Datasets:

electricsheepafrica
/

nigerian_retail_and_ecommerce_voice_commerce_data

voice_id stringlengths 11 11	customer_id stringlengths 10 10	timestamp stringdate 2024-01-01 00:00:00 2024-10-27 23:00:00	device_type stringclasses 4 values	query stringlengths 10 76	intent stringclasses 5 values	products_found int64 0 20	action_taken stringclasses 4 values	order_id stringlengths 10 10 ⌀
VOICE000000	CUST856431	2024-02-16 07:00:00	Cortana	Character board reduce institution answer run.	customer_service	1	add_to_cart	ORD3156190
VOICE000001	CUST921710	2024-07-16 10:00:00	Google Home	Power democratic culture opportunity tell their explain.	price_inquiry	17	add_to_cart	ORD6117398
VOICE000002	CUST380260	2024-07-22 21:00:00	Cortana	Hard point site middle language next generation.	add_to_cart	10	add_to_cart	null
VOICE000003	CUST284689	2024-03-01 21:00:00	Alexa	Available left edge forget ask edge young interest.	customer_service	15	purchase	null
VOICE000004	CUST442160	2024-07-10 06:00:00	Alexa	Here son difficult card other over view.	add_to_cart	3	purchase	null
VOICE000005	CUST165750	2024-01-05 13:00:00	Google Home	Country reason black avoid last mission do.	search_product	14	purchase	null
VOICE000006	CUST450208	2024-02-15 23:00:00	Siri	Pay television each line.	search_product	4	save_for_later	ORD7413110
VOICE000007	CUST741396	2024-01-10 19:00:00	Cortana	Event clear so spring onto own here.	search_product	16	save_for_later	null
VOICE000008	CUST875677	2024-05-25 02:00:00	Cortana	Improve some full treatment.	price_inquiry	18	purchase	null
VOICE000009	CUST542048	2024-09-03 17:00:00	Siri	Give public inside sense.	customer_service	16	purchase	null
VOICE000010	CUST276486	2024-03-24 00:00:00	Alexa	Explain your degree population several generation.	check_order	17	purchase	ORD6121682
VOICE000011	CUST341804	2024-02-01 07:00:00	Google Home	Face Congress institution road grow.	check_order	11	purchase	ORD4125579
VOICE000012	CUST416765	2024-09-25 10:00:00	Google Home	Popular current should government hotel my.	price_inquiry	7	add_to_cart	null
VOICE000013	CUST795504	2024-04-19 17:00:00	Alexa	Minute role practice positive.	customer_service	11	purchase	ORD7072052
VOICE000014	CUST824420	2024-06-13 09:00:00	Cortana	Nation already respond point act where me.	search_product	12	no_action	ORD2865397
VOICE000015	CUST368576	2024-10-21 08:00:00	Siri	Leg account conference best.	customer_service	14	no_action	null
VOICE000016	CUST779395	2024-06-02 20:00:00	Alexa	Set last late remember of tough.	customer_service	8	no_action	ORD2984654
VOICE000017	CUST199769	2024-03-30 04:00:00	Cortana	Time voice picture teacher.	price_inquiry	10	purchase	null
VOICE000018	CUST872312	2024-01-20 12:00:00	Cortana	Nature growth benefit leader term.	check_order	20	save_for_later	ORD9840094
VOICE000019	CUST658659	2024-06-11 12:00:00	Cortana	Wish event movement reason option up.	price_inquiry	4	add_to_cart	null
VOICE000020	CUST939738	2024-06-08 21:00:00	Google Home	Person design reflect must evidence for.	price_inquiry	15	add_to_cart	ORD3996184
VOICE000021	CUST430176	2024-05-24 13:00:00	Siri	Happen series alone moment health event.	customer_service	16	save_for_later	null
VOICE000022	CUST564786	2024-02-23 12:00:00	Google Home	Sing identify official their establish foreign else.	customer_service	4	no_action	ORD9565532
VOICE000023	CUST112570	2024-05-31 14:00:00	Alexa	Strategy fly paper single growth.	customer_service	1	save_for_later	null
VOICE000024	CUST969389	2024-08-25 14:00:00	Alexa	Company others bad market husband this.	customer_service	20	save_for_later	null
VOICE000025	CUST503921	2024-04-22 23:00:00	Alexa	Blue pressure friend positive week dog.	add_to_cart	19	add_to_cart	ORD9927028
VOICE000026	CUST653221	2024-06-01 04:00:00	Google Home	Cold option big indeed rise everyone.	customer_service	2	save_for_later	ORD7341891
VOICE000027	CUST835991	2024-07-28 05:00:00	Cortana	Talk across simply in why line all.	price_inquiry	4	save_for_later	null
VOICE000028	CUST615507	2024-01-12 05:00:00	Cortana	Science weight technology since ever state wide amount.	search_product	16	save_for_later	ORD8776933
VOICE000029	CUST947102	2024-01-02 23:00:00	Alexa	Certainly law talk staff ever and tend.	customer_service	13	purchase	null
VOICE000030	CUST929782	2024-01-04 05:00:00	Siri	Dark these that federal until administration appear.	customer_service	11	purchase	ORD9611161
VOICE000031	CUST616017	2024-02-09 08:00:00	Cortana	Social sound hotel dinner particular.	search_product	17	save_for_later	ORD4470602
VOICE000032	CUST340588	2024-07-29 23:00:00	Cortana	Piece factor piece while summer.	price_inquiry	8	purchase	ORD4694636
VOICE000033	CUST443633	2024-03-25 21:00:00	Siri	Whose pick all career sort.	search_product	9	purchase	null
VOICE000034	CUST329529	2024-08-22 07:00:00	Cortana	Car movement care necessary.	check_order	6	save_for_later	null
VOICE000035	CUST108267	2024-03-31 14:00:00	Cortana	Assume local increase many ability.	add_to_cart	5	purchase	ORD2600371
VOICE000036	CUST454221	2024-02-08 14:00:00	Google Home	Thing break sign discuss act.	search_product	16	add_to_cart	ORD7830449
VOICE000037	CUST650581	2024-03-03 19:00:00	Cortana	Forward say most.	price_inquiry	6	save_for_later	ORD3263368
VOICE000038	CUST961777	2024-10-25 09:00:00	Google Home	Member can look something certain.	search_product	4	save_for_later	null
VOICE000039	CUST819272	2024-03-13 00:00:00	Google Home	Class easy seek major structure speech market.	price_inquiry	1	save_for_later	null
VOICE000040	CUST813200	2024-02-16 00:00:00	Alexa	Too back age seem.	search_product	7	purchase	null
VOICE000041	CUST533852	2024-06-24 15:00:00	Cortana	Coach property build Mrs.	search_product	16	save_for_later	ORD9856947
VOICE000042	CUST474527	2024-03-06 07:00:00	Siri	Couple teach result head.	check_order	10	save_for_later	ORD2983165
VOICE000043	CUST551838	2024-02-04 11:00:00	Cortana	Catch father push act.	check_order	2	add_to_cart	null
VOICE000044	CUST316317	2024-06-13 00:00:00	Siri	Along focus road three experience weight.	add_to_cart	16	add_to_cart	null
VOICE000045	CUST540504	2024-10-04 01:00:00	Google Home	Usually speech administration particularly possible particularly.	search_product	16	add_to_cart	null
VOICE000046	CUST134278	2024-02-20 06:00:00	Google Home	Mission front door attorney.	add_to_cart	17	save_for_later	null
VOICE000047	CUST922676	2024-09-15 21:00:00	Cortana	Become crime little across customer new far.	search_product	7	no_action	null
VOICE000048	CUST204195	2024-09-22 16:00:00	Alexa	Article mother clearly.	price_inquiry	5	purchase	null
VOICE000049	CUST867199	2024-03-27 10:00:00	Siri	Adult purpose class agent only learn measure TV.	customer_service	2	no_action	null
VOICE000050	CUST226158	2024-01-08 12:00:00	Siri	Other compare discussion go yet cut.	price_inquiry	11	save_for_later	ORD1798852
VOICE000051	CUST664153	2024-01-23 14:00:00	Siri	Baby tax live blue happy teacher position.	check_order	15	save_for_later	null
VOICE000052	CUST307734	2024-05-04 19:00:00	Alexa	Let bad figure some speech hospital.	check_order	17	add_to_cart	null
VOICE000053	CUST697245	2024-09-01 05:00:00	Siri	Source feel eat build campaign safe.	search_product	16	add_to_cart	ORD7474510
VOICE000054	CUST355517	2024-07-24 10:00:00	Google Home	Source beat research property meet fear husband friend.	price_inquiry	15	no_action	null
VOICE000055	CUST198011	2024-06-12 01:00:00	Siri	Travel wrong traditional stop.	add_to_cart	9	no_action	null
VOICE000056	CUST656001	2024-10-11 17:00:00	Alexa	Rest begin prove late perhaps especially produce.	price_inquiry	7	no_action	null
VOICE000057	CUST121306	2024-03-15 16:00:00	Siri	Red budget their popular fly.	add_to_cart	0	no_action	null
VOICE000058	CUST705313	2024-05-09 09:00:00	Alexa	With those pressure family son well.	check_order	13	no_action	null
VOICE000059	CUST972958	2024-04-02 15:00:00	Alexa	Nearly fill American lot.	price_inquiry	17	save_for_later	null
VOICE000060	CUST496777	2024-04-28 06:00:00	Cortana	Stay exist accept staff base room.	customer_service	7	add_to_cart	null
VOICE000061	CUST211700	2024-05-18 13:00:00	Google Home	Late hotel professor son manage Democrat.	customer_service	18	no_action	ORD8238230
VOICE000062	CUST767490	2024-05-15 18:00:00	Siri	Couple different by challenge.	add_to_cart	19	add_to_cart	null
VOICE000063	CUST538472	2024-07-31 23:00:00	Siri	Return figure the return join.	search_product	18	no_action	null
VOICE000064	CUST942696	2024-03-15 12:00:00	Cortana	Interesting program window go conference few example perform.	check_order	14	add_to_cart	null
VOICE000065	CUST850093	2024-09-22 02:00:00	Alexa	Democratic price ground religious.	customer_service	0	no_action	ORD3515204
VOICE000066	CUST981223	2024-03-29 03:00:00	Cortana	Blue remember only meet month member conference push.	check_order	1	purchase	null
VOICE000067	CUST235135	2024-08-31 21:00:00	Alexa	Open behind week military difference sing husband.	customer_service	17	no_action	ORD5497793
VOICE000068	CUST157795	2024-04-05 21:00:00	Cortana	Side your late crime.	search_product	9	save_for_later	null
VOICE000069	CUST689113	2024-01-25 08:00:00	Siri	Education table star listen respond weight whole.	price_inquiry	9	no_action	null
VOICE000070	CUST889139	2024-06-25 04:00:00	Siri	Glass sell write word.	check_order	10	add_to_cart	null
VOICE000071	CUST850828	2024-04-30 19:00:00	Google Home	Phone think discover remain radio financial keep have.	customer_service	16	purchase	null
VOICE000072	CUST146438	2024-10-17 05:00:00	Siri	Modern dinner place maybe for.	price_inquiry	16	purchase	null
VOICE000073	CUST230759	2024-09-07 13:00:00	Google Home	Federal than community project.	search_product	17	no_action	null
VOICE000074	CUST399508	2024-06-26 01:00:00	Siri	Later Mrs find kind start father.	price_inquiry	16	no_action	null
VOICE000075	CUST598875	2024-09-01 11:00:00	Google Home	Body great skin ahead too cup.	check_order	19	save_for_later	ORD8761931
VOICE000076	CUST710966	2024-03-07 00:00:00	Google Home	Mouth garden little public.	add_to_cart	19	no_action	null
VOICE000077	CUST498712	2024-05-01 09:00:00	Siri	Still I particularly general institution artist.	customer_service	7	no_action	ORD5104709
VOICE000078	CUST716742	2024-07-12 13:00:00	Google Home	Billion own bank hope owner.	customer_service	18	save_for_later	ORD4025477
VOICE000079	CUST497375	2024-09-12 12:00:00	Google Home	Happen example choose mean half.	price_inquiry	20	no_action	null
VOICE000080	CUST711427	2024-05-09 11:00:00	Google Home	World see against blood strong.	customer_service	18	purchase	null
VOICE000081	CUST202626	2024-08-12 23:00:00	Google Home	Improve do account above TV newspaper cold police.	customer_service	14	no_action	null
VOICE000082	CUST487130	2024-08-01 08:00:00	Alexa	Factor remember decision range window.	price_inquiry	4	add_to_cart	null
VOICE000083	CUST737319	2024-07-07 14:00:00	Google Home	Kid chair ten remember.	check_order	10	no_action	ORD3432690
VOICE000084	CUST635062	2024-01-23 20:00:00	Alexa	International executive fine wide they despite decision.	check_order	6	no_action	null
VOICE000085	CUST802662	2024-08-05 12:00:00	Alexa	Media decade serious positive form campaign red.	search_product	0	add_to_cart	null
VOICE000086	CUST967113	2024-01-31 09:00:00	Siri	They enjoy worry report scientist west.	check_order	2	purchase	ORD6267041
VOICE000087	CUST305227	2024-02-12 11:00:00	Siri	Cut business approach almost less.	check_order	0	save_for_later	null
VOICE000088	CUST280469	2024-02-14 19:00:00	Google Home	Hot heart big approach record girl.	customer_service	12	no_action	ORD1669230
VOICE000089	CUST138778	2024-03-27 21:00:00	Cortana	Interesting ten century room feel cold.	check_order	16	save_for_later	ORD7193913
VOICE000090	CUST721960	2024-10-10 23:00:00	Google Home	Spring compare trip reduce pick.	check_order	0	save_for_later	null
VOICE000091	CUST206627	2024-01-11 06:00:00	Siri	More history study clear.	add_to_cart	5	purchase	ORD3836190
VOICE000092	CUST804759	2024-09-21 13:00:00	Alexa	Will unit know poor easy investment site young.	customer_service	2	save_for_later	null
VOICE000093	CUST765828	2024-10-13 21:00:00	Google Home	Only rather feeling affect south beyond.	check_order	0	purchase	null
VOICE000094	CUST477650	2024-04-02 18:00:00	Siri	Their news on theory.	customer_service	1	add_to_cart	null
VOICE000095	CUST423021	2024-09-20 22:00:00	Siri	Gun voice day live.	customer_service	6	no_action	ORD5799556
VOICE000096	CUST748605	2024-02-10 15:00:00	Siri	Leave else campaign among tend few sound.	customer_service	5	no_action	null
VOICE000097	CUST738134	2024-01-28 05:00:00	Cortana	Go night day moment director.	search_product	5	no_action	null
VOICE000098	CUST904832	2024-07-02 20:00:00	Google Home	Consider pay amount ground.	customer_service	6	purchase	ORD8201812
VOICE000099	CUST545760	2024-02-16 12:00:00	Cortana	Go call professional.	search_product	11	purchase	null

End of preview. Expand in Data Studio

Voice Commerce Data

Dataset Description

Comprehensive voice commerce 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: 9
Date Generated: 2025-10-06
Location: data/voice_commerce_data/
License: GPL

Schema

Column	Type	Sample Values
`voice_id`	String	VOICE000000
`customer_id`	String	CUST856431
`timestamp`	String	2024-02-16 07:00:00
`device_type`	String	Cortana
`query`	String	Character board reduce institution answer run.
`intent`	String	customer_service
`products_found`	Integer	1
`action_taken`	String	add_to_cart
`order_id`	String	ORD3156190

Sample Data

   voice_id customer_id           timestamp device_type                                                    query           intent  products_found action_taken   order_id
VOICE000000  CUST856431 2024-02-16 07:00:00     Cortana           Character board reduce institution answer run. customer_service               1  add_to_cart ORD3156190
VOICE000001  CUST921710 2024-07-16 10:00:00 Google Home Power democratic culture opportunity tell their explain.    price_inquiry              17  add_to_cart ORD6117398
VOICE000002  CUST380260 2024-07-22 21:00:00     Cortana         Hard point site middle language next generation.      add_to_cart              10  add_to_cart       None

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/voice_commerce_data/nigerian_retail_and_ecommerce_voice_commerce_data.csv

Parquet (Recommended)

data/voice_commerce_data/nigerian_retail_and_ecommerce_voice_commerce_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_voice_commerce_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/voice_commerce_data/nigerian_retail_and_ecommerce_voice_commerce_data.csv')

# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/voice_commerce_data/nigerian_retail_and_ecommerce_voice_commerce_data.parquet')

PyArrow

import pyarrow.parquet as pq

# Load Parquet
table = pq.read_table('data/voice_commerce_data/nigerian_retail_and_ecommerce_voice_commerce_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_voice_commerce_data_2025,
  title={Voice Commerce Data},
  author={Electric Sheep Africa},
  year={2025},
  publisher={Hugging Face},
  howpublished={\url{https://huggingface.co/datasets/electricsheepafrica/nigerian-retail-voice-commerce-data}}
}