{ "metadata": { "name": "", "signature": "sha256:9d013e95990285f28583e6cba07b8d9876a1d098d84be4300c09682804a149a5" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Lets make a map!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "#this sets up the actual map\n", "#http://matplotlib.org/basemap/users/mapsetup.html\n", "m = Basemap(projection='cyl', lat_0 = 50, lon_0 = -100,\n", " ax=ax, resolution = 'l', area_thresh = 1000,\n", " llcrnrlat=-90,urcrnrlat=90, llcrnrlon=-180,urcrnrlon=180)\n", "#m is your basemap object\n", "#set up borders/boundaries\n", "border_color = 'black'\n", "m.drawcoastlines()\n", "#http://matplotlib.org/basemap/users/geography.html?" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FYTe7QoUKmDFjBoYPH671+Hfv3vFCmb0c1atXR+7cuUFE2L9/P193xowZOHDgAIYMGYKN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\nnEw9evQwa5sxMTHUr18/atSoERUqVIjOnDlD6en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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "#this sets up the actual map\n", "#http://matplotlib.org/basemap/users/mapsetup.html\n", "m = Basemap(projection='cyl', lat_0 = 50, lon_0 = -100,\n", " ax=ax, resolution = 'l', area_thresh = 1000,\n", " llcrnrlat=-90,urcrnrlat=90, llcrnrlon=-180,urcrnrlon=180)\n", "#m is your basemap object\n", "#set up borders/boundaries\n", "border_color = 'black'\n", "m.drawcoastlines()\n", "m.drawcountries()\n", "m.drawmapboundary()\n", "#http://matplotlib.org/basemap/users/geography.html?" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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jx3L/iz8rhmHw7t07+Pv7y2yvpaWFRo0aoUePHoLjv/32G/T09GBjY8PZlvNF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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "#this sets up the actual map\n", "#http://matplotlib.org/basemap/users/mapsetup.html\n", "m = Basemap(projection='cyl', lat_0 = 50, lon_0 = -100,\n", " ax=ax, resolution = 'l', area_thresh = 1000,\n", " llcrnrlat=-90,urcrnrlat=90, llcrnrlon=-180,urcrnrlon=180)\n", "#m is your basemap object\n", "#set up borders/boundaries\n", "border_color = 'black'\n", "m.drawcoastlines()\n", "m.drawcountries()\n", "m.drawmapboundary()\n", "#meridans\n", "# meridians on bottom and left\n", "parallels = np.arange(-90,90,30)\n", "# labels = [left,right,top,bottom]\n", "m.drawparallels(parallels)\n", "meridians = np.arange(0,360,60)\n", "m.drawmeridians(meridians)\n", "#http://matplotlib.org/basemap/users/graticule.html" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "{-180: ([], []),\n", " -120: ([], []),\n", " -60: ([], []),\n", " 0: ([], []),\n", " 60: ([], []),\n", " 120: ([], []),\n", " 180: ([], [])}" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DB8AwDM9er6wr3lfl042Pj5foxG9ra8vjmVWWCEVaokgtLS2x6Brh/eHh4WKa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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Cities?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "\"\"\"\n", "Example of adding points to the plot\n", "http://www.packtpub.com/article/plotting-geographical-data-using-basemap\n", "\"\"\"\n", "# Cities names and coordinates\n", "cities = ['London', 'New York', 'Madrid', 'Cairo', \n", " 'Moscow', 'Delhi', 'Dakar']\n", "lat = [51.507778, 40.716667, 40.4, 30.058, \n", " 55.751667, 28.61, 14.692778]\n", "lon = [-0.128056, -74, -3.683333, 31.229, \n", " 37.617778, 77.23, -17.446667]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "m = Basemap(projection='cyl', lat_0 = 50, lon_0 = -100,\n", " ax=ax, resolution = 'l', area_thresh = 1000,\n", " llcrnrlat=-90,urcrnrlat=90, llcrnrlon=-180,urcrnrlon=180)\n", "\n", "border_color = 'black'\n", "m.drawcoastlines(color=border_color)\n", "m.drawcountries(color=border_color)\n", "m.drawmapboundary(color=border_color)\n", "\n", "# map city coordinates to map coordinates\n", "x, y = m(lon, lat)\n", "m.scatter(x,y, s=100, c='red', zorder=100)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zcnIkaCOlwcfHR+BAzkausTHwsbGxAuOWLDAMg4cPH+LixYvo1KkT+vbtK4ig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\n+vpi+/btChM606dPb6rutygCAgKwYsUKFBYWVtvGysoKv/76Kw4cOID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AmJqaQkNDAxKJ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\nRK5CYII=\n", "text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Why do we bother converting the cities into X,Y?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#change the projection\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "m = Basemap(projection='moll',lon_0=0,resolution='c',ax=ax)\n", "\n", "border_color = '0.5'\n", "m.drawcoastlines(color=border_color)\n", "m.drawcountries(color=border_color)\n", "m.drawmapboundary(color=border_color)\n", "\n", "# map city coordinates to map coordinates\n", "x, y = m(lon, lat)\n", "m.scatter(x,y, s=100, c='red', zorder=100)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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j44NJkybB1dV1wHmNhN522QcffBBtbW0QiURYu3YtRCIRhEIhfH19odPpoNfrUVNTg9ra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\nL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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Label cities?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "m = Basemap(projection='moll',lon_0=0,resolution='c',ax=ax)\n", "\n", "border_color = '0.5'\n", "m.drawcoastlines(color=border_color)\n", "m.drawcountries(color=border_color)\n", "m.drawmapboundary(color=border_color)\n", "\n", "# map city coordinates to map coordinates\n", "x, y = m(lon, lat)\n", "m.scatter(x,y, s=100, c='red', zorder=100)\n", "for city, xc, yc in zip(cities, x, y):\n", " #draw the city name in a yellow (shaded) box\n", " ax.text(xc+5, yc, city, bbox=dict(facecolor='yellow', alpha=0.5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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SEkLPnj3p0KFDm9d1NVxol50wYQJlZWVoNBpmzpyJRqOhoKCATp06YTQaMZlM5ObmkpeX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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Heatmaps? (Or how to plot raster data)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.io.netcdf as ncd\n", "fn=\"PRATE_197901_a.nc\"\n", "f= ncd.netcdf_file(fn)\n", "print f.variables.keys()\n", "data = np.squeeze(f.variables['PRATE_surface'][...])\n", "lats = f.variables['latitude'][:]\n", "lons = f.variables['longitude'][:]\n", "print data.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "['latitude', 'PRATE_surface', 'longitude', 'time']\n", "(190L, 384L)\n" ] } ], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import cm\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.set_title(\"PRATE 1979/01\")\n", " \n", "m = Basemap(projection='cyl',\n", "ax=ax, resolution = 'l', area_thresh = 1000,\n", "llcrnrlat=lats[0],urcrnrlat=lats[-1], llcrnrlon=lons[0],urcrnrlon=lons[-1])\n", "\n", "border_color = 'k'\n", "m.drawcoastlines(color=border_color)\n", "m.drawcountries(color=border_color)\n", "m.drawmapboundary(color=border_color)\n", "m.drawmapboundary(fill_color='white')\n", "\n", "#just use imshow/pcolor/pcolormesh/etc\n", "im = m.imshow(data, cmap=cm.s3pcpn,interpolation='nearest')\n", "#and always add a colorbar\n", "fig.colorbar(im, ax=ax, fraction=.15,orientation='horizontal')\n", "#http://matplotlib.org/basemap/users/examples.html" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 73, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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yX6FiJvSfa7wnznDqTjpPnMbGjUJi79y5s/0zAJ6e8OPXYhIpMLnufnEEPtIl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\nX4Zf0GdvKXiS0c0X+T7dHvwNe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ZK9CCYks83jIFtpxOqoZLEKFm2CWZHdIxtJE+djGGTw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\nM5kaL07yU4/lnyo5awuJ4lQ9/jZ8cpW1Stq6gTKVQRPiBQD1ffT3UyHfT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"text": [ "" ] } ], "prompt_number": 73 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about shape files?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib.patches import Polygon\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "m = Basemap(projection='cyl', lat_0 = 50, lon_0 = -100,\n", " ax=ax, resolution = 'l', area_thresh = 1000,\n", " llcrnrlat=-90,urcrnrlat=90, llcrnrlon=-180,urcrnrlon=180)\n", "\n", "border_color = '0.8'\n", "m.drawcoastlines(color=border_color)\n", "m.drawcountries(color=border_color)\n", "m.drawmapboundary(color=border_color)\n", "\n", "#sample file\n", "shp_info = m.readshapefile('st99_d00', 'states', drawbounds=True)\n", "\n", "ax = fig.gca() # get current axes instance\n", "non_states = ['District of Columbia','Puerto Rico']\n", "statenames = [sp['NAME'] for sp in m.states_info if sp['NAME'] \n", " not in non_states]\n", "cls = ['r','g','b','y']\n", "#add polygons to map\n", "for nshape,seg in enumerate(m.states):\n", " poly = Polygon(seg, ec='k', fc=cls[nshape%4])\n", " ax.add_patch(poly) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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xT7caIpEIjz32zzgcf8mf/umflj0fCAT46le/ypkzZ/iXf/kXfD4fq6ur3HXX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\n6pYaz3RHDMuyEAqFoOs6DMOgNyu7KEKhEKrVKi4uLiBJEsbHxyGKInw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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Zoom in on US" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib.patches import Polygon\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "#we can change the bounding box\n", "#http://www.mapsofworld.com/lat_long/usa-lat-long.html\n", "upper=(50,-65)\n", "lower=(25,-125)\n", "\n", "m = Basemap(projection='cyl', ax=ax, resolution = 'l', area_thresh = 1000,\n", " llcrnrlat=lower[0],urcrnrlat=upper[0], \n", " llcrnrlon=lower[1],urcrnrlon=upper[1])\n", "\n", "border_color = '0.8'\n", "m.drawcoastlines(color=border_color)\n", "m.drawcountries(color=border_color)\n", "m.drawmapboundary(color=border_color)\n", "\n", "#sample file\n", "shp_info = m.readshapefile('st99_d00', 'states', drawbounds=True)\n", "\n", "ax = fig.gca() # get current axes instance\n", "non_states = ['District of Columbia','Puerto Rico']\n", "statenames = [sp['NAME'] for sp in m.states_info if sp['NAME'] \n", " not in non_states]\n", "cls = ['r','g','b','y']\n", "#add polygons to map\n", "for nshape,seg in enumerate(m.states):\n", " poly = Polygon(seg, ec='k', fc=cls[nshape%4])\n", " ax.add_patch(poly) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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d2GxWoOvKjE5XCSxg8+YC5s+/uNkimtvtpri4GJPJhNFoRJZlHA4H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\n8uSTS6isfBS9/jcyMrpYI8YmWQQ8AT9WwVg6/oaXN3nek/U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