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resourceType
string
id
string
identifier
list
active
bool
name
list
telecom
list
gender
string
birthDate
timestamp[s]
address
list
maritalStatus
dict
multipleBirthBoolean
bool
deceasedBoolean
bool
communication
list
generalPractitioner
list
Patient
pat-000001
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "MRN123456" } ]
true
[ { "use": "official", "family": "Smith", "given": [ "Emily" ] }, { "use": "maiden", "family": "Johnson", "given": [ "Emily" ] } ]
[ { "system": "phone", "value": "(555) 234-5678", "use": "home" }, { "system": "email", "value": "emily.smith@example.com", "use": "home" } ]
female
2013-04-15T00:00:00
[ { "use": "home", "line": [ "123 Elm St" ], "city": "Springfield", "state": "IL", "postalCode": "62701", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "S", "display": "Single" } ] }
false
false
[ { "language": { "coding": [ { "system": "urn:ietf:bcp:47", "code": "en-US" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-001" } ]
Patient
pat-000002
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "MRN654321" } ]
true
[ { "use": "official", "family": "Lopez", "given": [ "Carlos", "Jr." ] } ]
[ { "system": "phone", "value": "(555) 345-6789", "use": "home" }, { "system": "email", "value": "carlos.jr.lopez@example.com", "use": "home" } ]
male
2015-08-23T00:00:00
[ { "use": "home", "line": [ "456 Oak St" ], "city": "Chicago", "state": "IL", "postalCode": "60601", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "S", "display": "Single" } ] }
false
false
[ { "language": { "coding": [ { "system": "urn:ietf:bcp:47", "code": "es-US" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-002" } ]
Patient
pat-000003
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "MRN987654" } ]
true
[ { "use": "official", "family": "Nguyen", "given": [ "Mia" ] } ]
[ { "system": "phone", "value": "(555) 456-7890", "use": "home" }, { "system": "email", "value": "mia.nguyen@example.com", "use": "home" } ]
female
2012-11-30T00:00:00
[ { "use": "home", "line": [ "789 Pine St" ], "city": "Los Angeles", "state": "CA", "postalCode": "90001", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "S", "display": "Single" } ] }
false
false
[ { "language": { "coding": [ { "system": "urn:ietf:bcp:47", "code": "vi-VN" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-003" } ]
Patient
pat-000004
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "MRN321654" } ]
true
[ { "use": "official", "family": "Chen", "given": [ "David" ] } ]
[ { "system": "phone", "value": "(555) 567-8901", "use": "home" }, { "system": "email", "value": "david.chen@example.com", "use": "home" } ]
male
2014-07-18T00:00:00
[ { "use": "home", "line": [ "101 Maple St" ], "city": "Houston", "state": "TX", "postalCode": "77001", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "S", "display": "Single" } ] }
false
false
[ { "language": { "coding": [ { "system": "urn:ietf:bcp:47", "code": "zh-CN" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-004" } ]
Patient
pat-000005
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "MRN432789" } ]
true
[ { "use": "official", "family": "Garcia", "given": [ "Sophie" ] } ]
[ { "system": "phone", "value": "(555) 678-9012", "use": "home" }, { "system": "email", "value": "sophie.garcia@example.com", "use": "home" } ]
female
2016-03-11T00:00:00
[ { "use": "home", "line": [ "112 Oakwood St" ], "city": "Phoenix", "state": "AZ", "postalCode": "85001", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "S", "display": "Single" } ] }
false
false
[ { "language": { "coding": [ { "system": "urn:ietf:bcp:47", "code": "es-US" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-005" } ]
Patient
pat-000001
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "M123456789" } ]
true
[ { "use": "official", "family": "Smith", "given": [ "John" ] } ]
[ { "system": "phone", "value": "(555) 123-4567", "use": "home" }, { "system": "email", "value": "john.smith@example.com", "use": "work" } ]
male
1980-05-23T00:00:00
[ { "use": "home", "line": [ "456 Elm St" ], "city": "Springfield", "state": "IL", "postalCode": "62701", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "M", "display": "Married" } ] }
false
false
[ { "language": { "coding": [ { "system": "http://hl7.org/fhir/ValueSet/languages", "code": "en", "display": "English" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-001" } ]
Patient
pat-000002
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "M987654321" } ]
true
[ { "use": "official", "family": "Lee", "given": [ "Maria" ] } ]
[ { "system": "phone", "value": "(555) 987-6543", "use": "mobile" }, { "system": "email", "value": "maria.lee@example.com", "use": "home" } ]
female
1985-07-12T00:00:00
[ { "use": "home", "line": [ "789 Oak St" ], "city": "Los Angeles", "state": "CA", "postalCode": "90001", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "S", "display": "Single" } ] }
false
false
[ { "language": { "coding": [ { "system": "http://hl7.org/fhir/ValueSet/languages", "code": "en", "display": "English" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-002" } ]
Patient
pat-000003
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "M112233445" } ]
true
[ { "use": "official", "family": "Garcia", "given": [ "Carlos" ] } ]
[ { "system": "phone", "value": "(555) 246-8012", "use": "work" }, { "system": "email", "value": "carlos.garcia@example.com", "use": "home" } ]
male
1975-03-18T00:00:00
[ { "use": "home", "line": [ "123 Pine St" ], "city": "Miami", "state": "FL", "postalCode": "33101", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "M", "display": "Married" } ] }
false
false
[ { "language": { "coding": [ { "system": "http://hl7.org/fhir/ValueSet/languages", "code": "es", "display": "Spanish" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-003" } ]
Patient
pat-000004
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "M556677889" } ]
true
[ { "use": "official", "family": "Nguyen", "given": [ "Hannah" ] } ]
[ { "system": "phone", "value": "(555) 864-2309", "use": "home" }, { "system": "email", "value": "hannah.nguyen@example.com", "use": "work" } ]
female
1990-11-30T00:00:00
[ { "use": "home", "line": [ "567 Maple St" ], "city": "Dallas", "state": "TX", "postalCode": "75201", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "W", "display": "Widowed" } ] }
false
false
[ { "language": { "coding": [ { "system": "http://hl7.org/fhir/ValueSet/languages", "code": "en", "display": "English" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-004" } ]
Patient
pat-000005
[ { "use": "official", "system": "http://hospital.example.org/mrn", "value": "M234567890" } ]
true
[ { "use": "official", "family": "Chen", "given": [ "David" ] } ]
[ { "system": "phone", "value": "(555) 357-9123", "use": "work" }, { "system": "email", "value": "david.chen@example.com", "use": "home" } ]
male
1982-06-15T00:00:00
[ { "use": "home", "line": [ "890 Birch St" ], "city": "Seattle", "state": "WA", "postalCode": "98101", "country": "US" } ]
{ "coding": [ { "system": "http://terminology.hl7.org/CodeSystem/v3-MaritalStatus", "code": "M", "display": "Married" } ] }
false
false
[ { "language": { "coding": [ { "system": "http://hl7.org/fhir/ValueSet/languages", "code": "zh", "display": "Chinese" } ] }, "preferred": true } ]
[ { "reference": "Practitioner/prac-005" } ]

Healthcare 50 HIPAA — Free Sample (5 records)

This is a free 5-record sample of the full 50-record commercial dataset. Every record in this sample is a real, valid healthcare record — real records, just the data. you'd build by hand.

What's in this sample

  • 5 records in records.jsonl (NDJSON, one record per line)
  • Schema-validated: every record parses against the real industry-standard schema before publishing
  • Ready to use: import directly into any healthcare pipeline — no transformation step needed
  • Format: standard JSON Lines (.jsonl), healthcare-native structure

Why these records hold up

Most synthetic datasets are "good enough" — they look like the right shape, but fail against real-world parsers. Cottonwood Development's datasets are generated and validated against the actual schema:

  • Healthcare records validate as valid FHIR R4 Patient resources
  • Banking messages parse against the ISO 20022 pacs.008.001.10 XSD
  • CRM records maintain referential integrity (customer → orders → line items)
  • Invoice records have internally-consistent totals (subtotal + tax = total)

Every record passes schema validation before publishing. If it doesn't parse against the real spec, it doesn't ship.

Sample record

{
 "resourceType": "Patient",
 "id": "12345",
 "identifier": [
 {
 "system": "http://hospital.smarthealthit.org",
 "value": "MRN12345"
 }
 ],
 "name": [
 {
 "family": "Smith",
 "given": [
 "John"
 ]
 }
 ],
 "gender": "male",
 "birthDate": "1960-01-01",
 "address": [
 {
 "city": "New York"
 }
 ]
}

Schema

The full dataset uses the following field structure:

Field Type Description
resourceType string Always "Patient" — FHIR resource type
id string Sequential record ID (e.g. "pat-000001")
identifier array MRN + other IDs (system + value pairs)
name array Patient names (family + given, with use flag)
gender string "male", "female", or "other"
birthDate string ISO 8601 date (YYYY-MM-DD)
telecom array Phone, email contacts
address array Mailing addresses (line, city, state, postalCode)

Use cases

  • Test fixtures for FHIR-based applications
  • Demo data for healthcare platforms (EHR, patient portals)
  • ETL pipeline testing — validate ingestion before real data lands
  • ML training for clinical NLP, medical record extraction
  • HIPAA-compliant development — no real PHI, no compliance overhead

Get the full 50-record commercial dataset

This is a 5-record sample. The full commercial dataset contains 50 records for $10, Schema-validated, with full FHIR R4 Patient resources, ready to POST to any FHIR server.

Buy on Gumroad: https://bluecore8.gumroad.com/l/cottonwood-hc-50-records

About Cottonwood

A one-person data shop generating Schema-validated synthetic datasets for AI training, ML eval, and application testing. Every product is generated against an industry-standard schema and validated against the real parser before publishing. 100% synthetic, no real customer data, no legal overhead.

License

This sample is released under CC0 1.0 (public domain dedication). You can use it for any purpose, including commercial use, without attribution.

The full commercial dataset is sold under a separate license (see Gumroad product page for terms).

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