diff --git a/docs/examples/example_Italy_coast.ipynb b/docs/examples/example_Italy_coast.ipynb index 5ecca68..4ad7159 100644 --- a/docs/examples/example_Italy_coast.ipynb +++ b/docs/examples/example_Italy_coast.ipynb @@ -16,6 +16,8 @@ "source": [ "# Library imports\n", "from datetime import datetime, timedelta\n", + "import xarray as xr\n", + "import numpy as np\n", "\n", "# Parcels and PlasticParcels imports\n", "import plasticparcels as pp\n", @@ -26,9 +28,7 @@ "import matplotlib.gridspec as gridspec\n", "import matplotlib.ticker as mticker\n", "import cartopy.crs as ccrs\n", - "import cartopy.feature as cfeature\n", - "import xarray as xr\n", - "import numpy as np" + "import cartopy.feature as cfeature" ] }, { @@ -191,7 +191,7 @@ "output_type": "stream", "text": [ "INFO: Output files are stored in example_Italy_coast.zarr.\n", - "100%|██████████| 5184000.0/5184000.0 [01:58<00:00, 43856.40it/s]\n" + "100%|██████████| 5184000.0/5184000.0 [01:31<00:00, 56824.37it/s]\n" ] } ], @@ -244,7 +244,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -261,7 +261,8 @@ "# Plot the concentration map\n", "ax = plt.subplot(111, projection=ccrs.PlateCarree())\n", "ax.add_feature(cfeature.LAND, zorder=0, color='grey')\n", - "ax.gridlines(draw_labels=True, dms=True, x_inline=False, y_inline=False,color = \"None\")\n", + "gl = ax.gridlines(draw_labels=True, dms=True, x_inline=False, y_inline=False,color = \"None\")\n", + "gl.right_labels = False\n", "cb = ax.hist2d(ds['lon'][:,:i].values.flatten(),ds['lat'][:,:i].values.flatten(), bins=bins,norm=LogNorm(vmin=1, vmax=1000), cmap=plt.cm.magma, transform=ccrs.PlateCarree())\n", "plt.colorbar(cb[3], shrink=0.75)\n", "\n",