heart-statlog.arff

是UCI数据库中的一些有代表性的数据集

% This database contains 13 attributes (which have been extracted from
% a larger set of 75)       
%   
% 
% 
% Attribute Information:
% ------------------------
%       -- 1. age       
%       -- 2. sex       
%       -- 3. chest pain type  (4 values)       
%       -- 4. resting blood pressure  
%       -- 5. serum cholestoral in mg/dl      
%       -- 6. fasting blood sugar > 120 mg/dl       
%       -- 7. resting electrocardiographic results  (values 0,1,2) 
%       -- 8. maximum heart rate achieved  
%       -- 9. exercise induced angina    
%       -- 10. oldpeak = ST depression induced by exercise relative to rest   
%       -- 11. the slope of the peak exercise ST segment     
%       -- 12. number of major vessels (0-3) colored by flourosopy        
%       -- 13.  thal: 3 = normal; 6 = fixed defect; 7 = reversable defect     
% 
% Attributes types
% -----------------
% 
% Real: 1,4,5,8,10,12
% Ordered:11,
% Binary: 2,6,9
% Nominal:7,3,13
% 
% Variable to be predicted
% ------------------------
% Absence (1) or presence (2) of heart disease
% 
% Cost Matrix
% 
%          abse  pres
% absence   0     1
% presence  5     0
% 
% where the rows represent the true values and the columns the predicted.
% 
% No missing values.
% 
% 270 observations
%
%
%
%
% Relabeled values in attribute class
%    From: 1                       To: absent              
%    From: 2                       To: present             
%
@relation heart-statlog
@attribute age real
@attribute sex real
@attribute chest real
@attribute resting_blood_pressure real
@attribute serum_cholestoral real
@attribute fasting_blood_sugar real
@attribute resting_electrocardiographic_results real
@attribute maximum_heart_rate_achieved real
@attribute exercise_induced_angina real
@attribute oldpeak real
@attribute slope real
@attribute number_of_major_vessels real
@attribute thal real
@attribute class { absent, present}
@data
70,1,4,130,322,0,2,109,0,2.4,2,3,3,present
67,0,3,115,564,0,2,160,0,1.6,2,0,7,absent
57,1,2,124,261,0,0,141,0,0.3,1,0,7,present
64,1,4,128,263,0,0,105,1,0.2,2,1,7,absent
74,0,2,120,269,0,2,121,1,0.2,1,1,3,absent
65,1,4,120,177,0,0,140,0,0.4,1,0,7,absent
56,1,3,130,256,1,2,142,1,0.6,2,1,6,present
59,1,4,110,239,0,2,142,1,1.2,2,1,7,present
60,1,4,140,293,0,2,170,0,1.2,2,2,7,present
63,0,4,150,407,0,2,154,0,4,2,3,7,present
59,1,4,135,234,0,0,161,0,0.5,2,0,7,absent
53,1,4,142,226,0,2,111,1,0,1,0,7,absent
44,1,3,140,235,0,2,180,0,0,1,0,3,absent
61,1,1,134,234,0,0,145,0,2.6,2,2,3,present
57,0,4,128,303,0,2,159,0,0,1,1,3,absent
71,0,4,112,149,0,0,125,0,1.6,2,0,3,absent
46,1,4,140,311,0,0,120,1,1.8,2,2,7,present
53,1,4,140,203,1,2,155,1,3.1,3,0,7,present
64,1,1,110,211,0,2,144,1,1.8,2,0,3,absent
40,1,1,140,199,0,0,178,1,1.4,1,0,7,absent
67,1,4,120,229,0,2,129,1,2.6,2,2,7,present
48,1,2,130,245,0,2,180,0,0.2,2,0,3,absent
43,1,4,115,303,0,0,181,0,1.2,2,0,3,absent
47,1,4,112,204,0,0,143,0,0.1,1,0,3,absent
54,0,2,132,288,1,2,159,1,0,1,1,3,absent
48,0,3,130,275,0,0,139,0,0.2,1,0,3,absent
46,0,4,138,243,0,2,152,1,0,2,0,3,absent
51,0,3,120,295,0,2,157,0,0.6,1,0,3,absent
58,1,3,112,230,0,2,165,0,2.5,2,1,7,present
71,0,3,110,265,1,2,130,0,0,1,1,3,absent
57,1,3,128,229,0,2,150,0,0.4,2,1,7,present
66,1,4,160,228,0,2,138,0,2.3,1,0,6,absent
37,0,3,120,215,0,0,170,0,0,1,0,3,absent
59,1,4,170,326,0,2,140,1,3.4,3,0,7,present
50,1,4,144,200,0,2,126,1,0.9,2,0,7,present
48,1,4,130,256,1,2,150,1,0,1,2,7,present
61,1,4,140,207,0,2,138,1,1.9,1,1,7,present
59,1,1,160,273,0,2,125,0,0,1,0,3,present
42,1,3,130,180,0,0,150,0,0,1,0,3,absent
48,1,4,122,222,0,2,186,0,0,1,0,3,absent
40,1,4,152,223,0,0,181,0,0,1,0,7,present
62,0,4,124,209,0,0,163,0,0,1,0,3,absent
44,1,3,130,233,0,0,179,1,0.4,1,0,3,absent
46,1,2,101,197,1,0,156,0,0,1,0,7,absent
59,1,3,126,218,1,0,134,0,2.2,2,1,6,present
58,1,3,140,211,1,2,165,0,0,1,0,3,absent
49,1,3,118,149,0,2,126,0,0.8,1,3,3,present
44,1,4,110,197,0,2,177,0,0,1,1,3,present
66,1,2,160,246,0,0,120,1,0,2,3,6,present
65,0,4,150,225,0,2,114,0,1,2,3,7,present
42,1,4,136,315,0,0,125,1,1.8,2,0,6,present
52,1,2,128,205,1,0,184,0,0,1,0,3,absent
65,0,3,140,417,1,2,157,0,0.8,1,1,3,absent
63,0,2,140,195,0,0,179,0,0,1,2,3,absent
45,0,2,130,234,0,2,175,0,0.6,2,0,3,absent
41,0,2,105,198,0,0,168,0,0,1,1,3,absent
61,1,4,138,166,0,2,125,1,3.6,2,1,3,present
60,0,3,120,178,1,0,96,0,0,1,0,3,absent
59,0,4,174,249,0,0,143,1,0,2,0,3,present
62,1,2,120,281,0,2,103,0,1.4,2,1,7,present
57,1,3,150,126,1,0,173,0,0.2,1,1,7,absent
51,0,4,130,305,0,0,142,1,1.2,2,0,7,present
44,1,3,120,226,0,0,169,0,0,1,0,3,absent
60,0,1,150,240,0,0,171,0,0.9,1,0,3,absent
63,1,1,145,233,1,2,150,0,2.3,3,0,6,absent
57,1,4,150,276,0,2,112,1,0.6,2,1,6,present
51,1,4,140,261,0,2,186,1,0,1,0,3,absent
58,0,2,136,319,1,2,152,0,0,1,2,3,present
44,0,3,118,242,0,0,149,0,0.3,2,1,3,absent
47,1,3,108,243,0,0,152,0,0,1,0,3,present
61,1,4,120,260,0,0,140,1,3.6,2,1,7,present
57,0,4,120,354,0,0,163,1,0.6,1,0,3,absent
70,1,2,156,245,0,2,143,0,0,1,0,3,absent
76,0,3,140,197,0,1,116,0,1.1,2,0,3,absent
67,0,4,106,223,0,0,142,0,0.3,1,2,3,absent
45,1,4,142,309,0,2,147,1,0,2,3,7,present
45,1,4,104,208,0,2,148,1,3,2,0,3,absent
39,0,3,94,199,0,0,179,0,0,1,0,3,absent
42,0,3,120,209,0,0,173,0,0,2,0,3,absent
56,1,2,120,236,0,0,178,0,0.8,1,0,3,absent
58,1,4,146,218,0,0,105,0,2,2,1,7,present
35,1,4,120,198,0,0,130,1,1.6,2,0,7,present
58,1,4,150,270,0,2,111,1,0.8,1,0,7,present
41,1,3,130,214,0,2,168,0,2,2,0,3,absent
57,1,4,110,201,0,0,126,1,1.5,2,0,6,absent
42,1,1,148,244,0,2,178,0,0.8,1,2,3,absent
62,1,2,128,208,1,2,140,0,0,1,0,3,absent
59,1,1,178,270,0,2,145,0,4.2,3,0,7,absent
41,0,2,126,306,0,0,163,0,0,1,0,3,absent
50,1,4,150,243,0,2,128,0,2.6,2,0,7,present
59,1,2,140,221,0,0,164,1,0,1,0,3,absent
61,0,4,130,330,0,2,169,0,0,1,0,3,present
54,1,4,124,266,0,2,109,1,2.2,2,1,7,present
54,1,4,110,206,0,2,108,1,0,2,1,3,present
52,1,4,125,212,0,0,168,0,1,1,2,7,present
47,1,4,110,275,0,2,118,1,1,2,1,3,present
66,1,4,120,302,0,2,151,0,0.4,2,0,3,absent
58,1,4,100,234,0,0,156,0,0.1,1,1,7,present
64,0,3,140,313,0,0,133,0,0.2,1,0,7,absent
50,0,2,120,244,0,0,162,0,1.1,1,0,3,absent
44,0,3,108,141,0,0,175,0,0.6,2,0,3,absent
67,1,4,120,237,0,0,71,0,1,2,0,3,present
49,0,4,130,269,0,0,163,0,0,1,0,3,absent
57,1,4,165,289,1,2,124,0,1,2,3,7,present
63,1,4,130,254,0,2,147,0,1.4,2,1,7,present
48,1,4,124,274,0,2,166,0,0.5,2,0,7,present
51,1,3,100,222,0,0,143,1,1.2,2,0,3,absent
60,0,4,150,258,0,2,157,0,2.6,2,2,7,present
59,1,4,140,177,0,0,162,1,0,1,1,7,present
45,0,2,112,160,0,0,138,0,0,2,0,3,absent
55,0,4,180,327,0,1,117,1,3.4,2,0,3,present
41,1,2,110,235,0,0,153,0,0,1,0,3,absent
60,0,4,158,305,0,2,161,0,0,1,0,3,present
54,0,3,135,304,1,0,170,0,0,1,0,3,absent
42,1,2,120,295,0,0,162,0,0,1,0,3,absent
49,0,2,134,271,0,0,162,0,0,2,0,3,absent
46,1,4,120,249,0,2,144,0,0.8,1,0,7,present
56,0,4,200,288,1,2,133,1,4,3,2,7,present
66,0,1,150,226,0,0,114,0,2.6,3,0,3,absent
56,1,4,130,283,1,2,103,1,1.6,3,0,7,present
49,1,3,120,188,0,0,139,0,2,2,3,7,present
54,1,4,122,286,0,2,116,1,3.2,2,2,3,present
57,1,4,152,274,0,0,88,1,1.2,2,1,7,present
65,0,3,160,360,0,2,151,0,0.8,1,0,3,absent
54,1,3,125,273,0,2,152,0,0.5,3,1,3,absent
54,0,3,160,201,0,0,163,0,0,1,1,3,absent
62,1,4,120,267,0,0,99,1,1.8,2,2,7,present
52,0,3,136,196,0,2,169,0,0.1,2,0,3,absent
52,1,2,134,201,0,0,158,0,0.8,1,1,3,absent
60,1,4,117,230,1,0,160,1,1.4,1,2,7,present
63,0,4,108,269,0,0,169,1,1.8,2,2,3,present
66,1,4,112,212,0,2,132,1,0.1,1,1,3,present
42,1,4,140,226,0,0,178,0,0,1,0,3,absent
64,1,4,120,246,0,2,96,1,2.2,3,1,3,present
54,1,3,150,232,0,2,165,0,1.6,1,0,7,absent
46,0,3,142,177,0,2,160,1,1.4,3,0,3,absent
67,0,3,152,277,0,0,172,0,0,1,1,3,absent
56,1,4,125,249,1,2,144,1,1.2,2,1,3,present
34,0,2,118,210,0,0,192,0,0.7,1,0,3,absent
57,1,4,132,207,0,0,168,1,0,1,0,7,absent
64,1,4,145,212,0,2,132,0,2,2,2,6,present
59,1,4,138,271,0,2,182,0,0,1,0,3,absent
50,1,3,140,233,0,0,163,0,0.6,2,1,7,present
51,1,1,125,213,0,2,125,1,1.4,1,1,3,absent
54,1,2,192,283,0,2,195,0,0,1,1,7,present
53,1,4,123,282,0,0,95,1,2,2,2,7,present
52,1,4,112,230,0,0,160,0,0,1,1,3,present
40,1,4,110,167,0,2,114,1,2,2,0,7,present
58,1,3,132,224,0,2,173,0,3.2,1,2,7,present
41,0,3,112,268,0,2,172,1,0,1,0,3,absent
41,1,3,112,250,0,0,179,0,0,1,0,3,absent
50,0,3,120,219,0,0,158,0,1.6,2,0,3,absent
54,0,3,108,267,0,2,167,0,0,1,0,3,absent
64,0,4,130,303,0,0,122,0,2,2,2,3,absent
51,0,3,130,256,0,2,149,0,0.5,1,0,3,absent
46,0,2,105,204,0,0,172,0,0,1,0,3,absent
55,1,4,140,217,0,0,111,1,5.6,3,0,7,present
45,1,2,128,308,0,2,170,0,0,1,0,3,absent
56,1,1,120,193,0,2,162,0,1.9,2,0,7,absent
66,0,4,178,228,1,0,165,1,1,2,2,7,present
38,1,1,120,231,0,0,182,1,3.8,2,0,7,present
62,0,4,150,244,0,0,154,1,1.4,2,0,3,present
55,1,2,130,262,0,0,155,0,0,1,0,3,absent
58,1,4,128,259,0,2,130,1,3,2,2,7,present
43,1,4,110,211,0,0,161,0,0,1,0,7,absent
64,0,4,180,325,0,0,154,1,0,1,0,3,absent
50,0,4,110,254,0,2,159,0,0,1,0,3,absent
53,1,3,130,197,1,2,152,0,1.2,3,0,3,absent
45,0,4,138,236,0,2,152,1,0.2,2,0,3,absent
65,1,1,138,282,1,2,174,0,1.4,2,1,3,present
69,1,1,160,234,1,2,131,0,0.1,2,1,3,absent
69,1,3,140,254,0,2,146,0,2,2,3,7,present
67,1,4,100,299,0,2,125,1,0.9,2,2,3,present
68,0,3,120,211,0,2,115,0,1.5,2,0,3,absent
34,1,1,118,182,0,2,174,0,0,1,0,3,absent
62,0,4,138,294,1,0,106,0,1.9,2,3,3,present
51,1,4,140,298,0,0,122,1,4.2,2,3,7,present
46,1,3,150,231,0,0,147,0,3.6,2,0,3,present
67,1,4,125,254,1,0,163,0,0.2,2,2,7,present
50,1,3,129,196,0,0,163,0,0,1,0,3,absent
42,1,3,120,240,1,0,194,0,0.8,3,0,7,absent
56,0,4,134,409,0,2,150,1,1.9,2,2,7,present
41,1,4,110,172,0,2,158,0,0,1,0,7,present
42,0,4,102,265,0,2,122,0,0.6,2,0,3,absent
53,1,3,130,246,1,2,173,0,0,1,3,3,absent
43,1,3,130,315,0,0,162,0,1.9,1,1,3,absent
56,1,4,132,184,0,2,105,1,2.1,2,1,6,present
52,1,4,108,233,1,0,147,0,0.1,1,3,7,absent
62,0,4,140,394,0,2,157,0,1.2,2,0,3,absent
70,1,3,160,269,0,0,112,1,2.9,2,1,7,present
54,1,4,140,239,0,0,160,0,1.2,1,0,3,absent
70,1,4,145,174,0,0,125,1,2.6,3,0,7,present
54,1,2,108,309,0,0,156,0,0,1,0,7,absent
35,1,4,126,282,0,2,156,1,0,1,0,7,present
48,1,3,124,255,1,0,175,0,0,1,2,3,absent
55,0,2,135,250,0,2,161,0,1.4,2,0,3,absent
58,0,4,100,248,0,2,122,0,1,2,0,3,absent
54,0,3,110,214,0,0,158,0,1.6,2,0,3,absent
69,0,1,140,239,0,0,151,0,1.8,1,2,3,absent
77,1,4,125,304,0,2,162,1,0,1,3,3,present
68,1,3,118,277,0,0,151,0,1,1,1,7,absent
58,1,4,125,300,0,2,171,0,0,1,2,7,present
60,1,4,125,258,0,2,141,1,2.8,2,1,7,present
51,1,4,140,299,0,0,173,1,1.6,1,0,7,present
55,1,4,160,289,0,2,145,1,0.8,2,1,7,present
52,1,1,152,298,1,0,178,0,1.2,2,0,7,absent
60,0,3,102,318,0,0,160,0,0,1,1,3,absent
58,1,3,105,240,0,2,154,1,0.6,2,0,7,absent
64,1,3,125,309,0,0,131,1,1.8,2,0,7,present
37,1,3,130,250,0,0,187,0,3.5,3,0,3,absent
59,1,1,170,288,0,2,159,0,0.2,2,0,7,present
51,1,3,125,245,1,2,166,0,2.4,2,0,3,absent
43,0,3,122,213,0,0,165,0,0.2,2,0,3,absent
58,1,4,128,216,0,2,131,1,2.2,2,3,7,present
29,1,2,130,204,0,2,202,0,0,1,0,3,absent
41,0,2,130,204,0,2,172,0,1.4,1,0,3,absent
63,0,3,135,252,0,2,172,0,0,1,0,3,absent
51,1,3,94,227,0,0,154,1,0,1,1,7,absent
54,1,3,120,258,0,2,147,0,0.4,2,0,7,absent
44,1,2,120,220,0,0,170,0,0,1,0,3,absent
54,1,4,110,239,0,0,126,1,2.8,2,1,7,present
65,1,4,135,254,0,2,127,0,2.8,2,1,7,present
57,1,3,150,168,0,0,174,0,1.6,1,0,3,absent
63,1,4,130,330,1,2,132,1,1.8,1,3,7,present
35,0,4,138,183,0,0,182,0,1.4,1,0,3,absent
41,1,2,135,203,0,0,132,0,0,2,0,6,absent
62,0,3,130,263,0,0,97,0,1.2,2,1,7,present
43,0,4,132,341,1,2,136,1,3,2,0,7,present
58,0,1,150,283,1,2,162,0,1,1,0,3,absent
52,1,1,118,186,0,2,190,0,0,2,0,6,absent
61,0,4,145,307,0,2,146,1,1,2,0,7,present
39,1,4,118,219,0,0,140,0,1.2,2,0,7,present
45,1,4,115,260,0,2,185,0,0,1,0,3,absent
52,1,4,128,255,0,0,161,1,0,1,1,7,present
62,1,3,130,231,0,0,146,0,1.8,2,3,7,absent
62,0,4,160,164,0,2,145,0,6.2,3,3,7,present
53,0,4,138,234,0,2,160,0,0,1,0,3,absent
43,1,4,120,177,0,2,120,1,2.5,2,0,7,present
47,1,3,138,257,0,2,156,0,0,1,0,3,absent
52,1,2,120,325,0,0,172,0,0.2,1,0,3,absent
68,1,3,180,274,1,2,150,1,1.6,2,0,7,present
39,1,3,140,321,0,2,182,0,0,1,0,3,absent
53,0,4,130,264,0,2,143,0,0.4,2,0,3,absent
62,0,4,140,268,0,2,160,0,3.6,3,2,3,present
51,0,3,140,308,0,2,142,0,1.5,1,1,3,absent
60,1,4,130,253,0,0,144,1,1.4,1,1,7,present
65,1,4,110,248,0,2,158,0,0.6,1,2,6,present
65,0,3,155,269,0,0,148,0,0.8,1,0,3,absent
60,1,3,140,185,0,2,155,0,3,2,0,3,present
60,1,4,145,282,0,2,142,1,2.8,2,2,7,present
54,1,4,120,188,0,0,113,0,1.4,2,1,7,present
44,1,2,130,219,0,2,188,0,0,1,0,3,absent
44,1,4,112,290,0,2,153,0,0,1,1,3,present
51,1,3,110,175,0,0,123,0,0.6,1,0,3,absent
59,1,3,150,212,1,0,157,0,1.6,1,0,3,absent
71,0,2,160,302,0,0,162,0,0.4,1,2,3,absent
61,1,3,150,243,1,0,137,1,1,2,0,3,absent
55,1,4,132,353,0,0,132,1,1.2,2,1,7,present
64,1,3,140,335,0,0,158,0,0,1,0,3,present
43,1,4,150,247,0,0,171,0,1.5,1,0,3,absent
58,0,3,120,340,0,0,172,0,0,1,0,3,absent
60,1,4,130,206,0,2,132,1,2.4,2,2,7,present
58,1,2,120,284,0,2,160,0,1.8,2,0,3,present
49,1,2,130,266,0,0,171,0,0.6,1,0,3,absent
48,1,2,110,229,0,0,168,0,1,3,0,7,present
52,1,3,172,199,1,0,162,0,0.5,1,0,7,absent
44,1,2,120,263,0,0,173,0,0,1,0,7,absent
56,0,2,140,294,0,2,153,0,1.3,2,0,3,absent
57,1,4,140,192,0,0,148,0,0.4,2,0,6,absent
67,1,4,160,286,0,2,108,1,1.5,2,3,3,present