% analcatdata    A collection of data sets used in the book "Analyzing Categorical Data,"
%                by Jeffrey S. Simonoff, Springer-Verlag, New York, 2003. The submission
%                consists of a zip file containing two versions of each of 84 data sets, 
%                plus this README file. Each data set is given in comma-delimited ASCII
%                (.csv) form, and Microsoft Excel (.xls) form.
% 
% NOTICE: These data sets may be used freely for scientific, educational and/or
%         noncommercial purposes, provided suitable acknowledgment is given (by citing
%         the above-named reference).
% 
% Further details concerning the book, including information on statistical software
% (including sample S-PLUS/R and SAS code), are available at the web site
% 
%             http://www.stern.nyu.edu/~jsimonof/AnalCatData
%
%
% Information about the dataset
% CLASSTYPE: nominal
% CLASSINDEX: last
%
%
% Note: Quotes, Single-Quotes and Backslashes were removed, Blanks replaced
%       with Underscores
%

@relation analcatdata-bondrate

@attribute City {Allentown,Atlanta,Austin,Bakersfield,Baltimore,Birmingham,Boston,Buffalo,Charleston,Chicago,Cincinatti,Cleveland,Columbus,Dallas,Dayton,Denver,Detroit,Durham,El_Paso,Grand_Rapids,Greensboro,Hartford,Honolulu,Houston,Jacksonville,Kansas_City,Knoxville,Las_Vegas,Little_Rock,Los_Angeles,Louisville,Memphis,Miami,Milwaukee,New_Haven,New_York_City,Norfolk,Oklahoma_City,Philadelphia,Phoenix,Pittsburgh,Providence,Raleigh,Richmond,Rochester,Sacramento,San_Antonio,San_Diego,San_Francisco,Seattle,St_Louis,Syracuse,Toledo,Tucson,Tulsa,Twin_Cities,Worcester}
@attribute Population INTEGER
@attribute Per_capita_income INTEGER
@attribute Household_income INTEGER
@attribute Discretionary_income INTEGER
@attribute Publics_in_top_10 {0,1,2,3,4,5,6,7,8,9}
@attribute Nonprofits_in_top_10 {0,1,2,3,4,5}
@attribute For_profits_in_top_10 {1,2,3,4,5,6,7,8,9}
@attribute Utilities_in_top_10 {0,1,2}
@attribute Region {Midwest,Northeast,South,West}
@attribute State_capital {No,Yes}
@attribute Rating {(1)_AAA,(2)_AA,(3)_A,(4)_BBB,(5)_BB}

@data
Allentown,686688,16851,56800,44173,1,3,5,1,Northeast,No,(2)_AA
Atlanta,2833511,17688,56098,47557,4,1,4,1,South,Yes,(2)_AA
Austin,781572,17182,46426,44274,7,0,3,0,South,Yes,(2)_AA
Bakersfield,543477,12675,49696,38850,0,3,7,0,West,No,(3)_A
Baltimore,2382172,17116,61695,46170,2,3,4,1,South,No,(3)_A
Birmingham,907810,15600,49945,40852,5,1,3,1,South,No,(2)_AA
Boston,3783817,19974,68411,53703,4,3,3,0,Northeast,Yes,(3)_A
Buffalo,1189288,15094,50659,38545,6,0,4,0,Northeast,No,(4)_BBB
Charleston,506875,13546,46195,38545,5,2,3,0,South,No,(2)_AA
Chicago,8065633,19408,66300,54128,5,0,5,0,Midwest,No,(3)_A
Cincinatti,1744124,16801,54870,44464,4,1,4,1,Midwest,No,(2)_AA
Cleveland,2759823,16116,56848,41841,5,3,2,0,Midwest,No,(3)_A
Columbus,1377419,16697,43811,43830,5,1,4,0,Midwest,Yes,(1)_AAA
Dallas,3885415,18900,57704,50727,3,1,6,0,South,No,(1)_AAA
Dayton,951270,15973,51551,41611,3,2,5,0,Midwest,No,(2)_AA
Denver,1848319,18600,58114,46059,1,0,7,1,West,Yes,(2)_AA
Detroit,4665236,17256,58890,46466,4,3,3,0,Midwest,No,(4)_BBB
Durham,?,17642,49546,44655,3,2,5,0,South,No,(1)_AAA
El_Paso,591610,10697,42225,35842,0,1,7,2,South,No,(2)_AA
Grand_Rapids,688399,15502,52007,43447,2,4,4,0,Midwest,No,(3)_A
Greensboro,942091,15697,48929,39458,2,1,7,0,South,No,(1)_AAA
Hartford,1123678,20853,69989,55108,1,1,7,1,Northeast,Yes,(2)_AA
Honolulu,836231,18705,74744,58222,2,2,5,1,West,Yes,(2)_AA
Houston,3711043,18045,56795,50509,2,0,7,1,South,No,(2)_AA
Jacksonville,906727,15351,50836,40630,6,1,3,0,South,No,(2)_AA
Kansas_City,1566280,17487,56286,45301,5,1,4,0,Midwest,No,(2)_AA
Knoxville,604816,15616,44052,39198,5,2,3,0,South,No,(2)_AA
Los_Angeles,14531529,16271,71029,49481,4,1,5,0,West,No,(2)_AA
Las_Vegas,741459,15986,49228,41338,0,1,9,0,West,No,(3)_A
Little_Rock,513117,15580,47622,40803,6,3,1,0,South,Yes,(2)_AA
Louisville,952662,15874,50905,40893,4,2,4,0,South,No,(2)_AA
Memphis,981747,15337,52543,42057,6,2,2,0,South,No,(2)_AA
Miami,3192582,14294,55316,40424,4,2,3,1,South,No,(3)_A
Milwaukee,1607183,17447,55757,46247,0,2,7,1,Midwest,No,(2)_AA
New_Haven,804219,19634,65474,51639,0,5,5,0,Northeast,No,(4)_BBB
New_York_City,17953372,18906,67201,50414,3,2,4,1,Northeast,No,(3)_A
Norfolk,1396107,14825,51376,41696,8,0,2,0,South,No,(2)_AA
Oklahoma_City,958839,14151,46056,36899,6,2,2,0,South,Yes,(2)_AA
Philadelphia,5899345,18837,63701,51337,0,3,7,0,Northeast,No,(5)_BB
Phoenix,2122101,15166,50740,39385,4,1,5,0,West,Yes,(2)_AA
Pittsburgh,2242798,16024,52108,40047,3,2,5,0,Northeast,No,(3)_A
Providence,916270,15043,52340,39932,0,5,5,0,Northeast,Yes,(4)_BBB
Raleigh,735480,17642,49546,44655,4,1,4,1,South,Yes,(1)_AAA
Richmond,865640,17040,60197,44093,0,1,8,1,South,Yes,(2)_AA
Rochester,1002410,16471,61594,44022,4,1,5,0,Northeast,No,(2)_AA
Sacramento,1481102,16663,54026,44394,0,3,7,0,West,Yes,(2)_AA
San_Antonio,1302099,13605,46632,39251,9,0,1,0,South,No,(2)_AA
San_Diego,2498016,16485,56542,47163,7,2,1,0,West,No,(2)_AA
San_Francisco,6253311,22003,80087,55590,4,1,5,0,West,No,(2)_AA
Seattle,2559164,20387,57884,51147,0,3,7,0,West,No,(2)_AA
St_Louis,2444099,16999,58697,44785,0,2,7,0,Midwest,No,(4)_BBB
Syracuse,659864,15077,51716,40823,1,4,4,1,Northeast,No,(2)_AA
Toledo,614128,14770,51398,39206,3,4,3,0,Midwest,No,(3)_A
Tucson,666880,13514,42998,34133,6,2,2,0,West,No,(2)_AA
Tulsa,708954,14253,49050,36318,3,2,5,0,South,No,(2)_AA
Twin_Cities,2464124,18113,61029,47792,4,2,4,0,Midwest,Yes,(1)_AAA
Worcester,709705,17018,56517,46317,3,3,3,1,Northeast,No,(3)_A