Heart_Disease_Prediction_Classification.csv

Age,Sex,Chest pain type,BP,Cholesterol,FBS over 120,EKG results,Max HR,Exercise angina,ST depression,Slope of ST,Number of vessels fluro,Thallium,Heart Disease
70,1,4,130,322,0,2,109,0,2.4,2,3,3,Presence
67,0,3,115,564,0,2,160,0,1.6,2,0,7,Absence
57,1,2,124,261,0,0,141,0,0.3,1,0,7,Presence
64,1,4,128,263,0,0,105,1,0.2,2,1,7,Absence
74,0,2,120,269,0,2,121,1,0.2,1,1,3,Absence
65,1,4,120,177,0,0,140,0,0.4,1,0,7,Absence
56,1,3,130,256,1,2,142,1,0.6,2,1,6,Presence
59,1,4,110,239,0,2,142,1,1.2,2,1,7,Presence
60,1,4,140,293,0,2,170,0,1.2,2,2,7,Presence
63,0,4,150,407,0,2,154,0,4,2,3,7,Presence
59,1,4,135,234,0,0,161,0,0.5,2,0,7,Absence
53,1,4,142,226,0,2,111,1,0,1,0,7,Absence
44,1,3,140,235,0,2,180,0,0,1,0,3,Absence
61,1,1,134,234,0,0,145,0,2.6,2,2,3,Presence
57,0,4,128,303,0,2,159,0,0,1,1,3,Absence
71,0,4,112,149,0,0,125,0,1.6,2,0,3,Absence
46,1,4,140,311,0,0,120,1,1.8,2,2,7,Presence
53,1,4,140,203,1,2,155,1,3.1,3,0,7,Presence
64,1,1,110,211,0,2,144,1,1.8,2,0,3,Absence
40,1,1,140,199,0,0,178,1,1.4,1,0,7,Absence
67,1,4,120,229,0,2,129,1,2.6,2,2,7,Presence
48,1,2,130,245,0,2,180,0,0.2,2,0,3,Absence
43,1,4,115,303,0,0,181,0,1.2,2,0,3,Absence
47,1,4,112,204,0,0,143,0,0.1,1,0,3,Absence
54,0,2,132,288,1,2,159,1,0,1,1,3,Absence
48,0,3,130,275,0,0,139,0,0.2,1,0,3,Absence
46,0,4,138,243,0,2,152,1,0,2,0,3,Absence
51,0,3,120,295,0,2,157,0,0.6,1,0,3,Absence
58,1,3,112,230,0,2,165,0,2.5,2,1,7,Presence
71,0,3,110,265,1,2,130,0,0,1,1,3,Absence
57,1,3,128,229,0,2,150,0,0.4,2,1,7,Presence
66,1,4,160,228,0,2,138,0,2.3,1,0,6,Absence
37,0,3,120,215,0,0,170,0,0,1,0,3,Absence
59,1,4,170,326,0,2,140,1,3.4,3,0,7,Presence
50,1,4,144,200,0,2,126,1,0.9,2,0,7,Presence
48,1,4,130,256,1,2,150,1,0,1,2,7,Presence
61,1,4,140,207,0,2,138,1,1.9,1,1,7,Presence
59,1,1,160,273,0,2,125,0,0,1,0,3,Presence
42,1,3,130,180,0,0,150,0,0,1,0,3,Absence
48,1,4,122,222,0,2,186,0,0,1,0,3,Absence
40,1,4,152,223,0,0,181,0,0,1,0,7,Presence
62,0,4,124,209,0,0,163,0,0,1,0,3,Absence
44,1,3,130,233,0,0,179,1,0.4,1,0,3,Absence
46,1,2,101,197,1,0,156,0,0,1,0,7,Absence
59,1,3,126,218,1,0,134,0,2.2,2,1,6,Presence
58,1,3,140,211,1,2,165,0,0,1,0,3,Absence
49,1,3,118,149,0,2,126,0,0.8,1,3,3,Presence
44,1,4,110,197,0,2,177,0,0,1,1,3,Presence
66,1,2,160,246,0,0,120,1,0,2,3,6,Presence
65,0,4,150,225,0,2,114,0,1,2,3,7,Presence
42,1,4,136,315,0,0,125,1,1.8,2,0,6,Presence
52,1,2,128,205,1,0,184,0,0,1,0,3,Absence
65,0,3,140,417,1,2,157,0,0.8,1,1,3,Absence
63,0,2,140,195,0,0,179,0,0,1,2,3,Absence
45,0,2,130,234,0,2,175,0,0.6,2,0,3,Absence
41,0,2,105,198,0,0,168,0,0,1,1,3,Absence
61,1,4,138,166,0,2,125,1,3.6,2,1,3,Presence
60,0,3,120,178,1,0,96,0,0,1,0,3,Absence
59,0,4,174,249,0,0,143,1,0,2,0,3,Presence
62,1,2,120,281,0,2,103,0,1.4,2,1,7,Presence
57,1,3,150,126,1,0,173,0,0.2,1,1,7,Absence
51,0,4,130,305,0,0,142,1,1.2,2,0,7,Presence
44,1,3,120,226,0,0,169,0,0,1,0,3,Absence
60,0,1,150,240,0,0,171,0,0.9,1,0,3,Absence
63,1,1,145,233,1,2,150,0,2.3,3,0,6,Absence
57,1,4,150,276,0,2,112,1,0.6,2,1,6,Presence
51,1,4,140,261,0,2,186,1,0,1,0,3,Absence
58,0,2,136,319,1,2,152,0,0,1,2,3,Presence
44,0,3,118,242,0,0,149,0,0.3,2,1,3,Absence
47,1,3,108,243,0,0,152,0,0,1,0,3,Presence
61,1,4,120,260,0,0,140,1,3.6,2,1,7,Presence
57,0,4,120,354,0,0,163,1,0.6,1,0,3,Absence
70,1,2,156,245,0,2,143,0,0,1,0,3,Absence
76,0,3,140,197,0,1,116,0,1.1,2,0,3,Absence
67,0,4,106,223,0,0,142,0,0.3,1,2,3,Absence
45,1,4,142,309,0,2,147,1,0,2,3,7,Presence
45,1,4,104,208,0,2,148,1,3,2,0,3,Absence
39,0,3,94,199,0,0,179,0,0,1,0,3,Absence
42,0,3,120,209,0,0,173,0,0,2,0,3,Absence
56,1,2,120,236,0,0,178,0,0.8,1,0,3,Absence
58,1,4,146,218,0,0,105,0,2,2,1,7,Presence
35,1,4,120,198,0,0,130,1,1.6,2,0,7,Presence
58,1,4,150,270,0,2,111,1,0.8,1,0,7,Presence
41,1,3,130,214,0,2,168,0,2,2,0,3,Absence
57,1,4,110,201,0,0,126,1,1.5,2,0,6,Absence
42,1,1,148,244,0,2,178,0,0.8,1,2,3,Absence
62,1,2,128,208,1,2,140,0,0,1,0,3,Absence
59,1,1,178,270,0,2,145,0,4.2,3,0,7,Absence
41,0,2,126,306,0,0,163,0,0,1,0,3,Absence
50,1,4,150,243,0,2,128,0,2.6,2,0,7,Presence
59,1,2,140,221,0,0,164,1,0,1,0,3,Absence
61,0,4,130,330,0,2,169,0,0,1,0,3,Presence
54,1,4,124,266,0,2,109,1,2.2,2,1,7,Presence
54,1,4,110,206,0,2,108,1,0,2,1,3,Presence
52,1,4,125,212,0,0,168,0,1,1,2,7,Presence
47,1,4,110,275,0,2,118,1,1,2,1,3,Presence
66,1,4,120,302,0,2,151,0,0.4,2,0,3,Absence
58,1,4,100,234,0,0,156,0,0.1,1,1,7,Presence
64,0,3,140,313,0,0,133,0,0.2,1,0,7,Absence
50,0,2,120,244,0,0,162,0,1.1,1,0,3,Absence
44,0,3,108,141,0,0,175,0,0.6,2,0,3,Absence
67,1,4,120,237,0,0,71,0,1,2,0,3,Presence
49,0,4,130,269,0,0,163,0,0,1,0,3,Absence
57,1,4,165,289,1,2,124,0,1,2,3,7,Presence
63,1,4,130,254,0,2,147,0,1.4,2,1,7,Presence
48,1,4,124,274,0,2,166,0,0.5,2,0,7,Presence
51,1,3,100,222,0,0,143,1,1.2,2,0,3,Absence
60,0,4,150,258,0,2,157,0,2.6,2,2,7,Presence
59,1,4,140,177,0,0,162,1,0,1,1,7,Presence
45,0,2,112,160,0,0,138,0,0,2,0,3,Absence
55,0,4,180,327,0,1,117,1,3.4,2,0,3,Presence
41,1,2,110,235,0,0,153,0,0,1,0,3,Absence
60,0,4,158,305,0,2,161,0,0,1,0,3,Presence
54,0,3,135,304,1,0,170,0,0,1,0,3,Absence
42,1,2,120,295,0,0,162,0,0,1,0,3,Absence
49,0,2,134,271,0,0,162,0,0,2,0,3,Absence
46,1,4,120,249,0,2,144,0,0.8,1,0,7,Presence
56,0,4,200,288,1,2,133,1,4,3,2,7,Presence
66,0,1,150,226,0,0,114,0,2.6,3,0,3,Absence
56,1,4,130,283,1,2,103,1,1.6,3,0,7,Presence
49,1,3,120,188,0,0,139,0,2,2,3,7,Presence
54,1,4,122,286,0,2,116,1,3.2,2,2,3,Presence
57,1,4,152,274,0,0,88,1,1.2,2,1,7,Presence
65,0,3,160,360,0,2,151,0,0.8,1,0,3,Absence
54,1,3,125,273,0,2,152,0,0.5,3,1,3,Absence
54,0,3,160,201,0,0,163,0,0,1,1,3,Absence
62,1,4,120,267,0,0,99,1,1.8,2,2,7,Presence
52,0,3,136,196,0,2,169,0,0.1,2,0,3,Absence
52,1,2,134,201,0,0,158,0,0.8,1,1,3,Absence
60,1,4,117,230,1,0,160,1,1.4,1,2,7,Presence
63,0,4,108,269,0,0,169,1,1.8,2,2,3,Presence
66,1,4,112,212,0,2,132,1,0.1,1,1,3,Presence
42,1,4,140,226,0,0,178,0,0,1,0,3,Absence
64,1,4,120,246,0,2,96,1,2.2,3,1,3,Presence
54,1,3,150,232,0,2,165,0,1.6,1,0,7,Absence
46,0,3,142,177,0,2,160,1,1.4,3,0,3,Absence
67,0,3,152,277,0,0,172,0,0,1,1,3,Absence
56,1,4,125,249,1,2,144,1,1.2,2,1,3,Presence
34,0,2,118,210,0,0,192,0,0.7,1,0,3,Absence
57,1,4,132,207,0,0,168,1,0,1,0,7,Absence
64,1,4,145,212,0,2,132,0,2,2,2,6,Presence
59,1,4,138,271,0,2,182,0,0,1,0,3,Absence
50,1,3,140,233,0,0,163,0,0.6,2,1,7,Presence
51,1,1,125,213,0,2,125,1,1.4,1,1,3,Absence
54,1,2,192,283,0,2,195,0,0,1,1,7,Presence
53,1,4,123,282,0,0,95,1,2,2,2,7,Presence
52,1,4,112,230,0,0,160,0,0,1,1,3,Presence
40,1,4,110,167,0,2,114,1,2,2,0,7,Presence
58,1,3,132,224,0,2,173,0,3.2,1,2,7,Presence
41,0,3,112,268,0,2,172,1,0,1,0,3,Absence
41,1,3,112,250,0,0,179,0,0,1,0,3,Absence
50,0,3,120,219,0,0,158,0,1.6,2,0,3,Absence
54,0,3,108,267,0,2,167,0,0,1,0,3,Absence
64,0,4,130,303,0,0,122,0,2,2,2,3,Absence
51,0,3,130,256,0,2,149,0,0.5,1,0,3,Absence
46,0,2,105,204,0,0,172,0,0,1,0,3,Absence
55,1,4,140,217,0,0,111,1,5.6,3,0,7,Presence
45,1,2,128,308,0,2,170,0,0,1,0,3,Absence
56,1,1,120,193,0,2,162,0,1.9,2,0,7,Absence
66,0,4,178,228,1,0,165,1,1,2,2,7,Presence
38,1,1,120,231,0,0,182,1,3.8,2,0,7,Presence
62,0,4,150,244,0,0,154,1,1.4,2,0,3,Presence
55,1,2,130,262,0,0,155,0,0,1,0,3,Absence
58,1,4,128,259,0,2,130,1,3,2,2,7,Presence
43,1,4,110,211,0,0,161,0,0,1,0,7,Absence
64,0,4,180,325,0,0,154,1,0,1,0,3,Absence
50,0,4,110,254,0,2,159,0,0,1,0,3,Absence
53,1,3,130,197,1,2,152,0,1.2,3,0,3,Absence
45,0,4,138,236,0,2,152,1,0.2,2,0,3,Absence
65,1,1,138,282,1,2,174,0,1.4,2,1,3,Presence
69,1,1,160,234,1,2,131,0,0.1,2,1,3,Absence
69,1,3,140,254,0,2,146,0,2,2,3,7,Presence
67,1,4,100,299,0,2,125,1,0.9,2,2,3,Presence
68,0,3,120,211,0,2,115,0,1.5,2,0,3,Absence
34,1,1,118,182,0,2,174,0,0,1,0,3,Absence
62,0,4,138,294,1,0,106,0,1.9,2,3,3,Presence
51,1,4,140,298,0,0,122,1,4.2,2,3,7,Presence
46,1,3,150,231,0,0,147,0,3.6,2,0,3,Presence
67,1,4,125,254,1,0,163,0,0.2,2,2,7,Presence
50,1,3,129,196,0,0,163,0,0,1,0,3,Absence
42,1,3,120,240,1,0,194,0,0.8,3,0,7,Absence
56,0,4,134,409,0,2,150,1,1.9,2,2,7,Presence
41,1,4,110,172,0,2,158,0,0,1,0,7,Presence
42,0,4,102,265,0,2,122,0,0.6,2,0,3,Absence
53,1,3,130,246,1,2,173,0,0,1,3,3,Absence
43,1,3,130,315,0,0,162,0,1.9,1,1,3,Absence
56,1,4,132,184,0,2,105,1,2.1,2,1,6,Presence
52,1,4,108,233,1,0,147,0,0.1,1,3,7,Absence
62,0,4,140,394,0,2,157,0,1.2,2,0,3,Absence
70,1,3,160,269,0,0,112,1,2.9,2,1,7,Presence
54,1,4,140,239,0,0,160,0,1.2,1,0,3,Absence
70,1,4,145,174,0,0,125,1,2.6,3,0,7,Presence
54,1,2,108,309,0,0,156,0,0,1,0,7,Absence
35,1,4,126,282,0,2,156,1,0,1,0,7,Presence
48,1,3,124,255,1,0,175,0,0,1,2,3,Absence
55,0,2,135,250,0,2,161,0,1.4,2,0,3,Absence
58,0,4,100,248,0,2,122,0,1,2,0,3,Absence
54,0,3,110,214,0,0,158,0,1.6,2,0,3,Absence
69,0,1,140,239,0,0,151,0,1.8,1,2,3,Absence
77,1,4,125,304,0,2,162,1,0,1,3,3,Presence
68,1,3,118,277,0,0,151,0,1,1,1,7,Absence
58,1,4,125,300,0,2,171,0,0,1,2,7,Presence
60,1,4,125,258,0,2,141,1,2.8,2,1,7,Presence
51,1,4,140,299,0,0,173,1,1.6,1,0,7,Presence
55,1,4,160,289,0,2,145,1,0.8,2,1,7,Presence
52,1,1,152,298,1,0,178,0,1.2,2,0,7,Absence
60,0,3,102,318,0,0,160,0,0,1,1,3,Absence
58,1,3,105,240,0,2,154,1,0.6,2,0,7,Absence
64,1,3,125,309,0,0,131,1,1.8,2,0,7,Presence
37,1,3,130,250,0,0,187,0,3.5,3,0,3,Absence
59,1,1,170,288,0,2,159,0,0.2,2,0,7,Presence
51,1,3,125,245,1,2,166,0,2.4,2,0,3,Absence
43,0,3,122,213,0,0,165,0,0.2,2,0,3,Absence
58,1,4,128,216,0,2,131,1,2.2,2,3,7,Presence
29,1,2,130,204,0,2,202,0,0,1,0,3,Absence
41,0,2,130,204,0,2,172,0,1.4,1,0,3,Absence
63,0,3,135,252,0,2,172,0,0,1,0,3,Absence
51,1,3,94,227,0,0,154,1,0,1,1,7,Absence
54,1,3,120,258,0,2,147,0,0.4,2,0,7,Absence
44,1,2,120,220,0,0,170,0,0,1,0,3,Absence
54,1,4,110,239,0,0,126,1,2.8,2,1,7,Presence
65,1,4,135,254,0,2,127,0,2.8,2,1,7,Presence
57,1,3,150,168,0,0,174,0,1.6,1,0,3,Absence
63,1,4,130,330,1,2,132,1,1.8,1,3,7,Presence
35,0,4,138,183,0,0,182,0,1.4,1,0,3,Absence
41,1,2,135,203,0,0,132,0,0,2,0,6,Absence
62,0,3,130,263,0,0,97,0,1.2,2,1,7,Presence
43,0,4,132,341,1,2,136,1,3,2,0,7,Presence
58,0,1,150,283,1,2,162,0,1,1,0,3,Absence
52,1,1,118,186,0,2,190,0,0,2,0,6,Absence
61,0,4,145,307,0,2,146,1,1,2,0,7,Presence
39,1,4,118,219,0,0,140,0,1.2,2,0,7,Presence
45,1,4,115,260,0,2,185,0,0,1,0,3,Absence
52,1,4,128,255,0,0,161,1,0,1,1,7,Presence
62,1,3,130,231,0,0,146,0,1.8,2,3,7,Absence
62,0,4,160,164,0,2,145,0,6.2,3,3,7,Presence
53,0,4,138,234,0,2,160,0,0,1,0,3,Absence
43,1,4,120,177,0,2,120,1,2.5,2,0,7,Presence
47,1,3,138,257,0,2,156,0,0,1,0,3,Absence
52,1,2,120,325,0,0,172,0,0.2,1,0,3,Absence
68,1,3,180,274,1,2,150,1,1.6,2,0,7,Presence
39,1,3,140,321,0,2,182,0,0,1,0,3,Absence
53,0,4,130,264,0,2,143,0,0.4,2,0,3,Absence
62,0,4,140,268,0,2,160,0,3.6,3,2,3,Presence
51,0,3,140,308,0,2,142,0,1.5,1,1,3,Absence
60,1,4,130,253,0,0,144,1,1.4,1,1,7,Presence
65,1,4,110,248,0,2,158,0,0.6,1,2,6,Presence
65,0,3,155,269,0,0,148,0,0.8,1,0,3,Absence
60,1,3,140,185,0,2,155,0,3,2,0,3,Presence
60,1,4,145,282,0,2,142,1,2.8,2,2,7,Presence
54,1,4,120,188,0,0,113,0,1.4,2,1,7,Presence
44,1,2,130,219,0,2,188,0,0,1,0,3,Absence
44,1,4,112,290,0,2,153,0,0,1,1,3,Presence
51,1,3,110,175,0,0,123,0,0.6,1,0,3,Absence
59,1,3,150,212,1,0,157,0,1.6,1,0,3,Absence
71,0,2,160,302,0,0,162,0,0.4,1,2,3,Absence
61,1,3,150,243,1,0,137,1,1,2,0,3,Absence
55,1,4,132,353,0,0,132,1,1.2,2,1,7,Presence
64,1,3,140,335,0,0,158,0,0,1,0,3,Presence
43,1,4,150,247,0,0,171,0,1.5,1,0,3,Absence
58,0,3,120,340,0,0,172,0,0,1,0,3,Absence
60,1,4,130,206,0,2,132,1,2.4,2,2,7,Presence
58,1,2,120,284,0,2,160,0,1.8,2,0,3,Presence
49,1,2,130,266,0,0,171,0,0.6,1,0,3,Absence
48,1,2,110,229,0,0,168,0,1,3,0,7,Presence
52,1,3,172,199,1,0,162,0,0.5,1,0,7,Absence
44,1,2,120,263,0,0,173,0,0,1,0,7,Absence
56,0,2,140,294,0,2,153,0,1.3,2,0,3,Absence
57,1,4,140,192,0,0,148,0,0.4,2,0,6,Absence
67,1,4,160,286,0,2,108,1,1.5,2,3,3,Presence