sick.arff

是UCI数据库中的一些有代表性的数据集

% ;
% ; Thyroid disease records supplied by the Garavan Institute and J. Ross
% ; Quinlan, New South Wales Institute, Syndney, Australia.
% ;
% ; 1987.
% ;
% 
% sick, negative.			|  classes
% 
% age:				continuous.
% sex:				M, F.
% on thyroxine:			f, t.
% query on thyroxine:		f, t.
% on antithyroid medication:	f, t.
% sick:				f, t.
% pregnant:			f, t.
% thyroid surgery:		f, t.
% I131 treatment:			f, t.
% query hypothyroid:		f, t.
% query hyperthyroid:		f, t.
% lithium:			f, t.
% goitre:				f, t.
% tumor:				f, t.
% hypopituitary:			f, t.
% psych:				f, t.
% TSH measured:			f, t.
% TSH:				continuous.
% T3 measured:			f, t.
% T3:				continuous.
% TT4 measured:			f, t.
% TT4:				continuous.
% T4U measured:			f, t.
% T4U:				continuous.
% FTI measured:			f, t.
% FTI:				continuous.
% TBG measured:			f, t.
% TBG:				continuous.
% referral source:		WEST, STMW, SVHC, SVI, SVHD, other.
% 
%
% Num Instances:     3772
% Num Attributes:    30
% Num Continuous:    7 (Int 1 / Real 6)
% Num Discrete:      23
% Missing values:    6064 /  5.4%
%
%     name                      type enum ints real     missing    distinct  (1)
%   1 'age'                     Int    0% 100%   0%     1 /  0%    93 /  2%   0% 
%   2 'sex'                     Enum  96%   0%   0%   150 /  4%     2 /  0%   0% 
%   3 'on thyroxine'            Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%   4 'query on thyroxine'      Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%   5 'on antithyroid medicati  Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%   6 'sick'                    Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%   7 'pregnant'                Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%   8 'thyroid surgery'         Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%   9 'I131 treatment'          Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  10 'query hypothyroid'       Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  11 'query hyperthyroid'      Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  12 'lithium'                 Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  13 'goitre'                  Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  14 'tumor'                   Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  15 'hypopituitary'           Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  16 'psych'                   Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  17 'TSH measured'            Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  18 'TSH'                     Real   0%  11%  79%   369 / 10%   287 /  8%   2% 
%  19 'T3 measured'             Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  20 'T3'                      Real   0%   9%  71%   769 / 20%    69 /  2%   0% 
%  21 'TT4 measured'            Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  22 'TT4'                     Real   0%  94%   0%   231 /  6%   241 /  6%   1% 
%  23 'T4U measured'            Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  24 'T4U'                     Real   0%   2%  87%   387 / 10%   146 /  4%   1% 
%  25 'FTI measured'            Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%  26 'FTI'                     Real   0%  90%   0%   385 / 10%   234 /  6%   2% 
%  27 'TBG measured'            Enum 100%   0%   0%     0 /  0%     1 /  0%   0% 
%  28 'TBG'                     Real   0%   0%   0%  3772 /100%     0 /  0%   0% 
%  29 'referral source'         Enum 100%   0%   0%     0 /  0%     5 /  0%   0% 
%  30 'Class'                   Enum 100%   0%   0%     0 /  0%     2 /  0%   0% 
%
@relation sick
@attribute 'age' integer
@attribute 'sex' { F, M}
@attribute 'on thyroxine' { f, t}
@attribute 'query on thyroxine' { f, t}
@attribute 'on antithyroid medication' { f, t}
@attribute 'sick' { f, t}
@attribute 'pregnant' { f, t}
@attribute 'thyroid surgery' { f, t}
@attribute 'I131 treatment' { f, t}
@attribute 'query hypothyroid' { f, t}
@attribute 'query hyperthyroid' { f, t}
@attribute 'lithium' { f, t}
@attribute 'goitre' { f, t}
@attribute 'tumor' { f, t}
@attribute 'hypopituitary' { f, t}
@attribute 'psych' { f, t}
@attribute 'TSH measured' { t, f}
@attribute 'TSH' real
@attribute 'T3 measured' { t, f}
@attribute 'T3' real
@attribute 'TT4 measured' { t, f}
@attribute 'TT4' real
@attribute 'T4U measured' { t, f}
@attribute 'T4U' real
@attribute 'FTI measured' { t, f}
@attribute 'FTI' real
@attribute 'TBG measured' { f}
@attribute 'TBG' real
@attribute 'referral source' { SVHC, other, SVI, STMW, SVHD}
@attribute 'Class' { negative, sick}
@data
41,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1.3,t,2.5,t,125,t,1.14,t,109,f,?,SVHC,negative
23,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,4.1,t,2,t,102,f,?,f,?,f,?,other,negative
46,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.98,f,?,t,109,t,0.91,t,120,f,?,other,negative
70,F,t,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.16,t,1.9,t,175,f,?,f,?,f,?,other,negative
70,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.72,t,1.2,t,61,t,0.87,t,70,f,?,SVI,negative
18,F,t,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.03,f,?,t,183,t,1.3,t,141,f,?,other,negative
59,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,f,?,f,?,t,72,t,0.92,t,78,f,?,other,negative
80,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.2,t,0.6,t,80,t,0.7,t,115,f,?,SVI,sick
66,F,f,f,f,f,f,f,f,f,f,f,f,t,f,f,t,0.6,t,2.2,t,123,t,0.93,t,132,f,?,SVI,negative
68,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.4,t,1.6,t,83,t,0.89,t,93,f,?,SVI,negative
84,F,f,f,f,f,f,f,f,f,f,f,f,t,f,f,t,1.1,t,2.2,t,115,t,0.95,t,121,f,?,SVI,negative
67,F,t,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.03,f,?,t,152,t,0.99,t,153,f,?,other,negative
71,F,f,f,f,t,f,f,f,f,t,f,f,f,f,f,t,0.03,t,3.8,t,171,t,1.13,t,151,f,?,other,negative
59,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.8,t,1.7,t,97,t,0.91,t,107,f,?,SVI,negative
28,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,3.3,t,1.8,t,109,t,0.91,t,119,f,?,SVHC,negative
65,F,f,f,f,f,f,f,f,t,f,f,f,f,f,f,t,12,f,?,t,99,t,1.14,t,87,f,?,other,negative
42,?,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1.2,t,1.8,t,70,t,0.86,t,81,f,?,other,negative
63,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1.5,t,1.2,t,117,t,0.96,t,121,f,?,SVI,negative
80,F,f,f,f,f,f,f,f,f,f,f,f,f,f,t,t,6,t,1.6,t,99,t,0.95,t,104,f,?,SVI,negative
28,M,f,f,f,f,f,f,f,f,f,f,f,f,f,t,t,2.1,t,2.6,t,121,t,0.94,t,130,f,?,SVHC,negative
51,F,t,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.1,f,?,t,130,t,0.86,t,151,f,?,other,negative
46,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.8,t,2.1,t,108,t,0.91,t,119,f,?,other,negative
81,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1.9,t,0.3,t,102,t,0.96,t,106,f,?,SVI,sick
54,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,3.1,f,?,t,104,t,0.9,t,116,f,?,other,negative
55,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.2,t,1.8,t,134,t,1.02,t,131,f,?,SVI,negative
63,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.03,t,5.5,t,199,t,1.05,t,190,f,?,other,negative
60,M,t,f,f,f,f,f,f,f,f,f,f,f,f,f,t,13,t,1.4,t,57,t,0.62,t,92,f,?,other,negative
25,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.3,t,3.1,t,129,f,?,f,?,f,?,other,negative
73,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1.9,t,1.5,t,113,t,1.06,t,106,f,?,SVI,negative
67,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,f,?,f,?,t,97,t,0.95,t,102,f,?,other,negative
34,F,f,f,f,f,t,f,f,f,t,f,f,f,f,f,t,0.035,t,2.5,t,119,t,1.55,t,76,f,?,other,negative
70,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.5,t,2.3,t,84,t,0.92,t,92,f,?,other,negative
78,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.5,t,1.9,t,81,t,0.83,t,98,f,?,SVI,negative
37,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1.7,t,1.9,t,95,t,1.05,t,90,f,?,SVI,negative
85,F,f,f,f,f,f,f,f,t,f,f,f,f,f,f,t,7.3,t,2.4,t,66,t,1.09,t,61,f,?,other,negative
25,F,f,f,f,f,f,f,f,f,f,f,f,t,f,f,t,1.1,f,?,t,101,t,1.07,t,94,f,?,other,negative
26,F,f,f,f,f,f,f,f,f,f,f,f,f,f,t,t,1.8,t,2.5,t,147,t,1.13,t,129,f,?,SVHC,negative
58,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.26,t,2.7,t,120,t,1.27,t,95,f,?,other,negative
51,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.8,f,?,t,69,t,0.76,t,91,f,?,other,negative
64,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,f,?,f,?,f,?,f,?,f,?,f,?,other,negative
44,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,45,t,1.4,t,39,t,1.16,t,33,f,?,SVI,negative
48,M,f,t,f,f,f,f,f,f,t,f,f,f,f,f,t,5.4,t,1.9,t,87,t,1,t,87,f,?,other,negative
61,F,f,f,f,f,f,f,f,f,f,f,t,f,f,f,t,0.99,t,1.5,t,63,t,0.56,t,113,f,?,SVI,negative
35,F,t,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.25,t,2,t,121,t,0.81,t,148,f,?,other,negative
70,F,f,f,f,t,f,f,f,f,f,f,f,f,f,f,t,1.1,t,1.7,t,95,t,0.68,t,140,f,?,SVI,negative
81,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.2,t,2.2,t,133,t,0.78,t,171,f,?,other,negative
83,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.92,t,0.9,t,86,t,0.76,t,113,f,?,SVI,sick
21,?,f,f,f,f,f,f,f,f,f,f,f,f,f,f,f,?,t,1.8,t,163,t,1.05,t,155,f,?,other,negative
87,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.15,t,1.7,t,162,t,0.87,t,186,f,?,SVI,sick
78,F,f,f,f,f,f,f,f,t,f,f,f,f,f,f,t,0.64,t,1.7,t,113,t,0.99,t,115,f,?,SVI,negative
64,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.035,t,1,t,103,t,0.85,t,122,f,?,SVI,sick
64,F,f,f,f,t,f,f,f,f,f,f,f,f,f,f,t,1,t,1.7,t,96,t,0.9,t,107,f,?,SVI,negative
68,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.4,t,2.2,t,117,t,0.86,t,136,f,?,SVI,negative
44,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.5,t,1.6,t,119,t,1.09,t,110,f,?,other,negative
53,F,f,f,f,f,f,f,f,f,f,f,f,t,f,f,f,?,t,2.8,f,?,f,?,f,?,f,?,SVI,negative
77,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2,t,2.9,t,151,t,1.35,t,111,f,?,other,negative
27,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.6,f,?,t,112,t,1.15,t,97,f,?,other,negative
65,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,14.8,t,1.5,t,61,t,0.85,t,72,f,?,SVI,negative
27,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,15,t,1.6,t,82,t,0.82,t,100,f,?,SVI,negative
54,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,19,t,2.2,t,83,t,1.03,t,81,f,?,SVHC,negative
69,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1.8,t,2.3,t,97,t,0.89,t,109,f,?,SVI,negative
42,?,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,0.02,t,2.6,t,138,t,1.58,t,88,f,?,STMW,negative
87,F,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,3,t,1.6,t,71,t,1.06,t,67,f,?,other,negative
74,M,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,1,t,2.1,t,77,t,0.91,t,84,f,?,SVI,negative
38,?,f,f,f,f,f,f,f,f,f,f,f,f,f,f,t,2.9,t,1.8,t,93,t,0.95,t,98,f,?,other,negative