Frequencies for first 10,000 rows of city variable in eobmfal dataset : City | Freq. Percent Cum. --------------------+----------------------------------- ABBEVILLE | 5 0.05 0.05 ABERNANT | 2 0.02 0.07 ADAMSVILLE | 11 0.11 0.18 ADDISON | 6 0.06 0.24 ADGER | 4 0.04 0.28 AKRON | 1 0.01 0.29 ALABASTER | 41 0.41 0.70 ALBERTA | 3 0.03 0.73 ALBERTVILLE | 23 0.23 0.96 ALEX CITY | 23 0.23 1.19 ALEXANDER | 1 0.01 1.20 ALEXANDER CITY | 3 0.03 1.23 ALEXANDRIA | 6 0.06 1.29 ALICEVILLE | 8 0.08 1.37 ALPINE | 8 0.08 1.45 ALTOONA | 4 0.04 1.49 ANDALUSIA | 39 0.39 1.88 ANDERSON | 1 0.01 1.89 ANNISTON | 98 0.98 2.87 ARAB | 19 0.19 3.06 ARDMORE | 6 0.06 3.12 ARITON | 3 0.03 3.15 ARLEY | 5 0.05 3.20 ASHFORD | 11 0.11 3.31 ASHLAND | 9 0.09 3.40 ASHVILLE | 12 0.12 3.52 ATHENS | 64 0.64 4.16 ATMORE | 24 0.24 4.40 ATTALLA | 10 0.10 4.50 AUBURN | 151 1.51 6.01 AUBURN UNIV | 1 0.01 6.02 AUBURN UNIVERISTY | 1 0.01 6.03 AUBURN UNIVERSITY | 3 0.03 6.06 AUBURN UNVERSITY | 1 0.01 6.07 AUTAUGAVILLE | 1 0.01 6.08 AXIS | 2 0.02 6.10 BAILEYTON | 2 0.02 6.12 BAKER HILL | 1 0.01 6.13 BAKERHILL | 1 0.01 6.14 BANKS | 3 0.03 6.17 BANKSTON | 2 0.02 6.19 BAY MINETTE | 32 0.32 6.51 BAYOU LABATRE | 3 0.03 6.54 BEAR CREEK | 1 0.01 6.55 BEATRICE | 2 0.02 6.57 BEAVERTON | 1 0.01 6.58 BERRY | 3 0.03 6.61 BESSEMER | 74 0.74 7.35 BHAM | 2 0.02 7.37 BIG COVE | 1 0.01 7.38 BILLINGSLEY | 1 0.01 7.39 BINNINGHAM | 1 0.01 7.40 BIRINGHAM | 1 0.01 7.41 BIRMGINAHAM | 1 0.01 7.42 BIRMIGHAM | 1 0.01 7.43 BIRMINGHAM | 1,370 13.70 21.13 BIRNINGHAM | 1 0.01 21.14 BLOUNTSVILLE | 6 0.06 21.20 BOAZ | 10 0.10 21.30 BOLIGEE | 2 0.02 21.32 BON SECOUR | 3 0.03 21.35 BOYKIN | 1 0.01 21.36 BRANTLEY | 5 0.05 21.41 BREMEN | 1 0.01 21.42 BRENT | 7 0.07 21.49 BREWTON | 33 0.33 21.82 BRIDGEPORT | 4 0.04 21.86 BRIERFIELD | 4 0.04 21.90 BRIGHTON | 1 0.01 21.91 BRILLIANT | 1 0.01 21.92 BRIMINGHAM | 1 0.01 21.93 BROOKSIDE | 3 0.03 21.96 BROOKWOOD | 7 0.07 22.03 BRUNDIDGE | 3 0.03 22.06 BRYANT | 2 0.02 22.08 BUHL | 3 0.03 22.11 BURKVILLE | 1 0.01 22.12 BUTLER | 18 0.18 22.30 BYNUM | 1 0.01 22.31 CALERA | 20 0.20 22.51 CAMDEN | 15 0.15 22.66 CAMP HILL | 4 0.04 22.70 CAPSHAW | 2 0.02 22.72 CARBON HILL | 5 0.05 22.77 CARDOVA | 1 0.01 22.78 CARROLLTON | 3 0.03 22.81 CASTLEBERRY | 4 0.04 22.85 CECIL | 2 0.02 22.87 CEDAR BLUFF | 6 0.06 22.93 CENRE | 1 0.01 22.94 CENTER POINT | 18 0.18 23.12 CENTRE | 23 0.23 23.35 CENTREVILLE | 12 0.12 23.47 CHANCELLOR | 4 0.04 23.51 CHATOM | 8 0.08 23.59 CHELSEA | 19 0.19 23.78 CHEROKEE | 7 0.07 23.85 CHICKASAW | 4 0.04 23.89 CHILDERSBURG | 5 0.05 23.94 CHUNCHULA | 6 0.06 24.00 CITRONELLE | 7 0.07 24.07 CLANTON | 24 0.24 24.31 CLAY | 6 0.06 24.37 CLAYTON | 2 0.02 24.39 CLEVELAND | 6 0.06 24.45 CLINTON | 1 0.01 24.46 CLIO | 2 0.02 24.48 CLOPTON | 2 0.02 24.50 COATOPA | 3 0.03 24.53 CODEN | 4 0.04 24.57 COFFEEVILLE | 3 0.03 24.60 COKER | 1 0.01 24.61 COLLINSVILLE | 2 0.02 24.63 COLUMBIA | 1 0.01 24.64 COLUMBIANA | 13 0.13 24.77 COOSADA | 3 0.03 24.80 CORDOVA | 5 0.05 24.85 COTTONDALE | 11 0.11 24.96 COTTONTON | 2 0.02 24.98 COTTONWOOD | 1 0.01 24.99 COURTLAND | 2 0.02 25.01 COWARTS | 1 0.01 25.02 COY | 1 0.01 25.03 CRAGFORD | 4 0.04 25.07 CRANE HILL | 4 0.04 25.11 CREOLA | 1 0.01 25.12 CROPWELL | 9 0.09 25.21 CROSSVILLE | 3 0.03 25.24 CUBA | 3 0.03 25.27 CULLMAN | 74 0.74 26.01 DADEVILLE | 13 0.13 26.14 DALEVILLE | 10 0.10 26.24 DANVILLE | 4 0.04 26.28 DAPHNE | 58 0.58 26.86 DAUPHIN ISL | 5 0.05 26.91 DAUPHIN ISLNAD | 1 0.01 26.92 DAVENPORT HIGHWAY | 1 0.01 26.93 DAVISTON | 1 0.01 26.94 DEATSVILLE | 8 0.08 27.02 DECATUR | 119 1.19 28.21 DEER PARK | 1 0.01 28.22 DELTA | 1 0.01 28.23 DEMOPOLIS | 21 0.21 28.44 DICKINSON | 1 0.01 28.45 DOCENA | 1 0.01 28.46 DOLOMITE | 1 0.01 28.47 DORA | 10 0.10 28.57 DOTHAN | 162 1.62 30.19 DOUBLE SPGS | 10 0.10 30.29 DOUGLAS | 1 0.01 30.30 DOZIER | 2 0.02 30.32 DUNCANVILLE | 2 0.02 30.34 DUTTON | 1 0.01 30.35 EAST BREWTON | 2 0.02 30.37 EASTABOGA | 1 0.01 30.38 ECLECTIC | 8 0.08 30.46 EIGHT MILE | 11 0.11 30.57 EIGHT MILES | 1 0.01 30.58 ELBA | 11 0.11 30.69 ELBERTA | 9 0.09 30.78 ELKMONT | 6 0.06 30.84 ELMORE | 3 0.03 30.87 EMPIRE | 3 0.03 30.90 ENTERPRISE | 53 0.53 31.43 EPES | 4 0.04 31.47 EQUALITY | 1 0.01 31.48 ETHELSVILLE | 2 0.02 31.50 EUFALUA | 1 0.01 31.51 EUFAULA | 35 0.35 31.86 EUTAW | 22 0.22 32.08 EVA | 5 0.05 32.13 EVERGREEN | 8 0.08 32.21 EXCEL | 1 0.01 32.22 FACKLER | 1 0.01 32.23 FAIRFIELD | 35 0.35 32.58 FAIRHOPE | 92 0.92 33.50 FALKVILLE | 10 0.10 33.60 FAUNSDALE | 1 0.01 33.61 FAYETTE | 24 0.24 33.85 FITZPATRICK | 1 0.01 33.86 FIVE POINTS | 2 0.02 33.88 FLAT ROCK | 2 0.02 33.90 FLOMATON | 6 0.06 33.96 FLORALA | 9 0.09 34.05 FLORENCE | 672 6.72 40.77 FOLEY | 48 0.48 41.25 FOREST HOME | 2 0.02 41.27 FORESTDALE | 1 0.01 41.28 FORKLAND | 2 0.02 41.30 FORT DEPOSIT | 4 0.04 41.34 FORT MITCHELL | 2 0.02 41.36 FORT PAYNE | 39 0.39 41.75 FORT RUCKER | 3 0.03 41.78 FOSTERS | 2 0.02 41.80 FRISCO CITY | 5 0.05 41.85 FRUITDALE | 1 0.01 41.86 FT PAYNE | 1 0.01 41.87 FULTONDALE | 13 0.13 42.00 FYFFE | 2 0.02 42.02 GADSDEN | 115 1.15 43.17 GALLION | 2 0.02 43.19 GANTT | 3 0.03 43.22 GARDENDALE | 27 0.27 43.49 GENEVA | 6 0.06 43.55 GEORGIANA | 4 0.04 43.59 GERALDINE | 4 0.04 43.63 GILBERTOWN | 3 0.03 43.66 GLENCOE | 7 0.07 43.73 GOODWATER | 4 0.04 43.77 GORDO | 6 0.06 43.83 GORDON | 5 0.05 43.88 GOSHEN | 2 0.02 43.90 GRADY | 1 0.01 43.91 GRAHAM | 1 0.01 43.92 GRAND BAY | 9 0.09 44.01 GRANT | 11 0.11 44.12 GREENSBORO | 13 0.13 44.25 GREENVILLE | 17 0.17 44.42 GROVE HILL | 9 0.09 44.51 GUIN | 7 0.07 44.58 GULF SHAORES | 1 0.01 44.59 GULF SHORES | 30 0.30 44.89 GUNTERSVILLE | 47 0.47 45.36 GURLEY | 9 0.09 45.45 HALEYVILLE | 8 0.08 45.53 HAMILTON | 15 0.15 45.68 HAMPTON COVE | 3 0.03 45.71 HANCEVILLE | 20 0.20 45.91 HARPERSVILLE | 5 0.05 45.96 HARTFORD | 9 0.09 46.05 HARTSELLE | 32 0.32 46.37 HARVEST | 31 0.31 46.68 HATCHECHUBBEE | 2 0.02 46.70 HAYDEN | 14 0.14 46.84 HAYLEYVILLE | 1 0.01 46.85 HAYNEVILLE | 7 0.07 46.92 HAZEL GREEN | 11 0.11 47.03 HEADLAND | 16 0.16 47.19 HEFLIN | 8 0.08 47.27 HELENA | 32 0.32 47.59 HENAGAR | 7 0.07 47.66 HIGDON | 1 0.01 47.67 HIGHLAND HOME | 2 0.02 47.69 HILLSBORO | 4 0.04 47.73 HOKES BLUFF | 4 0.04 47.77 HOLLY POND | 3 0.03 47.80 HOLLYWOOD | 4 0.04 47.84 HOMEWOOD | 30 0.30 48.14 HONORAVILLE | 1 0.01 48.15 HOOVER | 133 1.33 49.48 HOPE HULL | 9 0.09 49.57 HORTON | 1 0.01 49.58 HOUSTON | 2 0.02 49.60 HUEYTOWN | 24 0.24 49.84 HUNTSVILLE | 554 5.54 55.38 HURTSBORO | 3 0.03 55.41 HUTSVILLE | 1 0.01 55.42 IDER | 2 0.02 55.44 INDIAN SPGS | 5 0.05 55.49 IRONDALE | 47 0.47 55.96 IRVINGTON | 7 0.07 56.03 JACK | 1 0.01 56.04 JACKSON | 12 0.12 56.16 JACKSONS GAP | 1 0.01 56.17 JACKSONVILLE | 39 0.39 56.56 JASPER | 62 0.62 57.18 JEMISON | 4 0.04 57.22 JOPPA | 2 0.02 57.24 KELLYTON | 1 0.01 57.25 KENNEDY | 1 0.01 57.26 KILLEN | 12 0.12 57.38 KIMBERLY | 5 0.05 57.43 KINSEY | 2 0.02 57.45 KINSTON | 3 0.03 57.48 LACEYS SPRING | 4 0.04 57.52 LAFAYETTE | 11 0.11 57.63 LANETT | 16 0.16 57.79 LANGSTON | 2 0.02 57.81 LAPINE | 2 0.02 57.83 LEEDS | 20 0.20 58.03 LEESBURG | 1 0.01 58.04 LEIGHTON | 3 0.03 58.07 LEROY | 2 0.02 58.09 LETOHATCHEE | 1 0.01 58.10 LEXINGTON | 3 0.03 58.13 LILLIAN | 8 0.08 58.21 LINCOLN | 10 0.10 58.31 LINDEN | 8 0.08 58.39 LINEVILLE | 9 0.09 58.48 LIPSCOMB | 1 0.01 58.49 LISMAN | 4 0.04 58.53 LITTLE RIVER | 1 0.01 58.54 LIVINGSTON | 26 0.26 58.80 LOACHAPOKA | 4 0.04 58.84 LOCUST FORK | 3 0.03 58.87 LOUISVILLE | 1 0.01 58.88 LOWNDESBORO | 1 0.01 58.89 LOXLEY | 8 0.08 58.97 LUVERNE | 8 0.08 59.05 LYNN | 1 0.01 59.06 MADISON | 120 1.20 60.26 MAGNOLIA SPGS | 4 0.04 60.30 MAGNOLIA SPRINGS | 1 0.01 60.31 MAPLESVILLE | 4 0.04 60.35 MARBURY | 4 0.04 60.39 MARGARET | 1 0.01 60.40 MARION | 5 0.05 60.45 MARION JCT | 2 0.02 60.47 MATHEWS | 1 0.01 60.48 MAXWELL AFB | 3 0.03 60.51 MAYLENE | 1 0.01 60.52 MC CALLA | 13 0.13 60.65 MC INTOSH | 2 0.02 60.67 MCKENZIE | 3 0.03 60.70 MENTONE | 15 0.15 60.85 MERIDIANVILLE | 14 0.14 60.99 METAIRIE | 1 0.01 61.00 MIDFIELD | 5 0.05 61.05 MIDLAND CITY | 6 0.06 61.11 MIDWAY | 5 0.05 61.16 MILLBROOK | 23 0.23 61.39 MILLPORT | 5 0.05 61.44 MILLRY | 3 0.03 61.47 MINTER | 6 0.06 61.53 MOBILE | 676 6.76 68.29 MONROEVILLE | 32 0.32 68.61 MONTEVALLO | 26 0.26 68.87 MONTGOMERY | 599 5.99 74.86 MONTROSE | 7 0.07 74.93 MOODY | 14 0.14 75.07 MORRIS | 2 0.02 75.09 MOULTON | 17 0.17 75.26 MOUNDVILLE | 6 0.06 75.32 MOUNT OLIVE | 5 0.05 75.37 MOUNT VERNON | 5 0.05 75.42 MOUNTAIN BRK | 69 0.69 76.11 MOUNTAIN BROOK | 2 0.02 76.13 MT VERNON | 2 0.02 76.15 MTN BROOK | 1 0.01 76.16 MULGA | 2 0.02 76.18 MUNFORD | 3 0.03 76.21 MURFREESBORO | 1 0.01 76.22 MUSCADINE | 2 0.02 76.24 MUSCLE SHOALS | 28 0.28 76.52 NAUVOO | 1 0.01 76.53 NEW BROCKTON | 3 0.03 76.56 NEW HOPE | 6 0.06 76.62 NEW MARKET | 10 0.10 76.72 NEWBERN | 5 0.05 76.77 NEWELL | 1 0.01 76.78 NEWTON | 9 0.09 76.87 NEWVILLE | 2 0.02 76.89 NONE | 1 0.01 76.90 NORMAL | 9 0.09 76.99 NORTH PORT | 1 0.01 77.00 NORTHPORT | 64 0.64 77.64 NOTASGULA | 1 0.01 77.65 NOTASULGA | 7 0.07 77.72 OAKMAN | 2 0.02 77.74 ODENVILLE | 14 0.14 77.88 OHATCHEE | 6 0.06 77.94 ONEONTA | 25 0.25 78.19 OPELIKA | 84 0.84 79.03 OPP | 15 0.15 79.18 ORANGE BEACH | 16 0.16 79.34 ORRVILLE | 3 0.03 79.37 OWENS CROSS ROADS | 1 0.01 79.38 OWENS X RDS | 19 0.19 79.57 OXFORD | 18 0.18 79.75 OZARK | 31 0.31 80.06 PAINT ROCK | 2 0.02 80.08 PALMERDALE | 2 0.02 80.10 PARRISH | 4 0.04 80.14 PELHAM | 54 0.54 80.68 PELL CITY | 30 0.30 80.98 PENNINGTON | 3 0.03 81.01 PERDIDO | 2 0.02 81.03 PERDIDO BEACH | 1 0.01 81.04 PETERMAN | 1 0.01 81.05 PHENIX CITY | 54 0.54 81.59 PHIL CAMPBELL | 3 0.03 81.62 PHOENIX CITY | 1 0.01 81.63 PICKENSVILLE | 1 0.01 81.64 PIEDMONT | 9 0.09 81.73 PIKE ROAD | 26 0.26 81.99 PINCKARD | 2 0.02 82.01 PINE APPLE | 3 0.03 82.04 PINE HILL | 3 0.03 82.07 PINSON | 31 0.31 82.38 PISGAH | 6 0.06 82.44 PLANTERSVILLE | 3 0.03 82.47 PLEASANT GRV | 13 0.13 82.60 POINT CLEAR | 7 0.07 82.67 PRATTVILLE | 81 0.81 83.48 PRICHARD | 22 0.22 83.70 PRINCETON | 2 0.02 83.72 RAGLAND | 4 0.04 83.76 RAINBOW CITY | 17 0.17 83.93 RAINSVILLE | 15 0.15 84.08 RALPH | 2 0.02 84.10 RAMER | 1 0.01 84.11 RANBURNE | 7 0.07 84.18 RANDOLPH | 1 0.01 84.19 RANGE | 1 0.01 84.20 RED BAY | 8 0.08 84.28 RED LEVEL | 3 0.03 84.31 REFORM | 3 0.03 84.34 REHOBETH | 1 0.01 84.35 REMLAP | 1 0.01 84.36 REPTON | 2 0.02 84.38 RIVERSIDE | 4 0.04 84.42 ROANOKE | 10 0.10 84.52 ROBERTSDALE | 19 0.19 84.71 ROCKFORD | 7 0.07 84.78 ROGERSVILLE | 5 0.05 84.83 RUSSELLVILLE | 18 0.18 85.01 RUTLEDGE | 1 0.01 85.02 RYLAND | 2 0.02 85.04 SAGINAW | 1 0.01 85.05 SAINT ELMO | 2 0.02 85.07 SALEM | 4 0.04 85.11 SAMANTHA | 2 0.02 85.13 SAMSON | 3 0.03 85.16 SAND ROCK | 2 0.02 85.18 SARALAND | 22 0.22 85.40 SARDIS | 2 0.02 85.42 SATSUMA | 9 0.09 85.51 SAWYERVILLE | 3 0.03 85.54 SCOTTSBORO | 36 0.36 85.90 SEALE | 7 0.07 85.97 SECTION | 4 0.04 86.01 SELMA | 93 0.93 86.94 SEMINOLE | 1 0.01 86.95 SEMMES | 19 0.19 87.14 SHANNON | 1 0.01 87.15 SHEFFIELD | 21 0.21 87.36 SHELBY | 1 0.01 87.37 SHOAL CREEK | 2 0.02 87.39 SHORTER | 2 0.02 87.41 SHORTERVILLE | 1 0.01 87.42 SILAS | 2 0.02 87.44 SILVERHILL | 3 0.03 87.47 SIPSEY | 4 0.04 87.51 SKIPPERVILLE | 3 0.03 87.54 SLOCOMB | 9 0.09 87.63 SMITHS | 5 0.05 87.68 SMITHS STA | 9 0.09 87.77 SMITHS STATION | 3 0.03 87.80 SNEAD | 2 0.02 87.82 SOMERVILLE | 11 0.11 87.93 SOUTHSIDE | 6 0.06 87.99 SPANISH FORT | 33 0.33 88.32 SPRINGVILLE | 23 0.23 88.55 SPRUCE PINE | 3 0.03 88.58 ST STEPHENS | 4 0.04 88.62 STAPLETON | 3 0.03 88.65 STEELE | 1 0.01 88.66 STERRETT | 3 0.03 88.69 STEVENSON | 3 0.03 88.72 STOCKTON | 4 0.04 88.76 SULLIGENT | 7 0.07 88.83 SUMITON | 5 0.05 88.88 SUMMERDALE | 20 0.20 89.08 SWEET WATER | 1 0.01 89.09 SYALCAUGA | 1 0.01 89.10 SYCAMORE | 1 0.01 89.11 SYLACAUGA | 41 0.41 89.52 TALLADEGA | 47 0.47 89.99 TALLASSEE | 28 0.28 90.27 TANNER | 3 0.03 90.30 TARRANT | 3 0.03 90.33 TAYLOR | 1 0.01 90.34 THEODORE | 14 0.14 90.48 THOMASTON | 2 0.02 90.50 THOMASVILLE | 14 0.14 90.64 THORSBY | 3 0.03 90.67 TIBBIE | 2 0.02 90.69 TITUS | 3 0.03 90.72 TONEY | 12 0.12 90.84 TOWN CREEK | 5 0.05 90.89 TOWNLEY | 2 0.02 90.91 TRAFFORD | 1 0.01 90.92 TRINITY | 4 0.04 90.96 TROY | 56 0.56 91.52 TRUSSVILLE | 69 0.69 92.21 TUSCALOOSA | 315 3.15 95.36 TUSCUMBIA | 25 0.25 95.61 TUSKEGEE | 46 0.46 96.07 TUSKEGEE INST | 18 0.18 96.25 TUSKEGEE INSTITUTE | 2 0.02 96.27 TYLER | 1 0.01 96.28 UNION GROVE | 3 0.03 96.31 UNION SPRINGS | 21 0.21 96.52 UNIONTOWN | 5 0.05 96.57 URIAH | 1 0.01 96.58 VALLEY | 22 0.22 96.80 VALLEY HEAD | 5 0.05 96.85 VANCE | 1 0.01 96.86 VANDIVER | 2 0.02 96.88 VEATAVIA HILLS | 1 0.01 96.89 VERBENA | 3 0.03 96.92 VERNON | 3 0.03 96.95 VESTAVIA | 67 0.67 97.62 VESTAVIA HILLS | 2 0.02 97.64 VESTAVIA HLS | 77 0.77 98.41 VINA | 2 0.02 98.43 VINCENT | 6 0.06 98.49 VINEMONT | 6 0.06 98.55 VLHRMOSO SPGS | 1 0.01 98.56 VREDENBURGH | 2 0.02 98.58 WADLEY | 2 0.02 98.60 WAGARVILLE | 1 0.01 98.61 WARD | 2 0.02 98.63 WARRIOR | 11 0.11 98.74 WATERLOO | 2 0.02 98.76 WATTSVILLE | 2 0.02 98.78 WEAVER | 2 0.02 98.80 WEBB | 3 0.03 98.83 WEDOWEE | 11 0.11 98.94 WEOGUFKA | 3 0.03 98.97 WEST BLOCTON | 3 0.03 99.00 WESTOVER | 2 0.02 99.02 WETUMPKA | 57 0.57 99.59 WHISTLER | 3 0.03 99.62 WILMER | 7 0.07 99.69 WILSONVILLE | 3 0.03 99.72 WINFIELD | 14 0.14 99.86 WOODSTOCK | 3 0.03 99.89 WOODVILLE | 6 0.06 99.95 YORK | 5 0.05 100.00 --------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 15 Apr 2019