Created
August 3, 2015 20:45
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from mpl_toolkits.basemap import Basemap" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Carbon total for IAU attendees from Europe = 1840.0 metric tons of CO2\n", | |
"Carbon total for IAU attendees from Oceania = 172.9 metric tons of CO2\n", | |
"Carbon total for IAU attendees from Southamerica = 225.4 metric tons of CO2\n", | |
"Carbon total for IAU attendees from Africa = 110.7 metric tons of CO2\n", | |
"Carbon total for IAU attendees from Hawaii = 10.3 metric tons of CO2\n", | |
"Carbon total for IAU attendees from Asia = 988.0 metric tons of CO2\n", | |
"Carbon total for IAU attendees from Northamerica = 2409.0 metric tons of CO2\n", | |
"\n", | |
"Carbon total for all IAU attendees = 5756.3 metric tons of CO2\n" | |
] | |
} | |
], | |
"source": [ | |
"# Attendee list at IAU 2015 from http://astronomy2015.org/registrant_list\n", | |
"# Calculation of carbon footprint for air travel from different regions from http://nickolas1.com/astrocarbon/\n", | |
"\n", | |
"iau_attendees = {'africa':{'N':27,'co2rate':4.1},\n", | |
" 'asia':{'N':520,'co2rate':1.9},\n", | |
" 'europe':{'N':736,'co2rate':2.5},\n", | |
" 'hawaii':{'N':103,'co2rate':0.1},\n", | |
" 'northamerica':{'N':1095,'co2rate':2.2},\n", | |
" 'oceania':{'N':91,'co2rate':1.9},\n", | |
" 'southamerica':{'N':98,'co2rate':2.3},\n", | |
" }\n", | |
"\n", | |
"carbon_total = 0.\n", | |
"for k in iau_attendees:\n", | |
" carbon = iau_attendees[k]['co2rate'] * iau_attendees[k]['N']\n", | |
" print 'Carbon total for IAU attendees from %15s = %.1f metric tons of CO2' % (k[:1].upper()+k[1:],carbon)\n", | |
" carbon_total += carbon\n", | |
" \n", | |
"print '\\nCarbon total for all IAU attendees = %.1f metric tons of CO2' % carbon_total" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import geopy\n", | |
"import os\n", | |
"from time import sleep\n", | |
"key = os.environ['GOOGLEV3_API_KEY']\n", | |
"gg = geopy.geocoders.GoogleV3(api_key=key)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# Read data\n", | |
"import urllib2\n", | |
"iau_data_url = \"https://gist.githubusercontent.com/willettk/54e227e5b80087592f05/raw/e45c8431b508530f849d0bd085380fac712d11f0/gistfile1.txt\"\n", | |
"d = urllib2.urlopen(iau_data_url).read()\n", | |
"data = d.split(\"\\n\")\n", | |
"\n", | |
"unique_locations = set(data)\n", | |
"\n", | |
"points = []\n", | |
"for loc in unique_locations:\n", | |
" place = gg.geocode(loc)\n", | |
" sleep(0.3)\n", | |
" if place is not None:\n", | |
" points.append(place.point)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 55, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"lats = [p.latitude for p in points]\n", | |
"lons = [p.longitude for p in points]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 78, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.PathCollection at 0x10ae72450>" | |
] | |
}, | |
"execution_count": 78, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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KKE9oe+nP5cA57v5SavtyFLM0L5V4ogvy/hwMHI+8R+sjT9Ij7n556JcUxd0ABe6ujxTT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\nR+A1AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x107eb66d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from matplotlib import pyplot as plt\n", | |
"\n", | |
"fig,ax = plt.subplots(figsize=(15.0,15.0))\n", | |
"#m = Basemap(projection='hammer',lon_0=-130,resolution='c')\n", | |
"m = Basemap(projection='cyl',llcrnrlat=-90,urcrnrlat=90,\\\n", | |
" llcrnrlon=-180,urcrnrlon=180,resolution='c')\n", | |
"m.drawcoastlines()\n", | |
"m.drawcountries()\n", | |
"x, y = m(lons,lats)\n", | |
"m.scatter(x,y,30,marker='o',color='#E41A1C',alpha=0.6)" | |
] | |
}, | |
{ | |
"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 | |
} |
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