5 Dec2012

Using Domain Name Registrations To Determine What Businesses a City Needs

Posted by Matt Mazur (@mhmazur)

A screenshot from SimCity 2013.

Here's an interesting thought experiment: if you were put in charge of planning a city from scratch, what businesses would you need to include?

To answer this question you might start by thinking about what businesses you interact with on a weekly basis and what dependencies they have. You need food, which means you need a grocery store. You need transportation to get to the grocery store so you need a vehicle which means you need a car dealership where you can purchase a vehicle. You need roads to travel on, you need people to take care of those roads, you need people to transport the food to the grocery stores, people to repair those vehicles, people to operate the gas stations. You can get pretty far using this technique but you'll inevitably run forget to consider some things because of the limitations of your own knowledge.

Another way to answer this problem is to look at what businesses most cities already have. Most cities have car dealerships and doctors so that's probably a good indication that you will want to include them in your city. In practice though how would you accomplish this? You could grab a copy of the YellowPages and start flipping page by page, but you would likely give up long before you had a complete list. Is there a a better way?

Looking at domain name registrations

Each day a company called VeriSign publishes a massive list all of the registered .COM domain names in what's called a zone file. Rather than look through the YellowPages to see what businesses are present in a city we can just check the list of registered domain names related to that city. Want to know if Arlington has a bath remodeling business? See if ArlingtonBathRemodeling.com is registered (it is). Want to know if Dayton has an antique store? See if DaytonAntiques.com is registered (it is). These websites might not actually be in use, but the fact that someone saw fit to register them indicates that there is a market in that location.

Therefore to figure out what businesses a city needs we can use the zone file to look at which domain names are already registered for that city and then compare those to other cities and see which businesses they have in common.

The results

For this analysis I looked at domain names that begin with one of the top ten US cities by population: New York, Los Angeles, Chicago, Houston, Philadelphia, Phoenix, San Antonio, San Diego, Dallas, and San Jose and then checked which domain name endings they have in common.

Not all of the results represent their own industry or business. For example, some names like "At a Glance" and "Pro" simply make good website names (think Dallas At A Glance or Houston Pro) but the majority are in their own industry. You've got everything from lawyers (abogado in Spanish) to Zumba, a popular cardio program, and everything in between. You've got business that take care of your car (Auto Repair Service), help you with your finances (Bankruptcy Attorney, Refinancing), take care of your house (Bath Remodeling, Window Cleaners), your body (Chiropractic, Orthodontist, Beauty Salon) and just about every other local business that you interact with on a daily basis.

A quick note on interpreting the results: the presence of, say, "adagency" means that NewYorkCityAdAgency.com, LosAngelesAdAgency.com, ChicagoAdAgency.com, and so on are all registered domain names. Because it's registered for all 10 cities, it is included in this list.

1.abogado1303.insurancerates
2.abogados1304.insure
3.ac1305.interactive
4.academy1306.interiordesign
5.access1307.interiordesigner
6.accident1308.interiordesigners
7.accidentattorney1309.interiors
8.accidentattorneys1310.internationalairport
9.accidentlaw1311.internet
10.accidentlawfirm1312.internetattorney
11.accidentlawyer1313.internetattorneys
12.accidentlawyers1314.internetlawyer
13.accidents1315.internetlawyers
14.accommodation1316.internetmarketing
15.accommodations1317.internships
16.accountant1318.investigation
17.accountantguide1319.investments
18.accountants1320.investor
19.accounting1321.investors
20.accountingjobs1322.invisalign
21.acls1323.invoicefactoring
22.aclspalsbls1324.iphonerepair
23.aco1325.iplaw
24.activities1326.ira
25.acupuncture1327.ist
26.ad1328.it
27.adagencies1329.itconsulting
28.adagency1330.itmanagement
29.addictionmed1331.itsecurity
30.address1332.itservices
31.adoption1333.itsupport
32.ads1334.ivf
33.adulted1335.jail
34.adventurepark1336.janitor
35.advertising1337.janitorial
36.advertisingagencies1338.janitorialservice
37.advertisingagency1339.janitors
38.advisor1340.jazz
39.afterdark1341.jeep
40.afternoon1342.jeweler
41.agent1343.jewelers
42.air1344.jewelry
43.airconditioning1345.jiujitsu
44.airconditioningcontractor1346.job
45.airconditioningcontractors1347.jobapps
46.airductcleaning1348.jobfair
47.airlines1349.jobfairs
48.airport1350.jobfinder
49.airportcarrental1351.jobhub
50.airporthotel1352.jobing
51.airporthotels1353.joblistings
52.airportlimo1354.jobmarket
53.airportparking1355.jobnetwork
54.airports1356.jobs
55.airportshuttle1357.jobsandcareers
56.airportshuttles1358.jobsapps
57.airporttaxi1359.jobsearch
58.airporttransportation1360.jobshop
59.airtravel1361.jobsline
60.alarm1362.jobslist
61.alarms1363.jobsonline
62.alarmsystems1364.jobstoday
63.alfaromeo1365.jobtube
64.allergy1366.jobz
65.alliedhealthschools1367.journal
66.allstars1368.judo
67.amateurgolftour1369.juniorgolf
68.amateurtour1370.junk
69.ambulance1371.junkremoval
70.angels1372.justice
71.animalcontrol1373.karaoke
72.animalhospital1374.karate
73.annuities1375.kennels
74.annuity1376.kia
75.answeringservice1377.kichencabinets
76.answers1378.kickball
77.antiques1379.kickboxing
78.apartment1380.kids
79.apartmentbuildings1381.kidsclothes
80.apartmentbuildingsales1382.kitchenremodeling
81.apartmentforrent1383.kitchens
82.apartmentlocator1384.kungfu
83.apartmentrentals1385.land
84.apartments1386.landlord
85.apartmentsforrent1387.landscape
86.apartmentsforsale1388.landscapedesigners
87.app1389.landscaper
88.appdevelopment1390.landscapes
89.appliance1391.landscaping
90.appliancedealer1392.languageacademy
91.appliancepros1393.languages
92.appliancerepair1394.languageschool
93.appliancerepairs1395.languageschools
94.appliances1396.laptoprepair
95.appraisal1397.laser
96.appraiser1398.lasereyesurgery
97.appraisers1399.laserhairremoval
98.apps1400.lasertag
99.apt1401.law
100.aptrental1402.lawadvice
101.apts1403.lawblog
102.aquarium1404.lawcenter
103.arborist1405.lawfirm
104.architect1406.lawfirms
105.architects1407.lawncare
106.architecture1408.lawoffice
107.area1409.lawoffices
108.areacondos1410.lawreferral
109.areaguide1411.lawyer
110.areahomes1412.lawyerblog
111.arearealestate1413.lawyerfinder
112.arearealty1414.lawyerfordivorce
113.art1415.lawyers
114.artcollege1416.lawyersearch
115.artist1417.lawyersfordivorces
116.arts1418.lease
117.artschool1419.leasing
118.asbestosattorney1420.ledlighting
119.asbestoslawyer1421.legal
120.asbestoslawyers1422.legalblog
121.assistants1423.legaljobs
122.assistedliving1424.legalservices
123.ataglance1425.legalstaffjobs
124.atnight1426.lenders
125.attorney1427.lending
126.attorneyatlaw1428.lesbian
127.attorneybankruptcy1429.lesbians
128.attorneyfordivorce1430.lexus
129.attorneyjobs1431.lexusonline
130.attorneys1432.library
131.attorneysfordivorce1433.life
132.attractions1434.lifecoach
133.auction1435.lifeinsurance
134.auctions1436.lifestyle
135.audio1437.lighting
136.auditjobs1438.lightingstore
137.auto1439.lights
138.autoaccidentattorney1440.limo
139.autoaccidentlawyer1441.limobus
140.autoaccidentlawyers1442.limos
141.autoads1443.limoservice
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143.autobody1445.limousine
144.autobodyrepair1446.limousines
145.autocenter1447.limousineservices
146.autocredit1448.link
147.autodealer1449.links
148.autodealers1450.lipo
149.autodetailing1451.liposuction
150.autoglass1452.liposuctioncenter
151.autoglassrepair1453.liquor
152.autoinjuryattorneys1454.liquors
153.autoinsurance1455.list
154.autoinsurancequotes1456.listings
155.autoliquidators1457.litigation
156.autoloan1458.litigationlawyer
157.automall1459.litigator
158.automobile1460.live
159.automotive1461.livewire
160.automotiveschool1462.living
161.autonet1463.llc
162.autoquotes1464.lnsurance
163.autorecyclers1465.loan
164.autorepair1466.loanconsolidation
165.autorepairs1467.loanfinder
166.autorepairservice1468.loans
167.autos1469.local
168.autosales1470.localcounsel
169.autoservice1471.localnews
170.autoservices1472.locator
171.autosforsale1473.lock
172.autoshow1474.locks
173.aviationschool1475.locksmith
174.awards1476.locksmiths
175.awning1477.lodge
176.awnings1478.lodging
177.babygifts1479.lofts
178.babysitter1480.logos
179.babysitters1481.lostpets
180.bachelor1482.love
181.bachelorparty1483.lovebug
182.backgroundcheck1484.lovers
183.backgroundchecks1485.lpnjobs
184.backpage1486.lte
185.bail1487.luggage
186.bailbond1488.lumber
187.bailbonds1489.lumberdealer
188.bakery1490.lumberdealers
189.ballet1491.luxury
190.bamboo1492.luxuryagent
191.bands1493.luxuryapartments
192.bandsawblades1494.luxuryhome
193.bandwidth1495.luxuryhomes
194.banking1496.luxuryhotel
195.bankingjobs1497.luxuryhotels
196.bankingrates1498.luxuryrentals
197.bankruptcy1499.mag
198.bankruptcyattorney1500.magazine
199.bankruptcyattorneyblog1501.magazines
200.bankruptcyattorneys1502.maid
201.bankruptcyattorneysblog1503.maids
202.bankruptcyblog1504.maidservice
203.bankruptcyhelp1505.mail
204.bankruptcylaw1506.mailforwarding
205.bankruptcylawblog1507.makeup
206.bankruptcylawfirm1508.mall
207.bankruptcylawyer1509.malls
208.bankruptcylawyerblog1510.malpractice
209.bankruptcylawyers1511.malpracticeattorney
210.bankruptcylawyersblog1512.malpracticeattorneys
211.banks1513.malpracticelawyer
212.banquethalls1514.malpracticelawyers
213.bar1515.man
214.barbecue1516.management
215.barbeques1517.manicure
216.bargains1518.manicures
217.bariatricsurgeon1519.map
218.bariatricsurgery1520.maps
219.bars1521.marathon
220.base1522.marble
221.baseball1523.marijuana
222.based1524.marijuanadoctors
223.basketball1525.market
224.bathremodeling1526.marketing
225.bathroom1527.marketingjobs
226.batremoval1528.marketplace
227.battery1529.marriage
228.bbq1530.marriott
229.beach1531.martialarts
230.beauty1532.masonry
231.beautysalon1533.massage
232.beautysalons1534.massageacademy
233.beautysecrets1535.massagecollege
234.beer1536.massages
235.beerstore1537.massagetherapists
236.bellydance1538.massagetherapy
237.bestrestaurants1539.matchmaker
238.bets1540.materialhandling
239.bicycle1541.mates
240.bicycles1542.mattress
241.bike1543.mattressstores
242.bikerental1544.mazda
243.bikerentals1545.mba
244.bikes1546.md
245.billboards1547.mechanic
246.binrental1548.mechanical
247.birthcertificate1549.med
248.birthdayparty1550.media
249.birthinjuryattorney1551.mediation
250.birthinjurylawyer1552.mediator
251.birthrecord1553.mediators
252.biz1554.medic
253.bjj1555.medical
254.blackjack1556.medicalchannel
255.blinds1557.medicalclinic
256.bling1558.medicaldoctor
257.blog1559.medicalinsurance
258.bmw1560.medicalmalpracticeattorneys
259.bmwonline1561.medicalmalpracticelawfirm
260.bnb1562.medicalmalpracticelawyer
261.boat1563.medicalmalpracticelawyers
262.boatinsurance1564.medicalspa
263.boats1565.medicare
264.boatstorage1566.meditation
265.bocce1567.medmal
266.bodyshop1568.medspa
267.bodywraps1569.medspas
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271.bookkeeper1573.menus
272.bookkeeping1574.merchantservices
273.books1575.mesh
274.bookstores1576.mesotheliomalawyer
275.bootcamp1577.metro
276.bootcamps1578.metroarea
277.botox1579.mexican
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279.bowling1581.microbrewery
280.boxes1582.microdermabrasion
281.boxoffice1583.midwife
282.braces1584.mingle
283.braininjuryattorney1585.ministorage
284.braininjurylawyer1586.mix
285.breakfast1587.mls
286.breast1588.mlssearch
287.breastaugmentation1589.mma
288.breastenhancement1590.mmamixedmartialarts
289.breastimplants1591.mobile
290.breastsurgeons1592.mobilemarketing
291.brewers1593.mobilenews
292.brewery1594.mobilenotary
293.brewing1595.mobilepages
294.bridal1596.modeling
295.bridalguide1597.models
296.bridalshow1598.modern
297.bride1599.mojo
298.brides1600.moldremediation
299.brief1601.moldremoval
300.broker1602.moms
301.brokers1603.money
302.builder1604.moneyorders
303.builders1605.montessori
304.building1606.montessorischools
305.buildingsupplies1607.monthly
306.burglaralarm1608.morningnews
307.burglaralarms1609.mortgage
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310.business1612.mortgagelender
311.businessattorney1613.mortgagelenders
312.businessattorneys1614.mortgageloan
313.businessbroker1615.mortgageloans
314.businessbrokers1616.mortgagerates
315.businesscard1617.mortgagerefinancing
316.businesscards1618.mortgages
317.businessconsulting1619.mostwanted
318.businessdirectory1620.motel
319.businesses1621.motels
320.businessesforsale1622.motorcycle
321.businessforsale1623.motorcycleaccidentattorney
322.businessincubator1624.motorcycleaccidentattorneys
323.businessinsurance1625.motorcycleaccidentlawyer
324.businessjournal1626.motorcycledealer
325.businesslaw1627.motorcycleinsurance
326.businesslawyer1628.motorcyclerentals
327.businesslawyers1629.motors
328.businesslineofcredit1630.move
329.businessloan1631.mover
330.businessloans1632.movers
331.businessschools1633.moversdirect
332.businessyellowpages1634.moversguide
333.buyers1635.moves
334.buyorrent1636.movie
335.buzz1637.movierentals
336.byday1638.movies
337.bynight1639.movieshowtimes
338.byowner1640.movietheaters
339.cabinet1641.movietickets
340.cabinets1642.movietimes
341.cafe1643.moving
342.cake1644.movingboxes
343.cam1645.movingcompanies
344.camera1646.movingcompany
345.cameras1647.movinghelp
346.camp1648.movinglabor
347.camps1649.movingservices
348.cancer1650.mowing
349.cannabis1651.muaythai
350.cannabisclubs1652.mugshots
351.capital1653.museum
352.captiveinsurance1654.museumofart
353.car1655.museums
354.caraccident1656.musiclessons
355.caraccidentattorney1657.mvp
356.caraccidentlawyer1658.naillaser
357.caraccidentlawyers1659.nailsalon
358.caraccidents1660.nailsalons
359.carcrashlawyer1661.nanny
360.card1662.nation
361.cardealer1663.neighborhoods
362.cardealers1664.neograft
363.cardealerships1665.net
364.cardeals1666.network
365.cardiologists1667.networking
366.cardiology1668.networks
367.cardiothoracic1669.neurologists
368.care1670.neurosurgery
369.careadvisors1671.newhome
370.career1672.newhomes
371.careerfair1673.news
372.careerfairs1674.newsapp
373.careers1675.newschannel
374.careerschool1676.newsdata
375.caregivers1677.newslive
376.cares1678.newspaper
377.carguys1679.newspapers
378.carhire1680.newyears
379.carinsurance1681.newyearseve
380.carleases1682.nightclub
381.carloan1683.nightclubs
382.carloans1684.nightlife
383.carpet1685.nightlifer
384.carpetcleaner1686.nightout
385.carpetcleaners1687.nights
386.carpetcleaning1688.nightscene
387.carpetstores1689.nissan
388.carprices1690.nissans
389.carrental1691.nosejob
390.carrentals1692.notary
391.carrepair1693.now
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395.carshare1697.nursing
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401.casa1703.nursingschools
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403.cash1705.obits
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412.catering1714.offices
413.cateringservice1715.officespace
414.cdrates1716.officespacelistings
415.cellphone1717.officesupplies
416.cellphones1718.officesupply
417.cellular1719.oil
418.cellulaze1720.onair
419.cemetery1721.oncanvas
420.center1722.oncology
421.central1723.online
422.ceo1724.onlinelegal
423.challenge1725.onlinemall
424.chamber1726.onlinemarketing
425.chamberofcommerce1727.onthecheap
426.channel1728.open
427.charities1729.openhomes
428.charterbus1730.opera
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431.chat1733.opticals
432.chatcity1734.optician
433.chatlines1735.opticians
434.cheapcarinsurancequotes1736.optometrist
435.cheapfares1737.optometrists
436.cheapflight1738.oralsurgeon
437.cheapflights1739.oralsurgery
438.chemicalpeel1740.organicgrocery
439.chess1741.organics
440.chevrolet1742.ortho
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442.childcare1744.orthodontist
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445.childcareservice1747.orthopedicsurgeon
446.childcareservices1748.outofstatemover
447.childcustodylawyer1749.ownerfinancing
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449.childsupportlawyer1751.pad
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451.chiropractic1753.paediatrician
452.chiropractor1754.pagers
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455.chocolatebar1757.pain
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460.christmaslights1762.painting
461.chrysler1763.paintingcontractor
462.church1764.paintingcontractors
463.churches1765.pajamaparty
464.circles1766.paper
465.city1767.papershredding
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475.clasificados1777.partyline
476.classes1778.partylines
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480.cleaners1782.partysupplies
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489.clipper1791.pawnbrokers
490.closets1792.pawnshop
491.clothing1793.pawnshops
492.clothingstores1794.paydayadvance
493.cloud1795.paydayloan
494.club1796.paydayloans
495.clubs1797.payroll
496.cnajobs1798.pc
497.coffee1799.pcrepair
498.coins1800.pediatricdentist
499.collectionagencies1801.pediatrician
500.collectionattorney1802.pediatricians
501.collectionattorneys1803.pediatrics
502.collectionlawyer1804.pedicures
503.collectionlawyers1805.peds
504.college1806.pens
505.collegeloan1807.penthouse
506.collegeloans1808.peoplesearch
507.colleges1809.performingarts
508.colocation1810.periodontist
509.comedy1811.permanentmakeup
510.comedyclub1812.personal
511.comedyclubs1813.personalinjury
512.commerce1814.personalinjuryattorney
513.commercial1815.personalinjuryattorneyblog
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515.commercialproperties1817.personalinjuryblog
516.commercialproperty1818.personalinjuryfirm
517.commercialrealestate1819.personalinjurylawyerblog
518.commercialroofing1820.personalinjurylawyers
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520.communityservice1822.personalloans
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522.company1824.personaltrainer
523.compass1825.personaltrainers
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527.computerrepair1829.pet
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530.computerschools1832.petdaycare
531.computerstores1833.petexpo
532.computersupport1834.petfinders
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534.concierge1836.pets
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