{ "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$sequence\n", "head(dataset)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b744a3ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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V4h42Hx+QRSoQDRadrcPG+D7kTnTSb5RJPB4/RtpwqF9IouNsCNYgmMl0Z4QvpT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jeZTOdnvU3IMkroJvij14nZvvGuJkGrEP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\nBaI9/dMQOcwVAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "#ploting the time series\n", "plot_ts(x = 1:length(dataset$serie), y = dataset$serie)" ] }, { "cell_type": "code", "execution_count": 5, "id": "e0c8a397", "metadata": {}, "outputs": [], "source": [ "# establishing the method \n", " model <- hanct_dtw(3)" ] }, { "cell_type": "code", "execution_count": 6, "id": "9d0079cf", "metadata": {}, "outputs": [], "source": [ "# fitting the model\n", " model <- fit(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 7, "id": "863506fd", "metadata": {}, "outputs": [], "source": [ "# making detections of discords using kmeans\n", " detection <- detect(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 8, "id": "1241ed10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " idx event type seq seqlen\n", "1 50 TRUE discord 3 3\n" ] } ], "source": [ "# filtering detected events\n", " print(detection |> dplyr::filter(event==TRUE))" ] }, { "cell_type": "code", "execution_count": 9, "id": "10456892", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " event \n", "detection TRUE FALSE\n", "TRUE 1 0 \n", "FALSE 0 100 \n" ] } ], "source": [ "# evaluating the detections\n", " evaluation <- evaluate(model, detection$event, dataset$event)\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 10, "id": "075f7d2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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Mcff6zX60Xp2JWVlWH9hHoNDQ0dOnRo3rx5Sp5WgWAnstLSUqvV+t5777EnBPMu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\nvn//frfbPZyhADgj/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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 }