Frequencies for first 10,000 rows of hsacity variable in ziphsahrr2002 dataset Hospital Service Areas | (HSA) City | Freq. Percent Cum. -------------------------+----------------------------------- Abingdon | 8 0.08 0.08 Abington | 8 0.08 0.16 Albany | 95 0.95 1.11 Alexandria | 26 0.26 1.37 Alexandria Bay | 7 0.07 1.44 Aliquippa | 3 0.03 1.47 Allentown | 47 0.47 1.94 Altoona | 23 0.23 2.17 Amityville | 5 0.05 2.22 Amsterdam | 14 0.14 2.36 Annapolis | 23 0.23 2.59 Arlington | 43 0.43 3.02 Ashland | 8 0.08 3.10 Athol | 6 0.06 3.16 Atlantic City | 16 0.16 3.32 Attleboro | 8 0.08 3.40 Auburn | 16 0.16 3.56 Augusta | 20 0.20 3.76 Ayer | 10 0.10 3.86 Baltimore | 98 0.98 4.84 Bangor | 36 0.36 5.20 Bar Harbor | 15 0.15 5.35 Batavia | 17 0.17 5.52 Bath | 7 0.07 5.59 Bay Shore | 12 0.12 5.71 Bayonne | 1 0.01 5.72 Beaver | 14 0.14 5.86 Beckley | 26 0.26 6.12 Bedford | 3 0.03 6.15 Belfast | 10 0.10 6.25 Belleville | 2 0.02 6.27 Bennington | 22 0.22 6.49 Berkeley Springs | 2 0.02 6.51 Berlin | 39 0.39 6.90 Berwick | 6 0.06 6.96 Bethesda | 17 0.17 7.13 Bethlehem | 10 0.10 7.23 Bethpage | 7 0.07 7.30 Beverly | 14 0.14 7.44 Biddeford | 10 0.10 7.54 Big Stone Gap | 5 0.05 7.59 Binghamton | 46 0.46 8.05 Blacksburg | 9 0.09 8.14 Bloomsburg | 7 0.07 8.21 Blue Hill | 14 0.14 8.35 Bluefield | 52 0.52 8.87 Boothbay Harbor | 9 0.09 8.96 Boston | 75 0.75 9.71 Braddock | 2 0.02 9.73 Bradford | 13 0.13 9.86 Brattleboro | 13 0.13 9.99 Bridgeport | 20 0.20 10.19 Bridgeton | 19 0.19 10.38 Bridgton | 9 0.09 10.47 Bristol | 13 0.13 10.60 Brockport | 10 0.10 10.70 Brockton | 23 0.23 10.93 Bronx | 23 0.23 11.16 Bronxville | 4 0.04 11.20 Brooklyn | 47 0.47 11.67 Brookville | 15 0.15 11.82 Brownsville | 13 0.13 11.95 Brunswick | 20 0.20 12.15 Bryn Mawr | 16 0.16 12.31 Buffalo | 70 0.70 13.01 Burlington | 34 0.34 13.35 Butler | 19 0.19 13.54 Calais | 13 0.13 13.67 Callicoon | 7 0.07 13.74 Cambridge | 37 0.37 14.11 Camden | 36 0.36 14.47 Camp Hill | 19 0.19 14.66 Canandaigua | 15 0.15 14.81 Canonsburg | 6 0.06 14.87 Cape May Court House | 16 0.16 15.03 Carbondale | 7 0.07 15.10 Caribou | 9 0.09 15.19 Carlisle | 14 0.14 15.33 Carmel | 7 0.07 15.40 Carthage | 6 0.06 15.46 Catskill | 37 0.37 15.83 Chambersburg | 25 0.25 16.08 Charleston | 119 1.19 17.27 Charlottesville | 67 0.67 17.94 Chesapeake | 7 0.07 18.01 Chestertown | 14 0.14 18.15 Cheverly | 6 0.06 18.21 Claremont | 3 0.03 18.24 Clarion | 20 0.20 18.44 Clearfield | 35 0.35 18.79 Clifton Springs | 6 0.06 18.85 Clinton | 17 0.17 19.02 Clintwood | 5 0.05 19.07 Coaldale | 6 0.06 19.13 Coatesville | 12 0.12 19.25 Cobleskill | 15 0.15 19.40 Cold Spring | 1 0.01 19.41 Colebrook | 7 0.07 19.48 Columbia | 11 0.11 19.59 Concord | 33 0.33 19.92 Connellsville | 6 0.06 19.98 Cooperstown | 28 0.28 20.26 Corning | 10 0.10 20.36 Cornwall | 15 0.15 20.51 Corry | 7 0.07 20.58 Cortland | 16 0.16 20.74 Coudersport | 11 0.11 20.85 Crisfield | 1 0.01 20.86 Cuba | 4 0.04 20.90 Culpeper | 17 0.17 21.07 Cumberland | 31 0.31 21.38 Damariscotta | 12 0.12 21.50 Danbury | 18 0.18 21.68 Dansville | 16 0.16 21.84 Danville | 26 0.26 22.10 Darby | 4 0.04 22.14 Denville | 12 0.12 22.26 Derby | 5 0.05 22.31 Derry | 5 0.05 22.36 Dobbs Ferry | 2 0.02 22.38 Dover | 51 0.51 22.89 Dover-Foxcroft | 10 0.10 22.99 Doylestown | 28 0.28 23.27 Drexel Hill | 4 0.04 23.31 Dubois | 18 0.18 23.49 Dunkirk | 10 0.10 23.59 East Meadow | 7 0.07 23.66 East Stroudsburg | 33 0.33 23.99 Easton | 51 0.51 24.50 Edison | 15 0.15 24.65 Elizabeth | 8 0.08 24.73 Elizabethtown | 7 0.07 24.80 Elkins | 3 0.03 24.83 Elkton | 12 0.12 24.95 Ellenville | 5 0.05 25.00 Ellsworth | 13 0.13 25.13 Ellwood City | 4 0.04 25.17 Elmer | 6 0.06 25.23 Elmira | 20 0.20 25.43 Emporia | 10 0.10 25.53 Englewood | 11 0.11 25.64 Ephrata | 11 0.11 25.75 Erie | 47 0.47 26.22 Everett | 14 0.14 26.36 Exeter | 16 0.16 26.52 Fairfax | 8 0.08 26.60 Fall River | 14 0.14 26.74 Falls Church | 49 0.49 27.23 Fallston | 11 0.11 27.34 Falmouth | 17 0.17 27.51 Far Rockaway | 11 0.11 27.62 Farmington | 26 0.26 27.88 Farmville | 10 0.10 27.98 Fitchburg | 4 0.04 28.02 Flemington | 25 0.25 28.27 Flushing | 29 0.29 28.56 Fort Kent | 13 0.13 28.69 Franklin | 33 0.33 29.02 Frederick | 33 0.33 29.35 Fredericksburg | 36 0.36 29.71 Freehold | 11 0.11 29.82 Front Royal | 4 0.04 29.86 Fulton | 5 0.05 29.91 Galax | 11 0.11 30.02 Gardner | 10 0.10 30.12 Geneva | 10 0.10 30.22 Gettysburg | 12 0.12 30.34 Glen Burnie | 16 0.16 30.50 Glen Cove | 10 0.10 30.60 Glen Dale | 1 0.01 30.61 Glens Falls | 44 0.44 31.05 Gloucester | 45 0.45 31.50 Gloversville | 8 0.08 31.58 Goshen | 10 0.10 31.68 Gouverneur | 5 0.05 31.73 Gowanda | 9 0.09 31.82 Grantsville | 2 0.02 31.84 Great Barrington | 16 0.16 32.00 Greenfield | 27 0.27 32.27 Greenport | 9 0.09 32.36 Greensburg | 23 0.23 32.59 Greenville | 19 0.19 32.78 Greenwich | 7 0.07 32.85 Grove City | 8 0.08 32.93 Grundy | 17 0.17 33.10 Hackensack | 14 0.14 33.24 Hackettstown | 6 0.06 33.30 Hagerstown | 23 0.23 33.53 Hamilton | 19 0.19 33.72 Hammonton | 3 0.03 33.75 Hampton | 11 0.11 33.86 Hanover | 9 0.09 33.95 Harris | 33 0.33 34.28 Harrisburg | 48 0.48 34.76 Harrisonburg | 29 0.29 35.05 Hartford | 84 0.84 35.89 Haverhill | 9 0.09 35.98 Havre De Grace | 13 0.13 36.11 Hazleton | 27 0.27 36.38 Hershey | 2 0.02 36.40 Hinton | 4 0.04 36.44 Hoboken | 3 0.03 36.47 Holmdel | 9 0.09 36.56 Holyoke | 5 0.05 36.61 Honesdale | 25 0.25 36.86 Hopewell | 2 0.02 36.88 Hornell | 9 0.09 36.97 Hot Springs | 6 0.06 37.03 Houlton | 10 0.10 37.13 Huntingdon | 25 0.25 37.38 Huntington | 18 0.18 37.56 Hurricane | 6 0.06 37.62 Hyannis | 39 0.39 38.01 Indiana | 26 0.26 38.27 Irving | 7 0.07 38.34 Irvington | 1 0.01 38.35 Ithaca | 17 0.17 38.52 Jamaica | 29 0.29 38.81 Jamestown | 25 0.25 39.06 Jeannette | 14 0.14 39.20 Jersey City | 12 0.12 39.32 Jersey Shore | 4 0.04 39.36 Johnstown | 39 0.39 39.75 Kane | 6 0.06 39.81 Kearny | 4 0.04 39.85 Keene | 23 0.23 40.08 Kenmore | 4 0.04 40.12 Kilmarnock | 25 0.25 40.37 Kingsport | 8 0.08 40.45 Kingston | 48 0.48 40.93 Kittanning | 18 0.18 41.11 La Plata | 21 0.21 41.32 Lackawanna | 2 0.02 41.34 Laconia | 18 0.18 41.52 Lakewood | 4 0.04 41.56 Lancaster | 69 0.69 42.25 Langhorne | 18 0.18 42.43 Lanham | 17 0.17 42.60 Lansdale | 11 0.11 42.71 Latrobe | 22 0.22 42.93 Laurel | 13 0.13 43.06 Lawrence | 10 0.10 43.16 Lebanon | 74 0.74 43.90 Leesburg | 25 0.25 44.15 Lehighton | 6 0.06 44.21 Leominster | 1 0.01 44.22 Leonardtown | 28 0.28 44.50 Lewes | 11 0.11 44.61 Lewisburg | 30 0.30 44.91 Lewiston | 37 0.37 45.28 Lewistown | 22 0.22 45.50 Lexington | 8 0.08 45.58 Lincoln | 11 0.11 45.69 Little Falls | 5 0.05 45.74 Littleton | 7 0.07 45.81 Livingston | 5 0.05 45.86 Lock Haven | 13 0.13 45.99 Lockport | 3 0.03 46.02 Logan | 6 0.06 46.08 Long Beach | 4 0.04 46.12 Long Branch | 10 0.10 46.22 Long Island City | 4 0.04 46.26 Louisa | 1 0.01 46.27 Low Moor | 8 0.08 46.35 Lowell | 18 0.18 46.53 Lowville | 12 0.12 46.65 Ludlow | 1 0.01 46.66 Luray | 3 0.03 46.69 Lynchburg | 43 0.43 47.12 Lynn | 8 0.08 47.20 Machias | 14 0.14 47.34 Malden | 1 0.01 47.35 Malone | 16 0.16 47.51 Man | 8 0.08 47.59 Manahawkin | 8 0.08 47.67 Manassas | 14 0.14 47.81 Manchester | 26 0.26 48.07 Manhasset | 20 0.20 48.27 Manhattan | 155 1.55 49.82 Margaretville | 11 0.11 49.93 Marion | 8 0.08 50.01 Marlborough | 3 0.03 50.04 Marlinton | 4 0.04 50.08 Martinsburg | 8 0.08 50.16 Martinsville | 11 0.11 50.27 Massena | 3 0.03 50.30 McConnellsburg | 10 0.10 50.40 McKees Rocks | 1 0.01 50.41 McKeesport | 13 0.13 50.54 Meadville | 14 0.14 50.68 Medford | 2 0.02 50.70 Media | 11 0.11 50.81 Medina | 6 0.06 50.87 Melrose | 3 0.03 50.90 Meriden | 7 0.07 50.97 Methuen | 3 0.03 51.00 Meyersdale | 7 0.07 51.07 Middlebury | 11 0.11 51.18 Middlesboro | 1 0.01 51.19 Middletown | 50 0.50 51.69 Milford | 10 0.10 51.79 Millinocket | 6 0.06 51.85 Milton | 2 0.02 51.87 Mineola | 20 0.20 52.07 Monongahela | 16 0.16 52.23 Monroeville | 11 0.11 52.34 Montclair | 10 0.10 52.44 Montgomery | 16 0.16 52.60 Montour Falls | 7 0.07 52.67 Montrose | 6 0.06 52.73 Morgantown | 10 0.10 52.83 Morristown | 29 0.29 53.12 Morrisville | 18 0.18 53.30 Mount Airy | 3 0.03 53.33 Mount Holly | 19 0.19 53.52 Mount Kisco | 26 0.26 53.78 Mount Pleasant | 21 0.21 53.99 Mount Vernon | 6 0.06 54.05 Muncy | 10 0.10 54.15 Nantucket | 3 0.03 54.18 Nashua | 15 0.15 54.33 Nassawadox | 40 0.40 54.73 Natick | 19 0.19 54.92 Natrona Heights | 18 0.18 55.10 Needham | 2 0.02 55.12 Neptune | 12 0.12 55.24 New Bedford | 14 0.14 55.38 New Britain | 7 0.07 55.45 New Brunswick | 19 0.19 55.64 New Castle | 16 0.16 55.80 New Haven | 40 0.40 56.20 New Kensington | 2 0.02 56.22 New London | 37 0.37 56.59 New Milford | 11 0.11 56.70 New Rochelle | 6 0.06 56.76 Newark | 32 0.32 57.08 Newburgh | 8 0.08 57.16 Newburyport | 9 0.09 57.25 Newfane | 6 0.06 57.31 Newport | 25 0.25 57.56 Newport News | 29 0.29 57.85 Newton | 33 0.33 58.18 Niagara Falls | 5 0.05 58.23 Norfolk | 33 0.33 58.56 Norristown | 23 0.23 58.79 North Adams | 7 0.07 58.86 North Bergen | 2 0.02 58.88 North Conway | 12 0.12 59.00 North Tarrytown | 9 0.09 59.09 North Tonawanda | 2 0.02 59.11 Northampton | 22 0.22 59.33 Norton | 5 0.05 59.38 Norwalk | 21 0.21 59.59 Norway | 15 0.15 59.74 Norwich | 23 0.23 59.97 Norwood | 8 0.08 60.05 Nyack | 20 0.20 60.25 Oak Bluffs | 7 0.07 60.32 Oak Hill | 1 0.01 60.33 Oakland | 7 0.07 60.40 Oceanside | 8 0.08 60.48 Ogdensburg | 12 0.12 60.60 Olean | 20 0.20 60.80 Olney | 18 0.18 60.98 Oneida | 10 0.10 61.08 Oneonta | 25 0.25 61.33 Orange | 3 0.03 61.36 Oswego | 5 0.05 61.41 Palmer | 5 0.05 61.46 Palmerton | 6 0.06 61.52 Paoli | 11 0.11 61.63 Paramus | 2 0.02 61.65 Passaic | 11 0.11 61.76 Patchogue | 16 0.16 61.92 Paterson | 15 0.15 62.07 Pawtucket | 4 0.04 62.11 Pearisburg | 10 0.10 62.21 Peckville | 1 0.01 62.22 Peekskill | 11 0.11 62.33 Penn Yan | 11 0.11 62.44 Pennington Gap | 6 0.06 62.50 Perth Amboy | 3 0.03 62.53 Peterborough | 12 0.12 62.65 Petersburg | 20 0.20 62.85 Philadelphia | 96 0.96 63.81 Philipsburg | 4 0.04 63.85 Phillipsburg | 11 0.11 63.96 Phoenixville | 12 0.12 64.08 Pittsburgh | 126 1.26 65.34 Pittsfield | 45 0.45 65.79 Plainfield | 9 0.09 65.88 Plainview | 9 0.09 65.97 Plattsburgh | 32 0.32 66.29 Plymouth | 21 0.21 66.50 Point Pleasant | 19 0.19 66.69 Pompton Plains | 12 0.12 66.81 Port Chester | 4 0.04 66.85 Port Jefferson | 16 0.16 67.01 Port Jervis | 15 0.15 67.16 Portland | 50 0.50 67.66 Portsmouth | 18 0.18 67.84 Potsdam | 20 0.20 68.04 Pottstown | 11 0.11 68.15 Pottsville | 40 0.40 68.55 Poughkeepsie | 25 0.25 68.80 Presque Isle | 15 0.15 68.95 Prince Frederick | 16 0.16 69.11 Princeton | 36 0.36 69.47 Providence | 35 0.35 69.82 Pulaski | 4 0.04 69.86 Punxsutawney | 16 0.16 70.02 Putnam | 26 0.26 70.28 Quakertown | 9 0.09 70.37 Quincy | 3 0.03 70.40 Radford | 11 0.11 70.51 Rahway | 4 0.04 70.55 Randallstown | 9 0.09 70.64 Randolph | 15 0.15 70.79 Ranson | 11 0.11 70.90 Reading | 43 0.43 71.33 Red Bank | 15 0.15 71.48 Renovo | 5 0.05 71.53 Reston | 19 0.19 71.72 Rhinebeck | 6 0.06 71.78 Richlands | 17 0.17 71.95 Richmond | 130 1.30 73.25 Ridgewood | 18 0.18 73.43 Ridgway | 2 0.02 73.45 Ridley Park | 14 0.14 73.59 Ripley | 9 0.09 73.68 Riverhead | 14 0.14 73.82 Riverside | 4 0.04 73.86 Roanoke | 61 0.61 74.47 Roaring Spring | 12 0.12 74.59 Rochester | 91 0.91 75.50 Rockland | 25 0.25 75.75 Rockville | 26 0.26 76.01 Rockville Centre | 7 0.07 76.08 Rocky Mount | 5 0.05 76.13 Rome | 14 0.14 76.27 Ronceverte | 25 0.25 76.52 Rumford | 9 0.09 76.61 Rutland | 32 0.32 76.93 Salem | 26 0.26 77.19 Salisbury | 58 0.58 77.77 Sanford | 13 0.13 77.90 Saranac Lake | 18 0.18 78.08 Saratoga Springs | 10 0.10 78.18 Sayre | 28 0.28 78.46 Schenectady | 23 0.23 78.69 Scranton | 44 0.44 79.13 Seaford | 5 0.05 79.18 Secaucus | 2 0.02 79.20 Sellersville | 25 0.25 79.45 Sewickley | 9 0.09 79.54 Shamokin | 2 0.02 79.56 Sharon | 26 0.26 79.82 Sidney | 9 0.09 79.91 Silver Spring | 10 0.10 80.01 Skowhegan | 11 0.11 80.12 Smithtown | 11 0.11 80.23 Sodus | 9 0.09 80.32 Somers Point | 10 0.10 80.42 Somerset | 24 0.24 80.66 Somerville | 17 0.17 80.83 South Amboy | 5 0.05 80.88 South Boston | 22 0.22 81.10 South Charleston | 9 0.09 81.19 South Hill | 15 0.15 81.34 South Weymouth | 29 0.29 81.63 Southampton | 13 0.13 81.76 Southbridge | 9 0.09 81.85 Southington | 4 0.04 81.89 Spangler | 18 0.18 82.07 Spencer | 11 0.11 82.18 Springfield | 53 0.53 82.71 Springville | 14 0.14 82.85 St. Albans | 19 0.19 83.04 St. Johnsbury | 23 0.23 83.27 St. Marys | 7 0.07 83.34 Stafford Springs | 9 0.09 83.43 Stamford | 19 0.19 83.62 Star Lake | 7 0.07 83.69 State College | 25 0.25 83.94 Staten Island | 14 0.14 84.08 Staunton | 30 0.30 84.38 Stoneham | 1 0.01 84.39 Stony Brook | 3 0.03 84.42 Stoughton | 1 0.01 84.43 Stratford | 7 0.07 84.50 Stuart | 6 0.06 84.56 Suffern | 9 0.09 84.65 Suffolk | 12 0.12 84.77 Summersville | 1 0.01 84.78 Summit | 15 0.15 84.93 Sunbury | 11 0.11 85.04 Susquehanna | 8 0.08 85.12 Sussex | 8 0.08 85.20 Syosset | 4 0.04 85.24 Syracuse | 79 0.79 86.03 Takoma Park | 7 0.07 86.10 Tappahannock | 17 0.17 86.27 Taunton | 12 0.12 86.39 Tazewell | 3 0.03 86.42 Teaneck | 9 0.09 86.51 Ticonderoga | 7 0.07 86.58 Titusville | 11 0.11 86.69 Toms River | 15 0.15 86.84 Torrington | 10 0.10 86.94 Towanda | 11 0.11 87.05 Townshend | 7 0.07 87.12 Trenton | 33 0.33 87.45 Troy | 19 0.19 87.64 Tunkhannock | 8 0.08 87.72 Tyrone | 5 0.05 87.77 Union | 4 0.04 87.81 Union City | 2 0.02 87.83 Uniontown | 38 0.38 88.21 Upland | 8 0.08 88.29 Utica | 53 0.53 88.82 Valley Stream | 7 0.07 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 | 296 2.96 93.26 Waterbury | 32 0.32 93.58 Watertown | 33 0.33 93.91 Waterville | 25 0.25 94.16 Wayne | 8 0.08 94.24 Waynesboro | 12 0.12 94.36 Waynesburg | 18 0.18 94.54 Webster | 2 0.02 94.56 Weirton | 5 0.05 94.61 Wellsboro | 21 0.21 94.82 Wellsville | 14 0.14 94.96 West Chester | 12 0.12 95.08 West Grove | 14 0.14 95.22 West Islip | 8 0.08 95.30 Westerly | 12 0.12 95.42 Westfield | 13 0.13 95.55 Westminster | 8 0.08 95.63 Westwood | 12 0.12 95.75 White Plains | 14 0.14 95.89 Wilkes-Barre | 41 0.41 96.30 Williamsburg | 10 0.10 96.40 Williamsport | 19 0.19 96.59 Willimantic | 16 0.16 96.75 Willingboro | 5 0.05 96.80 Wilmington | 54 0.54 97.34 Winchester | 38 0.38 97.72 Windber | 5 0.05 97.77 Windsor | 6 0.06 97.83 Winsted | 6 0.06 97.89 Winthrop | 1 0.01 97.90 Wolfeboro | 14 0.14 98.04 Woodbridge | 9 0.09 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 | 7 0.07 99.50 York | 50 0.50 100.00 -------------------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018