Dataset Viewer
Auto-converted to Parquet Duplicate
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
End of preview. Expand in Data Studio

⚠️ 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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