{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to pyshtools\n", "\n", "*pyshtools* is a Python package for working with spherical harmonics. The routines of this package can be used to perform spherical harmonic transforms and reconstructions, rotations of data expressed in spherical harmonics, multitaper spectral analyses on the sphere, and the creation of publication quality graphics. The base functions are fast routines written in Fortran 95 from the SHTOOLS package, and *pyshtools* provides easy access to these by use of Python-wrapper functions and a compact class interface.\n", "\n", "To get started, import the standard *matplotlib* library for graphics, *numpy* for mathematical extensions to Python, and *pyshtools*:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyshtools as pysh" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *pyshtools* package contains several classes, including SHCoeffs, SHGrid, and SHWindow, a subpackage shtools that contains the Python-wrapped Fortran functions, and several subpackages that contain both native python routines and references to routines in shtools (constant, legendre, expand, shio, spectralanalysis, rotate, gravmag, and util). The classes SHCoeffs, SHGrid, and SHWindow bundle the vast majority of *pyshtools* functionality, and in this notebook we will demonstrate how to use the classes related to grids and spherical harmonic coefficients." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*pyshtools* can also define *matplotlib* configuration variables for creating publication quality graphics. These can be set using the function figstyle and by specifing the relative width of the image with respect to a journal page. If necessary, one can also specify optional parameters for the resolution of the screen, the maximum width of the image, and the default image aspect ratio." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "pysh.utils.figstyle(rel_width=0.75)\n", "%config InlineBackend.figure_format = 'retina' # if you are not using a retina display, comment this line!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid and Coefficient classes\n", "\n", "Let's start by first creating a power spectrum (i.e., the total power per degree) that follows a power law with exponent -2, up to and including degree 100. To avoid a division by zero, we will set the degree 0 term to infinity:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "degrees = np.arange(101, dtype=float)\n", "degrees[0] = np.inf\n", "power = degrees**(-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we create a random realization of spherical harmonic coefficients whose expected power is given by the spectrum we just created:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "clm = pysh.SHCoeffs.from_random(power, seed=12345)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This creates a new class instance of SHCoeffs that contains several attributes and methods. For reproducibility, the optional parameter seed specifies the seed of the *numpy* random number generator. By default, *pyshtools* assumes that the coefficients are real and that they are normalized using the '4pi' convention exlcuding the Condon-Shortley phase factor. This is the standard normalization in Geodesy and many fields of geophysics and spectral analysis. Other normalizations can be specified explicitly by specifying the optional parameter normalization, which can be '4pi', 'ortho', 'schmidt', or 'unnorm'. The Condon-Shortley phase can be included by setting the optional parameter csphase to -1, and if you wanted complex coefficients, you could set kind='complex'.\n", "\n", "from_random() is just one way to create a set of spherical harmonic coefficients. The other constructor methods are from_file() to read the coefficients from an shtools or npy formatted file, from_zeros() if you just want all the coefficients to be set to zero, from_array() if you already have a *numpy* array of the coefficients, and from_cap() if you want to return the coefficients of a spherical cap. When reading from a file, if a URL is specified, the data will be downloaded directly from the web site.\n", "\n", "Next, let's calculate the power spectrum and plot it. *pyshtools* provides a built in plotting function to do this, and as we will see below, the power spectrum can also be returned as a *numpy* array using the spectrum() method." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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