Frequencies for hrrcity variable in hosp_hsa_hrr_2013 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 | 30 0.64 1.29 Albuquerque | 37 0.79 2.08 Alexandria | 12 0.26 2.34 Allentown | 16 0.34 2.68 Altoona | 6 0.13 2.81 Amarillo | 22 0.47 3.28 Anchorage | 22 0.47 3.75 Ann Arbor | 11 0.24 3.99 Appleton | 7 0.15 4.14 Arlington | 10 0.21 4.35 Asheville | 13 0.28 4.63 Atlanta | 58 1.24 5.88 Augusta | 14 0.30 6.18 Aurora | 3 0.06 6.24 Austin | 22 0.47 6.71 Bakersfield | 13 0.28 6.99 Baltimore | 24 0.51 7.51 Bangor | 18 0.39 7.89 Baton Rouge | 18 0.39 8.28 Beaumont | 7 0.15 8.43 Bend | 6 0.13 8.56 Billings | 37 0.79 9.35 Binghamton | 7 0.15 9.50 Birmingham | 40 0.86 10.36 Bismarck | 17 0.36 10.73 Bloomington | 3 0.06 10.79 Blue Island | 7 0.15 10.94 Boise | 16 0.34 11.28 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 | 7 0.15 12.63 Bryan | 7 0.15 12.78 Buffalo | 16 0.34 13.13 Burlington | 13 0.28 13.41 Camden | 21 0.45 13.86 Canton | 9 0.19 14.05 Cape Girardeau | 8 0.17 14.22 Casper | 13 0.28 14.50 Cedar Rapids | 7 0.15 14.65 Charleston | 35 0.75 15.40 Charlotte | 22 0.47 15.87 Charlottesville | 8 0.17 16.04 Chattanooga | 9 0.19 16.24 Chicago | 26 0.56 16.80 Chico | 6 0.13 16.92 Cincinnati | 20 0.43 17.35 Clearwater | 5 0.11 17.46 Cleveland | 26 0.56 18.02 Colorado Springs | 14 0.30 18.32 Columbia | 34 0.73 19.05 Columbus | 52 1.12 20.16 Contra Costa County | 6 0.13 20.29 Corpus Christi | 7 0.15 20.44 Covington | 4 0.09 20.53 Dallas | 68 1.46 21.99 Danville | 11 0.24 22.22 Davenport | 10 0.21 22.44 Dayton | 17 0.36 22.80 Dearborn | 5 0.11 22.91 Denver | 43 0.92 23.83 Des Moines | 37 0.79 24.62 Detroit | 14 0.30 24.92 Dothan | 12 0.26 25.18 Dubuque | 6 0.13 25.31 Duluth | 15 0.32 25.63 Durham | 15 0.32 25.95 East Long Island | 29 0.62 26.58 El Paso | 13 0.28 26.86 Elgin | 5 0.11 26.96 Elmira | 6 0.13 27.09 Elyria | 2 0.04 27.13 Erie | 17 0.36 27.50 Eugene | 13 0.28 27.78 Evanston | 5 0.11 27.89 Evansville | 21 0.45 28.34 Everett | 8 0.17 28.51 Fargo/Moorhead MN | 27 0.58 29.09 Flint | 4 0.09 29.17 Florence | 10 0.21 29.39 Fort Collins | 5 0.11 29.49 Fort Lauderdale | 24 0.51 30.01 Fort Myers | 10 0.21 30.22 Fort Smith | 13 0.28 30.50 Fort Wayne | 24 0.51 31.02 Fort Worth | 25 0.54 31.55 Fresno | 9 0.19 31.75 Gainesville | 8 0.17 31.92 Gary | 7 0.15 32.07 Grand Forks | 15 0.32 32.39 Grand Junction | 9 0.19 32.58 Grand Rapids | 14 0.30 32.88 Great Falls | 13 0.28 33.16 Greeley | 11 0.24 33.40 Green Bay | 11 0.24 33.63 Greensboro | 5 0.11 33.74 Greenville | 25 0.54 34.28 Gulfport | 3 0.06 34.34 Hackensack | 10 0.21 34.56 Harlingen | 5 0.11 34.66 Harrisburg | 10 0.21 34.88 Hartford | 15 0.32 35.20 Hattiesburg | 9 0.19 35.39 Hickory | 3 0.06 35.46 Hinsdale | 4 0.09 35.54 Honolulu | 19 0.41 35.95 Houma | 8 0.17 36.12 Houston | 75 1.61 37.73 Hudson | 5 0.11 37.84 Huntington | 7 0.15 37.99 Huntsville | 7 0.15 38.14 Idaho Falls | 7 0.15 38.29 Indianapolis | 52 1.12 39.40 Iowa City | 11 0.24 39.64 Jackson | 52 1.12 40.76 Jacksonville | 17 0.36 41.12 Johnson City | 6 0.13 41.25 Johnstown | 5 0.11 41.36 Joliet | 5 0.11 41.46 Jonesboro | 7 0.15 41.61 Joplin | 13 0.28 41.89 Kalamazoo | 11 0.24 42.13 Kansas City | 48 1.03 43.16 Kettering | 4 0.09 43.24 Kingsport | 12 0.26 43.50 Knoxville | 24 0.51 44.02 La Crosse | 11 0.24 44.25 Lafayette | 26 0.56 44.81 Lake Charles | 8 0.17 44.98 Lakeland | 3 0.06 45.05 Lancaster | 6 0.13 45.17 Lansing | 10 0.21 45.39 Las Vegas | 21 0.45 45.84 Lawton | 8 0.17 46.01 Lebanon | 17 0.36 46.37 Lexington | 42 0.90 47.28 Lincoln | 35 0.75 48.03 Little Rock | 40 0.86 48.88 Longview | 4 0.09 48.97 Los Angeles | 75 1.61 50.58 Louisville | 31 0.66 51.24 Lubbock | 27 0.58 51.82 Lynchburg | 2 0.04 51.87 Macon | 19 0.41 52.27 Madison | 25 0.54 52.81 Manchester | 13 0.28 53.09 Manhattan | 27 0.58 53.67 Marquette | 11 0.24 53.90 Marshfield | 12 0.26 54.16 Mason City | 8 0.17 54.33 McAllen | 6 0.13 54.46 Medford | 9 0.19 54.65 Melrose Park | 12 0.26 54.91 Memphis | 29 0.62 55.53 Meridian | 12 0.26 55.79 Mesa | 13 0.28 56.07 Metairie | 9 0.19 56.26 Miami | 29 0.62 56.89 Milwaukee | 29 0.62 57.51 Minneapolis | 71 1.52 59.03 Minot | 10 0.21 59.24 Missoula | 18 0.39 59.63 Mobile | 14 0.30 59.93 Modesto | 9 0.19 60.12 Monroe | 15 0.32 60.45 Montgomery | 12 0.26 60.70 Morgantown | 10 0.21 60.92 Morristown | 6 0.13 61.05 Muncie | 3 0.06 61.11 Munster | 5 0.11 61.22 Muskegon | 5 0.11 61.33 Napa | 8 0.17 61.50 Nashville | 54 1.16 62.66 Neenah | 7 0.15 62.81 New Brunswick | 6 0.13 62.93 New Haven | 12 0.26 63.19 New Orleans | 9 0.19 63.38 Newark | 12 0.26 63.64 Newport News | 7 0.15 63.79 Norfolk | 12 0.26 64.05 Ocala | 4 0.09 64.14 Odessa | 12 0.26 64.39 Ogden | 5 0.11 64.50 Oklahoma City | 67 1.44 65.94 Olympia | 7 0.15 66.09 Omaha | 54 1.16 67.25 Orange County | 23 0.49 67.74 Orlando | 30 0.64 68.38 Ormond Beach | 4 0.09 68.47 Owensboro | 2 0.04 68.51 Oxford | 6 0.13 68.64 Paducah | 13 0.28 68.92 Palm Springs/Rancho Mirage | 3 0.06 68.98 Panama City | 5 0.11 69.09 Paterson | 2 0.04 69.13 Pensacola | 14 0.30 69.43 Peoria | 15 0.32 69.76 Petoskey | 5 0.11 69.86 Philadelphia | 42 0.90 70.76 Phoenix | 41 0.88 71.64 Pittsburgh | 44 0.94 72.59 Pontiac | 4 0.09 72.67 Portland | 52 1.12 73.79 Providence | 12 0.26 74.05 Provo | 12 0.26 74.30 Pueblo | 3 0.06 74.37 Raleigh | 14 0.30 74.67 Rapid City | 14 0.30 74.97 Reading | 6 0.13 75.10 Redding | 9 0.19 75.29 Reno | 22 0.47 75.76 Richmond | 18 0.39 76.15 Ridgewood | 3 0.06 76.21 Roanoke | 15 0.32 76.53 Rochester | 29 0.62 77.16 Rockford | 13 0.28 77.43 Rome | 6 0.13 77.56 Royal Oak | 7 0.15 77.71 Sacramento | 19 0.41 78.12 Saginaw | 18 0.39 78.51 Salem | 3 0.06 78.57 Salinas | 4 0.09 78.66 Salisbury | 6 0.13 78.79 Salt Lake City | 45 0.97 79.75 San Angelo | 11 0.24 79.99 San Antonio | 29 0.62 80.61 San Bernardino | 20 0.43 81.04 San Diego | 21 0.45 81.49 San Francisco | 13 0.28 81.77 San Jose | 7 0.15 81.92 San Luis Obispo | 3 0.06 81.98 San Mateo County | 6 0.13 82.11 Santa Barbara | 5 0.11 82.22 Santa Cruz | 3 0.06 82.28 Santa Rosa | 7 0.15 82.43 Sarasota | 5 0.11 82.54 Savannah | 17 0.36 82.90 Sayre | 6 0.13 83.03 Scranton | 6 0.13 83.16 Seattle | 23 0.49 83.66 Shreveport | 21 0.45 84.11 Sioux City | 15 0.32 84.43 Sioux Falls | 63 1.35 85.78 Slidell | 7 0.15 85.93 South Bend | 10 0.21 86.14 Spartanburg | 5 0.11 86.25 Spokane | 45 0.97 87.22 Springdale | 8 0.17 87.39 Springfield | 48 1.03 88.42 St. Cloud | 9 0.19 88.61 St. Joseph | 3 0.06 88.67 St. Louis | 61 1.31 89.98 St. Paul | 14 0.30 90.28 St. Petersburg | 6 0.13 90.41 Stockton | 6 0.13 90.54 Sun City | 3 0.06 90.60 Syracuse | 15 0.32 90.93 Tacoma | 5 0.11 91.03 Takoma Park | 6 0.13 91.16 Tallahassee | 16 0.34 91.51 Tampa | 12 0.26 91.76 Temple | 7 0.15 91.91 Terre Haute | 4 0.09 92.00 Texarkana | 7 0.15 92.15 Toledo | 17 0.36 92.51 Topeka | 16 0.34 92.86 Traverse City | 5 0.11 92.96 Tucson | 15 0.32 93.29 Tulsa | 40 0.86 94.14 Tupelo | 11 0.24 94.38 Tuscaloosa | 6 0.13 94.51 Tyler | 15 0.32 94.83 Urbana | 9 0.19 95.02 Ventura | 7 0.15 95.17 Victoria | 6 0.13 95.30 Waco | 10 0.21 95.52 Washington | 19 0.41 95.92 Waterloo | 8 0.17 96.10 Wausau | 6 0.13 96.22 White Plains | 11 0.24 96.46 Wichita | 85 1.82 98.28 Wichita Falls | 13 0.28 98.56 Wilkes-Barre | 2 0.04 98.61 Wilmington | 11 0.24 98.84 Winchester | 9 0.19 99.03 Winston-Salem | 17 0.36 99.40 Worcester | 8 0.17 99.57 Yakima | 6 0.13 99.70 York | 5 0.11 99.81 Youngstown | 9 0.19 100.00 ---------------------------+----------------------------------- Total | 4,662 100.00 by Jean Roth , jroth@nber.org , 14 Mar 2018