From 8710fc8fc969d52939db7dda3605708580958573 Mon Sep 17 00:00:00 2001 From: Michael James Date: Thu, 11 Oct 2018 20:33:23 -0600 Subject: [PATCH] new forecast model sounding profile notebook --- .../Forecast_Model_Vertical_Sounding.ipynb | 223 ++++++++++++++++++ 1 file changed, 223 insertions(+) create mode 100644 examples/notebooks/Forecast_Model_Vertical_Sounding.ipynb diff --git a/examples/notebooks/Forecast_Model_Vertical_Sounding.ipynb b/examples/notebooks/Forecast_Model_Vertical_Sounding.ipynb new file mode 100644 index 0000000..f8c205e --- /dev/null +++ b/examples/notebooks/Forecast_Model_Vertical_Sounding.ipynb @@ -0,0 +1,223 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The [SoundingsSupport](https://python-awips.readthedocs.io/en/latest/api/SoundingsSupport.html) class allows us to create a vertical sounding from any available AWIPS model." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(Oct 12 18 00:00:00 , Oct 12 18 00:00:00 )\n" + ] + } + ], + "source": [ + "from awips.dataaccess import SoundingsSupport\n", + "from awips.dataaccess import DataAccessLayer\n", + "from shapely.geometry import Point\n", + "import matplotlib.pyplot as plt\n", + "from datetime import datetime\n", + "import numpy as np\n", + "from metpy.units import units\n", + "\n", + "model = 'NAM40'\n", + "parms = ['T','DpT','wSp','uW','vW']\n", + "all_pres_levels = ['50.0MB','75.0MB','100.0MB','125.0MB','150.0MB','175.0MB',\n", + " '200.0MB','225.0MB','250.0MB','275.0MB','300.0MB','325.0MB',\n", + " '350.0MB','375.0MB','400.0MB','425.0MB','450.0MB','475.0MB',\n", + " '500.0MB','525.0MB','550.0MB','575.0MB','600.0MB','625.0MB',\n", + " '650.0MB','675.0MB','700.0MB','725.0MB','750.0MB','775.0MB',\n", + " '800.0MB','825.0MB','850.0MB','875.0MB','900.0MB','925.0MB',\n", + " '950.0MB','975.0MB','1000.0MB']\n", + "pres_levels = ['100.0MB','200.0MB','300.0MB','400.0MB','500.0MB','600.0MB',\n", + " '700.0MB','800.0MB','900.0MB','1000.0MB']\n", + "height_levels = ['0.0FHAG', '100.0FHAG', '500.0FHAG', \n", + " '750.0FHAG', '1000.0FHAG', '1250.0FHAG', '1500.0FHAG', \n", + " '2000.0FHAG', '2500.0FHAG', '3000.0FHAG', '3500.0FHAG', \n", + " '4000.0FHAG', '4500.0FHAG', '5000.0FHAG', '5500.0FHAG', \n", + " '6000.0FHAG', '7000.0FHAG', '7620.0FHAG', '8000.0FHAG', \n", + " '9000.0FHAG', '10000.0FHAG']\n", + "# use KDEN lat/lon\n", + "envelope = Point(39.87, -104.67)\n", + "\n", + "server = 'edex-cloud.unidata.ucar.edu'\n", + "DataAccessLayer.changeEDEXHost(server)\n", + "request = DataAccessLayer.newDataRequest(\"grid\", envelope=envelope)\n", + "request.setLocationNames(model)\n", + "request.setParameters('T')\n", + "response = DataAccessLayer.getAvailableTimes(request, True)\n", + "cycle = response[1]\n", + "refTime = cycle.getValidPeriod().getStart()\n", + "print(cycle.getValidPeriod())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 43 records\n" + ] + } + ], + "source": [ + "SoundingsSupport.changeEDEXHost(server)\n", + "sndObject = SoundingsSupport.getSounding(\n", + " model, parms, all_pres_levels, envelope, refTime=refTime)\n", + "print(\"Found \" + str(len(sndObject)) + \" records\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "50.0 1000.0\n" + ] + } + ], + "source": [ + "pres, tmpc, dwpt, wsp, u, v = [], [], [], [], [], []\n", + "\n", + "for t in sndObject._dataDict: # times\n", + " if t.getFcstTime() == 0: # analysis time only\n", + " for lvl in sndObject._dataDict[t].levels(): # levels \n", + " for parm in sndObject._dataDict[t][lvl].parameters(): # parms\n", + " if parm == \"T\":\n", + " tmpc.append(float(sndObject._dataDict[t][lvl][parm]))\n", + " elif parm == \"DpT\":\n", + " dwpt.append(float(sndObject._dataDict[t][lvl][parm])) \n", + " elif parm == 'wSp':\n", + " wsp.append(float(sndObject._dataDict[t][lvl][parm])) \n", + " elif parm == 'uW':\n", + " u.append(float(sndObject._dataDict[t][lvl][parm])) \n", + " elif parm == 'vW':\n", + " v.append(float(sndObject._dataDict[t][lvl][parm])) \n", + " elif parm == 'P':\n", + " pres.append(float(sndObject._dataDict[t][lvl][parm]))\n", + "\n", + "pres = np.flip(np.array([l.replace('MB','') for l in all_pres_levels], dtype=float))\n", + "print(min(pres), max(pres))\n", + "#pres = np.array(pres)\n", + "tmpc = (np.array(tmpc)-273.15) * units.degC\n", + "dwpt = (np.array(dwpt)-273.15) * units.degC\n", + "wsp = np.array(wsp, dtype=float)\n", + "u = np.array(u, dtype=float)\n", + "v = np.array(v, dtype=float)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## MetPy SkewT and Hodograph" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39 39 39 39\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "from metpy.plots import SkewT, Hodograph\n", + "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", + "\n", + "print(len(pres), len(tmpc), len(dwpt), len(wsp))\n", + "\n", + "\n", + "\n", + "plt.rcParams['figure.figsize'] = (12, 14)\n", + "# Create a skewT plot\n", + "skew = SkewT()\n", + "# Plot the data\n", + "skew.plot(pres, tmpc, 'r', linewidth=2)\n", + "skew.plot(pres, dwpt, 'g', linewidth=2)\n", + "skew.plot_barbs(pres, u, v)\n", + "skew.ax.set_ylim(1000, 100)\n", + "skew.ax.set_xlim(-40, 60)\n", + "plt.title( model + \" (\" + str(envelope) + \") \" + str(response[0].getRefTime()))\n", + "# An example of a slanted line at constant T -- in this case the 0 isotherm\n", + "l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n", + "# Draw hodograph\n", + "ax_hod = inset_axes(skew.ax, '40%', '40%', loc=2)\n", + "h = Hodograph(ax_hod, component_range=wsp.max())\n", + "h.add_grid(increment=20)\n", + "h.plot_colormapped(u, v, wsp)\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO: use FHAG as levels and retrieve pres as a parameter" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}