Frequencies for first 10,000 rows of county variable in man_to_w2019 dataset : County | Freq. Percent Cum. ----------------------+----------------------------------- | 1 0.01 0.01 Adair | 13 0.13 0.14 Adams | 75 0.75 0.89 Alamance | 19 0.19 1.08 Albany | 39 0.39 1.47 Alexander | 17 0.17 1.64 Alfalfa | 5 0.05 1.69 Allegany | 35 0.35 2.04 Alleghany | 8 0.08 2.12 Allegheny | 40 0.40 2.52 Allen | 29 0.29 2.81 Anson | 13 0.13 2.94 Antelope | 2 0.02 2.96 Armstrong | 28 0.28 3.24 Arthur | 2 0.02 3.26 Ashe | 8 0.08 3.34 Ashland | 34 0.34 3.68 Ashtabula | 18 0.18 3.86 Athens | 14 0.14 4.00 Atlantic | 16 0.16 4.16 Atoka | 4 0.04 4.20 Auglaize | 25 0.25 4.45 Avery | 12 0.12 4.57 Baker | 5 0.05 4.62 Banner | 2 0.02 4.64 Barnes | 11 0.11 4.75 Beaufort | 7 0.07 4.82 Beaver | 41 0.41 5.23 Beckham | 4 0.04 5.27 Bedford | 29 0.29 5.56 Belknap | 16 0.16 5.72 Belmont | 22 0.22 5.94 Benson | 7 0.07 6.01 Benton | 20 0.20 6.21 Bergen | 23 0.23 6.44 Berks | 46 0.46 6.90 Bernalillo | 18 0.18 7.08 Bertie | 8 0.08 7.16 Billings | 7 0.07 7.23 Bladen | 12 0.12 7.35 Blaine | 7 0.07 7.42 Blair | 35 0.35 7.77 Boone | 4 0.04 7.81 Bottineau | 1 0.01 7.82 Bowman | 7 0.07 7.89 Box Butte | 1 0.01 7.90 Boyd | 2 0.02 7.92 Bradford | 28 0.28 8.20 Bronx | 38 0.38 8.58 Broome | 40 0.40 8.98 Brown | 37 0.37 9.35 Brunswick | 8 0.08 9.43 Bryan | 4 0.04 9.47 Bucks | 51 0.51 9.98 Buffalo | 2 0.02 10.00 Buncombe | 19 0.19 10.19 Burke | 16 0.16 10.35 Burleigh | 17 0.17 10.52 Burlington | 22 0.22 10.74 Burt | 7 0.07 10.81 Butler | 95 0.95 11.76 Cabarrus | 17 0.17 11.93 Caddo | 8 0.08 12.01 Caldwell | 14 0.14 12.15 Cambria | 36 0.36 12.51 Camden | 24 0.24 12.75 Cameron | 36 0.36 13.11 Canadian | 20 0.20 13.31 Cape May | 8 0.08 13.39 Carbon | 35 0.35 13.74 Carroll | 60 0.60 14.34 Carson City | 8 0.08 14.42 Carter | 4 0.04 14.46 Carteret | 3 0.03 14.49 Cass | 27 0.27 14.76 Caswell | 14 0.14 14.90 Catawba | 18 0.18 15.08 Catron | 4 0.04 15.12 Cattaraugus | 32 0.32 15.44 Cavalier | 7 0.07 15.51 Cayuga | 32 0.32 15.83 Cedar | 4 0.04 15.87 Centre | 39 0.39 16.26 Champaign | 37 0.37 16.63 Chatham | 18 0.18 16.81 Chautauqua | 29 0.29 17.10 Chaves | 5 0.05 17.15 Chemung | 31 0.31 17.46 Chenango | 36 0.36 17.82 Cherokee | 25 0.25 18.07 Cheshire | 13 0.13 18.20 Chester | 40 0.40 18.60 Cheyenne | 2 0.02 18.62 Choctaw | 4 0.04 18.66 Chowan | 8 0.08 18.74 Churchill | 4 0.04 18.78 Cibola | 7 0.07 18.85 Cimarron | 3 0.03 18.88 Clackamas | 30 0.30 19.18 Clarion | 26 0.26 19.44 Clark | 61 0.61 20.05 Clatsop | 3 0.03 20.08 Clay | 10 0.10 20.18 Clearfield | 36 0.36 20.54 Clermont | 47 0.47 21.01 Cleveland | 35 0.35 21.36 Clinton | 83 0.83 22.19 Coal | 4 0.04 22.23 Colfax | 10 0.10 22.33 Columbia | 81 0.81 23.14 Columbiana | 47 0.47 23.61 Columbus | 11 0.11 23.72 Comanche | 7 0.07 23.79 Coos | 21 0.21 24.00 Cortland | 31 0.31 24.31 Coshocton | 24 0.24 24.55 Cotton | 5 0.05 24.60 Craig | 24 0.24 24.84 Craven | 3 0.03 24.87 Crawford | 59 0.59 25.46 Creek | 24 0.24 25.70 Crook | 13 0.13 25.83 Cumberland | 73 0.73 26.56 Cuming | 7 0.07 26.63 Currituck | 4 0.04 26.67 Curry | 13 0.13 26.80 Custer | 7 0.07 26.87 Cuyahoga | 46 0.46 27.33 Dakota | 6 0.06 27.39 Dare | 3 0.03 27.42 Darke | 24 0.24 27.66 Dauphin | 48 0.48 28.14 Davidson | 18 0.18 28.32 Davie | 18 0.18 28.50 Dawes | 4 0.04 28.54 Dawson | 2 0.02 28.56 DeBaca | 2 0.02 28.58 Defiance | 26 0.26 28.84 Delaware | 120 1.20 30.04 Deschutes | 14 0.14 30.18 Dewey | 10 0.10 30.28 Dickey | 7 0.07 30.35 Divide | 1 0.01 30.36 Dixon | 6 0.06 30.42 Dodge | 11 0.11 30.53 Dona Ana | 9 0.09 30.62 Douglas | 38 0.38 31.00 Dunn | 7 0.07 31.07 Duplin | 8 0.08 31.15 Durham | 16 0.16 31.31 Dutchess | 25 0.25 31.56 Eddy | 9 0.09 31.65 Edgecombe | 7 0.07 31.72 Elk | 28 0.28 32.00 Ellis | 2 0.02 32.02 Emmons | 7 0.07 32.09 Erie | 112 1.12 33.21 Essex | 42 0.42 33.63 Fairfield | 39 0.39 34.02 Fayette | 61 0.61 34.63 Forest | 32 0.32 34.95 Forsyth | 20 0.20 35.15 Foster | 7 0.07 35.22 Franklin | 107 1.07 36.29 Fulton | 99 0.99 37.28 Gage | 7 0.07 37.35 Gallia | 17 0.17 37.52 Garfield | 6 0.06 37.58 Garvin | 7 0.07 37.65 Gaston | 19 0.19 37.84 Gates | 10 0.10 37.94 Geauga | 40 0.40 38.34 Genesee | 31 0.31 38.65 Gilliam | 5 0.05 38.70 Gloucester | 18 0.18 38.88 Golden Valley | 1 0.01 38.89 Gosper | 2 0.02 38.91 Grady | 17 0.17 39.08 Grafton | 13 0.13 39.21 Graham | 10 0.10 39.31 Grand Forks | 12 0.12 39.43 Grant | 28 0.28 39.71 Granville | 8 0.08 39.79 Greene | 113 1.13 40.92 Greer | 2 0.02 40.94 Griggs | 7 0.07 41.01 Guadalupe | 2 0.02 41.03 Guernsey | 24 0.24 41.27 Guilford | 22 0.22 41.49 Halifax | 8 0.08 41.57 Hall | 2 0.02 41.59 Hamilton | 67 0.67 42.26 Hancock | 29 0.29 42.55 Hardin | 23 0.23 42.78 Harding | 2 0.02 42.80 Harmon | 2 0.02 42.82 Harnett | 11 0.11 42.93 Harney | 5 0.05 42.98 Harper | 3 0.03 43.01 Harrison | 32 0.32 43.33 Haskell | 13 0.13 43.46 Haywood | 14 0.14 43.60 Henderson | 18 0.18 43.78 Henry | 31 0.31 44.09 Herkimer | 34 0.34 44.43 Hertford | 8 0.08 44.51 Hettinger | 7 0.07 44.58 Hidalgo | 4 0.04 44.62 Highland | 24 0.24 44.86 Hillsborough | 26 0.26 45.12 Hocking | 23 0.23 45.35 Hoke | 12 0.12 45.47 Holmes | 31 0.31 45.78 Holt | 2 0.02 45.80 Hood River | 10 0.10 45.90 Hooker | 2 0.02 45.92 Hudson | 25 0.25 46.17 Hughes | 11 0.11 46.28 Hunterdon | 13 0.13 46.41 Huntingdon | 45 0.45 46.86 Huron | 29 0.29 47.15 Hyde | 7 0.07 47.22 Indiana | 29 0.29 47.51 Iredell | 17 0.17 47.68 Jackson | 58 0.58 48.26 Jefferson | 113 1.13 49.39 Johnston | 23 0.23 49.62 Jones | 8 0.08 49.70 Josephine | 19 0.19 49.89 Juniata | 43 0.43 50.32 Kay | 8 0.08 50.40 Kearney | 1 0.01 50.41 Keith | 2 0.02 50.43 Keya Paha | 2 0.02 50.45 Kidder | 11 0.11 50.56 Kingfisher | 17 0.17 50.73 Kings | 45 0.45 51.18 Kiowa | 10 0.10 51.28 Klamath | 7 0.07 51.35 Knox | 27 0.27 51.62 LaMoure | 7 0.07 51.69 Lackawanna | 39 0.39 52.08 Lake | 51 0.51 52.59 Lancaster | 62 0.62 53.21 Lane | 23 0.23 53.44 Latimer | 6 0.06 53.50 Lawrence | 59 0.59 54.09 Le Flore | 8 0.08 54.17 Lea | 2 0.02 54.19 Lebanon | 24 0.24 54.43 Lee | 15 0.15 54.58 Lenoir | 3 0.03 54.61 Lewis | 24 0.24 54.85 Licking | 34 0.34 55.19 Lincoln | 46 0.46 55.65 Linn | 20 0.20 55.85 Livingston | 16 0.16 56.01 Logan | 51 0.51 56.52 Lorain | 44 0.44 56.96 Los Alamos | 6 0.06 57.02 Loup | 2 0.02 57.04 Love | 6 0.06 57.10 Lucas | 47 0.47 57.57 Luna | 9 0.09 57.66 Lyon | 6 0.06 57.72 Macon | 13 0.13 57.85 Madison | 88 0.88 58.73 Mahoning | 51 0.51 59.24 Major | 5 0.05 59.29 Malheur | 8 0.08 59.37 Marion | 51 0.51 59.88 Marshall | 5 0.05 59.93 Martin | 7 0.07 60.00 Mayes | 17 0.17 60.17 McClain | 16 0.16 60.33 McCurtain | 4 0.04 60.37 McDowell | 18 0.18 60.55 McHenry | 7 0.07 60.62 McIntosh | 27 0.27 60.89 McKenzie | 1 0.01 60.90 McKinley | 4 0.04 60.94 McLean | 7 0.07 61.01 McPherson | 2 0.02 61.03 Mecklenburg | 20 0.20 61.23 Medina | 52 0.52 61.75 Meigs | 17 0.17 61.92 Mercer | 49 0.49 62.41 Merrick | 2 0.02 62.43 Merrimack | 15 0.15 62.58 Miami | 36 0.36 62.94 Middlesex | 18 0.18 63.12 Mineral | 1 0.01 63.13 Mitchell | 14 0.14 63.27 Monmouth | 18 0.18 63.45 Monroe | 49 0.49 63.94 Montgomery | 87 0.87 64.81 Moore | 8 0.08 64.89 Mora | 2 0.02 64.91 Morgan | 26 0.26 65.17 Morrill | 2 0.02 65.19 Morris | 27 0.27 65.46 Morrow | 30 0.30 65.76 Morton | 16 0.16 65.92 Mountrail | 1 0.01 65.93 Multnomah | 30 0.30 66.23 Murray | 5 0.05 66.28 Muskingum | 29 0.29 66.57 Muskogee | 24 0.24 66.81 Nance | 2 0.02 66.83 Nash | 10 0.10 66.93 Nassau | 34 0.34 67.27 Nelson | 7 0.07 67.34 New Hanover | 9 0.09 67.43 New York | 44 0.44 67.87 Niagara | 40 0.40 68.27 Noble | 36 0.36 68.63 Northampton | 8 0.08 68.71 Nowata | 18 0.18 68.89 Nye | 9 0.09 68.98 Ocean | 15 0.15 69.13 Okfuskee | 6 0.06 69.19 Oklahoma | 20 0.20 69.39 Okmulgee | 15 0.15 69.54 Oliver | 11 0.11 69.65 Oneida | 39 0.39 70.04 Onondaga | 34 0.34 70.38 Onslow | 3 0.03 70.41 Ontario | 22 0.22 70.63 Orange | 44 0.44 71.07 Orleans | 30 0.30 71.37 Osage | 22 0.22 71.59 Oswego | 30 0.30 71.89 Otero | 7 0.07 71.96 Otoe | 7 0.07 72.03 Otsego | 24 0.24 72.27 Ottawa | 41 0.41 72.68 Pamlico | 6 0.06 72.74 Pasquotank | 4 0.04 72.78 Passaic | 20 0.20 72.98 Paulding | 23 0.23 73.21 Pawnee | 11 0.11 73.32 Payne | 7 0.07 73.39 Pembina | 7 0.07 73.46 Pender | 9 0.09 73.55 Perkins | 2 0.02 73.57 Perquimans | 4 0.04 73.61 Perry | 26 0.26 73.87 Person | 15 0.15 74.02 Pickaway | 31 0.31 74.33 Pierce | 9 0.09 74.42 Pike | 22 0.22 74.64 Pitt | 6 0.06 74.70 Pittsburg | 12 0.12 74.82 Platte | 5 0.05 74.87 Polk | 38 0.38 75.25 Pontotoc | 5 0.05 75.30 Portage | 45 0.45 75.75 Pottawatomie | 18 0.18 75.93 Preble | 36 0.36 76.29 Pushmataha | 10 0.10 76.39 Putnam | 49 0.49 76.88 Quay | 2 0.02 76.90 Queens | 45 0.45 77.35 Ramsey | 7 0.07 77.42 Randolph | 18 0.18 77.60 Ransom | 7 0.07 77.67 Rensselaer | 38 0.38 78.05 Renville | 1 0.01 78.06 Richland | 42 0.42 78.48 Richmond | 51 0.51 78.99 Rio Arriba | 10 0.10 79.09 Robeson | 11 0.11 79.20 Rockingham | 43 0.43 79.63 Rockland | 30 0.30 79.93 Roger Mills | 3 0.03 79.96 Rogers | 16 0.16 80.12 Rolette | 7 0.07 80.19 Roosevelt | 2 0.02 80.21 Ross | 25 0.25 80.46 Rowan | 19 0.19 80.65 Rutherford | 13 0.13 80.78 Salem | 8 0.08 80.86 Saline | 4 0.04 80.90 Sampson | 11 0.11 81.01 San Juan | 4 0.04 81.05 San Miguel | 8 0.08 81.13 Sandoval | 18 0.18 81.31 Sandusky | 30 0.30 81.61 Santa Fe | 18 0.18 81.79 Saratoga | 40 0.40 82.19 Sargent | 7 0.07 82.26 Sarpy | 12 0.12 82.38 Saunders | 11 0.11 82.49 Schenectady | 39 0.39 82.88 Schoharie | 22 0.22 83.10 Schuyler | 29 0.29 83.39 Scioto | 21 0.21 83.60 Scotland | 17 0.17 83.77 Scotts Bluff | 2 0.02 83.79 Seminole | 16 0.16 83.95 Seneca | 54 0.54 84.49 Sequoyah | 9 0.09 84.58 Seward | 7 0.07 84.65 Shelby | 25 0.25 84.90 Sheridan | 9 0.09 84.99 Sherman | 11 0.11 85.10 Sierra | 7 0.07 85.17 Sioux | 7 0.07 85.24 Slope | 7 0.07 85.31 Socorro | 5 0.05 85.36 Somerset | 19 0.19 85.55 St. Lawrence | 20 0.20 85.75 Stanly | 12 0.12 85.87 Stanton | 2 0.02 85.89 Stark | 52 0.52 86.41 Steele | 7 0.07 86.48 Stephens | 7 0.07 86.55 Steuben | 29 0.29 86.84 Stokes | 17 0.17 87.01 Storey | 5 0.05 87.06 Strafford | 23 0.23 87.29 Stutsman | 16 0.16 87.45 Suffolk | 21 0.21 87.66 Sullivan | 36 0.36 88.02 Summit | 53 0.53 88.55 Surry | 11 0.11 88.66 Sussex | 14 0.14 88.80 Swain | 11 0.11 88.91 Taos | 5 0.05 88.96 Texas | 2 0.02 88.98 Thomas | 2 0.02 89.00 Thurston | 2 0.02 89.02 Tillamook | 3 0.03 89.05 Tillman | 5 0.05 89.10 Tioga | 36 0.36 89.46 Tompkins | 22 0.22 89.68 Torrance | 14 0.14 89.82 Towner | 7 0.07 89.89 Traill | 11 0.11 90.00 Transylvania | 18 0.18 90.18 Trumbull | 52 0.52 90.70 Tulsa | 25 0.25 90.95 Tuscarawas | 33 0.33 91.28 Tyrrell | 7 0.07 91.35 Ulster | 24 0.24 91.59 Umatilla | 5 0.05 91.64 Union | 84 0.84 92.48 Valencia | 17 0.17 92.65 Van Wert | 22 0.22 92.87 Vance | 11 0.11 92.98 Vinton | 23 0.23 93.21 Wagoner | 24 0.24 93.45 Wake | 18 0.18 93.63 Wallowa | 5 0.05 93.68 Walsh | 7 0.07 93.75 Ward | 7 0.07 93.82 Warren | 99 0.99 94.81 Wasco | 6 0.06 94.87 Washington | 117 1.17 96.04 Washita | 3 0.03 96.07 Washoe | 11 0.11 96.18 Watauga | 9 0.09 96.27 Wayne | 78 0.78 97.05 Wells | 7 0.07 97.12 Westchester | 34 0.34 97.46 Wheeler | 13 0.13 97.59 Wilkes | 12 0.12 97.71 Williams | 32 0.32 98.03 Wilson | 10 0.10 98.13 Wood | 43 0.43 98.56 Woods | 5 0.05 98.61 Woodward | 4 0.04 98.65 Wyandot | 20 0.20 98.85 Wyoming | 33 0.33 99.18 Yadkin | 16 0.16 99.34 Yamhill | 21 0.21 99.55 Yancey | 17 0.17 99.72 Yates | 28 0.28 100.00 ----------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 15 Feb 2019