ENGLISH

Statistics and Data Visualization in Climate Science with R and Python

By SAMUEL S. P. SHEN; GERALD R. NORTH

Book information

Publisher
Cambridge University Press
Year
2023
ISBN
9781108842570, 9781108903578, 9781108829465
Language
english
Format
PDF
Filesize
36 MB (37264734 bytes)
Pages
415\415
Orientation
portrait
Paginated
yes
Scanned
no
Time added
2023-11-20 11:56:54

Description

A comprehensive overview of essential statistical concepts, useful statistical methods, data visualization, and modern computing tools for the climate sciences and many others such as geography and environmental engineering. It is an invaluable reference for students and researchers in climatology and its connected fields who wish to learn data science, statistics, R and Python programming. The examples and exercises in the book empower readers to work on real climate data from station observations, remote sensing and simulated results. For example, students can use R or Python code to read and plot the global warming data and the global precipitation data in netCDF, csv, txt, or JSON; and compute and interpret empirical orthogonal functions. The book's computer code and real-world data allow readers to fully utilize the modern computing technology and updated datasets. Online supplementary resources include R code and Python code, data files, figure files, tutorials, slides and sample syllabi.

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