Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
call_id
stringlengths 12
12
| timestamp
timestamp[ns]date 2025-09-01 08:00:00
2025-10-01 20:59:00
| customer_id
stringlengths 11
11
| operator
stringclasses 4
values | call_duration_seconds
int64 60
900
| customer_transcript
stringclasses 29
values | agent_id
stringclasses 900
values | sentiment
stringclasses 3
values | issue_resolved
bool 2
classes | escalated
bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|
CALL00000001
| 2025-10-01T09:41:00
|
CUST5308366
|
Airtel
| 700
|
I can't receive international calls. Please help.
|
AGENT599
|
neutral
| true
| false
|
CALL00000002
| 2025-09-18T08:17:00
|
CUST2079722
|
Glo
| 335
|
My network has been very poor in Kano. I can't make calls or browse.
|
AGENT677
|
negative
| true
| false
|
CALL00000003
| 2025-10-01T12:13:00
|
CUST4225287
|
MTN
| 549
|
My network has been very poor in Kano. I can't make calls or browse.
|
AGENT618
|
positive
| true
| false
|
CALL00000004
| 2025-09-01T20:05:00
|
CUST7077938
|
Glo
| 789
|
My bill is too high this month. I need a breakdown.
|
AGENT360
|
neutral
| true
| false
|
CALL00000005
| 2025-09-22T19:43:00
|
CUST6063284
|
Airtel
| 325
|
My network has been very poor in Abuja. I can't make calls or browse.
|
AGENT895
|
positive
| false
| false
|
CALL00000006
| 2025-10-01T17:19:00
|
CUST9184906
|
Glo
| 881
|
I recharged 100 naira but didn't receive the data bundle.
|
AGENT242
|
negative
| true
| false
|
CALL00000007
| 2025-09-06T09:29:00
|
CUST2242659
|
Glo
| 757
|
How do I stop these annoying promotional messages?
|
AGENT478
|
positive
| false
| false
|
CALL00000008
| 2025-09-17T12:37:00
|
CUST3022749
|
Airtel
| 892
|
Why am I being charged for services I didn't subscribe to?
|
AGENT596
|
negative
| false
| true
|
CALL00000009
| 2025-10-01T12:19:00
|
CUST7032634
|
MTN
| 678
|
How do I stop these annoying promotional messages?
|
AGENT449
|
neutral
| true
| false
|
CALL00000010
| 2025-09-06T17:33:00
|
CUST5462247
|
MTN
| 208
|
I want to port my number to another network. What's the process?
|
AGENT852
|
negative
| true
| false
|
CALL00000011
| 2025-09-14T10:32:00
|
CUST8171498
|
MTN
| 352
|
I want to port my number to another network. What's the process?
|
AGENT532
|
neutral
| true
| false
|
CALL00000012
| 2025-09-19T10:08:00
|
CUST4033586
|
Airtel
| 630
|
My network has been very poor in Enugu. I can't make calls or browse.
|
AGENT491
|
negative
| false
| true
|
CALL00000013
| 2025-09-16T14:58:00
|
CUST5011469
|
MTN
| 616
|
My data finishes too quickly. I need an explanation.
|
AGENT257
|
positive
| false
| false
|
CALL00000014
| 2025-09-11T11:26:00
|
CUST5895577
|
Glo
| 71
|
My data finishes too quickly. I need an explanation.
|
AGENT553
|
neutral
| false
| false
|
CALL00000015
| 2025-09-28T11:20:00
|
CUST8055495
|
Airtel
| 131
|
My bill is too high this month. I need a breakdown.
|
AGENT490
|
positive
| true
| false
|
CALL00000016
| 2025-09-05T08:24:00
|
CUST4654379
|
Glo
| 717
|
I was promised 4G network but I'm only getting 3G.
|
AGENT360
|
negative
| false
| false
|
CALL00000017
| 2025-09-04T10:14:00
|
CUST5341245
|
MTN
| 205
|
My network has been very poor in Ilorin. I can't make calls or browse.
|
AGENT799
|
positive
| true
| true
|
CALL00000018
| 2025-09-28T11:29:00
|
CUST9909763
|
9mobile
| 578
|
Why am I being charged for services I didn't subscribe to?
|
AGENT662
|
negative
| true
| false
|
CALL00000019
| 2025-09-26T14:02:00
|
CUST9267193
|
Airtel
| 188
|
My SIM card is not working. It shows no service.
|
AGENT420
|
positive
| true
| true
|
CALL00000020
| 2025-09-03T13:33:00
|
CUST6669305
|
Airtel
| 195
|
Why am I being charged for services I didn't subscribe to?
|
AGENT872
|
negative
| false
| false
|
CALL00000021
| 2025-09-22T15:28:00
|
CUST1218608
|
MTN
| 408
|
My SIM card is not working. It shows no service.
|
AGENT253
|
negative
| true
| false
|
CALL00000022
| 2025-09-03T20:54:00
|
CUST7931960
|
Airtel
| 262
|
I want to port my number to another network. What's the process?
|
AGENT923
|
negative
| true
| false
|
CALL00000023
| 2025-09-02T10:42:00
|
CUST4050905
|
MTN
| 273
|
I want to port my number to another network. What's the process?
|
AGENT261
|
negative
| true
| false
|
CALL00000024
| 2025-09-22T19:37:00
|
CUST9080777
|
Airtel
| 727
|
My data finishes too quickly. I need an explanation.
|
AGENT229
|
negative
| true
| false
|
CALL00000025
| 2025-09-29T19:09:00
|
CUST3670751
|
Airtel
| 144
|
I was promised 4G network but I'm only getting 3G.
|
AGENT263
|
positive
| true
| false
|
CALL00000026
| 2025-09-02T16:05:00
|
CUST7495828
|
MTN
| 406
|
Why am I being charged for services I didn't subscribe to?
|
AGENT465
|
positive
| true
| true
|
CALL00000027
| 2025-09-14T08:38:00
|
CUST6904005
|
MTN
| 142
|
I want to port my number to another network. What's the process?
|
AGENT896
|
neutral
| false
| false
|
CALL00000028
| 2025-09-25T19:04:00
|
CUST1363500
|
Airtel
| 312
|
How do I stop these annoying promotional messages?
|
AGENT746
|
neutral
| true
| false
|
CALL00000029
| 2025-09-12T08:41:00
|
CUST2026325
|
Airtel
| 326
|
My bill is too high this month. I need a breakdown.
|
AGENT113
|
negative
| true
| false
|
CALL00000030
| 2025-09-04T20:20:00
|
CUST6171064
|
Airtel
| 143
|
I want to port my number to another network. What's the process?
|
AGENT828
|
positive
| true
| false
|
CALL00000031
| 2025-09-29T11:00:00
|
CUST9870013
|
Airtel
| 268
|
I recharged 100 naira but didn't receive the data bundle.
|
AGENT674
|
negative
| true
| false
|
CALL00000032
| 2025-09-26T19:35:00
|
CUST9267241
|
Glo
| 594
|
My network has been very poor in Kaduna. I can't make calls or browse.
|
AGENT863
|
negative
| true
| true
|
CALL00000033
| 2025-09-26T10:51:00
|
CUST9018081
|
Glo
| 310
|
My bill is too high this month. I need a breakdown.
|
AGENT828
|
negative
| true
| false
|
CALL00000034
| 2025-09-25T17:06:00
|
CUST1833754
|
9mobile
| 220
|
I want to port my number to another network. What's the process?
|
AGENT198
|
neutral
| true
| false
|
CALL00000035
| 2025-09-12T12:28:00
|
CUST6515675
|
Glo
| 632
|
Why am I being charged for services I didn't subscribe to?
|
AGENT216
|
positive
| false
| false
|
CALL00000036
| 2025-09-06T20:10:00
|
CUST5914972
|
MTN
| 711
|
My SIM card is not working. It shows no service.
|
AGENT617
|
positive
| false
| true
|
CALL00000037
| 2025-09-30T14:15:00
|
CUST2681441
|
Glo
| 91
|
How do I stop these annoying promotional messages?
|
AGENT551
|
negative
| false
| false
|
CALL00000038
| 2025-09-18T12:36:00
|
CUST3496918
|
MTN
| 254
|
My data finishes too quickly. I need an explanation.
|
AGENT543
|
positive
| true
| false
|
CALL00000039
| 2025-09-06T17:22:00
|
CUST6577384
|
9mobile
| 210
|
My data finishes too quickly. I need an explanation.
|
AGENT167
|
positive
| true
| false
|
CALL00000040
| 2025-09-14T15:45:00
|
CUST5970313
|
Glo
| 93
|
I was promised 4G network but I'm only getting 3G.
|
AGENT990
|
negative
| true
| true
|
CALL00000041
| 2025-09-23T13:04:00
|
CUST5645715
|
Airtel
| 612
|
I want to port my number to another network. What's the process?
|
AGENT173
|
neutral
| true
| false
|
CALL00000042
| 2025-09-02T13:12:00
|
CUST5540182
|
Airtel
| 591
|
How do I stop these annoying promotional messages?
|
AGENT728
|
negative
| true
| false
|
CALL00000043
| 2025-09-30T13:36:00
|
CUST8765217
|
Airtel
| 396
|
I want to port my number to another network. What's the process?
|
AGENT795
|
negative
| true
| false
|
CALL00000044
| 2025-09-05T17:33:00
|
CUST4330557
|
MTN
| 729
|
My network has been very poor in Calabar. I can't make calls or browse.
|
AGENT317
|
negative
| true
| false
|
CALL00000045
| 2025-09-11T08:19:00
|
CUST1234475
|
MTN
| 891
|
I want to port my number to another network. What's the process?
|
AGENT477
|
negative
| true
| false
|
CALL00000046
| 2025-09-21T19:18:00
|
CUST9444094
|
MTN
| 136
|
How do I stop these annoying promotional messages?
|
AGENT539
|
negative
| true
| false
|
CALL00000047
| 2025-09-16T09:45:00
|
CUST7208627
|
Airtel
| 499
|
My bill is too high this month. I need a breakdown.
|
AGENT315
|
neutral
| false
| true
|
CALL00000048
| 2025-09-19T14:07:00
|
CUST6643837
|
Airtel
| 672
|
My bill is too high this month. I need a breakdown.
|
AGENT806
|
negative
| true
| false
|
CALL00000049
| 2025-09-22T13:11:00
|
CUST7641880
|
MTN
| 130
|
My network has been very poor in Jos. I can't make calls or browse.
|
AGENT475
|
neutral
| true
| false
|
CALL00000050
| 2025-09-06T15:34:00
|
CUST4686489
|
Glo
| 370
|
I can't receive international calls. Please help.
|
AGENT508
|
neutral
| true
| false
|
CALL00000051
| 2025-09-27T12:25:00
|
CUST6061536
|
Glo
| 484
|
I can't receive international calls. Please help.
|
AGENT405
|
negative
| true
| false
|
CALL00000052
| 2025-09-10T11:59:00
|
CUST2864118
|
Airtel
| 751
|
How do I stop these annoying promotional messages?
|
AGENT606
|
neutral
| true
| false
|
CALL00000053
| 2025-09-15T18:15:00
|
CUST1362692
|
Glo
| 717
|
Why am I being charged for services I didn't subscribe to?
|
AGENT988
|
negative
| true
| false
|
CALL00000054
| 2025-09-09T11:02:00
|
CUST9911011
|
Airtel
| 829
|
My network has been very poor in Ibadan. I can't make calls or browse.
|
AGENT667
|
negative
| true
| false
|
CALL00000055
| 2025-09-02T18:59:00
|
CUST6665398
|
9mobile
| 447
|
I want to port my number to another network. What's the process?
|
AGENT973
|
negative
| true
| false
|
CALL00000056
| 2025-09-24T13:56:00
|
CUST1352647
|
MTN
| 81
|
Why am I being charged for services I didn't subscribe to?
|
AGENT697
|
neutral
| true
| false
|
CALL00000057
| 2025-09-14T17:30:00
|
CUST1085749
|
Airtel
| 660
|
Why am I being charged for services I didn't subscribe to?
|
AGENT305
|
negative
| true
| true
|
CALL00000058
| 2025-09-07T08:30:00
|
CUST1048955
|
MTN
| 402
|
My network has been very poor in Abeokuta. I can't make calls or browse.
|
AGENT193
|
neutral
| false
| false
|
CALL00000059
| 2025-09-28T15:29:00
|
CUST2159251
|
Airtel
| 147
|
How do I stop these annoying promotional messages?
|
AGENT260
|
negative
| true
| false
|
CALL00000060
| 2025-09-22T16:11:00
|
CUST9458439
|
MTN
| 470
|
My data finishes too quickly. I need an explanation.
|
AGENT214
|
positive
| true
| false
|
CALL00000061
| 2025-09-24T11:23:00
|
CUST4575717
|
MTN
| 675
|
My network has been very poor in Ilorin. I can't make calls or browse.
|
AGENT205
|
negative
| false
| true
|
CALL00000062
| 2025-09-07T19:34:00
|
CUST4777201
|
Glo
| 761
|
My bill is too high this month. I need a breakdown.
|
AGENT697
|
negative
| true
| false
|
CALL00000063
| 2025-09-30T16:07:00
|
CUST1211186
|
9mobile
| 200
|
I can't receive international calls. Please help.
|
AGENT151
|
neutral
| true
| false
|
CALL00000064
| 2025-09-28T15:14:00
|
CUST5570118
|
MTN
| 613
|
How do I stop these annoying promotional messages?
|
AGENT339
|
positive
| false
| false
|
CALL00000065
| 2025-09-21T14:32:00
|
CUST3577662
|
Glo
| 817
|
I recharged 100 naira but didn't receive the data bundle.
|
AGENT965
|
negative
| false
| false
|
CALL00000066
| 2025-09-16T16:15:00
|
CUST8341580
|
Glo
| 421
|
My bill is too high this month. I need a breakdown.
|
AGENT755
|
negative
| true
| false
|
CALL00000067
| 2025-09-08T08:26:00
|
CUST5760599
|
Airtel
| 807
|
My SIM card is not working. It shows no service.
|
AGENT380
|
negative
| true
| false
|
CALL00000068
| 2025-09-01T17:10:00
|
CUST3144143
|
Glo
| 580
|
My data finishes too quickly. I need an explanation.
|
AGENT236
|
neutral
| true
| false
|
CALL00000069
| 2025-09-06T13:27:00
|
CUST5728936
|
9mobile
| 683
|
My SIM card is not working. It shows no service.
|
AGENT557
|
negative
| true
| false
|
CALL00000070
| 2025-09-24T18:21:00
|
CUST5319830
|
MTN
| 217
|
I can't receive international calls. Please help.
|
AGENT608
|
negative
| true
| false
|
CALL00000071
| 2025-09-05T11:57:00
|
CUST9274058
|
Glo
| 135
|
I can't receive international calls. Please help.
|
AGENT818
|
negative
| true
| false
|
CALL00000072
| 2025-09-12T16:11:00
|
CUST6062805
|
Airtel
| 732
|
My bill is too high this month. I need a breakdown.
|
AGENT904
|
negative
| false
| false
|
CALL00000073
| 2025-09-24T11:49:00
|
CUST8356808
|
MTN
| 553
|
My bill is too high this month. I need a breakdown.
|
AGENT217
|
neutral
| false
| false
|
CALL00000074
| 2025-09-28T17:29:00
|
CUST8788038
|
MTN
| 189
|
My bill is too high this month. I need a breakdown.
|
AGENT274
|
neutral
| false
| true
|
CALL00000075
| 2025-09-06T14:36:00
|
CUST5674770
|
Airtel
| 415
|
My SIM card is not working. It shows no service.
|
AGENT646
|
negative
| true
| false
|
CALL00000076
| 2025-09-01T17:36:00
|
CUST1913406
|
Airtel
| 605
|
I recharged 5000 naira but didn't receive the data bundle.
|
AGENT810
|
positive
| true
| false
|
CALL00000077
| 2025-09-28T15:22:00
|
CUST9834817
|
Glo
| 822
|
I can't receive international calls. Please help.
|
AGENT302
|
negative
| true
| false
|
CALL00000078
| 2025-09-08T12:05:00
|
CUST2131478
|
MTN
| 83
|
I can't receive international calls. Please help.
|
AGENT744
|
negative
| true
| true
|
CALL00000079
| 2025-09-08T17:20:00
|
CUST7707866
|
MTN
| 213
|
I was promised 4G network but I'm only getting 3G.
|
AGENT731
|
negative
| true
| false
|
CALL00000080
| 2025-09-14T15:07:00
|
CUST6651511
|
Glo
| 843
|
I can't receive international calls. Please help.
|
AGENT118
|
neutral
| true
| false
|
CALL00000081
| 2025-09-26T09:49:00
|
CUST2992674
|
MTN
| 494
|
My SIM card is not working. It shows no service.
|
AGENT726
|
negative
| true
| false
|
CALL00000082
| 2025-09-21T15:10:00
|
CUST1294403
|
Airtel
| 608
|
My data finishes too quickly. I need an explanation.
|
AGENT652
|
negative
| true
| false
|
CALL00000083
| 2025-09-20T19:46:00
|
CUST6436787
|
Airtel
| 592
|
I want to port my number to another network. What's the process?
|
AGENT409
|
negative
| true
| false
|
CALL00000084
| 2025-09-03T15:33:00
|
CUST1802941
|
MTN
| 270
|
My network has been very poor in Port Harcourt. I can't make calls or browse.
|
AGENT842
|
negative
| true
| false
|
CALL00000085
| 2025-09-02T13:57:00
|
CUST5236701
|
Glo
| 543
|
My bill is too high this month. I need a breakdown.
|
AGENT186
|
neutral
| true
| false
|
CALL00000086
| 2025-09-17T15:31:00
|
CUST3561982
|
Glo
| 107
|
How do I stop these annoying promotional messages?
|
AGENT329
|
negative
| true
| false
|
CALL00000087
| 2025-09-23T09:49:00
|
CUST3520200
|
9mobile
| 760
|
I recharged 100 naira but didn't receive the data bundle.
|
AGENT161
|
negative
| true
| true
|
CALL00000088
| 2025-09-10T13:24:00
|
CUST1295739
|
Airtel
| 311
|
I recharged 500 naira but didn't receive the data bundle.
|
AGENT549
|
negative
| true
| true
|
CALL00000089
| 2025-09-14T19:20:00
|
CUST9324236
|
Airtel
| 667
|
I was promised 4G network but I'm only getting 3G.
|
AGENT341
|
neutral
| true
| true
|
CALL00000090
| 2025-09-06T15:27:00
|
CUST5296437
|
Airtel
| 427
|
My network has been very poor in Enugu. I can't make calls or browse.
|
AGENT977
|
positive
| false
| true
|
CALL00000091
| 2025-09-17T17:54:00
|
CUST8352172
|
Airtel
| 407
|
My SIM card is not working. It shows no service.
|
AGENT628
|
negative
| true
| false
|
CALL00000092
| 2025-09-21T16:43:00
|
CUST7523348
|
Glo
| 459
|
My network has been very poor in Abeokuta. I can't make calls or browse.
|
AGENT799
|
negative
| true
| false
|
CALL00000093
| 2025-09-16T12:41:00
|
CUST9639339
|
Glo
| 176
|
I recharged 5000 naira but didn't receive the data bundle.
|
AGENT175
|
negative
| true
| true
|
CALL00000094
| 2025-09-30T12:02:00
|
CUST3138671
|
Glo
| 414
|
Why am I being charged for services I didn't subscribe to?
|
AGENT131
|
negative
| true
| false
|
CALL00000095
| 2025-09-22T13:40:00
|
CUST9650428
|
Glo
| 230
|
Why am I being charged for services I didn't subscribe to?
|
AGENT230
|
negative
| false
| false
|
CALL00000096
| 2025-09-14T16:17:00
|
CUST4811101
|
MTN
| 499
|
My data finishes too quickly. I need an explanation.
|
AGENT879
|
negative
| true
| false
|
CALL00000097
| 2025-10-01T17:14:00
|
CUST1065674
|
Airtel
| 206
|
I was promised 4G network but I'm only getting 3G.
|
AGENT804
|
positive
| true
| false
|
CALL00000098
| 2025-09-12T13:29:00
|
CUST6747251
|
Airtel
| 84
|
I want to port my number to another network. What's the process?
|
AGENT574
|
negative
| true
| false
|
CALL00000099
| 2025-09-12T14:18:00
|
CUST5824871
|
Glo
| 686
|
My SIM card is not working. It shows no service.
|
AGENT557
|
negative
| true
| true
|
CALL00000100
| 2025-09-30T15:09:00
|
CUST6370151
|
Airtel
| 403
|
I can't receive international calls. Please help.
|
AGENT610
|
negative
| true
| false
|
Text transcripts of customer service calls for natural language processing and sentiment analysis
data/customer_service_call_transcripts/| Column | Type | Sample Values |
|---|---|---|
call_id |
String | CALL00000001 |
timestamp |
Datetime | 2025-10-01 09:41:00 |
customer_id |
String | CUST5308366 |
operator |
String | Airtel |
call_duration_seconds |
Integer | 700 |
customer_transcript |
String | I can't receive international calls. Please help. |
agent_id |
String | AGENT599 |
sentiment |
String | neutral |
issue_resolved |
Boolean | True |
escalated |
Boolean | False |
call_id timestamp customer_id operator call_duration_seconds customer_transcript agent_id sentiment issue_resolved escalated
CALL00000001 2025-10-01 09:41:00 CUST5308366 Airtel 700 I can't receive international calls. Please help. AGENT599 neutral True False
CALL00000002 2025-09-18 08:17:00 CUST2079722 Glo 335 My network has been very poor in Kano. I can't make calls or browse. AGENT677 negative True False
CALL00000003 2025-10-01 12:13:00 CUST4225287 MTN 549 My network has been very poor in Kano. I can't make calls or browse. AGENT618 positive True False
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/customer_service_call_transcripts/customer_service_call_transcripts.csv
data/customer_service_call_transcripts/customer_service_call_transcripts.parquet
import pandas as pd
# Load CSV
df = pd.read_csv('data/customer_service_call_transcripts/customer_service_call_transcripts.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/customer_service_call_transcripts/customer_service_call_transcripts.parquet')
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/customer_service_call_transcripts/customer_service_call_transcripts.parquet')
df = table.to_pandas()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Customer Service Call Transcripts
Generated: 2025-10-05
Category: Customer and User Behavior
Rows: 50,000
This dataset is part of the Nigerian Telecom Datasets collection, which includes 34 datasets covering network performance, customer behavior, financial transactions, infrastructure, geospatial data, customer experience, and emerging technologies.