Datasets:

electricsheepafrica
/

africa-synth-telecom-massive-internet-of-things-traffic-nigeria

deployment_id stringlengths 11 11	timestamp timestamp[ns]date 2025-09-01 00:00:19 2025-10-01 23:59:45	deployment_type stringclasses 7 values	city stringclasses 15 values	tower_id stringlengths 8 8	num_active_devices int64 50 10k	sensor_types stringlengths 10 58	total_messages_per_hour int64 0 588k	avg_message_size_bytes int64 50 500	total_data_mb_per_hour float64 0 233	network_type stringclasses 3 values	battery_powered_percent float64 60 100	connection_success_rate float64 92 99.9	operator stringclasses 4 values
IOT00000001	2025-09-08T16:16:06	logistics	Abeokuta	ABE-9455	430	motion, temperature, humidity, gps	5,160	161	0.88	NB-IoT	93.59	97.17	MTN
IOT00000002	2025-09-08T04:09:24	smart_city	Enugu	ENU-2778	6,922	humidity, water_level, sound, motion	20,766	447	6.16	5G	98.63	95.18	Glo
IOT00000003	2025-09-15T19:58:11	logistics	Aba	ABA-2824	333	humidity, motion, light, air_quality	7,992	328	2.42	NB-IoT	70.9	98.44	Airtel
IOT00000004	2025-09-26T15:35:23	manufacturing	Abuja	ABU-5765	443	vibration, gps, water_level, temperature, light	9,746	81	0.52	5G	83.11	95.56	Glo
IOT00000005	2025-09-30T09:42:38	environmental_monitoring	Jos	JOS-2935	9,114	air_quality, water_level	63,798	468	10.46	5G	64.87	92.56	MTN
IOT00000006	2025-09-07T23:54:41	healthcare	Ibadan	IBA-7106	310	pressure, water_level, temperature, sound, gps	5,580	267	0.41	5G	93.17	99.8	MTN
IOT00000007	2025-09-12T15:19:57	smart_city	Kano	KAN-4329	9,492	humidity, gps	9,492	89	0.48	4G	91.02	92.27	MTN
IOT00000008	2025-09-18T21:03:01	agriculture	Benin City	BEN-9912	479	temperature, humidity, light, gps	0	343	0	5G	98.84	97.01	MTN
IOT00000009	2025-09-13T05:10:33	smart_city	Lagos	LAG-1805	2,708	pressure, air_quality, light	10,832	132	3.39	NB-IoT	82.22	92.93	Glo
IOT00000010	2025-09-29T00:36:28	agriculture	Ilorin	ILO-5739	404	humidity, air_quality	0	469	0	4G	69.16	97.06	MTN
IOT00000011	2025-09-11T17:29:44	environmental_monitoring	Enugu	ENU-6299	1,353	air_quality, motion, water_level, humidity	4,059	492	1.46	4G	74.5	95.43	9mobile
IOT00000012	2025-09-27T10:18:07	smart_city	Abeokuta	ABE-5285	6,191	temperature, light, sound	6,191	270	1.91	5G	65.16	96.58	9mobile
IOT00000013	2025-09-06T13:38:27	smart_city	Jos	JOS-4813	3,980	vibration, water_level	3,980	327	1.45	NB-IoT	84.13	92.03	Glo
IOT00000014	2025-09-07T11:33:13	environmental_monitoring	Onitsha	ONI-1555	3,164	sound, gps, air_quality	3,164	477	0.67	5G	99.49	94.12	Glo
IOT00000015	2025-09-02T02:07:15	environmental_monitoring	Ilorin	ILO-2924	7,851	water_level, sound	23,553	283	1.57	4G	88.19	99.7	9mobile
IOT00000016	2025-10-01T03:03:46	agriculture	Kaduna	KAD-2688	486	light, sound, pressure, vibration	0	429	0	5G	61.85	97.79	9mobile
IOT00000017	2025-09-21T08:16:55	logistics	Kano	KAN-7657	56	pressure, water_level, air_quality	952	84	0.18	4G	80.67	98	9mobile
IOT00000018	2025-09-26T09:36:11	healthcare	Benin City	BEN-6863	231	pressure, vibration, humidity, gps, air_quality	4,851	407	1.83	5G	67.87	97.07	Airtel
IOT00000019	2025-09-09T16:40:13	logistics	Ilorin	ILO-1884	120	vibration, water_level	2,040	477	0.87	4G	62.45	93.1	MTN
IOT00000020	2025-09-27T03:30:59	energy_management	Kano	KAN-4647	497	air_quality, water_level, humidity, motion	994	213	0.3	5G	76.11	99.12	Glo
IOT00000021	2025-10-01T01:50:49	manufacturing	Warri	WAR-9899	273	sound, vibration, gps, temperature	34,944	459	12.76	5G	67.82	98.01	9mobile
IOT00000022	2025-09-22T21:15:10	healthcare	Abuja	ABU-8832	436	air_quality, temperature, humidity	7,848	314	1.71	4G	96.83	92.09	Glo
IOT00000023	2025-09-30T22:01:39	healthcare	Onitsha	ONI-5462	58	motion, temperature	870	287	0.09	4G	60.49	93.17	Airtel
IOT00000024	2025-09-08T12:15:32	agriculture	Calabar	CAL-1703	365	air_quality, sound	0	134	0	5G	85.86	97.3	Glo
IOT00000025	2025-09-20T21:00:20	agriculture	Onitsha	ONI-6778	947	gps, humidity, pressure, temperature	947	364	0.05	5G	87.01	97.23	Glo
IOT00000026	2025-09-16T07:26:32	energy_management	Aba	ABA-5466	707	temperature, water_level, motion	0	315	0	5G	61.51	93.02	Glo
IOT00000027	2025-09-16T03:38:24	healthcare	Calabar	CAL-1026	489	temperature, pressure, humidity	6,846	496	2.94	5G	78.43	92.22	Airtel
IOT00000028	2025-09-09T14:40:09	agriculture	Port Harcourt	POR-8009	332	pressure, humidity, temperature	0	489	0	5G	63.93	92.53	9mobile
IOT00000029	2025-09-17T12:04:07	energy_management	Benin City	BEN-8930	490	vibration, humidity, light, temperature	0	70	0	5G	64.27	97.78	Airtel
IOT00000030	2025-09-27T16:06:54	smart_city	Ibadan	IBA-4841	3,102	gps, vibration, humidity, pressure	6,204	277	1.82	NB-IoT	72.35	92.59	9mobile
IOT00000031	2025-09-08T07:07:02	energy_management	Abeokuta	ABE-4924	188	sound, air_quality, pressure	0	105	0	5G	95	96.46	MTN
IOT00000032	2025-09-21T01:37:58	healthcare	Onitsha	ONI-8839	206	gps, pressure, light, vibration	2,678	151	0.76	5G	70.94	98.31	Glo
IOT00000033	2025-09-02T22:46:45	logistics	Port Harcourt	POR-6559	336	pressure, air_quality	5,712	122	2.63	4G	85.5	97.19	Airtel
IOT00000034	2025-09-19T17:20:41	agriculture	Benin City	BEN-6491	379	humidity, motion	379	421	0.1	NB-IoT	95.55	95.48	MTN
IOT00000035	2025-09-12T18:38:41	logistics	Warri	WAR-2657	125	temperature, air_quality, sound, water_level, light	6,250	290	1.63	4G	81.82	96.4	Airtel
IOT00000036	2025-09-11T14:46:36	environmental_monitoring	Kano	KAN-7513	6,498	water_level, vibration, light	19,494	117	1.82	4G	84.37	99.84	9mobile
IOT00000037	2025-09-06T14:46:44	manufacturing	Abuja	ABU-5673	316	water_level, light, temperature	4,108	369	1.61	NB-IoT	74.78	98.68	Airtel
IOT00000038	2025-09-21T09:33:07	logistics	Ibadan	IBA-6099	348	gps, vibration, humidity	5,916	257	0.85	5G	64	98.15	Glo
IOT00000039	2025-09-02T06:08:32	energy_management	Port Harcourt	POR-1173	623	gps, sound, water_level	4,361	96	1.71	NB-IoT	78.17	92.99	9mobile
IOT00000040	2025-09-26T23:08:41	environmental_monitoring	Ibadan	IBA-7497	1,228	water_level, air_quality	2,456	106	0.13	5G	85.3	92.49	Airtel
IOT00000041	2025-09-24T01:50:54	environmental_monitoring	Enugu	ENU-7800	1,355	gps, air_quality, vibration	1,355	177	0.56	4G	61.67	92.16	MTN
IOT00000042	2025-09-29T13:27:51	smart_city	Enugu	ENU-1462	9,223	air_quality, temperature, gps	18,446	432	7.46	4G	96.65	94.09	MTN
IOT00000043	2025-09-26T22:53:36	environmental_monitoring	Kano	KAN-3208	7,906	pressure, water_level, vibration	7,906	387	1.56	4G	89.58	93.44	9mobile
IOT00000044	2025-09-01T20:07:46	smart_city	Onitsha	ONI-2941	2,306	water_level, temperature, sound, air_quality	4,612	338	1.21	NB-IoT	74.14	98.57	Glo
IOT00000045	2025-09-27T01:34:35	manufacturing	Abeokuta	ABE-8826	299	air_quality, sound, motion	5,980	141	1.24	5G	90.87	98.1	Glo
IOT00000046	2025-09-19T03:52:34	energy_management	Aba	ABA-3387	683	sound, humidity, pressure, light	683	440	0.2	NB-IoT	64	95.96	Glo
IOT00000047	2025-09-13T05:42:05	environmental_monitoring	Abeokuta	ABE-1926	9,020	vibration, temperature	9,020	268	1.79	4G	62.81	98.36	9mobile
IOT00000048	2025-10-01T09:50:12	smart_city	Enugu	ENU-1846	7,096	temperature, water_level, sound	7,096	333	0.51	4G	95.28	93.2	Glo
IOT00000049	2025-09-22T01:11:51	manufacturing	Abeokuta	ABE-4162	279	sound, water_level	17,298	431	3.12	5G	95.02	93.84	Airtel
IOT00000050	2025-09-11T13:39:50	manufacturing	Abuja	ABU-9769	438	light, humidity, temperature, gps	9,198	117	1.64	NB-IoT	64.1	97.14	MTN
IOT00000051	2025-09-15T20:25:41	logistics	Abuja	ABU-7366	294	motion, light, sound	42,336	304	12.15	5G	79.1	94.8	9mobile
IOT00000052	2025-09-27T17:07:07	healthcare	Aba	ABA-7470	356	air_quality, humidity, gps, vibration, pressure	7,120	109	1.37	4G	82.94	95.29	9mobile
IOT00000053	2025-09-07T11:18:17	environmental_monitoring	Jos	JOS-1269	5,796	water_level, pressure, sound	5,796	160	1.34	5G	79.77	95.24	MTN
IOT00000054	2025-09-11T20:47:40	manufacturing	Abuja	ABU-7298	54	sound, vibration, motion, air_quality	648	228	0.26	NB-IoT	78.34	93.59	Airtel
IOT00000055	2025-09-26T09:49:12	logistics	Enugu	ENU-1625	146	water_level, motion, temperature, light, vibration	4,526	243	1.63	4G	62.58	94.25	Airtel
IOT00000056	2025-09-22T01:37:48	healthcare	Jos	JOS-6821	461	gps, air_quality, sound, water_level, motion	5,532	378	0.4	4G	72.36	99.66	Airtel
IOT00000057	2025-09-19T21:07:48	energy_management	Kano	KAN-5158	153	sound, air_quality, vibration, pressure, gps	0	417	0	NB-IoT	66.15	93.85	Glo
IOT00000058	2025-09-03T13:42:40	energy_management	Ilorin	ILO-3807	524	gps, light, vibration	524	109	0.18	4G	63.21	99.45	MTN
IOT00000059	2025-09-14T07:19:36	agriculture	Kano	KAN-4136	778	light, gps, air_quality, sound, pressure	1,556	184	0.55	4G	71.87	96.09	MTN
IOT00000060	2025-09-23T07:46:57	logistics	Warri	WAR-1231	383	gps, light, vibration	59,748	372	18.75	NB-IoT	61.64	94.97	Airtel
IOT00000061	2025-09-19T19:34:28	healthcare	Benin City	BEN-7427	352	temperature, water_level, gps	6,336	393	0.91	5G	89.36	97.96	Airtel
IOT00000062	2025-09-25T22:38:06	healthcare	Ilorin	ILO-4329	359	vibration, light, water_level	7,898	135	2.35	NB-IoT	88.62	92.35	Glo
IOT00000063	2025-09-08T09:52:53	manufacturing	Kaduna	KAD-6688	279	air_quality, water_level, motion, vibration	14,229	265	3.05	5G	62.01	97.83	9mobile
IOT00000064	2025-09-18T23:38:07	agriculture	Lagos	LAG-8469	379	humidity, vibration, light, water_level	1,895	216	0.5	4G	99.1	96.08	Glo
IOT00000065	2025-09-01T00:40:52	smart_city	Ibadan	IBA-5715	7,570	pressure, vibration	37,850	66	9.75	5G	66.47	97.73	Glo
IOT00000066	2025-09-16T06:11:00	energy_management	Jos	JOS-4102	108	vibration, pressure, humidity, air_quality, gps	108	490	0.03	5G	89.62	93.11	Glo
IOT00000067	2025-09-16T04:08:32	healthcare	Onitsha	ONI-7563	244	temperature, gps, water_level, humidity	6,100	456	2.4	4G	90.74	93.42	9mobile
IOT00000068	2025-09-19T03:14:29	logistics	Ilorin	ILO-9039	305	vibration, temperature, water_level, air_quality	7,320	197	1.43	5G	63.09	97.43	MTN
IOT00000069	2025-09-25T10:54:52	healthcare	Enugu	ENU-7469	141	air_quality, pressure	5,499	120	2.43	4G	81.37	93.22	MTN
IOT00000070	2025-09-30T18:26:02	smart_city	Benin City	BEN-3525	8,839	humidity, gps, temperature	17,678	396	2.58	4G	81.27	93.27	9mobile
IOT00000071	2025-09-01T10:14:39	environmental_monitoring	Ibadan	IBA-7987	7,261	air_quality, temperature, light, pressure	7,261	68	0.62	4G	86	98.9	9mobile
IOT00000072	2025-09-23T13:13:58	smart_city	Calabar	CAL-3824	1,850	temperature, gps	1,850	169	0.54	NB-IoT	70.9	96.82	9mobile
IOT00000073	2025-09-01T18:11:27	environmental_monitoring	Abuja	ABU-6333	4,331	temperature, gps, pressure	4,331	160	1.03	5G	75.2	95.4	MTN
IOT00000074	2025-09-20T11:16:04	healthcare	Calabar	CAL-7278	67	sound, light	1,072	435	0.13	5G	76.36	97.22	Glo
IOT00000075	2025-10-01T04:14:13	manufacturing	Benin City	BEN-7307	193	pressure, vibration, temperature	57,900	393	14.36	4G	72.2	92.63	MTN
IOT00000076	2025-09-19T19:28:20	smart_city	Benin City	BEN-9734	3,220	pressure, gps, sound, temperature	16,100	377	5.22	NB-IoT	70.5	98.74	Airtel
IOT00000077	2025-09-18T08:16:03	logistics	Jos	JOS-4496	227	gps, pressure	8,853	89	1.81	4G	91.23	96.95	Glo
IOT00000078	2025-09-15T12:03:57	healthcare	Kaduna	KAD-5120	416	humidity, temperature, motion	5,408	296	1.06	4G	87.81	95.74	Airtel
IOT00000079	2025-09-04T20:58:06	manufacturing	Benin City	BEN-9592	52	humidity, motion, gps, vibration	1,248	137	0.26	4G	62.36	94.62	Glo
IOT00000080	2025-09-08T15:52:32	energy_management	Kano	KAN-6879	547	light, air_quality, temperature, motion	1,094	90	0.19	5G	68.88	99.29	9mobile
IOT00000081	2025-09-15T12:57:16	energy_management	Port Harcourt	POR-1419	703	vibration, air_quality, temperature, motion, light	0	102	0	4G	95.24	97.51	Glo
IOT00000082	2025-09-06T02:50:27	energy_management	Kaduna	KAD-8761	100	temperature, water_level, vibration	0	270	0	5G	80.89	93.33	9mobile
IOT00000083	2025-09-05T22:04:32	energy_management	Kaduna	KAD-2519	391	vibration, gps	391	416	0.03	NB-IoT	85.82	99.16	9mobile
IOT00000084	2025-09-02T13:15:37	manufacturing	Enugu	ENU-1735	214	sound, water_level, motion, light, vibration	3,852	132	1.8	4G	82.84	96.12	Airtel
IOT00000085	2025-09-09T01:32:31	energy_management	Aba	ABA-9246	414	humidity, air_quality	1,242	281	0.33	5G	96.25	94.56	Glo
IOT00000086	2025-09-20T10:26:34	logistics	Abuja	ABU-9851	410	pressure, temperature	5,330	188	1.92	5G	67.84	98.55	9mobile
IOT00000087	2025-09-21T13:49:45	healthcare	Abuja	ABU-1103	407	sound, water_level, pressure	4,884	268	2	4G	93.29	98.27	MTN
IOT00000088	2025-09-01T03:36:33	manufacturing	Ibadan	IBA-8554	249	pressure, humidity	5,976	57	0.47	4G	79.86	99.37	MTN
IOT00000089	2025-09-19T20:48:38	logistics	Port Harcourt	POR-5538	226	vibration, humidity, water_level, motion	4,068	236	0.54	5G	60.58	98.24	MTN
IOT00000090	2025-09-03T03:24:56	agriculture	Calabar	CAL-7814	715	air_quality, gps, pressure, sound, water_level	7,865	364	1.4	4G	76.62	95.15	MTN
IOT00000091	2025-09-27T17:31:40	manufacturing	Calabar	CAL-4992	178	vibration, gps, motion	12,816	156	4.29	5G	91.85	97.38	Glo
IOT00000092	2025-09-10T08:42:40	manufacturing	Enugu	ENU-7795	356	sound, vibration, light, air_quality, humidity	41,296	71	15.79	NB-IoT	87.86	94.07	MTN
IOT00000093	2025-09-12T20:22:16	manufacturing	Enugu	ENU-4521	278	vibration, light, water_level, temperature, gps	4,170	323	0.78	4G	64.01	99.3	Airtel
IOT00000094	2025-09-21T16:09:36	manufacturing	Ilorin	ILO-6065	471	pressure, light, air_quality, gps	5,652	212	2.56	4G	93.54	95.24	Airtel
IOT00000095	2025-09-04T21:29:24	environmental_monitoring	Aba	ABA-6724	5,348	gps, water_level	16,044	229	2.37	4G	70.42	99.29	Glo
IOT00000096	2025-09-30T02:27:58	energy_management	Aba	ABA-8270	915	pressure, humidity, water_level, light	915	435	0.18	4G	87.59	98.81	9mobile
IOT00000097	2025-09-03T11:04:24	smart_city	Benin City	BEN-3494	4,666	vibration, light, water_level, air_quality	4,666	304	1.33	NB-IoT	83.58	99.48	MTN
IOT00000098	2025-10-01T03:29:15	environmental_monitoring	Ilorin	ILO-9887	5,643	water_level, temperature	28,215	415	4.41	5G	94.62	94.26	9mobile
IOT00000099	2025-09-20T06:14:32	logistics	Calabar	CAL-3600	215	sound, light, gps, air_quality, motion	7,525	205	1.43	4G	60.37	92.94	Glo
IOT00000100	2025-09-21T01:33:39	energy_management	Abeokuta	ABE-8073	380	humidity, motion, temperature, air_quality	760	75	0.35	5G	72.3	92.96	Glo

End of preview. Expand in Data Studio

Massive Internet of Things Traffic Datasets

Dataset Description

Traffic patterns from large-scale IoT deployments

Dataset Information

Category: Emerging and Advanced
Format: CSV, Parquet
Rows: 500,000
Columns: 14
Date Generated: 2025-10-05
Location: data/massive_internet_of_things_traffic_datasets/

Schema

Column	Type	Sample Values
`deployment_id`	String	IOT00000001
`timestamp`	Datetime	2025-09-08 16:16:06
`deployment_type`	String	logistics
`city`	String	Abeokuta
`tower_id`	String	ABE-9455
`num_active_devices`	Integer	430
`sensor_types`	String	motion, temperature, humidity, gps
`total_messages_per_hour`	Integer	5160
`avg_message_size_bytes`	Integer	161
`total_data_mb_per_hour`	Float	0.88
`network_type`	String	NB-IoT
`battery_powered_percent`	Float	93.59
`connection_success_rate`	Float	97.17
`operator`	String	MTN

Sample Data

deployment_id           timestamp deployment_type     city tower_id  num_active_devices                         sensor_types  total_messages_per_hour  avg_message_size_bytes  total_data_mb_per_hour network_type  battery_powered_percent  connection_success_rate operator
  IOT00000001 2025-09-08 16:16:06       logistics Abeokuta ABE-9455                 430   motion, temperature, humidity, gps                     5160                     161                    0.88       NB-IoT                    93.59                    97.17      MTN
  IOT00000002 2025-09-08 04:09:24      smart_city    Enugu ENU-2778                6922 humidity, water_level, sound, motion                    20766                     447                    6.16           5G                    98.63                    95.18      Glo
  IOT00000003 2025-09-15 19:58:11       logistics      Aba ABA-2824                 333 humidity, motion, light, air_quality                     7992                     328                    2.42       NB-IoT                    70.90                    98.44   Airtel

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/massive_internet_of_things_traffic_datasets/massive_internet_of_things_traffic_datasets.csv

Parquet (Recommended)

data/massive_internet_of_things_traffic_datasets/massive_internet_of_things_traffic_datasets.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

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

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

Python (PyArrow)

import pyarrow.parquet as pq

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

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Massive Internet of Things Traffic Datasets
Generated: 2025-10-05
Category: Emerging and Advanced
Rows: 500,000

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: 30

Collections including electricsheepafrica/africa-synth-telecom-massive-internet-of-things-traffic-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