{"id":4945,"date":"2019-08-05T09:19:35","date_gmt":"2019-08-05T09:19:35","guid":{"rendered":"https:\/\/careerkarma.com\/blog\/?p=4945"},"modified":"2022-08-04T11:15:51","modified_gmt":"2022-08-04T18:15:51","slug":"top-tools-for-visualizing-data","status":"publish","type":"post","link":"https:\/\/careerkarma.com\/blog\/top-tools-for-visualizing-data\/","title":{"rendered":"Top Tools for Visualizing Data"},"content":{"rendered":"\n<p>There you are, a junior data scientist on one of your first big projects after transitioning into one of <a href=\"https:\/\/careerkarma.com\/blog\/best-tech-jobs\/\">2019\u2019s best careers<\/a>. You\u2019ve written crisp, well-documented code that\u2019s effective and organized. After carefully reviewing the assumptions required for your analysis, you\u2019ve processed the data into the proper format. Your machine learning models have been carefully chosen for this application, and are performing well.&nbsp;<br><\/p>\n\n\n\n<p>Then, the first person who sees your project shows no interest in the technical details and just wants to know, \u2018what does all this mean?\u2019&nbsp;<br><\/p>\n\n\n\n<p>It\u2019s happened to me. It\u2019ll happen to you.<br><\/p>\n\n\n\n<p>Junior data scientists are prone to getting so heads-down in the technical details that they forget one of the most important things about their career: <strong>the whole point of analysis is to drive behavior<\/strong>. You\u2019re trying to forecast changes in oil prices, find out if one article title performs better than another, or if there is a significant difference between two groups. <em>Someone wants to use that information for decision-making.<\/em><br><\/p>\n\n\n\n<p>What this means for data scientists is that communicating results is often the most important part of any project. And there\u2019s usually no better way to get a point across to a non-data-scientist than a compelling data visualization.&nbsp;<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why Is Data Visualization Important?&nbsp;<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"662\" src=\"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/08\/photo-1504868584819-f8e8b4b6d7e3.jpg\" alt=\"Data visualizations on a computer. \" class=\"wp-image-4953\"\/><figcaption>Data visualization is a crucial part of the data scientist\u2019s toolkit.&nbsp;<\/figcaption><\/figure>\n\n\n\n<p>It\u2019s important to learn how to visualize data because interpreting data is hard. The human brain evolved thousands of years before the invention of machine learning, probability, numbers, and even language. It\u2019s very, very difficult for a person to scan a list of numbers and see anything meaningful in them.&nbsp;<br><\/p>\n\n\n\n<p>For this reason, we spend time learning data visualization. It\u2019s important not just in helping others understand data, but in helping us as Data Scientists understand data, as well. One of the first things most data scientists do with a new project is \u2018exploratory data analysis,\u2019 which involves lots of charting and basic analysis just to get a grip on the overall structure of the data.&nbsp;&nbsp;<br><\/p>\n\n\n\n<p>Luckily, we have many ways of doing this!<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What Are the Best Tools for Visualizing Data?&nbsp;<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/08\/photo-1534190239940-9ba8944ea261.jpg\" alt=\" Tools mounted on a wall.\" class=\"wp-image-4954\"\/><figcaption>You need this many tools to make cool data visualizations.&nbsp;<\/figcaption><\/figure>\n\n\n\n<p>A task as important as making results understandable has naturally led to many different tools for the job. These can be imperfectly lumped into one group that requires no coding and another group that requires coding.&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>Data Visualization Tools that DON\u2019T Require Coding<\/strong><br><\/h5>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>Tableau<\/strong> is without a doubt that most popular data visualization tool for corporations. It doesn\u2019t require programming knowledge and let\u2019s you make charts, graphs, and interactions as part of your presentations. It\u2019s definitely worth picking up if you think you\u2019ll get into business intelligence. <br><br><\/li><li><strong>Infogram<\/strong> is similar to Tableau and does a great job of handling real-time streaming data. This is a big deal if you\u2019re making interactive dashboards for clients (which is more common than it may sound). <br><br><\/li><li><strong>ChartBlocks<\/strong> is a browser-based visualization tool that\u2019s lightweight and extremely easy to use.&nbsp;<\/li><\/ol>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>Data Visualization Tools that DO Require Coding<\/strong><br><\/h5>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>Plotly<\/strong> has an API that\u2019ll let you program visualizations in Python or JavaScript. <br><br><\/li><li><strong>D3.js<\/strong> the most powerful option available and utilizes JavaScript, HTML, and CSS to make truly stunning interactions that can also be interactive. There are also quite a few data visualization libraries built on top of D3.js, including <strong>NVD3<\/strong>, <strong>Vega<\/strong>, and <strong>Altair<\/strong> (which is technically built on top of <strong>VegaLite<\/strong>, which is built on top of Vega).&nbsp;<\/li><\/ol>\n\n\n\n<p>With all of these options, you\u2019ll be shoving fistfuls of actionable insight directly into your client\u2019s brain in no time!<\/p>\n","protected":false},"excerpt":{"rendered":"There you are, a junior data scientist on one of your first big projects after transitioning into one of 2019\u2019s best careers. You\u2019ve written crisp, well-documented code that\u2019s effective and organized. After carefully reviewing the assumptions required for your analysis, you\u2019ve processed the data into the proper format. Your machine learning models have been carefully&hellip;","protected":false},"author":35,"featured_media":4952,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[18051],"tags":[],"class_list":{"0":"post-4945","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-coding-tools"},"acf":{"post_sub_title":"","sprint_id":"","query_class":"Data Science","school_sft":"","parent_sft":"","school_privacy_policy":"","has_review":null,"is_sponser_post":"","is_guest_post":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Top Tools for Visualizing Data | Career Karma<\/title>\n<meta name=\"description\" content=\"Data visualization is an important part of Data Science. 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Learn to do it well with these top tools for visualizing data.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/careerkarma.com\/blog\/top-tools-for-visualizing-data\/\" \/>\n<meta property=\"og:site_name\" content=\"Career Karma\" \/>\n<meta property=\"article:publisher\" content=\"http:\/\/facebook.com\/careerkarmaapp\" \/>\n<meta property=\"article:published_time\" content=\"2019-08-05T09:19:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-08-04T18:15:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/08\/photo-1523961131990-5ea7c61b2107.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"750\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Trent Fowler\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@career_karma\" \/>\n<meta name=\"twitter:site\" content=\"@career_karma\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Trent Fowler\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/\"},\"author\":{\"name\":\"Trent Fowler\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#\\\/schema\\\/person\\\/768fb9a38d2c1b146588954736f79aba\"},\"headline\":\"Top Tools for Visualizing Data\",\"datePublished\":\"2019-08-05T09:19:35+00:00\",\"dateModified\":\"2022-08-04T18:15:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/\"},\"wordCount\":634,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/08\\\/photo-1523961131990-5ea7c61b2107.jpg\",\"articleSection\":[\"Coding Tools\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/\",\"url\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/\",\"name\":\"Top Tools for Visualizing Data | Career Karma\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/top-tools-for-visualizing-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/08\\\/photo-1523961131990-5ea7c61b2107.jpg\",\"datePublished\":\"2019-08-05T09:19:35+00:00\",\"dateModified\":\"2022-08-04T18:15:51+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#\\\/schema\\\/person\\\/768fb9a38d2c1b146588954736f79aba\"},\"description\":\"Data visualization is an important part of Data Science. 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