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[Music] so far weve set up the our markdown file to produce an html output now html is maybe less common if youre at the university or youre writing a paper right however it is more common in the private sector or in any area that works you know in i.t or data science because what it does allow is to include interactive elements right its a browser-based output so you can include certain elements of interactivity i have in our actually in our markdown file here the only interactive element is you can choose between different tabs right in the results section however you could also produce graphs that you can browse over and click on or dashboards where you can make choices of what you want to visualize we havent covered it in this course but the html output does provide the possibility of making your report more interactive and dynamic in that way and also hosting it online and website with a word or pdf file you always have to upload it somewhere and somebody has to click on it