
{"id":21487,"date":"2022-12-19T16:34:31","date_gmt":"2022-12-19T15:34:31","guid":{"rendered":"https:\/\/careerfoundry.inbearbeitung.de\/en\/?p=21487"},"modified":"2023-04-05T12:27:10","modified_gmt":"2023-04-05T10:27:10","slug":"bubble-charts","status":"publish","type":"post","link":"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/bubble-charts\/","title":{"rendered":"A Complete Guide to Bubble Charts"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">A fundamental way of interpreting the stories hidden in data is by using data visualization. Using charts, plots, and graphs, data analysts can spot visual clues that they might otherwise overlook. From pie charts to heat maps and line graphs, there are many data visualization approaches. But one of our personal favorites is the humble <\/span><b>bubble chart<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">So what exactly is a bubble chart? And how would you go about creating one? In this post, we\u2019ll answer all your pressing questions. When you\u2019re finished reading you should be well-versed in the power of the bubble chart!\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You can use the clickable menu to jump to the section of your choosing.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#what-is-a-bubble-chart\"><span style=\"font-weight: 400;\">What is a bubble chart?<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#when-to-use-a-bubble-chart\"><span style=\"font-weight: 400;\">When to use a bubble chart<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#create-bubble-chart-in-excel\"><span style=\"font-weight: 400;\">How to create a bubble chart in Excel<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#bubble-chart-best-practices\"><span style=\"font-weight: 400;\">Bubble chart best practices<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#bubble-chart-alternatives\"><span style=\"font-weight: 400;\">Alternatives to the bubble chart<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#next-steps\"><span style=\"font-weight: 400;\">Next steps<\/span><\/a><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Ready to burst the bubble chart? Then let\u2019s go.<\/span><\/p>\n<h2 id=\"what-is-a-bubble-chart\"><span style=\"font-weight: 400;\">1. What is a bubble chart?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">A bubble chart, or bubble plot, is a type of <\/span><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/what-is-data-visualization\/\"><span style=\"font-weight: 400;\">data visualization<\/span><\/a><span style=\"font-weight: 400;\"> used by data analysts who want to plot three distinct variables. It is similar to a scatter plot, which plots two data points along two axes. On a scatter plot, the pattern of points reveals if there is any correlation between the values. We show this correlation using a line of best fit.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Meanwhile, on a bubble chart, the single points of the scatter plot are replaced by bubbles representing a third dimension of data, shown by each bubble\u2019s size. A smaller size means a smaller value, while a larger size means a greater one. Bubbles can also be labeled or color-coded, allowing us to categorize the values.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Scatter plot vs. bubble chart example<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">To illustrate, the following image shows a real comparison of a scatter plot and a bubble chart:<\/span><\/p>\n<figure style=\"width: 604px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.mathsisfun.com\/data\/images\/scatter-ice-cream1a.svg\" alt=\"\" width=\"604\" height=\"368\" title=\"\"><figcaption class=\"wp-caption-text\"><strong>Source<\/strong>: <a href=\"https:\/\/www.mathsisfun.com\/data\/scatter-xy-plots.html\" rel=\"noopener\">mathisfun.com<\/a><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">This scatter plot shows temperature in degrees celsius on the horizontal x-axis against sales of a product in dollars on the vertical y-axis degrees. The correlation between warmer weather and increased sales is marked using a line of best fit.<\/span><\/p>\n<figure style=\"width: 960px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large\" src=\"https:\/\/cdn.mekkographics.com\/wp-content\/uploads\/2013\/08\/Price-Performance-Bubble-Chart.jpg\" width=\"960\" height=\"720\" alt=\"\" title=\"\"><figcaption class=\"wp-caption-text\"><b>Source:<\/b> <a href=\"https:\/\/www.mekkographics.com\/displaying-product-mix-in-a-price-performance-bubble-chart\/\" rel=\"noopener\"><span style=\"font-weight: 400;\">mekkographics.com<\/span><\/a><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">Meanwhile, this bubble chart plots the manufacturer suggested retail price (MSRP) of various automobiles against their horsepower. The size of the different bubbles shows how many units of each model the manufacturer has sold (using different colors and name labels to categorize the models).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Although this makes it look simple, you\u2019ll learn that, without care, bubble charts can easily be over complicated or used for the wrong type of data. If your bubble chart is too overcrowded, there might be a better type of visualization to use. We\u2019ll explore this further along in the article.<\/span><\/p>\n<h2 id=\"when-to-use-a-bubble-chart\"><span style=\"font-weight: 400;\">2. When to use a bubble chart<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Now we understand what a bubble chart is, when might you use one?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As we\u2019ve established, the primary purpose of a bubble chart is to display and compare three dimensions of data simultaneously. The chart\u2019s x and y-axes represent two variables of the data (typically numeric), while the bubble\u2019s size represents a third variable (also numeric). However, having three data points doesn\u2019t automatically mean a bubble chart is the best solution. You\u2019ll have to learn to use your judgment here.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you want to compare the cost, efficiency, and emissions of different types of transportation, a bubble chart would be a good choice. Similarly, if you want to visualize the results of a survey with multiple questions or compare the heights, weights, and income of different groups of people\u2014a bubble chart could work well. However, if the third variable does not correlate well with the first two (or if there are many categories within your dataset), consider avoiding a bubble chart and choosing a simpler visualization in its place.<\/span><\/p>\n<h2 id=\"create-bubble-chart-in-excel\"><span style=\"font-weight: 400;\">3. How to create a bubble chart in Excel<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">If you\u2019re relatively new to <a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/what-is-data-analytics\/\">data analytics<\/a> (in fact, even if you\u2019re not) one of the best ways to create a bubble chart is using <\/span><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/data-analysis-in-excel\/\"><span style=\"font-weight: 400;\">Microsoft Excel<\/span><\/a><span style=\"font-weight: 400;\">. Excel has a bit of an unfair reputation for being complicated to use. But once you\u2019ve got to grips with it, it\u2019s a powerful data visualization and wrangling tool.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Excel comes with a ton of inbuilt functionality for creating charts and graphs that effectively visualize data. On top of that, it has many built-in formulas to automate complex calculations. Let\u2019s look at the steps you need to take to create a basic bubble chart in Excel.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">1. Get your data ready and open it in Excel<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Before you get started creating a bubble chart in Excel, you need a <\/span><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/where-to-find-free-datasets\/\"><span style=\"font-weight: 400;\">clean dataset<\/span><\/a><span style=\"font-weight: 400;\">. This should include at least three columns of numerical data, one for each axis of the chart; the horizontal x-axis, the vertical y-axis, and the z-axis (represented by the size of the bubbles) Import this data into Excel, making sure the columns of data, from left to right, are in the order that you want them on the final chart, i.e. \u2018x, y, z\u2019.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-21490\" src=\"http:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-1.png\" alt=\"\" width=\"594\" height=\"211\" title=\"\" srcset=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-1.png 594w, https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-1-300x107.png 300w\" sizes=\"auto, (max-width: 594px) 100vw, 594px\" \/><\/span><\/p>\n<h3><span style=\"font-weight: 400;\">2. Select the data in the table that you want to use for your bubble chart<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Next, <\/span><b>select the data you want to use<\/b><span style=\"font-weight: 400;\"> for the bubble chart. If your dataset has more than three columns, select the three you want to represent in your bubble chart. Don\u2019t select column or row titles.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-21491\" src=\"http:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-2.png\" alt=\"\" width=\"597\" height=\"209\" title=\"\" srcset=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-2.png 597w, https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-2-300x105.png 300w\" sizes=\"auto, (max-width: 597px) 100vw, 597px\" \/><\/p>\n<h3><span style=\"font-weight: 400;\">3. Click the Insert tab &gt; Charts Group &gt; Scatter Charts<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Now, click on the<\/span><b> Insert <\/b><span style=\"font-weight: 400;\">tab or ribbon. This might vary depending on whether you\u2019re using Microsoft 365 or an older version of Excel. Once you\u2019ve found the Insert tab, navigate to the bubble chart option under <\/span><b>Chart Groups &gt; Scatter Charts<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<figure style=\"width: 176px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.content.office.net\/en-us\/media\/0d2df925-fc52-4030-9913-5f4220dc6136.png\" alt=\"\" width=\"176\" height=\"315\" title=\"\"><figcaption class=\"wp-caption-text\"><b>Source: <\/b><a href=\"https:\/\/support.microsoft.com\/en-us\/office\/present-your-data-in-a-bubble-chart-424d7bda-93e8-4983-9b51-c766f3e330d9\" rel=\"noopener\"><span style=\"font-weight: 400;\">Microsoft<\/span><\/a><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">This is how the image tab looks on Excel 365.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">4. Select the &#8220;Bubble&#8221; chart type<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Next, <\/span><b>select the bubble chart type<\/b><span style=\"font-weight: 400;\">. You\u2019ll find two options available: 2D or 3D. Depending on your version of Excel, you might have to click <\/span><b>OK<\/b><span style=\"font-weight: 400;\">, or it might automatically generate the chart for you.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Either way, your chart should now appear in your worksheet. Sense check the chart, ensuring it accurately represents your data. As you can see, our chart matches our data table. However, it lacks detail, so we\u2019re not done yet!<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-21492\" src=\"http:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-3.png\" alt=\"\" width=\"539\" height=\"326\" title=\"\" srcset=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-3.png 539w, https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-3-300x181.png 300w\" sizes=\"auto, (max-width: 539px) 100vw, 539px\" \/><\/span><\/p>\n<h3><span style=\"font-weight: 400;\">5. Customize your chart<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Once you\u2019ve generated your basic chart, there are several ways to customize it. In Microsoft 365, navigate to<\/span><b> Chart Tools<\/b><span style=\"font-weight: 400;\">, look for the <\/span><b>Design<\/b><span style=\"font-weight: 400;\"> tab and then find the <\/span><b>Chart Styles <\/b><span style=\"font-weight: 400;\">group<\/span> <span style=\"font-weight: 400;\">to choose the style of chart you want.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You can also edit the chart directly using the <\/span><b>Format<\/b><span style=\"font-weight: 400;\"> tab or by selecting individual elements of your chart and adjusting them as needed. This <\/span><a href=\"https:\/\/support.microsoft.com\/en-us\/office\/present-your-data-in-a-bubble-chart-424d7bda-93e8-4983-9b51-c766f3e330d9\" rel=\"noopener\"><span style=\"font-weight: 400;\">comprehensive tutorial from Microsoft<\/span><\/a><span style=\"font-weight: 400;\"> explores all the elements you can customize on your bubble chart.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, to illustrate the sorts of changes available here are some of the customizations we\u2019ve made to our chart:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">We have added a title to our chart, including labels and axis titles.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">You can also consider deleting your chart\u2019s legend if it doesn\u2019t serve a useful purpose. Legends (or keys) are great for explaining symbols on complex datasets. However, for a dataset as small as this, we\u2019ve opted to label the individual bubbles instead.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Finally, the bubbles were very crowded on the original render, making them hard to interpret. To fix this, we\u2019ve adjusted the minimum and maximum values on the x and y-axes to give the bubbles a little more breathing room.\u00a0<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-21493\" src=\"http:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-4.png\" alt=\"\" width=\"544\" height=\"335\" title=\"\" srcset=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-4.png 544w, https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-content\/uploads\/2022\/12\/bubble-charts-Excel-4-300x185.png 300w\" sizes=\"auto, (max-width: 544px) 100vw, 544px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">While our chart isn\u2019t perfect, even with a few tweaks, it is a vast improvement on the original version generated by Excel.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Creating a bubble chart in Excel is surprisingly straightforward. You probably didn\u2019t expect it to be so simple! The best way to learn all the elements, of course, is to experiment and play around. For more Excel tips, check out these <\/span><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/data-analysis-in-excel\/\"><span style=\"font-weight: 400;\">10 essential Excel features for data analysts<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2 id=\"bubble-chart-best-practices\"><span style=\"font-weight: 400;\">4. Bubble chart best practices<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">While \u2018pretty\u2019 data visualizations are great, they should also be functional. In short, data visualization should represent data in a meaningful way that tells you something new. If it doesn\u2019t, then there\u2019s not much point in spending time on it.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Like any other data visualization, bubble charts follow best practice rules to ensure they clearly represent useful information. A few best practices for bubble charts include:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using appropriate bubble sizes<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using colors to encode data<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using a legend or key to annotate the data for larger datasets<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Avoiding clutter by hiding gridlines and using limited data points<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Being sure to maintain appropriate titles and\/or labels<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Let&#8217;s take a look at each of these in more depth<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Bubble size<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The size of the bubbles can have a significant impact on the way data is represented and understood. If the bubbles are too small it may be difficult to see the patterns or relationships between data points. Meanwhile, if the bubbles are too large, the chart may become hard to interpret. It\u2019s a good idea to experiment with different data types on the z-axis to see which reveals new information most clearly. For instance, data with a broad range of values might be better suited to this aspect of the chart, as opposed to data where the values are all close together (meaning the bubble sizes will be similar and won\u2019t tell you anything new).<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Colors<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">When using colors to encode data in a bubble chart, it\u2019s necessary to use a palette that\u2019s easy to distinguish. For example, you might use a light color for low values and a dark color for high values. At the same time, it\u2019s vital to consider accessibility. Avoid using colors that are hard for those with impaired vision to see.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Legend<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">A legend, or key, is a graphical representation of the meaning of symbols on a chart. It usually appears as a box or table beside the chart. A bubble chart\u2019s legend might include a reference bubble demonstrating the value of a given bubble\u2019s size, allowing you to estimate values at a glance.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Legends aren\u2019t always necessary but can be useful, especially for charts with more plot points. If you\u2019ve ever come across a chart without one (you\u2019ll often find poor data visualization on news websites, for example) you\u2019ll know how frustrating they can be, as they don\u2019t always make it clear what you are looking at.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Title and labels<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">A title and labels are useful for annotating a bubble chart. The title should briefly explain what the chart represents. For smaller datasets, consider using labels instead of a legend. Alternatively, use a legend and dispense with labels. If your legend explains the color coding, for example, labels achieving the same goal might not be necessary.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Always use labels on your axes, though\u2014these are a must-have as they help readers understand the chart at a glance. There are exceptions to this rule, but it\u2019s rare.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">General clutter<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Clutter is the enemy of any data visualization, and a bubble chart is no exception. It\u2019s not always easy to balance the right amount of information with the right amount of clean space. One way to avoid clutter is to hide gridlines or unnecessary labels.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Since bubble charts usually require more real estate on the page than a scatter plot, you can also consider plotting fewer points than you would for a scatter chart. While many points help reinforce a scatter graph, too many on a bubble chart quickly become cumbersome to interpret. Managing clutter is a bit of an art form!<\/span><\/p>\n<h2 id=\"bubble-chart-alternatives\"><span style=\"font-weight: 400;\">5. Alternatives to the bubble chart<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">There are many alternatives to the bubble chart. Remember: even with three data points, there may be better options for drawing insights from your data. Three alternatives to the bubble chart include:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">The scatter plot<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">While we\u2019ve explored the similarities and differences between bubble charts and scatter plots, we haven\u2019t explored when you would use a scatter plot for a dataset with more than two data points, which is sometimes the case. If you have three or more data points with little correlation between them, savvy application of scatter plots can often reveal more information than a bubble chart would.<\/span><\/p>\n<figure style=\"width: 700px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large\" src=\"https:\/\/chart-studio.plotly.com\/~thapan18\/0\/ice-cream-sales-vs-temperature.png\" width=\"700\" height=\"500\" alt=\"\" title=\"\"><figcaption class=\"wp-caption-text\"><b>Source:<\/b> <a href=\"https:\/\/chart-studio.plotly.com\/~thapan18\/0.embed\" rel=\"noopener\"><span style=\"font-weight: 400;\">plotly.com<\/span><\/a><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">For instance, consider a bubble chart that shows a strong correlation between two variables (such as temperature and ice cream sales) but little correlation with the third variable (the customer\u2019s age). In this case, plotting the third data point merely overcomplicates the graph and obscures any useful insights. Instead, using a scatter plot with the two correlated data points would be a more sensible option.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Similarly, if you have several data points, let\u2019s say six, with three pairs of correlating data, you will get more information from three scatter plots (mapping the correlating pairs) than from two bubble plots that clutter the correlating pairs with an unrelated third data point.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Geographical bubble map<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">A geographical bubble map is a data visualization that shows the distribution of a numeric variable by geographical location. On a bubble map, bubbles are placed at specific locations, with their size corresponding to the value of the variable being visualized.<\/span><\/p>\n<figure style=\"width: 880px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large\" src=\"https:\/\/res.cloudinary.com\/practicaldev\/image\/fetch\/s--RaaMfn2p--\/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880\/https:\/\/dev-to-uploads.s3.amazonaws.com\/uploads\/articles\/466vppgyk2ka87k1dof4.png\" width=\"880\" height=\"466\" alt=\"\" title=\"\"><figcaption class=\"wp-caption-text\"><b>Source:<\/b> <a href=\"https:\/\/dev.to\/kedarghule\/how-to-build-a-interactive-bubble-map-in-python-using-plotly-537p\" rel=\"noopener\"><span style=\"font-weight: 400;\">dev.to<\/span><\/a><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">Take this example of active Covid cases in the US\u2014it\u2019s immediately clear which areas of the country are experiencing the highest rates of infection. In general, bubble maps are great for comparing values against geography and are often much clearer than a standard bubble chart.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Clustered bar chart<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">A clustered bar chart is a type of bar chart used to compare two or more variables. Unlike a standard bar chart\u2014with one bar for each data point\u2014a clustered bar chart has several bars for each data point. A key distinction between a clustered bar chart and a bubble chart is that the former emphasizes categorical data, while a bubble chart emphasizes numeric values.<\/span><\/p>\n<figure style=\"width: 498px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large\" src=\"https:\/\/chartio.com\/assets\/dfd59f\/tutorials\/charts\/grouped-bar-charts\/c1fde6017511bbef7ba9bb245a113c07f8ff32173a7c0d742a4e1eac1930a3c5\/grouped-bar-example-1.png\" width=\"498\" height=\"293\" alt=\"\" title=\"\"><figcaption class=\"wp-caption-text\"><b>Source: <\/b><a href=\"https:\/\/chartio.com\/learn\/charts\/grouped-bar-chart-complete-guide\/\" rel=\"noopener\"><span style=\"font-weight: 400;\">Chartio<\/span><\/a><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">While this doesn\u2019t exclude numerical data from a bar chart, as our example shows, bar charts allow you to represent data in clusters, in this case, financial data across annual quarters. The categories in this chart are the different locations, shown by the different colors of the bars. This approach makes it very easy to make a like-for-like comparison, which may not be as clear on a bubble chart.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It\u2019s easy to lose yourself in the fascinating world of data visualization. For more, check out the most <\/span><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/data-visualization-types\/\"><span style=\"font-weight: 400;\">common types of data visualization<\/span><\/a><span style=\"font-weight: 400;\"> or explore some of the most interesting<\/span><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/data-visualization-examples\/\"><span style=\"font-weight: 400;\"> data visualization examples<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2 id=\"next-steps\"><span style=\"font-weight: 400;\">6. Next steps<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">You should now have a strong understanding of when and how to use bubble charts for data analysis. In this post, we\u2019ve explored how bubble charts are used, when you might use one, and even how to create a basic bubble chart using Microsoft Excel. We\u2019ve also touched on some best practices and have explored alternatives to bubble charts and when you might use them.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It\u2019s now time for you to put your new skills to the test. Why not play around in Microsoft Excel, or see what data plotting tools you can find? You\u2019ll soon see that data visualization can be one of the most creative and enjoyable aspects of any data analytics project. And the best way to learn is to dive in and get your hands dirty!<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Looking for more data analytics tips and tricks? Sign up for this <\/span><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/short-courses\/become-a-data-analyst\/?popup-tracking=WYSDN-short-course-DAT\"><span style=\"font-weight: 400;\">free, five-day data analytics short course<\/span><\/a><span style=\"font-weight: 400;\">, or check out the following guides:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\"><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/advanced-sql\/\">Advanced SQL for data analytics<\/a><\/span><\/li>\n<li><span style=\"font-weight: 400;\"><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/crud-operations\/\">What are CRUD operations?<\/a>\u00a0<\/span><\/li>\n<li><a href=\"https:\/\/careerfoundry.inbearbeitung.de\/en\/blog\/data-analytics\/case-statements-in-sql\/\">CASE statements in SQL<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>What exactly is a bubble chart\u2014and how would you go about creating one? In this post, we\u2019ll answer all your pressing questions.<\/p>\n","protected":false},"author":101,"featured_media":21504,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_lmt_disableupdate":"no","_lmt_disable":"","footnotes":""},"categories":[3],"tags":[],"class_list":["post-21487","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analytics"],"acf":{"homepage_category_featured":false},"modified_by":"Kirstie Sequitin","_links":{"self":[{"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/posts\/21487","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/users\/101"}],"replies":[{"embeddable":true,"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/comments?post=21487"}],"version-history":[{"count":0,"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/posts\/21487\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/media\/21504"}],"wp:attachment":[{"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/media?parent=21487"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/categories?post=21487"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/careerfoundry.inbearbeitung.de\/en\/wp-json\/wp\/v2\/tags?post=21487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}