Frequencies for first 10,000 rows of hsacity variable in ziphsahrr1998 dataset Hospital Service Areas | (HSA) City | Freq. Percent Cum. -------------------------+----------------------------------- Abingdon | 8 0.08 0.08 Abington | 8 0.08 0.16 Albany | 100 1.00 1.16 Alexandria | 25 0.25 1.41 Alexandria Bay | 7 0.07 1.48 Aliquippa | 3 0.03 1.51 Allentown | 50 0.50 2.01 Altoona | 23 0.23 2.24 Amityville | 5 0.05 2.29 Amsterdam | 14 0.14 2.43 Annapolis | 23 0.23 2.66 Arlington | 43 0.43 3.09 Ashland | 9 0.09 3.18 Athol | 6 0.06 3.24 Atlantic City | 18 0.18 3.42 Attleboro | 9 0.09 3.51 Auburn | 19 0.19 3.70 Augusta | 21 0.21 3.91 Ayer | 11 0.11 4.02 Baltimore | 102 1.02 5.04 Bangor | 37 0.37 5.41 Bar Harbor | 19 0.19 5.60 Batavia | 18 0.18 5.78 Bath | 7 0.07 5.85 Bay Shore | 12 0.12 5.97 Bayonne | 1 0.01 5.98 Beaver | 14 0.14 6.12 Bedford | 3 0.03 6.15 Belfast | 9 0.09 6.24 Belleville | 3 0.03 6.27 Bennington | 22 0.22 6.49 Berlin | 39 0.39 6.88 Berwick | 6 0.06 6.94 Bethesda | 16 0.16 7.10 Bethlehem | 9 0.09 7.19 Bethpage | 6 0.06 7.25 Beverly | 14 0.14 7.39 Biddeford | 11 0.11 7.50 Big Stone Gap | 7 0.07 7.57 Binghamton | 45 0.45 8.02 Blacksburg | 9 0.09 8.11 Bloomsburg | 7 0.07 8.18 Blue Hill | 15 0.15 8.33 Bluefield | 2 0.02 8.35 Boothbay Harbor | 10 0.10 8.45 Boston | 78 0.78 9.23 Braddock | 2 0.02 9.25 Bradford | 14 0.14 9.39 Brattleboro | 14 0.14 9.53 Bridgeport | 23 0.23 9.76 Bridgeton | 18 0.18 9.94 Bridgton | 10 0.10 10.04 Bristol | 13 0.13 10.17 Brockport | 10 0.10 10.27 Brockton | 26 0.26 10.53 Bronx | 24 0.24 10.77 Bronxville | 4 0.04 10.81 Brooklyn | 51 0.51 11.32 Brookville | 16 0.16 11.48 Brownsville | 11 0.11 11.59 Brunswick | 21 0.21 11.80 Bryn Mawr | 15 0.15 11.95 Buffalo | 73 0.73 12.68 Burlington | 34 0.34 13.02 Butler | 17 0.17 13.19 Calais | 14 0.14 13.33 Callicoon | 6 0.06 13.39 Cambridge | 41 0.41 13.80 Camden | 36 0.36 14.16 Camp Hill | 18 0.18 14.34 Canandaigua | 16 0.16 14.50 Canonsburg | 8 0.08 14.58 Cape May Court House | 17 0.17 14.75 Carbondale | 7 0.07 14.82 Caribou | 10 0.10 14.92 Carlisle | 16 0.16 15.08 Carmel | 7 0.07 15.15 Carthage | 6 0.06 15.21 Catskill | 40 0.40 15.61 Chambersburg | 24 0.24 15.85 Charlottesville | 69 0.69 16.54 Chesapeake | 7 0.07 16.61 Chestertown | 17 0.17 16.78 Cheverly | 9 0.09 16.87 Claremont | 4 0.04 16.91 Clarion | 20 0.20 17.11 Clearfield | 35 0.35 17.46 Clifton Springs | 8 0.08 17.54 Clinton | 18 0.18 17.72 Clintwood | 5 0.05 17.77 Coaldale | 6 0.06 17.83 Coatesville | 11 0.11 17.94 Cobleskill | 15 0.15 18.09 Cold Spring | 1 0.01 18.10 Colebrook | 7 0.07 18.17 Columbia | 11 0.11 18.28 Concord | 33 0.33 18.61 Connellsville | 7 0.07 18.68 Cooperstown | 30 0.30 18.98 Corning | 10 0.10 19.08 Cornwall | 13 0.13 19.21 Corry | 6 0.06 19.27 Cortland | 20 0.20 19.47 Coudersport | 11 0.11 19.58 Crisfield | 1 0.01 19.59 Cuba | 5 0.05 19.64 Culpeper | 15 0.15 19.79 Cumberland | 29 0.29 20.08 Damariscotta | 12 0.12 20.20 Danbury | 18 0.18 20.38 Dansville | 18 0.18 20.56 Danville | 21 0.21 20.77 Darby | 4 0.04 20.81 Denville | 11 0.11 20.92 Derby | 5 0.05 20.97 Derry | 5 0.05 21.02 Dobbs Ferry | 2 0.02 21.04 Dover | 50 0.50 21.54 Dover-Foxcroft | 9 0.09 21.63 Doylestown | 26 0.26 21.89 Drexel Hill | 5 0.05 21.94 Dubois | 18 0.18 22.12 Dunkirk | 9 0.09 22.21 East Meadow | 6 0.06 22.27 East Stroudsburg | 34 0.34 22.61 Easton | 52 0.52 23.13 Edison | 13 0.13 23.26 Elizabeth | 10 0.10 23.36 Elizabethtown | 9 0.09 23.45 Elkton | 13 0.13 23.58 Ellenville | 6 0.06 23.64 Ellsworth | 15 0.15 23.79 Ellwood City | 3 0.03 23.82 Elmer | 7 0.07 23.89 Elmira | 21 0.21 24.10 Emporia | 12 0.12 24.22 Englewood | 11 0.11 24.33 Ephrata | 10 0.10 24.43 Erie | 50 0.50 24.93 Everett | 14 0.14 25.07 Exeter | 16 0.16 25.23 Fairfax | 12 0.12 25.35 Fall River | 14 0.14 25.49 Falls Church | 49 0.49 25.98 Fallston | 11 0.11 26.09 Falmouth | 18 0.18 26.27 Far Rockaway | 12 0.12 26.39 Farmington | 26 0.26 26.65 Farmville | 11 0.11 26.76 Fitchburg | 4 0.04 26.80 Flemington | 24 0.24 27.04 Flushing | 34 0.34 27.38 Fort Kent | 14 0.14 27.52 Franklin | 36 0.36 27.88 Frederick | 35 0.35 28.23 Fredericksburg | 38 0.38 28.61 Freehold | 11 0.11 28.72 Front Royal | 8 0.08 28.80 Fulton | 5 0.05 28.85 Galax | 12 0.12 28.97 Gardner | 11 0.11 29.08 Geneva | 8 0.08 29.16 Gettysburg | 13 0.13 29.29 Glen Burnie | 16 0.16 29.45 Glen Cove | 10 0.10 29.55 Glen Dale | 1 0.01 29.56 Glens Falls | 42 0.42 29.98 Gloucester | 57 0.57 30.55 Gloversville | 8 0.08 30.63 Goshen | 11 0.11 30.74 Gouverneur | 6 0.06 30.80 Gowanda | 11 0.11 30.91 Great Barrington | 15 0.15 31.06 Greenfield | 27 0.27 31.33 Greenport | 9 0.09 31.42 Greensburg | 25 0.25 31.67 Greenville | 19 0.19 31.86 Greenwich | 7 0.07 31.93 Grove City | 10 0.10 32.03 Grundy | 1 0.01 32.04 Hackensack | 14 0.14 32.18 Hackettstown | 7 0.07 32.25 Hagerstown | 23 0.23 32.48 Hamilton | 22 0.22 32.70 Hammonton | 3 0.03 32.73 Hampton | 10 0.10 32.83 Hanover | 8 0.08 32.91 Harris | 35 0.35 33.26 Harrisburg | 47 0.47 33.73 Harrisonburg | 30 0.30 34.03 Hartford | 85 0.85 34.88 Haverhill | 9 0.09 34.97 Havre De Grace | 13 0.13 35.10 Hazleton | 27 0.27 35.37 Hershey | 1 0.01 35.38 Hoboken | 2 0.02 35.40 Holmdel | 9 0.09 35.49 Holyoke | 5 0.05 35.54 Honesdale | 26 0.26 35.80 Hopewell | 2 0.02 35.82 Hornell | 9 0.09 35.91 Hot Springs | 6 0.06 35.97 Houlton | 12 0.12 36.09 Huntingdon | 25 0.25 36.34 Huntington | 10 0.10 36.44 Hyannis | 39 0.39 36.83 Indiana | 27 0.27 37.10 Irving | 6 0.06 37.16 Irvington | 1 0.01 37.17 Ithaca | 18 0.18 37.35 Jamaica | 45 0.45 37.80 Jamestown | 27 0.27 38.07 Jeannette | 13 0.13 38.20 Jersey City | 12 0.12 38.32 Jersey Shore | 3 0.03 38.35 Johnstown | 45 0.45 38.80 Kane | 6 0.06 38.86 Kearny | 4 0.04 38.90 Keene | 23 0.23 39.13 Kenmore | 4 0.04 39.17 Kilmarnock | 29 0.29 39.46 Kingsport | 8 0.08 39.54 Kingston | 49 0.49 40.03 Kittanning | 19 0.19 40.22 La Plata | 22 0.22 40.44 Lackawanna | 2 0.02 40.46 Laconia | 14 0.14 40.60 Lakewood | 4 0.04 40.64 Lancaster | 75 0.75 41.39 Langhorne | 17 0.17 41.56 Lanham | 17 0.17 41.73 Lansdale | 10 0.10 41.83 Latrobe | 21 0.21 42.04 Laurel | 14 0.14 42.18 Lawrence | 10 0.10 42.28 Lebanon | 78 0.78 43.06 Leesburg | 37 0.37 43.43 Lehighton | 5 0.05 43.48 Leominster | 1 0.01 43.49 Leonardtown | 27 0.27 43.76 Lewes | 11 0.11 43.87 Lewisburg | 30 0.30 44.17 Lewiston | 38 0.38 44.55 Lewistown | 22 0.22 44.77 Lexington | 4 0.04 44.81 Lincoln | 13 0.13 44.94 Little Falls | 5 0.05 44.99 Littleton | 7 0.07 45.06 Livingston | 5 0.05 45.11 Lock Haven | 14 0.14 45.25 Lockport | 3 0.03 45.28 Long Beach | 4 0.04 45.32 Long Branch | 9 0.09 45.41 Long Island City | 4 0.04 45.45 Low Moor | 9 0.09 45.54 Lowell | 18 0.18 45.72 Lowville | 12 0.12 45.84 Ludlow | 1 0.01 45.85 Luray | 3 0.03 45.88 Lynchburg | 29 0.29 46.17 Lynn | 8 0.08 46.25 Machias | 16 0.16 46.41 Malden | 1 0.01 46.42 Malone | 14 0.14 46.56 Manahawkin | 7 0.07 46.63 Manassas | 21 0.21 46.84 Manchester | 28 0.28 47.12 Manhasset | 23 0.23 47.35 Manhattan | 169 1.69 49.04 Margaretville | 12 0.12 49.16 Marion | 9 0.09 49.25 Marlborough | 3 0.03 49.28 Martinsville | 11 0.11 49.39 Massena | 4 0.04 49.43 McConnellsburg | 10 0.10 49.53 McKees Rocks | 1 0.01 49.54 McKeesport | 12 0.12 49.66 Meadville | 15 0.15 49.81 Medford | 2 0.02 49.83 Media | 12 0.12 49.95 Medina | 7 0.07 50.02 Melrose | 3 0.03 50.05 Meriden | 6 0.06 50.11 Methuen | 3 0.03 50.14 Meyersdale | 7 0.07 50.21 Middlebury | 11 0.11 50.32 Middlesboro | 1 0.01 50.33 Middletown | 48 0.48 50.81 Milford | 12 0.12 50.93 Millinocket | 7 0.07 51.00 Milton | 2 0.02 51.02 Mineola | 20 0.20 51.22 Monongahela | 18 0.18 51.40 Monroeville | 12 0.12 51.52 Montclair | 10 0.10 51.62 Montour Falls | 8 0.08 51.70 Montrose | 5 0.05 51.75 Morgantown | 10 0.10 51.85 Morristown | 29 0.29 52.14 Morrisville | 19 0.19 52.33 Mount Airy | 3 0.03 52.36 Mount Holly | 19 0.19 52.55 Mount Kisco | 27 0.27 52.82 Mount Pleasant | 20 0.20 53.02 Mount Vernon | 7 0.07 53.09 Muncy | 11 0.11 53.20 Nantucket | 3 0.03 53.23 Nashua | 13 0.13 53.36 Nassawadox | 42 0.42 53.78 Natick | 19 0.19 53.97 Natrona Heights | 17 0.17 54.14 Needham | 4 0.04 54.18 Neptune | 12 0.12 54.30 New Bedford | 14 0.14 54.44 New Britain | 7 0.07 54.51 New Brunswick | 21 0.21 54.72 New Castle | 17 0.17 54.89 New Haven | 40 0.40 55.29 New Kensington | 2 0.02 55.31 New London | 40 0.40 55.71 New Milford | 11 0.11 55.82 New Rochelle | 6 0.06 55.88 Newark | 34 0.34 56.22 Newburgh | 9 0.09 56.31 Newburyport | 9 0.09 56.40 Newfane | 6 0.06 56.46 Newport | 25 0.25 56.71 Newport News | 31 0.31 57.02 Newton | 43 0.43 57.45 Niagara Falls | 5 0.05 57.50 Norfolk | 34 0.34 57.84 Norristown | 28 0.28 58.12 North Adams | 7 0.07 58.19 North Bergen | 2 0.02 58.21 North Conway | 12 0.12 58.33 North Tarrytown | 9 0.09 58.42 North Tonawanda | 2 0.02 58.44 Northampton | 23 0.23 58.67 Norton | 5 0.05 58.72 Norwalk | 21 0.21 58.93 Norway | 17 0.17 59.10 Norwich | 24 0.24 59.34 Norwood | 8 0.08 59.42 Nyack | 21 0.21 59.63 Oak Bluffs | 7 0.07 59.70 Oakland | 7 0.07 59.77 Oceanside | 9 0.09 59.86 Ogdensburg | 12 0.12 59.98 Olean | 22 0.22 60.20 Olney | 18 0.18 60.38 Oneida | 11 0.11 60.49 Oneonta | 25 0.25 60.74 Orange | 3 0.03 60.77 Oswego | 6 0.06 60.83 Palmer | 5 0.05 60.88 Palmerton | 6 0.06 60.94 Paoli | 7 0.07 61.01 Paramus | 2 0.02 61.03 Passaic | 11 0.11 61.14 Patchogue | 16 0.16 61.30 Paterson | 15 0.15 61.45 Pawtucket | 4 0.04 61.49 Pearisburg | 8 0.08 61.57 Peckville | 1 0.01 61.58 Peekskill | 11 0.11 61.69 Penn Yan | 11 0.11 61.80 Pennington Gap | 6 0.06 61.86 Perth Amboy | 3 0.03 61.89 Peterborough | 13 0.13 62.02 Petersburg | 19 0.19 62.21 Philadelphia | 98 0.98 63.19 Philipsburg | 4 0.04 63.23 Phillipsburg | 12 0.12 63.35 Phoenixville | 14 0.14 63.49 Pittsburgh | 126 1.26 64.75 Pittsfield | 46 0.46 65.21 Plainfield | 8 0.08 65.29 Plainview | 13 0.13 65.42 Plattsburgh | 32 0.32 65.74 Plymouth | 24 0.24 65.98 Point Pleasant | 9 0.09 66.07 Pompton Plains | 13 0.13 66.20 Port Chester | 5 0.05 66.25 Port Jefferson | 17 0.17 66.42 Port Jervis | 17 0.17 66.59 Portland | 51 0.51 67.10 Portsmouth | 25 0.25 67.35 Potsdam | 19 0.19 67.54 Pottstown | 10 0.10 67.64 Pottsville | 44 0.44 68.08 Poughkeepsie | 25 0.25 68.33 Presque Isle | 16 0.16 68.49 Prince Frederick | 16 0.16 68.65 Princeton | 20 0.20 68.85 Providence | 35 0.35 69.20 Pulaski | 4 0.04 69.24 Punxsutawney | 17 0.17 69.41 Putnam | 26 0.26 69.67 Quakertown | 11 0.11 69.78 Quincy | 3 0.03 69.81 Radford | 11 0.11 69.92 Rahway | 4 0.04 69.96 Randallstown | 10 0.10 70.06 Randolph | 13 0.13 70.19 Reading | 46 0.46 70.65 Red Bank | 16 0.16 70.81 Renovo | 5 0.05 70.86 Reston | 29 0.29 71.15 Rhinebeck | 6 0.06 71.21 Richmond | 150 1.50 72.71 Ridgewood | 18 0.18 72.89 Ridgway | 2 0.02 72.91 Ridley Park | 14 0.14 73.05 Riverhead | 12 0.12 73.17 Riverside | 5 0.05 73.22 Roanoke | 63 0.63 73.85 Roaring Spring | 13 0.13 73.98 Rochester | 93 0.93 74.91 Rockland | 26 0.26 75.17 Rockville | 28 0.28 75.45 Rockville Centre | 6 0.06 75.51 Rocky Mount | 5 0.05 75.56 Rome | 12 0.12 75.68 Rumford | 11 0.11 75.79 Rutland | 33 0.33 76.12 Salem | 28 0.28 76.40 Salisbury | 62 0.62 77.02 Sanford | 13 0.13 77.15 Saranac Lake | 24 0.24 77.39 Saratoga Springs | 10 0.10 77.49 Sayre | 29 0.29 77.78 Schenectady | 23 0.23 78.01 Scranton | 45 0.45 78.46 Seaford | 5 0.05 78.51 Secaucus | 2 0.02 78.53 Sellersville | 26 0.26 78.79 Sewickley | 10 0.10 78.89 Shamokin | 3 0.03 78.92 Sharon | 26 0.26 79.18 Sidney | 9 0.09 79.27 Silver Spring | 11 0.11 79.38 Skowhegan | 11 0.11 79.49 Smithtown | 10 0.10 79.59 Sodus | 11 0.11 79.70 Somers Point | 11 0.11 79.81 Somerset | 21 0.21 80.02 Somerville | 17 0.17 80.19 South Amboy | 5 0.05 80.24 South Boston | 13 0.13 80.37 South Hill | 17 0.17 80.54 South Weymouth | 29 0.29 80.83 Southampton | 15 0.15 80.98 Southbridge | 9 0.09 81.07 Southington | 4 0.04 81.11 Spangler | 18 0.18 81.29 Springfield | 53 0.53 81.82 Springville | 13 0.13 81.95 St. Albans | 19 0.19 82.14 St. Johnsbury | 21 0.21 82.35 St. Marys | 7 0.07 82.42 Stafford Springs | 9 0.09 82.51 Stamford | 20 0.20 82.71 Star Lake | 7 0.07 82.78 State College | 27 0.27 83.05 Staten Island | 14 0.14 83.19 Staunton | 32 0.32 83.51 Stoneham | 1 0.01 83.52 Stony Brook | 3 0.03 83.55 Stoughton | 1 0.01 83.56 Stratford | 7 0.07 83.63 Stuart | 6 0.06 83.69 Suffern | 9 0.09 83.78 Suffolk | 12 0.12 83.90 Summit | 15 0.15 84.05 Sunbury | 13 0.13 84.18 Susquehanna | 9 0.09 84.27 Sussex | 8 0.08 84.35 Syosset | 4 0.04 84.39 Syracuse | 80 0.80 85.19 Takoma Park | 8 0.08 85.27 Tappahannock | 17 0.17 85.44 Taunton | 13 0.13 85.57 Teaneck | 10 0.10 85.67 Ticonderoga | 8 0.08 85.75 Titusville | 11 0.11 85.86 Toms River | 15 0.15 86.01 Torrington | 10 0.10 86.11 Towanda | 11 0.11 86.22 Townshend | 7 0.07 86.29 Trenton | 34 0.34 86.63 Troy | 20 0.20 86.83 Tunkhannock | 9 0.09 86.92 Tyrone | 4 0.04 86.96 Union | 5 0.05 87.01 Union City | 2 0.02 87.03 Uniontown | 36 0.36 87.39 Upland | 9 0.09 87.48 Utica | 55 0.55 88.03 Valley Stream | 10 0.10 88.13 Vineland | 11 0.11 88.24 Virginia Beach | 16 0.16 88.40 Wakefield | 12 0.12 88.52 Waltham | 7 0.07 88.59 Walton | 4 0.04 88.63 Ware | 8 0.08 88.71 Wareham | 6 0.06 88.77 Warminster | 2 0.02 88.79 Warren | 15 0.15 88.94 Warrenton | 36 0.36 89.30 Warsaw | 18 0.18 89.48 Warwick | 20 0.20 89.68 Washington | 334 3.34 93.02 Waterbury | 32 0.32 93.34 Watertown | 36 0.36 93.70 Waterville | 27 0.27 93.97 Wayne | 9 0.09 94.06 Waynesboro | 14 0.14 94.20 Waynesburg | 18 0.18 94.38 Webster | 2 0.02 94.40 Weirton | 6 0.06 94.46 Wellsboro | 21 0.21 94.67 Wellsville | 13 0.13 94.80 West Chester | 12 0.12 94.92 West Grove | 14 0.14 95.06 West Islip | 8 0.08 95.14 Westerly | 13 0.13 95.27 Westfield | 13 0.13 95.40 Westminster | 12 0.12 95.52 Westwood | 10 0.10 95.62 White Plains | 17 0.17 95.79 Wilkes-Barre | 44 0.44 96.23 Williamsburg | 9 0.09 96.32 Williamsport | 23 0.23 96.55 Willimantic | 16 0.16 96.71 Willingboro | 6 0.06 96.77 Wilmington | 55 0.55 97.32 Winchester | 39 0.39 97.71 Windber | 3 0.03 97.74 Windsor | 6 0.06 97.80 Winsted | 7 0.07 97.87 Winthrop | 1 0.01 97.88 Wolfeboro | 14 0.14 98.02 Woodbridge | 9 0.09 98.11 Woodbury | 19 0.19 98.30 Woodstock | 9 0.09 98.39 Woodsville | 16 0.16 98.55 Woonsocket | 13 0.13 98.68 Worcester | 64 0.64 99.32 Wytheville | 10 0.10 99.42 Yonkers | 6 0.06 99.48 York | 52 0.52 100.00 -------------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018