Frequencies for hrrcity variable in hosp_hsa_hrr_2011 dataset : Hospital Referral Regions | (HRR) City | Freq. Percent Cum. ---------------------------+----------------------------------- Abilene | 14 0.30 0.30 Akron | 7 0.15 0.45 Alameda County | 8 0.17 0.62 Albany | 31 0.66 1.28 Albuquerque | 36 0.77 2.05 Alexandria | 12 0.26 2.31 Allentown | 17 0.36 2.67 Altoona | 6 0.13 2.80 Amarillo | 22 0.47 3.27 Anchorage | 22 0.47 3.74 Ann Arbor | 12 0.26 4.00 Appleton | 7 0.15 4.15 Arlington | 10 0.21 4.36 Asheville | 13 0.28 4.64 Atlanta | 59 1.26 5.90 Augusta | 14 0.30 6.20 Aurora | 3 0.06 6.26 Austin | 20 0.43 6.69 Bakersfield | 13 0.28 6.97 Baltimore | 23 0.49 7.46 Bangor | 18 0.38 7.85 Baton Rouge | 20 0.43 8.27 Beaumont | 8 0.17 8.44 Bend | 6 0.13 8.57 Billings | 35 0.75 9.32 Binghamton | 7 0.15 9.47 Birmingham | 43 0.92 10.39 Bismarck | 17 0.36 10.75 Bloomington | 3 0.06 10.82 Blue Island | 7 0.15 10.97 Boise | 15 0.32 11.29 Boston | 44 0.94 12.23 Boulder | 4 0.09 12.31 Bradenton | 3 0.06 12.38 Bridgeport | 5 0.11 12.48 Bronx | 8 0.17 12.65 Bryan | 6 0.13 12.78 Buffalo | 17 0.36 13.15 Burlington | 13 0.28 13.42 Camden | 21 0.45 13.87 Canton | 9 0.19 14.07 Cape Girardeau | 8 0.17 14.24 Casper | 13 0.28 14.51 Cedar Rapids | 7 0.15 14.66 Charleston | 35 0.75 15.41 Charlotte | 22 0.47 15.88 Charlottesville | 7 0.15 16.03 Chattanooga | 9 0.19 16.22 Chicago | 27 0.58 16.80 Chico | 6 0.13 16.93 Cincinnati | 21 0.45 17.38 Clearwater | 5 0.11 17.49 Cleveland | 28 0.60 18.08 Colorado Springs | 14 0.30 18.38 Columbia | 35 0.75 19.13 Columbus | 53 1.13 20.27 Contra Costa County | 6 0.13 20.39 Corpus Christi | 7 0.15 20.54 Covington | 4 0.09 20.63 Dallas | 68 1.45 22.08 Danville | 12 0.26 22.34 Davenport | 10 0.21 22.55 Dayton | 16 0.34 22.89 Dearborn | 5 0.11 23.00 Denver | 41 0.88 23.88 Des Moines | 37 0.79 24.67 Detroit | 14 0.30 24.97 Dothan | 13 0.28 25.25 Dubuque | 6 0.13 25.37 Duluth | 15 0.32 25.69 Durham | 15 0.32 26.02 East Long Island | 30 0.64 26.66 El Paso | 12 0.26 26.91 Elgin | 5 0.11 27.02 Elmira | 6 0.13 27.15 Elyria | 2 0.04 27.19 Erie | 17 0.36 27.55 Eugene | 13 0.28 27.83 Evanston | 6 0.13 27.96 Evansville | 21 0.45 28.41 Everett | 7 0.15 28.56 Fargo/Moorhead MN | 27 0.58 29.14 Flint | 4 0.09 29.22 Florence | 10 0.21 29.44 Fort Collins | 5 0.11 29.54 Fort Lauderdale | 24 0.51 30.06 Fort Myers | 10 0.21 30.27 Fort Smith | 13 0.28 30.55 Fort Wayne | 24 0.51 31.06 Fort Worth | 25 0.53 31.59 Fresno | 10 0.21 31.81 Gainesville | 9 0.19 32.00 Gary | 7 0.15 32.15 Grand Forks | 15 0.32 32.47 Grand Junction | 9 0.19 32.66 Grand Rapids | 14 0.30 32.96 Great Falls | 13 0.28 33.24 Greeley | 11 0.24 33.48 Green Bay | 10 0.21 33.69 Greensboro | 5 0.11 33.80 Greenville | 25 0.53 34.33 Gulfport | 3 0.06 34.40 Hackensack | 10 0.21 34.61 Harlingen | 6 0.13 34.74 Harrisburg | 10 0.21 34.95 Hartford | 15 0.32 35.27 Hattiesburg | 8 0.17 35.44 Hickory | 4 0.09 35.53 Hinsdale | 4 0.09 35.61 Honolulu | 14 0.30 35.91 Houma | 8 0.17 36.08 Houston | 78 1.67 37.75 Hudson | 5 0.11 37.86 Huntington | 7 0.15 38.01 Huntsville | 8 0.17 38.18 Idaho Falls | 6 0.13 38.31 Indianapolis | 51 1.09 39.40 Iowa City | 11 0.24 39.63 Jackson | 53 1.13 40.77 Jacksonville | 18 0.38 41.15 Johnson City | 6 0.13 41.28 Johnstown | 5 0.11 41.39 Joliet | 5 0.11 41.49 Jonesboro | 7 0.15 41.64 Joplin | 12 0.26 41.90 Kalamazoo | 11 0.24 42.13 Kansas City | 50 1.07 43.20 Kettering | 4 0.09 43.29 Kingsport | 13 0.28 43.57 Knoxville | 26 0.56 44.12 La Crosse | 11 0.24 44.36 Lafayette | 25 0.53 44.89 Lake Charles | 9 0.19 45.08 Lakeland | 3 0.06 45.15 Lancaster | 6 0.13 45.28 Lansing | 10 0.21 45.49 Las Vegas | 21 0.45 45.94 Lawton | 8 0.17 46.11 Lebanon | 17 0.36 46.47 Lexington | 42 0.90 47.37 Lincoln | 35 0.75 48.12 Little Rock | 40 0.86 48.97 Longview | 4 0.09 49.06 Los Angeles | 78 1.67 50.73 Louisville | 31 0.66 51.39 Lubbock | 26 0.56 51.95 Lynchburg | 2 0.04 51.99 Macon | 19 0.41 52.39 Madison | 24 0.51 52.91 Manchester | 13 0.28 53.19 Manhattan | 29 0.62 53.81 Marquette | 11 0.24 54.04 Marshfield | 12 0.26 54.30 Mason City | 8 0.17 54.47 McAllen | 6 0.13 54.60 Medford | 9 0.19 54.79 Melrose Park | 12 0.26 55.04 Memphis | 30 0.64 55.69 Meridian | 12 0.26 55.94 Mesa | 13 0.28 56.22 Metairie | 9 0.19 56.41 Miami | 29 0.62 57.03 Milwaukee | 29 0.62 57.65 Minneapolis | 71 1.52 59.17 Minot | 9 0.19 59.36 Missoula | 18 0.38 59.75 Mobile | 15 0.32 60.07 Modesto | 9 0.19 60.26 Monroe | 14 0.30 60.56 Montgomery | 12 0.26 60.82 Morgantown | 10 0.21 61.03 Morristown | 7 0.15 61.18 Muncie | 3 0.06 61.24 Munster | 5 0.11 61.35 Muskegon | 5 0.11 61.46 Napa | 8 0.17 61.63 Nashville | 53 1.13 62.76 Neenah | 7 0.15 62.91 New Brunswick | 6 0.13 63.04 New Haven | 12 0.26 63.30 New Orleans | 7 0.15 63.45 Newark | 12 0.26 63.70 Newport News | 6 0.13 63.83 Norfolk | 12 0.26 64.09 Ocala | 4 0.09 64.17 Odessa | 13 0.28 64.45 Ogden | 5 0.11 64.56 Oklahoma City | 67 1.43 65.99 Olympia | 7 0.15 66.14 Omaha | 54 1.15 67.29 Orange County | 24 0.51 67.81 Orlando | 29 0.62 68.43 Ormond Beach | 4 0.09 68.51 Owensboro | 2 0.04 68.55 Oxford | 7 0.15 68.70 Paducah | 13 0.28 68.98 Palm Springs/Rancho Mirage | 3 0.06 69.05 Panama City | 5 0.11 69.15 Paterson | 2 0.04 69.20 Pensacola | 15 0.32 69.52 Peoria | 15 0.32 69.84 Petoskey | 6 0.13 69.97 Philadelphia | 44 0.94 70.91 Phoenix | 40 0.86 71.76 Pittsburgh | 43 0.92 72.68 Pontiac | 4 0.09 72.77 Portland | 52 1.11 73.88 Providence | 12 0.26 74.13 Provo | 11 0.24 74.37 Pueblo | 3 0.06 74.43 Raleigh | 14 0.30 74.73 Rapid City | 13 0.28 75.01 Reading | 7 0.15 75.16 Redding | 9 0.19 75.35 Reno | 22 0.47 75.82 Richmond | 17 0.36 76.19 Ridgewood | 3 0.06 76.25 Roanoke | 15 0.32 76.57 Rochester | 30 0.64 77.21 Rockford | 13 0.28 77.49 Rome | 6 0.13 77.62 Royal Oak | 7 0.15 77.77 Sacramento | 19 0.41 78.17 Saginaw | 18 0.38 78.56 Salem | 3 0.06 78.62 Salinas | 4 0.09 78.71 Salisbury | 6 0.13 78.84 Salt Lake City | 43 0.92 79.76 San Angelo | 10 0.21 79.97 San Antonio | 28 0.60 80.57 San Bernardino | 20 0.43 81.00 San Diego | 20 0.43 81.42 San Francisco | 13 0.28 81.70 San Jose | 7 0.15 81.85 San Luis Obispo | 4 0.09 81.94 San Mateo County | 6 0.13 82.06 Santa Barbara | 5 0.11 82.17 Santa Cruz | 3 0.06 82.24 Santa Rosa | 7 0.15 82.39 Sarasota | 5 0.11 82.49 Savannah | 17 0.36 82.86 Sayre | 6 0.13 82.98 Scranton | 7 0.15 83.13 Seattle | 23 0.49 83.63 Shreveport | 21 0.45 84.07 Sioux City | 15 0.32 84.40 Sioux Falls | 62 1.33 85.72 Slidell | 6 0.13 85.85 South Bend | 9 0.19 86.04 Spartanburg | 5 0.11 86.15 Spokane | 45 0.96 87.11 Springdale | 8 0.17 87.28 Springfield | 48 1.03 88.31 St. Cloud | 9 0.19 88.50 St. Joseph | 3 0.06 88.56 St. Louis | 58 1.24 89.80 St. Paul | 14 0.30 90.10 St. Petersburg | 6 0.13 90.23 Stockton | 6 0.13 90.36 Sun City | 3 0.06 90.42 Syracuse | 16 0.34 90.77 Tacoma | 5 0.11 90.87 Takoma Park | 6 0.13 91.00 Tallahassee | 18 0.38 91.39 Tampa | 11 0.24 91.62 Temple | 7 0.15 91.77 Terre Haute | 4 0.09 91.86 Texarkana | 8 0.17 92.03 Toledo | 18 0.38 92.41 Topeka | 17 0.36 92.77 Traverse City | 3 0.06 92.84 Tucson | 16 0.34 93.18 Tulsa | 40 0.86 94.04 Tupelo | 11 0.24 94.27 Tuscaloosa | 6 0.13 94.40 Tyler | 16 0.34 94.74 Urbana | 9 0.19 94.93 Ventura | 8 0.17 95.10 Victoria | 6 0.13 95.23 Waco | 10 0.21 95.45 Washington | 19 0.41 95.85 Waterloo | 8 0.17 96.02 Wausau | 6 0.13 96.15 White Plains | 12 0.26 96.41 Wichita | 86 1.84 98.25 Wichita Falls | 13 0.28 98.53 Wilkes-Barre | 2 0.04 98.57 Wilmington | 12 0.26 98.82 Winchester | 9 0.19 99.02 Winston-Salem | 18 0.38 99.40 Worcester | 9 0.19 99.59 Yakima | 6 0.13 99.72 York | 4 0.09 99.81 Youngstown | 9 0.19 100.00 ---------------------------+----------------------------------- Total | 4,678 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018