From d762721a762f1c2aeb74a64ed84f07de2d0efaa9 Mon Sep 17 00:00:00 2001
From: j-atkins <106238905+j-atkins@users.noreply.github.com>
Date: Fri, 28 Nov 2025 08:47:03 +0100
Subject: [PATCH 01/20] add small random noise to drifter release locations
---
src/virtualship/instruments/drifter.py | 15 +++++++++++----
src/virtualship/utils.py | 7 ++++++-
2 files changed, 17 insertions(+), 5 deletions(-)
diff --git a/src/virtualship/instruments/drifter.py b/src/virtualship/instruments/drifter.py
index e962278d..59352e3b 100644
--- a/src/virtualship/instruments/drifter.py
+++ b/src/virtualship/instruments/drifter.py
@@ -3,12 +3,12 @@
from typing import ClassVar
import numpy as np
-from parcels import AdvectionRK4, JITParticle, ParticleSet, Variable
+from parcels import AdvectionRK4, JITParticle, ParticleSet, Variable
from virtualship.instruments.base import Instrument
from virtualship.instruments.types import InstrumentType
from virtualship.models.spacetime import Spacetime
-from virtualship.utils import register_instrument
+from virtualship.utils import _random_noise, register_instrument
# =====================================================
# SECTION: Dataclass
@@ -102,11 +102,18 @@ def simulate(self, measurements, out_path) -> None:
fieldset = self.load_input_data()
# define parcel particles
+ lat_release = [
+ drifter.spacetime.location.lat + _random_noise() for drifter in measurements
+ ] # with small random noise to get different trajectories for multiple drifters released at same waypoint
+ lon_release = [
+ drifter.spacetime.location.lon + _random_noise() for drifter in measurements
+ ]
+
drifter_particleset = ParticleSet(
fieldset=fieldset,
pclass=_DrifterParticle,
- lat=[drifter.spacetime.location.lat for drifter in measurements],
- lon=[drifter.spacetime.location.lon for drifter in measurements],
+ lat=lat_release,
+ lon=lon_release,
depth=[drifter.depth for drifter in measurements],
time=[drifter.spacetime.time for drifter in measurements],
has_lifetime=[
diff --git a/src/virtualship/utils.py b/src/virtualship/utils.py
index 7e37617b..107d6eef 100644
--- a/src/virtualship/utils.py
+++ b/src/virtualship/utils.py
@@ -13,8 +13,8 @@
import copernicusmarine
import numpy as np
import xarray as xr
-from parcels import FieldSet
+from parcels import FieldSet
from virtualship.errors import CopernicusCatalogueError
if TYPE_CHECKING:
@@ -560,3 +560,8 @@ def _find_files_in_timerange(
)
return [fname for _, fname in files_with_dates]
+
+
+def _random_noise(scale: float = 0.01) -> float:
+ """Generate a small random noise value for drifter seeding locations."""
+ return np.random.normal(loc=0.0, scale=scale)
From a22753b245cdafd51aa025ad05f8a90388cecff5 Mon Sep 17 00:00:00 2001
From: j-atkins <106238905+j-atkins@users.noreply.github.com>
Date: Fri, 28 Nov 2025 09:28:10 +0100
Subject: [PATCH 02/20] first updates to argo and drifter plotting notebooks
---
.../tutorials/Argo_data_tutorial.ipynb | 665 +++++++++++++++++-
.../tutorials/Drifter_data_tutorial.ipynb | 323 +++++----
.../assets/initial_vs_final_drifters.png | Bin 0 -> 17573 bytes
.../tutorials/assets/trajan_drifters.png | Bin 0 -> 126589 bytes
4 files changed, 819 insertions(+), 169 deletions(-)
create mode 100644 docs/user-guide/tutorials/assets/initial_vs_final_drifters.png
create mode 100644 docs/user-guide/tutorials/assets/trajan_drifters.png
diff --git a/docs/user-guide/tutorials/Argo_data_tutorial.ipynb b/docs/user-guide/tutorials/Argo_data_tutorial.ipynb
index e8235315..af24918a 100644
--- a/docs/user-guide/tutorials/Argo_data_tutorial.ipynb
+++ b/docs/user-guide/tutorials/Argo_data_tutorial.ipynb
@@ -6,21 +6,37 @@
"source": [
"## Example Argo data tutorial\n",
"\n",
- "### Argo float in the Tropical Pacific Ocean\n",
- "The Tropical Pacific Ocean has a very strong thermocline, which can we mapped with Argo floats. \n",
+ "### Argo float data\n",
"\n",
- "In this tutorial, we show how to use Argo floats in the virtualship tool and how to analyse their data."
+ "In this tutorial, we will show how to use visualise data from Argo Float deployment(s) in VirtualShip."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Set up\n",
+ "\n",
+ "#### Imports\n",
+ "\n",
+ "The first step is to import the Python packages required for post-processing the data and plotting. \n",
+ "\n",
+ "
\n",
+ "Tip: You may need to set the Kernel to the relevant (Conda) environment in the top right of this notebook to access the required packages! \n",
+ "
"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
+ "import cmocean.cm as cmo\n",
"import numpy as np\n",
+ "import cartopy.crs as ccrs\n",
"from mpl_toolkits.mplot3d import Axes3D"
]
},
@@ -28,47 +44,626 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "We have downloaded the data from Copernicus Marine Service, using `virtualship fetch` and the information in following `schedule` section of the `expedition.yaml` file:\n",
- "```yaml\n",
- "schedule:\n",
- " space_time_region:\n",
- " spatial_range:\n",
- " minimum_longitude: -5\n",
- " maximum_longitude: 5\n",
- " minimum_latitude: -5\n",
- " maximum_latitude: 5\n",
- " minimum_depth: 0\n",
- " maximum_depth: 2000\n",
- " time_range:\n",
- " start_time: 2023-01-01 00:00:00\n",
- " end_time: 2023-02-01 00:00:00\n",
- " waypoints:\n",
- " - instrument: ARGO_FLOAT\n",
- " location:\n",
- " latitude: 0.02\n",
- " longitude: 0.02\n",
- " time: 2023-01-01 02:00:00\n",
- "```\n",
- "\n",
- "After running `virtualship run`, we have a `results/argo_floats.zarr` file with the data from the float."
+ "#### Data directory\n",
+ "\n",
+ "Next, you should set `data_dir` to be the path to your expedition results in the code block below. You should replace `\"/path/to/EXPEDITION/results/\"` with the path for your machine.\n",
+ "\n",
+ "
\n",
+ "Tip: You can get the path to your expedition results by navigating to the `results` folder in Terminal (using `cd`) and then using the `pwd` command. This will print your working directory which you can copy to the `data_dir` variable in this notebook. Don't forget to keep it as a string (in \"quotation\" marks)!\n",
+ "
"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# data_dir = \"/path/to/EXPEDITION/results/\" # set this to be where your expedition output data is located on your (virtual) machine\n",
+ "\n",
+ "data_dir = \"~/Documents/test_expeditions/argos/TEST/results/\" # set this to be where your expedition output data is located on your (virtual) machine"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load data\n",
+ "\n",
+ "We are now ready to read in the data using the `xarray` package."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ " Size: 16B\n",
+ "array([0, 1])\n",
+ "Coordinates:\n",
+ " * trajectory (trajectory) int64 16B 0 1"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load argo data\n",
+ "argo_ds = xr.open_dataset(f\"{data_dir}/argo_float.zarr\")\n",
+ "\n",
+ "argo_ds[\"trajectory\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "## Argo float trajectory plot\n",
+ "\n",
+ "# set figure size based on aspect ratio of data\n",
+ "base_size = 10\n",
+ "aspect = float(argo_ds[\"lon\"].max() - argo_ds[\"lon\"].min()) / float(\n",
+ " argo_ds[\"lat\"].max() - argo_ds[\"lat\"].min()\n",
+ ")\n",
+ "width = min(max(base_size * aspect, 4), 12)\n",
+ "height = min(max(base_size, 4), 12)\n",
+ "\n",
+ "# fig\n",
+ "fig = plt.figure(figsize=(width, height), dpi=96)\n",
+ "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n",
+ "\n",
+ "MARKERSIZE = 1\n",
+ "\n",
+ "# plot trajectory\n",
+ "if len(argo_ds[\"trajectory\"]) > 1:\n",
+ " for i, traj in enumerate(argo_ds[\"trajectory\"].values):\n",
+ " # extract trajectory data\n",
+ " lons = argo_ds[\"lon\"][:].sel(trajectory=traj).squeeze()\n",
+ " lats = argo_ds[\"lat\"][:].sel(trajectory=traj).squeeze()\n",
+ " depth = argo_ds[\"z\"][:].sel(trajectory=traj).squeeze()\n",
+ "\n",
+ " ax.scatter(\n",
+ " lons,\n",
+ " lats,\n",
+ " marker=\"o\",\n",
+ " s=MARKERSIZE,\n",
+ " linestyle=\"-\",\n",
+ " linewidth=1,\n",
+ " color=\"crimson\",\n",
+ " label=f\"Argo Float {int(traj)}\",\n",
+ " transform=ccrs.PlateCarree(),\n",
+ " )\n",
+ "else:\n",
+ " lons = argo_ds[\"lon\"][:].squeeze()\n",
+ " lats = argo_ds[\"lat\"][:].squeeze()\n",
+ " depth = argo_ds[\"z\"][:].squeeze()\n",
+ "\n",
+ " ax.scatter(\n",
+ " lons,\n",
+ " lats,\n",
+ " marker=\"o\",\n",
+ " s=MARKERSIZE,\n",
+ " linestyle=\"-\",\n",
+ " linewidth=1,\n",
+ " color=\"crimson\",\n",
+ " label=f\"Argo Float {int(argo_ds['trajectory'].values)}\",\n",
+ " transform=ccrs.PlateCarree(),\n",
+ " )\n",
+ "\n",
+ "# set extent with buffer\n",
+ "latlon_buffer = 20.0\n",
+ "ax.set_extent(\n",
+ " [\n",
+ " lons.min() - latlon_buffer,\n",
+ " lons.max() + latlon_buffer,\n",
+ " lats.min() - latlon_buffer,\n",
+ " lats.max() + latlon_buffer,\n",
+ " ],\n",
+ " crs=ccrs.PlateCarree(),\n",
+ ")\n",
+ "\n",
+ "# additional map features\n",
+ "ax.stock_img()\n",
+ "ax.coastlines(linewidth=0.5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Users/erik/anaconda3/envs/parcels/lib/python3.12/site-packages/xarray/coding/times.py:254: RuntimeWarning: invalid value encountered in cast\n",
- " flat_num_dates_ns_int = (flat_num_dates * _NS_PER_TIME_DELTA[delta]).astype(\n"
- ]
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
- "ds = xr.open_zarr(\"/Users/erik/Desktop/VSC_Argo/results/argo_floats.zarr\")"
+ "## 3D plot of trajectory and sampling temperature / salinity (user chooses)\n",
+ "fig = plt.figure(figsize=(10, 10), dpi=96)\n",
+ "ax = fig.add_subplot(1, 1, 1, projection=\"3d\")"
]
},
{
diff --git a/docs/user-guide/tutorials/Drifter_data_tutorial.ipynb b/docs/user-guide/tutorials/Drifter_data_tutorial.ipynb
index c2d9424a..16f7e4e8 100755
--- a/docs/user-guide/tutorials/Drifter_data_tutorial.ipynb
+++ b/docs/user-guide/tutorials/Drifter_data_tutorial.ipynb
@@ -4,157 +4,150 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Example Drifter data handling \n",
- "### Agulhas retroflection region\n",
- "The Atlantic and Indian Ocean meet around South Africa, and this is one of the most dynamic and energetic regions in the world ocean. The Agulhas retroflection is a region where the Agulhas current retroflects back into the Indian Ocean. This region is known for its strong currents and eddies, and is a region where many drifters have been deployed.\n",
- "\n",
- "In this tutorial, we will explore virtual drifters deployed in the Agulhas Current, just off the city of Durban at 31S. The virtual drifters report their position every hour, and have a lifetime of 30 days. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "from virtualship.models import Location, Spacetime\n",
- "from virtualship.instruments.drifter import Drifter, simulate_drifters\n",
- "from virtualship.expedition.input_data import InputData\n",
- "from pathlib import Path\n",
- "import numpy as np\n",
- "import xarray as xr\n",
- "import matplotlib.pyplot as plt\n",
- "import trajan\n",
- "from datetime import timedelta"
+ "## Example Drifter data handling "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "We have downloaded the data from Copernicus Marine Service, using `virtualship fetch` and the information in following yaml format:\n",
- "```yaml\n",
- "area_of_interest:\n",
- " spatial_range:\n",
- " minimum_longitude: 5\n",
- " maximum_longitude: 60\n",
- " minimum_latitude: -45\n",
- " maximum_latitude: -30\n",
- " minimum_depth: -30\n",
- " maximum_depth: 0\n",
- " time_range:\n",
- " start_time: 2023-07-01 00:00:00\n",
- " end_time: 2023-09-30 00:00:00\n",
- "```"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "We have stored this hydrodynamic data in an `expedition_directory`, from which we can launch the virtual drifters. But before we do this, we will first need to load the data into a Parcels `FieldSet`."
+ "## Set up\n",
+ "\n",
+ "#### Imports\n",
+ "\n",
+ "The first step is to import the Python packages required for post-processing the data and plotting. \n",
+ "\n",
+ "
\n",
+ "Tip: You may need to set the Kernel to the relevant (Conda) environment in the top right of this notebook to access the required packages! \n",
+ "
"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
- "expedition_directory = Path(\"/Users/erik/Desktop/VSC_AgulhasDrifters\")\n",
- "fieldset = InputData._load_ship_fieldset(expedition_directory)"
+ "import xarray as xr\n",
+ "import matplotlib.pyplot as plt\n",
+ "import cmocean.cm as cmo\n",
+ "import numpy as np\n",
+ "import cartopy.crs as ccrs\n",
+ "import cartopy.feature as cfeature\n",
+ "import matplotlib.colors as mcolors\n",
+ "from matplotlib.collections import LineCollection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "We will programatically create a list of 20 drifters to be deployed, using the `Drifter` Class. The 10 drifters are launched on a line from (31S, 31E) to (31S, 32E) and between 2 and 21 July 2023, one each day at midnight."
+ "#### Data directory\n",
+ "\n",
+ "Next, you should set `data_dir` to be the path to your expedition results in the code block below. You should replace `\"/path/to/EXPEDITION/results/\"` with the path for your machine.\n",
+ "\n",
+ "
\n",
+ "Tip: You can get the path to your expedition results by navigating to the `results` folder in Terminal (using `cd`) and then using the `pwd` command. This will print your working directory which you can copy to the `data_dir` variable in this notebook. Don't forget to keep it as a string (in \"quotation\" marks)!\n",
+ "
"
]
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
- "vs_drifters = []\n",
- "for i, lon in enumerate(np.linspace(31, 32, 20)):\n",
- " vs_drifters.append(\n",
- " Drifter(\n",
- " Spacetime(\n",
- " Location(latitude=-30, longitude=lon),\n",
- " time=np.datetime64(f\"2023-07-{i + 2:02d} 00:00:00\"),\n",
- " ),\n",
- " depth=0.0,\n",
- " lifetime=timedelta(days=90),\n",
- " )\n",
- " )"
+ "# data_dir = \"/path/to/EXPEDITION/results/\" # set this to be where your expedition output data is located on your (virtual) machine\n",
+ "\n",
+ "data_dir = \"~/Documents/test_expeditions/drifters/NEP/results/\" # set this to be where your expedition output data is located on your (virtual) machine"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 23,
"metadata": {},
+ "outputs": [],
"source": [
- "We will now simulate the drifters for 90 days and store their trajectories in a `drifters.zarr` file."
+ "# load argo data\n",
+ "drifter_ds = xr.open_dataset(f\"{data_dir}/drifter.zarr\")"
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "INFO: Output files are stored in /Users/erik/Desktop/VSC_AgulhasDrifters/drifters.zarr.\n",
- "WARN: Some drifters had a life time beyond the end time of the fieldset or the requested end time.\n"
- ]
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
- "out_path = f\"{expedition_directory}/drifters.zarr\"\n",
- "simulate_drifters(\n",
- " fieldset,\n",
- " out_path,\n",
- " vs_drifters,\n",
- " outputdt=timedelta(hours=1),\n",
- " dt=timedelta(minutes=30),\n",
- " endtime=None,\n",
- ")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "The simplest way to plot these trajectories is to use the [TrajAn package](https://opendrift.github.io/trajan/). As you see below, the drifters all start in the Agulhas Current (red dots at 30S) and most are initially advected southwestwards (although some first move northeastwards). At least two drifters take a path farther offshore, where their trajectories are much more eddying. When the inshore drifters reach approximately 25E, some of them start to circulate in eddies, and their tracks become even more convoluted."
+ "## Argo float trajectory plot\n",
+ "\n",
+ "# fig\n",
+ "fig = plt.figure(figsize=(10, 6), dpi=96)\n",
+ "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n",
+ "\n",
+ "# plot trajectory\n",
+ "for i, traj in enumerate(drifter_ds[\"trajectory\"]):\n",
+ " # extract trajectory data\n",
+ " lons = drifter_ds[\"lon\"][:].sel(trajectory=traj).squeeze()\n",
+ " lats = drifter_ds[\"lat\"][:].sel(trajectory=traj).squeeze()\n",
+ "\n",
+ " # plot\n",
+ " ax.plot(\n",
+ " lons,\n",
+ " lats,\n",
+ " linestyle=\"-\",\n",
+ " linewidth=1.25,\n",
+ " zorder=3,\n",
+ " label=f\"Drifter {int(traj)}\",\n",
+ " transform=ccrs.PlateCarree(),\n",
+ " )\n",
+ "\n",
+ "\n",
+ "# additional map features\n",
+ "latlon_buffer = 3.0 # degrees (adjust this to 'zoom' in/out in the plot)\n",
+ "ax.set_extent(\n",
+ " [\n",
+ " drifter_ds.lon.min() - latlon_buffer,\n",
+ " drifter_ds.lon.max() + latlon_buffer,\n",
+ " drifter_ds.lat.min() - latlon_buffer,\n",
+ " drifter_ds.lat.max() + latlon_buffer,\n",
+ " ],\n",
+ " crs=ccrs.PlateCarree(),\n",
+ ")\n",
+ "ax.coastlines(linewidth=0.5, color=\"black\")\n",
+ "ax.add_feature(cfeature.LAND, facecolor=\"tan\")\n",
+ "gl = ax.gridlines(\n",
+ " draw_labels=True,\n",
+ " linewidth=0.5,\n",
+ " color=\"gainsboro\",\n",
+ " alpha=1.0,\n",
+ " linestyle=\"-\",\n",
+ " zorder=0,\n",
+ ")\n",
+ "gl.top_labels = False\n",
+ "gl.right_labels = False"
]
},
{
"cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "tags": [
- "nbsphinx-thumbnail"
- ]
- },
+ "execution_count": 81,
+ "metadata": {},
"outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/Users/erik/anaconda3/envs/parcels/lib/python3.12/site-packages/xarray/coding/times.py:254: RuntimeWarning: invalid value encountered in cast\n",
- " flat_num_dates_ns_int = (flat_num_dates * _NS_PER_TIME_DELTA[delta]).astype(\n",
- "No time or obs dimension detected.\n"
- ]
- },
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -162,57 +155,119 @@
}
],
"source": [
- "ds = xr.open_zarr(out_path)\n",
- "ds.traj.plot()\n",
- "ds.isel(obs=0).traj.plot(\"o\", color=\"r\")\n",
- "plt.show()"
+ "## Argo float trajectory plot\n",
+ "\n",
+ "plot_variable = \"temperature\"\n",
+ "\n",
+ "# fig\n",
+ "fig = plt.figure(figsize=(10, 6), dpi=96)\n",
+ "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n",
+ "\n",
+ "# plot trajectory colored by temperature / salinity\n",
+ "for i, traj in enumerate(drifter_ds[\"trajectory\"]):\n",
+ " # extract trajectory data\n",
+ " lons = drifter_ds[\"lon\"][:].sel(trajectory=traj).squeeze().values\n",
+ " lats = drifter_ds[\"lat\"][:].sel(trajectory=traj).squeeze().values\n",
+ " var = drifter_ds[plot_variable][:].sel(trajectory=traj).squeeze().values\n",
+ "\n",
+ " # create segments for LineCollection\n",
+ " points = np.array([lons, lats]).T.reshape(-1, 1, 2)\n",
+ " segments = np.concatenate([points[:-1], points[1:]], axis=1)\n",
+ "\n",
+ " # create a LineCollection colored by temperature\n",
+ " lc = LineCollection(\n",
+ " segments,\n",
+ " cmap=cmo.thermal,\n",
+ " norm=mcolors.Normalize(vmin=np.nanmin(var), vmax=np.nanmax(var)),\n",
+ " array=var[:-1],\n",
+ " linewidth=2,\n",
+ " zorder=3,\n",
+ " transform=ccrs.PlateCarree(),\n",
+ " )\n",
+ " ax.add_collection(lc)\n",
+ "\n",
+ "\n",
+ "# additional map features\n",
+ "latlon_buffer = 1.0 # degrees (adjust this to 'zoom' in/out in the plot)\n",
+ "ax.set_extent(\n",
+ " [\n",
+ " drifter_ds.lon.min() - latlon_buffer,\n",
+ " drifter_ds.lon.max() + latlon_buffer,\n",
+ " drifter_ds.lat.min() - latlon_buffer,\n",
+ " drifter_ds.lat.max() + latlon_buffer,\n",
+ " ],\n",
+ " crs=ccrs.PlateCarree(),\n",
+ ")\n",
+ "ax.coastlines(linewidth=0.5, color=\"black\")\n",
+ "ax.add_feature(cfeature.LAND, facecolor=\"tan\")\n",
+ "gl = ax.gridlines(\n",
+ " draw_labels=True,\n",
+ " linewidth=0.5,\n",
+ " color=\"gainsboro\",\n",
+ " alpha=1.0,\n",
+ " linestyle=\"-\",\n",
+ " zorder=0,\n",
+ ")\n",
+ "gl.top_labels = False\n",
+ "gl.right_labels = False\n",
+ "\n",
+ "# add colorbar\n",
+ "sm = plt.cm.ScalarMappable(\n",
+ " cmap=cmo.thermal,\n",
+ " norm=mcolors.Normalize(\n",
+ " vmin=float(drifter_ds.temperature.min()),\n",
+ " vmax=float(drifter_ds.temperature.max()),\n",
+ " ),\n",
+ ")\n",
+ "sm._A = []\n",
+ "cbar = plt.colorbar(sm, ax=ax, orientation=\"vertical\", label=\"Temperature (°C)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "One potentially interesting analysis could be to compare the starting longitude to the final longitude. Do the drifters that start on the inshore side of the Agulhas Current have a higher chance to end up in the Atlantic Ocean (aka Agulhas leakage) than the drifters that start on the offshore side?"
+ "## Add temperature/salinity data to plot"
]
},
{
- "cell_type": "code",
- "execution_count": 6,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [
- {
- "data": {
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- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
- "fig, ax = plt.subplots(1, 1, figsize=(5, 3))\n",
- "\n",
- "for i in range(len(ds.lon)):\n",
- " last_non_nan_index = np.max(np.where(~np.isnan(ds.lon[i, :])))\n",
- " ax.plot(ds.lon[i, 0], ds.lon[i, last_non_nan_index], \"o\")\n",
- "ax.set_xlabel(\"Initial longitude [degrees E]\")\n",
- "ax.set_ylabel(\"Final longitude [degrees E]\")\n",
- "plt.show()"
+ "## Interpreting drifter trajectories\n",
+ "\n",
+ "
\n",
+ "NOTE: This section will likely look different from your own results - you will have run your own drifter simulations with different initial positions and times! This is just an example to demonstrate the kinds of drifter flow dynamics questions you can start to think about.\n",
+ "
\n",
+ "\n",
+ "The Atlantic and Indian Ocean meet around South Africa, and this is one of the most dynamic and energetic regions in the world ocean. The Agulhas retroflection is a region where the Agulhas current retroflects back into the Indian Ocean. This region is known for its strong currents and eddies, and is a region where many drifters have been deployed.\n",
+ "\n",
+ "Below is an example of a previous VirtualShip drifter experiment in the Agulhas region, showing the trajectories of 20 virtual drifters launched from a line at 31S between 31E and 32E (see red dots) on the 2 and 21 July 2023, one each day at midnight, simulated forward in time 90 days.\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "As you see, the drifters all start in the Agulhas Current (red dots at 30S) and most are initially advected southwestwards (although some first move northeastwards). At least two drifters take a path farther offshore, where their trajectories are much more eddying. When the inshore drifters reach approximately 25E, some of them start to circulate in eddies, and their tracks become even more convoluted.\n",
+ "\n",
+ "One potentially interesting analysis could be to compare the starting longitude to the final longitude. Do the drifters that start on the inshore side of the Agulhas Current have a higher chance to end up in the Atlantic Ocean (aka Agulhas leakage) than the drifters that start on the offshore side?\n",
+ "\n",
+ "\n",
+ "\n",
+ "How do you interpret this plot? Is it what you expected? \n",
+ "\n",
+ "What other analyses could be interesting to do with this data? Would it be interesting to look at the temperature or salinity that the drifters experience along their trajectories?"
]
},
{
"cell_type": "markdown",
"metadata": {},
- "source": [
- "How do you interpret this plot? Is it what you expected? What other analyses could be interesting to do with this data?"
- ]
+ "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "parcels",
+ "display_name": "ship",
"language": "python",
"name": "python3"
},
@@ -226,7 +281,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.3"
+ "version": "3.12.9"
}
},
"nbformat": 4,
diff --git a/docs/user-guide/tutorials/assets/initial_vs_final_drifters.png b/docs/user-guide/tutorials/assets/initial_vs_final_drifters.png
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