUSxLul6gaIosQg+h\nQULqDeswwgTwprc9+AJCqNIVEYLQcAbOD1K2FsVqiRmhqmta3BfWJCGp+Wu7zhOSaNW8A9IH\nRSBYVX3K1qJYtt0YfbZUIPisGCSkqUqOYy/yhCQ0BstH1RJ+C9IISPGmG0qwBklgOD9Q0Rn+\nEA1hkJAWKvEu7eoJ6XqEUKqW8GjVpmVQKjqCGQULUeKsg94ocQK5RNwX1iAhrYE+GGEC2Oia\n96auQgilyvjoTZztenX7olhPu/9AS5Q4gZwl7gtrkJC2Q2uMMEF8VBmgMsoB5wuKSgOfhtdw\nArVSNBYRa/81I299lDiBIPj1GySk9OQGGGECWSo60TwTVT76OJVrBO1gNxC0XZiKZ+LECWAP\ngv20QUIiZcXtRGmYCVNwAqlZi5JtTbFcv0YiPbsEgbRdT0ijxBNIkeLyraiDPjFLSMLeYnSI\njkjJYju0wQkUj/T+yQBlcB7GFJlwIlXXR2gHW5EixWUxDBeOYZKQWom6XdLRDzB2GoiitegT\n7iZjQdHZ0S7vwwiMMEFgbdc7/1RK+mpmIJzPmyQkRUv49vAnUiQVa9Fy3nb9UIxYiraTv4D+\nSJHGwXykSHHBqK43SUgYPrcUXJxwDCmSgrVoeoInJOHqZIedaraT58FjSJFEJ35SIuygT8wS\n0jQ1FSGVS2FFwjFRiY//iYQyqlrRdvIEeBUpkqIR3RjPFCYJSVFFSJr4MDkfjHeyIJ70npEw\nOk4JqVgaJUwAg2EFUqQfccwqgsA4qDZJSGvhDpQ48UEcOz8Kp3M1Lun3JgKU+wAnmJrt5C7w\nK1Kk/WomUGGY4ZgkpB3QCiVOfL7HG3sxHaUbI4j7YexhpFBqtpMvw/CF9UAx9AsCpZjXJCGl\np1yIEic+S+FBrFCLlGwn98XbA74ba+c/LlWKooWqihcqNtswTHdMEhIpVxYnTlxQHPQ91ivZ\nTm6Htl1PHsU6i47NiXElIPEuLMdcFNPzIFYJO+gTw4TUIFl4dncwaIUNqraTG6Nt15OZeG8i\nsXjY61JBci3Be9yKg7iDPjFMSCq2kzFPyzPyqNhOriRe458J4rI2BntTvO365TjhBsEnOIHi\n8Sy8LB7EKCGp2E4mHWELWqwKKraTU89DC/UD3IYWKzpf+d7Tk3DCoXWQxGMYLBMPYpSQVGwn\nkyZ4KyXSUMF28h64Gi3WPsRY0fnRFxLSTDMkC8L4dIMfxYMYJaTpKqqTK+OtlEhb2IYXLAbf\nYX6K5McxnItNRl1XR8V24YTDmQ8TQAtA+P01SkhKtpMRuiGz6Aur8YLFYCkMwwt2No4Fahw2\nOjVNBbH6nv6AzkiR4nAuxqxao4Skojp5L15hA9IMzQBmYRZuIplyx+PgBTDqb6xgRxMuxQoV\nG5Tp6UYJSYXZxffQHS/YS/AcXrAYjMWcvobgOxVIE3FLnmyKy5/phOCgTwwTUkbKBTiB4rAM\ncwd4CZITYjz6wRd4we6FlXjBYlC5BGKw2tJnOi28BqogtPIbJSRSvgxSoNggFjY4GwHizf5B\ndIDNeMGeEPfmDSQNb7uekKtlz3Qa6eyN5BUf02GWkC5Kkl7agNp0iWE/E0QTzMeaV8Xd4oPY\nizLwNpMeWMYvMdjo7daXET7GMEtIbQDtMTUW98CXeMEyUtF6m2JSpRhisBXi80uC2AhdEaPJ\nnun0nH/u9a1oILOEdCd8gxQpJh0xV0qI3bYxyVcLMdgvcDNitKh8BEMQoz0neabTZF9IwubT\nZglpNCxAihQTPMcGB8wyiejsQ10pHYLmiNGi8jJMxAu2rwOcjdaNFY0Nno5KHhcNZJaQMHyR\nAkCwec5BB8TCvej8ALdihitcAzNaNB6DuWix9lR0fsvrI26nn8ZAV0jiz81mCekDBKe+ADAL\nG5CfuKLyIY4TVyY1CmFGi0Z/8VlDWdzhfV6MQQt4Ohmz8yW1RThgMEtI66EXUqRY7IOrMMPJ\nN157BSZghmsO/2GGi0JnwDFqcajqCelytIDRKIjyIW2WkHaizC2Kx0ZcXxr5xmuP45783AI/\nY4aLQlPAe6Y52xMSRuVBTP7D0alZQpLfKbcMswTUWXihhosC5kqJOE4qyzHDReFsRJuFHp6Q\npJYy/4yzkWmWkOR3yiF/hGyU3inXEbc67hk088ZYFKiJF2tnGUdHtWRu25EVMAgjjGFCkt4p\nh/xQg/zIFYVLEFdKxJn+9wRmuNPZD1cgRtvZvyT0PIAY8HTmwFMYYQwTUlv4CytUdLC32fJj\nFpZFA3OlRJx5tJI75X6CW1DjPSx7vuiTON3shgnpLvgaK1R0MB0bHKR3yuXHtUj8Bi76DjXg\nqXyMXIT0HMxAjXca9+H4qxgmpDHwLlao6FyM2SxD5HfK/Yu6UiIzC0aeObrKrAx+FZ5Gjfeu\n1FMk4jh+/YIRxjAhvQjPY4WKzlmYzTJEfqfcj6gloOtS3V2w0YghT2U8vIEabzXchRrvNC7H\nOVkzTEgYQwjjkg/Z/eNe3N3p0/gI7keM1s/bTpY5H20g1uRon63QFjXeaVTHcGwwTkgboCdW\nqKj8i73L9gRiZVk0cFdKnTwhJSOGPJWbcFZKWRxPRHC4j0eRc1DCGCakXXAdVqiooDskvopb\nwXMauC2tQz0hYZh9xAJxFIVHqYq48U7hMDRFiWOYkDLy1sMKFRX0SoTlqN03p3MvfIYY7c9i\nrpAQHHpjUg27KrZOHiQf8ej8hmT4ZZiQSMUz0UJFA7027ifUzYDT6Qwo88wz+aw6QCrKAWQs\nCmJ/3F0Nu5Ej5uIzpIM104QkeabcY5jeVg7/4W5Pn0ZTOIQaL32S3O3kg+gVpt1B6sEXVqmH\naUJqJ9cEuD96/1BBxNKyKJxTBDng59AfOWIufoGbkCMOg6XIEXPxDJJNuWlCkmwCjOvYQMiR\n0XkS6r2OGjI3BbA7Wv+ATsgRc/EJDESO+CzMQo6Yi/vhI5Q4pglJsgnwJciFDTe5D+/yDpEP\noHssHAGpJsCvo4+PeAtjDFhsusJGlDimCUmyCXAV3MKGld52cgHc55gcIDXL5KTI2dgRc/IU\nzEGO+AX0Q46YixaAM6bTNCEtgYfQYkUBuVh7gm/mtBY1ag5WwH3YIWvinOTHYDB8jBxxE3RA\njpiL85A8kU0T0rdSTYCx24em+kL6CTVqDpCaZXLSHGT299yM/ndxNOFi5Ii5KIbk0m+akHZL\nNQHGbmjdnM/VUQ1pR4bjAX0n42aprg0SZIr1qx4VNJmaJqSM1LposU7nQ3gAN+A0R0dF5E2+\nHYg/jHiQVNeGmvnRQ9aSOZBiM9bC0TQhkUpn4MU6jVewhgRnseF2qPMPcswc3AS/YofE3w7I\nCVIJaE6wtgOigraVYZyQGicKu8fGBr2wQcYGdU4uw7ehew2exA6ZjYzN9a4Ys5Jjgba5bpqQ\njlwEj8urreqPObTLB9M15zTQS0CdI1P0jcBsfpdw3It1ZBoVtONew4T0axVnJPYyrHCn0gm5\nsMEB2Z0kN4XwOx5+gS7oMbNYCQOCL2IEq4gnKmgFSIYJqYG7C1ZqD1a8U7hEgsPCpbh+Wbk4\nJMFkFMlZNDpz4XH0mG/IdBBDK4k1S0g/++cysh6Hq0jw/Okk0bUBvwQ0QsHq+DEzmQCvoMfE\nanSIClqThllC+tIXkixD7fyYQ7t8kD2Fc/EpeglohKqF8WNmMhTwl+W/wY3oMbM4H6tt0Cwh\n7U7yhIRdZuKD7tjggDkP6FRel7HDht3ilJNbkUpAc3IIqRk8KmiN7GYJidzv6ugqSZUCyKMo\nPFAn1J2ClDMf5KbbXFwJ+/CDFq6KH9MHz1rFMCEdf7ggJHSXtdfwEXZhg8My3ElguRgEK/CD\nDkC1gciNlCqE6gUlBPXAM/syTEiEpJeVV9qAX9hAHGMiCR9zPlLq4pAnLuWi+FkSgjaTNxwN\nz37SOCGRhvJKGx6DefhB90ocSHG5jErt2fIcxI4lNJEQFdsqLwfvoDlYmCekG2S5Nmy4Mhka\nbMCPm4Zs3pqDGjJ6hz6S5yCGVgKaCySb+2jgWfSbJ6Q7JQ2k2FzErdTehB64ErKdeA6kPGZv\nxJ2TnpMvpXSzPonfS5IJ3tAY84Q0WtJAim7ezjru9B6HxgnH0GN6YLmA5mYftJAQ1UWOv8Ic\n5AEXOegJ65EimSek6ZK8ROp6QsJfh7VDHrmUze9ILqCnkCbhWNpjMrwkIepy5JFLOWgJO5Ai\nmSekRZIGUlziCakxeuC+sAo9poek4pizpA1Hk+NB9xO+A0wm9ZLTkSKZJ6R10AsxWjbPeELC\n9+t9BN5Gj+khqVyzCbInWTZyXFEltnyVRptwY56QdkBLxGjZpLdydNQSf1rdizAFPaaHpAaC\n9hKaSTwk+XRLa/k6mXQhVijzhJSeXB8xWk5Gw4Uy9jEWS3MQu19O0WE/dN/mTOrklVLcJa3l\n629ohRXKPCGRsmUwo+VgNjwjI+wGaQ5it8hpsh4L82WEJdJmGUlr+VoDd2CFMlBIFyRJGhaM\nO7Qri52ShqOlv3MWSPEnmgmTZYR1SkAbSYkrreVrIYzECsUkpP1jO/ffeNqX2EJqCdsxw2WD\nO7Qri4w8UhzE9jeMPNLllVAcSJbAgxKiEnnzXqW1fE2DqVihmIQ0atyOhR0OnfoltpB6y3IA\nltU/UF7KcLQe7iZjqoTPpG+hO35Qh1WSJpBLa/kaCe9hhWIR0j+t9kTe1hee8iXBFtIIeB8z\nXDayOtoayBiOluGZuMIg/NC74Br8oA54JaC5kdbydQd8gxWKRUhf94j8MXVy7i/Xrlq1qieq\nkF6A6ZjhspHgbeXSGv7CD3rE77qXsJGRked8/KAOz6OVgOZGWstXG7wCaRYhLXWufX1M7i+v\nqV+//k2oQloAozDDZVNAkusH4vtaDip7QpJRZlZBUsvXw/CBlLjSWr4Q1xIsQlriqmdk7i8X\nvfXWW91RhfQ19MEMl4U0HyrElXYO3nB1dI6MnraLJLV83Y5WApobaS1fiE+3LEJa1TPyx/SJ\np3xJsJ+R/oI2mOGykOaMiLj3k5OZRSDput9lRJbV8nUd7JQSl6ThjrXKJCOlHlosFiHtbP0v\nIYPeO+VLgi2kE0kXYYbLQsLQLg/E04hcDJW0UpLW8lUvBasE9BQqy2n5wjwBZNr+Hj7x8Ked\nDpAvf8v60gNXSOSMCqjhMpHmHo94Pp6LW+EHKXHJaFggJe6Z5aWEldbytR5xK4dJSAdG3zjg\nR0L6zMr60gNZSHWxTPty8xS8JiMsasVWLqR4WzlMhxfwg56cWBnyPCynlkdSy9cHiFWSBpYI\nkWthF2o8HyneVg6INcS5kDZh630ZLV8j3M2RrviBidPy9ZWMsJh1+yYKqQd8ixrPp4u0mY94\nXS25kOJt5bBWQsvXrmRvu17GSYCslq9H4B20WCYK6UFYjBrPpzngppmNnIdsOd5WDtsltHyt\n8A+QpRymvySn5etuxA86E4Ukp/NfjreVy3UgY/qlHG8rh/TkC9BjfuML6Q30yERay1db+BMt\nlolCehseRY3nI89CGs+LJido401Pp0xZ9JAnz3Z1VFRKi6yklq9GiJuBJgrpK7gbNZ6HHG8r\nFzmlMXK8rVzqJ+O3X6SoHwAAIABJREFUfK0qFtFRGt5DR052wrUywlYqiRfLRCFtgfao8Tx+\nk+Nt5fAcvCghKtp409PBc6HKwe5z4QFJZhByWr4yUhG92UwU0rEEfM8sx9sKf7ypj5z2ATne\nVi69YJ2EqBegeVudhpSWrz1wNV4wE4VESlTGjefypoTxpj5yGtpuk+Jt5TIczak3J2XlnAI4\nyGj52joMLsXzJTNSSOel4sZzmSBvOPafUlqsrwZZc6LI8zJ2qdOTG+AH9WmD3/L1Vv7IM93Z\naGtRI4V0JezFDegwBD7CD+ohx/SjthxvK4d3YTR+0O3QGj+oTx/0g95thdxdxqZY8YwUUjcZ\n1ZpdJYw3zaRkpbAE9fga7sQPulZSH5nDKPSWrxf8cy+shhIjhTQUPsQN6CDlY86ndir+hwfe\neNPT2Qo34Ad9X1I3icM09DLbx3whYT2HGimkifAKbkAHaSWgRM7jzJ/QDj1mJidkiHQaTMMP\n6jMBrkOuv1zg6SgNyw/HSCHNhcdwAzoUq4IfM5Pb4Hv0mF9BX/SYWciwRB0py/2JZPR2fudx\n2zJPNnWFNA4rnpFCWgn9cQNGOJpwMXrMLB6AZegx34ZH0GNmcb6Elq87ZPkRkqnepwduO9nO\nbglQYjzayZeRQvoDOuEGjLBJWglohEnwMnrMKXJKdz2ukTA2orWMcgmXJp6QsB1Q8mEOuTBS\nSIfhUtyARNZ4U595eEuELGR5W7l0l9Dy1UBCAZ9HNU9IyFNK/oUrEaMZKSRS5BzkgE4JKP7v\nehafwz3oMXuAhAnsmQyDJegxy+GXlPu08oSEbAL1A9yGGM1MIdXMjxzQWX1JKwF11o0d0WNK\narj3eBZmYodMT5HTcB/h61RHR/mQN3Q+hGGI0cwUUnM4EHwRGw/IKwF1djIuQY8pyQLGQ0KL\nxg5JFjAOC6sAVMYuTHkZnkWMZqaQbsa3V5BYAhqh6NnoISWZknlIeGJcJ8mUzGMg/t76OHgL\nMZqZQhoEy5EjyiwBjVAzH3ZEWTaZHpvxW75kFjZIOe29B3UCqJlCegrmIEeUNd7U5wp0Y5Vt\nMqp4MvmrCyRcgLzdMF2OcbOPBDfbjqhmeWYK6XV8U1SJJaDEmfb6E3JEKXWlPofPdXfBcB86\nRsHC4Iu4WYu/cLw4Aa8byVQhfYJu0y1rvKnPYPS1qJROB59nvO1kxEZr4nQ6SBl46yNhK+Ms\nRMcGU4WEPzhCSr1zNk/Dq8gRpY1bI87Giwtu1+kN8DdmuFOQsLmeD3XEhZlC+g+aIUdcJbME\n1FmLjkeOKKcb3KOvJ6T8qE+NDWQNo/dAP+7di+nYYKqQSEHs4XrvyCwBJeRTGIgcsacUfxKP\nj0GCT3f5MqjhTgVdpz/gjqQ2VEhVCyMHnCLFMSuLX+Em5IjXS3Fv9Rnq6KgmaqNjRgq+e2tO\n2sB23IDLUAsbTBVSUziIG/AhmSWghBxCX4vWl+dtFeGLttABd/zlPxL8xHOCvpcxC7WwwVQh\n3Qi/4Qa8XWYJaISC1ZADSppwkcmX2C1f66E3bsBTQHdtGAfzMcMZKqR74TPcgNLGm3r8USLP\n06grJVkzlzLZgl1muwhG4AY8BfThaPfgzlwyVEhPwJu4AevKGm/qMi8t8sxREnN34G+J3lYO\nxxORG4ZnyJgCmAN0oXbAnQJoqJBmwzO4AaWNN3X4p7C7C1YDUauy5tJmURJ5itlodMOs3KAv\nHZvgzqU1VEgfwf2o8U4myXMBJeRV39oJsev0PakloBHqIDuI3SlnVl8W6JsZuIUNpgppI/Ih\nh6x5yR7P+0L6HC/kNKkloMRxbcCthr8B31Q4F+l5kDvN03ArpAwV0r/QAjXeNxJdQJ0tMJc8\niEPIR0gtASVOJztuf9ZFcgsbCKlQGjXcXrgGNZ6hQiL5aqGGew9GocY7hU6ukDDnDPaWWgJK\nnIM13DaK8ri/56eDrNTvcQsbjBVSlWKo4V6Q6AIa4dDQElBgMua+YCvsg/xTQXb7ysBeeZ0G\n8tpxKTyIGc5YIV2ccAQznPSV0iG4HDXehbJXSsjFhzslFzYQchd8jRluFkzGDGeskFqj9gFH\nVkqyXEAzKYJb2lBWbgkoIatxy+HXQy/McFEYAwsww42FtzHDGSqkI30SAJpvwgsofaVEahbA\njJaeInultA13ONoHMBwzXBRehOcxw/XDLWwwVEhew0xdvFbgC2SvlMgVqA5iO6SvlE4moQ6k\nkF3YgC7VDvAnZjgzhbQnydtPxqsqlL5SIl1RXRvWSV8pkdKodl/IC68obICemOGaJOBWvxsp\npLX+AecTWAHTU+phhYrFEPgYMdoieBgxWlTqoxpQ9sXdCojCLrgOMxxyYYOZQvrLFxLa9GT5\nKyUyEXXW83TcB4JotESth5dd2EBIRl7UN8O08zGjGSqkyD+yQzm0SgEFK6V58DhitFHSV0qk\nN6xHjNYQ10klGhXPRAy2B7mwwVAh7XQm4lT4Ai3eIul7SuQL1E65PtJXSmQEqrsKcgFPNBph\navV76IEXzMFMIZGMz0oVxJruSZSslDajdsq1kb5SIlMx/b6Q111RaYc2gZw4hQ0P4QVzMFRI\njmvDYbxgo+FdvGDRwe2Uu0j+SmkhZvnhLrgeL1gM+sJqvGAzYQpeMAdjhXQj/I4VautthaGd\nrLGMWaB2ypXHfB6IzlrMgnjkvemoPALv4AXDLmwwV0j3wadIkXac4excVES1VIjC+Yidchl5\n6qLFisUOzGb2xfIfQslLmB8i/WAVXjAHY4X0FLyOFKmHt5c+IPhKIa5F7JTbiXtmEhVUE2Dk\n+p2oLMF8rGmPXNhgrpBeh6eQInmjFwC1IiYKtyN2mm/A3lOKBqYJ8KOYy64YfIf5l9IkEdWx\nwWAhfYY2kOJ8T0j4wylz8zAsRov1AfaeUjQwTYDlFzYQshuuxQtWuRReLBdjhfQ73IgUaQig\n969G4zlEU+QXsfeUotEGcXxEW8yt6RhkpOIVI2DG8jBWSEcSmiJFOlTH0VFj5I/y01gAY9Bi\njVGwUkL1/UE9LI0F4qfIHsxPNxdjhUSKoc03PtoTzp2MW+sbhW8QR+zdhb2nFI3RiGVIqOU7\nsWiciPaPiPq85WKukM5LQwslc2hXFn9DG7RYbWErWqyYzMDbactIlb9dj7rThroD6GKukK4C\ntJrV4XJHUXikJ2N5UP73ZEnUnowYIHbK7VawXY/a1Ipe2GCwkLrD91ihMHemY1MWaX7E1nLO\nM538bTvEaoRv4XasUHFArEbA3643V0gPwlKsUNiuotG5MBlnO/kadNvW6CB2yi2R34dIUI1/\n7kZ/CDVXSFNgJlYobJ/r6LTGMVg54vfZD8EIFg/EB5uX4DmsUHFAtKJrh/4Qaq6Q3sUzXsOe\nvBAdpJly+/324H4YweJS6QysSOgloFFBNEdtgrcB6GOukL6Gu5AiHU2QXdXggrWdfI4npJdR\ngsUDbzv5bswOh5ggziHHew/JxFwh/QU3IEX6AzojRYoL1nbyYldHF8s/4WyPtr7BXylFJa0O\nUiAJ2/XmCulk8kVIkVbCvUiR4oK2nbysApTqjzjZIhZ4rQSIR6XxQHP+QS3b8zBXSGjbyeQN\neBIpUlzwtpN7A+YUzZjgPdngr5SicnECkmWohO16g4WEtZ2M2NoUF7xTyevlTo7OBGs7+cib\nyZUOokQKoCPW2FcJ2/UGC6kNll83XrNtXPAqiuuiejfGBGk7+YezHOs0FbsN92BNVpCwXW+w\nkNCqkxHtH+KCVp1cqhJSoPjgbCefrO1ujlRG9KqJxTh4CycQqv2Dh8FCQrOTvhTTkCgOWHOy\njyU0QYkTBM528mr/3EtBOePLMAknEKohkYfBQnoJqzr5HNzpfzHpgLSEx7XIiwPKPOIPfCG9\nghArgA/hAZxAeBv/WRgsJLQnwnzn4cQJAmsJr2i7npAqJRCC/O4LScFD0ka4DSeQhD5Eg4WE\n1XyFeCAen8eQlvCKtusJuQRlvmg3V0etFOyP7IOrcAJJ6EM0WEhYA9zxuyFj8ArSEl7Rdr0z\njH0TQpSDfRMhqbts20CX/DhrCxl9iAYLCWcJ75TcqKjxj/ARDEWJMxA+Q4kTyACkXo26yUqO\nkQg5uzhKGORRSy4mCwllCa/GvNDlR7gVJU5n+AMlTiCPw1yUOGeo2a7HWosefB6tjDMbk4WE\n89dGRsN7GGGC2Q8tUOIg/f8dzGyYgBHmeKKa7XqktegKpwP5auxfWZOFhPTOfAesxQhDQcFz\nUcKchfNJHMzHON2DyrbrUdaiO0u5myO3IKSTE5OFdC+sxAjTCqRPovCpVhQjSkYqVrdAED9B\nV4wwyrbrI2vRecIxnvd265P+RcgnByYLaTy8iRHmgpR0jDAUNAOM4WjoUxljcgCuwAjzJozH\nCEPBbJgoHGOEf+71C0I+OTBZSK/B0xhhzqyAEYWGLvArQhQVs4Z8cNaiT6rariePQSNhg/VZ\nno5SEQdCOpgspE9gEEKUE0mNEKJQMQg+QYiyCEYgRKECZy2KtAQPJKOjo4B2guuLg1VdIQ3G\nySkLk4X0K3RBiLIV2iFEoeIpeA0hyjSYhhCFCpy1KM65bjCTvc8S0Z3GjRcBJPf93zE/IeQw\nXIYQ5SsFfjw+OLU9uOPG49IFfkOI0gSrcTWApp6QGovGOZZ4Hr7PoclCIkWrIgSZD+MQolDx\nGQxEiNIL1iNEoQKn5RF91lAM6npCqiUaZzN0wEgnN0YL6dz8CEEmqijw98CZ6XQt7EaIQgXK\nNkFG3nriQWjo6gnpJtE4n8nYrjdaSFcCQuAhKgzpPXBmOqnxhXV5DWO+6D/QUjwIDb8XcnRU\nUHhn9HUZ1fVGC6kbbBQPcgv8LB6EkmLnIAQpocQX1gVlX3QN9BEPQveTmiZCbfEZm+PhDYRk\nTsFoIQ2DD8WDNIf/xINQUiufeAxFvrAuKPuimKMKg5iIYQiPVfSeC6OF9CzMEg9SvZB4DFqu\nBPHCk9/V+MK6LIXSk4T9LKbASwip0PEuhmixLAFyYbSQ3oax4kEK1hCPQcttCGvRT1G2/qh4\nwLX/Ea1EHIY3fycQlGVko0QJ84SNFtIquFs4BlI9GR0Ya1GUDQAqPvV2wUR7c1CeZClB2dgo\nX1o8xmkYLaRtCEUJWN12VGCsRZFKdSkY6AkpRdAIpAXG3iolGXnFTTjTky9EyORUjBbSiaSG\nwjGQem7owDj8vVdVoznp49dBC5YJ1SyAkw4VCL1amFOzszFaSKS0eOH2y/AsQiKUYJQjdYTN\nCJnQMNXTkegzZKHqKNnQcWmC8OYIxgPD6ZgtJIRWIjXD5Hy2QnvhGKoq1wg5doErpGViUZQ+\nhJKbxDtV3pJSM2a2kBCaW/HH7sbhRJJwRSWppKhyLcLuPsWggqCO1D6EksGwXDTEBCk1Y2YL\nCcFuoS1sw8iEkjMrikbIyIvvuRab9dBLNMQyGIaRCSUIKkDQYhTMFtIocQOgi5Lkz5DM4v0i\nCZ2+EAuxE67HyYWK3eJt7TNhCkYmlLwlfrSI08d8KmYLaQa8IBqifBmMROh4zH3mmCMUYx30\nRsqGCnFf9DHwLkYilKyGvqIhmkoZTmK2kMTHsqanXICRCBWb87hCKixkO7oQRmHlQ0PVIqIR\n+sAajEQoQdi7RvIdPQWzhfStsA/IDmiFkgkNr/rnMkLNclNhOlY+NFwuXNLbGmuwIhXib4wZ\nSE7Yp2C2kMSnT6ur8UcS0nAVE7uyuVW4vked25mL8CCJXfgTzR3MFpL4WFaUcmFKUJZ2PeA7\nrHxoeFC44vSMihh5UCN8zCbpIdRsIZHKJQUDPKewxh9ls+FqUDIgJZPnYYZYAHXG3x7ClkXv\nyXkINVxIF4u+/4i/47Lw/vVwhuD293lpOKlQshBGigVQZ/ztITzz5jl4ESeT3BgupI6iflHd\n4XucTCgpLGp8VOxslDxoEbZ1XQkDgi9CRNg7UNJbq9FCSn88FZK7CFUJXQX7sLKhQrTZ/DA0\nRcmDlj2ic0HfUGb87fEmPCEWQFL7lNFCGuc+czQRKU3AcFFg4RpBL63fxN2m2CggaBOnbE6n\nzxdwj1iAK+S0T5kspMP5vO3k+QIximL4+jDQC9YJ3Y/jd85AtcJi9yub0+nzp2izZ/WCOImc\ngslC+tE/lxHYwD6M4jTHwGjBgpk5OBM46GkOB4TuVzan0+dE0kViAQrJ8fAwWUg7fCEJFEUq\nXynNEuwjxBrrSo3oI4PwviorZcsK3f4vXImUSG5MFlJkOetQSKAPQvlK6WO4X+j+e+BLpEwo\neRCWCN2vsH3KQ7Cc/3u4DSuTXBgtpK3VIzoq8JZABOUrpV8FPwLbw59ImVDyvFhtn9r2KYd2\nYn9Di+EhrExyYbSQyPE3yiQKmfmps+TxOSLok9ooEXtwTwDvi401U2b8ncU9IHTkPR2ex8ok\nF2YLSfT9Z1kjmIqWCh0lKwndXkG0JpOVb+F2kdvXwh1YmVDyhNh740hYiJVJLkwX0gCBsYon\n2ziPWHchZkNBPaFi6PQ89dEyoWMvXCVy+wIYjZUJJYIGmrKmT5kuJJGKEK+GFGUcJT2t4W+B\nu1W2T/kUEBrIrLQo2EVwmpus6VOmC2kuPMZ97/mekNQu4vsKuRapbJ/yETugVFsU7LAJOonc\nXlvS9CnThbRKoEe/kickdVNSHB6DeQJ3v6d8pSRYMnOb4qJgZwKsUN9G8SpYieTGdCFtF1jr\nXOsJSe3TsNiGu/qVUkQKPwjcrdL42+fMigI3H0IZ8B0F04Ukck6xNtXRUVEJw3DiIDagVP1K\niTwEiwXuriGnci0eF6Sc5L/5F7gZL5OcmC4kUqU4/70fVYSEi1V63BDRkdliHw9cvCB0IqvU\n+Nujjch2jrSZCsYL6TIQsEAYjzHyj43jQhM0LkMY+cfIIhHLM7XG3x59YTX/zS/DJLxMcmK8\nkLrCj/w391NduUaEiionlwJotxUxFxq+hR78N6s1/vYYCwJFY4/KmqlgvJCEBiu2gb/wMqGk\nYRJvkc8L7t5InSOo6QSyT6Qcehk8gJcJJa/ABP6b7xL5OIuH8UISKqqsm0ep55pLB975RidL\neLuMUrw54lCwJv+9M2EyXiKULIfB/DeLnZfHwXghCS3hS5yFlgc13BP3tvvtV/fh5hNIDYGx\n74/CO3iJUCJUYC+05RcP44Uk0j9yCJohZkLJ07zGdoeSPCE9iptPIC0ENjjuhG8QM6HjSMKl\n/DefWRErjVMwXkgi+0IbNTwKk3ncRU3tXR2l/YyaTjAijmUIk+DYEVhnyLOzZBLS/rGd+/uN\nyRNaRvjc/75MIZEi/E5xspq44sJf1LSrjqOjmajZUPCwgNt4fbXG3x7n5+Uul9skzc6SSUij\nxu1Y2MGbgT1k/pYtWzLHYUsV0nn8VYYvwDTMTOj4G1rz3nriMhi2CTEVOqYK/C0pNv72aAn/\n8N4qVncSDxYh/dNqT+RZ2uuLujWnA6pUIV0HO3lvFfUj4CI9Tz3ue5uKnD7zwj+EalkrKCY6\ngpYDgYlMr8OTmJnkgEVIXzsnd1Pd/c6jLUd27OVK6r/9+/f3limkPvzPs7eIHOZyU4nf+L+S\nlBlYAXwH3flunOI+04m5JvEgMCNwPLyBmUkOWIS01Ln2dddlbnOrBXtWdnCa56+pX7/+TTKF\nJHAWreUNnlySwDta8WSK6v5YB16Dql1prpBSuddZvAgcXg2Az4Mv4oJFSEtcIXnTC5xnzKmP\nRP54ceLEibfJFJLAQXZlHW/w5Cb4hfPOP6EtaiaUFOSzTFzon3spP0n6EIby3tqR97Q8EFoh\nfdiu3ZBVzuCC6ROzvrcos+dX6jPSJ9wnlOkp/E8rAtwPH3HeqXqyg09NvlaI930hqZzF7PIT\n3MJ7a+PEY5iZ5IDlE2ln638JGfSe8+UKZwTBjMwHN6lC4t+x3Ao3oGZCybPcJeez4RnUTCi5\nkm9ix27Pmj2Ney+Il4NwOe+t5UtjJpITpu3v4RMPf9rpAPnyN7K1zdw9qztlPspLFdLxpEac\nd34uOriAD/5pm4/IKk2OD++0zWmukOTYxMWFezJCevKFqInkgElIB0bfOCAinj6Rd9zvBnbo\nm2XUJ1VI/H0Jr0nb64wL/5DSXrAWNRNKhsMivhtXFE7suAI3Fyq4pxr+JW+NYnyJECENec1H\nH1NtSO+xG67hvPMq2IOaCSXTuF00C6rvj3XgHUK1tA1cKGshGgIhdeQdvyut9ySAfLyzu6oX\nQM2DlsXwMN+Nu0XH/XHSk8/kcZhr4SFlXl8ohHQffMJ3Y0sdFZURqvLO7sov5NXIDXeB/TfK\n/Yo9RnDZDq/2NhlFnADiEAIhTYDZfDfW5i9uFKI5p0XVTrgWORM6DkALvhvfgrG4mVDCZ4Q/\nyt+u/990Wo0wn7dDR/XYy0y6cVoBfaPeZtWD1wroKd7WK0Fegus5/oaH+UKS0yIbAiHx/n4d\ngObImVDC6xQ3D8YhZ0JJzfx89/UTm7DCy4iUiBz6M9+2wNNRpf9Ny2LirHiu47qPuxhTFN6+\nhCcV+/1ncRXfiSxpJcsAIS7veoKYwXpfRkv3Pv7mq7iEQEgZabW57ntfxO1BhA84d8E0vcE7\nJ7Lfct2n5yG0lSck9mP6ww9DnhacG1eBhEBIpGoRrtueY3/TwoF3F6wNCEzLFWEE54lsYf7m\nZQEaekLiMMP/Abrip+MTBiFx7oINhQ+xM6GD12bifA3mYS7T4QWe2/ZKGhAewM2ekDiOsBZK\nXKOEQUico0P42xlEKVSN67aikiaOBLKEz9tiLfTCzoSGb70+KA7Ts2clzvoIg5A43Tku5m6w\nE+XcfDx3HeAvahbkB+jGc9vb8Ah2JlR8UBmgKE/1130grzIwDEKaxrfyqHAGdiK0XMNVM/ed\ngIOfGF9ChZkcfTpP856Ui5IxhU/C7UDeiJ8wCGkJPMhx18nkBuiZUNIL1nHctRBGoGdCxTN5\nIiul6uwd4/0FBmWLwbmorCfLZpWEQ0g/cm22bIH26JlQMhoWcNw1Wf20Ppd17jw2jgYDbbuM\n5F++oqZiEh2swyAkPufhT6VZmAXC584xGD5Gz4SGh71dsCTmJ0ptu4yEFDmb4yappS5hEBLf\nAN3ZQsNchfiIayxcZ/gt+CIJ9Pdr0Hax3liU57cZB65F2gaRSVBBhEJIXB61j8J8/Ezo+AW6\ncNzVUJoxR3xmeDoqy/p3vF/DtL5M2vJsG7zD7QFAQSiE1Aq2s990h4ZBCT588xJK84/6E+JY\nPVdIr7Petx5ul5EOFQN5NrKl7jKGQkh9YRX7Tdeyr1XQKFGZ/Z5jiY3xE6Fi+y35oAh7vew7\nMFpCMnRwHa3eI80dkoRESI/BPPabanGdimKQ8WqBhKbM68rf4EYZyVCxC65iv2kCvIKfCSXv\n89QFt5I5CDUUQpoDT7HfpGFwvc8Id6nEutXBt0OBRBGOHsh74VP8RCjZyOMRWTtV4i5jKITE\n40CqqaIywmbv4T0v48ryRXhOTj401OXYBWsLf0rIhI4jCRez38RZAklHKIS0Bdox36PvUXiu\nv53MWCA4HN6Xkw8N7Tg8setLrBMIhGNnZjfP+pWaUAjpBEe1zwIYJSETGt72hcToAN5NYAKl\nMIM4DoOLa5h0nUWTxCOst8j1PAqFkEiFM5lvmcTtwC3KrgKujor+x3ZbMzggJx8apsB01lv0\nFas7dAHmUbtzuYf70hAOITVJOMp6y2BYLiERKma5j0is23ZnFZeSDB2LYRjrLd/qssRweZDd\nYOZxaUPGHMIhpBYwlfXtujP8LiUVGr7plVKI1ZdeZGKmOL+w770vgJEyMqFkBkxhveVOqca7\nYRDS/isi7/BnMg4rbaSp4MbjgiRWv/JtembQ+BxPuoj1Fn1rZ4ePYRDrLdfwDyOmIAxCusV9\n5ijOViZUtoykbKjoxFyA+jmHUxsiFZkH38psNw1mE3uTTA1O9z46QiCkA8neLtgklpv4pyqh\n8ADzEn6OvmJ1h2bMBjPtpU2RpIF93G4G92wDKkIgpD/87WSmx+E/oJOsfGh4kbkjaSy8JSUT\nSm5nbuq9IPmElEwoOasY4w3b4XopifiEQEhHvBGLbGWKy9nX0JisYO4qvAPWSMmEkkeYm05K\nVJKSCC3N4V+2G76Au+Vk4hECIZEHXR1VPchyzyy2lSA2W6E14x28w7OQeA2eYLvhIFwmJxNK\nbmedkTRH7vzGMAjpxMAUgEY/Bl+Yg6Hqh23nJCONdUHOa2SPxCq4k+2G7/ksvNBgnrfL/pnL\nRBiERMj+69nmBb93DkBtrUulmvkYG04L1pSTCCW7WJ1LZbqW0sDcEdCTy9qJmnAIiYxhev9Z\n6e2Xb5WWTjAtGXtf+AfPIlGI0cdbl+dRJl+yPvJcwTlyg5KQCOl1piV8M293op+0dILpz9is\ns0bTFMkszs/DVsutsQTLZQfrJtzZvANJ6QiJkNYwOQKe6QlJnzcHey8091hCLFjtRDrCH5Iy\noSMjP9taOD3P+ZIy8QiJkPYzWZLV8ISk8yRpEaM77NOapkhmcR/jJ0wD5iIoZGqmMT2F/im5\nBCskQiKlKjBc/IgnJB67Uyx+ZqwC7S/TmIOGyYzTpEpVlJMHNdexzayX7RcaFiE1SWQwAj3R\nxtHRUHnZBHM8ia0XsbU2+1+fD9g+Qg9zOY5h0he+ZLl8FkyUlYlLWIR0K9uk8I7QZ4OsVOio\nxNJeNLs6wF17peVCw89wE8vlGyUOv6PjSbbF8Ah4T1YmLmER0mi2A1btb/CkOdALY6a7Em2m\nzUnb4VhSQ5bLF3HOycVjPttol25sJ5HMhEVIr8F4lstr5NcxJjgnveiNXk8U957ptFatkgql\nWK6eomtAbxaM7jaXAWPrPyNhERKbc8XJvHL3OilgaGz2/bv45k+iweYZMUTXgN4s2DZySSXm\nhis2wiKkf5lOhX6HjtIyoWQe/cHQbl9Ij8vMJ5AewPJUqWt0Rg6Yph3xGFExERYhkZIsVfuM\nW1AyWM8wQ8Sff6+tAAAWP0lEQVSrxEj7SWI6wYxhKurUNTojB/VZGqKkv7WGRkiNEhmMhCZq\n9RNw+Y+hzWBT+YiO8mg0WnWYw/IUeqRkOXmZUNIeNtFf/BHcLy0Rl9AI6RZg6KO4G76Qlwk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"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$serie)" ] }, { "cell_type": "code", "execution_count": 5, "id": "e0c8a397", "metadata": {}, "outputs": [], "source": [ "# establishing conv1d method \n", " model <- hanr_ml(ts_conv1d(ts_norm_gminmax(), input_size=4, epochs=10000))" ] }, { "cell_type": "code", "execution_count": 6, "id": "9d0079cf", "metadata": {}, "outputs": [], "source": [ "# fitting the model\n", " model <- fit(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 7, "id": "863506fd", "metadata": {}, "outputs": [], "source": [ "# making detections\n", " detection <- detect(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 8, "id": "1241ed10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " idx event type\n", "1 25 TRUE anomaly\n", "2 27 TRUE anomaly\n", "3 50 TRUE anomaly\n", "4 75 TRUE anomaly\n", "5 100 TRUE anomaly\n" ] } ], "source": [ "# filtering detected events\n", " print(detection |> dplyr::filter(event==TRUE))" ] }, { "cell_type": "code", "execution_count": 9, "id": "10456892", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " event \n", "detection TRUE FALSE\n", "TRUE 1 4 \n", "FALSE 0 96 \n" ] } ], "source": [ "# evaluating the detections\n", " evaluation <- evaluate(model, detection$event, dataset$event)\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 10, "id": "075f7d2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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ntRUdG2bdv+67/+C30azZFrgh0RFRYWHjp0yGw2FxcX22y26T8hqEb2jh0RLVy4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\nQEFBwbx58z7//HO32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32/933q+73/Gg\nX/iND58dDz8AACAJih0AAIAkKHYAAACSSBU9wMyYmJgYGhoSPQUAAMAs+vXr199vkKHYWSyW\nuXPnnjt3bqZ+YTQaHRsbs1gsVqt1pn4n/o8mJibC4bCqqqqqip4FIkUikUgkYrVaLRaL6Fkg\nUjgcnpiYsNlsZrNZ9CwQaWxsLBqNZmRkpKSkJP6vr1mz5i8/TdE0LWGj/F8MDg4WFxfv3bv3\n7NmzomeBSC9evKiurq6oqCgrKxM9C0S6d+/e5cuX6+rqioqKRM8Ckc6fP9/W1vbgwQOHwyF6\nFoh04sSJ3t7erq6uJPzazzt2AAAAkqDYAQAASIJiBwAAIAnesfuDUCjU3d2dk5PjcrlEzwKR\n/H7/mzdvVqxYsWzZMtGzQKTPnz9/+PDB7XbPnz9f9CwQqb+/f2hoaMOGDenp6aJngUivX78O\nBAKFhYUmU9I9IKPYAQAASCLpmiYAAAD+G4odAACAJGQ4oHhmaZrW3Nz87NmzycnJzZs3Hz16\nlIMojWN8fLyxsdHr9QaDQYfDUVZWFnu7rq2t7fbt2/HbzGZze3u7sCkxy/S2m3AwlO7u7osX\nL/52saioqKqqikAwlLt37x48eDAtLS221MuB5MkHit3vHj582NnZWVlZmZqaeuXKFUVROJzW\nOOrq6j59+lReXp6VldXS0lJTU3P16tX09HSfz+fxePbt2xe7TchR40gYve0mHAzF5XLV1NTE\nl9Fo9NKlS7ET/wkE4+jv729tbT1w4EC82OnlQPLkA8Vummg02tnZeeTIkY0bNyqKcuzYsWvX\nrh0+fDi+o5DY9+/fe3p6amtr3W63oihnzpwpKSnp7e0tKCjw+Xz5+fkej0f0jEiEP2434WA0\nWVlZUz8D7e3teXl5BQUFis4nBJLp6+t78uRJT0/P1It6OWCxWJInH3jHbpovX74MDw+vW7cu\ntvR4PKFQ6OPHj2KnQmKMjIzk5eWtXLkytlRVNS0t7cePH4qi+Hy+hQsX/vz5c3R0VOiMSIQ/\nbjfhYGR+v7+1tbWioiK2JBCMQFXV/Pz8HTt2TL2olwNJlQ88sZsmEAikpKTMmTMntkxPT1dV\ndXh4WOxUSIzly5fX19fHlz09PcFgcPXq1Zqm+Xy+x48fNzQ0aJqWm5tbWVnpdDoFjorZo7fd\nhIORNTc3b9myZcGCBYr+J0T0jJhhTqfT6XQODAw8evQoflEvByKRSPLkA0/sphkdHVVVdep5\ng1ardWRkROBISDxN054+fVpXV7dnzx6HwxEIBEwmk9PpvHPnTmNj49KlS2tra4PBoOgxMSv0\ntptwMKyvX792dXUVFxfHlgSCkenlQFLlA0/sprHZbJFIRNO0+Muw4XDYZrOJnQqJ5PP5Ghoa\nBgcHjx8/vnPnTkVR7HZ7a2tr/IZTp06VlJS8evWqsLBQ3JiYLXrbnZmZSTgYU0dHx/r16+12\ne2xJIBiZXklIqvLAE7tpsrOzNU2LvValKEo4HI5EItnZ2WKnQsK8f/++qqrKbrffuHEj1ur+\nTVXVefPmxT8kkFt8uwkHYxofH3/58uXWrVv1biAQDEUvB5IqHyh20yxZsiQzM9Pr9caWfX19\nVqvV4XCInQqJEY1GL1y4sG3bttOnT2dmZsavd3V1nTx5Mv5QPRQKffv2bfHixYLGxOzS227C\nwZh6e3s1TVu7dm38CoFgZHo5kFT5wL9ipzGbzbt27Wpqalq0aJHJZLp169b27ds5zsAgvF5v\nIBBwuVxv376NX8zJyXG73devX6+vr9+/f7/FYmlpacnNzeWkA1npbbfJZCIcDMjr9a5atWrq\nSbMEgpH9pSQkTz6kaJom5A8nLU3Tmpqanj9/Pjk5uWnTptLS0qmvQ0JiHR0djY2Nv10sLy/f\nvXu33++/efPmu3fvzGazx+MpLS3NyMgQMiQSQG+7CQcDKi8vLygoOHTo0NSLBIJxDAwMVFdX\n379/P77FejmQPPlAsQMAAJAEXzcBAAAkQbEDAACQBMUOAABAEhQ7AAAASVDsAAAAJEGxAwAA\nkATFDgAAQBIUOwAAAElQ7AAAACRBsQMAAJAExQ4AAEASFDsAAABJUOwAAAAkQbEDAACQBMUO\nAABAEhQ7AAAASVDsAAAAJEGxAwAAkATFDgAAQBIUOwAAAElQ7AAAACRBsQMAAJAExQ4AAEAS\nFDsAAABJUOwAAAAkQbEDAACQBMUOAABAEhQ7AAAASVDsAAAAJEGxAwAAkATFDgAAQBIUOwAA\nAElQ7AAAACRBsQMAAJAExQ4AAEAS/wDUEi42oS8ksgAAAABJRU5ErkJggg==", "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 }