{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%load_ext load_style\n", "%load_style talk.css" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Interpolate 2D field on regular and irregular grids\n", "\n", "From https://docs.scipy.org/doc/scipy/reference/tutorial/interpolate.html, we know There are several general interpolation facilities available in SciPy, for data in 1, 2, and higher dimensions:\n", "\n", "* A class representing an interpolant (interp1d) in 1-D, offering several interpolation methods.\n", "* Convenience function griddata offering a simple interface to interpolation in N dimensions (N = 1, 2, 3, 4, ...). Object-oriented interface for the underlying routines is also available.\n", "* Functions for 1- and 2-dimensional (smoothed) cubic-spline interpolation, based on the FORTRAN library FITPACK. There are both procedural and object-oriented interfaces for the FITPACK library.\n", "* Interpolation using Radial Basis Functions.\n", "\n", "In this notebook, we mainly use **interp2d** for regular grids while **griddata** for irregular grids." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load basic libs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "% matplotlib inline\n", "\n", "import numpy as np\n", "from scipy.interpolate import interp2d, griddata\n", "import matplotlib.pyplot as plt\n", "import numpy.ma as ma\n", "from numpy.random import uniform, seed\n", "\n", "from netCDF4 import Dataset as netcdf # netcdf4-python module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Work on regular grids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Extract data from skt data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(94L, 192L)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ncset= netcdf(r'data\\skt.mon.mean.nc')\n", "\n", "lon = ncset['lon'][:] \n", "lat = ncset['lat'][:] \n", "skt = ncset['skt'][0,:,:] \n", "skt.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Prepare new grids of longitude and latitude\n", "\n", "Keep longitude and latitude in a monotonic increasing manner" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "lat_new = np.linspace(np.min(lat), np.max(lat), skt.shape[0]*2)\n", "lon_new = np.linspace(np.min(lon), np.max(lon), skt.shape[1]*2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Contruct interploate function and apply to new grids" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "func = interp2d(lon, lat, skt, kind='cubic')\n", "# apply to new level and latitude\n", "sktnew = func(lon_new, lat_new)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.4 Have a comparision plot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2pcfr7/Bqg3KnbxgmzAHQ+D3NBg5P1WYRpv83LoOZ0grws0xn+YRIOhCQ22gQ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dO2HrUwGb5E1UK1VlXCeBK9akniWmuTy1SYlPy0svRiQf2pp21yFY3CIEUJ6zQCnWQf0IwNszSF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axarr = plt.subplots(2)\n", "f.set_figwidth(12)\n", "f.set_figheight(9)\n", "\n", "[lons, lats] = np.meshgrid(lon, lat)\n", "axarr[0].pcolormesh(lons, lats, skt)\n", "axarr[0].set_title('SKT in Jan, 1948 [$^oC$]')\n", "\n", "[lons_new, lats_new] = np.meshgrid(lon_new, lat_new)\n", "axarr[1].pcolormesh(lons_new, lats_new, sktnew)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Work on irregular grids\n", "\n", "A commonly asked question on the matplotlib mailing lists is \"how do I make a contour plot of my irregularly spaced data?\". The answer is, first you interpolate it to a regular grid. As of version 0.98.3, matplotlib provides a griddata function that behaves similarly to the matlab version. It performs \"natural neighbor interpolation\" of irregularly spaced data a regular grid, which you can then plot with contour, imshow or pcolor." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Have a try on fake data\n", "\n", "An example from http://scipy-cookbook.readthedocs.io/items/Matplotlib_Gridding_irregularly_spaced_data.html" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ky8GQXQWkXHCsUbhDftHOQTAMWN8FhsLepH5w2WUcBS2pWfYRIvamkTd/CRHj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\nbF/XTNpAg6I6x+AXR0Sg9yditP+nPWT+9Emn9mHtnkrtl8uMr3DquWD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diGvtygc4deQs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\nq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make up some randomly distributed data\n", "seed(1234)\n", "npts = 200\n", "x = uniform(-2,2,npts)\n", "y = uniform(-2,2,npts)\n", "z = x*np.exp(-x**2-y**2)\n", "# define grid.\n", "xi = np.linspace(-2.1,2.1,100)\n", "yi = np.linspace(-2.1,2.1,100)\n", "# grid the data.\n", "zi = griddata((x, y), z, (xi[None,:], yi[:,None]), method='cubic')\n", "# contour the gridded data, plotting dots at the randomly spaced data points.\n", "CS = plt.contour(xi,yi,zi,15,linewidths=0.5,colors='k')\n", "CS = plt.contourf(xi,yi,zi,15,cmap=plt.cm.jet)\n", "plt.colorbar() # draw colorbar\n", "# plot data points.\n", "plt.scatter(x,y,marker='o',c='b',s=5)\n", "plt.xlim(-2,2)\n", "plt.ylim(-2,2)\n", "plt.title('griddata test (%d points)' % npts)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### 3.2 Try skt data\n", "\n", "\n", "Here the interpolation method of griddata is used. Before using it, have to use ravel to transform data from 2D into 1D array (i.e., like scatter dots)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# grid the data.\n", "skt_new = griddata((lons.ravel(), lats.ravel()), skt.ravel(), (lon_new[None,:], lat_new[:,None]), method='cubic')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2pcfr7/Bqg3KnbxgmzAHQ+D3NBg5P1WYRpv83LoOZ0grws0xn+YRIOhCQ22gQ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TAZvkTVQrVWVcJ4Fr1qSeJZG5PLVJiU8rS69GJB/6m3bXIVjcIgRQnrNAKd5BzQjA2zPIVqhzLO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vDld4WMqsl2I80+EGlWSH18/VzWKQbB0KKtE9TjosxYNRZ1/wXn59tZ0K7OObliX6qiJtKWJN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o6Ojo6Ojo6OCjpZ7ujo6Ojo6Ojo6Kigk+WOjo6Ojo6Ojo6OCjpZ7ujo6Ojo6Ojo\n6Kigk+WOjo6Ojo6Ojo6OCjpZ7ujo6Ojo6Ojo6Kigk+WOjo6Ojo6Ojo6OCv5/gOz0pU54TXMAAAAA\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axarr = plt.subplots(2)\n", "f.set_figwidth(12)\n", "f.set_figheight(9)\n", "\n", "[lons, lats] = np.meshgrid(lon, lat)\n", "axarr[0].pcolormesh(lons, lats, skt)\n", "axarr[0].set_title('SKT in Jan, 1948 [$^oC$]')\n", "\n", "[lons_new, lats_new] = np.meshgrid(lon_new, lat_new)\n", "axarr[1].pcolormesh(lons_new, lats_new, skt_new)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References\n", "\n", "http://unidata.github.io/netcdf4-python/\n", "\n", "John D. Hunter. Matplotlib: A 2D Graphics Environment, Computing in Science & Engineering, 9, 90-95 (2007), DOI:10.1109/MCSE.2007.55\n", "\n", "Stéfan van der Walt, S. Chris Colbert and Gaël Varoquaux. The NumPy Array: A Structure for Efficient Numerical Computation, Computing in Science & Engineering, 13, 22-30 (2011), DOI:10.1109/MCSE.2011.37\n", "\n", "Kalnay et al.,The NCEP/NCAR 40-year reanalysis project, Bull. Amer. Meteor. Soc., 77, 437-470, 1996." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }