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patient_id
string
age
int64
sex
string
ethnicity
string
height_cm
float64
weight_kg
float64
bmi
float64
bmi_category
string
conditions
string
num_visits
int64
num_labs
int64
synthetic
bool
disclaimer
string
DM_00000
77
female
White
160.9
87.3
33.7
obesity_class_1
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00001
45
female
White
164.9
92.9
34.2
obesity_class_1
type2
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00002
64
female
White
159.6
86.8
34.1
obesity_class_1
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00003
74
female
Hispanic
161.1
64.2
24.7
normal
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00004
36
male
White
190.9
103.1
28.3
overweight
type1
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00005
39
female
White
162.4
90.4
34.3
obesity_class_1
type1
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00006
30
male
White
185.1
106.4
31.1
obesity_class_1
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00007
50
female
White
170.8
80.6
27.6
overweight
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00008
75
male
White
181.7
124.7
37.8
obesity_class_2
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00009
48
female
Black
172.6
60.5
20.3
normal
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00010
50
male
White
184.9
92.1
26.9
overweight
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00011
75
female
White
150.5
78.7
34.7
obesity_class_1
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00012
38
male
Other
173.8
90.5
30
obesity_class_1
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00013
34
female
White
157.9
56.2
22.5
normal
type2
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00014
51
male
White
175.4
129.3
42
obesity_class_3
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00015
45
female
Hispanic
151
71.2
31.2
obesity_class_1
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00016
70
male
White
173.1
118.8
39.6
obesity_class_2
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00017
58
male
White
170.2
85.9
29.7
overweight
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00018
53
female
White
173.5
51.6
17.1
underweight
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00019
57
male
White
167.6
133.9
47.7
obesity_class_3
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00020
50
female
White
163.2
84.4
31.7
obesity_class_1
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00021
50
female
White
166
84.4
30.6
obesity_class_1
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00022
30
female
Black
154.6
114.2
47.8
obesity_class_3
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00023
78
female
Hispanic
155.8
73.9
30.4
obesity_class_1
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00024
49
male
Hispanic
182.7
97.6
29.2
overweight
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00025
30
female
White
169
99.6
34.9
obesity_class_1
type1
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00026
58
male
Hispanic
169.5
84.8
29.5
overweight
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00027
42
female
White
155.9
90.8
37.4
obesity_class_2
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00028
33
female
White
163.5
86.2
32.2
obesity_class_1
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00029
43
male
Asian
172.2
105.4
35.5
obesity_class_2
type1
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00030
53
female
White
167.9
98.3
34.9
obesity_class_1
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00031
31
female
Asian
165
102.2
37.5
obesity_class_2
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00032
62
female
White
162.7
98.6
37.2
obesity_class_2
type2
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00033
35
male
Other
174.7
92.7
30.4
obesity_class_1
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00034
32
female
White
166.8
56.2
20.2
normal
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00035
32
female
Black
166.8
79.7
28.6
overweight
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00036
40
female
White
158.5
89.5
35.6
obesity_class_2
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00037
75
female
Other
164.9
109.2
40.2
obesity_class_3
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00038
36
male
White
167.7
71.6
25.5
overweight
type2
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00039
34
male
White
181.9
87.2
26.4
overweight
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00040
30
male
Black
160.7
84.1
32.6
obesity_class_1
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00041
47
male
White
175.7
77.8
25.2
overweight
type2
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00042
43
male
Black
178.8
71
22.2
normal
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00043
69
male
Hispanic
177.2
77.7
24.7
normal
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00044
35
male
White
177.7
70.9
22.5
normal
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00045
41
male
Asian
172
61.9
20.9
normal
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00046
57
female
Black
158.4
103
41.1
obesity_class_3
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00047
52
female
Hispanic
157.7
95.8
38.5
obesity_class_2
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00048
43
male
White
160.5
134.5
52.2
obesity_class_3
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00049
74
female
Hispanic
155.9
104.9
43.2
obesity_class_3
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00050
34
male
Other
177.5
85.4
27.1
overweight
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00051
63
male
Black
178.1
109.7
34.6
obesity_class_1
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00052
79
male
Other
172.4
83.9
28.2
overweight
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00053
65
male
Black
171.6
67.3
22.9
normal
type1
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00054
45
female
Hispanic
148.5
82.9
37.6
obesity_class_2
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00055
75
male
White
183.4
75.5
22.4
normal
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00056
79
male
Black
185.4
77.7
22.6
normal
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00057
75
male
White
171.8
45.8
15.5
underweight
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00058
35
female
White
162.7
79.7
30.1
obesity_class_1
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00059
30
male
White
166
87.3
31.7
obesity_class_1
type1
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00060
38
male
White
178.5
50.5
15.8
underweight
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00061
74
female
Hispanic
164.4
99.5
36.8
obesity_class_2
type1
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00062
39
female
White
166.5
93.5
33.7
obesity_class_1
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00063
59
male
Hispanic
181.6
78.8
23.9
normal
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00064
59
male
Black
176.5
83.5
26.8
overweight
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00065
54
female
Black
166.5
62.6
22.6
normal
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00066
60
female
White
160.7
66.4
25.7
overweight
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00067
32
male
Black
172.9
95.4
31.9
obesity_class_1
type2
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00068
57
female
Black
167.4
85.9
30.7
obesity_class_1
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00069
47
male
White
179.2
124.3
38.7
obesity_class_2
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00070
53
male
Hispanic
175
74.8
24.4
normal
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00071
31
female
Black
163.1
66.9
25.1
overweight
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00072
53
female
White
176.2
87.4
28.2
overweight
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00073
65
female
White
158.1
93.1
37.2
obesity_class_2
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00074
75
male
White
183.8
104.7
31
obesity_class_1
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00075
71
female
White
161.8
46.7
17.8
underweight
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00076
59
male
Black
183.5
96.9
28.8
overweight
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00077
39
male
White
175
94
30.7
obesity_class_1
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00078
61
male
Other
168.1
52.2
18.5
normal
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00079
51
male
Hispanic
177.7
90.2
28.6
overweight
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00080
34
male
White
187.6
54.2
15.4
underweight
type2
3
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00081
64
male
Black
177.1
117.9
37.6
obesity_class_2
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00082
42
female
White
161.8
81.5
31.1
obesity_class_1
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00083
43
male
Hispanic
171.9
63
21.3
normal
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00084
36
female
White
150
56.6
25.2
overweight
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00085
52
male
White
177.7
121.2
38.4
obesity_class_2
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00086
37
female
Hispanic
165.3
73.2
26.8
overweight
type2
4
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00087
55
male
Black
170.4
79.3
27.3
overweight
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00088
74
male
White
176.5
107.8
34.6
obesity_class_1
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00089
74
male
White
172.2
94.8
32
obesity_class_1
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00090
41
female
White
164
57.7
21.5
normal
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00091
69
female
Asian
165.6
101.3
36.9
obesity_class_2
type2
3
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00092
53
male
White
180.3
98.4
30.3
obesity_class_1
type2
3
8
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00093
52
male
White
168.1
93.5
33.1
obesity_class_1
type1
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00094
60
male
Black
160.6
87.3
33.8
obesity_class_1
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00095
36
male
Black
171.9
104.5
35.4
obesity_class_2
type2
3
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00096
57
female
Black
163.4
102.1
38.2
obesity_class_2
type1
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00097
42
female
White
168.3
79.1
27.9
overweight
type2
4
6
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00098
79
female
White
169.9
65.8
22.8
normal
type2
4
5
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.
DM_00099
37
male
White
169
84.7
29.7
overweight
type2
4
7
true
This record contains fully synthetic data generated by a computer algorithm. No real patient information is present. This data is intended for research, testing, and development purposes only.

HipAAsynth Dataset

Summary

This dataset is a validation artifact generated by HipAAsynth.

HipAAsynth is a deterministic testing and validation service that simulates real-world variability to evaluate how healthcare systems perform under deployment conditions.


Description

This dataset represents a controlled cohort used for testing and benchmarking.

HipAAsynth generates cohorts to simulate how conditions present across:

  • patient populations
  • demographic distributions
  • comorbidity patterns

Datasets are designed for repeatable evaluation and consistent comparison across systems.


Schema

13-column structured CSV:

Column Description
patient_id Unique patient identifier
age Age in years
sex Biological sex
ethnicity Patient ethnicity
height_cm Height in centimeters
weight_kg Weight in kilograms
bmi Body mass index
bmi_category BMI classification (Underweight / Normal / Overweight / Obese)
conditions Pipe-delimited list of active clinical conditions
num_visits Total encounter visit count
num_labs Total lab order count
synthetic Always true — no real patient data
disclaimer Data use disclaimer

License

Engine License Apache-2.0
Data License CC BY-NC 4.0
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