Dataset Viewer
Auto-converted to Parquet
project_id
stringlengths
10
10
city
stringclasses
10 values
developer
stringclasses
499 values
total_units
int64
10
199
units_sold
int64
0
198
start_date
stringdate
2022-01-01 00:00:00
2025-03-30 00:00:00
expected_completion
stringdate
2022-12-27 00:00:00
2028-02-13 00:00:00
status
stringclasses
3 values
DEV-074392
Abuja
Developer_128
59
24
2022-10-02
2025-01-19
near_completion
DEV-005344
Lagos
Developer_387
90
3
2024-03-19
2025-10-10
construction
DEV-038962
Lagos
Developer_282
162
55
2022-12-01
2025-08-17
construction
DEV-090461
Ibadan
Developer_037
41
40
2024-02-22
2026-11-08
construction
DEV-062277
Lagos
Developer_015
32
22
2022-04-17
2025-03-02
planning
DEV-004199
Lagos
Developer_160
131
32
2022-12-16
2025-03-05
construction
DEV-087144
Lagos
Developer_468
64
33
2022-07-22
2023-07-17
planning
DEV-015473
Abuja
Developer_475
84
81
2022-11-22
2025-08-08
construction
DEV-098954
Kano
Developer_151
108
76
2024-01-31
2026-03-21
construction
DEV-093736
Ibadan
Developer_225
44
4
2023-05-05
2024-06-28
construction
DEV-057762
Abuja
Developer_290
166
129
2022-10-27
2024-05-19
near_completion
DEV-071517
Kano
Developer_002
188
104
2024-01-17
2026-11-02
construction
DEV-067002
Lagos
Developer_481
147
38
2022-06-10
2024-05-30
planning
DEV-004246
Kano
Developer_171
140
66
2024-07-25
2027-01-11
construction
DEV-056199
Port Harcourt
Developer_323
150
65
2023-03-21
2024-08-12
construction
DEV-050914
Abuja
Developer_161
138
29
2022-10-09
2024-10-28
construction
DEV-068938
Ibadan
Developer_175
159
104
2022-04-03
2023-08-26
planning
DEV-055396
Uyo
Developer_223
178
55
2023-06-13
2025-01-03
planning
DEV-074376
Lagos
Developer_487
17
0
2024-10-27
2027-03-16
construction
DEV-061454
Port Harcourt
Developer_467
61
42
2023-11-19
2025-09-09
construction
DEV-061921
Enugu
Developer_412
70
12
2022-09-13
2024-02-05
construction
DEV-051683
Port Harcourt
Developer_219
27
4
2022-02-18
2023-06-13
near_completion
DEV-088032
Calabar
Developer_157
169
143
2023-03-18
2025-10-03
planning
DEV-079229
Abuja
Developer_076
29
22
2022-12-05
2025-08-21
near_completion
DEV-000199
Lagos
Developer_056
103
45
2022-03-06
2023-12-26
construction
DEV-012493
Lagos
Developer_412
31
28
2023-05-12
2024-09-03
construction
DEV-040923
Ibadan
Developer_236
127
84
2023-05-10
2025-06-28
construction
DEV-072746
Lagos
Developer_407
102
6
2024-01-22
2025-03-17
construction
DEV-035398
Enugu
Developer_168
13
6
2023-01-05
2025-05-24
near_completion
DEV-067107
Lagos
Developer_436
75
42
2024-03-23
2025-08-15
planning
DEV-073071
Abuja
Developer_222
121
5
2022-07-04
2024-03-25
near_completion
DEV-041956
Calabar
Developer_259
52
18
2022-10-23
2024-01-16
construction
DEV-019172
Kano
Developer_120
30
28
2022-02-06
2023-02-01
construction
DEV-067948
Lagos
Developer_433
30
15
2022-11-01
2025-02-18
construction
DEV-059285
Lagos
Developer_225
175
152
2022-11-12
2025-09-27
construction
DEV-062256
Benin City
Developer_156
79
22
2023-09-18
2026-07-04
planning
DEV-033732
Abuja
Developer_324
138
134
2023-02-08
2025-10-25
planning
DEV-021325
Lagos
Developer_476
98
78
2023-10-14
2025-01-06
planning
DEV-062379
Abuja
Developer_133
83
80
2022-01-22
2024-10-08
construction
DEV-099796
Abuja
Developer_232
42
2
2024-08-25
2026-12-13
construction
DEV-013285
Kano
Developer_303
126
8
2025-01-04
2026-06-28
construction
DEV-087951
Lagos
Developer_252
111
67
2022-09-17
2024-06-08
planning
DEV-073191
Uyo
Developer_323
26
6
2022-01-01
2023-10-23
construction
DEV-025105
Lagos
Developer_062
166
44
2024-12-22
2026-12-12
construction
DEV-086520
Uyo
Developer_048
15
11
2024-11-08
2027-02-26
planning
DEV-033349
Enugu
Developer_049
55
3
2024-09-24
2026-05-17
construction
DEV-024933
Abuja
Developer_130
177
125
2025-01-13
2027-09-30
construction
DEV-035132
Port Harcourt
Developer_458
114
31
2025-01-26
2026-09-18
near_completion
DEV-007909
Benin City
Developer_171
122
46
2023-10-21
2025-12-09
construction
DEV-012951
Lagos
Developer_404
168
133
2023-06-06
2025-08-24
construction
DEV-063014
Ibadan
Developer_247
164
87
2022-05-26
2024-02-15
near_completion
DEV-043525
Abuja
Developer_385
190
137
2023-03-22
2025-12-06
construction
DEV-040082
Abuja
Developer_126
149
28
2024-01-25
2025-09-16
construction
DEV-060589
Ibadan
Developer_027
121
111
2023-12-21
2025-05-14
construction
DEV-088071
Abuja
Developer_111
54
33
2023-03-06
2025-04-24
planning
DEV-060311
Lagos
Developer_165
198
23
2022-11-01
2025-02-18
near_completion
DEV-077497
Lagos
Developer_394
63
14
2023-01-04
2025-08-21
construction
DEV-093672
Abuja
Developer_350
53
28
2024-07-14
2026-07-04
construction
DEV-098442
Lagos
Developer_043
26
18
2024-07-26
2027-05-12
construction
DEV-036956
Port Harcourt
Developer_120
14
4
2024-05-11
2026-05-31
construction
DEV-040457
Lagos
Developer_322
87
32
2024-09-12
2027-03-31
construction
DEV-013465
Lagos
Developer_059
190
28
2024-04-20
2026-06-09
planning
DEV-084919
Lagos
Developer_311
91
20
2023-10-30
2025-10-19
construction
DEV-005911
Ibadan
Developer_394
61
25
2023-08-07
2024-10-30
construction
DEV-026244
Lagos
Developer_053
52
43
2022-12-03
2024-06-25
construction
DEV-013009
Abuja
Developer_126
80
41
2024-10-31
2026-02-23
construction
DEV-020791
Abuja
Developer_352
38
9
2023-05-25
2026-04-09
near_completion
DEV-086596
Owerri
Developer_272
156
76
2022-11-10
2025-07-27
construction
DEV-028816
Lagos
Developer_238
149
68
2023-05-18
2024-05-12
construction
DEV-070181
Ibadan
Developer_046
16
8
2022-03-11
2023-11-01
planning
DEV-046160
Enugu
Developer_300
112
10
2022-10-17
2024-05-09
construction
DEV-091759
Enugu
Developer_304
181
50
2025-01-10
2027-01-30
near_completion
DEV-071247
Ibadan
Developer_350
87
79
2025-03-02
2026-09-23
construction
DEV-026579
Benin City
Developer_470
196
168
2024-02-03
2025-04-28
construction
DEV-004181
Lagos
Developer_105
187
158
2022-05-26
2023-08-19
near_completion
DEV-054499
Abuja
Developer_131
42
4
2024-07-15
2025-09-08
planning
DEV-017625
Port Harcourt
Developer_059
171
19
2024-11-08
2026-03-03
construction
DEV-028530
Abuja
Developer_252
85
81
2024-02-11
2026-05-01
construction
DEV-034250
Lagos
Developer_479
102
50
2024-01-17
2025-05-11
near_completion
DEV-063187
Ibadan
Developer_052
79
36
2024-12-25
2026-05-19
construction
DEV-083797
Lagos
Developer_462
158
142
2023-03-06
2024-09-26
planning
DEV-079291
Kano
Developer_434
68
30
2023-07-01
2024-12-22
construction
DEV-045884
Lagos
Developer_154
148
92
2022-10-22
2025-03-10
construction
DEV-088752
Ibadan
Developer_487
66
14
2022-05-29
2023-11-20
construction
DEV-074258
Lagos
Developer_378
144
24
2024-12-07
2027-08-24
construction
DEV-013167
Owerri
Developer_493
20
13
2025-01-29
2027-02-18
construction
DEV-066796
Lagos
Developer_442
187
68
2022-04-06
2023-04-01
planning
DEV-027036
Benin City
Developer_469
147
33
2023-03-12
2025-10-27
construction
DEV-032060
Lagos
Developer_009
160
9
2023-04-09
2025-04-28
near_completion
DEV-067505
Lagos
Developer_076
163
38
2025-01-27
2027-04-17
construction
DEV-095257
Lagos
Developer_343
37
26
2025-02-15
2026-08-09
planning
DEV-039658
Lagos
Developer_213
121
64
2024-06-08
2026-08-27
near_completion
DEV-073749
Benin City
Developer_444
10
9
2023-01-26
2025-04-15
near_completion
DEV-036402
Enugu
Developer_207
134
19
2023-05-15
2026-03-30
construction
DEV-038858
Lagos
Developer_291
21
4
2022-11-09
2023-12-04
near_completion
DEV-051975
Abuja
Developer_167
80
3
2023-07-30
2024-10-22
construction
DEV-020697
Port Harcourt
Developer_409
78
25
2024-12-01
2026-06-24
construction
DEV-029074
Benin City
Developer_174
28
21
2024-03-24
2027-02-07
planning
DEV-023335
Port Harcourt
Developer_108
85
53
2022-10-16
2025-03-04
construction
DEV-090655
Lagos
Developer_151
99
45
2023-08-02
2025-03-24
planning
End of preview. Expand in Data Studio

Nigeria Real Estate – Off-Plan Developments

Dataset Description

New property projects with units, completion dates, pre-sale status.

Category: Property Listings & Sales
Rows: 50,000
Format: CSV, Parquet
License: MIT
Synthetic: Yes (generated using reference data from PropertyPro, Knight Frank, NBS, CBN, FMBN)

Dataset Structure

Schema

  • project_id: string
  • city: string
  • developer: string
  • total_units: integer
  • units_sold: integer
  • start_date: string
  • expected_completion: string
  • status: string

Sample Data

| project_id   | city   | developer     |   total_units |   units_sold | start_date   | expected_completion   | status          |
|:-------------|:-------|:--------------|--------------:|-------------:|:-------------|:----------------------|:----------------|
| DEV-074392   | Abuja  | Developer_128 |            59 |           24 | 2022-10-02   | 2025-01-19            | near_completion |
| DEV-005344   | Lagos  | Developer_387 |            90 |            3 | 2024-03-19   | 2025-10-10            | construction    |
| DEV-038962   | Lagos  | Developer_282 |           162 |           55 | 2022-12-01   | 2025-08-17            | construction    |
| DEV-090461   | Ibadan | Developer_037 |            41 |           40 | 2024-02-22   | 2026-11-08            | construction    |
| DEV-062277   | Lagos  | Developer_015 |            32 |           22 | 2022-04-17   | 2025-03-02            | planning        |

Data Generation Methodology

This dataset was synthetically generated using:

  1. 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
  2. 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)
  3. 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 – Off-Plan Developments},
  author = {Electric Sheep Africa},
  year = {2025},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/electricsheepafrica/nigerian_realestate_off_plan_developments}
}

Related Datasets

This dataset is part of the Nigeria Real Estate & Property Markets collection:

Contact

For questions, feedback, or collaboration:

Changelog

Version 1.0.0 (October 2025)

  • Initial release
  • 50,000 synthetic records
  • Quality-assured using PropertyPro/Knight Frank/NBS/CBN reference data
Downloads last month
35

Collection including electricsheepafrica/nigerian_realestate_off_plan_developments