age
int64 | is_male
bool | total_bilirubin
float64 | direct_ribilubin
float64 | alkaline_phosphotase
int64 | alamine_aminotransferasi
int64 | aspartate_aminotransferase
int64 | total_proteins
float64 | albumin
float64 | albumin_to_globulin_ratio
float64 | class
class label |
---|---|---|---|---|---|---|---|---|---|---|
58 | true | 0.8 | 0.2 | 180 | 32 | 25 | 8.2 | 4.4 | 1.1 | 1yes
|
51 | false | 0.9 | 0.2 | 280 | 21 | 30 | 6.7 | 3.2 | 0.8 | 0no
|
50 | false | 1.7 | 0.6 | 430 | 28 | 32 | 6.8 | 3.5 | 1 | 0no
|
50 | true | 0.7 | 0.2 | 206 | 18 | 17 | 8.4 | 4.2 | 1 | 1yes
|
55 | false | 0.8 | 0.2 | 155 | 21 | 17 | 6.9 | 3.8 | 1.4 | 0no
|
54 | false | 1.4 | 0.7 | 195 | 36 | 16 | 7.9 | 3.7 | 0.9 | 1yes
|
48 | true | 1.6 | 1 | 588 | 74 | 113 | 7.3 | 2.4 | 0.4 | 0no
|
30 | true | 0.8 | 0.2 | 174 | 21 | 47 | 4.6 | 2.3 | 1 | 0no
|
45 | false | 0.8 | 0.2 | 165 | 22 | 18 | 8.2 | 4.1 | 1 | 0no
|
48 | false | 1.1 | 0.7 | 527 | 178 | 250 | 8 | 4.2 | 1.1 | 0no
|
51 | true | 0.8 | 0.2 | 175 | 48 | 22 | 8.1 | 4.6 | 1.3 | 0no
|
54 | false | 23.2 | 12.6 | 574 | 43 | 47 | 7.2 | 3.5 | 0.9 | 0no
|
27 | true | 1.3 | 0.6 | 106 | 25 | 54 | 8.5 | 4.8 | null | 1yes
|
30 | false | 0.8 | 0.2 | 158 | 25 | 22 | 7.9 | 4.5 | 1.3 | 1yes
|
26 | true | 2 | 0.9 | 195 | 24 | 65 | 7.8 | 4.3 | 1.2 | 0no
|
22 | true | 0.9 | 0.3 | 179 | 18 | 21 | 6.7 | 3.7 | 1.2 | 1yes
|
44 | true | 0.9 | 0.2 | 182 | 29 | 82 | 7.1 | 3.7 | 1 | 1yes
|
35 | true | 0.7 | 0.2 | 198 | 42 | 30 | 6.8 | 3.4 | 1 | 0no
|
38 | true | 3.7 | 2.2 | 216 | 179 | 232 | 7.8 | 4.5 | 1.3 | 0no
|
14 | true | 0.9 | 0.3 | 310 | 21 | 16 | 8.1 | 4.2 | 1 | 1yes
|
30 | false | 0.7 | 0.2 | 63 | 31 | 27 | 5.8 | 3.4 | 1.4 | 0no
|
30 | false | 0.8 | 0.2 | 198 | 30 | 58 | 5.2 | 2.8 | 1.1 | 0no
|
36 | true | 1.7 | 0.5 | 205 | 36 | 34 | 7.1 | 3.9 | 1.2 | 0no
|
12 | true | 0.8 | 0.2 | 302 | 47 | 67 | 6.7 | 3.5 | 1.1 | 1yes
|
60 | true | 2.6 | 1.2 | 171 | 42 | 37 | 5.4 | 2.7 | 1 | 0no
|
42 | true | 0.8 | 0.2 | 158 | 27 | 23 | 6.7 | 3.1 | 0.8 | 1yes
|
36 | false | 1.2 | 0.4 | 358 | 160 | 90 | 8.3 | 4.4 | 1.1 | 1yes
|
24 | true | 3.3 | 1.6 | 174 | 11 | 33 | 7.6 | 3.9 | 1 | 1yes
|
43 | true | 0.8 | 0.2 | 192 | 29 | 20 | 6 | 2.9 | 0.9 | 1yes
|
21 | true | 0.7 | 0.2 | 211 | 14 | 23 | 7.3 | 4.1 | 1.2 | 1yes
|
26 | true | 2 | 0.9 | 157 | 54 | 68 | 6.1 | 2.7 | 0.8 | 0no
|
26 | true | 1.7 | 0.6 | 210 | 62 | 56 | 5.4 | 2.2 | 0.6 | 0no
|
26 | true | 7.1 | 3.3 | 258 | 80 | 113 | 6.2 | 2.9 | 0.8 | 0no
|
36 | false | 0.7 | 0.2 | 152 | 21 | 25 | 5.9 | 3.1 | 1.1 | 1yes
|
13 | false | 0.7 | 0.2 | 350 | 17 | 24 | 7.4 | 4 | 1.1 | 0no
|
13 | false | 0.7 | 0.1 | 182 | 24 | 19 | 8.9 | 4.9 | 1.2 | 0no
|
75 | true | 6.7 | 3.6 | 458 | 198 | 143 | 6.2 | 3.2 | 1 | 0no
|
75 | true | 2.5 | 1.2 | 375 | 85 | 68 | 6.4 | 2.9 | 0.8 | 0no
|
75 | true | 1.8 | 0.8 | 405 | 79 | 50 | 6.1 | 2.9 | 0.9 | 0no
|
75 | true | 1.4 | 0.4 | 215 | 50 | 30 | 5.9 | 2.6 | 0.7 | 0no
|
75 | true | 0.9 | 0.2 | 206 | 44 | 33 | 6.2 | 2.9 | 0.8 | 0no
|
36 | false | 0.8 | 0.2 | 650 | 70 | 138 | 6.6 | 3.1 | 0.8 | 0no
|
35 | true | 0.8 | 0.2 | 198 | 36 | 32 | 7 | 4 | 1.3 | 1yes
|
70 | true | 3.1 | 1.6 | 198 | 40 | 28 | 5.6 | 2 | 0.5 | 0no
|
37 | true | 0.8 | 0.2 | 195 | 60 | 40 | 8.2 | 5 | 1.5 | 1yes
|
60 | true | 2.9 | 1.3 | 230 | 32 | 44 | 5.6 | 2 | 0.5 | 0no
|
46 | true | 0.6 | 0.2 | 115 | 14 | 11 | 6.9 | 3.4 | 0.9 | 0no
|
38 | true | 0.7 | 0.2 | 216 | 349 | 105 | 7 | 3.5 | 1 | 0no
|
70 | true | 1.3 | 0.4 | 358 | 19 | 14 | 6.1 | 2.8 | 0.8 | 0no
|
49 | false | 0.8 | 0.2 | 158 | 19 | 15 | 6.6 | 3.6 | 1.2 | 1yes
|
37 | true | 1.8 | 0.8 | 145 | 62 | 58 | 5.7 | 2.9 | 1 | 0no
|
37 | true | 1.3 | 0.4 | 195 | 41 | 38 | 5.3 | 2.1 | 0.6 | 0no
|
26 | false | 0.7 | 0.2 | 144 | 36 | 33 | 8.2 | 4.3 | 1.1 | 0no
|
48 | false | 1.4 | 0.8 | 621 | 110 | 176 | 7.2 | 3.9 | 1.1 | 0no
|
48 | false | 0.8 | 0.2 | 150 | 25 | 23 | 7.5 | 3.9 | 1 | 0no
|
19 | true | 1.4 | 0.8 | 178 | 13 | 26 | 8 | 4.6 | 1.3 | 1yes
|
33 | true | 0.7 | 0.2 | 256 | 21 | 30 | 8.5 | 3.9 | 0.8 | 0no
|
33 | true | 2.1 | 0.7 | 205 | 50 | 38 | 6.8 | 3 | 0.7 | 0no
|
37 | true | 0.7 | 0.2 | 176 | 28 | 34 | 5.6 | 2.6 | 0.8 | 0no
|
69 | false | 0.8 | 0.2 | 146 | 42 | 70 | 8.4 | 4.9 | 1.4 | 1yes
|
24 | true | 0.7 | 0.2 | 218 | 47 | 26 | 6.6 | 3.3 | 1 | 0no
|
65 | false | 0.7 | 0.2 | 182 | 23 | 28 | 6.8 | 2.9 | 0.7 | 1yes
|
55 | true | 1.1 | 0.3 | 215 | 21 | 15 | 6.2 | 2.9 | 0.8 | 1yes
|
42 | false | 0.9 | 0.2 | 165 | 26 | 29 | 8.5 | 4.4 | 1 | 1yes
|
21 | true | 0.8 | 0.2 | 183 | 33 | 57 | 6.8 | 3.5 | 1 | 1yes
|
40 | true | 0.7 | 0.2 | 176 | 28 | 43 | 5.3 | 2.4 | 0.8 | 1yes
|
16 | true | 0.7 | 0.2 | 418 | 28 | 35 | 7.2 | 4.1 | 1.3 | 1yes
|
60 | true | 2.2 | 1 | 271 | 45 | 52 | 6.1 | 2.9 | 0.9 | 1yes
|
42 | false | 0.8 | 0.2 | 182 | 22 | 20 | 7.2 | 3.9 | 1.1 | 0no
|
58 | false | 0.8 | 0.2 | 130 | 24 | 25 | 7 | 4 | 1.3 | 0no
|
54 | false | 22.6 | 11.4 | 558 | 30 | 37 | 7.8 | 3.4 | 0.8 | 0no
|
33 | true | 0.8 | 0.2 | 135 | 30 | 29 | 7.2 | 4.4 | 1.5 | 1yes
|
48 | true | 0.7 | 0.2 | 326 | 29 | 17 | 8.7 | 5.5 | 1.7 | 0no
|
25 | false | 0.7 | 0.1 | 140 | 32 | 25 | 7.6 | 4.3 | 1.3 | 1yes
|
56 | false | 0.7 | 0.1 | 145 | 26 | 23 | 7 | 4 | 1.3 | 1yes
|
47 | true | 3.5 | 1.6 | 206 | 32 | 31 | 6.8 | 3.4 | 1 | 0no
|
33 | true | 0.7 | 0.1 | 168 | 35 | 33 | 7 | 3.7 | 1.1 | 0no
|
20 | false | 0.6 | 0.2 | 202 | 12 | 13 | 6.1 | 3 | 0.9 | 1yes
|
50 | false | 0.7 | 0.1 | 192 | 20 | 41 | 7.3 | 3.3 | 0.8 | 0no
|
72 | true | 0.7 | 0.2 | 185 | 16 | 22 | 7.3 | 3.7 | 1 | 1yes
|
50 | true | 1.7 | 0.8 | 331 | 36 | 53 | 7.3 | 3.4 | 0.9 | 0no
|
39 | true | 0.6 | 0.2 | 188 | 28 | 43 | 8.1 | 3.3 | 0.6 | 0no
|
58 | false | 0.7 | 0.1 | 172 | 27 | 22 | 6.7 | 3.2 | 0.9 | 0no
|
60 | false | 1.4 | 0.7 | 159 | 10 | 12 | 4.9 | 2.5 | 1 | 1yes
|
34 | true | 3.7 | 2.1 | 490 | 115 | 91 | 6.5 | 2.8 | 0.7 | 0no
|
50 | true | 0.8 | 0.2 | 152 | 29 | 30 | 7.4 | 4.1 | 1.3 | 0no
|
38 | true | 2.7 | 1.4 | 105 | 25 | 21 | 7.5 | 4.2 | 1.2 | 1yes
|
51 | true | 0.8 | 0.2 | 160 | 34 | 20 | 6.9 | 3.7 | 1.1 | 0no
|
46 | true | 0.8 | 0.2 | 160 | 31 | 40 | 7.3 | 3.8 | 1.1 | 0no
|
72 | true | 0.6 | 0.1 | 102 | 31 | 35 | 6.3 | 3.2 | 1 | 0no
|
72 | true | 0.8 | 0.2 | 148 | 23 | 35 | 6 | 3 | 1 | 0no
|
75 | true | 0.9 | 0.2 | 162 | 25 | 20 | 6.9 | 3.7 | 1.1 | 0no
|
41 | true | 7.5 | 4.3 | 149 | 94 | 92 | 6.3 | 3.1 | 0.9 | 0no
|
41 | true | 2.7 | 1.3 | 580 | 142 | 68 | 8 | 4 | 1 | 0no
|
48 | false | 1 | 0.3 | 310 | 37 | 56 | 5.9 | 2.5 | 0.7 | 0no
|
45 | true | 0.8 | 0.2 | 140 | 24 | 20 | 6.3 | 3.2 | 1 | 1yes
|
74 | true | 1 | 0.3 | 175 | 30 | 32 | 6.4 | 3.4 | 1.1 | 0no
|
78 | true | 1 | 0.3 | 152 | 28 | 70 | 6.3 | 3.1 | 0.9 | 0no
|
38 | true | 0.8 | 0.2 | 208 | 25 | 50 | 7.1 | 3.7 | 1 | 0no
|
27 | true | 1 | 0.2 | 205 | 137 | 145 | 6 | 3 | 1 | 0no
|