Density-based spatial clustering of applications with

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4 min readNov 22, 2020

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It’s a beautiful summer day in early August. You’ve got some friends over for a cookout by the lake. People brought a dish to pass and their kids’ life jackets. The grill is going, drinks are flowing and everyone is having a great time. You’re standing around the bbq with a couple of guys from work telling them about the job you were on last week. The piece of equipment you were working with broke down, you call it a N-word.OpenCV: Complete Beginners Guide To Master the Basics Of Computer Vision With Code!
A tutorial with codes to master all the important concepts of computer vision and how to implement them using OpenCVtowardsdatascience.comIf you think things couldn’t possibly get any worse than five simultaneous storms in the North Atlantic combined with paralyzing fires along the West Coast and numerous other natural disasters around the world caused by anthropogenic climate change, in the words of Judas Priest, you’ve got another thing coming.

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A tutorial with codes to master all the important concepts of computer vision and how to implement them using OpenCVtowardsdatascience.com

If we were to go with the second option, we could have problematic imputations, as outliers can greatly change the values of statistical methods . For example, going back to our fictional data with no outliers:
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5 Best Python Project Ideas With Full Code Snippets And Useful Links!
Code snippet and examples for the 5 best project Ideas to build an awesome resume for Python and Machine Learning!towardsdatascience.comIf you think things couldn’t possibly get any worse than five simultaneous storms in the North Atlantic combined with paralyzing fires along the West Coast and numerous other natural disasters around the world caused by anthropogenic climate change, in the words of Judas Priest, you’ve got another thing coming.Clearly this analogy is quite extreme, but the idea remains the same; outliers in our data is usually a problem, as outliers can cause serious problems in statistical analysis and modelling. However, in this article, we will be looking at a few ways into how we can detect and combat them.

Put yourself into the shoes of a particular rural, middle-class, white American: You’re from a small town in Upstate NY. Your high school class had fewer than 200 people in it. After graduation, you took a job working construction. You made good money and have worked for the company for 15 years now. You’re a foreman and you manage a crew of 25 people, mostly men. There are a few people of color who work for your company, but just one Black man on your crew. The county you live in has fewer than 100,000 people. Of those, 95% are white.
Fifty percent of the people standing around don’t take notice of what you’ve said because it’s part of their vocabulary, too. Forty-eight percent look around uncomfortably but say nothing. They don’t use the N-word, but they won’t tell you not to. Two percent stop what they’re doing and raise an eyebrow.
In statistics, an outlier is a data point that differs significantly from other observations. From the figure above, we can clearly see that while most points lie in and around the linear hyperplane, a single point can be seen diverge from the rest. This point is an outlier.

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