id
int64
age_years
int64
sex
string
bmi
float64
hypertension
int64
diabetes
int64
hiv_positive
int64
glomerulonephritis
int64
primary_etiology
string
ckd_stage
string
egfr
float64
serum_creatinine_mgdl
float64
albuminuria_category
string
uacr_mg_g
int64
hemoglobin_gdl
float64
anemia
int64
potassium_meql
float64
hyperkalemia
int64
phosphate_mgdl
float64
calcium_mgdl
float64
bun_mgdl
int64
systolic_bp
int64
diastolic_bp
int64
hba1c_pct
float64
on_acei_arb
int64
on_dialysis
int64
dialysis_type
string
on_epo
int64
on_antihypertensives
int64
on_statin
int64
outcome
string
9,901
66
M
29.1
1
1
0
0
diabetic_nephropathy
G4
19.4
4.5
A2
251
9.1
1
4.7
0
5.2
8.6
59
114
70
9.4
0
0
none
0
0
1
died
9,902
64
M
33.7
1
1
0
0
unknown
G1
111.3
0.65
A3
2,690
14.5
0
4.3
0
2.9
10
16
165
95
8.2
0
0
none
0
0
1
died
9,903
62
F
19.8
1
0
0
0
hypertensive_nephrosclerosis
G2
72.1
0.86
A2
151
11.9
1
4.3
0
3.8
9.5
17
148
72
5.6
0
0
none
0
1
0
progressed
9,904
76
F
19.6
1
1
0
0
unknown
G3b
42.1
1.69
A3
3,358
11.9
1
4.7
0
3
8.1
48
161
91
9.9
1
0
none
0
0
1
died
9,905
44
M
28.6
1
0
0
1
glomerulonephritis
G3a
45.4
1.38
A2
48
12
1
4.5
0
4.9
9.5
38
147
109
4.3
1
0
none
0
1
0
stable
9,906
58
F
28.9
1
0
0
0
hypertensive_nephrosclerosis
G1
92.4
0.62
A2
121
13.1
0
4.3
0
3.7
9.6
5
141
88
6.2
0
0
none
0
1
0
stable
9,907
45
M
26.7
1
0
1
0
chronic_interstitial_nephritis
G5
7.4
7.77
A2
207
12.5
1
5.8
1
4.9
8.7
86
164
87
5.3
0
0
none
0
1
0
progressed
9,908
33
M
20.6
1
0
0
0
hypertensive_nephrosclerosis
G2
71.4
0.98
A3
3,433
15.4
0
4.4
0
3.7
9.2
40
144
103
5.5
0
0
none
0
1
0
stable
9,909
68
F
23.3
1
1
0
0
hypertensive_nephrosclerosis
G3b
40.9
1.15
A3
1,823
8.8
1
4.4
0
5.1
9
53
145
79
7.3
0
0
none
0
1
1
stable
9,910
41
F
26
1
1
0
1
hypertensive_nephrosclerosis
G3a
55
1.11
A3
1,510
12.1
0
4.6
0
5
8.5
32
160
84
7.2
1
0
none
0
1
0
stable
9,911
66
F
21.5
1
0
0
0
obstructive
G5
11.4
11.14
A3
2,341
6.1
1
5.2
0
4.5
9.1
74
124
83
5.7
0
0
none
0
0
0
died
9,912
28
F
28.5
0
0
1
0
hypertensive_nephrosclerosis
G3a
52.7
1.09
A3
2,006
12.2
0
4.9
0
2.6
9
27
109
76
5.4
0
0
none
0
0
1
stable
9,913
57
F
21
1
1
0
0
hypertensive_nephrosclerosis
G1
115.1
0.52
A2
228
12.5
0
4.2
0
4.6
9.9
34
134
84
9.4
0
0
none
0
1
0
stable
9,914
63
M
33.3
1
1
0
1
diabetic_nephropathy
G5
11.7
5.46
A3
769
8.7
1
4.7
0
6.2
8.2
84
139
81
9.5
0
0
none
0
1
0
died
9,915
63
F
30
0
0
0
0
hypertensive_nephrosclerosis
G3a
49.5
1.13
A1
11
9.9
1
3.8
0
4.2
9.1
44
124
76
5.6
0
0
none
0
0
0
stable
9,916
78
M
20
0
1
1
0
hypertensive_nephrosclerosis
G2
66.2
1.04
A2
294
16.5
0
3.8
0
4.2
9.5
29
99
91
8
0
0
none
0
0
1
progressed
9,917
67
F
22.5
1
1
0
0
hypertensive_nephrosclerosis
G1
108
0.56
A2
293
14.8
0
3.7
0
4.8
9.3
6
169
83
9.1
0
0
none
0
0
1
stable
9,918
65
F
29.7
1
0
0
0
chronic_interstitial_nephritis
G4
16.1
5.87
A1
22
8
1
5
0
4.7
8.2
71
143
91
5.4
0
0
none
0
1
0
progressed
9,919
48
F
24.2
0
1
0
0
diabetic_nephropathy
G2
67.2
0.79
A2
283
11.4
1
4.8
0
4.5
9.2
22
115
70
7.7
1
0
none
0
0
1
progressed
9,920
61
F
26.8
1
0
0
0
chronic_interstitial_nephritis
G4
20.4
2.18
A2
268
10.6
1
4.5
0
6.2
8.9
65
203
106
5.5
1
0
none
0
1
1
progressed
9,921
34
M
26.3
0
0
0
0
hypertensive_nephrosclerosis
G2
69.7
1.13
A3
1,377
13.1
0
4.3
0
4.4
8.6
24
109
78
5.2
0
0
none
0
0
0
stable
9,922
76
F
26.7
0
1
0
0
diabetic_nephropathy
G2
86.7
0.72
A3
1,168
10.1
1
4.5
0
5.4
9
18
125
84
7.8
0
0
none
0
0
0
died
9,923
58
M
18.3
1
0
0
0
hypertensive_nephrosclerosis
G5
10.6
19.26
A3
1,109
11.6
1
5.3
0
4.8
8.3
70
160
80
4.9
0
0
none
0
1
1
died
9,924
51
F
28
1
0
0
0
hypertensive_nephrosclerosis
G2
83.8
0.68
A3
4,012
10.8
1
4.7
0
3.6
8.3
24
167
111
5.1
1
0
none
0
1
0
progressed
9,925
40
M
24.3
1
1
0
0
diabetic_nephropathy
G1
109.7
0.64
A3
2,419
16.4
0
4.4
0
2
9.8
7
151
96
5
0
0
none
0
1
1
stable
9,926
62
F
22.4
1
0
0
0
obstructive
G4
26.2
3.21
A3
4,911
11.9
1
5.2
0
5
8.9
67
155
118
5.5
0
0
none
0
1
1
progressed
9,927
32
F
24.2
0
1
0
0
obstructive
G1
100.2
0.59
A2
167
13.2
0
4.7
0
3.9
9.4
16
111
86
8.5
0
0
none
0
0
1
stable
9,928
35
M
24.9
0
1
0
0
obstructive
G1
120.9
0.59
A3
4,576
15.1
0
4
0
4.7
10.2
10
120
76
8.7
0
0
none
0
0
0
stable
9,929
20
M
20.6
0
0
0
0
hypertensive_nephrosclerosis
G1
103.5
0.76
A1
6
15.4
0
3.9
0
5.1
9.6
14
137
73
5.7
0
0
none
0
0
0
stable
9,930
26
F
17.3
0
1
1
0
hiv_nephropathy
G3b
35.1
1.74
A2
211
9.3
1
4.8
0
5
8.3
51
143
86
9.9
0
0
none
0
0
0
stable
9,931
19
M
24.2
0
0
0
0
hypertensive_nephrosclerosis
G2
76.3
0.99
A1
7
13.4
0
3.8
0
4.4
9
31
126
80
5.9
0
0
none
0
0
0
stable
9,932
41
M
26.2
1
0
0
0
hypertensive_nephrosclerosis
G4
16.3
3.72
A3
763
11.1
1
5.8
1
3.4
8.4
66
131
85
5.3
0
0
none
0
1
1
stable
9,933
20
M
26.2
0
0
0
0
hypertensive_nephrosclerosis
G3b
32.7
2.12
A1
17
8.3
1
4
0
5
9.2
63
127
74
5.1
1
0
none
0
0
1
stable
9,934
52
F
24.7
1
0
0
0
hypertensive_nephrosclerosis
G3b
39.5
1.21
A3
1,788
14.8
0
5.1
0
6
8.6
47
167
89
6.3
1
0
none
0
1
0
progressed
9,935
49
M
23.1
1
1
0
0
diabetic_nephropathy
G1
101.9
0.75
A2
207
13.3
0
4.6
0
3.4
9.1
5
179
70
7.9
0
0
none
0
1
0
stable
9,936
46
F
28.1
1
0
0
0
hypertensive_nephrosclerosis
G1
103.5
0.55
A3
2,330
11.4
1
4.2
0
3.4
9.5
5
132
78
5.1
0
0
none
0
1
0
stable
9,937
78
F
23.5
0
0
0
0
hypertensive_nephrosclerosis
G1
95.8
0.57
A1
22
13.1
0
4.2
0
3
10.2
32
116
82
5.7
0
0
none
0
0
0
stable
9,938
66
F
34.4
1
0
0
0
unknown
G2
73.7
0.74
A2
66
11.4
1
4.1
0
5.1
9.6
22
131
64
5.2
0
0
none
0
1
0
progressed
9,939
39
F
29.1
0
0
0
0
unknown
G2
85.3
0.68
A1
28
11
1
5.1
0
4.3
9.3
12
128
66
5.1
0
0
none
0
0
0
progressed
9,940
71
M
27.4
1
1
1
0
diabetic_nephropathy
G2
76.7
0.93
A2
292
15
0
4.3
0
4.6
8.9
32
157
87
10.1
1
0
none
0
1
1
stable
9,941
53
M
24.9
0
1
1
1
diabetic_nephropathy
G3b
40
2
A2
87
10.9
1
4.7
0
5.1
8.5
45
144
75
7.7
1
0
none
0
0
1
stable
9,942
31
F
23.4
1
0
0
0
chronic_interstitial_nephritis
G1
115.5
0.5
A1
7
13.5
0
4.4
0
3.1
10
16
143
95
4.8
0
0
none
0
0
0
progressed
9,943
47
M
30.8
1
0
0
0
hypertensive_nephrosclerosis
G3a
57
1.45
A1
22
12.5
1
4
0
3.9
9.1
44
149
85
5.2
1
0
none
0
0
0
stable
9,944
58
M
32
0
1
0
0
chronic_interstitial_nephritis
G5
12.8
4.67
A3
2,897
9.7
1
4.7
0
4.9
8.3
96
129
76
9.7
0
0
none
0
0
0
died
9,945
60
M
27.2
1
0
0
0
hypertensive_nephrosclerosis
G4
22.1
3.51
A3
3,605
13.1
0
5.4
0
3.5
7.9
60
141
80
5.3
1
0
none
0
1
0
stable
9,946
65
F
19.6
1
0
1
0
hiv_nephropathy
G2
77.7
0.68
A1
5
12
0
3.8
0
3.1
8.9
31
158
71
5.4
0
0
none
0
1
0
progressed
9,947
64
F
20.8
1
0
0
0
hypertensive_nephrosclerosis
G3b
35.1
2.03
A2
166
10.2
1
5
0
4.4
9.6
51
151
86
5.4
0
0
none
0
1
1
progressed
9,948
36
M
26.7
1
0
0
0
hypertensive_nephrosclerosis
G3a
47.5
1.34
A3
4,233
11.4
1
5
0
3.7
8.6
29
193
82
5.6
1
0
none
0
1
1
stable
9,949
45
F
26
1
0
0
0
unknown
G1
118.3
0.49
A1
10
12.1
0
4.3
0
3.5
10.3
16
161
85
5.3
0
0
none
0
1
0
progressed
9,950
34
M
28.5
0
0
0
0
unknown
G3a
51.6
1.4
A2
209
9.9
1
4.8
0
3.6
8.9
36
133
79
5.1
0
0
none
0
0
0
stable
9,951
59
F
26.2
0
0
0
0
hypertensive_nephrosclerosis
G1
99.1
0.55
A1
23
11.3
1
4.6
0
3.8
8.4
21
144
74
5.4
0
0
none
0
0
0
died
9,952
68
F
31
0
1
0
0
obstructive
G1
96
0.57
A2
86
9.6
1
3.9
0
3.6
9.7
24
99
80
8.7
0
0
none
0
0
1
progressed
9,953
63
M
25.7
0
0
0
0
chronic_interstitial_nephritis
G1
107.4
0.68
A1
31
15.4
0
4.4
0
4.4
9.2
5
120
71
5.8
0
0
none
0
0
0
progressed
9,954
72
M
22.8
1
0
0
0
obstructive
G3a
58.7
1.23
A3
4,189
11.8
1
4.5
0
4
9.4
48
160
94
4.8
1
0
none
0
1
0
died
9,955
67
M
29.4
1
0
0
0
hypertensive_nephrosclerosis
G3a
54.2
1.27
A2
287
13.4
0
5
0
3.2
8.6
53
134
93
5.2
0
0
none
0
1
0
stable
9,956
57
M
21.4
1
0
0
0
unknown
G3a
51.8
1.22
A1
9
13.5
0
4.1
0
4.5
9.9
31
148
85
5.9
0
0
none
0
1
0
progressed
9,957
67
M
18.5
1
0
0
0
hypertensive_nephrosclerosis
G3b
39.2
2.23
A3
3,933
10.2
1
4.7
0
4.4
9.4
56
116
98
5.9
1
0
none
0
0
1
stable
9,958
57
F
30.4
1
1
1
0
diabetic_nephropathy
G3b
37.2
1.99
A3
2,413
8.5
1
4.5
0
5.2
9.6
44
134
73
9.4
1
0
none
0
0
0
stable
9,959
57
M
17.2
1
0
1
0
hypertensive_nephrosclerosis
G2
70.6
1.07
A2
171
11.5
1
4.3
0
5.1
9.7
11
110
88
5.6
1
0
none
0
1
0
stable
9,960
69
F
25.9
1
1
0
0
hypertensive_nephrosclerosis
G1
133
0.45
A1
12
11.4
1
4.4
0
3.8
9.9
17
164
92
8.2
0
0
none
0
1
0
died
9,961
60
F
27.9
0
1
0
0
hypertensive_nephrosclerosis
G1
119.7
0.45
A2
38
12.4
0
3.6
0
3.6
8.9
11
115
77
8.2
0
0
none
0
0
0
stable
9,962
64
M
27.7
0
0
0
1
glomerulonephritis
G3b
41
1.81
A2
272
11.8
1
4.5
0
3.9
9.2
47
106
82
5.5
0
0
none
0
0
0
progressed
9,963
72
M
24.9
0
1
0
0
hypertensive_nephrosclerosis
G3a
49.9
1.58
A2
282
14.2
0
4.2
0
4.7
9.4
50
111
82
7.9
0
0
none
0
0
0
stable
9,964
69
F
27.3
0
0
0
1
glomerulonephritis
G3a
48.5
1.04
A1
11
13
0
4.6
0
3.9
8.9
44
113
92
5.7
1
0
none
0
0
1
died
9,965
59
M
28.7
1
0
0
0
hypertensive_nephrosclerosis
G3a
57.4
1.13
A3
1,335
10
1
4.1
0
5.4
9.5
49
174
102
4.9
0
0
none
0
0
0
progressed
9,966
50
M
29.7
1
0
0
0
hypertensive_nephrosclerosis
G1
123.1
0.53
A3
3,946
14.2
0
4.8
0
3.1
9.8
9
157
91
5.4
0
0
none
0
1
0
stable
9,967
33
F
24.9
0
0
1
0
unknown
G4
25
3.28
A1
13
8
1
5.2
0
5.4
8.8
77
106
83
5.4
1
0
none
0
0
1
stable
9,968
72
M
25.1
1
1
0
0
hypertensive_nephrosclerosis
G2
83.6
0.83
A2
142
11.8
1
4.4
0
3
9.7
23
155
96
10.5
1
0
none
0
1
0
died
9,969
58
M
31.3
1
0
0
0
hypertensive_nephrosclerosis
G3a
46.9
1.6
A2
179
11.8
1
4.6
0
3.4
9.5
51
169
108
5.2
1
0
none
0
0
1
died
9,970
59
M
24.7
1
0
0
0
hypertensive_nephrosclerosis
G1
111.9
0.62
A3
3,932
12
1
4.3
0
2.8
10.2
8
149
88
5.6
0
0
none
0
0
0
stable
9,971
32
F
32
0
1
0
0
unknown
G3a
47.7
1.18
A3
967
11.8
1
4.6
0
3.2
8.8
34
127
76
7.2
0
0
none
0
0
1
stable
9,972
35
M
29.5
1
0
0
0
hypertensive_nephrosclerosis
G3a
46.6
1.43
A1
22
11.9
1
5.1
0
4.9
8.6
46
166
82
5.8
0
0
none
0
1
0
stable
9,973
46
M
24.4
0
0
1
1
hiv_nephropathy
G2
69.2
1.05
A2
240
11.1
1
4.3
0
4.1
9.2
31
125
95
5.9
1
0
none
0
0
0
stable
9,974
25
F
26.9
1
0
0
0
chronic_interstitial_nephritis
G1
99.2
0.55
A1
23
13.9
0
3.8
0
4.7
9.3
5
161
80
5.7
0
0
none
0
1
0
progressed
9,975
64
M
36.1
0
0
0
0
unknown
G4
16.5
2.19
A3
760
12
1
5.6
1
5
8.4
63
133
78
5.2
1
0
none
0
0
1
stable
9,976
26
M
20.2
0
0
0
0
unknown
G3a
52.3
1.74
A2
45
15.1
0
4.5
0
5.2
10
30
117
81
5.7
0
0
none
0
0
0
died
9,977
50
F
29
1
1
0
0
hypertensive_nephrosclerosis
G4
23
2.01
A2
123
7.7
1
5.3
0
6.3
9
77
143
108
9.6
0
0
none
0
0
1
stable
9,978
46
M
28.1
1
0
0
0
hypertensive_nephrosclerosis
G2
85.4
0.95
A1
13
10.7
1
4.7
0
3.4
9.4
34
149
90
5.2
0
0
none
0
1
0
died
9,979
47
F
22
1
0
0
0
hypertensive_nephrosclerosis
G2
78.7
0.68
A1
16
10.8
1
3.3
0
2.7
9.1
33
164
80
4.6
1
0
none
0
1
0
progressed
9,980
30
M
20.5
1
1
0
0
hypertensive_nephrosclerosis
G3a
50.1
1.36
A3
4,933
12.2
1
4.2
0
4.3
8.8
38
143
95
12.6
1
0
none
0
1
0
stable
9,981
26
M
25.1
1
1
1
0
hiv_nephropathy
G3a
58.9
1.12
A2
183
12.4
1
5.1
0
3.2
8.9
44
166
93
7.7
1
0
none
0
0
0
progressed
9,982
58
M
33.2
1
0
0
0
hypertensive_nephrosclerosis
G1
131.8
0.53
A3
1,951
14.3
0
4.2
0
4.2
9.9
23
138
79
5.6
0
0
none
0
1
0
stable
9,983
46
F
29.9
1
0
0
0
obstructive
G1
128
0.46
A3
4,252
10.5
1
5.5
0
4
9.3
17
133
99
4.7
0
0
none
0
1
0
stable
9,984
41
M
23.1
1
1
0
0
chronic_interstitial_nephritis
G3b
30.3
1.96
A2
85
11.8
1
5
0
4.5
9.3
55
125
96
8.3
0
0
none
0
1
0
progressed
9,985
51
F
28.1
1
1
1
0
hiv_nephropathy
G4
21.4
2.21
A3
547
8.6
1
4.8
0
5.7
8.7
68
156
94
7.5
1
0
none
0
0
0
stable
9,986
68
F
26.9
1
0
0
0
obstructive
G4
17.3
3.35
A2
206
10.4
1
4.1
0
5
8.1
56
144
80
5.4
0
0
none
1
0
1
progressed
9,987
55
F
19.9
0
0
1
0
chronic_interstitial_nephritis
G2
63
0.91
A2
41
15.8
0
4.6
0
2.5
9.2
29
96
90
5.4
1
0
none
0
0
0
stable
9,988
70
F
43.4
1
1
0
0
diabetic_nephropathy
G3a
53.1
1.19
A3
3,933
9.5
1
4.3
0
3.7
9.8
21
170
97
12.4
0
0
none
0
1
1
stable
9,989
68
M
28.7
1
0
0
0
hypertensive_nephrosclerosis
G2
69.7
1.11
A3
3,302
14.4
0
4.5
0
4.3
9
17
155
108
4.8
0
0
none
0
0
0
stable
9,990
76
M
25.5
1
1
0
0
diabetic_nephropathy
G4
23.1
3.59
A2
240
12.2
1
4.5
0
5
8.9
63
144
81
6
0
0
none
0
1
1
died
9,991
71
F
23.5
0
0
0
0
hypertensive_nephrosclerosis
G2
82.9
0.7
A1
25
10.9
1
4.4
0
4.3
9.8
30
100
65
5.6
1
0
none
0
0
0
stable
9,992
67
M
28.9
1
0
0
0
hypertensive_nephrosclerosis
G3a
46.1
1.46
A2
231
11.3
1
5
0
4.8
8.5
39
135
101
5.7
0
0
none
0
1
0
progressed
9,993
18
M
22.2
0
1
1
0
diabetic_nephropathy
G1
122.8
0.57
A3
3,414
12.8
1
3.7
0
4.2
9
18
139
57
7.1
0
0
none
0
0
0
stable
9,994
52
F
23.6
0
0
0
0
hypertensive_nephrosclerosis
G3a
49.4
1.12
A3
2,365
13.2
0
4.3
0
4.6
8.9
36
128
83
6.3
1
0
none
0
0
0
progressed
9,995
44
F
30.1
0
0
0
1
glomerulonephritis
G1
114.6
0.49
A2
262
9.8
1
4.1
0
3.9
10
25
126
74
5
0
0
none
0
0
0
progressed
9,996
55
M
29.8
1
0
0
0
hypertensive_nephrosclerosis
G3a
46.7
2
A1
13
11.2
1
4.5
0
4.8
8.9
51
142
85
5.1
1
0
none
0
1
0
stable
9,997
77
M
21.9
1
0
1
1
hypertensive_nephrosclerosis
G2
72.9
1.01
A1
8
15.5
0
4.3
0
4.3
9.6
29
170
88
5
1
0
none
0
1
0
stable
9,998
65
F
25.4
1
0
0
0
hypertensive_nephrosclerosis
G1
116.4
0.48
A3
3,597
15.2
0
3.9
0
3.5
9.2
7
183
60
5.2
0
0
none
0
1
0
stable
9,999
58
M
21.8
1
0
0
0
obstructive
G5
8.5
8.13
A2
208
10.9
1
4.8
0
4.3
8.6
72
141
106
5.4
0
0
none
0
1
1
esrd
10,000
75
F
21
0
0
0
0
unknown
G3b
31.6
1.98
A3
3,822
7.8
1
4.3
0
4.9
7.7
60
101
85
4.9
0
0
none
0
0
0
progressed