{"id":2063,"date":"2026-07-27T02:00:51","date_gmt":"2026-07-27T02:00:51","guid":{"rendered":"https:\/\/www.vpascode.com\/pt\/docs\/uncategorized\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/"},"modified":"2026-07-27T02:00:51","modified_gmt":"2026-07-27T02:00:51","slug":"scatter-chart-bivariate-distribution-and-point-clustering-guide","status":"publish","type":"ld_docs","link":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/","title":{"rendered":"Gr\u00e1fico de Dispers\u00e3o: Distribui\u00e7\u00e3o Bivariada e Agrupamento de Pontos"},"content":{"rendered":"

Ao explorar rela\u00e7\u00f5es ou correla\u00e7\u00f5es entre duas vari\u00e1veis cont\u00ednuas, o Gr\u00e1fico de Dispers\u00e3o<\/strong> (ou Gr\u00e1fico de Dispers\u00e3o) \u00e9 a principal ferramenta anal\u00edtica. Ao plotar pontos de dados em uma grade bidimensional com base em coordenadas num\u00e9ricas X e Y, os gr\u00e1ficos de dispers\u00e3o ajudam a revelar agrupamentos, valores at\u00edpicos, tend\u00eancias e correla\u00e7\u00f5es<\/em> em conjuntos de dados complexos, como gastos com marketing em rela\u00e7\u00e3o \u00e0 gera\u00e7\u00e3o de leads ou experi\u00eancia de funcion\u00e1rios em rela\u00e7\u00e3o ao sal\u00e1rio.<\/p>\n

Os Mecanismos dos Gr\u00e1ficos de Dispers\u00e3o<\/h2>\n

Diferentemente dos gr\u00e1ficos de colunas ou linhas orientados por categorias, os gr\u00e1ficos de dispers\u00e3o usam eixos de valor num\u00e9rico para ambas as dimens\u00f5es. No Apache ECharts, definir type: 'scatter'<\/code> espera dados formatados como arrays de coordenadas num\u00e9ricas com dois elementos [x, y]<\/code> ou objetos de dados mapeados em rela\u00e7\u00e3o aos eixos num\u00e9ricos xAxis<\/code> e yAxis<\/code> configura\u00e7\u00f5es.<\/p>\n

1. Configura\u00e7\u00e3o B\u00e1sica<\/h3>\n

Para criar um gr\u00e1fico de dispers\u00e3o b\u00e1sico, defina type: 'value'<\/code> em ambos os eixos e forne\u00e7a pares de coordenadas num\u00e9ricas dentro do array de dados da s\u00e9rie:<\/p>\n

\n
\nECharts<\/span>
\n
\n<\/path><\/path><\/svg>
\nEdite o ECharts no VPasCode<\/span>
\n<\/a>\n<\/div>\n
\n
\r\n
\r\n ECharts<\/span>\r\n \r\n <\/path><\/path><\/svg>\r\n Edit ECharts in VPasCode<\/span>\r\n <\/a>\r\n <\/div>\r\n
\r\n 
option = {\r\n    tooltip: {\r\n        trigger: 'item',\r\n        formatter: 'X: {c0}rnY: {c1}'\r\n    },\r\n    xAxis: {\r\n        type: 'value',\r\n        name: 'Gastos com An\u00fancios ($k)'\r\n    },\r\n    yAxis: {\r\n        type: 'value',\r\n        name: 'Convers\u00f5es'\r\n    },\r\n    series: [\r\n        {\r\n            type: 'scatter',\r\n            symbolSize: 12,\r\n            data: [\r\n                [10.0, 8.04],\r\n                [8.07, 6.95],\r\n                [13.0, 7.58],\r\n                [9.05, 8.81],\r\n                [11.0, 8.33],\r\n                [14.0, 9.96],\r\n                [6.03, 7.24],\r\n                [12.0, 4.26],\r\n                [7.08, 4.82],\r\n                [5.02, 5.68]\r\n            ]\r\n        }\r\n    ]\r\n};<\/code><\/pre>                <\/div>\r\n                
\r\n                    \r\n                        <\/path><\/path><\/svg>\r\n                        Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n            <\/div>\r\n            \n<\/p><\/div>\n
\n
\n<\/path><\/path><\/svg>
\nEdite o ECharts no VPasCode<\/span>
\n<\/a>\n<\/div>\n<\/div>\n
\"\"<\/p>\n
\u00a0<\/p>\n
T\u00e9cnicas Estruturais Avan\u00e7adas<\/h2>\n
Os gr\u00e1ficos de dispers\u00e3o podem incorporar dimensionamento din\u00e2mico para representar uma terceira vari\u00e1vel (gr\u00e1fico de bolhas) ou exibir sobreposi\u00e7\u00f5es de agrupamentos de m\u00faltiplas categorias.<\/p>\n
1. Tamanho Vari\u00e1vel de Pontos (Efeito de Bolha)<\/h3>\n
Passe uma fun\u00e7\u00e3o personalizada ou mapeamento de valores de dados para symbolSize<\/code> para codificar uma terceira m\u00e9trica quantitativa no tamanho do ponto:<\/p>\n
\n
\nECharts<\/span>
\n
\n<\/path><\/path><\/svg>
\nEditar ECharts no VPasCode<\/span>
\n<\/a>\n<\/div>\n
\n            
\r\n                                
\r\n                    ECharts<\/span>\r\n                    \r\n                        <\/path><\/path><\/svg>\r\n                        Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n                                
\r\n                    
option = {\r\n    tooltip: {\r\n        trigger: 'item',\r\n        formatter: function (param) {\r\n            return 'Gasto: $' + param.data[0] + 'k\r\n' +\r\n                   'Receita: $' + param.data[1] + 'k\r\n' +\r\n                   'ROAS: ' + param.data[2] + 'x';\r\n        }\r\n    },\r\n    xAxis: {\r\n        type: 'value',\r\n        name: 'Gasto'\r\n    },\r\n    yAxis: {\r\n        type: 'value',\r\n        name: 'Receita'\r\n    },\r\n    series: [\r\n        {\r\n            name: 'Campanhas',\r\n            type: 'scatter',\r\n            symbolSize: function (data) {\r\n                return data[2] * 5; \/\/ Escala o tamanho da bolha com base na terceira vari\u00e1vel\r\n            },\r\n            data: [\r\n                [15, 120, 8.0],\r\n                [25, 180, 7.2],\r\n                [10, 50, 5.0],\r\n                [40, 380, 9.5],\r\n                [30, 210, 7.0]\r\n            ],\r\n            itemStyle: {\r\n                color: '#5470c6',\r\n                opacity: 0.7\r\n            }\r\n        }\r\n    ]\r\n};<\/code><\/pre>                <\/div>\r\n                
\r\n                    \r\n                        <\/path><\/path><\/svg>\r\n                        Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n            <\/div>\r\n            \n<\/p><\/div>\n
\n
\n<\/path><\/path><\/svg>
\nEditar ECharts no VPasCode<\/span>
\n<\/a>\n<\/div>\n<\/div>\n
\"\"<\/p>\n
\u00a0<\/p>\n
Ajuste fino do layout e do estilo<\/h2>\n
Controlar a opacidade dos marcadores e adicionar linhas de tend\u00eancia alvo evita que agrupamentos densos se transformem em manchas visuais s\u00f3lidas.<\/p>\n
1. Marcadores transl\u00facidos e estiliza\u00e7\u00e3o de agrupamentos<\/h3>\n
Aplicar tra\u00e7os de borda e preenchimentos semitransparentes mant\u00e9m os pontos de dados sobrepostos vis\u00edveis dentro de agrupamentos de alta densidade:<\/p>\n
\n
\nECharts<\/span>
\n
\n<\/path><\/path><\/svg>
\nEditar ECharts no VPasCode<\/span>
\n<\/a>\n<\/div>\n
\n            
\r\n                                
\r\n                    ECharts<\/span>\r\n                    \r\n                        <\/path><\/path><\/svg>\r\n                        Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n                                
\r\n                    
option = {\r\n    grid: {\r\n        left: '10%',\r\n        right: '10%',\r\n        containLabel: true\r\n    },\r\n    xAxis: {\r\n        type: 'value',\r\n        scale: true \/\/ Escala autom\u00e1tica dos limites m\u00ednimo e m\u00e1ximo do eixo para ajustar bem aos dados\r\n    },\r\n    yAxis: {\r\n        type: 'value',\r\n        scale: true\r\n    },\r\n    series: [\r\n        {\r\n            type: 'scatter',\r\n            symbolSize: 16,\r\n            itemStyle: {\r\n                color: 'rgba(84, 112, 198, 0.6)',\r\n                borderColor: '#5470c6',\r\n                borderWidth: 2\r\n            },\r\n            data: [\r\n                [161.2, 51.6], [167.5, 59.0], [159.5, 49.2], [157.0, 63.0],\r\n                [155.8, 53.6], [170.0, 59.0], [159.1, 47.6], [166.0, 69.8],\r\n                [176.2, 66.8], [160.2, 75.2], [172.5, 55.2], [170.9, 54.2]\r\n            ]\r\n        }\r\n    ]\r\n};<\/code><\/pre>                <\/div>\r\n                
\r\n                    \r\n                        <\/path><\/path><\/svg>\r\n                        Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n            <\/div>\r\n            \n<\/p><\/div>\n
\n
\n<\/path><\/path><\/svg>
\nEditar ECharts no VPasCode<\/span>
\n<\/a>\n<\/div>\n<\/div>\n
\"\"<\/p>\n
\u00a0<\/p>\n
Melhores pr\u00e1ticas estrat\u00e9gicas<\/h2>\n
    \n
  • Habilite scale: true<\/code> nos eixos num\u00e9ricos:<\/strong> Defina scale: true<\/code> em ambos os eixos num\u00e9ricos para que o gr\u00e1fico fa\u00e7a zoom autom\u00e1tico na faixa de dados relevante, em vez de for\u00e7ar a origem em (0,0)<\/code>.<\/li>\n
  • Use transpar\u00eancia de preenchimento para sobreposi\u00e7\u00f5es:<\/strong> Ao plotar centenas de pontos, reduza a opacidade do preenchimento para cerca de 0,4\u20130,6 para que as \u00e1reas densas de sobreposi\u00e7\u00e3o pare\u00e7am naturalmente mais escuras.<\/li>\n
  • Forne\u00e7a r\u00f3tulos de eixos contextualizados:<\/strong> Sempre rotule os eixos X e Y explicitamente com unidades de medida (por exemplo, \u201c$ em Milhares\u201d ou \u201cLat\u00eancia em ms\u201d) para que os valores sejam imediatamente claros sem precisar verificar as dicas.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
    Ao explorar rela\u00e7\u00f5es ou correla\u00e7\u00f5es entre duas vari\u00e1veis cont\u00ednuas, o Gr\u00e1fico de Dispers\u00e3o (ou Gr\u00e1fico de Dispers\u00e3o) \u00e9 a principal ferramenta anal\u00edtica. Ao plotar pontos de dados em uma grade bidimensional com base em coordenadas num\u00e9ricas X e Y, os…<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":11,"template":"","meta":{"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"ld_collection":[14],"class_list":["post-2063","ld_docs","type-ld_docs","status-publish","hentry","ld_collection-vpascode-docs"],"yoast_head":"\nECharts Scatter Chart Guide | VPasCode Text to Diagram Tool<\/title>\n<meta name=\"description\" content=\"Analyze correlation trends between data variables using ECharts scatter plots in VPasCode, a diagram-as-code tool.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ECharts Scatter Chart Guide | VPasCode Text to Diagram Tool\" \/>\n<meta property=\"og:description\" content=\"Analyze correlation trends between data variables using ECharts scatter plots in VPasCode, a diagram-as-code tool.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/\" \/>\n<meta property=\"og:site_name\" content=\"VPasCode\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66bc74bd0ba.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/\",\"url\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/\",\"name\":\"ECharts Scatter Chart Guide | VPasCode Text to Diagram Tool\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.vpascode.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/img_6a66bc74bd0ba.png\",\"datePublished\":\"2026-07-27T02:00:51+00:00\",\"description\":\"Analyze correlation trends between data variables using ECharts scatter plots in VPasCode, a diagram-as-code tool.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.vpascode.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/img_6a66bc74bd0ba.png\",\"contentUrl\":\"https:\\\/\\\/www.vpascode.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/img_6a66bc74bd0ba.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/vpascode-docs\\\/scatter-chart-bivariate-distribution-and-point-clustering-guide\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Lean Docs\",\"item\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/docs\\\/%ld_collection%\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Gr\u00e1fico de Dispers\u00e3o: Distribui\u00e7\u00e3o Bivariada e Agrupamento de Pontos\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/#website\",\"url\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/\",\"name\":\"VPasCode\",\"description\":\"by Visual Paradigm\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/#organization\",\"name\":\"VPasCode\",\"url\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/wp-content\\\/uploads\\\/sites\\\/10\\\/2026\\\/06\\\/cropped-vp-online-logo-v1.png\",\"contentUrl\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/wp-content\\\/uploads\\\/sites\\\/10\\\/2026\\\/06\\\/cropped-vp-online-logo-v1.png\",\"width\":128,\"height\":138,\"caption\":\"VPasCode\"},\"image\":{\"@id\":\"https:\\\/\\\/www.vpascode.com\\\/pt\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"ECharts Scatter Chart Guide | VPasCode Text to Diagram Tool","description":"Analyze correlation trends between data variables using ECharts scatter plots in VPasCode, a diagram-as-code tool.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/","og_locale":"pt_PT","og_type":"article","og_title":"ECharts Scatter Chart Guide | VPasCode Text to Diagram Tool","og_description":"Analyze correlation trends between data variables using ECharts scatter plots in VPasCode, a diagram-as-code tool.","og_url":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/","og_site_name":"VPasCode","og_image":[{"url":"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66bc74bd0ba.png","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Tempo estimado de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/","url":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/","name":"ECharts Scatter Chart Guide | VPasCode Text to Diagram Tool","isPartOf":{"@id":"https:\/\/www.vpascode.com\/pt\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/#primaryimage"},"image":{"@id":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/#primaryimage"},"thumbnailUrl":"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66bc74bd0ba.png","datePublished":"2026-07-27T02:00:51+00:00","description":"Analyze correlation trends between data variables using ECharts scatter plots in VPasCode, a diagram-as-code tool.","breadcrumb":{"@id":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/"]}]},{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/#primaryimage","url":"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66bc74bd0ba.png","contentUrl":"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66bc74bd0ba.png"},{"@type":"BreadcrumbList","@id":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/scatter-chart-bivariate-distribution-and-point-clustering-guide\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.vpascode.com\/pt\/"},{"@type":"ListItem","position":2,"name":"Lean Docs","item":"https:\/\/www.vpascode.com\/pt\/docs\/%ld_collection%\/"},{"@type":"ListItem","position":3,"name":"Gr\u00e1fico de Dispers\u00e3o: Distribui\u00e7\u00e3o Bivariada e Agrupamento de Pontos"}]},{"@type":"WebSite","@id":"https:\/\/www.vpascode.com\/pt\/#website","url":"https:\/\/www.vpascode.com\/pt\/","name":"VPasCode","description":"by Visual Paradigm","publisher":{"@id":"https:\/\/www.vpascode.com\/pt\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.vpascode.com\/pt\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-PT"},{"@type":"Organization","@id":"https:\/\/www.vpascode.com\/pt\/#organization","name":"VPasCode","url":"https:\/\/www.vpascode.com\/pt\/","logo":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/www.vpascode.com\/pt\/#\/schema\/logo\/image\/","url":"https:\/\/www.vpascode.com\/pt\/wp-content\/uploads\/sites\/10\/2026\/06\/cropped-vp-online-logo-v1.png","contentUrl":"https:\/\/www.vpascode.com\/pt\/wp-content\/uploads\/sites\/10\/2026\/06\/cropped-vp-online-logo-v1.png","width":128,"height":138,"caption":"VPasCode"},"image":{"@id":"https:\/\/www.vpascode.com\/pt\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.vpascode.com\/pt\/wp-json\/wp\/v2\/ld_docs\/2063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.vpascode.com\/pt\/wp-json\/wp\/v2\/ld_docs"}],"about":[{"href":"https:\/\/www.vpascode.com\/pt\/wp-json\/wp\/v2\/types\/ld_docs"}],"author":[{"embeddable":true,"href":"https:\/\/www.vpascode.com\/pt\/wp-json\/wp\/v2\/users\/3"}],"wp:attachment":[{"href":"https:\/\/www.vpascode.com\/pt\/wp-json\/wp\/v2\/media?parent=2063"}],"wp:term":[{"taxonomy":"ld_collection","embeddable":true,"href":"https:\/\/www.vpascode.com\/pt\/wp-json\/wp\/v2\/ld_collection?post=2063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}