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NumPy Cookbook - Second Edition by Ivan Idris

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Chapter 12. Exploratory and Predictive Data Analysis with NumPy

In this chapter, we cover the following recipes:

  • Exploring atmospheric pressure
  • Exploring the day-to-day pressure range
  • Studying annual atmospheric pressure averages
  • Analyzing maximum visibility
  • Predicting pressure with an autoregressive model
  • Predicting pressure with a moving average model
  • Studying intrayear average pressure
  • Studying extreme values of atmospheric pressure

Introduction

Data analysis is one of the most important use cases of NumPy. Depending on our goals, we can distinguish between many phases and types of data analysis. In this chapter, we will talk about exploratory and predictive data analysis. Exploratory data analysis probes the data for clues. At this stage, we are probably ...

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