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Chapter-2. Python language basics, IPython and Jupyter Notebook
The python interpreter
IPython basics
Python basics
Chapter-3. Built-in Data structures. Functions and Files
Data structures and sequences
Functions
Files and operating system
Chapter-4. Numpy basics: Arrays and vectorized computation
The Numpy ndarray: A Multidimensional array object
Universal functions: Fast Element-wise array functions
Array-oriented programming with arrays
File input and output with arrays
Linear algebra
Pseudorandom number generation
Chapter-5. Getting started with pandas
Introduction to pandas data structures
Essential functionality
Summarizing and computing descriptive statistics
Chapter-6. Data Loading, Storage and File Formats
Reading and writing data in text format
Binary data formats
Interacting with Databases
Chapter-7. Data Cleaning and Preparation
Handling missing data
Data transformation
String manipulation
Chapter-8. Data wrangling: Join, Combine and Reshape
Hierarchical indexing
Combining and merging datasets
Reshaping and pivoting
Chapter-9. Plotting and Visualization
A brief matplotlib API Primer
Plotting with pandas and seaborn
Other python Visualization tools
GroupBy mechanics
Data Aggregation
Apply: general split-apply-combine
Pivot tables and cross tabulation
Date and Time data types and tools
Time series basics
Date Ranges, Frequencies and shifting
Time zone handling
Periods and period arithmetic
Resampling and frequency conversion
Moving window functions
Chapter-12. Advanced pandas
Categorical data
Advanced GroupBy use
Techniques for method chaining
Chapter-13. Introduction to modeling libraries in python
Interfacing between pandas and model code
Creating model descriptions with patsy
Introduction to statsmodels
Introduction to scikit-learn
Chapter-14. Data analysis examples
UAS gov. data from Bitly
Movielens 1M Dataset
US baby names 1880-2010
2012 federal election commission Dataset
More on the IPython system
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python for data analysis(2nd edition)
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