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You can also set up a suite of tools that can enable various user interactions with your visualization. In this step, you can customize everything from the titles to the tick marks. Set up the Figure(s)ДЇrom here, youвЂ™ll assemble your figure, preparing the canvas for your visualization. In this tutorial, youвЂ™ll learn about two common options that Bokeh provides: generating a static HTML file and rendering your visualization inline in a Jupyter Notebook. Determine Where the Visualization Will Be RenderedДЄt this step, youвЂ™ll determine how you want to generate and ultimately view your visualization. This step commonly involves data handling libraries like Pandas and Numpy and is all about taking the required steps to transform it into a form that is best suited for your intended visualization. If you need a quick refresher on handling data in Python, definitely check out the growing number of excellent Real Python tutorials on the subject. You can download the examples and code snippets from the Real Python GitHub repo.ДЄny good data visualization starts with-you guessed it-data.

Add interactivity to your visualizations.

Customize and organize your visualizations.

Transform your data into visualizations, using Bokeh.

Using a number of examples on a real-world dataset, the goal of this tutorial is to get you up and running with Bokeh. However, itвЂ™s an equally powerful tool for exploring and understanding your data or creating beautiful custom charts for a project or report. This makes it a great candidate for building web-based dashboards and applications. Unlike popular counterparts in the Python visualization space, like Matplotlib and Seaborn, Bokeh renders its graphics using HTML and JavaScript. Watch it together with the written tutorial to deepen your understanding: Interactive Data Visualization in Python With BokehД«okeh prides itself on being a library for interactive data visualization. That's also why you can't just plug in a S3&K ROM hack and expect that to work with S3AIR.Watch Now This tutorial has a related video course created by the Real Python team. Other ROMs than the Steam versions usually don't use the exact same internal layout, so reading anything from those would only produce garbage data that the game can't handle, so it would probably crash right away. This project does not endorse piracy in any way.ДЄside from that, there's also a hard technical requirement to use that exact ROM: S3AIR loads a lot of data directly from the ROM and expects all of that in very specific locations.

Using just any ROM downloaded from somewhere on the internet is not. Getting the Steam version of Sonic 3 & Knuckles and using its ROM is a clean, 100% legal way to get S3AIR running. Why can't I just use any Sonic 3 & Knuckles ROM?

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If you're at the latest drivers already, you can still switch the game to fail-safe mode, as described in the Manual PDF linked above. You should definitely make sure your graphics drivers are up-to-date.

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What to do when the game just crashes on startup?ДЄ common problem is graphics driver issues. For instructions on that, have a look at the Manual PDF linked above.

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What to do when there's graphics issues with Sonic 3 A.I.R.?Д¬hanging the renderer to OpenGL Software could help. Have a look at the Manual PDF, you can find all information there.

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How do I install / update Sonic 3 A.I.R.? (Other platforms) Your existing save game data will be used by the new version as well, as it's stored outside of the actual game installation (see the game's Manual PDF for details).ДЄfter a quick check if the new version is working, you can safely delete the old game installation. It's as easy as installing the new version, preferrably to a different location than the old installation. How do I update to a new version of Sonic 3 A.I.R.? (Windows) Now you can start the Sonic3AIR.exe there.

on your desktop, or your documents folder, etc.). Just download one of the ZIP files for either the stable or preview versions, and extract it to some location on your hard drive (e.g. How do I install Sonic 3 A.I.R.? (Windows)

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