{"id":53,"date":"2020-04-04T18:13:53","date_gmt":"2020-04-04T18:13:53","guid":{"rendered":"http:\/\/ricovictor.com\/?p=53"},"modified":"2020-04-15T18:43:08","modified_gmt":"2020-04-15T18:43:08","slug":"estacionalidad-como-desestacionalizar-series","status":"publish","type":"post","link":"https:\/\/ricovictor.com\/index.php\/2020\/04\/04\/estacionalidad-como-desestacionalizar-series\/","title":{"rendered":"Estacionalidad. \u00bfC\u00f3mo Desestacionalizar series?"},"content":{"rendered":"\n<p>\ud83d\udc49 La estacionalidad de una determinada serie es una serie de patrones que se dan de manera regular en \u00e9sta y que se pueden medir y encontrar para su estudio. <\/p>\n\n\n\n<p>\ud83d\ude01Tambi\u00e9n hay formas y modelos para poder desestacionalizarlas y as\u00ed ver mejor su comportamiento, incluso descomponer todo para ver detectar movimientos que a simple vista no encontramos. <\/p>\n\n\n\n<p> En el siguiente v\u00eddeo har\u00e9 algunos ejemplos en R studio que pueden servir para ver la estacionalidad y ajustarla para su estudio.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"ast-oembed-container \" style=\"height: 100%;\"><iframe loading=\"lazy\" title=\"Estacionalidad. \u00bfC\u00f3mo Desestacionalizar series?\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/wj6SwR1ZsmI?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>C\u00d3DIGO EN R STUDIO <\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\n### ESTACIONALIDAD DE SERIES DE TIEMPO\n\n\n## No confundir ESTACIONALIDAD con ESTACIONARIEDAD\n\n\n## La estacionalidad de una serie se da cuando hay \n##  patrones peri\u00f3dicos(Mensual,Anual) en el movimiento\n#  en esa serie. Pueden ser por el clima etc\n\n\n##Los ajustes estacionales son un procedimiento estad\u00edstico para \n# eliminar los efectos estacionales \n\n\n# As\u00ed intentaremos ver mejor el movimiento\n\n\n### Recordar Descomposici\u00f3n de Series\n\n\n#Tendencia\n#Estacionalidad\n#Ciclos(patrones irregulares)\n# Movimiento irregular\n\n\n\n#install.packages(\"quantmod\")\nlibrary(quantmod)\n#install.packages(\"tseries\")\nlibrary(tseries)\n#install.packages(\"fImport\")\nlibrary(fImport)\n#install.packages(\"forecast\")\nlibrary(forecast)\n#install.packages(\"TSA\")\nlibrary(TSA)\n\n\n#install.packages(\"seasonal\")\nlibrary(seasonal)\n\n\n\n######\n\n\n## decompose() y stl() -- Divisi\u00f3n de 3 Componentes\n## librer\u00eda \u201ctimsac\u201d -- Funci\u00f3n   decomp() ademas AR\n## libreria  \"descomponer\" -- Funci\u00f3n descomponer() - Multiplicativo\n\n\n\n### DECOMPOSE\n\n## Tendencia con medias m\u00f3viles\n## Estacionalidad \n\n\n #decompose(x, type = c(\u201cadditive\u201d, \u201cmultiplicative\u201d), filter = NULL)\n#decompose\n\n\ngetSymbols(\"EXUSEU\",src=\"FRED\") \n\nplot(EXUSEU,type=\"l\")\n\nEURUSD&lt;-EXUSEU$EXUSEU\n\neu_ts &lt;- ts(EXUSEU,start = c(1999,1), frequency = 12)\n\ndes_euro&lt;- decompose(eu_ts,type=c(\"additive\"))\ndes_euro\n\n#Y = T+E+C+e \n#Y = T*E*C**e\n\nplot(decompose(eu_ts,type=c(\"additive\")))\n\n#plot(decompose(eu_ts))\n\nplot(des_euro$random,type=\"l\")\n\n\n\n\n\n#STL --- Usa la Regresi\u00f3n LOESS\n\nEUR_ts&lt;-eu_ts&#91;,1]\neu_ts\n\nplot(stl(EUR_ts,\"per\"))\n\nplot(stl(EUR_ts))\nstl(eu_ts)\n\n\n### TIMSAC -- usa modelos arima\n\ninstall.packages(\"timsac\")\nlibrary(timsac)\ndecomp(eu_ts, trade=TRUE)\n\n?decomp\n\n## quiz\u00e1 se podr\u00eda primero buscar el mejor modelo y luego usar \n## ese para desestacionalizar \n\n\n## Usar periodograma\n\ndy&lt;-na.omit(returns(EXUSEU))\np=periodogram(dy)\nmax(p$spec)\np$freq&#91;match(max(p$spec),p$spec)]\n1\/p$freq&#91;match(max(p$spec),p$spec)]\n\n\n\n### Ejemplo Para desestacionarlizar la serie\n\n\n\n#Eliminaci\u00f3n de estacionalidad: \n#Para eliminar la estacionalidad de una serie mensual \n#se pueden tomar diferencias estacionales de orden 12. \n#Si xt es la serie que queremos desestacionalizar, \n#se trata de calcular \u220712xt=xt\u2212xt\u221212:\n\n\nr_EURUSD&lt;- na.omit(diff(EXUSEU))  #Quitamos tendencia\nplot(r_EURUSD,type=\"l\")\n\nr_EURUSD_des = diff(r_EURUSD, lag=19)\nplot(r_EURUSD_des)\n\n\n\n\n### MODELO SEAS\n\n# X-13ARIMA-SEATS\n\nlibrary(seasonal)\n\n?seas\nserie.ajuste &lt;- seas(eu_ts)\n\n\n#seas(eu_ts, arima.model = c(0, 1, 1, 0, 1, 1))\n\n###### GRAFICO\n\ndev.new()\npar(mfrow = c(2, 2))\nplot(EXUSEU,type=\"l\")\n\nplot(des_euro$trend,main = \"TENDENCIA EURUSD\" ,type=\"l\",col=\"red\")\n\nplot(des_euro$seasonal,main = \"ESTACIONALIDAD EURUSD\" ,type=\"l\",col=\"blue\")\n\nplot(des_euro$random,main = \"MOVIMIENTO IRREGULAR\" ,type=\"l\")\n\n\n#plot(decompose(eu_ts,type=c(\"additive\")))\n\n\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udc49 La estacionalidad de una determinada serie es una serie de patrones que se dan de manera regular en \u00e9sta y que se pueden medir y encontrar para su estudio. <\/p>\n","protected":false},"author":19,"featured_media":55,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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