Frequencies for first 10,000 rows of hsacity variable in ziphsahrr2008 dataset Hospital Service Areas | (HSA) City | Freq. Percent Cum. -------------------------+----------------------------------- Abingdon | 9 0.09 0.09 Abington | 8 0.08 0.17 Albany | 94 0.94 1.11 Alexandria | 25 0.25 1.36 Alexandria Bay | 7 0.07 1.43 Aliquippa | 3 0.03 1.46 Allentown | 45 0.45 1.91 Altoona | 22 0.22 2.13 Amityville | 5 0.05 2.18 Amsterdam | 14 0.14 2.32 Annapolis | 24 0.24 2.56 Arlington | 40 0.40 2.96 Ashland | 8 0.08 3.04 Athol | 6 0.06 3.10 Atlantic City | 16 0.16 3.26 Attleboro | 8 0.08 3.34 Auburn | 16 0.16 3.50 Augusta | 20 0.20 3.70 Ayer | 11 0.11 3.81 Baltimore | 96 0.96 4.77 Bangor | 34 0.34 5.11 Bar Harbor | 14 0.14 5.25 Batavia | 17 0.17 5.42 Bath | 7 0.07 5.49 Bay Shore | 12 0.12 5.61 Bayonne | 1 0.01 5.62 Beaver | 14 0.14 5.76 Beckley | 25 0.25 6.01 Bedford | 3 0.03 6.04 Belfast | 8 0.08 6.12 Belleville | 2 0.02 6.14 Bennington | 22 0.22 6.36 Berkeley Springs | 2 0.02 6.38 Berlin | 42 0.42 6.80 Berwick | 7 0.07 6.87 Bethesda | 17 0.17 7.04 Bethlehem | 12 0.12 7.16 Bethpage | 7 0.07 7.23 Beverly | 14 0.14 7.37 Biddeford | 10 0.10 7.47 Big Stone Gap | 5 0.05 7.52 Binghamton | 46 0.46 7.98 Blacksburg | 9 0.09 8.07 Bloomsburg | 7 0.07 8.14 Blue Hill | 13 0.13 8.27 Bluefield | 47 0.47 8.74 Boothbay Harbor | 8 0.08 8.82 Boston | 66 0.66 9.48 Braddock | 2 0.02 9.50 Bradford | 14 0.14 9.64 Brattleboro | 12 0.12 9.76 Bridgeport | 20 0.20 9.96 Bridgeton | 19 0.19 10.15 Bridgton | 9 0.09 10.24 Bristol | 13 0.13 10.37 Brockport | 10 0.10 10.47 Brockton | 23 0.23 10.70 Bronx | 23 0.23 10.93 Bronxville | 4 0.04 10.97 Brooklyn | 45 0.45 11.42 Brookville | 14 0.14 11.56 Brownsville | 12 0.12 11.68 Brunswick | 18 0.18 11.86 Bryn Mawr | 16 0.16 12.02 Buffalo | 70 0.70 12.72 Burlington | 35 0.35 13.07 Butler | 19 0.19 13.26 Calais | 13 0.13 13.39 Callicoon | 7 0.07 13.46 Cambridge | 37 0.37 13.83 Camden | 36 0.36 14.19 Camp Hill | 17 0.17 14.36 Canandaigua | 15 0.15 14.51 Canonsburg | 6 0.06 14.57 Cape May Court House | 16 0.16 14.73 Carbondale | 8 0.08 14.81 Caribou | 8 0.08 14.89 Carlisle | 14 0.14 15.03 Carmel | 8 0.08 15.11 Carthage | 6 0.06 15.17 Catskill | 37 0.37 15.54 Chambersburg | 26 0.26 15.80 Charleston | 118 1.18 16.98 Charlottesville | 67 0.67 17.65 Chesapeake | 7 0.07 17.72 Chestertown | 15 0.15 17.87 Cheverly | 6 0.06 17.93 Claremont | 3 0.03 17.96 Clarion | 20 0.20 18.16 Clearfield | 33 0.33 18.49 Clifton Springs | 6 0.06 18.55 Clinton | 18 0.18 18.73 Clintwood | 6 0.06 18.79 Coaldale | 6 0.06 18.85 Coatesville | 12 0.12 18.97 Cobleskill | 14 0.14 19.11 Cold Spring | 1 0.01 19.12 Colebrook | 7 0.07 19.19 Columbia | 10 0.10 19.29 Concord | 34 0.34 19.63 Connellsville | 6 0.06 19.69 Cooperstown | 28 0.28 19.97 Corning | 10 0.10 20.07 Cornwall | 15 0.15 20.22 Corry | 6 0.06 20.28 Cortland | 16 0.16 20.44 Coudersport | 12 0.12 20.56 Crisfield | 1 0.01 20.57 Cuba | 4 0.04 20.61 Culpeper | 16 0.16 20.77 Cumberland | 30 0.30 21.07 Damariscotta | 12 0.12 21.19 Danbury | 18 0.18 21.37 Dansville | 16 0.16 21.53 Danville | 26 0.26 21.79 Darby | 4 0.04 21.83 Denville | 11 0.11 21.94 Derby | 5 0.05 21.99 Derry | 5 0.05 22.04 Dobbs Ferry | 2 0.02 22.06 Dover | 52 0.52 22.58 Dover-Foxcroft | 9 0.09 22.67 Doylestown | 29 0.29 22.96 Drexel Hill | 4 0.04 23.00 Dubois | 17 0.17 23.17 Dunkirk | 9 0.09 23.26 East Meadow | 6 0.06 23.32 East Stroudsburg | 34 0.34 23.66 Easton | 44 0.44 24.10 Edison | 15 0.15 24.25 Elizabeth | 8 0.08 24.33 Elizabethtown | 7 0.07 24.40 Elkins | 3 0.03 24.43 Elkton | 12 0.12 24.55 Ellenville | 5 0.05 24.60 Ellsworth | 13 0.13 24.73 Ellwood City | 4 0.04 24.77 Elmer | 6 0.06 24.83 Elmira | 19 0.19 25.02 Emporia | 11 0.11 25.13 Englewood | 11 0.11 25.24 Ephrata | 11 0.11 25.35 Erie | 45 0.45 25.80 Everett | 16 0.16 25.96 Exeter | 16 0.16 26.12 Fairfax | 8 0.08 26.20 Fall River | 14 0.14 26.34 Falls Church | 45 0.45 26.79 Fallston | 11 0.11 26.90 Falmouth | 17 0.17 27.07 Far Rockaway | 11 0.11 27.18 Farmington | 26 0.26 27.44 Farmville | 9 0.09 27.53 Fitchburg | 4 0.04 27.57 Flemington | 25 0.25 27.82 Flushing | 28 0.28 28.10 Fort Kent | 12 0.12 28.22 Franklin | 33 0.33 28.55 Frederick | 33 0.33 28.88 Fredericksburg | 38 0.38 29.26 Freehold | 11 0.11 29.37 Front Royal | 5 0.05 29.42 Fulton | 5 0.05 29.47 Galax | 10 0.10 29.57 Gardner | 10 0.10 29.67 Geneva | 10 0.10 29.77 Gettysburg | 11 0.11 29.88 Glen Burnie | 15 0.15 30.03 Glen Cove | 10 0.10 30.13 Glen Dale | 1 0.01 30.14 Glens Falls | 43 0.43 30.57 Gloucester | 43 0.43 31.00 Gloversville | 8 0.08 31.08 Goshen | 11 0.11 31.19 Gouverneur | 5 0.05 31.24 Gowanda | 10 0.10 31.34 Grantsville | 2 0.02 31.36 Great Barrington | 16 0.16 31.52 Greenfield | 28 0.28 31.80 Greenport | 9 0.09 31.89 Greensburg | 24 0.24 32.13 Greenville | 20 0.20 32.33 Greenwich | 6 0.06 32.39 Grove City | 8 0.08 32.47 Grundy | 12 0.12 32.59 Hackensack | 15 0.15 32.74 Hackettstown | 6 0.06 32.80 Hagerstown | 23 0.23 33.03 Hamilton | 20 0.20 33.23 Hammonton | 3 0.03 33.26 Hampton | 9 0.09 33.35 Hanover | 8 0.08 33.43 Harris | 32 0.32 33.75 Harrisburg | 50 0.50 34.25 Harrisonburg | 30 0.30 34.55 Hartford | 85 0.85 35.40 Haverhill | 9 0.09 35.49 Havre De Grace | 13 0.13 35.62 Hazleton | 27 0.27 35.89 Hershey | 2 0.02 35.91 Hinton | 4 0.04 35.95 Hoboken | 3 0.03 35.98 Holmdel | 8 0.08 36.06 Holyoke | 5 0.05 36.11 Honesdale | 25 0.25 36.36 Hopewell | 2 0.02 36.38 Hornell | 9 0.09 36.47 Hot Springs | 6 0.06 36.53 Houlton | 11 0.11 36.64 Huntingdon | 24 0.24 36.88 Huntington | 75 0.75 37.63 Hurricane | 9 0.09 37.72 Hyannis | 39 0.39 38.11 Indiana | 26 0.26 38.37 Irving | 7 0.07 38.44 Irvington | 1 0.01 38.45 Ithaca | 17 0.17 38.62 Jamaica | 28 0.28 38.90 Jamestown | 23 0.23 39.13 Jeannette | 13 0.13 39.26 Jersey City | 13 0.13 39.39 Jersey Shore | 4 0.04 39.43 Johnstown | 40 0.40 39.83 Kane | 5 0.05 39.88 Kearny | 4 0.04 39.92 Keene | 24 0.24 40.16 Kenmore | 5 0.05 40.21 Kilmarnock | 25 0.25 40.46 Kingsport | 8 0.08 40.54 Kingston | 48 0.48 41.02 Kittanning | 17 0.17 41.19 La Plata | 21 0.21 41.40 Lackawanna | 2 0.02 41.42 Laconia | 19 0.19 41.61 Lakewood | 4 0.04 41.65 Lancaster | 71 0.71 42.36 Langhorne | 17 0.17 42.53 Lanham | 17 0.17 42.70 Lansdale | 11 0.11 42.81 Latrobe | 22 0.22 43.03 Laurel | 13 0.13 43.16 Lawrence | 10 0.10 43.26 Lebanon | 73 0.73 43.99 Leesburg | 24 0.24 44.23 Lehighton | 6 0.06 44.29 Leominster | 1 0.01 44.30 Leonardtown | 28 0.28 44.58 Lewes | 11 0.11 44.69 Lewisburg | 30 0.30 44.99 Lewiston | 36 0.36 45.35 Lewistown | 22 0.22 45.57 Lexington | 8 0.08 45.65 Lincoln | 10 0.10 45.75 Little Falls | 5 0.05 45.80 Littleton | 8 0.08 45.88 Livingston | 5 0.05 45.93 Lock Haven | 13 0.13 46.06 Lockport | 3 0.03 46.09 Logan | 31 0.31 46.40 Long Beach | 4 0.04 46.44 Long Branch | 11 0.11 46.55 Long Island City | 4 0.04 46.59 Louisa | 2 0.02 46.61 Low Moor | 9 0.09 46.70 Lowell | 18 0.18 46.88 Lowville | 12 0.12 47.00 Ludlow | 1 0.01 47.01 Luray | 3 0.03 47.04 Lynchburg | 42 0.42 47.46 Lynn | 8 0.08 47.54 Machias | 14 0.14 47.68 Malden | 1 0.01 47.69 Malone | 15 0.15 47.84 Man | 15 0.15 47.99 Manahawkin | 8 0.08 48.07 Manassas | 14 0.14 48.21 Manchester | 27 0.27 48.48 Manhasset | 20 0.20 48.68 Manhattan | 155 1.55 50.23 Margaretville | 12 0.12 50.35 Marion | 8 0.08 50.43 Marlborough | 3 0.03 50.46 Marlinton | 4 0.04 50.50 Martinsburg | 12 0.12 50.62 Martinsville | 11 0.11 50.73 Massena | 3 0.03 50.76 McConnellsburg | 11 0.11 50.87 McKees Rocks | 1 0.01 50.88 McKeesport | 12 0.12 51.00 Meadville | 14 0.14 51.14 Medford | 2 0.02 51.16 Media | 12 0.12 51.28 Medina | 6 0.06 51.34 Melrose | 3 0.03 51.37 Meriden | 6 0.06 51.43 Methuen | 3 0.03 51.46 Meyersdale | 8 0.08 51.54 Middlebury | 11 0.11 51.65 Middlesboro | 1 0.01 51.66 Middletown | 50 0.50 52.16 Milford | 11 0.11 52.27 Millinocket | 6 0.06 52.33 Milton | 2 0.02 52.35 Mineola | 16 0.16 52.51 Monongahela | 16 0.16 52.67 Monroeville | 12 0.12 52.79 Montclair | 10 0.10 52.89 Montgomery | 16 0.16 53.05 Montour Falls | 7 0.07 53.12 Montrose | 6 0.06 53.18 Morgantown | 9 0.09 53.27 Morristown | 28 0.28 53.55 Morrisville | 18 0.18 53.73 Mount Airy | 4 0.04 53.77 Mount Holly | 19 0.19 53.96 Mount Kisco | 26 0.26 54.22 Mount Pleasant | 20 0.20 54.42 Mount Vernon | 4 0.04 54.46 Muncy | 10 0.10 54.56 Nantucket | 3 0.03 54.59 Nashua | 15 0.15 54.74 Nassawadox | 39 0.39 55.13 Natick | 19 0.19 55.32 Natrona Heights | 18 0.18 55.50 Needham | 2 0.02 55.52 Neptune | 12 0.12 55.64 New Bedford | 14 0.14 55.78 New Britain | 7 0.07 55.85 New Brunswick | 18 0.18 56.03 New Castle | 16 0.16 56.19 New Haven | 40 0.40 56.59 New Kensington | 2 0.02 56.61 New London | 37 0.37 56.98 New Milford | 11 0.11 57.09 New Rochelle | 6 0.06 57.15 Newark | 29 0.29 57.44 Newburgh | 8 0.08 57.52 Newburyport | 9 0.09 57.61 Newfane | 6 0.06 57.67 Newport | 25 0.25 57.92 Newport News | 29 0.29 58.21 Newton | 32 0.32 58.53 Niagara Falls | 5 0.05 58.58 Norfolk | 32 0.32 58.90 Norristown | 20 0.20 59.10 North Adams | 7 0.07 59.17 North Bergen | 2 0.02 59.19 North Conway | 11 0.11 59.30 North Tarrytown | 9 0.09 59.39 North Tonawanda | 1 0.01 59.40 Northampton | 22 0.22 59.62 Norton | 5 0.05 59.67 Norwalk | 20 0.20 59.87 Norway | 15 0.15 60.02 Norwich | 22 0.22 60.24 Norwood | 8 0.08 60.32 Nyack | 20 0.20 60.52 Oak Bluffs | 7 0.07 60.59 Oak Hill | 1 0.01 60.60 Oakland | 7 0.07 60.67 Oceanside | 7 0.07 60.74 Ogdensburg | 11 0.11 60.85 Olean | 19 0.19 61.04 Olney | 20 0.20 61.24 Oneida | 10 0.10 61.34 Oneonta | 24 0.24 61.58 Orange | 3 0.03 61.61 Oswego | 5 0.05 61.66 Palmer | 5 0.05 61.71 Palmerton | 6 0.06 61.77 Paoli | 11 0.11 61.88 Paramus | 2 0.02 61.90 Passaic | 11 0.11 62.01 Patchogue | 16 0.16 62.17 Paterson | 15 0.15 62.32 Pawtucket | 4 0.04 62.36 Pearisburg | 9 0.09 62.45 Peckville | 1 0.01 62.46 Peekskill | 11 0.11 62.57 Penn Yan | 11 0.11 62.68 Pennington Gap | 6 0.06 62.74 Perth Amboy | 3 0.03 62.77 Peterborough | 12 0.12 62.89 Petersburg | 19 0.19 63.08 Philadelphia | 99 0.99 64.07 Philipsburg | 6 0.06 64.13 Phillipsburg | 11 0.11 64.24 Phoenixville | 11 0.11 64.35 Pittsburgh | 123 1.23 65.58 Pittsfield | 45 0.45 66.03 Plainfield | 9 0.09 66.12 Plainview | 7 0.07 66.19 Plattsburgh | 32 0.32 66.51 Plymouth | 22 0.22 66.73 Point Pleasant | 20 0.20 66.93 Pompton Plains | 13 0.13 67.06 Port Chester | 4 0.04 67.10 Port Jefferson | 16 0.16 67.26 Port Jervis | 15 0.15 67.41 Portland | 49 0.49 67.90 Portsmouth | 18 0.18 68.08 Potsdam | 20 0.20 68.28 Pottstown | 10 0.10 68.38 Pottsville | 40 0.40 68.78 Poughkeepsie | 24 0.24 69.02 Presque Isle | 14 0.14 69.16 Prince Frederick | 16 0.16 69.32 Princeton | 35 0.35 69.67 Providence | 35 0.35 70.02 Pulaski | 4 0.04 70.06 Punxsutawney | 18 0.18 70.24 Putnam | 26 0.26 70.50 Quakertown | 9 0.09 70.59 Quincy | 3 0.03 70.62 Radford | 11 0.11 70.73 Rahway | 4 0.04 70.77 Randallstown | 7 0.07 70.84 Randolph | 14 0.14 70.98 Ranson | 9 0.09 71.07 Reading | 42 0.42 71.49 Red Bank | 14 0.14 71.63 Renovo | 5 0.05 71.68 Reston | 19 0.19 71.87 Rhinebeck | 6 0.06 71.93 Richlands | 17 0.17 72.10 Richmond | 125 1.25 73.35 Ridgewood | 17 0.17 73.52 Ridgway | 2 0.02 73.54 Ridley Park | 15 0.15 73.69 Ripley | 8 0.08 73.77 Riverhead | 14 0.14 73.91 Riverside | 4 0.04 73.95 Roanoke | 61 0.61 74.56 Roaring Spring | 10 0.10 74.66 Rochester | 88 0.88 75.54 Rockland | 26 0.26 75.80 Rockville | 25 0.25 76.05 Rockville Centre | 6 0.06 76.11 Rocky Mount | 5 0.05 76.16 Rome | 15 0.15 76.31 Ronceverte | 20 0.20 76.51 Rumford | 8 0.08 76.59 Rutland | 32 0.32 76.91 Salem | 25 0.25 77.16 Salisbury | 58 0.58 77.74 Sanford | 13 0.13 77.87 Saranac Lake | 20 0.20 78.07 Saratoga Springs | 11 0.11 78.18 Sayre | 29 0.29 78.47 Schenectady | 23 0.23 78.70 Scranton | 40 0.40 79.10 Seaford | 5 0.05 79.15 Secaucus | 2 0.02 79.17 Sellersville | 26 0.26 79.43 Sewickley | 10 0.10 79.53 Shamokin | 2 0.02 79.55 Sharon | 26 0.26 79.81 Sidney | 9 0.09 79.90 Silver Spring | 11 0.11 80.01 Skowhegan | 11 0.11 80.12 Smithtown | 10 0.10 80.22 Sodus | 9 0.09 80.31 Somers Point | 10 0.10 80.41 Somerset | 24 0.24 80.65 Somerville | 16 0.16 80.81 South Amboy | 4 0.04 80.85 South Boston | 21 0.21 81.06 South Charleston | 12 0.12 81.18 South Hill | 16 0.16 81.34 South Weymouth | 29 0.29 81.63 South Williamson | 3 0.03 81.66 Southampton | 13 0.13 81.79 Southbridge | 9 0.09 81.88 Southington | 4 0.04 81.92 Spangler | 18 0.18 82.10 Spencer | 11 0.11 82.21 Springfield | 51 0.51 82.72 Springville | 14 0.14 82.86 St. Albans | 19 0.19 83.05 St. Johnsbury | 23 0.23 83.28 St. Marys | 7 0.07 83.35 Stafford Springs | 9 0.09 83.44 Stamford | 19 0.19 83.63 Star Lake | 7 0.07 83.70 State College | 26 0.26 83.96 Staten Island | 14 0.14 84.10 Staunton | 29 0.29 84.39 Stoneham | 1 0.01 84.40 Stony Brook | 3 0.03 84.43 Stoughton | 1 0.01 84.44 Stratford | 7 0.07 84.51 Stuart | 6 0.06 84.57 Suffern | 9 0.09 84.66 Suffolk | 12 0.12 84.78 Summersville | 1 0.01 84.79 Summit | 15 0.15 84.94 Sunbury | 11 0.11 85.05 Susquehanna | 8 0.08 85.13 Sussex | 9 0.09 85.22 Syosset | 4 0.04 85.26 Syracuse | 79 0.79 86.05 Takoma Park | 7 0.07 86.12 Tappahannock | 17 0.17 86.29 Taunton | 12 0.12 86.41 Tazewell | 3 0.03 86.44 Teaneck | 9 0.09 86.53 Ticonderoga | 8 0.08 86.61 Titusville | 12 0.12 86.73 Toms River | 15 0.15 86.88 Torrington | 11 0.11 86.99 Towanda | 11 0.11 87.10 Townshend | 8 0.08 87.18 Trenton | 32 0.32 87.50 Troy | 19 0.19 87.69 Tunkhannock | 8 0.08 87.77 Tyrone | 5 0.05 87.82 Union | 4 0.04 87.86 Union City | 1 0.01 87.87 Uniontown | 38 0.38 88.25 Upland | 7 0.07 88.32 Utica | 51 0.51 88.83 Valley Stream | 6 0.06 88.89 Vineland | 11 0.11 89.00 Virginia Beach | 16 0.16 89.16 Wakefield | 12 0.12 89.28 Waltham | 6 0.06 89.34 Walton | 4 0.04 89.38 Ware | 8 0.08 89.46 Wareham | 6 0.06 89.52 Warminster | 2 0.02 89.54 Warren | 15 0.15 89.69 Warrenton | 26 0.26 89.95 Warsaw | 18 0.18 90.13 Warwick | 17 0.17 90.30 Washington | 300 3.00 93.30 Waterbury | 32 0.32 93.62 Watertown | 32 0.32 93.94 Waterville | 25 0.25 94.19 Wayne | 7 0.07 94.26 Waynesboro | 12 0.12 94.38 Waynesburg | 18 0.18 94.56 Webster | 2 0.02 94.58 Weirton | 4 0.04 94.62 Wellsboro | 18 0.18 94.80 Wellsville | 15 0.15 94.95 West Chester | 13 0.13 95.08 West Grove | 13 0.13 95.21 West Islip | 8 0.08 95.29 Westerly | 12 0.12 95.41 Westfield | 13 0.13 95.54 Westminster | 8 0.08 95.62 Westwood | 12 0.12 95.74 White Plains | 13 0.13 95.87 Wilkes-Barre | 36 0.36 96.23 Williamsburg | 10 0.10 96.33 Williamson | 12 0.12 96.45 Williamsport | 18 0.18 96.63 Willimantic | 16 0.16 96.79 Willingboro | 5 0.05 96.84 Wilmington | 52 0.52 97.36 Winchester | 35 0.35 97.71 Windber | 4 0.04 97.75 Windsor | 6 0.06 97.81 Winsted | 6 0.06 97.87 Winthrop | 1 0.01 97.88 Wolfeboro | 14 0.14 98.02 Woodbridge | 10 0.10 98.12 Woodbury | 19 0.19 98.31 Woodstock | 9 0.09 98.40 Woodsville | 16 0.16 98.56 Woonsocket | 14 0.14 98.70 Worcester | 62 0.62 99.32 Wytheville | 10 0.10 99.42 Yonkers | 7 0.07 99.49 York | 51 0.51 100.00 -------------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018