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.

  • last updated 22 Jul 2025
  • by GoMask
The brief that made it

Developing and validating AI models for multi-modal medical diagnostics

Sample rows

preview · 8 of 200 rows · all 34 columns
patient_idstringvital_sign_unitstringvital_sign_valuefloatmedication_namestringfirst_namestringlast_namestringdate_of_birthdatesexstringracestringehr_encounter_idstringencounter_datedatetimeencounter_typestringdiagnosis_codestringprocedure_codestringprocedure_descriptionstringmedication_dosestringmedication_routestringvital_sign_typestringimaging_study_idstringimaging_modalitystringimaging_body_partstringimaging_datedatetimeimaging_file_pathstringai_diagnosis_labelstringai_diagnosis_confidencefloatprovider_idstringprovider_specialtystringfacility_idstringfacility_namestringfacility_citystringfacility_statestringfacility_countrystringdiagnosis_descriptionstringimaging_report_textstring
P0001mmHg142LisinoprilElijahNguyen1982-07-15maleAsianE0001012023-05-12T09:45:00outpatientI1099213Office/outpatient visit, established patient20 mgoralblood pressureblankblankblankblankblankblankblankPR100Internal medicineF101Metro Medical GroupChicagoILUSAEssential (primary) hypertensionblank
P0001mg/dL128MetforminElijahNguyen1982-07-15maleAsianE0001022023-10-18T14:30:00outpatientE11.983036Hemoglobin; glycosylated (A1C)500 mgoralglucoseblankblankblankblankblankblankblankPR100Internal medicineF101Metro Medical GroupChicagoILUSAType 2 diabetes mellitus without complicationsblank
P0002bpm98AspirinMariaGarcia1951-11-03femaleHispanic/LatinaE0001032023-06-07T13:12:00inpatientI63.970450CT scan, head/brain, without contrast81 mgoralheart rateIMG0001CTbrain2023-06-07T16:21:00/synthetic-images/IMG0001.dcmAcute ischemic stroke0.97PR101NeurologyF102River Valley HospitalSt. LouisMOUSACerebral infarction, unspecifiedCT head shows small left frontal infarct.
P0002mmHg134AtorvastatinMariaGarcia1951-11-03femaleHispanic/LatinaE0001042023-07-05T11:15:00outpatientZ0999214Office/outpatient visit, established patient20 mgoralblood pressureblankblankblankblankblankblankblankPR101NeurologyF102River Valley HospitalSt. LouisMOUSAFollow-up after completed treatment for conditions other than malignant neoplasmsblank
P0003%94AlbuterolAidenSmith2017-05-20maleWhiteE0001052023-09-11T08:22:00outpatientJ45.90994640Pressurized or nonpressurized inhalation treatment2.5 mginhaledoxygen saturationblankblankblankblankblankblankblankPR102PediatricsF103Greenfield PediatricsDallasTXUSAUnspecified asthma, uncomplicatedblank
P0003kg21.4blankAidenSmith2017-05-20maleWhiteE0001062023-10-02T10:40:00outpatientZ00.12999393Well child visit, established patientblankblankweightblankblankblankblankblankblankblankPR102PediatricsF103Greenfield PediatricsDallasTXUSAEncounter for routine child health examination without abnormal findingsblank
P0004%89TiotropiumFatouDiop1958-12-09femaleBlack or African AmericanE0001072023-03-25T07:51:00inpatientJ44.194010Spirometry, including graphic record18 mcginhaledoxygen saturationIMG0002X-raychest2023-03-25T09:55:00/synthetic-images/IMG0002.dcmCOPD exacerbation0.92PR103PulmonologyF104Hopital PrincipalDakarDASenegalCOPD with (acute) exacerbationChest X-ray shows hyperinflated lungs.
P0004mmHg126TiotropiumFatouDiop1958-12-09femaleBlack or African AmericanE0001082023-06-15T13:30:00outpatientZ0999214Office/outpatient visit, established patient18 mcginhaledblood pressureblankblankblankblankblankblankblankPR103PulmonologyF104Hopital PrincipalDakarDASenegalFollow-up after completed treatment for conditions other than malignant neoplasmsblank

What the 200 rows show

from the 200-row sample

Mg/dL (vital sign unit) stands out: mean vital_sign_value is 187.6, against 87.5 for the rest.

  • 102.6median vital_sign_value
  • 3medication routes
  • 4sexes
  • 4encounter types
  • 5imaging modalities
  • 6races
Mean vital_sign_value by vital_sign_unit166 rows
010020050.5kg39 ro…187.6mg/dL37 ro…144.7mmHg35 ro…92.7%21 ro…38.0°C21 ro…96.2bpm9 rows161.3cm4 rows
vital_sign_value177 rows, in bands of 50
03060563249191740150300vital_sign_value →

Median 102.6, from 3.2 to 287.2.

medication_name152 rows with a value · 48 left blank
  1. Metformin15
  2. Atorvastatin14
  3. Lisinopril11
  4. Ibuprofen10
  5. Montelukast10
  6. Furosemide9
  7. Sertraline8
  8. Aspirin7
  9. Albuterol7
  10. Simvastatin6
34 columns by typefrom the column list below
  • string 29
  • float 2
  • date 1
  • datetime 2

Columns

34 columns in three groups
blueprint · 34 columns
columntypedescriptionexample
Text 29 columns
patient_idstringUnique identifier for each synthetic patient recorduniqueP0001
first_namestringPatient's first name (synthetic)Elijah
last_namestringPatient's last name (synthetic)Nguyen
sexstringPatient's biological sexmale · female · other · unknownmale
racestringPatient's race/ethnicity6 races · optionalAsian
ehr_encounter_idstringUnique identifier for each EHR encounteruniqueE000101
encounter_typestringType of encounter (e.g., inpatient, outpatient, emergency)inpatient · outpatient · emergency · telehealth · otheroutpatient
diagnosis_codestringPrimary diagnosis code (ICD-10 or SNOMED)optionalI10
diagnosis_descriptionstringDescription of the primary diagnosisoptionalObesity, unspecified
procedure_codestringProcedure code performed during the encounter (CPT, ICD-10-PCS, etc.)optional99213
procedure_descriptionstringDescription of the procedure performedoptionalLipid panel
medication_namestringName of medication prescribed or administeredoptionalLisinopril
medication_dosestringDosage and unit of medicationoptional20 mg
medication_routestringRoute of medication administration (e.g., oral, IV)3 routes · optionaloral
vital_sign_typestringType of vital sign measured (e.g., blood pressure, heart rate, temperature)9 types · optionalblood pressure
vital_sign_unitstringUnit of the vital sign value (e.g., mmHg, bpm, °C)7 units · optionalmmHg
imaging_study_idstringUnique identifier for the imaging studyunique · optionalIMG0001
imaging_modalitystringType of imaging modality (e.g., CT, MRI, X-ray, Ultrasound)7 values · optionalCT
imaging_body_partstringBody part imaged (e.g., chest, brain, abdomen)12 parts · optionalbrain
imaging_report_textstringRadiologist's report or summary of findingsoptionalCT head shows small left …
imaging_file_pathstringFile path or URI to the imaging file (synthetic or placeholder)optional/imaging/IMG1001.dcm
ai_diagnosis_labelstringAI-generated diagnosis or classification label (if available)optionalAcute ischemic stroke
provider_idstringUnique identifier for the healthcare provider involved in the encounter or imaging studyoptionalPR100
provider_specialtystringSpecialty of the provider (e.g., radiology, internal medicine)optionalInternal medicine
facility_idstringUnique identifier for the healthcare facilityoptionalF101
facility_namestringName of the healthcare facilityoptionalMetro Medical Group
facility_citystringCity where the facility is locatedoptionalChicago
facility_statestringState or province of the facilityoptionalIL
facility_countrystringCountry of the facilityoptionalUSA
Numbers 2 columns
vital_sign_valuefloatMeasured value of the vital signoptional142
ai_diagnosis_confidencefloatConfidence score for AI diagnosis (0.0-1.0)0 to 1 · optional0.97
Dates and times 3 columns
date_of_birthdatePatient's date of birth1982-07-15
encounter_datedatetimeDate and time of the EHR encounter2023-05-12T09:45:00
imaging_datedatetimeDate and time when imaging was performedoptional2023-06-07T16:21:00

Use it for

  • median vital s…102.6177 rowsmean vital sign value…50.5kg187.6mg/dL144.7mmHg92.7%

    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.

  • A software demo

    Believable patients with first_name, last_name and date_of_birth to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 34 columns, your size and your rules. See 20 rows before you pay.

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1,000 rows: $1.99 · 10,000: $12.99One-time. No subscription. All prices

This dataset200 rows34 columns
Yours1,000 rows34 columnsfacility_city: UK only

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.

Rules it was built with
  • Link each image to patient demographics and vitals
  • Simulate multiple imaging modalities per patient
  • Include diagnosis and procedure codes
  • Respect realistic disease prevalence rates
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
healthcare-imaging-plus-ehr-fusion

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