{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to pyshtools (Part 1): Grids and Coeffs\n", "\n", "*pyshtools* is a Python module that provides functions for working with spherical harmonics. The base functions are time-tested routines from the Fortran 95 SHTOOLS package. *pyshtools* provides easy access to these routines by use of Python-wrapper functions and a few simplified classes for spherical harmonic coefficients, grids, and localization windows.\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": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyshtools" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pyshtools namespace is composed of three classes (`SHCoeffs`, `SHGrid`, and `SHWindow`) a submodule `shtools` that contains all of the Python-wrapped Fortran functions, and a series of submodules that contain subsets of these functions (`constant`, `legendre`, `expand`, `shio`, `spectralanalysis`, `localizedspectralanalysis`, `rotate`, `gravmag`, and `other`). The vast majority of *pyshtools* functionality is implemented in the classes `SHCoeffs` and `SHGrid`, which we will demonstrate here.\n", "\n", "Let's start by first creating a power spectrum 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 zero:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "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 will create a random realization of spherical harmonic coefficients whose expectation of the power spectrum is given by the spectrum we just created:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "clm = pyshtools.SHCoeffs.from_random(power)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This creates a new class instance of `SHCoeffs` that contains several attributes and method functions that will be explored below. By default, *pyshtools* assumes that the coefficients are real and that they are normalized using the `'4pi'` convention that exlcudes the Condon-Shortley phase factor. This is the standard normalization in Geodesy and many fields of geophysics and spectral analysis. Nevertheless, another normalization can be specified explicitly by providing the optional parameter `normalization`, which can be either `'4pi'`, `'ortho'`, or `'schmidt'`. The Condon-Shortley phase can be included by setting `csphase=-1`, and if you wanted complex coefficients, you could set `kind='complex'`. In general you don't need to worry about these parameters, because most output is provided in a normalization independent manner.\n", "\n", "This is just one way to create a set of spherical harmonic coefficients. The other constructor methods are `from_file()` to read the coefficients from a file using the `SHRead` routine, `from_zeros()` if you just want all the coefficients to be set to zero, and `from_array()` if you already have a numpy array of the coefficients.\n", "\n", "Next, let's calculate the power spectrum (i.e., the power per spherical harmonic degree) 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 `get_powerperdegree()` method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+VzJ4qOoKYPdIPTAMo+q44go3E32ddRrKTjsNnn0WBgyALl3gpz+F888Pd2Kh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\nD8MwDMM3/x/DkKQ1fBsWagAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = clm.plot_powerperdegree()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The coefficients can be converted easily to a different normalization using the `return_coeffs()` method. Here, we will convert the coeffients to the orthonormalized convention using the Condon-Shortley phase, which is common in many fields of physics and seismology. Also, let's pretend that we only need the first 50 degrees of the function:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "clm_ortho = clm.return_coeffs(normalization='ortho', csphase=-1, lmax=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you ever forget how your data are normalized, you can use the built in `info()` method to remind you:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kind = 'real'\n", "normalization = 'ortho'\n", "csphase = -1\n", "lmax = 50\n" ] } ], "source": [ "clm_ortho.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will next calculate the power spectrum of our two functions and plot them along with our theoretical input spectrum:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[None,\n", " ,\n", " ]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Vlr2e5+HI5CG21zlrgSYiEi4ilYAhwKySVGyxWGgbEWWHEC8vzP8wGRuPnH+/e91eMs7U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\nWlsOTz116TEpKXD6tHVjSpu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fix, ax = plt.subplots(1,1)\n", "ax.plot(clm.get_degrees(), power, '-k', clm.get_degrees(), clm.get_powerperdegree(), '-r', clm_ortho.get_degrees(), clm_ortho.get_powerperdegree(), '-b')\n", "ax.set(yscale='log', xlabel='degree', ylabel='power')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the power spectrum of the random realization follows closely the input spectrum. Furthermore, given that the power spectrum is independent of the employed normalization, the power spectrum using the `'4pi'` and `'ortho'` normalizations are identical. You will also note that we used the method `get_degrees()` to return a numpy list of the degrees from 0 up to the maximum value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's expand the data onto a grid and plot it. We first use the `expand()` method, which returns a new instance of the class `SHGrid`. Then we plot the data using the built in method `plot_rawdata()`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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NlbvFG1I1yT1UgGuDV8/lBalrReB9FL+IvLFMwucs0QrP8nsbi6qv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duTomOaasLsyUmmRoepErJINlBZMFZGj7+Wz99k7GnC7mQyrrOBw/5G3YxkC9EKtq7DIqXieuMf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\nYOeDREVgJxUWZM8pCYbZ0mA2SO1hq41Y1/4mHLfJ11bTsYRK35VgJZJWmtj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clm_grid = clm.expand()\n", "clm_grid.plot_rawdata()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When expanding data onto a grid, *pyshtools* provides three options. The default is to use `grid='DH'`, which is an equally-sampled grid in latitude and longitude that conforms to *Driscoll and Healy*'s (1994) sampling theorem. If you would like a grid that is oversampled in longitude by a factor or two, such that the number of longitude bands is twice that as the number of latitude bands, use `grid='DH2'` instead. \n", "\n", "The third grid is constructed explicitly for use with Gauss-Legendre quadrature integration techniques. This grid contains about half as many latitude bands as an equivalent DH grid, but the latitudes are unequally sampled at the zeros of the Legendre function of degree lmax. The following commands show how to expand the spherical harmonic coefficents onto a GLQ grid, plot it, and output lists that contain the latitudes and longitudes (in degrees) for each row and column of the grid:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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h1npzMd3mg4BtJ6fxrmmGt/WZ1+o9f0grx1L+d+i4skCMNS2rBjZ/rdqsObhz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clm_glq_grid= clm.expand(grid='GLQ')\n", "clm_glq_grid.plot_rawdata()\n", "\n", "lats = clm_glq_grid.get_lats()\n", "lons = clm_glq_grid.get_lons()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again, if you ever forget how your grid was constructed, the `info()` method provides you with everything you need to know:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kind = 'real'\n", "grid = 'GLQ'\n", "nlat = 101\n", "nlon = 201\n", "lmax = 100\n" ] } ], "source": [ "clm_glq_grid.info()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kind = 'real'\n", "grid = 'DH'\n", "sampling = 1\n", "nlat = 202\n", "nlon = 202\n", "lmax = 100\n" ] } ], "source": [ "clm_grid.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes you need to set individual spherical harmonic coefficients to a specified value. For example, for planetary topography, the degree 2 order 0 term is usually large as a result of the planet's rotation. Let's set this term equal to zero and replot it using an over-sampled DH grid. When using the `set_coeffs()` method, you set the cosine terms using positive values for the orders, and the sine terms using negative orders:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tYBiKG/Sc9z2TJsXOJTfUnSPua/ptTb+JnDZDIohUa14uTEO6wUVZLSLYpG+T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\n4wAEz1jVnEcYnouFVOFZDkyJeUXgUNRJuPqj5kOwo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yEqak3sqmn5WP9IXvf8H/zxx5+C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kind = 'real'\n", "grid = 'DH'\n", "sampling = 2\n", "nlat = 202\n", "nlon = 404\n", "lmax = 100\n" ] } ], "source": [ "l=2\n", "m=0\n", "value = 0.\n", "\n", "clm.set_coeffs(value, l, m)\n", "clm_grid_dh2 = clm.expand(grid='DH2')\n", "clm_grid_dh2.plot_rawdata()\n", "clm_grid_dh2.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, you could also have input arrays of equal length for `l`, `m`, and `value`. If you want to extract the grid as a numpy array, this can be done using the `get_grid()` method. If instead you want to extract the coefficients as a numpy array, this can be done using the `get_coeffs()` method. Here, we will just return the first few degrees of the spherical harmonic coefficients and verify that the coefficient was indeed set to zero:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[[ -0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00]\n", " [ -7.03293569e-01 8.88501971e-02 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00]\n", " [ 0.00000000e+00 -2.92033184e-01 -5.79078284e-01 0.00000000e+00\n", " 0.00000000e+00]\n", " [ -1.76405372e-02 -2.45524713e-01 -4.34332126e-02 4.22255366e-02\n", " 0.00000000e+00]\n", " [ 1.01620014e-02 -2.85416844e-02 2.92043770e-02 1.99774057e-02\n", " 6.79549450e-02]]\n", "\n", " [[ 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00]\n", " [ 0.00000000e+00 -1.74070704e-01 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00]\n", " [ 0.00000000e+00 -1.62044479e-01 -7.14799452e-02 0.00000000e+00\n", " 0.00000000e+00]\n", " [ 0.00000000e+00 -1.18153463e-01 -4.51717452e-04 1.55294960e-01\n", " 0.00000000e+00]\n", " [ 0.00000000e+00 2.43668012e-02 5.47790343e-02 -1.09160268e-01\n", " -1.37297091e-01]]]\n", "\n", "c20 = 0.000000\n" ] } ], "source": [ "coeffs = clm.get_coeffs(lmax=4)\n", "print(coeffs, end='\\n\\n')\n", "print('c20 = {:f}'.format(coeffs[0,2,0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also easy to rotate either the physical body or the underlying coordinate frame of the function expressed in spherical harmonics. This is accomplished using three Euler angles, `alpha`, `beta` and `gamma`. There are many different notations for these angles, so please read the documentation before doing this blindly! Here, we will rotate the point at the north pole to 60 degrees north latitude and 180 degrees east longitude:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tBrxV+8handXjHIfAdG6ZjjvSEOAMnARO5ORwKc8rk2J9WLJ3/bvZ+owst24B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Le1rp6cETZ6Ai7SSS4U2/t84EbHjutGlCoi9D5TbgHXjL2N+XyjY6BFjic26foFm7loFZrDDI8d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IUTJlVsJbjJWZsSAtWBT2M0RoTCsjesAQG03wLnq0XHrwLw8jLw/7dIBAokurVWOl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\n7JgDtmhbsInr61aARIDs4DOdacmYD8ZU9eyZCF9Pqm1q7syHTcZhI2m7Dsl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clat = 60.\n", "clon = 180.\n", "\n", "alpha = 0.\n", "beta = -(90.-clat)\n", "gamma = -clon\n", "\n", "clm_rotated = clm.rotate(alpha, beta, gamma, degrees=True)\n", "grid_rotated = clm_rotated.expand()\n", "grid_rotated.plot_rawdata()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, this routine expects the angles to be in degrees, which we specified redundantly by the optional parameter. If the angles were in radians, you would instead set this to False.\n", "\n", "Finally, *pyshtools* provides many physical constants that are useful when working with planetary data. As an example, here is the `GM` of Earth, along with information on its source:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "398600441500000.0\n", "\n", "gm_earth\n", "--------\n", "\n", "Gravitational constant times the mass of the Earth.\n", "\n", "Value\n", "-----\n", "\n", "398.6004415 10^12 m3 s-2\n", "\n", "Reference\n", "---------\n", "\n", "N. K. Pavlis, S. A. Holmes, S. C. Kenyon, and J. K. Factor (2012). The\n", "development and evaluation of the Earth Gravitational Model 2008 (EGM2008). J.\n", "Geophys. Res. 117, B04406, doi:10.1029/2011JB008916.\n" ] } ], "source": [ "print(pyshtools.constant.gm_earth, end='\\n\\n')\n", "pyshtools.constant.gm_earth.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All of the operations in this introduction could have also been performed using the raw Python-wrapped Fortran 95 routines. In general, when using these routines, one needs to pay attention to the specific properties of the grids and normalizations of the coefficients. The `SHCoeffs` and `SHGrid` classes simpify the access to these routines given that all the metadata is stored directly in the class attributes. Nevertheless, in some cases the wrapped SHTOOLS routines might be preferable to use as they might be more computationally efficient, or perhaps use less memory. Not all *pyshtools* routines are accessible directly from the class interfaces, and in those cases, it is often necessary to input the raw coefficients and gridded data, which can be obtained from the methods `get_coeffs()` and `get_grid()`." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }