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
9,701
27
F
19.7
1
0
0
0
hypertensive_nephrosclerosis
G1
114.6
0.51
A1
8
11.3
1
4.2
0
3.3
9.5
14
163
111
5.2
0
0
none
0
0
0
died
9,702
64
F
30.5
0
0
1
0
hypertensive_nephrosclerosis
G3a
46.1
1.53
A3
4,956
10.9
1
4.3
0
4.8
9.4
35
118
81
5.7
0
0
none
0
0
0
progressed
9,703
68
M
24.5
0
1
0
1
diabetic_nephropathy
G3a
51.3
1.26
A3
2,159
13.6
0
4.3
0
3.4
9.1
35
108
81
6.9
0
0
none
0
0
0
stable
9,704
55
M
27
1
1
1
0
hypertensive_nephrosclerosis
G3b
42.3
1.95
A2
219
11.7
1
4.9
0
6
8.5
52
186
107
9
1
0
none
0
1
1
stable
9,705
61
M
21.6
1
1
1
0
hiv_nephropathy
G3b
39.8
1.76
A3
793
10.3
1
4.8
0
3.8
8.9
45
145
83
6.4
1
0
none
0
1
0
stable
9,706
48
F
21
1
0
0
1
glomerulonephritis
G3a
56.2
0.88
A2
290
8.6
1
4.5
0
4.2
10.4
35
164
109
5.2
0
0
none
0
1
0
progressed
9,707
62
F
23.5
1
0
0
0
hypertensive_nephrosclerosis
G2
83.6
0.74
A2
235
12.4
0
4.4
0
2.9
8.8
29
133
97
5
0
0
none
0
1
0
progressed
9,708
43
F
15.2
0
0
0
0
hypertensive_nephrosclerosis
G3a
45.5
1.25
A2
219
9.8
1
4.7
0
5.4
9
39
139
76
5.5
0
0
none
0
0
0
stable
9,709
42
F
27.8
0
0
0
0
hypertensive_nephrosclerosis
G1
100.2
0.59
A3
4,689
12.7
0
4.7
0
4.3
9.5
25
125
85
5.3
0
0
none
0
0
0
stable
9,710
59
F
21
1
0
0
0
hypertensive_nephrosclerosis
G2
77.6
0.8
A3
1,338
12.7
0
4.5
0
3.2
9.2
24
169
104
5.6
0
0
none
0
0
0
progressed
9,711
53
F
21.9
0
0
0
0
unknown
G3a
50.4
1.18
A3
823
10.3
1
5.1
0
5.6
9.6
53
131
73
5.3
1
0
none
0
0
1
stable
9,712
64
M
31.1
0
0
1
0
hiv_nephropathy
G2
81.1
0.82
A2
266
13.9
0
5.1
0
4.1
9.4
8
111
80
5.7
1
0
none
0
0
0
progressed
9,713
46
M
25.8
1
1
0
0
diabetic_nephropathy
G3a
48.9
1.44
A3
1,804
13.1
0
5
0
3.9
9.2
24
153
96
6.2
1
0
none
0
1
1
stable
9,714
75
F
29.4
1
0
0
0
hypertensive_nephrosclerosis
G5
10.2
5.08
A2
72
4.3
1
5.6
1
7.1
8.3
91
144
82
5.4
1
0
none
0
1
0
died
9,715
65
F
25.2
1
0
0
0
hypertensive_nephrosclerosis
G1
96.2
0.59
A3
3,057
10.5
1
3
0
3.1
11
5
212
99
5.1
0
0
none
0
0
0
stable
9,716
68
M
28
0
0
0
0
hypertensive_nephrosclerosis
G1
93.5
0.76
A1
11
16.2
0
3.3
0
3.5
9.5
13
119
78
6
0
0
none
0
0
0
stable
9,717
53
M
24.4
1
0
0
1
glomerulonephritis
G3b
40.7
1.46
A1
10
11.5
1
4.3
0
5.2
8.9
44
101
91
6
1
0
none
0
1
0
stable
9,718
57
F
33.4
1
0
0
1
glomerulonephritis
G3a
53.6
1.09
A2
204
11.9
1
5.7
1
3.6
9.7
26
136
86
5.2
1
0
none
0
1
0
stable
9,719
79
M
34.7
0
1
0
0
unknown
G4
23.5
1.98
A3
1,665
10.4
1
5
0
4.1
10.3
61
115
86
10.5
0
0
none
0
0
1
stable
9,720
36
F
19
0
0
1
0
hiv_nephropathy
G5
6.3
4.28
A3
2,633
8.9
1
4.6
0
6.7
8.8
90
114
78
5.5
1
0
none
0
0
1
progressed
9,721
34
M
19.8
0
0
1
0
hiv_nephropathy
G1
101.5
0.67
A3
1,991
12.6
1
3.6
0
5
10
30
116
80
5.3
0
0
none
0
0
0
stable
9,722
49
F
26
0
0
0
1
glomerulonephritis
G3a
48.4
1.33
A2
266
12.5
0
5.1
0
4.8
9.2
35
125
73
4.9
1
0
none
0
0
0
died
9,723
73
F
24.6
0
1
0
0
unknown
G3b
32.8
1.86
A3
1,904
9.3
1
4.4
0
4.5
8.1
63
135
78
8.9
1
0
none
0
0
1
stable
9,724
74
F
24.8
0
0
0
0
hypertensive_nephrosclerosis
G3b
42.5
1.36
A1
3
9.7
1
4.7
0
3.5
8.8
43
131
86
5.6
1
0
none
0
0
0
died
9,725
45
M
23.2
0
0
0
0
obstructive
G3b
33.6
2.22
A3
3,043
9.6
1
4.7
0
3.4
8.5
54
143
82
5.1
1
0
none
0
0
1
stable
9,726
56
F
23.9
0
0
0
0
hypertensive_nephrosclerosis
G3b
32.3
1.57
A1
25
10.5
1
5.7
1
5.1
9.4
53
137
76
5.4
0
0
none
0
0
1
progressed
9,727
78
M
18.6
1
1
0
0
hypertensive_nephrosclerosis
G5
6.9
30.22
A2
147
13.3
0
5.3
0
5.1
9
79
154
93
8.3
1
0
none
0
1
1
died
9,728
31
F
28.8
0
0
1
0
hiv_nephropathy
G3b
42.3
1.35
A2
59
11.2
1
5.2
0
4.2
8.7
47
130
68
5.9
0
0
none
1
0
1
stable
9,729
72
M
23
1
0
1
1
hypertensive_nephrosclerosis
G1
130.6
0.55
A2
105
13.2
0
4.5
0
3.3
9.4
11
112
108
5.5
0
0
none
0
1
0
stable
9,730
22
M
25.3
0
0
0
0
hypertensive_nephrosclerosis
G2
72.8
1.01
A3
1,307
13.3
0
4.4
0
4.9
9.4
22
123
83
5.9
1
0
none
0
0
0
died
9,731
60
M
33.2
1
1
0
1
diabetic_nephropathy
G4
20.2
5.16
A3
1,525
12.4
1
4.8
0
6.1
8.9
66
148
101
5.3
1
0
none
0
0
1
stable
9,732
38
F
30.5
0
0
0
0
unknown
G2
63.9
1.02
A2
108
12
0
4.6
0
5.1
8.4
16
149
97
5
0
0
none
0
0
0
stable
9,733
75
F
21.4
1
0
0
0
unknown
G4
21.6
2.43
A1
17
11.3
1
5.1
0
6.3
8.8
55
148
83
5.7
1
0
none
0
0
0
died
9,734
56
F
26.9
1
0
0
0
hypertensive_nephrosclerosis
G3a
47.3
1.16
A3
3,785
9.2
1
4.4
0
4.9
9.1
29
154
98
5.1
1
0
none
0
1
0
stable
9,735
60
M
20.7
0
0
0
0
hypertensive_nephrosclerosis
G1
104.1
0.64
A2
167
13.4
0
4.4
0
2
9.6
5
138
85
5.9
0
0
none
0
0
0
stable
9,736
70
M
27.5
1
1
0
0
obstructive
G2
64.7
1.04
A1
23
13.2
0
4.1
0
4.3
8.4
33
172
97
7.6
0
0
none
0
1
0
stable
9,737
56
M
26.9
1
0
0
0
hypertensive_nephrosclerosis
G2
83.2
0.91
A2
295
13.7
0
4.6
0
4.1
8.9
35
145
97
5.6
0
0
none
0
1
0
stable
9,738
65
F
27.9
0
1
0
0
unknown
G2
73.7
0.92
A2
91
12
0
4.1
0
2.6
8.9
40
103
60
6.6
1
0
none
0
0
1
stable
9,739
69
F
23.1
1
1
1
0
diabetic_nephropathy
G1
96.5
0.6
A2
56
14.2
0
4.3
0
2.2
10
7
158
84
5
0
0
none
0
0
1
stable
9,740
34
M
21.2
1
0
0
0
hypertensive_nephrosclerosis
G5
11.2
7.34
A2
81
9.9
1
4.6
0
6.3
8.4
62
158
94
5.7
1
0
none
0
1
0
died
9,741
43
F
25.5
0
0
0
0
obstructive
G3a
51.4
1.04
A3
1,968
11
1
5.4
0
4.4
9.7
45
118
79
5.4
1
0
none
0
0
0
stable
9,742
78
F
21.6
1
0
0
0
hypertensive_nephrosclerosis
G3a
56.3
1.21
A1
16
9.7
1
4.3
0
5.1
8.8
36
177
99
5.2
1
0
none
0
1
0
stable
9,743
37
F
29.5
0
1
0
0
diabetic_nephropathy
G4
27.2
2.65
A3
2,826
9.6
1
5.5
0
4
9
67
123
80
7.3
0
0
none
0
0
1
died
9,744
34
M
25.9
1
0
0
0
hypertensive_nephrosclerosis
G5
10.9
5.75
A3
4,322
11.4
1
5
0
6.8
8.5
66
158
75
5.4
0
0
none
0
0
0
died
9,745
41
M
17.7
1
0
0
0
hypertensive_nephrosclerosis
G3a
51
1.19
A1
27
10.8
1
4.7
0
4.6
9.5
40
153
78
6.1
1
0
none
0
1
0
stable
9,746
56
F
26.6
1
0
0
0
unknown
G1
122.5
0.47
A2
278
16
0
3.9
0
2.8
9.4
16
162
100
5
0
0
none
0
0
0
progressed
9,747
69
M
26.9
1
1
0
0
hypertensive_nephrosclerosis
G3b
36.1
2.37
A3
2,170
14
0
4.7
0
4
8.9
63
173
96
7.3
1
0
none
0
0
0
died
9,748
21
F
22.1
1
1
0
0
hypertensive_nephrosclerosis
G3a
51.8
1.18
A2
281
14.3
0
4.5
0
4.3
9.6
37
172
86
6.9
1
0
none
0
1
1
stable
9,749
71
F
29.5
1
0
0
0
hypertensive_nephrosclerosis
G5
13.3
8.52
A3
4,967
6.8
1
5
0
5.7
8.4
70
140
83
5.6
0
0
none
0
1
0
died
9,750
62
F
26.4
1
1
0
0
diabetic_nephropathy
G3b
40
1.24
A2
58
7.2
1
5.2
0
6
9.3
47
160
91
12.2
1
0
none
0
1
0
died
9,751
66
F
17.5
1
1
0
0
hypertensive_nephrosclerosis
G4
15.9
3.75
A3
2,241
6.5
1
4.6
0
4.8
8.2
66
140
97
5.7
0
0
none
0
1
0
stable
9,752
46
M
25.5
0
0
0
0
hypertensive_nephrosclerosis
G5
8.9
9.42
A3
2,835
9
1
5.7
1
5.8
8.1
82
124
80
5.2
1
0
none
0
0
1
esrd
9,753
42
M
30.6
1
1
0
0
diabetic_nephropathy
G4
22.2
3.12
A3
4,809
12.4
1
5.7
1
5.4
9
59
138
95
6.9
1
0
none
0
1
0
died
9,754
40
F
29.9
1
0
0
0
hypertensive_nephrosclerosis
G2
76.9
0.72
A2
170
11
1
5.2
0
4.7
9.7
30
143
111
5.8
1
0
none
0
1
0
stable
9,755
68
M
29.5
1
0
0
0
unknown
G4
21.4
3.01
A3
2,537
11
1
4.8
0
5.6
8.6
58
132
63
4.9
1
0
none
0
1
0
stable
9,756
50
F
24.2
1
0
0
1
glomerulonephritis
G5
5.8
6.4
A3
4,055
8.1
1
5.8
1
6.8
8.8
74
141
91
5.3
1
0
none
0
1
0
died
9,757
62
M
26
1
0
0
0
hypertensive_nephrosclerosis
G2
67.9
1.17
A1
24
11.8
1
4.7
0
4.6
8.7
35
165
76
5.3
0
0
none
0
0
0
stable
9,758
59
F
21
0
1
0
1
glomerulonephritis
G5
7.1
4.42
A3
2,355
7.2
1
5.2
0
5.7
9.1
74
122
82
8.6
0
0
none
0
0
0
died
9,759
66
F
23.2
0
0
0
0
unknown
G1
128.9
0.45
A2
102
11.1
1
4.1
0
3.7
9.9
5
131
85
6.2
0
0
none
0
0
0
stable
9,760
46
M
24.4
1
1
0
1
hypertensive_nephrosclerosis
G3a
50.5
1.16
A2
135
15.2
0
4.3
0
3.8
8.6
42
150
95
8.6
1
0
none
0
0
0
stable
9,761
74
F
26.6
1
0
0
1
glomerulonephritis
G4
24.2
3.4
A2
203
9.6
1
5.9
1
4.9
9.1
76
151
78
5.9
0
0
none
0
1
0
died
9,762
45
F
25.6
1
1
1
0
hypertensive_nephrosclerosis
G3a
52.5
1.11
A2
285
10.4
1
5
0
3.9
8.7
18
136
103
11.9
0
0
none
0
1
0
progressed
9,763
61
M
32
1
0
1
0
hiv_nephropathy
G3a
50.6
1.25
A2
90
13.8
0
4.1
0
4
8.9
46
160
100
5.3
0
0
none
0
1
0
died
9,764
36
F
18.7
0
0
0
0
unknown
G2
79
0.77
A1
2
12.4
0
5.2
0
3.2
9.7
19
104
80
5.2
0
0
none
0
0
0
stable
9,765
74
F
28.5
1
1
1
1
diabetic_nephropathy
G3b
40.8
1.3
A2
157
11.4
1
4.9
0
5.4
9.1
39
155
99
5
0
0
none
0
0
0
stable
9,766
45
F
23.4
0
0
0
0
unknown
G3a
52.8
1.12
A1
15
9.8
1
4.7
0
4
9.4
38
121
77
5.1
1
0
none
0
0
1
stable
9,767
46
F
37
0
0
0
1
glomerulonephritis
G3a
51
1.07
A2
232
11.4
1
4.2
0
4.2
9.8
32
131
89
4.7
1
0
none
0
0
1
died
9,768
62
M
26.5
1
1
1
1
diabetic_nephropathy
G2
65.3
1.04
A3
2,216
11.9
1
4.5
0
6.9
8.6
35
186
90
11.1
1
0
none
0
1
1
progressed
9,769
44
F
21.2
1
1
0
1
hypertensive_nephrosclerosis
G2
79.9
0.71
A2
186
10.9
1
4.6
0
3.3
9.5
29
174
82
8.2
0
0
none
0
1
0
stable
9,770
26
F
26
1
0
0
0
obstructive
G1
119
0.47
A2
188
14.5
0
3.7
0
3.7
8.9
17
120
100
5
0
0
none
0
1
0
progressed
9,771
79
F
24.7
0
0
0
0
obstructive
G2
68.1
0.72
A1
26
11.4
1
4.3
0
4.3
8.1
31
118
78
4.7
0
0
none
0
0
0
stable
9,772
59
F
21.7
1
0
0
0
unknown
G1
105.5
0.58
A2
64
13.4
0
4.3
0
4.4
9.3
24
161
104
5.8
0
0
none
0
0
0
stable
9,773
73
M
32.4
1
0
0
0
hypertensive_nephrosclerosis
G4
28.8
2.42
A1
21
15.2
0
5.7
1
4.4
8.3
65
153
106
4.8
0
0
none
0
0
1
progressed
9,774
45
F
25.2
0
0
0
1
glomerulonephritis
G1
99
0.57
A1
1
12.4
0
4.3
0
4.4
9.8
10
142
77
5.4
0
0
none
0
0
0
died
9,775
37
M
24.5
1
0
0
0
hypertensive_nephrosclerosis
G2
70.5
0.94
A2
242
11.5
1
5.1
0
2.5
10
31
172
108
5.3
0
0
none
0
0
0
stable
9,776
58
M
23
1
1
0
1
hypertensive_nephrosclerosis
G2
81.6
0.83
A2
155
10.9
1
4.7
0
4
9.4
23
151
102
5
1
0
none
0
0
1
stable
9,777
55
F
35.3
0
0
0
0
unknown
G2
61.2
1.03
A1
5
13
0
4.6
0
3.6
8.6
30
124
82
5.2
1
0
none
0
0
0
stable
9,778
72
M
18.5
1
0
0
0
unknown
G2
70.3
1
A2
258
13.7
0
4.8
0
4.5
9.6
36
146
99
5.3
0
0
none
0
0
0
progressed
9,779
35
F
25.2
1
0
1
0
hypertensive_nephrosclerosis
G1
98.8
0.55
A2
37
13.6
0
4.7
0
4.1
9.2
8
133
88
5.3
0
0
none
0
1
0
stable
9,780
33
F
28.3
1
0
0
0
hypertensive_nephrosclerosis
G3a
50
1.08
A3
4,591
10.6
1
4.6
0
3.5
8.8
26
173
86
5.5
1
0
none
0
1
0
stable
9,781
56
M
31.4
1
1
0
0
hypertensive_nephrosclerosis
G2
88.3
0.8
A2
257
12.7
1
4.9
0
4
9.9
32
121
102
8.7
1
0
none
0
1
0
stable
9,782
61
F
26.1
1
1
0
0
obstructive
G2
79
0.81
A3
1,829
9.9
1
4.1
0
2.9
9.4
37
172
68
8.4
1
0
none
0
1
0
stable
9,783
56
F
24.1
1
0
0
1
hypertensive_nephrosclerosis
G2
80.4
0.73
A2
90
12.8
0
4.4
0
4.9
9.2
20
151
70
5.1
1
0
none
0
1
0
stable
9,784
58
M
19.8
1
1
0
0
hypertensive_nephrosclerosis
G3b
35.2
1.88
A3
1,168
10.7
1
5.1
0
3
10.2
62
163
88
8.3
0
0
none
0
1
1
progressed
9,785
66
F
15
0
0
0
0
hypertensive_nephrosclerosis
G2
76.3
0.77
A2
62
13.7
0
4.5
0
4.4
9.4
34
102
88
4.5
0
0
none
0
0
0
stable
9,786
50
F
23.6
1
0
0
0
obstructive
G3a
53.5
1.16
A1
10
11.7
1
4.5
0
3.7
9.5
23
133
94
5.1
0
0
none
0
1
0
stable
9,787
73
F
21.3
1
0
1
0
unknown
G3b
32.3
1.63
A1
24
8.9
1
4.8
0
4.6
9.6
42
143
93
5.5
1
0
none
0
0
1
stable
9,788
76
F
29
1
1
0
0
chronic_interstitial_nephritis
G3a
57.2
0.88
A3
4,231
11.3
1
4.2
0
4.7
9
52
190
111
6.9
0
0
none
0
1
0
progressed
9,789
51
F
23.7
1
1
0
0
hypertensive_nephrosclerosis
G1
108.2
0.5
A1
3
15.5
0
4.2
0
3.5
9.9
16
151
89
11.7
0
0
none
0
0
0
stable
9,790
56
F
31.8
1
0
0
0
chronic_interstitial_nephritis
G1
111.8
0.53
A2
208
10.3
1
4.3
0
3.5
9
19
143
86
5.2
0
0
none
0
1
0
stable
9,791
37
M
23.4
0
0
0
1
glomerulonephritis
G1
125.5
0.57
A1
23
12.7
1
4.7
0
3.4
10.1
5
150
81
5.2
0
0
none
0
0
0
stable
9,792
31
M
30.6
0
1
1
0
unknown
G1
99.1
0.72
A3
3,079
12.9
1
3.7
0
5.5
10.3
16
122
74
9
0
0
none
0
0
0
stable
9,793
56
F
20.3
1
0
0
0
hypertensive_nephrosclerosis
G4
23.6
2.66
A2
97
9.2
1
5.5
0
6.3
8.6
48
179
98
5.2
1
0
none
0
0
1
stable
9,794
35
F
28.8
1
0
0
0
hypertensive_nephrosclerosis
G1
90.7
0.6
A2
92
10.4
1
4.6
0
3
10
19
128
96
5.4
0
0
none
0
1
0
stable
9,795
67
M
21.9
1
0
0
0
unknown
G3a
48.4
1.5
A3
1,811
13.1
0
3.9
0
3.9
8.8
48
142
86
5.3
0
0
none
0
1
1
stable
9,796
27
M
27.2
1
1
0
0
hypertensive_nephrosclerosis
G3a
52.5
1.22
A2
175
9.4
1
4.7
0
6
9
38
131
78
5.8
0
0
none
0
1
1
stable
9,797
77
M
21.7
1
1
0
1
hypertensive_nephrosclerosis
G3a
48.4
1.49
A2
187
14
0
4.1
0
3.2
9.5
39
146
109
8.5
1
0
none
0
1
0
stable
9,798
39
F
27.2
1
0
0
1
glomerulonephritis
G1
113.2
0.5
A3
3,864
12.6
0
3.6
0
3.3
10.2
13
186
105
6.1
0
0
none
0
0
0
stable
9,799
44
M
31.2
1
0
0
0
hypertensive_nephrosclerosis
G3a
53.3
1.39
A2
245
14.6
0
4.6
0
4.7
9.7
37
133
116
4.6
0
0
none
0
1
0
stable
9,800
64
M
21.1
1
0
0
1
hypertensive_nephrosclerosis
G3b
37.6
1.68
A1
21
11.1
1
5.6
1
4
8
59
150
91
5.3
0
0
none
0
1
0
died