Frequencies for first 10,000 rows of hsacity variable in ziphsahrr2013 dataset Hospital Service Areas | (HSA) City | Freq. Percent Cum. -------------------------+----------------------------------- Abingdon | 9 0.09 0.09 Abington | 8 0.08 0.17 Albany | 96 0.96 1.13 Alexandria | 24 0.24 1.37 Alexandria Bay | 7 0.07 1.44 Aliquippa | 3 0.03 1.47 Allentown | 47 0.47 1.94 Altoona | 22 0.22 2.16 Amityville | 4 0.04 2.20 Amsterdam | 14 0.14 2.34 Annapolis | 23 0.23 2.57 Arlington | 38 0.38 2.95 Ashland | 7 0.07 3.02 Athol | 6 0.06 3.08 Atlantic City | 17 0.17 3.25 Attleboro | 8 0.08 3.33 Auburn | 17 0.17 3.50 Augusta | 22 0.22 3.72 Ayer | 12 0.12 3.84 Baltimore | 94 0.94 4.78 Bangor | 35 0.35 5.13 Bar Harbor | 14 0.14 5.27 Batavia | 17 0.17 5.44 Bath | 7 0.07 5.51 Bay Shore | 12 0.12 5.63 Bayonne | 1 0.01 5.64 Beaver | 13 0.13 5.77 Beckley | 22 0.22 5.99 Bedford | 5 0.05 6.04 Belfast | 9 0.09 6.13 Belleville | 3 0.03 6.16 Bennington | 22 0.22 6.38 Berkeley Springs | 3 0.03 6.41 Berlin | 40 0.40 6.81 Berwick | 6 0.06 6.87 Bethesda | 17 0.17 7.04 Bethlehem | 10 0.10 7.14 Bethpage | 5 0.05 7.19 Beverly | 14 0.14 7.33 Biddeford | 10 0.10 7.43 Big Stone Gap | 5 0.05 7.48 Binghamton | 46 0.46 7.94 Blacksburg | 9 0.09 8.03 Bloomsburg | 8 0.08 8.11 Blue Hill | 13 0.13 8.24 Bluefield | 46 0.46 8.70 Boothbay Harbor | 8 0.08 8.78 Boston | 63 0.63 9.41 Braddock | 2 0.02 9.43 Bradford | 14 0.14 9.57 Brattleboro | 13 0.13 9.70 Bridgeport | 21 0.21 9.91 Bridgeton | 20 0.20 10.11 Bridgton | 9 0.09 10.20 Bristol | 12 0.12 10.32 Brockport | 9 0.09 10.41 Brockton | 22 0.22 10.63 Bronx | 23 0.23 10.86 Bronxville | 4 0.04 10.90 Brooklyn | 54 0.54 11.44 Brookville | 14 0.14 11.58 Brownsville | 11 0.11 11.69 Brunswick | 18 0.18 11.87 Bryn Mawr | 17 0.17 12.04 Buffalo | 70 0.70 12.74 Burlington | 34 0.34 13.08 Butler | 17 0.17 13.25 Calais | 13 0.13 13.38 Callicoon | 6 0.06 13.44 Cambridge | 34 0.34 13.78 Camden | 36 0.36 14.14 Camp Hill | 17 0.17 14.31 Canandaigua | 15 0.15 14.46 Canonsburg | 6 0.06 14.52 Cape May Court House | 16 0.16 14.68 Carbondale | 8 0.08 14.76 Caribou | 9 0.09 14.85 Carlisle | 15 0.15 15.00 Carmel | 7 0.07 15.07 Carthage | 5 0.05 15.12 Catskill | 35 0.35 15.47 Chambersburg | 26 0.26 15.73 Charleston | 120 1.20 16.93 Charlottesville | 67 0.67 17.60 Chesapeake | 7 0.07 17.67 Chestertown | 15 0.15 17.82 Cheverly | 6 0.06 17.88 Claremont | 3 0.03 17.91 Clarion | 21 0.21 18.12 Clearfield | 32 0.32 18.44 Clifton Springs | 6 0.06 18.50 Clinton | 17 0.17 18.67 Clintwood | 5 0.05 18.72 Coaldale | 6 0.06 18.78 Coatesville | 11 0.11 18.89 Cobleskill | 14 0.14 19.03 Cold Spring | 1 0.01 19.04 Colebrook | 7 0.07 19.11 Columbia | 10 0.10 19.21 Concord | 33 0.33 19.54 Connellsville | 5 0.05 19.59 Cooperstown | 27 0.27 19.86 Corning | 10 0.10 19.96 Cornwall | 15 0.15 20.11 Corry | 5 0.05 20.16 Cortland | 16 0.16 20.32 Coudersport | 12 0.12 20.44 Crisfield | 1 0.01 20.45 Cuba | 4 0.04 20.49 Culpeper | 17 0.17 20.66 Cumberland | 30 0.30 20.96 Damariscotta | 12 0.12 21.08 Danbury | 19 0.19 21.27 Dansville | 16 0.16 21.43 Danville | 24 0.24 21.67 Darby | 5 0.05 21.72 Denville | 12 0.12 21.84 Derby | 6 0.06 21.90 Derry | 5 0.05 21.95 Dobbs Ferry | 2 0.02 21.97 Dover | 53 0.53 22.50 Dover-Foxcroft | 9 0.09 22.59 Doylestown | 28 0.28 22.87 Drexel Hill | 4 0.04 22.91 Dubois | 18 0.18 23.09 Dunkirk | 10 0.10 23.19 East Meadow | 6 0.06 23.25 East Stroudsburg | 36 0.36 23.61 Easton | 44 0.44 24.05 Edison | 12 0.12 24.17 Elizabeth | 8 0.08 24.25 Elizabethtown | 6 0.06 24.31 Elkins | 2 0.02 24.33 Elkton | 11 0.11 24.44 Ellenville | 5 0.05 24.49 Ellsworth | 13 0.13 24.62 Ellwood City | 5 0.05 24.67 Elmer | 6 0.06 24.73 Elmira | 19 0.19 24.92 Emporia | 10 0.10 25.02 Englewood | 11 0.11 25.13 Ephrata | 9 0.09 25.22 Erie | 45 0.45 25.67 Everett | 14 0.14 25.81 Exeter | 16 0.16 25.97 Fairfax | 9 0.09 26.06 Fall River | 14 0.14 26.20 Falls Church | 45 0.45 26.65 Fallston | 11 0.11 26.76 Falmouth | 17 0.17 26.93 Far Rockaway | 11 0.11 27.04 Farmington | 26 0.26 27.30 Farmville | 10 0.10 27.40 Fitchburg | 4 0.04 27.44 Flemington | 24 0.24 27.68 Flushing | 30 0.30 27.98 Fort Kent | 11 0.11 28.09 Franklin | 33 0.33 28.42 Frederick | 35 0.35 28.77 Fredericksburg | 38 0.38 29.15 Freehold | 11 0.11 29.26 Front Royal | 7 0.07 29.33 Fulton | 5 0.05 29.38 Galax | 10 0.10 29.48 Gardner | 10 0.10 29.58 Gassaway | 1 0.01 29.59 Geneva | 10 0.10 29.69 Gettysburg | 11 0.11 29.80 Glen Burnie | 15 0.15 29.95 Glen Cove | 10 0.10 30.05 Glens Falls | 44 0.44 30.49 Gloucester | 44 0.44 30.93 Gloversville | 8 0.08 31.01 Goshen | 11 0.11 31.12 Gouverneur | 5 0.05 31.17 Gowanda | 9 0.09 31.26 Grantsville | 2 0.02 31.28 Great Barrington | 15 0.15 31.43 Greenfield | 26 0.26 31.69 Greenport | 9 0.09 31.78 Greensburg | 22 0.22 32.00 Greenville | 19 0.19 32.19 Greenwich | 6 0.06 32.25 Grove City | 10 0.10 32.35 Grundy | 13 0.13 32.48 Hackensack | 15 0.15 32.63 Hackettstown | 6 0.06 32.69 Hagerstown | 21 0.21 32.90 Hamilton | 19 0.19 33.09 Hammonton | 3 0.03 33.12 Hampton | 10 0.10 33.22 Hanover | 9 0.09 33.31 Harris | 33 0.33 33.64 Harrisburg | 49 0.49 34.13 Harrisonburg | 30 0.30 34.43 Hartford | 84 0.84 35.27 Haverhill | 9 0.09 35.36 Havre De Grace | 13 0.13 35.49 Hazleton | 27 0.27 35.76 Hershey | 2 0.02 35.78 Hinton | 3 0.03 35.81 Hoboken | 3 0.03 35.84 Holmdel | 8 0.08 35.92 Holyoke | 5 0.05 35.97 Honesdale | 25 0.25 36.22 Hopewell | 2 0.02 36.24 Hornell | 9 0.09 36.33 Hot Springs | 6 0.06 36.39 Houlton | 10 0.10 36.49 Huntingdon | 25 0.25 36.74 Huntington | 68 0.68 37.42 Hurricane | 9 0.09 37.51 Hyannis | 38 0.38 37.89 Indiana | 28 0.28 38.17 Irving | 6 0.06 38.23 Irvington | 1 0.01 38.24 Ithaca | 19 0.19 38.43 Jamaica | 26 0.26 38.69 Jamestown | 23 0.23 38.92 Jeannette | 15 0.15 39.07 Jersey City | 12 0.12 39.19 Jersey Shore | 3 0.03 39.22 Johnstown | 41 0.41 39.63 Kane | 5 0.05 39.68 Kearny | 4 0.04 39.72 Keene | 24 0.24 39.96 Kenmore | 5 0.05 40.01 Kilmarnock | 23 0.23 40.24 Kingsport | 7 0.07 40.31 Kingston | 50 0.50 40.81 Kittanning | 17 0.17 40.98 La Plata | 22 0.22 41.20 Lackawanna | 2 0.02 41.22 Laconia | 17 0.17 41.39 Lakewood | 5 0.05 41.44 Lancaster | 77 0.77 42.21 Langhorne | 17 0.17 42.38 Lanham | 16 0.16 42.54 Lansdale | 10 0.10 42.64 Latrobe | 22 0.22 42.86 Laurel | 14 0.14 43.00 Lawrence | 10 0.10 43.10 Lebanon | 72 0.72 43.82 Leesburg | 22 0.22 44.04 Lehighton | 5 0.05 44.09 Leominster | 1 0.01 44.10 Leonardtown | 26 0.26 44.36 Lewes | 11 0.11 44.47 Lewisburg | 29 0.29 44.76 Lewiston | 35 0.35 45.11 Lewistown | 22 0.22 45.33 Lexington | 7 0.07 45.40 Lincoln | 11 0.11 45.51 Little Falls | 5 0.05 45.56 Littleton | 8 0.08 45.64 Livingston | 5 0.05 45.69 Lock Haven | 12 0.12 45.81 Lockport | 3 0.03 45.84 Logan | 29 0.29 46.13 Long Beach | 4 0.04 46.17 Long Branch | 10 0.10 46.27 Long Island City | 4 0.04 46.31 Louisa | 2 0.02 46.33 Low Moor | 8 0.08 46.41 Lowell | 18 0.18 46.59 Lowville | 13 0.13 46.72 Ludlow | 1 0.01 46.73 Luray | 3 0.03 46.76 Lynchburg | 40 0.40 47.16 Lynn | 8 0.08 47.24 Machias | 14 0.14 47.38 Malden | 1 0.01 47.39 Malone | 14 0.14 47.53 Man | 16 0.16 47.69 Manahawkin | 8 0.08 47.77 Manassas | 14 0.14 47.91 Manchester | 29 0.29 48.20 Manhasset | 22 0.22 48.42 Manhattan | 149 1.49 49.91 Margaretville | 14 0.14 50.05 Marion | 8 0.08 50.13 Marlborough | 3 0.03 50.16 Marlinton | 5 0.05 50.21 Martinsburg | 12 0.12 50.33 Martinsville | 11 0.11 50.44 Massena | 4 0.04 50.48 McConnellsburg | 10 0.10 50.58 McKees Rocks | 2 0.02 50.60 McKeesport | 10 0.10 50.70 Meadville | 14 0.14 50.84 Medford | 3 0.03 50.87 Media | 12 0.12 50.99 Medina | 6 0.06 51.05 Melrose | 3 0.03 51.08 Meriden | 5 0.05 51.13 Methuen | 3 0.03 51.16 Meyersdale | 7 0.07 51.23 Middlebury | 12 0.12 51.35 Middlesboro | 1 0.01 51.36 Middletown | 49 0.49 51.85 Milford | 11 0.11 51.96 Millinocket | 6 0.06 52.02 Milton | 2 0.02 52.04 Mineola | 13 0.13 52.17 Monongahela | 16 0.16 52.33 Monroeville | 12 0.12 52.45 Montclair | 10 0.10 52.55 Montgomery | 18 0.18 52.73 Montour Falls | 7 0.07 52.80 Montrose | 5 0.05 52.85 Morgantown | 10 0.10 52.95 Morristown | 27 0.27 53.22 Morrisville | 18 0.18 53.40 Mount Airy | 3 0.03 53.43 Mount Holly | 19 0.19 53.62 Mount Kisco | 23 0.23 53.85 Mount Pleasant | 19 0.19 54.04 Mount Vernon | 4 0.04 54.08 Muncy | 10 0.10 54.18 Nantucket | 3 0.03 54.21 Nashua | 15 0.15 54.36 Nassawadox | 39 0.39 54.75 Natick | 19 0.19 54.94 Natrona Heights | 18 0.18 55.12 Needham | 2 0.02 55.14 Neptune | 11 0.11 55.25 New Bedford | 15 0.15 55.40 New Britain | 7 0.07 55.47 New Brunswick | 17 0.17 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 | 36 0.36 56.58 New Milford | 10 0.10 56.68 New Rochelle | 6 0.06 56.74 Newark | 29 0.29 57.03 Newburgh | 8 0.08 57.11 Newburyport | 9 0.09 57.20 Newfane | 6 0.06 57.26 Newport | 25 0.25 57.51 Newport News | 27 0.27 57.78 Newton | 34 0.34 58.12 Niagara Falls | 5 0.05 58.17 Norfolk | 32 0.32 58.49 Norristown | 21 0.21 58.70 North Adams | 8 0.08 58.78 North Bergen | 2 0.02 58.80 North Conway | 12 0.12 58.92 North Tarrytown | 9 0.09 59.01 North Tonawanda | 1 0.01 59.02 Northampton | 23 0.23 59.25 Norton | 6 0.06 59.31 Norwalk | 19 0.19 59.50 Norway | 13 0.13 59.63 Norwich | 23 0.23 59.86 Norwood | 8 0.08 59.94 Nyack | 20 0.20 60.14 Oak Bluffs | 7 0.07 60.21 Oakland | 7 0.07 60.28 Oceanside | 7 0.07 60.35 Ogdensburg | 12 0.12 60.47 Olean | 22 0.22 60.69 Olney | 19 0.19 60.88 Oneida | 10 0.10 60.98 Oneonta | 25 0.25 61.23 Orange | 2 0.02 61.25 Oswego | 5 0.05 61.30 Palmer | 5 0.05 61.35 Palmerton | 6 0.06 61.41 Paoli | 7 0.07 61.48 Paramus | 2 0.02 61.50 Passaic | 11 0.11 61.61 Patchogue | 16 0.16 61.77 Paterson | 15 0.15 61.92 Pawtucket | 4 0.04 61.96 Pearisburg | 10 0.10 62.06 Peckville | 2 0.02 62.08 Peekskill | 12 0.12 62.20 Penn Yan | 11 0.11 62.31 Pennington Gap | 6 0.06 62.37 Perth Amboy | 3 0.03 62.40 Peterborough | 12 0.12 62.52 Petersburg | 20 0.20 62.72 Philadelphia | 100 1.00 63.72 Philipsburg | 6 0.06 63.78 Phillipsburg | 12 0.12 63.90 Phoenixville | 15 0.15 64.05 Pikeville | 1 0.01 64.06 Pittsburgh | 126 1.26 65.32 Pittsfield | 45 0.45 65.77 Plainfield | 9 0.09 65.86 Plainview | 7 0.07 65.93 Plattsburgh | 33 0.33 66.26 Plymouth | 22 0.22 66.48 Point Pleasant | 20 0.20 66.68 Pompton Plains | 12 0.12 66.80 Port Chester | 4 0.04 66.84 Port Jefferson | 16 0.16 67.00 Port Jervis | 16 0.16 67.16 Portland | 50 0.50 67.66 Portsmouth | 20 0.20 67.86 Potsdam | 20 0.20 68.06 Pottstown | 11 0.11 68.17 Pottsville | 39 0.39 68.56 Poughkeepsie | 24 0.24 68.80 Presque Isle | 14 0.14 68.94 Prince Frederick | 17 0.17 69.11 Princeton | 34 0.34 69.45 Providence | 35 0.35 69.80 Pulaski | 4 0.04 69.84 Punxsutawney | 17 0.17 70.01 Putnam | 26 0.26 70.27 Quakertown | 9 0.09 70.36 Quincy | 3 0.03 70.39 Radford | 12 0.12 70.51 Rahway | 4 0.04 70.55 Randallstown | 9 0.09 70.64 Randolph | 15 0.15 70.79 Ranson | 9 0.09 70.88 Reading | 43 0.43 71.31 Red Bank | 15 0.15 71.46 Renovo | 4 0.04 71.50 Reston | 21 0.21 71.71 Rhinebeck | 6 0.06 71.77 Richlands | 16 0.16 71.93 Richmond | 121 1.21 73.14 Ridgewood | 18 0.18 73.32 Ridgway | 2 0.02 73.34 Ridley Park | 14 0.14 73.48 Ripley | 9 0.09 73.57 Riverhead | 15 0.15 73.72 Riverside | 4 0.04 73.76 Roanoke | 58 0.58 74.34 Roaring Spring | 12 0.12 74.46 Rochester | 87 0.87 75.33 Rockland | 24 0.24 75.57 Rockville | 26 0.26 75.83 Rockville Centre | 6 0.06 75.89 Rocky Mount | 5 0.05 75.94 Rome | 15 0.15 76.09 Romney | 1 0.01 76.10 Ronceverte | 22 0.22 76.32 Rumford | 9 0.09 76.41 Rutland | 32 0.32 76.73 Salem | 25 0.25 76.98 Salisbury | 59 0.59 77.57 Sanford | 11 0.11 77.68 Saranac Lake | 20 0.20 77.88 Saratoga Springs | 9 0.09 77.97 Sayre | 27 0.27 78.24 Schenectady | 23 0.23 78.47 Scranton | 41 0.41 78.88 Seaford | 5 0.05 78.93 Secaucus | 2 0.02 78.95 Sellersville | 25 0.25 79.20 Sewickley | 8 0.08 79.28 Shamokin | 3 0.03 79.31 Sharon | 28 0.28 79.59 Sidney | 9 0.09 79.68 Silver Spring | 9 0.09 79.77 Skowhegan | 11 0.11 79.88 Smithtown | 10 0.10 79.98 Sodus | 9 0.09 80.07 Somers Point | 10 0.10 80.17 Somerset | 24 0.24 80.41 Somerville | 16 0.16 80.57 South Amboy | 4 0.04 80.61 South Boston | 21 0.21 80.82 South Charleston | 11 0.11 80.93 South Hill | 16 0.16 81.09 South Weymouth | 29 0.29 81.38 South Williamson | 1 0.01 81.39 Southampton | 12 0.12 81.51 Southbridge | 9 0.09 81.60 Southington | 4 0.04 81.64 Spangler | 17 0.17 81.81 Spencer | 9 0.09 81.90 Springfield | 50 0.50 82.40 Springville | 13 0.13 82.53 St. Albans | 19 0.19 82.72 St. Johnsbury | 22 0.22 82.94 St. Marys | 7 0.07 83.01 Stafford Springs | 9 0.09 83.10 Stamford | 20 0.20 83.30 Star Lake | 7 0.07 83.37 State College | 26 0.26 83.63 Staten Island | 14 0.14 83.77 Staunton | 30 0.30 84.07 Stoneham | 1 0.01 84.08 Stony Brook | 3 0.03 84.11 Stoughton | 1 0.01 84.12 Stratford | 7 0.07 84.19 Stuart | 6 0.06 84.25 Suffern | 8 0.08 84.33 Suffolk | 12 0.12 84.45 Summersville | 1 0.01 84.46 Summit | 15 0.15 84.61 Sunbury | 13 0.13 84.74 Susquehanna | 8 0.08 84.82 Sussex | 8 0.08 84.90 Syosset | 5 0.05 84.95 Syracuse | 79 0.79 85.74 Takoma Park | 8 0.08 85.82 Tappahannock | 19 0.19 86.01 Taunton | 13 0.13 86.14 Tazewell | 4 0.04 86.18 Teaneck | 9 0.09 86.27 Ticonderoga | 8 0.08 86.35 Titusville | 12 0.12 86.47 Toms River | 15 0.15 86.62 Torrington | 12 0.12 86.74 Towanda | 11 0.11 86.85 Townshend | 8 0.08 86.93 Trenton | 32 0.32 87.25 Troy | 19 0.19 87.44 Tunkhannock | 8 0.08 87.52 Tyrone | 6 0.06 87.58 Union | 4 0.04 87.62 Union City | 2 0.02 87.64 Uniontown | 40 0.40 88.04 Upland | 8 0.08 88.12 Utica | 50 0.50 88.62 Valley Stream | 6 0.06 88.68 Vineland | 11 0.11 88.79 Virginia Beach | 15 0.15 88.94 Wakefield | 12 0.12 89.06 Waltham | 6 0.06 89.12 Walton | 3 0.03 89.15 Ware | 8 0.08 89.23 Wareham | 6 0.06 89.29 Warminster | 2 0.02 89.31 Warren | 15 0.15 89.46 Warrenton | 24 0.24 89.70 Warsaw | 18 0.18 89.88 Warwick | 18 0.18 90.06 Washington | 321 3.21 93.27 Waterbury | 32 0.32 93.59 Watertown | 33 0.33 93.92 Waterville | 25 0.25 94.17 Wayne | 6 0.06 94.23 Waynesboro | 11 0.11 94.34 Waynesburg | 18 0.18 94.52 Webster | 2 0.02 94.54 Weirton | 4 0.04 94.58 Wellsboro | 18 0.18 94.76 Wellsville | 14 0.14 94.90 West Chester | 12 0.12 95.02 West Grove | 13 0.13 95.15 West Islip | 8 0.08 95.23 Westerly | 13 0.13 95.36 Westfield | 13 0.13 95.49 Westminster | 9 0.09 95.58 Westwood | 12 0.12 95.70 White Plains | 13 0.13 95.83 Wilkes-Barre | 37 0.37 96.20 Williamsburg | 11 0.11 96.31 Williamson | 13 0.13 96.44 Williamsport | 20 0.20 96.64 Willimantic | 16 0.16 96.80 Willingboro | 6 0.06 96.86 Wilmington | 52 0.52 97.38 Winchester | 35 0.35 97.73 Windber | 5 0.05 97.78 Windsor | 6 0.06 97.84 Winsted | 6 0.06 97.90 Winthrop | 1 0.01 97.91 Wolfeboro | 14 0.14 98.05 Woodbridge | 11 0.11 98.16 Woodbury | 19 0.19 98.35 Woodstock | 8 0.08 98.43 Woodsville | 16 0.16 98.59 Woonsocket | 14 0.14 98.73 Worcester | 60 0.60 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