{ "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": [ "#Creating dataset\n", "n <- 100 # size of each segment\n", "serie1 <- c(sin((1:n)/pi), 2*sin((1:n)/pi), 10 + sin((1:n)/pi),\n", " 10-10/n*(1:n)+sin((1:n)/pi)/2, sin((1:n)/pi)/2)\n", "serie2 <- 2*c(sin((1:n)/pi), 2*sin((1:n)/pi), 10 + sin((1:n)/pi),\n", " 10-10/n*(1:n)+sin((1:n)/pi)/2, sin((1:n)/pi)/2)\n", "event <- rep(FALSE, length(serie1))\n", "event[c(100, 200, 300, 400)] <- TRUE\n", "dataset <- data.frame(serie1, serie2, event)" ] }, { "cell_type": "code", "execution_count": 3, "id": "bac3bfc3-b30e-4a15-a4b4-67325f4a7178", "metadata": {}, "outputs": [ { "data": { "image/png": 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y//xBT48LJ+hfeMiweDYaPWnG/+pvXs5VLsmZKXXLYgrgMJCQe7kLQiRbT3+WEd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SS2K2J1Ym5BI7a/3zWoTUWbwk6VJXAu+R0pVBBH2IYXlEdaSHDKM45iXD09KHfkct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\nQQLg/wEuIXkJ8sNU8wAAAABJRU5ErkJggg==", "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$serie1), y = dataset$serie1)" ] }, { "cell_type": "code", "execution_count": 4, "id": "db4372e1-b4a3-462e-b31c-05c8ae7033db", "metadata": {}, "outputs": [ { "data": { "image/png": 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5xjrsYqKaRE8fC0buXh6/syeV/JtFWOTX3y9Fa2tMNgHO/tv9xrvtFY2i4Zhurn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YM9uyWBt+lJQ58WJSwbBOyU5uAY/g/PVe\nPTpEV1vQD4DmGqMLvNaQdNNX3sZKz9DeZ7aE6d4XS011k2/0Y70v8rB/RQACc65ISWArePDH\nTNWORsBGYqiilJbDkhmFzZS+zA51y+qE+K02f3aAfsV2ui0NxYKpQQaWYDvqZuIFjHNEf0SU\nSP+WB2mg41dIO+Zar7UHjTa6RzewlOcFq+GraYa89hPihbgAkUjo6Kr5tEI1eCDk/IsYPvOG\n/o+eXYCWPKivvZM9LKWJqBu5B0N73xK2s7SIdGG74MT6EEXkGbODi4R6a9R/RtNWFTujioeY\nDA2Hpjw9Q/0jA693JFUmGN5+Qu+EzDopMkZ6F02QZX1I0T+vUpqvHXIfYUSJ9ImaEkQ2Upfq\n+VnbNNylGwwEf6sp5GKV7jJU7WRLJKt3AxHUYrqPrqdsNzqFkApvGaMZQzRrHT3fDU3KxXkB\nyXvii7beU41s+FivlZnBELZ7yXTjPqirwq7IvTAfoSBO4UrueA2YoZ16000dUsmF085QerQB\nTDEK0K9W6LdMrt/QwzgbAb3jblAsY7pe8XfP4HskHDEZcjf+iCSRPm1MElqIzc/xv6WQGlP1\nYvkT2nvCLaY0kFEFMcT4K8LUy5J1z8MfZIMXPdOEvCd/xnNkuFV5qAvbmSewf+cvJNZsoPyc\n4CVAjaTBSMNzRvNGp6yAy/C+NYTt3tSLuxC5APLR9x4UhQ1VDBuPFUzAseGe7BebJJFWCwyy\nCAHw8bIKz0i+ijII0ulFuG90izjYl5fNFBVChfUS6hwQQSJt45Ow1L6sUdYKF/P6EVonnDZj\nqjL19LTqRK9rADtRtvmQtthe/cIPrKy+KSzZxlvOk6awnVkTFJjXmNSFYisQ0tW0Jo2kwb1G\nnTr9RW96shTEs3VhOytJgTgrwHH8eiFgUtTwHjgkGNFeJLGNo3N6Mr1CcNk34o8m4nqjG0aI\nT5Nxsu5VL5N+Gr73zfYrE4Lr+tyETxgiSCTwB4AVXBG7RMarTDXqWTnaQMH1cT7VdvGYdIAf\nXpdjJXw7RWNjTUWITFFr1VJ8Y5gjNmL4SBhVqroa/iIxaq1H1qhhNTwt2CmXZs9ueVoYwnZW\nkgJxVkCuqO/Y1ODaoM0eIyb3TQLJ+4zgFl610KKWCBo68WJzVfVYlpjueusxUGUl03glX550\n0yJIJPC/EROPfeRDactEdR5Tsq4V6wp92cOcKfqnXkVJB3HMy+tCi3p5c6nuJNZ6tiegJWxn\n9E2wNkSZZA/wruTC3nryv/1JhSdVI4VxGBWcMfXNlOWyZAjbPU0Me1vEWTFB/CcfF58W+sUk\nDO9RCvLHsNUxTBTod60Sg9+7fAaf0f7PuJXB3K8mL7gh5U/Q3BFBIonCbWhZ3a6nsChzsSxN\nWsJfKMNUTKCsvE0soGqLlzCKAtThFP28TNLD2ruV3JmK9ZXtUmsJ2xmdfMyW82758NT4ognd\nvfXifq78eaVcpVu+fzSlhffY8v3The0y7jKa6RFnR/Zt/D8J2xqzuGoZTEXw3zYXAeAy0YhR\nhpTba8T2lNT4t8YIQTYYKhyMtoGcEEEiwa5O7A3WghymhChX56Vxhx4nTa1i20chNwZVUdfq\nsRlexrus0ZqwHv4M4oCose2bTtfoEhtGb7klbFdf7x3sLV5UZsDbmU60tKQmVWQ40VJd2O6j\nGoQkDs7FTBHh4VBp7aY31aDOiMxtGaGDX9bMKJXQLqtuLMKVe5DPezNVOSaBt2nuiKT2dz82\nqN5ig2OZJYEdaMoBSlcxmYqKXxqXToPabGjfNzTGliobi0zTKDwgNGtBu6xCNXs8mrDd930S\nihte5YawXVXdrA2yplLAsqXpjU4raT/G8EanmrDdXrF5NpReEWfDNP2+7mTG9jfxQoVMuQdp\nNyZg9RT9Q4+Z5FSV0xxJe2nuiOg50pq2ynbmBf3gTLrIMu7/IUTT62WZYeFt9yNPf1Y3Fmne\nSe5eU1uBHmA1VF1FZWp2UgtqwavSEf3LWg7DaCUyZe0qmf9Mu2O8lpcyoddbq0nVow7HyKVM\nDiJyRrp+09uSPpW8UBcrdECLmYcRSklI4FozdlKP/YPmARElUnA2leWfY8z5Eha6ZKWURtKP\ng+iem0iZIXwv8k0rUuI285Bpp9Jr/cLb2AB2JEhpkq/c0+ndSthO+PLox0p6c6spawf2OfIN\noWZ5auBSzdzsamIqr6sedTA8ILlaHCAAemruSSuWocUcW70nteBb1nWNtZh1NhIo7oUand3z\nEhBZIi2Sx5BLmpjlM4fFYvaCo6qeVWvX28/bImvyHzbTcU7zPJaXG67NHKWFmONedmjQx8o2\nqE4G+fajdTno5DFIRffywVwu14F2x3gr7TyqWSEzpnrUwWOmVJ7+Q4ggjtXybuzpdrCUF6tj\nxx7wYhccsWLbElWsj33d/d511fM0wsgSCUq3s5h8rGjGkuCWUalvsp0LR6K2Lr1dfIsXpz1u\nHnIylJR/vVm645FAAy4onCXq4s3ScE+lOAM0z/T0h7acM5Z5wb/Y/WlJ41SGwdQvZl4i3m63\nnnUcpnrUfxFb5zwtGRAcn3o3tnM8OtKL3WvHvBkpYbEdO+hdN82OnaymYk3smC8iS6Rt4tzr\nKZ/Rbx5ALuJdFWJ/qPsT1RVP5/PCYKNCSISlYOMTruWQ6MmVJ0rbzaDq9gaVCP0IoorX0G4p\n6huSdJaiPlPrO6geVzWb4jXd/FUssTowN8sdhIejCfK+Lups/U/XlLFyzg25R+XtSjuvmXWB\nIss7TvBuFctbLVdkiXRUHMO2FCO0mq2L1+efjj2QRC4Yo9cIQe8Wnz+62pLZx4cnk/JPsnvy\n22sNwS2O3oSVbc+BP8lKM6icXL7lh9yGeJ02m1geL4ZIquXxcnxkGqk1R860ZayFhtajfrJm\n2i6KCAFXyvt6tht74iyx12Wskxt7SsYanXJiC2Ssad5OKSJLJFqU1zVcIobY3IzVkccsNc0q\nA5nT55vMK+0yvFt57BGxGi5kr5aG81YJ2WS7xQx63mK7O5M6s4wdi7a/2WznMLQedct1TDTH\niCbZrEXJlX8wrtO9xWqgrF1o+A6cKvwaiw+CPWYNP62f62AiswtbgsiGzFHZH9xYAFwoiuxz\nY36IMJEu5hyB7P6dZqwtbC8ChS8zA8c48UQxQY1yZgxOXZMOwqxjLe6e4vUkGaLTvI2VbtYy\nbk4xdhuijpXWmj25RlnQTmPjtRr+Z6yk5Ag73Uidol+nd9qaPpiI3LGP18S1OOYX28gXLfU2\n+cX2sbsn4Qp/YTrecXuxr51B5iOs0K7oG34xH0SUSCdHpZBqz2ZBHfgF1uKmFxQCHGYN+OZ1\nT11MhokbO82qdZU136vbiM83mOHHSS9W/f0122Y1tzUsGhVTD1+x8xQdvdz0SjsrcCdRDYLf\nGu8Gz8Bg2GmyqIAorBcJTdX2yaYzMyIvWP/o8AU5rLMCOxbNW5vpH8tcNHpqjvIlHwzrP+N0\nDrETsx58Js/eOxElknC6SQ++gzQmSR3sRvhhUPC0xZ6qKGtE5XV4S9qRMmbWTi6Bv6zrs1zM\nZrUUqWyuOV2p2EdOslkz25tml75pHiyL7ZOL+7xDrg1Gnkh2ZAbfEM6A2/QjWniOJkuRYFQi\nI2IekSQSaIklH2IHbFOc8FNQ1vseGe3EXuMmSKJN5Gk9cEQUMtbPhvYSoxQWCoNXseWizwzQ\njqiy3qfsE7l+RK2b59lj/bt0j2PumiO1wC6xjmc/6g/glF5w/Lo6xqXH8tK9jIghRJJIs+Qy\nTC/ZVsi6h/yJb8Znu1l9+jHbpxwQ7/KFdCUSupydQVfYDP5LaUa9NSQ1erOkwI3UgVa57XiM\ne3KqtgiroYH3jir045jDJDbK8ZwG1NfqK8blnr6LLsKKKAiIJJHkMuxzlqW3rYhP8r3kbZR+\n0sEzsVHgQltL4XpzcbfvSVKbjeONMoRUX26EQLriz0xLYSC1saAiuUm2tz5ot/1pqWqndehZ\nL82+yJwf6dau5GZxgM5PmEkDvTZcm762u2fpiJhGJIl0WBzo185iGeSDVnCEuOlf5eIuvez9\nzKmENp4QvV3VXk6ksaeTcVZaDs4ehjDBkrHWRfAD4RB2EDHLzWm6N0U9Zh/XvegV3M62C1aW\nqXeBOeVJUlcjnzKPXCcPE00RVkTsI6LJhiWs8bcMmwUuS7Urn6GYCtRMnrOiv5UovezMESHz\nWMyumWqawnk3ypMSBqzgzy+5wxbxYvhK/KDyItVjtw7pqeqR5D9m7FXPsswQi2T40EsvvGl2\nipxhhxZFZ4ovnJQ6IsYR2XOkXeMSqx4Ozi9vFL3QPg+AMzWQubCsGlaxRVrjPcJ1zam1AhPN\nfuQ7OzK3PCE119CfehQjbawDOdmWL3pf/2K1DtGpnkyxpW/CvHuBIb/dV4LUNEu4Nnilr6+Y\n+iaidbGwEKV0UuqIGEeED2RptQsp/Z7NPpU+MwPXi/sadGdN0YbDXOKEtKPrSyb1c2rt6BDu\nckPbEfewLnt4cGYRCillTM2MKUAkUe1wHbF+FS1VfYdNUClFnHUNfwVjB/Wtp4FmpdQh+yAE\nVp2UOiLGEWkiXZ1wIluooFQzm4K/4s11VcD51SwTlRrCOwNpVrE1Q1ZP8pe1lGZWd8sS2Z7/\naem+1M8IgDl0JXHCdxWxTvq0VLWlb8IqkUWdOAgMVdQ3dLtUk5OdUoeDJdE85aTUETGOSBPp\n/8jWL4EWpt4L/eyaZHL1T9t5R1URsypOVgxs3OdTeniMb6vuH5ZKEga4nXLrgkst8BJtYEa4\nDloqpBQsNS4jVW3YvzBIPa6/w7D0RsPDXp493dyzQS5etMmjGldBQ6SJNICMlOo+s+3Y80zi\n97M6JKGptbuHdF3ykXVuw4lqN2Xo4jRv7w1SD1w6rBpZurgFaSGrK2rbcpX/8ZRRtGJvAely\nDupQCTp9T5Fr5MPhZk+0yIeXEayzJMMRMY/IEimLiUSCRJIl+kbZDpy9XT/pClWBUMyId24g\nfZxCnws1IjnNSr/fn0DqwXLRSYAv83Q5K9ptkDNJO6mq3yLJikkRb0j8md0gnh6XrcY1uSQh\nDcF/w9AdRxQARJZI4/idl8Q/3ujMHjvITcHvDSRuEe++rgkk8W892WVX2a0jRXQiWRzM7sC/\ny4U6r3JqE7UD0hLmuu80M60qDDn4BiWoCSXizftZKv9sBEspXa8+diPh6epKj+shO6WOiHFE\nlkhgYdMogST1c2rX93UnpNT49+s6Z7UMRyuUmyMuftiKXKETyTqrhVqIUj1I29lu3fBGb6GY\ndLkReUSfM6tVNC+jASX79Xll8oyVKqxcRT4yDJ05mqXIR4Odyg5EbCOyRILZo0tyQ9fdNrOl\nZEPVz3wu7UCETB2pZwU+4d8VObGqluEE7GJID91TTOF7VpHEkWHZ44B4HWvo+/XhQsXmWpOn\nJ9SgdWIAvNbaDk46XulxefINiAKCyBIJBJCakraupNsb3rxS1e10nF5YBi+yQx80TyQtV7LJ\nroK97XoWrkkjs3005DzrCKvRlcIPC4Z38Xo9SzbFkw5yG1291lpdUEjAy/8pQSFEAUGk5bgk\nrs6wY49pK7SFdnC+F/PpvX+RXP3aClJlrjOcH9PUZSPdy35XfqM7LaoA4R9h9z6H2SfptdaW\nrW2/aFsi92LubNVTeYd0RE27AoYIp7+fVxpkD9qhqR5XyCQ7eLEKFf3WjtE5YgJJ/qcToTMK\nqQvd6zzBum+tXsK3+BXl99NAqrjYNBH1KGJoR3LcIFUgaY3ydqy/cp++muTQzomIUUT6HOnN\nYjmt0PZogud2bviMFGNKauOap/2gph0fg4ctrWXQ0RWkNE2KQxjeYQyzyxNy+SZm5ywuNi3I\nVWvtGcc3g96qZI4uvNiODVXu07Z2JCLWEWEi7VJsKe7EFMdIK0fxTU1k7V110n8q/tneZVRT\najL9XIuuW3wAABFISURBVAWUAsmHTi4wUFvMOiAFYQiVH2lElgsm/ebIS2iVea4swyhlOlLX\nr5wJEcOIMJE8V6jWbhDEkUjjX5yQpyC7zImNUDFnU0KzlQZg6o9O0EsVLHV7CWHWESWAV+u5\n83dZd3trvoDbrXTHFVSteHaC8yuOJ7JUvKIzISNiGxEm0kPqpreNKIPrJJmYq+led7KRvO4J\nJ+YJrNuZcVb6lvN1wb1OUXiwwGmAUsnr79qRCmN0y7b9oj2RM+g71+9aCTocNS1LGWRvxsuV\nCengo6WGiF1EmEhSZ8ev0/o3GXPSxpS1SgAceW+a0UDGXH/jMyArSFL8LFQgQR14uQG53OqQ\npX8hoAy4zDL4haRIImsv3GAI73M8LudMR+lYudYKD5vqmLcrSIgwkY5JmeZRbiwgq+b8REiH\nytWbj9CYtOa7wocs8jqnI5ehA1cGp4P5Myw9475SRmi+NVs9Cq/IGgXdvZUn6LCN9LVjIENZ\nJ+c5EhGriHTWbius3+yucAZpy5buE4MC8MQFPrFs6AZ8yyeWAd5H1/nE6C181vlMPKOKOQ+q\nIp7pVpc6+FOlsdqMJcRJuc8k0E2+iQyyY+/xXy0LUpAOzxAxjEgTKfgmztDDNzaB7+z7+Lo0\ncN/MtNW+1wl5out9DfCyW7FYSZ9UA5t12LTyL+Cv+ZSR5CMYlNXxcLKhx3ZNvUFCbbc+JiPs\nGCg1gAnwA3YYEcOIOJHoxltqX/lcDo4mWetfnrPFPxR4tXv7Efv9Y3Rpy7Qaf/NVhaY08+n2\nze/xL8gZxAvNpSeBWautxOvS7dlzR3tCkh/mebwX3KYqlQBc7nrEgnaQWEoanoSIWEfkiRRF\neIiLJIO1WQ1zQnuOwCpymNs49QKZIB7YsxWle7uS2jP5InGR16wusUPYQ51gnYapTp4QEcuI\nayKNIVxQktvGpH5kxl4iM8SDAbYbDFPJA33VdFugdRtftrHU+O4+5E67A0p2BAYeIx19XEYQ\nMYy4JtJEUABaVI70taW8lIaqV2mq8B9hw8kEWi2H7fZidnuTLmJ59zrWivKE8FmjdKEl0IqI\necQ1kVRCzukmZ+ZksMVRXuQevpQJObubPAtK8wbtFq7Y7a0Lk6F/8EWZ2kMUFMQ1kebLMnPb\nNpmyfkGoT/f6IhRgr+N2k58Bn+y7ZCm7lR0peYn4/IzbKIKIbcQ1kZbKY6BK1ZyYUudumurE\nDsmmqC52NznYOs8fB0TaaoYrVxWfUfukwCGeiXSkL2kosm5FXd1JNevUspW6NM2t9uSEGfm6\niDjRWix4VNRqX5RF38PJ2nMaOSLqEMdE2s2VjJlsQ5ZbqB2cdTqLB+VrODFaqKn4fHmifQi8\nrV9K6oTTNEtMTRPM4NbKiXN5Q98AkBxHFBjEMZGgi3ypb1uRp4dSpLF7aRnRYf5D5SL/dWL1\nuebWwb6JpOwzJs2msnbbS5hGkk8mEBHbiF8iZUMX+iBDsNtDilBm9ZutRBd59t3Bq0s4Xbkt\nE0XRXrNkK7BFlBkyq74biG1Ng4hxxC+RsiDD1p8J6vd34xcIR4zf/epdL2VS4RP55YVtgTpp\nbFHHboIdK35e0gmWk8ihRgoRq4hfIkllyZeY0v4wN1y1Mv+0R2l2aWjDiFBLzWgGuoNog7O3\nGg6ZvODa7tIi5z58RFQhjon0OV9qtclizn7pbhiUir+zhE84uFQQ9Ax2sWL9oaSo8GVWADp5\nKwb8BIYQMY44JhLdfHNyyiNMm3WhW1966omipBOrz3YEhhh6sGSBaKdwJjMocj1N2lqB08IX\ninWbl3Hk8BAxjngmEux1WDOeLTEU6Mxv+tWePZ8BXsgqOvxKWEr59FFx2KrS5x729U4hF/Lk\nRKFm5z52RFQhvonUVohxP+1U7CwRs00d+nEH0uYn5zpxoMr6EGt+YMeeEb3mP/rJUrwiapJs\nqXFE7CO+idRZOF+4FTsjITHAVfjTHAsWmHUWk0GuYOosIUX5ObjFGoD+C5/ZChHjiG8igcKJ\nW7EzGogkFIur2pYw0H8xnzzrvuYbQuFklauLwiphea+572yFiGnEN5HuExZ/bu/ex4JHUvPI\nLuiBNojn/Zxg3yej2Sdf3/JvhMb4JnLPuY4cEWWIbyKNFiJcPdyKHS7jVXIUEMlyVzp1N+nI\n3Gef8BMuAq27OULDzsQvpCv7pBnUIgoI4ptIE8QSraNPxc6SK8mf928SPCppFnEfYMJ0qU/n\nYGD5PenHPj1H5rsxYZq58zbSxXWAQsQ04ptIM5kwQ/ZrlWzpBQYuByQs018xIzeL2qBNdCD5\nyr1uP6+mo2PJOz4/sFDz4CaKtVpUslvbEbGN+CYSSwyc4oYTbvnCx6xFNuv5EqStxbIM6Ccf\nTW8lu9zXPCFszh05B45yteh+YcjRxFeFDxGriG8isdPWhwUt5tkxSAw0cZyMjsDG6X56Hfnd\n50VT+GnrQN+Wo1plg5snARTRL1CIbyJtJENoXXFf32zH9oolWjVHiTxQRVwxi7ZM8ptWhB1m\nD7/ZijZPDkwCIrmOaYgYRnwTiR3ogIO5LfhDM0Q/eYlLnKuEQnLz026nRBCZEwsn991G6fW+\nLrHXkmOr4YQK0w0FCvFNJOZmfoO4sR1PW5rGHPcyExxzS0oX1SeJtx0I7ngcc0sauJG9WJEl\n3QqRuw66V3Yje6CMD70oChbim0iZpA39miv3VzrkBCtVCX444LRJcDQqzD761J4uFLRMYh9q\nu5MO67H4Y2gyuWiSjwcUIoYR30Ti8kHrLiUpXXwUhBsyJ82tXB3FQTtyXOXnDIBAvszr2XiQ\nOxVe4np0ImIc8U2k7SVLvh2gi12XI4Y2JJM5sfg0zzLv8p0sHeF48tF7dSI53pfg53ehjzAR\nIrYR10Saxnpkrzw6w19AmJeGL7WMLwGDmA0ZJMgNvKUTqZMdPXAdabeaZiddfs5DR0QZ4plI\nm4WsT/9xZIlfuB/5npXMuaa1lBXpvReY04hUXepEerCXBIGi6VZsC/eqGPsrueHcB4+ILsQz\nkf4ubve0of66pw+wnvGnpSWsiWfJfNGy5FSmZr/UlLT9/hIWu9FOKDQTP/Df6HpZ8BDPRLoL\nVmC92NTjglfLjfZ1u6XzyD+AhW5tw0oyimb0J5fNtXl0AH7e3eh6WfAQz0R6VtzXVTu6xi1B\nfHIJqfFU5mD/CoR3yS3AitVObDMZQOkMRwaC0t1wSU//fRcilhHPRDoqlOlebZ7sU+nzLo+1\na8LTbA42kuuAFe6qcD87ehrrc102FFEMdTZPiJhHPBOJ/nh9Aik+k1bzUZkLVFW5Nx85LvoT\n6cLPcUm5DCeWlXgFO0/y8VoWkiq3jCdvnvvYEdGFuCYS2888SGmxBm5gj5bFftUN/0E6TGeh\n1Ld9XrRsTaa36ieTv6pdUtK4jIfIRz4xREwjzom0nfyVnpRuRzoOaES63okeHpKQ3HF2qeTB\nW90rKW1QlJ3mulMVQ3tydG97Xt6AKFCIcyIFSfTJzaTqOjfSxCNSCzt26jL27cJF6/u/6J/I\ncVq3pH+sLxlamJAiU89l0IgoRJwTiV7A3cZ81IA2F1NE6mfHIN3nUwLE0ZP8REvU9Y/B2RVZ\ndS6DRkQf4p1I9cR9XcxVP/llRBlRoVDM6WXtA2zwrWelvzQnXd8irfx/3mS41K3SQ8Q04p1I\nl8GNvdwndjt5oSIhl61xAv3hIh9VcEo3wFTWy9dL7N9wKVbbFTDEOZFONYAb2y/7NoYsS/cT\n1VKVqS/4xAL15IrQaV5nWA9BH4tARCwjvom0szbc14Xdvj5KXyaT+hBf2aw72DUppJdPu/h2\nL0lhy7cGsR68YAp/eo4jR0QZ4ptIbeU9P8UvOpk0q5non8Veeiu/rK7LpG89Ii12grtLi0hZ\nv3kOEcuIayL9And8I9uMgkP06N3tL1LyiLjS7fo7XVoRyZ11holArRPnOHBE1CGuibQF7vje\nfsHFEOzuF9xXXARte0sq/ceCaGp7WFB6o4gk7znHgSOiDnFNpOOF4Z73K9npLQnxuU+wA8Qu\n9YktFF4wtX1kIPrBZa1djiFiG3FNJDoObmw/A73OkkivuLEdMnafz4UPiVBXn9AqeZ2bUkfE\nNuKbSNlggFTZJyYtXfwy42shVMZPBLKdiFXz+4G350xOREwjvolEu+W41aFHQJn4ouNubF+C\niL3u95qgOFnPL/Y1EOnDcxo1IvoQ50R6R9zXk/xi29sxupTzrdTmB0mkpesgG8Q08Zoj/GIB\nkXC/zPdCRAwjzolEx7ByujtzsFg5OnP0TN9CH3r8jkRC/rzbN5Z9E+NKM/8U957WwVgTnzwE\nIrYR70Si22ZM3fS/XPfruhxz2IEF/fvOyGnOCWycvw7ligse4p5ICEQ4gERCIMIAJBICEQYg\nkRCIMACJhECEAUgkBCIMQCIhEGEAEgmBCAOQSAhEGIBEQiDCACQSAhEGIJEQiDAAiYRAhAFI\nJAQiDEAiIRBhABIJgQgDkEgIRBiAREIgwoBQifRcpyCkkzcSCYEQCJVII/+9a9cuqeuBREIg\nBEIlUr/t2hdIJARCIEQineo05taBSnoUiYRACIRIpJ2dlx7+pDszAZ80bty425BICARHqEs7\nJsk2Y1zwQ8dmzZr9FYmEQHCEQKQPunYdyR8sHw7fwaUdAiEQ4oz00YTgh5cmwldIJARCIEQi\n7bn59cMbemyFr5BICIRAqHukLcO7D1knv0AiIRACWCKEQIQBSCQEIgw4NyK9+iYCgQhizrkQ\naU1urz6h/8uR+CXyiPn9/5nfQ9AxcnB+j0DH5P4v5vcQdPR/NL9HoCN9QO7PUZmD/4FIueKV\nZjvOw6v+rzjcbEp+D0HHkI75PQId7zTbkN9D0NF8TH6PQEd6ixCejESKMJBIZwESyQAS6SxA\nIp0FSCQDX0w6fB5e9X/FiUlrc39S5LDkpfwegY7vJ+XoiZsfmPxBfo9Ax8pQ3oHPB5EQiLgD\nEgmBCAOQSAhEGHAeiPTHEz2Hfhf+lw0du9+najT5PqiD6b1uXxCIluF8PbTb3R9Gzx+H0v2/\nRM9oQOontOGcByKNHX/g7e4ncn/e+UbW+MlUjSa/B5V1x6T/bumzPEqGc6zX4sPvdN4ZJaMJ\nImPgvKj5V0mpn9CGE34iHex8mNJhb+f+xPOM+b07TVajyfdBfds9Kzik9CgZzhcDgx/uXhEl\nowniub/Mi5p/FUj9hDic8BNp453BDzOmhv11Q8Vv+5+drEaT74Pau5INYEyUDCfjCKW//3Vr\nlIyG0rUjxs+Lmn8VSP2EOJzwE2klq+N77fGwv27oeHGyGk1UDOqbHuujZjgZw3vMi5o/zq93\n7PtX9IwGpH5CHE74ifQe/8nRcETNiASjiYJBnZ7d/ePoGU725lf6fBMlowmMWkGDRIqS0Uip\nnxCHE34irR8Q/DBzUthfN3QwIsFo8n9Q++95eHfUDOf48eCHJ6dEyWiWjsrIeGJ2RpSMRmD5\n8BCHE34iHeryO6UjloX9dUMHIxKMJt8HlXXXjACNmuEsYO+wMydGyWgmsnRzp95RMhop9RPi\ncM5D+jt90sk1PY6G/3VDBiOSHE1+D2pdz9379+8/HCXD2dHtk2Obe62LktEwBJd20TIaKfUT\n2nDOA5GOPtbrga25P+38gxMJRpPfg5rP33VHRctwNg7vPmhF1PxxqCBStIwGpH5CGw6WCCEQ\nYQASCYEIA5BICEQYgERCIMIAJBICEQYgkRCIMACJhECEAUgkBCIMQCIhEGEAEgmBCAOQSAhE\nGIBEQiDCACQSAhEGIJEQiDAAiYRAhAFIJAQiDEAiIRBhABIJgQgDkEgIRBiAREIgwgAkEgIR\nBiCREIgwAImEQIQBSCQEIgxAIiEQYQASCYEIA5BICEQYgERCIMIAJBICEQYgkRCIMACJhECE\nAUgkBCIM+H92Cis37yXcRwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "#ploting serie #2\n", "plot_ts(x = 1:length(dataset$serie2), y = dataset$serie2)" ] }, { "cell_type": "code", "execution_count": 5, "id": "9a12bab2", "metadata": {}, "outputs": [], "source": [ "# establishing drift method \n", "model <- hcd_ddm()" ] }, { "cell_type": "code", "execution_count": 6, "id": "b744a3ad", "metadata": {}, "outputs": [], "source": [ "# fitting the model\n", "model <- fit(model, dataset)" ] }, { "cell_type": "code", "execution_count": 7, "id": "e0c8a397", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message in FUN(X[[i]], ...):\n", "“NaNs produced”\n", "Warning message in FUN(X[[i]], ...):\n", "“NaNs produced”\n", "Warning message in FUN(X[[i]], ...):\n", "“NaNs produced”\n", "Warning message in FUN(X[[i]], ...):\n", "“NaNs produced”\n" ] } ], "source": [ "# making detections\n", "detection <- detect(model, dataset)" ] }, { "cell_type": "code", "execution_count": 8, "id": "cb697fcb-41a4-41f2-9eb5-445511b746b5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1] idx event type \n", "<0 rows> (or 0-length row.names)\n" ] } ], "source": [ "# filtering detected events\n", "print(detection[(detection$event),])" ] }, { "cell_type": "code", "execution_count": 9, "id": "76f125ab-a922-4a70-95a5-8d5487f795f6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " event \n", "detection TRUE FALSE\n", "TRUE 0 0 \n", "FALSE 4 496 \n" ] } ], "source": [ "# evaluating the detections\n", " evaluation <- evaluate(model, detection$event, dataset$event)\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 10, "id": "9d0079cf", "metadata": {}, "outputs": [ { "data": { "image/png": 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Wkymb766qszzjhDRGbNmqXx+wJobQh2AHSj7zN2bu2KtVqt7du3d71z4tZbb+3T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\n3zDh3Pz5AAAAAElFTkSuQmCC", "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$serie1, detection, dataset$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": "4.3.3" } }, "nbformat": 4, "nbformat_minor": 5 }