Frequencies for first 10,000 rows of city variable in eobmfne dataset : City | Freq. Percent Cum. ----------------------+----------------------------------- ABIE | 1 0.01 0.01 ADAMS | 9 0.09 0.10 AINSWORTH | 27 0.27 0.37 ALBION | 34 0.34 0.71 ALDA | 2 0.02 0.73 ALEXANDRIA | 1 0.01 0.74 ALLEN | 4 0.04 0.78 ALLIANCE | 66 0.66 1.44 ALMA | 18 0.18 1.62 ALVO | 1 0.01 1.63 AMES | 1 0.01 1.64 AMHERST | 2 0.02 1.66 ANSLEY | 1 0.01 1.67 ARAPAHOE | 8 0.08 1.75 ARCADIA | 4 0.04 1.79 ARCHER | 4 0.04 1.83 ARLINGTON | 9 0.09 1.92 ARNOLD | 11 0.11 2.03 ARTHUR | 5 0.05 2.08 ASHBY | 1 0.01 2.09 ASHLAND | 33 0.33 2.42 ASHTON | 5 0.05 2.47 ATKINSON | 21 0.21 2.68 ATLANTA | 1 0.01 2.69 AUBURN | 37 0.37 3.06 AURORA | 46 0.46 3.52 AVOCA | 5 0.05 3.57 AXTELL | 9 0.09 3.66 AYR | 1 0.01 3.67 BANCROFT | 6 0.06 3.73 BARTLETT | 2 0.02 3.75 BARTLEY | 5 0.05 3.80 BASSETT | 17 0.17 3.97 BATTLE CREEK | 9 0.09 4.06 BAYARD | 11 0.11 4.17 BEATRICE | 93 0.93 5.10 BEAVER CITY | 7 0.07 5.17 BEAVER XING | 8 0.08 5.25 BEE | 2 0.02 5.27 BEEMER | 6 0.06 5.33 BELLEVUE | 150 1.50 6.83 BELLWOOD | 4 0.04 6.87 BELVIDERE | 2 0.02 6.89 BENET | 1 0.01 6.90 BENKELMAN | 20 0.20 7.10 BENNET | 5 0.05 7.15 BENNINGTON | 26 0.26 7.41 BERTRAND | 15 0.15 7.56 BERWYN | 2 0.02 7.58 BETHANY | 1 0.01 7.59 BIG SPRINGS | 4 0.04 7.63 BINGHAM | 1 0.01 7.64 BLADEN | 2 0.02 7.66 BLAIR | 61 0.61 8.27 BLOOMFIELD | 19 0.19 8.46 BLUE HILL | 8 0.08 8.54 BLUE SPRINGS | 2 0.02 8.56 BOELUS | 3 0.03 8.59 BOYS TOWN | 22 0.22 8.81 BOYSTOWN | 3 0.03 8.84 BRADY | 3 0.03 8.87 BRAINARD | 4 0.04 8.91 BRETNA | 1 0.01 8.92 BREWSTER | 1 0.01 8.93 BRIDGEPORT | 16 0.16 9.09 BRISTOW | 5 0.05 9.14 BROADWATER | 2 0.02 9.16 BROCK | 1 0.01 9.17 BROKEN BOW | 56 0.56 9.73 BROWNVILLE | 7 0.07 9.80 BRULE | 1 0.01 9.81 BRUNING | 4 0.04 9.85 BRUNO | 5 0.05 9.90 BRUNSWICK | 2 0.02 9.92 BURR | 2 0.02 9.94 BURWELL | 22 0.22 10.16 BUTTE | 6 0.06 10.22 BYRON | 3 0.03 10.25 CAIRO | 11 0.11 10.36 CALLAWAY | 8 0.08 10.44 CAMBRIDGE | 14 0.14 10.58 CAMPBELL | 1 0.01 10.59 CARLETON | 1 0.01 10.60 CARROLL | 2 0.02 10.62 CEDAR BLUFFS | 5 0.05 10.67 CEDAR RAPIDS | 6 0.06 10.73 CENTER | 1 0.01 10.74 CENTRAL CITY | 31 0.31 11.05 CERESCO | 4 0.04 11.09 CHADRON | 48 0.48 11.57 CHAMBERS | 4 0.04 11.61 CHAMPION | 2 0.02 11.63 CHAPMAN | 3 0.03 11.66 CHAPPELL | 17 0.17 11.83 CHESTER | 1 0.01 11.84 CLARKS | 2 0.02 11.86 CLARKSON | 8 0.08 11.94 CLATONIA | 2 0.02 11.96 CLAY CENTER | 16 0.16 12.12 CLEARWATER | 2 0.02 12.14 CODY | 3 0.03 12.17 COLERIDGE | 4 0.04 12.21 COLON | 2 0.02 12.23 COLUMBUS | 115 1.15 13.38 COMSTOCK | 1 0.01 13.39 CONCORD | 8 0.08 13.47 COOK | 6 0.06 13.53 CORDOVA | 1 0.01 13.54 CORTLAND | 4 0.04 13.58 COZAD | 36 0.36 13.94 CRAIG | 2 0.02 13.96 CRAWFORD | 12 0.12 14.08 CREIGHTON | 5 0.05 14.13 CRETE | 37 0.37 14.50 CROFTON | 7 0.07 14.57 CROOKSTON | 1 0.01 14.58 CULBERTSON | 3 0.03 14.61 CURTIS | 15 0.15 14.76 DAKOTA CITY | 10 0.10 14.86 DALTON | 5 0.05 14.91 DANNEBROG | 5 0.05 14.96 DAVENPORT | 7 0.07 15.03 DAVEY | 1 0.01 15.04 DAVID CITY | 35 0.35 15.39 DAWSON | 2 0.02 15.41 DAYKIN | 1 0.01 15.42 DE WITT | 9 0.09 15.51 DECATUR | 4 0.04 15.55 DENTON | 10 0.10 15.65 DESHLER | 10 0.10 15.75 DICKENS | 1 0.01 15.76 DILLER | 2 0.02 15.78 DIX | 3 0.03 15.81 DIXON | 1 0.01 15.82 DODGE | 11 0.11 15.93 DONIPHAN | 11 0.11 16.04 DORCHESTER | 4 0.04 16.08 DOUGLAS | 5 0.05 16.13 DU BOIS | 1 0.01 16.14 DUNCAN | 1 0.01 16.15 DUNNING | 1 0.01 16.16 DWIGHT | 3 0.03 16.19 EAGLE | 10 0.10 16.29 EDDYVILLE | 1 0.01 16.30 EDGAR | 5 0.05 16.35 ELBA | 6 0.06 16.41 ELGIN | 8 0.08 16.49 ELK CREEK | 2 0.02 16.51 ELKHORN | 95 0.95 17.46 ELM CREEK | 10 0.10 17.56 ELMWOOD | 7 0.07 17.63 ELWOOD | 10 0.10 17.73 ELYRIA | 1 0.01 17.74 EMERSON | 3 0.03 17.77 EMMET | 2 0.02 17.79 ENDERS | 1 0.01 17.80 ERICSON | 3 0.03 17.83 EUSTIS | 6 0.06 17.89 EWING | 8 0.08 17.97 EXETER | 2 0.02 17.99 FAIRBURY | 44 0.44 18.43 FAIRFIELD | 4 0.04 18.47 FALLS CITY | 41 0.41 18.88 FARNAM | 7 0.07 18.95 FARWELL | 1 0.01 18.96 FILLEY | 2 0.02 18.98 FIRTH | 11 0.11 19.09 FIRTLL | 1 0.01 19.10 FONTANELLE | 1 0.01 19.11 FORDYCE | 3 0.03 19.14 FORT CALHOUN | 15 0.15 19.29 FOSTER | 1 0.01 19.30 FRANKLIN | 16 0.16 19.46 FREMONT | 144 1.44 20.90 FRIEND | 10 0.10 21.00 FT CALHOUN | 1 0.01 21.01 FULLERTON | 18 0.18 21.19 GARLAND | 2 0.02 21.21 GENEVA | 28 0.28 21.49 GENOA | 8 0.08 21.57 GERING | 40 0.40 21.97 GIBBON | 11 0.11 22.08 GILTNER | 4 0.04 22.12 GLENVIL | 2 0.02 22.14 GOEHNER | 2 0.02 22.16 GORDON | 24 0.24 22.40 GOTHENBURG | 23 0.23 22.63 GRAFTON | 2 0.02 22.65 GRAND ISLAND | 209 2.09 24.74 GRANT | 21 0.21 24.95 GREELEY | 5 0.05 25.00 GREENWOOD | 2 0.02 25.02 GRESHAM | 2 0.02 25.04 GRETNA | 44 0.44 25.48 GUIDE ROCK | 3 0.03 25.51 GURLEY | 1 0.01 25.52 HADAR | 1 0.01 25.53 HAIGLER | 4 0.04 25.57 HALLAM | 3 0.03 25.60 HALSEY | 3 0.03 25.63 HAMPTON | 4 0.04 25.67 HARRISBURG | 3 0.03 25.70 HARRISON | 12 0.12 25.82 HARTINGTON | 15 0.15 25.97 HARVARD | 4 0.04 26.01 HASTINGS | 179 1.79 27.80 HAY SPRINGS | 9 0.09 27.89 HAYES CENTER | 2 0.02 27.91 HEARTWELL | 2 0.02 27.93 HEBRON | 16 0.16 28.09 HEMINGFORD | 2 0.02 28.11 HENDERSON | 12 0.12 28.23 HERMAN | 3 0.03 28.26 HERSHEY | 8 0.08 28.34 HICKMAN | 12 0.12 28.46 HILDRETH | 5 0.05 28.51 HOLDREGE | 41 0.41 28.92 HOLDRIGE | 1 0.01 28.93 HOLSTEIN | 3 0.03 28.96 HOMER | 4 0.04 29.00 HOOPER | 8 0.08 29.08 HORDVILLE | 3 0.03 29.11 HOSKINS | 5 0.05 29.16 HOWELLS | 7 0.07 29.23 HUBBARD | 3 0.03 29.26 HUBBELL | 1 0.01 29.27 HUMBOLDT | 13 0.13 29.40 HUMPHREY | 6 0.06 29.46 HYANNIS | 10 0.10 29.56 IMPERIAL | 20 0.20 29.76 INDIANOLA | 3 0.03 29.79 INLAND | 1 0.01 29.80 INVALE | 1 0.01 29.81 ITHACA | 2 0.02 29.83 JACKSON | 3 0.03 29.86 JAMISON | 1 0.01 29.87 JANSEN | 2 0.02 29.89 JOHNSON | 6 0.06 29.95 JOHNSTOWN | 2 0.02 29.97 JULIAN | 1 0.01 29.98 JUNIATA | 5 0.05 30.03 KEARNEY | 192 1.92 31.95 KENESAW | 5 0.05 32.00 KENNARD | 6 0.06 32.06 KILGORE | 1 0.01 32.07 KIMBALL | 23 0.23 32.30 LA PLATTE | 1 0.01 32.31 LA VISTA | 26 0.26 32.57 LAKESIDE | 1 0.01 32.58 LAUREL | 6 0.06 32.64 LAVISTA | 20 0.20 32.84 LAWRENCE | 6 0.06 32.90 LEIGH | 8 0.08 32.98 LEMOYNE | 2 0.02 33.00 LEWELLEN | 7 0.07 33.07 LEWISTON | 1 0.01 33.08 LEXINGTON | 51 0.51 33.59 LIBERTY | 2 0.02 33.61 LINCOLN | 1,767 17.67 51.28 LINDSAY | 1 0.01 51.29 LINWOOD | 3 0.03 51.32 LISCO | 2 0.02 51.34 LODGEPOLE | 4 0.04 51.38 LONG PINE | 5 0.05 51.43 LOOMIS | 4 0.04 51.47 LOUISVILLE | 12 0.12 51.59 LOUP CITY | 14 0.14 51.73 LYNCH | 5 0.05 51.78 LYONS | 12 0.12 51.90 MACY | 1 0.01 51.91 MADISON | 21 0.21 52.12 MADRID | 2 0.02 52.14 MALCOLM | 9 0.09 52.23 MALMO | 3 0.03 52.26 MANLEY | 3 0.03 52.29 MARQUETTE | 5 0.05 52.34 MARSLAND | 1 0.01 52.35 MARTELL | 4 0.04 52.39 MASKELL | 1 0.01 52.40 MASON CITY | 1 0.01 52.41 MAXWELL | 4 0.04 52.45 MAYWOOD | 2 0.02 52.47 MC COOK | 3 0.03 52.50 MC COOL JCT | 1 0.01 52.51 MCCOOK | 75 0.75 53.26 MEAD | 5 0.05 53.31 MEADOW GROVE | 4 0.04 53.35 MELBETA | 1 0.01 53.36 MERNA | 4 0.04 53.40 MERRIMAN | 2 0.02 53.42 MILBURN | 1 0.01 53.43 MILFORD | 26 0.26 53.69 MILLER | 2 0.02 53.71 MILLIGAN | 2 0.02 53.73 MINATARE | 3 0.03 53.76 MINDEN | 30 0.30 54.06 MITCHELL | 17 0.17 54.23 MORRILL | 4 0.04 54.27 MORSE BLUFF | 2 0.02 54.29 MULLEN | 12 0.12 54.41 MURDOCK | 4 0.04 54.45 MURRAY | 6 0.06 54.51 NAPER | 2 0.02 54.53 NAPONEE | 1 0.01 54.54 NEBRASKA CITY | 64 0.64 55.18 NEHAWKA | 4 0.04 55.22 NELIGH | 23 0.23 55.45 NELSON | 6 0.06 55.51 NEMAHA | 2 0.02 55.53 NENZEL | 1 0.01 55.54 NEWCASTLE | 2 0.02 55.56 NEWMAN GROVE | 14 0.14 55.70 NEWPORT | 1 0.01 55.71 NICKERSON | 2 0.02 55.73 NIOBRARA | 6 0.06 55.79 NORFOLK | 164 1.64 57.43 NORTH BEND | 12 0.12 57.55 NORTH LOUP | 3 0.03 57.58 NORTH PLATTE | 131 1.31 58.89 O NEILL | 2 0.02 58.91 OAK | 2 0.02 58.93 OAKDALE | 2 0.02 58.95 OAKLAND | 17 0.17 59.12 OCONTO | 2 0.02 59.14 OCTAVIA | 1 0.01 59.15 ODELL | 4 0.04 59.19 OFFUTT | 1 0.01 59.20 OFFUTT AFB | 21 0.21 59.41 OFFUTT AIR FORCE BASE | 1 0.01 59.42 OGALLALA | 52 0.52 59.94 OHIOWA | 1 0.01 59.95 OMAHA | 2,245 22.45 82.40 OMAHAM | 1 0.01 82.41 ONEILL | 31 0.31 82.72 ORCHARD | 9 0.09 82.81 ORD | 39 0.39 83.20 ORLEANS | 9 0.09 83.29 OSCEOLA | 18 0.18 83.47 OSHKOSH | 12 0.12 83.59 OSMOND | 23 0.23 83.82 OVERTON | 1 0.01 83.83 OXFORD | 7 0.07 83.90 PAGE | 2 0.02 83.92 PALMER | 6 0.06 83.98 PALMYRA | 5 0.05 84.03 PANAMA | 1 0.01 84.04 PAPILLION | 114 1.14 85.18 PAWNEE CITY | 26 0.26 85.44 PAXTON | 3 0.03 85.47 PENDER | 18 0.18 85.65 PERU | 4 0.04 85.69 PETERSBURG | 3 0.03 85.72 PHILLIPS | 7 0.07 85.79 PICKRELL | 5 0.05 85.84 PIERCE | 14 0.14 85.98 PILGER | 8 0.08 86.06 PLAINVIEW | 14 0.14 86.20 PLATTE CENTER | 2 0.02 86.22 PLATTSMOUTH | 59 0.59 86.81 PLEASANT DALE | 2 0.02 86.83 PLEASANTON | 6 0.06 86.89 PLYMOUTH | 7 0.07 86.96 POLK | 3 0.03 86.99 PONCA | 7 0.07 87.06 PRAGUE | 6 0.06 87.12 PRIMROSE | 1 0.01 87.13 PURDUM | 1 0.01 87.14 RALSTON | 22 0.22 87.36 RANDOLPH | 4 0.04 87.40 RAVENNA | 14 0.14 87.54 RAYMOND | 9 0.09 87.63 RED CLOUD | 15 0.15 87.78 RENO | 1 0.01 87.79 REPUB CITY | 1 0.01 87.80 RISING CITY | 5 0.05 87.85 RIVERDALE | 1 0.01 87.86 RIVERTON | 4 0.04 87.90 ROCA | 15 0.15 88.05 ROGERS | 1 0.01 88.06 ROSALIE | 1 0.01 88.07 ROSELAND | 5 0.05 88.12 ROSEMONT | 1 0.01 88.13 RULO | 3 0.03 88.16 RUSHVILLE | 14 0.14 88.30 RUSKIN | 1 0.01 88.31 S SIOUX CITY | 44 0.44 88.75 SAINT EDWARD | 5 0.05 88.80 SAINT PAUL | 8 0.08 88.88 SALEM | 1 0.01 88.89 SARGENT | 6 0.06 88.95 SCHUYLER | 28 0.28 89.23 SCOTIA | 1 0.01 89.24 SCOTTSBLUFF | 138 1.38 90.62 SCRIBNER | 8 0.08 90.70 SENECA | 1 0.01 90.71 SEWARD | 73 0.73 91.44 SHELBY | 3 0.03 91.47 SHELTON | 4 0.04 91.51 SHICKLEY | 4 0.04 91.55 SHUBERT | 1 0.01 91.56 SIDNEY | 54 0.54 92.10 SILVER CREEK | 1 0.01 92.11 SIOUX CITY | 1 0.01 92.12 SMITHFIELD | 1 0.01 92.13 SNYDER | 1 0.01 92.14 SOUTH BEND | 1 0.01 92.15 SOUTH SIOUX CITY | 3 0.03 92.18 SPALDING | 9 0.09 92.27 SPENCER | 10 0.10 92.37 SPRAGUE | 2 0.02 92.39 SPRINGFIELD | 14 0.14 92.53 SPRINGVIEW | 12 0.12 92.65 ST COLUMBANS | 1 0.01 92.66 ST HELENA | 1 0.01 92.67 ST PAUL | 17 0.17 92.84 STANTON | 21 0.21 93.05 STAPLEHURST | 1 0.01 93.06 STAPLETON | 10 0.10 93.16 STEINAUER | 4 0.04 93.20 STELLA | 3 0.03 93.23 STERLING | 7 0.07 93.30 STOCKVILLE | 1 0.01 93.31 STRATTON | 7 0.07 93.38 STROMSBURG | 13 0.13 93.51 STUART | 9 0.09 93.60 SUMNER | 1 0.01 93.61 SUPERIOR | 32 0.32 93.93 SUTHERLAND | 7 0.07 94.00 SUTTON | 21 0.21 94.21 SWANTON | 1 0.01 94.22 SYCRACUSE | 1 0.01 94.23 SYRACUSE | 18 0.18 94.41 TABLE ROCK | 4 0.04 94.45 TALMAGE | 4 0.04 94.49 TARNOV | 1 0.01 94.50 TAYLOR | 6 0.06 94.56 TECUMSEH | 19 0.19 94.75 TEKAMAH | 26 0.26 95.01 THEDFORD | 7 0.07 95.08 THURSTON | 1 0.01 95.09 TILDEN | 8 0.08 95.17 TOBIAS | 1 0.01 95.18 TRENTON | 8 0.08 95.26 TRUMBULL | 1 0.01 95.27 TRYON | 1 0.01 95.28 ULYSSES | 3 0.03 95.31 UNION | 4 0.04 95.35 UPLAND | 1 0.01 95.36 UTICA | 6 0.06 95.42 VALENTINE | 41 0.41 95.83 VALLEY | 11 0.11 95.94 VALONTINE | 1 0.01 95.95 VALPARAISO | 7 0.07 96.02 VERDIGRE | 8 0.08 96.10 VIRGINIA | 1 0.01 96.11 W POINT | 1 0.01 96.12 WACO | 4 0.04 96.16 WAHOO | 36 0.36 96.52 WAKEFIELD | 16 0.16 96.68 WALLACE | 5 0.05 96.73 WALTHILL | 10 0.10 96.83 WALTON | 4 0.04 96.87 WATERLOO | 10 0.10 96.97 WAUNETA | 5 0.05 97.02 WAUSA | 7 0.07 97.09 WAVERLY | 22 0.22 97.31 WAYNE | 50 0.50 97.81 WEEPING WATER | 20 0.20 98.01 WELLFLEET | 2 0.02 98.03 WEST POINT | 34 0.34 98.37 WESTERN | 2 0.02 98.39 WESTON | 3 0.03 98.42 WHITE CLAY | 1 0.01 98.43 WHITECLAY | 1 0.01 98.44 WHITMAN | 2 0.02 98.46 WILBER | 14 0.14 98.60 WILCOX | 5 0.05 98.65 WILSONVILLE | 2 0.02 98.67 WINNEBAGO | 10 0.10 98.77 WINSIDE | 3 0.03 98.80 WISNER | 12 0.12 98.92 WOLBACH | 3 0.03 98.95 WOOD LAKE | 1 0.01 98.96 WOOD RIVER | 13 0.13 99.09 WYMORE | 12 0.12 99.21 WYNOT | 4 0.04 99.25 YORK | 67 0.67 99.92 YUTAN | 8 0.08 100.00 ----------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 15 Apr 2019