Synthetic dataset
How are people and households changing across the city?
Follow synthetic demographic events, household membership and housing tenure to explore population and household change over time.

GENERAL-14 · Made-to-order synthetic dataset
- Entities represented
- Area / population-level
- Catalogue structure
- Longitudinal
- Custom city requests
- African Major Cities
- Dates and final scope
- Agreed with your quote
Overview
Connect births, household changes, housing and demographic movement through time.
The record concepts include age / life stage, household relationships, dated demographic events, household composition, membership changes, household lifecycle and housing tenure. Review recorded age and resident distributions. Inspect composition and housing tenure patterns. Keep boundaries and observation dates consistent.
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
- Demographics, Households, Housing
- Catalogue structure
- Longitudinal
Key features
Record concepts for your order-specific extract.
Demographics
Age, identity and resident context
Households
Membership and household circumstances
Housing
Residence and recorded tenure history
Who it is for
- Demographers
- city planners
- policy teams
- population researchers
Data & Schema
- Entities represented
- Area / population-level
This identifies the entities described by the catalogue. The analytical row grain, eligibility, keys and dates are agreed for your extract.
Explore age structure, household composition and tenure across areas and observation years.
Record concepts for your extract
- age / life stage
- household relationships
- dated demographic events
- household composition
- membership changes
- household lifecycle
- housing tenure
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
Use consistent geographic boundaries and population definitions; distinguish modeled historical changes from changes in record coverage or snapshot basis.
Proposed questions for your custom order
- How do population age structure, household composition and housing tenure change across city areas and successive observation years?
- How is household growth changing the city’s housing context?
- How does the age and life-stage mix change across the timeline?
- When do households form, grow or change membership?
- How do household changes coincide with housing-tenure transitions?
- Which demographic patterns differ between the available city releases?
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
- Confirm city coverage and time windows. Synthetic trends are not observed population estimates, and housing need requires additional definitions.
- Synthetic records describe generated scenarios; they do not establish observed population prevalence or real-world causal effects.
Delivery & License
- Catalogue base price
- $195 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 │ ├── household_history.parquet │ └── housing_records.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.