{ "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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\n97M6JKG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"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_eddm()" ] }, { "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": [ { "ename": "ERROR", "evalue": "Error in if (x == 1) {: the condition has length > 1\n", "output_type": "error", "traceback": [ "Error in if (x == 1) {: the condition has length > 1\nTraceback:\n", "1. detect(model, dataset)", "2. detect.hcd_eddm(model, dataset)", "3. update(obj, data[1])" ] } ], "source": [ "# making detections\n", "detection <- detect(model, dataset)" ] }, { "cell_type": "code", "execution_count": null, "id": "cb697fcb-41a4-41f2-9eb5-445511b746b5", "metadata": {}, "outputs": [], "source": [ "# filtering detected events\n", "print(detection[(detection$event),])" ] }, { "cell_type": "code", "execution_count": null, "id": "76f125ab-a922-4a70-95a5-8d5487f795f6", "metadata": {}, "outputs": [], "source": [ "# evaluating the detections\n", " evaluation <- evaluate(model, detection$event, dataset$event)\n", " print(evaluation$confMatrix)" ] }, { "cell_type": "code", "execution_count": null, "id": "9d0079cf", "metadata": {}, "outputs": [], "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 }