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• Half-title
• Title page
• Copyright information
• Contents
• Acknowledgments
• Code Listings
• 1 Introduction
• 1.1 About This Book
• 1.2 About Python
• 1.3 Installing Python
• 1.4 The Command Line
• 2 The Core Python Language I
• 2.1 The Python Shell
• 2.2 Numbers, Variables, Comparisons and Logic
• 2.3 Python Objects I: Strings
• 2.4 Python Objects II: Lists, Tuples and Loops
• 2.5 Control Flow
• 2.6 File Input/Output
• 2.7 Functions
• 3 Interlude: Simple Plots and Charts
• 3.1 Basic Plotting
• 3.2 Labels, Legends and Customization
• 3.3 More Advanced Plotting
• 4 The Core Python Language II
• 4.1 Errors and Exceptions
• 4.2 Python Objects III: Dictionaries and Sets
• 4.3 Pythonic Idioms: “Syntactic Sugar”
• 4.4 Operating-System Services
• 4.5 Modules and Packages
• 4.6 An Introduction to Object-Oriented Programming
• 5 IPython and Jupyter Notebook
• 5.1 IPython
• 5.2 Jupyter Notebook
• 6 NumPy
• 6.1 Basic Array Methods
• 6.2 Reading and Writing an Array to a File
• 6.3 Statistical Methods
• 6.4 Polynomials
• 6.5 Linear Algebra
• 6.6 Random Sampling
• 6.7 Discrete Fourier Transforms
• 7 Matplotlib
• 7.1 Line Plots and Scatter Plots
• 7.2 Plot Customization and Refinement
• 7.3 Bar Charts, Pie Charts and Polar Plots
• 7.4 Annotating Plots
• 7.5 Contour Plots and Heatmaps
• 7.6 Three-Dimensional Plots
• 7.7 Animation
• 8 SciPy
• 8.1 Physical Constants and Special Functions
• 8.2 Integration and Ordinary Differential Equations
• 8.3 Interpolation
• 8.4 Optimization, Data-Fitting and Root-Finding
• 9 Data Analysis with pandas
• 9.1 Introduction to pandas
• 9.2 Reading and Writing Series and DataFrames
• 9.3 More Advanced Indexing
• 9.4 Data Cleaning and Exploration
• 9.5 Data Grouping and Aggregation
• 9.6 Examples
• 10 General Scientific Programming
• 10.1 Floating-Point Arithmetic
• 10.2 Stability and Conditioning
• 10.3 Programming Techniques and Software Development
• Appendix A Solutions
• Appendix B Differences Between Python Versions 2 and 3
• Appendix C SciPy’s odeint Ordinary Differential Equation Solver
• Glossary
• Index