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Chapter 1: Introduction
Chapter 2: The Core Python Language I
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Chapter 3: Simple Plotting with pylab
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Chapter 4: The core Python language II
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Chapter 5: IPython and IPython Notebook
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Chapter 6: NumPy
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Chapter 7: Matplotlib
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Chapter 8: SciPy
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Chapter 9: General Scientific Programming
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Book (2nd ed.)
Chapter 1: Introduction
Chapter 2: The Core Python Language I
Examples
Questions
Problems
Additional Problems
Chapter 3: Simple Plots and Charts
Examples
Problems
Chapter 4: The core Python language II
Examples
Questions
Problems
Additional Problems
Chapter 5: IPython and Jupyter Notebook
Examples
Problems
Chapter 6: NumPy
Examples
Questions
Problems
Additional Examples
Additional Problems
Chapter 7: Matplotlib
Examples
Questions
Problems
Chapter 8: SciPy
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Questions
Problems
Additional Examples
Additional Problems
Chapter 9: Data Analysis with pandas
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Chapter 10: General Scientific Programming
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Book (2nd ed.)
Chapter 6: NumPy
Problems
Problems
P6.1
P6.1.1 A structured array of whale species data
P6.1.2 The shoelace algorithm
P6.1.3 Gaussian functions and their derivatives
P6.2
P6.2.1 8000 m peaks
P6.2.2 Airport distances
P6.2.3 Immunization rates
None Analysing meteorological data with NumPy
P6.3
P6.3.1 Analysing lottery results
P6.3.2 Plotting a histogram with pyplot.bar
P6.3.3 Plotting a height distribution histogram
P6.4
P6.4.1 Analysis of a nuclear explosion
P6.4.2 Linear Regression on four data sets
P6.4.3 The van der Waals equation of state
P6.4.4 Saturn V first stage launch analysis
P6.5
P6.5.1 Planck units of measurement
P6.5.2 The moment of inertia tensor
P6.5.3 Singular value decomposition
P6.5.4 Finding the number of integers not containing the digit 5
P6.5.5 The Fibonacci sequence by matrix similarity transform
P6.5.6 Conic sections
P6.5.7 Radioactive decay
P6.6
P6.6.1 Coin-flipping simulation
P6.6.2 Buffon's needle
P6.6.3 A simple model for chemotaxis
P6.6.4 Modeling meanders
P6.7
P6.7.1 Apodization
P6.7.2 Fourier expansion of a square wave
P6.7.3 Fourier transform of a sound file