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python data analytics

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Data analysis and science using pandas, matplotlib, and the python programming language

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, Python Data Analytics
Data Analysis and Science Using
Pandas, matplotlib, and the
Python Programming Language




Fabio Nelli

,Python Data Analytics
Copyright © 2015 by Fabio Nelli
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ISBN-13 (pbk): 978-1-4842-0959-2
ISBN-13 (electronic): 978-1-4842-0958-5
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, Contents at a Glance

About the Author���������������������������������������������������������������������������������������������������xvii
About the Technical Reviewer��������������������������������������������������������������������������������xix
Acknowledgments��������������������������������������������������������������������������������������������������xxi


■Chapter 1: An Introduction to Data Analysis��������������������������������������������������������� 1

■Chapter 2: Introduction to the Python’s World���������������������������������������������������� 13

■Chapter 3: The NumPy Library����������������������������������������������������������������������������� 35

■Chapter 4: The pandas Library—An Introduction������������������������������������������������ 63

■Chapter 5: pandas: Reading and Writing Data��������������������������������������������������� 103

■Chapter 6: pandas in Depth: Data Manipulation������������������������������������������������ 131

■Chapter 7: Data Visualization with matplotlib��������������������������������������������������� 167

■Chapter 8: Machine Learning with scikit-learn������������������������������������������������� 237

■Chapter 9: An Example—Meteorological Data�������������������������������������������������� 265

■Chapter 10: Embedding the JavaScript D3 Library in IPython Notebook ��������� 289

■Chapter 11: Recognizing Handwritten Digits���������������������������������������������������� 311

■Appendix A: Writing Mathematical Expressions with LaTeX����������������������������� 317

■Appendix B: Open Data Sources������������������������������������������������������������������������ 327

Index��������������������������������������������������������������������������������������������������������������������� 331




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