Modeling data in Power Query - Learning Data Analytics: 1 Foundations Video Tutorial

<!DOCTYPE html> <html lang="en"> <head> <meta name="pageKey" content="d_learning_course_video_guest">  <meta name="linkedin:pageTag" content="view_video"> <meta name="locale" content="en_US"> <meta id="config" data-app-version="2.0.2217" data-call-tree-id="AAYnlsVtxiaQjOG9nehvBA==" data-multiproduct-name="learning-guest-frontend" data-service-name="learning-guest-frontend" data-browser-id="936359a6-675f-4e80-84b9-307e40e49466" data-enable-page-view-heartbeat-tracking data-page-instance="urn:li:page:learning_course_video_guest;aOLpazI4SeWWX6SJQonsnA==" data-disable-jsbeacon-pagekey-suffix="false" data-member-id="0"> <link rel="canonical" href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/modeling-data-in-power-query">     <link rel="manifest" href="/homepage-guest/manifest.json" crossorigin="use-credentials">  <script> function getDfd() {let yFn,nFn;const p=new Promise(function(y, n){yFn=y;nFn=n;});p.resolve=yFn;p.reject=nFn;return p;} window.lazyloader = getDfd(); window.tracking = getDfd(); window.impressionTracking = getDfd(); window.ingraphTracking = getDfd(); window.appDetection = getDfd(); window.pemTracking = getDfd(); </script>  <link rel="icon" href="https://static.licdn.com/aero-v1/sc/h/444zstxv7s91nepfm5et6ofge"> <title>Modeling data in Power Query - Learning Data Analytics: 1 Foundations Video Tutorial | LinkedIn Learning, formerly Lynda.com</title> <meta name="robots" content="noarchive, max-image-preview:large"> <meta name="description" content="Power Query in Excel gives the ability to model, clean, and visualize your data. Learn how to leverage Power Query for cleaning to preparing data for visualization."> <meta property="og:site_name" content="LinkedIn"> <meta name="twitter:site" content="@LI_Learning"> <meta name="twitter:card" content="summary"> <meta name="litmsProfileName" content="learning-guest-frontend"> <meta property="og:title" content="Modeling data in Power Query - Learning Data Analytics: 1 Foundations Video Tutorial | LinkedIn Learning, formerly Lynda.com"> <meta name="twitter:title" content="Modeling data in Power Query - Learning Data Analytics: 1 Foundations Video Tutorial | LinkedIn Learning, formerly Lynda.com"> <meta property="og:description" content="Power Query in Excel gives the ability to model, clean, and visualize your data. Learn how to leverage Power Query for cleaning to preparing data for visualization."> <meta name="twitter:description" content="Power Query in Excel gives the ability to model, clean, and visualize your data. Learn how to leverage Power Query for cleaning to preparing data for visualization."> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/C4E0DAQFGmlfFOyWc7g/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1618937081114?e=2147483647&v=beta&t=tR__EzRzVFkcrxKweGH00afFxibABElaYg0LeXaMNOk"> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/C4E0DAQFGmlfFOyWc7g/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1618937081114?e=2147483647&v=beta&t=tR__EzRzVFkcrxKweGH00afFxibABElaYg0LeXaMNOk">  <meta property="og:url" content="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/modeling-data-in-power-query"> <meta property="og:type" content="website"> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/learning-guest/api/ingraphs/gauge" data-counter-metric-endpoint="/learning-guest/api/ingraphs/counter"> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/b2sn84ibusnmmqygar9zphel"> <script type="application/ld+json"> {"@context":"http://schema.org/","@type":"VideoObject","name":"Modeling data in Power Query - Learning Data Analytics: 1 Foundations","author":{"@type":"Person","name":"Robin Hunt","url":"https://www.linkedin.com/learning/instructors/robin-hunt"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/C4E0DAQFGmlfFOyWc7g/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1618937081114?e=2147483647&v=beta&t=tR__EzRzVFkcrxKweGH00afFxibABElaYg0LeXaMNOk","description":"This course covers foundational data analysis skills such as thinking like an analyst, gathering useful data, SQL queries, data cleaning, and more. Are you ready to be an analyst?","duration":"PT8M34S","datePublished":"2021-04-22","uploadDate":"2021-04-22","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://www.linkedin.com/learning/learning-data-analytics-1-foundations/modeling-data-in-power-query","interactionCount":606474,"interactionStatistic":[{"@type":"InteractionCounter","interactionType":"http://schema.org/WatchAction","userInteractionCount":606474}],"transcript":"- [Instructor] You don't always have backend access to a database and querying tools to use to model data. So what do you do when you don't? You can use Power Query. It's built right inside of Excel and we can bring our data in, and through the use of merge queries, model it the way we need it. I want to take a look at our wage data and some reusable data from postal code information that we got from geonames.org. So the very first thing we'll do is go to Power Query through the Data tab. I'll go to Data, Get Data, From File, and From Workbook. I'll navigate to my Exercise Files. And the very first thing I want to do is pull in my PostalCodeData. And I'll choose PostalCode. Immediately, I notice something a little bit off with my postal codes. One, postal codes are not three digits long. Let's go ahead and choose Tranform Data and see if we can discover the problem. I see the header is called TextPostalCode, but what it actually did is it changed the type. Power Query attempts to understand the data types and will automatically create them for you. I'm going to actually delete this step. And when I do that, I see my TextPostalCode and all my leading zeros come back. Want to go ahead and change this to a Text data type, that way it keeps those leading zeros. I don't have to worry about it again. I actually don't need the zip code anymore. I can right click and remove it. This data only represents the United States. That's still a lot of data. Let's go ahead and do Close & Load. And this'll bring this postal code data directly to the spreadsheet. And notice that it maintained my leading zeros, which Excel normally drops. All right, let's go grab our next dataset. I'll go to Data. I'll choose Get Data. I'll go From File, From Workbook, and I'll choose my WageSurvey data, and I'll choose Import. I'll choose Survey and I'll go ahead and transform the data. I have 343 responses from a survey. One of the very first things I want to check is the postal code. And I'll scroll over. First thing I'm going to do is right click and move it all the way to the beginning. Just more convenient when I get ready to merge it. I also noticed that it's a one, two, three or a number of data type. And really, to merge or to join, they need to be the same data type. So I'll go ahead and change this to a Text. Okay, great. Let me expand my queries there. So I have my postal code data and I have my survey data. Okay, now I have my two data sets ready to merge. On the Home tab of my ribbon in Power Query, I'll go to Merge Queries. If I choose Merge Queries here, then it will simply merge these two datasets into one. I like to keep mine separate so I'll hit the dropdown and tell it to merge the queries as new. Now it's asking me to select the tables. I'll go ahead and choose my PostalCode below, and just like a query where we have to join the two fields, here we select the fields that should match. Now, I have my survey data at the top and I have my postal code data at the bottom. I have both the postal codes selected and I see my join type, Left Outer, all from the first and matching from the second. So it's going to show me all of my survey data and where there's a matching postal code. It tells me that it's matching 337 of my 343 rows. That means either I have a miskeyed postal code or there's a postal code missing. I'll go ahead and click OK. And now I have my new merged query. Okay, what I'll do now is right click that Merge 1 and choose Rename. And I'll call this SurveyPostalCodes. Okay, I'm going to create another query because I want to analyze just the survey results of the people in the state of Alabama and the 67 counties. So I'll go ahead and choose Merge Queries. I'll do Merge Queries as New. And I'll perform the same join. I'll choose Survey. I'll choose PostalCode. Power Query doesn't offer left and right on the screen, it offers top and bottom, but the outer still works the same. So I'm less concerned about left or right and more concerned about outer and using those screen prompts. In Power Query, top is the left and bottom is the right. All right, so I'll choose a Left Outer. I'll choose my postal codes, and then I'll click OK. Let's go ahead and call this one AlabamaSurveyResults. Okay. So I'm going to go ahead and close my query settings, and I'm going to scroll over. So here I see my PostalCodes table. In a query, we drag and drop or double-click fields. In a merge query, we just expand. And here we can tell it what we want to bring over. I want the city, the state, and the county. I can click OK. Now, I'm going to report on this in map so I might need that latitude and longitude. Let me go back to my query settings which I closed earlier and hit that gear shape. Let's go ahead and add the latitude and longitude, and then I'll click OK. I'll go ahead and go back to SurveyPostalCodes. I'll scroll over here to the merge. And here I want everything but that TextPostalCode. Don't need time zone for my reporting either. I'll go ahead and click OK. Notice that it appended the postal code name. If I don't really want the title name in there, I can also address that. You see this Default column name prefix? I can delete that. And I can click OK. And then I just get those primary city and states. We do the same thing for my AlabamaSurveyResults. Again, that's just dependent upon what you want in your reporting. Perfect. Okay. So I have one final step and that's to actually filter for the state of Alabama. So let me scroll back over. I'll hit that dropdown by my state. I'll choose Alabama and click OK. All right, and then I'm ready to load all of this to the spreadsheet. Okay, and on my AlabamaSurveyResults, I'll go to Sheet4, and notice that it tells me I'm in the SurveyPostalCodes. I'll go back to Sheet5. So that on-screen Query & Connections can help you. So I'll go ahead and name this AlabamaOnly. I'll go to Sheet4, name this All Survey with Postal. Original Data. And my Postal Codes data. Rephrase, I'll go ahead and delete Sheet1. I don't need it. Okay, if I click back on the AlabamaSurveyResults, notice that it takes me directly to the Alabama sheet. Okay. I'll go ahead and save my work. Modeling data has become so much easier over the years. We model data to get it ready for further cleaning, for better reporting, but just remember, a little bit of knowledge will take you a long way. "} </script>  </head> <body dir="ltr">   <a href="#main-content" class="skip-link btn-md btn-primary absolute z-11 -top-[100vh] focus:top-0"> Skip to main content </a> <header class="header base-detail-page__header px-mobile-container-padding bg-color-background-container global-alert-offset sticky-header"> <nav class="nav pt-1.5 pb-2 flex items-center justify-between relative flex-nowrap babymamabear:py-1.5 nav--minified-mobile " aria-label="Primary"> <a href="https://www.linkedin.com/learning/?trk=learning-course_nav-header-logo" class="nav__logo-link link-no-visited-state z-1 mr-auto min-h-[52px] flex items-center babybear:z-0 hover:no-underline focus:no-underline active:no-underline babymamabear:mr-3" data-tracking-control-name="learning-course_nav-header-logo" data-tracking-will-navigate> <div class="learning-logo"> <icon class="learning-logo__inbug onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4zqr0f9jf98vi2nkijyc3bex2"></icon> <span class="learning-logo__text" aria-hidden="true">Learning</span> <span class="sr-only">LinkedIn Learning</span> </div> </a> <section class="search-bar relative flex flex-grow h-[40px] bg-cool-gray-20 min-w-0 max-w-full mx-4 rounded-sm babymamabear:mx-0 babymamabear:mb-1.5 babymamabear:bg-color-transparent babymamabear:w-full babymamabear:flex babymamabear:flex-wrap search-bar--minified-mobile" data-current-search-type="LEARNING"> <button class="search-bar__placeholder papabear:hidden text-input w-full mt-1.5 !pl-[14px] border-1 border-solid border-color-border-faint rounded-[2px] h-[40px] max-h-[40px] flex items-center overflow-hidden cursor-text" data-tracking-control-name="learning-course_search-switcher-opener"> <icon class="text-color-icon w-3 h-3 mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/397vrsk6op88l4981ji1xe1qt"></icon> <div class="search-bar__full-placeholder font-sans text-md text-color-text max-w-[calc(100%-40px)] text-left whitespace-nowrap overflow-hidden text-ellipsis">  Search skills, subjects, or software  </div> <span class="sr-only">Expand search</span> </button> <div class="switcher-tabs__trigger-and-tabs babymamabear:flex"> <button aria-expanded="false" class="switcher-tabs__placeholder flex !h-full !py-0 !pl-2 !pr-1.5 border-r-1 border-solid border-r-color-border-faint babymamabear:hidden tab-md papabear:tab-vertical papabear:justify-start cursor-pointer" data-tracking-control-name="learning-course_switcher-tabs-placeholder" aria-describedby="switcher-description"> <span class="switcher-tabs__placeholder-text m-auto"></span> <icon class="switcher-tabs__caret-down-filled onload pointer-events-none block my-auto min-h-[24px] min-w-[24px] h-[24px] babymamabear:hidden" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7asbl4deqijhoy3z2ivveispv"></icon> </button> <div id="switcher-description" class="hidden">This button displays the currently selected search type. When expanded it provides a list of search options that will switch the search inputs to match the current selection. </div>  <div class="switcher-tabs hidden z-[1] w-auto min-w-[160px] mb-1.5 py-1 absolute top-[48px] left-0 border-solid border-1 border-color-border-faint papabear:container-raised babymamabear:static babymamabear:w-[100vw] babymamabear:h-[48px] babymamabear:p-0 overflow-y-hidden overflow-x-auto md:overflow-x-hidden"> <ul class="switcher-tabs__list flex flex-1 items-stretch papabear:flex-col" role="tablist"> <li class="switcher-tabs__tab h-[44px] babymamabear:basis-1/2" role="presentation"> <button aria-controls="jobs-search-panel" aria-selected="false" class="switcher-tabs__button w-full h-full tab-md papabear:tab-vertical papabear:justify-start cursor-pointer " data-switcher-type="JOBS" data-tracking-control-name="learning-course_switcher-tabs-jobs-search-switcher" id="job-switcher-tab" role="tab"> Jobs </button> </li> <li class="switcher-tabs__tab h-[44px] babymamabear:basis-1/2" role="presentation"> <button aria-controls="people-search-panel" aria-selected="false" class="switcher-tabs__button w-full h-full tab-md papabear:tab-vertical papabear:justify-start cursor-pointer " data-switcher-type="PEOPLE" data-tracking-control-name="learning-course_switcher-tabs-people-search-switcher" id="people-switcher-tab" role="tab"> People </button> </li> <li class="switcher-tabs__tab h-[44px] babymamabear:basis-1/2" role="presentation"> <button aria-controls="learning-search-panel" aria-selected="true" class="switcher-tabs__button w-full h-full tab-md papabear:tab-vertical papabear:justify-start cursor-pointer tab-selected" data-switcher-type="LEARNING" data-tracking-control-name="learning-course_switcher-tabs-learning-search-switcher" id="learning-switcher-tab" role="tab"> Learning </button> </li> </ul> <button aria-label="Close" class="switcher-tabs__cancel-btn papabear:hidden block w-6 h-6 m-auto text-color-text-low-emphasis" data-tracking-control-name="learning-course_switcher-tabs-cancel-search-switcher" type="button"> <icon class="switcher-tabs__cancel-icon block w-3 h-3 m-auto onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </div> </div> <section class="base-search-bar w-full h-full" data-searchbar-type="PEOPLE" aria-labelledby="people-switcher-tab" id="people-search-panel" role="tabpanel"> <form class="base-search-bar__form w-full flex babymamabear:mx-mobile-container-padding babymamabear:flex-col" role="search" action="/pub/dir" data-tracking-control-name="learning-course_people-search-bar_base-search-bar-form"> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 search-input"> <input aria-label="First Name" autocomplete="on" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_people-search-bar_first-name_dismissable-input" maxlength="500" name="firstName" placeholder="First Name" type="search"> <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_people-search-bar_first-name_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 search-input"> <input aria-label="Last Name" autocomplete="on" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_people-search-bar_last-name_dismissable-input" maxlength="500" name="lastName" placeholder="Last Name" type="search"> <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_people-search-bar_last-name_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <input name="trk" value="learning-course_people-search-bar_search-submit" type="hidden"> <button class="base-search-bar__submit-btn block basis-[40px] flex-shrink-0 cursor-pointer babymamabear:invisible babymamabear:ml-[-9999px] babymamabear:w-[1px] babymamabear:h-[1px]" aria-label="Search" data-tracking-control-name="learning-course_people-search-bar_base-search-bar-search-submit" type="submit"> <icon class="base-search-bar__search-icon onload mx-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cb5bsr4tsn2r4sjg9e3ls4tjl"></icon> </button> </form> </section> <section class="base-search-bar w-full h-full" data-searchbar-type="JOBS" aria-labelledby="job-switcher-tab" id="jobs-search-panel" role="tabpanel"> <form class="base-search-bar__form w-full flex babymamabear:mx-mobile-container-padding babymamabear:flex-col" role="search" action="/jobs/search" data-tracking-control-name="learning-course_jobs-search-bar_base-search-bar-form"> <code id="i18n_aria_live_text_no-suggestions" style="display: none"></code> <code id="i18n_aria_live_text_one-suggestion" style="display: none"></code> <code id="i18n_aria_live_text_multiple-suggestions" style="display: none"></code> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 typeahead-input keywords-typeahead-input text-input"> <input aria-autocomplete="list" aria-controls="job-search-bar-keywords-typeahead-list" aria-haspopup="listbox" aria-label="Search job titles or companies" autocomplete="off" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_dismissable-input" id="job-search-bar-keywords" maxlength="500" name="keywords" placeholder="Search job titles or companies" role="combobox" type="search">  <div class="typeahead-input__dropdown container-lined absolute top-[calc(100%+3px)] left-0 w-full rounded-b-md rounded-t-none z-[10] overflow-hidden max-w-none babybear:min-w-full babybear:bottom-0 babybear:overflow-y-auto"> <template class="typeahead-item-template"> <li class="typeahead-input__dropdown-item py-1.5 px-2 hover:cursor-pointer hover:bg-color-surface-new-hover hover:border-y-2 hover:border-solid hover:border-color-container-primary" role="option"> <span class="typeahead-input__dropdown-text font-sans text-sm font-bold text-color-text"></span> </li> </template> <ul class="typeahead-input__dropdown-list w-full" id="job-search-bar-keywords-typeahead-list" role="listbox"></ul> </div>  <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section>  <code id="i18n_aria_live_text_no-suggestions" style="display: none"></code> <code id="i18n_aria_live_text_one-suggestion" style="display: none"></code> <code id="i18n_aria_live_text_multiple-suggestions" style="display: none"></code> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 typeahead-input location-typeahead-input"> <input aria-autocomplete="list" aria-controls="job-search-bar-location-typeahead-list" aria-haspopup="listbox" aria-label="Location" autocomplete="off" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_dismissable-input" id="job-search-bar-location" maxlength="500" name="location" placeholder="Location" role="combobox" value="Hong Kong" type="search">  <div class="typeahead-input__dropdown container-lined absolute top-[calc(100%+3px)] left-0 w-full rounded-b-md rounded-t-none z-[10] overflow-hidden max-w-none babybear:min-w-full babybear:bottom-0 babybear:overflow-y-auto"> <template class="typeahead-item-template"> <li class="typeahead-input__dropdown-item py-1.5 px-2 hover:cursor-pointer hover:bg-color-surface-new-hover hover:border-y-2 hover:border-solid hover:border-color-container-primary" role="option"> <span class="typeahead-input__dropdown-text font-sans text-sm font-bold text-color-text"></span> </li> </template> <ul class="typeahead-input__dropdown-list w-full" id="job-search-bar-location-typeahead-list" role="listbox"></ul> </div>  <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <input name="geoId" value="102817007" type="hidden"> <input name="trk" value="learning-course_jobs-search-bar_search-submit" type="hidden"> <button class="base-search-bar__submit-btn block basis-[40px] flex-shrink-0 cursor-pointer babymamabear:invisible babymamabear:ml-[-9999px] babymamabear:w-[1px] babymamabear:h-[1px]" aria-label="Search" data-tracking-control-name="learning-course_jobs-search-bar_base-search-bar-search-submit" type="submit"> <icon class="base-search-bar__search-icon onload mx-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cb5bsr4tsn2r4sjg9e3ls4tjl"></icon> </button> </form> </section> <section class="base-search-bar w-full h-full" data-searchbar-type="LEARNING" aria-labelledby="learning-switcher-tab" id="learning-search-panel" role="tabpanel"> <form class="base-search-bar__form w-full flex babymamabear:mx-mobile-container-padding babymamabear:flex-col" role="search" action="/learning/search" data-tracking-control-name="learning-course_learning-search-bar_base-search-bar-form"> <section class="dismissable-input text-input !pr-3 bg-color-transparent flex items-center h-[40px] min-w-0 relative babybear:w-full babybear:mb-1 search-input"> <input aria-label="Search skills, subjects, or software" autocomplete="on" class="dismissable-input__input font-sans text-md text-color-text bg-color-transparent flex items-center flex-1 focus:outline-none placeholder:text-color-text-secondary" data-tracking-control-name="learning-course_learning-search-bar_keywords_dismissable-input" maxlength="500" name="keywords" placeholder="Search skills, subjects, or software" type="search"> <button class="dismissable-input__button text-color-text h-[40px] min-w-[24px] w-[24px] -mr-2 opacity-0 transition-opacity duration-[0.1s] disabled:invisible focus:opacity-100" data-tracking-control-name="learning-course_learning-search-bar_keywords_dismissable-input-clear" type="button"> <label class="sr-only">Clear text</label> <icon class="dismissable-input__button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs55jggk4p3uqh9ozxdmpvjg7"></icon> </button> </section> <input class="nav__search-uoo" name="upsellOrderOrigin" type="hidden"> <input name="trk" value="learning-course_learning-search-bar_search-submit" type="hidden"> <button class="base-search-bar__submit-btn block basis-[40px] flex-shrink-0 cursor-pointer babymamabear:invisible babymamabear:ml-[-9999px] babymamabear:w-[1px] babymamabear:h-[1px]" aria-label="Search" data-tracking-control-name="learning-course_learning-search-bar_base-search-bar-search-submit" type="submit"> <icon class="base-search-bar__search-icon onload mx-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cb5bsr4tsn2r4sjg9e3ls4tjl"></icon> </button> </form> </section>  <div aria-live="polite" class="search-bar__live-text sr-only" role="status"></div> </section>  <div class="nav__cta-container order-3 flex gap-x-1 justify-end min-w-[100px] flex-nowrap flex-shrink-0 babybear:flex-wrap flex-2 babymamabear:min-w-[50px] "> <a class="nav__button-tertiary btn-md btn-tertiary" href="http://www.linkedin.com/learning/subscription/products?courseSlug=learning-data-analytics-1-foundations&destRedirectURL=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Flearning-data-analytics-1-foundations%2Fmodeling-data-in-power-query&trk=learning-course_nav-header-join&upsellTrk=lil_upsell_nav_subscription&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Flearning%2Flearning-data-analytics-1-foundations%3Ftrk%3Dlearning-course_tocItem" data-tracking-control-name="lil_upsell_nav_subscription" data-tracking-impression-name="lil_upsell_nav_subscription" data-test-live-nav-primary-cta data-tracking-will-navigate> Start free trial </a> <a class="nav__button-secondary btn-md btn-secondary-emphasis" href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Flearning-data-analytics-1-foundations%3Ftrk%3Dlearning-course_tocItem%26trk%3Dlearning-course_tocItem&fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Flearning%2Flearning-data-analytics-1-foundations%3Ftrk%3Dlearning-course_tocItem&trk=learning-course_nav-header-signin" data-tracking-control-name="learning-course_nav-header-signin" data-tracking-will-navigate> Sign in </a> <a aria-label="Sign in" class="nav__link-person papabear:hidden mamabear:hidden" data-tracking-control-name="learning-course_nav-header-signin" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Flearning-data-analytics-1-foundations%3Ftrk%3Dlearning-course_tocItem%26trk%3Dlearning-course_tocItem&fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Flearning%2Flearning-data-analytics-1-foundations%3Ftrk%3Dlearning-course_tocItem&trk=learning-course_nav-header-signin"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </a> </div>   </nav> </header>  <div class="cta-banner "> <div class="enterprise-nav"> <div class="enterprise-nav__content-wrapper"> <p id="enterprise-nav-solutions" class="enterprise-nav__content" tabindex="-1"> Solutions for: </p> <a href="https://learning.linkedin.com/for-entire-companies?src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-business" class="enterprise-nav__content" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" id="business-nav-business">Business</a> <a href="https://learning.linkedin.com/for-higher-education?src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-education" class="enterprise-nav__content" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" id="business-nav-education">Higher Education</a> <a href="https://learning.linkedin.com/for-governments?src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-government" class="enterprise-nav__content" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" id="business-nav-government">Government</a> <a href="/learning/subscription/teams?veh=lil_upx&src=li-learning-nav&trk=learning-course_enterprise-nav" aria-labelledby="enterprise-nav-solutions business-nav-buy" class="enterprise-nav__content" data-test-live-enterprise-upsell="true" data-tracking-control-name="learning-course_enterprise-nav" data-tracking-will-navigate="true" data-tracking-impression-name="lil_upsell_learning-course_enterprise-nav_teambuy" id="business-nav-buy">Buy for my team</a> </div> </div>   </div> <main class="main papabear:flex papabear:w-content-max-w papabear:mx-auto papabear:pt-desktop-content-top-margin mamabear:pt-desktop-content-top-margin " id="main-content" role="main"> <section class="core-rail mx-auto papabear:w-core-rail-width mamabear:max-w-[790px] babybear:max-w-[790px]"> <p class="pre-headline"> From the course: <a href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations?trk=course_title" data-tracking-control-name="course_title" data-tracking-will-navigate="true" class="from-the-course__link">Learning Data Analytics: 1 Foundations</a> </p> <section class="top-card"> <section class="top-card-layout container-lined overflow-hidden babybear:rounded-[0px]"> <section class="top-card__video-wrapper"> <div class="top-card__video">  <div class="share-native-video"> <video autoplay class="share-native-video__node video-js" crossorigin="anonymous" data-sources="[{"src":"https://dms.licdn.com/playlist/vid/v2/C4D0DAQHhNR8U3SmoIA/learning-original-video-vbr-540/learning-original-video-vbr-540/0/1618533656014?e=2147483647&v=beta&t=OwHCNcE7UwWrZ9w_McmZBunRy0Qc8oL00G7s5ppd-xE#.mp4"}]" data-poster-url="https://media.licdn.com/dms/image/v2/C4E0DAQFGmlfFOyWc7g/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1618937081114?e=2147483647&v=beta&t=tR__EzRzVFkcrxKweGH00afFxibABElaYg0LeXaMNOk" data-captions-url="https://www.linkedin.com/ambry/?x-li-ambry-ep=AQJdiDbBT_Ol-gAAAZNZzCSnxJv3r_Elgvj9eURRcubYtxsDD1oN4eE1Pr2q5_S9r-KH90F79MPKrSmsFM-3EDzRxuAKC1dA3H89kURgZT6hpUgQIijYppohtHBvLOaat8J7xkHCILk1ynMUimFoBJyR1isEz4BfHnFVp8P3WMv3X2tIfxddGCpv2ubC_x4apj2vXZ98G5k2lOZ9ihTj4Tt9Znw99FRg9LUHq0szJgxs7IRz2ciXJIpVNf9v7urf977J7C_nHLzRAsJ0eEXjHOHx7fssGRN4pAezG28fdUgjwCoXUUxI0aIBkPwUTrbMZ3iStRbnka3RchVmjDKL691_pNTDItthpDGsqBhsgidHNSH3gQW4PgjqiXxUqnonA-cE46nwxidJtX-BNEP2B3-Aofa2FrE4DQw1n2sdeEmevDH_rT415MKAQwHmRBrHy8wttBNrAMIWREpFPN-HKuVAE5uVcRq6kMe30lISymFcsQp5slZoRs25RkjG" data-digitalmedia-asset-urn="urn:li:lyndaVideo:(urn:li:lyndaCourse:2824225,2415675)" data-tracking-id="y/6Na/juRlCkPjufyYX6Fg==" playsinline> </video> </div> </div> </section> <div class="top-card-layout__card relative p-2 papabear:p-details-container-padding"> <div class="top-card-layout__entity-info-container flex flex-wrap papabear:flex-nowrap"> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full babybear:flex-none babybear:w-full"> <h1 class="top-card-layout__title font-sans text-lg papabear:text-xl font-bold leading-open text-color-text mb-0"> Modeling data in Power Query </h1> <h2 class="top-card-layout__headline break-words font-sans text-md leading-open text-color-text"> From the course: <a href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations?trk=course_title" data-tracking-control-name="course_title" data-tracking-will-navigate="true" class="from-the-course__link">Learning Data Analytics: 1 Foundations</a> </h2>   <div class="top-card-layout__cta-container flex flex-wrap mt-0.5 papabear:mt-0 ml-[-12px]">   </div> </div>  </div>   </div> </section> </section> <div class="details mx-details-container-padding"> <div class="tabs content-tabs" data-tab-id="course-content-tabs"> <ul class="tabs__list" role="tablist">  <li class="tab flex ml-3 first-of-type:ml-0" role="presentation"> <button aria-selected="true" class="tab-button tab-md tab-selected" data-tracking-control-name="transcripts-tab" data-id="tab__button" role="tab" id="content-tabs__transcripts-btn"> Transcripts </button> </li>  <li class="tab flex ml-3 first-of-type:ml-0" role="presentation"> <button aria-selected="false" class="tab-button tab-md " data-tracking-control-name="offline-tab" data-id="tab__button" role="tab" tabindex="-1" id="content-tabs__offline-btn" data-test-live-offline-tab> View Offline </button> </li> </ul>  <div class="tab__panel" tabindex="0" role="tabpanel"> <section class="core-section-container my-3 transcripts">  <h2 class="core-section-container__title section-title"> Modeling data in Power Query </h2>  <div class="core-section-container__content break-words"> <div class="transcripts__copy"> <span class="transcripts__quotation">“</span> <p> - [Instructor] You don't always have backend access to a database and querying tools to use to model data. So what do you do when you don't? You can use Power Query. It's built right inside of Excel and we can bring our data in, and through the use of merge queries, model it the way we need it. I want to take a look at our wage data and some reusable data from postal code information that we got from geonames.org. So the very first thing we'll do is go to Power Query through the Data tab. I'll go to Data, Get Data, From File, and From Workbook. I'll navigate to my Exercise Files. And the very first thing I want to do is pull in my PostalCodeData. And I'll choose PostalCode. Immediately, I notice something a little bit off with my postal codes. One, postal codes are not three digits long. Let's go ahead and choose Tranform Data and see if we can discover the problem. I see the header is called TextPostalCode, but what it actually did is it changed the type. Power Query attempts to understand the data types and will automatically create them for you. I'm going to actually delete this step. And when I do that, I see my TextPostalCode and all my leading zeros come back. Want to go ahead and change this to a Text data type, that way it keeps those leading zeros. I don't have to worry about it again. I actually don't need the zip code anymore. I can right click and remove it. This data only represents the United States. That's still a lot of data. Let's go ahead and do Close & Load. And this'll bring this postal code data directly to the spreadsheet. And notice that it maintained my leading zeros, which Excel normally drops. All right, let's go grab our next dataset. I'll go to Data. I'll choose Get Data. I'll go From File, From Workbook, and I'll choose my WageSurvey data, and I'll choose Import. I'll choose Survey and I'll go ahead and transform the data. I have 343 responses from a survey. One of the very first things I want to check is the postal code. And I'll scroll over. First thing I'm going to do is right click and move it all the way to the beginning. Just more convenient when I get ready to merge it. I also noticed that it's a one, two, three or a number of data type. And really, to merge or to join, they need to be the same data type. So I'll go ahead and change this to a Text. Okay, great. Let me expand my queries there. So I have my postal code data and I have my survey data. Okay, now I have my two data sets ready to merge. On the Home tab of my ribbon in Power Query, I'll go to Merge Queries. If I choose Merge Queries here, then it will simply merge these two datasets into one. I like to keep mine separate so I'll hit the dropdown and tell it to merge the queries as new. Now it's asking me to select the tables. I'll go ahead and choose my PostalCode below, and just like a query where we have to join the two fields, here we select the fields that should match. Now, I have my survey data at the top and I have my postal code data at the bottom. I have both the postal codes selected and I see my join type, Left Outer, all from the first and matching from the second. So it's going to show me all of my survey data and where there's a matching postal code. It tells me that it's matching 337 of my 343 rows. That means either I have a miskeyed postal code or there's a postal code missing. I'll go ahead and click OK. And now I have my new merged query. Okay, what I'll do now is right click that Merge 1 and choose Rename. And I'll call this SurveyPostalCodes. Okay, I'm going to create another query because I want to analyze just the survey results of the people in the state of Alabama and the 67 counties. So I'll go ahead and choose Merge Queries. I'll do Merge Queries as New. And I'll perform the same join. I'll choose Survey. I'll choose PostalCode. Power Query doesn't offer left and right on the screen, it offers top and bottom, but the outer still works the same. So I'm less concerned about left or right and more concerned about outer and using those screen prompts. In Power Query, top is the left and bottom is the right. All right, so I'll choose a Left Outer. I'll choose my postal codes, and then I'll click OK. Let's go ahead and call this one AlabamaSurveyResults. Okay. So I'm going to go ahead and close my query settings, and I'm going to scroll over. So here I see my PostalCodes table. In a query, we drag and drop or double-click fields. In a merge query, we just expand. And here we can tell it what we want to bring over. I want the city, the state, and the county. I can click OK. Now, I'm going to report on this in map so I might need that latitude and longitude. Let me go back to my query settings which I closed earlier and hit that gear shape. Let's go ahead and add the latitude and longitude, and then I'll click OK. I'll go ahead and go back to SurveyPostalCodes. I'll scroll over here to the merge. And here I want everything but that TextPostalCode. Don't need time zone for my reporting either. I'll go ahead and click OK. Notice that it appended the postal code name. If I don't really want the title name in there, I can also address that. You see this Default column name prefix? I can delete that. And I can click OK. And then I just get those primary city and states. We do the same thing for my AlabamaSurveyResults. Again, that's just dependent upon what you want in your reporting. Perfect. Okay. So I have one final step and that's to actually filter for the state of Alabama. So let me scroll back over. I'll hit that dropdown by my state. I'll choose Alabama and click OK. All right, and then I'm ready to load all of this to the spreadsheet. Okay, and on my AlabamaSurveyResults, I'll go to Sheet4, and notice that it tells me I'm in the SurveyPostalCodes. I'll go back to Sheet5. So that on-screen Query & Connections can help you. So I'll go ahead and name this AlabamaOnly. I'll go to Sheet4, name this All Survey with Postal. Original Data. And my Postal Codes data. Rephrase, I'll go ahead and delete Sheet1. I don't need it. Okay, if I click back on the AlabamaSurveyResults, notice that it takes me directly to the Alabama sheet. Okay. I'll go ahead and save my work. Modeling data has become so much easier over the years. We model data to get it ready for further cleaning, for better reporting, but just remember, a little bit of knowledge will take you a long way. </p> </div> </div> </section> </div>  <div class="tab__panel" tabindex="0" role="tabpanel" hidden> <section class="core-section-container my-3 offline">  <h2 class="core-section-container__title section-title"> Download courses and learn on the go </h2>  <div class="core-section-container__content break-words"> <p class="offline__description"> Watch courses on your mobile device without an internet connection. Download courses using your iOS or Android LinkedIn Learning app. </p> <div class="offline__link-container"> <a class="offline__link" href="https://itunes.apple.com/app/apple-store/id1084807225?ls=1&pt=10746&mt=8&ct=learning_course_tab_viewoffline&trk=apple_app_store" data-tracking-control-name="apple_app_store" data-tracking-will-navigate rel="noopener noreferrer" target="_blank"> <img alt="Download on the App Store" class="offline__image" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/emczv26hz24woii2j4aleyry"> </a> <a class="offline__link" href="https://play.google.com/store/apps/details?id=com.linkedin.android.learning&referrer=utm_source%3Dlinkedinlearning%26utm_medium%3DmobileWeb%26utm_campaign%3Dlearning_guest&ct=learning_course_tab_viewoffline&trk=google_play_store" data-tracking-control-name="google_play_store" data-tracking-will-navigate rel="noopener noreferrer" target="_blank"> <img alt="Get it on Google Play" class="offline__image" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/535kqf5rsexfx0lucb3t6palb"> </a> </div>  </div> </section> </div> </div> </div> </section> <section class="right-rail papabear:w-right-rail-width papabear:ml-column-gutter mamabear:max-w-[790px] mamabear:px-mobile-container-padding babybear:max-w-[790px] babybear:px-mobile-container-padding"> <section class="table-of-contents mb-4"> <h2 class="table-of-contents__header"> Contents </h2> <ul class="table-of-contents__list"> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introduction <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introduction <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/beginning-your-data-analysis-journey-23310612?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Beginning your data analysis journey </div> <div class="table-of-contents__item-duration"> 46s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/what-you-should-know?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> What you should know </div> <div class="table-of-contents__item-duration"> 35s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/using-the-exercise-files?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Using the exercise files </div> <div class="table-of-contents__item-duration"> 21s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Getting Started with Data Analysis <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Getting Started with Data Analysis <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/defining-data-analysis-and-data-analyst?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Defining data analysis and data analyst </div> <div class="table-of-contents__item-duration"> 3m 1s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/discovering-if-you-are-an-analyst?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Discovering if you are an analyst </div> <div class="table-of-contents__item-duration"> 4m 8s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/organizational-roles-in-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Organizational roles in data </div> <div class="table-of-contents__item-duration"> 3m 5s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/understanding-types-of-data-job-roles?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Understanding types of data job roles </div> <div class="table-of-contents__item-duration"> 4m 44s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/discovering-skills-of-the-data-analyst?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Discovering skills of the data analyst </div> <div class="table-of-contents__item-duration"> 5m 1s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Fundamentals of Data Understanding <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Fundamentals of Data Understanding <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-to-identify-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning to identify data </div> <div class="table-of-contents__item-duration"> 4m 48s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-about-data-fields-and-types?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning about data fields and types </div> <div class="table-of-contents__item-duration"> 7m 23s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/dealing-with-the-data-you-don-t-have?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Dealing with the data you don't have </div> <div class="table-of-contents__item-duration"> 5m 42s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-syntax?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning syntax </div> <div class="table-of-contents__item-duration"> 3m 38s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-basic-sql-statements?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning basic SQL statements </div> <div class="table-of-contents__item-duration"> 6m 29s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/challenge-reading-sql?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Challenge: Reading SQL </div> <div class="table-of-contents__item-duration"> 58s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/solution-reading-sql?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Solution: Reading SQL </div> <div class="table-of-contents__item-duration"> 1m 23s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 3. Key Elements to Understand when Starting Data Analysis <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 3. Key Elements to Understand when Starting Data Analysis <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-to-interpret-existing-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning to interpret existing data </div> <div class="table-of-contents__item-duration"> 3m 27s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/finding-existing-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Finding existing data </div> <div class="table-of-contents__item-duration"> 3m 23s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/cleaning-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Cleaning data </div> <div class="table-of-contents__item-duration"> 2m 6s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/understanding-data-and-workflow?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Understanding data and workflow </div> <div class="table-of-contents__item-duration"> 5m 48s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/understanding-joins?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Understanding joins </div> <div class="table-of-contents__item-duration"> 2m 56s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/working-with-joins-and-validation?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Working with joins and validation </div> <div class="table-of-contents__item-duration"> 7m </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/challenge-products-are-not-categorized?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Challenge: Products are not categorized </div> <div class="table-of-contents__item-duration"> 42s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/solution-products-are-not-categorized?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Solution: Products are not categorized </div> <div class="table-of-contents__item-duration"> 2m 33s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 4. Getting Started with a Data Project <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 4. Getting Started with a Data Project <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/getting-started-with-data-projects?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Getting started with data projects </div> <div class="table-of-contents__item-duration"> 3m 12s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/discovering-common-beginner-mistakes?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Discovering common beginner mistakes </div> <div class="table-of-contents__item-duration"> 4m 13s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-excel-datasets?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning Excel datasets </div> <div class="table-of-contents__item-duration"> 5m 57s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-database-datasets?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning database datasets </div> <div class="table-of-contents__item-duration"> 5m 46s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/maintaining-original-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Maintaining original data </div> <div class="table-of-contents__item-duration"> 7m 1s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/understanding-truths?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Understanding truths </div> <div class="table-of-contents__item-duration"> 3m 3s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 5. Data Importing, Exporting, and Connections <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 5. Data Importing, Exporting, and Connections <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/learning-about-data-governance?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Learning about data governance </div> <div class="table-of-contents__item-duration"> 4m 27s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/understanding-source-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Understanding source data </div> <div class="table-of-contents__item-duration"> 4m 6s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/working-with-flat-files?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Working with flat files </div> <div class="table-of-contents__item-duration"> 8m 27s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/working-with-connections?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Working with connections </div> <div class="table-of-contents__item-duration"> 2m 9s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/creating-datasets-for-others?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Creating datasets for others </div> <div class="table-of-contents__item-duration"> 7m 43s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button show-more-less__button--hide" aria-expanded="true" data-tracking-control-name="learning-course_toc-section_show_more"> 6. Getting Started with Data Cleaning and Modeling <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button " aria-expanded="true" data-tracking-control-name="learning-course_toc-section_show_more"> 6. Getting Started with Data Cleaning and Modeling <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list " data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/understanding-etl-in-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Understanding ETL in data </div> <div class="table-of-contents__item-duration"> 1m 56s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/cleaning-data-using-excel-macros?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Cleaning data using Excel macros </div> <div class="table-of-contents__item-duration"> 6m 15s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/cleaning-data-with-power-query?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Cleaning data with Power Query </div> <div class="table-of-contents__item-duration"> 6m 30s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/working-with-reusable-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Working with reusable data </div> <div class="table-of-contents__item-duration"> 4m 47s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/modeling-data-with-queries?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Modeling data with queries </div> <div class="table-of-contents__item-duration"> 7m 32s </div> </div> </a> </li> <li class="toc-item toc-item--active"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/modeling-data-in-power-query?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="true"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Modeling data in Power Query </div> <div class="table-of-contents__item-duration"> 8m 34s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/challenge-rename-headers-in-power-query?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Challenge: Rename headers in Power Query </div> <div class="table-of-contents__item-duration"> 47s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/solution-rename-headers-in-power-query?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Solution: Rename headers in Power Query </div> <div class="table-of-contents__item-duration"> 4m 11s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 7. Applying Common Techniques for All Data Analysts <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 7. Applying Common Techniques for All Data Analysts <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/convert-data-in-power-query?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Convert data in Power Query </div> <div class="table-of-contents__item-duration"> 4m 4s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/finding-and-removing-duplicates?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Finding and removing duplicates </div> <div class="table-of-contents__item-duration"> 8m </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/changing-case-and-replace-values?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Changing case and replace values </div> <div class="table-of-contents__item-duration"> 3m 37s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/combining-data-with-merge-columns?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Combining data with merge columns </div> <div class="table-of-contents__item-duration"> 4m 22s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/creating-logical-functions?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Creating logical functions </div> <div class="table-of-contents__item-duration"> 2m 46s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/building-aggregate-datasets?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Building aggregate datasets </div> <div class="table-of-contents__item-duration"> 4m 56s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/challenge-count-and-amounts-of-products?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Challenge: Count and amounts of products </div> <div class="table-of-contents__item-duration"> 33s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/solution-count-and-amounts-of-products?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Solution: Count and amounts of products </div> <div class="table-of-contents__item-duration"> 3m 33s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Conclusion <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Conclusion <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/learning-data-analytics-1-foundations/more-resources-for-your-learning-data-analytics-journey?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> More resources for your learning data analytics journey </div> <div class="table-of-contents__item-duration"> 49s </div> </div> </a> </li> </ul>  </div> </li> </ul> </section> </section> </main> <div class="pre-footer ">  <section class="tw-linkster bg-cool-gray-20 browse-map" data-impression-id="learning-course_linkster" data-js-module-id="linkster"> <div class="max-w-screen-content-max-w w-full flex justify-between my-0 mx-auto mamabear:px-3 babybear:px-2 babybear:flex-col"> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Business Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-analysis-and-strategy?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Analysis and Strategy </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-software-and-tools?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Software and Tools </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/career-development-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Career Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/customer-service-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Customer Service </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/diversity-equity-and-inclusion-dei?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Diversity, Equity, and Inclusion (DEI) </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/finance-and-accounting?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Finance and Accounting </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/human-resources-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Human Resources </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/leadership-and-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Leadership and Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/marketing-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Marketing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/professional-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Professional Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/project-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Project Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/sales-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Sales </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/small-business-and-entrepreneurship?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Small Business and Entrepreneurship </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/training-and-education?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Training and Education </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all business courses" href="https://www.linkedin.com/learning/topics/business?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Creative Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/aec?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> AEC </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/animation-and-illustration?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Animation and Illustration </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/audio-and-music?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Audio and Music </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/graphic-design?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Graphic Design </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/motion-graphics-and-vfx?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Motion Graphics and VFX </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/photography-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Photography </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/product-and-manufacturing?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Product and Manufacturing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/user-experience?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> User Experience </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/2015-54?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Video </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/visualization-and-real-time?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Visualization and Real-Time </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/web-design?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Web Design </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all creative courses" href="https://www.linkedin.com/learning/topics/creative?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Technology Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/artificial-intelligence?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Artificial Intelligence (AI) </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/cloud-computing-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Cloud Computing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/security-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Cybersecurity </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/data-science?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Data Science </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/database-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Database Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/devops?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> DevOps </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/hardware?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Hardware </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/it-help-desk-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> IT Help Desk </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/mobile-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Mobile Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/network-and-system-administration?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Network and System Administration </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/software-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Software Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/web-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Web Development </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all technology courses" href="https://www.linkedin.com/learning/topics/technology?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> </div> </section> </div> <footer class="li-footer bg-transparent w-full "> <ul class="li-footer__list flex flex-wrap flex-row items-start justify-start w-full h-auto min-h-[50px] my-[0px] mx-auto py-3 px-2 papabear:w-[1128px] papabear:p-0"> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <span class="sr-only">LinkedIn</span> <icon class="li-footer__copy-logo text-color-logo-brand-alt inline-block self-center h-[14px] w-[56px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e12h2cd8ac580qen9qdd0qks8"></icon> <span class="li-footer__copy-text flex items-center">© 2024</span> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://about.linkedin.com?trk=d_learning_course_video_guest_footer-about" data-tracking-control-name="d_learning_course_video_guest_footer-about" data-tracking-will-navigate> About </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/accessibility?trk=d_learning_course_video_guest_footer-accessibility" data-tracking-control-name="d_learning_course_video_guest_footer-accessibility" data-tracking-will-navigate> Accessibility </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/user-agreement?trk=d_learning_course_video_guest_footer-user-agreement" data-tracking-control-name="d_learning_course_video_guest_footer-user-agreement" data-tracking-will-navigate> User Agreement </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/privacy-policy?trk=d_learning_course_video_guest_footer-privacy-policy" data-tracking-control-name="d_learning_course_video_guest_footer-privacy-policy" data-tracking-will-navigate> Privacy Policy </a> </li>  <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/cookie-policy?trk=d_learning_course_video_guest_footer-cookie-policy" data-tracking-control-name="d_learning_course_video_guest_footer-cookie-policy" data-tracking-will-navigate> Cookie Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/copyright-policy?trk=d_learning_course_video_guest_footer-copyright-policy" data-tracking-control-name="d_learning_course_video_guest_footer-copyright-policy" data-tracking-will-navigate> Copyright Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://brand.linkedin.com/policies?trk=d_learning_course_video_guest_footer-brand-policy" data-tracking-control-name="d_learning_course_video_guest_footer-brand-policy" data-tracking-will-navigate> Brand Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/psettings/guest-controls?trk=d_learning_course_video_guest_footer-guest-controls" data-tracking-control-name="d_learning_course_video_guest_footer-guest-controls" data-tracking-will-navigate> Guest Controls </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/professional-community-policies?trk=d_learning_course_video_guest_footer-community-guide" data-tracking-control-name="d_learning_course_video_guest_footer-community-guide" data-tracking-will-navigate> Community Guidelines </a> </li>  <li class="li-footer__item font-sans text-xs text-color-text-low-emphasis flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <div class="collapsible-dropdown collapsible-dropdown--footer collapsible-dropdown--up flex items-center relative hyphens-auto language-selector z-2">  <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-[100%] top-auto" role="menu" tabindex="-1"> <li class="language-selector__item" role="presentation">  <button aria-label="العربية (Arabic)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ar_AE" data-locale="ar_AE" role="menuitem" lang="ar_AE"> العربية (Arabic) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="বাংলা (Bangla)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-bn_IN" data-locale="bn_IN" role="menuitem" lang="bn_IN"> বাংলা (Bangla) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Čeština (Czech)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-cs_CZ" data-locale="cs_CZ" role="menuitem" lang="cs_CZ"> Čeština (Czech) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Dansk (Danish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-da_DK" data-locale="da_DK" role="menuitem" lang="da_DK"> Dansk (Danish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Deutsch (German)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-de_DE" data-locale="de_DE" role="menuitem" lang="de_DE"> Deutsch (German) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Ελληνικά (Greek)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-el_GR" data-locale="el_GR" role="menuitem" lang="el_GR"> Ελληνικά (Greek) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="English (English) selected" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link--selected" data-tracking-control-name="language-selector-en_US" data-locale="en_US" role="menuitem" lang="en_US"> <strong>English (English)</strong> </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Español (Spanish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES"> Español (Spanish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="فارسی (Persian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fa_IR" data-locale="fa_IR" role="menuitem" lang="fa_IR"> فارسی (Persian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Suomi (Finnish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fi_FI" data-locale="fi_FI" role="menuitem" lang="fi_FI"> Suomi (Finnish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Français (French)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fr_FR" data-locale="fr_FR" role="menuitem" lang="fr_FR"> Français (French) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="हिंदी (Hindi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN"> हिंदी (Hindi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Magyar (Hungarian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU"> Magyar (Hungarian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Indonesia (Indonesian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-in_ID" data-locale="in_ID" role="menuitem" lang="in_ID"> Bahasa Indonesia (Indonesian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Italiano (Italian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-it_IT" data-locale="it_IT" role="menuitem" lang="it_IT"> Italiano (Italian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="עברית (Hebrew)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL"> עברית (Hebrew) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="日本語 (Japanese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="한국어 (Korean)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR"> 한국어 (Korean) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="मराठी (Marathi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN"> मराठी (Marathi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Malaysia (Malay)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (Malay) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (Norwegian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (Punjabi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Polski (Polish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (Polish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (Romanian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Русский (Russian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU"> Русский (Russian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Svenska (Swedish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE"> Svenska (Swedish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="తెలుగు (Telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN"> తెలుగు (Telugu) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ภาษาไทย (Thai)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (Thai) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (Tagalog) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Türkçe (Turkish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR"> Türkçe (Turkish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Українська (Ukrainian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA"> Українська (Ukrainian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tiếng Việt (Vietnamese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN"> Tiếng Việt (Vietnamese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="简体中文 (Chinese (Simplified))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" data-locale="zh_CN" role="menuitem" lang="zh_CN"> 简体中文 (Chinese (Simplified)) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="正體中文 (Chinese (Traditional))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_TW" data-locale="zh_TW" role="menuitem" lang="zh_TW"> 正體中文 (Chinese (Traditional)) </button> </li>  </ul> <button class="language-selector__button select-none relative pr-2 font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover hover:cursor-pointer focus:text-color-link-focus focus:outline-dotted focus:outline-1" aria-expanded="false" data-tracking-control-name="footer-lang-dropdown_trigger"> <span class="language-selector__label-text mr-0.5 break-words"> Language </span> <icon class="language-selector__label-chevron w-2 h-2 absolute top-0 right-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> </div> </li> </ul>  </footer> <script src="https://static.licdn.com/aero-v1/sc/h/eh08muqvrde4h3hc6koyij5ti" async></script>  <script src="https://static.licdn.com/aero-v1/sc/h/ek2tdg64hm7rdsrulg3lyo2vc" async defer></script> <script data-delayed-url="https://static.licdn.com/aero-v1/sc/h/81wy0f4hfrhoilx9eqdwg202z" data-module-id="media-player"></script> <code id="trackingData" style="display: none"></code> <code id="alcOnlyData" style="display: none"></code> </body> </html>

CINXE.COM

Modeling data in Power Query - Learning Data Analytics: 1 Foundations Video Tutorial | LinkedIn Learning, formerly Lynda.com