{"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\/en\/2021\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/","title":{"rendered":"Predicting the number of members in a sports center during the pandemic"},"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>Final Degree Project<\/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>Demand forecasting in a sports center during the COVID-19 pandemic<\/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&#039;s Degree in Cybersecurity and Data Intelligence<\/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\">Index<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/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\/en\/2021\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/#contexto\" target=\"_blank\" rel=\"noreferrer noopener\">Context<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/2021\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/#resumen\" target=\"_blank\" rel=\"noreferrer noopener\">Project summary<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/2021\/05\/15\/prediccion-del-numero-de-socios-en-un-centro-deportivo-durante-la-pandemia\/#info\" target=\"_blank\" rel=\"noreferrer noopener\">More information<\/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\">Data processing is a key business process for making better-informed decisions. In particular, using historical data to create predictive models allows companies to...&nbsp;<strong>making decisions in anticipation of events<\/strong>. In a particularly uncertain time due to the impact of COVID-19, being able to make estimates of what will happen takes on added importance to help in decision-making that allows for the continuity of the company.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This master&#039;s thesis incorporates this data treatment and modeling for&nbsp;<strong>predict the evolution of the number of members at Radazul Sport Center<\/strong>, a sports center located on the island of Tenerife.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Context<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">This master&#039;s thesis presents the final part of an extensive data audit project at this sports center, carried out by a team from this department consisting of&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 Tarife<\/a>&nbsp;and the author of this Master&#039;s Thesis (<a href=\"https:\/\/www.linkedin.com\/in\/carlos-dominguez-garcia\/\" target=\"_blank\" rel=\"noreferrer noopener\">Carlos Dom\u00ednguez<\/a>In summary, this project:<\/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>Guided by the\u00a0<a href=\"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/transferencia\/#1621113392514-b2661040-cb32\" target=\"_blank\" rel=\"noreferrer noopener\">BOB Map<\/a>, a\u00a0<strong>study of what could be done at the center based on the use of data<\/strong>. And the investigation began by examining the software the center uses to record its activity.<\/li>\n\n\n\n<li>A Robotic Process Automation (RPA)-based solution was implemented for the\u00a0<strong>automatic data extraction through the software&#039;s graphical interface<\/strong>.<\/li>\n\n\n\n<li>Periodic exports of accounting data from the software were identified, which are sent to a consultancy.<\/li>\n\n\n\n<li>Dashboards were created comparing the information exported from the software with the information provided by the consulting firm to ensure that the data matched and that the company could have its own control over this information.<\/li>\n\n\n\n<li>The software database was identified and accessed, so from this moment on it was possible to start extracting information from the software at any time, so that the control that can be offered to the company of its activity is always up to date.<\/li>\n\n\n\n<li>Dashboards were created comparing the information already available with that extracted from the database to ensure that they are correct.<\/li>\n\n\n\n<li>Furthermore, at this time there was access to a wide variety of data from the center, so it was possible to carry out\u00a0<strong>dashboards on various subjects useful for decision-making<\/strong>\u00a0y\u00a0<strong>suggest improvements to the company&#039;s processes\u00a0<\/strong>so that you have better control of your activity.<\/li>\n\n\n\n<li>A system was developed to send daily summaries of activities of interest via email.<\/li>\n\n\n\n<li>Finally, as part of this Master&#039;s Thesis, it was\u00a0<strong>They developed predictive models<\/strong>\u00a0for the evolution of the demand for membership fees at the center.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Project summary<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Since the data to be predicted is the number of new members over time, the first part of this Master&#039;s thesis includes the theoretical foundations of this type of data: time series. This also includes the theory of the predictive models that have been used, from statistical models such as ARIMA or SARIMAX, to models of&nbsp;<em>Deep Learning<\/em>&nbsp;such as Recurrent Neural Networks or DeepAR.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Following this, a brief description of the tools used is shown: SQL Server as the database, Python as the programming language, and the MXNet and GluonTS libraries for the models.&nbsp;<em>Deep Learning<\/em>&nbsp;for time series, etc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The processes used for data treatment are described below. The tests performed with the predictive models are detailed, firstly without considering the impact of COVID-19 to assess whether the data was sufficient to continue the project. Secondly, predictions were made taking 2020 into account to project future outcomes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Of these models,&nbsp;<strong>SARIMAX yielded very promising results for monthly data<\/strong>. However, it is a computationally expensive model for predicting data on a daily basis. Therefore, other models were also tested, but without achieving such satisfactory results. This was partly to be expected, given that the models of&nbsp;<em>Deep Learning<\/em>&nbsp;They work best when they have more than one time series from which to extract patterns. Therefore,&nbsp;<strong>A possible future direction for this project is to add other time series.<\/strong>&nbsp;such as: the number of visits to the club over time, the number of reservations, the number of activities, weather data such as rainfall or wind, mobility data, 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, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-4-768x432.png 768w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-4-375x211.png 375w, https:\/\/www.ull.es\/catedras\/catedrabob\/wp-content\/uploads\/sites\/6\/2021\/05\/TFM-1-img-4-750x422.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-a865ca0\" data-v=\"4\" data-block-id=\"a865ca0\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-a865ca0-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-a865ca0-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-58a1f81\" data-block-id=\"58a1f81\"><style>.stk-58a1f81 .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-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 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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 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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=\"Previous slide\"><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=\"Next slide\"><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>More information<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The report on the work is publicly available at the&nbsp;<a href=\"https:\/\/riull.ull.es\/xmlui\/handle\/915\/22787\" target=\"_blank\" rel=\"noreferrer noopener\">Institutional Repository of the University of La Laguna<\/a>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Author<\/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>Tutor<\/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-tutor<\/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>Master&#039;s Thesis that includes the final part of a Data Audit project for a sports center. <\/p>\n<p>This work deals with modeling the evolution of the number of members over time, where the COVID-19 pandemic has had a significant impact on the data<\/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\/en\/wp-json\/wp\/v2\/posts\/1005","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/comments?post=1005"}],"version-history":[{"count":19,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/posts\/1005\/revisions"}],"predecessor-version":[{"id":1837,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/posts\/1005\/revisions\/1837"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/media\/1033"}],"wp:attachment":[{"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/media?parent=1005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/categories?post=1005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ull.es\/catedras\/catedrabob\/en\/wp-json\/wp\/v2\/tags?post=1005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}