[e4c2d8]: / kidney_disease.csv

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# id age bp sg al su rbc pc pcc ba bgr bu sc sod pot hemo pcv wc rc htn dm cad appet pe ane classification
1 0 48.0 80.0 1.02 1.0 0.0 normal notpresent notpresent 121.0 36.0 1.2 15.4 44 7800 5.2 yes yes no good no no ckd
2 1 7.0 50.0 1.02 4.0 0.0 normal notpresent notpresent 18.0 0.8 11.3 38 6000 no no no good no no ckd
3 2 62.0 80.0 1.01 2.0 3.0 normal normal notpresent notpresent 423.0 53.0 1.8 9.6 31 7500 no yes no poor no yes ckd
4 3 48.0 70.0 1.005 4.0 0.0 normal abnormal present notpresent 117.0 56.0 3.8 111.0 2.5 11.2 32 6700 3.9 yes no no poor yes yes ckd
5 4 51.0 80.0 1.01 2.0 0.0 normal normal notpresent notpresent 106.0 26.0 1.4 11.6 35 7300 4.6 no no no good no no ckd
6 5 60.0 90.0 1.015 3.0 0.0 notpresent notpresent 74.0 25.0 1.1 142.0 3.2 12.2 39 7800 4.4 yes yes no good yes no ckd
7 6 68.0 70.0 1.01 0.0 0.0 normal notpresent notpresent 100.0 54.0 24.0 104.0 4.0 12.4 36 no no no good no no ckd
8 7 24.0 1.015 2.0 4.0 normal abnormal notpresent notpresent 410.0 31.0 1.1 12.4 44 6900 5 no yes no good yes no ckd
9 8 52.0 100.0 1.015 3.0 0.0 normal abnormal present notpresent 138.0 60.0 1.9 10.8 33 9600 4.0 yes yes no good no yes ckd
10 9 53.0 90.0 1.02 2.0 0.0 abnormal abnormal present notpresent 70.0 107.0 7.2 114.0 3.7 9.5 29 12100 3.7 yes yes no poor no yes ckd
11 10 50.0 60.0 1.01 2.0 4.0 abnormal present notpresent 490.0 55.0 4.0 9.4 28 yes yes no good no yes ckd
12 11 63.0 70.0 1.01 3.0 0.0 abnormal abnormal present notpresent 380.0 60.0 2.7 131.0 4.2 10.8 32 4500 3.8 yes yes no poor yes no ckd
13 12 68.0 70.0 1.015 3.0 1.0 normal present notpresent 208.0 72.0 2.1 138.0 5.8 9.7 28 12200 3.4 yes yes yes poor yes no ckd
14 13 68.0 70.0 notpresent notpresent 98.0 86.0 4.6 135.0 3.4 9.8 yes yes yes poor yes no ckd
15 14 68.0 80.0 1.01 3.0 2.0 normal abnormal present present 157.0 90.0 4.1 130.0 6.4 5.6 16 11000 2.6 yes yes yes poor yes no ckd
16 15 40.0 80.0 1.015 3.0 0.0 normal notpresent notpresent 76.0 162.0 9.6 141.0 4.9 7.6 24 3800 2.8 yes no no good no yes ckd
17 16 47.0 70.0 1.015 2.0 0.0 normal notpresent notpresent 99.0 46.0 2.2 138.0 4.1 12.6 no no no good no no ckd
18 17 47.0 80.0 notpresent notpresent 114.0 87.0 5.2 139.0 3.7 12.1 yes no no poor no no ckd
19 18 60.0 100.0 1.025 0.0 3.0 normal notpresent notpresent 263.0 27.0 1.3 135.0 4.3 12.7 37 11400 4.3 yes yes yes good no no ckd
20 19 62.0 60.0 1.015 1.0 0.0 abnormal present notpresent 100.0 31.0 1.6 10.3 30 5300 3.7 yes no yes good no no ckd
21 20 61.0 80.0 1.015 2.0 0.0 abnormal abnormal notpresent notpresent 173.0 148.0 3.9 135.0 5.2 7.7 24 9200 3.2 yes yes yes poor yes yes ckd
22 21 60.0 90.0 notpresent notpresent 180.0 76.0 4.5 10.9 32 6200 3.6 yes yes yes good no no ckd
23 22 48.0 80.0 1.025 4.0 0.0 normal abnormal notpresent notpresent 95.0 163.0 7.7 136.0 3.8 9.8 32 6900 3.4 yes no no good no yes ckd
24 23 21.0 70.0 1.01 0.0 0.0 normal notpresent notpresent no no no poor no yes ckd
25 24 42.0 100.0 1.015 4.0 0.0 normal abnormal notpresent present 50.0 1.4 129.0 4.0 11.1 39 8300 4.6 yes no no poor no no ckd
26 25 61.0 60.0 1.025 0.0 0.0 normal notpresent notpresent 108.0 75.0 1.9 141.0 5.2 9.9 29 8400 3.7 yes yes no good no yes ckd
27 26 75.0 80.0 1.015 0.0 0.0 normal notpresent notpresent 156.0 45.0 2.4 140.0 3.4 11.6 35 10300 4 yes yes no poor no no ckd
28 27 69.0 70.0 1.01 3.0 4.0 normal abnormal notpresent notpresent 264.0 87.0 2.7 130.0 4.0 12.5 37 9600 4.1 yes yes yes good yes no ckd
29 28 75.0 70.0 1.0 3.0 notpresent notpresent 123.0 31.0 1.4 no yes no good no no ckd
30 29 68.0 70.0 1.005 1.0 0.0 abnormal abnormal present notpresent 28.0 1.4 12.9 38 no no yes good no no ckd
31 30 70.0 notpresent notpresent 93.0 155.0 7.3 132.0 4.9 yes yes no good no no ckd
32 31 73.0 90.0 1.015 3.0 0.0 abnormal present notpresent 107.0 33.0 1.5 141.0 4.6 10.1 30 7800 4 no no no poor no no ckd
33 32 61.0 90.0 1.01 1.0 1.0 normal notpresent notpresent 159.0 39.0 1.5 133.0 4.9 11.3 34 9600 4.0 yes yes no poor no no ckd
34 33 60.0 100.0 1.02 2.0 0.0 abnormal abnormal notpresent notpresent 140.0 55.0 2.5 10.1 29 yes no no poor no no ckd
35 34 70.0 70.0 1.01 1.0 0.0 normal present present 171.0 153.0 5.2 no yes no poor no no ckd
36 35 65.0 90.0 1.02 2.0 1.0 abnormal normal notpresent notpresent 270.0 39.0 2.0 12.0 36 9800 4.9 yes yes no poor no yes ckd
37 36 76.0 70.0 1.015 1.0 0.0 normal normal notpresent notpresent 92.0 29.0 1.8 133.0 3.9 10.3 32 yes no no good no no ckd
38 37 72.0 80.0 notpresent notpresent 137.0 65.0 3.4 141.0 4.7 9.7 28 6900 2.5 yes yes no poor no yes ckd
39 38 69.0 80.0 1.02 3.0 0.0 abnormal normal notpresent notpresent 103.0 4.1 132.0 5.9 12.5 yes no no good no no ckd
40 39 82.0 80.0 1.01 2.0 2.0 normal notpresent notpresent 140.0 70.0 3.4 136.0 4.2 13.0 40 9800 4.2 yes yes no good no no ckd
41 40 46.0 90.0 1.01 2.0 0.0 normal abnormal notpresent notpresent 99.0 80.0 2.1 11.1 32 9100 4.1 yes no no good no no ckd
42 41 45.0 70.0 1.01 0.0 0.0 normal notpresent notpresent 20.0 0.7 no no no good yes no ckd
43 42 47.0 100.0 1.01 0.0 0.0 normal notpresent notpresent 204.0 29.0 1.0 139.0 4.2 9.7 33 9200 4.5 yes no no good no yes ckd
44 43 35.0 80.0 1.01 1.0 0.0 abnormal notpresent notpresent 79.0 202.0 10.8 134.0 3.4 7.9 24 7900 3.1 no yes no good no no ckd
45 44 54.0 80.0 1.01 3.0 0.0 abnormal abnormal notpresent notpresent 207.0 77.0 6.3 134.0 4.8 9.7 28 yes yes no poor yes no ckd
46 45 54.0 80.0 1.02 3.0 0.0 abnormal notpresent notpresent 208.0 89.0 5.9 130.0 4.9 9.3 yes yes no poor yes no ckd
47 46 48.0 70.0 1.015 0.0 0.0 normal notpresent notpresent 124.0 24.0 1.2 142.0 4.2 12.4 37 6400 4.7 no yes no good no no ckd
48 47 11.0 80.0 1.01 3.0 0.0 normal notpresent notpresent 17.0 0.8 15.0 45 8600 no no no good no no ckd
49 48 73.0 70.0 1.005 0.0 0.0 normal normal notpresent notpresent 70.0 32.0 0.9 125.0 4.0 10.0 29 18900 3.5 yes yes no good yes no ckd
50 49 60.0 70.0 1.01 2.0 0.0 normal abnormal present notpresent 144.0 72.0 3.0 9.7 29 21600 3.5 yes yes no poor no yes ckd
51 50 53.0 60.0 notpresent notpresent 91.0 114.0 3.25 142.0 4.3 8.6 28 11000 3.8 yes yes no poor yes yes ckd
52 51 54.0 100.0 1.015 3.0 0.0 normal present notpresent 162.0 66.0 1.6 136.0 4.4 10.3 33 yes yes no poor yes no ckd
53 52 53.0 90.0 1.015 0.0 0.0 normal notpresent notpresent 38.0 2.2 10.9 34 4300 3.7 no no no poor no yes ckd
54 53 62.0 80.0 1.015 0.0 5.0 notpresent notpresent 246.0 24.0 1.0 13.6 40 8500 4.7 yes yes no good no no ckd
55 54 63.0 80.0 1.01 2.0 2.0 normal notpresent notpresent 3.4 136.0 4.2 13.0 40 9800 4.2 yes no yes good no no ckd
56 55 35.0 80.0 1.005 3.0 0.0 abnormal normal notpresent notpresent 9.5 28 no no no good yes no ckd
57 56 76.0 70.0 1.015 3.0 4.0 normal abnormal present notpresent 164.0 9.7 131.0 4.4 10.2 30 11300 3.4 yes yes yes poor yes no ckd
58 57 76.0 90.0 normal notpresent notpresent 93.0 155.0 7.3 132.0 4.9 yes yes yes poor no no ckd
59 58 73.0 80.0 1.02 2.0 0.0 abnormal abnormal notpresent notpresent 253.0 142.0 4.6 138.0 5.8 10.5 33 7200 4.3 yes yes yes good no no ckd
60 59 59.0 100.0 notpresent notpresent 96.0 6.4 6.6 yes yes no good no yes ckd
61 60 67.0 90.0 1.02 1.0 0.0 abnormal present notpresent 141.0 66.0 3.2 138.0 6.6 yes no no good no no ckd
62 61 67.0 80.0 1.01 1.0 3.0 normal abnormal notpresent notpresent 182.0 391.0 32.0 163.0 39.0 no no no good yes no ckd
63 62 15.0 60.0 1.02 3.0 0.0 normal notpresent notpresent 86.0 15.0 0.6 138.0 4.0 11.0 33 7700 3.8 yes yes no good no no ckd
64 63 46.0 70.0 1.015 1.0 0.0 abnormal normal notpresent notpresent 150.0 111.0 6.1 131.0 3.7 7.5 27 no no no good no yes ckd
65 64 55.0 80.0 1.01 0.0 0.0 normal notpresent notpresent 146.0 9.8 no no no good no no ckd
66 65 44.0 90.0 1.01 1.0 0.0 normal notpresent notpresent 20.0 1.1 15.0 48 no no no good no no ckd
67 66 67.0 70.0 1.02 2.0 0.0 abnormal normal notpresent notpresent 150.0 55.0 1.6 131.0 4.8 ? yes yes no good yes no ckd
68 67 45.0 80.0 1.02 3.0 0.0 normal abnormal notpresent notpresent 425.0 no no no poor no no ckd
69 68 65.0 70.0 1.01 2.0 0.0 normal present notpresent 112.0 73.0 3.3 10.9 37 no no no good no no ckd
70 69 26.0 70.0 1.015 0.0 4.0 normal notpresent notpresent 250.0 20.0 1.1 15.6 52 6900 6.0 no yes no good no no ckd
71 70 61.0 80.0 1.015 0.0 4.0 normal notpresent notpresent 360.0 19.0 0.7 137.0 4.4 15.2 44 8300 5.2 yes yes no good no no ckd
72 71 46.0 60.0 1.01 1.0 0.0 normal normal notpresent notpresent 163.0 92.0 3.3 141.0 4.0 9.8 28 14600 3.2 yes yes no good no no ckd
73 72 64.0 90.0 1.01 3.0 3.0 abnormal present notpresent 35.0 1.3 10.3 yes yes no good yes no ckd
74 73 100.0 1.015 2.0 0.0 abnormal abnormal notpresent notpresent 129.0 107.0 6.7 132.0 4.4 4.8 14 6300 yes no no good yes yes ckd
75 74 56.0 90.0 1.015 2.0 0.0 abnormal abnormal notpresent notpresent 129.0 107.0 6.7 131.0 4.8 9.1 29 6400 3.4 yes no no good no no ckd
76 75 5.0 1.015 1.0 0.0 normal notpresent notpresent 16.0 0.7 138.0 3.2 8.1 no no no good no yes ckd
77 76 48.0 80.0 1.005 4.0 0.0 abnormal abnormal notpresent present 133.0 139.0 8.5 132.0 5.5 10.3 36 6200 4 no yes no good yes no ckd
78 77 67.0 70.0 1.01 1.0 0.0 normal notpresent notpresent 102.0 48.0 3.2 137.0 5.0 11.9 34 7100 3.7 yes yes no good yes no ckd
79 78 70.0 80.0 notpresent notpresent 158.0 85.0 3.2 141.0 3.5 10.1 30 yes no no good yes no ckd
80 79 56.0 80.0 1.01 1.0 0.0 normal notpresent notpresent 165.0 55.0 1.8 13.5 40 11800 5.0 yes yes no poor yes no ckd
81 80 74.0 80.0 1.01 0.0 0.0 normal notpresent notpresent 132.0 98.0 2.8 133.0 5.0 10.8 31 9400 3.8 yes yes no good no no ckd
82 81 45.0 90.0 notpresent notpresent 360.0 45.0 2.4 128.0 4.4 8.3 29 5500 3.7 yes yes no good no no ckd
83 82 38.0 70.0 notpresent notpresent 104.0 77.0 1.9 140.0 3.9 yes no no poor yes no ckd
84 83 48.0 70.0 1.015 1.0 0.0 normal normal notpresent notpresent 127.0 19.0 1.0 134.0 3.6 yes yes no good no no ckd
85 84 59.0 70.0 1.01 3.0 0.0 normal abnormal notpresent notpresent 76.0 186.0 15.0 135.0 7.6 7.1 22 3800 2.1 yes no no poor yes yes ckd
86 85 70.0 70.0 1.015 2.0 notpresent notpresent 46.0 1.5 9.9 no yes no poor yes no ckd
87 86 56.0 80.0 notpresent notpresent 415.0 37.0 1.9 no yes no good no no ckd
88 87 70.0 100.0 1.005 1.0 0.0 normal abnormal present notpresent 169.0 47.0 2.9 11.1 32 5800 5 yes yes no poor no no ckd
89 88 58.0 110.0 1.01 4.0 0.0 normal notpresent notpresent 251.0 52.0 2.2 13200 4.7 yes yes no good no no ckd
90 89 50.0 70.0 1.02 0.0 0.0 normal notpresent notpresent 109.0 32.0 1.4 139.0 4.7 no no no poor no no ckd
91 90 63.0 100.0 1.01 2.0 2.0 normal normal notpresent present 280.0 35.0 3.2 143.0 3.5 13.0 40 9800 4.2 yes no yes good no no ckd
92 91 56.0 70.0 1.015 4.0 1.0 abnormal normal notpresent notpresent 210.0 26.0 1.7 136.0 3.8 16.1 52 12500 5.6 no no no good no no ckd
93 92 71.0 70.0 1.01 3.0 0.0 normal abnormal present present 219.0 82.0 3.6 133.0 4.4 10.4 33 5600 3.6 yes yes yes good no no ckd
94 93 73.0 100.0 1.01 3.0 2.0 abnormal abnormal present notpresent 295.0 90.0 5.6 140.0 2.9 9.2 30 7000 3.2 yes yes yes poor no no ckd
95 94 65.0 70.0 1.01 0.0 0.0 normal notpresent notpresent 93.0 66.0 1.6 137.0 4.5 11.6 36 11900 3.9 no yes no good no no ckd
96 95 62.0 90.0 1.015 1.0 0.0 normal notpresent notpresent 94.0 25.0 1.1 131.0 3.7 yes no no good yes yes ckd
97 96 60.0 80.0 1.01 1.0 1.0 normal notpresent notpresent 172.0 32.0 2.7 11.2 36 no yes yes poor no no ckd
98 97 65.0 60.0 1.015 1.0 0.0 normal notpresent notpresent 91.0 51.0 2.2 132.0 3.8 10.0 32 9100 4.0 yes yes no poor yes no ckd
99 98 50.0 140.0 notpresent notpresent 101.0 106.0 6.5 135.0 4.3 6.2 18 5800 2.3 yes yes no poor no yes ckd
100 99 56.0 180.0 0.0 4.0 abnormal notpresent notpresent 298.0 24.0 1.2 139.0 3.9 11.2 32 10400 4.2 yes yes no poor yes no ckd