Frequencies for first 10,000 rows of hsacity variable in ziphsahrr2006 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 | 21 0.21 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 | 24 0.24 6.09 Bedford | 3 0.03 6.12 Belfast | 9 0.09 6.21 Belleville | 2 0.02 6.23 Bennington | 22 0.22 6.45 Berkeley Springs | 2 0.02 6.47 Berlin | 41 0.41 6.88 Berwick | 7 0.07 6.95 Bethesda | 17 0.17 7.12 Bethlehem | 10 0.10 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 | 24 0.24 10.77 Bronx | 24 0.24 11.01 Bronxville | 4 0.04 11.05 Brooklyn | 45 0.45 11.50 Brookville | 15 0.15 11.65 Brownsville | 11 0.11 11.76 Brunswick | 18 0.18 11.94 Bryn Mawr | 16 0.16 12.10 Buffalo | 70 0.70 12.80 Burlington | 33 0.33 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 | 25 0.25 15.84 Charleston | 117 1.17 17.01 Charlottesville | 68 0.68 17.69 Chesapeake | 7 0.07 17.76 Chestertown | 15 0.15 17.91 Cheverly | 6 0.06 17.97 Claremont | 3 0.03 18.00 Clarion | 20 0.20 18.20 Clearfield | 34 0.34 18.54 Clifton Springs | 6 0.06 18.60 Clinton | 17 0.17 18.77 Clintwood | 6 0.06 18.83 Coaldale | 6 0.06 18.89 Coatesville | 11 0.11 19.00 Cobleskill | 11 0.11 19.11 Cold Spring | 1 0.01 19.12 Colebrook | 7 0.07 19.19 Columbia | 11 0.11 19.30 Concord | 33 0.33 19.63 Connellsville | 6 0.06 19.69 Cooperstown | 27 0.27 19.96 Corning | 10 0.10 20.06 Cornwall | 15 0.15 20.21 Corry | 7 0.07 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 | 15 0.15 20.76 Cumberland | 30 0.30 21.06 Damariscotta | 12 0.12 21.18 Danbury | 18 0.18 21.36 Dansville | 16 0.16 21.52 Danville | 26 0.26 21.78 Darby | 4 0.04 21.82 Denville | 11 0.11 21.93 Derby | 5 0.05 21.98 Derry | 5 0.05 22.03 Dobbs Ferry | 2 0.02 22.05 Dover | 53 0.53 22.58 Dover-Foxcroft | 9 0.09 22.67 Doylestown | 29 0.29 22.96 Drexel Hill | 4 0.04 23.00 Dubois | 19 0.19 23.19 Dunkirk | 8 0.08 23.27 East Meadow | 6 0.06 23.33 East Stroudsburg | 34 0.34 23.67 Easton | 51 0.51 24.18 Edison | 15 0.15 24.33 Elizabeth | 8 0.08 24.41 Elizabethtown | 6 0.06 24.47 Elkins | 3 0.03 24.50 Elkton | 11 0.11 24.61 Ellenville | 5 0.05 24.66 Ellsworth | 13 0.13 24.79 Ellwood City | 4 0.04 24.83 Elmer | 6 0.06 24.89 Elmira | 19 0.19 25.08 Emporia | 10 0.10 25.18 Englewood | 11 0.11 25.29 Ephrata | 11 0.11 25.40 Erie | 47 0.47 25.87 Everett | 15 0.15 26.02 Exeter | 16 0.16 26.18 Fairfax | 8 0.08 26.26 Fall River | 14 0.14 26.40 Falls Church | 46 0.46 26.86 Fallston | 11 0.11 26.97 Falmouth | 18 0.18 27.15 Far Rockaway | 11 0.11 27.26 Farmington | 26 0.26 27.52 Farmville | 10 0.10 27.62 Fitchburg | 4 0.04 27.66 Flemington | 26 0.26 27.92 Flushing | 28 0.28 28.20 Fort Kent | 12 0.12 28.32 Franklin | 33 0.33 28.65 Frederick | 33 0.33 28.98 Fredericksburg | 36 0.36 29.34 Freehold | 10 0.10 29.44 Front Royal | 5 0.05 29.49 Fulton | 5 0.05 29.54 Galax | 12 0.12 29.66 Gardner | 10 0.10 29.76 Geneva | 10 0.10 29.86 Gettysburg | 12 0.12 29.98 Glen Burnie | 16 0.16 30.14 Glen Cove | 9 0.09 30.23 Glen Dale | 1 0.01 30.24 Glens Falls | 43 0.43 30.67 Gloucester | 43 0.43 31.10 Gloversville | 8 0.08 31.18 Goshen | 11 0.11 31.29 Gouverneur | 4 0.04 31.33 Gowanda | 10 0.10 31.43 Grantsville | 2 0.02 31.45 Great Barrington | 15 0.15 31.60 Greenfield | 27 0.27 31.87 Greenport | 9 0.09 31.96 Greensburg | 24 0.24 32.20 Greenville | 20 0.20 32.40 Greenwich | 6 0.06 32.46 Grove City | 8 0.08 32.54 Grundy | 13 0.13 32.67 Hackensack | 15 0.15 32.82 Hackettstown | 6 0.06 32.88 Hagerstown | 23 0.23 33.11 Hamilton | 19 0.19 33.30 Hammonton | 3 0.03 33.33 Hampton | 9 0.09 33.42 Hanover | 9 0.09 33.51 Harris | 33 0.33 33.84 Harrisburg | 50 0.50 34.34 Harrisonburg | 29 0.29 34.63 Hartford | 85 0.85 35.48 Haverhill | 9 0.09 35.57 Havre De Grace | 13 0.13 35.70 Hazleton | 27 0.27 35.97 Hershey | 2 0.02 35.99 Hinton | 4 0.04 36.03 Hoboken | 3 0.03 36.06 Holmdel | 9 0.09 36.15 Holyoke | 5 0.05 36.20 Honesdale | 25 0.25 36.45 Hopewell | 2 0.02 36.47 Hornell | 9 0.09 36.56 Hot Springs | 6 0.06 36.62 Houlton | 10 0.10 36.72 Huntingdon | 23 0.23 36.95 Huntington | 35 0.35 37.30 Hurricane | 9 0.09 37.39 Hyannis | 38 0.38 37.77 Indiana | 26 0.26 38.03 Irving | 7 0.07 38.10 Irvington | 1 0.01 38.11 Ithaca | 18 0.18 38.29 Jamaica | 28 0.28 38.57 Jamestown | 24 0.24 38.81 Jeannette | 14 0.14 38.95 Jersey City | 13 0.13 39.08 Jersey Shore | 4 0.04 39.12 Johnstown | 39 0.39 39.51 Kane | 5 0.05 39.56 Kearny | 4 0.04 39.60 Keene | 23 0.23 39.83 Kenmore | 4 0.04 39.87 Kilmarnock | 24 0.24 40.11 Kingsport | 8 0.08 40.19 Kingston | 49 0.49 40.68 Kittanning | 18 0.18 40.86 La Plata | 21 0.21 41.07 Lackawanna | 2 0.02 41.09 Laconia | 19 0.19 41.28 Lakewood | 4 0.04 41.32 Lancaster | 71 0.71 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 | 73 0.73 43.67 Leesburg | 26 0.26 43.93 Lehighton | 6 0.06 43.99 Leominster | 1 0.01 44.00 Leonardtown | 28 0.28 44.28 Lewes | 11 0.11 44.39 Lewisburg | 29 0.29 44.68 Lewiston | 35 0.35 45.03 Lewistown | 22 0.22 45.25 Lexington | 8 0.08 45.33 Lincoln | 11 0.11 45.44 Little Falls | 5 0.05 45.49 Littleton | 8 0.08 45.57 Livingston | 5 0.05 45.62 Lock Haven | 13 0.13 45.75 Lockport | 3 0.03 45.78 Logan | 30 0.30 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 | 2 0.02 46.28 Low Moor | 9 0.09 46.37 Lowell | 18 0.18 46.55 Lowville | 12 0.12 46.67 Ludlow | 1 0.01 46.68 Luray | 3 0.03 46.71 Lynchburg | 42 0.42 47.13 Lynn | 8 0.08 47.21 Machias | 14 0.14 47.35 Malden | 1 0.01 47.36 Malone | 15 0.15 47.51 Man | 15 0.15 47.66 Manahawkin | 8 0.08 47.74 Manassas | 14 0.14 47.88 Manchester | 27 0.27 48.15 Manhasset | 20 0.20 48.35 Manhattan | 154 1.54 49.89 Margaretville | 12 0.12 50.01 Marion | 8 0.08 50.09 Marlborough | 3 0.03 50.12 Marlinton | 4 0.04 50.16 Martinsburg | 12 0.12 50.28 Martinsville | 11 0.11 50.39 Massena | 3 0.03 50.42 McConnellsburg | 12 0.12 50.54 McKees Rocks | 1 0.01 50.55 McKeesport | 12 0.12 50.67 Meadville | 14 0.14 50.81 Medford | 2 0.02 50.83 Media | 12 0.12 50.95 Medina | 6 0.06 51.01 Melrose | 3 0.03 51.04 Meriden | 7 0.07 51.11 Methuen | 3 0.03 51.14 Meyersdale | 8 0.08 51.22 Middlebury | 11 0.11 51.33 Middlesboro | 1 0.01 51.34 Middletown | 50 0.50 51.84 Milford | 11 0.11 51.95 Millinocket | 6 0.06 52.01 Milton | 2 0.02 52.03 Mineola | 20 0.20 52.23 Monongahela | 16 0.16 52.39 Monroeville | 11 0.11 52.50 Montclair | 10 0.10 52.60 Montgomery | 16 0.16 52.76 Montour Falls | 7 0.07 52.83 Montrose | 6 0.06 52.89 Morgantown | 9 0.09 52.98 Morristown | 29 0.29 53.27 Morrisville | 18 0.18 53.45 Mount Airy | 2 0.02 53.47 Mount Holly | 19 0.19 53.66 Mount Kisco | 25 0.25 53.91 Mount Pleasant | 19 0.19 54.10 Mount Vernon | 6 0.06 54.16 Muncy | 10 0.10 54.26 Nantucket | 3 0.03 54.29 Nashua | 15 0.15 54.44 Nassawadox | 39 0.39 54.83 Natick | 19 0.19 55.02 Natrona Heights | 18 0.18 55.20 Needham | 2 0.02 55.22 Neptune | 12 0.12 55.34 New Bedford | 14 0.14 55.48 New Britain | 7 0.07 55.55 New Brunswick | 18 0.18 55.73 New Castle | 16 0.16 55.89 New Haven | 40 0.40 56.29 New Kensington | 2 0.02 56.31 New London | 37 0.37 56.68 New Milford | 11 0.11 56.79 New Rochelle | 6 0.06 56.85 Newark | 32 0.32 57.17 Newburgh | 8 0.08 57.25 Newburyport | 9 0.09 57.34 Newfane | 6 0.06 57.40 Newport | 25 0.25 57.65 Newport News | 29 0.29 57.94 Newton | 32 0.32 58.26 Niagara Falls | 5 0.05 58.31 Norfolk | 32 0.32 58.63 Norristown | 22 0.22 58.85 North Adams | 8 0.08 58.93 North Bergen | 2 0.02 58.95 North Conway | 11 0.11 59.06 North Tarrytown | 9 0.09 59.15 North Tonawanda | 2 0.02 59.17 Northampton | 23 0.23 59.40 Norton | 5 0.05 59.45 Norwalk | 21 0.21 59.66 Norway | 16 0.16 59.82 Norwich | 22 0.22 60.04 Norwood | 8 0.08 60.12 Nyack | 20 0.20 60.32 Oak Bluffs | 7 0.07 60.39 Oak Hill | 1 0.01 60.40 Oakland | 7 0.07 60.47 Oceanside | 7 0.07 60.54 Ogdensburg | 13 0.13 60.67 Olean | 19 0.19 60.86 Olney | 19 0.19 61.05 Oneida | 10 0.10 61.15 Oneonta | 28 0.28 61.43 Orange | 3 0.03 61.46 Oswego | 5 0.05 61.51 Palmer | 5 0.05 61.56 Palmerton | 6 0.06 61.62 Paoli | 11 0.11 61.73 Paramus | 2 0.02 61.75 Passaic | 11 0.11 61.86 Patchogue | 16 0.16 62.02 Paterson | 15 0.15 62.17 Pawtucket | 4 0.04 62.21 Pearisburg | 9 0.09 62.30 Peckville | 1 0.01 62.31 Peekskill | 12 0.12 62.43 Penn Yan | 11 0.11 62.54 Pennington Gap | 6 0.06 62.60 Perth Amboy | 3 0.03 62.63 Peterborough | 12 0.12 62.75 Petersburg | 20 0.20 62.95 Philadelphia | 98 0.98 63.93 Philipsburg | 5 0.05 63.98 Phillipsburg | 11 0.11 64.09 Phoenixville | 12 0.12 64.21 Pittsburgh | 127 1.27 65.48 Pittsfield | 44 0.44 65.92 Plainfield | 9 0.09 66.01 Plainview | 7 0.07 66.08 Plattsburgh | 32 0.32 66.40 Plymouth | 21 0.21 66.61 Point Pleasant | 20 0.20 66.81 Pompton Plains | 12 0.12 66.93 Port Chester | 4 0.04 66.97 Port Jefferson | 16 0.16 67.13 Port Jervis | 15 0.15 67.28 Portland | 50 0.50 67.78 Portsmouth | 18 0.18 67.96 Potsdam | 20 0.20 68.16 Pottstown | 10 0.10 68.26 Pottsville | 40 0.40 68.66 Poughkeepsie | 25 0.25 68.91 Presque Isle | 14 0.14 69.05 Prince Frederick | 16 0.16 69.21 Princeton | 36 0.36 69.57 Providence | 35 0.35 69.92 Pulaski | 4 0.04 69.96 Punxsutawney | 14 0.14 70.10 Putnam | 26 0.26 70.36 Quakertown | 9 0.09 70.45 Quincy | 3 0.03 70.48 Radford | 11 0.11 70.59 Rahway | 4 0.04 70.63 Randallstown | 8 0.08 70.71 Randolph | 15 0.15 70.86 Ranson | 9 0.09 70.95 Reading | 44 0.44 71.39 Red Bank | 15 0.15 71.54 Renovo | 5 0.05 71.59 Reston | 20 0.20 71.79 Rhinebeck | 6 0.06 71.85 Richlands | 17 0.17 72.02 Richmond | 126 1.26 73.28 Ridgewood | 17 0.17 73.45 Ridgway | 2 0.02 73.47 Ridley Park | 14 0.14 73.61 Ripley | 8 0.08 73.69 Riverhead | 14 0.14 73.83 Riverside | 4 0.04 73.87 Roanoke | 61 0.61 74.48 Roaring Spring | 11 0.11 74.59 Rochester | 90 0.90 75.49 Rockland | 25 0.25 75.74 Rockville | 26 0.26 76.00 Rockville Centre | 7 0.07 76.07 Rocky Mount | 5 0.05 76.12 Rome | 14 0.14 76.26 Ronceverte | 21 0.21 76.47 Rumford | 9 0.09 76.56 Rutland | 32 0.32 76.88 Salem | 25 0.25 77.13 Salisbury | 58 0.58 77.71 Sanford | 13 0.13 77.84 Saranac Lake | 19 0.19 78.03 Saratoga Springs | 11 0.11 78.14 Sayre | 27 0.27 78.41 Schenectady | 23 0.23 78.64 Scranton | 42 0.42 79.06 Seaford | 5 0.05 79.11 Secaucus | 2 0.02 79.13 Sellersville | 26 0.26 79.39 Sewickley | 9 0.09 79.48 Shamokin | 2 0.02 79.50 Sharon | 26 0.26 79.76 Sidney | 9 0.09 79.85 Silver Spring | 11 0.11 79.96 Skowhegan | 11 0.11 80.07 Smithtown | 10 0.10 80.17 Sodus | 9 0.09 80.26 Somers Point | 10 0.10 80.36 Somerset | 25 0.25 80.61 Somerville | 17 0.17 80.78 South Amboy | 4 0.04 80.82 South Boston | 21 0.21 81.03 South Charleston | 13 0.13 81.16 South Hill | 15 0.15 81.31 South Weymouth | 29 0.29 81.60 South Williamson | 1 0.01 81.61 Southampton | 13 0.13 81.74 Southbridge | 9 0.09 81.83 Southington | 4 0.04 81.87 Spangler | 19 0.19 82.06 Spencer | 11 0.11 82.17 Springfield | 53 0.53 82.70 Springville | 14 0.14 82.84 St. Albans | 20 0.20 83.04 St. Johnsbury | 22 0.22 83.26 St. Marys | 7 0.07 83.33 Stafford Springs | 9 0.09 83.42 Stamford | 19 0.19 83.61 Star Lake | 7 0.07 83.68 State College | 25 0.25 83.93 Staten Island | 14 0.14 84.07 Staunton | 30 0.30 84.37 Stoneham | 1 0.01 84.38 Stony Brook | 3 0.03 84.41 Stoughton | 1 0.01 84.42 Stratford | 7 0.07 84.49 Stuart | 6 0.06 84.55 Suffern | 9 0.09 84.64 Suffolk | 12 0.12 84.76 Summersville | 1 0.01 84.77 Summit | 15 0.15 84.92 Sunbury | 12 0.12 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 | 19 0.19 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 | 33 0.33 87.51 Troy | 19 0.19 87.70 Tunkhannock | 8 0.08 87.78 Tyrone | 6 0.06 87.84 Union | 4 0.04 87.88 Union City | 1 0.01 87.89 Uniontown | 39 0.39 88.28 Upland | 8 0.08 88.36 Utica | 53 0.53 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 | 3 0.03 89.44 Ware | 8 0.08 89.52 Wareham | 6 0.06 89.58 Warminster | 2 0.02 89.60 Warren | 15 0.15 89.75 Warrenton | 27 0.27 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 | 33 0.33 93.98 Waterville | 25 0.25 94.23 Wayne | 8 0.08 94.31 Waynesboro | 12 0.12 94.43 Waynesburg | 18 0.18 94.61 Webster | 2 0.02 94.63 Weirton | 4 0.04 94.67 Wellsboro | 20 0.20 94.87 Wellsville | 14 0.14 95.01 West Chester | 12 0.12 95.13 West Grove | 13 0.13 95.26 West Islip | 8 0.08 95.34 Westerly | 11 0.11 95.45 Westfield | 13 0.13 95.58 Westminster | 8 0.08 95.66 Westwood | 12 0.12 95.78 White Plains | 13 0.13 95.91 Wilkes-Barre | 36 0.36 96.27 Williamsburg | 10 0.10 96.37 Williamson | 4 0.04 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