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Refactor

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- renamed many variables
- results better displayed
- fixed log(0) error with 1e-15
This commit is contained in:
Giacomo Bertolazzi
2024-06-11 16:30:59 +02:00
parent 17a7ea9435
commit f800fd1a60
7 changed files with 164 additions and 71 deletions
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271
datasets/classification/heart.csv Normal file
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@@ -0,0 +1,271 @@
Age,Sex,ChestPainType,RestBloodPressure,SerumCholestoral,FastBloodSugar,RestElectrocard,MaxHeartRate,Angina,Oldpeak,SlopePeak,NumVessels,Thal,Disease
70,1,4,130,322,0,2,109,0,2.4,2,3,3,2
67,0,3,115,564,0,2,160,0,1.6,2,0,7,1
57,1,2,124,261,0,0,141,0,0.3,1,0,7,2
64,1,4,128,263,0,0,105,1,0.2,2,1,7,1
74,0,2,120,269,0,2,121,1,0.2,1,1,3,1
65,1,4,120,177,0,0,140,0,0.4,1,0,7,1
56,1,3,130,256,1,2,142,1,0.6,2,1,6,2
59,1,4,110,239,0,2,142,1,1.2,2,1,7,2
60,1,4,140,293,0,2,170,0,1.2,2,2,7,2
63,0,4,150,407,0,2,154,0,4,2,3,7,2
59,1,4,135,234,0,0,161,0,0.5,2,0,7,1
53,1,4,142,226,0,2,111,1,0,1,0,7,1
44,1,3,140,235,0,2,180,0,0,1,0,3,1
61,1,1,134,234,0,0,145,0,2.6,2,2,3,2
57,0,4,128,303,0,2,159,0,0,1,1,3,1
71,0,4,112,149,0,0,125,0,1.6,2,0,3,1
46,1,4,140,311,0,0,120,1,1.8,2,2,7,2
53,1,4,140,203,1,2,155,1,3.1,3,0,7,2
64,1,1,110,211,0,2,144,1,1.8,2,0,3,1
40,1,1,140,199,0,0,178,1,1.4,1,0,7,1
67,1,4,120,229,0,2,129,1,2.6,2,2,7,2
48,1,2,130,245,0,2,180,0,0.2,2,0,3,1
43,1,4,115,303,0,0,181,0,1.2,2,0,3,1
47,1,4,112,204,0,0,143,0,0.1,1,0,3,1
54,0,2,132,288,1,2,159,1,0,1,1,3,1
48,0,3,130,275,0,0,139,0,0.2,1,0,3,1
46,0,4,138,243,0,2,152,1,0,2,0,3,1
51,0,3,120,295,0,2,157,0,0.6,1,0,3,1
58,1,3,112,230,0,2,165,0,2.5,2,1,7,2
71,0,3,110,265,1,2,130,0,0,1,1,3,1
57,1,3,128,229,0,2,150,0,0.4,2,1,7,2
66,1,4,160,228,0,2,138,0,2.3,1,0,6,1
37,0,3,120,215,0,0,170,0,0,1,0,3,1
59,1,4,170,326,0,2,140,1,3.4,3,0,7,2
50,1,4,144,200,0,2,126,1,0.9,2,0,7,2
48,1,4,130,256,1,2,150,1,0,1,2,7,2
61,1,4,140,207,0,2,138,1,1.9,1,1,7,2
59,1,1,160,273,0,2,125,0,0,1,0,3,2
42,1,3,130,180,0,0,150,0,0,1,0,3,1
48,1,4,122,222,0,2,186,0,0,1,0,3,1
40,1,4,152,223,0,0,181,0,0,1,0,7,2
62,0,4,124,209,0,0,163,0,0,1,0,3,1
44,1,3,130,233,0,0,179,1,0.4,1,0,3,1
46,1,2,101,197,1,0,156,0,0,1,0,7,1
59,1,3,126,218,1,0,134,0,2.2,2,1,6,2
58,1,3,140,211,1,2,165,0,0,1,0,3,1
49,1,3,118,149,0,2,126,0,0.8,1,3,3,2
44,1,4,110,197,0,2,177,0,0,1,1,3,2
66,1,2,160,246,0,0,120,1,0,2,3,6,2
65,0,4,150,225,0,2,114,0,1,2,3,7,2
42,1,4,136,315,0,0,125,1,1.8,2,0,6,2
52,1,2,128,205,1,0,184,0,0,1,0,3,1
65,0,3,140,417,1,2,157,0,0.8,1,1,3,1
63,0,2,140,195,0,0,179,0,0,1,2,3,1
45,0,2,130,234,0,2,175,0,0.6,2,0,3,1
41,0,2,105,198,0,0,168,0,0,1,1,3,1
61,1,4,138,166,0,2,125,1,3.6,2,1,3,2
60,0,3,120,178,1,0,96,0,0,1,0,3,1
59,0,4,174,249,0,0,143,1,0,2,0,3,2
62,1,2,120,281,0,2,103,0,1.4,2,1,7,2
57,1,3,150,126,1,0,173,0,0.2,1,1,7,1
51,0,4,130,305,0,0,142,1,1.2,2,0,7,2
44,1,3,120,226,0,0,169,0,0,1,0,3,1
60,0,1,150,240,0,0,171,0,0.9,1,0,3,1
63,1,1,145,233,1,2,150,0,2.3,3,0,6,1
57,1,4,150,276,0,2,112,1,0.6,2,1,6,2
51,1,4,140,261,0,2,186,1,0,1,0,3,1
58,0,2,136,319,1,2,152,0,0,1,2,3,2
44,0,3,118,242,0,0,149,0,0.3,2,1,3,1
47,1,3,108,243,0,0,152,0,0,1,0,3,2
61,1,4,120,260,0,0,140,1,3.6,2,1,7,2
57,0,4,120,354,0,0,163,1,0.6,1,0,3,1
70,1,2,156,245,0,2,143,0,0,1,0,3,1
76,0,3,140,197,0,1,116,0,1.1,2,0,3,1
67,0,4,106,223,0,0,142,0,0.3,1,2,3,1
45,1,4,142,309,0,2,147,1,0,2,3,7,2
45,1,4,104,208,0,2,148,1,3,2,0,3,1
39,0,3,94,199,0,0,179,0,0,1,0,3,1
42,0,3,120,209,0,0,173,0,0,2,0,3,1
56,1,2,120,236,0,0,178,0,0.8,1,0,3,1
58,1,4,146,218,0,0,105,0,2,2,1,7,2
35,1,4,120,198,0,0,130,1,1.6,2,0,7,2
58,1,4,150,270,0,2,111,1,0.8,1,0,7,2
41,1,3,130,214,0,2,168,0,2,2,0,3,1
57,1,4,110,201,0,0,126,1,1.5,2,0,6,1
42,1,1,148,244,0,2,178,0,0.8,1,2,3,1
62,1,2,128,208,1,2,140,0,0,1,0,3,1
59,1,1,178,270,0,2,145,0,4.2,3,0,7,1
41,0,2,126,306,0,0,163,0,0,1,0,3,1
50,1,4,150,243,0,2,128,0,2.6,2,0,7,2
59,1,2,140,221,0,0,164,1,0,1,0,3,1
61,0,4,130,330,0,2,169,0,0,1,0,3,2
54,1,4,124,266,0,2,109,1,2.2,2,1,7,2
54,1,4,110,206,0,2,108,1,0,2,1,3,2
52,1,4,125,212,0,0,168,0,1,1,2,7,2
47,1,4,110,275,0,2,118,1,1,2,1,3,2
66,1,4,120,302,0,2,151,0,0.4,2,0,3,1
58,1,4,100,234,0,0,156,0,0.1,1,1,7,2
64,0,3,140,313,0,0,133,0,0.2,1,0,7,1
50,0,2,120,244,0,0,162,0,1.1,1,0,3,1
44,0,3,108,141,0,0,175,0,0.6,2,0,3,1
67,1,4,120,237,0,0,71,0,1,2,0,3,2
49,0,4,130,269,0,0,163,0,0,1,0,3,1
57,1,4,165,289,1,2,124,0,1,2,3,7,2
63,1,4,130,254,0,2,147,0,1.4,2,1,7,2
48,1,4,124,274,0,2,166,0,0.5,2,0,7,2
51,1,3,100,222,0,0,143,1,1.2,2,0,3,1
60,0,4,150,258,0,2,157,0,2.6,2,2,7,2
59,1,4,140,177,0,0,162,1,0,1,1,7,2
45,0,2,112,160,0,0,138,0,0,2,0,3,1
55,0,4,180,327,0,1,117,1,3.4,2,0,3,2
41,1,2,110,235,0,0,153,0,0,1,0,3,1
60,0,4,158,305,0,2,161,0,0,1,0,3,2
54,0,3,135,304,1,0,170,0,0,1,0,3,1
42,1,2,120,295,0,0,162,0,0,1,0,3,1
49,0,2,134,271,0,0,162,0,0,2,0,3,1
46,1,4,120,249,0,2,144,0,0.8,1,0,7,2
56,0,4,200,288,1,2,133,1,4,3,2,7,2
66,0,1,150,226,0,0,114,0,2.6,3,0,3,1
56,1,4,130,283,1,2,103,1,1.6,3,0,7,2
49,1,3,120,188,0,0,139,0,2,2,3,7,2
54,1,4,122,286,0,2,116,1,3.2,2,2,3,2
57,1,4,152,274,0,0,88,1,1.2,2,1,7,2
65,0,3,160,360,0,2,151,0,0.8,1,0,3,1
54,1,3,125,273,0,2,152,0,0.5,3,1,3,1
54,0,3,160,201,0,0,163,0,0,1,1,3,1
62,1,4,120,267,0,0,99,1,1.8,2,2,7,2
52,0,3,136,196,0,2,169,0,0.1,2,0,3,1
52,1,2,134,201,0,0,158,0,0.8,1,1,3,1
60,1,4,117,230,1,0,160,1,1.4,1,2,7,2
63,0,4,108,269,0,0,169,1,1.8,2,2,3,2
66,1,4,112,212,0,2,132,1,0.1,1,1,3,2
42,1,4,140,226,0,0,178,0,0,1,0,3,1
64,1,4,120,246,0,2,96,1,2.2,3,1,3,2
54,1,3,150,232,0,2,165,0,1.6,1,0,7,1
46,0,3,142,177,0,2,160,1,1.4,3,0,3,1
67,0,3,152,277,0,0,172,0,0,1,1,3,1
56,1,4,125,249,1,2,144,1,1.2,2,1,3,2
34,0,2,118,210,0,0,192,0,0.7,1,0,3,1
57,1,4,132,207,0,0,168,1,0,1,0,7,1
64,1,4,145,212,0,2,132,0,2,2,2,6,2
59,1,4,138,271,0,2,182,0,0,1,0,3,1
50,1,3,140,233,0,0,163,0,0.6,2,1,7,2
51,1,1,125,213,0,2,125,1,1.4,1,1,3,1
54,1,2,192,283,0,2,195,0,0,1,1,7,2
53,1,4,123,282,0,0,95,1,2,2,2,7,2
52,1,4,112,230,0,0,160,0,0,1,1,3,2
40,1,4,110,167,0,2,114,1,2,2,0,7,2
58,1,3,132,224,0,2,173,0,3.2,1,2,7,2
41,0,3,112,268,0,2,172,1,0,1,0,3,1
41,1,3,112,250,0,0,179,0,0,1,0,3,1
50,0,3,120,219,0,0,158,0,1.6,2,0,3,1
54,0,3,108,267,0,2,167,0,0,1,0,3,1
64,0,4,130,303,0,0,122,0,2,2,2,3,1
51,0,3,130,256,0,2,149,0,0.5,1,0,3,1
46,0,2,105,204,0,0,172,0,0,1,0,3,1
55,1,4,140,217,0,0,111,1,5.6,3,0,7,2
45,1,2,128,308,0,2,170,0,0,1,0,3,1
56,1,1,120,193,0,2,162,0,1.9,2,0,7,1
66,0,4,178,228,1,0,165,1,1,2,2,7,2
38,1,1,120,231,0,0,182,1,3.8,2,0,7,2
62,0,4,150,244,0,0,154,1,1.4,2,0,3,2
55,1,2,130,262,0,0,155,0,0,1,0,3,1
58,1,4,128,259,0,2,130,1,3,2,2,7,2
43,1,4,110,211,0,0,161,0,0,1,0,7,1
64,0,4,180,325,0,0,154,1,0,1,0,3,1
50,0,4,110,254,0,2,159,0,0,1,0,3,1
53,1,3,130,197,1,2,152,0,1.2,3,0,3,1
45,0,4,138,236,0,2,152,1,0.2,2,0,3,1
65,1,1,138,282,1,2,174,0,1.4,2,1,3,2
69,1,1,160,234,1,2,131,0,0.1,2,1,3,1
69,1,3,140,254,0,2,146,0,2,2,3,7,2
67,1,4,100,299,0,2,125,1,0.9,2,2,3,2
68,0,3,120,211,0,2,115,0,1.5,2,0,3,1
34,1,1,118,182,0,2,174,0,0,1,0,3,1
62,0,4,138,294,1,0,106,0,1.9,2,3,3,2
51,1,4,140,298,0,0,122,1,4.2,2,3,7,2
46,1,3,150,231,0,0,147,0,3.6,2,0,3,2
67,1,4,125,254,1,0,163,0,0.2,2,2,7,2
50,1,3,129,196,0,0,163,0,0,1,0,3,1
42,1,3,120,240,1,0,194,0,0.8,3,0,7,1
56,0,4,134,409,0,2,150,1,1.9,2,2,7,2
41,1,4,110,172,0,2,158,0,0,1,0,7,2
42,0,4,102,265,0,2,122,0,0.6,2,0,3,1
53,1,3,130,246,1,2,173,0,0,1,3,3,1
43,1,3,130,315,0,0,162,0,1.9,1,1,3,1
56,1,4,132,184,0,2,105,1,2.1,2,1,6,2
52,1,4,108,233,1,0,147,0,0.1,1,3,7,1
62,0,4,140,394,0,2,157,0,1.2,2,0,3,1
70,1,3,160,269,0,0,112,1,2.9,2,1,7,2
54,1,4,140,239,0,0,160,0,1.2,1,0,3,1
70,1,4,145,174,0,0,125,1,2.6,3,0,7,2
54,1,2,108,309,0,0,156,0,0,1,0,7,1
35,1,4,126,282,0,2,156,1,0,1,0,7,2
48,1,3,124,255,1,0,175,0,0,1,2,3,1
55,0,2,135,250,0,2,161,0,1.4,2,0,3,1
58,0,4,100,248,0,2,122,0,1,2,0,3,1
54,0,3,110,214,0,0,158,0,1.6,2,0,3,1
69,0,1,140,239,0,0,151,0,1.8,1,2,3,1
77,1,4,125,304,0,2,162,1,0,1,3,3,2
68,1,3,118,277,0,0,151,0,1,1,1,7,1
58,1,4,125,300,0,2,171,0,0,1,2,7,2
60,1,4,125,258,0,2,141,1,2.8,2,1,7,2
51,1,4,140,299,0,0,173,1,1.6,1,0,7,2
55,1,4,160,289,0,2,145,1,0.8,2,1,7,2
52,1,1,152,298,1,0,178,0,1.2,2,0,7,1
60,0,3,102,318,0,0,160,0,0,1,1,3,1
58,1,3,105,240,0,2,154,1,0.6,2,0,7,1
64,1,3,125,309,0,0,131,1,1.8,2,0,7,2
37,1,3,130,250,0,0,187,0,3.5,3,0,3,1
59,1,1,170,288,0,2,159,0,0.2,2,0,7,2
51,1,3,125,245,1,2,166,0,2.4,2,0,3,1
43,0,3,122,213,0,0,165,0,0.2,2,0,3,1
58,1,4,128,216,0,2,131,1,2.2,2,3,7,2
29,1,2,130,204,0,2,202,0,0,1,0,3,1
41,0,2,130,204,0,2,172,0,1.4,1,0,3,1
63,0,3,135,252,0,2,172,0,0,1,0,3,1
51,1,3,94,227,0,0,154,1,0,1,1,7,1
54,1,3,120,258,0,2,147,0,0.4,2,0,7,1
44,1,2,120,220,0,0,170,0,0,1,0,3,1
54,1,4,110,239,0,0,126,1,2.8,2,1,7,2
65,1,4,135,254,0,2,127,0,2.8,2,1,7,2
57,1,3,150,168,0,0,174,0,1.6,1,0,3,1
63,1,4,130,330,1,2,132,1,1.8,1,3,7,2
35,0,4,138,183,0,0,182,0,1.4,1,0,3,1
41,1,2,135,203,0,0,132,0,0,2,0,6,1
62,0,3,130,263,0,0,97,0,1.2,2,1,7,2
43,0,4,132,341,1,2,136,1,3,2,0,7,2
58,0,1,150,283,1,2,162,0,1,1,0,3,1
52,1,1,118,186,0,2,190,0,0,2,0,6,1
61,0,4,145,307,0,2,146,1,1,2,0,7,2
39,1,4,118,219,0,0,140,0,1.2,2,0,7,2
45,1,4,115,260,0,2,185,0,0,1,0,3,1
52,1,4,128,255,0,0,161,1,0,1,1,7,2
62,1,3,130,231,0,0,146,0,1.8,2,3,7,1
62,0,4,160,164,0,2,145,0,6.2,3,3,7,2
53,0,4,138,234,0,2,160,0,0,1,0,3,1
43,1,4,120,177,0,2,120,1,2.5,2,0,7,2
47,1,3,138,257,0,2,156,0,0,1,0,3,1
52,1,2,120,325,0,0,172,0,0.2,1,0,3,1
68,1,3,180,274,1,2,150,1,1.6,2,0,7,2
39,1,3,140,321,0,2,182,0,0,1,0,3,1
53,0,4,130,264,0,2,143,0,0.4,2,0,3,1
62,0,4,140,268,0,2,160,0,3.6,3,2,3,2
51,0,3,140,308,0,2,142,0,1.5,1,1,3,1
60,1,4,130,253,0,0,144,1,1.4,1,1,7,2
65,1,4,110,248,0,2,158,0,0.6,1,2,6,2
65,0,3,155,269,0,0,148,0,0.8,1,0,3,1
60,1,3,140,185,0,2,155,0,3,2,0,3,2
60,1,4,145,282,0,2,142,1,2.8,2,2,7,2
54,1,4,120,188,0,0,113,0,1.4,2,1,7,2
44,1,2,130,219,0,2,188,0,0,1,0,3,1
44,1,4,112,290,0,2,153,0,0,1,1,3,2
51,1,3,110,175,0,0,123,0,0.6,1,0,3,1
59,1,3,150,212,1,0,157,0,1.6,1,0,3,1
71,0,2,160,302,0,0,162,0,0.4,1,2,3,1
61,1,3,150,243,1,0,137,1,1,2,0,3,1
55,1,4,132,353,0,0,132,1,1.2,2,1,7,2
64,1,3,140,335,0,0,158,0,0,1,0,3,2
43,1,4,150,247,0,0,171,0,1.5,1,0,3,1
58,0,3,120,340,0,0,172,0,0,1,0,3,1
60,1,4,130,206,0,2,132,1,2.4,2,2,7,2
58,1,2,120,284,0,2,160,0,1.8,2,0,3,2
49,1,2,130,266,0,0,171,0,0.6,1,0,3,1
48,1,2,110,229,0,0,168,0,1,3,0,7,2
52,1,3,172,199,1,0,162,0,0.5,1,0,7,1
44,1,2,120,263,0,0,173,0,0,1,0,7,1
56,0,2,140,294,0,2,153,0,1.3,2,0,3,1
57,1,4,140,192,0,0,148,0,0.4,2,0,6,1
67,1,4,160,286,0,2,108,1,1.5,2,3,3,2
1 Age Sex ChestPainType RestBloodPressure SerumCholestoral FastBloodSugar RestElectrocard MaxHeartRate Angina Oldpeak SlopePeak NumVessels Thal Disease
2 70 1 4 130 322 0 2 109 0 2.4 2 3 3 2
3 67 0 3 115 564 0 2 160 0 1.6 2 0 7 1
4 57 1 2 124 261 0 0 141 0 0.3 1 0 7 2
5 64 1 4 128 263 0 0 105 1 0.2 2 1 7 1
6 74 0 2 120 269 0 2 121 1 0.2 1 1 3 1
7 65 1 4 120 177 0 0 140 0 0.4 1 0 7 1
8 56 1 3 130 256 1 2 142 1 0.6 2 1 6 2
9 59 1 4 110 239 0 2 142 1 1.2 2 1 7 2
10 60 1 4 140 293 0 2 170 0 1.2 2 2 7 2
11 63 0 4 150 407 0 2 154 0 4 2 3 7 2
12 59 1 4 135 234 0 0 161 0 0.5 2 0 7 1
13 53 1 4 142 226 0 2 111 1 0 1 0 7 1
14 44 1 3 140 235 0 2 180 0 0 1 0 3 1
15 61 1 1 134 234 0 0 145 0 2.6 2 2 3 2
16 57 0 4 128 303 0 2 159 0 0 1 1 3 1
17 71 0 4 112 149 0 0 125 0 1.6 2 0 3 1
18 46 1 4 140 311 0 0 120 1 1.8 2 2 7 2
19 53 1 4 140 203 1 2 155 1 3.1 3 0 7 2
20 64 1 1 110 211 0 2 144 1 1.8 2 0 3 1
21 40 1 1 140 199 0 0 178 1 1.4 1 0 7 1
22 67 1 4 120 229 0 2 129 1 2.6 2 2 7 2
23 48 1 2 130 245 0 2 180 0 0.2 2 0 3 1
24 43 1 4 115 303 0 0 181 0 1.2 2 0 3 1
25 47 1 4 112 204 0 0 143 0 0.1 1 0 3 1
26 54 0 2 132 288 1 2 159 1 0 1 1 3 1
27 48 0 3 130 275 0 0 139 0 0.2 1 0 3 1
28 46 0 4 138 243 0 2 152 1 0 2 0 3 1
29 51 0 3 120 295 0 2 157 0 0.6 1 0 3 1
30 58 1 3 112 230 0 2 165 0 2.5 2 1 7 2
31 71 0 3 110 265 1 2 130 0 0 1 1 3 1
32 57 1 3 128 229 0 2 150 0 0.4 2 1 7 2
33 66 1 4 160 228 0 2 138 0 2.3 1 0 6 1
34 37 0 3 120 215 0 0 170 0 0 1 0 3 1
35 59 1 4 170 326 0 2 140 1 3.4 3 0 7 2
36 50 1 4 144 200 0 2 126 1 0.9 2 0 7 2
37 48 1 4 130 256 1 2 150 1 0 1 2 7 2
38 61 1 4 140 207 0 2 138 1 1.9 1 1 7 2
39 59 1 1 160 273 0 2 125 0 0 1 0 3 2
40 42 1 3 130 180 0 0 150 0 0 1 0 3 1
41 48 1 4 122 222 0 2 186 0 0 1 0 3 1
42 40 1 4 152 223 0 0 181 0 0 1 0 7 2
43 62 0 4 124 209 0 0 163 0 0 1 0 3 1
44 44 1 3 130 233 0 0 179 1 0.4 1 0 3 1
45 46 1 2 101 197 1 0 156 0 0 1 0 7 1
46 59 1 3 126 218 1 0 134 0 2.2 2 1 6 2
47 58 1 3 140 211 1 2 165 0 0 1 0 3 1
48 49 1 3 118 149 0 2 126 0 0.8 1 3 3 2
49 44 1 4 110 197 0 2 177 0 0 1 1 3 2
50 66 1 2 160 246 0 0 120 1 0 2 3 6 2
51 65 0 4 150 225 0 2 114 0 1 2 3 7 2
52 42 1 4 136 315 0 0 125 1 1.8 2 0 6 2
53 52 1 2 128 205 1 0 184 0 0 1 0 3 1
54 65 0 3 140 417 1 2 157 0 0.8 1 1 3 1
55 63 0 2 140 195 0 0 179 0 0 1 2 3 1
56 45 0 2 130 234 0 2 175 0 0.6 2 0 3 1
57 41 0 2 105 198 0 0 168 0 0 1 1 3 1
58 61 1 4 138 166 0 2 125 1 3.6 2 1 3 2
59 60 0 3 120 178 1 0 96 0 0 1 0 3 1
60 59 0 4 174 249 0 0 143 1 0 2 0 3 2
61 62 1 2 120 281 0 2 103 0 1.4 2 1 7 2
62 57 1 3 150 126 1 0 173 0 0.2 1 1 7 1
63 51 0 4 130 305 0 0 142 1 1.2 2 0 7 2
64 44 1 3 120 226 0 0 169 0 0 1 0 3 1
65 60 0 1 150 240 0 0 171 0 0.9 1 0 3 1
66 63 1 1 145 233 1 2 150 0 2.3 3 0 6 1
67 57 1 4 150 276 0 2 112 1 0.6 2 1 6 2
68 51 1 4 140 261 0 2 186 1 0 1 0 3 1
69 58 0 2 136 319 1 2 152 0 0 1 2 3 2
70 44 0 3 118 242 0 0 149 0 0.3 2 1 3 1
71 47 1 3 108 243 0 0 152 0 0 1 0 3 2
72 61 1 4 120 260 0 0 140 1 3.6 2 1 7 2
73 57 0 4 120 354 0 0 163 1 0.6 1 0 3 1
74 70 1 2 156 245 0 2 143 0 0 1 0 3 1
75 76 0 3 140 197 0 1 116 0 1.1 2 0 3 1
76 67 0 4 106 223 0 0 142 0 0.3 1 2 3 1
77 45 1 4 142 309 0 2 147 1 0 2 3 7 2
78 45 1 4 104 208 0 2 148 1 3 2 0 3 1
79 39 0 3 94 199 0 0 179 0 0 1 0 3 1
80 42 0 3 120 209 0 0 173 0 0 2 0 3 1
81 56 1 2 120 236 0 0 178 0 0.8 1 0 3 1
82 58 1 4 146 218 0 0 105 0 2 2 1 7 2
83 35 1 4 120 198 0 0 130 1 1.6 2 0 7 2
84 58 1 4 150 270 0 2 111 1 0.8 1 0 7 2
85 41 1 3 130 214 0 2 168 0 2 2 0 3 1
86 57 1 4 110 201 0 0 126 1 1.5 2 0 6 1
87 42 1 1 148 244 0 2 178 0 0.8 1 2 3 1
88 62 1 2 128 208 1 2 140 0 0 1 0 3 1
89 59 1 1 178 270 0 2 145 0 4.2 3 0 7 1
90 41 0 2 126 306 0 0 163 0 0 1 0 3 1
91 50 1 4 150 243 0 2 128 0 2.6 2 0 7 2
92 59 1 2 140 221 0 0 164 1 0 1 0 3 1
93 61 0 4 130 330 0 2 169 0 0 1 0 3 2
94 54 1 4 124 266 0 2 109 1 2.2 2 1 7 2
95 54 1 4 110 206 0 2 108 1 0 2 1 3 2
96 52 1 4 125 212 0 0 168 0 1 1 2 7 2
97 47 1 4 110 275 0 2 118 1 1 2 1 3 2
98 66 1 4 120 302 0 2 151 0 0.4 2 0 3 1
99 58 1 4 100 234 0 0 156 0 0.1 1 1 7 2
100 64 0 3 140 313 0 0 133 0 0.2 1 0 7 1
101 50 0 2 120 244 0 0 162 0 1.1 1 0 3 1
102 44 0 3 108 141 0 0 175 0 0.6 2 0 3 1
103 67 1 4 120 237 0 0 71 0 1 2 0 3 2
104 49 0 4 130 269 0 0 163 0 0 1 0 3 1
105 57 1 4 165 289 1 2 124 0 1 2 3 7 2
106 63 1 4 130 254 0 2 147 0 1.4 2 1 7 2
107 48 1 4 124 274 0 2 166 0 0.5 2 0 7 2
108 51 1 3 100 222 0 0 143 1 1.2 2 0 3 1
109 60 0 4 150 258 0 2 157 0 2.6 2 2 7 2
110 59 1 4 140 177 0 0 162 1 0 1 1 7 2
111 45 0 2 112 160 0 0 138 0 0 2 0 3 1
112 55 0 4 180 327 0 1 117 1 3.4 2 0 3 2
113 41 1 2 110 235 0 0 153 0 0 1 0 3 1
114 60 0 4 158 305 0 2 161 0 0 1 0 3 2
115 54 0 3 135 304 1 0 170 0 0 1 0 3 1
116 42 1 2 120 295 0 0 162 0 0 1 0 3 1
117 49 0 2 134 271 0 0 162 0 0 2 0 3 1
118 46 1 4 120 249 0 2 144 0 0.8 1 0 7 2
119 56 0 4 200 288 1 2 133 1 4 3 2 7 2
120 66 0 1 150 226 0 0 114 0 2.6 3 0 3 1
121 56 1 4 130 283 1 2 103 1 1.6 3 0 7 2
122 49 1 3 120 188 0 0 139 0 2 2 3 7 2
123 54 1 4 122 286 0 2 116 1 3.2 2 2 3 2
124 57 1 4 152 274 0 0 88 1 1.2 2 1 7 2
125 65 0 3 160 360 0 2 151 0 0.8 1 0 3 1
126 54 1 3 125 273 0 2 152 0 0.5 3 1 3 1
127 54 0 3 160 201 0 0 163 0 0 1 1 3 1
128 62 1 4 120 267 0 0 99 1 1.8 2 2 7 2
129 52 0 3 136 196 0 2 169 0 0.1 2 0 3 1
130 52 1 2 134 201 0 0 158 0 0.8 1 1 3 1
131 60 1 4 117 230 1 0 160 1 1.4 1 2 7 2
132 63 0 4 108 269 0 0 169 1 1.8 2 2 3 2
133 66 1 4 112 212 0 2 132 1 0.1 1 1 3 2
134 42 1 4 140 226 0 0 178 0 0 1 0 3 1
135 64 1 4 120 246 0 2 96 1 2.2 3 1 3 2
136 54 1 3 150 232 0 2 165 0 1.6 1 0 7 1
137 46 0 3 142 177 0 2 160 1 1.4 3 0 3 1
138 67 0 3 152 277 0 0 172 0 0 1 1 3 1
139 56 1 4 125 249 1 2 144 1 1.2 2 1 3 2
140 34 0 2 118 210 0 0 192 0 0.7 1 0 3 1
141 57 1 4 132 207 0 0 168 1 0 1 0 7 1
142 64 1 4 145 212 0 2 132 0 2 2 2 6 2
143 59 1 4 138 271 0 2 182 0 0 1 0 3 1
144 50 1 3 140 233 0 0 163 0 0.6 2 1 7 2
145 51 1 1 125 213 0 2 125 1 1.4 1 1 3 1
146 54 1 2 192 283 0 2 195 0 0 1 1 7 2
147 53 1 4 123 282 0 0 95 1 2 2 2 7 2
148 52 1 4 112 230 0 0 160 0 0 1 1 3 2
149 40 1 4 110 167 0 2 114 1 2 2 0 7 2
150 58 1 3 132 224 0 2 173 0 3.2 1 2 7 2
151 41 0 3 112 268 0 2 172 1 0 1 0 3 1
152 41 1 3 112 250 0 0 179 0 0 1 0 3 1
153 50 0 3 120 219 0 0 158 0 1.6 2 0 3 1
154 54 0 3 108 267 0 2 167 0 0 1 0 3 1
155 64 0 4 130 303 0 0 122 0 2 2 2 3 1
156 51 0 3 130 256 0 2 149 0 0.5 1 0 3 1
157 46 0 2 105 204 0 0 172 0 0 1 0 3 1
158 55 1 4 140 217 0 0 111 1 5.6 3 0 7 2
159 45 1 2 128 308 0 2 170 0 0 1 0 3 1
160 56 1 1 120 193 0 2 162 0 1.9 2 0 7 1
161 66 0 4 178 228 1 0 165 1 1 2 2 7 2
162 38 1 1 120 231 0 0 182 1 3.8 2 0 7 2
163 62 0 4 150 244 0 0 154 1 1.4 2 0 3 2
164 55 1 2 130 262 0 0 155 0 0 1 0 3 1
165 58 1 4 128 259 0 2 130 1 3 2 2 7 2
166 43 1 4 110 211 0 0 161 0 0 1 0 7 1
167 64 0 4 180 325 0 0 154 1 0 1 0 3 1
168 50 0 4 110 254 0 2 159 0 0 1 0 3 1
169 53 1 3 130 197 1 2 152 0 1.2 3 0 3 1
170 45 0 4 138 236 0 2 152 1 0.2 2 0 3 1
171 65 1 1 138 282 1 2 174 0 1.4 2 1 3 2
172 69 1 1 160 234 1 2 131 0 0.1 2 1 3 1
173 69 1 3 140 254 0 2 146 0 2 2 3 7 2
174 67 1 4 100 299 0 2 125 1 0.9 2 2 3 2
175 68 0 3 120 211 0 2 115 0 1.5 2 0 3 1
176 34 1 1 118 182 0 2 174 0 0 1 0 3 1
177 62 0 4 138 294 1 0 106 0 1.9 2 3 3 2
178 51 1 4 140 298 0 0 122 1 4.2 2 3 7 2
179 46 1 3 150 231 0 0 147 0 3.6 2 0 3 2
180 67 1 4 125 254 1 0 163 0 0.2 2 2 7 2
181 50 1 3 129 196 0 0 163 0 0 1 0 3 1
182 42 1 3 120 240 1 0 194 0 0.8 3 0 7 1
183 56 0 4 134 409 0 2 150 1 1.9 2 2 7 2
184 41 1 4 110 172 0 2 158 0 0 1 0 7 2
185 42 0 4 102 265 0 2 122 0 0.6 2 0 3 1
186 53 1 3 130 246 1 2 173 0 0 1 3 3 1
187 43 1 3 130 315 0 0 162 0 1.9 1 1 3 1
188 56 1 4 132 184 0 2 105 1 2.1 2 1 6 2
189 52 1 4 108 233 1 0 147 0 0.1 1 3 7 1
190 62 0 4 140 394 0 2 157 0 1.2 2 0 3 1
191 70 1 3 160 269 0 0 112 1 2.9 2 1 7 2
192 54 1 4 140 239 0 0 160 0 1.2 1 0 3 1
193 70 1 4 145 174 0 0 125 1 2.6 3 0 7 2
194 54 1 2 108 309 0 0 156 0 0 1 0 7 1
195 35 1 4 126 282 0 2 156 1 0 1 0 7 2
196 48 1 3 124 255 1 0 175 0 0 1 2 3 1
197 55 0 2 135 250 0 2 161 0 1.4 2 0 3 1
198 58 0 4 100 248 0 2 122 0 1 2 0 3 1
199 54 0 3 110 214 0 0 158 0 1.6 2 0 3 1
200 69 0 1 140 239 0 0 151 0 1.8 1 2 3 1
201 77 1 4 125 304 0 2 162 1 0 1 3 3 2
202 68 1 3 118 277 0 0 151 0 1 1 1 7 1
203 58 1 4 125 300 0 2 171 0 0 1 2 7 2
204 60 1 4 125 258 0 2 141 1 2.8 2 1 7 2
205 51 1 4 140 299 0 0 173 1 1.6 1 0 7 2
206 55 1 4 160 289 0 2 145 1 0.8 2 1 7 2
207 52 1 1 152 298 1 0 178 0 1.2 2 0 7 1
208 60 0 3 102 318 0 0 160 0 0 1 1 3 1
209 58 1 3 105 240 0 2 154 1 0.6 2 0 7 1
210 64 1 3 125 309 0 0 131 1 1.8 2 0 7 2
211 37 1 3 130 250 0 0 187 0 3.5 3 0 3 1
212 59 1 1 170 288 0 2 159 0 0.2 2 0 7 2
213 51 1 3 125 245 1 2 166 0 2.4 2 0 3 1
214 43 0 3 122 213 0 0 165 0 0.2 2 0 3 1
215 58 1 4 128 216 0 2 131 1 2.2 2 3 7 2
216 29 1 2 130 204 0 2 202 0 0 1 0 3 1
217 41 0 2 130 204 0 2 172 0 1.4 1 0 3 1
218 63 0 3 135 252 0 2 172 0 0 1 0 3 1
219 51 1 3 94 227 0 0 154 1 0 1 1 7 1
220 54 1 3 120 258 0 2 147 0 0.4 2 0 7 1
221 44 1 2 120 220 0 0 170 0 0 1 0 3 1
222 54 1 4 110 239 0 0 126 1 2.8 2 1 7 2
223 65 1 4 135 254 0 2 127 0 2.8 2 1 7 2
224 57 1 3 150 168 0 0 174 0 1.6 1 0 3 1
225 63 1 4 130 330 1 2 132 1 1.8 1 3 7 2
226 35 0 4 138 183 0 0 182 0 1.4 1 0 3 1
227 41 1 2 135 203 0 0 132 0 0 2 0 6 1
228 62 0 3 130 263 0 0 97 0 1.2 2 1 7 2
229 43 0 4 132 341 1 2 136 1 3 2 0 7 2
230 58 0 1 150 283 1 2 162 0 1 1 0 3 1
231 52 1 1 118 186 0 2 190 0 0 2 0 6 1
232 61 0 4 145 307 0 2 146 1 1 2 0 7 2
233 39 1 4 118 219 0 0 140 0 1.2 2 0 7 2
234 45 1 4 115 260 0 2 185 0 0 1 0 3 1
235 52 1 4 128 255 0 0 161 1 0 1 1 7 2
236 62 1 3 130 231 0 0 146 0 1.8 2 3 7 1
237 62 0 4 160 164 0 2 145 0 6.2 3 3 7 2
238 53 0 4 138 234 0 2 160 0 0 1 0 3 1
239 43 1 4 120 177 0 2 120 1 2.5 2 0 7 2
240 47 1 3 138 257 0 2 156 0 0 1 0 3 1
241 52 1 2 120 325 0 0 172 0 0.2 1 0 3 1
242 68 1 3 180 274 1 2 150 1 1.6 2 0 7 2
243 39 1 3 140 321 0 2 182 0 0 1 0 3 1
244 53 0 4 130 264 0 2 143 0 0.4 2 0 3 1
245 62 0 4 140 268 0 2 160 0 3.6 3 2 3 2
246 51 0 3 140 308 0 2 142 0 1.5 1 1 3 1
247 60 1 4 130 253 0 0 144 1 1.4 1 1 7 2
248 65 1 4 110 248 0 2 158 0 0.6 1 2 6 2
249 65 0 3 155 269 0 0 148 0 0.8 1 0 3 1
250 60 1 3 140 185 0 2 155 0 3 2 0 3 2
251 60 1 4 145 282 0 2 142 1 2.8 2 2 7 2
252 54 1 4 120 188 0 0 113 0 1.4 2 1 7 2
253 44 1 2 130 219 0 2 188 0 0 1 0 3 1
254 44 1 4 112 290 0 2 153 0 0 1 1 3 2
255 51 1 3 110 175 0 0 123 0 0.6 1 0 3 1
256 59 1 3 150 212 1 0 157 0 1.6 1 0 3 1
257 71 0 2 160 302 0 0 162 0 0.4 1 2 3 1
258 61 1 3 150 243 1 0 137 1 1 2 0 3 1
259 55 1 4 132 353 0 0 132 1 1.2 2 1 7 2
260 64 1 3 140 335 0 0 158 0 0 1 0 3 2
261 43 1 4 150 247 0 0 171 0 1.5 1 0 3 1
262 58 0 3 120 340 0 0 172 0 0 1 0 3 1
263 60 1 4 130 206 0 2 132 1 2.4 2 2 7 2
264 58 1 2 120 284 0 2 160 0 1.8 2 0 3 2
265 49 1 2 130 266 0 0 171 0 0.6 1 0 3 1
266 48 1 2 110 229 0 0 168 0 1 3 0 7 2
267 52 1 3 172 199 1 0 162 0 0.5 1 0 7 1
268 44 1 2 120 263 0 0 173 0 0 1 0 7 1
269 56 0 2 140 294 0 2 153 0 1.3 2 0 3 1
270 57 1 4 140 192 0 0 148 0 0.4 2 0 6 1
271 67 1 4 160 286 0 2 108 1 1.5 2 3 3 2

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SepalLength,SepalWidth,PetalLength,PetalWidth,Class
5.1,3.5,1.4,0.2,Iris-setosa
4.9,3,1.4,0.2,Iris-setosa
4.7,3.2,1.3,0.2,Iris-setosa
4.6,3.1,1.5,0.2,Iris-setosa
5,3.6,1.4,0.2,Iris-setosa
5.4,3.9,1.7,0.4,Iris-setosa
4.6,3.4,1.4,0.3,Iris-setosa
5,3.4,1.5,0.2,Iris-setosa
4.4,2.9,1.4,0.2,Iris-setosa
4.9,3.1,1.5,0.1,Iris-setosa
5.4,3.7,1.5,0.2,Iris-setosa
4.8,3.4,1.6,0.2,Iris-setosa
4.8,3,1.4,0.1,Iris-setosa
4.3,3,1.1,0.1,Iris-setosa
5.8,4,1.2,0.2,Iris-setosa
5.7,4.4,1.5,0.4,Iris-setosa
5.4,3.9,1.3,0.4,Iris-setosa
5.1,3.5,1.4,0.3,Iris-setosa
5.7,3.8,1.7,0.3,Iris-setosa
5.1,3.8,1.5,0.3,Iris-setosa
5.4,3.4,1.7,0.2,Iris-setosa
5.1,3.7,1.5,0.4,Iris-setosa
4.6,3.6,1,0.2,Iris-setosa
5.1,3.3,1.7,0.5,Iris-setosa
4.8,3.4,1.9,0.2,Iris-setosa
5,3,1.6,0.2,Iris-setosa
5,3.4,1.6,0.4,Iris-setosa
5.2,3.5,1.5,0.2,Iris-setosa
5.2,3.4,1.4,0.2,Iris-setosa
4.7,3.2,1.6,0.2,Iris-setosa
4.8,3.1,1.6,0.2,Iris-setosa
5.4,3.4,1.5,0.4,Iris-setosa
5.2,4.1,1.5,0.1,Iris-setosa
5.5,4.2,1.4,0.2,Iris-setosa
4.9,3.1,1.5,0.2,Iris-setosa
5,3.2,1.2,0.2,Iris-setosa
5.5,3.5,1.3,0.2,Iris-setosa
4.9,3.6,1.4,0.1,Iris-setosa
4.4,3,1.3,0.2,Iris-setosa
5.1,3.4,1.5,0.2,Iris-setosa
5,3.5,1.3,0.3,Iris-setosa
4.5,2.3,1.3,0.3,Iris-setosa
4.4,3.2,1.3,0.2,Iris-setosa
5,3.5,1.6,0.6,Iris-setosa
5.1,3.8,1.9,0.4,Iris-setosa
4.8,3,1.4,0.3,Iris-setosa
5.1,3.8,1.6,0.2,Iris-setosa
4.6,3.2,1.4,0.2,Iris-setosa
5.3,3.7,1.5,0.2,Iris-setosa
5,3.3,1.4,0.2,Iris-setosa
7,3.2,4.7,1.4,Iris-versicolor
6.4,3.2,4.5,1.5,Iris-versicolor
6.9,3.1,4.9,1.5,Iris-versicolor
5.5,2.3,4,1.3,Iris-versicolor
6.5,2.8,4.6,1.5,Iris-versicolor
5.7,2.8,4.5,1.3,Iris-versicolor
6.3,3.3,4.7,1.6,Iris-versicolor
4.9,2.4,3.3,1,Iris-versicolor
6.6,2.9,4.6,1.3,Iris-versicolor
5.2,2.7,3.9,1.4,Iris-versicolor
5,2,3.5,1,Iris-versicolor
5.9,3,4.2,1.5,Iris-versicolor
6,2.2,4,1,Iris-versicolor
6.1,2.9,4.7,1.4,Iris-versicolor
5.6,2.9,3.6,1.3,Iris-versicolor
6.7,3.1,4.4,1.4,Iris-versicolor
5.6,3,4.5,1.5,Iris-versicolor
5.8,2.7,4.1,1,Iris-versicolor
6.2,2.2,4.5,1.5,Iris-versicolor
5.6,2.5,3.9,1.1,Iris-versicolor
5.9,3.2,4.8,1.8,Iris-versicolor
6.1,2.8,4,1.3,Iris-versicolor
6.3,2.5,4.9,1.5,Iris-versicolor
6.1,2.8,4.7,1.2,Iris-versicolor
6.4,2.9,4.3,1.3,Iris-versicolor
6.6,3,4.4,1.4,Iris-versicolor
6.8,2.8,4.8,1.4,Iris-versicolor
6.7,3,5,1.7,Iris-versicolor
6,2.9,4.5,1.5,Iris-versicolor
5.7,2.6,3.5,1,Iris-versicolor
5.5,2.4,3.8,1.1,Iris-versicolor
5.5,2.4,3.7,1,Iris-versicolor
5.8,2.7,3.9,1.2,Iris-versicolor
6,2.7,5.1,1.6,Iris-versicolor
5.4,3,4.5,1.5,Iris-versicolor
6,3.4,4.5,1.6,Iris-versicolor
6.7,3.1,4.7,1.5,Iris-versicolor
6.3,2.3,4.4,1.3,Iris-versicolor
5.6,3,4.1,1.3,Iris-versicolor
5.5,2.5,4,1.3,Iris-versicolor
5.5,2.6,4.4,1.2,Iris-versicolor
6.1,3,4.6,1.4,Iris-versicolor
5.8,2.6,4,1.2,Iris-versicolor
5,2.3,3.3,1,Iris-versicolor
5.6,2.7,4.2,1.3,Iris-versicolor
5.7,3,4.2,1.2,Iris-versicolor
5.7,2.9,4.2,1.3,Iris-versicolor
6.2,2.9,4.3,1.3,Iris-versicolor
5.1,2.5,3,1.1,Iris-versicolor
5.7,2.8,4.1,1.3,Iris-versicolor
6.3,3.3,6,2.5,Iris-virginica
5.8,2.7,5.1,1.9,Iris-virginica
7.1,3,5.9,2.1,Iris-virginica
6.3,2.9,5.6,1.8,Iris-virginica
6.5,3,5.8,2.2,Iris-virginica
7.6,3,6.6,2.1,Iris-virginica
4.9,2.5,4.5,1.7,Iris-virginica
7.3,2.9,6.3,1.8,Iris-virginica
6.7,2.5,5.8,1.8,Iris-virginica
7.2,3.6,6.1,2.5,Iris-virginica
6.5,3.2,5.1,2,Iris-virginica
6.4,2.7,5.3,1.9,Iris-virginica
6.8,3,5.5,2.1,Iris-virginica
5.7,2.5,5,2,Iris-virginica
5.8,2.8,5.1,2.4,Iris-virginica
6.4,3.2,5.3,2.3,Iris-virginica
6.5,3,5.5,1.8,Iris-virginica
7.7,3.8,6.7,2.2,Iris-virginica
7.7,2.6,6.9,2.3,Iris-virginica
6,2.2,5,1.5,Iris-virginica
6.9,3.2,5.7,2.3,Iris-virginica
5.6,2.8,4.9,2,Iris-virginica
7.7,2.8,6.7,2,Iris-virginica
6.3,2.7,4.9,1.8,Iris-virginica
6.7,3.3,5.7,2.1,Iris-virginica
7.2,3.2,6,1.8,Iris-virginica
6.2,2.8,4.8,1.8,Iris-virginica
6.1,3,4.9,1.8,Iris-virginica
6.4,2.8,5.6,2.1,Iris-virginica
7.2,3,5.8,1.6,Iris-virginica
7.4,2.8,6.1,1.9,Iris-virginica
7.9,3.8,6.4,2,Iris-virginica
6.4,2.8,5.6,2.2,Iris-virginica
6.3,2.8,5.1,1.5,Iris-virginica
6.1,2.6,5.6,1.4,Iris-virginica
7.7,3,6.1,2.3,Iris-virginica
6.3,3.4,5.6,2.4,Iris-virginica
6.4,3.1,5.5,1.8,Iris-virginica
6,3,4.8,1.8,Iris-virginica
6.9,3.1,5.4,2.1,Iris-virginica
6.7,3.1,5.6,2.4,Iris-virginica
6.9,3.1,5.1,2.3,Iris-virginica
5.8,2.7,5.1,1.9,Iris-virginica
6.8,3.2,5.9,2.3,Iris-virginica
6.7,3.3,5.7,2.5,Iris-virginica
6.7,3,5.2,2.3,Iris-virginica
6.3,2.5,5,1.9,Iris-virginica
6.5,3,5.2,2,Iris-virginica
6.2,3.4,5.4,2.3,Iris-virginica
5.9,3,5.1,1.8,Iris-virginica
1 SepalLength SepalWidth PetalLength PetalWidth Class
2 5.1 3.5 1.4 0.2 Iris-setosa
3 4.9 3 1.4 0.2 Iris-setosa
4 4.7 3.2 1.3 0.2 Iris-setosa
5 4.6 3.1 1.5 0.2 Iris-setosa
6 5 3.6 1.4 0.2 Iris-setosa
7 5.4 3.9 1.7 0.4 Iris-setosa
8 4.6 3.4 1.4 0.3 Iris-setosa
9 5 3.4 1.5 0.2 Iris-setosa
10 4.4 2.9 1.4 0.2 Iris-setosa
11 4.9 3.1 1.5 0.1 Iris-setosa
12 5.4 3.7 1.5 0.2 Iris-setosa
13 4.8 3.4 1.6 0.2 Iris-setosa
14 4.8 3 1.4 0.1 Iris-setosa
15 4.3 3 1.1 0.1 Iris-setosa
16 5.8 4 1.2 0.2 Iris-setosa
17 5.7 4.4 1.5 0.4 Iris-setosa
18 5.4 3.9 1.3 0.4 Iris-setosa
19 5.1 3.5 1.4 0.3 Iris-setosa
20 5.7 3.8 1.7 0.3 Iris-setosa
21 5.1 3.8 1.5 0.3 Iris-setosa
22 5.4 3.4 1.7 0.2 Iris-setosa
23 5.1 3.7 1.5 0.4 Iris-setosa
24 4.6 3.6 1 0.2 Iris-setosa
25 5.1 3.3 1.7 0.5 Iris-setosa
26 4.8 3.4 1.9 0.2 Iris-setosa
27 5 3 1.6 0.2 Iris-setosa
28 5 3.4 1.6 0.4 Iris-setosa
29 5.2 3.5 1.5 0.2 Iris-setosa
30 5.2 3.4 1.4 0.2 Iris-setosa
31 4.7 3.2 1.6 0.2 Iris-setosa
32 4.8 3.1 1.6 0.2 Iris-setosa
33 5.4 3.4 1.5 0.4 Iris-setosa
34 5.2 4.1 1.5 0.1 Iris-setosa
35 5.5 4.2 1.4 0.2 Iris-setosa
36 4.9 3.1 1.5 0.2 Iris-setosa
37 5 3.2 1.2 0.2 Iris-setosa
38 5.5 3.5 1.3 0.2 Iris-setosa
39 4.9 3.6 1.4 0.1 Iris-setosa
40 4.4 3 1.3 0.2 Iris-setosa
41 5.1 3.4 1.5 0.2 Iris-setosa
42 5 3.5 1.3 0.3 Iris-setosa
43 4.5 2.3 1.3 0.3 Iris-setosa
44 4.4 3.2 1.3 0.2 Iris-setosa
45 5 3.5 1.6 0.6 Iris-setosa
46 5.1 3.8 1.9 0.4 Iris-setosa
47 4.8 3 1.4 0.3 Iris-setosa
48 5.1 3.8 1.6 0.2 Iris-setosa
49 4.6 3.2 1.4 0.2 Iris-setosa
50 5.3 3.7 1.5 0.2 Iris-setosa
51 5 3.3 1.4 0.2 Iris-setosa
52 7 3.2 4.7 1.4 Iris-versicolor
53 6.4 3.2 4.5 1.5 Iris-versicolor
54 6.9 3.1 4.9 1.5 Iris-versicolor
55 5.5 2.3 4 1.3 Iris-versicolor
56 6.5 2.8 4.6 1.5 Iris-versicolor
57 5.7 2.8 4.5 1.3 Iris-versicolor
58 6.3 3.3 4.7 1.6 Iris-versicolor
59 4.9 2.4 3.3 1 Iris-versicolor
60 6.6 2.9 4.6 1.3 Iris-versicolor
61 5.2 2.7 3.9 1.4 Iris-versicolor
62 5 2 3.5 1 Iris-versicolor
63 5.9 3 4.2 1.5 Iris-versicolor
64 6 2.2 4 1 Iris-versicolor
65 6.1 2.9 4.7 1.4 Iris-versicolor
66 5.6 2.9 3.6 1.3 Iris-versicolor
67 6.7 3.1 4.4 1.4 Iris-versicolor
68 5.6 3 4.5 1.5 Iris-versicolor
69 5.8 2.7 4.1 1 Iris-versicolor
70 6.2 2.2 4.5 1.5 Iris-versicolor
71 5.6 2.5 3.9 1.1 Iris-versicolor
72 5.9 3.2 4.8 1.8 Iris-versicolor
73 6.1 2.8 4 1.3 Iris-versicolor
74 6.3 2.5 4.9 1.5 Iris-versicolor
75 6.1 2.8 4.7 1.2 Iris-versicolor
76 6.4 2.9 4.3 1.3 Iris-versicolor
77 6.6 3 4.4 1.4 Iris-versicolor
78 6.8 2.8 4.8 1.4 Iris-versicolor
79 6.7 3 5 1.7 Iris-versicolor
80 6 2.9 4.5 1.5 Iris-versicolor
81 5.7 2.6 3.5 1 Iris-versicolor
82 5.5 2.4 3.8 1.1 Iris-versicolor
83 5.5 2.4 3.7 1 Iris-versicolor
84 5.8 2.7 3.9 1.2 Iris-versicolor
85 6 2.7 5.1 1.6 Iris-versicolor
86 5.4 3 4.5 1.5 Iris-versicolor
87 6 3.4 4.5 1.6 Iris-versicolor
88 6.7 3.1 4.7 1.5 Iris-versicolor
89 6.3 2.3 4.4 1.3 Iris-versicolor
90 5.6 3 4.1 1.3 Iris-versicolor
91 5.5 2.5 4 1.3 Iris-versicolor
92 5.5 2.6 4.4 1.2 Iris-versicolor
93 6.1 3 4.6 1.4 Iris-versicolor
94 5.8 2.6 4 1.2 Iris-versicolor
95 5 2.3 3.3 1 Iris-versicolor
96 5.6 2.7 4.2 1.3 Iris-versicolor
97 5.7 3 4.2 1.2 Iris-versicolor
98 5.7 2.9 4.2 1.3 Iris-versicolor
99 6.2 2.9 4.3 1.3 Iris-versicolor
100 5.1 2.5 3 1.1 Iris-versicolor
101 5.7 2.8 4.1 1.3 Iris-versicolor
102 6.3 3.3 6 2.5 Iris-virginica
103 5.8 2.7 5.1 1.9 Iris-virginica
104 7.1 3 5.9 2.1 Iris-virginica
105 6.3 2.9 5.6 1.8 Iris-virginica
106 6.5 3 5.8 2.2 Iris-virginica
107 7.6 3 6.6 2.1 Iris-virginica
108 4.9 2.5 4.5 1.7 Iris-virginica
109 7.3 2.9 6.3 1.8 Iris-virginica
110 6.7 2.5 5.8 1.8 Iris-virginica
111 7.2 3.6 6.1 2.5 Iris-virginica
112 6.5 3.2 5.1 2 Iris-virginica
113 6.4 2.7 5.3 1.9 Iris-virginica
114 6.8 3 5.5 2.1 Iris-virginica
115 5.7 2.5 5 2 Iris-virginica
116 5.8 2.8 5.1 2.4 Iris-virginica
117 6.4 3.2 5.3 2.3 Iris-virginica
118 6.5 3 5.5 1.8 Iris-virginica
119 7.7 3.8 6.7 2.2 Iris-virginica
120 7.7 2.6 6.9 2.3 Iris-virginica
121 6 2.2 5 1.5 Iris-virginica
122 6.9 3.2 5.7 2.3 Iris-virginica
123 5.6 2.8 4.9 2 Iris-virginica
124 7.7 2.8 6.7 2 Iris-virginica
125 6.3 2.7 4.9 1.8 Iris-virginica
126 6.7 3.3 5.7 2.1 Iris-virginica
127 7.2 3.2 6 1.8 Iris-virginica
128 6.2 2.8 4.8 1.8 Iris-virginica
129 6.1 3 4.9 1.8 Iris-virginica
130 6.4 2.8 5.6 2.1 Iris-virginica
131 7.2 3 5.8 1.6 Iris-virginica
132 7.4 2.8 6.1 1.9 Iris-virginica
133 7.9 3.8 6.4 2 Iris-virginica
134 6.4 2.8 5.6 2.2 Iris-virginica
135 6.3 2.8 5.1 1.5 Iris-virginica
136 6.1 2.6 5.6 1.4 Iris-virginica
137 7.7 3 6.1 2.3 Iris-virginica
138 6.3 3.4 5.6 2.4 Iris-virginica
139 6.4 3.1 5.5 1.8 Iris-virginica
140 6 3 4.8 1.8 Iris-virginica
141 6.9 3.1 5.4 2.1 Iris-virginica
142 6.7 3.1 5.6 2.4 Iris-virginica
143 6.9 3.1 5.1 2.3 Iris-virginica
144 5.8 2.7 5.1 1.9 Iris-virginica
145 6.8 3.2 5.9 2.3 Iris-virginica
146 6.7 3.3 5.7 2.5 Iris-virginica
147 6.7 3 5.2 2.3 Iris-virginica
148 6.3 2.5 5 1.9 Iris-virginica
149 6.5 3 5.2 2 Iris-virginica
150 6.2 3.4 5.4 2.3 Iris-virginica
151 5.9 3 5.1 1.8 Iris-virginica