Python for data analysis data wrangling with Pandas, NumPy, and Jupyter
Preliminaries -- Python language basics IPython, and Jupyter notebooks -- Built-in data structures, functions, and files -- NumPy basics: arrays and vectorized computation -- Getting started with pandas -- Data loading, storage, and file formats -- Data cleaing and preparation -- Data wrangling: joi...
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Format: | UnknownFormat |
Sprache: | eng |
Veröffentlicht: |
Beijing, Boston, Farnham, Sebastopol, Tokyo
O'Reilly
August 2022
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Ausgabe: | Third edition |
Schlagworte: | |
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Zusammenfassung: | Preliminaries -- Python language basics IPython, and Jupyter notebooks -- Built-in data structures, functions, and files -- NumPy basics: arrays and vectorized computation -- Getting started with pandas -- Data loading, storage, and file formats -- Data cleaing and preparation -- Data wrangling: join, combine, reshape -- Plotting and visualization -- Data aggregation and group operations -- Time series -- Introduction to modeling libraries in Python -- Data analysis examples -- Advanced NumPy -- More on the IPython system. "Get the definitive handbook for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.9 and pandas 1.2, the third edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively. You'll learn the latest versions of pandas, NumPy, and Jupyter in the process. It's ideal for analysts new to Python and for Python programmers new to data science and scientific computing." -- |
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Beschreibung: | Includes index |
Beschreibung: | xvi, 561 Seiten Illustrationen, Diagramme 24 cm |
ISBN: | 9781098104030 978-1-0981-0403-0 109810403X 1-0981-0403-X |