Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector • 34 items • Updated • 2
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.