Mastering pandas : a complete guide to pandas, from installation to advanced data analysis techniques / Ashish Kumar.
Perform advanced data manipulation tasks using pandas and become an expert data analyst. Key Features Manipulate and analyze your data expertly using the power of pandas Work with missing data and time series data and become a true pandas expert Includes expert tips and techniques on making your dat...
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| Online Access: |
Full Text (via O'Reilly/Safari) |
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| Main Author: | |
| Format: | eBook |
| Language: | English |
| Published: |
Birmingham, UK :
Packt Publishing,
2019.
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| Edition: | Second edition. |
| Subjects: |
Table of Contents:
- Section 1: Overview of Data Analysis and pandas. Chapter 1: Introduction to pandas and Data Analysis ; Chapter 2: Installation of pandas and Supporting Software
- Section 2: Data Structures and I/O in pandas. Chapter 3: Using NumPy and Data Structures with pandas ; Chapter 4: I/Os of Different Data Formats with pandas
- Section 3: Mastering Different Data Operations in pandas. Chapter 5: Indexing and Selecting in pandas ; Chapter 6: Grouping, Merging, and Reshaping Data in pandas ; Chapter 7: Special Data Operations in pandas ; Chapter 8: Time Series and Plotting Using Matplotlib
- Section 4: Going a Step Beyond with pandas. Chapter 9: Making Powerful Reports In Jupyter Using pandas ; Chapter 10: A Tour of Statistics with pandas and NumPy ; Chapter 11: A Brief Tour of Bayesian Statistics and Maximum Likelihood Estimates ; Chapter 12: Data Case Studies Using pandas ; Chapter 13: The pandas Library Architecture ; Chapter 14: pandas Compared with Other Tools ; Chapter 15: A Brief Tour of Machine Learning.