{"id":266,"date":"2024-10-02T02:59:57","date_gmt":"2024-10-02T02:59:57","guid":{"rendered":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/chapter\/chapter-8-dashboards\/"},"modified":"2024-10-10T09:01:08","modified_gmt":"2024-10-10T09:01:08","slug":"chapter-8-dashboards","status":"publish","type":"chapter","link":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/chapter\/chapter-8-dashboards\/","title":{"raw":"DASHBOARDS","rendered":"DASHBOARDS"},"content":{"raw":"<div class=\"chapter-8:-dashboards\">\r\n<table>\r\n<tbody>\r\n<tr class=\"GridTable4-Accent5-R\" style=\"height: 0\">\r\n<td class=\"GridTable4-Accent5-C\" style=\"background-color: #5b9bd5;border-top: solid #5B9BD5 0.5pt;border-bottom: solid #5B9BD5 0.5pt;border-right: none windowtext 0pt;border-left: solid #5B9BD5 0.5pt\">\r\n<div class=\"GridTable4-Accent5-firstCol\">\r\n<div class=\"GridTable4-Accent5-firstRow\">\r\n<p class=\"import-Normal\"><img src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image1-7.png\" alt=\"image\" width=\"96px\" height=\"96px\" \/><\/p>\r\n\r\n<\/div>\r\n<\/div><\/td>\r\n<td class=\"GridTable4-Accent5-C\" style=\"background-color: #5b9bd5;border: solid #9CC2E5 0.5pt\">\r\n<div class=\"GridTable4-Accent5-firstRow\">\r\n<p class=\"import-Normal\">By the end of this chapter, readers will be able to:<\/p>\r\n\r\n<ul>\r\n \t<li>Appreciate the use of dashboards<\/li>\r\n \t<li>Identify the characteristics of a good dashboard<\/li>\r\n \t<li>Build simple dashboards using Tableau<\/li>\r\n<\/ul>\r\n<\/div><\/td>\r\n<\/tr>\r\n<tr>\r\n<td><\/td>\r\n<td><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<h2><a id=\"_Toc178253061\"><\/a><strong>The <\/strong><strong>U<\/strong><strong>se of <\/strong><strong>D<\/strong><strong>ashboards<\/strong><\/h2>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">A dashboard combines multiple related visualizations into a cohesive view, providing a comprehensive overview of key data. It typically combines two or more visualizations to present all critical information needed for effective performance monitoring and decision-making. For instance, a faculty might create a dashboard that merges various charts encapsulating key performance indicators related to teaching, publications, research grants, innovations, community services, and more. This consolidated view helps monitor lecturers\u2019 performance and formulate strategies for improvement.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Dashboards allow users to instantaneously compare and explore different data sets within a single interface. They also uncover how changes in specific data points can influence other related areas. By offering this holistic perspective, dashboards enhance users' understanding of the data and enable more informed decision-making.<\/p>\r\n[h5p id=\"22\"]\r\n<h2><a id=\"_Toc178253062\"><\/a><strong>Characteristics of a <\/strong><strong>G<\/strong><strong>ood <\/strong><strong>D<\/strong><strong>ashboard<\/strong><\/h2>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">A good dashboard possesses several key qualities. Here are some characteristics to consider when constructing a dashboard using Tableau:<\/p>\r\n\r\n<ul>\r\n \t<li><strong>Clear <\/strong><strong>p<\/strong><strong>urpose and <\/strong><strong>r<\/strong><strong>elevant <\/strong><strong>d<\/strong><strong>ata<\/strong>: A dashboard should have a clear purpose and compile all necessary key data needed for targeted decision-making. It should focus on delivering insights that align with its intended objectives.<\/li>\r\n \t<li><strong>Simple <\/strong><strong>d<\/strong><strong>esign<\/strong>: A dashboard with a simple design efficiently communicates key messages to users. Avoid cluttering it with unnecessary information or elements that can confuse users or make it difficult to interpret the data.<\/li>\r\n \t<li><strong>Consistent <\/strong><strong>colour<\/strong> <strong>t<\/strong><strong>heme<\/strong>: While designing a dashboard, it's important not to overuse colours. Choose a consistent colour theme that reflects the organization\u2019s branding or the dashboard\u2019s purpose. For instance, if comparing business KPIs, using the main colour from the organization\u2019s logo can enhance the dashboard\u2019s professional appearance and coherence.<\/li>\r\n \t<li><strong>Interactivity<\/strong>: Interactivity is a crucial feature of a good dashboard. Incorporate filters or parameters to allow users to explore different aspects of the data within a single interface. This functionality enables users to perform comparisons or conduct what-if analyses, leading to deeper insights and more informed decisions. Additionally, highlight features can draw attention to key data points during presentations.<\/li>\r\n \t<li><strong>Appropriate <\/strong><strong>c<\/strong><strong>hart <\/strong><strong>t<\/strong><strong>ypes<\/strong>: Use the right types of charts for the data being presented. For example, use line charts to display trends and bar charts to make comparisons. Ensure that the charts are chosen to facilitate easy identification of trends, outliers, and actionable insights without requiring extensive analysis.<\/li>\r\n<\/ul>\r\n<p style=\"text-align: left\">[h5p id=\"23\"]<\/p>\r\n&nbsp;\r\n<h2><a id=\"_Toc178253063\"><\/a><strong>Creating <\/strong><strong>D<\/strong><strong>ashboards in Tableau<\/strong><\/h2>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Users need to click the <strong>New Dashboard<\/strong> icon available at the bottom right of the worksheet to launch the dashboard workspace.<\/p>\r\n<img class=\"aligncenter wp-image-392\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P1.png\" alt=\"\" width=\"106\" height=\"77\" \/>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">The dashboard workspace interface has some unique components compared to the standard worksheet. These components are organized based on two primary panes namely, the <strong>Dashboard Pane<\/strong> and <strong>Layout Pane<\/strong>.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: center\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image214.png\" alt=\"image\" width=\"276\" height=\"82\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">The <strong>Dashboard Pane<\/strong> features three primary sections: <strong>Size<\/strong>, <strong>Sheets<\/strong>, and <strong>Objects<\/strong>.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\"><img class=\"aligncenter size-full wp-image-393\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2.png\" alt=\"\" width=\"1174\" height=\"589\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">In the <strong>Size<\/strong> section, users can customize the appearance and dimensions of their dashboard on the screen. Tableau offers three sizing options: <strong>Fixed Size<\/strong>, <strong>Automatic Size<\/strong>, and <strong>Range Size<\/strong>.<\/p>\r\n\r\n<ul>\r\n \t<li><strong>Fixed Size<\/strong>: Choose this option to set a specific, static width and height for the dashboard. The dimensions will remain constant regardless of the device or screen space.<\/li>\r\n \t<li><strong>Automatic Size<\/strong>: This option allows the dashboard to dynamically adjust its dimensions to fit the available screen space, ensuring it optimally fills the viewer's screen. This makes the dashboard more flexible for various screen sizes but may necessitate extra design considerations to ensure readability and usability.<\/li>\r\n \t<li><strong>Range Size<\/strong>: With this option, users can specify a minimum and maximum size for their dashboard. The dashboard will re-size within these predefined limits according to the screen space available. This provides a balance between fixed and automatic sizing.<\/li>\r\n<\/ul>\r\n<img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image216.png\" alt=\"image\" width=\"226\" height=\"176\" \/>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">The <strong>Sheets<\/strong> section displays all individual visualizations and worksheets available within the Tableau workbook. From this section, users can drag and drop the selected visualizations onto the <strong>V<\/strong><strong>iew<\/strong> space to design the desired dashboard.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: center\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image217.png\" alt=\"image\" width=\"194\" height=\"141\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">The <strong>O<\/strong><strong>bjects<\/strong> section presents various items that can be added to a dashboard to enhance its functionality or provide additional information. Following is some of the items available under <strong>Objects<\/strong> and their usage:<\/p>\r\n\r\n<ul>\r\n \t<li><strong>Horizontal Container<\/strong> and <strong>Vertical Container<\/strong> can be used to organize dashboard elements like charts and filters. These containers adjust their size to fit their contents.<\/li>\r\n \t<li><strong>Text<\/strong> can be applied to add titles, instructions, and descriptions to the dashboard.<\/li>\r\n \t<li><strong>Extension<\/strong> allows users to add third-party tools, custom visuals, or advanced analytics to the dashboard.<\/li>\r\n \t<li><strong>Blank<\/strong> is used to create empty spaces between the elements on the dashboard.<\/li>\r\n \t<li><strong>Image<\/strong> can be used to include images, such as logos or product pictures, in the dashboard.<\/li>\r\n \t<li><strong>Webpage<\/strong> helps embed web content directly into the dashboard.<\/li>\r\n \t<li><strong>Navigation<\/strong>: Allows users to move between different sheets in a workbook for more detailed insights.<\/li>\r\n \t<li><strong>Download<\/strong>: Creates PDF or image files of your visualizations for documentation, presentations, or sharing.<\/li>\r\n<\/ul>\r\n<img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image218.png\" alt=\"image\" width=\"226\" height=\"165\" \/>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">On the other hand, the <strong>Layout<\/strong> <strong>P<\/strong><strong>ane<\/strong> provides tools such as outer and inner padding to help refine the alignment of elements on the dashboard. Additionally, it allows us to adjust borders and background colours for each visualization.<\/p>\r\n\r\n<h3><a id=\"_Toc178253064\"><\/a><strong>Exercise 33<\/strong><\/h3>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Build a simple sales dashboard combining <strong>VIZ 19<\/strong>, <strong>VIZ 21<\/strong>, and <strong>VIZ 22<\/strong>:<\/p>\r\n\r\n<ul>\r\n \t<li><strong>VIZ 19<\/strong> is a donut chart that illustrates sales across four regions.<\/li>\r\n \t<li><strong>VIZ 21<\/strong> is a geo map showcasing the top ten countries by sales.<\/li>\r\n \t<li><strong>VIZ 22<\/strong> is a tree map detailing sales by category and sub-category items.<\/li>\r\n<\/ul>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Apply automatic sizing to the dashboard and set <strong>VIZ 19<\/strong> as a filter. After clicking on the West region in the donut chart, describe the changes observed throughout the dashboard.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\"><strong>Solution \u2013 Exercise 33<\/strong><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 1: Click the <strong>New Dashboard<\/strong> icon to open the dashboard workspace. Then, in the <strong>Dashboard Pane<\/strong>, click the drop-down menu in the <strong>Size<\/strong> section and select <strong>Automatic<\/strong>.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: center\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image219.png\" alt=\"image\" width=\"224\" height=\"379\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 2: Drag and drop <strong>VIZ 19<\/strong> from the <strong>Sheets<\/strong> section onto the <strong>V<\/strong><strong>iew<\/strong> space. To keep the dashboard organized and uncluttered, it is advisable to remove unnecessary titles, headers, filters, and legends from each visualization. For instance, in <strong>VIZ 19<\/strong>, we can delete the colour legend and hide the title to enhance the overall clarity of the dashboard.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: center\"><img class=\"aligncenter wp-image-394\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3.png\" alt=\"\" width=\"720\" height=\"283\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 3: To keep the dashboard layout more organized, place <strong>VIZ 21<\/strong> within a <strong>Horizontal Container<\/strong>. Start by dragging the <strong>Horizontal Container<\/strong> from the <strong>Objects<\/strong> section and dropping it on the left side of the dashboard.<\/p>\r\n<img class=\"aligncenter size-full wp-image-400\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7.png\" alt=\"\" width=\"1287\" height=\"499\" \/>\r\n\r\n&nbsp;\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 4: Drag <strong>VIZ 22<\/strong> from the <strong>Sheets<\/strong> section and drop it into the <strong>Horizontal Container<\/strong>. Remove the geo map\u2019s colour legend and hide its title.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image222.png\" alt=\"image\" width=\"1596\" height=\"738\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 5: Drag a <strong>Vertical Container<\/strong> and drop it to the bottom of the dashboard.<\/p>\r\n<img class=\"aligncenter size-full wp-image-396\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5.png\" alt=\"\" width=\"1329\" height=\"519\" \/>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 6: Add <strong>VIZ 21<\/strong> to the <strong>Vertical Container<\/strong>. Hide the tree map\u2019s title and discard the colour legend.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image224.png\" alt=\"image\" width=\"723\" height=\"334\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 7: Check the <strong>Show Dashboard Title<\/strong> box, which is located at the bottom of the <strong>Dashboard Pane<\/strong>.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: center\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image225.png\" alt=\"image\" width=\"248\" height=\"77\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 8: Right-click on the default title that popped up, and choose <strong>Edit Title<\/strong> to rename the dashboard to <strong>SALES ANALYSIS DASHBOARD<\/strong>.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: center\"><strong><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image226.png\" alt=\"image\" width=\"705\" height=\"338\" \/><\/strong><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 9: Switch to <strong>Layout Pane<\/strong> to add a thicker black border for each element in the dashboard to make the dashboard look neater.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: center\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image227.png\" alt=\"image\" width=\"230\" height=\"559\" \/><\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 10: To use <strong>VIZ 19<\/strong> as the filter for the whole dashboard, click <strong>VIZ 19<\/strong>, and click the funnel icon that pops up at the top corner of its container.<\/p>\r\n<img class=\"aligncenter wp-image-397\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P6.png\" alt=\"\" width=\"187\" height=\"154\" \/>\r\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 11: Test by clicking the West region in the <strong>VIZ 19<\/strong>. It can be observed the other two charts in the dashboard respond accordingly to show data specific to that region. The geo map indicates that California and Washington are the top contributing states for sales in the West region. Meanwhile, the tree map reveals that chairs from the furniture category and phones from the technology category are the top sellers in this region.<\/p>\r\n<p class=\"import-Normal\" style=\"text-align: justify\"><img class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image229.png\" alt=\"image\" width=\"720\" height=\"332\" \/><\/p>\r\n[h5p id=\"24\"]\r\n\r\n&nbsp;\r\n<p class=\"import-Normal\" style=\"text-align: justify\"><\/p>\r\n\r\n<\/div>","rendered":"<div class=\"chapter-8:-dashboards\">\n<table>\n<tbody>\n<tr class=\"GridTable4-Accent5-R\" style=\"height: 0\">\n<td class=\"GridTable4-Accent5-C\" style=\"background-color: #5b9bd5;border-top: solid #5B9BD5 0.5pt;border-bottom: solid #5B9BD5 0.5pt;border-right: none windowtext 0pt;border-left: solid #5B9BD5 0.5pt\">\n<div class=\"GridTable4-Accent5-firstCol\">\n<div class=\"GridTable4-Accent5-firstRow\">\n<p class=\"import-Normal\"><img decoding=\"async\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image1-7.png\" alt=\"image\" width=\"96px\" height=\"96px\" \/><\/p>\n<\/div>\n<\/div>\n<\/td>\n<td class=\"GridTable4-Accent5-C\" style=\"background-color: #5b9bd5;border: solid #9CC2E5 0.5pt\">\n<div class=\"GridTable4-Accent5-firstRow\">\n<p class=\"import-Normal\">By the end of this chapter, readers will be able to:<\/p>\n<ul>\n<li>Appreciate the use of dashboards<\/li>\n<li>Identify the characteristics of a good dashboard<\/li>\n<li>Build simple dashboards using Tableau<\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><a id=\"_Toc178253061\"><\/a><strong>The <\/strong><strong>U<\/strong><strong>se of <\/strong><strong>D<\/strong><strong>ashboards<\/strong><\/h2>\n<p class=\"import-Normal\" style=\"text-align: justify\">A dashboard combines multiple related visualizations into a cohesive view, providing a comprehensive overview of key data. It typically combines two or more visualizations to present all critical information needed for effective performance monitoring and decision-making. For instance, a faculty might create a dashboard that merges various charts encapsulating key performance indicators related to teaching, publications, research grants, innovations, community services, and more. This consolidated view helps monitor lecturers\u2019 performance and formulate strategies for improvement.<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Dashboards allow users to instantaneously compare and explore different data sets within a single interface. They also uncover how changes in specific data points can influence other related areas. By offering this holistic perspective, dashboards enhance users&#8217; understanding of the data and enable more informed decision-making.<\/p>\n<div id=\"h5p-22\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-22\" class=\"h5p-iframe\" data-content-id=\"22\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Dashboard usage\"><\/iframe><\/div>\n<\/div>\n<h2><a id=\"_Toc178253062\"><\/a><strong>Characteristics of a <\/strong><strong>G<\/strong><strong>ood <\/strong><strong>D<\/strong><strong>ashboard<\/strong><\/h2>\n<p class=\"import-Normal\" style=\"text-align: justify\">A good dashboard possesses several key qualities. Here are some characteristics to consider when constructing a dashboard using Tableau:<\/p>\n<ul>\n<li><strong>Clear <\/strong><strong>p<\/strong><strong>urpose and <\/strong><strong>r<\/strong><strong>elevant <\/strong><strong>d<\/strong><strong>ata<\/strong>: A dashboard should have a clear purpose and compile all necessary key data needed for targeted decision-making. It should focus on delivering insights that align with its intended objectives.<\/li>\n<li><strong>Simple <\/strong><strong>d<\/strong><strong>esign<\/strong>: A dashboard with a simple design efficiently communicates key messages to users. Avoid cluttering it with unnecessary information or elements that can confuse users or make it difficult to interpret the data.<\/li>\n<li><strong>Consistent <\/strong><strong>colour<\/strong> <strong>t<\/strong><strong>heme<\/strong>: While designing a dashboard, it&#8217;s important not to overuse colours. Choose a consistent colour theme that reflects the organization\u2019s branding or the dashboard\u2019s purpose. For instance, if comparing business KPIs, using the main colour from the organization\u2019s logo can enhance the dashboard\u2019s professional appearance and coherence.<\/li>\n<li><strong>Interactivity<\/strong>: Interactivity is a crucial feature of a good dashboard. Incorporate filters or parameters to allow users to explore different aspects of the data within a single interface. This functionality enables users to perform comparisons or conduct what-if analyses, leading to deeper insights and more informed decisions. Additionally, highlight features can draw attention to key data points during presentations.<\/li>\n<li><strong>Appropriate <\/strong><strong>c<\/strong><strong>hart <\/strong><strong>t<\/strong><strong>ypes<\/strong>: Use the right types of charts for the data being presented. For example, use line charts to display trends and bar charts to make comparisons. Ensure that the charts are chosen to facilitate easy identification of trends, outliers, and actionable insights without requiring extensive analysis.<\/li>\n<\/ul>\n<p style=\"text-align: left\">\n<div id=\"h5p-23\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-23\" class=\"h5p-iframe\" data-content-id=\"23\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Dashboard quality\"><\/iframe><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h2><a id=\"_Toc178253063\"><\/a><strong>Creating <\/strong><strong>D<\/strong><strong>ashboards in Tableau<\/strong><\/h2>\n<p class=\"import-Normal\" style=\"text-align: justify\">Users need to click the <strong>New Dashboard<\/strong> icon available at the bottom right of the worksheet to launch the dashboard workspace.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-392\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P1.png\" alt=\"\" width=\"106\" height=\"77\" srcset=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P1.png 166w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P1-65x47.png 65w\" sizes=\"auto, (max-width: 106px) 100vw, 106px\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">The dashboard workspace interface has some unique components compared to the standard worksheet. These components are organized based on two primary panes namely, the <strong>Dashboard Pane<\/strong> and <strong>Layout Pane<\/strong>.<\/p>\n<p class=\"import-Normal\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image214.png\" alt=\"image\" width=\"276\" height=\"82\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">The <strong>Dashboard Pane<\/strong> features three primary sections: <strong>Size<\/strong>, <strong>Sheets<\/strong>, and <strong>Objects<\/strong>.<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-393\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2.png\" alt=\"\" width=\"1174\" height=\"589\" srcset=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2.png 1174w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2-300x151.png 300w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2-1024x514.png 1024w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2-768x385.png 768w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2-65x33.png 65w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2-225x113.png 225w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P2-350x176.png 350w\" sizes=\"auto, (max-width: 1174px) 100vw, 1174px\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">In the <strong>Size<\/strong> section, users can customize the appearance and dimensions of their dashboard on the screen. Tableau offers three sizing options: <strong>Fixed Size<\/strong>, <strong>Automatic Size<\/strong>, and <strong>Range Size<\/strong>.<\/p>\n<ul>\n<li><strong>Fixed Size<\/strong>: Choose this option to set a specific, static width and height for the dashboard. The dimensions will remain constant regardless of the device or screen space.<\/li>\n<li><strong>Automatic Size<\/strong>: This option allows the dashboard to dynamically adjust its dimensions to fit the available screen space, ensuring it optimally fills the viewer&#8217;s screen. This makes the dashboard more flexible for various screen sizes but may necessitate extra design considerations to ensure readability and usability.<\/li>\n<li><strong>Range Size<\/strong>: With this option, users can specify a minimum and maximum size for their dashboard. The dashboard will re-size within these predefined limits according to the screen space available. This provides a balance between fixed and automatic sizing.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image216.png\" alt=\"image\" width=\"226\" height=\"176\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">The <strong>Sheets<\/strong> section displays all individual visualizations and worksheets available within the Tableau workbook. From this section, users can drag and drop the selected visualizations onto the <strong>V<\/strong><strong>iew<\/strong> space to design the desired dashboard.<\/p>\n<p class=\"import-Normal\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image217.png\" alt=\"image\" width=\"194\" height=\"141\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">The <strong>O<\/strong><strong>bjects<\/strong> section presents various items that can be added to a dashboard to enhance its functionality or provide additional information. Following is some of the items available under <strong>Objects<\/strong> and their usage:<\/p>\n<ul>\n<li><strong>Horizontal Container<\/strong> and <strong>Vertical Container<\/strong> can be used to organize dashboard elements like charts and filters. These containers adjust their size to fit their contents.<\/li>\n<li><strong>Text<\/strong> can be applied to add titles, instructions, and descriptions to the dashboard.<\/li>\n<li><strong>Extension<\/strong> allows users to add third-party tools, custom visuals, or advanced analytics to the dashboard.<\/li>\n<li><strong>Blank<\/strong> is used to create empty spaces between the elements on the dashboard.<\/li>\n<li><strong>Image<\/strong> can be used to include images, such as logos or product pictures, in the dashboard.<\/li>\n<li><strong>Webpage<\/strong> helps embed web content directly into the dashboard.<\/li>\n<li><strong>Navigation<\/strong>: Allows users to move between different sheets in a workbook for more detailed insights.<\/li>\n<li><strong>Download<\/strong>: Creates PDF or image files of your visualizations for documentation, presentations, or sharing.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image218.png\" alt=\"image\" width=\"226\" height=\"165\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">On the other hand, the <strong>Layout<\/strong> <strong>P<\/strong><strong>ane<\/strong> provides tools such as outer and inner padding to help refine the alignment of elements on the dashboard. Additionally, it allows us to adjust borders and background colours for each visualization.<\/p>\n<h3><a id=\"_Toc178253064\"><\/a><strong>Exercise 33<\/strong><\/h3>\n<p class=\"import-Normal\" style=\"text-align: justify\">Build a simple sales dashboard combining <strong>VIZ 19<\/strong>, <strong>VIZ 21<\/strong>, and <strong>VIZ 22<\/strong>:<\/p>\n<ul>\n<li><strong>VIZ 19<\/strong> is a donut chart that illustrates sales across four regions.<\/li>\n<li><strong>VIZ 21<\/strong> is a geo map showcasing the top ten countries by sales.<\/li>\n<li><strong>VIZ 22<\/strong> is a tree map detailing sales by category and sub-category items.<\/li>\n<\/ul>\n<p class=\"import-Normal\" style=\"text-align: justify\">Apply automatic sizing to the dashboard and set <strong>VIZ 19<\/strong> as a filter. After clicking on the West region in the donut chart, describe the changes observed throughout the dashboard.<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\"><strong>Solution \u2013 Exercise 33<\/strong><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 1: Click the <strong>New Dashboard<\/strong> icon to open the dashboard workspace. Then, in the <strong>Dashboard Pane<\/strong>, click the drop-down menu in the <strong>Size<\/strong> section and select <strong>Automatic<\/strong>.<\/p>\n<p class=\"import-Normal\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image219.png\" alt=\"image\" width=\"224\" height=\"379\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 2: Drag and drop <strong>VIZ 19<\/strong> from the <strong>Sheets<\/strong> section onto the <strong>V<\/strong><strong>iew<\/strong> space. To keep the dashboard organized and uncluttered, it is advisable to remove unnecessary titles, headers, filters, and legends from each visualization. For instance, in <strong>VIZ 19<\/strong>, we can delete the colour legend and hide the title to enhance the overall clarity of the dashboard.<\/p>\n<p class=\"import-Normal\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-394\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3.png\" alt=\"\" width=\"720\" height=\"283\" srcset=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3.png 1305w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3-300x118.png 300w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3-1024x403.png 1024w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3-768x302.png 768w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3-65x26.png 65w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3-225x89.png 225w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P3-350x138.png 350w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 3: To keep the dashboard layout more organized, place <strong>VIZ 21<\/strong> within a <strong>Horizontal Container<\/strong>. Start by dragging the <strong>Horizontal Container<\/strong> from the <strong>Objects<\/strong> section and dropping it on the left side of the dashboard.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-400\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7.png\" alt=\"\" width=\"1287\" height=\"499\" srcset=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7.png 1287w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7-300x116.png 300w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7-1024x397.png 1024w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7-768x298.png 768w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7-65x25.png 65w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7-225x87.png 225w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P7-350x136.png 350w\" sizes=\"auto, (max-width: 1287px) 100vw, 1287px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 4: Drag <strong>VIZ 22<\/strong> from the <strong>Sheets<\/strong> section and drop it into the <strong>Horizontal Container<\/strong>. Remove the geo map\u2019s colour legend and hide its title.<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image222.png\" alt=\"image\" width=\"1596\" height=\"738\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 5: Drag a <strong>Vertical Container<\/strong> and drop it to the bottom of the dashboard.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-396\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5.png\" alt=\"\" width=\"1329\" height=\"519\" srcset=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5.png 1329w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5-300x117.png 300w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5-1024x400.png 1024w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5-768x300.png 768w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5-65x25.png 65w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5-225x88.png 225w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P5-350x137.png 350w\" sizes=\"auto, (max-width: 1329px) 100vw, 1329px\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 6: Add <strong>VIZ 21<\/strong> to the <strong>Vertical Container<\/strong>. Hide the tree map\u2019s title and discard the colour legend.<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image224.png\" alt=\"image\" width=\"723\" height=\"334\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 7: Check the <strong>Show Dashboard Title<\/strong> box, which is located at the bottom of the <strong>Dashboard Pane<\/strong>.<\/p>\n<p class=\"import-Normal\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image225.png\" alt=\"image\" width=\"248\" height=\"77\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 8: Right-click on the default title that popped up, and choose <strong>Edit Title<\/strong> to rename the dashboard to <strong>SALES ANALYSIS DASHBOARD<\/strong>.<\/p>\n<p class=\"import-Normal\" style=\"text-align: center\"><strong><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image226.png\" alt=\"image\" width=\"705\" height=\"338\" \/><\/strong><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 9: Switch to <strong>Layout Pane<\/strong> to add a thicker black border for each element in the dashboard to make the dashboard look neater.<\/p>\n<p class=\"import-Normal\" style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image227.png\" alt=\"image\" width=\"230\" height=\"559\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 10: To use <strong>VIZ 19<\/strong> as the filter for the whole dashboard, click <strong>VIZ 19<\/strong>, and click the funnel icon that pops up at the top corner of its container.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-397\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P6.png\" alt=\"\" width=\"187\" height=\"154\" srcset=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P6.png 310w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P6-300x247.png 300w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P6-65x53.png 65w, https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/C8-P6-225x185.png 225w\" sizes=\"auto, (max-width: 187px) 100vw, 187px\" \/><\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">Step 11: Test by clicking the West region in the <strong>VIZ 19<\/strong>. It can be observed the other two charts in the dashboard respond accordingly to show data specific to that region. The geo map indicates that California and Washington are the top contributing states for sales in the West region. Meanwhile, the tree map reveals that chairs from the furniture category and phones from the technology category are the top sellers in this region.<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-content\/uploads\/sites\/190\/2024\/10\/image229.png\" alt=\"image\" width=\"720\" height=\"332\" \/><\/p>\n<div id=\"h5p-24\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-24\" class=\"h5p-iframe\" data-content-id=\"24\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Dashboard objects\"><\/iframe><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p class=\"import-Normal\" style=\"text-align: justify\">\n<\/div>\n","protected":false},"author":131,"menu_order":8,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-266","chapter","type-chapter","status-publish","hentry"],"part":3,"_links":{"self":[{"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/pressbooks\/v2\/chapters\/266","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/wp\/v2\/users\/131"}],"version-history":[{"count":6,"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/pressbooks\/v2\/chapters\/266\/revisions"}],"predecessor-version":[{"id":391,"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/pressbooks\/v2\/chapters\/266\/revisions\/391"}],"part":[{"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/pressbooks\/v2\/parts\/3"}],"metadata":[{"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/pressbooks\/v2\/chapters\/266\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/wp\/v2\/media?parent=266"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/pressbooks\/v2\/chapter-type?post=266"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/wp\/v2\/contributor?post=266"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/openbook.ums.edu.my\/essentialsofdatavisualizationwithtableau\/wp-json\/wp\/v2\/license?post=266"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}