{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%matplotlib inline " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
\n", " \n", "
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\n", "
\n", " \n", " Reading Scientific Datasets in Python\n", "

\n", " Todd Spindler

\n", " IMSG at NCEP/EMC
\n", " Verification Post Processing Product Generation Branch


\n", " Learn scientific data visualization in three easy* lessons!


\n", " * and many more perhaps not-quite-so-easy lessons...\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Just an FYI before we begin\n", "\n", "- This entire presentation was created using Python 3 and Jupyter Notebooks\n", "\n", "- All three example notebooks and the data sets are available from our web site:\n", "\n", " - http://polar.ncep.noaa.gov/ngmmf_python\n", "\n", "- Feel free to download them and play with the notebooks" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Three commonly used binary dataset formats in use at EMC are (in no particular order):\n", "\n", "- **NetCDF** (Network Common Data Format) \n", "\n", "- **GRIB** (GRIdded Binary or General Regularly-distributed Information in Binary form) \n", "\n", "- **BUFR** (Binary Universal Form for the Representation of meteorological data) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Example 1: Reading a NetCDF data set\n", "\n", "NetCDF can be read with any of the following libraries:\n", "- **netCDF4-python** \n", "\n", "- **xarray** \n", "\n", "- **PyNIO**\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "In this example we'll use xarray to read a Global RTOFS NetCDF dataset, plot a parameter (SST), and select a subregion.\n", "\n", "The xarray library can be installed via pip, conda (or whatever package manager comes with your Python installation), or distutils (python setup.py)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Begin by importing the required libraries." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt # standard graphics library\n", "import xarray\n", "import cartopy.crs as ccrs # cartographic coord reference system\n", "import cartopy.feature as cfeature # features: land, borders, coastlines" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Open the file as an xarray Dataset and display the metadata." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "dataset = xarray.open_dataset('rtofs_glo_2ds_n000_daily_prog.nc',\n", " decode_times = True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- `decode_times = True` will automatically decode the datetime values from NetCDF convention to Python datetime objects\n", "\n", "- Note that this reads a local data set, but you can replace the filename with the URL of the corresponding NOMADS OpenDAP data set and continue without further changes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (Layer: 1, MT: 1, X: 4500, Y: 3298)\n", "Coordinates:\n", " * MT (MT) datetime64[ns] 2018-08-26\n", " Date (MT) float64 ...\n", " * Layer (Layer) int32 1\n", " * Y (Y) int32 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " * X (X) int32 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " Latitude (Y, X) float32 ...\n", " Longitude (Y, X) float32 ...\n", "Data variables:\n", " u_velocity (MT, Layer, Y, X) float32 ...\n", " v_velocity (MT, Layer, Y, X) float32 ...\n", " sst (MT, Y, X) float32 ...\n", " sss (MT, Y, X) float32 ...\n", " layer_density (MT, Layer, Y, X) float32 ...\n", "Attributes:\n", " Conventions: CF-1.0\n", " title: HYCOM ATLb2.00\n", " institution: National Centers for Environmental Prediction\n", " source: HYCOM archive file\n", " experiment: 09.2\n", " history: archv2ncdf2d" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- There's an extra Date field. Since it's not needed, here's how to get rid of it." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "dataset = dataset.drop('Date') " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- You can also use the python delete command:\n", "\n", "`del dataset['Date']`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- There's a quirk in the Global RTOFS datasets -- the bottom row of the longitude field is unused by the model and is filled with junk data.\n", "\n", "- I'll use array subsetting to get rid of it, and save just the SST parameter to a separate DataArray." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "sst = dataset.sst[0,0:-1,:] # this can be shortened to [0,:-1,]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Note that subsetting an xarray parameter will also subset the associated coordinates at the same time.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "\n", "[14836500 values with dtype=float32]\n", "Coordinates:\n", " MT datetime64[ns] 2018-08-26\n", " * Y (Y) int32 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 ...\n", " * X (X) int32 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 ...\n", " Latitude (Y, X) float32 ...\n", " Longitude (Y, X) float32 ...\n", "Attributes:\n", " standard_name: sea_surface_temperature\n", " units: degC\n", " valid_range: [-2.1907086 34.93205 ]\n", " long_name: sea surf. temp. [09.2H]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- For a quick look at the raw data array, use matplotlib's `imshow` function to display the SST parameter as an image." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi = 90) # open a new figure window and set the resolution\n", "plt.imshow(sst, cmap = 'gist_ncar');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- This is how the model data is stored in the array. The Latitude array is similarly upside down." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "- Also note that the longitude values are a bit odd. \n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "74.1199951171875 434.1199951171875\n" ] } ], "source": [ "print(sst.Longitude.min().data, sst.Longitude.max().data)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- In fact, the whole model grid is pretty weird. It's called a tripolar grid.\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Now set up the figure and plot the SST field in a Mercator projection, using Cartopy to handle the projection details and letting xarray decide how to plot the data. The default for 2-D plotting is `pcolormesh()`." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "\n", "- Xarray is very smart and will try to use a diverging (bicolor) colormap if the data values straddle zero.
\n", "- You override this by specifying the colormap with `cmap=` and the `vmin=, vmax=` values for your data.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi = 100)\n", "ax = plt.axes(projection = ccrs.Mercator())\n", "ax.add_feature(cfeature.LAND) # fill in the land areas\n", "ax.coastlines() # use the default coastline\n", "gl = ax.gridlines(draw_labels = True) # default is to label all axes.\n", "gl.xlabels_top = False # turn off two of them.\n", "gl.ylabels_right = False\n", "\n", "sst.plot(x = 'Longitude', y = 'Latitude', cmap = 'gist_ncar', \n", " vmin = sst.min(), vmax=sst.max(),\n", " transform = ccrs.PlateCarree());" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "- Now let's concentrate on the waters around Hawaii (lat: 17 to 24, lon: -163 to -153)\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "\n", "- RTOFS longitudes are defined as 74-430, so we need to convert the -163 and -153 values by computing modulo 360. Python uses the \"%\" operator for modulus math.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "\n", "- Use the `object.where()` method with the lat/lon limits.\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "hawaii = sst.where((sst.Longitude >= -163%360) & \n", " (sst.Longitude <= -153%360) & \n", " (sst.Latitude >= 17) & \n", " (sst.Latitude <= 24), drop = True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "\n", "- Note the `drop = True` option, which instructs the `.where()` method to subset the data.\n", "Otherwise it will retain the full array size and simply mask out the unwanted data.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "- As before, let's plot the SST in a Mercator projection, but use a high-resolution coastline.\n", "
\n", "- Since the water around Hawaii is warm I don't have to specify the colormap limits.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi = 100)\n", "ax = plt.axes(projection = ccrs.Mercator())\n", "ax.add_feature(cfeature.LAND)\n", "ax.add_feature(cfeature.GSHHSFeature()) # use a high-resolution GSHHS coastline\n", "gl = ax.gridlines(draw_labels=True)\n", "gl.xlabels_top = False\n", "gl.ylabels_right = False\n", "\n", "hawaii.plot.contourf(x = 'Longitude',y = 'Latitude',levels = 20,\n", " cmap = 'gist_ncar',add_colorbar = True,\n", " transform = ccrs.PlateCarree());" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Next Example -- Reading a GRIB file" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }