Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
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
|
Geo-tagged network quality measurements across Nigeria
data/coverage_maps_and_signal_strength_data/| 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 |
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
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/coverage_maps_and_signal_strength_data/coverage_maps_and_signal_strength_data.csv
data/coverage_maps_and_signal_strength_data/coverage_maps_and_signal_strength_data.parquet
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')
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()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Coverage Maps and Signal Strength Data
Generated: 2025-10-05
Category: Geospatial and Mobility
Rows: 200,000
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.