Dataset Viewer
Auto-converted to Parquet
measurement_id
stringlengths
11
11
latitude
float64
4.72
12.1
longitude
float64
3.26
8.98
city
stringclasses
15 values
operator
stringclasses
4 values
network_type
stringclasses
4 values
signal_strength_dbm
int64
-105
-50
coverage_quality
stringclasses
4 values
download_speed_mbps
float64
0.1
100
upload_speed_mbps
float64
0.05
50
latency_ms
int64
10
200
tower_id
stringlengths
8
8
distance_to_tower_km
float64
0.1
10
indoor_outdoor
stringclasses
2 values
COV00000001
8.993513
7.380306
Abuja
MTN
4G
-84
excellent
31.58
8.09
12
ABU-4797
0.36
indoor
COV00000002
9.928355
8.894921
Jos
MTN
3G
-90
good
1.62
0.24
107
JOS-4195
9.2
outdoor
COV00000003
9.906466
8.954852
Jos
9mobile
4G
-87
good
86.46
9.92
11
JOS-8986
0.44
indoor
COV00000004
6.510442
3.340011
Lagos
9mobile
4G
-84
good
82.4
45.09
17
LAG-3454
9.81
outdoor
COV00000005
5.547216
5.838587
Warri
Glo
3G
-90
good
2.12
1.21
198
WAR-9347
9.43
indoor
COV00000006
12.017327
8.506885
Kano
9mobile
4G
-69
good
60.48
31.74
25
KAN-8912
1.07
outdoor
COV00000007
6.520401
3.286428
Lagos
MTN
4G
-83
good
25.5
47.79
23
LAG-9355
2.85
outdoor
COV00000008
4.861315
8.415773
Calabar
Glo
3G
-82
fair
3.73
0.96
184
CAL-5395
6.3
indoor
COV00000009
9.91653
8.918086
Jos
9mobile
4G
-79
good
33.37
19.41
23
JOS-9814
2.48
outdoor
COV00000010
7.074248
3.440142
Abeokuta
9mobile
4G
-92
fair
92.26
3.78
17
ABE-1716
0.95
outdoor
COV00000011
10.456396
7.443592
Kaduna
9mobile
4G
-80
good
70.52
2.05
37
KAD-1456
4.67
indoor
COV00000012
7.459852
4.02196
Ibadan
Airtel
4G
-71
poor
47.19
5.37
41
IBA-4064
3.62
outdoor
COV00000013
7.392854
4.043461
Ibadan
Glo
4G
-66
good
85.24
28.03
16
IBA-3185
0.59
outdoor
COV00000014
4.984443
8.253461
Calabar
Airtel
4G
-70
good
75.24
33.4
39
CAL-7141
6.76
indoor
COV00000015
6.531602
7.456313
Enugu
MTN
4G
-91
good
62.34
24.5
27
ENU-9736
2.48
outdoor
COV00000016
8.451006
4.47597
Ilorin
MTN
4G
-77
fair
82.45
20.29
47
ILO-2156
9.83
indoor
COV00000017
5.540683
5.650404
Warri
Glo
4G
-94
poor
2.33
42.84
26
WAR-9655
3.94
outdoor
COV00000018
9.977294
8.785268
Jos
Glo
4G
-64
fair
36.67
47.79
23
JOS-7564
6.62
outdoor
COV00000019
9.990294
8.890073
Jos
9mobile
3G
-93
poor
0.44
0.13
174
JOS-3701
9.43
outdoor
COV00000020
8.983949
7.444376
Abuja
Airtel
4G
-94
good
68.74
47.38
44
ABU-5966
7.51
outdoor
COV00000021
7.143895
3.357638
Abeokuta
MTN
4G
-66
fair
83.6
27.67
49
ABE-4330
1.53
outdoor
COV00000022
6.201542
6.735909
Onitsha
Glo
4G
-93
good
51.6
22.72
11
ONI-7923
5.52
outdoor
COV00000023
6.323168
5.702569
Benin City
Airtel
4G
-65
excellent
83.36
18.02
33
BEN-5069
3.11
indoor
COV00000024
5.03556
8.334747
Calabar
9mobile
4G
-66
excellent
30.23
7.29
14
CAL-2855
8.94
outdoor
COV00000025
8.59278
4.470314
Ilorin
9mobile
3G
-98
fair
1.97
1.94
121
ILO-1069
0.12
outdoor
COV00000026
10.006117
8.922883
Jos
Airtel
4G
-94
fair
57.02
17.6
29
JOS-8630
4.17
outdoor
COV00000027
8.990549
7.324461
Abuja
9mobile
4G
-85
excellent
62.27
25.78
47
ABU-5820
3.44
outdoor
COV00000028
11.928934
8.643645
Kano
MTN
4G
-82
good
33.18
45.01
15
KAN-8698
2.82
outdoor
COV00000029
5.557564
5.740073
Warri
9mobile
4G
-81
good
55.43
4.65
34
WAR-5725
8.41
outdoor
COV00000030
4.791888
7.10909
Port Harcourt
Airtel
5G
-52
good
36.95
24.6
43
POR-9645
5.52
indoor
COV00000031
4.895901
8.41782
Calabar
9mobile
4G
-70
excellent
25.66
34.67
18
CAL-8890
0.16
indoor
COV00000032
5.452992
5.798432
Warri
9mobile
3G
-100
fair
1.46
0.66
154
WAR-1803
0.77
indoor
COV00000033
5.490444
5.704461
Warri
Airtel
4G
-67
poor
11.42
44.77
27
WAR-2826
7.5
outdoor
COV00000034
5.149952
7.371881
Aba
Airtel
4G
-66
excellent
70.77
45.21
18
ABA-1303
3.08
indoor
COV00000035
4.799373
6.957919
Port Harcourt
MTN
4G
-65
good
32.21
40.13
30
POR-6664
0.21
outdoor
COV00000036
5.548459
5.690747
Warri
MTN
4G
-71
good
4.13
47.55
26
WAR-6513
1.96
outdoor
COV00000037
5.561232
5.795189
Warri
MTN
4G
-75
good
57.25
6.57
32
WAR-1283
4.32
outdoor
COV00000038
7.30236
4.031481
Ibadan
MTN
3G
-93
good
1.01
0.57
69
IBA-9241
7.63
indoor
COV00000039
5.03915
8.275949
Calabar
Glo
2G
-96
fair
1.04
0.69
78
CAL-3417
3.17
indoor
COV00000040
5.542319
5.75253
Warri
Glo
3G
-82
poor
4.27
0.22
94
WAR-4561
5.33
indoor
COV00000041
4.820384
7.03398
Port Harcourt
Airtel
3G
-93
good
4.33
1.3
178
POR-7820
7.16
indoor
COV00000042
11.962776
8.614874
Kano
9mobile
4G
-68
good
13.09
22.32
43
KAN-2743
4.51
outdoor
COV00000043
5.01274
8.32368
Calabar
Glo
3G
-90
good
4.42
0.67
149
CAL-9254
3.13
outdoor
COV00000044
9.858293
8.831814
Jos
Glo
3G
-78
poor
1.22
0.72
134
JOS-6975
3.66
outdoor
COV00000045
6.204146
6.701096
Onitsha
9mobile
4G
-72
excellent
16.71
46.58
41
ONI-5921
6.34
outdoor
COV00000046
9.037702
7.436653
Abuja
Airtel
3G
-70
good
4.26
0.91
155
ABU-8955
8.42
outdoor
COV00000047
6.114405
6.855148
Onitsha
9mobile
4G
-89
excellent
85.87
36.26
45
ONI-2967
7.15
outdoor
COV00000048
5.441188
5.822126
Warri
9mobile
4G
-87
good
20.94
2.58
19
WAR-8965
2.81
outdoor
COV00000049
6.117444
6.831752
Onitsha
9mobile
4G
-64
fair
67.2
40.96
38
ONI-2290
3.16
indoor
COV00000050
7.217889
3.321991
Abeokuta
Airtel
4G
-75
poor
10.69
1.65
26
ABE-3139
1.17
outdoor
COV00000051
12.065592
8.524232
Kano
Airtel
3G
-70
poor
3.06
0.11
176
KAN-8786
8.72
indoor
COV00000052
6.240297
6.690384
Onitsha
Airtel
4G
-70
fair
7.1
18.18
37
ONI-4417
9.36
outdoor
COV00000053
9.868913
8.805465
Jos
Glo
4G
-76
fair
49.73
15.38
39
JOS-1686
2.09
indoor
COV00000054
9.880423
8.826256
Jos
9mobile
3G
-90
poor
1.91
0.35
54
JOS-7695
8.94
outdoor
COV00000055
6.245935
5.586097
Benin City
9mobile
4G
-77
poor
26.68
40.25
25
BEN-9087
4.97
outdoor
COV00000056
10.013316
8.854917
Jos
Glo
4G
-61
excellent
98.81
36.68
26
JOS-1045
5.57
indoor
COV00000057
4.959755
8.343371
Calabar
MTN
4G
-60
excellent
20.76
42.84
41
CAL-9761
5.16
indoor
COV00000058
6.575043
3.365374
Lagos
Glo
3G
-95
fair
4.13
0.75
82
LAG-9680
2.96
outdoor
COV00000059
6.077689
6.696832
Onitsha
9mobile
3G
-96
poor
0.8
0.88
194
ONI-8170
5.29
outdoor
COV00000060
4.776692
7.051285
Port Harcourt
9mobile
3G
-86
good
1.54
1.06
94
POR-1249
4.02
outdoor
COV00000061
9.990321
8.868137
Jos
MTN
4G
-67
poor
96.38
11.36
20
JOS-3528
1.1
outdoor
COV00000062
9.001044
7.439519
Abuja
MTN
2G
-87
fair
2.6
1.14
162
ABU-2696
0.57
outdoor
COV00000063
6.480127
3.316434
Lagos
9mobile
3G
-91
fair
2.36
0.36
77
LAG-2276
9.94
outdoor
COV00000064
5.178716
7.298337
Aba
Glo
3G
-73
good
2.7
0.57
184
ABA-6050
3.13
outdoor
COV00000065
6.575847
7.509661
Enugu
MTN
3G
-89
fair
0.28
0.56
146
ENU-7720
2.15
outdoor
COV00000066
9.049934
7.394973
Abuja
Glo
3G
-73
good
1
1.76
116
ABU-5972
5.13
indoor
COV00000067
4.939584
8.398487
Calabar
Glo
4G
-64
good
9.15
25.2
44
CAL-1481
7.96
outdoor
COV00000068
5.11271
7.296149
Aba
Glo
4G
-83
good
53.99
22.99
13
ABA-8293
9.67
indoor
COV00000069
6.385491
5.517733
Benin City
Airtel
4G
-68
poor
67.64
16.43
32
BEN-5897
4
indoor
COV00000070
9.084653
7.451997
Abuja
Airtel
3G
-73
good
4.26
1.85
92
ABU-2852
6.09
indoor
COV00000071
4.876223
7.067408
Port Harcourt
9mobile
4G
-75
good
89.89
11.82
30
POR-8784
3.84
indoor
COV00000072
7.151259
3.316955
Abeokuta
9mobile
5G
-67
excellent
85.6
41.64
30
ABE-6005
6.34
indoor
COV00000073
8.431192
4.457685
Ilorin
Glo
4G
-86
good
92.27
18.83
20
ILO-8784
8.61
outdoor
COV00000074
6.602628
7.576857
Enugu
Glo
3G
-83
poor
4.56
0.68
110
ENU-3876
2.07
outdoor
COV00000075
10.522547
7.466791
Kaduna
Glo
5G
-66
good
16.87
28.85
47
KAD-3628
5.77
indoor
COV00000076
10.521435
7.327
Kaduna
Airtel
4G
-89
good
18.86
3.69
45
KAD-1421
0.13
outdoor
COV00000077
6.580531
3.381725
Lagos
Glo
3G
-80
fair
4.34
1.48
59
LAG-3321
0.13
indoor
COV00000078
6.293899
5.553659
Benin City
MTN
3G
-90
fair
1.41
1.56
76
BEN-6256
8.41
outdoor
COV00000079
7.160938
3.296297
Abeokuta
MTN
3G
-98
poor
3.28
1.41
54
ABE-9973
7.51
indoor
COV00000080
6.189376
6.773135
Onitsha
Glo
4G
-93
good
45.82
36.69
36
ONI-6967
9.19
indoor
COV00000081
10.60432
7.476928
Kaduna
9mobile
3G
-88
fair
4.33
1.39
185
KAD-3710
6.05
indoor
COV00000082
7.425226
3.853162
Ibadan
Airtel
4G
-76
good
91.22
10.46
12
IBA-8448
4.45
outdoor
COV00000083
9.87673
8.944889
Jos
Glo
4G
-86
poor
75.42
10.6
22
JOS-8689
1.17
outdoor
COV00000084
4.871425
7.011275
Port Harcourt
9mobile
3G
-96
fair
0.7
0.12
111
POR-9325
7.45
indoor
COV00000085
6.24518
6.753637
Onitsha
Airtel
3G
-93
poor
0.52
1.48
64
ONI-9937
0.7
indoor
COV00000086
4.935908
8.413267
Calabar
Airtel
3G
-98
poor
0.86
0.5
116
CAL-1503
9.55
outdoor
COV00000087
4.861994
6.982786
Port Harcourt
9mobile
2G
-84
poor
1.37
1.51
90
POR-6509
5.62
outdoor
COV00000088
6.567304
3.378084
Lagos
Glo
3G
-93
poor
3.91
1.28
171
LAG-5575
4.37
outdoor
COV00000089
6.550445
3.408936
Lagos
Glo
4G
-89
excellent
53.23
37.09
41
LAG-1326
3.85
indoor
COV00000090
6.537685
7.523097
Enugu
Glo
4G
-84
excellent
38.32
8.24
26
ENU-3136
5.19
outdoor
COV00000091
8.408055
4.500724
Ilorin
9mobile
4G
-92
good
88.17
36.45
25
ILO-2568
2.15
outdoor
COV00000092
9.098145
7.429591
Abuja
MTN
4G
-92
excellent
92.83
32.59
20
ABU-5404
1.92
indoor
COV00000093
6.545884
7.446388
Enugu
MTN
2G
-85
fair
4.61
1.93
147
ENU-3604
2.17
indoor
COV00000094
6.113652
6.733179
Onitsha
MTN
4G
-71
good
88.65
24.06
13
ONI-9945
0.17
outdoor
COV00000095
10.50279
7.366715
Kaduna
Airtel
4G
-91
good
60.16
26.79
31
KAD-1955
3.93
outdoor
COV00000096
5.032923
7.380463
Aba
Airtel
4G
-67
good
64.87
27.87
49
ABA-7631
2.95
outdoor
COV00000097
12.095167
8.65992
Kano
Glo
4G
-76
fair
60.53
38.56
47
KAN-1276
9.84
outdoor
COV00000098
4.763115
6.951475
Port Harcourt
MTN
4G
-67
fair
52.76
1.08
40
POR-8156
0.41
outdoor
COV00000099
6.531176
7.432256
Enugu
9mobile
4G
-91
poor
51.18
23.27
35
ENU-6359
6.21
outdoor
COV00000100
6.289545
5.666289
Benin City
Airtel
3G
-93
good
3.55
0.98
160
BEN-6901
5.99
outdoor
End of preview. Expand in Data Studio

Coverage Maps and Signal Strength Data

Dataset Description

Geo-tagged network quality measurements across Nigeria

Dataset Information

  • Category: Geospatial and Mobility
  • Format: CSV, Parquet
  • Rows: 200,000
  • Columns: 14
  • Date Generated: 2025-10-05
  • Location: data/coverage_maps_and_signal_strength_data/

Schema

Column Type Sample Values
measurement_id String COV00000001
latitude Float 8.993513
longitude Float 7.380306
city String Abuja
operator String MTN
network_type String 4G
signal_strength_dbm Integer -84
coverage_quality String excellent
download_speed_mbps Float 31.58
upload_speed_mbps Float 8.09
latency_ms Integer 12
tower_id String ABU-4797
distance_to_tower_km Float 0.36
indoor_outdoor String indoor

Sample Data

measurement_id  latitude  longitude  city operator network_type  signal_strength_dbm coverage_quality  download_speed_mbps  upload_speed_mbps  latency_ms tower_id  distance_to_tower_km indoor_outdoor
   COV00000001  8.993513   7.380306 Abuja      MTN           4G                  -84        excellent                31.58               8.09          12 ABU-4797                  0.36         indoor
   COV00000002  9.928355   8.894921   Jos      MTN           3G                  -90             good                 1.62               0.24         107 JOS-4195                  9.20        outdoor
   COV00000003  9.906466   8.954852   Jos  9mobile           4G                  -87             good                86.46               9.92          11 JOS-8986                  0.44         indoor

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/coverage_maps_and_signal_strength_data/coverage_maps_and_signal_strength_data.csv

Parquet (Recommended)

data/coverage_maps_and_signal_strength_data/coverage_maps_and_signal_strength_data.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

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

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

Python (PyArrow)

import pyarrow.parquet as pq

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

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Coverage Maps and Signal Strength Data
Generated: 2025-10-05
Category: Geospatial and Mobility
Rows: 200,000

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
19

Collection including electricsheepafrica/nigerian-telecom-coverage-maps-and-signal-strength-data