{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Working with Parcels output\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial covers the format of the trajectory output exported by Parcels. **Parcels does not include advanced analysis or plotting functionality**, which users are suggested to write themselves to suit their research goals. Here we provide some starting points to explore the parcels output files yourself.\n", "\n", "- [**Reading the output file**](#Reading-the-output-file)\n", "- [**Trajectory data structure**](#Trajectory-data-structure)\n", "- [**Analysis**](#Analysis)\n", "- [**Plotting**](#Plotting)\n", "- [**Animations**](#Animations)\n", "\n", "First we need to create some parcels output to analyze. We simulate a set of particles using the setup described in the [Delay start tutorial](https://docs.oceanparcels.org/en/latest/examples/tutorial_delaystart.html).\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from datetime import timedelta as delta\n", "\n", "import numpy as np\n", "\n", "from parcels import (\n", " AdvectionRK4,\n", " FieldSet,\n", " JITParticle,\n", " ParticleSet,\n", " download_example_dataset,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Output files are stored in Output.zarr.\n", "100%|██████████| 86400.0/86400.0 [00:00<00:00, 93792.23it/s] \n" ] } ], "source": [ "example_dataset_folder = download_example_dataset(\"Peninsula_data\")\n", "fieldset = FieldSet.from_parcels(\n", " f\"{example_dataset_folder}/peninsula\", allow_time_extrapolation=True\n", ")\n", "\n", "npart = 10 # number of particles to be released\n", "lon = 3e3 * np.ones(npart)\n", "lat = np.linspace(3e3, 45e3, npart, dtype=np.float32)\n", "\n", "# release every particle two hours later\n", "time = np.arange(npart) * delta(hours=2).total_seconds()\n", "\n", "pset = ParticleSet(fieldset=fieldset, pclass=JITParticle, lon=lon, lat=lat, time=time)\n", "\n", "output_file = pset.ParticleFile(name=\"Output.zarr\", outputdt=delta(hours=2))\n", "\n", "pset.execute(\n", " AdvectionRK4, runtime=delta(hours=24), dt=delta(minutes=5), output_file=output_file\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Reading the output file\n", "\n", "Parcels exports output trajectories in `zarr` [format](https://zarr.readthedocs.io/en/stable/). Files in `zarr` are typically _much_ smaller in size than netcdf, although may be slightly more challenging to handle (but `xarray` has a fairly seamless `open_zarr()` method).\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (trajectory: 10, obs: 12)\n", "Coordinates:\n", " * obs (obs) int32 0 1 2 3 4 5 6 7 8 9 10 11\n", " * trajectory (trajectory) int64 0 1 2 3 4 5 6 7 8 9\n", "Data variables:\n", " lat (trajectory, obs) float32 dask.array\n", " lon (trajectory, obs) float32 dask.array\n", " time (trajectory, obs) timedelta64[ns] dask.array\n", " z (trajectory, obs) float32 dask.array\n", "Attributes:\n", " Conventions: CF-1.6/CF-1.7\n", " feature_type: trajectory\n", " ncei_template_version: NCEI_NetCDF_Trajectory_Template_v2.0\n", " parcels_kernels: JITParticleAdvectionRK4\n", " parcels_mesh: flat\n", " parcels_version: v2.4.2-367-gd9b7b447\n" ] } ], "source": [ "import xarray as xr\n", "\n", "data_xarray = xr.open_zarr(\"Output.zarr\")\n", "print(data_xarray)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n", "Coordinates:\n", " * trajectory (trajectory) int64 0 1 2 3 4 5 6 7 8 9\n" ] } ], "source": [ "print(data_xarray[\"trajectory\"])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note that if you are running Parcels on multiple processors with `mpirun`, you will need to concatenate the files of each processor, see also the [MPI documentation](https://docs.oceanparcels.org/en/latest/examples/documentation_MPI.html#Reading-in-the-ParticleFile-data-in-zarr-format).\n", "\n", "Also, once you have loaded the data as an `xarray` DataSet using `xr.open_zarr()`, you can always save the file to NetCDF if you prefer with the `.to_netcdf()` method.\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Trajectory data structure\n", "\n", "The data zarr file are organised according to the [CF-conventions](http://cfconventions.org/cf-conventions/v1.6.0/cf-conventions.html#discrete-sampling-geometries) implemented with the [NCEI trajectory template](https://www.nodc.noaa.gov/data/formats/netcdf/v2.0/trajectoryIncomplete.cdl). The data is stored in a **two-dimensional array** with the dimensions `traj` and `obs`. Each particle trajectory is essentially stored as a time series where the coordinate data (`lon`, `lat`, `time`) are a function of the observation (`obs`).\n", "\n", "The output dataset used here contains **10 particles** and **13 observations**. Not every particle has 13 observations however; since we released particles at different times some particle trajectories are shorter than others.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0. 2. 4. 6. 8. 10. 12. 14. 16. 18. 20. 22.]\n", " [ 2. 4. 6. 8. 10. 12. 14. 16. 18. 20. 22. nan]\n", " [ 4. 6. 8. 10. 12. 14. 16. 18. 20. 22. nan nan]\n", " [ 6. 8. 10. 12. 14. 16. 18. 20. 22. nan nan nan]\n", " [ 8. 10. 12. 14. 16. 18. 20. 22. nan nan nan nan]\n", " [10. 12. 14. 16. 18. 20. 22. nan nan nan nan nan]\n", " [12. 14. 16. 18. 20. 22. nan nan nan nan nan nan]\n", " [14. 16. 18. 20. 22. nan nan nan nan nan nan nan]\n", " [16. 18. 20. 22. nan nan nan nan nan nan nan nan]\n", " [18. 20. 22. nan nan nan nan nan nan nan nan nan]]\n" ] } ], "source": [ "np.set_printoptions(linewidth=160)\n", "ns_per_hour = np.timedelta64(1, \"h\") # nanoseconds in an hour\n", "\n", "print(data_xarray[\"time\"].data.compute() / ns_per_hour) # time is stored in nanoseconds" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note how the first observation occurs at a different time for each trajectory. So remember that `obs != time`\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis\n", "\n", "Sometimes, trajectories are analyzed as they are stored: as individual time series. If we want to study the distance travelled as a function of time, the time we are interested in is the time relative to the start of the each particular trajectory: the array operations are simple since each trajectory is analyzed as a function of `obs`. The time variable is only needed to express the results in the correct units.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "x = data_xarray[\"lon\"].values\n", "y = data_xarray[\"lat\"].values\n", "distance = np.cumsum(\n", " np.sqrt(np.square(np.diff(x)) + np.square(np.diff(y))), axis=1\n", ") # d = (dx^2 + dy^2)^(1/2)\n", "\n", "real_time = data_xarray[\"time\"] / ns_per_hour # convert time to hours\n", "time_since_release = (\n", " real_time.values.transpose() - real_time.values[:, 0]\n", ") # substract the initial time from each timeseries" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4), constrained_layout=True)\n", "\n", "ax1.set_ylabel(\"Distance travelled [m]\")\n", "ax1.set_xlabel(\"observation\", weight=\"bold\")\n", "d_plot = ax1.plot(distance.transpose())\n", "\n", "ax2.set_ylabel(\"Distance travelled [m]\")\n", "ax2.set_xlabel(\"time since release [hours]\", weight=\"bold\")\n", "d_plot_t = ax2.plot(time_since_release[1:], distance.transpose())\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The two figures above show the same graph. Time is not needed to create the first figure. The time variable minus the first value of each trajectory gives the x-axis the correct units in the second figure.\n", "\n", "We can also plot the distance travelled as a function of the absolute time easily, since the `time` variable matches up with the data for each individual trajectory.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "ax = plt.axes()\n", "ax.set_ylabel(\"Distance travelled [m]\")\n", "ax.set_xlabel(\"time [hours]\", weight=\"bold\")\n", "d_plot_t = ax.plot(real_time.T[1:], distance.transpose())" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Conditional selection\n", "\n", "In other cases, the processing of the data itself however depends on the absolute time at which the observations are made, e.g. studying seasonal phenomena. In that case the array structure is not as simple: the data must be selected by their `time` value. Here we show how the mean location of the particles evolves through time. This also requires the trajectory data to be aligned in time. The data are selected using `xr.DataArray.where()` which compares the time variable to a specific time. This type of selecting data with a condition (`data_xarray['time']==time`) is a powerful tool to analyze trajectory data.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/erik/miniconda3/envs/parcels/lib/python3.11/site-packages/pandas/core/arrays/timedeltas.py:1093: RuntimeWarning: invalid value encountered in cast\n", " data = (base * m + (frac * m).astype(np.int64)).view(\"timedelta64[ns]\")\n" ] } ], "source": [ "# Using xarray\n", "mean_lon_x = []\n", "mean_lat_x = []\n", "\n", "timerange = np.arange(\n", " np.nanmin(data_xarray[\"time\"].values),\n", " np.nanmax(data_xarray[\"time\"].values) + np.timedelta64(delta(hours=2)),\n", " delta(hours=2),\n", ") # timerange in nanoseconds\n", "\n", "for time in timerange:\n", " # if all trajectories share an observation at time\n", " if np.all(np.any(data_xarray[\"time\"] == time, axis=1)):\n", " # find the data that share the time\n", " mean_lon_x += [\n", " np.nanmean(data_xarray[\"lon\"].where(data_xarray[\"time\"] == time).values)\n", " ]\n", " mean_lat_x += [\n", " np.nanmean(data_xarray[\"lat\"].where(data_xarray[\"time\"] == time).values)\n", " ]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "ax = plt.axes()\n", "ax.set_ylabel(\"Meridional distance [m]\")\n", "ax.set_xlabel(\"Zonal distance [m]\")\n", "ax.grid()\n", "ax.scatter(mean_lon_x, mean_lat_x, marker=\"^\", s=80)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting\n", "\n", "Parcels output consists of particle trajectories through time and space. An important way to explore patterns in this information is to draw the trajectories in space. The [**trajan**](https://opendrift.github.io/trajan/index.html) package can be used to quickly plot parcels results, but users are encouraged to create their own figures, for example by using the comprehensive [**matplotlib**](https://matplotlib.org/) library. Here we show a basic setup on how to process the parcels output into trajectory plots and animations.\n", "\n", "Some other packages to help you make beautiful figures are:\n", "\n", "- [**cartopy**](https://scitools.org.uk/cartopy/docs/latest/), a map-drawing tool especially compatible with matplotlib\n", "- [**trajan**](https://opendrift.github.io/trajan/index.html), a package to quickly plot trajectories\n", "- [**cmocean**](https://matplotlib.org/cmocean/), a set of ocean-relevant colormaps\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To draw the trajectory data in space usually it is informative to draw points at the observed coordinates to see the resolution of the output and draw a line through them to separate the different trajectories. The coordinates to draw are in `lon` and `lat` and can be passed to either `matplotlib.pyplot.plot` or `matplotlib.pyplot.scatter`. Note however, that the default way matplotlib plots 2D arrays is to plot a separate set for each column. In the parcels 2D output, the columns correspond to the `obs` dimension, so to separate the different trajectories we need to transpose the 2D array using `.T`.\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3, ax4) = plt.subplots(\n", " 1, 4, figsize=(16, 3.5), constrained_layout=True\n", ")\n", "\n", "###-Points-###\n", "ax1.set_title(\"Points\")\n", "ax1.scatter(data_xarray[\"lon\"].T, data_xarray[\"lat\"].T)\n", "###-Lines-###\n", "ax2.set_title(\"Lines\")\n", "ax2.plot(data_xarray[\"lon\"].T, data_xarray[\"lat\"].T)\n", "###-Points + Lines-###\n", "ax3.set_title(\"Points + Lines\")\n", "ax3.plot(data_xarray[\"lon\"].T, data_xarray[\"lat\"].T, marker=\"o\")\n", "###-Not Transposed-###\n", "ax4.set_title(\"Not transposed\")\n", "ax4.plot(data_xarray[\"lon\"], data_xarray[\"lat\"], marker=\"o\")\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Animations\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Trajectory plots like the ones above can become very cluttered for large sets of particles. To better see patterns, it's a good idea to create an animation in time and space. To do this, matplotlib offers an [animation package](https://matplotlib.org/stable/api/animation_api.html). Here we show how to use the [**FuncAnimation**](https://matplotlib.org/3.3.2/api/_as_gen/matplotlib.animation.FuncAnimation.html#matplotlib.animation.FuncAnimation) class to animate parcels trajectory data.\n", "\n", "To correctly reveal the patterns in time we must remember that the `obs` dimension does not necessarily correspond to the `time` variable ([see the section of Trajectory data structure above](#Trajectory-data-structure)). In the animation of the particles, we usually want to draw the points at each consecutive moment in time, not necessarily at each moment since the start of the trajectory. To do this we must [select the correct data](#Conditional-selection) in each rendering.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from IPython.display import HTML\n", "from matplotlib.animation import FuncAnimation\n", "\n", "outputdt = delta(hours=2)\n", "\n", "# timerange in nanoseconds\n", "timerange = np.arange(\n", " np.nanmin(data_xarray[\"time\"].values),\n", " np.nanmax(data_xarray[\"time\"].values) + np.timedelta64(outputdt),\n", " outputdt,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "fig = plt.figure(figsize=(5, 5), constrained_layout=True)\n", "ax = fig.add_subplot()\n", "\n", "ax.set_ylabel(\"Meridional distance [m]\")\n", "ax.set_xlabel(\"Zonal distance [m]\")\n", "ax.set_xlim(0, 90000)\n", "ax.set_ylim(0, 50000)\n", "plt.xticks(rotation=45)\n", "\n", "# Indices of the data where time = 0\n", "time_id = np.where(data_xarray[\"time\"] == timerange[0])\n", "\n", "scatter = ax.scatter(\n", " data_xarray[\"lon\"].values[time_id], data_xarray[\"lat\"].values[time_id]\n", ")\n", "\n", "t = str(timerange[0].astype(\"timedelta64[h]\"))\n", "title = ax.set_title(\"Particles at t = \" + t)\n", "\n", "\n", "def animate(i):\n", " t = str(timerange[i].astype(\"timedelta64[h]\"))\n", " title.set_text(\"Particles at t = \" + t)\n", "\n", " time_id = np.where(data_xarray[\"time\"] == timerange[i])\n", " scatter.set_offsets(\n", " np.c_[data_xarray[\"lon\"].values[time_id], data_xarray[\"lat\"].values[time_id]]\n", " )\n", "\n", "\n", "anim = FuncAnimation(fig, animate, frames=len(timerange), interval=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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