diff --git a/examples/images/upper_air_bufr_sounding_preview.png b/examples/images/upper_air_bufr_sounding_preview.png new file mode 100644 index 0000000..8d11aeb Binary files /dev/null and b/examples/images/upper_air_bufr_sounding_preview.png differ diff --git a/examples/notebooks/Upper_Air_BUFR_Soundings.ipynb b/examples/notebooks/Upper_Air_BUFR_Soundings.ipynb index febb754..9c2f791 100644 --- a/examples/notebooks/Upper_Air_BUFR_Soundings.ipynb +++ b/examples/notebooks/Upper_Air_BUFR_Soundings.ipynb @@ -4,68 +4,293 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The following script takes you through the steps of retrieving an Upper Air vertical profile from an AWIPS EDEX server and plotting a Skew-T/Log-P chart with Matplotlib and MetPy.\n", + "\n", + "
\n", "\n", - "The **bufrua** plugin returns separate objects for parameters at **mandatory levels** and at **significant temperature levels**. For the Skew-T/Log-P plot, significant temperature levels are used to plot the pressure, temperature, and dewpoint lines, while mandatory levels are used to plot the wind profile." + "
\n", + "\"Unidata\n", + "
\n", + "\n", + "# Upper Air BUFR Soundings\n", + "**Python-AWIPS Tutorial Notebook**\n", + "\n", + "
\n", + "
\n", + "\n", + "---\n", + "\n", + "
\"Preview
\n", + "\n", + "\n", + "# Objectives\n", + "\n", + "* Retrieve an Upper Air vertical profile from EDEX\n", + "* Plot a Skew-T/Log-P chart with [Matplotlib](https://matplotlib.org/) and [MetPy](https://unidata.github.io/MetPy/latest/index.html)\n", + "* Understand the **bufrua** plugin returns separate objects for parameters at *mandatory levels* and at *significant temperature levels*\n", + " * *Significant temperature levels* are used to plot the pressure, temperature and dewpoint lines\n", + " * *Mandatory levels* are used to plot the wind profile\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

Table of Contents

\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports\n", + "\n", + "The imports below are used throughout the notebook. Note the first import is coming directly from python-awips and allows us to connect to an EDEX server. The subsequent imports are for data manipulation and visualization. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from awips.dataaccess import DataAccessLayer\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", + "import numpy as np\n", + "from metpy.calc import wind_components, lcl, parcel_profile\n", + "from metpy.plots import SkewT, Hodograph\n", + "from metpy.units import units" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EDEX Connection\n", + "\n", + "### Initial EDEX Connection\n", + "\n", + "First we establish a connection to Unidata's public EDEX server. With that connection made, we can create a [new data request object](http://unidata.github.io/python-awips/api/IDataRequest.html) and set the data type to ***bufrua***, and define additional parameters and an identifier on the request." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Set the edex server\n", + "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", + "request = DataAccessLayer.newDataRequest()\n", + "\n", + "# Set data type\n", + "request.setDatatype(\"bufrua\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setting Additional Request Parameters\n", + "\n", + "Here we populate arrays of all the parameters that will be necessary for plotting the Skew-T. The `MAN_PARAMS` are the *mandatory levels* and the `SIGT_PARAMS` are the *significant temperature* parameters that were both mentioned in the [objectives section](#Objectives) above. \n", + "\n", + "Also request the station name and ID to use in the figure title later on." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "MAN_PARAMS = set(['prMan', 'tpMan', 'tdMan', 'wdMan', 'wsMan'])\n", + "SIGT_PARAMS = set(['prSigT', 'tpSigT', 'tdSigT'])\n", + "request.setParameters(\"staElev\", \"staName\")\n", + "request.getParameters().extend(MAN_PARAMS)\n", + "request.getParameters().extend(SIGT_PARAMS)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Available Location Names\n", + "When working with a new data type, it is often useful to investigate all available options for a particular setting. Shown below is how to see all available location names for a data request with type **bufrua**. This step is not necessary if you already know exactly what the location ID you're interested in is." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Note: It is important to note the location names are listed by their WMO Station ID. Their corresponding location and site identifier can be looked up in this table from UNdata.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['21824', '21946', '24266', '24343', '24641', '24688', '24959', '25123', '25703', '25913', '31004', '31088', '31300', '31369', '31510', '31538', '31770', '31873', '32061', '32098', '32150', '32389', '32477', '32540', '32618', '47122', '47138', '47158', '47401', '47412', '47582', '47646', '47678', '47807', '47827', '47909', '47918', '47945', '47971', '47991', '70026', '70133', '70200', '70219', '70231', '70261', '70273', '70308', '70316', '70326', '70350', '70361', '70398', '70414', '71043', '71081', '71082', '71109', '71119', '71603', '71722', '71802', '71811', '71815', '71816', '71823', '71845', '71867', '71906', '71907', '71909', '71913', '71917', '71924', '71925', '71926', '71934', '71945', '71957', '71964', '72201', '72202', '72206', '72208', '72210', '72214', '72215', '72230', '72233', '72235', '72240', '72248', '72249', '72250', '72251', '72261', '72265', '72274', '72293', '72305', '72317', '72318', '72327', '72340', '72357', '72363', '72364', '72365', '72376', '72381', '72388', '72393', '72402', '72403', '72426', '72440', '72451', '72456', '72469', '72476', '72489', '72493', '72501', '72518', '72520', '72528', '72558', '72562', '72572', '72582', '72597', '72632', '72634', '72645', '72649', '72659', '72662', '72672', '72681', '72694', '72712', '72747', '72764', '72768', '72776', '72786', '72797', '74004', '74005', '74006', '74389', '74455', '74560', '74794', '78016', '78384', '78397', '78486', '78526', '78583', '78866', '78954', '78970', '78988', '80001', '91165', '91212', '91285', '91334', '91348', '91366', '91376', '91408', '91413', '91610', '91643', '91680', '91765', '94120', '94203', '94299', '94332', '94461', '94510', '94578', '94637', '94638', '94653', '94659', '94672', '94711', '94776', '94995', '94996']\n" + ] + } + ], + "source": [ + "locations = DataAccessLayer.getAvailableLocationNames(request)\n", + "locations.sort()\n", + "print(locations)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setting the Location Name\n", + "\n", + "In this case we're setting the location name to the ID for `KLBF` which is the North Platte Regional Airport/Lee Bird, Field in Nebraska." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Set station ID (not name)\n", + "request.setLocationNames(\"72562\") #KLBF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Filtering by Time\n", + "\n", + "Models produce many different time variants during their runs, so let's limit the data to the most recent time and forecast run." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, + "outputs": [], + "source": [ + "# Get all times\n", + "datatimes = DataAccessLayer.getAvailableTimes(request)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get the Data!\n", + "\n", + "Here we can now request our data response from the EDEX server with our defined time filter.\n", + "\n", + "Printing out some data from the first object in the response array can help verify we received the data we were interested in." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "parms = ['staElev', 'staName']\n", + "site = 72562\n", + "geom = POINT (-100.7005615234375 41.14971923828125)\n", + "datetime = 2023-05-19 12:00:00\n", + "reftime = May 19 23 12:00:00 GMT\n", + "fcstHour = 0\n", + "period = (May 19 23 12:00:00 , May 19 23 12:00:00 )\n" + ] } ], "source": [ - "%matplotlib inline\n", - "from awips.dataaccess import DataAccessLayer\n", - "import matplotlib.tri as mtri\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", - "import numpy as np\n", - "import math\n", - "from metpy.calc import wind_speed, wind_components, lcl, dry_lapse, parcel_profile\n", - "from metpy.plots import SkewT, Hodograph\n", - "from metpy.units import units, concatenate\n", - "\n", - "# Set host\n", - "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", - "request = DataAccessLayer.newDataRequest()\n", - "\n", - "# Set data type\n", - "request.setDatatype(\"bufrua\")\n", - "availableLocs = DataAccessLayer.getAvailableLocationNames(request)\n", - "availableLocs.sort()\n", - " \n", - "MAN_PARAMS = set(['prMan', 'htMan', 'tpMan', 'tdMan', 'wdMan', 'wsMan'])\n", - "SIGT_PARAMS = set(['prSigT', 'tpSigT', 'tdSigT'])\n", - "request.setParameters(\"wmoStaNum\", \"validTime\", \"rptType\", \"staElev\", \"numMand\",\n", - " \"numSigT\", \"numSigW\", \"numTrop\", \"numMwnd\", \"staName\")\n", - "request.getParameters().extend(MAN_PARAMS)\n", - "request.getParameters().extend(SIGT_PARAMS)\n", - "locations = DataAccessLayer.getAvailableLocationNames(request)\n", - "locations.sort()\n", - "\n", - "# Set station ID (not name)\n", - "request.setLocationNames(\"72562\") #KLBF\n", - "\n", - "# Get all times\n", - "datatimes = DataAccessLayer.getAvailableTimes(request)\n", - "\n", "# Get most recent record\n", "response = DataAccessLayer.getGeometryData(request,times=datatimes[-1].validPeriod)\n", + "obj = response[0]\n", "\n", + "print(\"parms = \" + str(obj.getParameters()))\n", + "print(\"site = \" + str(obj.getLocationName()))\n", + "print(\"geom = \" + str(obj.getGeometry()))\n", + "print(\"datetime = \" + str(obj.getDataTime()))\n", + "print(\"reftime = \" + str(obj.getDataTime().getRefTime()))\n", + "print(\"fcstHour = \" + str(obj.getDataTime().getFcstTime()))\n", + "print(\"period = \" + str(obj.getDataTime().getValidPeriod()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Use the Data!\n", + "\n", + "Since we filtered on time, and requested the data in the previous cell, we now have a `response` object we can work with.\n", + "\n", + "### Prepare data objects\n", + "\n", + "Here we construct arrays for each parameter to plot (temperature, pressure, and wind components).\n", + "After populating each of the arrays, we sort and mask missing data." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ "# Initialize data arrays\n", "tdMan,tpMan,prMan,wdMan,wsMan = np.array([]),np.array([]),np.array([]),np.array([]),np.array([])\n", "prSig,tpSig,tdSig = np.array([]),np.array([]),np.array([])\n", @@ -106,8 +331,24 @@ "tman[tman <= -9999] = np.nan\n", "dman[dman <= -9999] = np.nan\n", "direc[direc <= -9999] = np.nan\n", - "spd[spd <= -9999] = np.nan\n", + "spd[spd <= -9999] = np.nan" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convert Units\n", "\n", + "We need to modify the units several of the data parameters are returned in. Here we convert Temperature from Fahrenheit to Celcius, convert pressure to milibars, and extract wind for both the u and v directional components in Knots and Radians. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ "# assign units\n", "p = (prSig/100) * units.mbar\n", "wpres = (wpres/100) * units.mbar\n", @@ -117,8 +358,46 @@ " T = (tpSig-273.15) * units.degC\n", " Td = (tdSig-273.15) * units.degC\n", " tman = tman * units.degC\n", - " dman = dman * units.degC\n", + " dman = dman * units.degC" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot the Data!\n", + "\n", + "Create and display SkewT and Hodograph plots using MetPy." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ "# Create SkewT/LogP\n", "plt.rcParams['figure.figsize'] = (10, 12)\n", "skew = SkewT()\n", @@ -156,6 +435,56 @@ "# Show the plot\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## See Also\n", + "\n", + "### Related Notebooks\n", + "\n", + "* [Grid Levels and Parameters](https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html)\n", + "* [Model Sounding Data](http://unidata.github.io/python-awips/examples/generated/Model_Sounding_Data.html)\n", + "* [Forecast Model Vertical Sounding](http://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html)\n", + "\n", + "### Additional Documentation\n", + "\n", + "**python-awips:**\n", + "\n", + "* [awips.DataAccessLayer](http://unidata.github.io/python-awips/api/DataAccessLayer.html)\n", + "* [awips.PyGeometryData](http://unidata.github.io/python-awips/api/PyGeometryData.html)\n", + "\n", + "**matplotlib:**\n", + "\n", + "* [matplotlib.pyplot](https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html)\n", + "\n", + "**MetPy**\n", + "\n", + "* [metpy.wind_components](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_components.html)\n", + "* [metpy.lcl](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.lcl.html) (Lifted Condensation Level)\n", + "* [metpy.parcel_profile](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.parcel_profile.html)\n", + "* [metpy.skewt](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html)\n", + "* [metpy.hodograph](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] } ], "metadata": { @@ -174,7 +503,20 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.9.5" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": true, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true } }, "nbformat": 4,