![]() Even online slot games are essentially random number generators. In fact, the unpredictable nature of roulette is what makes it so thrilling in the first place. We can never say for certain which number the ball will land on. The roulette wheel is also a common random number generator. That is one of many ways we let randomness control a game. It ensures equal odds of winning for everyone playing. As we know, this device pulls out a number of lottery balls at random and creates the winning combination. There's one random number generator we are all familiar with - the lottery drum. In this article, we are going to talk about different ways we use randomness, as well as the tools we that help us achieve it. That is especially true if we haven't heard that song in a while, not to mention that so many board and card games also depend on randomness. ![]() Despite our tendency to create custom playlists, we still like when our app "surprises" us with a song. Here's an example we can all relate to - the "shuffle" option on most music apps. Therefore, we can say that while we are faithful to order and structure, we also enjoy flirting with randomness. In fact, we cannot deny that we like surprises and coincidences. Of course, it certainly helps us with our daily tasks, but the colors change when something surprising happens. Still, order comes with a flaw - it's predictable. Almost everything we do follows certain rules and regulations there are laws in place and rules to adhere to. The examples are many - schedules, tidy rooms, neatly folded clothes, and the like. By sorting the data by “Average Roll” here we can see that Milos had a fairly rough night.As humans, we naturally strive for some kind of order. While the overall data is fairly random, you can definitely see how unlucky some people can be for a single session. The data seemed to back this up based on my memory. My hypothesis was that the more skill checks we did versus attacks (“strikes”), the more we tried to solve the challenges non-violently. One thing I wanted to look at was how the types of rolls we made changed session to session. Unsurprisingly, the full data set looks fairly random. It took me awhile to really understand how it worked, but now that I got over that hump in the learning curve, I can create a dashboard without much struggle. It’s made to take advantage of the Plotly graphing framework, and also has some really nice wrappers for tabular data. It’s a python framework that let’s you specify an HTML layout and the callbacks to update the page as the user changes the fields. This has led me to use Plotly Dash as my go to framework for making interactive data visualizations. I’m not much of a fan of web development and I try to do as little direct HTML/CSS/Javascript as possible. With all this done, I stored the results as a CSV to be loaded by the dashboard.
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