{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hacking fields..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read a field, cut the smallest wavelength in spectral space, add some noise... or any other change !" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import os\n", "import epygram\n", "epygram.init_env()\n", "workdir = epygram.config.userlocaldir + '/notebooks_data'\n", "os.chdir(workdir)\n", "import numpy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "r = epygram.formats.resource('advanced_examples/ICMSHAROM+0001', 'r')\n", "r_out = epygram.formats.resource('advanced_examples/ICMSHAROM+0001_bis', 'a') # 'a' == r/w" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orog = r.readfield('SPECSURFGEOPOTEN')\n", "orog.spectral" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t2m = r.readfield('SURFTEMPERATURE')\n", "t2m.spectral" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sbFRXV5eK8/MV/olPSLW10p//LC1cKEnyeDx65ZVX1NbWptTUVK1YsUJhYWEW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\n8OVWLv8qkGCMmd6ZZ4uIBIOIiAjS0tIoLy9n06ZNbscJTl/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OTg6FhYXU19e7HUlEJOBk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fzz8PLL1uRUzerq4Fe/shLhVavO7f4iHaAEV0QA1aSISFvx8fH069ePvLw8XC5Xl9xD7Y6IG02c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\nRx6hsbERl8tFUFAQDz74IH/72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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t2m_spectrum1 = t2m.dctspectrum(subzone='CI') # compute its DCT spectrum\n", "t2m_spectrum1.name = 'SURFTEMPERATURE:original'\n", "t2m_spectrum1.plotspectrum()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Now let's cut the smallest wavelengths" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpectralGeometry containing:\n", " truncation: \n", " in_X: 374\n", " in_Y: 359\n", " shape: elliptic\n", " space: bi-fourier\n" ] } ], "source": [ "print(orog.spectral_geometry)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# let's make a modified, truncated geometry\n", "truncated_geom = orog.spectral_geometry.deepcopy()\n", "truncated_geom.truncation['in_X'] = 320\n", "truncated_geom.truncation['in_Y'] = 300" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# spectral round-trip on the truncated geometry\n", "t2m.gp2sp(truncated_geom)\n", "t2m.sp2gp()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t2m_spectrum2 = t2m.dctspectrum(subzone='CI') # compute the new spectrum\n", "t2m_spectrum2.name = 'SURFTEMPERATURE:truncated'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally let's get a 3rd field, truncated, with some noise added on..." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{u'X': 750,\n", " u'X_CIoffset': 0,\n", " u'X_CIzone': 739,\n", " u'X_Czone': 723,\n", " u'X_Iwidth': 8,\n", " u'Y': 720,\n", " u'Y_CIoffset': 0,\n", " u'Y_CIzone': 709,\n", " u'Y_Czone': 693,\n", " u'Y_Iwidth': 8}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t2m.geometry.dimensions" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise = numpy.random.normal(0, size=(t2m.geometry.dimensions['Y_CIzone'],\n", " t2m.geometry.dimensions['X_CIzone']))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fdata = t2m.getdata()\n", "fdata[:t2m.geometry.dimensions['Y_CIzone'],\n", " :t2m.geometry.dimensions['X_CIzone']] += noise" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t2m.setdata(fdata) # update the field data" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t2m_spectrum3 = t2m.dctspectrum(subzone='CI') # compute the new spectrum\n", "t2m_spectrum3.name = 'SURFTEMPERATURE:truncated+noise'" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vo3ks3FrK2q5yasLK6YjYTkCThfjdw8jyHUb+iBx+csYURuWNdnqM7e3t7Ny5E4vFclT9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\niIiIiIi4BSW4IiIiIiIi4hb+f2WefgunSRqdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and now plot the 3 spectra\n", "epygram.spectra.plotspectra([t2m_spectrum1, t2m_spectrum2, t2m_spectrum3])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "# [2017/08/21-17:13:17][epygram.formats.FA][writefield:1009][INFO]: there already is a field with the same name in this FA: overwrite.\n" ] } ], "source": [ "r_out.writefield(t2m) # and write back the field to the file" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "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": 0 }