{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Parcels plotting methods\n", "**Disclaimer: This tutorial demonstrates the simple plotting functionality included in Parcels. For high quality analysis it is recommended to create your own code. [This tutorial](https://nbviewer.jupyter.org/github/OceanParcels/parcels/blob/master/parcels/examples/tutorial_output.ipynb) shows how to start a more advanced analysis.** \n", "\n", "The `show()` method of the `Particelset` class is capable of plotting the particle locations and velocity fields in scalar and vector form. In this notebook, we demonstrate these capabilities using the GlobCurrent dataset. We begin by importing the relevant modules." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from parcels import FieldSet, ParticleSet, JITParticle, AdvectionRK4\n", "from datetime import timedelta, datetime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then instatiate a `FieldSet` with the velocity field data from GlobCurrent dataset." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting lon data to np.float32\n", "WARNING: Casting lat data to np.float32\n", "WARNING: Casting depth data to np.float32\n" ] } ], "source": [ "filenames = {'U': \"GlobCurrent_example_data/20*.nc\",\n", " 'V': \"GlobCurrent_example_data/20*.nc\"}\n", "variables = {'U': 'eastward_eulerian_current_velocity',\n", " 'V': 'northward_eulerian_current_velocity'}\n", "dimensions = {'lat': 'lat',\n", " 'lon': 'lon',\n", " 'time': 'time'}\n", "fieldset = FieldSet.from_netcdf(filenames, variables, dimensions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we instantiate a `ParticeSet` composed of `JITParticles`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pset = ParticleSet.from_line(fieldset=fieldset, size=5, pclass=JITParticle,\n", " start=(31, -31), finish=(32, -31), time=datetime(2002, 1, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given this `ParticleSet`, we can now explore the different features of the `show()` method. To start, let's simply call `show()` with no arguments." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, let's advect the particles starting on January 1, 2002 for a week." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4 ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gr/T/parcels-504/3bd9e4d852563dc46b1da38336ff2dec.so\n", "100% (604800.0 of 604800.0) |############| Elapsed Time: 0:00:00 Time: 0:00:00\n" ] } ], "source": [ "pset.execute(AdvectionRK4, runtime=timedelta(days=7), dt=timedelta(minutes=5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we call `show()` again, we will see that the particles have been advected:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot without the continents on the same plot, add `land=False`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(land=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To set the domain of the plot, we specify the domain argument. The format `domain` expects a dictionary with entries `{'S', 'N', 'E', 'W'}` for South, North, East and West extent, respectively. Note that the plotted domain is found by interpolating the user-specified domain onto the velocity grid. For instance," ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(domain={'N':-31, 'S':-35, 'E':33, 'W':26})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also easily display a scalar contour plot of a single component of the velocity vector field. This is done by setting the `field` argument equal to the desired scalar velocity field." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the scalar U velocity field at a different date and time, we set the argument `show_time` equal to a `datetime` or `timedelta` object or simply the number of seconds since the time origin. For instance, let's view the U field on January, 10, 2002 at 2 PM." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(field=fieldset.U, show_time=datetime(2002, 1, 10, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the particle locations do not change, but remain at the locations corresponding to the end of the last integration. To remove them from the plot, we set the argument `with_particles` equal to `False`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(field=fieldset.U, show_time=datetime(2002, 1, 10, 2), with_particles=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By setting the `field` argument equal to `vector`, we can display the velocity in full vector form." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/erik/miniconda2/envs/py2_parcels_cartopy/lib/python2.7/site-packages/cartopy/mpl/geoaxes.py:1744: RuntimeWarning: invalid value encountered in less\n", " u, v = self.projection.transform_vectors(t, x, y, u, v)\n", "/Users/erik/miniconda2/envs/py2_parcels_cartopy/lib/python2.7/site-packages/cartopy/mpl/geoaxes.py:1744: RuntimeWarning: invalid value encountered in greater\n", " u, v = self.projection.transform_vectors(t, x, y, u, v)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(field='vector')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The normalized vector field is colored by speed. To control the maximum speed value on the colorbar, set the `vmax` argument equal to the desired value." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(field='vector', vmax=3.0, domain={'N':-31, 'S':-39, 'E':33, 'W':18})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the projection of the plot by providing one of the [projections](https://scitools.org.uk/cartopy/docs/v0.15/crs/projections.html) from `cartopy`. For example, to plot on a Robinson projection , we use `projection=cartopy.crs.Robinson()`. Note that not all projections support gridlines, so these may not be shown." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "try: # Within a try/pass for unit testing on machines without cartopy installed\n", " import cartopy\n", " pset.show(field='vector', vmax=3.0, domain={'N':-31, 'S':-39, 'E':33, 'W':18}, projection=cartopy.crs.Robinson())\n", "except:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to save the file rather than show it, we set the argument `savefile` equal to the `'path/to/save/file'`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Plot saved to particles.png\n" ] } ], "source": [ "pset.show(field='vector', vmax=3.0, domain={'N':-31, 'S':-39, 'E':33, 'W':18}, land=True, savefile='particles')" ] } ], "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": "3.6.11" } }, "nbformat": 4, "nbformat_minor": 1 }