{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Extract efficiently profiles from a FA file (whose fields are 2D horizontal)\n", "============================================================================" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import epygram\n", "epygram.init_env()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "r = epygram.resources.meta_resource('../inputs/ICMSHAROM+0001', 'r', 'CL') # CL = CombineLevels" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# in a \"CL\" meta-resource, fields are to be grabbed through a GRIB2 nomenclature\n", "t_as_grib2 = dict(discipline=0, parameterCategory=0, parameterNumber=0, # this is temperature\n", " typeOfFirstFixedSurface=119) # hybrid-pressure levels" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t3d = r.readfield(t_as_grib2)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "t3d.sp2gp()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "profiles = []\n", "for position in [(2,45), (5,50), (-3,47)]:\n", " profgeo = t3d.geometry.make_profile_geometry(*position)\n", " profiles.append(t3d.extract_subdomain(profgeo))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib64/python2.7/site-packages/matplotlib/figure.py:1744: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not \"\n" ] }, { "data": { "image/png": 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6TWwjj6Uk92zJrUAJ45IFC5OyMmXgwoVo15ukSwc//wy9etizoMEy7DQ72v3W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FxBCWGXWkBBpdS1QAHga631NqVUW+AW4G+l1OkZJk0IkbBkw0IhhBBWki4+IYQQVpIGSgghhJWk\ngRJCCGElaaCEEEJYSRooIYQQVpIGSgghhJWkgRJCCGGl/wMQRoHogGO9DwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = ax = None\n", "for p in profiles:\n", " fig, ax = p.plotfield(labels='Temperature @ ({}, {})'.format(p.geometry.grid['longitudes'][0],\n", " p.geometry.grid['latitudes'][0]),\n", " over=(fig, ax)) # superpose profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and now on an Altitude z-axis\n", "-----------------------------" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from epygram.geometries.VGeometry import hybridP2altitude\n", "# for the conversions, we need R and T profiles, so (at least) q and T\n", "ps = epygram.formats.resource(r.resource.container.abspath, 'r').readfield('SURFPRESSION')\n", "q_as_grib2 = dict(discipline=0, parameterCategory=1, parameterNumber=0, # this is specific humidity\n", " typeOfFirstFixedSurface=119) # hybrid-pressure levels\n", "q3d = r.readfield(q_as_grib2)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ps.sp2gp()\n", "ps.operation('exp')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from bronx.meteo.conversion import q2R" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for p in profiles:\n", " q_profile = q3d.extract_subdomain(p.geometry).data # profile of q at the same place\n", " # specific humidity (and optionally hydrometeors) to moist air specific constant R\n", " R_profile = q2R(q_profile)\n", " t_profile = p.data\n", " ps_local = ps.getvalue_ll(p.geometry.grid['longitudes'][0], p.geometry.grid['latitudes'][0])\n", " \n", " p.geometry.vcoordinate = hybridP2altitude(p.geometry.vcoordinate,\n", " R_profile,\n", " t_profile,\n", " ps_local,\n", " vertical_mean='geometric',\n", " Pdep=None) # we could also provide a (NH) Pressure-departure profile for more accuracy" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+47SUrftv3WlXvZ25xumHH2DbNmNY+WPZAgONh3HHjXNSUAelpZ+pM0k295Aa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\nPv4DTp2Crl1h3TrInt2ua3/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YOdLma129aqzxNGcO5M3reDZXk2zmSDZzJJt7SAOVQmmt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\nhgl1JhCwOIDr965bGFIIIWKWNPG5mHvT53EnoAO72v9CtZ/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C1SilB0scOQJvvgm//mr6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = ax = None\n", "for p in profiles:\n", " fig, ax = p.plotfield(labels='Temperature @ ({}, {})'.format(p.geometry.grid['longitudes'][0],\n", " p.geometry.grid['latitudes'][0]),\n", " over=(fig, ax)) # superpose profiles" ] } ], "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": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }