Frequencies for hrrcity variable in hosp_hsa_hrr_2007 dataset : Hospital Referral Regions | (HRR) City | Freq. Percent Cum. ---------------------------+----------------------------------- Abilene | 13 0.31 0.31 Akron | 6 0.14 0.45 Alameda County | 9 0.21 0.66 Albany | 30 0.71 1.36 Albuquerque | 27 0.64 2.00 Alexandria | 9 0.21 2.21 Allentown | 13 0.31 2.52 Altoona | 6 0.14 2.66 Amarillo | 17 0.40 3.06 Anchorage | 10 0.24 3.29 Ann Arbor | 11 0.26 3.55 Appleton | 7 0.16 3.72 Arlington | 10 0.24 3.95 Asheville | 14 0.33 4.28 Atlanta | 58 1.36 5.65 Augusta | 14 0.33 5.98 Aurora | 3 0.07 6.05 Austin | 14 0.33 6.37 Bakersfield | 10 0.24 6.61 Baltimore | 23 0.54 7.15 Bangor | 18 0.42 7.57 Baton Rouge | 11 0.26 7.83 Beaumont | 9 0.21 8.05 Bend | 6 0.14 8.19 Billings | 22 0.52 8.70 Binghamton | 7 0.16 8.87 Birmingham | 45 1.06 9.93 Bismarck | 11 0.26 10.19 Bloomington | 3 0.07 10.26 Blue Island | 8 0.19 10.44 Boise | 14 0.33 10.77 Boston | 43 1.01 11.79 Boulder | 3 0.07 11.86 Bradenton | 3 0.07 11.93 Bridgeport | 5 0.12 12.04 Bronx | 9 0.21 12.26 Bryan | 5 0.12 12.37 Buffalo | 17 0.40 12.77 Burlington | 13 0.31 13.08 Camden | 22 0.52 13.60 Canton | 9 0.21 13.81 Cape Girardeau | 8 0.19 14.00 Casper | 10 0.24 14.23 Cedar Rapids | 5 0.12 14.35 Charleston | 35 0.82 15.17 Charlotte | 22 0.52 15.69 Charlottesville | 7 0.16 15.86 Chattanooga | 9 0.21 16.07 Chicago | 30 0.71 16.77 Chico | 5 0.12 16.89 Cincinnati | 19 0.45 17.34 Clearwater | 6 0.14 17.48 Cleveland | 26 0.61 18.09 Colorado Springs | 11 0.26 18.35 Columbia | 35 0.82 19.17 Columbus | 47 1.11 20.28 Contra Costa County | 7 0.16 20.44 Corpus Christi | 6 0.14 20.58 Covington | 4 0.09 20.68 Dallas | 49 1.15 21.83 Danville | 11 0.26 22.09 Davenport | 10 0.24 22.32 Dayton | 15 0.35 22.68 Dearborn | 5 0.12 22.79 Denver | 33 0.78 23.57 Des Moines | 36 0.85 24.42 Detroit | 14 0.33 24.75 Dothan | 13 0.31 25.05 Dubuque | 4 0.09 25.15 Duluth | 12 0.28 25.43 Durham | 14 0.33 25.76 East Long Island | 32 0.75 26.51 El Paso | 11 0.26 26.77 Elgin | 5 0.12 26.89 Elmira | 6 0.14 27.03 Elyria | 3 0.07 27.10 Erie | 16 0.38 27.48 Eugene | 12 0.28 27.76 Evanston | 6 0.14 27.90 Evansville | 19 0.45 28.35 Everett | 7 0.16 28.51 Fargo/Moorhead MN | 23 0.54 29.05 Flint | 4 0.09 29.15 Florence | 10 0.24 29.38 Fort Collins | 5 0.12 29.50 Fort Lauderdale | 26 0.61 30.11 Fort Myers | 11 0.26 30.37 Fort Smith | 13 0.31 30.68 Fort Wayne | 21 0.49 31.17 Fort Worth | 18 0.42 31.59 Fresno | 9 0.21 31.80 Gainesville | 8 0.19 31.99 Gary | 6 0.14 32.13 Grand Forks | 12 0.28 32.42 Grand Junction | 6 0.14 32.56 Grand Rapids | 14 0.33 32.89 Great Falls | 7 0.16 33.05 Greeley | 9 0.21 33.26 Green Bay | 10 0.24 33.50 Greensboro | 5 0.12 33.62 Greenville | 23 0.54 34.16 Gulfport | 4 0.09 34.25 Hackensack | 9 0.21 34.46 Harlingen | 5 0.12 34.58 Harrisburg | 10 0.24 34.82 Hartford | 14 0.33 35.14 Hattiesburg | 7 0.16 35.31 Hickory | 4 0.09 35.40 Hinsdale | 3 0.07 35.47 Honolulu | 14 0.33 35.80 Houma | 7 0.16 35.97 Houston | 58 1.36 37.33 Hudson | 5 0.12 37.45 Huntington | 6 0.14 37.59 Huntsville | 8 0.19 37.78 Idaho Falls | 3 0.07 37.85 Indianapolis | 46 1.08 38.93 Iowa City | 10 0.24 39.17 Jackson | 49 1.15 40.32 Jacksonville | 16 0.38 40.70 Johnson City | 5 0.12 40.81 Johnstown | 5 0.12 40.93 Joliet | 5 0.12 41.05 Jonesboro | 7 0.16 41.21 Joplin | 11 0.26 41.47 Kalamazoo | 11 0.26 41.73 Kansas City | 46 1.08 42.81 Kettering | 4 0.09 42.91 Kingsport | 13 0.31 43.21 Knoxville | 27 0.64 43.85 La Crosse | 11 0.26 44.11 Lafayette | 22 0.52 44.62 Lake Charles | 6 0.14 44.77 Lakeland | 3 0.07 44.84 Lancaster | 6 0.14 44.98 Lansing | 10 0.24 45.21 Las Vegas | 16 0.38 45.59 Lawton | 7 0.16 45.75 Lebanon | 16 0.38 46.13 Lexington | 43 1.01 47.14 Lincoln | 28 0.66 47.80 Little Rock | 42 0.99 48.79 Longview | 4 0.09 48.88 Los Angeles | 76 1.79 50.67 Louisville | 29 0.68 51.35 Lubbock | 25 0.59 51.94 Lynchburg | 2 0.05 51.99 Macon | 19 0.45 52.43 Madison | 24 0.56 53.00 Manchester | 13 0.31 53.31 Manhattan | 32 0.75 54.06 Marquette | 11 0.26 54.32 Marshfield | 12 0.28 54.60 Mason City | 8 0.19 54.79 McAllen | 6 0.14 54.93 Medford | 9 0.21 55.14 Melrose Park | 12 0.28 55.42 Memphis | 30 0.71 56.13 Meridian | 8 0.19 56.32 Mesa | 6 0.14 56.46 Metairie | 8 0.19 56.65 Miami | 28 0.66 57.30 Milwaukee | 26 0.61 57.92 Minneapolis | 63 1.48 59.40 Minot | 7 0.16 59.56 Missoula | 14 0.33 59.89 Mobile | 15 0.35 60.24 Modesto | 8 0.19 60.43 Monroe | 11 0.26 60.69 Montgomery | 12 0.28 60.97 Morgantown | 10 0.24 61.21 Morristown | 8 0.19 61.40 Muncie | 3 0.07 61.47 Munster | 4 0.09 61.56 Muskegon | 5 0.12 61.68 Napa | 8 0.19 61.87 Nashville | 50 1.18 63.04 Neenah | 7 0.16 63.21 New Brunswick | 6 0.14 63.35 New Haven | 12 0.28 63.63 New Orleans | 8 0.19 63.82 Newark | 15 0.35 64.17 Newport News | 6 0.14 64.31 Norfolk | 12 0.28 64.60 Ocala | 4 0.09 64.69 Odessa | 9 0.21 64.90 Ogden | 4 0.09 65.00 Oklahoma City | 53 1.25 66.24 Olympia | 6 0.14 66.38 Omaha | 44 1.04 67.42 Orange County | 23 0.54 67.96 Orlando | 27 0.64 68.60 Ormond Beach | 4 0.09 68.69 Owensboro | 2 0.05 68.74 Oxford | 7 0.16 68.90 Paducah | 13 0.31 69.21 Palm Springs/Rancho Mirage | 3 0.07 69.28 Panama City | 4 0.09 69.37 Paterson | 4 0.09 69.47 Pensacola | 15 0.35 69.82 Peoria | 15 0.35 70.17 Petoskey | 5 0.12 70.29 Philadelphia | 38 0.89 71.18 Phoenix | 33 0.78 71.96 Pittsburgh | 46 1.08 73.04 Pontiac | 4 0.09 73.14 Portland | 51 1.20 74.34 Providence | 12 0.28 74.62 Provo | 9 0.21 74.83 Pueblo | 3 0.07 74.90 Raleigh | 13 0.31 75.21 Rapid City | 7 0.16 75.37 Reading | 6 0.14 75.51 Redding | 8 0.19 75.70 Reno | 14 0.33 76.03 Richmond | 16 0.38 76.41 Ridgewood | 4 0.09 76.50 Roanoke | 14 0.33 76.83 Rochester | 30 0.71 77.53 Rockford | 12 0.28 77.82 Rome | 6 0.14 77.96 Royal Oak | 4 0.09 78.05 Sacramento | 18 0.42 78.48 Saginaw | 17 0.40 78.88 Salem | 2 0.05 78.92 Salinas | 4 0.09 79.02 Salisbury | 5 0.12 79.13 Salt Lake City | 30 0.71 79.84 San Angelo | 4 0.09 79.93 San Antonio | 24 0.56 80.50 San Bernardino | 19 0.45 80.95 San Diego | 19 0.45 81.39 San Francisco | 13 0.31 81.70 San Jose | 8 0.19 81.89 San Luis Obispo | 4 0.09 81.98 San Mateo County | 5 0.12 82.10 Santa Barbara | 5 0.12 82.22 Santa Cruz | 2 0.05 82.26 Santa Rosa | 6 0.14 82.40 Sarasota | 5 0.12 82.52 Savannah | 17 0.40 82.92 Sayre | 6 0.14 83.06 Scranton | 7 0.16 83.23 Seattle | 20 0.47 83.70 Shreveport | 19 0.45 84.14 Sioux City | 13 0.31 84.45 Sioux Falls | 54 1.27 85.72 Slidell | 5 0.12 85.84 South Bend | 9 0.21 86.05 Spartanburg | 5 0.12 86.17 Spokane | 36 0.85 87.01 Springdale | 7 0.16 87.18 Springfield | 48 1.13 88.31 St. Cloud | 9 0.21 88.52 St. Joseph | 3 0.07 88.59 St. Louis | 58 1.36 89.96 St. Paul | 14 0.33 90.28 St. Petersburg | 6 0.14 90.43 Stockton | 6 0.14 90.57 Sun City | 2 0.05 90.61 Syracuse | 16 0.38 90.99 Tacoma | 4 0.09 91.08 Takoma Park | 6 0.14 91.23 Tallahassee | 18 0.42 91.65 Tampa | 11 0.26 91.91 Temple | 8 0.19 92.10 Terre Haute | 4 0.09 92.19 Texarkana | 8 0.19 92.38 Toledo | 17 0.40 92.78 Topeka | 15 0.35 93.13 Traverse City | 3 0.07 93.20 Tucson | 14 0.33 93.53 Tulsa | 30 0.71 94.24 Tupelo | 11 0.26 94.50 Tuscaloosa | 7 0.16 94.66 Tyler | 15 0.35 95.01 Urbana | 9 0.21 95.22 Ventura | 7 0.16 95.39 Victoria | 5 0.12 95.51 Waco | 10 0.24 95.74 Washington | 20 0.47 96.21 Waterloo | 7 0.16 96.38 Wausau | 6 0.14 96.52 White Plains | 11 0.26 96.78 Wichita | 62 1.46 98.24 Wichita Falls | 11 0.26 98.49 Wilkes-Barre | 3 0.07 98.57 Wilmington | 11 0.26 98.82 Winchester | 9 0.21 99.04 Winston-Salem | 16 0.38 99.41 Worcester | 9 0.21 99.62 Yakima | 6 0.14 99.76 York | 3 0.07 99.84 Youngstown | 7 0.16 100.00 ---------------------------+----------------------------------- Total | 4,251 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018