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
9,801
27
F
29.4
0
1
0
0
diabetic_nephropathy
G2
84.3
0.68
A2
222
12.5
0
5.3
0
4.1
8.9
21
111
71
12.2
0
0
none
0
0
0
stable
9,802
61
F
25.1
1
0
1
0
unknown
G2
85.6
0.63
A3
3,185
11.9
1
4.4
0
3.7
10.2
32
147
89
6.3
1
0
none
0
0
0
stable
9,803
44
M
24.1
0
1
0
0
diabetic_nephropathy
G3b
32.4
1.93
A2
134
11.9
1
4.9
0
3.9
9.5
58
145
55
6.5
0
0
none
0
0
1
stable
9,804
50
M
22.8
1
0
0
0
unknown
G3a
55.1
1.5
A3
3,571
13.3
0
5
0
2.3
9.8
29
116
100
5
0
0
none
0
1
0
stable
9,805
35
F
22.6
1
0
0
0
hypertensive_nephrosclerosis
G3a
51.5
1.02
A3
3,829
10.4
1
4.2
0
2.6
9.7
34
135
91
5.5
1
0
none
0
1
0
progressed
9,806
73
M
17.7
0
1
0
0
obstructive
G2
80.7
0.91
A1
17
12.3
1
4.4
0
4
9.2
29
118
81
7.9
1
0
none
0
0
0
stable
9,807
55
F
26.8
1
0
1
0
hypertensive_nephrosclerosis
G1
109.6
0.52
A1
22
15.2
0
3.9
0
4.1
9.9
20
178
66
5.9
0
0
none
0
1
0
progressed
9,808
65
M
28
0
1
0
0
diabetic_nephropathy
G3a
51.1
1.17
A3
1,532
10.8
1
4.5
0
4.2
9
36
123
85
8.2
1
0
none
0
0
0
progressed
9,809
30
F
28.9
1
0
1
0
hiv_nephropathy
G3b
39.5
1.74
A3
1,797
12.9
0
5
0
4.9
9
41
163
110
5.8
0
0
none
0
1
0
progressed
9,810
70
M
17.6
1
1
0
0
diabetic_nephropathy
G2
79.2
0.91
A2
276
15.6
0
5.2
0
3.9
10.3
34
96
77
7.5
1
0
none
0
1
0
stable
9,811
56
M
24.8
1
0
0
0
hypertensive_nephrosclerosis
G1
128.5
0.55
A1
21
13.6
0
4.3
0
4.8
9.1
12
124
92
5
0
0
none
0
0
0
stable
9,812
43
F
18.8
1
0
0
0
hypertensive_nephrosclerosis
G2
83
0.73
A1
18
10.9
1
4.8
0
3.3
9.1
33
155
97
5.8
0
0
none
0
1
0
stable
9,813
62
F
23.6
0
1
0
1
glomerulonephritis
G3a
47.6
1.34
A2
157
10.7
1
4.5
0
4.2
8.9
46
120
68
6.8
0
0
none
0
0
1
progressed
9,814
34
M
23.8
0
0
0
1
glomerulonephritis
G3b
32.6
1.94
A3
1,677
11.6
1
4.5
0
5.5
8.5
51
106
79
6.1
1
0
none
0
0
0
stable
9,815
73
M
21.2
1
0
0
0
chronic_interstitial_nephritis
G2
82.1
0.8
A2
235
11.1
1
4.2
0
2
9.5
30
193
93
5.8
0
0
none
0
1
0
stable
9,816
31
M
31.4
1
0
0
0
hypertensive_nephrosclerosis
G3b
40.4
2.11
A3
366
11.1
1
5.2
0
5.1
9.4
60
148
84
6.2
1
0
none
0
1
0
stable
9,817
33
F
15
1
0
0
1
glomerulonephritis
G3b
34.9
1.53
A1
16
10.5
1
3.8
0
3.7
9
42
128
100
5.1
1
0
none
0
1
1
stable
9,818
62
F
18
0
1
0
0
diabetic_nephropathy
G3b
39.9
1.4
A3
698
9.8
1
4.9
0
5
8.5
58
131
75
9.4
0
0
none
0
0
1
stable
9,819
47
F
19.8
1
0
0
0
hypertensive_nephrosclerosis
G2
65.7
0.91
A2
196
11
1
4.3
0
4.4
9.7
10
147
85
5.2
1
0
none
0
1
0
stable
9,820
39
M
25.6
1
0
1
0
hiv_nephropathy
G3a
52.2
1.61
A1
20
13.9
0
3.7
0
4.1
9.2
43
171
99
5.3
1
0
none
0
1
1
stable
9,821
72
F
22.7
1
0
1
0
hypertensive_nephrosclerosis
G4
23.8
2.33
A3
604
7.4
1
4.8
0
5.1
7.5
62
172
75
5.5
1
0
none
0
1
0
progressed
9,822
54
F
44.2
0
1
1
1
glomerulonephritis
G1
98.4
0.62
A2
57
11.7
1
3.8
0
4.7
9.5
20
139
89
5
0
0
none
0
0
1
progressed
9,823
65
F
17.1
1
1
0
0
diabetic_nephropathy
G3a
55.4
1.1
A3
691
10.4
1
4.7
0
4.1
8.8
28
155
77
10.9
1
0
none
0
1
0
stable
9,824
43
F
24
1
1
1
1
diabetic_nephropathy
G1
121.6
0.47
A2
54
11.3
1
4
0
4.5
9.5
20
179
85
6.3
0
0
none
0
1
0
stable
9,825
32
M
28.7
1
0
0
0
obstructive
G1
119.8
0.56
A1
5
16.5
0
4
0
3.3
9
24
154
98
5.4
0
0
none
0
0
0
died
9,826
50
M
17.1
0
0
0
0
hypertensive_nephrosclerosis
G5
11.3
5.38
A2
215
11.3
1
5.2
0
4.6
9.1
81
140
75
5.9
1
0
none
0
0
0
died
9,827
35
F
20.9
0
0
0
0
hypertensive_nephrosclerosis
G3b
33.6
2.15
A3
1,837
10.8
1
4.5
0
4.2
8.3
43
122
81
5.9
1
0
none
0
0
0
stable
9,828
60
M
16.7
1
0
0
0
hypertensive_nephrosclerosis
G2
64.5
1.12
A2
279
11.8
1
5.1
0
4.8
8.7
40
147
103
5.3
0
0
none
0
1
0
stable
9,829
69
M
28.4
1
0
1
0
hypertensive_nephrosclerosis
G2
87.1
0.9
A1
7
12.6
1
4.1
0
2.9
9.1
32
141
94
5.5
0
0
none
0
1
0
stable
9,830
44
F
25.9
0
0
1
0
chronic_interstitial_nephritis
G3b
35.2
1.73
A3
637
10.4
1
4.7
0
3.6
8.9
55
138
88
5.8
1
0
none
0
0
1
stable
9,831
65
M
26.9
1
0
0
0
unknown
G3b
35.8
2.49
A3
2,999
12.3
1
4.8
0
5.2
8.9
53
157
81
5.3
1
0
none
1
0
0
stable
9,832
73
M
25.5
1
0
0
0
obstructive
G2
72.8
0.99
A2
173
12.4
1
4.8
0
3.7
10
21
158
100
6.1
1
0
none
0
0
0
stable
9,833
36
M
24.8
1
0
0
0
hypertensive_nephrosclerosis
G3a
56.1
1.28
A3
3,793
10.5
1
3.8
0
3.2
8.2
40
169
73
4.9
1
0
none
0
1
1
stable
9,834
39
F
17.9
0
0
0
0
obstructive
G4
23.5
3.02
A3
1,610
4.9
1
5.9
1
5.2
8.7
57
118
87
5.8
0
0
none
0
0
0
stable
9,835
35
M
23
1
0
0
0
hypertensive_nephrosclerosis
G3b
31.9
2.36
A3
4,106
11.8
1
4.5
0
5.5
8.1
45
134
92
4.2
1
0
none
0
1
0
progressed
9,836
37
F
21
1
0
1
1
hypertensive_nephrosclerosis
G1
111.6
0.55
A1
26
10.2
1
4
0
4.6
9.7
13
146
89
4.8
0
0
none
0
1
0
stable
9,837
71
F
28.2
1
0
0
0
hypertensive_nephrosclerosis
G3a
52
1.11
A2
218
10.7
1
4.4
0
5.1
8.8
34
167
100
5.5
0
0
none
0
1
0
progressed
9,838
34
F
23
1
0
0
0
hypertensive_nephrosclerosis
G4
21
2.47
A3
2,635
13.6
0
4.9
0
5.9
9.1
51
138
95
5.4
0
0
none
0
1
0
died
9,839
40
M
24.5
1
1
0
0
hypertensive_nephrosclerosis
G3a
51.2
1.29
A3
4,152
11.2
1
4.4
0
4.2
9.1
36
173
125
9.2
1
0
none
0
1
1
died
9,840
79
F
20.2
0
1
0
0
obstructive
G2
79.3
0.75
A1
8
12
0
4.4
0
4.4
8.4
21
120
88
7.5
0
0
none
0
0
1
died
9,841
61
M
24.5
0
0
0
0
chronic_interstitial_nephritis
G2
83.6
0.76
A3
2,871
10.5
1
4.7
0
4.3
9.9
26
126
75
5.5
0
0
none
0
0
0
progressed
9,842
65
M
28.4
1
0
0
0
hypertensive_nephrosclerosis
G3b
37.2
1.81
A3
4,932
13.6
0
5.2
0
3.1
8.9
60
162
113
5.4
0
0
none
0
1
0
stable
9,843
62
M
23.2
0
0
1
0
unknown
G3b
43.7
1.72
A3
566
12
1
4.2
0
5.1
8.4
65
148
86
5.6
0
0
none
0
0
1
progressed
9,844
36
F
23.8
1
0
0
0
hypertensive_nephrosclerosis
G3a
55.4
1.08
A1
17
11.7
1
4.4
0
3.7
9.6
42
159
97
4.8
1
0
none
0
1
1
stable
9,845
69
F
26.9
0
1
0
1
diabetic_nephropathy
G2
68.6
0.78
A3
3,026
12.8
0
4
0
4.4
9.9
27
123
83
8.7
1
0
none
0
0
0
stable
9,846
33
M
30.4
1
0
1
0
hypertensive_nephrosclerosis
G3b
39.2
1.79
A1
18
11.7
1
5.2
0
4.5
9
54
159
87
5.3
1
0
none
0
0
1
died
9,847
51
F
26.9
0
1
0
0
diabetic_nephropathy
G3a
53.4
0.95
A3
703
10.9
1
5.4
0
3.6
8.7
40
134
75
10.4
0
0
none
0
0
0
progressed
9,848
56
M
24.2
0
1
0
0
chronic_interstitial_nephritis
G3a
56.6
1.23
A1
18
11
1
4.3
0
5
9.9
37
128
74
9
0
0
none
0
0
0
stable
9,849
32
F
34.2
1
1
0
0
diabetic_nephropathy
G3b
33.4
1.58
A3
570
11.6
1
5.3
0
4.7
9.4
37
152
119
10.9
0
0
none
0
1
1
stable
9,850
65
F
33.1
1
1
1
0
diabetic_nephropathy
G5
11.6
4.86
A3
4,769
8.7
1
5.6
1
5.1
8
70
151
73
7
0
0
none
0
1
0
died
9,851
66
F
31.6
1
0
0
0
hypertensive_nephrosclerosis
G2
63.1
0.96
A1
0
13.6
0
4.3
0
3.1
9.3
26
130
99
5.8
0
0
none
0
1
0
stable
9,852
79
M
27.6
0
0
0
0
unknown
G4
19.9
4.99
A3
3,216
9.9
1
5.4
0
5.1
9.7
49
127
71
5.8
0
0
none
0
0
0
died
9,853
21
F
17.6
1
0
0
1
hypertensive_nephrosclerosis
G3a
56.1
0.92
A2
208
11.2
1
4.2
0
5.4
9
36
120
108
5.4
0
0
none
0
0
0
died
9,854
55
F
24.5
1
0
1
0
hypertensive_nephrosclerosis
G2
73
0.69
A2
194
11.4
1
4.2
0
3.9
9.5
31
141
88
4.9
0
0
none
0
1
0
stable
9,855
73
F
30.9
1
0
0
0
hypertensive_nephrosclerosis
G4
26.8
2.47
A2
42
8.9
1
4.6
0
5.3
9
77
165
130
5.2
1
0
none
0
1
1
stable
9,856
75
M
26.7
1
0
1
0
hypertensive_nephrosclerosis
G3a
45.5
1.83
A1
26
13.3
0
4.5
0
3.2
9.1
38
172
114
6
1
0
none
0
1
0
stable
9,857
69
M
25.3
1
1
0
0
unknown
G3a
51.1
1.21
A3
620
12.6
1
4.7
0
4.8
9.2
45
150
88
8.2
1
0
none
0
0
0
stable
9,858
72
M
28
1
0
0
0
hypertensive_nephrosclerosis
G2
66.2
1.02
A2
109
15.2
0
4.9
0
5.5
10.4
50
122
84
5.3
1
0
none
0
1
0
died
9,859
42
F
17.1
1
1
0
0
hypertensive_nephrosclerosis
G3a
46.1
1.39
A2
238
11.1
1
4.2
0
3.8
10
39
169
93
8.1
0
0
none
0
1
0
died
9,860
49
M
26.5
0
1
0
0
diabetic_nephropathy
G1
117.5
0.59
A1
14
16.6
0
4.4
0
2.4
9.1
22
127
70
7.8
0
0
none
0
0
0
stable
9,861
31
F
25.6
1
0
0
0
hypertensive_nephrosclerosis
G2
86.2
0.65
A3
2,577
10.2
1
4.1
0
4.3
9.3
36
129
63
5.5
0
0
none
0
1
0
died
9,862
69
F
28.4
1
0
0
0
unknown
G1
103.1
0.56
A2
45
10.4
1
3.7
0
4
9.1
22
178
76
5.7
0
0
none
0
1
0
progressed
9,863
60
F
21.5
1
0
0
0
obstructive
G2
73.1
0.91
A1
0
11.3
1
3.8
0
4
10
15
137
87
5.9
1
0
none
0
1
0
stable
9,864
39
F
30.3
1
1
0
0
hypertensive_nephrosclerosis
G1
117.8
0.47
A1
22
14.5
0
4.3
0
2.6
9.3
12
145
105
7.9
0
0
none
0
1
1
stable
9,865
34
F
33.8
0
1
1
0
hypertensive_nephrosclerosis
G2
70.8
0.78
A2
284
12.7
0
5.1
0
4.4
8.7
22
132
70
7.7
0
0
none
0
0
1
died
9,866
79
F
22.3
0
0
0
0
hypertensive_nephrosclerosis
G3a
51.3
1.12
A3
3,130
14.2
0
4.4
0
4
8.9
42
127
78
5.9
1
0
none
0
0
0
stable
9,867
74
M
27.1
0
1
0
0
diabetic_nephropathy
G1
124.1
0.52
A2
136
15.5
0
4.5
0
2.3
10.2
15
119
73
7.3
0
0
none
0
0
0
stable
9,868
39
M
23.3
1
0
0
0
chronic_interstitial_nephritis
G1
95.6
0.72
A2
58
13
0
4.1
0
3.6
10.9
31
152
72
5.3
0
0
none
0
1
0
stable
9,869
74
F
23.7
1
1
0
1
glomerulonephritis
G1
117
0.48
A2
87
11.4
1
4.2
0
4.7
10.2
8
123
96
7
0
0
none
0
1
0
stable
9,870
58
F
22.4
1
0
0
0
unknown
G3a
50.3
1.13
A1
9
10.6
1
4.1
0
4.4
8.9
55
162
72
5.4
1
0
none
0
1
0
stable
9,871
45
M
24.9
1
0
0
0
hypertensive_nephrosclerosis
G3b
38.9
1.84
A3
3,935
11.6
1
5.2
0
5.3
8.9
56
139
109
5.1
1
0
none
0
0
0
died
9,872
70
M
17.3
1
0
0
0
hypertensive_nephrosclerosis
G2
63.1
1.03
A1
4
15.6
0
4.9
0
4.1
10.5
32
124
92
5.2
1
0
none
0
1
0
stable
9,873
73
F
22.5
1
1
0
0
diabetic_nephropathy
G3a
56
1.09
A3
1,636
9.9
1
4.8
0
4.5
8.5
47
162
96
9.1
0
0
none
0
1
0
stable
9,874
61
M
28.8
1
0
0
0
hypertensive_nephrosclerosis
G1
116
0.61
A2
66
12.7
1
3.6
0
2.5
9.3
8
156
76
5.3
0
0
none
0
0
0
stable
9,875
52
F
26.5
1
0
0
0
hypertensive_nephrosclerosis
G3a
57.7
1.06
A3
2,684
11.1
1
4.4
0
5.7
8.7
38
140
91
5.8
0
0
none
0
0
0
stable
9,876
57
F
23.2
1
0
1
0
obstructive
G1
100.2
0.56
A1
8
11.2
1
4.5
0
4.1
9.6
15
153
58
4.9
0
0
none
0
1
0
stable
9,877
55
F
21.7
1
0
0
0
chronic_interstitial_nephritis
G3b
42.2
1.34
A2
123
10.9
1
4.4
0
4.7
9.6
47
140
93
5.5
1
0
none
0
1
1
stable
9,878
41
M
20
1
0
0
0
hypertensive_nephrosclerosis
G4
19.5
3.71
A3
776
11
1
5.6
1
4.3
9.2
58
159
70
5.2
0
0
none
1
1
1
stable
9,879
34
M
23.8
0
0
0
0
hypertensive_nephrosclerosis
G3a
54.7
1.35
A3
2,983
11.7
1
4.2
0
3
8.6
33
114
76
5.9
0
0
none
0
0
0
stable
9,880
50
F
27.1
1
0
0
0
hypertensive_nephrosclerosis
G2
71.9
0.77
A1
0
10
1
4.2
0
4
9.6
32
119
96
5.8
0
0
none
0
1
0
stable
9,881
76
M
32
0
1
0
0
obstructive
G3a
55.3
1.13
A2
298
11.5
1
4.9
0
3.5
9
46
123
84
10.1
1
0
none
0
0
1
died
9,882
55
M
32.2
1
1
0
0
hypertensive_nephrosclerosis
G1
117.2
0.65
A2
114
14.4
0
4
0
4.5
9.7
8
177
85
8.3
0
0
none
0
1
1
progressed
9,883
55
M
21.5
0
0
0
1
glomerulonephritis
G3b
37.6
1.78
A2
39
11.4
1
4.1
0
4.6
9.7
42
122
92
5.1
1
0
none
0
0
0
stable
9,884
36
M
22
1
0
0
0
unknown
G2
68.9
1.11
A2
202
16.8
0
4.1
0
4.2
9.3
34
130
78
5.1
0
0
none
0
1
0
progressed
9,885
69
F
27.2
0
0
0
1
glomerulonephritis
G3b
31.7
1.86
A2
253
8.4
1
4.9
0
4.8
8.5
66
130
74
6.4
0
0
none
0
0
0
progressed
9,886
31
F
28.1
1
0
0
0
hypertensive_nephrosclerosis
G4
21.3
3.34
A3
4,382
8
1
4.9
0
5.1
8.5
59
192
92
5.5
0
0
none
0
0
0
stable
9,887
31
F
27.7
0
1
0
0
chronic_interstitial_nephritis
G1
94.9
0.6
A1
31
15
0
4
0
4
9.2
5
135
86
7
0
0
none
0
0
0
died
9,888
48
M
15
1
0
0
0
hypertensive_nephrosclerosis
G2
86.4
0.81
A2
294
12.6
1
4.3
0
3.7
9.5
26
147
89
5
0
0
none
0
1
0
progressed
9,889
78
F
36.6
1
1
0
1
hypertensive_nephrosclerosis
G3b
34
1.86
A3
2,605
8.7
1
4.3
0
5.1
8.4
41
158
84
8.3
0
0
none
0
1
0
stable
9,890
54
M
30.1
0
0
1
0
hypertensive_nephrosclerosis
G1
102.7
0.72
A1
0
15.4
0
3.9
0
3.8
8.8
5
100
66
5.2
0
0
none
0
0
0
stable
9,891
22
F
17.6
1
1
1
0
diabetic_nephropathy
G3a
46.7
1.39
A3
3,140
10
1
4.3
0
3.7
9.2
35
154
90
8.7
1
0
none
0
1
0
stable
9,892
57
M
26.7
1
1
0
1
hypertensive_nephrosclerosis
G2
78.3
0.91
A2
230
14.8
0
4.5
0
4.4
8.7
26
172
97
7.7
0
0
none
0
0
0
progressed
9,893
71
F
25
1
0
0
0
unknown
G4
16.1
4.48
A2
110
9.9
1
5.2
0
5.2
8.5
57
118
75
4.9
1
0
none
1
1
0
stable
9,894
76
M
35.4
1
1
0
0
hypertensive_nephrosclerosis
G5
8.3
81.1
A3
2,871
9.5
1
5.8
1
7.5
8.8
73
166
116
8
0
0
none
0
1
1
died
9,895
68
M
18.4
1
0
1
0
hypertensive_nephrosclerosis
G4
26.3
2.94
A3
4,364
12.1
1
5.5
0
5.4
7.6
67
149
105
5.4
1
0
none
0
0
0
stable
9,896
77
F
16.5
1
0
0
0
hypertensive_nephrosclerosis
G4
17.2
3.17
A3
1,122
9.2
1
6.4
1
5.7
7.5
69
137
75
6.1
1
0
none
0
1
0
stable
9,897
60
F
31.9
0
0
0
1
glomerulonephritis
G2
79.5
0.75
A2
121
12.2
0
3.9
0
4.1
9
30
132
74
4.9
0
0
none
0
0
0
stable
9,898
79
F
19.8
1
0
0
0
hypertensive_nephrosclerosis
G1
97.3
0.62
A2
216
12.8
0
4.2
0
4.9
10.8
12
144
85
5.9
0
0
none
0
1
0
stable
9,899
45
F
23.9
0
1
0
0
hypertensive_nephrosclerosis
G3b
37.9
1.35
A3
2,893
10.4
1
4.9
0
6.2
9.1
51
120
74
8.3
0
0
none
0
0
0
died
9,900
40
M
32.1
0
0
0
0
obstructive
G1
146
0.5
A1
26
14.2
0
4.4
0
3.5
10.2
17
126
81
5.5
0
0
none
0
0
0
stable