{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This example will demonstrate using [GeoPandas](https://github.com/kjordahl/geopandas) to load and plot some polygons representing the New York City boroughs. Then we'll put it into a Leaflet map right in the notebook using [mplleaflet](https://github.com/jwass/mplleaflet)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import os\n", "\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "\n", "import mplleaflet" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "filename = os.path.join('data', 'nybb.zip')\n", "df = gpd.read_file('/nybb.shp', vfs='zip://' + filename)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = df.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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FBtKjRw/luU6fPk1wcDBisRg1NTXc3NxK9U/Mzs7m6tWrOFViqdiQkBDWr1tH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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# The display call inserts the html in the IPython notebook.\n", "# An interactive, panable, zoomable map.\n", "mplleaflet.display(fig=ax.figure, crs=df.crs)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " \n", " \n", "\n", "\n", "
\n", "\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }