{"id":125,"date":"2024-06-24T14:15:59","date_gmt":"2024-06-24T13:15:59","guid":{"rendered":"https:\/\/juanluisacebal.com\/?p=125"},"modified":"2025-01-06T05:53:09","modified_gmt":"2025-01-06T04:53:09","slug":"mapas-coropleticos-analisis-del-uso-de-armas-en-estados-unidos","status":"publish","type":"post","link":"https:\/\/juanluisacebal.com\/index.php\/2024\/mapas-coropleticos-analisis-del-uso-de-armas-en-estados-unidos\/","title":{"rendered":"Visualizaci\u00f3n de Datos: Mapas Coropl\u00e9ticos del Uso de Armas"},"content":{"rendered":"\n<p><strong>Proyecto PEC4 de programaci\u00f3n en ciencia de datos. UOC &#8211; Portfolio<\/strong><\/p>\n\n\n\n<p><strong>Fecha: 24 de junio de 2024<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Introducci\u00f3n<\/h3>\n\n\n\n<p>En este proyecto, que forma parte de la asignatura de Programaci\u00f3n para la Ciencia de Datos, he desarrollado un paquete de Python con PyCharm para analizar y visualizar datos sobre el uso de armas en Estados Unidos. Utilizando datos de verificaci\u00f3n de antecedentes para permisos de armas y datos poblacionales, he generado mapas coropl\u00e9ticos para visualizar la distribuci\u00f3n geogr\u00e1fica del uso de armas por estado.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Descripci\u00f3n del Proyecto<\/h3>\n\n\n\n<p>Este proyecto se enfoca en estudiar el comportamiento de la poblaci\u00f3n de Estados Unidos respecto al uso de armas de fuego. Los datos utilizados provienen de dos fuentes principales:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.kaggle.com\/datasets\/pedropereira94\/nics-firearm-background-checks\">NICS Firearm Background Checks Dataset<\/a><\/li>\n\n\n\n<li>US State Populations Dataset<\/li>\n<\/ul>\n\n\n\n<p>El an\u00e1lisis incluye la lectura y limpieza de datos, procesamiento y agrupamiento, an\u00e1lisis temporal y geogr\u00e1fico, y finalmente la visualizaci\u00f3n mediante mapas coropl\u00e9ticos.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Mapas Coropl\u00e9ticos<\/h3>\n\n\n\n<p>Los <a href=\"https:\/\/darribas.org\/gds_course\/content\/home.html\">mapas coropl\u00e9ticos<\/a> son una herramienta poderosa para visualizar datos geogr\u00e1ficos. En este proyecto he creado tres mapas que representan:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Permisos de armas por estado (% de la poblaci\u00f3n)<\/strong><\/li>\n\n\n\n<li><strong>Solicitudes de armas cortas (handguns) por estado (% de la poblaci\u00f3n)<\/strong><\/li>\n\n\n\n<li><strong>Solicitudes de armas largas (long guns) por estado (% de la poblaci\u00f3n)<\/strong><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">Permisos de Armas por Estado<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/permit_perc-1.png?resize=1024%2C512&#038;ssl=1\" alt=\"\" class=\"wp-image-170\" srcset=\"https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/permit_perc-1.png?resize=1024%2C512&amp;ssl=1 1024w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/permit_perc-1.png?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/permit_perc-1.png?resize=768%2C384&amp;ssl=1 768w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/permit_perc-1.png?w=1366&amp;ssl=1 1366w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Solicitudes de Armas Cortas por Estado<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/handgun_perc-1.png?resize=1024%2C512&#038;ssl=1\" alt=\"\" class=\"wp-image-169\" srcset=\"https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/handgun_perc-1.png?resize=1024%2C512&amp;ssl=1 1024w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/handgun_perc-1.png?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/handgun_perc-1.png?resize=768%2C384&amp;ssl=1 768w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/handgun_perc-1.png?w=1366&amp;ssl=1 1366w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Solicitudes de Armas Largas por Estado<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/long_gun_perc-1.png?resize=1024%2C512&#038;ssl=1\" alt=\"\" class=\"wp-image-168\" srcset=\"https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/long_gun_perc-1.png?resize=1024%2C512&amp;ssl=1 1024w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/long_gun_perc-1.png?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/long_gun_perc-1.png?resize=768%2C384&amp;ssl=1 768w, https:\/\/i0.wp.com\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/long_gun_perc-1.png?w=1366&amp;ssl=1 1366w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">Mapa<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<iframe loading=\"lazy\" src=\"https:\/\/juanluisacebal.com\/wp-content\/uploads\/2024\/06\/mapa.html\" width=\"100%\" height=\"600\" style=\"border:none;\"><\/iframe>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Conclusiones<\/h3>\n\n\n\n<p>El an\u00e1lisis de datos y la visualizaci\u00f3n mediante mapas coropl\u00e9ticos nos permite identificar patrones y tendencias en el uso de armas en Estados Unidos. Observamos que algunos estados tienen tasas significativamente m\u00e1s altas de solicitudes de armas en comparaci\u00f3n con otros, lo cual podr\u00eda estar relacionado con factores sociales, econ\u00f3micos y legislativos.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Documentaci\u00f3n y C\u00f3digo<\/h3>\n\n\n\n<p>El c\u00f3digo desarrollado para este proyecto est\u00e1 documentado y organizado en m\u00f3dulos, con numerosas funciones, y reglas de estilo PEP8, ademas he utilizado type hints, siguiendo las mejores pr\u00e1cticas de programaci\u00f3n en Python. Toda la informaci\u00f3n necesaria para ejecutar el c\u00f3digo, as\u00ed como los tests y toda la informaci\u00f3n, se encuentra en el archivo <a href=\"https:\/\/github.com\/juanluisacebal\/jacebal_PRDATOS\/blob\/main\/README.md\">README<\/a> incluido en el paquete del proyecto.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>PEC4 &#8211; Programaci\u00f3n para la Ciencia de Datos.<\/strong><\/p>\n\n\n\n<p><strong>Grado en Ciencia de Datos Aplicada. Universitat Oberta de Catalunya (UOC)<\/strong><\/p>\n\n\n\n<p>Este trabajo refleja los conocimientos adquiridos a lo largo del curso en esta asignatura y muestra la aplicaci\u00f3n pr\u00e1ctica de t\u00e9cnicas de ciencia de datos en un caso real.<\/p>\n\n\n\n<p>Para m\u00e1s informaci\u00f3n sobre el proyecto, y ver o copiar el c\u00f3digo (licencia Creative Commons 1.0), visita&nbsp;mi repositorio <a href=\"https:\/\/github.com\/juanluisacebal\/jacebal_PRDATOS\">GitHub<\/a>.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<ul class=\"wp-block-social-links is-layout-flex wp-block-social-links-is-layout-flex\"><li class=\"wp-social-link wp-social-link-linkedin  wp-block-social-link\"><a href=\"http:\/\/linkedin.com\/in\/juanluisacebal\/\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path 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UOC &#8211; Portfolio Fecha: 24 de junio de 2024 Introducci\u00f3n En este proyecto, que forma parte de la asignatura de Programaci\u00f3n para la Ciencia de Datos, he desarrollado un paquete de Python con PyCharm para analizar y visualizar datos sobre el uso de armas en Estados Unidos. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":178,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"Buenas!! Os comparto el uso de armas en Estados Unidos por estado, y como algunos estados, tienen mas armas que habitantes!!! 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