{"id":1101,"date":"2021-07-26T12:43:15","date_gmt":"2021-07-26T12:43:15","guid":{"rendered":"https:\/\/www.ull.es\/catedras\/catedrabob\/?p=1101"},"modified":"2026-08-31T05:51:42","modified_gmt":"2026-08-31T05:51:42","slug":"aplicacion-practica-datos-abiertos-actualizacion-prediccion","status":"publish","type":"post","link":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/07\/26\/aplicacion-practica-datos-abiertos-actualizacion-prediccion\/","title":{"rendered":"Application pratique des donn\u00e9es ouvertes\u00a0: mise \u00e0 jour et pr\u00e9diction"},"content":{"rendered":"<div class=\"wp-block-stackable-columns alignfull stk-block-columns stk-block stk-729d260 stk-block-background stk--has-background-overlay\" data-block-id=\"729d260\"><style>.stk-729d260 {background-color:linear-gradient(135deg,rgb(161,9,157) 0%,rgb(63,37,132) 100%) !important;padding-top:10px !important;padding-bottom:10px !important;margin-bottom:0px !important;}.stk-729d260:before{background-image:linear-gradient(135deg,rgb(161,9,157) 0%,rgb(63,37,132) 100%) !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-729d260-column alignfull\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-2d7a48d\" data-v=\"4\" data-block-id=\"2d7a48d\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-2d7a48d-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-2d7a48d-inner-blocks\">\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-16fdf11\" data-block-id=\"16fdf11\"><style>.stk-16fdf11 .stk--block-align-16fdf11{align-items:center !important;}.stk-16fdf11 {margin-bottom:4px !important;}.stk-16fdf11-column{max-width:1150px !important;min-width:auto !important;}<\/style><div class=\"stk-row stk-inner-blocks stk--block-align-16fdf11 stk-block-content stk-content-align stk-16fdf11-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-d7f545b\" data-v=\"4\" data-block-id=\"d7f545b\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-d7f545b-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-d7f545b-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-26fdc6e\" id=\"strong-trabajo-de-fin-de-grado-strong\" data-block-id=\"26fdc6e\"><style>.stk-26fdc6e .stk-block-heading__text{color:#fffffe !important;}<\/style><h1 class=\"stk-block-heading__text has-text-color\"><strong>Projet de fin d&#039;\u00e9tudes<\/strong><\/h1><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignfull stk-block-columns stk-block stk-cc759a5 stk-block-background stk--has-background-overlay\" data-block-id=\"cc759a5\"><style>.stk-cc759a5 {background-image:url(https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/image-1.jpg) !important;padding-top:10px !important;padding-bottom:10px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-cc759a5-column alignfull\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-7580fd6\" data-v=\"4\" data-block-id=\"7580fd6\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-7580fd6-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-7580fd6-inner-blocks\">\n<div class=\"wp-block-stackable-columns aligncenter stk-block-columns stk-block stk-cb6ebd4\" data-block-id=\"cb6ebd4\"><style>.stk-cb6ebd4 .stk--block-align-cb6ebd4{align-items:center !important;}.stk-cb6ebd4 {padding-top:25px !important;margin-bottom:4rem !important;margin-left:38rem !important;}.stk-cb6ebd4-column{max-width:1150px !important;min-width:auto !important;}<\/style><div class=\"stk-row stk-inner-blocks stk--block-align-cb6ebd4 stk-block-content stk-content-align stk-cb6ebd4-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-f4e7c61 stk-block-background stk--has-background-overlay\" data-v=\"4\" data-block-id=\"f4e7c61\"><style>.stk-f4e7c61 {background-color:#00000000 !important;background-image:url(https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/revslider\/inicio-ull\/shape-ULL-3-1.png) !important;border-style:solid !important;border-color:#fffffe !important;border-top-width:10px !important;border-right-width:0px !important;border-bottom-width:0px !important;border-left-width:0px !important;}.stk-f4e7c61:before{background-color:#00000000 !important;opacity:0.5 !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-f4e7c61-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-f4e7c61-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-fd815d4\" id=\"strong-aplicacion-practica-de-los-datos-abiertos-actualizacion-y-prediccion-strong\" data-block-id=\"fd815d4\"><style>.stk-fd815d4 .stk-block-heading__text{color:#fffffe !important;}<\/style><h1 class=\"stk-block-heading__text has-text-color\"><strong>Application pratique des donn\u00e9es ouvertes\u00a0: mise \u00e0 jour et pr\u00e9diction<\/strong><\/h1><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-cd29b97\" data-block-id=\"cd29b97\"><style>.stk-cd29b97 .stk-block-text__text{color:#fffffe !important;}<\/style><p class=\"stk-block-text__text has-text-color\">Licence en g\u00e9nie informatique<\/p><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-2bee139\" data-block-id=\"2bee139\"><style>.stk-2bee139-column{max-width:1150px !important;min-width:auto !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-2bee139-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-86a2028\" data-v=\"4\" data-block-id=\"86a2028\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-86a2028-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-86a2028-inner-blocks\">\n<h3 class=\"wp-block-heading\">Indice<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/07\/26\/aplicacion-practica-datos-abiertos-actualizacion-prediccion\/#intro\" target=\"_blank\" rel=\"noreferrer noopener\">Introduction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/07\/26\/aplicacion-practica-datos-abiertos-actualizacion-prediccion\/#contexto\" target=\"_blank\" rel=\"noreferrer noopener\">Contexte<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/07\/26\/aplicacion-practica-datos-abiertos-actualizacion-prediccion\/#resumen\" target=\"_blank\" rel=\"noreferrer noopener\">R\u00e9sum\u00e9 du projet<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/07\/26\/aplicacion-practica-datos-abiertos-actualizacion-prediccion\/#info\" target=\"_blank\" rel=\"noreferrer noopener\">Plus d&#039;informations<\/a><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Introduction<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Les portails de donn\u00e9es ouvertes se multiplient sur Internet. Ces portails visent \u00e0 rendre les donn\u00e9es disponibles publiques et accessibles aux citoyens comme aux entreprises.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cependant, certains portails de donn\u00e9es ouvertes ne sont pas r\u00e9guli\u00e8rement mis \u00e0 jour, ou leurs donn\u00e9es contiennent des erreurs de persistance. Il est donc crucial de savoir comment analyser correctement les donn\u00e9es.&nbsp;<strong>d\u00e9terminer la qualit\u00e9 de mise \u00e0 jour de chaque portail<\/strong>, et am\u00e9liorer la visualisation des valeurs obtenues afin qu&#039;elles soient compr\u00e9hensibles par tout utilisateur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">De cette fa\u00e7on,&nbsp;<strong>Un syst\u00e8me de feux tricolores a \u00e9t\u00e9 d\u00e9velopp\u00e9 pour d\u00e9terminer, en temps r\u00e9el, la qualit\u00e9 des donn\u00e9es de&nbsp;<a href=\"https:\/\/sensores.grafcan.es\/\" target=\"_blank\" rel=\"noreferrer noopener\">API m\u00e9t\u00e9orologique GRAFCAN<\/a><\/strong>, En effet, il s&#039;agit g\u00e9n\u00e9ralement d&#039;un ensemble de donn\u00e9es tr\u00e8s pr\u00e9cieux. Ce syst\u00e8me de feux tricolores fournit des indicateurs sur la fiabilit\u00e9 des mises \u00e0 jour de donn\u00e9es, permettant ainsi aux entreprises et aux utilisateurs d&#039;utiliser l&#039;API en toute confiance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En revanche, dans le contexte actuel de pand\u00e9mie, l&#039;utilisation des donn\u00e9es ouvertes s&#039;est av\u00e9r\u00e9e indispensable pour de nombreuses entreprises et citoyens, qui ont pu conna\u00eetre en temps r\u00e9el l&#039;incidence cumul\u00e9e des cas (ainsi que d&#039;autres donn\u00e9es pertinentes) dans leur r\u00e9gion. Compte tenu de l&#039;importance de ces donn\u00e9es dans la soci\u00e9t\u00e9 actuelle, il a \u00e9t\u00e9 d\u00e9cid\u00e9&nbsp;<strong>Pour \u00e9tablir des pr\u00e9visions sur l&#039;incidence cumul\u00e9e de la COVID-19 \u00e0 Tenerife, \u00e0 partir de donn\u00e9es ouvertes<\/strong>.<\/p>\n\n\n\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-0dbb3dc\" data-block-id=\"0dbb3dc\"><style>.stk-0dbb3dc .stk-img-wrapper{width:828px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1121\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.24-TFG-Brian.png\" width=\"828\" height=\"563\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.24-TFG-Brian.png 828w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.24-TFG-Brian-300x204.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.24-TFG-Brian-768x522.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.24-TFG-Brian-375x255.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.24-TFG-Brian-750x510.png 750w\" sizes=\"auto, (max-width: 828px) 100vw, 828px\" \/><\/span><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Contexte<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">L&#039;essor des donn\u00e9es ouvertes ces derni\u00e8res ann\u00e9es a \u00e9t\u00e9 extraordinaire. En Espagne, par exemple, en 2013, 5\u00a0000 jeux de donn\u00e9es \u00e9taient disponibles sur diff\u00e9rents portails officiels. Aujourd&#039;hui, on en compte plus de 45\u00a0000.&nbsp;<em>ensembles de donn\u00e9es<\/em>&nbsp;unifi\u00e9s dans le m\u00eame&nbsp;<a href=\"https:\/\/datos.gob.es\/\" target=\"_blank\" rel=\"noreferrer noopener\">portail<\/a>. Cette \u00e9volution a accru l&#039;utilisation des donn\u00e9es publiques par les citoyens, rendant plus n\u00e9cessaire que jamais la surveillance des mises \u00e0 jour des portails afin d&#039;\u00e9viter les probl\u00e8mes li\u00e9s aux donn\u00e9es obtenues.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Le projet aurait pu poursuivre l&#039;\u00e9tude d&#039;autres portails selon une m\u00e9thodologie similaire. Cependant, apr\u00e8s une analyse manuelle, nous avons constat\u00e9 que les donn\u00e9es relatives \u00e0 la COVID-19 sont mises \u00e0 jour quotidiennement et pr\u00e9sentent une fiabilit\u00e9 tr\u00e8s \u00e9lev\u00e9e\u00a0; un syst\u00e8me aussi complexe que celui cr\u00e9\u00e9 avec GRAFCAN n&#039;est donc pas n\u00e9cessaire. En revanche, l&#039;utilisation de ces donn\u00e9es pour faire des pr\u00e9dictions est un domaine encore peu explor\u00e9 et pourrait s&#039;av\u00e9rer plus pertinent pour cet ensemble de donn\u00e9es sp\u00e9cifique.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pour comprendre le sujet des pr\u00e9dictions \u00e0 partir des donn\u00e9es sur la COVID-19, il est n\u00e9cessaire d&#039;expliquer ce qu&#039;est une s\u00e9rie chronologique. Une s\u00e9rie chronologique peut \u00eatre d\u00e9finie comme un ensemble d&#039;observations d&#039;une variable collect\u00e9es s\u00e9quentiellement au fil du temps. Les s\u00e9ries chronologiques poss\u00e8dent quatre caract\u00e9ristiques (composantes) qui permettent d&#039;interpr\u00e9ter leur comportement\u00a0; ces caract\u00e9ristiques sont d\u00e9taill\u00e9es dans le rapport. Les biblioth\u00e8ques utilis\u00e9es pour effectuer les pr\u00e9dictions sont\u00a0:&nbsp;<a href=\"https:\/\/facebook.github.io\/prophet\/\" target=\"_blank\" rel=\"noreferrer noopener\">Proph\u00e8te<\/a>&nbsp;y&nbsp;<a href=\"https:\/\/neuralprophet.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Proph\u00e8te neuronal<\/a>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>R\u00e9sum\u00e9 du projet<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Ce projet repose sur l&#039;utilisation de donn\u00e9es ouvertes. Afin d&#039;\u00e9valuer la fiabilit\u00e9 des mises \u00e0 jour de l&#039;API GRAFCAN, une approche de Business Intelligence a \u00e9t\u00e9 mise en \u0153uvre, utilisant diverses strat\u00e9gies et outils pour transformer des informations abstraites en connaissances exploitables. Plus pr\u00e9cis\u00e9ment, quatre processus ETL ont \u00e9t\u00e9 ex\u00e9cut\u00e9s en Python pour acqu\u00e9rir et transformer les donn\u00e9es. Par ailleurs, un tableau de bord a \u00e9t\u00e9 cr\u00e9\u00e9 avec Power BI, simulant un syst\u00e8me de feux tricolores, permettant ainsi un suivi en temps r\u00e9el des mises \u00e0 jour et une meilleure ergonomie.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Les r\u00e9sultats montrent que l&#039;API fonctionne correctement. L&#039;ensemble de donn\u00e9es obtenu est tr\u00e8s volumineux, la qualit\u00e9 des donn\u00e9es lors de leur premi\u00e8re publication se situe g\u00e9n\u00e9ralement entre 92% et 97%, et leur persistance est ad\u00e9quate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En revanche, en ce qui concerne&nbsp;<em>ensemble de donn\u00e9es<\/em>&nbsp;Suite \u00e0 l&#039;analyse des donn\u00e9es recueillies sur la COVID-19, des mod\u00e8les pr\u00e9dictifs de l&#039;incidence cumul\u00e9e sur l&#039;\u00eele de Tenerife ont \u00e9t\u00e9 \u00e9labor\u00e9s. Dans un premier temps, Prophet, une biblioth\u00e8que open source compatible avec Python et R, a \u00e9t\u00e9 utilis\u00e9e. Sa principale caract\u00e9ristique r\u00e9side dans l&#039;interpr\u00e9tabilit\u00e9 de ses hyperparam\u00e8tres, permettant de mod\u00e9liser les tendances, les variations saisonni\u00e8res et les p\u00e9riodes de vacances. Par la suite, Neural Prophet, une biblioth\u00e8que bas\u00e9e sur PyTorch qui combine l&#039;interpr\u00e9tabilit\u00e9 de Prophet avec les r\u00e9seaux de neurones, a \u00e9t\u00e9 employ\u00e9e. Contrairement \u00e0 Prophet, Neural Prophet permet l&#039;ajout de r\u00e9gresseurs d\u00e9cal\u00e9s \u2013 d&#039;autres variables susceptibles d&#039;am\u00e9liorer la pr\u00e9diction. C&#039;est pourquoi les touristes britanniques et allemands se rendant \u00e0 Tenerife ont \u00e9t\u00e9 ajout\u00e9s comme r\u00e9gresseurs, car ils peuvent influencer la courbe d&#039;incidence cumul\u00e9e.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dans ce projet de fin d&#039;\u00e9tudes, les r\u00e9sultats des deux mod\u00e8les sont compar\u00e9s, dans des conditions \u00e9gales et avec les meilleurs hyperparam\u00e8tres obtenus.<\/p>\n\n\n\n<div class=\"wp-block-stackable-carousel stk-block-carousel stk--is-slide stk--arrows-justify-space-between stk--arrows-align-center stk-block stk-5b1916f\" data-slides-to-show=\"\" data-block-id=\"5b1916f\"><div class=\"stk-block-carousel__content-wrapper\"><div class=\"stk-row stk-inner-blocks stk-block-content stk-block-carousel__slider-wrapper stk-content-align stk-5b1916f-column\"><div class=\"stk-block-carousel__slider\" role=\"list\" data-autoplay=\"4000\" data-label-slide-of=\"Slide %%d of %%d\" tabindex=\"0\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-d5463c6\" data-v=\"4\" data-block-id=\"d5463c6\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-d5463c6-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-d5463c6-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-d1fe5a7\" data-block-id=\"d1fe5a7\"><style>.stk-d1fe5a7 .stk-img-wrapper{width:832px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1129\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.8-TFG-Brian.png\" width=\"832\" height=\"295\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.8-TFG-Brian.png 832w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.8-TFG-Brian-300x106.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.8-TFG-Brian-768x272.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.8-TFG-Brian-375x133.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.8-TFG-Brian-750x266.png 750w\" sizes=\"auto, (max-width: 832px) 100vw, 832px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-b016928\" data-v=\"4\" data-block-id=\"b016928\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-b016928-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-b016928-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-2b13c0f\" data-block-id=\"2b13c0f\"><style>.stk-2b13c0f .stk-img-wrapper{width:857px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1130\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.9-TFG-Brian.png\" width=\"857\" height=\"352\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.9-TFG-Brian.png 857w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.9-TFG-Brian-300x123.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.9-TFG-Brian-768x315.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.9-TFG-Brian-375x154.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.9-TFG-Brian-750x308.png 750w\" sizes=\"auto, (max-width: 857px) 100vw, 857px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-60b3267\" data-v=\"4\" data-block-id=\"60b3267\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-60b3267-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-60b3267-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-22d5d77\" data-block-id=\"22d5d77\"><style>.stk-22d5d77 .stk-img-wrapper{width:768px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1131\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.23-TFG-Brian.png\" width=\"768\" height=\"545\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.23-TFG-Brian.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.23-TFG-Brian-300x213.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.23-TFG-Brian-375x266.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.23-TFG-Brian-750x532.png 750w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-24d3e9d\" data-v=\"4\" data-block-id=\"24d3e9d\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-24d3e9d-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-24d3e9d-inner-blocks\">\n<div 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https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/07\/Figura-4.24-TFG-Brian-750x510.png 750w\" sizes=\"auto, (max-width: 828px) 100vw, 828px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n<\/div><div class=\"stk-block-carousel__buttons\"><button class=\"stk-block-carousel__button stk-block-carousel__button__prev\" aria-label=\"Diapositive pr\u00e9c\u00e9dente\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"chevron-left\" class=\"svg-inline--fa fa-chevron-left\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 320 512\" width=\"32\" height=\"32\"><path d=\"M34.52 239.03L228.87 44.69c9.37-9.37 24.57-9.37 33.94 0l22.67 22.67c9.36 9.36 9.37 24.52.04 33.9L131.49 256l154.02 154.75c9.34 9.38 9.32 24.54-.04 33.9l-22.67 22.67c-9.37 9.37-24.57 9.37-33.94 0L34.52 272.97c-9.37-9.37-9.37-24.57 0-33.94z\"><\/path><\/svg><\/button><button class=\"stk-block-carousel__button stk-block-carousel__button__next\" aria-label=\"Diapositive suivante\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"chevron-right\" class=\"svg-inline--fa fa-chevron-right\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 320 512\" width=\"32\" height=\"32\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg><\/button><\/div><\/div><div class=\"stk-block-carousel__dots\" role=\"list\" data-label=\"Slide %%d\"><\/div><\/div><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Plus d&#039;informations<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Le rapport sur les travaux est accessible au public sur le site web suivant :&nbsp;<a href=\"https:\/\/riull.ull.es\/xmlui\/handle\/915\/24745\" target=\"_blank\" rel=\"noreferrer noopener\">D\u00e9p\u00f4t institutionnel de l&#039;Universit\u00e9 de La Laguna<\/a>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Auteur<\/strong>:\u00a0<a href=\"https:\/\/es.linkedin.com\/in\/brian-santamar%C3%ADa-valero-7730b4204\" target=\"_blank\" rel=\"noreferrer noopener\">Brian Samir Santamar\u00eda Valero<\/a><\/li>\n\n\n\n<li><strong>Tuteur<\/strong>:\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/joluroga\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jos\u00e9 Luis Roda Garc\u00eda<\/a><\/li>\n\n\n\n<li><strong>Co-tuteur<\/strong>:\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/ginesleon\/\" target=\"_blank\" rel=\"noreferrer noopener\">Gin\u00e9s Le\u00f3n Rodr\u00edguez<\/a><\/li>\n<\/ul>\n<\/div><\/div><\/div>\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Projet de fin d&#039;\u00e9tudes comprenant un projet d&#039;\u00e9valuation de la qualit\u00e9 des ensembles de donn\u00e9es ouvertes et des mod\u00e8les pr\u00e9dictifs appliqu\u00e9s \u00e0 l&#039;incidence cumulative de la COVID-19<\/p>","protected":false},"author":6,"featured_media":1137,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"templates\/template-frontpage.php","format":"gallery","meta":{"footnotes":""},"categories":[1],"tags":[23,24],"class_list":["post-1101","post","type-post","status-publish","format-gallery","has-post-thumbnail","hentry","category-sin-categoria","tag-open-data","tag-tfg","post_format-post-format-gallery"],"_links":{"self":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/posts\/1101","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/comments?post=1101"}],"version-history":[{"count":32,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/posts\/1101\/revisions"}],"predecessor-version":[{"id":1835,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/posts\/1101\/revisions\/1835"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/media\/1137"}],"wp:attachment":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/media?parent=1101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/categories?post=1101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/tags?post=1101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}