{"id":1005,"date":"2021-05-15T17:08:04","date_gmt":"2021-05-15T17:08:04","guid":{"rendered":"https:\/\/www.ull.es\/catedras\/catedrabob\/?p=1005"},"modified":"2026-08-31T06:09:30","modified_gmt":"2026-08-31T06:09:30","slug":"prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia","status":"publish","type":"post","link":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/","title":{"rendered":"Pr\u00e9voir le nombre de membres dans un centre sportif pendant la pand\u00e9mie"},"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\/05\/pexels-lorenzo-241544-freshblue.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-prediccion-de-la-demanda-en-un-centro-deportivo-durante-la-pandemia-de-covid-19-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>Pr\u00e9vision de la demande dans un centre sportif pendant la pand\u00e9mie de COVID-19<\/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\">Master en cybers\u00e9curit\u00e9 et intelligence des donn\u00e9es<\/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\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/#intro\" target=\"_blank\" rel=\"noreferrer noopener\">Introduction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/#contexto\" target=\"_blank\" rel=\"noreferrer noopener\">Contexte<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/2021\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/#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\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/#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\">Le traitement des donn\u00e9es est un processus m\u00e9tier essentiel pour prendre des d\u00e9cisions plus \u00e9clair\u00e9es. En particulier, l&#039;utilisation de donn\u00e9es historiques pour cr\u00e9er des mod\u00e8les pr\u00e9dictifs permet aux entreprises de\u2026&nbsp;<strong>prendre des d\u00e9cisions en pr\u00e9vision des \u00e9v\u00e9nements<\/strong>. En cette p\u00e9riode particuli\u00e8rement incertaine en raison de l&#039;impact de la COVID-19, la capacit\u00e9 d&#039;estimer ce qui va se passer rev\u00eat une importance accrue pour faciliter la prise de d\u00e9cision et assurer la continuit\u00e9 de l&#039;entreprise.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ce m\u00e9moire de ma\u00eetrise int\u00e8gre ce traitement et cette mod\u00e9lisation des donn\u00e9es pour&nbsp;<strong>pr\u00e9dire l&#039;\u00e9volution du nombre de membres du centre sportif Radazul<\/strong>, un centre sportif situ\u00e9 sur l&#039;\u00eele de Tenerife.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Contexte<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Ce m\u00e9moire de master pr\u00e9sente la partie finale d&#039;un vaste projet d&#039;audit de donn\u00e9es men\u00e9 au sein de ce centre sportif par une \u00e9quipe de ce d\u00e9partement compos\u00e9e de&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/carlosdelgadoestrategiaceo\" target=\"_blank\" rel=\"noreferrer noopener\">Carlos Alberto Gonz\u00e1lez<\/a>,&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/ginesleon\" target=\"_blank\" rel=\"noreferrer noopener\">Gin\u00e9s Le\u00f3n<\/a>,&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/erika-herrera-machado\" target=\"_blank\" rel=\"noreferrer noopener\">Erika Herrera<\/a>,&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/samuel-tarife-mora-94358b183\" target=\"_blank\" rel=\"noreferrer noopener\">Samuel Tarif<\/a>&nbsp;et l&#039;auteur de ce m\u00e9moire de ma\u00eetrise (<a href=\"https:\/\/www.linkedin.com\/in\/carlos-dominguez-garcia\/\" target=\"_blank\" rel=\"noreferrer noopener\">Carlos Dom\u00ednguez<\/a>En r\u00e9sum\u00e9, ce projet\u00a0:<\/p>\n\n\n\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-64aade5\" data-block-id=\"64aade5\"><style>.stk-64aade5 .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1046\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-imagen-1.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-imagen-1.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-imagen-1-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-imagen-1-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-imagen-1-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-imagen-1-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/span><\/figure><\/div>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Guid\u00e9 par le\u00a0<a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/transferencia\/#1621113392514-b2661040-cb32\" target=\"_blank\" rel=\"noreferrer noopener\">Carte BOB<\/a>, un\u00a0<strong>\u00e9tude des possibilit\u00e9s offertes par le centre en fonction de l&#039;utilisation des donn\u00e9es<\/strong>. L&#039;enqu\u00eate a d\u00e9but\u00e9 par l&#039;examen du logiciel utilis\u00e9 par le centre pour enregistrer son activit\u00e9.<\/li>\n\n\n\n<li>Une solution bas\u00e9e sur l&#039;automatisation robotis\u00e9e des processus (RPA) a \u00e9t\u00e9 mise en \u0153uvre pour le\u00a0<strong>extraction automatique des donn\u00e9es via l&#039;interface graphique du logiciel<\/strong>.<\/li>\n\n\n\n<li>Des exportations p\u00e9riodiques de donn\u00e9es comptables issues du logiciel ont \u00e9t\u00e9 identifi\u00e9es et sont envoy\u00e9es \u00e0 un cabinet de conseil.<\/li>\n\n\n\n<li>Des tableaux de bord ont \u00e9t\u00e9 cr\u00e9\u00e9s pour comparer les informations export\u00e9es du logiciel avec celles fournies par le cabinet de conseil, afin de garantir la concordance des donn\u00e9es et de permettre \u00e0 l&#039;entreprise de contr\u00f4ler ces informations.<\/li>\n\n\n\n<li>La base de donn\u00e9es du logiciel a \u00e9t\u00e9 identifi\u00e9e et consult\u00e9e ; il a donc \u00e9t\u00e9 possible d\u00e8s lors d&#039;extraire des informations du logiciel \u00e0 tout moment, afin que le contr\u00f4le de son activit\u00e9 offert \u00e0 l&#039;entreprise soit toujours \u00e0 jour.<\/li>\n\n\n\n<li>Des tableaux de bord ont \u00e9t\u00e9 cr\u00e9\u00e9s pour comparer les informations d\u00e9j\u00e0 disponibles avec celles extraites de la base de donn\u00e9es afin de garantir leur exactitude.<\/li>\n\n\n\n<li>De plus, \u00e0 cette \u00e9poque, on avait acc\u00e8s \u00e0 une grande vari\u00e9t\u00e9 de donn\u00e9es provenant du centre, ce qui permettait de r\u00e9aliser\u00a0<strong>tableaux de bord sur divers sujets utiles \u00e0 la prise de d\u00e9cision<\/strong>\u00a0y\u00a0<strong>sugg\u00e9rer des am\u00e9liorations aux processus de l&#039;entreprise\u00a0<\/strong>afin que vous ayez un meilleur contr\u00f4le de votre activit\u00e9.<\/li>\n\n\n\n<li>Un syst\u00e8me a \u00e9t\u00e9 mis en place pour envoyer quotidiennement par courriel des r\u00e9sum\u00e9s des activit\u00e9s d&#039;int\u00e9r\u00eat.<\/li>\n\n\n\n<li>Enfin, dans le cadre de ce m\u00e9moire de ma\u00eetrise, il a \u00e9t\u00e9\u00a0<strong>Ils ont d\u00e9velopp\u00e9 des mod\u00e8les pr\u00e9dictifs<\/strong>\u00a0pour l&#039;\u00e9volution de la demande de cotisations au centre.<\/li>\n<\/ol>\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\">Puisque les donn\u00e9es \u00e0 pr\u00e9dire concernent le nombre de nouveaux membres au fil du temps, la premi\u00e8re partie de ce m\u00e9moire de master pr\u00e9sente les fondements th\u00e9oriques de ce type de donn\u00e9es\u00a0: les s\u00e9ries temporelles. Elle aborde \u00e9galement la th\u00e9orie des mod\u00e8les pr\u00e9dictifs utilis\u00e9s, allant des mod\u00e8les statistiques tels que ARIMA ou SARIMAX aux mod\u00e8les de\u2026&nbsp;<em>Apprentissage profond<\/em>&nbsp;comme les r\u00e9seaux neuronaux r\u00e9currents ou DeepAR.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Suit une br\u00e8ve description des outils utilis\u00e9s\u00a0: SQL Server comme base de donn\u00e9es, Python comme langage de programmation et les biblioth\u00e8ques MXNet et GluonTS pour les mod\u00e8les.&nbsp;<em>Apprentissage profond<\/em>&nbsp;pour les s\u00e9ries temporelles, etc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Les proc\u00e9d\u00e9s de traitement des donn\u00e9es sont d\u00e9crits ci-dessous. Les tests effectu\u00e9s avec les mod\u00e8les pr\u00e9dictifs sont d\u00e9taill\u00e9s\u00a0: d\u2019abord, sans tenir compte de l\u2019impact de la COVID-19, afin d\u2019\u00e9valuer la suffisance des donn\u00e9es pour la poursuite du projet\u00a0; ensuite, des pr\u00e9dictions ont \u00e9t\u00e9 r\u00e9alis\u00e9es en int\u00e9grant l\u2019ann\u00e9e 2020 afin d\u2019anticiper les r\u00e9sultats futurs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Parmi ces mod\u00e8les,&nbsp;<strong>SARIMAX a donn\u00e9 des r\u00e9sultats tr\u00e8s prometteurs pour les donn\u00e9es mensuelles<\/strong>. Cependant, ce mod\u00e8le est gourmand en ressources de calcul pour la pr\u00e9diction quotidienne de donn\u00e9es. Par cons\u00e9quent, d&#039;autres mod\u00e8les ont \u00e9galement \u00e9t\u00e9 test\u00e9s, sans toutefois obtenir des r\u00e9sultats aussi satisfaisants. Ce r\u00e9sultat \u00e9tait en partie pr\u00e9visible, \u00e9tant donn\u00e9 que les mod\u00e8les de&nbsp;<em>Apprentissage profond<\/em>&nbsp;Elles fonctionnent mieux lorsqu&#039;elles disposent de plusieurs s\u00e9ries temporelles \u00e0 partir desquelles extraire des tendances. Par cons\u00e9quent,&nbsp;<strong>Une piste possible pour l&#039;avenir de ce projet serait d&#039;ajouter d&#039;autres s\u00e9ries temporelles.<\/strong>&nbsp;par exemple : le nombre de visites au club au fil du temps, le nombre de r\u00e9servations, le nombre d&#039;activit\u00e9s, les donn\u00e9es m\u00e9t\u00e9orologiques telles que les pr\u00e9cipitations ou le vent, les donn\u00e9es de mobilit\u00e9, etc.<\/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-cfe9a30\" data-slides-to-show=\"\" data-block-id=\"cfe9a30\"><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-cfe9a30-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-7846a0d\" data-v=\"4\" data-block-id=\"7846a0d\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-7846a0d-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-7846a0d-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-36f1e69\" data-block-id=\"36f1e69\"><style>.stk-36f1e69 .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1051\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-2.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-2.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-2-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-2-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-2-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-2-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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-a667189\" data-v=\"4\" data-block-id=\"a667189\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-a667189-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-a667189-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-c10f9c7\" data-block-id=\"c10f9c7\"><style>.stk-c10f9c7 .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1052\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-3.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-3.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-3-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-3-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-3-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-3-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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-daa6d2f\" data-v=\"4\" data-block-id=\"daa6d2f\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-daa6d2f-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-daa6d2f-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-c1c8b0f\" data-block-id=\"c1c8b0f\"><style>.stk-c1c8b0f .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1053\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-4.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-4.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-4-300x169.png 300w, 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class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1054\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-5.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-5.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-5-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-5-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-5-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-5-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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-90296af\" data-v=\"4\" data-block-id=\"90296af\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-90296af-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-90296af-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-893b883\" data-block-id=\"893b883\"><style>.stk-893b883 .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1055\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-6.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-6.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-6-300x169.png 300w, 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class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1056\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-7.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-7.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-7-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-7-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-7-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-7-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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-4a3e597\" data-v=\"4\" data-block-id=\"4a3e597\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-4a3e597-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-4a3e597-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-9c15c4f\" data-block-id=\"9c15c4f\"><style>.stk-9c15c4f .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1057\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-8.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-8.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-8-300x169.png 300w, 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class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1058\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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-1dc7e3c\" data-v=\"4\" data-block-id=\"1dc7e3c\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-1dc7e3c-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-1dc7e3c-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-1b56325\" data-block-id=\"1b56325\"><style>.stk-1b56325 .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1059\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-10.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-10.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-10-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-10-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-10-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-10-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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-8acf38d\" data-v=\"4\" data-block-id=\"8acf38d\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-8acf38d-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-8acf38d-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-fa84e87\" data-block-id=\"fa84e87\"><style>.stk-fa84e87 .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1060\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-11.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-11.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-11-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-11-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-11-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-11-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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-905da8b\" data-v=\"4\" data-block-id=\"905da8b\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-905da8b-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-905da8b-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-70b5ffc\" data-block-id=\"70b5ffc\"><style>.stk-70b5ffc .stk-img-wrapper{width:960px !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1061\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-12.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-12.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-12-300x169.png 300w, 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class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1058\" src=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9.png\" width=\"960\" height=\"540\" srcset=\"https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9.png 960w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-300x169.png 300w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-9-750x422.png 750w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/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\/22787\" 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:\/\/www.linkedin.com\/in\/carlos-dominguez-garcia\/\" target=\"_blank\" rel=\"noreferrer noopener\">Carlos Dom\u00ednguez Garc\u00eda<\/a><\/li>\n\n\n\n<li><strong>Tuteur<\/strong>:\u00a0<a href=\"https:\/\/es.linkedin.com\/in\/j-marcos-moreno-vega-05b40427\" target=\"_blank\" rel=\"noreferrer noopener\">Jos\u00e9 Marcos Moreno Vega<\/a><\/li>\n\n\n\n<li><strong>Co-tuteur<\/strong>:\u00a0<a href=\"https:\/\/es.linkedin.com\/in\/belen-melian-65b46427\" target=\"_blank\" rel=\"noreferrer noopener\">Mar\u00eda Bel\u00e9n Meli\u00e1n Batista<\/a><\/li>\n<\/ul>\n<\/div><\/div><\/div>\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>M\u00e9moire de ma\u00eetrise comprenant la partie finale d&#039;un projet d&#039;audit de donn\u00e9es pour un centre sportif. <\/p>\n<p>Ce travail porte sur la mod\u00e9lisation de l&#039;\u00e9volution du nombre de membres au fil du temps, la pand\u00e9mie de COVID-19 ayant eu un impact significatif sur les donn\u00e9es.<\/p>","protected":false},"author":6,"featured_media":1033,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"templates\/template-frontpage.php","format":"gallery","meta":{"footnotes":""},"categories":[1],"tags":[21,15],"class_list":["post-1005","post","type-post","status-publish","format-gallery","has-post-thumbnail","hentry","category-sin-categoria","tag-big-data","tag-tfm","post_format-post-format-gallery"],"_links":{"self":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/posts\/1005","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=1005"}],"version-history":[{"count":19,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/posts\/1005\/revisions"}],"predecessor-version":[{"id":1837,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/posts\/1005\/revisions\/1837"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/media\/1033"}],"wp:attachment":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/media?parent=1005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/categories?post=1005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/fr\/wp-json\/wp\/v2\/tags?post=1005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}