{ "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": [ "# EOF analysis in central pacific ocean\n", "\n", "In statistics and signal processing, the method of empirical orthogonal function (EOF) analysis is a decomposition of a signal or data set in terms of orthogonal basis functions which are determined from the data. It is similar to performing a principal components analysis on the data, except that the EOF method finds both temporal projections and spatial patterns. The term is also interchangeable with the geographically weighted PCAs in geophysics (https://en.wikipedia.org/wiki/Empirical_orthogonal_functions).\n", "\n", "The spatial patterns are the EOFs, and can be thought of as basis functions in terms of variance. The associated temporal projections are the pricipal components (PCs) and are the temporal coefficients of the EOF patterns.\n", "\n", "This notebook is inspired by the [blog](https://podaac.jpl.nasa.gov/forum/viewtopic.php?f=5&t=337) presented by yiboj, where you can download the sample [code](ftp://podaac.jpl.nasa.gov/allData/common/sw/eof/eof_analysis_forum.py) and sample [data](ftp://podaac.jpl.nasa.gov/allData/common/sw/eof/eof_data/). For convinience, yearly data have been converted into a single file using [**CDO**](https://code.mpimet.mpg.de/projects/cdo/wiki). However, it should be noted this notebook simplifies the original source code through some advanced syntaxes of NumPy and fixs a bug of filling zeros over land.\n", "\n", "The SST data is from from AVHRR Level 4 dataset in central pacific ocean from 1982 to 2000." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load basic libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "% matplotlib inline\n", "\n", "import numpy as np\n", "from scipy import signal\n", "import numpy.polynomial.polynomial as poly\n", "from netCDF4 import Dataset\n", "\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from eofs.standard import Eof" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Load SST data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Read SST" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "startY = 1982\n", "endY = 2000\n", "ndy = 36\n", "\n", "infile = 'data\\eof_data\\sst.sw.AVHRR.l4.1982.2000.nc'\n", "ncin = Dataset(infile, 'r')\n", "sst_raw = ncin.variables['analysed_sst'][:] \n", "lons = ncin.variables['lon'][:] \n", "lats = ncin.variables['lat'][:] \n", "ncin.close()\n", "\n", "nt,nlat,nlon = sst_raw.shape\n", "ny = nt/ndy\n", "mask = sst_raw.mask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Declare variables" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst_detrend = np.empty(sst_raw.shape)\n", "sst_coeffs = np.empty((2, nlat, nlon))\n", "sst_detrend[:,:,:] = np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Detrend" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x = np.linspace(1,nt,nt)\n", "\n", "for i in range(0, nlat):\n", " for j in range(0,nlon):\n", " ytemp = np.copy(sst_raw[:,i,j])\n", " y = sst_raw[:,i,j]\n", " b = ~np.isnan(y)\n", " coefs = poly.polyfit(x[b], y[b], 1)\n", " sst_coeffs[0,i,j] = coefs[0]\n", " sst_coeffs[1,i,j] = coefs[1]\n", " ffit = poly.polyval(x[b], coefs)\n", " sst_detrend[b,i,j] = y[b] - ffit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Remove seasonal cycle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1 Rearrange data for seasonal removal" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst_all = sst_detrend.reshape((ndy,ny,nlat,nlon), order='F').transpose((1,0,2,3)) # year, 36, lat, lon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Calculate seasonal cycle" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst_season = np.mean(sst_all, axis=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 Remove seasonal cycle\n", "\n", "Here utlized the broadcast property of numpy.array" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst_diff = sst_all - sst_season\n", "sst_diff = np.ma.masked_array(sst_diff, mask=mask) # have to do this, or fill in zeros in sst_diff." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4 Rearrange array to original format" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst_final = sst_diff.transpose((1,0,2,3)).reshape((ndy*ny,nlat,nlon), order='F')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Carry out EOF analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.2 Create an EOF solver to do the EOF analysis\n", "\n", "Square-root of cosine of latitude weights are applied before the computation of EOFs. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(17L,)\n", "(17L, 1L)\n" ] } ], "source": [ "coslat = np.cos(np.deg2rad(lats))\n", "wgts = np.sqrt(coslat)[..., np.newaxis]\n", "solver = Eof(sst_final, weights=wgts)\n", "\n", "print(coslat.shape)\n", "print(wgts.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.3 Retrieve the leading EOFs\n", "\n", "Expressed as the correlation between the leading PC time series and the input SST anomalies at each grid point, and the\n", "leading PC time series itself." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "eof1 = solver.eofs(neofs=10)\n", "pc1 = solver.pcs(npcs=10, pcscaling=0)\n", "varfrac = solver.varianceFraction()\n", "lambdas = solver.eigenvalues()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Visualize leading EOFs\n", "\n", "Expressed as correlation in the Pacific domain." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.1 Plot EOFs and PCs" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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en9u9YXKt9aysLFauXMmuXbu48cYbOX36dJ1pVFdXs379es0Eka+cPmeCz2g0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mhHxZz9py8ASGGm+y4+Kup1pTLaopl+XTWelUYKafE6fb5fvG53+oUtImH13g4AvlN5/uuZrwAA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\negy9JeWUPgCl1EigzlzljsJwd67WWq9IB/nJMAaRL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FDRrR4Nxzg90MnwkH0bPHrElfIBh31UROad2cgQMH8sEHH9CnTx+f6tmxYwf1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\nXwFb3c1DgMuAD1T1+njab2VtN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JnyOOl3x9ET97YmJiGD169Gnt/LZt20b37t2Ji4ujc+fOPm8HTnXi8BWV9Cn0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\nEFcCTwBXCCE6Yjm/ngM0BVYLIdpKKW2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N9BS/hru+Y9G9N/Ll+q1MnDiRSy+9lOTkZJX0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UAAAg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\nNjAboKamJu57DMMwDMMwDIeUK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parallels = np.arange(-90,90,10.)\n", "meridians = np.arange(-180,180,20)\n", "\n", "for i in range(0, 3):\n", " fig = plt.figure(figsize=(9,7))\n", " plt.subplot(211)\n", " #ax=fig.add_axes([0.1,0.1,0.8,0.8])\n", " m = Basemap(projection='cyl', llcrnrlon=min(lons), llcrnrlat=min(lats),\n", " urcrnrlon=max(lons), urcrnrlat=max(lats))\n", " x, y = m(*np.meshgrid(lons, lats))\n", " clevs = np.linspace(np.min(eof1[i,:,:].squeeze()), np.max(eof1[i,:,:].squeeze()), 11)\n", " cs = m.contourf(x, y, eof1[i,:,:].squeeze(), clevs, cmap=plt.cm.RdBu_r)\n", " m.drawcoastlines()\n", " #m.fillcontinents(color='#000000',lake_color='#99ffff')\n", " m.drawparallels(parallels,labels=[1,0,0,0])\n", " m.drawmeridians(meridians,labels=[1,0,0,1])\n", "\n", " #cb = plt.colorbar(cs, orientation='horizontal')\n", " cb = m.colorbar(cs, 'right', size='5%', pad='2%')\n", " cb.set_label('EOF', fontsize=12)\n", " plt.title('EOF ' + str(i+1), fontsize=16)\n", "\n", " plt.subplot(212)\n", " days = [startY+(x*10+1)/365.0 for x in range(0, nt)]\n", " plt.plot(days, pc1[:,i], linewidth=2)\n", " plt.xticks(range(startY, endY), rotation='vertical')\n", " plt.axhline(0, color='k')\n", " plt.xlabel('Year')\n", " plt.ylabel('PC Amplitude')\n", " plt.xlim(startY, endY)\n", " plt.ylim(np.min(pc1.squeeze()), np.max(pc1.squeeze()))\n", " plt.xticks(range(startY, endY))\n", " plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.2 Check variances explained by leading EOFs" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2.2025026959719079e-06, 0.47371834810114177)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cdpckSRo7w+co2fEuSZI0dobPUbLjXZIkaewMn2Pg1LskSdLYGD7HwI53SZKk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\n2Z5D33LhsPf1dEURSiuC6eD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,6))\n", "eof_num = range(1, 16)\n", "plt.plot(eof_num, varfrac[0:15], linewidth=2)\n", "plt.plot(eof_num, varfrac[0:15], linestyle='None', marker=\"o\", color='r', markersize=8)\n", "plt.axhline(0, color='k')\n", "plt.xticks(range(1, 16))\n", "plt.title('Fraction of the total variance represented by each EOF')\n", "plt.xlabel('EOF #')\n", "plt.ylabel('Variance Fraction')\n", "plt.xlim(1, 15)\n", "plt.ylim(np.min(varfrac), np.max(varfrac)+0.01)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "The spatial pattern of this EOF is the canonical El Nino pattern, and\n", "the associated time series shows large peaks and troughs for well-known\n", "El Nino and La Nina events." ] }, { "cell_type": "markdown", "metadata": {}, "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" ] }, { "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 }