Healthcare Imaging Plus EHR Fusion
This dataset provides comprehensive, longitudinal synthetic patient records that integrate structured electronic health record (EHR) data with detailed medical imaging metadata. It enables multi-modal diagnostic research, AI model development, and healthcare analytics by linking patient demographics, encounters, clinical events, imaging studies, and AI-generated findings in a flat, analysis-ready format.
Sample rows
preview · 8 of 200 rows · all 34 columns| patient_idstring | vital_sign_unitstring | vital_sign_valuefloat | medication_namestring | first_namestring | last_namestring | date_of_birthdate | sexstring | racestring | ehr_encounter_idstring | encounter_datedatetime | encounter_typestring | diagnosis_codestring | procedure_codestring | procedure_descriptionstring | medication_dosestring | medication_routestring | vital_sign_typestring | imaging_study_idstring | imaging_modalitystring | imaging_body_partstring | imaging_datedatetime | imaging_file_pathstring | ai_diagnosis_labelstring | ai_diagnosis_confidencefloat | provider_idstring | provider_specialtystring | facility_idstring | facility_namestring | facility_citystring | facility_statestring | facility_countrystring | diagnosis_descriptionstring | imaging_report_textstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| P0001 | mmHg | 142 | Lisinopril | Elijah | Nguyen | 1982-07-15 | male | Asian | E000101 | 2023-05-12T09:45:00 | outpatient | I10 | 99213 | Office/outpatient visit, established patient | 20 mg | oral | blood pressure | blank | blank | blank | blank | blank | blank | blank | PR100 | Internal medicine | F101 | Metro Medical Group | Chicago | IL | USA | Essential (primary) hypertension | blank |
| P0001 | mg/dL | 128 | Metformin | Elijah | Nguyen | 1982-07-15 | male | Asian | E000102 | 2023-10-18T14:30:00 | outpatient | E11.9 | 83036 | Hemoglobin; glycosylated (A1C) | 500 mg | oral | glucose | blank | blank | blank | blank | blank | blank | blank | PR100 | Internal medicine | F101 | Metro Medical Group | Chicago | IL | USA | Type 2 diabetes mellitus without complications | blank |
| P0002 | bpm | 98 | Aspirin | Maria | Garcia | 1951-11-03 | female | Hispanic/Latina | E000103 | 2023-06-07T13:12:00 | inpatient | I63.9 | 70450 | CT scan, head/brain, without contrast | 81 mg | oral | heart rate | IMG0001 | CT | brain | 2023-06-07T16:21:00 | /synthetic-images/IMG0001.dcm | Acute ischemic stroke | 0.97 | PR101 | Neurology | F102 | River Valley Hospital | St. Louis | MO | USA | Cerebral infarction, unspecified | CT head shows small left frontal infarct. |
| P0002 | mmHg | 134 | Atorvastatin | Maria | Garcia | 1951-11-03 | female | Hispanic/Latina | E000104 | 2023-07-05T11:15:00 | outpatient | Z09 | 99214 | Office/outpatient visit, established patient | 20 mg | oral | blood pressure | blank | blank | blank | blank | blank | blank | blank | PR101 | Neurology | F102 | River Valley Hospital | St. Louis | MO | USA | Follow-up after completed treatment for conditions other than malignant neoplasms | blank |
| P0003 | % | 94 | Albuterol | Aiden | Smith | 2017-05-20 | male | White | E000105 | 2023-09-11T08:22:00 | outpatient | J45.909 | 94640 | Pressurized or nonpressurized inhalation treatment | 2.5 mg | inhaled | oxygen saturation | blank | blank | blank | blank | blank | blank | blank | PR102 | Pediatrics | F103 | Greenfield Pediatrics | Dallas | TX | USA | Unspecified asthma, uncomplicated | blank |
| P0003 | kg | 21.4 | blank | Aiden | Smith | 2017-05-20 | male | White | E000106 | 2023-10-02T10:40:00 | outpatient | Z00.129 | 99393 | Well child visit, established patient | blank | blank | weight | blank | blank | blank | blank | blank | blank | blank | PR102 | Pediatrics | F103 | Greenfield Pediatrics | Dallas | TX | USA | Encounter for routine child health examination without abnormal findings | blank |
| P0004 | % | 89 | Tiotropium | Fatou | Diop | 1958-12-09 | female | Black or African American | E000107 | 2023-03-25T07:51:00 | inpatient | J44.1 | 94010 | Spirometry, including graphic record | 18 mcg | inhaled | oxygen saturation | IMG0002 | X-ray | chest | 2023-03-25T09:55:00 | /synthetic-images/IMG0002.dcm | COPD exacerbation | 0.92 | PR103 | Pulmonology | F104 | Hopital Principal | Dakar | DA | Senegal | COPD with (acute) exacerbation | Chest X-ray shows hyperinflated lungs. |
| P0004 | mmHg | 126 | Tiotropium | Fatou | Diop | 1958-12-09 | female | Black or African American | E000108 | 2023-06-15T13:30:00 | outpatient | Z09 | 99214 | Office/outpatient visit, established patient | 18 mcg | inhaled | blood pressure | blank | blank | blank | blank | blank | blank | blank | PR103 | Pulmonology | F104 | Hopital Principal | Dakar | DA | Senegal | Follow-up after completed treatment for conditions other than malignant neoplasms | blank |
| P0005 | blank | blank | Sertraline | Sophie | Martin | 1991-04-02 | female | White | E000109 | 2023-08-21T14:10:00 | telehealth | F41.1 | 99443 | Telephone evaluation and management service | 50 mg | oral | blank | blank | blank | blank | blank | blank | blank | blank | PR104 | Psychiatry | F105 | Virtual Mental Health Services | Toronto | ON | Canada | Generalized anxiety disorder | blank |
| P0006 | mg/dL | 214 | Atorvastatin | Chloe | Park | 1987-11-12 | female | Asian | E000110 | 2023-07-09T13:57:00 | outpatient | E78.5 | 80061 | Lipid panel | 10 mg | oral | cholesterol | blank | blank | blank | blank | blank | blank | blank | PR100 | Internal medicine | F101 | Metro Medical Group | Chicago | IL | USA | Hyperlipidemia, unspecified | blank |
| P0007 | blank | 7 | Ibuprofen | Lucas | Jones | 2019-02-18 | male | Black or African American | E000111 | 2023-06-10T10:15:00 | emergency | S52.501A | 73090 | X-ray, forearm, 2 views | 100 mg | oral | pain scale | IMG0003 | X-ray | forearm | 2023-06-10T11:00:00 | /synthetic-images/IMG0003.dcm | Distal radius fracture | 0.88 | PR105 | Orthopedics | F106 | Children's Emergency Center | Atlanta | GA | USA | Unspecified fracture of the lower end of right radius, initial encounter | X-ray shows non-displaced fracture of distal radius. |
| P0007 | kg | 14.2 | blank | Lucas | Jones | 2019-02-18 | male | Black or African American | E000112 | 2023-07-12T09:18:00 | outpatient | Z09 | 99213 | Office/outpatient visit, established patient | blank | blank | weight | blank | blank | blank | blank | blank | blank | blank | PR102 | Pediatrics | F103 | Greenfield Pediatrics | Dallas | TX | USA | Follow-up after completed treatment for conditions other than malignant neoplasms | blank |
| P0008 | kg | 102.6 | blank | Sarah | Bennett | 1998-03-29 | female | White | E000113 | 2023-05-20T11:45:00 | outpatient | E66.9 | 99401 | Preventive medicine counseling | blank | blank | weight | blank | blank | blank | blank | blank | blank | blank | PR106 | Family medicine | F107 | Northside Family Practice | Seattle | WA | USA | Obesity, unspecified | blank |
| P0009 | bpm | 61 | Atenolol | Mohamed | Sy | 1976-09-10 | male | Black or African American | E000114 | 2023-08-01T09:50:00 | outpatient | I25.10 | 93000 | Electrocardiogram, routine ECG with at least 12 leads | 50 mg | oral | heart rate | blank | blank | blank | blank | blank | blank | blank | PR107 | Cardiology | F108 | CardioCare Center | Montreal | QC | Canada | Atherosclerotic heart disease of native coronary artery without angina pectoris | blank |
| P0010 | cm | 165.2 | Alendronate | James | Lee | 1947-02-06 | male | Asian | E000115 | 2023-01-23T07:55:00 | inpatient | M81.0 | 77080 | Dual-energy x-ray absorptiometry (DXA), axial skeleton | 70 mg | oral | height | IMG0004 | X-ray | spine | 2023-01-23T10:10:00 | /synthetic-images/IMG0004.dcm | Osteoporosis | 0.86 | PR108 | Geriatrics | F109 | Sunrise Senior Clinic | London | ENG | UK | Age-related osteoporosis without current pathological fracture | DXA scan indicates low bone mineral density. |
| P0011 | °C | 37.9 | blank | Amelia | Patel | 2018-10-30 | female | Asian | E000116 | 2023-04-26T08:41:00 | outpatient | J00 | 99212 | Office/outpatient visit, established patient | blank | blank | temperature | blank | blank | blank | blank | blank | blank | blank | PR102 | Pediatrics | F103 | Greenfield Pediatrics | Dallas | TX | USA | Acute nasopharyngitis [common cold] | blank |
| P0012 | mg/dL | 154 | Metformin | William | Brown | 1962-05-14 | male | White | E000117 | 2023-08-18T13:25:00 | outpatient | E11.9 | 83036 | Hemoglobin; glycosylated (A1C) | 500 mg | oral | glucose | blank | blank | blank | blank | blank | blank | blank | PR100 | Internal medicine | F101 | Metro Medical Group | Chicago | IL | USA | Type 2 diabetes mellitus without complications | blank |
| P0013 | kg | 3.2 | blank | Olivia | Chen | 2023-02-03 | female | Asian | E000118 | 2023-02-03T06:40:00 | inpatient | Z38.00 | 59409 | Vaginal delivery only | blank | blank | weight | blank | blank | blank | blank | blank | blank | blank | PR109 | Obstetrics | F110 | Eastside Women's Hospital | Toronto | ON | Canada | Single liveborn infant, delivered vaginally | blank |
| P0013 | kg | 3.5 | blank | Olivia | Chen | 2023-02-03 | female | Asian | E000119 | 2023-02-10T09:55:00 | outpatient | Z00.110 | 99381 | Initial comprehensive preventive medicine evaluation | blank | blank | weight | blank | blank | blank | blank | blank | blank | blank | PR102 | Pediatrics | F110 | Eastside Women's Hospital | Toronto | ON | Canada | Health examination for newborn under 8 days old | blank |
| P0014 | blank | 8 | blank | Mason | Lopez | 1989-05-09 | male | Hispanic/Latino | E000120 | 2023-09-13T15:22:00 | emergency | S06.0X0A | 70450 | CT scan, head/brain, without contrast | blank | blank | pain scale | IMG0005 | CT | head | 2023-09-13T16:11:00 | /synthetic-images/IMG0005.dcm | Concussion, no acute bleed | 0.81 | PR110 | Emergency medicine | F111 | City General Hospital | Los Angeles | CA | USA | Concussion without loss of consciousness, initial encounter | CT head reveals no acute intracranial abnormality. |
What the 200 rows show
from the 200-row sampleMg/dL (vital sign unit) stands out: mean vital_
- 102.6median vital_
sign_ value - 3medication routes
- 4sexes
- 4encounter types
- 5imaging modalities
- 6races
Median 102.6, from 3.2 to 287.2.
- string 29
- float 2
- date 1
- datetime 2
Columns
34 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 29 columns | |||
patient_id | string | Unique identifier for each synthetic patient recordunique | P0001 |
first_name | string | Patient's first name (synthetic) | Elijah |
last_name | string | Patient's last name (synthetic) | Nguyen |
sex | string | Patient's biological sexmale · female · other · unknown | male |
race | string | Patient's race/ethnicity6 races · optional | Asian |
ehr_encounter_id | string | Unique identifier for each EHR encounterunique | E000101 |
encounter_type | string | Type of encounter (e.g., inpatient, outpatient, emergency)inpatient · outpatient · emergency · telehealth · other | outpatient |
diagnosis_code | string | Primary diagnosis code (ICD-10 or SNOMED)optional | I10 |
diagnosis_description | string | Description of the primary diagnosisoptional | Obesity, unspecified |
procedure_code | string | Procedure code performed during the encounter (CPT, ICD-10-PCS, etc.)optional | 99213 |
procedure_description | string | Description of the procedure performedoptional | Lipid panel |
medication_name | string | Name of medication prescribed or administeredoptional | Lisinopril |
medication_dose | string | Dosage and unit of medicationoptional | 20 mg |
medication_route | string | Route of medication administration (e.g., oral, IV)3 routes · optional | oral |
vital_sign_type | string | Type of vital sign measured (e.g., blood pressure, heart rate, temperature)9 types · optional | blood pressure |
vital_sign_unit | string | Unit of the vital sign value (e.g., mmHg, bpm, °C)7 units · optional | mmHg |
imaging_study_id | string | Unique identifier for the imaging studyunique · optional | IMG0001 |
imaging_modality | string | Type of imaging modality (e.g., CT, MRI, X-ray, Ultrasound)7 values · optional | CT |
imaging_body_part | string | Body part imaged (e.g., chest, brain, abdomen)12 parts · optional | brain |
imaging_report_text | string | Radiologist's report or summary of findingsoptional | CT head shows small left … |
imaging_file_path | string | File path or URI to the imaging file (synthetic or placeholder)optional | /imaging/IMG1001.dcm |
ai_diagnosis_label | string | AI-generated diagnosis or classification label (if available)optional | Acute ischemic stroke |
provider_id | string | Unique identifier for the healthcare provider involved in the encounter or imaging studyoptional | PR100 |
provider_specialty | string | Specialty of the provider (e.g., radiology, internal medicine)optional | Internal medicine |
facility_id | string | Unique identifier for the healthcare facilityoptional | F101 |
facility_name | string | Name of the healthcare facilityoptional | Metro Medical Group |
facility_city | string | City where the facility is locatedoptional | Chicago |
facility_state | string | State or province of the facilityoptional | IL |
facility_country | string | Country of the facilityoptional | USA |
| Numbers 2 columns | |||
vital_sign_value | float | Measured value of the vital signoptional | 142 |
ai_diagnosis_confidence | float | Confidence score for AI diagnosis (0.0-1.0)0 to 1 · optional | 0.97 |
| Dates and times 3 columns | |||
date_of_birth | date | Patient's date of birth | 1982-07-15 |
encounter_date | datetime | Date and time of the EHR encounter | 2023-05-12T09:45:00 |
imaging_date | datetime | Date and time when imaging was performedoptional | 2023-06-07T16:21:00 |
Use it for
A healthcare dashboard
Vital_
sign_ value by vital_ sign_ unit and a breakdown of medication_ name. Excel, Power BI or Tableau. Why do the 37 mg/dL rows have a mean vital_
sign_ value of 187.6? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Patients200P0001142mmHgP0001128mg/dLP000298bpm
A software demo
Believable patients with first_
name, last_ name and date_ of_ birth to fill a screen in front of a buyer.
blueprint · healthcare-imaging-plus-ehr-fusion
Behind this dataset
Same schema. As many rows as you need.
These 200 rows came out of a blueprint — 34 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.
- Link each image to patient demographics and vitals
- Simulate multiple imaging modalities per patient
- Include diagnosis and procedure codes
- Respect realistic disease prevalence rates
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- healthcare-imaging-plus-ehr-fusion