{"id":16037,"date":"2020-05-03T10:39:52","date_gmt":"2020-05-03T09:39:52","guid":{"rendered":"https:\/\/www.datanovia.com\/en\/?post_type=dt_lessons&#038;p=16037"},"modified":"2020-05-03T10:39:52","modified_gmt":"2020-05-03T09:39:52","slug":"highchart-visualization-interactive-des-series-chronologiques-dans-r","status":"publish","type":"dt_lessons","link":"https:\/\/www.datanovia.com\/en\/fr\/lessons\/highchart-visualization-interactive-des-series-chronologiques-dans-r\/","title":{"rendered":"Highchart Visualization Interactive des S\u00e9ries Chronologiques dans R"},"content":{"rendered":"<div id=\"rdoc\">\n<p>Cet article d\u00e9crit comment produire une <strong>visualisation interactive de s\u00e9ries chronologiques<\/strong> de donn\u00e9es et d\u2019objets en utilisant le package R <em>highcharter<\/em>.<\/p>\n<p>Sommaire:<\/p>\n<div id=\"TOC\">\n<ul>\n<li><a href=\"#pr\u00e9requis\">Pr\u00e9requis<\/a><\/li>\n<li><a href=\"#donn\u00e9es-sur-les-s\u00e9ries-chronologiques-\u00e9conomiques\">Donn\u00e9es sur les s\u00e9ries chronologiques \u00e9conomiques<\/a><\/li>\n<li><a href=\"#visualiser-un-objet-en-s\u00e9rie-temporelle\">Visualiser un objet en s\u00e9rie temporelle<\/a><\/li>\n<li><a href=\"#s\u00e9ries-chronologiques-multivari\u00e9es\">S\u00e9ries chronologiques multivari\u00e9es<\/a><\/li>\n<li><a href=\"#d\u00e9composition-saisonni\u00e8re-des-s\u00e9ries-chronologiques-par-loess\">D\u00e9composition saisonni\u00e8re des s\u00e9ries chronologiques par Loess<\/a><\/li>\n<li><a href=\"#package-de-pr\u00e9visions-forecast\">Package de pr\u00e9visions forecast<\/a><\/li>\n<li><a href=\"#package-quantmod\">Package Quantmod<\/a><\/li>\n<\/ul>\n<\/div>\n<div id=\"pr\u00e9requis\" class=\"section level2\">\n<h2>Pr\u00e9requis<\/h2>\n<pre class=\"r\"><code># Charger les packages R requis\r\nlibrary(tidyverse)\r\nlibrary(highcharter) \r\n# D\u00e9finir les options de highcharter\r\noptions(highcharter.theme = hc_theme_smpl(tooltip = list(valueDecimals = 2)))<\/code><\/pre>\n<\/div>\n<div id=\"donn\u00e9es-sur-les-s\u00e9ries-chronologiques-\u00e9conomiques\" class=\"section level2\">\n<h2>Donn\u00e9es sur les s\u00e9ries chronologiques \u00e9conomiques<\/h2>\n<pre class=\"r\"><code>data(\"economics_long\", package = \"ggplot2\")\r\n# V\u00e9rifie automatiquement si la colonne x est une date\r\neconomics_long2 &lt;- economics_long %&gt;%\r\n  filter(variable %in% c(\"pop\", \"uempmed\", \"unemploy\"))\r\neconomics_long2<\/code><\/pre>\n<pre><code>## # A tibble: 1,722 x 4\r\n##   date       variable  value value01\r\n##   &lt;date&gt;     &lt;chr&gt;     &lt;dbl&gt;   &lt;dbl&gt;\r\n## 1 1967-07-01 pop      198712 0      \r\n## 2 1967-08-01 pop      198911 0.00164\r\n## 3 1967-09-01 pop      199113 0.00330\r\n## 4 1967-10-01 pop      199311 0.00492\r\n## 5 1967-11-01 pop      199498 0.00646\r\n## 6 1967-12-01 pop      199657 0.00777\r\n## # \u2026 with 1,716 more rows<\/code><\/pre>\n<pre class=\"r\"><code>hc &lt;- economics_long2 %&gt;%\r\n   hchart(\r\n    \"line\", \r\n    hcaes(x = date, y = value01, group = variable)\r\n  )<\/code><\/pre>\n<pre class=\"r\"><code>hc<\/code><\/pre>\n<p><iframe width=\"95%\" height=\"450\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/highcharter\/figures\/027-highcharter-time-series-economic-time-series.html\" frameborder=\"2\"><br \/>\n<\/iframe><\/p>\n<\/div>\n<div id=\"visualiser-un-objet-en-s\u00e9rie-temporelle\" class=\"section level2\">\n<h2>Visualiser un objet en s\u00e9rie temporelle<\/h2>\n<pre class=\"r\"><code>hc &lt;- hchart(LakeHuron)<\/code><\/pre>\n<pre class=\"r\"><code>hc<\/code><\/pre>\n<p><iframe width=\"95%\" height=\"450\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/highcharter\/figures\/027-highcharter-time-series-time-series-object.html\" frameborder=\"2\"><br \/>\n<\/iframe><\/p>\n<\/div>\n<div id=\"s\u00e9ries-chronologiques-multivari\u00e9es\" class=\"section level2\">\n<h2>S\u00e9ries chronologiques multivari\u00e9es<\/h2>\n<pre class=\"r\"><code>x &lt;- cbind(mdeaths, fdeaths)\r\nhc &lt;- hchart(x)<\/code><\/pre>\n<pre class=\"r\"><code>hc<\/code><\/pre>\n<p><iframe width=\"95%\" height=\"450\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/highcharter\/figures\/027-highcharter-time-series-multivariate-time-series.html\" frameborder=\"2\"><br \/>\n<\/iframe><\/p>\n<\/div>\n<div id=\"d\u00e9composition-saisonni\u00e8re-des-s\u00e9ries-chronologiques-par-loess\" class=\"section level2\">\n<h2>D\u00e9composition saisonni\u00e8re des s\u00e9ries chronologiques par Loess<\/h2>\n<pre class=\"r\"><code>x &lt;- stl(log(AirPassengers), \"per\")\r\nhc &lt;- hchart(x)<\/code><\/pre>\n<pre class=\"r\"><code>hc<\/code><\/pre>\n<p><iframe width=\"95%\" height=\"450\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/highcharter\/figures\/027-highcharter-time-series-seasonal-decomposition.html\" frameborder=\"2\"><br \/>\n<\/iframe><\/p>\n<\/div>\n<div id=\"package-de-pr\u00e9visions-forecast\" class=\"section level2\">\n<h2>Package de pr\u00e9visions forecast<\/h2>\n<pre class=\"r\"><code>library(forecast)\r\nx &lt;- forecast(ets(USAccDeaths), h = 48, level = 95)\r\nhc &lt;- hchart(x)<\/code><\/pre>\n<pre class=\"r\"><code>hc<\/code><\/pre>\n<p><iframe width=\"95%\" height=\"450\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/highcharter\/figures\/027-highcharter-time-series-orecast.html\" frameborder=\"2\"><br \/>\n<\/iframe><\/p>\n<\/div>\n<div id=\"package-quantmod\" class=\"section level2\">\n<h2>Package Quantmod<\/h2>\n<p>L\u2019extension highstock est utilis\u00e9e pour repr\u00e9senter les classes <code>xts<\/code> et <code>xts ohlc<\/code> du package quantmod.<\/p>\n<pre class=\"r\"><code>library(quantmod)\r\n# Les objets `xts\r\nx &lt;- getFX(\"USD\/JPY\", auto.assign = FALSE)\r\nhc &lt;- hchart(x)<\/code><\/pre>\n<pre class=\"r\"><code>hc<\/code><\/pre>\n<p><iframe width=\"95%\" height=\"450\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/highcharter\/figures\/027-highcharter-time-series-highstock-xts-objects.html\" frameborder=\"2\"><br \/>\n<\/iframe><\/p>\n<pre class=\"r\"><code># Les objets `xts ohlc`\r\ny &lt;- getSymbols(\"SPY\", auto.assign = FALSE)\r\nhc &lt;- hchart(y)<\/code><\/pre>\n<pre class=\"r\"><code>hc<\/code><\/pre>\n<p><iframe width=\"95%\" height=\"450\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/highcharter\/figures\/027-highcharter-time-series-highstock-xts-ohlc-objects.html\" frameborder=\"2\"><br \/>\n<\/iframe><\/p>\n<\/div>\n<\/div>\n<p><!--end rdoc--><\/p>\n","protected":false},"excerpt":{"rendered":"<p>D\u00e9crit comment produire une visualisation interactive de donn\u00e9es et d&rsquo;objets de s\u00e9ries chronologiques \u00e0 l&rsquo;aide du package R highcharter.<\/p>\n","protected":false},"author":1,"featured_media":16038,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","class_list":["post-16037","dt_lessons","type-dt_lessons","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Highchart Visualization Interactive des S\u00e9ries Chronologiques dans R - Datanovia<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.datanovia.com\/en\/fr\/lessons\/highchart-visualization-interactive-des-series-chronologiques-dans-r\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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