Synthetic dataset
How do people use healthcare?
Explore recorded care visits and settings in the context of households, life stages and health coverage.

GENERAL-10 · Made-to-order synthetic dataset
- Proposed study unit
- Observable resident-period with linked encounters
- Catalogue structure
- Longitudinal
- Custom city requests
- African Major Cities
- Dates and final scope
- Agreed with your quote
Overview
Connect healthcare use with insurance, demographics and household context.
The record concepts include encounter frequency, care setting, coverage status, dated encounters, care history, health-state events and household composition. Inspect encounters and documented care settings. Review age, household and coverage at care dates. Recorded use does not establish complete access or unmet need.
This dataset is prepared to order. Choose the city, date range and required scope; the accepted order defines the population, final fields, formats and delivery.
- Onboarded city options
- Nairobi (Kenya) · Lagos (Nigeria)
- Custom city requests
- African Major Cities · Additional cities require availability, scope and quote confirmation.
- Data type
- Synthetic
- Connected domains
- Health, Households, Insurance, Demographics
- Catalogue structure
- Longitudinal
Key features
Record concepts for your order-specific extract.
Health
Recorded care events and dated health context
Households
Membership and household circumstances
Insurance
Coverage and effective periods
Demographics
Age, identity and resident context
Who it is for
- Public-health teams
- insurers
- policy analysts
- health researchers
Data & Schema
- Proposed study unit
- Observable resident-period with linked encounters
Explore care frequency and settings with dated household, age and insurance context.
Record concepts for your extract
- encounter frequency
- care setting
- coverage status
- dated encounters
- care history
- health-state events
- household composition
The agreed specification defines the final columns, keys, relationships and observation period for your order.
Illustrative format preview
Example columns and rows illustrate the proposed format; they do not verify paid-release records, fields or relationships.
Proposed preview columns
Selected fields · 10 of 11 columns
All proposed preview columns 11 columns
These names describe the illustrative preview. Final fields and definitions are agreed for your order.
Study, context and observation fields
Technical identifiers and evidence references
Use Cases
Show counts and rates with explicit observation periods and denominators; identify repeat users and preserve unknown coverage or care-setting values.
Proposed questions for your custom order
- How do recorded healthcare visit frequency and care settings differ across life stages, household types and insurance-coverage groups?
- Which age groups and households use different types of healthcare?
- Among residents with explicitly recorded care needs, who has no corresponding encounter within a defined period, and what documented barriers are available?
- How does use of care differ between people with and without insurance?
- How does a change in household composition coincide with care use?
- Which households have health coverage, and who remains outside it?
- How do covered and uncovered people use different care settings?
- Who uses different types of healthcare, and how often?
Proposed research and analytical applications
- Exploratory analysis
- Cohort comparison
- Planning scenarios
- Data workflow prototyping
Methodology & Quality
- Data generation
- FCTE synthetic city engine
- Data classification
- Synthetic
FCTE generation methods and published city/domain checks provide source context. The order defines the final extract and the release-specific checks, documentation and limitations supplied with it.
Known limitations
- Describe observed use, not complete access or unmet need. Confirm care-setting coverage, observation time and insurance status definitions.
- Recorded care use does not establish complete access or underlying healthcare need.
- Unmet need requires independently defined need evidence and remains a separately scoped study.
- Coverage effects cannot be inferred causally from unadjusted synthetic associations.
- Synthetic records describe generated scenarios; they do not establish observed population prevalence or real-world causal effects.
Delivery & License
- Catalogue base price
- $395 USD
- Price basis
- Base price per selected city
- Availability
- Prepared after order
The displayed catalogue amount is a base price per selected city. Your requested dates, population, fields, formats and usage rights determine the agreed scope and final quote. Applicable published discounts and taxes are confirmed with that quote.
Your prepared package
Your order confirms the data files, documentation, evidence, examples and release controls included in the prepared package.
- Agreed data extract
- Schema and field documentation
- Release-specific evidence and limitations
- Agreed loading or analysis examples
- Licence, manifest, checksums and delivery note
Package layout
Illustrative filenames. Your agreed order lists the final files and formats. Certification, benchmark splits and model examples are included only when specified.
SD_RESEARCH_DATASET/ ├── data/ │ ├── citizens.parquet │ ├── health_encounters.parquet │ ├── coverage_history.parquet │ └── household_history.parquet ├── documentation/ │ ├── README.md │ ├── DATA_DICTIONARY.csv │ ├── SCHEMA.md │ └── METHODOLOGY.md ├── evidence/ │ ├── CERTIFICATION.json │ ├── VALIDATION_REPORT.pdf │ └── KNOWN_LIMITATIONS.md ├── MANIFEST.json ├── CHECKSUMS.sha256 └── LICENSE.pdf
Delivery process
Confirm the cities, date range, records, formats, rights and price in writing. The order-specific extract is then prepared and supplied under the agreed payment and delivery conditions.
One secure download package for the agreed release and licensed entity.
Delivery timing, access expiry, formats and prerequisites are confirmed in the accepted order.
Support, refreshes, future releases, hosting and APIs are included only when expressly ordered.
Data Licensing Agreement · 2026-10
A non-exclusive, non-transferable licence for the named customer within the accepted scope and duration.
- Permitted use
- Internal research, development, testing and analytics within the accepted order.
- Model training
- Model training, external applications, commercial distribution and access by other legal entities must be expressly addressed in the order.
- Redistribution
- Raw or substantially reconstructable data cannot be resold, published or redistributed without separate written authorization.
- Attribution
- Preserve release provenance and applicable third-party notices. Published outputs must identify the data as synthetic.
FAQ
Is this real personal data?
No. The records are synthetic and do not represent actual identifiable people or reproduce an individual's historical experience.
What does the catalogue price cover?
The displayed amount is a base price per selected city. The final scope and quote are agreed for your requested dates, population, fields, formats and rights. Adding a dataset to the cart starts the existing checkout inquiry; it does not purchase an unrestricted custom extract.
What can I inspect before ordering?
Inspect the illustrative CSV format preview and planned record concepts. Example rows do not establish the full paid schema or release coverage.
Is the dataset prepared for my requested dates?
Yes. Regular and Research datasets are prepared after an order, with the city, date range, population and other required scope agreed before preparation.
Can records be joined across domains?
The profile explains the intended relationships. The order-specific schema documents the supported keys, effective dates and joins for your agreed extract.
Can I use the dataset for AI or machine learning?
Review the study-specific inputs, outcomes and information cutoffs. The commercial order must expressly address model training and external applications. Public samples allow non-commercial AI and ML experimentation under the current free-sample policy.
Can I use the data commercially?
Commercial use follows the accepted dataset-specific scope and licence. A sample download, cart selection, inquiry or consent checkbox does not activate a commercial licence or complete payment.
Can I request another city, period or format?
Yes. Use Data Request to describe the required city, population, dates, record concepts and formats. Onboarded city options for this product: Nairobi and Lagos. Other African major cities can be requested; availability, scope and the quote must be confirmed.
What documentation and evidence are included?
The accepted order confirms the schema, methodology, evidence, examples and release controls supplied with your prepared extract.
How do I receive the dataset?
After scope, terms and payment conditions are agreed, Fidelra Africa prepares the order-specific extract and supplies it through a secure download package. Timing and download-access expiry are defined in the order.
Need different data?
Tell us the entities, fields, cities and time span you need.