Drift at different depths

from datetime import datetime, timedelta
import numpy as np
from opendrift.models.oceandrift import OceanDrift

o = OceanDrift(loglevel=20)  # Set loglevel to 0 for debug information
09:40:15 INFO    opendrift:507: OpenDriftSimulation initialised (version 1.14.2 / v1.14.2-21-g950aeec)

Using live data from Thredds

o.add_readers_from_list([
    'https://thredds.met.no/thredds/dodsC/sea/norkyst800m/1h/aggregate_be'])

Adding some diffusion

o.set_config('drift:horizontal_diffusivity', 10)  # m2/s

Seed 1000 elements at random depths

z = -np.random.rand(2000)*50
o.seed_elements(lon=4.8, lat=60.0, z=z, radius=0, number=2000,
                time=datetime.utcnow())

print(o)
/root/project/examples/example_depth.py:26: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
  time=datetime.utcnow())
09:40:15 INFO    opendrift.models.basemodel.environment:206: Adding a global landmask from GSHHG
09:40:19 INFO    opendrift.models.basemodel.environment:229: Fallback values will be used for the following variables which have no readers:
09:40:19 INFO    opendrift.models.basemodel.environment:232:    x_sea_water_velocity: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    y_sea_water_velocity: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_height: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    x_wind: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    y_wind: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    upward_sea_water_velocity: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    ocean_vertical_diffusivity: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wave_significant_height: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wave_stokes_drift_x_velocity: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wave_stokes_drift_y_velocity: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wave_period_at_variance_spectral_density_maximum: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wave_mean_period_from_variance_spectral_density_second_frequency_moment: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_swell_wave_to_direction: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_swell_wave_peak_period_from_variance_spectral_density: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_swell_wave_significant_height: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wind_wave_to_direction: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wind_wave_mean_period: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_surface_wind_wave_significant_height: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    surface_downward_x_stress: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    surface_downward_y_stress: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    turbulent_kinetic_energy: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    turbulent_generic_length_scale: 0.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    ocean_mixed_layer_thickness: 50.000000
09:40:19 INFO    opendrift.models.basemodel.environment:232:    sea_floor_depth_below_sea_level: 10000.000000
===========================
Model:  OceanDrift     (OpenDrift version 1.14.2)
        0 active Lagrangian3DArray particles  (0 deactivated, 2000 scheduled)
-------------------
Environment variables:
  -----
  land_binary_mask
     1) global_landmask
  -----
Readers not added for the following variables:
  ocean_mixed_layer_thickness
  ocean_vertical_diffusivity
  sea_floor_depth_below_sea_level
  sea_surface_height
  sea_surface_swell_wave_peak_period_from_variance_spectral_density
  sea_surface_swell_wave_significant_height
  sea_surface_swell_wave_to_direction
  sea_surface_wave_mean_period_from_variance_spectral_density_second_frequency_moment
  sea_surface_wave_period_at_variance_spectral_density_maximum
  sea_surface_wave_significant_height
  sea_surface_wave_stokes_drift_x_velocity
  sea_surface_wave_stokes_drift_y_velocity
  sea_surface_wind_wave_mean_period
  sea_surface_wind_wave_significant_height
  sea_surface_wind_wave_to_direction
  surface_downward_x_stress
  surface_downward_y_stress
  turbulent_generic_length_scale
  turbulent_kinetic_energy
  upward_sea_water_velocity
  x_sea_water_velocity
  x_wind
  y_sea_water_velocity
  y_wind
---
Lazy readers:
  LazyReader: https://thredds.met.no/thredds/dodsC/sea/norkyst800m/1h/aggregate_be

Discarded readers:
===========================

Running model

o.run(duration=timedelta(hours=24), time_step=1800)
09:40:19 INFO    opendrift:911: Using existing reader for land_binary_mask
09:40:19 INFO    opendrift:940: All points are in ocean
09:40:19 INFO    opendrift:2102: 2025-05-28 09:40:15.218833 - step 1 of 48 - 2000 active elements (0 deactivated)
09:40:19 INFO    opendrift.readers:61: Opening file with xr.open_dataset
09:40:20 INFO    opendrift.readers.reader_netCDF_CF_generic:332: Detected dimensions: {'x': 'X', 'y': 'Y', 'z': 'depth', 'time': 'time'}
09:40:26 INFO    opendrift:2102: 2025-05-28 10:10:15.218833 - step 2 of 48 - 2000 active elements (0 deactivated)
09:40:27 INFO    opendrift:2102: 2025-05-28 10:40:15.218833 - step 3 of 48 - 2000 active elements (0 deactivated)
09:40:27 INFO    opendrift:2102: 2025-05-28 11:10:15.218833 - step 4 of 48 - 2000 active elements (0 deactivated)
09:40:28 INFO    opendrift:2102: 2025-05-28 11:40:15.218833 - step 5 of 48 - 2000 active elements (0 deactivated)
09:40:29 INFO    opendrift:2102: 2025-05-28 12:10:15.218833 - step 6 of 48 - 2000 active elements (0 deactivated)
09:40:30 INFO    opendrift:2102: 2025-05-28 12:40:15.218833 - step 7 of 48 - 2000 active elements (0 deactivated)
09:40:30 INFO    opendrift:2102: 2025-05-28 13:10:15.218833 - step 8 of 48 - 2000 active elements (0 deactivated)
09:40:31 INFO    opendrift:2102: 2025-05-28 13:40:15.218833 - step 9 of 48 - 2000 active elements (0 deactivated)
09:40:31 INFO    opendrift:2102: 2025-05-28 14:10:15.218833 - step 10 of 48 - 2000 active elements (0 deactivated)
09:40:33 INFO    opendrift:2102: 2025-05-28 14:40:15.218833 - step 11 of 48 - 2000 active elements (0 deactivated)
09:40:33 INFO    opendrift:2102: 2025-05-28 15:10:15.218833 - step 12 of 48 - 2000 active elements (0 deactivated)
09:40:34 INFO    opendrift:2102: 2025-05-28 15:40:15.218833 - step 13 of 48 - 2000 active elements (0 deactivated)
09:40:34 INFO    opendrift:2102: 2025-05-28 16:10:15.218833 - step 14 of 48 - 2000 active elements (0 deactivated)
09:40:36 INFO    opendrift:2102: 2025-05-28 16:40:15.218833 - step 15 of 48 - 2000 active elements (0 deactivated)
09:40:36 INFO    opendrift:2102: 2025-05-28 17:10:15.218833 - step 16 of 48 - 2000 active elements (0 deactivated)
09:40:37 INFO    opendrift:2102: 2025-05-28 17:40:15.218833 - step 17 of 48 - 2000 active elements (0 deactivated)
09:40:37 INFO    opendrift:2102: 2025-05-28 18:10:15.218833 - step 18 of 48 - 2000 active elements (0 deactivated)
09:40:38 INFO    opendrift:2102: 2025-05-28 18:40:15.218833 - step 19 of 48 - 2000 active elements (0 deactivated)
09:40:39 INFO    opendrift:2102: 2025-05-28 19:10:15.218833 - step 20 of 48 - 2000 active elements (0 deactivated)
09:40:40 INFO    opendrift:2102: 2025-05-28 19:40:15.218833 - step 21 of 48 - 2000 active elements (0 deactivated)
09:40:40 INFO    opendrift:2102: 2025-05-28 20:10:15.218833 - step 22 of 48 - 2000 active elements (0 deactivated)
09:40:41 INFO    opendrift:2102: 2025-05-28 20:40:15.218833 - step 23 of 48 - 2000 active elements (0 deactivated)
09:40:41 INFO    opendrift:2102: 2025-05-28 21:10:15.218833 - step 24 of 48 - 2000 active elements (0 deactivated)
09:40:43 INFO    opendrift:2102: 2025-05-28 21:40:15.218833 - step 25 of 48 - 2000 active elements (0 deactivated)
09:40:43 INFO    opendrift:2102: 2025-05-28 22:10:15.218833 - step 26 of 48 - 2000 active elements (0 deactivated)
09:40:45 INFO    opendrift:2102: 2025-05-28 22:40:15.218833 - step 27 of 48 - 2000 active elements (0 deactivated)
09:40:45 INFO    opendrift:2102: 2025-05-28 23:10:15.218833 - step 28 of 48 - 2000 active elements (0 deactivated)
09:40:46 INFO    opendrift:2102: 2025-05-28 23:40:15.218833 - step 29 of 48 - 2000 active elements (0 deactivated)
09:40:46 INFO    opendrift:2102: 2025-05-29 00:10:15.218833 - step 30 of 48 - 2000 active elements (0 deactivated)
09:40:48 INFO    opendrift:2102: 2025-05-29 00:40:15.218833 - step 31 of 48 - 2000 active elements (0 deactivated)
09:40:48 INFO    opendrift:2102: 2025-05-29 01:10:15.218833 - step 32 of 48 - 2000 active elements (0 deactivated)
09:40:49 INFO    opendrift:2102: 2025-05-29 01:40:15.218833 - step 33 of 48 - 2000 active elements (0 deactivated)
09:40:49 INFO    opendrift:2102: 2025-05-29 02:10:15.218833 - step 34 of 48 - 2000 active elements (0 deactivated)
09:40:51 INFO    opendrift:2102: 2025-05-29 02:40:15.218833 - step 35 of 48 - 2000 active elements (0 deactivated)
09:40:51 INFO    opendrift:2102: 2025-05-29 03:10:15.218833 - step 36 of 48 - 2000 active elements (0 deactivated)
09:40:52 INFO    opendrift:2102: 2025-05-29 03:40:15.218833 - step 37 of 48 - 2000 active elements (0 deactivated)
09:40:54 INFO    opendrift:2102: 2025-05-29 04:10:15.218833 - step 38 of 48 - 2000 active elements (0 deactivated)
09:40:55 INFO    opendrift:2102: 2025-05-29 04:40:15.218833 - step 39 of 48 - 2000 active elements (0 deactivated)
09:40:57 INFO    opendrift:2102: 2025-05-29 05:10:15.218833 - step 40 of 48 - 1999 active elements (1 deactivated)
09:40:59 INFO    opendrift:2102: 2025-05-29 05:40:15.218833 - step 41 of 48 - 1999 active elements (1 deactivated)
09:40:59 INFO    opendrift:2102: 2025-05-29 06:10:15.218833 - step 42 of 48 - 1999 active elements (1 deactivated)
09:41:00 INFO    opendrift:2102: 2025-05-29 06:40:15.218833 - step 43 of 48 - 1998 active elements (2 deactivated)
09:41:00 INFO    opendrift:2102: 2025-05-29 07:10:15.218833 - step 44 of 48 - 1997 active elements (3 deactivated)
09:41:02 INFO    opendrift:2102: 2025-05-29 07:40:15.218833 - step 45 of 48 - 1996 active elements (4 deactivated)
09:41:02 INFO    opendrift:2102: 2025-05-29 08:10:15.218833 - step 46 of 48 - 1995 active elements (5 deactivated)
09:41:03 INFO    opendrift:2102: 2025-05-29 08:40:15.218833 - step 47 of 48 - 1992 active elements (8 deactivated)
09:41:03 INFO    opendrift:2102: 2025-05-29 09:10:15.218833 - step 48 of 48 - 1992 active elements (8 deactivated)
<xarray.Dataset> Size: 14MB
Dimensions:                                                                              (
                                                                                          trajectory: 2000,
                                                                                          time: 49)
Coordinates:
  * trajectory                                                                           (trajectory) int64 16kB ...
  * time                                                                                 (time) datetime64[ns] 392B ...
Data variables: (12/35)
    status                                                                               (trajectory, time) float32 392kB ...
    moving                                                                               (trajectory, time) float32 392kB ...
    age_seconds                                                                          (trajectory, time) float32 392kB ...
    origin_marker                                                                        (trajectory, time) float32 392kB ...
    lon                                                                                  (trajectory, time) float32 392kB ...
    lat                                                                                  (trajectory, time) float32 392kB ...
    ...                                                                                   ...
    surface_downward_y_stress                                                            (trajectory, time) float32 392kB ...
    turbulent_kinetic_energy                                                             (trajectory, time) float32 392kB ...
    turbulent_generic_length_scale                                                       (trajectory, time) float32 392kB ...
    ocean_mixed_layer_thickness                                                          (trajectory, time) float32 392kB ...
    sea_floor_depth_below_sea_level                                                      (trajectory, time) float32 392kB ...
    land_binary_mask                                                                     (trajectory, time) float32 392kB ...
Attributes: (12/155)
    Conventions:                                                             ...
    standard_name_vocabulary:                                                ...
    featureType:                                                             ...
    title:                                                                   ...
    summary:                                                                 ...
    keywords:                                                                ...
    ...                                                                                                               ...
    geospatial_lon_units:                                                    ...
    geospatial_lon_resolution:                                               ...
    runtime:                                                                 ...
    geospatial_vertical_min:                                                 ...
    geospatial_vertical_max:                                                 ...
    geospatial_vertical_positive:                                            ...


Plot results with lines and particles colored by depth

print(o)
o.plot(linecolor='z', buffer=.1, show_elements=False)
o.animation(color='z', buffer=.1)
OpenDrift - OceanDrift 2025-05-28 09:40 to 2025-05-29 09:40 UTC (49 steps)
===========================
--------------------
Reader performance:
--------------------
global_landmask
 0:00:01.6  total
 0:00:00.0  preparing
 0:00:01.6  reading
 0:00:00.0  masking
--------------------
https://thredds.met.no/thredds/dodsC/sea/norkyst800m/1h/aggregate_be
 0:00:39.2  total
 0:00:00.0  preparing
 0:00:38.8  reading
 0:00:00.6  interpolation
 0:00:00.0  interpolation_time
 0:00:00.3  rotating vectors
 0:00:00.0  masking
--------------------
Performance:
   50.4 total time
    4.0 configuration
    0.0 preparing main loop
      0.0 moving elements to ocean
   46.3 main loop
      0.0 updating elements
    0.0 cleaning up
--------------------
===========================
Model:  OceanDrift     (OpenDrift version 1.14.2)
        1989 active Lagrangian3DArray particles  (11 deactivated, 0 scheduled)
-------------------
Environment variables:
  -----
  land_binary_mask
     1) global_landmask
  -----
  sea_floor_depth_below_sea_level
  sea_surface_height
  upward_sea_water_velocity
  x_sea_water_velocity
  x_wind
  y_sea_water_velocity
  y_wind
     1) https://thredds.met.no/thredds/dodsC/sea/norkyst800m/1h/aggregate_be
  -----
Readers not added for the following variables:
  ocean_mixed_layer_thickness
  ocean_vertical_diffusivity
  sea_surface_swell_wave_peak_period_from_variance_spectral_density
  sea_surface_swell_wave_significant_height
  sea_surface_swell_wave_to_direction
  sea_surface_wave_mean_period_from_variance_spectral_density_second_frequency_moment
  sea_surface_wave_period_at_variance_spectral_density_maximum
  sea_surface_wave_significant_height
  sea_surface_wave_stokes_drift_x_velocity
  sea_surface_wave_stokes_drift_y_velocity
  sea_surface_wind_wave_mean_period
  sea_surface_wind_wave_significant_height
  sea_surface_wind_wave_to_direction
  surface_downward_x_stress
  surface_downward_y_stress
  turbulent_generic_length_scale
  turbulent_kinetic_energy

Discarded readers:

Time:
        Start: 2025-05-28 09:40:15.218833 UTC
        Present: 2025-05-29 09:40:15.218833 UTC
        Calculation steps: 48 * 0:30:00 - total time: 1 day, 0:00:00
        Output steps: 49 * 0:30:00
===========================

09:42:40 INFO    opendrift:4609: Saving animation to /root/project/docs/source/gallery/animations/example_depth_0.gif...
09:43:20 INFO    opendrift:3062: Time to make animation: 0:00:40.938667
../_images/example_depth_0.gif

Total running time of the script: (3 minutes 13.186 seconds)

Gallery generated by Sphinx-Gallery