The book "Pandas. Working with data »
Hello! We have finally prepared the release of our book " Pandas . Work with data! " Much of her material is devoted to classes Series and DataFrame , which is provided by pandas for storing and manipulating data, the configuration topic is also affected. pandas , work with time series, visualization of data, etc.
At the moment " Pandas . Working with data " is available only on our website, in the future, we hope that it will be available at large sites selling e-books.
Introduction to pandas and its installation is
Data structures Series and DataFrame
Access to data in structures pandas
Work with omissions in the data
Below is a summary, without a detailed description of the contents of the chapters.
Chapter 1. Introduction
What is pandas ?
Chapter 2. Data structures in Pandas : Series and DataFrame
The data structure is Series
The data structure is DataFrame
Chapter 3. Access to data in structures pandas
Two approaches to accessing data in pandas
Access to structure data Series
Access to structure data DataFrame
Using Attributes to Access Data
Obtaining a random set of structures. pandas
Indexing using logical expressions
Use of isin for working with data in pandas
Chapter 4. Work with skips in the data
Pandas and missing data
Replacement of missing data
Deleting objects /columns with missing data
Chapter 5. Working with Data Structures in pandas : delete, join, extension, grouping
Adding elements to the structure. pandas
Remove elements from the structure in pandas
Combining the data
Chapter 6. Working with external data sources
Working with data in the format CSV
Working with data in the format JSON
Working with Excel files
Chapter 7. Data Operations
Using methods of type str to work with text data
Chapter 8. Configuring pandas
API to work with the settings pandas
Library settings pandas
Chapter 9. Tools for working with data
Sliding window. Statistics
Expanding window. Statistics
Aggregation of data
Chapter 10. Time series
Work with timestamps
Work with time intervals
Use of time series as indices
Chapter 11. Data Visualization
Construction of graphs
Customize the appearance of the diagram
In the future I would like to try my hand at translation. It's very interesting to work with the book " Functional Programming in Python " David Mertz , which we could not find in Russian. Its volume is only 49 pages, apparently, so no one was interested in translating. Because the book itself is free, then the translation will also be free, if, all the same, we are going to do it =)
For the moment, the legality of this adventure worries! We tried to get permissions from O'Reilly , but they are silent. Does anyone have any experience of this kind of work? Share, please, we will be very grateful!
All development, thank you for your attention!
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