What is Stationarity? - Time Series Analysis in Python

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Learn all about stationary time series in this Python tutorial for beginners. Discover what stationarity is, why it's important, and how to achieve it using Python. Follow along with the notebook on your screen as we explain the concept and provide examples. Don't forget to subscribe for more tutorials like this one!! 📈

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Hi, I'm Egor! 👋 I am a Data Scientist with a master's in Physics currently living in London. I share data science tutorials, advice and general tech topics!

⏰ TIMESTAMPS
0:00 Intro
0:18 What is stationarity
02:00 Differencing transform
03:28 Logarithm transform
05:50 ADF test
07:55 Why do we need it

DISCLAIMERS
This content is for educational and entertainment purposes only and should not be considered as professional advice. Views and opinions are my own and do not represent or reflect the opinions of my current or past employer or any organisations I am associated with. This description also contains affiliate links from which I may receive a small commission from.
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The ending is good. Why we need to make a time series stationary? I never had a clear idea as I was following most books, which they just do it as a ritual.

karthy
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Great video, you explained 1 month of my class in under 10 minutes

miguelsuarez
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Great video thanks! Good pace and clear, you are a natural teacher.

imyhull