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.