Nigeria Real Estate & Property Markets
Collection
Synthetic, realistic Nigeria real estate datasets with PropertyPro/Knight Frank/NBS/CBN reference data (40 ML-ready tables).
•
40 items
•
Updated
Datasets:
Dataset Viewer
id
stringlengths 12
12
| date
stringdate 2022-01-01 00:00:00
2025-03-30 00:00:00
| city
stringclasses 10
values | value
float64 1M
84.7M
| category
stringclasses 3
values |
|---|---|---|---|---|
REC-00698130
|
2023-04-08
|
Calabar
| 40,640,950
|
A
|
REC-00614499
|
2025-02-04
|
Abuja
| 28,153,320
|
A
|
REC-00564236
|
2023-07-14
|
Lagos
| 16,325,031
|
C
|
REC-00831944
|
2024-01-20
|
Ibadan
| 27,620,729
|
A
|
REC-00216171
|
2024-06-22
|
Port Harcourt
| 2,073,475
|
C
|
REC-00499593
|
2022-11-17
|
Owerri
| 34,521,055
|
A
|
REC-00149363
|
2025-02-10
|
Abuja
| 27,156,176
|
B
|
REC-00070463
|
2022-09-21
|
Benin City
| 31,589,128
|
A
|
REC-00542862
|
2024-04-13
|
Port Harcourt
| 12,043,982
|
A
|
REC-00400890
|
2023-06-20
|
Lagos
| 10,496,003
|
A
|
REC-00713005
|
2024-03-21
|
Owerri
| 35,495,465
|
C
|
REC-00878524
|
2023-06-06
|
Lagos
| 6,175,167
|
A
|
REC-00942822
|
2024-05-03
|
Abuja
| 39,735,468
|
A
|
REC-00827784
|
2023-11-22
|
Port Harcourt
| 37,739,647
|
B
|
REC-00665554
|
2023-02-27
|
Port Harcourt
| 31,280,039
|
C
|
REC-00433777
|
2023-02-01
|
Kano
| 36,073,965
|
B
|
REC-00409140
|
2022-12-28
|
Enugu
| 14,383,648
|
A
|
REC-00658657
|
2022-01-18
|
Abuja
| 10,513,846
|
B
|
REC-00563939
|
2023-03-09
|
Lagos
| 38,600,315
|
A
|
REC-00328368
|
2022-05-30
|
Lagos
| 18,588,599
|
A
|
REC-00165912
|
2022-10-16
|
Port Harcourt
| 28,321,495
|
B
|
REC-00363694
|
2024-12-14
|
Enugu
| 23,881,585
|
A
|
REC-00416865
|
2024-07-08
|
Abuja
| 23,703,478
|
C
|
REC-00931873
|
2024-09-02
|
Benin City
| 26,855,812
|
B
|
REC-00120210
|
2022-12-13
|
Kano
| 12,045,628
|
A
|
REC-00017478
|
2024-05-13
|
Port Harcourt
| 5,573,000
|
A
|
REC-00809619
|
2024-02-02
|
Abuja
| 1,000,000
|
B
|
REC-00624220
|
2025-01-07
|
Lagos
| 21,401,223
|
A
|
REC-00272892
|
2022-09-12
|
Lagos
| 40,176,487
|
A
|
REC-00735130
|
2023-01-06
|
Lagos
| 13,882,292
|
A
|
REC-00128985
|
2023-09-24
|
Kano
| 23,300,368
|
B
|
REC-00130763
|
2022-09-16
|
Enugu
| 27,500,856
|
A
|
REC-00107225
|
2024-12-10
|
Lagos
| 37,224,395
|
B
|
REC-00182348
|
2024-06-12
|
Lagos
| 32,128,854
|
C
|
REC-00674453
|
2023-11-27
|
Lagos
| 1,000,000
|
A
|
REC-00754570
|
2023-04-02
|
Ibadan
| 44,901,116
|
B
|
REC-00078526
|
2024-01-17
|
Benin City
| 10,273,839
|
B
|
REC-00235248
|
2023-05-12
|
Lagos
| 6,059,300
|
A
|
REC-00080260
|
2025-01-15
|
Abuja
| 21,783,514
|
B
|
REC-00082236
|
2022-07-29
|
Lagos
| 28,040,718
|
A
|
REC-00582299
|
2022-07-16
|
Ibadan
| 25,132,289
|
B
|
REC-00204451
|
2022-09-27
|
Lagos
| 2,808,523
|
A
|
REC-00926893
|
2022-09-13
|
Abuja
| 44,182,824
|
C
|
REC-00458043
|
2022-08-26
|
Lagos
| 26,807,503
|
A
|
REC-00953325
|
2022-05-23
|
Lagos
| 1,000,000
|
A
|
REC-00942464
|
2023-10-26
|
Calabar
| 10,371,409
|
A
|
REC-00912994
|
2023-09-09
|
Abuja
| 19,436,039
|
A
|
REC-00713167
|
2024-09-08
|
Abuja
| 34,024,567
|
A
|
REC-00552557
|
2023-10-23
|
Lagos
| 25,746,182
|
B
|
REC-00862293
|
2024-06-08
|
Lagos
| 10,710,772
|
A
|
REC-00037578
|
2024-09-15
|
Lagos
| 51,511,002
|
A
|
REC-00021448
|
2022-09-26
|
Port Harcourt
| 26,349,784
|
A
|
REC-00263453
|
2024-06-08
|
Lagos
| 46,135,516
|
A
|
REC-00929399
|
2023-12-16
|
Lagos
| 28,489,690
|
A
|
REC-00375462
|
2022-03-07
|
Port Harcourt
| 8,736,796
|
B
|
REC-00224282
|
2024-10-17
|
Uyo
| 31,126,666
|
B
|
REC-00865466
|
2023-05-13
|
Abuja
| 7,126,306
|
B
|
REC-00917536
|
2024-07-17
|
Abuja
| 8,044,860
|
A
|
REC-00785692
|
2022-05-01
|
Benin City
| 16,780,136
|
C
|
REC-00310842
|
2024-10-11
|
Enugu
| 47,823,402
|
C
|
REC-00820068
|
2023-08-28
|
Lagos
| 49,293,472
|
C
|
REC-00779338
|
2022-04-20
|
Lagos
| 21,889,666
|
B
|
REC-00476545
|
2023-05-09
|
Enugu
| 56,458,394
|
B
|
REC-00857831
|
2022-01-24
|
Port Harcourt
| 43,729,502
|
C
|
REC-00322809
|
2022-02-02
|
Port Harcourt
| 36,373,547
|
B
|
REC-00785260
|
2025-03-24
|
Port Harcourt
| 36,894,189
|
A
|
REC-00372435
|
2022-02-14
|
Ibadan
| 20,871,002
|
A
|
REC-00191632
|
2022-08-27
|
Kano
| 9,651,239
|
A
|
REC-00799073
|
2024-07-08
|
Port Harcourt
| 27,478,731
|
C
|
REC-00408705
|
2024-01-29
|
Port Harcourt
| 30,092,446
|
A
|
REC-00192190
|
2023-07-27
|
Lagos
| 20,756,677
|
A
|
REC-00064136
|
2024-06-18
|
Lagos
| 12,273,195
|
A
|
REC-00302109
|
2023-01-13
|
Lagos
| 32,481,909
|
A
|
REC-00995819
|
2022-02-23
|
Benin City
| 26,301,977
|
A
|
REC-00599697
|
2023-05-17
|
Kano
| 37,693,688
|
A
|
REC-00699475
|
2024-09-13
|
Lagos
| 13,921,699
|
B
|
REC-00724162
|
2023-08-20
|
Kano
| 29,644,570
|
B
|
REC-00187857
|
2022-08-13
|
Enugu
| 50,021,854
|
A
|
REC-00337962
|
2023-01-19
|
Enugu
| 46,713,101
|
A
|
REC-00280977
|
2023-05-23
|
Lagos
| 20,620,898
|
A
|
REC-00652990
|
2023-10-12
|
Ibadan
| 55,661,382
|
B
|
REC-00484137
|
2022-05-25
|
Lagos
| 42,653,894
|
B
|
REC-00432703
|
2025-01-27
|
Lagos
| 41,850,886
|
A
|
REC-00324278
|
2025-01-04
|
Ibadan
| 40,893,685
|
C
|
REC-00951403
|
2022-01-30
|
Lagos
| 60,230,948
|
A
|
REC-00748482
|
2024-10-17
|
Benin City
| 33,736,544
|
B
|
REC-00150421
|
2023-01-03
|
Calabar
| 1,000,000
|
B
|
REC-00543475
|
2022-01-13
|
Benin City
| 9,135,113
|
A
|
REC-00060803
|
2022-11-17
|
Lagos
| 25,636,050
|
A
|
REC-00423230
|
2024-10-06
|
Kano
| 1,000,000
|
B
|
REC-00002054
|
2022-04-21
|
Abuja
| 17,967,451
|
C
|
REC-00947704
|
2024-07-28
|
Lagos
| 46,880,787
|
A
|
REC-00875768
|
2023-06-20
|
Lagos
| 22,145,655
|
A
|
REC-00220980
|
2024-04-25
|
Kano
| 13,249,449
|
A
|
REC-00821586
|
2022-08-08
|
Lagos
| 61,799,938
|
B
|
REC-00137414
|
2024-02-08
|
Kano
| 33,632,989
|
B
|
REC-00197862
|
2023-08-30
|
Ibadan
| 43,751,802
|
B
|
REC-00380676
|
2023-08-14
|
Owerri
| 22,183,106
|
C
|
REC-00948416
|
2024-07-16
|
Benin City
| 18,801,621
|
A
|
REC-00140174
|
2025-02-28
|
Abuja
| 38,446,114
|
B
|
End of preview. Expand
in Data Studio
Nigeria Real Estate – Infrastructure Quality
Dataset Description
Synthetic Infrastructure & Amenities data for Nigeria real estate sector.
Category: Infrastructure & Amenities
Rows: 70,000
Format: CSV, Parquet
License: MIT
Synthetic: Yes (generated using reference data from PropertyPro, Knight Frank, NBS, CBN, FMBN)
Dataset Structure
Schema
- id: string
- date: string
- city: string
- value: float
- category: string
Sample Data
| id | date | city | value | category |
|:-------------|:-----------|:--------------|------------:|:-----------|
| REC-00698130 | 2023-04-08 | Calabar | 4.0641e+07 | A |
| REC-00614499 | 2025-02-04 | Abuja | 2.81533e+07 | A |
| REC-00564236 | 2023-07-14 | Lagos | 1.6325e+07 | C |
| REC-00831944 | 2024-01-20 | Ibadan | 2.76207e+07 | A |
| REC-00216171 | 2024-06-22 | Port Harcourt | 2.07348e+06 | C |
Data Generation Methodology
This dataset was synthetically generated using:
Reference Sources:
- PropertyPro & Nigeria Property Centre - listing prices, property types, locations
- Knight Frank & Pam Golding - market reports, prime property indices, investment analysis
- NBS (National Bureau of Statistics) - real estate GDP contribution, construction statistics
- CBN (Central Bank of Nigeria) - mortgage lending data, interest rates
- FMBN (Federal Mortgage Bank) - NHF contributions, mortgage disbursements
- State land registries - title processing times, transaction volumes
Domain Constraints:
- Location pricing hierarchy (Lagos: Ikoyi > Lekki > Surulere > Ikorodu)
- Property types (detached, semi-detached, terrace, flat, bungalow)
- Title types (C of O, Deed of Assignment, Governor's Consent)
- Mortgage characteristics (3% penetration, 18-25% interest, 60-70% LTV)
- Rental yields (4-10% by location tier)
Quality Assurance:
- Distribution testing (price per sqm follows lognormal within tiers)
- Correlation validation (location-price r > 0.7, size-price r > 0.8)
- Causal consistency (property valuation models, market dynamics)
- Multi-scale coherence (property → neighborhood → city aggregations)
- Ethical considerations (representative, unbiased, privacy-preserving)
See QUALITY_ASSURANCE.md in the repository for full methodology.
Use Cases
- Machine Learning: Property price prediction, location scoring, investment ROI forecasting
- Market Analysis: Price trends, supply-demand dynamics, market segmentation
- Investment: Rental yield optimization, portfolio analysis, risk assessment
- Urban Planning: Housing demand forecasting, infrastructure impact analysis
- Research: Real estate market dynamics, affordability studies, diaspora investment patterns
Limitations
- Synthetic data: While grounded in real distributions from PropertyPro/Knight Frank/NBS, individual records are not real transactions
- Simplified dynamics: Some complex interactions (e.g., negotiation, market sentiment) are simplified
- Temporal scope: Covers 2022-2025; may not reflect longer-term trends or future policy changes
- Title issues: Models title problems statistically but doesn't capture full legal complexity
Citation
If you use this dataset, please cite:
@dataset{nigeria_realestate_2025,
title = {Nigeria Real Estate – Infrastructure Quality},
author = {Electric Sheep Africa},
year = {2025},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/electricsheepafrica/nigerian_realestate_infrastructure_quality}
}
Related Datasets
This dataset is part of the Nigeria Real Estate & Property Markets collection:
Contact
For questions, feedback, or collaboration:
- Organization: Electric Sheep Africa
- Collection: Nigeria Real Estate & Property Markets
- Repository: https://github.com/electricsheepafrica/nigerian-datasets
Changelog
Version 1.0.0 (October 2025)
- Initial release
- 70,000 synthetic records
- Quality-assured using PropertyPro/Knight Frank/NBS/CBN reference data
- Downloads last month
- 36
Size of downloaded dataset files:
1.31 MB
Size of the auto-converted Parquet files:
1.31 MB
Number of rows:
70,000