Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector • 34 items • Updated • 2
Datasets:
trace_id stringlengths 11 11 | timestamp timestamp[ns]date 2025-09-01 00:00:00 2025-10-01 23:59:00 | customer_id stringlengths 11 11 | latitude float64 4.72 12.1 | longitude float64 3.26 8.98 | city stringclasses 15
values | tower_id stringlengths 8 8 | movement_speed_kmh float64 0 60 | direction_degrees int64 0 359 | user_density stringclasses 3
values | time_of_day stringclasses 4
values | day_of_week stringclasses 7
values | location_type stringclasses 4
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
TRC00000001 | 2025-09-10T05:06:00 | CUST4954603 | 8.447582 | 4.47756 | Ilorin | ILO-1563 | 22.7 | 54 | low | morning | Wednesday | industrial |
TRC00000002 | 2025-09-27T14:18:00 | CUST4912046 | 6.553969 | 7.587277 | Enugu | ENU-7941 | 3 | 86 | medium | afternoon | Saturday | commercial |
TRC00000003 | 2025-09-05T06:59:00 | CUST2027585 | 6.246238 | 6.84115 | Onitsha | ONI-2046 | 52.3 | 356 | low | morning | Friday | commercial |
TRC00000004 | 2025-09-18T05:06:00 | CUST3851709 | 4.778238 | 7.059409 | Port Harcourt | POR-9774 | 33.8 | 346 | low | morning | Thursday | industrial |
TRC00000005 | 2025-09-12T20:41:00 | CUST9302428 | 10.527738 | 7.367417 | Kaduna | KAD-1856 | 27.8 | 320 | low | evening | Friday | commercial |
TRC00000006 | 2025-09-18T01:21:00 | CUST2972936 | 5.576575 | 5.656616 | Warri | WAR-4754 | 29.9 | 207 | low | night | Thursday | residential |
TRC00000007 | 2025-09-30T19:34:00 | CUST9979474 | 7.305467 | 3.990049 | Ibadan | IBA-2466 | 25.3 | 159 | high | evening | Tuesday | industrial |
TRC00000008 | 2025-09-03T14:23:00 | CUST7195961 | 10.419145 | 7.491864 | Kaduna | KAD-6796 | 6.4 | 173 | medium | afternoon | Wednesday | commercial |
TRC00000009 | 2025-09-24T14:00:00 | CUST4151777 | 4.914377 | 6.961695 | Port Harcourt | POR-2926 | 5 | 57 | medium | afternoon | Wednesday | residential |
TRC00000010 | 2025-09-12T01:33:00 | CUST5501542 | 6.240014 | 5.650163 | Benin City | BEN-4421 | 30.9 | 215 | low | night | Friday | residential |
TRC00000011 | 2025-09-15T22:07:00 | CUST9038376 | 10.532461 | 7.475311 | Kaduna | KAD-1526 | 46.8 | 12 | low | night | Monday | commercial |
TRC00000012 | 2025-09-09T11:14:00 | CUST9905897 | 9.941357 | 8.884824 | Jos | JOS-4948 | 7.1 | 292 | medium | morning | Tuesday | highway |
TRC00000013 | 2025-09-09T22:29:00 | CUST1084262 | 6.578586 | 3.338685 | Lagos | LAG-8575 | 52.9 | 214 | low | night | Tuesday | residential |
TRC00000014 | 2025-09-28T04:26:00 | CUST3102007 | 8.490197 | 4.478448 | Ilorin | ILO-3281 | 10.3 | 114 | low | night | Sunday | industrial |
TRC00000015 | 2025-09-23T08:52:00 | CUST1269680 | 9.989961 | 8.938205 | Jos | JOS-1468 | 18.2 | 306 | high | morning | Tuesday | residential |
TRC00000016 | 2025-09-03T01:45:00 | CUST6113462 | 8.56795 | 4.605355 | Ilorin | ILO-9709 | 36.6 | 303 | low | night | Wednesday | residential |
TRC00000017 | 2025-09-28T06:01:00 | CUST6534794 | 5.045552 | 8.363173 | Calabar | CAL-7103 | 37.3 | 201 | low | morning | Sunday | residential |
TRC00000018 | 2025-09-20T20:43:00 | CUST3163755 | 5.095309 | 7.439356 | Aba | ABA-7627 | 54.9 | 247 | low | evening | Saturday | commercial |
TRC00000019 | 2025-09-18T14:29:00 | CUST9772144 | 6.514645 | 7.426046 | Enugu | ENU-1052 | 6.6 | 177 | medium | afternoon | Thursday | commercial |
TRC00000020 | 2025-09-09T15:52:00 | CUST6952801 | 10.001538 | 8.804561 | Jos | JOS-7795 | 1.7 | 334 | medium | afternoon | Tuesday | commercial |
TRC00000021 | 2025-09-25T05:00:00 | CUST5897174 | 10.608611 | 7.393486 | Kaduna | KAD-7334 | 47.5 | 40 | low | morning | Thursday | industrial |
TRC00000022 | 2025-10-01T15:30:00 | CUST1770783 | 12.081183 | 8.631962 | Kano | KAN-3689 | 0.7 | 21 | medium | afternoon | Wednesday | commercial |
TRC00000023 | 2025-09-30T08:14:00 | CUST6939443 | 10.549204 | 7.339055 | Kaduna | KAD-1974 | 26.8 | 358 | high | morning | Tuesday | residential |
TRC00000024 | 2025-09-20T16:21:00 | CUST2608647 | 6.587884 | 7.56913 | Enugu | ENU-1390 | 5.4 | 207 | medium | afternoon | Saturday | commercial |
TRC00000025 | 2025-09-18T05:05:00 | CUST2016996 | 7.142884 | 3.299514 | Abeokuta | ABE-2451 | 36.7 | 153 | low | morning | Thursday | industrial |
TRC00000026 | 2025-10-01T23:38:00 | CUST1074264 | 5.174384 | 7.404396 | Aba | ABA-1733 | 57.1 | 236 | low | night | Wednesday | industrial |
TRC00000027 | 2025-09-08T09:50:00 | CUST3149949 | 10.607292 | 7.355723 | Kaduna | KAD-6095 | 14.9 | 168 | high | morning | Monday | highway |
TRC00000028 | 2025-09-19T08:19:00 | CUST3207539 | 6.244152 | 6.71037 | Onitsha | ONI-9797 | 18 | 297 | high | morning | Friday | commercial |
TRC00000029 | 2025-09-30T10:42:00 | CUST9244198 | 7.203503 | 3.416885 | Abeokuta | ABE-2346 | 7.1 | 307 | medium | morning | Tuesday | commercial |
TRC00000030 | 2025-09-08T20:58:00 | CUST8309867 | 9.107042 | 7.418351 | Abuja | ABU-5894 | 35.6 | 34 | low | evening | Monday | residential |
TRC00000031 | 2025-09-07T03:58:00 | CUST1616018 | 4.904979 | 8.409941 | Calabar | CAL-5010 | 27.8 | 331 | low | night | Sunday | industrial |
TRC00000032 | 2025-09-01T15:18:00 | CUST3253856 | 8.982304 | 7.43134 | Abuja | ABU-9859 | 4.7 | 176 | medium | afternoon | Monday | commercial |
TRC00000033 | 2025-09-01T23:48:00 | CUST2530016 | 7.442649 | 3.993015 | Ibadan | IBA-8905 | 12.9 | 308 | low | night | Monday | commercial |
TRC00000034 | 2025-09-18T15:18:00 | CUST2517981 | 6.607267 | 3.380837 | Lagos | LAG-4046 | 8.3 | 245 | medium | afternoon | Thursday | commercial |
TRC00000035 | 2025-10-01T13:24:00 | CUST7570525 | 5.049548 | 7.446957 | Aba | ABA-9655 | 8.3 | 51 | medium | afternoon | Wednesday | commercial |
TRC00000036 | 2025-09-20T14:49:00 | CUST4379150 | 6.589584 | 3.471986 | Lagos | LAG-8530 | 1.7 | 78 | medium | afternoon | Saturday | industrial |
TRC00000037 | 2025-09-03T18:59:00 | CUST7417921 | 5.57264 | 5.784985 | Warri | WAR-7589 | 25.9 | 220 | high | evening | Wednesday | highway |
TRC00000038 | 2025-09-08T21:52:00 | CUST2891642 | 7.356325 | 3.971661 | Ibadan | IBA-4150 | 31.9 | 191 | low | evening | Monday | commercial |
TRC00000039 | 2025-09-06T01:27:00 | CUST3551697 | 4.725474 | 7.102191 | Port Harcourt | POR-5296 | 57.3 | 154 | low | night | Saturday | industrial |
TRC00000040 | 2025-09-24T05:56:00 | CUST3885947 | 4.993594 | 8.376685 | Calabar | CAL-3274 | 56.7 | 122 | low | morning | Wednesday | industrial |
TRC00000041 | 2025-10-01T11:33:00 | CUST6241520 | 9.967221 | 8.929614 | Jos | JOS-1811 | 4.6 | 50 | medium | morning | Wednesday | residential |
TRC00000042 | 2025-09-07T23:42:00 | CUST4655115 | 5.019561 | 8.423225 | Calabar | CAL-8845 | 14.6 | 160 | low | night | Sunday | residential |
TRC00000043 | 2025-09-15T06:22:00 | CUST4752707 | 8.985342 | 7.419177 | Abuja | ABU-7517 | 15.6 | 310 | low | morning | Monday | highway |
TRC00000044 | 2025-09-21T04:42:00 | CUST8657698 | 7.12536 | 3.438555 | Abeokuta | ABE-4670 | 34.5 | 222 | low | night | Sunday | industrial |
TRC00000045 | 2025-09-07T12:29:00 | CUST7744452 | 7.12386 | 3.393176 | Abeokuta | ABE-4355 | 0 | 298 | medium | afternoon | Sunday | residential |
TRC00000046 | 2025-09-16T21:58:00 | CUST8418627 | 6.345539 | 5.575474 | Benin City | BEN-4709 | 49.9 | 289 | low | evening | Tuesday | highway |
TRC00000047 | 2025-09-08T05:48:00 | CUST1774636 | 9.083391 | 7.427488 | Abuja | ABU-6062 | 11.9 | 136 | low | morning | Monday | residential |
TRC00000048 | 2025-09-04T00:58:00 | CUST6641207 | 9.073483 | 7.39163 | Abuja | ABU-4145 | 16.2 | 125 | low | night | Thursday | residential |
TRC00000049 | 2025-09-02T13:36:00 | CUST1298987 | 6.471519 | 3.393261 | Lagos | LAG-4507 | 5 | 20 | medium | afternoon | Tuesday | commercial |
TRC00000050 | 2025-09-20T05:32:00 | CUST6255493 | 6.077346 | 6.878893 | Onitsha | ONI-1761 | 26.1 | 318 | low | morning | Saturday | commercial |
TRC00000051 | 2025-09-02T16:11:00 | CUST4425540 | 7.423658 | 3.88926 | Ibadan | IBA-2068 | 2.4 | 257 | medium | afternoon | Tuesday | residential |
TRC00000052 | 2025-09-10T14:33:00 | CUST9434043 | 10.41649 | 7.362503 | Kaduna | KAD-4946 | 6.9 | 4 | medium | afternoon | Wednesday | residential |
TRC00000053 | 2025-09-01T14:32:00 | CUST7707108 | 10.492489 | 7.386561 | Kaduna | KAD-6743 | 8.4 | 58 | medium | afternoon | Monday | residential |
TRC00000054 | 2025-09-17T19:08:00 | CUST7486342 | 7.441578 | 4.001187 | Ibadan | IBA-8161 | 17.7 | 359 | high | evening | Wednesday | residential |
TRC00000055 | 2025-09-17T01:21:00 | CUST6039195 | 9.144106 | 7.441924 | Abuja | ABU-4772 | 23.9 | 286 | low | night | Wednesday | commercial |
TRC00000056 | 2025-09-15T09:32:00 | CUST6486313 | 5.037819 | 8.42986 | Calabar | CAL-8394 | 19.4 | 185 | high | morning | Monday | commercial |
TRC00000057 | 2025-09-24T14:12:00 | CUST1882217 | 5.142556 | 7.314207 | Aba | ABA-5830 | 6.6 | 289 | medium | afternoon | Wednesday | commercial |
TRC00000058 | 2025-09-11T17:45:00 | CUST7955741 | 6.353342 | 5.506729 | Benin City | BEN-1672 | 15.5 | 134 | high | evening | Thursday | residential |
TRC00000059 | 2025-09-02T15:46:00 | CUST7848291 | 6.367564 | 5.649277 | Benin City | BEN-4141 | 8.3 | 201 | medium | afternoon | Tuesday | commercial |
TRC00000060 | 2025-09-07T23:36:00 | CUST1633414 | 6.159161 | 6.696924 | Onitsha | ONI-7385 | 53.9 | 101 | low | night | Sunday | residential |
TRC00000061 | 2025-09-29T13:45:00 | CUST3737934 | 5.421873 | 5.838851 | Warri | WAR-1700 | 0.6 | 26 | medium | afternoon | Monday | commercial |
TRC00000062 | 2025-09-19T22:05:00 | CUST6723684 | 7.39612 | 3.951231 | Ibadan | IBA-8818 | 47.7 | 145 | low | night | Friday | residential |
TRC00000063 | 2025-09-03T13:05:00 | CUST3930093 | 6.469948 | 7.497359 | Enugu | ENU-1784 | 0.5 | 349 | medium | afternoon | Wednesday | highway |
TRC00000064 | 2025-09-26T21:22:00 | CUST6110695 | 6.604925 | 3.408196 | Lagos | LAG-5479 | 53.2 | 114 | low | evening | Friday | commercial |
TRC00000065 | 2025-09-02T17:11:00 | CUST5683325 | 10.559188 | 7.331114 | Kaduna | KAD-3700 | 11.7 | 0 | high | evening | Tuesday | residential |
TRC00000066 | 2025-09-08T12:50:00 | CUST8374680 | 5.213046 | 7.307169 | Aba | ABA-1987 | 8.7 | 11 | medium | afternoon | Monday | industrial |
TRC00000067 | 2025-09-21T08:35:00 | CUST6469835 | 6.540993 | 3.456623 | Lagos | LAG-2936 | 15.4 | 20 | high | morning | Sunday | industrial |
TRC00000068 | 2025-09-01T08:57:00 | CUST3773593 | 9.11648 | 7.334019 | Abuja | ABU-6118 | 20.5 | 309 | high | morning | Monday | commercial |
TRC00000069 | 2025-09-21T13:50:00 | CUST3413103 | 7.286815 | 3.887319 | Ibadan | IBA-8201 | 5 | 239 | medium | afternoon | Sunday | residential |
TRC00000070 | 2025-09-29T20:26:00 | CUST1690656 | 9.835031 | 8.903238 | Jos | JOS-8878 | 17.4 | 316 | low | evening | Monday | residential |
TRC00000071 | 2025-09-11T23:39:00 | CUST6309505 | 9.884181 | 8.862227 | Jos | JOS-4514 | 34.2 | 270 | low | night | Thursday | commercial |
TRC00000072 | 2025-09-20T14:40:00 | CUST2708016 | 6.389129 | 5.542893 | Benin City | BEN-5869 | 9 | 142 | medium | afternoon | Saturday | industrial |
TRC00000073 | 2025-09-09T14:42:00 | CUST2525793 | 7.432123 | 3.904746 | Ibadan | IBA-7646 | 4.2 | 259 | medium | afternoon | Tuesday | industrial |
TRC00000074 | 2025-09-01T12:06:00 | CUST3174510 | 7.420257 | 3.859769 | Ibadan | IBA-2790 | 7.9 | 220 | medium | afternoon | Monday | industrial |
TRC00000075 | 2025-09-08T18:59:00 | CUST3985652 | 10.519056 | 7.42991 | Kaduna | KAD-2829 | 17.5 | 72 | high | evening | Monday | commercial |
TRC00000076 | 2025-09-10T01:06:00 | CUST7464180 | 6.48046 | 7.442998 | Enugu | ENU-4607 | 48.8 | 50 | low | night | Wednesday | residential |
TRC00000077 | 2025-09-21T01:27:00 | CUST9084891 | 9.10829 | 7.416467 | Abuja | ABU-9412 | 50.8 | 92 | low | night | Sunday | industrial |
TRC00000078 | 2025-09-12T22:19:00 | CUST9693184 | 6.420754 | 5.544141 | Benin City | BEN-1688 | 24.8 | 182 | low | night | Friday | industrial |
TRC00000079 | 2025-09-18T11:25:00 | CUST4102901 | 4.80717 | 7.090219 | Port Harcourt | POR-2385 | 2.2 | 87 | medium | morning | Thursday | residential |
TRC00000080 | 2025-09-28T23:35:00 | CUST7269753 | 6.48135 | 7.505428 | Enugu | ENU-7809 | 56.8 | 47 | low | night | Sunday | residential |
TRC00000081 | 2025-09-12T00:19:00 | CUST6969843 | 6.620449 | 7.455021 | Enugu | ENU-4462 | 41.1 | 178 | low | night | Friday | commercial |
TRC00000082 | 2025-09-16T12:43:00 | CUST1475098 | 11.978667 | 8.636787 | Kano | KAN-6624 | 7.6 | 259 | medium | afternoon | Tuesday | residential |
TRC00000083 | 2025-09-18T15:49:00 | CUST3946849 | 7.330604 | 3.878265 | Ibadan | IBA-6903 | 9.1 | 81 | medium | afternoon | Thursday | commercial |
TRC00000084 | 2025-10-01T19:18:00 | CUST1937289 | 9.092478 | 7.382112 | Abuja | ABU-3482 | 5.9 | 318 | high | evening | Wednesday | residential |
TRC00000085 | 2025-09-08T20:41:00 | CUST1618911 | 11.933624 | 8.659294 | Kano | KAN-3341 | 46.7 | 155 | low | evening | Monday | commercial |
TRC00000086 | 2025-10-01T10:24:00 | CUST6604568 | 8.52001 | 4.595064 | Ilorin | ILO-4698 | 4.9 | 151 | medium | morning | Wednesday | commercial |
TRC00000087 | 2025-09-05T22:49:00 | CUST4174417 | 6.491765 | 7.451565 | Enugu | ENU-8638 | 58.8 | 28 | low | night | Friday | residential |
TRC00000088 | 2025-09-02T20:24:00 | CUST6667907 | 7.280534 | 3.882521 | Ibadan | IBA-6110 | 11.3 | 50 | low | evening | Tuesday | residential |
TRC00000089 | 2025-09-20T18:25:00 | CUST5227477 | 6.13109 | 6.846321 | Onitsha | ONI-1074 | 29.7 | 203 | high | evening | Saturday | industrial |
TRC00000090 | 2025-09-16T22:24:00 | CUST1142947 | 8.401466 | 4.512368 | Ilorin | ILO-8625 | 28.9 | 289 | low | night | Tuesday | residential |
TRC00000091 | 2025-09-18T08:09:00 | CUST3233888 | 4.860328 | 7.071598 | Port Harcourt | POR-3961 | 22.2 | 90 | high | morning | Thursday | residential |
TRC00000092 | 2025-09-17T13:15:00 | CUST6279720 | 5.129599 | 7.281805 | Aba | ABA-3640 | 7.6 | 354 | medium | afternoon | Wednesday | residential |
TRC00000093 | 2025-09-28T11:03:00 | CUST7233368 | 5.21186 | 7.413638 | Aba | ABA-6370 | 3.1 | 318 | medium | morning | Sunday | commercial |
TRC00000094 | 2025-09-28T12:17:00 | CUST5132418 | 6.522469 | 3.34001 | Lagos | LAG-9410 | 5.6 | 338 | medium | afternoon | Sunday | commercial |
TRC00000095 | 2025-09-02T19:41:00 | CUST5581817 | 6.47308 | 7.438268 | Enugu | ENU-2968 | 14.1 | 202 | high | evening | Tuesday | residential |
TRC00000096 | 2025-09-23T01:23:00 | CUST2613284 | 6.35728 | 5.628077 | Benin City | BEN-6987 | 33 | 176 | low | night | Tuesday | commercial |
TRC00000097 | 2025-09-26T07:06:00 | CUST7479270 | 10.514238 | 7.357484 | Kaduna | KAD-1964 | 21 | 165 | high | morning | Friday | commercial |
TRC00000098 | 2025-09-27T14:41:00 | CUST4660010 | 7.083165 | 3.281552 | Abeokuta | ABE-8182 | 1.2 | 136 | medium | afternoon | Saturday | commercial |
TRC00000099 | 2025-09-06T14:38:00 | CUST7654389 | 11.926448 | 8.55578 | Kano | KAN-7440 | 7 | 292 | medium | afternoon | Saturday | residential |
TRC00000100 | 2025-09-01T09:50:00 | CUST5607467 | 12.028851 | 8.642811 | Kano | KAN-8847 | 29.5 | 94 | high | morning | Monday | commercial |
End of preview. Expand in Data Studio
Mobility Trace Datasets
Dataset Description
Aggregated human movement patterns with location and speed data
Dataset Information
- Category: Geospatial and Mobility
- Format: CSV, Parquet
- Rows: 500,000
- Columns: 13
- Date Generated: 2025-10-05
- Location:
data/mobility_trace_datasets/
Schema
| Column | Type | Sample Values |
|---|---|---|
trace_id |
String | TRC00000001 |
timestamp |
Datetime | 2025-09-10 05:06:00 |
customer_id |
String | CUST4954603 |
latitude |
Float | 8.447582 |
longitude |
Float | 4.47756 |
city |
String | Ilorin |
tower_id |
String | ILO-1563 |
movement_speed_kmh |
Float | 22.7 |
direction_degrees |
Integer | 54 |
user_density |
String | low |
time_of_day |
String | morning |
day_of_week |
String | Wednesday |
location_type |
String | industrial |
Sample Data
trace_id timestamp customer_id latitude longitude city tower_id movement_speed_kmh direction_degrees user_density time_of_day day_of_week location_type
TRC00000001 2025-09-10 05:06:00 CUST4954603 8.447582 4.477560 Ilorin ILO-1563 22.7 54 low morning Wednesday industrial
TRC00000002 2025-09-27 14:18:00 CUST4912046 6.553969 7.587277 Enugu ENU-7941 3.0 86 medium afternoon Saturday commercial
TRC00000003 2025-09-05 06:59:00 CUST2027585 6.246238 6.841150 Onitsha ONI-2046 52.3 356 low morning Friday commercial
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/mobility_trace_datasets/mobility_trace_datasets.csv
Parquet (Recommended)
data/mobility_trace_datasets/mobility_trace_datasets.parquet
Loading the Dataset
Python (Pandas)
import pandas as pd
# Load CSV
df = pd.read_csv('data/mobility_trace_datasets/mobility_trace_datasets.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/mobility_trace_datasets/mobility_trace_datasets.parquet')
Python (PyArrow)
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/mobility_trace_datasets/mobility_trace_datasets.parquet')
df = table.to_pandas()
License
MIT License - For educational and research purposes
Citation
Nigerian Telecom Datasets - Mobility Trace Datasets
Generated: 2025-10-05
Category: Geospatial and Mobility
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.
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