{ "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><fct>
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 <fct> |\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 tt time series\n", "dataset <- examples_anomalies$tt\n", "dataset$event <- factor(dataset$event, labels=c(\"FALSE\", \"TRUE\"))\n", "head(dataset)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b744a3ad", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“\u001b[1m\u001b[22mRemoved 1 rows containing missing values (`geom_point()`).”\n", "Warning message:\n", "“\u001b[1m\u001b[22mRemoved 1 row containing missing values (`geom_line()`).”\n" ] }, { "data": { "image/png": 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2wUTLir7ssOX0TEs6MbFBzuKY/In9bs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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "#ploting the time series\n", "plot_ts(x = 1:length(dataset$serie), y = dataset$serie)" ] }, { "cell_type": "code", "execution_count": 5, "id": "03d7909d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ " serie event \n", " Min. :0.0000 FALSE:76 \n", " 1st Qu.:0.2859 TRUE : 4 \n", " Median :0.5348 \n", " Mean :0.5221 \n", " 3rd Qu.:0.7587 \n", " Max. :1.0000 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# data preprocessing\n", "slevels <- levels(dataset$event)\n", "\n", "train <- dataset[1:80,]\n", "test <- dataset[-(1:80),]\n", "\n", "norm <- minmax()\n", "norm <- fit(norm, train)\n", "train_n <- transform(norm, train)\n", "summary(train_n)" ] }, { "cell_type": "code", "execution_count": 6, "id": "e0c8a397", "metadata": {}, "outputs": [], "source": [ "# establishing class majority method \n", "model <- hanc_ml(cla_majority(\"event\", slevels))" ] }, { "cell_type": "code", "execution_count": 7, "id": "9d0079cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1] idx event type \n", "<0 rows> (or 0-length row.names)\n", " event \n", "detection TRUE FALSE\n", "TRUE 0 0 \n", "FALSE 4 76 \n" ] } ], "source": [ "# fitting the model\n", "model <- fit(model, train_n)\n", "detection <- detect(model, train_n)\n", "print(detection |> dplyr::filter(event==TRUE))\n", "# evaluating the training\n", "evaluation <- evaluate(model, detection$event, as.logical(train_n$event))\n", "print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 8, "id": "863506fd", "metadata": {}, "outputs": [ { "data": { "image/png": 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qauro5LAaAIMi/xWbhwodvtVuJe/yC/kpKSxsbGSy+9NDg42H/PwkZjP/roI/89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2IChiHLPjjibGNSkxCHYwBNEFu5MnT9bV\n1XGPDxw4QLcY8JMpU6acP3++pqaGdiHDUFxcrFKpcAysVIlxYyz3ZQMdO4lBsIMhpKWlRUZG\nHjx4kHYhvkpNTfXeUfSKK66gWwz4ieiOKXa5XCUlJRkZGRqNhnYt4BfcNSmuYIctsZKEYAdD\nYBhmypQpZ8+ePXPmDO1afKLVaq+//npCyD333PPf//3ftMsBvxDdmJ3FYsH5O9I2bty4mJgY\nEV2ThJCioqLIyMi4uDjahQCfEOxgaKJbjS0pKWEY5rHHHsPpxFKVn5/PMIyIPkQxYCcHeXl5\njY2N1dXVtAvxSVNTU01NDdZhpQfBDoYmrmDncrkKCgrS0tKioqJo1wL+EhERkZiYeOjQIY/H\nQ7uWoZWWlnL7eIKDg2nXAn4krjE7bucE1mGlB8EOhsZ1R8QS7IqLizs6OqZPn067EPCvqVOn\ntre3W61W2oUM7brrruPqfOKJJ0SRRGFkxHVMMTdghy6y9CDYwdAiIiJSU1MLCgpcLhftWob2\n/fffE0KmTZtGuxDwL7Hsn2BZljt8hxDS2NgourO+wXdcsBPLiSfc7XmwFCs9CHbgk/z8fLvd\nfvz4cdqFDI074kR090CD4RLL/gmGYa655hru8ZIlS/R6Pd16wH/GjBkTHx9fUFDAsiztWoZ2\n5MiR4OBgk8lEuxDgGYId+EREY3YHDx4MCwvDaWGSd+mll6pUKuEHO0LI3LlzCSGrV6/mbogC\nEpaXl2ez2aqqqmgXMgSn02mxWCZOnKhWq2nXAjxDsAOfiCXY1dfXnzx5Mj8/X6lU0q4F/Csk\nJCQjI6OoqKirq4t2LUPgusgrVqxQKPCWK3Fi2T/BjdZgHVaS8C4DPpk0aZJWqxV+sOM+QS+7\n7DLahUAgTJkypaur69ixY7QLGcK+fft0Oh2m1OVAFPsndu7c+ctf/pIQIpZ95TAsCHbgE7Va\nPWnSpLKysra2Ntq1DAY7J2RFFGN29fX1J06cmDp1Kta85EAU+yfWrl3b2dlJCCkqKhLRXYXA\nRwh24Kv8/HyPxyPwD9GDBw8yDMMtHIPkiSLYHThwgGVZ7OaRicjIyKSkpMOHDwt5/0RISIj3\nsU6no1gJ+AOCHfhK+GN2PT09BQUFZrM5IiKCdi0QCDk5OVqtVuDBbt++fYSQmTNn0i4EAiQv\nL6+lpeXEiRO0CxnQn/70J4ZhVCrVn//8Z4zZSQ+CHfiKW98UcrArKirq7OzEgJ18qNXqSy65\npLS0tL29nXYtA9q/f79CocB4gHwIf/9EY2Mjy7IPPPDAk08+SbsW4B+CHfgqMTFx7Nix3BCb\nMHHDIrjnhKxMmTLF4/EcOXKEdiH9czgcR44cycnJMRgMtGuBABH+/om9e/cSQmbNmkW7EPAL\nBDsYhqlTp9bX1586dYp2If1DsJMhgY/Z/fjjj93d3Riwk5W8vDyGYYS8f2LPnj0KhQKXpVQh\n2MEwCHzM7sCBA0aj0Ww20y4EAmfq1KlEwMFu//79BPdBkZnw8PCUlJTDhw8L8ySRzs7Ow4cP\nX3LJJUajkXYt4BcIdjAMQh6zO3v27OnTp6dNm4YzYGUlPT3daDQK9o6xXLDDzgm5ycvLa29v\nt1qttAvpx8GDB7u7uy+//HLahYC/4CMQhmHq1KkKhUKYY3ZYh5UnhmHy8vJOnTpVX19Pu5a+\nWJb9/vvvY2Ji4uLiaNcCASXk/RMYsJM8BDsYhrCwMLPZXFhY2N3dTbuWvhDsZIsbsxPgSFNJ\nSYnNZkNrRIaEvH9iz549DMMg2EkYgh0Mz7Rp05xOZ3FxMe1C+jpw4IBCoeAmrkBWBLt/AgN2\nspWXl6dQKAT4ZaOnp+eHH34wmUxjxoyhXQv4iyowL8Oy7ObNm7/99luPxzNz5sxbbrnl4nu0\nd3d3r1+/vrCwsLW1NS0tbcWKFUlJSYSQjz766O233/Y+TalUfvzxx4EpGy6Wn5+/fv3677//\nnvtKKhBdXV2FhYVZWVk4VEKGBLt/AsFOtvR6fWpqamFhodvtvvjDjqJDhw51dnaiiyxtAQp2\nW7Zs2b59+913361SqV5++WVCyIoVK/o855lnnqmqqrrjjjuMRuO77777+OOPv/LKK6GhoXV1\ndbm5uVdffTX3NIZhAlMz9Mu7Mfbuu++mXcvPCgsLnU4n1mHlKTY2dsKECQLcP7F//369Xj9x\n4kTahQAFY8eOtVqtDz/88NNPPy2c2wTv2bOHYMBO6gKxFOt2u7dv3758+fLp06dPmTJl5cqV\nO3bscDqdvZ/T2Nh46NChNWvW5Ofnm0ymRx55pLOzk+tj19XVmc3m3J9Mnjw5ADXDQLKzs0ND\nQ4W2MfbAgQMEA3YydumllzY0NAjqhMWzZ89WVVVNnz5dUA0bCIyCggJuj8K6deuef/552uX8\njKsKHTtpC0Swq62tbW5u5nYJEUJyc3M7OztPnjzZ+zltbW2pqanp6encHzUaTXBwcEtLCyGk\nrq5u3LhxTqdTyHcNkg+lUpmXl3fixAmbzUa7lp9xQRN3bZItAY7ZceuwuMGdPB07dsz7+OjR\noxQr6c3tdu/fvz8hISE+Pp52LeBHgViKtdlsDMN478seGhqq0Wiam5t7Pyc5OXndunXePx46\ndKi1tTUrK4tl2bq6us8+++yFF15gWTYuLu7uu+/OyMjwPvPdd98tKiriHqtUAVpZlrn8/Pzv\nvvvuhx9+WLBgAe1aLjhw4EBkZKTJZKJdCNDhDXbXXnst7Vou2LdvH8EJdnI1Z84cvV7f1tZG\nCPn1r39Nu5wLjh492traes0119AuBPwrEB279vZ2jUbT+9hYrVbLXfEXY1l2x44dzzzzzK9+\n9au0tDSbzaZQKDIyMt55553169cnJib+7W9/a21t9T6/pKTkm58I83w16RHa/Sdqampqa2un\nTZuG+UvZmjJlCsMwghqz279/v0qlwjZteUpISDh69Gh2djb56Uw7IcCAnUwEItjpdLquri6W\nZb0/cTgcOp3u4mfW1dX98Y9/XL9+/e233/6f//mfhJDIyMgPPvhg5cqVRqMxKirqnnvu6enp\n6X040P3337/1J9y2DPA3od1/AgN2YDAYIiIi9u/f/+abb9KuhRBC7Hb70aNHJ02aFBoaSrsW\noCMxMXHlypWEkK+//pp2LRdgwE4mAhHswsPDWZblBuYIIQ6Ho6urKzw8vM/TrFbrvffeGxkZ\n+dprrw20xqfRaKKjo72/ihASERER85OxY8f66V8BepswYUJsbOyPP/7YO6xThKOJ4fXXX29q\nanK5XKtWrfrqq69ol0MOHjzocrmwDitz8+fPJ4IJdizL7tu3b9y4cd5ZdpCqQAS7hIQEg8FQ\nWFjI/bGoqEir1aalpfV+jtvtXrt27RVXXPHQQw/1Pops//79d911l3fdtrOzs76+HoOf1OXn\n59tstoqKCtqFEELI999/r1QquSkrkKfjx497H5eUlFCshMN1kbFzQuYyMzNjY2N37tzpcrlo\n10LKy8vr6+uxDisHgQh2SqVy4cKFGzdutFgsFRUVb7311vz584ODgwkhO3fu/OKLLwghhYWF\nNpstMzOzpBebzZaTk9PW1rZu3bqioqLjx4+vXbs2Li4uNzc3AGXDIIQzZud0OgsLCydOnBgW\nFka7FqDGO5+uVCoXLVpEtxjy084JHE0M8+bNa21tFcJ+7e+++45gHVYeArSN9IYbbnC5XM89\n95zH45kxY8Ztt93G/Xz37t12u33BggW1tbUsyz799NO9/9Ydd9yxaNGidevWvfnmm88//7xS\nqczNzX344Yd778MAKrzB7uabb6ZbSUFBQXd3N9ZhZW7u3LnFxcVz58612+3cHWsocrvdP/74\nY3Jy8oQJE+hWAtTNmzfvrbfe2rFjB/X3KG7ADh07WWAlxGaz3XjjjbSrkIXCwkKGYdRq9dNP\nP023kmeffZYQsmHDBrplgBCsXr2aEPLNN9/QLePIkSOEkOXLl9MtA4SgoaFBoVDMmDGDdiFs\nXFxceHi42+2mXQiMVnd399VXXz3IE9D6gpF47LHHWJbt6en5wx/+UFpaSrES7owbHE0MhBBu\n0xU33UERjiYGr6ioqEmTJv3www+9T+kKvKqqqpqamhkzZmC9Sw7w3xhGovebFN03rIMHD0ZH\nR6emplKsAQRizpw5Go1GIMEOA3bAmTdvnsvl+vbbbynWgINOZAXBDkbikUce4e7zMWvWLIpH\nsFZVVZ07d2769Ok4mhgIITqd7vLLLy8tLaV709j9+/eHh4dnZmZSrAGEY968eYT2oSfc0cQI\ndjKBYAcjsWjRonvvvZcQ8vjjj9O6xznLsq+//johBIf7gxe3Gvvll1/SKqC6urqmpuayyy7D\nmhdwZs2apdPpqAc7nU6HAyVkAm89MELR0dGEkIFuDRcAq1ev5rZRf/zxx7RqAKGhPmaHg06g\nj6CgoFmzZlVUVFRVVVEp4Pz58xUVFZdddplaraZSAAQYgh2MEHeONMUBu3fffZd7cPjw4bq6\nOlplgKCYzeakpKSdO3d2dXVRKYC7DwqCHfRGdzUWt4iVGwQ7GCHqwS4xMZF7MGbMmMjISFpl\ngNAsWLDAbrdz0+KBt2/fvqCgINwHBXrj7i22Y8cOKq+OYCc3CHYwQnq9nlBdil24cCEhZPLk\nydu3b+d2cgAQqquxbW1tJSUleXl5Wq028K8OgpWVlTV+/Phdu3a53e7Av/qePXs0Gg13qjzI\nAYIdjBD1YPfdd98xDLN169a8vDxaNYAAzZ49Ozg4OPDB7tixY5mZmW632+FwsCwb4FcHIWMY\nZt68ec3NzQUFBQF+aZvNdvz48SlTpuDLhnwg2MEI0V2KPXfu3Pfff5+fnx8XF0elABAs7tCT\nsrKyAM+q/+Uvfzlz5gwhpKioiDvKDsCLW40N/Jjdvn37PMQd+3EAACAASURBVB4P1mFlBcEO\nRogLdrQ6dp988onH41myZAmVVweBo7Ia63K5+n0MQAi54oorGIYJ/JgdjiaWIQQ7GCFuKZZW\nx+7DDz8khCDYQb+onGZ38803cw+WLVuGz1HoY+zYsTk5OQcPHgzwl+E9e/YolUrc4E5WEOxg\nhPR6PcMwVDp2TU1N33333aRJk1JSUgL/6iB8JpMpJSVl165dTqczYC967NgxQsjrr7++efNm\nnE4MF+PuLfbdd98F5uWcTudvf/vbQ4cORUREYMBOVvDuAyOkVCp1Oh2Vjt2nn37qcrl+/etf\nB/6lQSyuvPJKu93OHfQQGFu2bAkODr7++usD9oogLgE+9OTVV1/dtGkTy7INDQ1vvfVWYF4U\nhADBDkbOYDBQ6dhhHRaGFOAxuyNHjlit1gULFnAjCgAXmzlzplarDdj+icbGxn4fg+Qh2MHI\n6fX6wHfs2tvbv/nmm/T09Ozs7AC/NIjInDlztFptwMbs/vWvfxFCli1bFpiXAzHSarUzZ860\nWCynTp0KwMv99re/5UYCYmJivAOgIAcIdjByer2+vb3d4/EE8kU/++wzp9O5dOnSQL4oiI5W\nq7388svLy8srKyv9/Vosy77//vs6nY47NBtgINy9xXbu3BmA1yopKfF4PDfeeKPVasWxULKC\nYAcjZzAYPB6P3W4P5It+9NFHBOuw4ANuNfarr77y9wvt37+/urp68eLFOp3O368FohbI0+w2\nbNhACHnggQdCQkIC8HIgHAh2MHKBP/HE4XB88cUXCQkJubm5AXtREKmAjdm99957hBBsm4Ah\n5eTkjB8//ptvvvH3Qkd9ff1XX32VlZWFt0oZQrCDkQv8GcVfffWV3W5fsmQJwzABe1EQqfT0\n9NTU1J07dzocDv+9itvtfv/9941GI9eMARgEwzBz5sxpamo6cuSIX19o06ZNPT09t9xyi19f\nBYQJwQ5GLvB3FcM6LAzLlVde6XA4uMP3/eTbb7+tq6v7zW9+o9Fo/PcqIBncmJ2/Dz3ZsGGD\nQqHAbh55QrCDkQvwUmxPT89nn302duzY6dOnB+YVQewCsBqLdVgYll/+8pcMw2zYsOHkyZN+\neomSkpKioqL58+fHxsb66SVAyBDsYOS4YBewpdidO3c2NzcvWbJEqVQG5hVB7GbPnh0SErJ9\n+3Y//f6enp6PP/44Ojp69uzZfnoJkJhDhw6xLGuxWHJycioqKvzxEm+//TYhZPny5f745SB8\nCHYwcgFeiv34448JIbjhBPhOq9X+4he/sFqtfjr0ZMeOHU1NTddee61KpfLH7wfp2bp1K/fA\nbrf7Y8u2y+XatGmTXq9fvHgx778cRAHBDkYukB07j8ezbds2o9H4H//xHwF4OZCMK6+8kvT6\nNOXXu+++Swi54YYb/PHLQZImTpzofZyTk8P779+xY8f58+evu+463B9WthDsYOQCuSt27969\n58+fX7x4sVqtDsDLgWSEh4cTQh544IE777yT39/sdDq3bdsWFxc3Y8YMfn8zSNhdd9313HPP\njR8/nhDij9393PF1WIeVMwQ7GLlALsViHRZG5tVXX+UevPbaa8XFxTz+5s8//7ytre3aa6/l\nbtwE4AuVSvXggw9u3LiREPLcc8/x+8tbWlq2bt2anJw8c+ZMfn8ziAjej2DkArYrlmXZjz/+\nODQ0FEeFwXD1bvHy2+7FOiyM2Jw5c/Ly8j777LOysjIef+3777/vdDpvvvlmnPQpZwh2MHIB\nW4o9dOjQ6dOnFy1aFBwc7O/XAol55plnwsLCCCG33357RkYGX7+2vb39888/T0lJufTSS/n6\nnSArDz30EMuy//jHP3j8ne+88w7DMDfffDOPvxNEB8EORi5gHTucSwwjNm3atLvuuosQctNN\nN/H4az/55BOHw7Fs2TK0RmBkli5dmpKSsmnTprNnz/LyC0+cOHHgwIGZM2empKTw8gtBpBDs\nYOR0Op1KpfJ3x87hcHzwwQfBwcHcYbMAw+WPYVCcSwyjpFQq77333q6urpdeeomXX/h///d/\nLMti2wQg2MGo6PV6v3bsDhw4MH78+MrKyrCwMNyyCUbGaDQSQlpaWvj6hc3NzV9//XVGRkZ2\ndjZfvxNkaOXKlVFRUf/85z9H/y7KsuzGjRuDg4OXLl3KS20gXgh2MCoGg8GvHbvnnnuOe8tr\naGj4+uuv/fdCIGG8B7uPPvqou7sbN+KEUQoJCVm9enVbW9v/+3//b5S/as+ePSdPnly8eDF3\ntYOcIdjBqPi7Y+dyubyPQ0ND/fdCIGH8LsXu2rXr73//O8F+WODD3XffrdVqX3zxxZ6entH8\nHhxfB14IdjAqer3e4XB0d3f745d7PJ7z588TQkJDQ++///5f/OIX/ngVkDweO3Y7d+6cO3cu\nd/v2U6dOjf4XgsyNGTNm+fLlNTU13NTmyDgcjg8//HDs2LHz5s3jsTYQKQQ7GBW/nnjyyiuv\nFBQUXHPNNe3t7c8//7w/XgLkgMdgt3v3bu/jXbt2jf4XAjzwwAMKheIf//gHy7Ij+Ossy77+\n+uutra0333wz7lkMBMEORsl/N5+orq5+9NFHDQbDK6+8wvsvB1nh8Sp1u93ex7NmzRr9LwRI\nS0tbvHjx0aNHd+zYMdy/293dPXfu3DVr1hBCsrKy/FAdiA+CHYyK/zp2d9xxR0dHx7PPPhsT\nE8P7LwdZ4atjV1FR8corr2g0muXLl2/btm3hwoV8VAdAHnzwQTKiO4zt2rXr22+/5R5/+OGH\nPJcF4oS2LYyKn84o3rBhw1dffTV79uxVq1bx+5tBhkJCQoKCgkYZ7JxO53XXXcdtYFyxYgVf\ntQEQQqZPnz5z5sydO3ceOXIkNzfX97/Y0dHhfcy9GwOgYwejwr2V8Nuxa2xsfPDBB7Va7euv\nv45j/YEXBoNhlF8/1qxZU1RUtGzZMqQ68IeHHnqIEDKsO4w1NjY+9thjhJDQ0NCZM2f+7W9/\n81dxICoIdjAq/gh2v/vd7xoaGp544onU1FQefy3ImdFoHE3HbsuWLa+99lp6evprr73GY1UA\nXldddVVmZuaWLVvef//93qOcA+ns7LzmmmvKy8t/97vftbe37927NykpKQB1gvAh2MGo8L55\n4rPPPnv//fcnTZrEjQMD8MJoNLa2to5s1+GJEydWrVoVHBy8ZcuWsLAw3msDIIQwDDN58mS3\n233dddfNmzdv8GzndrtvvPHGAwcO3HDDDXzdkQwkA8EORoXfYNfa2nrnnXeq1eq3334b+/aB\nR0aj0eVy9R5I8pHD4Vi6dGlbW9urr756ySWX+KM2AE5hYSH34Ntvvy0oKBjoaSzL3n777Vu3\nbp07d+4777yjUOBzHP4NLggYlWEtxZaWlj766KP/+7//O9AZ6w8//PCZM2ceeeQRfIICv0b8\nDeTee+89evTorbfeeuutt/JfFkAvsbGx3sfXXHPNm2++2W/f7k9/+tPbb789efLkjz76KCgo\nKIAFgjgg2MGo+H7cSWNj44wZM9auXbt69erbbrvt3LlzHo/H+08//fTTpUuXvvHGGxkZGX/+\n85/9WDHI0shOPNm0adMbb7yRlZWFwxQhAP75z39effXVl1566eLFi9va2latWjVp0qQvvvii\n93NeeumltWvXJicnb9++HdtgoV9Y7YJR8f24k2PHjnk/Vjdt2rRp0ya1Wj1hwoS4uLigoCDv\nIf433nijRqPxX8EgT8MNdi+++OJLL71UXV0dEhKyZcuWkJAQf1YHQAghKSkpW7du5R6fPn36\nz3/+86ZNmxYuXHjFFVc89dRTlZWVhw8ffuGFF6Kjo7/88stx48bRrRYEC8EORsX3jl1OTo5e\nr+eemZeXFxMTc+bMmTNnzuzbt6/302w2m59KBTkb1lJscXHxfffdxz3OycnJzMz0Y2UA/YmP\nj9+wYcOaNWsefPDBb7755ptvvuF+rlKpPv/887S0NLrlgZBhKRZGxfeOXWRk5Lp16wghV199\n9ffff79169aCgoJz5845nc7333/f+zTcxBr8YVgdu8bGRu9jnU7nr5oAhpKbm7tr167Nmzd7\nf6JSqaZMmUKxJBA+BDsYFbVaHRIS4uPmCW7Od/78+b13vGo0mqVLl+7fv/+JJ57YuXPnggUL\n/FUryNiwgt2MGTO4224qlcp77rnHv5UBDOX666/37quYPHky3WJA+LAUC6Ol1+t9XOFqaGgg\nhERHR1/8jy677LLLLruM58oAfsItxfoY7DQazeOPP37ttdc++uijV199tZ9LAxiCQqH46quv\n/vGPf2i12j/84Q+0ywGhQ7CD0dLr9b2XrgbBPS0qKsrPFQH0xXXsfD/uhIuA8fHxfqwJwGeZ\nmZnr16+nXQWIA5ZiYbQMBkNbW5svZ/oP0rED8KvhBjtuE09ERIQfawIA8AMEOxgtvV7vcrk6\nOzuHfCY6dkDLsJZiyU/BLjIy0o81AQD4AYIdjNawzihmGAYflhB4wz3HDh07ABApBDsYLd9P\nPGloaDAYDLgHDgReWFiYUqn0Pdg1NTURBDsAECEEOxitYXXssA4LVDAM4/v2bYKOHQCIFoId\njJaPZ/q73e7m5mYEO6DFaDQOayk2JCREq9X6tSQAAN4h2MFo+bgU29TU5PF4sCUWaDEajc3N\nzT4+uampCe06ABAjBDsYLS7YDbkUiy2xQJfRaOzu7nY6nb482WazIdgBgBgh2MFo+bgUi0Ps\ngC7fTzxxOp0OhwPbtwFAjBDsYLTQsQNR8P3EE2yJBQDxQrCD0fJxVyzXsUOwA1qGG+zQsQMA\nMUKwg9HycfME17HDUizQ4uPMAMFZJwAgZgh2MFo+duywFAt0YSkWAOQAwQ5Gy8dGCIId0OX7\n5gl07ABAvBDsYLRCQ0MVCgV2xYLA+d6xQ7ADAPFCsIPRYhgmLCzMl6VYtVrNDeQBBB4X7Hyf\nscPmCQAQIwQ74IHBYPClYxcVFcUwTGBKAuhjuMEOHTsAECMEO+CBXq/3pWOHdVigyPcZO2ye\nAADxQrADHhgMBrvd7nK5BnqC3W53OBzYOQEUYcYOAOQAwQ54oNfrWZZtb28f6AnYOQHUGQwG\nhmF8DHY6nS44ODgAVQEA8AvBDngw5FF2OOsEqFMqlWFhYb7M2DU1NaFdBwAihWAHPBjy5hMI\ndiAEBoPBx44dgh0AiBSCHfBgyI4dbhQLQmA0GocMdp2dnU6nE2edAIBIIdgBD3zs2GHGDugy\nGo12u72np2eQ52DnBACIGoId8GDIu4phKRaEwJej7HDWCQCIGoId8IDr2A25FIuOHdDly1F2\nuO0EAIgagh3wAB07EAVfjrLDUiwAiBqCHfDAx44dgh3QhaVYAJA8BDvggS/n2BkMhqCgoAAW\nBdCX70uxCHYAIFIIdsADX3bFol0H1Pm+FIsZOwAQKQQ74MHgHTu3293c3IydE0AdOnYAIHkI\ndsCDwTdP2Gw2t9uNjh1Qhxk7AJA8BDvggUaj0Wg0A31eYkssCIQvwQ4dOwAQNQQ74Iderx9o\nKRaH2IFA+DhjFxoaqtFoAlUUAACfEOyAHwaDAR07EDhfZuyamprQrgMA8UKwA34M2bFDsAPq\nfOzYIdgBgHgh2AE/DAZDd3e30+m8+B9xHTssxQJ1QUFBISEhg8zY2e32rq4unHUCAOKFYAf8\nGOQoOyzFgnAYDIZBOnbYOQEAYodgB/wY5Cg7dOxAOIxG4yDBDmedAIDYIdgBPwbp2GHGDoTD\naDS2tbW53e5+/yluOwEAYodgB/wYvGOnVqu5JwDQZTQaWZZtb2/v959iKRYAxA7BDvgxeMcu\nKiqKYZiAFwXQ1+AnnmApFgDEDsEO+DHIXcUaGxuxDgsCMfiJJ+jYAYDYIdgBP7iO3cVLsZ2d\nnZ2dnQh2IBC+BDvM2AGAeCHYAT8G6tjhfmIgKIO0lgk6dgAgfgh2wI+BOnY4xA4EZfCOHWbs\nAEDsEOyAHwPtikXHDgRl8M0T6NgBgNgh2AE/BtoVi44dCMqQM3ZhYWFBQUGBLQoAgDcIdsCP\nwTt2CHYgEFywG2jGrqmpCe06ABA1BDvgh16vZxjm4s9LbmgJS7EgEIMHO5vNhmAHAKKGYAf8\nUCgUoaGhA+2KRccOBGKQGbuOjo7u7m6cdQIAooZgB7zR6/XYFQsCN8iMHXZOAIAEINgBbwwG\nAzp2IHAhISEajabfYIezTgBAAhDsgDd6vb6jo8Pj8fT+YWNjo16v12g0tKoC6EOv1/c7Y4fb\nTgCABCDYAW8MBoPH4+no6Oj9w4aGBrTrQFCMRuMgS7Hh4eEBrwgAgDcIdsCbi4+y83g8zc3N\n2BILgmI0GltbW1mW7fNzbikWHTsAEDUEO+DNxUfZ2Ww2t9uNjh0IitFodLlcdru9z8+xeQIA\nJADBDnhzcccO9xMDARroxBPM2AGABCDYAW8u7tjhrBMQoIFOPEHHDgAkAMEOeHNxxw7BDgRo\noGCH404AQAIQ7IA3XMfu4qVYBDsQlIsvVA52xQKABCDYAW+4jt3FS7GYsQNBGWQpVq/XBwUF\n0SgKAIAfCHbAG8zYgSgMtHmiqakJ67AAIHYIdsAb7IoFURioY9fc3IxgBwBih2AHvEHHDkSB\nC3Z9Zuza29u7u7tx1gkAiB2CHfCm346dSqXiPkcBBKLfYIezTgBAGhDsgDf9duyioqIYhqFX\nFEBf/c7Y4awTAJAGBDvgTUhIiFqt7nOOHdZhQWj6nbHDbScAQBoQ7IBPer3eG+wcDofdbsfO\nCRCasLAwpVLZb7DDIXYAIHYIdsAnvV7vXYrF6cQgTAzD9P4GwuGWYtGxAwCxQ7ADPhkMBu/n\nJbbEgmAZjcZ+O3aYsQMAsUOwAz7p9Xqn09nd3U1wiB0I2EDBDh07ABA7BDvgU++NsejYgWAZ\njcauri6n0+n9CTp2ACANCHbAp95H2WHGDgTr4hNPcNwJAEgDgh3w6eKOHZZiQYAuPvHEZrMx\nDINdsQAgdgh2wKfeHTssxYJg9Rvs9Hq9Wq2mVxQAAA8Q7IBP6NiBKHAXau8TT5qamrAOCwAS\ngGAHfLp4xg7bDEGALu7YNTc3I9gBgAQg2AGfejdCGhsbw8LCgoODaRcF0FefzRNtbW09PT34\nEgIAEoBgB3ziOnbcUmxDQwMG7ECY+nTscNYJAEgGgh3wyTtj5/F4bDYbBuxAmLhg552xw1kn\nACAZCHbAJ++MXXNzs9vtRscOhKlPsMNtJwBAMhDsgE/ejh3uJwZC1mfGjgt2OMQOACQAwQ74\n5O3Y4RA7ELI+M3bcUiw6dgAgAQh2wKc+HTsEOxAmg8HAMAw2TwCA9CDYAZ9UKlVISIi3Y4el\nWBAmpVIZGhraZ8YOwQ4AJADBDnhmMBiwFAvCZzQa+3TssBQLABKAYAc80+v1bW1t6NiBwF0c\n7NCxAwAJQLADnhkMhra2tvr6eoKOHQiY0Wi02+09PT2EkKamJoZhsCsWACQAwQ54ptfr3W53\ndXU1QbADAet9+zubzWYwGFQqFe2iAABGC8EOeMZ9XlZWVqpUKu5QCQAB6n3iSVNTE9ZhAUAa\nEOyAZ1ywO3fuXEREhEKBCwwEyhvsWJZtaWnBOiwASAM+d4Fn3BnFLMti5wQImfeuYm1tbT09\nPRgbAABpQLADnnHBjmBLLAib965i2BILAFKCYAc84z4vCXZOgLB5gx13PzEEOwCQBgQ74Bk6\ndiAK3hk7nE4MAFKCYAc8Q8cORME7Y8cFO2yeAABpQLADnnk7dgh2IGTeYMctxaJjBwDSgGAH\nPEPHDkQBmycAQJIQ7IBnmLEDUegzY4dgBwDSgGAHPLNYLnTsamvRsQPhwuYJAJAkBDvgDcuS\nW28lS5Zc6NitWBG9ciVhWbpFAfQvKChIq9V6N0+gYwcA0oBgB7x5/XXyzjuEkFBClIQQQqLW\nrydvvkm3KIABGY1G7hw7hmFwX2MAkAYEO+DN5s3c/2UICSMklJBgQsimTVRrAhgYF+xsNpvB\nYFCpVLTLAQDgAd7LgDctLd6Hyf39EEBYjEajxWJRqVRYhwUAyUDHDniTkeF9uJuQ3dyjrCwq\ntQAMzWAweDyepqYmBDsAkAwEO+DNf/0X0em4h2GEhBFCdDry2GNUawIYmHeuDmcuAoBkINgB\nbzIyyBdfkNzcC3/MyyNffUXMZqo1AQzMG+zQsQMAycCMHfBp1ixy+DBpayOEkJ8OKgYQKAQ7\nAJAeBDvgHyIdiIL39nc4nRgAJANLsQAgU95gFx4eTrcSAAC+INgBgEx5l2LRsQMAyUCwAwCZ\nwowdAEhPgGbsWJbdvHnzt99+6/F4Zs6cecsttyiVSh+f48vfBQAYLgQ7AJCeAAW7LVu2bN++\n/e6771apVC+//DIhZMWKFT4+x5e/CwAwXG73hRk7lQpLsQAgEYFYinW73du3b1++fPn06dOn\nTJmycuXKHTt2OJ1OX57jy98FABiudevI/PkXOnZz5kS88QbdcgAA+BGIYFdbW9vc3JyXl8f9\nMTc3t7Oz8+TJk748x5e/CwAwLNu2kQceIA4HF+wU7e3G//xPsns33aIAAHgQiKVYm83GMIx3\niiU0NFSj0TQ3N/vynK6ursH/7qFDh2pqarjHLpfL7/8yACB+//3f3P8NISSIEB0hSkLI//wP\n+Y//oFkVAMDoBSLYtbe3azQaheLn7qBWq23j7k4w1HPcbvfgf3fr1q1ffvkl99hoNI4dO9Zf\n/xoAIBW1td6HY7j7GhNCfvqGCAAgYoEIdjqdrquri2VZhmG4nzgcDt1Pt4sf/DlD/t1rrrkm\n96e7k7pcrq1bt/r93wcARC4ujlit3MPPvG+DCQn0CgIA4Ekggl14eDjLsi0tLdzx7g6Ho6ur\nq89R7wM9R6fTDf53p0yZMmXKFO5xc3Mzgh0ADOm++8jOndzDS7w/vPdeStUAAPAnEJsnEhIS\nDAZDYWEh98eioiKtVpuWlubLc3z5uwAAw7JoEfmf/yGhoRf+aDSS9evJrFlUawIA4EMgOnZK\npXLhwoUbN26MiYlRKBRvvfXW/Pnzg4ODCSE7d+7s7u5esGDBIM8Z6OcAACP2+9+T3/6WFBYS\nhYLk5hK9nnZBAAB8CNABxTfccIPL5Xruuec8Hs+MGTNuu+027ue7d++22+0LFiwY5DkD/RwA\nYDTCw8mcObSLAADgFcOyLO0aeNPc3Hz33Xdv2rSJdiEAAAAA/Ovp6Vm6dOkgOwoCMWMHAAAA\nAAGAYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2AAAAABKBYAcAAAAg\nEQh2AAAAABKBYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2AAAAABKB\nYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2\nAAAAABKBYAcAAAAgEQh2AAAAABKBYAcAAAAgEQh2AAAAABKhol0Az3p6es6cOUO7CgAAAAD+\nuVyuwZ8gqWCnVqujoqKeeuqp0f8qj8fT0dGhUqlCQkJG/9tA7Ox2u9vtDgsLYxiGdi1AWXd3\nt9PpDA4ODgoKol0L0NfW1qZUKnU6He1CgL7Ozk6XyxUaGqpQ+Hc59JJLLhnknzIsy/r15UWq\nvr5+4cKFc+bMefbZZ2nXAvTdeeedBQUF+/fv12g0tGsByrZt2/bEE088+uijS5YsoV0LUOZy\nuaZNmzZ58uQ33niDd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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# ploting training results\n", " grf <- har_plot(model, train_n$serie, detection, as.logical(train_n$event))\n", " plot(grf)" ] }, { "cell_type": "code", "execution_count": 9, "id": "1241ed10", "metadata": {}, "outputs": [], "source": [ "# preparing for testing\n", " test_n <- transform(norm, test)" ] }, { "cell_type": "code", "execution_count": 10, "id": "10456892", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1] idx event type \n", "<0 rows> (or 0-length row.names)\n", " event \n", "detection TRUE FALSE\n", "TRUE 0 0 \n", "FALSE 2 20 \n" ] } ], "source": [ "# evaluating the detections during testing\n", " detection <- detect(model, test_n)\n", "\n", " print(detection |> dplyr::filter(event==TRUE))\n", "\n", " evaluation <- evaluate(model, detection$event, as.logical(test_n$event))\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 11, "id": "075f7d2f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“\u001b[1m\u001b[22mRemoved 1 rows containing missing values (`geom_point()`).”\n", "Warning message:\n", "“\u001b[1m\u001b[22mRemoved 1 row containing missing values (`geom_line()`).”\n" ] }, { "data": { "image/png": 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Xbs2JGdnd2iRYvJkydLt0ASww4AAMtW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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# ploting the results during testing\n", " grf <- har_plot(model, test_n$serie, detection, as.logical(test_n$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 }