background-image: url("images/JECAS-portada-presentacion-ponencias.png") background-position: contain background-size: 850px auto --- class: inverse, center, middle # Introducción --- ## Introducción En la actualidad el incremento de fuentes de datos públicas proprociona amplias oportunidades a la investigación. Este trabajo se enfoca en la reutilización de los datos que proporciona el Instituto Canario de Estadística (ISTAC) [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/) Por un lado, busca facilitar la consulta y descarga de los datos disponibles en ISTAC. Asimismo, se emplea este desarrollo para la elaboracion de una apliacación web sobre indicadores de Turismo en Lanzarote, de utilidad al público en general y a los profesionales del sector en particular, que permite un estudio interactivo y amigable de la evolución del sector. --- class: inverse, center, middle # ISTAC --- background-image: url("images/istac.png") background-position: 50% 75% background-size: 300px auto ## Usando la interfaz de ISTAC (1) > El Instituto Canario de Estadítica (ISTAC) es el órgano central del sistema estadítico autonómico y centro oficial de investigación del Gobierno de Canarias, responsable, entre otras tareas, de proveer información y coordinar la actividad estadística pública en Canarias --- background-image: url("images/consulta.png") background-position: 85% 50% background-size: 350px auto ## Usando la interfaz de ISTAC (2) .pull-left[Los analistas del sector turístico acceden mediante la web a los datos del ISTAC para consultar la evolución del sector. - Sector servicios - Encuesta sobre gastos turísticos - Datos publicados - Series según metodología 2018 - EGT / Series trimestrales del perfil del turista. Islas de Canarias. 2018-2021 (Metodología 2018) - Turistas de 16 y más años según características demográficas. Canarias por trimestres según años. Según grupos de edad y sexos por países de residencia] --- background-image: url("images/nueva_consulta.png") background-position: 50% 65% background-size: 450px auto ## Usando la interfaz de ISTAC (3) --- ## APIs del ISTAC [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/datos-abiertos/documentacion-api/) - **Tablas estadísticas (e-Base)** es el principal repositorio de datos que el ISTAC utiliza para el almacenamiento y difusión de los resultados estadísticos de la Comunidad Autónoma de Canarias. - **Cubos estadísticos (e-Cubos)** es el banco de datos que almacena los recursos de información estadística y sustituirá gradualmente a e-Base. - **Sistemas de indicadores estadísticos (e-Indicadores)** es el banco de datos que el Instituto Canario de Estadística (ISTAC) utiliza para el almacenamiento y difusión de los principales indicadores de Canarias, islas, municipios y otras granularidades territoriales. --- background-image: url("images/TNZTD.png") background-position: 50% 85% background-size: 650px auto ## Motivación en el uso de Shiny La inspiración de este proyecto, especialmente en lo que a visualización de datos se refiere, proviene de Nueva Zelanda. En concreto, The New Zealand Tourism Dashboard [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://tourismdashboard.mbie.govt.nz/). Un proyecto espectacular 😮 --- ## Herramientas Dando respuesta a los dos apartados indicados: * istacbaser [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://github.com/rOpenSpain/istacbaser): Librería de R para acceder de manera programática a los datos disponibles mediante ISTACbase. * Panel de Indicadores de Turismo de Lanzarote [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://datosdelanzarote.shinyapps.io/turismo_dashboard/): Aplicación web desarrollada para el Cabildo de Lanzarote [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://www.cabildodelanzarote.com/) a través de su Centro de Datos [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.datosdelanzarote.com/) empleando Shiny [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://shiny.rstudio.com/) que explota la información generada en la Estadística de Movimientos Turísticos en Fronteras de Canarias (FRONTUR-Canarias) [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/estadisticas/sectorservicios/hosteleriayturismo/demanda/E16028B.html), la Encuesta sobre Gasto Turístico [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/temas_estadisticos/sectorservicios/hosteleriayturismo/demanda/C00028A.html) y las Encuestas de Alojamientos Turístico [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/estadisticas/sectorservicios/hosteleriayturismo/oferta/C00065A.html) --- class: inverse, center, middle # LA LIBRERÍA ISTACBASER --- background-image: url("images/ropenspain.png") background-position: 85% 7% background-size: 200px auto ## ISTACBASER istacbaser es una librería de R para acceder de manera programática a todas las tablas de datos disponibles mediante la API ISTACbase. Actualmente es una contribución a la comunidad de software libre y datos abiertos rOpenSpain [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://ropenspain.es/).. ## ¿Cómo usar istacbaser? *Sencillo...* ✅ Aquí se indica una guía de uso [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://github.com/rOpenSpain/istacbaser#getting-started). --- ## Instalar istacbaser Lo primero es descargar la librería desde Github y cargar los packages necesarios para este ejemplo, **dplyr** y **ggplot2**. ```r # install and load istacbaser # install.packages("remotes") # library(remotes) # remotes::install_github("rOpenSpain/istacr") library(istacbaser) # Load essentials package for this example # install.packages("dplyr") # install.packages("ggplot2") library(dplyr) library(ggplot2) ``` --- ## Consultar datasets disponibles Un objeto clave en este package es `istacbaser::cache`. En este dataframe se recoge la información referida a cada una de las tablas disponibles. Puede verse mediante: ```r glimpse(cache) ``` ``` # Rows: 5,412 # Columns: 11 # $ tema <chr> "Territorio y medio ambiente", "Territorio y m... # $ subtemaI <chr> "Territorio y usos del suelo", "Territorio y u... # $ subtemaII <chr> "Estadística del Territorio", "Estadística del... # $ `datos publicadosI` <chr> "Resultados principales. Canarias", "Resultado... # $ `datos publicadosII` <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA... # $ apijson <chr> "http://www.gobiernodecanarias.org/istac/jaxi-... # $ lista_tablas <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA... # $ titulo <chr> "Superficie por islas de Canarias.", "Superfic... # $ origen <chr> "Instituto Canario de Estadística (ISTAC), Ins... # $ encuesta <chr> "Estadística del Territorio", "Estadística del... # $ ID <chr> "ter.ter.est.res.1", "ter.ter.est.res.2", "ter... ``` --- ## istacbase_search (búsqueda) La función `istacbaser::istacbase_search` permite buscar tablas en base a un patrón determinado. La búsqueda se realiza por defecto en la variable `titulo`. Es posible el uso de expresiones regulares. ```r busqueda_paro <- istacbase_search("paro") ``` * Regular expressions `paro|empleo` ```r busqueda_paro_empleo <- istacbase_search("paro|empleo") ``` * Buscar en distintas variables de **cache** con el parámetro `fields` ```r busqueda_paro <- istacbase_search("paro", fields = "datos publicadosI") ``` La salida de esta función es la fila o filas de `cache` que contengan la palabra con el patrón indicado dentro del campo solicitado. Otros campos se pueden obtener de `names(cache)`. --- ## Refinar la búsqueda Queremos saber qué tabla es la que puede proporcionarnos el paro registrado según sexos y grupos de edad para las islas de Canarias. ```r selectedID <- busqueda_paro %>% select(titulo,ID) %>% filter(grepl("sexo",titulo) & grepl("edad",titulo) & grepl("Islas",titulo)) %>% pull(ID) ``` ``` ## [1] "emp.est.na.ser.4866" ``` --- ## istacbase (descarga) En una línea de código el dataset completo está listo para usarse: ```r df <- istacbase(selectedID, POSIXct = T) ``` ```r head(df) ``` ``` ## Islas Grupos de edad Sexos Periodos valor fecha periodicidad ## 1 CANARIAS TOTAL AMBOS SEXOS 2021M07 254101 2021-07-01 mensual ## 2 CANARIAS TOTAL Hombres 2021M07 110940 2021-07-01 mensual ## 3 CANARIAS TOTAL Mujeres 2021M07 143161 2021-07-01 mensual ## 4 CANARIAS TOTAL AMBOS SEXOS 2021M06 274475 2021-06-01 mensual ## 5 CANARIAS TOTAL Hombres 2021M06 122906 2021-06-01 mensual ## 6 CANARIAS TOTAL Mujeres 2021M06 151569 2021-06-01 mensual ``` --- ## ggplot (visualización) ```r ggplot (df %>% filter(`Grupos de edad` == "TOTAL" & Sexos != "AMBOS SEXOS"), aes(x = fecha, y = valor, colour = Sexos)) + geom_line() + facet_wrap(~Islas, scales="free_y") + theme_light() + theme(axis.text.x = element_text(angle = 45, hjust = 1)) + labs(x = "Years", y = "Registered unemployment", title = "Registered unemploy mentaccording to sex and islands", subtitle = "May 2005 - July 2021") ``` --- class: center <!-- --> --- class: inverse, middle, center # PANEL DE INDICADORES DE TURISMO DE LANZAROTE --- Actualmente, el turismo genera 16099 millones de euros en Canarias, el 35% del conjunto de su economía, y 343899 empleos, un 40.4% del total, según el último estudio de IMPACTUR<sup>1</sup> [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://www.exceltur.org/impactur-2/#) Dada la relevancia del turismo en la economía canaria, y más concretamente en la isla de Lanzarote, así como el acceso a la cantidad ingente de información que hay disponible a través del ISTAC [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/) resulta necesario fomentar el conocimiento y la difusión del mismo. Con este fin se ha elaborado la aplicación Panel de Indicadores de Turismo de Lanzarote [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://datosdelanzarote.shinyapps.io/turismo_dashboard/) que pretende ser un ejemplo de las posibilidades que ofrece la explotación de los datos en R. .footnote[1 Estudio IMPACTUR Canarias 2018.] --- ## Convenio de colaboración - Convenio de colaboración 📝 - Universidad de Las Palmas de Gran Canaria [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.ulpgc.es) - Cabildo de Lanzarote [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://www.cabildodelanzarote.com/), Centro de Datos [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.datosdelanzarote.com/). - Herramientas 📦 - istacbaser [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://github.com/rOpenSpain/istacbaser) - Shiny [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://shiny.rstudio.com/) - Dygraphs [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://rstudio.github.io/dygraphs/) - billboarder [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://github.com/dreamRs/billboarder) - leafleat [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](https://rstudio.github.io/leaflet/) - Fuentes de información (ISTAC) ℹ️ - Estadística de Movimientos Turísticos en Fronteras de Canarias (FRONTUR-Canarias)[<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/estadisticas/sectorservicios/hosteleriayturismo/demanda/E16028B.html) - Encuesta sobre Gasto Turístico[<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/temas_estadisticos/sectorservicios/hosteleriayturismo/demanda/C00028A.html) - Encuestas de Alojamientos Turístico [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M432,320H400a16,16,0,0,0-16,16V448H64V128H208a16,16,0,0,0,16-16V80a16,16,0,0,0-16-16H48A48,48,0,0,0,0,112V464a48,48,0,0,0,48,48H400a48,48,0,0,0,48-48V336A16,16,0,0,0,432,320ZM488,0h-128c-21.37,0-32.05,25.91-17,41l35.73,35.73L135,320.37a24,24,0,0,0,0,34L157.67,377a24,24,0,0,0,34,0L435.28,133.32,471,169c15,15,41,4.5,41-17V24A24,24,0,0,0,488,0Z"/></svg>](http://www.gobiernodecanarias.org/istac/estadisticas/sectorservicios/hosteleriayturismo/oferta/C00065A.html). --- ## Demanda Turística (FRONTUR, EGT) - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M624 448H16c-8.84 0-16 7.16-16 16v32c0 8.84 7.16 16 16 16h608c8.84 0 16-7.16 16-16v-32c0-8.84-7.16-16-16-16zM44.81 205.66l88.74 80a62.607 62.607 0 0 0 25.47 13.93l287.6 78.35c26.48 7.21 54.56 8.72 81 1.36 29.67-8.27 43.44-21.21 47.25-35.71 3.83-14.5-1.73-32.71-23.37-54.96-19.28-19.82-44.35-32.79-70.83-40l-97.51-26.56L282.8 30.22c-1.51-5.81-5.95-10.35-11.66-11.91L206.05.58c-10.56-2.88-20.9 5.32-20.71 16.44l47.92 164.21-102.2-27.84-27.59-67.88c-1.93-4.89-6.01-8.57-11.02-9.93L52.72 64.75c-10.34-2.82-20.53 5-20.72 15.88l.23 101.78c.19 8.91 6.03 17.34 12.58 23.25z"/></svg> Llegadas de turistas - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M310.706 413.765c-1.314-6.63-7.835-10.872-14.424-9.369-10.692 2.439-27.422 5.413-45.426 5.413-56.763 0-101.929-34.79-121.461-85.449h113.689a12 12 0 0 0 11.708-9.369l6.373-28.36c1.686-7.502-4.019-14.631-11.708-14.631H115.22c-1.21-14.328-1.414-28.287.137-42.245H261.95a12 12 0 0 0 11.723-9.434l6.512-29.755c1.638-7.484-4.061-14.566-11.723-14.566H130.184c20.633-44.991 62.69-75.03 117.619-75.03 14.486 0 28.564 2.25 37.851 4.145 6.216 1.268 12.347-2.498 14.002-8.623l11.991-44.368c1.822-6.741-2.465-13.616-9.326-14.917C290.217 34.912 270.71 32 249.635 32 152.451 32 74.03 92.252 45.075 176H12c-6.627 0-12 5.373-12 12v29.755c0 6.627 5.373 12 12 12h21.569c-1.009 13.607-1.181 29.287-.181 42.245H12c-6.627 0-12 5.373-12 12v28.36c0 6.627 5.373 12 12 12h30.114C67.139 414.692 145.264 480 249.635 480c26.301 0 48.562-4.544 61.101-7.788 6.167-1.595 10.027-7.708 8.788-13.957l-8.818-44.49z"/></svg> Gastos - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M115.38 136.9l102.11 37.18c35.19-81.54 86.21-144.29 139-173.7-95.88-4.89-188.78 36.96-248.53 111.8-6.69 8.4-2.66 21.05 7.42 24.72zm132.25 48.16l238.48 86.83c35.76-121.38 18.7-231.66-42.63-253.98-7.4-2.7-15.13-4-23.09-4-58.02.01-128.27 69.17-172.76 171.15zM521.48 60.5c6.22 16.3 10.83 34.6 13.2 55.19 5.74 49.89-1.42 108.23-18.95 166.98l102.62 37.36c10.09 3.67 21.31-3.43 21.57-14.17 2.32-95.69-41.91-187.44-118.44-245.36zM560 447.98H321.06L386 269.5l-60.14-21.9-72.9 200.37H16c-8.84 0-16 7.16-16 16.01v32.01C0 504.83 7.16 512 16 512h544c8.84 0 16-7.17 16-16.01v-32.01c0-8.84-7.16-16-16-16z"/></svg> Características del viaje - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M224 256c70.7 0 128-57.3 128-128S294.7 0 224 0 96 57.3 96 128s57.3 128 128 128zm89.6 32h-16.7c-22.2 10.2-46.9 16-72.9 16s-50.6-5.8-72.9-16h-16.7C60.2 288 0 348.2 0 422.4V464c0 26.5 21.5 48 48 48h352c26.5 0 48-21.5 48-48v-41.6c0-74.2-60.2-134.4-134.4-134.4z"/></svg> Perfil del turista. --- ### Llegadas de turistas La informacion sobre la serie de llegadas proporcionadas por FRONTUR puede ser configurable puediendo el usuario elegir entre visualización de datos de forma anual o mensual, los valores en nivel o como incrementos o como media móvil, entre otras opciones.  --- ### Gasto La información de gasto analiza el gasto total, el gasto por turista y el gasto por turista y día. La evolución del gasto de los principales mercados de origen proviene de la Encuesta de Gasto Turístico. La evolución se puede analizar con frecuencia anual o trimestral. Existen varios filtros para analizar el mercado de origen, incluso con un desglose por concepto de gasto.  --- ### Carecterísticas del viaje y Perfil del Turista Las características del viaje valora aspectos para la elección del destino, el tipo de alojamiento, la duración de la estancia y las actividades realizadas por los turistas. Con el perfil del turista se intenta analizar las características del turista en términos de género, edad, ocupación e ingresos.  --- ## Oferta Turística (EAT) - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M176 256c44.11 0 80-35.89 80-80s-35.89-80-80-80-80 35.89-80 80 35.89 80 80 80zm352-128H304c-8.84 0-16 7.16-16 16v144H64V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v352c0 8.84 7.16 16 16 16h32c8.84 0 16-7.16 16-16v-48h512v48c0 8.84 7.16 16 16 16h32c8.84 0 16-7.16 16-16V240c0-61.86-50.14-112-112-112z"/></svg> Ocupación - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M560 64c8.84 0 16-7.16 16-16V16c0-8.84-7.16-16-16-16H16C7.16 0 0 7.16 0 16v32c0 8.84 7.16 16 16 16h15.98v384H16c-8.84 0-16 7.16-16 16v32c0 8.84 7.16 16 16 16h240v-80c0-8.8 7.2-16 16-16h32c8.8 0 16 7.2 16 16v80h240c8.84 0 16-7.16 16-16v-32c0-8.84-7.16-16-16-16h-16V64h16zm-304 44.8c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4zm0 96c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4zm-128-96c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4zM179.2 256h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4c0 6.4-6.4 12.8-12.8 12.8zM192 384c0-53.02 42.98-96 96-96s96 42.98 96 96H192zm256-140.8c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4zm0-96c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4z"/></svg> Establecimientos y plazas ofertadas - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M0 405.3V448c0 35.3 86 64 192 64s192-28.7 192-64v-42.7C342.7 434.4 267.2 448 192 448S41.3 434.4 0 405.3zM320 128c106 0 192-28.7 192-64S426 0 320 0 128 28.7 128 64s86 64 192 64zM0 300.4V352c0 35.3 86 64 192 64s192-28.7 192-64v-51.6c-41.3 34-116.9 51.6-192 51.6S41.3 334.4 0 300.4zm416 11c57.3-11.1 96-31.7 96-55.4v-42.7c-23.2 16.4-57.3 27.6-96 34.5v63.6zM192 160C86 160 0 195.8 0 240s86 80 192 80 192-35.8 192-80-86-80-192-80zm219.3 56.3c60-10.8 100.7-32 100.7-56.3v-42.7c-35.5 25.1-96.5 38.6-160.7 41.8 29.5 14.3 51.2 33.5 60 57.2z"/></svg> Tarifa media diaria (ADR) - <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:#43418a;position:relative;"><path d="M12.41 148.02l232.94 105.67c6.8 3.09 14.49 3.09 21.29 0l232.94-105.67c16.55-7.51 16.55-32.52 0-40.03L266.65 2.31a25.607 25.607 0 0 0-21.29 0L12.41 107.98c-16.55 7.51-16.55 32.53 0 40.04zm487.18 88.28l-58.09-26.33-161.64 73.27c-7.56 3.43-15.59 5.17-23.86 5.17s-16.29-1.74-23.86-5.17L70.51 209.97l-58.1 26.33c-16.55 7.5-16.55 32.5 0 40l232.94 105.59c6.8 3.08 14.49 3.08 21.29 0L499.59 276.3c16.55-7.5 16.55-32.5 0-40zm0 127.8l-57.87-26.23-161.86 73.37c-7.56 3.43-15.59 5.17-23.86 5.17s-16.29-1.74-23.86-5.17L70.29 337.87 12.41 364.1c-16.55 7.5-16.55 32.5 0 40l232.94 105.59c6.8 3.08 14.49 3.08 21.29 0L499.59 404.1c16.55-7.5 16.55-32.5 0-40z"/></svg> Mapa de oferta alojativa. ---  --- ### Cuadro de mando  --- class: inverse, middle, center # Conclusiones --- # Conclusiones - El sector público está tomando conciencia de la necesidad de que sus datos estén abiertos. - Desarrollo de una librería de R que manejase la API ISTACbase. - Desarrollo del 'Panel de Indicadores de Turismo de Lanzarote'. - Brinda a los profesionales del sector toda la información relacionada con el turismo de Lanzarote en un solo lugar para su consulta y análisis. - **Limitaciones** Cambios en la API --- class: middle, center <blockquote class="twitter-tweet"><p lang="es" dir="ltr">Por ello, considero que las Oficinas Centrales de Estadística son los organismos adecuados para liderar el camino de la toma de decisiones basadas en datos, y para el asesoramiento en la gobernanza, gestión y calidad de datos administrativos para fines analíticos (fin de hilo)</p>— Alberto Glez. Yanes (@algoya_dat) <a href="https://twitter.com/algoya_dat/status/1299591956172075008?ref_src=twsrc%5Etfw">August 29, 2020</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script> --- class: inverse, middle, center ## Desarrollo de dashboard para la monitorización de datos en destino turístico. # El caso del Panel de Indicadores de Turismo de Lanzarote Christian González-Martel [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:white;position:relative;"><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg>](https://twitter.com/chrglez/) [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" class="rfa" style="height:0.75em;fill:white;position:relative;"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>](https://github.com/chrglez) @chrglez José Manuel Cazorla-Artiles [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="rfa" style="height:0.75em;fill:white;position:relative;"><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg>](https://twitter.com/jmcartiles/) [<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" class="rfa" style="height:0.75em;fill:white;position:relative;"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>](https://github.com/jmcartiles) @jmcartiles ## ¡Gracias!