Datasets:

electricsheepafrica
/

africa-synth-telecom-artificial-intelligence-automation-nigeria

automation_id stringlengths 10 10	timestamp timestamp[ns]date 2025-09-01 00:00:00 2025-10-01 23:59:00	tower_id stringlengths 8 8	city stringclasses 15 values	optimization_type stringclasses 8 values	ai_model stringclasses 4 values	ai_recommendation stringclasses 4 values	confidence_score float64 0.7 0.99	action_taken bool 2 classes	performance_before_percent float64 60 85	performance_after_percent float64 60 105	improvement_percent float64 0 20	energy_saved_kwh float64 0 200	users_impacted int64 100 5k	operator stringclasses 4 values	automation_status stringclasses 3 values
AI00000001	2025-09-11T16:14:00	ONI-2064	Onitsha	power_optimization	neural_network	decrease	0.83	true	82.58	97.32	14.74	186.49	1,489	9mobile	success
AI00000002	2025-09-20T17:22:00	ENU-2233	Enugu	fault_prediction	neural_network	decrease	0.8	true	78.46	87.6	9.14	0	3,158	MTN	failed
AI00000003	2025-09-09T12:12:00	KAD-3174	Kaduna	energy_saving	reinforcement_learning	redistribute	0.86	true	62.16	62.16	11.3	11.69	4,299	Glo	failed
AI00000004	2025-09-18T06:53:00	ILO-8095	Ilorin	energy_saving	random_forest	maintain	0.78	true	80.96	91.26	10.3	140.33	4,813	Airtel	success
AI00000005	2025-09-13T10:23:00	KAN-3526	Kano	power_optimization	gradient_boosting	increase	0.83	true	84.88	99.34	14.46	33.26	1,859	Glo	success
AI00000006	2025-09-26T09:48:00	ABU-1577	Abuja	energy_saving	random_forest	redistribute	0.77	false	63.14	76.82	13.68	191	4,101	Glo	success
AI00000007	2025-09-24T18:17:00	ABE-6850	Abeokuta	spectrum_allocation	neural_network	increase	0.77	true	63.07	75.11	12.04	0	3,153	Glo	success
AI00000008	2025-09-22T05:08:00	JOS-4400	Jos	spectrum_allocation	gradient_boosting	increase	0.9	true	80.52	80.52	18.39	0	329	Airtel	success
AI00000009	2025-09-17T09:32:00	ABA-2238	Aba	power_optimization	neural_network	maintain	0.88	true	66.17	77.02	10.85	132.68	1,947	9mobile	success
AI00000010	2025-09-02T12:09:00	ABU-5362	Abuja	capacity_planning	reinforcement_learning	increase	0.82	true	71.51	84	12.49	0	3,535	9mobile	success
AI00000011	2025-09-05T18:54:00	ONI-9753	Onitsha	interference_mitigation	neural_network	decrease	0.98	true	74.79	83.82	9.03	0	2,214	Airtel	success
AI00000012	2025-09-12T08:30:00	POR-4825	Port Harcourt	spectrum_allocation	neural_network	increase	0.8	true	67.04	77.02	9.98	0	296	9mobile	success
AI00000013	2025-09-02T03:57:00	ENU-4674	Enugu	spectrum_allocation	neural_network	redistribute	0.9	true	66.66	84.41	17.75	0	3,292	Airtel	partial_success
AI00000014	2025-09-25T10:03:00	IBA-2385	Ibadan	handover_optimization	neural_network	decrease	0.92	true	84.1	84.1	7.72	0	133	9mobile	success
AI00000015	2025-09-08T18:13:00	CAL-6356	Calabar	load_balancing	neural_network	maintain	0.71	true	68.11	82.6	14.49	0	3,310	Glo	success
AI00000016	2025-09-13T18:51:00	ENU-8876	Enugu	interference_mitigation	gradient_boosting	maintain	0.95	true	63.52	78.14	14.62	0	1,792	Airtel	success
AI00000017	2025-09-22T18:55:00	BEN-4324	Benin City	handover_optimization	random_forest	maintain	0.98	true	78.86	78.86	18.11	0	3,618	Glo	success
AI00000018	2025-09-11T23:44:00	WAR-3889	Warri	handover_optimization	reinforcement_learning	maintain	0.84	true	70.9	85.02	14.12	0	2,110	MTN	success
AI00000019	2025-09-15T02:34:00	POR-9946	Port Harcourt	spectrum_allocation	random_forest	decrease	0.97	true	79.13	97.14	18.01	0	4,968	Airtel	partial_success
AI00000020	2025-09-26T23:04:00	CAL-6618	Calabar	interference_mitigation	neural_network	increase	0.76	true	82.7	93.74	0	0	3,186	Glo	success
AI00000021	2025-09-04T14:09:00	CAL-2715	Calabar	interference_mitigation	neural_network	maintain	0.89	true	77.38	87.01	9.63	0	1,558	MTN	success
AI00000022	2025-09-30T20:58:00	ONI-2095	Onitsha	handover_optimization	neural_network	decrease	0.82	false	65.91	76.28	10.37	0	4,463	Airtel	success
AI00000023	2025-09-03T11:25:00	ILO-5142	Ilorin	capacity_planning	neural_network	maintain	0.83	true	75.83	88.54	12.71	0	1,302	9mobile	success
AI00000024	2025-09-26T12:38:00	POR-2708	Port Harcourt	interference_mitigation	random_forest	maintain	0.87	true	79.02	91.1	12.08	0	2,950	Airtel	success
AI00000025	2025-09-16T15:05:00	ONI-9075	Onitsha	spectrum_allocation	neural_network	maintain	0.92	true	63.51	72.2	0	0	2,108	9mobile	success
AI00000026	2025-09-16T05:39:00	KAD-5664	Kaduna	fault_prediction	gradient_boosting	maintain	0.7	true	68.54	73.58	5.04	0	2,483	Glo	success
AI00000027	2025-09-26T18:45:00	LAG-6309	Lagos	spectrum_allocation	gradient_boosting	increase	0.7	true	77.12	87.14	10.02	0	308	Airtel	partial_success
AI00000028	2025-09-23T22:53:00	POR-7721	Port Harcourt	load_balancing	gradient_boosting	decrease	0.75	true	83.38	93.45	10.07	0	870	Glo	success
AI00000029	2025-09-15T10:28:00	WAR-8752	Warri	spectrum_allocation	neural_network	maintain	0.89	true	62.78	67.96	5.18	0	4,840	9mobile	success
AI00000030	2025-09-06T23:38:00	IBA-3512	Ibadan	spectrum_allocation	neural_network	decrease	0.93	false	76.82	90.91	14.09	0	4,401	MTN	success
AI00000031	2025-09-22T07:27:00	CAL-6438	Calabar	fault_prediction	random_forest	maintain	0.74	true	63.98	79.49	15.51	0	3,551	Glo	partial_success
AI00000032	2025-09-12T18:29:00	IBA-3137	Ibadan	energy_saving	gradient_boosting	maintain	0.74	true	84.29	103.06	18.77	147.16	917	Airtel	partial_success
AI00000033	2025-09-28T05:51:00	ABU-1761	Abuja	power_optimization	reinforcement_learning	decrease	0.93	false	76.16	92.62	16.46	98.32	669	9mobile	success
AI00000034	2025-09-11T06:25:00	JOS-9557	Jos	power_optimization	neural_network	increase	0.78	true	75.28	90.41	15.13	97.9	4,809	Glo	partial_success
AI00000035	2025-09-26T20:54:00	BEN-8657	Benin City	power_optimization	gradient_boosting	maintain	0.76	true	81.42	92.81	11.39	168.76	4,871	Airtel	success
AI00000036	2025-09-04T10:19:00	LAG-3935	Lagos	spectrum_allocation	random_forest	decrease	0.75	true	68.4	68.4	14.09	0	2,652	MTN	success
AI00000037	2025-09-13T09:34:00	BEN-3899	Benin City	load_balancing	neural_network	maintain	0.85	false	64	64	16.67	0	108	9mobile	success
AI00000038	2025-09-06T04:17:00	KAD-7850	Kaduna	spectrum_allocation	neural_network	increase	0.92	true	63.79	73.88	10.09	0	3,500	9mobile	failed
AI00000039	2025-09-10T12:16:00	KAN-9260	Kano	fault_prediction	gradient_boosting	increase	0.85	true	81.39	89.8	8.41	0	1,896	9mobile	success
AI00000040	2025-09-18T17:12:00	ENU-8613	Enugu	power_optimization	random_forest	decrease	0.98	true	64.4	84.28	19.88	12.78	1,027	Airtel	success
AI00000041	2025-09-04T04:45:00	ENU-1487	Enugu	capacity_planning	random_forest	increase	0.94	true	64.7	79.64	14.94	0	2,288	MTN	success
AI00000042	2025-09-16T03:22:00	ABU-8410	Abuja	power_optimization	neural_network	maintain	0.72	true	75.3	75.3	10.57	13.11	3,893	Glo	success
AI00000043	2025-09-06T06:21:00	KAN-4122	Kano	capacity_planning	reinforcement_learning	increase	0.79	false	83.85	83.85	0	0	857	Airtel	success
AI00000044	2025-09-22T20:10:00	ABU-1044	Abuja	capacity_planning	neural_network	increase	0.85	true	60.3	79.54	19.24	0	3,049	9mobile	partial_success
AI00000045	2025-09-03T15:38:00	ABU-7896	Abuja	energy_saving	reinforcement_learning	maintain	0.86	true	82.73	89.75	7.02	30.58	2,194	Glo	success
AI00000046	2025-09-24T18:09:00	ILO-5839	Ilorin	energy_saving	random_forest	maintain	0.91	true	76.11	91.81	15.7	90.26	4,075	9mobile	success
AI00000047	2025-09-10T14:39:00	ENU-3936	Enugu	load_balancing	neural_network	increase	0.85	true	74.34	86.57	12.23	0	4,931	MTN	success
AI00000048	2025-09-18T22:01:00	BEN-9446	Benin City	fault_prediction	gradient_boosting	redistribute	0.71	true	73.94	82.84	8.9	0	4,159	Glo	success
AI00000049	2025-09-11T13:21:00	WAR-2411	Warri	power_optimization	neural_network	maintain	0.7	false	76.68	92	15.32	97.78	4,771	MTN	success
AI00000050	2025-09-02T22:34:00	JOS-2334	Jos	capacity_planning	neural_network	increase	0.74	true	83.48	83.48	10.13	0	4,730	Glo	success
AI00000051	2025-09-24T18:07:00	CAL-6214	Calabar	energy_saving	neural_network	redistribute	0.86	true	66.1	74.43	8.33	97.6	1,143	Airtel	success
AI00000052	2025-09-13T22:12:00	ONI-6467	Onitsha	interference_mitigation	random_forest	maintain	0.72	true	72.85	80.67	7.82	0	1,672	9mobile	success
AI00000053	2025-09-10T21:05:00	JOS-9220	Jos	fault_prediction	neural_network	decrease	0.74	false	70.2	70.2	14.11	0	3,898	Glo	success
AI00000054	2025-09-23T15:24:00	POR-7172	Port Harcourt	capacity_planning	neural_network	redistribute	0.82	true	74.15	83.29	0	0	3,484	9mobile	success
AI00000055	2025-09-16T19:19:00	ABA-4100	Aba	interference_mitigation	neural_network	maintain	0.93	true	67.5	82.12	14.62	0	3,170	Airtel	success
AI00000056	2025-09-05T11:27:00	ABU-4690	Abuja	spectrum_allocation	neural_network	redistribute	0.99	true	71.72	89.68	17.96	0	511	Airtel	success
AI00000057	2025-09-30T10:17:00	ENU-4326	Enugu	interference_mitigation	gradient_boosting	increase	0.74	true	78.04	93.98	15.94	0	1,532	Glo	success
AI00000058	2025-09-01T22:18:00	IBA-6777	Ibadan	spectrum_allocation	reinforcement_learning	maintain	0.91	true	63.7	71.01	7.31	0	1,721	9mobile	success
AI00000059	2025-09-07T19:51:00	WAR-8374	Warri	fault_prediction	random_forest	increase	0.74	true	76.25	82.14	5.89	0	1,720	9mobile	success
AI00000060	2025-09-27T06:22:00	WAR-5534	Warri	interference_mitigation	reinforcement_learning	maintain	0.86	true	75.8	91.73	0	0	4,433	Airtel	success
AI00000061	2025-09-15T20:22:00	JOS-1097	Jos	capacity_planning	neural_network	maintain	0.75	false	83.88	83.88	9.57	0	3,452	Glo	partial_success
AI00000062	2025-09-11T08:12:00	KAD-9190	Kaduna	spectrum_allocation	neural_network	increase	0.89	true	71.85	81	9.15	0	4,288	9mobile	success
AI00000063	2025-09-10T03:28:00	BEN-9048	Benin City	interference_mitigation	random_forest	decrease	0.91	true	73.31	90.73	0	0	3,732	MTN	success
AI00000064	2025-09-17T16:18:00	ILO-3339	Ilorin	energy_saving	neural_network	redistribute	0.92	true	65.42	79.01	13.59	145.58	620	Glo	success
AI00000065	2025-09-03T09:53:00	BEN-6009	Benin City	fault_prediction	neural_network	decrease	0.83	true	65.87	83.52	17.65	0	1,997	MTN	success
AI00000066	2025-09-16T12:58:00	ONI-5935	Onitsha	load_balancing	neural_network	maintain	0.71	true	71.82	71.82	15.14	0	2,930	9mobile	success
AI00000067	2025-09-19T11:07:00	ENU-6677	Enugu	load_balancing	gradient_boosting	decrease	0.92	true	84.75	102.61	17.86	0	1,182	Glo	success
AI00000068	2025-09-03T11:42:00	IBA-2233	Ibadan	fault_prediction	neural_network	maintain	0.81	true	84.73	90	5.27	0	494	9mobile	success
AI00000069	2025-09-06T04:44:00	IBA-9136	Ibadan	handover_optimization	gradient_boosting	decrease	0.97	true	80.42	94.65	14.23	0	3,139	9mobile	failed
AI00000070	2025-09-29T02:27:00	KAN-9342	Kano	spectrum_allocation	neural_network	maintain	0.96	true	74.65	89.23	14.58	0	4,541	MTN	success
AI00000071	2025-09-12T01:07:00	ONI-3835	Onitsha	spectrum_allocation	reinforcement_learning	maintain	0.74	true	70.59	88.14	17.55	0	444	9mobile	success
AI00000072	2025-09-11T12:49:00	ONI-2115	Onitsha	capacity_planning	neural_network	maintain	0.98	true	64.6	77.47	12.87	0	4,737	9mobile	success
AI00000073	2025-09-22T19:27:00	IBA-3668	Ibadan	interference_mitigation	neural_network	maintain	0.95	true	83.03	95.76	12.73	0	4,612	Airtel	success
AI00000074	2025-09-29T17:49:00	ABE-6542	Abeokuta	load_balancing	neural_network	increase	0.76	true	71.8	85.76	13.96	0	4,043	Airtel	success
AI00000075	2025-09-24T04:19:00	POR-9343	Port Harcourt	spectrum_allocation	reinforcement_learning	maintain	0.85	true	65.61	74.19	0	0	1,707	9mobile	success
AI00000076	2025-09-02T08:45:00	ABE-6254	Abeokuta	load_balancing	gradient_boosting	increase	0.92	true	69.85	89	19.15	0	4,463	MTN	partial_success
AI00000077	2025-09-30T11:09:00	ABU-1470	Abuja	fault_prediction	gradient_boosting	redistribute	0.94	true	73.7	84.58	0	0	4,554	Glo	success
AI00000078	2025-09-11T13:30:00	POR-6305	Port Harcourt	interference_mitigation	neural_network	redistribute	0.82	true	61.05	79.08	18.03	0	3,747	Airtel	success
AI00000079	2025-09-20T10:46:00	ILO-4924	Ilorin	power_optimization	neural_network	maintain	0.83	true	69.93	69.93	0	88.38	2,999	9mobile	success
AI00000080	2025-09-06T23:09:00	WAR-9407	Warri	energy_saving	gradient_boosting	maintain	0.81	true	83.83	90.91	0	26.59	4,012	Glo	partial_success
AI00000081	2025-09-30T11:54:00	KAN-5450	Kano	power_optimization	gradient_boosting	decrease	0.78	true	73.57	81.35	7.78	11.19	1,538	Glo	success
AI00000082	2025-09-30T19:27:00	ABE-2357	Abeokuta	energy_saving	random_forest	decrease	0.83	true	74.45	87.02	12.57	30.85	743	9mobile	success
AI00000083	2025-09-25T18:09:00	POR-3485	Port Harcourt	fault_prediction	random_forest	maintain	0.95	true	64.36	64.36	5.8	0	1,187	9mobile	success
AI00000084	2025-09-01T20:10:00	WAR-3125	Warri	handover_optimization	reinforcement_learning	decrease	0.93	true	83.19	102.96	19.77	0	2,496	MTN	success
AI00000085	2025-09-13T02:33:00	POR-3721	Port Harcourt	power_optimization	gradient_boosting	increase	0.86	true	71.11	80.13	0	153.32	3,193	Airtel	success
AI00000086	2025-09-29T11:13:00	ENU-1825	Enugu	handover_optimization	neural_network	increase	0.79	true	72.08	72.08	0	0	1,150	Airtel	partial_success
AI00000087	2025-09-03T11:05:00	POR-7293	Port Harcourt	load_balancing	gradient_boosting	maintain	0.88	true	77.68	97.39	19.71	0	2,532	MTN	partial_success
AI00000088	2025-09-07T10:00:00	BEN-2451	Benin City	fault_prediction	gradient_boosting	redistribute	0.72	true	76.94	88.81	11.87	0	3,129	9mobile	success
AI00000089	2025-09-21T14:22:00	IBA-3664	Ibadan	interference_mitigation	random_forest	increase	0.77	true	63.85	71.36	7.51	0	1,161	MTN	partial_success
AI00000090	2025-09-26T13:11:00	KAN-5250	Kano	handover_optimization	gradient_boosting	redistribute	0.96	true	62.77	82.26	19.49	0	3,120	9mobile	success
AI00000091	2025-09-17T15:59:00	ABE-4119	Abeokuta	energy_saving	neural_network	maintain	0.71	false	72.58	82.16	9.58	56.54	2,051	9mobile	success
AI00000092	2025-09-28T00:21:00	ENU-3961	Enugu	power_optimization	reinforcement_learning	increase	0.94	true	77.93	93.21	15.28	52.52	3,309	Airtel	success
AI00000093	2025-10-01T09:28:00	ABE-5421	Abeokuta	energy_saving	random_forest	decrease	0.85	true	71.56	80.68	9.12	61.45	3,657	Airtel	partial_success
AI00000094	2025-09-17T01:34:00	ONI-5762	Onitsha	fault_prediction	random_forest	decrease	0.86	false	84.89	96.9	12.01	0	1,121	Glo	success
AI00000095	2025-09-26T08:41:00	ENU-9336	Enugu	fault_prediction	neural_network	redistribute	0.78	true	81.73	99.33	0	0	3,987	Glo	success
AI00000096	2025-09-08T21:43:00	KAD-5023	Kaduna	power_optimization	reinforcement_learning	decrease	0.78	true	64.15	78.45	14.3	64.89	4,763	Airtel	success
AI00000097	2025-09-20T19:16:00	CAL-5815	Calabar	capacity_planning	neural_network	maintain	0.8	true	61.25	71.67	10.42	0	2,541	Glo	success
AI00000098	2025-09-29T11:23:00	WAR-1128	Warri	load_balancing	neural_network	increase	0.74	true	74.79	81.28	6.49	0	3,309	9mobile	success
AI00000099	2025-09-12T13:55:00	ONI-6206	Onitsha	fault_prediction	gradient_boosting	redistribute	0.73	true	75.19	91.48	16.29	0	2,601	MTN	partial_success
AI00000100	2025-09-14T16:08:00	LAG-1204	Lagos	capacity_planning	random_forest	increase	0.81	true	82.42	94.99	12.57	0	2,767	Airtel	success

End of preview. Expand in Data Studio

Artificial Intelligence Automation Dataset

Dataset Description

Self-optimizing network operations with AI recommendations and outcomes

Dataset Information

Category: Emerging and Advanced
Format: CSV, Parquet
Rows: 150,000
Columns: 16
Date Generated: 2025-10-05
Location: data/artificial_intelligence_automation_dataset/

Schema

Column	Type	Sample Values
`automation_id`	String	AI00000001
`timestamp`	Datetime	2025-09-11 16:14:00
`tower_id`	String	ONI-2064
`city`	String	Onitsha
`optimization_type`	String	power_optimization
`ai_model`	String	neural_network
`ai_recommendation`	String	decrease
`confidence_score`	Float	0.83
`action_taken`	Boolean	True
`performance_before_percent`	Float	82.58
`performance_after_percent`	Float	97.32
`improvement_percent`	Float	14.74
`energy_saved_kwh`	Float	186.49
`users_impacted`	Integer	1489
`operator`	String	9mobile
`automation_status`	String	success

Sample Data

automation_id           timestamp tower_id    city  optimization_type               ai_model ai_recommendation  confidence_score  action_taken  performance_before_percent  performance_after_percent  improvement_percent  energy_saved_kwh  users_impacted operator automation_status
   AI00000001 2025-09-11 16:14:00 ONI-2064 Onitsha power_optimization         neural_network          decrease              0.83          True                       82.58                      97.32                14.74            186.49            1489  9mobile           success
   AI00000002 2025-09-20 17:22:00 ENU-2233   Enugu   fault_prediction         neural_network          decrease              0.80          True                       78.46                      87.60                 9.14              0.00            3158      MTN            failed
   AI00000003 2025-09-09 12:12:00 KAD-3174  Kaduna      energy_saving reinforcement_learning      redistribute              0.86          True                       62.16                      62.16                11.30             11.69            4299      Glo            failed

Nigerian Context

This dataset incorporates authentic Nigerian telecommunications characteristics:

Geographic Coverage: Major Nigerian cities including Lagos, Abuja, Kano, Port Harcourt, Ibadan
Operators: MTN, Airtel, Glo, 9mobile with realistic market shares
Phone Numbers: Nigerian format (+234 prefixes)
Currency: Nigerian Naira (NGN)
Time Zone: West Africa Time (WAT, UTC+1)
Network Types: 2G, 3G, 4G, 5G distribution

File Formats

CSV

data/artificial_intelligence_automation_dataset/artificial_intelligence_automation_dataset.csv

Parquet (Recommended)

data/artificial_intelligence_automation_dataset/artificial_intelligence_automation_dataset.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

# Load CSV
df = pd.read_csv('data/artificial_intelligence_automation_dataset/artificial_intelligence_automation_dataset.csv')

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

Python (PyArrow)

import pyarrow.parquet as pq

# Load Parquet
table = pq.read_table('data/artificial_intelligence_automation_dataset/artificial_intelligence_automation_dataset.parquet')
df = table.to_pandas()

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Artificial Intelligence Automation Dataset
Generated: 2025-10-05
Category: Emerging and Advanced
Rows: 150,000

Related Datasets

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.

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Collection including electricsheepafrica/africa-synth-telecom-artificial-intelligence-automation-nigeria

Amon Dîn

Collection

A collection of datasets from the Nigerian Telecommunications Sector • 34 items • Updated Oct 6, 2025 • 2