{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Masking Data Land-Sea Masks (Advanced) \n", "\n", "In this example we will show more ways to generate masks, including land/sea masks.\n", "\n", "\n", "The CDAT software was developed by LLNL. This tutorial was written by Charles Doutriaux. This work was performed under the auspices of the U.S. Department of Energy by Lawrence Livermore National Laboratory under Contract DE-AC52-07NA27344.\n", "\n", "[Download the Jupyter Notebook](Masking_Data_Land-Sea_Advanced.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing the Notebook\n", "[Back to Top](#top)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max speed: 68.91321\n", "Mean speed: 16.25912330863402\n", "Min speed: 0.061108682\n" ] } ], "source": [ "import requests\n", "r = requests.get(\"https://cdat.llnl.gov/cdat/sample_data/clt.nc\",stream=True)\n", "with open(\"clt.nc\",\"wb\") as f:\n", " for chunk in r.iter_content(chunk_size=1024):\n", " if chunk: # filter local_filename keep-alive new chunks\n", " f.write(chunk)\n", "\n", "# and load data\n", "import cdms2\n", "f = cdms2.open(\"clt.nc\")\n", "clt = f(\"clt\", time=slice(0,1), squeeze=1) # Get first month\n", "u = f(\"u\", level=slice(0,1), squeeze=1)\n", "v = f(\"v\", level=slice(0,1), squeeze=1)\n", "clt = clt.regrid(u.getGrid(), regridTool=\"regrid2\") # Put data on same grid\n", "\n", "# computes wind speed\n", "import MV2\n", "speed = MV2.sqrt(u**2+v**2)\n", "print(\"Max speed:\", speed.max())\n", "print(\"Mean speed:\",speed.mean())\n", "print(\"Min speed:\",speed.min())\n", "\n", "# Prepare graphics\n", "import vcs\n", "x=vcs.init()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Value based masks\n", "[Back to Top](#top)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's mask out area where wind speed is greater than twice mean\n", "mask = MV2.greater(speed,speed.mean()*2.)\n", "\n", "# Let's apply this mask\n", "clt_masked = MV2.masked_where(mask,clt)\n", "x.plot(clt_masked)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Land-sea Masks\n", "[Back to Top](#top)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generating a Land-sea Mask on any grid\n", "\n", "Conveniently CDAT can generate masks for you (for regular grids only).\n", "\n", "The observed data set used here as the basis for creating realistic model land/sea masks was obtained from the U.S. Navy on a 1/6 degree longitude-latitude grid.\n", "\n", "More on the technique used can be read [here](https://www-pcmdi.llnl.gov/publications/pdf/58.pdf)\n", "\n", "[Back to Top](#top)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import cdutil\n", "mask = cdutil.generateLandSeaMask(clt)\n", "mask2 = MV2.where(mask._mask,1.,mask) # Not needed for cdutil versions >= 2.12.2017.9.25\n", "mask2.setAxisList(mask.getAxisList()) # Not needed for cdutil versions >= 2.12.2017.9.25\n", "clt_masked = MV2.masked_where(mask2,clt)\n", "x.clear()\n", "x.plot(clt_masked)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Surface type by region masks\n", "\n", "CDAT also provide capabilities to mask regions. Original regions and their numbers come from [EzGet](http://github.com/uv-cdat/ezget)\n", "\n", "The function requires both a land/sea mask and a file reporting \"regions\", default \"region\" mask is as follow:\n", "\n", "\n", "Regions tables is:\n", "\n", "\n", "[Back to Top](#top)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "regions, guess = cdutil.generateSurfaceTypeByRegionMask(mask2*100., verbose=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# let's take a look\n", "x.clear()\n", "x.plot(regions)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Now let's extract the indian ocean which according to table are area 205 and 206\n", "ind1 = MV2.equal(regions,205)\n", "ind2 = MV2.equal(regions,206)\n", "indian_ocean = MV2.logical_or(ind1,ind2)\n", "\n", "clt_indian_ocean = MV2.masked_where(MV2.logical_not(indian_ocean),clt)\n", "x.clear()\n", "x.plot(clt_indian_ocean(longitude=(15,150),latitude=(-90,35)),ratio=\"autot\")" ] } ], "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": "3.8.2" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }