Frequencies for hrrcity variable in hosp_hsa_hrr_2012 dataset : Hospital Referral Regions | (HRR) City | Freq. Percent Cum. ---------------------------+----------------------------------- Abilene | 14 0.30 0.30 Akron | 7 0.15 0.45 Alameda County | 9 0.19 0.64 Albany | 31 0.66 1.31 Albuquerque | 37 0.79 2.10 Alexandria | 12 0.26 2.36 Allentown | 17 0.36 2.72 Altoona | 6 0.13 2.85 Amarillo | 22 0.47 3.32 Anchorage | 22 0.47 3.80 Ann Arbor | 12 0.26 4.05 Appleton | 7 0.15 4.20 Arlington | 10 0.21 4.42 Asheville | 13 0.28 4.70 Atlanta | 56 1.20 5.90 Augusta | 14 0.30 6.20 Aurora | 3 0.06 6.26 Austin | 21 0.45 6.71 Bakersfield | 13 0.28 6.99 Baltimore | 23 0.49 7.48 Bangor | 18 0.39 7.87 Baton Rouge | 19 0.41 8.28 Beaumont | 7 0.15 8.43 Bend | 6 0.13 8.56 Billings | 35 0.75 9.31 Binghamton | 7 0.15 9.46 Birmingham | 42 0.90 10.36 Bismarck | 17 0.36 10.72 Bloomington | 3 0.06 10.79 Blue Island | 7 0.15 10.94 Boise | 15 0.32 11.26 Boston | 44 0.94 12.20 Boulder | 4 0.09 12.29 Bradenton | 3 0.06 12.35 Bridgeport | 5 0.11 12.46 Bronx | 8 0.17 12.63 Bryan | 6 0.13 12.76 Buffalo | 16 0.34 13.10 Burlington | 13 0.28 13.38 Camden | 21 0.45 13.83 Canton | 9 0.19 14.03 Cape Girardeau | 8 0.17 14.20 Casper | 13 0.28 14.48 Cedar Rapids | 7 0.15 14.63 Charleston | 35 0.75 15.38 Charlotte | 22 0.47 15.85 Charlottesville | 7 0.15 16.00 Chattanooga | 9 0.19 16.19 Chicago | 27 0.58 16.77 Chico | 6 0.13 16.90 Cincinnati | 21 0.45 17.35 Clearwater | 5 0.11 17.46 Cleveland | 27 0.58 18.04 Colorado Springs | 14 0.30 18.34 Columbia | 34 0.73 19.06 Columbus | 52 1.12 20.18 Contra Costa County | 6 0.13 20.31 Corpus Christi | 7 0.15 20.46 Covington | 4 0.09 20.54 Dallas | 71 1.52 22.07 Danville | 11 0.24 22.30 Davenport | 10 0.21 22.52 Dayton | 17 0.36 22.88 Dearborn | 5 0.11 22.99 Denver | 41 0.88 23.87 Des Moines | 37 0.79 24.66 Detroit | 14 0.30 24.96 Dothan | 13 0.28 25.24 Dubuque | 6 0.13 25.37 Duluth | 15 0.32 25.69 Durham | 15 0.32 26.01 East Long Island | 29 0.62 26.64 El Paso | 13 0.28 26.91 Elgin | 5 0.11 27.02 Elmira | 6 0.13 27.15 Elyria | 2 0.04 27.19 Erie | 17 0.36 27.56 Eugene | 13 0.28 27.84 Evanston | 6 0.13 27.96 Evansville | 21 0.45 28.42 Everett | 7 0.15 28.57 Fargo/Moorhead MN | 27 0.58 29.14 Flint | 4 0.09 29.23 Florence | 10 0.21 29.44 Fort Collins | 5 0.11 29.55 Fort Lauderdale | 24 0.51 30.07 Fort Myers | 10 0.21 30.28 Fort Smith | 13 0.28 30.56 Fort Wayne | 23 0.49 31.05 Fort Worth | 25 0.54 31.59 Fresno | 10 0.21 31.80 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 | 12 0.26 33.22 Greeley | 11 0.24 33.45 Green Bay | 11 0.24 33.69 Greensboro | 5 0.11 33.80 Greenville | 25 0.54 34.33 Gulfport | 3 0.06 34.40 Hackensack | 10 0.21 34.61 Harlingen | 6 0.13 34.74 Harrisburg | 10 0.21 34.96 Hartford | 15 0.32 35.28 Hattiesburg | 8 0.17 35.45 Hickory | 4 0.09 35.54 Hinsdale | 4 0.09 35.62 Honolulu | 14 0.30 35.92 Houma | 8 0.17 36.09 Houston | 77 1.65 37.74 Hudson | 5 0.11 37.85 Huntington | 7 0.15 38.00 Huntsville | 7 0.15 38.15 Idaho Falls | 6 0.13 38.28 Indianapolis | 51 1.09 39.37 Iowa City | 11 0.24 39.61 Jackson | 53 1.14 40.75 Jacksonville | 18 0.39 41.13 Johnson City | 6 0.13 41.26 Johnstown | 5 0.11 41.37 Joliet | 5 0.11 41.48 Jonesboro | 7 0.15 41.63 Joplin | 12 0.26 41.88 Kalamazoo | 11 0.24 42.12 Kansas City | 48 1.03 43.15 Kettering | 4 0.09 43.23 Kingsport | 12 0.26 43.49 Knoxville | 25 0.54 44.03 La Crosse | 11 0.24 44.26 Lafayette | 24 0.51 44.78 Lake Charles | 9 0.19 44.97 Lakeland | 3 0.06 45.04 Lancaster | 6 0.13 45.16 Lansing | 10 0.21 45.38 Las Vegas | 21 0.45 45.83 Lawton | 8 0.17 46.00 Lebanon | 17 0.36 46.37 Lexington | 42 0.90 47.27 Lincoln | 34 0.73 47.99 Little Rock | 40 0.86 48.85 Longview | 4 0.09 48.94 Los Angeles | 78 1.67 50.61 Louisville | 31 0.66 51.28 Lubbock | 26 0.56 51.83 Lynchburg | 2 0.04 51.88 Macon | 19 0.41 52.28 Madison | 25 0.54 52.82 Manchester | 13 0.28 53.10 Manhattan | 29 0.62 53.72 Marquette | 11 0.24 53.96 Marshfield | 12 0.26 54.21 Mason City | 8 0.17 54.39 McAllen | 6 0.13 54.51 Medford | 9 0.19 54.71 Melrose Park | 12 0.26 54.96 Memphis | 29 0.62 55.59 Meridian | 12 0.26 55.84 Mesa | 13 0.28 56.12 Metairie | 9 0.19 56.32 Miami | 29 0.62 56.94 Milwaukee | 29 0.62 57.56 Minneapolis | 71 1.52 59.08 Minot | 9 0.19 59.28 Missoula | 18 0.39 59.66 Mobile | 14 0.30 59.96 Modesto | 9 0.19 60.15 Monroe | 15 0.32 60.48 Montgomery | 12 0.26 60.73 Morgantown | 10 0.21 60.95 Morristown | 6 0.13 61.08 Muncie | 3 0.06 61.14 Munster | 5 0.11 61.25 Muskegon | 5 0.11 61.36 Napa | 8 0.17 61.53 Nashville | 53 1.14 62.66 Neenah | 7 0.15 62.81 New Brunswick | 6 0.13 62.94 New Haven | 11 0.24 63.18 New Orleans | 8 0.17 63.35 Newark | 12 0.26 63.61 Newport News | 6 0.13 63.74 Norfolk | 12 0.26 63.99 Ocala | 4 0.09 64.08 Odessa | 13 0.28 64.36 Ogden | 5 0.11 64.46 Oklahoma City | 66 1.42 65.88 Olympia | 7 0.15 66.03 Omaha | 54 1.16 67.19 Orange County | 24 0.51 67.70 Orlando | 29 0.62 68.33 Ormond Beach | 4 0.09 68.41 Owensboro | 2 0.04 68.45 Oxford | 7 0.15 68.60 Paducah | 13 0.28 68.88 Palm Springs/Rancho Mirage | 3 0.06 68.95 Panama City | 5 0.11 69.05 Paterson | 2 0.04 69.10 Pensacola | 15 0.32 69.42 Peoria | 15 0.32 69.74 Petoskey | 5 0.11 69.85 Philadelphia | 44 0.94 70.79 Phoenix | 40 0.86 71.65 Pittsburgh | 44 0.94 72.59 Pontiac | 4 0.09 72.68 Portland | 51 1.09 73.77 Providence | 12 0.26 74.03 Provo | 12 0.26 74.29 Pueblo | 3 0.06 74.35 Raleigh | 14 0.30 74.65 Rapid City | 13 0.28 74.93 Reading | 6 0.13 75.06 Redding | 9 0.19 75.25 Reno | 21 0.45 75.70 Richmond | 18 0.39 76.09 Ridgewood | 3 0.06 76.15 Roanoke | 15 0.32 76.47 Rochester | 31 0.66 77.14 Rockford | 13 0.28 77.42 Rome | 6 0.13 77.55 Royal Oak | 7 0.15 77.70 Sacramento | 19 0.41 78.10 Saginaw | 18 0.39 78.49 Salem | 3 0.06 78.55 Salinas | 4 0.09 78.64 Salisbury | 6 0.13 78.77 Salt Lake City | 43 0.92 79.69 San Angelo | 11 0.24 79.93 San Antonio | 29 0.62 80.55 San Bernardino | 20 0.43 80.98 San Diego | 20 0.43 81.41 San Francisco | 13 0.28 81.69 San Jose | 7 0.15 81.84 San Luis Obispo | 4 0.09 81.92 San Mateo County | 6 0.13 82.05 Santa Barbara | 5 0.11 82.16 Santa Cruz | 3 0.06 82.22 Santa Rosa | 7 0.15 82.37 Sarasota | 5 0.11 82.48 Savannah | 17 0.36 82.84 Sayre | 6 0.13 82.97 Scranton | 6 0.13 83.10 Seattle | 23 0.49 83.59 Shreveport | 21 0.45 84.04 Sioux City | 15 0.32 84.37 Sioux Falls | 63 1.35 85.72 Slidell | 7 0.15 85.87 South Bend | 9 0.19 86.06 Spartanburg | 5 0.11 86.17 Spokane | 44 0.94 87.11 Springdale | 8 0.17 87.28 Springfield | 48 1.03 88.31 St. Cloud | 9 0.19 88.51 St. Joseph | 3 0.06 88.57 St. Louis | 58 1.24 89.81 St. Paul | 14 0.30 90.11 St. Petersburg | 6 0.13 90.24 Stockton | 6 0.13 90.37 Sun City | 3 0.06 90.44 Syracuse | 16 0.34 90.78 Tacoma | 5 0.11 90.89 Takoma Park | 6 0.13 91.01 Tallahassee | 17 0.36 91.38 Tampa | 12 0.26 91.64 Temple | 8 0.17 91.81 Terre Haute | 4 0.09 91.89 Texarkana | 8 0.17 92.07 Toledo | 17 0.36 92.43 Topeka | 17 0.36 92.79 Traverse City | 4 0.09 92.88 Tucson | 15 0.32 93.20 Tulsa | 39 0.84 94.04 Tupelo | 11 0.24 94.27 Tuscaloosa | 6 0.13 94.40 Tyler | 16 0.34 94.75 Urbana | 9 0.19 94.94 Ventura | 7 0.15 95.09 Victoria | 6 0.13 95.22 Waco | 10 0.21 95.43 Washington | 19 0.41 95.84 Waterloo | 8 0.17 96.01 Wausau | 6 0.13 96.14 White Plains | 12 0.26 96.40 Wichita | 85 1.82 98.22 Wichita Falls | 13 0.28 98.50 Wilkes-Barre | 2 0.04 98.54 Wilmington | 12 0.26 98.80 Winchester | 9 0.19 98.99 Winston-Salem | 18 0.39 99.38 Worcester | 9 0.19 99.57 Yakima | 6 0.13 99.70 York | 5 0.11 99.81 Youngstown | 9 0.19 100.00 ---------------------------+----------------------------------- Total | 4,663 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018