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2024-01-01 08:00:00
2024-10-27 21:00:00
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CHAT0000000
CUST506601
AGENT124
2024-01-31 17:00:00
27
37
account_issues
Difficult edge pretty space modern. Area whom what camera. Well religious really head voice want. Check number occur listen single travel.
56
true
5
CHAT0000001
CUST316380
AGENT597
2024-03-20 19:00:00
28
57
refund_request
Present choose surface bar center. Let quickly quite article even.
91
true
5
CHAT0000002
CUST382184
AGENT822
2024-06-15 11:00:00
54
17
refund_request
Item argue common. Finish think majority democratic choice well.
278
true
5
CHAT0000003
CUST818564
AGENT870
2024-02-21 18:00:00
36
80
payment_issues
White total hour. Probably message establish skin.
272
false
5
CHAT0000004
CUST306137
AGENT899
2024-08-31 16:00:00
8
55
cancellation_request
Treat if model condition exist order. Through score guy surface.
141
true
5
CHAT0000005
CUST836862
AGENT883
2024-09-03 10:00:00
14
64
product_inquiry
Site process design. Late soon reach on cut walk party. Reveal my ok people.
87
true
5
CHAT0000006
CUST716273
AGENT704
2024-04-24 16:00:00
44
50
delivery_delay
Gun station outside already heart their. Standard total policy family begin prepare. Late administration million education example forward person.
263
true
4
CHAT0000007
CUST831540
AGENT706
2024-10-20 19:00:00
50
55
account_issues
Season economic claim rule Mr whom. After suffer actually television like color. Above less quite environmental. New animal page particular heavy everything carry.
40
true
3
CHAT0000008
CUST530634
AGENT962
2024-09-04 10:00:00
34
66
order_tracking
Drop consider force season write professor. Pay without decide me dark state.
269
false
5
CHAT0000009
CUST233435
AGENT738
2024-08-26 11:00:00
7
75
refund_request
I voice me rate produce line. Religious argue painting Mr car.
130
false
4
CHAT0000010
CUST878608
AGENT932
2024-09-29 11:00:00
53
36
order_tracking
Senior purpose before exist this. Your clear voice.
47
true
3
CHAT0000011
CUST147796
AGENT505
2024-09-23 13:00:00
10
19
cancellation_request
Sense candidate mission early until nothing bed. Society read final top level increase. Reflect happy green any technology land unit skin.
33
false
4
CHAT0000012
CUST376384
AGENT916
2024-03-31 09:00:00
17
8
technical_support
Treat picture doctor knowledge expert nature. Old girl something candidate level culture prevent. Instead high side of of attention. Food even out sea tax summer.
158
true
4
CHAT0000013
CUST946186
AGENT838
2024-04-25 10:00:00
7
45
delivery_delay
Administration contain million real. Yard tax long scientist home stock tend.
55
false
5
CHAT0000014
CUST859700
AGENT715
2024-08-28 08:00:00
26
36
account_issues
Public support guy make career. Thank hand everyone decide.
211
true
4
CHAT0000015
CUST635227
AGENT145
2024-06-12 14:00:00
24
39
delivery_delay
Most play his cost minute.
243
true
3
CHAT0000016
CUST588714
AGENT135
2024-06-12 13:00:00
50
73
general_inquiry
Action natural worker drop training race. Without across significant spend sometimes area figure spend. Professional form large why approach hard and.
56
true
4
CHAT0000017
CUST166060
AGENT323
2024-05-20 12:00:00
33
34
refund_request
Ask southern require second room second red serious. Bag measure maintain medical event plan. Save three step sit.
247
true
5
CHAT0000018
CUST982886
AGENT470
2024-02-28 19:00:00
21
62
technical_support
Relate well response door. Evening first treat former law store near. Big bed president affect soon friend machine.
64
true
3
CHAT0000019
CUST171152
AGENT892
2024-05-29 21:00:00
60
77
account_issues
Cause unit represent after question total camera. Notice choice early old.
161
true
4
CHAT0000020
CUST699603
AGENT221
2024-07-02 21:00:00
46
63
order_tracking
Measure eye catch tree week heavy.
200
true
5
CHAT0000021
CUST664753
AGENT205
2024-02-04 20:00:00
16
27
refund_request
Those camera set campaign five huge. Region check win arm house model garden. Line that between threat market ever political.
128
true
4
CHAT0000022
CUST707689
AGENT430
2024-07-26 09:00:00
32
23
product_inquiry
Share strategy final where let.
112
false
5
CHAT0000023
CUST231055
AGENT990
2024-06-07 18:00:00
44
13
product_inquiry
And rock son. Grow adult herself late feeling child.
287
true
5
CHAT0000024
CUST597280
AGENT870
2024-01-04 10:00:00
53
57
refund_request
Effort toward hospital official yet attention couple perform.
48
true
2
CHAT0000025
CUST262478
AGENT936
2024-07-17 13:00:00
36
9
technical_support
Still good full us ready large option single. Law range call foreign five. Type only hand east art. Another and almost himself.
282
true
5
CHAT0000026
CUST659489
AGENT648
2024-07-21 21:00:00
11
64
delivery_delay
Practice me eat who her. Hit determine series open claim top.
267
true
5
CHAT0000027
CUST853098
AGENT207
2024-04-09 19:00:00
43
16
delivery_delay
Speak nothing area foreign. Person sense pay produce subject claim. Positive social church.
246
true
5
CHAT0000028
CUST509833
AGENT865
2024-03-09 20:00:00
2
32
technical_support
For similar stay suddenly try speak.
217
true
4
CHAT0000029
CUST902078
AGENT189
2024-04-28 18:00:00
21
48
technical_support
Culture whole Democrat long.
96
true
3
CHAT0000030
CUST701372
AGENT420
2024-08-25 16:00:00
56
35
account_issues
Financial success several hot old.
214
true
1
CHAT0000031
CUST517085
AGENT817
2024-08-04 21:00:00
22
8
payment_issues
Talk prove none society. Federal travel town seven. Also short ten party.
191
true
5
CHAT0000032
CUST554623
AGENT723
2024-03-02 11:00:00
12
11
delivery_delay
Note game provide culture close probably. Later in agent new second director score responsibility.
174
false
4
CHAT0000033
CUST860067
AGENT109
2024-05-19 14:00:00
24
72
order_tracking
Car billion data water affect film ready operation. Day again operation them tell try arrive. Full they consumer line stuff star pressure.
291
true
5
CHAT0000034
CUST756563
AGENT188
2024-08-19 13:00:00
56
88
delivery_delay
Attorney national common system. Available stand old.
133
true
3
CHAT0000035
CUST728080
AGENT841
2024-09-19 10:00:00
43
74
technical_support
Stage check together side put positive until. Trip writer soldier well. Personal friend former question who long.
23
true
3
CHAT0000036
CUST644139
AGENT755
2024-10-08 18:00:00
26
50
general_inquiry
Significant low little major successful present claim. Information well beat up system.
90
true
4
CHAT0000037
CUST581922
AGENT194
2024-04-14 21:00:00
24
28
delivery_delay
Company improve edge despite seat back. East feeling trial drop dog from word deal. Believe various well wait his.
72
true
4
CHAT0000038
CUST619067
AGENT629
2024-03-27 17:00:00
44
83
general_inquiry
Stay one develop name nor which second. We Mrs she remember yes grow very. Material discuss fast process.
276
true
3
CHAT0000039
CUST906873
AGENT241
2024-06-28 12:00:00
2
41
cancellation_request
Fear everything weight teach that. Husband condition sense blood medical. Wind herself just to four some. Situation Congress raise relationship.
127
true
4
CHAT0000040
CUST206741
AGENT701
2024-09-19 17:00:00
30
90
delivery_delay
Cut however under model. Share whom direction indicate us democratic.
241
true
4
CHAT0000041
CUST241581
AGENT942
2024-07-10 14:00:00
22
80
technical_support
Interview event crime area or. Beat address plan. Main hotel show.
205
true
5
CHAT0000042
CUST186843
AGENT409
2024-02-03 10:00:00
26
33
refund_request
Property yet road foreign. Least position all. Name country into see some.
170
true
3
CHAT0000043
CUST751078
AGENT481
2024-04-07 08:00:00
40
26
refund_request
Reach job writer simply something attack. Some follow especially budget every important. Sound enter only.
292
true
1
CHAT0000044
CUST271139
AGENT585
2024-03-25 19:00:00
23
58
cancellation_request
Feel figure bring oil. Lose television charge movie any.
54
true
4
CHAT0000045
CUST557184
AGENT657
2024-08-17 09:00:00
59
27
cancellation_request
Owner job leg chance last heart. Certainly hair too garden push better. Able president protect.
208
true
4
CHAT0000046
CUST496128
AGENT863
2024-03-28 15:00:00
10
48
product_quality
None throw take let less hold report.
106
true
4
CHAT0000047
CUST360929
AGENT882
2024-08-11 18:00:00
37
46
cancellation_request
Return note third range threat medical. Foreign campaign become pressure friend PM whatever interview.
100
false
4
CHAT0000048
CUST955539
AGENT907
2024-05-25 16:00:00
41
88
technical_support
Order present development budget push play theory. No world trip agent instead. Beat business entire add husband main money.
282
false
4
CHAT0000049
CUST312612
AGENT458
2024-08-17 11:00:00
10
38
cancellation_request
Yeah home hear draw method go street. Exist music sign people opportunity.
244
true
4
CHAT0000050
CUST468775
AGENT588
2024-06-09 14:00:00
39
76
product_quality
Prove story popular she bad sea change. Late list focus nature again citizen. Contain all above its leg south Congress.
221
true
5
CHAT0000051
CUST536871
AGENT576
2024-01-19 16:00:00
40
92
payment_issues
Magazine always through rest traditional. Dinner establish baby special.
269
false
5
CHAT0000052
CUST517270
AGENT205
2024-07-31 10:00:00
59
48
general_inquiry
Media many report some study ten benefit.
25
true
5
CHAT0000053
CUST977265
AGENT734
2024-07-30 08:00:00
4
65
technical_support
Several assume will any various decision for. Mr may partner dinner.
141
true
2
CHAT0000054
CUST790708
AGENT101
2024-04-12 20:00:00
46
91
account_issues
Some glass able class. Truth each court. Exactly reality become concern.
19
true
5
CHAT0000055
CUST688409
AGENT286
2024-03-21 15:00:00
60
73
product_quality
Beyond fill material of sing yet. Piece town report unit. Play cultural maintain stay ability.
138
true
4
CHAT0000056
CUST170079
AGENT550
2024-06-10 21:00:00
15
65
cancellation_request
Current morning tree. Name anyone suffer production development born. Stock center wind sort particularly hard worker reality.
287
true
4
CHAT0000057
CUST706430
AGENT527
2024-06-22 20:00:00
35
49
technical_support
Ability whole major cost blood increase give. Customer article assume.
66
true
5
CHAT0000058
CUST305976
AGENT560
2024-01-20 12:00:00
9
64
refund_request
Degree majority lead clearly human mind yourself under. Entire seven author indicate consider recognize experience my. Enter pressure street always than rather way attack.
19
true
2
CHAT0000059
CUST337669
AGENT502
2024-04-18 10:00:00
2
14
product_quality
Protect unit large serious difficult situation. Miss apply mean laugh training Republican catch. Instead food current four they she.
237
true
5
CHAT0000060
CUST748388
AGENT803
2024-01-29 12:00:00
44
89
account_issues
Ten least expect room ago. Foreign reveal remember player leader cover.
105
false
5
CHAT0000061
CUST250230
AGENT687
2024-07-13 09:00:00
28
21
product_inquiry
Win song report concern black responsibility. Turn time executive professor.
88
true
5
CHAT0000062
CUST609620
AGENT789
2024-04-20 17:00:00
45
92
account_issues
Important participant Democrat west fire cell. Sign film weight reason ten. Describe possible computer natural interest drug go. Compare American occur poor authority.
288
true
2
CHAT0000063
CUST514807
AGENT475
2024-08-23 19:00:00
59
25
product_inquiry
Through able follow ahead particular available picture. Each well article plan resource him performance.
220
true
4
CHAT0000064
CUST482375
AGENT345
2024-03-30 13:00:00
3
46
order_tracking
Rock must agreement girl inside walk. Anyone various environment.
251
false
5
CHAT0000065
CUST744660
AGENT483
2024-01-20 15:00:00
39
91
account_issues
Full learn less artist. Car body quality low just suffer. Bank thus moment should sometimes reason.
154
true
5
CHAT0000066
CUST599401
AGENT577
2024-08-27 13:00:00
42
26
delivery_delay
For effort alone fire its learn. Generation what parent one forget reflect majority site.
98
true
5
CHAT0000067
CUST574273
AGENT742
2024-06-06 09:00:00
54
52
delivery_delay
Writer five fill serious too finish. Herself first out age increase sell really. Treatment pick scene player.
125
false
5
CHAT0000068
CUST352398
AGENT846
2024-02-05 16:00:00
3
56
product_inquiry
Those word force cost if friend cold.
197
true
4
CHAT0000069
CUST291367
AGENT896
2024-05-19 12:00:00
22
13
product_quality
Report girl door upon key event ball. Course build indeed mother chance less before only.
100
false
4
CHAT0000070
CUST953560
AGENT986
2024-10-12 14:00:00
59
30
refund_request
Official actually doctor economy gas work affect. Above interview consumer side. Southern yourself middle ball ball.
166
true
5
CHAT0000071
CUST581677
AGENT122
2024-07-31 17:00:00
50
23
product_inquiry
Carry mission enjoy government family. Buy series outside surface late difficult successful wife.
135
true
3
CHAT0000072
CUST975017
AGENT458
2024-08-17 08:00:00
46
21
cancellation_request
Argue until true seat. Report opportunity base above official response.
110
true
5
CHAT0000073
CUST679422
AGENT575
2024-03-31 16:00:00
8
11
general_inquiry
Join loss fund tonight ok. Find dream area realize dream everybody only. Forget enough wide become.
19
true
3
CHAT0000074
CUST815802
AGENT205
2024-01-13 14:00:00
39
79
cancellation_request
Short hot learn amount list really television tend. Nature available material memory.
148
true
2
CHAT0000075
CUST544339
AGENT994
2024-05-31 16:00:00
20
12
cancellation_request
Board government indeed student. Father employee carry girl easy society. Stuff expect region bad cause.
77
true
1
CHAT0000076
CUST402897
AGENT572
2024-06-29 14:00:00
2
48
cancellation_request
Of truth very. Protect simply onto say. Program attack career firm street rate successful.
290
true
5
CHAT0000077
CUST455457
AGENT111
2024-05-28 11:00:00
32
69
product_quality
Hospital lot defense company on opportunity. Class why east much recognize green. Us necessary laugh prepare here must political.
89
true
4
CHAT0000078
CUST645891
AGENT101
2024-03-07 17:00:00
15
47
delivery_delay
Politics service same clear stand indicate. Here for type interview can choice fight board. Often throw green consider human assume natural. Person couple north three lot.
142
true
1
CHAT0000079
CUST617213
AGENT213
2024-05-08 17:00:00
60
31
refund_request
Including sound responsibility high born. Fear none my likely a would.
298
true
5
CHAT0000080
CUST544994
AGENT761
2024-05-01 08:00:00
13
54
technical_support
Three beyond drug building. Bring politics form bill individual smile. Operation child about officer way bring measure management.
22
true
3
CHAT0000081
CUST494609
AGENT913
2024-06-09 16:00:00
8
75
cancellation_request
Idea old very from new defense once use. Today need since those year.
88
true
5
CHAT0000082
CUST147607
AGENT944
2024-09-21 10:00:00
12
28
general_inquiry
Left true senior risk different law. Help yard account decide south thank. Learn for begin scientist play bed green.
160
true
5
CHAT0000083
CUST288062
AGENT352
2024-09-17 11:00:00
25
50
general_inquiry
Information involve sense dog family. Money cover various trade account name. Concern two create require letter.
159
true
1
CHAT0000084
CUST889692
AGENT805
2024-05-16 17:00:00
58
74
delivery_delay
Suffer bed fall good. Likely word look fine will protect hair blood. Onto long win which station. Page food start feel.
213
false
4
CHAT0000085
CUST896666
AGENT167
2024-09-28 18:00:00
57
14
technical_support
Gun occur more do behind technology white major. Too information modern white wall itself improve. Sister quality Congress smile give. Thousand no national feel artist number.
291
true
5
CHAT0000086
CUST682310
AGENT244
2024-02-20 09:00:00
33
100
product_quality
Win maintain hit a nearly. Value carry hour his include hotel.
158
true
5
CHAT0000087
CUST590167
AGENT212
2024-04-11 21:00:00
50
44
payment_issues
Language sign away. Tax wind to experience glass.
75
true
4
CHAT0000088
CUST126379
AGENT909
2024-09-05 16:00:00
47
87
cancellation_request
Kitchen feeling couple. Trip society probably to try recognize report. Water doctor design yeah ask.
209
true
4
CHAT0000089
CUST822416
AGENT833
2024-06-06 09:00:00
14
80
cancellation_request
Prove during for. Difficult woman fact agreement. Poor free couple democratic see.
230
true
5
CHAT0000090
CUST501620
AGENT191
2024-09-02 13:00:00
18
96
product_quality
Happy many Congress investment campaign.
207
true
5
CHAT0000091
CUST121548
AGENT130
2024-03-18 13:00:00
55
12
payment_issues
Surface but build shoulder also owner. Half best serve talk girl heart summer. Lose game onto four result as man.
146
true
4
CHAT0000092
CUST642370
AGENT463
2024-03-25 18:00:00
33
78
product_quality
Thousand dog term soon least. Even let live machine space.
147
true
5
CHAT0000093
CUST435232
AGENT948
2024-03-02 13:00:00
32
46
product_quality
Something news may respond make other. Husband sit what. Phone single bank white pattern. Easy agree cultural call two control soldier dinner.
252
false
5
CHAT0000094
CUST846156
AGENT149
2024-05-31 11:00:00
47
17
product_inquiry
Exactly cold provide likely recognize. Enter visit if particular main prove few.
163
true
4
CHAT0000095
CUST991566
AGENT948
2024-07-23 12:00:00
16
62
cancellation_request
East red bit relationship. Parent ability station along resource finish. Ok home base project.
164
true
3
CHAT0000096
CUST178245
AGENT353
2024-07-08 17:00:00
8
85
delivery_delay
Unit watch sport surface walk something better suffer. Total skill art health stuff fly. North stay political hold argue important. Section administration debate brother whom parent officer.
51
true
5
CHAT0000097
CUST213347
AGENT991
2024-02-20 10:00:00
46
74
product_inquiry
Fast think check perform accept indicate. Few traditional dog education much six parent. Interest ability race. Draw occur team sit personal factor.
103
true
4
CHAT0000098
CUST580354
AGENT689
2024-02-06 20:00:00
4
50
account_issues
Value life cut. Treatment doctor produce mission official specific.
19
true
5
CHAT0000099
CUST949944
AGENT837
2024-03-07 11:00:00
58
87
technical_support
Want difference production son across foot whose no. Leave away alone require thank entire style. Space key air TV.
212
true
2
End of preview. Expand in Data Studio
YAML Metadata Warning: The task_categories "conversational" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Live Chat Logs

Dataset Description

Comprehensive live chat logs for Nigerian retail and e-commerce analysis

Dataset Information

  • Category: Customer Support
  • Industry: Retail & E-Commerce
  • Country: Nigeria
  • Format: CSV, Parquet
  • Rows: 300,000
  • Columns: 11
  • Date Generated: 2025-10-06
  • Location: data/live_chat_logs/
  • License: GPL

Schema

Column Type Sample Values
chat_id String CHAT0000000
customer_id String CUST506601
agent_id String AGENT124
start_time String 2024-01-31 17:00:00
duration_minutes Integer 27
message_count Integer 37
issue_type String account_issues
chat_transcript String Difficult edge pretty space modern. Area whom w...
response_time_seconds Integer 56
resolved Boolean True
customer_rating Integer 5

Sample Data

    chat_id customer_id agent_id          start_time  duration_minutes  message_count     issue_type                                                                                                                            chat_transcript  response_time_seconds  resolved  customer_rating
CHAT0000000  CUST506601 AGENT124 2024-01-31 17:00:00                27             37 account_issues Difficult edge pretty space modern. Area whom what camera. Well religious really head voice want. Check number occur listen single travel.                     56      True                5
CHAT0000001  CUST316380 AGENT597 2024-03-20 19:00:00                28             57 refund_request                                                                         Present choose surface bar center. Let quickly quite article even.                     91      True                5
CHAT0000002  CUST382184 AGENT822 2024-06-15 11:00:00                54             17 refund_request                                                                           Item argue common. Finish think majority democratic choice well.                    278      True                5

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/live_chat_logs/nigerian_retail_and_ecommerce_live_chat_logs.csv

Parquet (Recommended)

data/live_chat_logs/nigerian_retail_and_ecommerce_live_chat_logs.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_live_chat_logs")

# 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/live_chat_logs/nigerian_retail_and_ecommerce_live_chat_logs.csv')

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

PyArrow

import pyarrow.parquet as pq

# Load Parquet
table = pq.read_table('data/live_chat_logs/nigerian_retail_and_ecommerce_live_chat_logs.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_live_chat_logs_2025,
  title={Live Chat Logs},
  author={Electric Sheep Africa},
  year={2025},
  publisher={Hugging Face},
  howpublished={\url{https://huggingface.co/datasets/electricsheepafrica/nigerian-retail-live-chat-logs}}
}

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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