Datasets:
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 |
Africa Synth Telecom Customer Service Call Transcripts Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: technology_digital - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.
Dataset context from the existing Hugging Face card: Customer Service Call Transcripts Dataset Description Text transcripts of customer service calls for natural language processing and sentiment analysis Dataset Information Category: Customer and User Behavior Format: CSV, Parquet Rows: 50,000 Columns: 10 Date Generated: 2025-10-05 Location: data/customer_service_call_transcripts/ Schema Column Type Sample Values call_id String CALL00000001 timestamp Datetime 2025-10-01 09:41:00… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-telecom-customer-service-call-transcripts-nigeria.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/africa-synth-telecom-customer-service-call-transcripts-nigeria |
| Sector | technology_digital |
| Topic tags | telecom, customer, service, call |
| Modalities | text |
| Formats | parquet |
| Size category | 10K<n<100K |
| Countries | Nigeria |
| ISO3 coverage | NGA |
| Last modified on HF | 2025-10-05 20:20:49+00:00 |
| Inventory snapshot | 2026-07-16T16:00:34Z |
How To Read This Dataset
- Start from the repository files and the dataset viewer when available.
- Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
- Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
- Preserve missing values until you have a defensible imputation rule.
Usage
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-synth-telecom-customer-service-call-transcripts-nigeria")
print(ds)
split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])
Convert To Pandas When Tabular
from datasets import Dataset
first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
df = first_split.to_pandas()
print(df.head())
Data Quality Notes
- This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
- Exact schema, row counts, and source files should be inspected in the repository data files.
- Metadata gaps from the inventory: upstream_publisher.
- Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.
Source And Provenance
- Source context: Electric Sheep Africa metadata inventory
- Publisher/source attribution: Public dataset metadata
- License: gpl
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-synth-telecom-customer-service-call-transcripts-nigeria
- Inventory retrieved at:
2026-07-16T16:00:34Z
Suggested Analyses
- Inspect schema and missingness before modeling.
- Profile variables by geography, time, and subgroup columns where present.
- Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
- Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.
Citation
@misc{electric_sheep_africa_africa_synth_telecom_customer_service_call_transcripts_nigeria_2026,
title = {Africa Synth Telecom Customer Service Call Transcripts Nigeria | Africa (Electric Sheep Africa metadata inventory)},
author = {Public dataset metadata},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/africa-synth-telecom-customer-service-call-transcripts-nigeria},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-synth-telecom-customer-service-call-transcripts-nigeria}}
}
License
Released under gpl.
Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.
About Electric Sheep Africa
Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.
Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.
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