{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Annotated map: Antarctic Peninsula" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.path as mpath\n", "import matplotlib.transforms as mtrans\n", "import matplotlib.gridspec as gridspec\n", "from matplotlib.offsetbox import AnchoredText\n", "import matplotlib.cm as cm\n", "import matplotlib.patheffects as PathEffects\n", "\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfe" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "### see: https://www.fatiando.org/rockhound/latest/gallery/bedmap2.html\n", "import rockhound" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def draw_box(region, transform=None ):\n", " '''\n", " Draw box around a region on a map\n", " region = [west,east,south,north]\n", " '''\n", "\n", " west, east, south, north = region['west'],region['east'],region['south'],region['north']\n", " color = region['color']\n", "\n", " if transform == None:\n", " transform = ccrs.PlateCarree()\n", "\n", " plt.plot([west, west], [south,north], color, transform=transform, linewidth=0.7, c='r')\n", " plt.plot([east,east], [south,north], color, transform=transform, linewidth=0.7, c='r')\n", " arc = np.linspace( west,east,20 )[0:-1]\n", " dx = arc[1] - arc[0]\n", " for i in arc: \n", " plt.plot([i,i+dx], [south,south], color, transform=transform, linewidth=0.7, c='r')\n", " plt.plot([i,i+dx], [north,north], color, transform=transform, linewidth=0.7, c='r')\n", "\n", "def plot_ice_masses(ax):\n", " # Filled and outlined coastlines and ice shelves\n", " ax.add_feature(cfe.NaturalEarthFeature('physical', 'antarctic_ice_shelves_polys', '50m',\n", " edgecolor='LightGrey', \n", " facecolor='LightGrey', linewidth=0.1 ) )\n", " ax.add_feature(cfe.NaturalEarthFeature('physical', 'coastline', '50m',\n", " edgecolor='DarkGrey', \n", " facecolor='DarkGrey', linewidth=0.2) )\n", " ax.add_feature(cfe.NaturalEarthFeature('physical', 'antarctic_ice_shelves_lines', '50m',\n", " edgecolor='DarkGrey', \n", " facecolor='none', linewidth=0.1 ) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set plot options" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "### Plot regional box on panel a\n", "regional_box = {'west':277.5, 'south':-82.5, 'east':311.25, 'north':-57.5, 'color':'black'}\n", "draw_regional_box = True ### True or False\n", "\n", "### Plot elevation on panel b (slow!!!)\n", "plot_elev = True ### True or False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Figure" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### Setup figure\n", "fig = plt.figure(figsize=[ 9, 7])\n", "\n", "### Setup panels\n", "gs1 = gridspec.GridSpec(2, 2, width_ratios=[1.3,0.0001], height_ratios=[0.0001,1.3])\n", "\n", "gs2 = gridspec.GridSpec(2, 2, width_ratios=[1.2,1.25], height_ratios=[1.25,1.2])\n", "\n", "\n", "'''\n", "Regional plot (Panel a)\n", "'''\n", "\n", "ax2 = fig.add_subplot(gs1[1,0], \n", " projection=ccrs.Stereographic(central_longitude=0., \n", " central_latitude=-90.) )\n", "\n", "extent = {'west':277.5, 'south':-82.5, 'east':311.25, 'north':-57.5}\n", "ax2.set_extent([extent['west'],extent['east'],extent['south'],extent['north']], \n", " ccrs.PlateCarree())\n", "\n", "### Plot ice sheet elevation\n", "if plot_elev:\n", " ### https://secure.antarctica.ac.uk/data/bedmap2/bedmap2_readme.txt\n", " bedmap = rockhound.fetch_bedmap2(datasets=[\"surface\"])\n", " pc = bedmap.surface.plot.pcolormesh(\n", " ax=ax2, cmap='Blues_r', \n", " cbar_kwargs=dict(pad=0.03, fraction=0.036, orientation='horizontal',\n", " label='elevation (m)'), \n", " vmin=0, vmax=2000 )\n", "else:\n", " plot_ice_masses(ax2)\n", "\n", "### Draw regional Box\n", "if draw_regional_box: draw_box(regional_box)\n", " \n", "grid_dx = 5\n", "grid_dy = 2\n", "ax2.gridlines( xlocs=np.arange(-180,180,grid_dx), ylocs=np.arange(-90, 0, grid_dy), \n", " color='Grey', linestyle=':', linewidth=0.5, \n", " transform=ccrs.PlateCarree() )\n", "\n", "grid_labels_lons = np.arange(280,310,5)\n", "grid_labels_lats = np.arange(-78, -60, 2)\n", "\n", "for lon in grid_labels_lons:\n", " if lon > 180.: lon = (360. - lon).astype(int)\n", " txt = ax2.text( -lon, -59., str(lon)+u'\\260W', transform=ccrs.PlateCarree(),\n", " ha='center', va='bottom', rotation=lon-90., rotation_mode='anchor',\n", " size='large')\n", " txt.set_path_effects([PathEffects.withStroke(linewidth=1.3, foreground='w')])\n", "for lat in grid_labels_lats:\n", " txt = ax2.text( 314, lat, str(-lat)+u'\\260S', transform=ccrs.PlateCarree(),\n", " ha='center', va='center', size='large',\n", " bbox={'facecolor':'none','edgecolor':'none','pad':0.5} )\n", " txt.set_path_effects([PathEffects.withStroke(linewidth=1.3, foreground='w')])\n", "\n", "### Plot location label\n", "Rothera = [360.-68.07, -67.43]\n", "\n", "ax2.plot(Rothera[0], Rothera[1], color='r', marker='o', markeredgewidth=1.0, markersize=5., \n", " transform=ccrs.PlateCarree())\n", "at_x, at_y = ax2.projection.transform_point(Rothera[0], Rothera[1], \n", " src_crs=ccrs.PlateCarree())\n", "txt1 = ax2.annotate('Rothera', xy=(at_x, at_y), xytext=(-30., -22.), xycoords='data', \n", " textcoords='offset points', color='r', size='xx-large')\n", "txt1.set_path_effects([PathEffects.withStroke(linewidth=1.3, foreground='w')])\n", "\n", "### Plot panel label\n", "ax2.add_artist(AnchoredText('a', loc=2, borderpad=0.0, prop=dict(size=16) ))\n", "\n", "\n", "\n", "\n", "'''\n", "Antarctic Plot (Panel b)\n", "'''\n", "\n", "ax2 = fig.add_subplot(gs2[0,1], \n", " projection=ccrs.Stereographic(central_longitude=0., \n", " central_latitude=-90.) )\n", "\n", "# Compute a circle in axes coordinates, which we can use as a boundary\n", "# for the map. We can pan/zoom as much as we like - the boundary will be\n", "# permanently circular.\n", "theta = np.linspace(0, 2*np.pi, 100)\n", "center, radius = [0.5, 0.5], 0.5\n", "verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", "circle = mpath.Path(verts * radius + center)\n", "ax2.set_boundary(circle, transform=ax2.transAxes)\n", "\n", "lat_extend = -55\n", "ax2.set_extent([0, 359, -80, lat_extend], ccrs.PlateCarree())\n", "\n", "plot_ice_masses(ax2)\n", "\n", "### Draw regional Box\n", "if draw_regional_box: draw_box(regional_box)\n", "\n", "# ax2.gridlines( \n", "# xlocs=np.arange(0,361,30), \n", "# ylocs=np.arange(-90, 0, 10), color='Grey', \n", "# linestyle=':', linewidth=0.5, \n", "# transform=ccrs.PlateCarree() )\n", "\n", "# # add grid labels\n", "# for lon in range(0,360,180):\n", "# ax2.text( -lon, lat_extend, str(lon)+u'\\260', transform=ccrs.PlateCarree(),\n", "# ha='center', va='bottom', rotation=lon, rotation_mode='anchor',\n", "# size='large')\n", "# for lon in range(30,180,30):\n", "# ax2.text( lon, lat_extend, str(lon)+u'\\260E', transform=ccrs.PlateCarree(),\n", "# ha='center', va='bottom', rotation=-lon, rotation_mode='anchor',\n", "# size='large')\n", "# for lon in range(30,180,30):\n", "# ax2.text( -lon, lat_extend, str(lon)+u'\\260W', transform=ccrs.PlateCarree(),\n", "# ha='center', va='bottom', rotation=lon, rotation_mode='anchor',\n", "# size='large')\n", "# for lat in range(-80,lat_extend,10):\n", "# txt = ax2.text( 120, lat, str(-lat)+u'\\260S', transform=ccrs.PlateCarree(),\n", "# ha='center', va='center', size='large',\n", "# bbox={'facecolor':'none','edgecolor':'none','pad':0.5} )\n", "# txt.set_path_effects([PathEffects.withStroke(linewidth=1.3, foreground='w')])\n", "\n", "\n", "### Add markers\n", "AntLabels = [ 'AP' ] # , 'BS', 'WS' , 'WAIS' ]\n", "AntLons = [ -56. ] #, -89., -35., -106. ]\n", "AntLats = [ -68. ] #, -68., -73. , -82. ]\n", "rotation = [ -30. ] #, -0. , 0. , 0. ]\n", "for i2 in range(len(AntLabels)):\n", "\tfont_size=8\n", "\tif AntLabels[i2] == 'WAIS': font_size=font_size+4\n", "\tat_x, at_y = ax2.projection.transform_point( AntLons[i2], AntLats[i2], src_crs=ccrs.PlateCarree() )\n", "\ttxt = ax2.annotate(AntLabels[i2], xy=(at_x, at_y), \n", "\t color='k', rotation=rotation[i2],\n", "\t ha='center', va='center', size=font_size)\n", "\ttxt.set_path_effects([PathEffects.withStroke(linewidth=1.3, foreground='w')])\n", "\n", "# Add panel label to top right\n", "ax2.add_artist(AnchoredText('b', loc=2, borderpad=0.0, prop=dict(size=14) ))\n", "\n", "\n", "'''\n", "Make plot\n", "'''\n", "# plt.tight_layout()\n", "plt.savefig('annotated_map.jpg', dpi=300)" ] }, { "cell_type": "code", "execution_count": null, "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": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }