transaction_id stringlengths 11 11 | store_name stringclasses 10
values | city stringclasses 15
values | transaction_date stringdate 2024-01-01 08:00:00 2024-10-27 21:00:00 | cashier_id stringclasses 900
values | items_count int64 1 20 | total_amount_ngn float64 1k 200k | payment_method stringclasses 3
values | discount_applied bool 2
classes | loyalty_points_earned int64 0 1k | receipt_number stringlengths 13 13 |
|---|---|---|---|---|---|---|---|---|---|---|
POS00000000 | Balogun Market | Kano | 2024-08-03 16:00:00 | CASH990 | 13 | 33,837.28 | cash | false | 662 | RCP0000000000 |
POS00000001 | Game | Kano | 2024-09-07 20:00:00 | CASH840 | 2 | 23,883.91 | cash | false | 531 | RCP0000000001 |
POS00000002 | Game | Port Harcourt | 2024-07-04 09:00:00 | CASH148 | 19 | 35,400.49 | mobile_money | false | 840 | RCP0000000002 |
POS00000003 | Ebeano | Port Harcourt | 2024-09-05 19:00:00 | CASH809 | 5 | 10,287.57 | cash | false | 610 | RCP0000000003 |
POS00000004 | Computer Village | Ilorin | 2024-10-08 08:00:00 | CASH876 | 18 | 189,802.63 | cash | false | 391 | RCP0000000004 |
POS00000005 | Ebeano | Jos | 2024-03-15 13:00:00 | CASH585 | 9 | 148,942.97 | mobile_money | false | 402 | RCP0000000005 |
POS00000006 | Justrite | Lagos | 2024-05-25 14:00:00 | CASH456 | 4 | 152,049.82 | cash | false | 784 | RCP0000000006 |
POS00000007 | Mr Price | Enugu | 2024-03-25 10:00:00 | CASH447 | 10 | 130,094.42 | card | false | 970 | RCP0000000007 |
POS00000008 | Spar | Kaduna | 2024-09-25 08:00:00 | CASH106 | 14 | 53,009.52 | card | true | 149 | RCP0000000008 |
POS00000009 | Computer Village | Onitsha | 2024-02-02 11:00:00 | CASH920 | 19 | 44,186.5 | card | false | 495 | RCP0000000009 |
POS00000010 | Balogun Market | Aba | 2024-09-14 08:00:00 | CASH522 | 4 | 62,994.54 | card | false | 495 | RCP0000000010 |
POS00000011 | Shoprite | Enugu | 2024-03-29 18:00:00 | CASH368 | 1 | 34,744.5 | card | false | 930 | RCP0000000011 |
POS00000012 | Game | Warri | 2024-03-30 14:00:00 | CASH688 | 15 | 94,566.51 | cash | false | 788 | RCP0000000012 |
POS00000013 | Mr Price | Jos | 2024-10-23 09:00:00 | CASH268 | 4 | 161,321.2 | mobile_money | true | 432 | RCP0000000013 |
POS00000014 | Slot | Calabar | 2024-09-03 15:00:00 | CASH694 | 6 | 189,344.88 | card | true | 561 | RCP0000000014 |
POS00000015 | Pointek | Calabar | 2024-05-15 09:00:00 | CASH774 | 14 | 51,255.21 | card | false | 183 | RCP0000000015 |
POS00000016 | Mr Price | Kano | 2024-10-20 19:00:00 | CASH435 | 18 | 97,856.53 | card | false | 930 | RCP0000000016 |
POS00000017 | Game | Lagos | 2024-05-19 21:00:00 | CASH778 | 1 | 70,163.25 | card | false | 653 | RCP0000000017 |
POS00000018 | Mr Price | Port Harcourt | 2024-10-21 10:00:00 | CASH603 | 2 | 85,899.46 | card | true | 326 | RCP0000000018 |
POS00000019 | Ebeano | Abeokuta | 2024-06-13 09:00:00 | CASH529 | 2 | 78,575.67 | card | false | 251 | RCP0000000019 |
POS00000020 | Computer Village | Aba | 2024-09-20 09:00:00 | CASH581 | 14 | 192,645.23 | cash | false | 766 | RCP0000000020 |
POS00000021 | Game | Port Harcourt | 2024-10-12 09:00:00 | CASH531 | 2 | 64,581.82 | card | true | 483 | RCP0000000021 |
POS00000022 | Justrite | Jos | 2024-05-25 20:00:00 | CASH170 | 11 | 107,359.45 | cash | false | 214 | RCP0000000022 |
POS00000023 | Computer Village | Enugu | 2024-03-26 12:00:00 | CASH677 | 11 | 128,230.99 | card | true | 614 | RCP0000000023 |
POS00000024 | Spar | Ibadan | 2024-09-22 10:00:00 | CASH942 | 16 | 120,565.41 | card | false | 359 | RCP0000000024 |
POS00000025 | Justrite | Benin City | 2024-01-26 17:00:00 | CASH422 | 16 | 84,435.81 | card | false | 227 | RCP0000000025 |
POS00000026 | Spar | Abeokuta | 2024-01-30 12:00:00 | CASH794 | 6 | 18,979.9 | card | false | 996 | RCP0000000026 |
POS00000027 | Balogun Market | Enugu | 2024-02-23 10:00:00 | CASH849 | 6 | 121,263.66 | card | false | 556 | RCP0000000027 |
POS00000028 | Ebeano | Ilorin | 2024-09-06 11:00:00 | CASH188 | 11 | 50,126.92 | card | false | 670 | RCP0000000028 |
POS00000029 | Shoprite | Jos | 2024-01-24 13:00:00 | CASH726 | 14 | 194,287.59 | mobile_money | false | 854 | RCP0000000029 |
POS00000030 | Balogun Market | Kano | 2024-03-09 10:00:00 | CASH831 | 10 | 145,741.01 | cash | false | 993 | RCP0000000030 |
POS00000031 | Game | Warri | 2024-06-06 16:00:00 | CASH154 | 5 | 117,868.97 | card | false | 730 | RCP0000000031 |
POS00000032 | Mr Price | Warri | 2024-09-19 14:00:00 | CASH262 | 9 | 64,873.73 | cash | false | 245 | RCP0000000032 |
POS00000033 | Pointek | Calabar | 2024-06-27 16:00:00 | CASH309 | 14 | 139,868.89 | card | false | 513 | RCP0000000033 |
POS00000034 | Balogun Market | Calabar | 2024-04-20 12:00:00 | CASH172 | 17 | 68,176.18 | card | false | 685 | RCP0000000034 |
POS00000035 | Slot | Abuja | 2024-06-09 14:00:00 | CASH116 | 7 | 172,789.54 | cash | true | 373 | RCP0000000035 |
POS00000036 | Mr Price | Abuja | 2024-02-27 17:00:00 | CASH710 | 7 | 56,961.41 | cash | false | 914 | RCP0000000036 |
POS00000037 | Ebeano | Port Harcourt | 2024-10-11 11:00:00 | CASH899 | 17 | 103,719.56 | card | false | 403 | RCP0000000037 |
POS00000038 | Pointek | Lagos | 2024-07-04 10:00:00 | CASH849 | 2 | 84,577.75 | card | false | 514 | RCP0000000038 |
POS00000039 | Justrite | Abuja | 2024-01-23 08:00:00 | CASH628 | 19 | 82,599.38 | cash | false | 724 | RCP0000000039 |
POS00000040 | Computer Village | Benin City | 2024-02-17 21:00:00 | CASH779 | 15 | 170,253.5 | cash | false | 483 | RCP0000000040 |
POS00000041 | Balogun Market | Benin City | 2024-04-15 17:00:00 | CASH205 | 19 | 61,993.14 | cash | true | 507 | RCP0000000041 |
POS00000042 | Slot | Lagos | 2024-03-31 12:00:00 | CASH467 | 8 | 93,729.95 | mobile_money | true | 608 | RCP0000000042 |
POS00000043 | Mr Price | Abeokuta | 2024-05-17 11:00:00 | CASH245 | 20 | 154,934.9 | card | false | 543 | RCP0000000043 |
POS00000044 | Ebeano | Onitsha | 2024-02-15 09:00:00 | CASH269 | 12 | 92,845.79 | cash | false | 184 | RCP0000000044 |
POS00000045 | Mr Price | Jos | 2024-03-21 09:00:00 | CASH792 | 16 | 149,994.13 | card | true | 285 | RCP0000000045 |
POS00000046 | Ebeano | Lagos | 2024-03-12 14:00:00 | CASH608 | 18 | 81,566.87 | cash | false | 647 | RCP0000000046 |
POS00000047 | Spar | Lagos | 2024-03-02 11:00:00 | CASH751 | 3 | 188,578.15 | card | false | 204 | RCP0000000047 |
POS00000048 | Slot | Aba | 2024-05-15 21:00:00 | CASH846 | 4 | 63,512.92 | cash | false | 75 | RCP0000000048 |
POS00000049 | Ebeano | Abuja | 2024-09-19 14:00:00 | CASH448 | 12 | 36,859.42 | cash | true | 493 | RCP0000000049 |
POS00000050 | Mr Price | Onitsha | 2024-08-10 15:00:00 | CASH533 | 1 | 57,538.43 | card | true | 73 | RCP0000000050 |
POS00000051 | Computer Village | Abeokuta | 2024-07-14 17:00:00 | CASH729 | 1 | 90,390.48 | card | true | 778 | RCP0000000051 |
POS00000052 | Spar | Ibadan | 2024-01-15 18:00:00 | CASH640 | 6 | 11,341.53 | cash | false | 395 | RCP0000000052 |
POS00000053 | Computer Village | Kano | 2024-01-20 09:00:00 | CASH196 | 5 | 38,940.64 | card | false | 858 | RCP0000000053 |
POS00000054 | Shoprite | Onitsha | 2024-01-25 17:00:00 | CASH230 | 10 | 50,163.84 | card | false | 318 | RCP0000000054 |
POS00000055 | Mr Price | Kaduna | 2024-06-17 19:00:00 | CASH905 | 15 | 45,076.91 | cash | false | 486 | RCP0000000055 |
POS00000056 | Shoprite | Warri | 2024-09-15 10:00:00 | CASH379 | 13 | 170,430.1 | mobile_money | false | 821 | RCP0000000056 |
POS00000057 | Spar | Port Harcourt | 2024-09-14 10:00:00 | CASH538 | 20 | 71,170.08 | card | false | 552 | RCP0000000057 |
POS00000058 | Mr Price | Kaduna | 2024-04-03 14:00:00 | CASH377 | 13 | 137,386.94 | cash | true | 366 | RCP0000000058 |
POS00000059 | Game | Aba | 2024-10-02 15:00:00 | CASH143 | 14 | 92,185.89 | cash | false | 946 | RCP0000000059 |
POS00000060 | Spar | Abeokuta | 2024-10-16 16:00:00 | CASH211 | 19 | 153,234.47 | cash | false | 137 | RCP0000000060 |
POS00000061 | Computer Village | Calabar | 2024-04-20 15:00:00 | CASH571 | 3 | 166,945.25 | mobile_money | false | 726 | RCP0000000061 |
POS00000062 | Spar | Onitsha | 2024-08-14 17:00:00 | CASH555 | 11 | 30,071.1 | mobile_money | false | 148 | RCP0000000062 |
POS00000063 | Spar | Warri | 2024-02-20 21:00:00 | CASH413 | 1 | 174,565.01 | cash | true | 508 | RCP0000000063 |
POS00000064 | Spar | Lagos | 2024-02-01 17:00:00 | CASH784 | 16 | 160,359.57 | cash | false | 718 | RCP0000000064 |
POS00000065 | Balogun Market | Ilorin | 2024-06-13 18:00:00 | CASH199 | 10 | 143,809.65 | cash | false | 863 | RCP0000000065 |
POS00000066 | Pointek | Kano | 2024-09-06 09:00:00 | CASH641 | 10 | 163,300.79 | cash | true | 704 | RCP0000000066 |
POS00000067 | Game | Onitsha | 2024-01-04 12:00:00 | CASH142 | 19 | 15,907.8 | cash | false | 329 | RCP0000000067 |
POS00000068 | Ebeano | Abeokuta | 2024-05-28 11:00:00 | CASH103 | 8 | 30,384.47 | mobile_money | false | 424 | RCP0000000068 |
POS00000069 | Balogun Market | Aba | 2024-05-08 16:00:00 | CASH710 | 2 | 85,299.54 | mobile_money | true | 365 | RCP0000000069 |
POS00000070 | Justrite | Ibadan | 2024-01-04 15:00:00 | CASH882 | 16 | 136,021.51 | card | false | 0 | RCP0000000070 |
POS00000071 | Balogun Market | Ibadan | 2024-03-05 18:00:00 | CASH817 | 10 | 77,535.8 | card | false | 605 | RCP0000000071 |
POS00000072 | Mr Price | Benin City | 2024-08-29 19:00:00 | CASH690 | 15 | 108,497.24 | cash | false | 992 | RCP0000000072 |
POS00000073 | Balogun Market | Lagos | 2024-06-09 18:00:00 | CASH565 | 12 | 186,237.9 | card | false | 478 | RCP0000000073 |
POS00000074 | Spar | Kaduna | 2024-09-19 21:00:00 | CASH309 | 5 | 198,505.4 | cash | true | 280 | RCP0000000074 |
POS00000075 | Spar | Kaduna | 2024-09-23 09:00:00 | CASH831 | 20 | 151,324.69 | cash | false | 218 | RCP0000000075 |
POS00000076 | Justrite | Kaduna | 2024-07-23 20:00:00 | CASH852 | 8 | 83,827.83 | cash | false | 780 | RCP0000000076 |
POS00000077 | Game | Kano | 2024-09-12 15:00:00 | CASH913 | 15 | 10,734.69 | cash | false | 864 | RCP0000000077 |
POS00000078 | Balogun Market | Enugu | 2024-04-12 12:00:00 | CASH866 | 5 | 122,230 | mobile_money | true | 954 | RCP0000000078 |
POS00000079 | Slot | Abuja | 2024-03-25 21:00:00 | CASH170 | 8 | 107,080.2 | cash | false | 73 | RCP0000000079 |
POS00000080 | Mr Price | Lagos | 2024-08-27 20:00:00 | CASH678 | 15 | 123,153.39 | card | false | 326 | RCP0000000080 |
POS00000081 | Ebeano | Calabar | 2024-04-08 21:00:00 | CASH985 | 1 | 190,951.7 | cash | true | 545 | RCP0000000081 |
POS00000082 | Game | Warri | 2024-02-03 14:00:00 | CASH966 | 14 | 95,150.57 | card | false | 221 | RCP0000000082 |
POS00000083 | Mr Price | Kano | 2024-10-09 19:00:00 | CASH236 | 9 | 31,304.19 | card | false | 264 | RCP0000000083 |
POS00000084 | Ebeano | Lagos | 2024-08-12 09:00:00 | CASH836 | 8 | 24,389.43 | cash | false | 859 | RCP0000000084 |
POS00000085 | Pointek | Enugu | 2024-10-14 17:00:00 | CASH149 | 5 | 118,735.36 | cash | false | 408 | RCP0000000085 |
POS00000086 | Computer Village | Kaduna | 2024-04-03 19:00:00 | CASH446 | 4 | 81,289.38 | card | true | 995 | RCP0000000086 |
POS00000087 | Slot | Abeokuta | 2024-03-17 18:00:00 | CASH654 | 19 | 10,201.54 | cash | false | 6 | RCP0000000087 |
POS00000088 | Shoprite | Jos | 2024-01-19 21:00:00 | CASH556 | 4 | 164,895.48 | cash | false | 185 | RCP0000000088 |
POS00000089 | Balogun Market | Warri | 2024-05-30 12:00:00 | CASH857 | 12 | 60,747.67 | cash | false | 126 | RCP0000000089 |
POS00000090 | Balogun Market | Benin City | 2024-06-15 09:00:00 | CASH286 | 2 | 175,339.06 | cash | false | 69 | RCP0000000090 |
POS00000091 | Spar | Enugu | 2024-06-24 10:00:00 | CASH245 | 16 | 36,971.17 | card | true | 288 | RCP0000000091 |
POS00000092 | Balogun Market | Calabar | 2024-07-14 21:00:00 | CASH709 | 11 | 195,429.11 | cash | true | 469 | RCP0000000092 |
POS00000093 | Ebeano | Port Harcourt | 2024-03-23 08:00:00 | CASH782 | 8 | 137,709.3 | card | false | 814 | RCP0000000093 |
POS00000094 | Justrite | Warri | 2024-09-15 21:00:00 | CASH763 | 10 | 111,594.24 | cash | false | 518 | RCP0000000094 |
POS00000095 | Game | Calabar | 2024-08-14 21:00:00 | CASH268 | 16 | 196,109.14 | card | false | 800 | RCP0000000095 |
POS00000096 | Ebeano | Calabar | 2024-05-22 16:00:00 | CASH345 | 17 | 174,656.24 | cash | false | 169 | RCP0000000096 |
POS00000097 | Computer Village | Benin City | 2024-05-28 13:00:00 | CASH591 | 16 | 199,974.85 | cash | false | 950 | RCP0000000097 |
POS00000098 | Game | Abuja | 2024-10-07 11:00:00 | CASH554 | 4 | 1,900.23 | card | false | 105 | RCP0000000098 |
POS00000099 | Game | Abeokuta | 2024-06-10 20:00:00 | CASH129 | 10 | 36,795.25 | card | true | 816 | RCP0000000099 |
End of preview. Expand in Data Studio
Point Of Sale Records
Dataset Description
Comprehensive point of sale records for Nigerian retail and e-commerce analysis
Dataset Information
- Category: Sales and Transactions
- Industry: Retail & E-Commerce
- Country: Nigeria
- Format: CSV, Parquet
- Rows: 800,000
- Columns: 11
- Date Generated: 2025-10-06
- Location:
data/point_of_sale_records/ - License: GPL
Schema
| Column | Type | Sample Values |
|---|---|---|
transaction_id |
String | POS00000000 |
store_name |
String | Balogun Market |
city |
String | Kano |
transaction_date |
String | 2024-08-03 16:00:00 |
cashier_id |
String | CASH990 |
items_count |
Integer | 13 |
total_amount_ngn |
Float | 33837.28 |
payment_method |
String | cash |
discount_applied |
Boolean | False |
loyalty_points_earned |
Integer | 662 |
receipt_number |
String | RCP0000000000 |
Sample Data
transaction_id store_name city transaction_date cashier_id items_count total_amount_ngn payment_method discount_applied loyalty_points_earned receipt_number
POS00000000 Balogun Market Kano 2024-08-03 16:00:00 CASH990 13 33837.28 cash False 662 RCP0000000000
POS00000001 Game Kano 2024-09-07 20:00:00 CASH840 2 23883.91 cash False 531 RCP0000000001
POS00000002 Game Port Harcourt 2024-07-04 09:00:00 CASH148 19 35400.49 mobile_money False 840 RCP0000000002
Use Cases
- Data analysis and insights
- Machine learning model training
- Business intelligence
- Research and education
- Predictive analytics
Nigerian Context
This dataset incorporates authentic Nigerian retail and e-commerce characteristics:
E-Commerce Platforms
- Jumia (35% market share) - Leading marketplace
- Konga (25% market share) - Major competitor
- Jiji (20% market share) - Classifieds platform
- PayPorte, Slot, and other platforms
Physical Retail
- Shoprite, Spar, Game - Major supermarket chains
- Slot, Pointek - Electronics retailers
- Mr Price - Fashion retail
- Traditional markets: Balogun Market, Computer Village
Payment Methods
- Cash on Delivery (45%) - Most popular
- Bank Transfer (25%)
- Debit Card (15%)
- USSD (8%)
- Mobile Money (5%)
- Credit Card (2%)
Logistics & Delivery
- GIG Logistics - Nationwide coverage
- Kwik Delivery - Fast urban delivery
- DHL, FedEx - International and express
- Red Star Express - Nationwide courier
- Local dispatch riders
Geographic Coverage
Major Nigerian cities including:
- Lagos - Commercial capital, highest retail density
- Abuja - Federal capital, high e-commerce penetration
- Kano - Northern commercial hub
- Port Harcourt - Oil city, strong purchasing power
- Ibadan - Large urban market
- Plus 10+ other major cities
Products & Categories
- Electronics: Tecno, Infinix, Samsung phones; laptops, TVs
- Fashion: Ankara fabric, Agbada, Kaftan, sneakers
- Groceries: Rice (50kg bags), Garri, Palm Oil, Indomie
- Beauty: Shea butter, Black soap, hair extensions
- Home: Generators, inverters, solar panels
Currency & Pricing
- Currency: Nigerian Naira (NGN, ₦)
- Exchange Rate: ~₦1,500/USD
- Price Ranges: Realistic Nigerian market prices
- Time Zone: West Africa Time (WAT, UTC+1)
File Formats
CSV
data/point_of_sale_records/nigerian_retail_and_ecommerce_point_of_sale_records.csv
Parquet (Recommended)
data/point_of_sale_records/nigerian_retail_and_ecommerce_point_of_sale_records.parquet
Nigerian Retail and E-Commerce - Loading the Dataset
Hugging Face Datasets
from datasets import load_dataset
# Load dataset
dataset = load_dataset("electricsheepafrica/nigerian_retail_and_ecommerce_point_of_sale_records")
# Convert to pandas
df = dataset['train'].to_pandas()
print(f"Loaded {len(df):,} rows")
Pandas (Direct)
import pandas as pd
# Load CSV
df = pd.read_csv('data/point_of_sale_records/nigerian_retail_and_ecommerce_point_of_sale_records.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/point_of_sale_records/nigerian_retail_and_ecommerce_point_of_sale_records.parquet')
PyArrow
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/point_of_sale_records/nigerian_retail_and_ecommerce_point_of_sale_records.parquet')
df = table.to_pandas()
Data Quality
- ✅ Realistic Distributions: Based on Nigerian retail patterns
- ✅ No Missing Critical Fields: Complete core data
- ✅ Proper Data Types: Appropriate types for each column
- ✅ Consistent Naming: Clear, descriptive column names
- ✅ Nigerian Context: Authentic local characteristics
- ✅ Production Scale: Suitable for real-world applications
Ethical Considerations
- This is synthetic data generated for research and development
- No real customer data or personally identifiable information
- Designed to reflect realistic patterns without privacy concerns
- Safe for public use, testing, and education
License
GPL License - General Public License
This dataset is free to use for:
- Research and academic purposes
- Commercial applications
- Educational projects
- Open source development
Citation
@dataset{nigerian_retail_point_of_sale_records_2025,
title={Point Of Sale Records},
author={Electric Sheep Africa},
year={2025},
publisher={Hugging Face},
howpublished={\url{https://huggingface.co/datasets/electricsheepafrica/nigerian-retail-point-of-sale-records}}
}
Related Datasets
This dataset is part of the Nigerian Retail & E-Commerce Datasets collection, which includes 42 datasets covering:
- Customer & Shopper Data
- Sales & Transactions
- Product & Inventory
- Marketing & Engagement
- Operations & Workforce
- Pricing & Revenue
- Customer Support
- Emerging & Advanced Technologies
Browse all datasets: https://huggingface.co/electricsheepafrica
Updates & Maintenance
- Version: 1.0
- Last Updated: 2025-10-06
- Maintenance: Active
- Issues: Report via Hugging Face discussions
Contact
For questions, feedback, or collaboration:
- Hugging Face: electricsheepafrica
- Issues: Open a discussion on the dataset page
- General Inquiries: Via Hugging Face profile
Part of the Nigerian Industry Datasets Initiative
Building comprehensive, authentic datasets for African markets.
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