{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Source available on [Nbviewer](http://nbviewer.ipython.org/github/stephanie-w/brainscribble/blob/master/source/plotting-last-earthquakes-on-a-map.ipynb)\n", "\n", "The USGS Earthquake Hazards Program is part of the National Earthquake Hazards Reduction Program (NEHRP) and provides several data on earthquake location and magnitude.\n", "\n", "The data on earthquakes of the last 30 months is avaiblable at http://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/4.5_month.cs" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Render our plots inline\n", "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading data" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dset = pd.read_csv(\"http://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/4.5_month.csv\",\n", " parse_dates=['time'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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timelatitudelongitudedepthmagmagTypenstgapdminrmsnetidupdatedplacetype
02015-08-30 14:38:41.930000 37.1312 57.7960 12.73 4.9 mbNaN 61 0.836 0.82 us us1000365u 2015-08-30T16:31:46.684Z 26km ENE of Esfarayen, Iran earthquake
12015-08-30 13:28:01.470000 37.7844 21.2488 8.84 4.7 mbNaN 44 0.809 1.35 us us1000365n 2015-08-30T14:50:51.030Z 5km SW of Savalia, Greece earthquake
22015-08-30 13:17:34.570000 27.6311 85.6385 10.00 4.5 mbNaN 83 1.089 0.67 us us1000365l 2015-08-30T16:27:43.556Z 11km E of Banepa, Nepal earthquake
\n", "
" ], "text/plain": [ " time latitude longitude depth mag magType nst \\\n", "0 2015-08-30 14:38:41.930000 37.1312 57.7960 12.73 4.9 mb NaN \n", "1 2015-08-30 13:28:01.470000 37.7844 21.2488 8.84 4.7 mb NaN \n", "2 2015-08-30 13:17:34.570000 27.6311 85.6385 10.00 4.5 mb NaN \n", "\n", " gap dmin rms net id updated \\\n", "0 61 0.836 0.82 us us1000365u 2015-08-30T16:31:46.684Z \n", "1 44 0.809 1.35 us us1000365n 2015-08-30T14:50:51.030Z \n", "2 83 1.089 0.67 us us1000365l 2015-08-30T16:27:43.556Z \n", "\n", " place type \n", "0 26km ENE of Esfarayen, Iran earthquake \n", "1 5km SW of Savalia, Greece earthquake \n", "2 11km E of Banepa, Nepal earthquake " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dset[:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drawing the map" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9+iSEjB+qOSBnMgwDL168gCAIfFiL1+tFKBTC8fExFhcXR055NfMlq9UqlpeX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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,10))\n", "ax = plt.subplot(1,1,1)\n", "# miller projection\n", "map = Basemap(projection='mill')\n", "x, y = map(dset[\"longitude\"].values, dset[\"latitude\"].values)\n", "magnitude = dset[\"mag\"].values\n", "map.drawcoastlines(color='0.50', linewidth=0.25)\n", "map.fillcontinents(color='0.95')\n", "map.scatter(x,y,s=np.exp(magnitude)*0.3, lw=0.5,\n", " alpha=0.3, zorder=10, c=\"m\")\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }