Frequencies for first 10,000 rows of hsacity variable in ziphsahrr2007 dataset Hospital Service Areas | (HSA) City | Freq. Percent Cum. -------------------------+----------------------------------- Abingdon | 8 0.08 0.08 Abington | 8 0.08 0.16 Albany | 94 0.94 1.10 Alexandria | 26 0.26 1.36 Alexandria Bay | 7 0.07 1.43 Aliquippa | 3 0.03 1.46 Allentown | 47 0.47 1.93 Altoona | 22 0.22 2.15 Amityville | 5 0.05 2.20 Amsterdam | 15 0.15 2.35 Annapolis | 24 0.24 2.59 Arlington | 41 0.41 3.00 Ashland | 8 0.08 3.08 Athol | 6 0.06 3.14 Atlantic City | 16 0.16 3.30 Attleboro | 8 0.08 3.38 Auburn | 16 0.16 3.54 Augusta | 20 0.20 3.74 Ayer | 11 0.11 3.85 Baltimore | 98 0.98 4.83 Bangor | 36 0.36 5.19 Bar Harbor | 14 0.14 5.33 Batavia | 17 0.17 5.50 Bath | 7 0.07 5.57 Bay Shore | 12 0.12 5.69 Bayonne | 1 0.01 5.70 Beaver | 14 0.14 5.84 Beckley | 24 0.24 6.08 Bedford | 3 0.03 6.11 Belfast | 9 0.09 6.20 Belleville | 2 0.02 6.22 Bennington | 22 0.22 6.44 Berkeley Springs | 2 0.02 6.46 Berlin | 41 0.41 6.87 Berwick | 7 0.07 6.94 Bethesda | 17 0.17 7.11 Bethlehem | 11 0.11 7.22 Bethpage | 7 0.07 7.29 Beverly | 14 0.14 7.43 Biddeford | 10 0.10 7.53 Big Stone Gap | 5 0.05 7.58 Binghamton | 46 0.46 8.04 Blacksburg | 9 0.09 8.13 Bloomsburg | 7 0.07 8.20 Blue Hill | 13 0.13 8.33 Bluefield | 47 0.47 8.80 Boothbay Harbor | 8 0.08 8.88 Boston | 66 0.66 9.54 Braddock | 2 0.02 9.56 Bradford | 15 0.15 9.71 Brattleboro | 12 0.12 9.83 Bridgeport | 20 0.20 10.03 Bridgeton | 19 0.19 10.22 Bridgton | 8 0.08 10.30 Bristol | 13 0.13 10.43 Brockport | 10 0.10 10.53 Brockton | 23 0.23 10.76 Bronx | 24 0.24 11.00 Bronxville | 4 0.04 11.04 Brooklyn | 45 0.45 11.49 Brookville | 15 0.15 11.64 Brownsville | 11 0.11 11.75 Brunswick | 18 0.18 11.93 Bryn Mawr | 16 0.16 12.09 Buffalo | 70 0.70 12.79 Burlington | 34 0.34 13.13 Butler | 19 0.19 13.32 Calais | 13 0.13 13.45 Callicoon | 7 0.07 13.52 Cambridge | 37 0.37 13.89 Camden | 36 0.36 14.25 Camp Hill | 19 0.19 14.44 Canandaigua | 15 0.15 14.59 Canonsburg | 6 0.06 14.65 Cape May Court House | 16 0.16 14.81 Carbondale | 7 0.07 14.88 Caribou | 8 0.08 14.96 Carlisle | 14 0.14 15.10 Carmel | 7 0.07 15.17 Carthage | 6 0.06 15.23 Catskill | 36 0.36 15.59 Chambersburg | 26 0.26 15.85 Charleston | 118 1.18 17.03 Charlottesville | 67 0.67 17.70 Chesapeake | 7 0.07 17.77 Chestertown | 16 0.16 17.93 Cheverly | 6 0.06 17.99 Claremont | 3 0.03 18.02 Clarion | 20 0.20 18.22 Clearfield | 33 0.33 18.55 Clifton Springs | 6 0.06 18.61 Clinton | 17 0.17 18.78 Clintwood | 6 0.06 18.84 Coaldale | 6 0.06 18.90 Coatesville | 12 0.12 19.02 Cobleskill | 11 0.11 19.13 Cold Spring | 1 0.01 19.14 Colebrook | 7 0.07 19.21 Columbia | 11 0.11 19.32 Concord | 34 0.34 19.66 Connellsville | 6 0.06 19.72 Cooperstown | 26 0.26 19.98 Corning | 10 0.10 20.08 Cornwall | 15 0.15 20.23 Corry | 7 0.07 20.30 Cortland | 16 0.16 20.46 Coudersport | 12 0.12 20.58 Crisfield | 1 0.01 20.59 Cuba | 4 0.04 20.63 Culpeper | 16 0.16 20.79 Cumberland | 30 0.30 21.09 Damariscotta | 12 0.12 21.21 Danbury | 18 0.18 21.39 Dansville | 16 0.16 21.55 Danville | 26 0.26 21.81 Darby | 4 0.04 21.85 Denville | 11 0.11 21.96 Derby | 5 0.05 22.01 Derry | 5 0.05 22.06 Dobbs Ferry | 2 0.02 22.08 Dover | 53 0.53 22.61 Dover-Foxcroft | 9 0.09 22.70 Doylestown | 29 0.29 22.99 Drexel Hill | 4 0.04 23.03 Dubois | 18 0.18 23.21 Dunkirk | 8 0.08 23.29 East Meadow | 6 0.06 23.35 East Stroudsburg | 34 0.34 23.69 Easton | 51 0.51 24.20 Edison | 15 0.15 24.35 Elizabeth | 8 0.08 24.43 Elizabethtown | 7 0.07 24.50 Elkins | 3 0.03 24.53 Elkton | 11 0.11 24.64 Ellenville | 6 0.06 24.70 Ellsworth | 13 0.13 24.83 Ellwood City | 4 0.04 24.87 Elmer | 6 0.06 24.93 Elmira | 19 0.19 25.12 Emporia | 10 0.10 25.22 Englewood | 11 0.11 25.33 Ephrata | 11 0.11 25.44 Erie | 47 0.47 25.91 Everett | 15 0.15 26.06 Exeter | 16 0.16 26.22 Fairfax | 8 0.08 26.30 Fall River | 14 0.14 26.44 Falls Church | 46 0.46 26.90 Fallston | 11 0.11 27.01 Falmouth | 18 0.18 27.19 Far Rockaway | 11 0.11 27.30 Farmington | 26 0.26 27.56 Farmville | 10 0.10 27.66 Fitchburg | 4 0.04 27.70 Flemington | 26 0.26 27.96 Flushing | 28 0.28 28.24 Fort Kent | 12 0.12 28.36 Franklin | 33 0.33 28.69 Frederick | 32 0.32 29.01 Fredericksburg | 38 0.38 29.39 Freehold | 10 0.10 29.49 Front Royal | 5 0.05 29.54 Fulton | 5 0.05 29.59 Galax | 10 0.10 29.69 Gardner | 10 0.10 29.79 Geneva | 10 0.10 29.89 Gettysburg | 12 0.12 30.01 Glen Burnie | 16 0.16 30.17 Glen Cove | 10 0.10 30.27 Glen Dale | 1 0.01 30.28 Glens Falls | 43 0.43 30.71 Gloucester | 43 0.43 31.14 Gloversville | 8 0.08 31.22 Goshen | 11 0.11 31.33 Gouverneur | 4 0.04 31.37 Gowanda | 10 0.10 31.47 Grantsville | 2 0.02 31.49 Great Barrington | 15 0.15 31.64 Greenfield | 26 0.26 31.90 Greenport | 9 0.09 31.99 Greensburg | 23 0.23 32.22 Greenville | 20 0.20 32.42 Greenwich | 6 0.06 32.48 Grove City | 8 0.08 32.56 Grundy | 12 0.12 32.68 Hackensack | 15 0.15 32.83 Hackettstown | 6 0.06 32.89 Hagerstown | 23 0.23 33.12 Hamilton | 20 0.20 33.32 Hammonton | 3 0.03 33.35 Hampton | 9 0.09 33.44 Hanover | 9 0.09 33.53 Harris | 31 0.31 33.84 Harrisburg | 50 0.50 34.34 Harrisonburg | 30 0.30 34.64 Hartford | 85 0.85 35.49 Haverhill | 9 0.09 35.58 Havre De Grace | 13 0.13 35.71 Hazleton | 27 0.27 35.98 Hershey | 2 0.02 36.00 Hinton | 4 0.04 36.04 Hoboken | 3 0.03 36.07 Holmdel | 8 0.08 36.15 Holyoke | 5 0.05 36.20 Honesdale | 26 0.26 36.46 Hopewell | 2 0.02 36.48 Hornell | 9 0.09 36.57 Hot Springs | 6 0.06 36.63 Houlton | 10 0.10 36.73 Huntingdon | 23 0.23 36.96 Huntington | 35 0.35 37.31 Hurricane | 9 0.09 37.40 Hyannis | 38 0.38 37.78 Indiana | 26 0.26 38.04 Irving | 7 0.07 38.11 Irvington | 1 0.01 38.12 Ithaca | 17 0.17 38.29 Jamaica | 28 0.28 38.57 Jamestown | 24 0.24 38.81 Jeannette | 13 0.13 38.94 Jersey City | 13 0.13 39.07 Jersey Shore | 4 0.04 39.11 Johnstown | 39 0.39 39.50 Kane | 5 0.05 39.55 Kearny | 4 0.04 39.59 Keene | 24 0.24 39.83 Kenmore | 4 0.04 39.87 Kilmarnock | 25 0.25 40.12 Kingsport | 8 0.08 40.20 Kingston | 49 0.49 40.69 Kittanning | 19 0.19 40.88 La Plata | 21 0.21 41.09 Lackawanna | 2 0.02 41.11 Laconia | 18 0.18 41.29 Lakewood | 4 0.04 41.33 Lancaster | 70 0.70 42.03 Langhorne | 17 0.17 42.20 Lanham | 17 0.17 42.37 Lansdale | 11 0.11 42.48 Latrobe | 23 0.23 42.71 Laurel | 13 0.13 42.84 Lawrence | 10 0.10 42.94 Lebanon | 74 0.74 43.68 Leesburg | 26 0.26 43.94 Lehighton | 6 0.06 44.00 Leominster | 1 0.01 44.01 Leonardtown | 28 0.28 44.29 Lewes | 11 0.11 44.40 Lewisburg | 29 0.29 44.69 Lewiston | 36 0.36 45.05 Lewistown | 22 0.22 45.27 Lexington | 8 0.08 45.35 Lincoln | 11 0.11 45.46 Little Falls | 5 0.05 45.51 Littleton | 8 0.08 45.59 Livingston | 5 0.05 45.64 Lock Haven | 13 0.13 45.77 Lockport | 3 0.03 45.80 Logan | 30 0.30 46.10 Long Beach | 4 0.04 46.14 Long Branch | 10 0.10 46.24 Long Island City | 4 0.04 46.28 Louisa | 2 0.02 46.30 Low Moor | 9 0.09 46.39 Lowell | 18 0.18 46.57 Lowville | 12 0.12 46.69 Ludlow | 1 0.01 46.70 Luray | 3 0.03 46.73 Lynchburg | 42 0.42 47.15 Lynn | 8 0.08 47.23 Machias | 14 0.14 47.37 Malden | 1 0.01 47.38 Malone | 15 0.15 47.53 Man | 15 0.15 47.68 Manahawkin | 8 0.08 47.76 Manassas | 14 0.14 47.90 Manchester | 27 0.27 48.17 Manhasset | 20 0.20 48.37 Manhattan | 155 1.55 49.92 Margaretville | 12 0.12 50.04 Marion | 8 0.08 50.12 Marlborough | 3 0.03 50.15 Marlinton | 4 0.04 50.19 Martinsburg | 12 0.12 50.31 Martinsville | 11 0.11 50.42 Massena | 3 0.03 50.45 McConnellsburg | 12 0.12 50.57 McKees Rocks | 1 0.01 50.58 McKeesport | 12 0.12 50.70 Meadville | 14 0.14 50.84 Medford | 2 0.02 50.86 Media | 12 0.12 50.98 Medina | 6 0.06 51.04 Melrose | 3 0.03 51.07 Meriden | 7 0.07 51.14 Methuen | 3 0.03 51.17 Meyersdale | 8 0.08 51.25 Middlebury | 11 0.11 51.36 Middlesboro | 1 0.01 51.37 Middletown | 50 0.50 51.87 Milford | 11 0.11 51.98 Millinocket | 6 0.06 52.04 Milton | 2 0.02 52.06 Mineola | 19 0.19 52.25 Monongahela | 16 0.16 52.41 Monroeville | 12 0.12 52.53 Montclair | 10 0.10 52.63 Montgomery | 16 0.16 52.79 Montour Falls | 7 0.07 52.86 Montrose | 6 0.06 52.92 Morgantown | 9 0.09 53.01 Morristown | 29 0.29 53.30 Morrisville | 18 0.18 53.48 Mount Airy | 4 0.04 53.52 Mount Holly | 19 0.19 53.71 Mount Kisco | 26 0.26 53.97 Mount Pleasant | 20 0.20 54.17 Mount Vernon | 6 0.06 54.23 Muncy | 10 0.10 54.33 Nantucket | 3 0.03 54.36 Nashua | 15 0.15 54.51 Nassawadox | 39 0.39 54.90 Natick | 19 0.19 55.09 Natrona Heights | 18 0.18 55.27 Needham | 2 0.02 55.29 Neptune | 12 0.12 55.41 New Bedford | 14 0.14 55.55 New Britain | 7 0.07 55.62 New Brunswick | 18 0.18 55.80 New Castle | 16 0.16 55.96 New Haven | 40 0.40 56.36 New Kensington | 2 0.02 56.38 New London | 37 0.37 56.75 New Milford | 11 0.11 56.86 New Rochelle | 6 0.06 56.92 Newark | 31 0.31 57.23 Newburgh | 8 0.08 57.31 Newburyport | 9 0.09 57.40 Newfane | 6 0.06 57.46 Newport | 25 0.25 57.71 Newport News | 29 0.29 58.00 Newton | 32 0.32 58.32 Niagara Falls | 5 0.05 58.37 Norfolk | 32 0.32 58.69 Norristown | 22 0.22 58.91 North Adams | 8 0.08 58.99 North Bergen | 2 0.02 59.01 North Conway | 12 0.12 59.13 North Tarrytown | 9 0.09 59.22 North Tonawanda | 2 0.02 59.24 Northampton | 23 0.23 59.47 Norton | 5 0.05 59.52 Norwalk | 21 0.21 59.73 Norway | 16 0.16 59.89 Norwich | 22 0.22 60.11 Norwood | 8 0.08 60.19 Nyack | 20 0.20 60.39 Oak Bluffs | 7 0.07 60.46 Oak Hill | 1 0.01 60.47 Oakland | 7 0.07 60.54 Oceanside | 7 0.07 60.61 Ogdensburg | 12 0.12 60.73 Olean | 19 0.19 60.92 Olney | 19 0.19 61.11 Oneida | 10 0.10 61.21 Oneonta | 28 0.28 61.49 Orange | 3 0.03 61.52 Oswego | 5 0.05 61.57 Palmer | 5 0.05 61.62 Palmerton | 6 0.06 61.68 Paoli | 11 0.11 61.79 Paramus | 2 0.02 61.81 Passaic | 11 0.11 61.92 Patchogue | 16 0.16 62.08 Paterson | 15 0.15 62.23 Pawtucket | 4 0.04 62.27 Pearisburg | 9 0.09 62.36 Peckville | 1 0.01 62.37 Peekskill | 11 0.11 62.48 Penn Yan | 11 0.11 62.59 Pennington Gap | 6 0.06 62.65 Perth Amboy | 3 0.03 62.68 Peterborough | 12 0.12 62.80 Petersburg | 20 0.20 63.00 Philadelphia | 99 0.99 63.99 Philipsburg | 6 0.06 64.05 Phillipsburg | 11 0.11 64.16 Phoenixville | 12 0.12 64.28 Pittsburgh | 127 1.27 65.55 Pittsfield | 45 0.45 66.00 Plainfield | 9 0.09 66.09 Plainview | 7 0.07 66.16 Plattsburgh | 33 0.33 66.49 Plymouth | 22 0.22 66.71 Point Pleasant | 20 0.20 66.91 Pompton Plains | 12 0.12 67.03 Port Chester | 4 0.04 67.07 Port Jefferson | 16 0.16 67.23 Port Jervis | 15 0.15 67.38 Portland | 50 0.50 67.88 Portsmouth | 18 0.18 68.06 Potsdam | 21 0.21 68.27 Pottstown | 10 0.10 68.37 Pottsville | 40 0.40 68.77 Poughkeepsie | 25 0.25 69.02 Presque Isle | 14 0.14 69.16 Prince Frederick | 16 0.16 69.32 Princeton | 36 0.36 69.68 Providence | 35 0.35 70.03 Pulaski | 4 0.04 70.07 Punxsutawney | 15 0.15 70.22 Putnam | 26 0.26 70.48 Quakertown | 9 0.09 70.57 Quincy | 3 0.03 70.60 Radford | 11 0.11 70.71 Rahway | 4 0.04 70.75 Randallstown | 8 0.08 70.83 Randolph | 14 0.14 70.97 Ranson | 9 0.09 71.06 Reading | 43 0.43 71.49 Red Bank | 15 0.15 71.64 Renovo | 5 0.05 71.69 Reston | 19 0.19 71.88 Rhinebeck | 6 0.06 71.94 Richlands | 17 0.17 72.11 Richmond | 125 1.25 73.36 Ridgewood | 17 0.17 73.53 Ridgway | 2 0.02 73.55 Ridley Park | 14 0.14 73.69 Ripley | 7 0.07 73.76 Riverhead | 14 0.14 73.90 Riverside | 4 0.04 73.94 Roanoke | 61 0.61 74.55 Roaring Spring | 11 0.11 74.66 Rochester | 90 0.90 75.56 Rockland | 25 0.25 75.81 Rockville | 26 0.26 76.07 Rockville Centre | 7 0.07 76.14 Rocky Mount | 5 0.05 76.19 Rome | 15 0.15 76.34 Ronceverte | 20 0.20 76.54 Rumford | 8 0.08 76.62 Rutland | 32 0.32 76.94 Salem | 25 0.25 77.19 Salisbury | 58 0.58 77.77 Sanford | 13 0.13 77.90 Saranac Lake | 19 0.19 78.09 Saratoga Springs | 11 0.11 78.20 Sayre | 28 0.28 78.48 Schenectady | 23 0.23 78.71 Scranton | 42 0.42 79.13 Seaford | 5 0.05 79.18 Secaucus | 2 0.02 79.20 Sellersville | 26 0.26 79.46 Sewickley | 9 0.09 79.55 Shamokin | 2 0.02 79.57 Sharon | 26 0.26 79.83 Sidney | 9 0.09 79.92 Silver Spring | 11 0.11 80.03 Skowhegan | 11 0.11 80.14 Smithtown | 10 0.10 80.24 Sodus | 9 0.09 80.33 Somers Point | 10 0.10 80.43 Somerset | 25 0.25 80.68 Somerville | 16 0.16 80.84 South Amboy | 4 0.04 80.88 South Boston | 21 0.21 81.09 South Charleston | 13 0.13 81.22 South Hill | 16 0.16 81.38 South Weymouth | 29 0.29 81.67 South Williamson | 3 0.03 81.70 Southampton | 13 0.13 81.83 Southbridge | 9 0.09 81.92 Southington | 4 0.04 81.96 Spangler | 18 0.18 82.14 Spencer | 11 0.11 82.25 Springfield | 53 0.53 82.78 Springville | 14 0.14 82.92 St. Albans | 19 0.19 83.11 St. Johnsbury | 23 0.23 83.34 St. Marys | 7 0.07 83.41 Stafford Springs | 9 0.09 83.50 Stamford | 19 0.19 83.69 Star Lake | 7 0.07 83.76 State College | 25 0.25 84.01 Staten Island | 14 0.14 84.15 Staunton | 29 0.29 84.44 Stoneham | 1 0.01 84.45 Stony Brook | 3 0.03 84.48 Stoughton | 1 0.01 84.49 Stratford | 7 0.07 84.56 Stuart | 6 0.06 84.62 Suffern | 9 0.09 84.71 Suffolk | 12 0.12 84.83 Summersville | 1 0.01 84.84 Summit | 15 0.15 84.99 Sunbury | 12 0.12 85.11 Susquehanna | 7 0.07 85.18 Sussex | 8 0.08 85.26 Syosset | 4 0.04 85.30 Syracuse | 79 0.79 86.09 Takoma Park | 7 0.07 86.16 Tappahannock | 17 0.17 86.33 Taunton | 12 0.12 86.45 Tazewell | 3 0.03 86.48 Teaneck | 9 0.09 86.57 Ticonderoga | 7 0.07 86.64 Titusville | 12 0.12 86.76 Toms River | 15 0.15 86.91 Torrington | 11 0.11 87.02 Towanda | 11 0.11 87.13 Townshend | 8 0.08 87.21 Trenton | 32 0.32 87.53 Troy | 19 0.19 87.72 Tunkhannock | 8 0.08 87.80 Tyrone | 6 0.06 87.86 Union | 4 0.04 87.90 Union City | 1 0.01 87.91 Uniontown | 39 0.39 88.30 Upland | 8 0.08 88.38 Utica | 51 0.51 88.89 Valley Stream | 6 0.06 88.95 Vineland | 11 0.11 89.06 Virginia Beach | 16 0.16 89.22 Wakefield | 13 0.13 89.35 Waltham | 6 0.06 89.41 Walton | 4 0.04 89.45 Ware | 8 0.08 89.53 Wareham | 6 0.06 89.59 Warminster | 2 0.02 89.61 Warren | 15 0.15 89.76 Warrenton | 26 0.26 90.02 Warsaw | 18 0.18 90.20 Warwick | 17 0.17 90.37 Washington | 296 2.96 93.33 Waterbury | 32 0.32 93.65 Watertown | 32 0.32 93.97 Waterville | 25 0.25 94.22 Wayne | 8 0.08 94.30 Waynesboro | 12 0.12 94.42 Waynesburg | 18 0.18 94.60 Webster | 2 0.02 94.62 Weirton | 4 0.04 94.66 Wellsboro | 19 0.19 94.85 Wellsville | 14 0.14 94.99 West Chester | 12 0.12 95.11 West Grove | 13 0.13 95.24 West Islip | 8 0.08 95.32 Westerly | 11 0.11 95.43 Westfield | 13 0.13 95.56 Westminster | 8 0.08 95.64 Westwood | 12 0.12 95.76 White Plains | 13 0.13 95.89 Wilkes-Barre | 36 0.36 96.25 Williamsburg | 10 0.10 96.35 Williamson | 7 0.07 96.42 Williamsport | 18 0.18 96.60 Willimantic | 16 0.16 96.76 Willingboro | 5 0.05 96.81 Wilmington | 54 0.54 97.35 Winchester | 37 0.37 97.72 Windber | 4 0.04 97.76 Windsor | 6 0.06 97.82 Winsted | 6 0.06 97.88 Winthrop | 1 0.01 97.89 Wolfeboro | 14 0.14 98.03 Woodbridge | 10 0.10 98.13 Woodbury | 19 0.19 98.32 Woodstock | 9 0.09 98.41 Woodsville | 16 0.16 98.57 Woonsocket | 14 0.14 98.71 Worcester | 62 0.62 99.33 Wytheville | 10 0.10 99.43 Yonkers | 6 0.06 99.49 York | 51 0.51 100.00 -------------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018