Frequencies for first 10,000 rows of city variable in eobmfia dataset : City | Freq. Percent Cum. --------------------+----------------------------------- ACKLEY | 6 0.06 0.06 ADAIR | 6 0.06 0.12 ADEL | 16 0.16 0.28 AFTON | 3 0.03 0.31 AGENCY | 1 0.01 0.32 AINSWORTH | 1 0.01 0.33 AKRON | 11 0.11 0.44 ALBERT CITY | 5 0.05 0.49 ALBIA | 17 0.17 0.66 ALBURNETT | 1 0.01 0.67 ALDEN | 6 0.06 0.73 ALGONA | 82 0.82 1.55 ALLEMAN | 1 0.01 1.56 ALLERTON | 1 0.01 1.57 ALLISON | 2 0.02 1.59 ALTA | 1 0.01 1.60 ALTA VISTA | 1 0.01 1.61 ALTON | 8 0.08 1.69 ALTOONA | 37 0.37 2.06 ALVORD | 2 0.02 2.08 AMANA | 6 0.06 2.14 AMES | 152 1.52 3.66 ANAMOSA | 17 0.17 3.83 ANDREW | 1 0.01 3.84 ANITA | 2 0.02 3.86 ANKENY | 83 0.83 4.69 ANTHON | 3 0.03 4.72 APLINGTON | 6 0.06 4.78 ARCADIA | 4 0.04 4.82 ARCHER | 1 0.01 4.83 AREDALE | 1 0.01 4.84 ARGYLE | 1 0.01 4.85 ARION | 1 0.01 4.86 ARMSTRONG | 4 0.04 4.90 ARNOLDS PARK | 3 0.03 4.93 ARTHUR | 1 0.01 4.94 ASBURY | 4 0.04 4.98 ASHTON | 2 0.02 5.00 ATALISSA | 2 0.02 5.02 ATKINS | 6 0.06 5.08 ATLANTIC | 30 0.30 5.38 AUBURN | 2 0.02 5.40 AUDUBON | 11 0.11 5.51 AURELIA | 3 0.03 5.54 AVOCA | 7 0.07 5.61 BADGER | 1 0.01 5.62 BAGLEY | 1 0.01 5.63 BALDWIN | 1 0.01 5.64 BANCROFT | 4 0.04 5.68 BARNES CITY | 1 0.01 5.69 BASSETT | 1 0.01 5.70 BATAVIA | 2 0.02 5.72 BATTLE CREEK | 1 0.01 5.73 BAXTER | 1 0.01 5.74 BAYARD | 1 0.01 5.75 BEAMAN | 1 0.01 5.76 BEDFORD | 8 0.08 5.84 BELLE PLAINE | 11 0.11 5.95 BELLEVUE | 6 0.06 6.01 BELMOND | 22 0.22 6.23 BENNETT | 2 0.02 6.25 BENTON | 3 0.03 6.28 BETTENDORF | 92 0.92 7.20 BIRMINGHAM | 1 0.01 7.21 BLAIRSBURG | 1 0.01 7.22 BLAIRSTOWN | 3 0.03 7.25 BLENCOE | 1 0.01 7.26 BLOOMFIELD | 18 0.18 7.44 BLUE GRASS | 8 0.08 7.52 BODE | 5 0.05 7.57 BONAPARTE | 3 0.03 7.60 BONDURANT | 8 0.08 7.68 BOONE | 47 0.47 8.15 BOYDEN | 2 0.02 8.17 BRADDYVILLE | 1 0.01 8.18 BREDA | 3 0.03 8.21 BRIGHTON | 1 0.01 8.22 BRISTOW | 1 0.01 8.23 BRITT | 13 0.13 8.36 BRONSON | 1 0.01 8.37 BROOKLYN | 10 0.10 8.47 BRUNSVILLE | 1 0.01 8.48 BRYANT | 1 0.01 8.49 BUCKEYE | 1 0.01 8.50 BUFFALO CENTER | 1 0.01 8.51 BUFFALO CTR | 3 0.03 8.54 BURLINGTON | 81 0.81 9.35 BURR OAK | 1 0.01 9.36 BURT | 1 0.01 9.37 BUSSEY | 4 0.04 9.41 CALMAR | 9 0.09 9.50 CAMANCHE | 4 0.04 9.54 CAMBRIDGE | 1 0.01 9.55 CANTRIL | 2 0.02 9.57 CARLISLE | 8 0.08 9.65 CARROLL | 34 0.34 9.99 CARSON | 3 0.03 10.02 CARTER LAKE | 2 0.02 10.04 CASCADE | 6 0.06 10.10 CASEY | 4 0.04 10.14 CASTALIA | 1 0.01 10.15 CEDAR | 2 0.02 10.17 CEDAR FAILS | 1 0.01 10.18 CEDAR FALL | 1 0.01 10.19 CEDAR FALLS | 96 0.96 11.15 CEDAR RAPIDS | 328 3.28 14.43 CEDARRAPIDS | 2 0.02 14.45 CENTER POINT | 7 0.07 14.52 CENTERVILLE | 26 0.26 14.78 CENTRAL CITY | 4 0.04 14.82 CHARITON | 17 0.17 14.99 CHARLES CITY | 29 0.29 15.28 CHARLOTTE | 2 0.02 15.30 CHARTER OAK | 2 0.02 15.32 CHELSEA | 1 0.01 15.33 CHEROKEE | 27 0.27 15.60 CHURDAN | 1 0.01 15.61 CLARENCE | 6 0.06 15.67 CLARINDA | 18 0.18 15.85 CLARINDE | 1 0.01 15.86 CLARION | 7 0.07 15.93 CLARKSVILLE | 7 0.07 16.00 CLEAR LAKE | 30 0.30 16.30 CLEARFIELD | 2 0.02 16.32 CLEGHORN | 1 0.01 16.33 CLERMONT | 3 0.03 16.36 CLINTON | 75 0.75 17.11 CLIVE | 36 0.36 17.47 CLUTIER | 1 0.01 17.48 COLESBURG | 1 0.01 17.49 COLFAX | 9 0.09 17.58 COLLINS | 1 0.01 17.59 COLO | 1 0.01 17.60 COLUMBUS JCT | 9 0.09 17.69 COLUMBUS JUNCTION | 1 0.01 17.70 CONRAD | 3 0.03 17.73 CONROY | 2 0.02 17.75 COON RAPIDS | 10 0.10 17.85 CORALVILLE | 27 0.27 18.12 CORNING | 16 0.16 18.28 CORRECTIONVLE | 3 0.03 18.31 CORYDON | 14 0.14 18.45 COULTER | 1 0.01 18.46 COUNCIL BLFS | 86 0.86 19.32 COUNCIL BLUFFS | 9 0.09 19.41 CRAWFORDSVLLE | 2 0.02 19.43 CRESCENT | 5 0.05 19.48 CRESCO | 18 0.18 19.66 CRESTON | 30 0.30 19.96 DAKOTA CITY | 1 0.01 19.97 DALLAS | 1 0.01 19.98 DALLAS CENTER | 9 0.09 20.07 DANBURY | 2 0.02 20.09 DANVILLE | 5 0.05 20.14 DAVENPORT | 229 2.29 22.43 DAVIS CITY | 1 0.01 22.44 DAYTON | 5 0.05 22.49 DE SOTO | 2 0.02 22.51 DE WITT | 3 0.03 22.54 DECORAH | 51 0.51 23.05 DEDHAM | 1 0.01 23.06 DEEP RIVER | 1 0.01 23.07 DEFIANCE | 3 0.03 23.10 DELHI | 2 0.02 23.12 DELMAR | 2 0.02 23.14 DENISON | 23 0.23 23.37 DENVER | 9 0.09 23.46 DES MOINES | 2,684 26.84 50.30 DESMOINES | 3 0.03 50.33 DEWITT | 13 0.13 50.46 DEXTER | 2 0.02 50.48 DICKENS | 2 0.02 50.50 DIKE | 3 0.03 50.53 DIXON | 3 0.03 50.56 DONAHUE | 1 0.01 50.57 DONNELLSON | 6 0.06 50.63 DOON | 2 0.02 50.65 DORCHESTER | 1 0.01 50.66 DOUDS | 1 0.01 50.67 DOW CITY | 4 0.04 50.71 DOWS | 3 0.03 50.74 DRAKESVILLE | 1 0.01 50.75 DUBUQUE | 196 1.96 52.71 DUMONT | 1 0.01 52.72 DUNCOMBE | 3 0.03 52.75 DUNDEE | 2 0.02 52.77 DUNKERTON | 2 0.02 52.79 DUNLAP | 6 0.06 52.85 DURANGO | 2 0.02 52.87 DURANT | 7 0.07 52.94 DYERSVILLE | 22 0.22 53.16 DYSART | 6 0.06 53.22 EAGLE GROVE | 16 0.16 53.38 EARLHAM | 11 0.11 53.49 EARLING | 1 0.01 53.50 EARLY | 2 0.02 53.52 EDDYVILLE | 2 0.02 53.54 EDGEWOOD | 4 0.04 53.58 ELBERON | 3 0.03 53.61 ELDON | 4 0.04 53.65 ELDORA | 18 0.18 53.83 ELDRIDGE | 12 0.12 53.95 ELGIN | 2 0.02 53.97 ELK HORN | 3 0.03 54.00 ELK RUN HGTS | 2 0.02 54.02 ELKADER | 9 0.09 54.11 ELKHART | 2 0.02 54.13 ELKPORT | 1 0.01 54.14 ELLIOTT | 1 0.01 54.15 ELLSTON | 3 0.03 54.18 ELLSWORTH | 2 0.02 54.20 ELMA | 6 0.06 54.26 ELY | 2 0.02 54.28 EMERSON | 2 0.02 54.30 EMMETSBURG | 18 0.18 54.48 EPWORTH | 7 0.07 54.55 ESSEX | 4 0.04 54.59 ESTHERVILLE | 26 0.26 54.85 EVANSDALE | 9 0.09 54.94 EVERLY | 1 0.01 54.95 EXIRA | 2 0.02 54.97 EXLINE | 1 0.01 54.98 FAIRBANK | 5 0.05 55.03 FAIRFAX | 4 0.04 55.07 FAIRFIELD | 54 0.54 55.61 FARIFIELD | 1 0.01 55.62 FARLEY | 6 0.06 55.68 FARMERSBURG | 2 0.02 55.70 FARMINGTON | 3 0.03 55.73 FARNHAMVILLE | 1 0.01 55.74 FARRAGUT | 1 0.01 55.75 FAYETTE | 9 0.09 55.84 FENTON | 2 0.02 55.86 FLOYD | 2 0.02 55.88 FONDA | 4 0.04 55.92 FONTANELLE | 3 0.03 55.95 FOREST CITY | 12 0.12 56.07 FORT ATKINSON | 4 0.04 56.11 FORT DODGE | 85 0.85 56.96 FORT MADISON | 25 0.25 57.21 FREDERICKSBRG | 4 0.04 57.25 FREMONT | 2 0.02 57.27 FRUITLAND | 1 0.01 57.28 FT DODGE | 1 0.01 57.29 GARNAVILLO | 5 0.05 57.34 GARNER | 13 0.13 57.47 GARRISON | 3 0.03 57.50 GARWIN | 1 0.01 57.51 GEORGE | 6 0.06 57.57 GILBERT | 6 0.06 57.63 GILBERTVILLE | 1 0.01 57.64 GILMORE CITY | 2 0.02 57.66 GLADBROOK | 4 0.04 57.70 GLENWOOD | 16 0.16 57.86 GLIDDEN | 6 0.06 57.92 GOOSE LAKE | 2 0.02 57.94 GOWRIE | 6 0.06 58.00 GRAETTINGER | 5 0.05 58.05 GRAFTON | 1 0.01 58.06 GRAND JCT | 4 0.04 58.10 GRAND JUNCTION | 2 0.02 58.12 GRAND MOUND | 2 0.02 58.14 GRANDVIEW | 1 0.01 58.15 GRANGER | 8 0.08 58.23 GRANT | 1 0.01 58.24 GRANVILLE | 2 0.02 58.26 GRAY | 1 0.01 58.27 GREENE | 1 0.01 58.28 GREENFIELD | 10 0.10 58.38 GRIMES | 17 0.17 58.55 GRINNELL | 41 0.41 58.96 GRISWOLD | 8 0.08 59.04 GRUNDY CENTER | 12 0.12 59.16 GUTHRIE CTR | 10 0.10 59.26 GUTTENBERG | 13 0.13 59.39 HALBUR | 3 0.03 59.42 HAMBURG | 8 0.08 59.50 HAMPTON | 22 0.22 59.72 HARDY | 1 0.01 59.73 HARLAN | 35 0.35 60.08 HARPER | 3 0.03 60.11 HARTFORD | 2 0.02 60.13 HARTLEY | 5 0.05 60.18 HASTINGS | 1 0.01 60.19 HAVELOCK | 1 0.01 60.20 HAWARDEN | 7 0.07 60.27 HAWKEYE | 3 0.03 60.30 HAZLETON | 3 0.03 60.33 HEDRICK | 1 0.01 60.34 HIAWATHA | 28 0.28 60.62 HILLS | 4 0.04 60.66 HINTON | 6 0.06 60.72 HOLLAND | 2 0.02 60.74 HOLSTEIN | 13 0.13 60.87 HOLY CROSS | 2 0.02 60.89 HONEY CREEK | 1 0.01 60.90 HOPKINTON | 1 0.01 60.91 HOSPERS | 3 0.03 60.94 HOUGHTON | 1 0.01 60.95 HUBBARD | 5 0.05 61.00 HUDSON | 6 0.06 61.06 HULL | 17 0.17 61.23 HUMBOLDT | 15 0.15 61.38 HUMESTON | 3 0.03 61.41 HUXLEY | 11 0.11 61.52 IDA GROVE | 14 0.14 61.66 IMOGENE | 1 0.01 61.67 INDEPENDENCE | 36 0.36 62.03 INDIANOLA | 41 0.41 62.44 INWOOD | 5 0.05 62.49 IONIA | 2 0.02 62.51 IOWA CITY | 199 1.99 64.50 IOWA FALLS | 13 0.13 64.63 IOWAFALLS | 1 0.01 64.64 IRETON | 7 0.07 64.71 JAMAICA | 1 0.01 64.72 JANESVILLE | 3 0.03 64.75 JEFFERSON | 21 0.21 64.96 JESUP | 8 0.08 65.04 JOHNSTON | 58 0.58 65.62 JOICE | 2 0.02 65.64 KALONA | 12 0.12 65.76 KAMRAR | 1 0.01 65.77 KANAWHA | 5 0.05 65.82 KELLERTON | 2 0.02 65.84 KELLOGG | 2 0.02 65.86 KENSETT | 3 0.03 65.89 KENT | 1 0.01 65.90 KEOKUK | 31 0.31 66.21 KEOSAUQUA | 9 0.09 66.30 KEOTA | 2 0.02 66.32 KESWICK | 2 0.02 66.34 KEYSTONE | 2 0.02 66.36 KIMBALLTON | 1 0.01 66.37 KINGSLEY | 4 0.04 66.41 KIRON | 3 0.03 66.44 KNOXVILLE | 88 0.88 67.32 LA MOTTE | 2 0.02 67.34 LA PORTE CITY | 3 0.03 67.37 LACONA | 1 0.01 67.38 LAKE CITY | 7 0.07 67.45 LAKE MILLS | 13 0.13 67.58 LAKE PARK | 1 0.01 67.59 LAKE VIEW | 6 0.06 67.65 LAMONI | 6 0.06 67.71 LAMONT | 2 0.02 67.73 LANSING | 10 0.10 67.83 LAPORTE CITY | 1 0.01 67.84 LARCHWOOD | 8 0.08 67.92 LATIMER | 1 0.01 67.93 LAUREL | 3 0.03 67.96 LAURENS | 7 0.07 68.03 LAWLER | 2 0.02 68.05 LAWTON | 3 0.03 68.08 LE CLAIRE | 3 0.03 68.11 LE GRAND | 3 0.03 68.14 LE MARS | 22 0.22 68.36 LECLAIRE | 3 0.03 68.39 LEDYARD | 1 0.01 68.40 LEHIGH | 2 0.02 68.42 LEIGHTON | 2 0.02 68.44 LELAND | 1 0.01 68.45 LEMARS | 9 0.09 68.54 LENOX | 2 0.02 68.56 LEON | 7 0.07 68.63 LESTER | 1 0.01 68.64 LETTS | 2 0.02 68.66 LEWIS | 2 0.02 68.68 LIBERTYVILLE | 2 0.02 68.70 LIDDERDALE | 2 0.02 68.72 LIME SPRINGS | 3 0.03 68.75 LINDEN | 1 0.01 68.76 LINN GROVE | 2 0.02 68.78 LISBON | 4 0.04 68.82 LISCOMB | 1 0.01 68.83 LITRLE ROCK | 1 0.01 68.84 LITTLE CEDAR | 1 0.01 68.85 LITTLE SIOUX | 2 0.02 68.87 LIVERMORE | 2 0.02 68.89 LOGAN | 8 0.08 68.97 LONE ROCK | 2 0.02 68.99 LONE TREE | 5 0.05 69.04 LONG GROVE | 2 0.02 69.06 LORIMOR | 1 0.01 69.07 LOST NATION | 3 0.03 69.10 LOW MOOR | 1 0.01 69.11 LOWDEN | 4 0.04 69.15 LU VERNE | 1 0.01 69.16 LUANA | 1 0.01 69.17 LUCAS | 3 0.03 69.20 LUZERNE | 3 0.03 69.23 LYNNVILLE | 3 0.03 69.26 MACEDONIA | 1 0.01 69.27 MADRID | 16 0.16 69.43 MALCOM | 2 0.02 69.45 MALLARD | 3 0.03 69.48 MALVERN | 4 0.04 69.52 MANCHESTER | 24 0.24 69.76 MANILLA | 2 0.02 69.78 MANLY | 2 0.02 69.80 MANNING | 17 0.17 69.97 MANSON | 7 0.07 70.04 MAPLETON | 3 0.03 70.07 MAQUOKETA | 28 0.28 70.35 MARATHON | 1 0.01 70.36 MARBLE ROCK | 3 0.03 70.39 MARCUS | 6 0.06 70.45 MARENGO | 6 0.06 70.51 MARION | 45 0.45 70.96 MARNE | 1 0.01 70.97 MARQUETTE | 2 0.02 70.99 MARSHALLTOWN | 79 0.79 71.78 MARTELLE | 1 0.01 71.79 MARTENSDALE | 1 0.01 71.80 MASON CITY | 78 0.78 72.58 MASONVILLE | 1 0.01 72.59 MAURICE | 1 0.01 72.60 MAXWELL | 3 0.03 72.63 MAY CITY | 1 0.01 72.64 MAYSVILLE | 1 0.01 72.65 MC CALLSBURG | 1 0.01 72.66 MC GREGOR | 9 0.09 72.75 MCCLELLAND | 2 0.02 72.77 MECHANICSVLLE | 11 0.11 72.88 MEDIAPOLIS | 8 0.08 72.96 MELBOURNE | 5 0.05 73.01 MELCHER | 3 0.03 73.04 MELROSE | 1 0.01 73.05 MENLO | 1 0.01 73.06 MERIDEN | 1 0.01 73.07 MERRIL | 1 0.01 73.08 MERRILL | 3 0.03 73.11 MESERVEY | 1 0.01 73.12 MIDDLE AMANA | 1 0.01 73.13 MIDDLETOWN | 1 0.01 73.14 MILES | 3 0.03 73.17 MILFORD | 10 0.10 73.27 MILO | 3 0.03 73.30 MILTON | 2 0.02 73.32 MINBURN | 3 0.03 73.35 MINEOLA | 1 0.01 73.36 MISSOURI VALLEY | 1 0.01 73.37 MISSOURI VLY | 13 0.13 73.50 MITCHELL | 1 0.01 73.51 MITCHELLVILLE | 8 0.08 73.59 MODALE | 1 0.01 73.60 MONMOUTH | 1 0.01 73.61 MONONA | 7 0.07 73.68 MONROE | 6 0.06 73.74 MONTEZUMA | 6 0.06 73.80 MONTICELLO | 14 0.14 73.94 MONTOUR | 3 0.03 73.97 MONTPELIER | 1 0.01 73.98 MONTROSE | 3 0.03 74.01 MOORLAND | 1 0.01 74.02 MORAVIA | 5 0.05 74.07 MORNING SUN | 2 0.02 74.09 MOULTON | 3 0.03 74.12 MOUNT AYR | 11 0.11 74.23 MOUNT PLEASANT | 3 0.03 74.26 MOUNT UNION | 1 0.01 74.27 MOUNT VERNON | 11 0.11 74.38 MOVILLE | 9 0.09 74.47 MT PLEASANT | 28 0.28 74.75 MT STERLING | 1 0.01 74.76 MURRAY | 2 0.02 74.78 MUSCATINE | 76 0.76 75.54 MYSTIC | 3 0.03 75.57 NASHUA | 10 0.10 75.67 NEOLA | 2 0.02 75.69 NEVADA | 16 0.16 75.85 NEW ALBIN | 1 0.01 75.86 NEW HAMPTON | 18 0.18 76.04 NEW HARTFORD | 2 0.02 76.06 NEW LIBERTY | 1 0.01 76.07 NEW LONDON | 3 0.03 76.10 NEW PROVIDENCE | 3 0.03 76.13 NEW PROVIDNCE | 1 0.01 76.14 NEW SHARON | 3 0.03 76.17 NEW VIENNA | 2 0.02 76.19 NEW VIRGINIA | 4 0.04 76.23 NEWELL | 5 0.05 76.28 NEWHALL | 5 0.05 76.33 NEWTON | 39 0.39 76.72 NODAWAY | 1 0.01 76.73 NORA SPRINGS | 6 0.06 76.79 NORTH ENGLISH | 13 0.13 76.92 NORTH LIBERTY | 20 0.20 77.12 NORTHWOOD | 14 0.14 77.26 NORWALK | 12 0.12 77.38 NORWAY | 3 0.03 77.41 NUMA | 2 0.02 77.43 OAKLAND | 6 0.06 77.49 OAKVILLE | 3 0.03 77.52 OCHEYEDAN | 3 0.03 77.55 ODEBOLT | 6 0.06 77.61 OELWEIN | 12 0.12 77.73 OGDEN | 13 0.13 77.86 OKOBOJI | 4 0.04 77.90 OLIN | 3 0.03 77.93 OLLIE | 1 0.01 77.94 ONAWA | 16 0.16 78.10 ONSLOW | 1 0.01 78.11 ORANGE CITY | 26 0.26 78.37 ORCHARD | 1 0.01 78.38 ORIENT | 1 0.01 78.39 OSAGE | 21 0.21 78.60 OSCEOLA | 21 0.21 78.81 OSKALOOSA | 53 0.53 79.34 OSSIAN | 3 0.03 79.37 OTHO | 1 0.01 79.38 OTO | 1 0.01 79.39 OTTUMWA | 75 0.75 80.14 OXFORD | 5 0.05 80.19 OXFORD JCT | 3 0.03 80.22 OXFORD JUNCTION | 1 0.01 80.23 OYENS | 1 0.01 80.24 PACIFIC JCT | 2 0.02 80.26 PACKWOOD | 2 0.02 80.28 PALMER | 1 0.01 80.29 PALO | 4 0.04 80.33 PANAMA | 4 0.04 80.37 PANORA | 14 0.14 80.51 PARKERSBURG | 3 0.03 80.54 PAULLINA | 2 0.02 80.56 PELLA | 54 0.54 81.10 PEOSTA | 10 0.10 81.20 PERRY | 25 0.25 81.45 PERSIA | 1 0.01 81.46 PERU | 1 0.01 81.47 PETERSON | 4 0.04 81.51 PLANO | 2 0.02 81.53 PLEASANT HILL | 17 0.17 81.70 PLEASANT VALLEY | 1 0.01 81.71 PLEASANT VLY | 4 0.04 81.75 PLEASANTVILLE | 6 0.06 81.81 PLYMOUTH | 2 0.02 81.83 POCAHONTAS | 12 0.12 81.95 POLK CITY | 7 0.07 82.02 POMEROY | 2 0.02 82.04 PORTSMOUTH | 3 0.03 82.07 POSTVILLE | 10 0.10 82.17 PRAIRIE CITY | 8 0.08 82.25 PRESCOTT | 3 0.03 82.28 PRESTON | 7 0.07 82.35 PRIMGHAR | 5 0.05 82.40 PRINCETON | 2 0.02 82.42 PROLE | 2 0.02 82.44 PROTIVIN | 3 0.03 82.47 PULASKI | 1 0.01 82.48 QUASQUETON | 2 0.02 82.50 QUIMBY | 2 0.02 82.52 RADCLIFFE | 1 0.01 82.53 READLYN | 3 0.03 82.56 RED OAK | 34 0.34 82.90 REDFIELD | 3 0.03 82.93 REINBECK | 7 0.07 83.00 REMBRANDT | 1 0.01 83.01 REMSEN | 13 0.13 83.14 RENWICK | 3 0.03 83.17 RICEVILLE | 4 0.04 83.21 RICHLAND | 7 0.07 83.28 RICKETTS | 1 0.01 83.29 RIDGEWAY | 2 0.02 83.31 RINGSTED | 2 0.02 83.33 RIPPEY | 3 0.03 83.36 RIVERDALE | 1 0.01 83.37 RIVERSIDE | 7 0.07 83.44 ROBINS | 2 0.02 83.46 ROCK RAPIDS | 26 0.26 83.72 ROCK VALLEY | 18 0.18 83.90 ROCKFORD | 5 0.05 83.95 ROCKWELL | 5 0.05 84.00 ROCKWELL CITY | 7 0.07 84.07 ROLAND | 4 0.04 84.11 ROLFE | 2 0.02 84.13 ROWAN | 2 0.02 84.15 ROWLEY | 1 0.01 84.16 ROYAL | 2 0.02 84.18 RUNNELLS | 5 0.05 84.23 RUTHVEN | 6 0.06 84.29 RYAN | 1 0.01 84.30 SABULA | 1 0.01 84.31 SAC CITY | 9 0.09 84.40 SAINT ANSGAR | 5 0.05 84.45 SAINT CHARLES | 6 0.06 84.51 SAINT OLAF | 1 0.01 84.52 SALEM | 5 0.05 84.57 SALIX | 1 0.01 84.58 SANBORN | 9 0.09 84.67 SCARVILLE | 3 0.03 84.70 SCHALLER | 2 0.02 84.72 SCHLESWIG | 6 0.06 84.78 SCOTCH GROVE | 1 0.01 84.79 SCRANTON | 6 0.06 84.85 SELMA | 1 0.01 84.86 SERGEANT BLF | 7 0.07 84.93 SEYMOUR | 1 0.01 84.94 SHAMBAUGH | 1 0.01 84.95 SHEFFIELD | 3 0.03 84.98 SHELBY | 2 0.02 85.00 SHELDON | 24 0.24 85.24 SHELL ROCK | 1 0.01 85.25 SHELLSBURG | 1 0.01 85.26 SHENANDOAH | 14 0.14 85.40 SHERRILL | 4 0.04 85.44 SIBLEY | 21 0.21 85.65 SIDNEY | 5 0.05 85.70 SIGOURNEY | 12 0.12 85.82 SIOUX CENTER | 31 0.31 86.13 SIOUX CITY | 203 2.03 88.16 SIOUX RAPIDS | 4 0.04 88.20 SLATER | 3 0.03 88.23 SLOAN | 3 0.03 88.26 SOLON | 13 0.13 88.39 SOMERS | 1 0.01 88.40 SOUTH AMANA | 1 0.01 88.41 SOUTH ENGLISH | 1 0.01 88.42 SPENCER | 55 0.55 88.97 SPERRY | 1 0.01 88.98 SPILLVILLE | 2 0.02 89.00 SPIRIT LAKE | 25 0.25 89.25 SPIRITLAKE | 1 0.01 89.26 SPRINGBROOK | 1 0.01 89.27 SPRINGVILLE | 5 0.05 89.32 ST LUCAS | 3 0.03 89.35 STACYVILLE | 6 0.06 89.41 STANHOPE | 2 0.02 89.43 STANTON | 7 0.07 89.50 STANWOOD | 2 0.02 89.52 STATE CENTER | 5 0.05 89.57 STEAMBOAT RK | 2 0.02 89.59 STOCKPORT | 3 0.03 89.62 STOCKTON | 1 0.01 89.63 STORM LAKE | 33 0.33 89.96 STORY CITY | 9 0.09 90.05 STRATFORD | 2 0.02 90.07 STRAWBERRY POIMNT | 1 0.01 90.08 STRAWBERRY POINT | 7 0.07 90.15 STRAWBERRY PT | 8 0.08 90.23 STRUBLE | 1 0.01 90.24 STUART | 5 0.05 90.29 SULLY | 10 0.10 90.39 SUMNER | 14 0.14 90.53 SUPERIOR | 1 0.01 90.54 SUTHERLAND | 2 0.02 90.56 SWEA CITY | 7 0.07 90.63 SWEDESBURG | 2 0.02 90.65 SWISHER | 6 0.06 90.71 TABOR | 3 0.03 90.74 TAMA | 7 0.07 90.81 TEMPLETON | 5 0.05 90.86 TERRIL | 2 0.02 90.88 THOMPSON | 4 0.04 90.92 THORNTON | 1 0.01 90.93 THURMAN | 2 0.02 90.95 TIFFIN | 3 0.03 90.98 TIPTON | 13 0.13 91.11 TITONKA | 2 0.02 91.13 TODDVILLE | 2 0.02 91.15 TOLEDO | 6 0.06 91.21 TRACY | 1 0.01 91.22 TRAER | 5 0.05 91.27 TREYNOR | 6 0.06 91.33 TRIPOLI | 7 0.07 91.40 TROY MILLS | 2 0.02 91.42 TRURO | 2 0.02 91.44 TURIN | 1 0.01 91.45 UNDERWOOD | 3 0.03 91.48 UNION | 5 0.05 91.53 UNIONVILLE | 1 0.01 91.54 UNIVERSITY PK | 1 0.01 91.55 URBANA | 1 0.01 91.56 URBANDALE | 89 0.89 92.45 UTE | 1 0.01 92.46 VAIL | 1 0.01 92.47 VAN HORNE | 4 0.04 92.51 VAN METER | 3 0.03 92.54 VEDIC CITY | 2 0.02 92.56 VENTURA | 2 0.02 92.58 VICTOR | 6 0.06 92.64 VILLISCA | 5 0.05 92.69 VINCENT | 1 0.01 92.70 VINTON | 23 0.23 92.93 VOLGA | 1 0.01 92.94 W BURLINGTON | 15 0.15 93.09 W DES MOINES | 12 0.12 93.21 WADENA | 2 0.02 93.23 WALCOTT | 4 0.04 93.27 WALFORD | 2 0.02 93.29 WALKER | 7 0.07 93.36 WALL LAKE | 4 0.04 93.40 WALLINGFORD | 2 0.02 93.42 WALNUT | 7 0.07 93.49 WAPELLO | 10 0.10 93.59 WASHBURN | 2 0.02 93.61 WASHINGTON | 33 0.33 93.94 WATERLOO | 140 1.40 95.34 WATKINS | 1 0.01 95.35 WAUCOMA | 2 0.02 95.37 WAUKEE | 26 0.26 95.63 WAUKON | 11 0.11 95.74 WAVERLY | 30 0.30 96.04 WAYLAND | 5 0.05 96.09 WDM | 173 1.73 97.82 WEBSTER | 1 0.01 97.83 WEBSTER CITY | 18 0.18 98.01 WELLMAN | 6 0.06 98.07 WELLSBURG | 2 0.02 98.09 WESLEY | 2 0.02 98.11 WEST BEND | 5 0.05 98.16 WEST BRANCH | 10 0.10 98.26 WEST BURLINGTON | 1 0.01 98.27 WEST DES MOINES | 18 0.18 98.45 WEST LIBERTY | 16 0.16 98.61 WEST POINT | 8 0.08 98.69 WEST UNION | 22 0.22 98.91 WESTFIELD | 1 0.01 98.92 WESTGATE | 1 0.01 98.93 WESTPHALIA | 1 0.01 98.94 WEVER | 1 0.01 98.95 WHAT CHEER | 3 0.03 98.98 WHEATLAND | 4 0.04 99.02 WHITING | 2 0.02 99.04 WHITTEMORE | 2 0.02 99.06 WILLIAMS | 2 0.02 99.08 WILLIAMSBURG | 16 0.16 99.24 WILTON | 8 0.08 99.32 WINDSOR HEIGHTS | 1 0.01 99.33 WINDSOR HTS | 9 0.09 99.42 WINFIELD | 3 0.03 99.45 WINTERSET | 24 0.24 99.69 WINTHROP | 1 0.01 99.70 WODEN | 1 0.01 99.71 WOODBINE | 6 0.06 99.77 WOODBURN | 2 0.02 99.79 WOODWARD | 6 0.06 99.85 WOOLSTOCK | 1 0.01 99.86 WORTHINGTON | 4 0.04 99.90 WYOMING | 9 0.09 99.99 ZEARING | 1 0.01 100.00 --------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 15 Apr 2019