Datasets:

Nethriya
/

kidney_disease

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train · 400 rows

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
0	48	80	1.02	1	0	null	normal	notpresent	notpresent	121	36	1.2	null	null	15.4	44	7800	5.2	yes	yes	no	good	no	no	ckd
1	7	50	1.02	4	0	null	normal	notpresent	notpresent	null	18	0.8	null	null	11.3	38	6000	null	no	no	no	good	no	no	ckd
2	62	80	1.01	2	3	normal	normal	notpresent	notpresent	423	53	1.8	null	null	9.6	31	7500	null	no	yes	no	poor	no	yes	ckd
3	48	70	1.005	4	0	normal	abnormal	present	notpresent	117	56	3.8	111	2.5	11.2	32	6700	3.9	yes	no	no	poor	yes	yes	ckd
4	51	80	1.01	2	0	normal	normal	notpresent	notpresent	106	26	1.4	null	null	11.6	35	7300	4.6	no	no	no	good	no	no	ckd
5	60	90	1.015	3	0	null	null	notpresent	notpresent	74	25	1.1	142	3.2	12.2	39	7800	4.4	yes	yes	no	good	yes	no	ckd
6	68	70	1.01	0	0	null	normal	notpresent	notpresent	100	54	24	104	4	12.4	36	null	null	no	no	no	good	no	no	ckd
7	24	null	1.015	2	4	normal	abnormal	notpresent	notpresent	410	31	1.1	null	null	12.4	44	6900	5	no	yes	no	good	yes	no	ckd
8	52	100	1.015	3	0	normal	abnormal	present	notpresent	138	60	1.9	null	null	10.8	33	9600	4.0	yes	yes	no	good	no	yes	ckd
9	53	90	1.02	2	0	abnormal	abnormal	present	notpresent	70	107	7.2	114	3.7	9.5	29	12100	3.7	yes	yes	no	poor	no	yes	ckd
10	50	60	1.01	2	4	null	abnormal	present	notpresent	490	55	4	null	null	9.4	28	null	null	yes	yes	no	good	no	yes	ckd
11	63	70	1.01	3	0	abnormal	abnormal	present	notpresent	380	60	2.7	131	4.2	10.8	32	4500	3.8	yes	yes	no	poor	yes	no	ckd
12	68	70	1.015	3	1	null	normal	present	notpresent	208	72	2.1	138	5.8	9.7	28	12200	3.4	yes	yes	yes	poor	yes	no	ckd
13	68	70	null	null	null	null	null	notpresent	notpresent	98	86	4.6	135	3.4	9.8	null	null	null	yes	yes	yes	poor	yes	no	ckd
14	68	80	1.01	3	2	normal	abnormal	present	present	157	90	4.1	130	6.4	5.6	16	11000	2.6	yes	yes	yes	poor	yes	no	ckd
15	40	80	1.015	3	0	null	normal	notpresent	notpresent	76	162	9.6	141	4.9	7.6	24	3800	2.8	yes	no	no	good	no	yes	ckd
16	47	70	1.015	2	0	null	normal	notpresent	notpresent	99	46	2.2	138	4.1	12.6	null	null	null	no	no	no	good	no	no	ckd
17	47	80	null	null	null	null	null	notpresent	notpresent	114	87	5.2	139	3.7	12.1	null	null	null	yes	no	no	poor	no	no	ckd
18	60	100	1.025	0	3	null	normal	notpresent	notpresent	263	27	1.3	135	4.3	12.7	37	11400	4.3	yes	yes	yes	good	no	no	ckd
19	62	60	1.015	1	0	null	abnormal	present	notpresent	100	31	1.6	null	null	10.3	30	5300	3.7	yes	no	yes	good	no	no	ckd
20	61	80	1.015	2	0	abnormal	abnormal	notpresent	notpresent	173	148	3.9	135	5.2	7.7	24	9200	3.2	yes	yes	yes	poor	yes	yes	ckd
21	60	90	null	null	null	null	null	notpresent	notpresent	null	180	76	4.5	null	10.9	32	6200	3.6	yes	yes	yes	good	no	no	ckd
22	48	80	1.025	4	0	normal	abnormal	notpresent	notpresent	95	163	7.7	136	3.8	9.8	32	6900	3.4	yes	no	no	good	no	yes	ckd
23	21	70	1.01	0	0	null	normal	notpresent	notpresent	null	null	null	null	null	null	null	null	null	no	no	no	poor	no	yes	ckd
24	42	100	1.015	4	0	normal	abnormal	notpresent	present	null	50	1.4	129	4	11.1	39	8300	4.6	yes	no	no	poor	no	no	ckd
25	61	60	1.025	0	0	null	normal	notpresent	notpresent	108	75	1.9	141	5.2	9.9	29	8400	3.7	yes	yes	no	good	no	yes	ckd
26	75	80	1.015	0	0	null	normal	notpresent	notpresent	156	45	2.4	140	3.4	11.6	35	10300	4	yes	yes	no	poor	no	no	ckd
27	69	70	1.01	3	4	normal	abnormal	notpresent	notpresent	264	87	2.7	130	4	12.5	37	9600	4.1	yes	yes	yes	good	yes	no	ckd
28	75	70	null	1	3	null	null	notpresent	notpresent	123	31	1.4	null	null	null	null	null	null	no	yes	no	good	no	no	ckd
29	68	70	1.005	1	0	abnormal	abnormal	present	notpresent	null	28	1.4	null	null	12.9	38	null	null	no	no	yes	good	no	no	ckd
30	null	70	null	null	null	null	null	notpresent	notpresent	93	155	7.3	132	4.9	null	null	null	null	yes	yes	no	good	no	no	ckd
31	73	90	1.015	3	0	null	abnormal	present	notpresent	107	33	1.5	141	4.6	10.1	30	7800	4	no	no	no	poor	no	no	ckd
32	61	90	1.01	1	1	null	normal	notpresent	notpresent	159	39	1.5	133	4.9	11.3	34	9600	4.0	yes	yes	no	poor	no	no	ckd
33	60	100	1.02	2	0	abnormal	abnormal	notpresent	notpresent	140	55	2.5	null	null	10.1	29	null	null	yes	no	no	poor	no	no	ckd
34	70	70	1.01	1	0	normal	null	present	present	171	153	5.2	null	null	null	null	null	null	no	yes	no	poor	no	no	ckd
35	65	90	1.02	2	1	abnormal	normal	notpresent	notpresent	270	39	2	null	null	12	36	9800	4.9	yes	yes	no	poor	no	yes	ckd
36	76	70	1.015	1	0	normal	normal	notpresent	notpresent	92	29	1.8	133	3.9	10.3	32	null	null	yes	no	no	good	no	no	ckd
37	72	80	null	null	null	null	null	notpresent	notpresent	137	65	3.4	141	4.7	9.7	28	6900	2.5	yes	yes	no	poor	no	yes	ckd
38	69	80	1.02	3	0	abnormal	normal	notpresent	notpresent	null	103	4.1	132	5.9	12.5	null	null	null	yes	no	no	good	no	no	ckd
39	82	80	1.01	2	2	normal	null	notpresent	notpresent	140	70	3.4	136	4.2	13	40	9800	4.2	yes	yes	no	good	no	no	ckd
40	46	90	1.01	2	0	normal	abnormal	notpresent	notpresent	99	80	2.1	null	null	11.1	32	9100	4.1	yes	no	no	good	no	no	ckd
41	45	70	1.01	0	0	null	normal	notpresent	notpresent	null	20	0.7	null	null	null	null	null	null	no	no	no	good	yes	no	ckd
42	47	100	1.01	0	0	null	normal	notpresent	notpresent	204	29	1	139	4.2	9.7	33	9200	4.5	yes	no	no	good	no	yes	ckd
43	35	80	1.01	1	0	abnormal	null	notpresent	notpresent	79	202	10.8	134	3.4	7.9	24	7900	3.1	no	yes	no	good	no	no	ckd
44	54	80	1.01	3	0	abnormal	abnormal	notpresent	notpresent	207	77	6.3	134	4.8	9.7	28	null	null	yes	yes	no	poor	yes	no	ckd
45	54	80	1.02	3	0	null	abnormal	notpresent	notpresent	208	89	5.9	130	4.9	9.3	null	null	null	yes	yes	no	poor	yes	no	ckd
46	48	70	1.015	0	0	null	normal	notpresent	notpresent	124	24	1.2	142	4.2	12.4	37	6400	4.7	no	yes	no	good	no	no	ckd
47	11	80	1.01	3	0	null	normal	notpresent	notpresent	null	17	0.8	null	null	15	45	8600	null	no	no	no	good	no	no	ckd
48	73	70	1.005	0	0	normal	normal	notpresent	notpresent	70	32	0.9	125	4	10	29	18900	3.5	yes	yes	no	good	yes	no	ckd
49	60	70	1.01	2	0	normal	abnormal	present	notpresent	144	72	3	null	null	9.7	29	21600	3.5	yes	yes	no	poor	no	yes	ckd
50	53	60	null	null	null	null	null	notpresent	notpresent	91	114	3.25	142	4.3	8.6	28	11000	3.8	yes	yes	no	poor	yes	yes	ckd
51	54	100	1.015	3	0	null	normal	present	notpresent	162	66	1.6	136	4.4	10.3	33	null	null	yes	yes	no	poor	yes	no	ckd
52	53	90	1.015	0	0	null	normal	notpresent	notpresent	null	38	2.2	null	null	10.9	34	4300	3.7	no	no	no	poor	no	yes	ckd
53	62	80	1.015	0	5	null	null	notpresent	notpresent	246	24	1	null	null	13.6	40	8500	4.7	yes	yes	no	good	no	no	ckd
54	63	80	1.01	2	2	normal	null	notpresent	notpresent	null	null	3.4	136	4.2	13	40	9800	4.2	yes	no	yes	good	no	no	ckd
55	35	80	1.005	3	0	abnormal	normal	notpresent	notpresent	null	null	null	null	null	9.5	28	null	null	no	no	no	good	yes	no	ckd
56	76	70	1.015	3	4	normal	abnormal	present	notpresent	null	164	9.7	131	4.4	10.2	30	11300	3.4	yes	yes	yes	poor	yes	no	ckd
57	76	90	null	null	null	null	normal	notpresent	notpresent	93	155	7.3	132	4.9	null	null	null	null	yes	yes	yes	poor	no	no	ckd
58	73	80	1.02	2	0	abnormal	abnormal	notpresent	notpresent	253	142	4.6	138	5.8	10.5	33	7200	4.3	yes	yes	yes	good	no	no	ckd
59	59	100	null	null	null	null	null	notpresent	notpresent	null	96	6.4	null	null	6.6	null	null	null	yes	yes	no	good	no	yes	ckd
60	67	90	1.02	1	0	null	abnormal	present	notpresent	141	66	3.2	138	6.6	null	null	null	null	yes	no	no	good	no	no	ckd
61	67	80	1.01	1	3	normal	abnormal	notpresent	notpresent	182	391	32	163	39	null	null	null	null	no	no	no	good	yes	no	ckd
62	15	60	1.02	3	0	null	normal	notpresent	notpresent	86	15	0.6	138	4	11	33	7700	3.8	yes	yes	no	good	no	no	ckd
63	46	70	1.015	1	0	abnormal	normal	notpresent	notpresent	150	111	6.1	131	3.7	7.5	27	null	null	no	no	no	good	no	yes	ckd
64	55	80	1.01	0	0	null	normal	notpresent	notpresent	146	null	null	null	null	9.8	null	null	null	no	no	no	good	no	no	ckd
65	44	90	1.01	1	0	null	normal	notpresent	notpresent	null	20	1.1	null	null	15	48	null	null	no	no	no	good	no	no	ckd
66	67	70	1.02	2	0	abnormal	normal	notpresent	notpresent	150	55	1.6	131	4.8	null	?	null	null	yes	yes	no	good	yes	no	ckd
67	45	80	1.02	3	0	normal	abnormal	notpresent	notpresent	425	null	null	null	null	null	null	null	null	no	no	no	poor	no	no	ckd
68	65	70	1.01	2	0	null	normal	present	notpresent	112	73	3.3	null	null	10.9	37	null	null	no	no	no	good	no	no	ckd
69	26	70	1.015	0	4	null	normal	notpresent	notpresent	250	20	1.1	null	null	15.6	52	6900	6.0	no	yes	no	good	no	no	ckd
70	61	80	1.015	0	4	null	normal	notpresent	notpresent	360	19	0.7	137	4.4	15.2	44	8300	5.2	yes	yes	no	good	no	no	ckd
71	46	60	1.01	1	0	normal	normal	notpresent	notpresent	163	92	3.3	141	4	9.8	28	14600	3.2	yes	yes	no	good	no	no	ckd
72	64	90	1.01	3	3	null	abnormal	present	notpresent	null	35	1.3	null	null	10.3	null	null	null	yes	yes	no	good	yes	no	ckd
73	null	100	1.015	2	0	abnormal	abnormal	notpresent	notpresent	129	107	6.7	132	4.4	4.8	14	6300	null	yes	no	no	good	yes	yes	ckd
74	56	90	1.015	2	0	abnormal	abnormal	notpresent	notpresent	129	107	6.7	131	4.8	9.1	29	6400	3.4	yes	no	no	good	no	no	ckd
75	5	null	1.015	1	0	null	normal	notpresent	notpresent	null	16	0.7	138	3.2	8.1	null	null	null	no	no	no	good	no	yes	ckd
76	48	80	1.005	4	0	abnormal	abnormal	notpresent	present	133	139	8.5	132	5.5	10.3	36	6200	4	no	yes	no	good	yes	no	ckd
77	67	70	1.01	1	0	null	normal	notpresent	notpresent	102	48	3.2	137	5	11.9	34	7100	3.7	yes	yes	no	good	yes	no	ckd
78	70	80	null	null	null	null	null	notpresent	notpresent	158	85	3.2	141	3.5	10.1	30	null	null	yes	no	no	good	yes	no	ckd
79	56	80	1.01	1	0	null	normal	notpresent	notpresent	165	55	1.8	null	null	13.5	40	11800	5.0	yes	yes	no	poor	yes	no	ckd
80	74	80	1.01	0	0	null	normal	notpresent	notpresent	132	98	2.8	133	5	10.8	31	9400	3.8	yes	yes	no	good	no	no	ckd
81	45	90	null	null	null	null	null	notpresent	notpresent	360	45	2.4	128	4.4	8.3	29	5500	3.7	yes	yes	no	good	no	no	ckd
82	38	70	null	null	null	null	null	notpresent	notpresent	104	77	1.9	140	3.9	null	null	null	null	yes	no	no	poor	yes	no	ckd
83	48	70	1.015	1	0	normal	normal	notpresent	notpresent	127	19	1	134	3.6	null	null	null	null	yes	yes	no	good	no	no	ckd
84	59	70	1.01	3	0	normal	abnormal	notpresent	notpresent	76	186	15	135	7.6	7.1	22	3800	2.1	yes	no	no	poor	yes	yes	ckd
85	70	70	1.015	2	null	null	null	notpresent	notpresent	null	46	1.5	null	null	9.9	null	null	null	no	yes	no	poor	yes	no	ckd
86	56	80	null	null	null	null	null	notpresent	notpresent	415	37	1.9	null	null	null	null	null	null	no	yes	no	good	no	no	ckd
87	70	100	1.005	1	0	normal	abnormal	present	notpresent	169	47	2.9	null	null	11.1	32	5800	5	yes	yes	no	poor	no	no	ckd
88	58	110	1.01	4	0	null	normal	notpresent	notpresent	251	52	2.2	null	null	null	null	13200	4.7	yes	yes	no	good	no	no	ckd
89	50	70	1.02	0	0	null	normal	notpresent	notpresent	109	32	1.4	139	4.7	null	null	null	null	no	no	no	poor	no	no	ckd
90	63	100	1.01	2	2	normal	normal	notpresent	present	280	35	3.2	143	3.5	13	40	9800	4.2	yes	no	yes	good	no	no	ckd
91	56	70	1.015	4	1	abnormal	normal	notpresent	notpresent	210	26	1.7	136	3.8	16.1	52	12500	5.6	no	no	no	good	no	no	ckd
92	71	70	1.01	3	0	normal	abnormal	present	present	219	82	3.6	133	4.4	10.4	33	5600	3.6	yes	yes	yes	good	no	no	ckd
93	73	100	1.01	3	2	abnormal	abnormal	present	notpresent	295	90	5.6	140	2.9	9.2	30	7000	3.2	yes	yes	yes	poor	no	no	ckd
94	65	70	1.01	0	0	null	normal	notpresent	notpresent	93	66	1.6	137	4.5	11.6	36	11900	3.9	no	yes	no	good	no	no	ckd
95	62	90	1.015	1	0	null	normal	notpresent	notpresent	94	25	1.1	131	3.7	null	null	null	null	yes	no	no	good	yes	yes	ckd
96	60	80	1.01	1	1	null	normal	notpresent	notpresent	172	32	2.7	null	null	11.2	36	null	null	no	yes	yes	poor	no	no	ckd
97	65	60	1.015	1	0	null	normal	notpresent	notpresent	91	51	2.2	132	3.8	10	32	9100	4.0	yes	yes	no	poor	yes	no	ckd
98	50	140	null	null	null	null	null	notpresent	notpresent	101	106	6.5	135	4.3	6.2	18	5800	2.3	yes	yes	no	poor	no	yes	ckd
99	56	180	null	0	4	null	abnormal	notpresent	notpresent	298	24	1.2	139	3.9	11.2	32	10400	4.2	yes	yes	no	poor	yes	no	ckd

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