{"id":2060,"date":"2026-07-27T02:10:31","date_gmt":"2026-07-27T02:10:31","guid":{"rendered":"https:\/\/www.vpascode.com\/pt\/docs\/uncategorized\/boxplot-chart-statistical-distribution-and-outlier-spotting-guide\/"},"modified":"2026-07-27T02:10:31","modified_gmt":"2026-07-27T02:10:31","slug":"boxplot-chart-statistical-distribution-and-outlier-spotting-guide","status":"publish","type":"ld_docs","link":"https:\/\/www.vpascode.com\/pt\/docs\/vpascode-docs\/boxplot-chart-statistical-distribution-and-outlier-spotting-guide\/","title":{"rendered":"Gr\u00e1fico de Caixa: Distribui\u00e7\u00e3o Estat\u00edstica e Detec\u00e7\u00e3o de Outliers"},"content":{"rendered":"<p>Quando voc\u00ea precisa analisar a dispers\u00e3o dos dados e identificar pontos de dados incomuns entre grupos, o <strong>Gr\u00e1fico de Caixa<\/strong> (ou Gr\u00e1fico de Caixa e Bigode) \u00e9 a ferramenta visual estat\u00edstica padr\u00e3o. Ao resumir dados cont\u00ednuos em cinco n\u00fameros-chave \u2014 M\u00ednimo, Primeiro Quartil (Q1), Mediana (Q2), Terceiro Quartil (Q3) e M\u00e1ximo \u2014 os gr\u00e1ficos de caixa revelam <em>assimetria, variabilidade e outliers extremos<\/em> de primeira vista, sem encher a tela com dados brutos.<\/p>\n<h2>O Funcionamento dos Gr\u00e1ficos de Caixa<\/h2>\n<p>No Apache ECharts, caixas estat\u00edsticas s\u00e3o renderizadas usando <code>type: 'boxplot'<\/code>. Cada entrada de conjunto de dados espera um array num\u00e9rico de 5 elementos ordenado como <code>[M\u00ednimo, Q1, Mediana, Q3, M\u00e1ximo]<\/code>. O ECharts tamb\u00e9m inclui uma ferramenta integrada de prepara\u00e7\u00e3o de dados para calcular esses limites estat\u00edsticos diretamente a partir de n\u00fameros brutos.<\/p>\n<h3>1. Configura\u00e7\u00e3o B\u00e1sica<\/h3>\n<p>Para construir um gr\u00e1fico de caixa b\u00e1sico, mapeie categorias ao longo do eixo X e forne\u00e7a arrays de resumo de cinco n\u00fameros calculados dentro dos seus dados da s\u00e9rie:<\/p>\n<div class=\"vpascode-viewer-container vpascode-fancy-active\">\n<div class=\"vpascode-header\">\n<span class=\"vpascode-lang-label\">ECharts<\/span><br \/>\n<a class=\"vpascode-fancy-btn\" href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1UrtuhDAQ7CPlH7ajsXTA8TBEKfJoT0qaNIjCFyxiicMIfAnoxL9nbYjOjjgXI8\/u7HhYITslZAuPcLm\/AzxKykaJLv\/jptaLuuZ9Dp5Q\/OSRa4eNYniTolW6ewE1dRxVwxer5I8H8yKc14HxCdWu8aL\/ZIrXsp9s54oplkPhvaw9CDwCVxY6bO+wyGGxV7oxplsxvllz5naGlp10\/VUMuIHj2Szqw4hcx4H3gqNlcR213C2nZzl2jVT2G9b7x+3uugm3qE+RxDEBGvsEskgDRQj81C8J7HZQHERL4D0gcOCVYPq+xzsbyw2rNMFZ6muItClFyBJ02tJSI9NgAtAlwLY2xGaapCgLtDbRvuG2lma+aSKYb0o1ZP6\/uBZd\/y+szA+\/a9qeVw==\" rel=\"noopener noreferrer\" target=\"_blank\"><br \/>\n<svg fill=\"none\" height=\"14\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2.5\" style=\"margin-right: 8px;\" viewbox=\"0 0 24 24\" width=\"14\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg><br \/>\n<span>Edite o ECharts no VPasCode<\/span><br \/>\n<\/a>\n<\/div>\n<div class=\"vpascode-code-wrapper\">\n            <div class=\"vpascode-viewer-container vpascode-fancy-active\">\r\n                                <div class=\"vpascode-header\">\r\n                    <span class=\"vpascode-lang-label\">ECharts<\/span>\r\n                    <a href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1Ur1qwzAY3At9h2\/TIoid+EdO6VBS6BRoly4mgxKrqcCxjK20NiEPEzp06lP4xfrJTokUXA0H9919p7OwKrVUBdzD4fYG8Gilci3L+R\/vZ5XcbkU1ByK12BF6UXgj62clC23UA+i2FOiq33mmPgkcB+PxvNA8oNsNHvwbrsVWVa2dnHHN55CSxaBJDj6hYNGpS2cuDVwakpXbpf2vywfP98IuUvCdmb\/yXFXYCh5lje+x3svuu\/tSxI2tRSUF5qaXfesKK+6p6k5vcqMgE7DgsuH2lVadtWrKXOlr9fw67tCcNApDCiz0KCSBAYbge7G3ojCZQLrsfgoKLz6FpcgkLziSGZLu1KxG0uII15lnIDC5DCGJMGzMy3qbgb4DGzqMe6coxlGMNt94I5M7HfeyxOtFhP6zYgOJd1XXouffDifHu1+Piqj2\" \r\n                       target=\"_blank\" \r\n                       rel=\"noopener noreferrer\" \r\n                       class=\"vpascode-fancy-btn\">\r\n                        <svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-right: 8px;\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg>\r\n                        <span>Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n                                <div class=\"vpascode-code-wrapper\">\r\n                    <pre class=\"lang-echarts\"><code class=\"language-echarts\" data-language=\"echarts\" class=\"language-echarts\">option = {\r\n    tooltip: {\r\n        trigger: 'item',\r\n        axisPointer: { type: 'shadow' }\r\n    },\r\n    xAxis: {\r\n        type: 'category',\r\n        data: ['Categoria 1', 'Categoria 2', 'Categoria 3', 'Categoria 4', 'Categoria 5']\r\n    },\r\n    yAxis: {\r\n        type: 'value',\r\n        name: 'Valor da Distribui\u00e7\u00e3o'\r\n    },\r\n    series: [\r\n        {\r\n            name: 'Gr\u00e1fico de Caixa',\r\n            type: 'boxplot',\r\n            data: [\r\n                [655, 850, 940, 980, 1070], \/\/ [M\u00edn, Q1, Mediana, Q3, M\u00e1x]\r\n                [760, 800, 845, 885, 960],\r\n                [780, 840, 855, 880, 940],\r\n                [720, 767, 815, 865, 920],\r\n                [890, 920, 950, 970, 990]\r\n            ]\r\n        }\r\n    ]\r\n};<\/code><\/pre>                <\/div>\r\n                <div class=\"vpascode-actions\">\r\n                    <a href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1Ur1qwzAY3At9h2\/TIoid+EdO6VBS6BRoly4mgxKrqcCxjK20NiEPEzp06lP4xfrJTokUXA0H9919p7OwKrVUBdzD4fYG8Gilci3L+R\/vZ5XcbkU1ByK12BF6UXgj62clC23UA+i2FOiq33mmPgkcB+PxvNA8oNsNHvwbrsVWVa2dnHHN55CSxaBJDj6hYNGpS2cuDVwakpXbpf2vywfP98IuUvCdmb\/yXFXYCh5lje+x3svuu\/tSxI2tRSUF5qaXfesKK+6p6k5vcqMgE7DgsuH2lVadtWrKXOlr9fw67tCcNApDCiz0KCSBAYbge7G3ojCZQLrsfgoKLz6FpcgkLziSGZLu1KxG0uII15lnIDC5DCGJMGzMy3qbgb4DGzqMe6coxlGMNt94I5M7HfeyxOtFhP6zYgOJd1XXouffDifHu1+Piqj2\" \r\n                       target=\"_blank\" \r\n                       rel=\"noopener noreferrer\" \r\n                       class=\"vpascode-fancy-btn\">\r\n                        <svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-right: 6px;\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg>\r\n                        <span>Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n            <\/div>\r\n            \n<\/p><\/div>\n<div class=\"vpascode-actions\">\n<a class=\"vpascode-fancy-btn\" href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1UrtuhDAQ7CPlH7ajsXTA8TBEKfJoT0qaNIjCFyxiicMIfAnoxL9nbYjOjjgXI8\/u7HhYITslZAuPcLm\/AzxKykaJLv\/jptaLuuZ9Dp5Q\/OSRa4eNYniTolW6ewE1dRxVwxer5I8H8yKc14HxCdWu8aL\/ZIrXsp9s54oplkPhvaw9CDwCVxY6bO+wyGGxV7oxplsxvllz5naGlp10\/VUMuIHj2Szqw4hcx4H3gqNlcR213C2nZzl2jVT2G9b7x+3uugm3qE+RxDEBGvsEskgDRQj81C8J7HZQHERL4D0gcOCVYPq+xzsbyw2rNMFZ6muItClFyBJ02tJSI9NgAtAlwLY2xGaapCgLtDbRvuG2lma+aSKYb0o1ZP6\/uBZd\/y+szA+\/a9qeVw==\" rel=\"noopener noreferrer\" target=\"_blank\"><br \/>\n<svg fill=\"none\" height=\"14\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2.5\" style=\"margin-right: 6px;\" viewbox=\"0 0 24 24\" width=\"14\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg><br \/>\n<span>Edite o ECharts no VPasCode<\/span><br \/>\n<\/a>\n<\/div>\n<\/div>\n<p id=\"YdGHWZm\"><img fetchpriority=\"high\" alt=\"\" class=\"alignnone size-full wp-image-1337\" decoding=\"async\" fetchpriority=\"high\" height=\"1336\" sizes=\"(max-width: 1828px) 100vw, 1828px\" src=\"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be79ad2aa.png\" srcset=\"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be79ad2aa.png 1828w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be79ad2aa-300x219.png 300w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be79ad2aa-1024x748.png 1024w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be79ad2aa-768x561.png 768w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be79ad2aa-1536x1123.png 1536w\" width=\"1828\"\/><\/p>\n<p>\u00a0<\/p>\n<h2>T\u00e9cnicas Estruturais Avan\u00e7adas<\/h2>\n<p>Voc\u00ea pode sobrepor pontos de dispers\u00e3o de outliers ou criar gr\u00e1ficos de caixa horizontais para categorias com nomes longos.<\/p>\n<h3>1. Layout de Gr\u00e1fico de Caixa Horizontal<\/h3>\n<p>Defina <code>yAxis<\/code> como escala de categoria e <code>xAxis<\/code> como escala de valor num\u00e9rico para girar os gr\u00e1ficos de caixa horizontalmente para melhor legibilidade dos r\u00f3tulos:<\/p>\n<div class=\"vpascode-viewer-container vpascode-fancy-active\">\n<div class=\"vpascode-header\">\n<span class=\"vpascode-lang-label\">ECharts<\/span><br \/>\n<a class=\"vpascode-fancy-btn\" href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kcFrgzAUxu+D\/Q8PdsgGHmxmqVh26HbYZYdBDzuIh1RfNaBGYtYpxf99L61SFftAkpfvl\/d9ElUZqUp4g\/PjA1AZpXIjq2DoL2dapinqAJg0WDDnpohG1t9KlsaqZzBthUTVmUjUH4PuCnb9hWZH9HTwlT+J\/BfZFG7vwbEwmCrdjmMkwogAQrZHfUINu7zKBHNg6N\/RjNtPURSCRVO\/GrVEMgxvU0fetkpRWP8v8i\/jFp6L+mWcYRTxoJoqV2au9imnh7bCFXdg5TvAaeW0vq4jZwlbk+yR7NJHmOcvYqRcBlqaSL6JptD8kn3UvWlzDOa\/bCtWubJP\/4TukR+RLTgelE5Qfwygy30v3twHf2RisgD4VO9ubb+l2N32H1PglDs=\" rel=\"noopener noreferrer\" target=\"_blank\"><br \/>\n<svg fill=\"none\" height=\"14\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2.5\" style=\"margin-right: 8px;\" viewbox=\"0 0 24 24\" width=\"14\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg><br \/>\n<span>Edite o ECharts no VPasCode<\/span><br \/>\n<\/a>\n<\/div>\n<div class=\"vpascode-code-wrapper\">\n            <div class=\"vpascode-viewer-container vpascode-fancy-active\">\r\n                                <div class=\"vpascode-header\">\r\n                    <span class=\"vpascode-lang-label\">ECharts<\/span>\r\n                    <a href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kr9qwzAQxvdC3+Ggg1rwkKgJCQ4d0g5dOhQydAgZFPuSCGyfka9pTPAL9TX6Yj3lD7ZCciAk3ffT3SckKtlSAS+wv78DCSbK2JbxeX\/IObteo4tBWcZcRa1idrb6JFuwV\/fAdYlCVRuT0o+C5gg2pwO7qdBh4SO\/Ndk3qhCub8GJYVyTq7s2UsMmhrmaodvalBxMs3JjVARt5hU5TLyb3KhF2LRCZ1G6ztvSHQM+CpN7Ex+G\/36LxBp4zKunrpWO0yXtyoz4Uj2ZDZM+5n0dQX8cgZZZy\/w8XETXsKHIA5F7MgQbjK9iohwKelpIPVqE0OUh\/7YzrjOMLy\/tI6GM\/A94wN5Kr1Bd6bgkl6J7O4M9PR4ko9vgl015E4MO9abdnpZiu5n8A7rsl6w=\" \r\n                       target=\"_blank\" \r\n                       rel=\"noopener noreferrer\" \r\n                       class=\"vpascode-fancy-btn\">\r\n                        <svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-right: 8px;\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg>\r\n                        <span>Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n                                <div class=\"vpascode-code-wrapper\">\r\n                    <pre class=\"lang-echarts\"><code class=\"language-echarts\" data-language=\"echarts\" class=\"language-echarts\">option = {\r\n    tooltip: {\r\n        trigger: 'item',\r\n        axisPointer: { type: 'shadow' }\r\n    },\r\n    xAxis: {\r\n        type: 'value'\r\n    },\r\n    yAxis: {\r\n        type: 'category',\r\n        data: ['Servidor Alpha', 'Servidor Beta', 'Servidor Gama']\r\n    },\r\n    series: [\r\n        {\r\n            name: 'Lat\u00eancia (ms)',\r\n            type: 'boxplot',\r\n            data: [\r\n                [12, 18, 22, 28, 35],\r\n                [15, 24, 30, 38, 48],\r\n                [8, 12, 15, 20, 27]\r\n            ],\r\n            itemStyle: {\r\n                color: '#e0f2fe',\r\n                borderColor: '#0284c7',\r\n                borderWidth: 2\r\n            }\r\n        }\r\n    ]\r\n};<\/code><\/pre>                <\/div>\r\n                <div class=\"vpascode-actions\">\r\n                    <a href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kr9qwzAQxvdC3+Ggg1rwkKgJCQ4d0g5dOhQydAgZFPuSCGyfka9pTPAL9TX6Yj3lD7ZCciAk3ffT3SckKtlSAS+wv78DCSbK2JbxeX\/IObteo4tBWcZcRa1idrb6JFuwV\/fAdYlCVRuT0o+C5gg2pwO7qdBh4SO\/Ndk3qhCub8GJYVyTq7s2UsMmhrmaodvalBxMs3JjVARt5hU5TLyb3KhF2LRCZ1G6ztvSHQM+CpN7Ex+G\/36LxBp4zKunrpWO0yXtyoz4Uj2ZDZM+5n0dQX8cgZZZy\/w8XETXsKHIA5F7MgQbjK9iohwKelpIPVqE0OUh\/7YzrjOMLy\/tI6GM\/A94wN5Kr1Bd6bgkl6J7O4M9PR4ko9vgl015E4MO9abdnpZiu5n8A7rsl6w=\" \r\n                       target=\"_blank\" \r\n                       rel=\"noopener noreferrer\" \r\n                       class=\"vpascode-fancy-btn\">\r\n                        <svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-right: 6px;\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg>\r\n                        <span>Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n            <\/div>\r\n            \n<\/p><\/div>\n<div class=\"vpascode-actions\">\n<a class=\"vpascode-fancy-btn\" href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kcFrgzAUxu+D\/Q8PdsgGHmxmqVh26HbYZYdBDzuIh1RfNaBGYtYpxf99L61SFftAkpfvl\/d9ElUZqUp4g\/PjA1AZpXIjq2DoL2dapinqAJg0WDDnpohG1t9KlsaqZzBthUTVmUjUH4PuCnb9hWZH9HTwlT+J\/BfZFG7vwbEwmCrdjmMkwogAQrZHfUINu7zKBHNg6N\/RjNtPURSCRVO\/GrVEMgxvU0fetkpRWP8v8i\/jFp6L+mWcYRTxoJoqV2au9imnh7bCFXdg5TvAaeW0vq4jZwlbk+yR7NJHmOcvYqRcBlqaSL6JptD8kn3UvWlzDOa\/bCtWubJP\/4TukR+RLTgelE5Qfwygy30v3twHf2RisgD4VO9ubb+l2N32H1PglDs=\" rel=\"noopener noreferrer\" target=\"_blank\"><br \/>\n<svg fill=\"none\" height=\"14\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2.5\" style=\"margin-right: 6px;\" viewbox=\"0 0 24 24\" width=\"14\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg><br \/>\n<span>Edite o ECharts no VPasCode<\/span><br \/>\n<\/a>\n<\/div>\n<\/div>\n<p id=\"dKLbuPy\"><img alt=\"\" class=\"alignnone size-full wp-image-1339\" decoding=\"async\" height=\"1280\" sizes=\"(max-width: 1925px) 100vw, 1925px\" src=\"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be8406f3f.png\" srcset=\"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be8406f3f.png 1925w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be8406f3f-300x199.png 300w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be8406f3f-1024x681.png 1024w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be8406f3f-768x511.png 768w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be8406f3f-1536x1021.png 1536w\" width=\"1925\"\/><\/p>\n<p>\u00a0<\/p>\n<h2>Ajuste fino de layout e estilo<\/h2>\n<p>Cores personalizadas de caixas, larguras de bigodes e formata\u00e7\u00e3o da linha da mediana melhoram a distin\u00e7\u00e3o visual em layouts complexos de pain\u00e9is.<\/p>\n<h3>1. Preenchimento de caixa personalizado e estilo de pontos fora da curva<\/h3>\n<p>Estile as bordas da caixa, as cores de preenchimento e as propriedades da linha do bigode para corresponder ao seu design de interface:<\/p>\n<div class=\"vpascode-viewer-container vpascode-fancy-active\">\n<div class=\"vpascode-header\">\n<span class=\"vpascode-lang-label\">ECharts<\/span><br \/>\n<a class=\"vpascode-fancy-btn\" href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kU1vgzAMhu+T9h8sTVMukfpFWsq0Q9dJu+y0HnZAHNJi2kiUoBC6oon\/PkdQFVjrSxz7yesXo3OrdAav8Pv4ABR7o+LgcnGRYmIDYJPxM+PXqlH7w43yTmdWquxTbjENwJoSm17dMufVWRU9eVvlSDo7aXGvTdUVi6WVAYTsw+gyhxXj0KZv13TNov6E6t6Ek0xLZH24QKOQ6PBKdx66yOTRPd7stEF4V4U1alu6jXWNdqZs9TlPtR12qfytYntwnzN1KwMm6Ig4jEbwhUWus0Kd0HHw40DKyiyWzl5fSVk8bmyVYjC02uw\/1YZsPCXjJE68oY3GionRrC\/gZC5nnrwPtran\/X494Ntf9V8k9MYchOAw9zn4Uw5LEd2YFQrC5tReEOoTuvRvYjPCPEIEIQvKfRH1qc61blKq1C9\/lTCjaA==\" rel=\"noopener noreferrer\" target=\"_blank\"><br \/>\n<svg fill=\"none\" height=\"14\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2.5\" style=\"margin-right: 8px;\" viewbox=\"0 0 24 24\" width=\"14\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg><br \/>\n<span>Edite ECharts no VPasCode<\/span><br \/>\n<\/a>\n<\/div>\n<div class=\"vpascode-code-wrapper\">\n            <div class=\"vpascode-viewer-container vpascode-fancy-active\">\r\n                                <div class=\"vpascode-header\">\r\n                    <span class=\"vpascode-lang-label\">ECharts<\/span>\r\n                    <a href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kc1qg0AQx++FvsNAKXsR8qWJsfSQptBLDoUeehAPk7iahY0r6xqU4tP00CfoE+TFOqIhapO57Hz8Zua\/uyo1QiXwDF\/3d0AWaxF656A2ySPjAZuMH5l1yWoR76+kdyoxKJINbrn0wOicN7WqZYpVIbLeeFOmnObs0PBY6bI7LESDHvjsTeepghWzoHVfLu6aBf0N5a0NR5Q5Z30441pwov0L3WmsLcFD3fwqMqPFNhenn9O3gpDDO900Rwp\/edYV3dm4VUUqlRlWKf0pQrOvrzatnw+YQ0dgwWgEG3EQhmf1Bok6zjXW7g5FgaB5lqokE0fsD6SGw4cpJfeG6psvkUqTmodoHIWRPVTTKNIh1+szOJnjzMbbYKt+2q9XA779vf9DfHtsgeNYMHctcKcWLJ3gyi7fIWxO5QWhLqFL9yo2I8wmxCFkQb7rBH2qE1aNS5nq6Q\/p4qyY\" \r\n                       target=\"_blank\" \r\n                       rel=\"noopener noreferrer\" \r\n                       class=\"vpascode-fancy-btn\">\r\n                        <svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-right: 8px;\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg>\r\n                        <span>Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n                                <div class=\"vpascode-code-wrapper\">\r\n                    <pre class=\"lang-echarts\"><code class=\"language-echarts\" data-language=\"echarts\" class=\"language-echarts\">option = {\r\n    grid: {\r\n        left: '10%',\r\n        right: '10%',\r\n        containLabel: true\r\n    },\r\n    xAxis: {\r\n        type: 'category',\r\n        data: ['Grupo A', 'Grupo B', 'Grupo C']\r\n    },\r\n    yAxis: {\r\n        type: 'value'\r\n    },\r\n    series: [\r\n        {\r\n            name: 'Distribui\u00e7\u00e3o de Pontua\u00e7\u00f5es',\r\n            type: 'boxplot',\r\n            boxWidth: ['20%', '50%'], \/\/ Limites de largura de caixa responsiva\r\n            itemStyle: {\r\n                color: '#f0fdf4',\r\n                borderColor: '#16a34a',\r\n                borderWidth: 2\r\n            },\r\n            data: [\r\n                [40, 55, 68, 82, 95],\r\n                [50, 62, 75, 88, 98],\r\n                [30, 45, 58, 70, 85]\r\n            ]\r\n        }\r\n    ]\r\n};<\/code><\/pre>                <\/div>\r\n                <div class=\"vpascode-actions\">\r\n                    <a href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kc1qg0AQx++FvsNAKXsR8qWJsfSQptBLDoUeehAPk7iahY0r6xqU4tP00CfoE+TFOqIhapO57Hz8Zua\/uyo1QiXwDF\/3d0AWaxF656A2ySPjAZuMH5l1yWoR76+kdyoxKJINbrn0wOicN7WqZYpVIbLeeFOmnObs0PBY6bI7LESDHvjsTeepghWzoHVfLu6aBf0N5a0NR5Q5Z30441pwov0L3WmsLcFD3fwqMqPFNhenn9O3gpDDO900Rwp\/edYV3dm4VUUqlRlWKf0pQrOvrzatnw+YQ0dgwWgEG3EQhmf1Bok6zjXW7g5FgaB5lqokE0fsD6SGw4cpJfeG6psvkUqTmodoHIWRPVTTKNIh1+szOJnjzMbbYKt+2q9XA779vf9DfHtsgeNYMHctcKcWLJ3gyi7fIWxO5QWhLqFL9yo2I8wmxCFkQb7rBH2qE1aNS5nq6Q\/p4qyY\" \r\n                       target=\"_blank\" \r\n                       rel=\"noopener noreferrer\" \r\n                       class=\"vpascode-fancy-btn\">\r\n                        <svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-right: 6px;\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg>\r\n                        <span>Edit ECharts in VPasCode<\/span>\r\n                    <\/a>\r\n                <\/div>\r\n            <\/div>\r\n            \n<\/p><\/div>\n<div class=\"vpascode-actions\">\n<a class=\"vpascode-fancy-btn\" href=\"https:\/\/www.vpascode.com\/editor\/#echarts:eNp1kU1vgzAMhu+T9h8sTVMukfpFWsq0Q9dJu+y0HnZAHNJi2kiUoBC6oon\/PkdQFVjrSxz7yesXo3OrdAav8Pv4ABR7o+LgcnGRYmIDYJPxM+PXqlH7w43yTmdWquxTbjENwJoSm17dMufVWRU9eVvlSDo7aXGvTdUVi6WVAYTsw+gyhxXj0KZv13TNov6E6t6Ek0xLZH24QKOQ6PBKdx66yOTRPd7stEF4V4U1alu6jXWNdqZs9TlPtR12qfytYntwnzN1KwMm6Ig4jEbwhUWus0Kd0HHw40DKyiyWzl5fSVk8bmyVYjC02uw\/1YZsPCXjJE68oY3GionRrC\/gZC5nnrwPtran\/X494Ntf9V8k9MYchOAw9zn4Uw5LEd2YFQrC5tReEOoTuvRvYjPCPEIEIQvKfRH1qc61blKq1C9\/lTCjaA==\" rel=\"noopener noreferrer\" target=\"_blank\"><br \/>\n<svg fill=\"none\" height=\"14\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2.5\" style=\"margin-right: 6px;\" viewbox=\"0 0 24 24\" width=\"14\"><path d=\"M11 4H4a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2v-7\"><\/path><path d=\"M18.5 2.5a2.121 2.121 0 0 1 3 3L12 15l-4 1 1-4 9.5-9.5z\"><\/path><\/svg><br \/>\n<span>Edite ECharts no VPasCode<\/span><br \/>\n<\/a>\n<\/div>\n<\/div>\n<p id=\"GScxKVW\"><img alt=\"\" class=\"alignnone size-full wp-image-1340\" decoding=\"async\" height=\"1252\" sizes=\"(max-width: 1847px) 100vw, 1847px\" src=\"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be901f34e.png\" srcset=\"https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be901f34e.png 1847w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be901f34e-300x203.png 300w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be901f34e-1024x694.png 1024w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be901f34e-768x521.png 768w, https:\/\/www.vpascode.com\/wp-content\/uploads\/2026\/07\/img_6a66be901f34e-1536x1041.png 1536w\" width=\"1847\"\/><\/p>\n<p>\u00a0<\/p>\n<h2>Melhores pr\u00e1ticas estrat\u00e9gicas<\/h2>\n<ul>\n<li><strong>Verifique novamente a ordem dos resumos:<\/strong>Verifique se os valores do array seguem a sequ\u00eancia estrita:<code>[M\u00ednimo, Q1, Mediana, Q3, M\u00e1ximo]<\/code>. A ordem incorreta causar\u00e1 falhas na renderiza\u00e7\u00e3o.<\/li>\n<li><strong>Sobreponha pontos fora da curva com uma s\u00e9rie de dispers\u00e3o:<\/strong>Use uma segunda<code>s\u00e9rie de dispers\u00e3o<\/code>s\u00e9rie sobre o boxplot para exibir pontos fora da curva estat\u00edsticos extremos como pontos de dados individuais.<\/li>\n<li><strong>Ajuste o preenchimento da grade:<\/strong>Garanta um preenchimento adequado<code>grid.bottom<\/code>ou<code>grid.left<\/code>de preenchimento para que nomes longos de categorias n\u00e3o entrem em conflito com as linhas dos bigodes.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Quando voc\u00ea precisa analisar a dispers\u00e3o dos dados e identificar pontos de dados incomuns entre grupos, o Gr\u00e1fico de Caixa (ou Gr\u00e1fico de Caixa e Bigode) \u00e9 a ferramenta visual estat\u00edstica padr\u00e3o. Ao resumir dados cont\u00ednuos em cinco n\u00fameros-chave \u2014&#8230;<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":14,"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-2060","ld_docs","type-ld_docs","status-publish","hentry","ld_collection-vpascode-docs"],"yoast_head":"<!-- This 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