id
int64
0
399
age
float64
2
90
bp
float64
50
180
sg
float64
1.01
1.03
al
float64
0
5
su
float64
0
5
rbc
stringclasses
2 values
pc
stringclasses
2 values
pcc
stringclasses
2 values
ba
stringclasses
2 values
bgr
float64
22
490
bu
float64
1.5
391
sc
float64
0.4
76
sod
float64
4.5
163
pot
float64
2.5
47
hemo
float64
3.1
17.8
pcv
stringclasses
44 values
wc
stringlengths
2
5
rc
stringclasses
49 values
htn
stringclasses
2 values
dm
stringclasses
5 values
cad
stringclasses
3 values
appet
stringclasses
2 values
pe
stringclasses
2 values
ane
stringclasses
2 values
classification
stringclasses
3 values
200
90
90
1.025
1
0
null
normal
notpresent
notpresent
139
89
3
140
4.1
12
37
7900
3.9
yes
yes
no
good
no
no
ckd
201
64
70
null
null
null
null
null
notpresent
notpresent
113
94
7.3
137
4.3
7.9
21
null
null
yes
yes
yes
good
yes
yes
ckd
202
78
60
null
null
null
null
null
notpresent
notpresent
114
74
2.9
135
5.9
8
24
null
null
no
yes
no
good
no
yes
ckd
203
null
90
null
null
null
null
null
notpresent
notpresent
207
80
6.8
142
5.5
8.5
null
null
null
yes
yes
no
good
no
yes
ckd
204
65
90
1.01
4
2
normal
normal
notpresent
notpresent
172
82
13.5
145
6.3
8.8
31
null
null
yes
yes
no
good
yes
yes
ckd
205
61
70
null
null
null
null
null
notpresent
notpresent
100
28
2.1
null
null
12.6
43
null
null
yes
yes
no
good
no
no
ckd
206
60
70
1.01
1
0
null
normal
notpresent
notpresent
109
96
3.9
135
4
13.8
41
null
null
yes
no
no
good
no
no
ckd
207
50
70
1.01
0
0
null
normal
notpresent
notpresent
230
50
2.2
null
null
12
41
10400
4.6
yes
yes
no
good
no
no
ckd
208
67
80
null
null
null
null
null
notpresent
notpresent
341
37
1.5
null
null
12.3
41
6900
4.9
yes
yes
no
good
no
yes
ckd
209
19
70
1.02
0
0
null
normal
notpresent
notpresent
null
null
null
null
null
11.5
null
6900
null
no
no
no
good
no
no
ckd
210
59
100
1.015
4
2
normal
normal
notpresent
notpresent
255
132
12.8
135
5.7
7.3
20
9800
3.9
yes
yes
yes
good
no
yes
ckd
211
54
120
1.015
0
0
null
normal
notpresent
notpresent
103
18
1.2
null
null
null
null
null
null
no
no
no
good
no
no
ckd
212
40
70
1.015
3
4
normal
normal
notpresent
notpresent
253
150
11.9
132
5.6
10.9
31
8800
3.4
yes
yes
no
poor
yes
no
ckd
213
55
80
1.01
3
1
normal
abnormal
present
present
214
73
3.9
137
4.9
10.9
34
7400
3.7
yes
yes
no
good
yes
no
ckd
214
68
80
1.015
0
0
null
abnormal
notpresent
notpresent
171
30
1
null
null
13.7
43
4900
5.2
no
yes
no
good
no
no
ckd
215
2
null
1.01
3
0
normal
abnormal
notpresent
notpresent
null
null
null
null
null
null
null
null
null
no
no
no
good
yes
no
ckd
216
64
70
1.01
0
0
null
normal
notpresent
notpresent
107
15
null
null
null
12.8
38
null
null
no
no
no
good
no
no
ckd
217
63
100
1.01
1
0
null
normal
notpresent
notpresent
78
61
1.8
141
4.4
12.2
36
10500
4.3
no
yes
no
good
no
no
ckd
218
33
90
1.015
0
0
null
normal
notpresent
notpresent
92
19
0.8
null
null
11.8
34
7000
null
no
no
no
good
no
no
ckd
219
68
90
1.01
0
0
null
normal
notpresent
notpresent
238
57
2.5
null
null
9.8
28
8000
3.3
yes
yes
no
poor
no
no
ckd
220
36
80
1.01
0
0
null
normal
notpresent
notpresent
103
null
null
null
null
11.9
36
8800
null
no
no
no
good
no
no
ckd
221
66
70
1.02
1
0
normal
null
notpresent
notpresent
248
30
1.7
138
5.3
null
null
null
null
yes
yes
no
good
no
no
ckd
222
74
60
null
null
null
null
null
notpresent
notpresent
108
68
1.8
null
null
null
null
null
null
yes
yes
no
good
no
no
ckd
223
71
90
1.01
0
3
null
normal
notpresent
notpresent
303
30
1.3
136
4.1
13
38
9200
4.6
yes
yes
no
good
no
no
ckd
224
34
60
1.02
0
0
null
normal
notpresent
notpresent
117
28
2.2
138
3.8
null
null
null
null
no
no
no
good
yes
no
ckd
225
60
90
1.01
3
5
abnormal
normal
notpresent
present
490
95
2.7
131
3.8
11.5
35
12000
4.5
yes
yes
no
good
no
no
ckd
226
64
100
1.015
4
2
abnormal
abnormal
notpresent
present
163
54
7.2
140
4.6
7.9
26
7500
3.4
yes
yes
no
good
yes
no
ckd
227
57
80
1.015
0
0
null
normal
notpresent
notpresent
120
48
1.6
null
null
11.3
36
7200
3.8
yes
yes
no
good
no
no
ckd
228
60
70
null
null
null
null
null
notpresent
notpresent
124
52
2.5
null
null
null
null
null
null
yes
no
no
good
no
no
ckd
229
59
50
1.01
3
0
normal
abnormal
notpresent
notpresent
241
191
12
114
2.9
9.6
31
15700
3.8
no
yes
no
good
yes
no
ckd
230
65
60
1.01
2
0
normal
abnormal
present
notpresent
192
17
1.7
130
4.3
null
null
9500
null
yes
yes
no
poor
no
no
ckd
231
60
90
null
null
null
null
null
notpresent
notpresent
269
51
2.8
138
3.7
11.5
35
null
null
yes
yes
yes
good
yes
no
ckd
232
50
90
1.015
1
0
abnormal
abnormal
notpresent
notpresent
null
null
null
null
null
null
null
null
null
no
no
no
good
yes
no
ckd
233
51
100
1.015
2
0
normal
normal
notpresent
present
93
20
1.6
146
4.5
null
null
null
null
no
no
no
poor
no
no
ckd
234
37
100
1.01
0
0
abnormal
normal
notpresent
notpresent
null
19
1.3
null
null
15
44
4100
5.2
yes
no
no
good
no
no
ckd
235
45
70
1.01
2
0
null
normal
notpresent
notpresent
113
93
2.3
null
null
7.9
26
5700
null
no
no
yes
good
no
yes
ckd
236
65
80
null
null
null
null
null
notpresent
notpresent
74
66
2
136
5.4
9.1
25
null
null
yes
yes
yes
good
yes
no
ckd
237
80
70
1.015
2
2
null
normal
notpresent
notpresent
141
53
2.2
null
null
12.7
40
9600
null
yes
yes
no
poor
yes
no
ckd
238
72
100
null
null
null
null
null
notpresent
notpresent
201
241
13.4
127
4.8
9.4
28
null
null
yes
yes
no
good
no
yes
ckd
239
34
90
1.015
2
0
normal
normal
notpresent
notpresent
104
50
1.6
137
4.1
11.9
39
null
null
no
no
no
good
no
no
ckd
240
65
70
1.015
1
0
null
normal
notpresent
notpresent
203
46
1.4
null
null
11.4
36
5000
4.1
yes
yes
no
poor
yes
no
ckd
241
57
70
1.015
1
0
null
abnormal
notpresent
notpresent
165
45
1.5
140
3.3
10.4
31
4200
3.9
no
no
no
good
no
no
ckd
242
69
70
1.01
4
3
normal
abnormal
present
present
214
96
6.3
120
3.9
9.4
28
11500
3.3
yes
yes
yes
good
yes
yes
ckd
243
62
90
1.02
2
1
null
normal
notpresent
notpresent
169
48
2.4
138
2.9
13.4
47
11000
6.1
yes
no
no
good
no
no
ckd
244
64
90
1.015
3
2
null
abnormal
present
notpresent
463
64
2.8
135
4.1
12.2
40
9800
4.6
yes
yes
no
good
no
yes
ckd
245
48
100
null
null
null
null
null
notpresent
notpresent
103
79
5.3
135
6.3
6.3
19
7200
2.6
yes
no
yes
poor
no
no
ckd
246
48
110
1.015
3
0
abnormal
normal
present
notpresent
106
215
15.2
120
5.7
8.6
26
5000
2.5
yes
no
yes
good
no
yes
ckd
247
54
90
1.025
1
0
normal
abnormal
notpresent
notpresent
150
18
1.2
140
4.2
null
null
null
null
no
no
no
poor
yes
yes
ckd
248
59
70
1.01
1
3
abnormal
abnormal
notpresent
notpresent
424
55
1.7
138
4.5
12.6
37
10200
4.1
yes
yes
yes
good
no
no
ckd
249
56
90
1.01
4
1
normal
abnormal
present
notpresent
176
309
13.3
124
6.5
3.1
9
5400
2.1
yes
yes
no
poor
yes
yes
ckd
250
40
80
1.025
0
0
normal
normal
notpresent
notpresent
140
10
1.2
135
5
15
48
10400
4.5
no
no
no
good
no
no
notckd
251
23
80
1.025
0
0
normal
normal
notpresent
notpresent
70
36
1
150
4.6
17
52
9800
5.0
no
no
no
good
no
no
notckd
252
45
80
1.025
0
0
normal
normal
notpresent
notpresent
82
49
0.6
147
4.4
15.9
46
9100
4.7
no
no
no
good
no
no
notckd
253
57
80
1.025
0
0
normal
normal
notpresent
notpresent
119
17
1.2
135
4.7
15.4
42
6200
6.2
no
no
no
good
no
no
notckd
254
51
60
1.025
0
0
normal
normal
notpresent
notpresent
99
38
0.8
135
3.7
13
49
8300
5.2
no
no
no
good
no
no
notckd
255
34
80
1.025
0
0
normal
normal
notpresent
notpresent
121
27
1.2
144
3.9
13.6
52
9200
6.3
no
no
no
good
no
no
notckd
256
60
80
1.025
0
0
normal
normal
notpresent
notpresent
131
10
0.5
146
5
14.5
41
10700
5.1
no
no
no
good
no
no
notckd
257
38
60
1.02
0
0
normal
normal
notpresent
notpresent
91
36
0.7
135
3.7
14
46
9100
5.8
no
no
no
good
no
no
notckd
258
42
80
1.02
0
0
normal
normal
notpresent
notpresent
98
20
0.5
140
3.5
13.9
44
8400
5.5
no
no
no
good
no
no
notckd
259
35
80
1.02
0
0
normal
normal
notpresent
notpresent
104
31
1.2
135
5
16.1
45
4300
5.2
no
no
no
good
no
no
notckd
260
30
80
1.02
0
0
normal
normal
notpresent
notpresent
131
38
1
147
3.8
14.1
45
9400
5.3
no
no
no
good
no
no
notckd
261
49
80
1.02
0
0
normal
normal
notpresent
notpresent
122
32
1.2
139
3.9
17
41
5600
4.9
no
no
no
good
no
no
notckd
262
55
80
1.02
0
0
normal
normal
notpresent
notpresent
118
18
0.9
135
3.6
15.5
43
7200
5.4
no
no
no
good
no
no
notckd
263
45
80
1.02
0
0
normal
normal
notpresent
notpresent
117
46
1.2
137
5
16.2
45
8600
5.2
no
no
no
good
no
no
notckd
264
42
80
1.02
0
0
normal
normal
notpresent
notpresent
132
24
0.7
140
4.1
14.4
50
5000
4.5
no
no
no
good
no
no
notckd
265
50
80
1.02
0
0
normal
normal
notpresent
notpresent
97
40
0.6
150
4.5
14.2
48
10500
5.0
no
no
no
good
no
no
notckd
266
55
80
1.02
0
0
normal
normal
notpresent
notpresent
133
17
1.2
135
4.8
13.2
41
6800
5.3
no
no
no
good
no
no
notckd
267
48
80
1.025
0
0
normal
normal
notpresent
notpresent
122
33
0.9
146
3.9
13.9
48
9500
4.8
no
no
no
good
no
no
notckd
268
null
80
null
null
null
null
null
notpresent
notpresent
100
49
1
140
5
16.3
53
8500
4.9
no
no
no
good
no
no
notckd
269
25
80
1.025
0
0
normal
normal
notpresent
notpresent
121
19
1.2
142
4.9
15
48
6900
5.3
no
no
no
good
no
no
notckd
270
23
80
1.025
0
0
normal
normal
notpresent
notpresent
111
34
1.1
145
4
14.3
41
7200
5.0
no
no
no
good
no
no
notckd
271
30
80
1.025
0
0
normal
normal
notpresent
notpresent
96
25
0.5
144
4.8
13.8
42
9000
4.5
no
no
no
good
no
no
notckd
272
56
80
1.025
0
0
normal
normal
notpresent
notpresent
139
15
1.2
135
5
14.8
42
5600
5.5
no
no
no
good
no
no
notckd
273
47
80
1.02
0
0
normal
normal
notpresent
notpresent
95
35
0.9
140
4.1
null
null
null
null
no
no
no
good
no
no
notckd
274
19
80
1.02
0
0
normal
normal
notpresent
notpresent
107
23
0.7
141
4.2
14.4
44
null
null
no
no
no
good
no
no
notckd
275
52
80
1.02
0
0
normal
normal
notpresent
notpresent
125
22
1.2
139
4.6
16.5
43
4700
4.6
no
no
no
good
no
no
notckd
276
20
60
1.025
0
0
normal
normal
notpresent
notpresent
null
null
null
137
4.7
14
41
4500
5.5
no
no
no
good
no
no
notckd
277
46
60
1.025
0
0
normal
normal
notpresent
notpresent
123
46
1
135
5
15.7
50
6300
4.8
no
no
no
good
no
no
notckd
278
48
60
1.02
0
0
normal
normal
notpresent
notpresent
112
44
1.2
142
4.9
14.5
44
9400
6.4
no
no
no
good
no
no
notckd
279
24
70
1.025
0
0
normal
normal
notpresent
notpresent
140
23
0.6
140
4.7
16.3
48
5800
5.6
no
no
no
good
no
no
notckd
280
47
80
null
null
null
null
null
notpresent
notpresent
93
33
0.9
144
4.5
13.3
52
8100
5.2
no
no
no
good
no
no
notckd
281
55
80
1.025
0
0
normal
normal
notpresent
notpresent
130
50
1.2
147
5
15.5
41
9100
6.0
no
no
no
good
no
no
notckd
282
20
70
1.02
0
0
normal
normal
notpresent
notpresent
123
44
1
135
3.8
14.6
44
5500
4.8
no
no
no
good
no
no
notckd
283
60
70
1.02
0
0
normal
normal
notpresent
notpresent
null
null
null
null
null
16.4
43
10800
5.7
no
no
no
good
no
no
notckd
284
33
80
1.025
0
0
normal
normal
notpresent
notpresent
100
37
1.2
142
4
16.9
52
6700
6.0
no
no
no
good
no
no
notckd
285
66
70
1.02
0
0
normal
normal
notpresent
notpresent
94
19
0.7
135
3.9
16
41
5300
5.9
no
no
no
good
no
no
notckd
286
71
70
1.02
0
0
normal
normal
notpresent
notpresent
81
18
0.8
145
5
14.7
44
9800
6.0
no
no
no
good
no
no
notckd
287
39
70
1.025
0
0
normal
normal
notpresent
notpresent
124
22
0.6
137
3.8
13.4
43
null
null
no
no
no
good
no
no
notckd
288
56
70
1.025
0
0
normal
normal
notpresent
notpresent
70
46
1.2
135
4.9
15.9
50
11000
5.1
null
null
null
good
no
no
notckd
289
42
70
1.02
0
0
normal
normal
notpresent
notpresent
93
32
0.9
143
4.7
16.6
43
7100
5.3
no
no
no
good
no
no
notckd
290
54
70
1.02
0
0
null
null
null
null
76
28
0.6
146
3.5
14.8
52
8400
5.9
no
no
no
good
no
no
notckd
291
47
80
1.025
0
0
normal
normal
notpresent
notpresent
124
44
1
140
4.9
14.9
41
7000
5.7
no
no
no
good
no
no
notckd
292
30
80
1.02
0
0
normal
normal
notpresent
notpresent
89
42
0.5
139
5
16.7
52
10200
5.0
no
no
no
good
no
no
notckd
293
50
null
1.02
0
0
normal
normal
notpresent
notpresent
92
19
1.2
150
4.8
14.9
48
4700
5.4
no
no
no
good
no
no
notckd
294
75
60
1.02
0
0
normal
normal
notpresent
notpresent
110
50
0.7
135
5
14.3
40
8300
5.8
no
no
no
null
null
null
notckd
295
44
70
null
null
null
null
null
notpresent
notpresent
106
25
0.9
150
3.6
15
50
9600
6.5
no
no
no
good
no
no
notckd
296
41
70
1.02
0
0
normal
normal
notpresent
notpresent
125
38
0.6
140
5
16.8
41
6300
5.9
no
no
no
good
no
no
notckd
297
53
60
1.025
0
0
normal
normal
notpresent
notpresent
116
26
1
146
4.9
15.8
45
7700
5.2
null
null
null
good
no
no
notckd
298
34
60
1.02
0
0
normal
normal
notpresent
notpresent
91
49
1.2
135
4.5
13.5
48
8600
4.9
no
no
no
good
no
no
notckd
299
73
60
1.02
0
0
normal
normal
notpresent
notpresent
127
48
0.5
150
3.5
15.1
52
11000
4.7
no
no
no
good
no
no
notckd