Datasets:

electricsheepafrica
/

africa-synth-telecom-maintenance-work-orders-nigeria

work_order_id stringlengths 10 10	created_at timestamp[ns]date 2025-09-01 00:00:00 2025-10-01 23:59:00	tower_id stringlengths 8 8	city stringclasses 15 values	operator stringclasses 4 values	work_type stringclasses 5 values	issue_type stringclasses 8 values	priority stringclasses 4 values	status stringclasses 4 values	assigned_technician stringclasses 900 values	estimated_duration_hours int64 1 24	actual_duration_hours float64 1 168 ⌀	parts_cost_ngn float64 0 500k	labor_cost_ngn float64 10k 100k	downtime_caused_minutes int64 0 480
WO00000001	2025-09-22T04:23:00	KAN-6161	Kano	Airtel	emergency	equipment_failure	critical	completed	TECH353	16	5	0	78,245.97	367
WO00000002	2025-09-22T16:34:00	BEN-5784	Benin City	Airtel	preventive	capacity_upgrade	low	scheduled	TECH327	19	null	0	59,698.44	0
WO00000003	2025-09-18T20:18:00	ABE-6857	Abeokuta	Glo	inspection	equipment_failure	low	completed	TECH906	10	148	0	74,118.5	0
WO00000004	2025-09-07T19:15:00	ILO-7382	Ilorin	Airtel	preventive	cable_damage	low	completed	TECH238	13	158	0	86,457.8	0
WO00000005	2025-09-24T17:54:00	ILO-9460	Ilorin	MTN	preventive	equipment_failure	low	completed	TECH162	16	167	0	93,689.54	0
WO00000006	2025-09-22T06:33:00	KAN-4760	Kano	MTN	preventive	battery_replacement	medium	scheduled	TECH727	17	null	0	60,649.74	0
WO00000007	2025-09-19T06:07:00	ONI-7281	Onitsha	Airtel	preventive	battery_replacement	low	scheduled	TECH271	8	null	0	69,891.66	0
WO00000008	2025-09-04T10:16:00	WAR-7520	Warri	MTN	emergency	equipment_failure	critical	scheduled	TECH132	20	null	0	26,910.29	416
WO00000009	2025-09-15T15:52:00	ENU-6876	Enugu	Glo	preventive	software_update	low	scheduled	TECH859	23	null	0	41,671.55	0
WO00000010	2025-09-21T22:33:00	LAG-4475	Lagos	Glo	corrective	antenna_misalignment	high	in_progress	TECH606	12	null	81,790.55	34,024.9	382
WO00000011	2025-09-11T02:32:00	ONI-8193	Onitsha	9mobile	emergency	software_update	high	completed	TECH130	4	21	0	38,657.01	54
WO00000012	2025-09-28T22:57:00	ONI-5408	Onitsha	9mobile	corrective	antenna_misalignment	medium	completed	TECH211	2	60	185,192.97	74,635.66	49
WO00000013	2025-09-02T03:36:00	ABA-7863	Aba	9mobile	preventive	equipment_failure	low	completed	TECH858	18	76	0	91,024.47	0
WO00000014	2025-09-19T09:29:00	WAR-5659	Warri	MTN	corrective	power_issue	medium	in_progress	TECH281	20	null	159,424.88	34,504.26	106
WO00000015	2025-09-14T23:45:00	JOS-3057	Jos	Glo	upgrade	power_issue	low	scheduled	TECH553	1	null	481,935.19	78,191.3	0
WO00000016	2025-09-10T23:14:00	IBA-9129	Ibadan	Airtel	emergency	software_update	critical	completed	TECH141	24	8	0	86,894.63	124
WO00000017	2025-10-01T06:31:00	ABU-7063	Abuja	Airtel	corrective	cooling_failure	medium	scheduled	TECH756	21	null	37,229.55	35,576.14	421
WO00000018	2025-09-19T18:28:00	LAG-7510	Lagos	MTN	emergency	power_issue	high	in_progress	TECH832	3	null	0	47,785.95	346
WO00000019	2025-09-26T19:40:00	ABA-1539	Aba	9mobile	preventive	battery_replacement	low	in_progress	TECH457	4	null	0	71,887.44	0
WO00000020	2025-09-24T00:46:00	ILO-4222	Ilorin	Glo	preventive	power_issue	low	in_progress	TECH633	4	null	0	74,876.23	0
WO00000021	2025-09-02T21:15:00	LAG-5775	Lagos	9mobile	corrective	software_update	high	completed	TECH911	9	22	387,353.42	72,780.43	356
WO00000022	2025-09-05T09:59:00	WAR-3624	Warri	Glo	emergency	equipment_failure	critical	in_progress	TECH527	18	null	0	91,452.21	102
WO00000023	2025-09-04T16:08:00	BEN-5182	Benin City	Glo	corrective	cooling_failure	high	completed	TECH222	16	11	33,666.76	55,177.56	209
WO00000024	2025-09-26T04:48:00	ENU-8987	Enugu	MTN	corrective	cable_damage	high	completed	TECH444	3	8	135,424.64	62,414.86	88
WO00000025	2025-09-02T22:11:00	ILO-2012	Ilorin	MTN	preventive	power_issue	medium	completed	TECH325	15	31	0	33,380.93	0
WO00000026	2025-09-18T22:35:00	ONI-1992	Onitsha	MTN	upgrade	antenna_misalignment	medium	cancelled	TECH786	8	null	196,159.86	26,520.44	0
WO00000027	2025-09-04T19:31:00	WAR-2297	Warri	MTN	preventive	capacity_upgrade	medium	scheduled	TECH739	12	null	0	25,531.46	0
WO00000028	2025-09-21T18:27:00	ABE-7884	Abeokuta	MTN	preventive	antenna_misalignment	low	completed	TECH142	19	80	0	94,354.04	0
WO00000029	2025-09-15T10:05:00	ILO-6872	Ilorin	Airtel	preventive	capacity_upgrade	low	scheduled	TECH715	24	null	0	96,047.46	0
WO00000030	2025-09-30T23:41:00	WAR-4680	Warri	9mobile	emergency	battery_replacement	critical	cancelled	TECH740	22	null	0	21,377.5	344
WO00000031	2025-09-04T22:06:00	ILO-1592	Ilorin	Airtel	preventive	power_issue	low	completed	TECH191	2	79	0	59,797.64	0
WO00000032	2025-09-17T08:55:00	KAD-4758	Kaduna	Glo	preventive	antenna_misalignment	low	completed	TECH306	1	94	0	37,239.95	0
WO00000033	2025-09-22T11:51:00	LAG-6466	Lagos	MTN	preventive	battery_replacement	medium	in_progress	TECH985	7	null	0	60,591.11	0
WO00000034	2025-09-24T06:54:00	LAG-6781	Lagos	Glo	corrective	equipment_failure	medium	in_progress	TECH862	6	null	449,527.99	13,296.96	291
WO00000035	2025-10-01T10:09:00	ABE-6974	Abeokuta	Glo	preventive	cable_damage	medium	completed	TECH960	21	35	0	26,334.24	0
WO00000036	2025-09-07T12:59:00	ENU-2619	Enugu	Glo	emergency	equipment_failure	critical	in_progress	TECH363	17	null	0	99,090.81	90
WO00000037	2025-09-05T17:07:00	ABU-2842	Abuja	MTN	upgrade	power_issue	medium	completed	TECH249	16	40	368,972.44	65,518.73	0
WO00000038	2025-09-27T17:59:00	ABA-6284	Aba	Airtel	preventive	power_issue	medium	in_progress	TECH882	3	null	0	81,184.47	0
WO00000039	2025-09-09T12:11:00	BEN-8406	Benin City	MTN	preventive	cooling_failure	medium	scheduled	TECH340	5	null	0	15,490.16	0
WO00000040	2025-09-01T07:11:00	ABA-1220	Aba	MTN	preventive	capacity_upgrade	medium	in_progress	TECH280	14	null	0	90,496.21	0
WO00000041	2025-09-16T19:23:00	ABA-8961	Aba	9mobile	corrective	equipment_failure	medium	in_progress	TECH423	12	null	391,735.58	84,907.9	195
WO00000042	2025-09-21T06:06:00	JOS-5677	Jos	9mobile	corrective	cooling_failure	medium	completed	TECH801	17	58	79,998.06	25,185.78	169
WO00000043	2025-09-29T03:46:00	ONI-1294	Onitsha	MTN	corrective	capacity_upgrade	high	completed	TECH444	1	18	272,925.41	71,689.75	424
WO00000044	2025-09-24T16:51:00	ABE-1352	Abeokuta	MTN	upgrade	equipment_failure	medium	scheduled	TECH908	18	null	379,636.79	11,217.07	0
WO00000045	2025-09-13T12:38:00	IBA-2089	Ibadan	MTN	corrective	cooling_failure	high	scheduled	TECH898	7	null	200,721.04	29,507.86	354
WO00000046	2025-09-05T03:17:00	ABU-9815	Abuja	Airtel	emergency	power_issue	critical	scheduled	TECH875	3	null	0	92,736.96	454
WO00000047	2025-09-23T06:09:00	BEN-8062	Benin City	Glo	preventive	power_issue	low	in_progress	TECH128	19	null	0	46,047.5	0
WO00000048	2025-09-23T12:24:00	POR-1846	Port Harcourt	Glo	emergency	capacity_upgrade	critical	scheduled	TECH822	19	null	0	34,753.6	335
WO00000049	2025-09-19T07:04:00	BEN-6408	Benin City	Glo	preventive	cooling_failure	low	completed	TECH420	23	127	0	74,545.13	0
WO00000050	2025-09-20T06:20:00	POR-7071	Port Harcourt	9mobile	preventive	equipment_failure	low	in_progress	TECH905	1	null	0	67,927.28	0
WO00000051	2025-09-10T09:51:00	LAG-9880	Lagos	Glo	upgrade	cable_damage	low	scheduled	TECH919	14	null	21,583.97	94,355.46	0
WO00000052	2025-09-24T04:30:00	BEN-7013	Benin City	Airtel	emergency	battery_replacement	critical	scheduled	TECH304	3	null	0	22,010.58	114
WO00000053	2025-09-13T21:53:00	LAG-4633	Lagos	Airtel	preventive	equipment_failure	medium	completed	TECH911	14	37	0	20,534.01	0
WO00000054	2025-09-18T06:33:00	ILO-1852	Ilorin	Airtel	preventive	equipment_failure	low	completed	TECH716	16	80	0	84,880.06	0
WO00000055	2025-09-15T04:51:00	BEN-3782	Benin City	Glo	corrective	equipment_failure	high	in_progress	TECH144	6	null	483,754.19	70,857.35	125
WO00000056	2025-09-09T02:44:00	ABU-3364	Abuja	Airtel	upgrade	cable_damage	low	completed	TECH344	8	113	481,733.7	60,184.17	0
WO00000057	2025-09-16T01:59:00	ILO-3408	Ilorin	Glo	emergency	equipment_failure	critical	scheduled	TECH205	22	null	0	15,793.2	394
WO00000058	2025-09-03T09:44:00	WAR-1594	Warri	Airtel	preventive	cable_damage	medium	completed	TECH639	3	30	0	38,333.15	0
WO00000059	2025-09-06T05:27:00	IBA-3586	Ibadan	MTN	preventive	capacity_upgrade	medium	in_progress	TECH643	7	null	0	63,799.3	0
WO00000060	2025-09-29T02:20:00	ABE-7092	Abeokuta	MTN	corrective	cooling_failure	high	in_progress	TECH105	5	null	140,529.59	50,574.71	430
WO00000061	2025-09-17T10:27:00	LAG-4276	Lagos	MTN	emergency	cooling_failure	critical	in_progress	TECH607	3	null	0	60,373.24	119
WO00000062	2025-09-03T15:02:00	ENU-9894	Enugu	Airtel	preventive	software_update	low	cancelled	TECH865	24	null	0	91,104.95	0
WO00000063	2025-09-26T18:34:00	ABU-4454	Abuja	MTN	upgrade	power_issue	low	completed	TECH271	7	119	18,656.18	21,031.17	0
WO00000064	2025-09-21T00:18:00	ENU-1474	Enugu	MTN	preventive	battery_replacement	low	completed	TECH225	13	153	0	64,377.38	0
WO00000065	2025-09-29T10:42:00	KAN-8902	Kano	Glo	corrective	software_update	high	completed	TECH270	10	21	420,681.65	13,551.46	77
WO00000066	2025-09-24T10:06:00	ABE-3004	Abeokuta	Airtel	inspection	cooling_failure	low	completed	TECH248	19	131	0	21,683.1	0
WO00000067	2025-09-10T06:09:00	JOS-8755	Jos	Airtel	preventive	antenna_misalignment	low	completed	TECH562	6	151	0	25,221.55	0
WO00000068	2025-09-27T20:36:00	WAR-3513	Warri	9mobile	corrective	capacity_upgrade	high	cancelled	TECH946	10	null	281,095.19	73,425.67	90
WO00000069	2025-09-26T09:30:00	LAG-7339	Lagos	Airtel	preventive	software_update	medium	in_progress	TECH862	10	null	0	16,957.02	0
WO00000070	2025-09-06T19:05:00	KAD-7375	Kaduna	9mobile	upgrade	cable_damage	low	scheduled	TECH727	22	null	95,668.42	33,818.49	0
WO00000071	2025-09-04T17:15:00	ABE-3836	Abeokuta	Airtel	corrective	battery_replacement	high	completed	TECH988	14	23	449,704.71	76,313.77	325
WO00000072	2025-09-02T16:39:00	ILO-7927	Ilorin	MTN	preventive	capacity_upgrade	low	completed	TECH456	18	118	0	75,936.23	0
WO00000073	2025-09-30T21:41:00	CAL-2931	Calabar	MTN	upgrade	cooling_failure	low	in_progress	TECH894	17	null	491,400.37	82,247.66	0
WO00000074	2025-10-01T23:00:00	ABA-3143	Aba	MTN	emergency	cable_damage	high	completed	TECH168	23	12	0	42,699.46	466
WO00000075	2025-09-13T09:22:00	WAR-6626	Warri	9mobile	corrective	cooling_failure	high	in_progress	TECH980	20	null	452,280.22	67,934.12	175
WO00000076	2025-09-12T00:19:00	POR-1246	Port Harcourt	Glo	inspection	equipment_failure	medium	completed	TECH789	1	37	0	21,404.42	0
WO00000077	2025-09-21T00:38:00	CAL-4932	Calabar	Airtel	emergency	capacity_upgrade	critical	in_progress	TECH840	16	null	0	19,870.96	418
WO00000078	2025-09-05T14:29:00	ENU-8178	Enugu	9mobile	preventive	capacity_upgrade	low	in_progress	TECH158	5	null	0	47,570.78	0
WO00000079	2025-09-07T22:51:00	KAD-6437	Kaduna	Glo	inspection	capacity_upgrade	low	completed	TECH217	6	87	0	69,612.1	0
WO00000080	2025-09-21T17:53:00	LAG-8877	Lagos	MTN	preventive	equipment_failure	medium	completed	TECH229	8	24	0	58,357.76	0
WO00000081	2025-09-02T13:05:00	IBA-6822	Ibadan	9mobile	emergency	power_issue	critical	in_progress	TECH915	10	null	0	26,092.46	248
WO00000082	2025-09-04T04:48:00	LAG-4425	Lagos	9mobile	preventive	battery_replacement	low	in_progress	TECH245	4	null	0	18,444.55	0
WO00000083	2025-09-23T09:17:00	ILO-7048	Ilorin	Glo	corrective	cooling_failure	high	scheduled	TECH725	7	null	300,015.35	12,525.4	121
WO00000084	2025-09-12T05:54:00	CAL-5999	Calabar	9mobile	preventive	cooling_failure	medium	completed	TECH259	18	47	0	68,421.23	0
WO00000085	2025-09-28T05:17:00	ILO-1891	Ilorin	Airtel	preventive	cable_damage	low	in_progress	TECH693	20	null	0	46,925.17	0
WO00000086	2025-09-08T03:49:00	LAG-8740	Lagos	Airtel	upgrade	cooling_failure	medium	in_progress	TECH779	23	null	478,735.5	34,674.63	0
WO00000087	2025-09-21T21:59:00	POR-1621	Port Harcourt	Airtel	preventive	capacity_upgrade	medium	scheduled	TECH691	11	null	0	70,252.74	0
WO00000088	2025-09-10T01:51:00	POR-6604	Port Harcourt	MTN	preventive	antenna_misalignment	medium	in_progress	TECH418	17	null	0	35,092.97	0
WO00000089	2025-09-15T23:24:00	ABE-4589	Abeokuta	Glo	emergency	battery_replacement	critical	completed	TECH114	9	6	0	73,835.55	407
WO00000090	2025-09-16T22:29:00	ABE-4402	Abeokuta	MTN	preventive	capacity_upgrade	medium	scheduled	TECH518	21	null	0	64,311.93	0
WO00000091	2025-09-13T19:35:00	JOS-9233	Jos	Glo	corrective	power_issue	medium	scheduled	TECH628	12	null	169,467.32	90,668.65	75
WO00000092	2025-09-13T16:13:00	ABA-2858	Aba	Airtel	preventive	cooling_failure	low	completed	TECH279	20	72	0	10,119.51	0
WO00000093	2025-09-25T17:52:00	ABU-3888	Abuja	Glo	corrective	cable_damage	high	completed	TECH416	24	18	495,763.99	81,174.04	96
WO00000094	2025-09-05T13:06:00	ONI-6461	Onitsha	Airtel	corrective	software_update	high	completed	TECH352	2	19	388,893.1	87,888.83	223
WO00000095	2025-09-28T14:47:00	IBA-5308	Ibadan	MTN	upgrade	cooling_failure	medium	completed	TECH424	18	36	156,669.96	38,417.58	0
WO00000096	2025-09-04T14:01:00	JOS-7004	Jos	Airtel	preventive	cooling_failure	low	scheduled	TECH339	10	null	0	40,424.15	0
WO00000097	2025-09-03T02:35:00	ONI-4120	Onitsha	Airtel	inspection	cooling_failure	low	in_progress	TECH484	11	null	0	39,652.11	0
WO00000098	2025-09-24T19:57:00	ABA-5660	Aba	Airtel	upgrade	equipment_failure	low	completed	TECH296	3	127	432,277.69	44,403.01	0
WO00000099	2025-09-03T18:24:00	WAR-9865	Warri	MTN	corrective	battery_replacement	medium	completed	TECH183	1	43	386,546.06	34,535.93	142
WO00000100	2025-09-10T14:49:00	BEN-6576	Benin City	9mobile	preventive	software_update	medium	completed	TECH738	22	24	0	33,651.19	0

End of preview. Expand in Data Studio

Maintenance Work Orders

Dataset Description

Scheduled and unscheduled maintenance activities with cost and downtime tracking

Dataset Information

Category: Infrastructure and Maintenance
Format: CSV, Parquet
Rows: 80,000
Columns: 15
Date Generated: 2025-10-05
Location: data/maintenance_work_orders/

Schema

Column	Type	Sample Values
`work_order_id`	String	WO00000001
`created_at`	Datetime	2025-09-22 04:23:00
`tower_id`	String	KAN-6161
`city`	String	Kano
`operator`	String	Airtel
`work_type`	String	emergency
`issue_type`	String	equipment_failure
`priority`	String	critical
`status`	String	completed
`assigned_technician`	String	TECH353
`estimated_duration_hours`	Integer	16
`actual_duration_hours`	Float	5.0
`parts_cost_ngn`	Float	0.0
`labor_cost_ngn`	Float	78245.97
`downtime_caused_minutes`	Integer	367

Sample Data

work_order_id          created_at tower_id       city operator  work_type        issue_type priority    status assigned_technician  estimated_duration_hours  actual_duration_hours  parts_cost_ngn  labor_cost_ngn  downtime_caused_minutes
   WO00000001 2025-09-22 04:23:00 KAN-6161       Kano   Airtel  emergency equipment_failure critical completed             TECH353                        16                    5.0             0.0        78245.97                      367
   WO00000002 2025-09-22 16:34:00 BEN-5784 Benin City   Airtel preventive  capacity_upgrade      low scheduled             TECH327                        19                    NaN             0.0        59698.44                        0
   WO00000003 2025-09-18 20:18:00 ABE-6857   Abeokuta      Glo inspection equipment_failure      low completed             TECH906                        10                  148.0             0.0        74118.50                        0

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/maintenance_work_orders/maintenance_work_orders.csv

Parquet (Recommended)

data/maintenance_work_orders/maintenance_work_orders.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

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

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

Python (PyArrow)

import pyarrow.parquet as pq

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

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Maintenance Work Orders
Generated: 2025-10-05
Category: Infrastructure and Maintenance
Rows: 80,000

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.

Downloads last month: 21

Collections including electricsheepafrica/africa-synth-telecom-maintenance-work-orders-nigeria

Amon Dîn

Collection

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

Nigeria · Country Data Coverage

Collection

229 official ML-ready Nigeria open-data resources, plus related Electric Sheep Africa datasets. • 730 items • Updated 18 days ago