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@yaswant
Created March 6, 2019 11:25
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storm track on cartopy
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cfeature\n",
"from cartopy.mpl import gridliner\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches\n",
"from collections import OrderedDict"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Create some dummy tracks (plane coordinates) and their properties\n",
"\n",
"events = OrderedDict( \n",
" TD=np.array([[80,80,80,80],[5, 7, 9, 11]], dtype=np.float),\n",
" TC=np.array([[80,79,80,81, 88],[11, 11, 11, 15, 15]], dtype=np.float)\n",
")\n",
"labels = ['TD', 'TC']\n",
"colors = ['b', 'r']\n",
"extent = [50, 120, -10, 30] # x0, x1, y0, y1\n",
"legend_kw = dict(loc=9, bbox_to_anchor=(0.5, -0.1), ncol=2, frameon=False)\n",
"\n",
"'''\n",
"dummy tracks and map extent defined here are on a cartesian plane;\n",
"update the projection parameters for actual data source.\n",
"See Cartopy supported projection list at\n",
"https://scitools.org.uk/cartopy/docs/latest/crs/projections.html\n",
"'''\n",
"data_proj = ccrs.PlateCarree()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Example 1: Regular Data on Rectangular (PlateCarre) projection\n",
"\n",
"plot_proj = ccrs.PlateCarree()\n",
"\n",
"ax = plt.axes(projection=plot_proj)\n",
"ax.set_extent(extent, data_proj)\n",
"ax.coastlines()\n",
"gl = ax.gridlines(draw_labels=True)\n",
"gl.xformatter = gridliner.LONGITUDE_FORMATTER\n",
"gl.yformatter = gridliner.LATITUDE_FORMATTER\n",
"gl.xlabels_top, gl.ylabels_right = False, False\n",
"ax.add_feature(cfeature.BORDERS, lw=0.4, edgecolor='k')\n",
"\n",
"patch = []\n",
"for i, item in enumerate(events):\n",
" ax.plot(events[item][0], events[item][1], c=colors[i], transform=data_proj)\n",
" patch.append(mpatches.Patch(color=colors[i], label=labels[i]))\n",
" \n",
"_ = ax.legend(handles=patch, **legend_kw)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Example 2: Regular Data on Robinson projection\n",
"# Limitation: Cartopy doesnot offer grid labeling in the projection\n",
"\n",
"plot_proj = ccrs.Robinson()\n",
"\n",
"ax = plt.axes(projection=plot_proj)\n",
"ax.set_extent(extent, data_proj)\n",
"ax.coastlines()\n",
"gl = ax.gridlines() \n",
"ax.add_feature(cfeature.BORDERS, lw=0.4, edgecolor='k')\n",
"\n",
"patch = []\n",
"for i, item in enumerate(events):\n",
" ax.plot(events[item][0], events[item][1], c=colors[i], transform=data_proj)\n",
" patch.append(mpatches.Patch(color=colors[i], label=labels[i]))\n",
" \n",
"_ = ax.legend(handles=patch, **legend_kw)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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