Datasets:
ar_session_id stringlengths 8 8 | customer_id stringlengths 10 10 | product_id stringlengths 8 8 | session_date stringdate 2024-01-01 00:00:00 2024-10-27 00:00:00 | session_duration_seconds int64 30 600 | product_category stringclasses 3
values | try_on_count int64 1 10 | shared bool 2
classes | purchased bool 2
classes | device_type stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|
AR000000 | CUST666271 | PRD45924 | 2024-09-22 00:00:00 | 164 | Beauty | 2 | false | false | Android |
AR000001 | CUST498070 | PRD20366 | 2024-05-15 00:00:00 | 297 | Beauty | 9 | true | false | Android |
AR000002 | CUST451234 | PRD17903 | 2024-04-18 00:00:00 | 398 | Home & Living | 8 | true | true | iOS |
AR000003 | CUST129695 | PRD96987 | 2024-02-29 00:00:00 | 211 | Fashion | 3 | false | false | iOS |
AR000004 | CUST293055 | PRD12074 | 2024-04-26 00:00:00 | 47 | Fashion | 1 | true | false | iOS |
AR000005 | CUST834581 | PRD60372 | 2024-09-06 00:00:00 | 485 | Fashion | 7 | false | false | Android |
AR000006 | CUST907665 | PRD61443 | 2024-10-24 00:00:00 | 510 | Fashion | 7 | false | true | iOS |
AR000007 | CUST444514 | PRD24892 | 2024-09-25 00:00:00 | 553 | Fashion | 8 | true | true | iOS |
AR000008 | CUST450550 | PRD29993 | 2024-03-09 00:00:00 | 441 | Fashion | 5 | false | false | Android |
AR000009 | CUST782990 | PRD81797 | 2024-08-09 00:00:00 | 100 | Fashion | 2 | false | false | Android |
AR000010 | CUST882316 | PRD86717 | 2024-04-23 00:00:00 | 297 | Fashion | 4 | false | false | Android |
AR000011 | CUST250342 | PRD71694 | 2024-01-23 00:00:00 | 547 | Home & Living | 6 | false | false | iOS |
AR000012 | CUST463174 | PRD25101 | 2024-06-30 00:00:00 | 293 | Home & Living | 6 | false | true | iOS |
AR000013 | CUST385181 | PRD20813 | 2024-04-19 00:00:00 | 70 | Fashion | 10 | false | false | Android |
AR000014 | CUST901583 | PRD37200 | 2024-05-06 00:00:00 | 571 | Home & Living | 8 | false | false | Android |
AR000015 | CUST335740 | PRD50687 | 2024-08-09 00:00:00 | 467 | Fashion | 9 | false | true | Android |
AR000016 | CUST160391 | PRD56677 | 2024-02-10 00:00:00 | 530 | Home & Living | 10 | true | false | iOS |
AR000017 | CUST601618 | PRD75414 | 2024-04-20 00:00:00 | 83 | Home & Living | 1 | false | false | iOS |
AR000018 | CUST122408 | PRD95796 | 2024-06-06 00:00:00 | 379 | Home & Living | 3 | false | false | iOS |
AR000019 | CUST866188 | PRD48106 | 2024-09-07 00:00:00 | 323 | Beauty | 8 | false | true | iOS |
AR000020 | CUST821222 | PRD23534 | 2024-01-05 00:00:00 | 247 | Beauty | 10 | true | false | Android |
AR000021 | CUST232452 | PRD72696 | 2024-01-23 00:00:00 | 149 | Beauty | 7 | false | false | Android |
AR000022 | CUST371278 | PRD81829 | 2024-08-14 00:00:00 | 542 | Home & Living | 3 | false | true | Android |
AR000023 | CUST606681 | PRD80094 | 2024-04-28 00:00:00 | 330 | Beauty | 5 | false | false | Android |
AR000024 | CUST925135 | PRD98734 | 2024-09-17 00:00:00 | 292 | Home & Living | 10 | true | true | iOS |
AR000025 | CUST707936 | PRD46501 | 2024-09-02 00:00:00 | 185 | Beauty | 6 | true | false | Android |
AR000026 | CUST142316 | PRD56617 | 2024-05-25 00:00:00 | 431 | Fashion | 2 | false | false | iOS |
AR000027 | CUST664032 | PRD16975 | 2024-10-05 00:00:00 | 125 | Home & Living | 6 | false | true | Android |
AR000028 | CUST577021 | PRD39194 | 2024-07-16 00:00:00 | 534 | Beauty | 1 | false | false | iOS |
AR000029 | CUST273013 | PRD14508 | 2024-07-06 00:00:00 | 391 | Home & Living | 9 | false | false | Android |
AR000030 | CUST728724 | PRD13172 | 2024-08-03 00:00:00 | 230 | Fashion | 2 | false | false | iOS |
AR000031 | CUST668193 | PRD85501 | 2024-02-09 00:00:00 | 119 | Fashion | 9 | true | true | Android |
AR000032 | CUST545497 | PRD86808 | 2024-08-29 00:00:00 | 569 | Fashion | 1 | false | false | Android |
AR000033 | CUST238991 | PRD36614 | 2024-02-27 00:00:00 | 87 | Beauty | 7 | false | false | iOS |
AR000034 | CUST217762 | PRD32643 | 2024-01-20 00:00:00 | 338 | Beauty | 7 | false | false | iOS |
AR000035 | CUST914728 | PRD71708 | 2024-03-29 00:00:00 | 428 | Home & Living | 5 | false | false | iOS |
AR000036 | CUST317861 | PRD97260 | 2024-09-15 00:00:00 | 346 | Home & Living | 9 | false | false | Android |
AR000037 | CUST211541 | PRD71694 | 2024-03-04 00:00:00 | 219 | Fashion | 1 | false | false | iOS |
AR000038 | CUST282978 | PRD77525 | 2024-05-16 00:00:00 | 122 | Beauty | 6 | false | true | Android |
AR000039 | CUST148791 | PRD98394 | 2024-09-12 00:00:00 | 57 | Home & Living | 2 | false | true | Android |
AR000040 | CUST396641 | PRD67139 | 2024-06-04 00:00:00 | 509 | Beauty | 4 | false | true | Android |
AR000041 | CUST314144 | PRD30287 | 2024-10-08 00:00:00 | 285 | Fashion | 3 | true | false | iOS |
AR000042 | CUST742455 | PRD64975 | 2024-08-27 00:00:00 | 425 | Fashion | 1 | true | false | Android |
AR000043 | CUST265908 | PRD18359 | 2024-02-24 00:00:00 | 538 | Beauty | 10 | false | true | iOS |
AR000044 | CUST767535 | PRD55472 | 2024-01-27 00:00:00 | 198 | Home & Living | 7 | false | false | iOS |
AR000045 | CUST318547 | PRD41072 | 2024-10-27 00:00:00 | 103 | Fashion | 2 | false | false | iOS |
AR000046 | CUST790653 | PRD58242 | 2024-05-24 00:00:00 | 180 | Home & Living | 5 | false | false | iOS |
AR000047 | CUST906828 | PRD16469 | 2024-10-05 00:00:00 | 500 | Fashion | 2 | false | true | Android |
AR000048 | CUST608839 | PRD33975 | 2024-08-16 00:00:00 | 386 | Home & Living | 1 | false | false | iOS |
AR000049 | CUST688241 | PRD47126 | 2024-04-01 00:00:00 | 65 | Fashion | 5 | true | false | Android |
AR000050 | CUST446848 | PRD58308 | 2024-10-10 00:00:00 | 305 | Fashion | 9 | false | false | iOS |
AR000051 | CUST743890 | PRD57234 | 2024-07-29 00:00:00 | 465 | Beauty | 10 | false | false | iOS |
AR000052 | CUST669772 | PRD22075 | 2024-07-16 00:00:00 | 237 | Beauty | 9 | true | false | iOS |
AR000053 | CUST876863 | PRD50351 | 2024-03-18 00:00:00 | 38 | Beauty | 5 | false | true | Android |
AR000054 | CUST215833 | PRD31582 | 2024-04-01 00:00:00 | 255 | Home & Living | 2 | true | false | iOS |
AR000055 | CUST785890 | PRD98781 | 2024-01-27 00:00:00 | 462 | Fashion | 4 | false | false | Android |
AR000056 | CUST933389 | PRD74389 | 2024-06-19 00:00:00 | 92 | Beauty | 1 | false | false | Android |
AR000057 | CUST966401 | PRD97984 | 2024-06-08 00:00:00 | 357 | Beauty | 9 | true | false | Android |
AR000058 | CUST996326 | PRD16447 | 2024-02-16 00:00:00 | 414 | Fashion | 4 | false | false | iOS |
AR000059 | CUST916643 | PRD24434 | 2024-06-15 00:00:00 | 351 | Home & Living | 9 | false | true | Android |
AR000060 | CUST690070 | PRD42456 | 2024-07-09 00:00:00 | 248 | Home & Living | 2 | true | false | Android |
AR000061 | CUST960807 | PRD39603 | 2024-06-15 00:00:00 | 397 | Home & Living | 8 | true | true | iOS |
AR000062 | CUST473790 | PRD62584 | 2024-09-29 00:00:00 | 491 | Fashion | 3 | true | false | iOS |
AR000063 | CUST469680 | PRD83730 | 2024-06-25 00:00:00 | 49 | Home & Living | 8 | false | false | Android |
AR000064 | CUST363354 | PRD92551 | 2024-01-29 00:00:00 | 366 | Home & Living | 10 | false | false | iOS |
AR000065 | CUST104118 | PRD63343 | 2024-01-11 00:00:00 | 303 | Beauty | 7 | true | true | Android |
AR000066 | CUST910539 | PRD14800 | 2024-10-26 00:00:00 | 325 | Beauty | 10 | false | true | iOS |
AR000067 | CUST630704 | PRD56998 | 2024-06-03 00:00:00 | 164 | Home & Living | 2 | false | false | iOS |
AR000068 | CUST878922 | PRD48232 | 2024-09-28 00:00:00 | 476 | Home & Living | 10 | false | false | Android |
AR000069 | CUST411174 | PRD37259 | 2024-05-23 00:00:00 | 571 | Beauty | 10 | true | false | Android |
AR000070 | CUST410314 | PRD56509 | 2024-09-20 00:00:00 | 247 | Fashion | 1 | false | true | iOS |
AR000071 | CUST404440 | PRD62374 | 2024-06-07 00:00:00 | 459 | Beauty | 10 | false | false | Android |
AR000072 | CUST828352 | PRD34584 | 2024-05-14 00:00:00 | 352 | Home & Living | 6 | false | false | Android |
AR000073 | CUST589838 | PRD93161 | 2024-10-07 00:00:00 | 484 | Beauty | 9 | true | false | iOS |
AR000074 | CUST416302 | PRD71577 | 2024-05-11 00:00:00 | 451 | Beauty | 8 | true | false | Android |
AR000075 | CUST264311 | PRD80578 | 2024-01-20 00:00:00 | 380 | Home & Living | 7 | true | false | iOS |
AR000076 | CUST514825 | PRD28035 | 2024-08-26 00:00:00 | 48 | Beauty | 3 | true | true | Android |
AR000077 | CUST220255 | PRD95292 | 2024-04-07 00:00:00 | 488 | Fashion | 2 | false | false | Android |
AR000078 | CUST512905 | PRD24973 | 2024-05-11 00:00:00 | 214 | Beauty | 3 | false | false | Android |
AR000079 | CUST571351 | PRD69516 | 2024-04-15 00:00:00 | 485 | Beauty | 1 | false | false | Android |
AR000080 | CUST144939 | PRD61766 | 2024-05-02 00:00:00 | 35 | Beauty | 4 | false | false | Android |
AR000081 | CUST256743 | PRD81909 | 2024-02-19 00:00:00 | 413 | Beauty | 2 | false | false | Android |
AR000082 | CUST314439 | PRD30448 | 2024-07-29 00:00:00 | 255 | Fashion | 1 | false | false | iOS |
AR000083 | CUST506271 | PRD96371 | 2024-04-03 00:00:00 | 371 | Beauty | 5 | true | false | Android |
AR000084 | CUST203533 | PRD63849 | 2024-08-20 00:00:00 | 558 | Fashion | 3 | false | false | Android |
AR000085 | CUST576909 | PRD73688 | 2024-01-27 00:00:00 | 101 | Beauty | 1 | true | false | iOS |
AR000086 | CUST227387 | PRD93166 | 2024-06-28 00:00:00 | 594 | Home & Living | 8 | false | false | iOS |
AR000087 | CUST538123 | PRD97300 | 2024-04-22 00:00:00 | 126 | Beauty | 3 | true | true | Android |
AR000088 | CUST507316 | PRD50770 | 2024-03-12 00:00:00 | 350 | Home & Living | 7 | true | true | Android |
AR000089 | CUST461881 | PRD83878 | 2024-01-05 00:00:00 | 531 | Home & Living | 1 | false | true | iOS |
AR000090 | CUST662871 | PRD23817 | 2024-07-22 00:00:00 | 552 | Beauty | 1 | false | false | iOS |
AR000091 | CUST760275 | PRD40568 | 2024-08-07 00:00:00 | 274 | Beauty | 10 | true | false | iOS |
AR000092 | CUST656935 | PRD28069 | 2024-03-27 00:00:00 | 245 | Home & Living | 2 | true | true | iOS |
AR000093 | CUST429087 | PRD93434 | 2024-01-23 00:00:00 | 161 | Home & Living | 2 | false | false | Android |
AR000094 | CUST925750 | PRD42253 | 2024-08-13 00:00:00 | 400 | Home & Living | 2 | false | false | iOS |
AR000095 | CUST154184 | PRD10194 | 2024-09-15 00:00:00 | 413 | Home & Living | 9 | false | false | iOS |
AR000096 | CUST680325 | PRD35461 | 2024-07-31 00:00:00 | 111 | Beauty | 9 | false | false | Android |
AR000097 | CUST665357 | PRD13665 | 2024-02-29 00:00:00 | 493 | Fashion | 8 | true | true | Android |
AR000098 | CUST886973 | PRD19028 | 2024-03-14 00:00:00 | 161 | Beauty | 6 | false | false | iOS |
AR000099 | CUST788186 | PRD47042 | 2024-05-12 00:00:00 | 221 | Home & Living | 7 | false | false | iOS |
⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.
Augmented Reality Shopping Interaction Data
Dataset Description
Comprehensive augmented reality shopping interaction data for Nigerian retail and e-commerce analysis
Dataset Information
- Category: Emerging and Advanced
- Industry: Retail & E-Commerce
- Country: Nigeria
- Format: CSV, Parquet
- Rows: 50,000
- Columns: 10
- Date Generated: 2025-10-06
- Location:
data/augmented_reality_shopping_interaction_data/ - License: GPL
Schema
| Column | Type | Sample Values |
|---|---|---|
ar_session_id |
String | AR000000 |
customer_id |
String | CUST666271 |
product_id |
String | PRD45924 |
session_date |
String | 2024-09-22 00:00:00 |
session_duration_seconds |
Integer | 164 |
product_category |
String | Beauty |
try_on_count |
Integer | 2 |
shared |
Boolean | False |
purchased |
Boolean | False |
device_type |
String | Android |
Sample Data
ar_session_id customer_id product_id session_date session_duration_seconds product_category try_on_count shared purchased device_type
AR000000 CUST666271 PRD45924 2024-09-22 00:00:00 164 Beauty 2 False False Android
AR000001 CUST498070 PRD20366 2024-05-15 00:00:00 297 Beauty 9 True False Android
AR000002 CUST451234 PRD17903 2024-04-18 00:00:00 398 Home & Living 8 True True iOS
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/augmented_reality_shopping_interaction_data/nigerian_retail_and_ecommerce_augmented_reality_shopping_interaction_data.csv
Parquet (Recommended)
data/augmented_reality_shopping_interaction_data/nigerian_retail_and_ecommerce_augmented_reality_shopping_interaction_data.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_augmented_reality_shopping_interaction_data")
# 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/augmented_reality_shopping_interaction_data/nigerian_retail_and_ecommerce_augmented_reality_shopping_interaction_data.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/augmented_reality_shopping_interaction_data/nigerian_retail_and_ecommerce_augmented_reality_shopping_interaction_data.parquet')
PyArrow
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/augmented_reality_shopping_interaction_data/nigerian_retail_and_ecommerce_augmented_reality_shopping_interaction_data.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_augmented_reality_shopping_interaction_data_2025,
title={Augmented Reality Shopping Interaction Data},
author={Electric Sheep Africa},
year={2025},
publisher={Hugging Face},
howpublished={\url{https://huggingface.co/datasets/electricsheepafrica/nigerian-retail-augmented-reality-shopping-interaction-data}}
}
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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