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@jakebrinkmann
Created August 22, 2014 18:33
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{
"metadata": {
"name": "",
"signature": "sha256:9e58b844d7cc46e787a76501bf05c01b38ee5b99b1fd5586f2f6c42b94a024f0"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"UL_Lat, UL_Lon, UR_Lat, UR_Lon, LR_Lat, LR_Lon, LL_Lat, LL_Lon = 40.28, 12.87, 36.44, 39.44, 18.89, 33.02, 21.95, 10.69"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from mpl_toolkits.basemap import Basemap\n",
"from matplotlib.patches import Polygon"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = subplots(figsize=(12,12))\n",
"m = Basemap(llcrnrlon=LL_Lon - 5, llcrnrlat=LL_Lat - 5,\n",
" urcrnrlon=UR_Lon + 5, urcrnrlat=UR_Lat + 5,\n",
" resolution='l', \n",
" projection='merc')\n",
"\n",
"coords = [(UL_Lon, UL_Lat), (UR_Lon, UR_Lat), (LR_Lon, LR_Lat), (LL_Lon, LL_Lat)]\n",
"x, y = m(*zip(*coords))\n",
"poly = Polygon(zip(x,y), facecolor='blue', alpha = 0.5)\n",
"# ax.add_patch(poly) # adds underneath contries\n",
"\n",
"m.drawcoastlines(linewidth=.1)\n",
"m.fillcontinents()\n",
"m.drawcountries(linewidth=.25,linestyle='solid')\n",
"m.drawstates(linewidth=.25,linestyle='dotted')\n",
"m.drawmapboundary(fill_color='white')\n",
"ax.add_patch(poly)\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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NIBAI3URPilWKohpdYWRZRjabbZozAImsdh41S62xTyy1nFha8kLXMxCEPLxe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\nzHT2AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1220977950>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
}
],
"metadata": {}
}
]
}
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