{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Extract 24h of forecast on one point, and compare it to an observation dataset" ] }, { "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)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "files = ['advanced_examples/ICMSHAROM+{:0>4}'.format(i) for i in range(0,24+1)]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "r = epygram.resources.meta_resource(files, 'r', 'MV') # 'MV' == MultiValidities" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25\n", "(25, 720, 750)\n" ] } ], "source": [ "rh2m = r.readfield('CLSHUMI.RELATIVE')\n", "print(len(rh2m.validity))\n", "print(rh2m.data.shape)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "obs = epygram.formats.resource('advanced_examples/Toulouse_2015-02-16.nc', 'r')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "obspt = obs.readfield('HU_AIR_ABRI_5M')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(25,)\n" ] } ], "source": [ "pt = rh2m.extract_point(1.43, 43.6)\n", "pt.operation('*', 100)\n", "print(pt.data.shape)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " True\n" ] } ], "source": [ "print type(pt), type(pt) == type(obspt)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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e2SlTppCWlkbPnj0JCwvL8rrW98hNZWhBEARBEARBEATHFGSlKmvB4OpjaWlp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\nP+Ay4ERJq0faJ0ykuQ4ARIQvqs3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = obspt.plotfield(plot_kwargs={'label':'obs', 'color':'black', 'linestyle':'-', 'lw':2})\n", "fig, ax = pt.plotfield(plot_kwargs={'label':'model', 'color':'blue', 'linestyle':'-', 'lw':2}, over=(fig, ax))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pt.dump_to_nc('obs_equiv.nc', variablename='rh2m')" ] } ], "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 }