IPython Notebook: Playing with Wolfram Alpha
| { | |
| "metadata": { | |
| "name": "Wolfram Alpha Playground" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import urllib2\n", | |
| "import xmltodict\n", | |
| "from string import split\n", | |
| "from secrets import wolfram_key\n", | |
| "\n", | |
| "states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', 'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington State', 'West Virginia', 'Wisconsin', 'Wyoming', 'Washington DC']\n", | |
| "def query(q, key=wolfram_key):\n", | |
| " return urllib2.urlopen('http://api.wolframalpha.com/v2/query?appid=%s&input=%s&format=plaintext' % (key,urllib2.quote(q))).read()\n", | |
| "\n", | |
| "def state_query(group_name, states=states):\n", | |
| " results = {s: xmltodict.parse(query('number of %s in %s?' % (group_name, s))) for s in states}\n", | |
| " results = {s: [p for p in v['queryresult']['pod'] if p['@title'] == 'Result'][0]['subpod']['plaintext'] for s,v in results.items()}\n", | |
| " results = {s: float(split(v)[0])*(1000000 if 'million' in v else 1) for s,v in results.items()}\n", | |
| " return results\n", | |
| " \n", | |
| "\n" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 15 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "adults = state_query('adults')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 17 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "for group in ['phds', 'college graduates']:\n", | |
| " group_data = state_query(group)\n", | |
| " print '-'*100\n", | |
| " print group\n", | |
| " print '\\n'.join('#%d: %s: %2.2f%%' % (i+1,r[0],r[1]) for i,r in enumerate(sorted({s: (group_data[s]/adults[s])*100 for s in states}.items(), key = lambda x: x[1], reverse=True)))\n" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "phds\n", | |
| "#1: Washington DC: 3.68%\n", | |
| "#2: Maryland: 2.32%\n", | |
| "#3: Massachusetts: 2.30%\n", | |
| "#4: New Mexico: 1.75%\n", | |
| "#5: Vermont: 1.66%\n", | |
| "#6: Connecticut: 1.60%\n", | |
| "#7: Delaware: 1.56%\n", | |
| "#8: Virginia: 1.54%\n", | |
| "#9: California: 1.42%\n", | |
| "#10: New Jersey: 1.41%\n", | |
| "#11: Rhode Island: 1.39%\n", | |
| "#12: Colorado: 1.37%\n", | |
| "#13: Oregon: 1.35%\n", | |
| "#14: Washington State: 1.34%\n", | |
| "#15: Pennsylvania: 1.31%\n", | |
| "#16: New York: 1.30%\n", | |
| "#17: Hawaii: 1.25%\n", | |
| "#18: New Hampshire: 1.24%\n", | |
| "#19: Arizona: 1.18%\n", | |
| "#20: Utah: 1.17%\n", | |
| "#21: Minnesota: 1.16%\n", | |
| "#22: Montana: 1.14%\n", | |
| "#23: North Carolina: 1.13%\n", | |
| "#24: Illinois: 1.13%\n", | |
| "#25: Nebraska: 1.12%\n", | |
| "#26: Maine: 1.12%\n", | |
| "#27: Florida: 1.10%\n", | |
| "#28: Alaska: 1.10%\n", | |
| "#29: Kansas: 1.08%\n", | |
| "#30: Tennessee: 1.05%\n", | |
| "#31: Missouri: 1.05%\n", | |
| "#32: Georgia: 1.04%\n", | |
| "#33: Idaho: 1.02%\n", | |
| "#34: Wyoming: 1.02%\n", | |
| "#35: Iowa: 1.02%\n", | |
| "#36: Wisconsin: 0.99%\n", | |
| "#37: Michigan: 0.98%\n", | |
| "#38: South Dakota: 0.97%\n", | |
| "#39: Ohio: 0.97%\n", | |
| "#40: Texas: 0.94%\n", | |
| "#41: South Carolina: 0.93%\n", | |
| "#42: Alabama: 0.92%\n", | |
| "#43: Indiana: 0.91%\n", | |
| "#44: North Dakota: 0.87%\n", | |
| "#45: Mississippi: 0.82%\n", | |
| "#46: Oklahoma: 0.81%\n", | |
| "#47: Louisiana: 0.81%\n", | |
| "#48: Kentucky: 0.80%\n", | |
| "#49: Nevada: 0.78%\n", | |
| "#50: Arkansas: 0.77%\n", | |
| "#51: West Virginia: 0.77%\n", | |
| "----------------------------------------------------------------------------------------------------" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "\n", | |
| "college graduates\n", | |
| "#1: Washington DC: 50.47%\n", | |
| "#2: Massachusetts: 48.28%\n", | |
| "#3: Connecticut: 45.71%\n", | |
| "#4: New Hampshire: 44.77%\n", | |
| "#5: Colorado: 44.07%\n", | |
| "#6: Vermont: 43.98%\n", | |
| "#7: New Jersey: 43.76%\n", | |
| "#8: Maryland: 43.53%\n", | |
| "#9: Minnesota: 42.94%\n", | |
| "#10: Hawaii: 41.90%\n", | |
| "#11: Washington State: 41.71%\n", | |
| "#12: Virginia: 41.58%\n", | |
| "#13: New York: 40.38%\n", | |
| "#14: Rhode Island: 39.72%\n", | |
| "#15: North Dakota: 39.42%\n", | |
| "#16: Maine: 39.06%\n", | |
| "#17: Illinois: 39.05%\n", | |
| "#18: Oregon: 39.04%\n", | |
| "#19: Florida: 38.78%\n", | |
| "#20: Nebraska: 38.50%\n", | |
| "#21: Montana: 38.27%\n", | |
| "#22: Kansas: 38.26%\n", | |
| "#23: California: 38.13%\n", | |
| "#24: Delaware: 37.30%\n", | |
| "#25: South Dakota: 37.15%\n", | |
| "#26: Iowa: 36.75%\n", | |
| "#27: Wisconsin: 36.73%\n", | |
| "#28: Pennsylvania: 36.66%\n", | |
| "#29: Utah: 36.56%\n", | |
| "#30: Arizona: 36.26%\n", | |
| "#31: North Carolina: 35.96%\n", | |
| "#32: Michigan: 34.98%\n", | |
| "#33: Wyoming: 34.34%\n", | |
| "#34: New Mexico: 34.09%\n", | |
| "#35: Georgia: 33.89%\n", | |
| "#36: South Carolina: 33.78%\n", | |
| "#37: Idaho: 33.74%\n", | |
| "#38: Ohio: 33.65%\n", | |
| "#39: Missouri: 33.54%\n", | |
| "#40: Alaska: 33.04%\n", | |
| "#41: Texas: 31.96%\n", | |
| "#42: Indiana: 31.04%\n", | |
| "#43: Oklahoma: 30.72%\n", | |
| "#44: Tennessee: 30.29%\n", | |
| "#45: Alabama: 30.18%\n", | |
| "#46: Nevada: 30.18%\n", | |
| "#47: Kentucky: 28.44%\n", | |
| "#48: Mississippi: 27.99%\n", | |
| "#49: Arkansas: 26.74%\n", | |
| "#50: Louisiana: 26.32%\n", | |
| "#51: West Virginia: 25.49%\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 19 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": true, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "college graduates\n", | |
| "#1: Georgia: 48.46%\n", | |
| "#2: Washington: 34.74%\n", | |
| "#3: Massachusetts: 30.56%\n", | |
| "#4: New Hampshire: 28.79%\n", | |
| "#5: Connecticut: 28.43%\n", | |
| "#6: Vermont: 28.40%\n", | |
| "#7: Maryland: 27.32%\n", | |
| "#8: Colorado: 27.30%\n", | |
| "#9: New Jersey: 27.21%\n", | |
| "#10: Minnesota: 26.53%\n", | |
| "#11: New York: 26.30%\n", | |
| "#12: Virginia: 26.05%\n", | |
| "#13: Hawaii: 25.79%\n", | |
| "#14: Rhode Island: 25.56%\n", | |
| "#15: Maine: 24.80%\n", | |
| "#16: Illinois: 24.34%\n", | |
| "#17: Oregon: 24.11%\n", | |
| "#18: North Dakota: 23.99%\n", | |
| "#19: California: 23.52%\n", | |
| "#20: Montana: 23.42%\n", | |
| "#21: Florida: 23.11%\n", | |
| "#22: Nebraska: 23.08%\n", | |
| "#23: Kansas: 23.00%\n", | |
| "#24: Wisconsin: 22.76%\n", | |
| "#25: Delaware: 22.74%\n", | |
| "#26: Pennsylvania: 22.63%\n", | |
| "#27: Iowa: 22.15%\n", | |
| "#28: Michigan: 22.01%\n", | |
| "#29: South Dakota: 21.91%\n", | |
| "#30: North Carolina: 21.84%\n", | |
| "#31: Arizona: 21.26%\n", | |
| "#32: Wyoming: 21.04%\n", | |
| "#33: Ohio: 20.88%\n", | |
| "#34: Alaska: 20.84%\n", | |
| "#35: Utah: 20.61%\n", | |
| "#36: South Carolina: 20.55%\n", | |
| "#37: Missouri: 20.55%\n", | |
| "#38: New Mexico: 20.34%\n", | |
| "#39: Idaho: 19.68%\n", | |
| "#40: Indiana: 19.03%\n", | |
| "#41: Texas: 18.89%\n", | |
| "#42: Tennessee: 18.60%\n", | |
| "#43: Nevada: 18.54%\n", | |
| "#44: Alabama: 18.50%\n", | |
| "#45: Oklahoma: 18.40%\n", | |
| "#46: Kentucky: 17.61%\n", | |
| "#47: Mississippi: 17.05%\n", | |
| "#48: Louisiana: 16.04%\n", | |
| "#49: Arkansas: 16.02%\n", | |
| "#50: West Virginia: 15.94%\n", | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "latinos\n", | |
| "#1: New Mexico: 43.90%\n", | |
| "#2: California: 35.71%\n", | |
| "#3: Texas: 34.74%\n", | |
| "#4: Arizona: 28.00%\n", | |
| "#5: New York: 27.90%\n", | |
| "#6: Nevada: 24.75%\n", | |
| "#7: Florida: 20.96%\n", | |
| "#8: Colorado: 19.22%\n", | |
| "#9: Georgia: 18.60%\n", | |
| "#10: New Jersey: 16.64%\n", | |
| "#11: Illinois: 15.07%\n", | |
| "#12: Connecticut: 12.49%\n", | |
| "#13: Rhode Island: 11.84%\n", | |
| "#14: Utah: 11.60%\n", | |
| "#15: Oregon: 10.85%\n", | |
| "#16: Idaho: 10.18%\n", | |
| "#17: Kansas: 9.62%\n", | |
| "#18: Massachusetts: 8.88%\n", | |
| "#19: Washington: 8.53%\n", | |
| "#20: Hawaii: 8.40%\n", | |
| "#21: Nebraska: 8.25%\n", | |
| "#22: Wyoming: 8.06%\n", | |
| "#23: Oklahoma: 7.97%\n", | |
| "#24: North Carolina: 7.49%\n", | |
| "#25: Maryland: 7.38%\n", | |
| "#26: Delaware: 7.38%\n", | |
| "#27: Virginia: 7.10%\n", | |
| "#28: Arkansas: 5.73%\n", | |
| "#29: Indiana: 5.55%\n", | |
| "#30: Wisconsin: 5.44%\n", | |
| "#31: Alaska: 5.31%\n", | |
| "#32: Pennsylvania: 5.15%\n", | |
| "#33: Iowa: 4.47%\n", | |
| "#34: South Carolina: 4.46%\n", | |
| "#35: Minnesota: 4.37%\n", | |
| "#36: Michigan: 4.29%\n", | |
| "#37: Tennessee: 4.08%\n", | |
| "#38: Louisiana: 3.78%\n", | |
| "#39: Alabama: 3.38%\n", | |
| "#40: Missouri: 3.31%\n", | |
| "#41: Ohio: 2.89%\n", | |
| "#42: Montana: 2.73%\n", | |
| "#43: Kentucky: 2.69%\n", | |
| "#44: New Hampshire: 2.68%\n", | |
| "#45: South Dakota: 2.48%\n", | |
| "#46: Mississippi: 2.34%\n", | |
| "#47: North Dakota: 1.88%\n", | |
| "#48: Vermont: 1.46%\n", | |
| "#49: Maine: 1.28%\n", | |
| "#50: West Virginia: 1.13%\n", | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "adults\n", | |
| "#1: Georgia: 143.01%\n", | |
| "#2: Washington: 68.84%\n", | |
| "#3: New York: 65.13%\n", | |
| "#4: Vermont: 64.58%\n", | |
| "#5: Rhode Island: 64.34%\n", | |
| "#6: New Hampshire: 64.31%\n", | |
| "#7: Maine: 63.48%\n", | |
| "#8: Massachusetts: 63.28%\n", | |
| "#9: Alaska: 63.08%\n", | |
| "#10: Michigan: 62.93%\n", | |
| "#11: Maryland: 62.75%\n", | |
| "#12: Virginia: 62.64%\n", | |
| "#13: West Virginia: 62.53%\n", | |
| "#14: Illinois: 62.35%\n", | |
| "#15: Connecticut: 62.19%\n", | |
| "#16: New Jersey: 62.17%\n", | |
| "#17: Ohio: 62.05%\n", | |
| "#18: Wisconsin: 61.96%\n", | |
| "#19: Colorado: 61.95%\n", | |
| "#20: Kentucky: 61.94%\n", | |
| "#21: Minnesota: 61.78%\n", | |
| "#22: Oregon: 61.75%\n", | |
| "#23: Pennsylvania: 61.73%\n", | |
| "#24: California: 61.69%\n", | |
| "#25: Hawaii: 61.56%\n", | |
| "#26: Nevada: 61.44%\n", | |
| "#27: Tennessee: 61.41%\n", | |
| "#28: Alabama: 61.32%\n", | |
| "#29: Indiana: 61.30%\n", | |
| "#30: Wyoming: 61.26%\n", | |
| "#31: Missouri: 61.25%\n", | |
| "#32: Montana: 61.19%\n", | |
| "#33: Delaware: 60.97%\n", | |
| "#34: Louisiana: 60.94%\n", | |
| "#35: Mississippi: 60.93%\n", | |
| "#36: South Carolina: 60.85%\n", | |
| "#37: North Dakota: 60.84%\n", | |
| "#38: North Carolina: 60.74%\n", | |
| "#39: Iowa: 60.29%\n", | |
| "#40: Kansas: 60.12%\n", | |
| "#41: Nebraska: 59.96%\n", | |
| "#42: Arkansas: 59.94%\n", | |
| "#43: Oklahoma: 59.89%\n", | |
| "#44: New Mexico: 59.65%\n", | |
| "#45: Florida: 59.60%\n", | |
| "#46: Texas: 59.10%\n", | |
| "#47: South Dakota: 58.98%\n", | |
| "#48: Arizona: 58.61%\n", | |
| "#49: Idaho: 58.33%\n", | |
| "#50: Utah: 56.37%\n", | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "whites\n", | |
| "#1: Georgia: 137.16%\n", | |
| "#2: Maine: 95.56%\n", | |
| "#3: Vermont: 95.29%\n", | |
| "#4: New Hampshire: 94.23%\n", | |
| "#5: West Virginia: 93.53%\n", | |
| "#6: Iowa: 90.56%\n", | |
| "#7: Idaho: 88.77%\n", | |
| "#8: Wyoming: 87.71%\n", | |
| "#9: Montana: 87.61%\n", | |
| "#10: North Dakota: 87.35%\n", | |
| "#11: Kentucky: 86.82%\n", | |
| "#12: Nebraska: 86.16%\n", | |
| "#13: Wisconsin: 86.05%\n", | |
| "#14: Minnesota: 84.94%\n", | |
| "#15: Utah: 84.35%\n", | |
| "#16: South Dakota: 84.01%\n", | |
| "#17: Indiana: 83.80%\n", | |
| "#18: Kansas: 83.32%\n", | |
| "#19: Ohio: 83.18%\n", | |
| "#20: Oregon: 83.16%\n", | |
| "#21: Rhode Island: 82.46%\n", | |
| "#22: Missouri: 82.15%\n", | |
| "#23: Pennsylvania: 82.10%\n", | |
| "#24: Massachusetts: 80.28%\n", | |
| "#25: Michigan: 79.94%\n", | |
| "#26: Colorado: 79.79%\n", | |
| "#27: Connecticut: 78.08%\n", | |
| "#28: Arkansas: 76.72%\n", | |
| "#29: Tennessee: 76.70%\n", | |
| "#30: Arizona: 75.34%\n", | |
| "#31: Florida: 74.08%\n", | |
| "#32: Oklahoma: 71.73%\n", | |
| "#33: Nevada: 71.17%\n", | |
| "#34: Illinois: 70.99%\n", | |
| "#35: Delaware: 69.06%\n", | |
| "#36: New Mexico: 68.88%\n", | |
| "#37: New Jersey: 68.86%\n", | |
| "#38: Alabama: 68.58%\n", | |
| "#39: Texas: 68.17%\n", | |
| "#40: Virginia: 67.68%\n", | |
| "#41: North Carolina: 66.84%\n", | |
| "#42: South Carolina: 64.84%\n", | |
| "#43: Alaska: 64.22%\n", | |
| "#44: Louisiana: 61.62%\n", | |
| "#45: California: 59.41%\n", | |
| "#46: Mississippi: 59.15%\n", | |
| "#47: Maryland: 58.27%\n", | |
| "#48: New York: 43.66%\n", | |
| "#49: Washington: 36.96%\n", | |
| "#50: Hawaii: 24.28%\n", | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "phds\n", | |
| "#1: Washington: 2.53%\n", | |
| "#2: Georgia: 1.48%\n", | |
| "#3: Maryland: 1.46%\n", | |
| "#4: Massachusetts: 1.46%\n", | |
| "#5: Vermont: 1.08%\n", | |
| "#6: New Mexico: 1.05%\n", | |
| "#7: Connecticut: 0.99%\n", | |
| "#8: Virginia: 0.97%\n", | |
| "#9: Delaware: 0.95%\n", | |
| "#10: Rhode Island: 0.90%\n", | |
| "#11: California: 0.88%\n", | |
| "#12: New Jersey: 0.88%\n", | |
| "#13: New York: 0.85%\n", | |
| "#14: Colorado: 0.85%\n", | |
| "#15: Oregon: 0.83%\n", | |
| "#16: Pennsylvania: 0.81%\n", | |
| "#17: New Hampshire: 0.80%\n", | |
| "#18: Hawaii: 0.77%\n", | |
| "#19: Minnesota: 0.72%\n", | |
| "#20: Maine: 0.71%\n", | |
| "#21: Illinois: 0.71%\n", | |
| "#22: Montana: 0.70%\n", | |
| "#23: Alaska: 0.69%\n", | |
| "#24: Arizona: 0.69%\n", | |
| "#25: North Carolina: 0.69%\n", | |
| "#26: Nebraska: 0.67%\n", | |
| "#27: Utah: 0.66%\n", | |
| "#28: Florida: 0.66%\n", | |
| "#29: Kansas: 0.65%\n", | |
| "#30: Tennessee: 0.64%\n", | |
| "#31: Missouri: 0.64%\n", | |
| "#32: Wyoming: 0.62%\n", | |
| "#33: Michigan: 0.62%\n", | |
| "#34: Wisconsin: 0.62%\n", | |
| "#35: Iowa: 0.61%\n", | |
| "#36: Ohio: 0.60%\n", | |
| "#37: Idaho: 0.59%\n", | |
| "#38: South Dakota: 0.57%\n", | |
| "#39: South Carolina: 0.57%\n", | |
| "#40: Alabama: 0.56%\n", | |
| "#41: Indiana: 0.56%\n", | |
| "#42: Texas: 0.56%\n", | |
| "#43: North Dakota: 0.53%\n", | |
| "#44: Mississippi: 0.50%\n", | |
| "#45: Kentucky: 0.50%\n", | |
| "#46: Louisiana: 0.50%\n", | |
| "#47: Oklahoma: 0.49%\n", | |
| "#48: West Virginia: 0.48%\n", | |
| "#49: Nevada: 0.48%\n", | |
| "#50: Arkansas: 0.46%\n", | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "african americans\n", | |
| "#1: Georgia: 68.08%\n", | |
| "#2: Washington: 51.36%\n", | |
| "#3: Mississippi: 36.52%\n", | |
| "#4: Louisiana: 30.73%\n", | |
| "#5: Maryland: 28.57%\n", | |
| "#6: South Carolina: 27.12%\n", | |
| "#7: Alabama: 25.65%\n", | |
| "#8: New York: 24.87%\n", | |
| "#9: North Carolina: 20.52%\n", | |
| "#10: Delaware: 20.42%\n", | |
| "#11: Virginia: 18.92%\n", | |
| "#12: Tennessee: 16.20%\n", | |
| "#13: Florida: 15.22%\n", | |
| "#14: Arkansas: 15.15%\n", | |
| "#15: Illinois: 14.45%\n", | |
| "#16: Michigan: 14.20%\n", | |
| "#17: New Jersey: 13.33%\n", | |
| "#18: Ohio: 12.05%\n", | |
| "#19: Missouri: 11.30%\n", | |
| "#20: Texas: 11.16%\n", | |
| "#21: Pennsylvania: 10.57%\n", | |
| "#22: Connecticut: 9.57%\n", | |
| "#23: Indiana: 8.78%\n", | |
| "#24: Nevada: 7.62%\n", | |
| "#25: Kentucky: 7.57%\n", | |
| "#26: Oklahoma: 7.05%\n", | |
| "#27: Massachusetts: 6.41%\n", | |
| "#28: Wisconsin: 6.10%\n", | |
| "#29: California: 5.96%\n", | |
| "#30: Rhode Island: 5.91%\n", | |
| "#31: Kansas: 5.63%\n", | |
| "#32: Minnesota: 4.81%\n", | |
| "#33: Nebraska: 4.23%\n", | |
| "#34: Colorado: 3.72%\n", | |
| "#35: Arizona: 3.71%\n", | |
| "#36: West Virginia: 3.18%\n", | |
| "#37: Alaska: 3.13%\n", | |
| "#38: Iowa: 2.70%\n", | |
| "#39: New Mexico: 1.92%\n", | |
| "#40: Oregon: 1.72%\n", | |
| "#41: Hawaii: 1.54%\n", | |
| "#42: South Dakota: 1.08%\n", | |
| "#43: New Hampshire: 1.08%\n", | |
| "#44: Maine: 1.05%\n", | |
| "#45: North Dakota: 1.03%\n", | |
| "#46: Utah: 0.96%\n", | |
| "#47: Vermont: 0.88%\n", | |
| "#48: Wyoming: 0.73%\n", | |
| "#49: Idaho: 0.55%\n", | |
| "#50: Montana: 0.43%\n", | |
| "----------------------------------------------------------------------------------------------------\n", | |
| "asians\n", | |
| "#1: Hawaii: 38.24%\n", | |
| "#2: California: 12.59%\n", | |
| "#3: New York: 12.48%\n", | |
| "#4: New Jersey: 7.91%\n", | |
| "#5: Georgia: 7.04%\n", | |
| "#6: Nevada: 6.76%\n", | |
| "#7: Maryland: 5.23%\n", | |
| "#8: Virginia: 5.14%\n", | |
| "#9: Massachusetts: 5.10%\n", | |
| "#10: Alaska: 4.98%\n", | |
| "#11: Illinois: 4.44%\n", | |
| "#12: Minnesota: 3.82%\n", | |
| "#13: Connecticut: 3.63%\n", | |
| "#14: Texas: 3.52%\n", | |
| "#15: Oregon: 3.50%\n", | |
| "#16: Washington: 3.38%\n", | |
| "#17: Delaware: 3.08%\n", | |
| "#18: Rhode Island: 2.95%\n", | |
| "#19: Pennsylvania: 2.61%\n", | |
| "#20: Colorado: 2.60%\n", | |
| "#21: Arizona: 2.57%\n", | |
| "#22: Michigan: 2.46%\n", | |
| "#23: Florida: 2.33%\n", | |
| "#24: Kansas: 2.30%\n", | |
| "#25: Wisconsin: 2.14%\n", | |
| "#26: New Hampshire: 2.11%\n", | |
| "#27: North Carolina: 2.02%\n", | |
| "#28: Utah: 1.88%\n", | |
| "#29: Iowa: 1.64%\n", | |
| "#30: Oklahoma: 1.62%\n", | |
| "#31: Ohio: 1.62%\n", | |
| "#32: Nebraska: 1.61%\n", | |
| "#33: Missouri: 1.53%\n", | |
| "#34: Indiana: 1.48%\n", | |
| "#35: Louisiana: 1.47%\n", | |
| "#36: Tennessee: 1.36%\n", | |
| "#37: New Mexico: 1.32%\n", | |
| "#38: Vermont: 1.18%\n", | |
| "#39: South Carolina: 1.16%\n", | |
| "#40: Arkansas: 1.13%\n", | |
| "#41: Idaho: 1.13%\n", | |
| "#42: Alabama: 1.07%\n", | |
| "#43: Kentucky: 1.04%\n", | |
| "#44: Maine: 1.01%\n", | |
| "#45: North Dakota: 0.90%\n", | |
| "#46: South Dakota: 0.86%\n", | |
| "#47: Mississippi: 0.83%\n", | |
| "#48: Wyoming: 0.73%\n", | |
| "#49: West Virginia: 0.62%\n", | |
| "#50: Montana: 0.61%\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 26 | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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