{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "61c8d39a", "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": "53aaa402", "metadata": {}, "outputs": [], "source": [ "#loading the example database\n", "data(examples_anomalies)" ] }, { "cell_type": "code", "execution_count": 3, "id": "eddb719b", "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$simple\n", "head(dataset)" ] }, { "cell_type": "code", "execution_count": 4, "id": "c21368d2", "metadata": {}, "outputs": [ { "data": { "image/png": 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ni+3EwoOT8v5RZN7VQjNnL/5Fh4aBPSvkKukAoGldfLZzTtvNWM1DpyM6GEepTH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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "#ploting the time series\n", "plot_ts(x = 1:length(dataset$serie), y = dataset$serie)" ] }, { "cell_type": "code", "execution_count": 5, "id": "844bb9cc", "metadata": {}, "outputs": [], "source": [ "# establishing han_autoencoder method \n", " model <- han_autoencoder(3,2)" ] }, { "cell_type": "code", "execution_count": 6, "id": "7ecf2d9a", "metadata": {}, "outputs": [], "source": [ "# fitting the model\n", " model <- fit(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 7, "id": "eb3dc1ed", "metadata": {}, "outputs": [], "source": [ "# making detections\n", " detection <- detect(model, dataset$serie)" ] }, { "cell_type": "code", "execution_count": 8, "id": "bed4197f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " idx event type\n", "1 27 TRUE anomaly\n", "2 51 TRUE anomaly\n", "3 53 TRUE anomaly\n", "4 77 TRUE anomaly\n" ] } ], "source": [ "# filtering detected events\n", " print(detection |> dplyr::filter(event==TRUE))" ] }, { "cell_type": "code", "execution_count": 9, "id": "14d7f796", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " event \n", "detection TRUE FALSE\n", "TRUE 0 4 \n", "FALSE 1 96 \n" ] } ], "source": [ "# evaluating the detections\n", " evaluation <- evaluate(model, detection$event, dataset$event)\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": 10, "id": "438c6296", "metadata": {}, "outputs": [ { "data": { "image/png": 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aSkxGazTf4JQTUyd+yIiGju3LlEdPDgQXmfFlQwODh48ODB6urqtLQ0WZ5w3rx5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\nbveo3yQUCn3++efTp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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": "f1e9649d", "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 }