Healthcare
27 columns
200 rows
8 formats

Synthetic Patient Health Trajectories

This dataset provides comprehensive, longitudinal synthetic patient records simulating chronic disease progression, including demographics, clinical encounters, vital signs, laboratory results, medications, and outcomes. Designed for safe AI/ML experimentation, it enables time-series modeling, predictive analytics, and healthcare research without patient privacy risks.

last updated 22 Jul 2025
by GoMask

The brief that made it

Developing and validating AI/ML models for chronic disease progression and risk prediction

Sample rows

preview · 8 of 200 rows · all 27 columns

patient_idstring	encounter_typestring	vital_sign_oxygen_saturationfloat	racestring	genderstring	birth_datedate	ethnicitystring	chronic_conditionstring	diagnosis_datedate	encounter_idstring	encounter_datedatetime	provider_idstring	visit_reasonstring	vital_sign_heart_ratefloat	vital_sign_systolic_bpfloat	vital_sign_diastolic_bpfloat	vital_sign_temperaturefloat	vital_sign_respiratory_ratefloat	lab_test_namestring	lab_test_valuefloat	lab_test_unitstring	medication_namestring	medication_dosestring	medication_routestring	outcome_eventstring	outcome_datedate	notesstring
H4Q7T9ZC	outpatient	97	White	female	1950-04-13	Not Hispanic or Latino	Alzheimer's disease	2013-11-22	ENCOUNTER1001	2023-03-14T09:34:00	PROV1023	Memory loss evaluation	71	122	74	36.5	16	Hemoglobin A1c	5.4	%	Donepezil	10 mg	oral	blank	blank	Patient presented with ongoing memory decline, stable on current medication, no acute events.
BD2W8R3L	outpatient	98	Black or African American	male	1996-07-22	blank	Type 1 diabetes mellitus	2005-09-01	ENCOUNTER1002	2023-01-31T13:12:00	PROV1040	Routine diabetes follow-up	83	118	75	36.7	18	Blood glucose	116	mg/dL	Insulin glargine	22 units	subcutaneous	blank	blank	Blood glucose levels well controlled. No episodes of hypoglycemia. Continues on insulin therapy.
QZ8TM4KN	inpatient	96	blank	female	2009-02-18	blank	Congenital heart defect	2009-03-10	ENCOUNTER1003	2023-02-08T10:44:00	blank	Surgical follow-up	104	93	56	36.4	24	BNP	220	pg/mL	Furosemide	20 mg	IV	hospitalization	2023-02-10	Post-surgical monitoring for congenital heart defect repair, stable hemodynamics, on diuretic therapy.
LJ3Y5TUN	emergency	80	Asian	male	1947-11-04	Hispanic or Latino	Chronic obstructive pulmonary disease	2008-05-15	ENCOUNTER1004	2023-03-18T15:27:00	PROV1005	Acute respiratory distress	128	143	86	37.2	34	Arterial blood gas	7.25	pH	Albuterol	2 puffs	inhaled	hospitalization	2023-03-20	Patient admitted from ED for COPD exacerbation, started on nebulized bronchodilators and oxygen support.
V7K6ZQ1B	outpatient	94	blank	male	2017-12-05	blank	Asthma (pediatric)	2022-03-09	ENCOUNTER1005	2023-04-02T11:11:00	PROV1011	Cough and wheezing	112	88	50	37	32	Peak flow	180	L/min	Albuterol	2 puffs	inhaled	blank	blank	Pediatric patient with moderate asthma exacerbation, responded to inhaled albuterol, no acute complications.
F3S2N7RL	outpatient	98	White	female	1974-09-30	Not Hispanic or Latino	Hypertension	2015-06-12	ENCOUNTER1006	2023-04-11T14:34:00	PROV1102	Hypertension management	85	138	89	36.6	17	Serum creatinine	1	mg/dL	Lisinopril	20 mg	oral	blank	blank	Blood pressure slightly elevated, advised medication adherence and lifestyle changes, no acute symptoms.
Z8P3C6YD	outpatient	97	Native Hawaiian or Other Pacific Islander	male	1988-06-21	blank	Chronic kidney disease stage 3	2016-05-18	ENCOUNTER1007	2023-02-19T09:23:00	PROV1098	CKD routine monitoring	78	130	80	36.8	18	eGFR	48	mL/min	Losartan	50 mg	oral	blank	blank	CKD stage 3, kidney function stable, blood pressure well controlled, continue current regimen.
M2X5R4VL	telehealth	98	White	other	2001-03-30	Hispanic or Latino	Rheumatoid arthritis	2017-12-06	ENCOUNTER1008	2023-05-05T15:01:00	blank	Joint pain check-in	82	117	73	36.5	19	blank	blank	blank	Methotrexate	15 mg	oral	blank	blank	Telehealth session for joint pain, no new flares, continues on DMARD therapy, tolerating medication.
Y3JC7X2P	outpatient	99	Black or African American	female	1959-05-11	Not Hispanic or Latino	Osteoporosis	2020-01-22	ENCOUNTER1009	2023-02-25T08:55:00	PROV1033	Bone density screening	68	126	70	36.4	17	DEXA scan T-score	-2.9	blank	Alendronate	70 mg	oral	blank	blank	Osteoporosis confirmed, started bisphosphonate therapy, vitamin D supplementation recommended.
PK4W9C8S	emergency	86	blank	unknown	1966-10-13	blank	Hypertrophic cardiomyopathy	2015-07-30	ENCOUNTER1010	2023-03-28T16:18:00	PROV1073	Chest pain and palpitations	155	140	98	37.6	27	Troponin I	0.9	ng/mL	Metoprolol	50 mg	oral	hospitalization	2023-03-29	Acute cardiac event, started on beta-blocker, admitted for observation and monitoring.
C2A7Q8NL	inpatient	78	blank	male	2013-09-29	blank	Cystic fibrosis	2013-10-23	ENCOUNTER1011	2023-02-20T10:09:00	blank	Pulmonary exacerbation	109	87	54	38.5	41	Sweat chloride	92	mmol/L	Azithromycin	250 mg	oral	complication	2023-02-27	Admitted for pulmonary infection, high fever and elevated RR, started on antibiotics, complication noted.
WG3N5V9B	outpatient	96	Asian	female	1970-11-22	blank	Type 2 diabetes mellitus	2012-05-09	ENCOUNTER1012	2023-04-09T12:45:00	PROV1048	Diabetes medication review	89	124	76	37.1	17	Hemoglobin A1c	7.1	%	Metformin	1000 mg	oral	blank	blank	A1c slightly above target, medication dose increased, dietary counseling provided.
SO9D4R3X	outpatient	97	White	male	1983-12-17	Not Hispanic or Latino	Hypertension	2020-10-19	ENCOUNTER1013	2023-03-16T10:38:00	PROV1083	Elevated blood pressure	95	142	91	36.9	16	Serum potassium	4.2	mmol/L	Amlodipine	5 mg	oral	blank	blank	Patient with newly diagnosed hypertension, started on calcium channel blocker, to monitor for side effects.
DU5T8Y6F	inpatient	83	blank	female	1955-02-12	blank	Chronic heart failure	2017-09-25	ENCOUNTER1014	2023-05-16T17:23:00	PROV1101	Shortness of breath	102	110	58	37.8	29	BNP	1050	pg/mL	Furosemide	40 mg	IV	hospitalization	2023-05-18	Heart failure exacerbation, diuretic therapy initiated, close monitoring in inpatient setting.
G6L9S3XT	inpatient	96	blank	other	2018-10-27	blank	Spina bifida	2018-10-28	ENCOUNTER1015	2023-04-20T09:56:00	blank	Routine post-op care	128	86	45	37.5	38	Electrolytes	132	mmol/L	Baclofen	5 mg	oral	blank	blank	Pediatric patient recovering well from surgery, close parental involvement in care, no complications noted.
E9W5Z6KU	outpatient	98	White	female	1962-01-13	blank	Coronary artery disease	2010-08-19	ENCOUNTER1016	2023-05-21T13:25:00	PROV1001	Annual cardiac check-up	76	129	69	36.3	15	Lipid panel	210	mg/dL	Atorvastatin	40 mg	oral	blank	blank	Stable angina with no recent symptoms, cholesterol slightly elevated, reinforcing medication adherence.
X1V7D5SM	telehealth	99	White	unknown	1992-05-19	Not Hispanic or Latino	Migraine disorder	2016-04-20	ENCOUNTER1017	2023-04-18T08:12:00	blank	Migraine flare-up	77	121	76	36.2	17	blank	blank	blank	Sumatriptan	50 mg	oral	blank	blank	Migraine attack discussed via telehealth, medication refilled, no new neurological symptoms.
UR8Y2X5N	outpatient	99	White	female	1980-08-23	Not Hispanic or Latino	Multiple sclerosis	2013-10-10	ENCOUNTER1018	2023-03-06T14:09:00	PROV1061	MS symptom review	82	118	77	36.6	18	Vitamin D	32	ng/mL	Interferon beta-1a	44 mcg	subcutaneous	blank	blank	No new relapses, ambulatory, stable on disease-modifying therapy, vitamin D slightly low.
N7B1Q6TW	inpatient	82	Asian	female	1953-02-14	Hispanic or Latino	Chronic heart failure	2018-01-10	ENCOUNTER1019	2023-04-27T09:50:00	PROV1027	Heart failure exacerbation	106	104	60	37.7	31	BNP	1350	pg/mL	Furosemide	40 mg	IV	hospitalization	2023-04-29	Heart failure symptoms worsened, IV diuresis provided, improvement noted prior to discharge.
PH9G4W1S	outpatient	97	White	male	1987-07-09	blank	Ulcerative colitis	2012-06-16	ENCOUNTER1020	2023-05-13T13:14:00	PROV1059	GI symptom management	84	119	75	36.7	18	CRP	4.6	mg/L	Mesalamine	2.4 g	oral	blank	blank	Symptoms controlled on current regimen, inflammatory markers low, no evidence of flare.

What the 200 rows show

from the 200-row sample

Emergency (encounter type) stands out: mean vital_sign_oxygen_saturation is 84.4, against 95.5 for the rest.

97median vital_sign_oxygen_saturation
2ethnicities
2outcome events
4genders
6medication routes
28lab test units

Mean vital_sign_oxygen_saturation by encounter_type200 rows

vital_sign_oxygen_saturation200 rows, in bands of 10

Median 97, from 78 to 99.

race155 rows with a value · 45 left blank

White80
Asian36
Black or African American25
Native Hawaiian or Other Pacific Islander6
American Indian or Alaska Native4
Other4

27 columns by typefrom the column list below

string 16
float 7
date 3
datetime 1

Columns

27 columns in three groups

blueprint · 27 columns
column	type	description	example
Text 16 columns
`patient_id`	string	Unique synthetic identifier for each patientunique	H4Q7T9ZC
`gender`	string	Patient's gender identitymale · female · other · unknown	female
`race`	string	Patient's self-identified race6 races · optional	White
`ethnicity`	string	Patient's self-identified ethnicity2 ethnicities · optional	Not Hispanic or Latino
`chronic_condition`	string	Primary chronic disease diagnosed for the patient	Alzheimer's disease
`encounter_id`	string	Unique identifier for each patient encounter/visitunique	ENCOUNTER1001
`encounter_type`	string	Type of encounter (e.g., outpatient, inpatient, emergency, telehealth)outpatient · inpatient · emergency · telehealth · other	outpatient
`provider_id`	string	Unique identifier for the healthcare provider seen during the encounteroptional	PROV1023
`visit_reason`	string	Chief complaint or reason for the visitoptional	Memory loss evaluation
`lab_test_name`	string	Name of the laboratory test performed during the encounteroptional	Hemoglobin A1c
`lab_test_unit`	string	Unit of measurement for the laboratory test resultoptional	%
`medication_name`	string	Name of medication prescribed or administered during the encounteroptional	Donepezil
`medication_dose`	string	Dose and unit of the medication (e.g., 10 mg)optional	10 mg
`medication_route`	string	Route of administration for the medication (e.g., oral, IV)6 routes · optional	oral
`outcome_event`	string	Clinical outcome or event observed during or after the encounter (e.g., hospitalization, death, complication)2 events · optional	hospitalization
`notes`	string	Free-text clinical notes or summary for the encounteroptional	Patient presented with on…
Numbers 7 columns
`vital_sign_heart_rate`	float	Heart rate measured during the encounter (beats per minute)20 to 250 · optional	71
`vital_sign_systolic_bp`	float	Systolic blood pressure measured during the encounter (mmHg)50 to 300 · optional	122
`vital_sign_diastolic_bp`	float	Diastolic blood pressure measured during the encounter (mmHg)30 to 200 · optional	74
`vital_sign_temperature`	float	Body temperature measured during the encounter (Celsius)30 to 45 · optional	36.5
`vital_sign_respiratory_rate`	float	Respiratory rate measured during the encounter (breaths per minute)5 to 60 · optional	16
`vital_sign_oxygen_saturation`	float	Oxygen saturation measured during the encounter (percentage)50 to 100 · optional	97
`lab_test_value`	float	Result value of the laboratory testoptional	5.4
Dates and times 4 columns
`birth_date`	date	Patient's date of birth	1950-04-13
`diagnosis_date`	date	Date of initial chronic disease diagnosis	2013-11-22
`encounter_date`	datetime	Date and time of the patient encounter	2023-03-14T09:34:00
`outcome_date`	date	Date of the outcome event, if applicableoptional	2023-02-10

Use it for

A healthcare dashboard
Vital_sign_oxygen_saturation by encounter_type and a breakdown of race. Excel, Power BI or Tableau.
Why do the 16 emergency rows have a mean vital_sign_oxygen_saturation of 84.4?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Patients200
H4Q7T9ZC97outpatie…
BD2W8R3L98outpatie…
QZ8TM4KN96inpatient
A software demo
Believable patients with gender, birth_date and race to fill a screen in front of a buyer.

This dataset200 rows27 columns

Yours1,000 rows27 columns

blueprint · synthetic-patient-health-trajectories

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 27 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with

Each patient has at least three chronic condition codes
Records span a minimum of 2 years per patient
Includes synthetic demographic, lab, and medication data
No patient identifier is reused

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. New accounts start with 25 free credits.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: synthetic-patient-health-trajectories

What should your data show?

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Sample rows

What the 200 rows show

Columns

Use it for

A healthcare dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Healthcare

What should your data show?