patient_id
string
age_group
string
sex
string
race
string
insurance
string
age
int64
sex_male
int64
cci_score
int64
has_hypertension
int64
has_diabetes
int64
has_chf
int64
has_ckd
int64
has_copd
int64
has_mi
int64
has_cvd
int64
has_dementia
int64
has_cancer
int64
has_metastatic
int64
prior_hosp_count
int64
ed_visits_count
int64
bmi
float64
adi_score
float64
ins_medicare
int64
ins_medicaid
int64
ins_private
int64
high_need
int64
P00401
45-64
M
White
Private
59
1
0
0
0
0
0
0
0
0
0
0
0
0
3
34.4
58.4
0
0
1
0
P00402
75+
M
Asian
Medicare
88
1
2
1
0
0
1
0
0
0
0
0
0
5
1
41.8
31.3
1
0
0
1
P00403
75+
M
White
Medicare
92
1
1
1
0
0
0
1
0
0
0
0
0
3
0
35.8
75.5
1
0
0
1
P00404
18-44
F
Black
Private
38
0
0
0
0
0
0
0
0
0
0
0
0
0
4
18.1
62.8
0
0
1
0
P00405
75+
F
White
Private
79
0
0
1
0
0
0
0
0
0
0
0
0
5
5
23.4
45.3
0
0
1
1
P00406
75+
F
White
Medicare
83
0
2
1
0
0
1
0
0
0
0
0
0
0
1
32.7
57.1
1
0
0
1
P00407
45-64
M
Hispanic
Private
54
1
0
0
0
0
0
0
0
0
0
0
0
2
0
32.4
50.9
0
0
1
0
P00408
75+
M
Asian
Private
84
1
6
1
1
1
1
0
0
0
0
1
0
2
0
28.1
43
0
0
1
1
P00409
18-44
M
Black
Private
34
1
2
0
0
0
0
0
0
0
0
1
0
0
0
25.1
50
0
0
1
0
P00410
75+
M
Asian
Medicaid
89
1
1
0
1
0
0
0
0
0
0
0
0
5
1
35.2
54.5
0
1
0
1
P00411
65-74
F
White
Medicare
65
0
0
1
0
0
0
0
0
0
0
0
0
0
0
36.1
70.7
1
0
0
0
P00412
65-74
F
Asian
Medicare
70
0
1
1
0
0
0
0
0
0
1
0
0
4
2
28.6
53.2
1
0
0
1
P00413
18-44
F
Hispanic
Private
19
0
0
1
0
0
0
0
0
0
0
0
0
2
5
35.3
46.4
0
0
1
0
P00414
75+
F
Black
Medicare
85
0
1
0
1
0
0
0
0
0
0
0
0
0
0
49.8
54.6
1
0
0
0
P00415
18-44
M
Hispanic
Medicaid
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
24.2
22.4
0
1
0
0
P00416
45-64
M
Black
Private
48
1
0
0
0
0
0
0
0
0
0
0
0
0
5
26.7
95.6
0
0
1
0
P00417
18-44
M
White
Medicaid
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
17.8
60.1
0
1
0
0
P00418
75+
F
White
Medicare
80
0
0
1
0
0
0
0
0
0
0
0
0
0
5
16.2
37.7
1
0
0
0
P00419
45-64
M
White
Uninsured
46
1
2
1
0
0
1
0
0
0
0
0
0
0
0
30.5
56.9
0
0
0
0
P00420
75+
M
Black
Private
82
1
1
1
0
0
0
0
0
1
0
0
0
5
4
38.7
49.4
0
0
1
1
P00421
65-74
F
White
Medicare
71
0
1
0
0
0
0
0
1
0
0
0
0
4
0
30
73.9
1
0
0
1
P00422
18-44
M
Black
Private
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
36.7
20.1
0
0
1
0
P00423
18-44
F
White
Private
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.6
86.4
0
0
1
0
P00424
18-44
M
White
Medicaid
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
29.2
77.6
0
1
0
0
P00425
65-74
F
White
Medicare
72
0
1
1
0
0
0
0
0
1
0
0
0
0
4
22.7
69.7
1
0
0
0
P00426
75+
M
White
Medicare
75
1
1
0
0
0
0
0
0
0
1
0
0
2
4
37.2
45
1
0
0
0
P00427
45-64
F
Black
Private
45
0
1
1
0
1
0
0
0
0
0
0
0
0
0
33.2
30
0
0
1
0
P00428
75+
F
White
Medicare
86
0
3
1
1
1
0
0
0
0
1
0
0
5
5
38.7
100
1
0
0
1
P00429
18-44
M
White
Medicaid
22
1
0
1
0
0
0
0
0
0
0
0
0
0
2
28.1
1
0
1
0
0
P00430
75+
F
White
Private
89
0
0
1
0
0
0
0
0
0
0
0
0
0
0
30.3
44.1
0
0
1
0
P00431
75+
F
White
Medicare
80
0
1
1
0
0
0
1
0
0
0
0
0
0
0
17.1
80.3
1
0
0
1
P00432
75+
F
White
Medicare
86
0
3
0
0
0
1
0
0
0
1
0
0
0
0
24.4
53.2
1
0
0
1
P00433
65-74
F
White
Medicare
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.1
52.1
1
0
0
0
P00434
75+
F
Black
Medicare
88
0
2
0
0
0
1
0
0
0
0
0
0
4
4
28.2
84.1
1
0
0
1
P00435
18-44
M
Black
Private
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
26.6
29.6
0
0
1
0
P00436
45-64
M
Asian
Private
45
1
1
1
0
0
0
1
0
0
0
0
0
0
0
22.7
1.8
0
0
1
0
P00437
18-44
M
White
Private
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
24.3
85.6
0
0
1
0
P00438
65-74
F
White
Medicare
65
0
3
1
0
0
1
0
0
0
1
0
0
2
2
21.7
43.4
1
0
0
1
P00439
75+
F
White
Private
75
0
0
1
0
0
0
0
0
0
0
0
0
0
2
31.4
64
0
0
1
0
P00440
65-74
F
White
Medicare
71
0
2
1
0
0
1
0
0
0
0
0
0
0
0
26.1
47.6
1
0
0
1
P00441
75+
M
White
Medicaid
83
1
1
1
0
0
0
0
0
0
1
0
0
1
4
28.3
34.7
0
1
0
1
P00442
18-44
F
White
Medicaid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.4
1
0
1
0
0
P00443
75+
F
White
Private
80
0
1
1
1
0
0
0
0
0
0
0
0
3
4
29.3
30.4
0
0
1
1
P00444
45-64
M
White
Private
58
1
2
0
0
0
1
0
0
0
0
0
0
1
0
36.1
56.8
0
0
1
0
P00445
45-64
F
White
Private
56
0
1
1
1
0
0
0
0
0
0
0
0
0
0
29.3
32.6
0
0
1
0
P00446
65-74
M
Black
Medicare
70
1
3
1
0
0
1
0
0
1
0
0
0
3
1
21.3
96.5
1
0
0
1
P00447
75+
F
Hispanic
Medicare
91
0
2
1
0
0
1
0
0
0
0
0
0
1
0
24.3
41.2
1
0
0
1
P00448
65-74
F
White
Medicaid
71
0
4
0
0
0
1
1
0
0
1
0
0
0
0
36.9
71.1
0
1
0
1
P00449
18-44
F
White
Private
37
0
0
1
0
0
0
0
0
0
0
0
0
0
0
26.1
72.3
0
0
1
0
P00450
65-74
M
White
Medicare
71
1
3
0
0
0
1
0
0
0
1
0
0
0
0
31.5
48.3
1
0
0
0
P00451
18-44
M
White
Private
29
1
0
1
0
0
0
0
0
0
0
0
0
0
0
25.8
77.3
0
0
1
0
P00452
75+
F
White
Medicare
89
0
0
1
0
0
0
0
0
0
0
0
0
4
4
15
41.6
1
0
0
0
P00453
65-74
F
White
Medicare
72
0
5
0
0
0
1
0
0
0
1
1
0
0
0
23.4
65.1
1
0
0
0
P00454
18-44
M
White
Uninsured
37
1
0
1
0
0
0
0
0
0
0
0
0
0
0
22.4
38
0
0
0
0
P00455
18-44
M
White
Medicaid
33
1
2
0
0
0
0
0
0
0
0
1
0
0
0
43.5
17.3
0
1
0
0
P00456
45-64
F
Black
Private
46
0
0
1
0
0
0
0
0
0
0
0
0
1
0
24.7
55.9
0
0
1
0
P00457
75+
F
Hispanic
Medicare
83
0
3
1
0
0
1
0
0
0
1
0
0
0
4
39
58.5
1
0
0
0
P00458
65-74
M
White
Medicare
65
1
2
1
0
0
1
0
0
0
0
0
0
3
0
35.9
7.8
1
0
0
1
P00459
75+
M
White
Medicare
77
1
5
1
0
0
1
1
0
0
0
1
0
1
3
29.5
67.7
1
0
0
1
P00460
65-74
F
Other
Medicare
68
0
1
1
1
0
0
0
0
0
0
0
0
0
4
27
63.6
1
0
0
1
P00461
65-74
F
White
Medicare
69
0
3
0
0
0
1
1
0
0
0
0
0
5
1
30.5
64.6
1
0
0
1
P00462
18-44
F
Black
Medicaid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.6
99.1
0
1
0
0
P00463
75+
F
White
Medicare
93
0
1
1
0
0
0
1
0
0
0
0
0
0
2
31.8
44.7
1
0
0
1
P00464
45-64
M
Asian
Private
59
1
1
0
0
0
0
0
0
0
1
0
0
4
5
33.2
65.4
0
0
1
1
P00465
65-74
F
White
Medicare
68
0
2
1
1
0
0
0
1
0
0
0
0
0
3
42.2
33.2
1
0
0
0
P00466
65-74
M
White
Medicare
68
1
1
0
0
0
0
0
0
0
1
0
0
2
3
32.7
82.2
1
0
0
0
P00467
65-74
F
Other
Medicare
71
0
1
0
0
0
0
0
0
0
1
0
0
0
0
23.5
32.5
1
0
0
0
P00468
75+
M
Black
Medicare
80
1
2
1
0
0
0
0
0
0
0
1
0
0
4
26.4
20.4
1
0
0
0
P00469
18-44
M
White
Medicaid
40
1
0
1
0
0
0
0
0
0
0
0
0
0
0
31.1
27.5
0
1
0
0
P00470
65-74
M
Hispanic
Medicare
72
1
2
0
0
0
0
0
0
0
0
1
0
0
0
23.8
50.7
1
0
0
0
P00471
45-64
M
Hispanic
Private
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
21.9
49.8
0
0
1
0
P00472
65-74
M
White
Medicare
67
1
4
1
0
0
0
1
0
0
1
1
0
1
2
19
41.1
1
0
0
1
P00473
18-44
F
White
Medicaid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34
84.4
0
1
0
0
P00474
18-44
F
White
Private
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.9
65.6
0
0
1
0
P00475
45-64
F
Asian
Private
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.9
100
0
0
1
0
P00476
45-64
F
White
Private
48
0
2
0
1
0
0
0
1
0
0
0
0
0
0
25.3
89.5
0
0
1
0
P00477
45-64
M
White
Medicare
54
1
2
0
1
0
0
0
0
0
1
0
0
0
0
40
17.2
1
0
0
0
P00478
65-74
F
White
Medicare
68
0
0
1
0
0
0
0
0
0
0
0
0
1
5
29.7
41.5
1
0
0
0
P00479
65-74
M
White
Medicare
71
1
0
0
0
0
0
0
0
0
0
0
0
4
0
29.8
35.4
1
0
0
0
P00480
45-64
M
White
Medicaid
52
1
0
1
0
0
0
0
0
0
0
0
0
0
0
44.3
53.9
0
1
0
0
P00481
45-64
M
White
Uninsured
63
1
1
0
0
1
0
0
0
0
0
0
0
0
0
27.5
61.6
0
0
0
1
P00482
45-64
M
White
Uninsured
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
35.3
36.6
0
0
0
0
P00483
65-74
F
White
Medicare
68
0
0
1
0
0
0
0
0
0
0
0
0
0
0
32.6
29.1
1
0
0
0
P00484
45-64
M
White
Private
45
1
1
1
0
0
0
0
0
0
1
0
0
2
0
27.1
71.4
0
0
1
0
P00485
18-44
M
White
Private
24
1
0
1
0
0
0
0
0
0
0
0
0
0
3
28.7
38
0
0
1
0
P00486
45-64
F
White
Medicaid
49
0
3
1
0
1
1
0
0
0
0
0
0
0
0
30.5
19.1
0
1
0
0
P00487
65-74
M
Black
Medicare
71
1
0
0
0
0
0
0
0
0
0
0
0
5
0
20.6
43.6
1
0
0
1
P00488
45-64
F
White
Uninsured
51
0
1
1
0
0
0
1
0
0
0
0
0
1
3
30
43.6
0
0
0
0
P00489
65-74
M
White
Medicare
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
36.1
34.2
1
0
0
0
P00490
65-74
F
White
Medicare
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.3
61.8
1
0
0
0
P00491
65-74
F
Black
Medicare
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.9
45.6
1
0
0
0
P00492
65-74
M
Black
Medicare
72
1
2
0
0
0
1
0
0
0
0
0
0
0
0
32.5
17.4
1
0
0
1
P00493
65-74
F
Other
Medicare
73
0
4
0
1
0
0
0
0
0
1
1
0
4
3
29.1
38.8
1
0
0
1
P00494
45-64
M
White
Uninsured
45
1
1
0
0
0
0
0
0
1
0
0
0
5
0
21.7
39.8
0
0
0
0
P00495
75+
M
White
Medicare
91
1
4
0
1
0
1
0
0
0
1
0
0
2
0
21.7
62.8
1
0
0
1
P00496
65-74
F
White
Medicare
68
0
0
1
0
0
0
0
0
0
0
0
0
0
3
36.6
49.8
1
0
0
0
P00497
65-74
F
White
Medicare
72
0
1
0
1
0
0
0
0
0
0
0
0
2
0
33.2
60.5
1
0
0
0
P00498
65-74
M
Other
Medicare
65
1
2
0
0
0
1
0
0
0
0
0
0
3
0
32.2
45.7
1
0
0
0
P00499
45-64
M
White
Private
56
1
0
0
0
0
0
0
0
0
0
0
0
5
0
33.1
68.5
0
0
1
0
P00500
65-74
M
Hispanic
Medicare
73
1
3
1
0
0
1
0
0
1
0
0
0
5
3
24.9
100
1
0
0
1