{ "cells": [ { "cell_type": "markdown", "id": "quality-subscriber", "metadata": {}, "source": [ "# Xarray maps\n", "\n", "In this example, we will start exporting [eReefs data](http://thredds.ereefs.aims.gov.au/thredds/catalog.html) using the `Xarray` library and do similar visualisation as the ones we did with `Numpy`.\n", "\n", "\n", "## Load the required Python libraries\n", "\n", "First of all, load the necessary libraries. These are the ones we discussed previously:\n", "\n", "+ numpy\n", "+ matplotlib\n", "+ cartopy\n", "+ xarray" ] }, { "cell_type": "code", "execution_count": 1, "id": "numerous-kentucky", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import xarray as xr\n", "\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "cartopy.config['data_dir'] = os.getenv('CARTOPY_DIR', cartopy.config.get('data_dir'))\n", "\n", "import cmocean\n", "\n", "from matplotlib import pyplot as plt\n", "#%config InlineBackend.figure_format = 'retina'\n", "plt.ion() # To trigger the interactive inline mode\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\", category=RuntimeWarning) " ] }, { "cell_type": "markdown", "id": "consistent-leone", "metadata": {}, "source": [ "## Build multi-file dataset\n", "\n", "We will use the `open_mfdataset` function from `xArray` to open multiple netCDF files into a single xarray Dataset. \n", "\n", "We will query load the GBR4km dataset from the [AIMS server](http://thredds.ereefs.aims.gov.au/thredds/catalog.html), so let's first define the base URL:" ] }, { "cell_type": "code", "execution_count": 2, "id": "acoustic-canberra", "metadata": {}, "outputs": [], "source": [ "# For the bio dataset\n", "base_url = \"http://thredds.ereefs.aims.gov.au/thredds/dodsC/s3://aims-ereefs-public-prod/derived/ncaggregate/ereefs/GBR4_H2p0_B3p1_Cq3b_Dhnd/daily-monthly/EREEFS_AIMS-CSIRO_GBR4_H2p0_B3p1_Cq3b_Dhnd_bgc_daily-monthly-\"\n", "\n", "# For the hydro dataset\n", "base_url2 = \"http://thredds.ereefs.aims.gov.au/thredds/dodsC/s3://aims-ereefs-public-prod/derived/ncaggregate/ereefs/gbr4_v2/daily-monthly/EREEFS_AIMS-CSIRO_gbr4_v2_hydro_daily-monthly-\"" ] }, { "cell_type": "markdown", "id": "latin-survival", "metadata": {}, "source": [ "For the sake of the demonstration, we will only use 1 month:" ] }, { "cell_type": "code", "execution_count": 4, "id": "minor-conditioning", "metadata": {}, "outputs": [], "source": [ "month_st = 1 # Starting month \n", "month_ed = 1 # Ending month \n", "year = 2018 # Year\n", "\n", "# Based on the server the file naming convention \n", "biofiles = [f\"{base_url}{year}-{month:02}.nc\" for month in range(month_st, month_ed+1)]\n", "hydrofiles = [f\"{base_url2}{year}-{month:02}.nc\" for month in range(month_st, month_ed+1)]" ] }, { "cell_type": "markdown", "id": "whole-measure", "metadata": {}, "source": [ "### Loading dataset into xArray\n", "\n", "Using `xArray`, we open these files into a `Dataset`:" ] }, { "cell_type": "code", "execution_count": 5, "id": "divine-terrorist", "metadata": {}, "outputs": [], "source": [ "ds_bio = xr.open_mfdataset(biofiles)\n", "ds_hydro = xr.open_mfdataset(hydrofiles)" ] }, { "cell_type": "code", "execution_count": 10, "id": "unlimited-ecuador", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "Dimensions:          (k: 17, latitude: 723, longitude: 491, time: 31)\n",
       "Coordinates:\n",
       "    zc               (k) float64 dask.array<chunksize=(17,), meta=np.ndarray>\n",
       "  * time             (time) datetime64[ns] 2018-01-01T02:00:00 ... 2018-01-31...\n",
       "  * latitude         (latitude) float64 -28.7 -28.67 -28.64 ... -7.066 -7.036\n",
       "  * longitude        (longitude) float64 142.2 142.2 142.2 ... 156.8 156.8 156.9\n",
       "Dimensions without coordinates: k\n",
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       "    TSSM             (time, latitude, longitude) float32 dask.array<chunksize=(31, 723, 491), meta=np.ndarray>\n",
       "    Zenith2D         (time, latitude, longitude) float32 dask.array<chunksize=(31, 723, 491), meta=np.ndarray>\n",
       "Attributes: (12/20)\n",
       "    Conventions:                     CF-1.0\n",
       "    NCO:                             netCDF Operators version 4.7.7 (Homepage...\n",
       "    RunID:                           2\n",
       "    _CoordSysBuilder:                ucar.nc2.dataset.conv.CF1Convention\n",
       "    aims_ncaggregate_buildDate:      2020-08-21T23:07:30+10:00\n",
       "    aims_ncaggregate_datasetId:      products__ncaggregate__ereefs__GBR4_H2p0...\n",
       "    ...                              ...\n",
       "    paramfile:                       /home/bai155/EMS_solar2/gbr4_H2p0_B3p1_C...\n",
       "    paramhead:                       eReefs 4 km grid. SOURCE Catchments with...\n",
       "    technical_guide_link:            https://eatlas.org.au/pydio/public/aims-...\n",
       "    technical_guide_publish_date:    2020-08-18\n",
       "    title:                           eReefs AIMS-CSIRO GBR4 BioGeoChemical 3....\n",
       "    DODS_EXTRA.Unlimited_Dimension:  time
" ], "text/plain": [ "\n", "Dimensions: (k: 17, latitude: 723, longitude: 491, time: 31)\n", "Coordinates:\n", " zc (k) float64 dask.array\n", " * time (time) datetime64[ns] 2018-01-01T02:00:00 ... 2018-01-31...\n", " * latitude (latitude) float64 -28.7 -28.67 -28.64 ... -7.066 -7.036\n", " * longitude (longitude) float64 142.2 142.2 142.2 ... 156.8 156.8 156.9\n", "Dimensions without coordinates: k\n", "Data variables: (12/101)\n", " alk (time, k, latitude, longitude) float32 dask.array\n", " BOD (time, k, latitude, longitude) float32 dask.array\n", " Chl_a_sum (time, k, latitude, longitude) float32 dask.array\n", " CO32 (time, k, latitude, longitude) float32 dask.array\n", " DIC (time, k, latitude, longitude) float32 dask.array\n", " DIN (time, k, latitude, longitude) float32 dask.array\n", " ... ...\n", " SGH_N (time, latitude, longitude) float32 dask.array\n", " SGH_N_pr (time, latitude, longitude) float32 dask.array\n", " SGHROOT_N (time, latitude, longitude) float32 dask.array\n", " SGROOT_N (time, latitude, longitude) float32 dask.array\n", " TSSM (time, latitude, longitude) float32 dask.array\n", " Zenith2D (time, latitude, longitude) float32 dask.array\n", "Attributes: (12/20)\n", " Conventions: CF-1.0\n", " NCO: netCDF Operators version 4.7.7 (Homepage...\n", " RunID: 2\n", " _CoordSysBuilder: ucar.nc2.dataset.conv.CF1Convention\n", " aims_ncaggregate_buildDate: 2020-08-21T23:07:30+10:00\n", " aims_ncaggregate_datasetId: products__ncaggregate__ereefs__GBR4_H2p0...\n", " ... ...\n", " paramfile: /home/bai155/EMS_solar2/gbr4_H2p0_B3p1_C...\n", " paramhead: eReefs 4 km grid. SOURCE Catchments with...\n", " technical_guide_link: https://eatlas.org.au/pydio/public/aims-...\n", " technical_guide_publish_date: 2020-08-18\n", " title: eReefs AIMS-CSIRO GBR4 BioGeoChemical 3....\n", " DODS_EXTRA.Unlimited_Dimension: time" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_bio" ] }, { "cell_type": "markdown", "id": "certified-consensus", "metadata": {}, "source": [ "Davies Reef position:" ] }, { "cell_type": "code", "execution_count": 7, "id": "emotional-convenience", "metadata": {}, "outputs": [], "source": [ "reef_lat = -18.82\n", "reef_lon = 147.64" ] }, { "cell_type": "markdown", "id": "taken-nowhere", "metadata": {}, "source": [ "## Plotting Xarray dataset\n", "\n", "We will use the `Xarray` `plot` function.\n", "\n", ":::{seealso}\n", "Check out this [link](https://xarray-contrib.github.io/xarray-tutorial/scipy-tutorial/04_plotting_and_visualization.html) to see how to use `Xarray`’s convenient matplotlib-backed plotting interface to visualize your datasets! \n", ":::" ] }, { "cell_type": "code", "execution_count": 25, "id": "velvet-prize", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure size\n", "size = (9, 10)\n", "\n", "# Color from cmocean\n", "color = cmocean.cm.balance\n", "\n", "# Defining the figure\n", "fig = plt.figure(figsize=size, facecolor='w', edgecolor='k')\n", "\n", "# Axes with Cartopy projection\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "# and extent\n", "ax.set_extent([142.4, 157, -7, -28.6], ccrs.PlateCarree())\n", "\n", "# Plotting using Matplotlib \n", "# We plot the PH at the surface at the final recorded time interval\n", "cf = ds_bio.PH.isel(time=-1,k=-1).plot( \n", " transform=ccrs.PlateCarree(), cmap=color,\n", " vmin = 7.975, vmax = 8.125,\n", " add_colorbar=False\n", ")\n", "\n", "# Color bar\n", "cbar = fig.colorbar(cf, ax=ax, fraction=0.027, pad=0.045, \n", " orientation=\"horizontal\")\n", "cbar.set_label(ds_bio.PH.long_name+' '+ds_bio.PH.units, rotation=0, \n", " labelpad=5, fontsize=10)\n", "cbar.ax.tick_params(labelsize=8)\n", "\n", "# Title\n", "plt.title('zc = '+str(ds_bio.zc.values.item(-1))+' m at '+str(ds_bio.coords['time'].values[-1])[:10],\n", " fontsize=11\n", " )\n", "\n", "# Plot lat/lon grid \n", "gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n", " linewidth=0.1, color='k', alpha=1, \n", " linestyle='--')\n", "gl.top_labels = False\n", "gl.right_labels = False\n", "gl.xformatter = LONGITUDE_FORMATTER\n", "gl.yformatter = LATITUDE_FORMATTER\n", "gl.xlabel_style = {'size': 8}\n", "gl.ylabel_style = {'size': 8} \n", "\n", "# Add map features with Cartopy \n", "ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '10m', \n", " edgecolor='face', \n", " facecolor='lightgray'))\n", "ax.coastlines(linewidth=1)\n", "\n", "# Site Davies Reef\n", "ax.scatter(reef_lon, reef_lat, c='deeppink', s=50, edgecolors='k', linewidth=1, transform=ccrs.PlateCarree())\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "fig.clear()\n", "plt.close(fig)\n", "plt.clf()" ] }, { "cell_type": "markdown", "id": "obvious-tolerance", "metadata": {}, "source": [ "### Clip the Dataset\n", "\n", "To reduce the `Dataset` size we will clip the spatial extent based on longitudinal and latitudinal values. \n", "\n", "This is easely done using the `sel` function with the `slice` method." ] }, { "cell_type": "code", "execution_count": 15, "id": "elementary-shuttle", "metadata": {}, "outputs": [], "source": [ "min_lon = 146 # lower left longitude\n", "min_lat = -21 # lower left latitude\n", "max_lon = 150 # upper right longitude\n", "max_lat = -16 # upper right latitude\n", "\n", "# Defining the boundaries\n", "lon_bnds = [min_lon, max_lon]\n", "lat_bnds = [min_lat, max_lat]\n", "\n", "# Performing the reduction\n", "ds_bio_clip = ds_bio.sel(latitude=slice(*lat_bnds), longitude=slice(*lon_bnds))\n", "ds_hydro_clip = ds_hydro.sel(latitude=slice(*lat_bnds), longitude=slice(*lon_bnds))" ] }, { "cell_type": "markdown", "id": "julian-fortune", "metadata": {}, "source": [ "Let's plot the clipped region using the same approach as above:" ] }, { "cell_type": "code", "execution_count": 18, "id": "indonesian-cooperation", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure size\n", "size = (9, 10)\n", "\n", "# Color from cmocean\n", "color = cmocean.cm.balance\n", "\n", "# Defining the figure\n", "fig = plt.figure(figsize=size, facecolor='w', edgecolor='k')\n", "\n", "# Axes with Cartopy projection\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "# and extent\n", "ax.set_extent([min_lon, max_lon, min_lat, max_lat], ccrs.PlateCarree())\n", "\n", "# Plotting using Matplotlib \n", "# We plot the PH at the surface at the final recorded time interval\n", "cf = ds_bio_clip.PH.isel(time=-1,k=-1).plot( \n", " transform=ccrs.PlateCarree(), cmap=color,\n", " vmin = 7.98, vmax = 8.08,\n", " add_colorbar=False\n", ")\n", "\n", "# Color bar\n", "cbar = fig.colorbar(cf, ax=ax, fraction=0.027, pad=0.045, \n", " orientation=\"horizontal\")\n", "cbar.set_label(ds_bio_clip.PH.long_name+' '+ds_bio_clip.PH.units, rotation=0, \n", " labelpad=5, fontsize=10)\n", "cbar.ax.tick_params(labelsize=8)\n", "\n", "# Title\n", "plt.title('zc = '+str(ds_bio_clip.zc.values.item(-1))+' m at '+\n", " str(ds_bio_clip.coords['time'].values[-1])[:10],\n", " fontsize=11\n", " )\n", "\n", "# Plot lat/lon grid \n", "gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n", " linewidth=0.1, color='k', alpha=1, \n", " linestyle='--')\n", "gl.top_labels = False\n", "gl.right_labels = False\n", "gl.xformatter = LONGITUDE_FORMATTER\n", "gl.yformatter = LATITUDE_FORMATTER\n", "gl.xlabel_style = {'size': 8}\n", "gl.ylabel_style = {'size': 8} \n", "\n", "# Add map features with Cartopy \n", "ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '10m', \n", " edgecolor='face', \n", " facecolor='lightgray'))\n", "ax.coastlines(linewidth=1)\n", "\n", "# Site Davies Reef\n", "ax.scatter(reef_lon, reef_lat, c='deeppink', s=70, edgecolors='k', \n", " linewidth=1, transform=ccrs.PlateCarree())\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "fig.clear()\n", "plt.close(fig)\n", "plt.clf()" ] }, { "cell_type": "markdown", "id": "concrete-winning", "metadata": {}, "source": [ "## Adding a quiver plot on top\n", "\n", "To make the quiver plot, we will first resample the dataset and take one point every 7 times. It allows to have less arrows on the map making it more readable." ] }, { "cell_type": "code", "execution_count": 20, "id": "heavy-arthritis", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure size\n", "size = (7, 8)\n", "\n", "# Time step to plot\n", "timevar = 0\n", "\n", "# z-coordinate position (here the top one)\n", "zcvar = -1\n", "\n", "# Color from cmocean\n", "color = cmocean.cm.speed\n", "\n", "# Defining the figure\n", "fig = plt.figure(figsize=size, facecolor='w', \n", " edgecolor='k')\n", "\n", "# Axes with Cartopy projection\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "# and extent\n", "ax.set_extent([min_lon, max_lon, min_lat, max_lat], \n", " ccrs.PlateCarree())\n", "\n", "# Plotting using Matplotlib the mean current\n", "cf = ds_hydro_clip.mean_cur.isel(time=timevar,k=zcvar).plot( \n", " transform=ccrs.PlateCarree(), cmap=color,\n", " vmin = 0.1, vmax = 0.7,\n", " add_colorbar=False\n", ")\n", "\n", "# Resampling using the slice method\n", "resample = ds_hydro_clip.isel(time=timevar,k=zcvar,longitude=slice(None, None, 7),\n", " latitude=slice(None, None, 7))\n", "\n", "# Defining the quiver plot\n", "quiver = resample.plot.quiver(x='longitude', y='latitude', u='u', v='v', \n", " transform=ccrs.PlateCarree(), scale=8) \n", "\n", "# Vector options declaration\n", "veclenght = 0.5\n", "maxstr = '%3.1f m/s' % veclenght\n", "plt.quiverkey(quiver,0.1,0.1,veclenght,maxstr,labelpos='S', \n", " coordinates='axes').set_zorder(11)\n", "\n", "\n", "# Color bar\n", "cbar = fig.colorbar(cf, ax=ax, fraction=0.027, pad=0.045, \n", " orientation=\"horizontal\")\n", "cbar.set_label(ds_hydro_clip.mean_cur.long_name+' '+\n", " ds_hydro_clip.mean_cur.units, rotation=0, \n", " labelpad=5, fontsize=10)\n", "cbar.ax.tick_params(labelsize=8)\n", "\n", "# Title\n", "plt.title('zc = '+str(ds_hydro_clip.mean_cur.zc.values.item(zcvar))+' m at '+\n", " str(ds_hydro_clip.mean_cur.coords['time'].values[timevar])[:10],\n", " fontsize=11\n", " )\n", "\n", "# Plot lat/lon grid \n", "gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n", " linewidth=0.1, color='k', alpha=1, \n", " linestyle='--')\n", "gl.top_labels = False\n", "gl.right_labels = False\n", "gl.xformatter = LONGITUDE_FORMATTER\n", "gl.yformatter = LATITUDE_FORMATTER\n", "gl.xlabel_style = {'size': 8}\n", "gl.ylabel_style = {'size': 8} \n", "\n", "# Add map features with Cartopy \n", "ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '10m', \n", " edgecolor='face', \n", " facecolor='lightgray'))\n", "ax.coastlines(linewidth=1)\n", "\n", "# Site Davies Reef\n", "ax.scatter(reef_lon, reef_lat, c='deeppink', s=50, edgecolors='k', \n", " linewidth=1, transform=ccrs.PlateCarree()).set_zorder(11)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "fig.clear()\n", "plt.close(fig)\n", "plt.clf()" ] }, { "cell_type": "markdown", "id": "integrated-maintenance", "metadata": {}, "source": [ "## Cross-sections on Xarray dataset\n", "\n", "To define the cross-section, we chose to select (`sel`) several latitudes or longitudes and compute the mean along the opposite dimension:" ] }, { "cell_type": "code", "execution_count": 22, "id": "robust-approval", "metadata": {}, "outputs": [], "source": [ "# Section along the longitude\n", "lonsec = ds_bio_clip.sel(latitude=slice(*[-19.,-18.5])).mean(dim=('latitude'),skipna=True)\n", "\n", "# Section along the latitude\n", "latsec = ds_bio_clip.sel(longitude=slice(*[147.2,148.])).mean(dim=('longitude'),skipna=True)" ] }, { "cell_type": "markdown", "id": "precise-guidance", "metadata": {}, "source": [ "Let's visualise the selected mean cross-sections:" ] }, { "cell_type": "code", "execution_count": 23, "id": "social-genius", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure size\n", "size = (12, 4)\n", "\n", "# Time step to plot\n", "timevar = -1\n", "\n", "# Color from cmocean\n", "color = cmocean.cm.speed\n", "\n", "# Defining the figure\n", "fig = plt.figure(figsize=size, facecolor='w', edgecolor='k')\n", "ax = plt.axes()\n", "\n", "# Plotting using Matplotlib the temperature over the z-coordinate\n", "sec = lonsec.temp.isel(time=timevar).plot(y=\"zc\", add_colorbar=False)\n", "\n", "# Color bar\n", "cbar = fig.colorbar(sec, ax=ax, fraction=0.027, pad=0.045)\n", "cbar.set_label(ds_bio.temp.long_name+' '+\n", " ds_bio.temp.units, rotation=90, \n", " labelpad=5, fontsize=10)\n", "cbar.ax.tick_params(labelsize=8)\n", "\n", "# Title\n", "plt.title(str(lonsec.temp.coords['time'].values[timevar])[:10],\n", " fontsize=11\n", " )\n", "\n", "# Site Davies Reef visualised as a line\n", "ax.plot([reef_lon,reef_lon], [-1000,16], c='deeppink', \n", " linewidth=3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "fig.clear()\n", "plt.close(fig)\n", "plt.clf()" ] }, { "cell_type": "code", "execution_count": 24, "id": "excess-lawrence", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure size\n", "size = (12, 4)\n", "\n", "# Time step to plot\n", "timevar = -1\n", "\n", "# Color from cmocean\n", "color = cmocean.cm.speed\n", "\n", "# Defining the figure\n", "fig = plt.figure(figsize=size, facecolor='w', edgecolor='k')\n", "ax = plt.axes()\n", "\n", "# Plotting using Matplotlib the temperature over the z-coordinate\n", "sec = latsec.temp.isel(time=timevar).plot(y=\"zc\",add_colorbar=False)\n", "\n", "# Color bar\n", "cbar = fig.colorbar(sec, ax=ax, fraction=0.027, pad=0.045)\n", "cbar.set_label(ds_bio.temp.long_name+' '+\n", " ds_bio.temp.units, rotation=90, \n", " labelpad=5, fontsize=10)\n", "cbar.ax.tick_params(labelsize=8)\n", "\n", "# Title\n", "plt.title(str(latsec.temp.coords['time'].values[timevar])[:10],\n", " fontsize=11\n", " )\n", "\n", "# Site Davies Reef visualised as a line\n", "ax.plot([reef_lat,reef_lat], [-1000,16], c='deeppink', \n", " linewidth=3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "fig.clear()\n", "plt.close(fig)\n", "plt.clf()" ] }, { "cell_type": "code", "execution_count": null, "id": "found-candy", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }