Frequencies for first 10,000 rows of hsacity variable in ziphsahrr2005 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 | 23 0.23 2.16 Amityville | 5 0.05 2.21 Amsterdam | 15 0.15 2.36 Annapolis | 24 0.24 2.60 Arlington | 41 0.41 3.01 Ashland | 8 0.08 3.09 Athol | 6 0.06 3.15 Atlantic City | 16 0.16 3.31 Attleboro | 8 0.08 3.39 Auburn | 16 0.16 3.55 Augusta | 20 0.20 3.75 Ayer | 11 0.11 3.86 Baltimore | 98 0.98 4.84 Bangor | 36 0.36 5.20 Bar Harbor | 14 0.14 5.34 Batavia | 17 0.17 5.51 Bath | 7 0.07 5.58 Bay Shore | 12 0.12 5.70 Bayonne | 1 0.01 5.71 Beaver | 14 0.14 5.85 Beckley | 25 0.25 6.10 Bedford | 3 0.03 6.13 Belfast | 9 0.09 6.22 Belleville | 2 0.02 6.24 Bennington | 22 0.22 6.46 Berkeley Springs | 2 0.02 6.48 Berlin | 41 0.41 6.89 Berwick | 7 0.07 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 | 13 0.13 8.34 Bluefield | 52 0.52 8.86 Boothbay Harbor | 8 0.08 8.94 Boston | 75 0.75 9.69 Braddock | 2 0.02 9.71 Bradford | 13 0.13 9.84 Brattleboro | 12 0.12 9.96 Bridgeport | 20 0.20 10.16 Bridgeton | 19 0.19 10.35 Bridgton | 9 0.09 10.44 Bristol | 13 0.13 10.57 Brockport | 10 0.10 10.67 Brockton | 23 0.23 10.90 Bronx | 24 0.24 11.14 Bronxville | 4 0.04 11.18 Brooklyn | 45 0.45 11.63 Brookville | 14 0.14 11.77 Brownsville | 11 0.11 11.88 Brunswick | 18 0.18 12.06 Bryn Mawr | 16 0.16 12.22 Buffalo | 70 0.70 12.92 Burlington | 32 0.32 13.24 Butler | 19 0.19 13.43 Calais | 13 0.13 13.56 Callicoon | 6 0.06 13.62 Cambridge | 37 0.37 13.99 Camden | 36 0.36 14.35 Camp Hill | 19 0.19 14.54 Canandaigua | 15 0.15 14.69 Canonsburg | 6 0.06 14.75 Cape May Court House | 16 0.16 14.91 Carbondale | 7 0.07 14.98 Caribou | 8 0.08 15.06 Carlisle | 13 0.13 15.19 Carmel | 7 0.07 15.26 Carthage | 6 0.06 15.32 Catskill | 36 0.36 15.68 Chambersburg | 25 0.25 15.93 Charleston | 118 1.18 17.11 Charlottesville | 68 0.68 17.79 Chesapeake | 7 0.07 17.86 Chestertown | 15 0.15 18.01 Cheverly | 6 0.06 18.07 Claremont | 3 0.03 18.10 Clarion | 20 0.20 18.30 Clearfield | 34 0.34 18.64 Clifton Springs | 6 0.06 18.70 Clinton | 17 0.17 18.87 Clintwood | 6 0.06 18.93 Coaldale | 6 0.06 18.99 Coatesville | 11 0.11 19.10 Cobleskill | 11 0.11 19.21 Cold Spring | 1 0.01 19.22 Colebrook | 7 0.07 19.29 Columbia | 11 0.11 19.40 Concord | 33 0.33 19.73 Connellsville | 6 0.06 19.79 Cooperstown | 27 0.27 20.06 Corning | 10 0.10 20.16 Cornwall | 15 0.15 20.31 Corry | 7 0.07 20.38 Cortland | 16 0.16 20.54 Coudersport | 12 0.12 20.66 Crisfield | 1 0.01 20.67 Cuba | 4 0.04 20.71 Culpeper | 16 0.16 20.87 Cumberland | 30 0.30 21.17 Damariscotta | 12 0.12 21.29 Danbury | 18 0.18 21.47 Dansville | 16 0.16 21.63 Danville | 26 0.26 21.89 Darby | 4 0.04 21.93 Denville | 11 0.11 22.04 Derby | 5 0.05 22.09 Derry | 5 0.05 22.14 Dobbs Ferry | 2 0.02 22.16 Dover | 53 0.53 22.69 Dover-Foxcroft | 9 0.09 22.78 Doylestown | 28 0.28 23.06 Drexel Hill | 4 0.04 23.10 Dubois | 19 0.19 23.29 Dunkirk | 9 0.09 23.38 East Meadow | 6 0.06 23.44 East Stroudsburg | 33 0.33 23.77 Easton | 51 0.51 24.28 Edison | 15 0.15 24.43 Elizabeth | 8 0.08 24.51 Elizabethtown | 7 0.07 24.58 Elkins | 3 0.03 24.61 Elkton | 11 0.11 24.72 Ellenville | 5 0.05 24.77 Ellsworth | 13 0.13 24.90 Ellwood City | 4 0.04 24.94 Elmer | 6 0.06 25.00 Elmira | 20 0.20 25.20 Emporia | 10 0.10 25.30 Englewood | 11 0.11 25.41 Ephrata | 11 0.11 25.52 Erie | 47 0.47 25.99 Everett | 15 0.15 26.14 Exeter | 16 0.16 26.30 Fairfax | 8 0.08 26.38 Fall River | 14 0.14 26.52 Falls Church | 46 0.46 26.98 Fallston | 11 0.11 27.09 Falmouth | 17 0.17 27.26 Far Rockaway | 11 0.11 27.37 Farmington | 27 0.27 27.64 Farmville | 11 0.11 27.75 Fitchburg | 4 0.04 27.79 Flemington | 26 0.26 28.05 Flushing | 28 0.28 28.33 Fort Kent | 12 0.12 28.45 Franklin | 33 0.33 28.78 Frederick | 33 0.33 29.11 Fredericksburg | 36 0.36 29.47 Freehold | 10 0.10 29.57 Front Royal | 5 0.05 29.62 Fulton | 5 0.05 29.67 Galax | 10 0.10 29.77 Gardner | 10 0.10 29.87 Geneva | 10 0.10 29.97 Gettysburg | 12 0.12 30.09 Glen Burnie | 16 0.16 30.25 Glen Cove | 10 0.10 30.35 Glen Dale | 1 0.01 30.36 Glens Falls | 43 0.43 30.79 Gloucester | 43 0.43 31.22 Gloversville | 8 0.08 31.30 Goshen | 11 0.11 31.41 Gouverneur | 5 0.05 31.46 Gowanda | 9 0.09 31.55 Grantsville | 2 0.02 31.57 Great Barrington | 14 0.14 31.71 Greenfield | 27 0.27 31.98 Greenport | 9 0.09 32.07 Greensburg | 23 0.23 32.30 Greenville | 20 0.20 32.50 Greenwich | 6 0.06 32.56 Grove City | 8 0.08 32.64 Grundy | 16 0.16 32.80 Hackensack | 15 0.15 32.95 Hackettstown | 6 0.06 33.01 Hagerstown | 23 0.23 33.24 Hamilton | 19 0.19 33.43 Hammonton | 3 0.03 33.46 Hampton | 9 0.09 33.55 Hanover | 9 0.09 33.64 Harris | 34 0.34 33.98 Harrisburg | 50 0.50 34.48 Harrisonburg | 29 0.29 34.77 Hartford | 85 0.85 35.62 Haverhill | 9 0.09 35.71 Havre De Grace | 13 0.13 35.84 Hazleton | 27 0.27 36.11 Hershey | 2 0.02 36.13 Hinton | 4 0.04 36.17 Hoboken | 3 0.03 36.20 Holmdel | 9 0.09 36.29 Holyoke | 5 0.05 36.34 Honesdale | 25 0.25 36.59 Hopewell | 2 0.02 36.61 Hornell | 9 0.09 36.70 Hot Springs | 6 0.06 36.76 Houlton | 10 0.10 36.86 Huntingdon | 23 0.23 37.09 Huntington | 35 0.35 37.44 Hurricane | 9 0.09 37.53 Hyannis | 39 0.39 37.92 Indiana | 27 0.27 38.19 Irving | 7 0.07 38.26 Irvington | 1 0.01 38.27 Ithaca | 18 0.18 38.45 Jamaica | 28 0.28 38.73 Jamestown | 24 0.24 38.97 Jeannette | 14 0.14 39.11 Jersey City | 14 0.14 39.25 Jersey Shore | 4 0.04 39.29 Johnstown | 39 0.39 39.68 Kane | 6 0.06 39.74 Kearny | 4 0.04 39.78 Keene | 23 0.23 40.01 Kenmore | 4 0.04 40.05 Kilmarnock | 25 0.25 40.30 Kingsport | 8 0.08 40.38 Kingston | 49 0.49 40.87 Kittanning | 18 0.18 41.05 La Plata | 21 0.21 41.26 Lackawanna | 2 0.02 41.28 Laconia | 18 0.18 41.46 Lakewood | 4 0.04 41.50 Lancaster | 70 0.70 42.20 Langhorne | 18 0.18 42.38 Lanham | 17 0.17 42.55 Lansdale | 11 0.11 42.66 Latrobe | 22 0.22 42.88 Laurel | 13 0.13 43.01 Lawrence | 10 0.10 43.11 Lebanon | 73 0.73 43.84 Leesburg | 26 0.26 44.10 Lehighton | 6 0.06 44.16 Leominster | 1 0.01 44.17 Leonardtown | 28 0.28 44.45 Lewes | 11 0.11 44.56 Lewisburg | 29 0.29 44.85 Lewiston | 35 0.35 45.20 Lewistown | 22 0.22 45.42 Lexington | 8 0.08 45.50 Lincoln | 11 0.11 45.61 Little Falls | 5 0.05 45.66 Littleton | 8 0.08 45.74 Livingston | 5 0.05 45.79 Lock Haven | 13 0.13 45.92 Lockport | 3 0.03 45.95 Logan | 24 0.24 46.19 Long Beach | 4 0.04 46.23 Long Branch | 10 0.10 46.33 Long Island City | 4 0.04 46.37 Louisa | 1 0.01 46.38 Low Moor | 8 0.08 46.46 Lowell | 18 0.18 46.64 Lowville | 12 0.12 46.76 Ludlow | 1 0.01 46.77 Luray | 3 0.03 46.80 Lynchburg | 41 0.41 47.21 Lynn | 8 0.08 47.29 Machias | 14 0.14 47.43 Malden | 1 0.01 47.44 Malone | 15 0.15 47.59 Man | 14 0.14 47.73 Manahawkin | 8 0.08 47.81 Manassas | 14 0.14 47.95 Manchester | 27 0.27 48.22 Manhasset | 20 0.20 48.42 Manhattan | 154 1.54 49.96 Margaretville | 12 0.12 50.08 Marion | 8 0.08 50.16 Marlborough | 3 0.03 50.19 Marlinton | 4 0.04 50.23 Martinsburg | 9 0.09 50.32 Martinsville | 11 0.11 50.43 Massena | 3 0.03 50.46 McConnellsburg | 12 0.12 50.58 McKees Rocks | 1 0.01 50.59 McKeesport | 12 0.12 50.71 Meadville | 14 0.14 50.85 Medford | 2 0.02 50.87 Media | 12 0.12 50.99 Medina | 6 0.06 51.05 Melrose | 3 0.03 51.08 Meriden | 7 0.07 51.15 Methuen | 3 0.03 51.18 Meyersdale | 8 0.08 51.26 Middlebury | 11 0.11 51.37 Middlesboro | 1 0.01 51.38 Middletown | 50 0.50 51.88 Milford | 11 0.11 51.99 Millinocket | 6 0.06 52.05 Milton | 2 0.02 52.07 Mineola | 19 0.19 52.26 Monongahela | 16 0.16 52.42 Monroeville | 11 0.11 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 | 10 0.10 53.02 Morristown | 29 0.29 53.31 Morrisville | 18 0.18 53.49 Mount Airy | 4 0.04 53.53 Mount Holly | 19 0.19 53.72 Mount Kisco | 25 0.25 53.97 Mount Pleasant | 21 0.21 54.18 Mount Vernon | 6 0.06 54.24 Muncy | 10 0.10 54.34 Nantucket | 3 0.03 54.37 Nashua | 15 0.15 54.52 Nassawadox | 39 0.39 54.91 Natick | 19 0.19 55.10 Natrona Heights | 18 0.18 55.28 Needham | 2 0.02 55.30 Neptune | 12 0.12 55.42 New Bedford | 14 0.14 55.56 New Britain | 7 0.07 55.63 New Brunswick | 18 0.18 55.81 New Castle | 16 0.16 55.97 New Haven | 40 0.40 56.37 New Kensington | 2 0.02 56.39 New London | 37 0.37 56.76 New Milford | 11 0.11 56.87 New Rochelle | 6 0.06 56.93 Newark | 32 0.32 57.25 Newburgh | 8 0.08 57.33 Newburyport | 9 0.09 57.42 Newfane | 6 0.06 57.48 Newport | 25 0.25 57.73 Newport News | 29 0.29 58.02 Newton | 32 0.32 58.34 Niagara Falls | 5 0.05 58.39 Norfolk | 32 0.32 58.71 Norristown | 22 0.22 58.93 North Adams | 9 0.09 59.02 North Bergen | 2 0.02 59.04 North Conway | 12 0.12 59.16 North Tarrytown | 9 0.09 59.25 North Tonawanda | 2 0.02 59.27 Northampton | 22 0.22 59.49 Norton | 5 0.05 59.54 Norwalk | 21 0.21 59.75 Norway | 15 0.15 59.90 Norwich | 22 0.22 60.12 Norwood | 8 0.08 60.20 Nyack | 20 0.20 60.40 Oak Bluffs | 7 0.07 60.47 Oak Hill | 1 0.01 60.48 Oakland | 7 0.07 60.55 Oceanside | 7 0.07 60.62 Ogdensburg | 12 0.12 60.74 Olean | 19 0.19 60.93 Olney | 19 0.19 61.12 Oneida | 10 0.10 61.22 Oneonta | 28 0.28 61.50 Orange | 3 0.03 61.53 Oswego | 5 0.05 61.58 Palmer | 5 0.05 61.63 Palmerton | 6 0.06 61.69 Paoli | 11 0.11 61.80 Paramus | 2 0.02 61.82 Passaic | 11 0.11 61.93 Patchogue | 16 0.16 62.09 Paterson | 15 0.15 62.24 Pawtucket | 4 0.04 62.28 Pearisburg | 9 0.09 62.37 Peckville | 1 0.01 62.38 Peekskill | 12 0.12 62.50 Penn Yan | 11 0.11 62.61 Pennington Gap | 6 0.06 62.67 Perth Amboy | 3 0.03 62.70 Peterborough | 12 0.12 62.82 Petersburg | 20 0.20 63.02 Philadelphia | 98 0.98 64.00 Philipsburg | 5 0.05 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 | 21 0.21 66.70 Point Pleasant | 20 0.20 66.90 Pompton Plains | 12 0.12 67.02 Port Chester | 4 0.04 67.06 Port Jefferson | 16 0.16 67.22 Port Jervis | 16 0.16 67.38 Portland | 50 0.50 67.88 Portsmouth | 18 0.18 68.06 Potsdam | 19 0.19 68.25 Pottstown | 10 0.10 68.35 Pottsville | 40 0.40 68.75 Poughkeepsie | 25 0.25 69.00 Presque Isle | 14 0.14 69.14 Prince Frederick | 16 0.16 69.30 Princeton | 36 0.36 69.66 Providence | 35 0.35 70.01 Pulaski | 4 0.04 70.05 Punxsutawney | 16 0.16 70.21 Putnam | 26 0.26 70.47 Quakertown | 9 0.09 70.56 Quincy | 3 0.03 70.59 Radford | 11 0.11 70.70 Rahway | 4 0.04 70.74 Randallstown | 8 0.08 70.82 Randolph | 15 0.15 70.97 Ranson | 9 0.09 71.06 Reading | 44 0.44 71.50 Red Bank | 15 0.15 71.65 Renovo | 5 0.05 71.70 Reston | 19 0.19 71.89 Rhinebeck | 6 0.06 71.95 Richlands | 17 0.17 72.12 Richmond | 127 1.27 73.39 Ridgewood | 17 0.17 73.56 Ridgway | 2 0.02 73.58 Ridley Park | 14 0.14 73.72 Ripley | 7 0.07 73.79 Riverhead | 14 0.14 73.93 Riverside | 4 0.04 73.97 Roanoke | 61 0.61 74.58 Roaring Spring | 11 0.11 74.69 Rochester | 90 0.90 75.59 Rockland | 25 0.25 75.84 Rockville | 26 0.26 76.10 Rockville Centre | 7 0.07 76.17 Rocky Mount | 5 0.05 76.22 Rome | 14 0.14 76.36 Ronceverte | 22 0.22 76.58 Rumford | 9 0.09 76.67 Rutland | 32 0.32 76.99 Salem | 25 0.25 77.24 Salisbury | 58 0.58 77.82 Sanford | 12 0.12 77.94 Saranac Lake | 20 0.20 78.14 Saratoga Springs | 11 0.11 78.25 Sayre | 27 0.27 78.52 Schenectady | 23 0.23 78.75 Scranton | 42 0.42 79.17 Seaford | 5 0.05 79.22 Secaucus | 2 0.02 79.24 Sellersville | 26 0.26 79.50 Sewickley | 9 0.09 79.59 Shamokin | 2 0.02 79.61 Sharon | 26 0.26 79.87 Sidney | 9 0.09 79.96 Silver Spring | 11 0.11 80.07 Skowhegan | 11 0.11 80.18 Smithtown | 10 0.10 80.28 Sodus | 9 0.09 80.37 Somers Point | 10 0.10 80.47 Somerset | 25 0.25 80.72 Somerville | 17 0.17 80.89 South Amboy | 4 0.04 80.93 South Boston | 22 0.22 81.15 South Charleston | 13 0.13 81.28 South Hill | 15 0.15 81.43 South Weymouth | 29 0.29 81.72 Southampton | 13 0.13 81.85 Southbridge | 9 0.09 81.94 Southington | 4 0.04 81.98 Spangler | 17 0.17 82.15 Spencer | 11 0.11 82.26 Springfield | 53 0.53 82.79 Springville | 14 0.14 82.93 St. Albans | 20 0.20 83.13 St. Johnsbury | 22 0.22 83.35 St. Marys | 7 0.07 83.42 Stafford Springs | 9 0.09 83.51 Stamford | 19 0.19 83.70 Star Lake | 7 0.07 83.77 State College | 25 0.25 84.02 Staten Island | 14 0.14 84.16 Staunton | 30 0.30 84.46 Stoneham | 1 0.01 84.47 Stony Brook | 3 0.03 84.50 Stoughton | 1 0.01 84.51 Stratford | 7 0.07 84.58 Stuart | 6 0.06 84.64 Suffern | 9 0.09 84.73 Suffolk | 12 0.12 84.85 Summersville | 1 0.01 84.86 Summit | 15 0.15 85.01 Sunbury | 12 0.12 85.13 Susquehanna | 8 0.08 85.21 Sussex | 8 0.08 85.29 Syosset | 4 0.04 85.33 Syracuse | 79 0.79 86.12 Takoma Park | 7 0.07 86.19 Tappahannock | 18 0.18 86.37 Taunton | 12 0.12 86.49 Tazewell | 3 0.03 86.52 Teaneck | 9 0.09 86.61 Ticonderoga | 7 0.07 86.68 Titusville | 12 0.12 86.80 Toms River | 15 0.15 86.95 Torrington | 11 0.11 87.06 Towanda | 11 0.11 87.17 Townshend | 8 0.08 87.25 Trenton | 33 0.33 87.58 Troy | 19 0.19 87.77 Tunkhannock | 8 0.08 87.85 Tyrone | 5 0.05 87.90 Union | 4 0.04 87.94 Union City | 1 0.01 87.95 Uniontown | 39 0.39 88.34 Upland | 8 0.08 88.42 Utica | 52 0.52 88.94 Valley Stream | 6 0.06 89.00 Vineland | 11 0.11 89.11 Virginia Beach | 16 0.16 89.27 Wakefield | 12 0.12 89.39 Waltham | 6 0.06 89.45 Walton | 3 0.03 89.48 Ware | 8 0.08 89.56 Wareham | 6 0.06 89.62 Warminster | 2 0.02 89.64 Warren | 15 0.15 89.79 Warrenton | 25 0.25 90.04 Warsaw | 18 0.18 90.22 Warwick | 17 0.17 90.39 Washington | 296 2.96 93.35 Waterbury | 32 0.32 93.67 Watertown | 33 0.33 94.00 Waterville | 25 0.25 94.25 Wayne | 8 0.08 94.33 Waynesboro | 12 0.12 94.45 Waynesburg | 18 0.18 94.63 Webster | 2 0.02 94.65 Weirton | 4 0.04 94.69 Wellsboro | 20 0.20 94.89 Wellsville | 15 0.15 95.04 West Chester | 12 0.12 95.16 West Grove | 13 0.13 95.29 West Islip | 8 0.08 95.37 Westerly | 12 0.12 95.49 Westfield | 13 0.13 95.62 Westminster | 8 0.08 95.70 Westwood | 12 0.12 95.82 White Plains | 13 0.13 95.95 Wilkes-Barre | 36 0.36 96.31 Williamsburg | 10 0.10 96.41 Williamsport | 18 0.18 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 | 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