Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector • 34 items • Updated • 2
handover_id stringlengths 10 10 | timestamp timestamp[ns]date 2025-09-01 00:00:16 2025-10-01 23:59:57 | customer_id stringlengths 11 11 | from_tower_id stringlengths 8 8 | to_tower_id stringlengths 8 8 | from_city stringclasses 15
values | to_city stringclasses 15
values | handover_type stringclasses 2
values | handover_success bool 2
classes | handover_duration_ms int64 50 2k | signal_strength_from_dbm int64 -90 -60 | signal_strength_to_dbm int64 -90 -60 | network_type stringclasses 4
values | call_in_progress bool 2
classes | data_session_active bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
HO00000001 | 2025-09-27T11:21:02 | CUST5854572 | BEN-7676 | BEN-8169 | Benin City | Benin City | intracity | true | 80 | -66 | -75 | 4G | true | true |
HO00000002 | 2025-09-18T12:29:53 | CUST6018859 | KAD-7434 | ONI-8970 | Kaduna | Onitsha | intercity | true | 461 | -86 | -83 | 3G | false | false |
HO00000003 | 2025-09-09T10:42:52 | CUST6229821 | CAL-5603 | CAL-4124 | Calabar | Calabar | intracity | true | 180 | -76 | -76 | 4G | true | true |
HO00000004 | 2025-10-01T20:39:44 | CUST7353299 | JOS-2145 | JOS-6946 | Jos | Jos | intracity | true | 77 | -84 | -80 | 3G | false | true |
HO00000005 | 2025-09-07T15:02:28 | CUST3489096 | ONI-9009 | ONI-3545 | Onitsha | Onitsha | intracity | true | 131 | -88 | -88 | 3G | true | true |
HO00000006 | 2025-09-09T18:08:59 | CUST5692431 | BEN-9670 | BEN-1583 | Benin City | Benin City | intracity | true | 418 | -79 | -87 | 4G | false | false |
HO00000007 | 2025-09-29T13:29:45 | CUST2621927 | ILO-2139 | KAD-2006 | Ilorin | Kaduna | intercity | true | 298 | -65 | -74 | 3G | false | true |
HO00000008 | 2025-09-22T00:28:35 | CUST1262415 | KAD-7496 | KAD-8147 | Kaduna | Kaduna | intracity | true | 153 | -60 | -65 | 4G | true | true |
HO00000009 | 2025-09-21T05:42:46 | CUST9036232 | BEN-4945 | BEN-6454 | Benin City | Benin City | intracity | true | 312 | -66 | -77 | 4G | true | true |
HO00000010 | 2025-09-14T13:36:34 | CUST3376933 | BEN-9746 | BEN-1843 | Benin City | Benin City | intracity | true | 184 | -70 | -77 | 4G | true | false |
HO00000011 | 2025-09-27T13:47:56 | CUST1555905 | BEN-4929 | CAL-7155 | Benin City | Calabar | intercity | true | 144 | -80 | -66 | 4G | true | true |
HO00000012 | 2025-09-22T20:27:13 | CUST5596355 | JOS-8122 | JOS-4319 | Jos | Jos | intracity | true | 273 | -72 | -70 | 3G | true | true |
HO00000013 | 2025-09-06T23:48:10 | CUST1168354 | ABE-3431 | ABE-2518 | Abeokuta | Abeokuta | intracity | true | 258 | -71 | -73 | 2G | true | true |
HO00000014 | 2025-09-07T20:06:44 | CUST1923385 | POR-3575 | ENU-5711 | Port Harcourt | Enugu | intercity | true | 137 | -72 | -75 | 3G | true | true |
HO00000015 | 2025-09-25T05:01:10 | CUST1330434 | KAD-4585 | IBA-2440 | Kaduna | Ibadan | intercity | true | 94 | -87 | -80 | 4G | true | true |
HO00000016 | 2025-09-06T16:14:27 | CUST9832385 | WAR-6054 | WAR-9346 | Warri | Warri | intracity | true | 290 | -77 | -73 | 4G | false | true |
HO00000017 | 2025-09-24T20:21:24 | CUST4778689 | KAD-6214 | KAD-3183 | Kaduna | Kaduna | intracity | true | 406 | -78 | -79 | 2G | false | true |
HO00000018 | 2025-09-06T12:06:14 | CUST2167038 | POR-1111 | ABE-8053 | Port Harcourt | Abeokuta | intercity | true | 407 | -60 | -85 | 4G | true | false |
HO00000019 | 2025-09-22T23:16:56 | CUST2271955 | ILO-6959 | KAD-1047 | Ilorin | Kaduna | intercity | true | 418 | -60 | -62 | 4G | true | true |
HO00000020 | 2025-09-20T16:11:25 | CUST7857060 | ABE-6297 | ABA-3308 | Abeokuta | Aba | intercity | true | 125 | -61 | -77 | 3G | true | false |
HO00000021 | 2025-09-11T03:43:57 | CUST5260936 | CAL-2731 | CAL-8320 | Calabar | Calabar | intracity | true | 359 | -74 | -69 | 4G | true | true |
HO00000022 | 2025-09-06T16:13:53 | CUST5344332 | KAN-9074 | KAN-2529 | Kano | Kano | intracity | true | 431 | -84 | -90 | 2G | false | true |
HO00000023 | 2025-09-27T19:48:23 | CUST4529579 | ENU-4911 | ENU-2951 | Enugu | Enugu | intracity | true | 440 | -82 | -69 | 4G | true | true |
HO00000024 | 2025-09-07T02:35:54 | CUST4580278 | WAR-1609 | WAR-9382 | Warri | Warri | intracity | false | 1,144 | -65 | -84 | 4G | false | false |
HO00000025 | 2025-09-05T14:49:31 | CUST6570736 | KAD-8253 | KAD-5461 | Kaduna | Kaduna | intracity | true | 184 | -82 | -90 | 5G | false | true |
HO00000026 | 2025-09-29T07:46:05 | CUST6371351 | POR-7193 | POR-8915 | Port Harcourt | Port Harcourt | intracity | true | 207 | -61 | -60 | 3G | true | true |
HO00000027 | 2025-09-29T05:22:24 | CUST6396909 | ABA-5622 | ABA-4057 | Aba | Aba | intracity | true | 86 | -68 | -82 | 4G | true | true |
HO00000028 | 2025-10-01T11:24:19 | CUST4585138 | ONI-8236 | ONI-2985 | Onitsha | Onitsha | intracity | true | 107 | -80 | -70 | 3G | true | true |
HO00000029 | 2025-09-08T15:02:36 | CUST1178144 | ILO-3710 | ILO-8787 | Ilorin | Ilorin | intracity | true | 283 | -79 | -82 | 3G | true | true |
HO00000030 | 2025-09-27T01:55:16 | CUST3443732 | CAL-3638 | CAL-6322 | Calabar | Calabar | intracity | false | 1,048 | -90 | -87 | 5G | false | true |
HO00000031 | 2025-09-25T21:59:17 | CUST3242488 | ENU-1771 | ABU-6683 | Enugu | Abuja | intercity | false | 1,247 | -60 | -81 | 4G | true | true |
HO00000032 | 2025-09-14T00:35:22 | CUST4505444 | ENU-8804 | ABE-3860 | Enugu | Abeokuta | intercity | true | 344 | -72 | -84 | 4G | false | true |
HO00000033 | 2025-09-11T17:22:44 | CUST1447203 | CAL-2439 | CAL-3045 | Calabar | Calabar | intracity | true | 357 | -62 | -85 | 4G | false | true |
HO00000034 | 2025-09-11T16:25:01 | CUST6426492 | ABU-1187 | ABU-4184 | Abuja | Abuja | intracity | true | 214 | -64 | -72 | 4G | false | false |
HO00000035 | 2025-09-07T01:29:23 | CUST3028437 | WAR-5540 | ABE-4765 | Warri | Abeokuta | intercity | false | 1,481 | -67 | -84 | 3G | false | true |
HO00000036 | 2025-09-10T02:52:50 | CUST1951623 | WAR-3778 | WAR-5329 | Warri | Warri | intracity | true | 294 | -87 | -65 | 4G | false | true |
HO00000037 | 2025-09-20T03:13:51 | CUST4529486 | ABA-2494 | LAG-4131 | Aba | Lagos | intercity | true | 280 | -66 | -71 | 4G | false | true |
HO00000038 | 2025-09-01T08:47:58 | CUST2093561 | IBA-3984 | IBA-5351 | Ibadan | Ibadan | intracity | true | 209 | -62 | -89 | 4G | true | true |
HO00000039 | 2025-09-18T10:22:52 | CUST2673030 | POR-8496 | POR-9890 | Port Harcourt | Port Harcourt | intracity | true | 121 | -87 | -75 | 4G | false | true |
HO00000040 | 2025-09-24T06:25:48 | CUST5722252 | WAR-9628 | ILO-8318 | Warri | Ilorin | intercity | true | 333 | -77 | -63 | 4G | true | true |
HO00000041 | 2025-09-18T20:50:46 | CUST3489493 | ABE-8335 | ABE-3309 | Abeokuta | Abeokuta | intracity | true | 494 | -80 | -81 | 4G | false | true |
HO00000042 | 2025-09-09T17:06:47 | CUST1572972 | ABE-8198 | ENU-7941 | Abeokuta | Enugu | intercity | false | 1,100 | -71 | -70 | 4G | true | true |
HO00000043 | 2025-09-20T14:56:34 | CUST2059993 | ABE-4555 | ABE-7188 | Abeokuta | Abeokuta | intracity | true | 398 | -77 | -90 | 4G | true | false |
HO00000044 | 2025-09-05T17:28:15 | CUST4253551 | ENU-7691 | ABE-6170 | Enugu | Abeokuta | intercity | true | 291 | -79 | -65 | 3G | true | true |
HO00000045 | 2025-09-23T12:42:45 | CUST4824440 | JOS-9785 | JOS-7165 | Jos | Jos | intracity | true | 232 | -74 | -72 | 4G | true | true |
HO00000046 | 2025-09-19T20:17:39 | CUST5577125 | ABE-7054 | ABE-5801 | Abeokuta | Abeokuta | intracity | true | 158 | -82 | -86 | 4G | true | true |
HO00000047 | 2025-09-02T01:51:02 | CUST5586185 | ONI-4663 | ONI-7365 | Onitsha | Onitsha | intracity | true | 297 | -73 | -87 | 4G | false | true |
HO00000048 | 2025-09-07T15:48:56 | CUST7706523 | ILO-3492 | ILO-3547 | Ilorin | Ilorin | intracity | true | 268 | -79 | -71 | 3G | true | true |
HO00000049 | 2025-09-13T23:01:31 | CUST7963770 | LAG-5846 | LAG-2830 | Lagos | Lagos | intracity | true | 472 | -74 | -88 | 3G | true | false |
HO00000050 | 2025-09-26T23:33:18 | CUST1514872 | LAG-9931 | LAG-1194 | Lagos | Lagos | intracity | true | 487 | -76 | -77 | 4G | false | true |
HO00000051 | 2025-09-19T11:39:24 | CUST8683047 | ABU-7348 | BEN-6715 | Abuja | Benin City | intercity | true | 420 | -76 | -63 | 4G | false | false |
HO00000052 | 2025-09-11T16:28:49 | CUST3930322 | KAN-9090 | KAN-9740 | Kano | Kano | intracity | true | 71 | -78 | -81 | 5G | false | true |
HO00000053 | 2025-09-06T13:37:59 | CUST4530725 | KAD-4139 | ABU-4669 | Kaduna | Abuja | intercity | true | 493 | -75 | -82 | 4G | false | false |
HO00000054 | 2025-09-12T09:05:55 | CUST5539298 | POR-7945 | KAD-8937 | Port Harcourt | Kaduna | intercity | true | 203 | -71 | -88 | 4G | true | true |
HO00000055 | 2025-09-12T08:23:02 | CUST4308398 | ABU-4494 | KAN-3795 | Abuja | Kano | intercity | true | 110 | -84 | -60 | 4G | false | true |
HO00000056 | 2025-09-26T22:28:47 | CUST8342619 | WAR-1671 | WAR-9982 | Warri | Warri | intracity | true | 422 | -64 | -63 | 3G | false | true |
HO00000057 | 2025-10-01T11:41:58 | CUST9689606 | ABU-3566 | ABU-9235 | Abuja | Abuja | intracity | true | 451 | -67 | -79 | 4G | false | false |
HO00000058 | 2025-09-28T09:17:48 | CUST3772265 | KAD-2967 | KAD-6725 | Kaduna | Kaduna | intracity | true | 369 | -67 | -82 | 3G | true | true |
HO00000059 | 2025-09-25T13:53:53 | CUST2860082 | POR-4951 | LAG-5595 | Port Harcourt | Lagos | intercity | true | 288 | -75 | -77 | 3G | true | true |
HO00000060 | 2025-09-07T23:09:42 | CUST6311851 | CAL-5856 | CAL-4511 | Calabar | Calabar | intracity | false | 1,561 | -84 | -77 | 4G | true | true |
HO00000061 | 2025-09-29T03:51:37 | CUST7175147 | BEN-4264 | BEN-1345 | Benin City | Benin City | intracity | true | 362 | -77 | -75 | 4G | true | true |
HO00000062 | 2025-09-07T07:25:45 | CUST8671921 | CAL-1774 | CAL-3694 | Calabar | Calabar | intracity | true | 270 | -75 | -62 | 4G | false | true |
HO00000063 | 2025-09-11T15:31:57 | CUST7462246 | ABE-4084 | ABE-2947 | Abeokuta | Abeokuta | intracity | true | 173 | -67 | -73 | 2G | true | false |
HO00000064 | 2025-09-26T06:57:35 | CUST7546249 | ILO-5542 | ILO-5759 | Ilorin | Ilorin | intracity | true | 309 | -69 | -87 | 4G | false | true |
HO00000065 | 2025-09-05T04:25:40 | CUST6450015 | WAR-3496 | WAR-4028 | Warri | Warri | intracity | true | 177 | -66 | -72 | 2G | true | false |
HO00000066 | 2025-09-17T09:00:19 | CUST9041585 | ABU-2448 | ABU-9069 | Abuja | Abuja | intracity | true | 397 | -86 | -61 | 3G | false | false |
HO00000067 | 2025-09-12T14:16:15 | CUST1464057 | CAL-3389 | CAL-6253 | Calabar | Calabar | intracity | true | 405 | -70 | -62 | 3G | true | false |
HO00000068 | 2025-09-25T15:44:40 | CUST5703328 | ABU-8038 | ABU-8698 | Abuja | Abuja | intracity | true | 273 | -66 | -71 | 3G | true | true |
HO00000069 | 2025-09-30T07:32:37 | CUST9423068 | KAD-8827 | KAD-5933 | Kaduna | Kaduna | intracity | true | 137 | -82 | -60 | 5G | false | true |
HO00000070 | 2025-10-01T12:00:15 | CUST5883774 | KAN-4486 | KAN-7793 | Kano | Kano | intracity | true | 85 | -66 | -87 | 4G | true | true |
HO00000071 | 2025-09-22T22:46:27 | CUST8694002 | ABE-5418 | LAG-6978 | Abeokuta | Lagos | intercity | true | 89 | -69 | -87 | 4G | true | true |
HO00000072 | 2025-09-07T03:41:11 | CUST2530475 | ABA-3799 | ENU-9245 | Aba | Enugu | intercity | true | 99 | -83 | -81 | 4G | true | true |
HO00000073 | 2025-09-01T14:25:47 | CUST1389046 | CAL-4995 | CAL-5467 | Calabar | Calabar | intracity | true | 258 | -64 | -80 | 4G | false | true |
HO00000074 | 2025-09-18T09:47:03 | CUST5618798 | POR-2490 | POR-6570 | Port Harcourt | Port Harcourt | intracity | true | 482 | -87 | -88 | 3G | false | true |
HO00000075 | 2025-09-21T16:03:41 | CUST2177318 | ILO-2932 | ILO-3339 | Ilorin | Ilorin | intracity | true | 59 | -72 | -76 | 2G | true | true |
HO00000076 | 2025-09-03T09:30:46 | CUST3059463 | BEN-1346 | BEN-2684 | Benin City | Benin City | intracity | true | 484 | -71 | -67 | 4G | false | true |
HO00000077 | 2025-09-04T10:00:20 | CUST7532099 | POR-7832 | POR-1882 | Port Harcourt | Port Harcourt | intracity | true | 90 | -78 | -82 | 4G | false | true |
HO00000078 | 2025-10-01T22:55:26 | CUST9009772 | IBA-2564 | IBA-8026 | Ibadan | Ibadan | intracity | true | 108 | -60 | -74 | 4G | false | true |
HO00000079 | 2025-09-22T07:37:20 | CUST6918943 | LAG-4566 | LAG-4387 | Lagos | Lagos | intracity | true | 389 | -71 | -88 | 4G | true | true |
HO00000080 | 2025-09-21T06:40:39 | CUST3243457 | ILO-3685 | ILO-6118 | Ilorin | Ilorin | intracity | true | 274 | -87 | -86 | 3G | false | true |
HO00000081 | 2025-09-16T12:00:52 | CUST4972438 | KAN-8928 | KAN-1795 | Kano | Kano | intracity | true | 321 | -61 | -82 | 4G | false | true |
HO00000082 | 2025-09-15T02:06:18 | CUST6520221 | ILO-4474 | ILO-4075 | Ilorin | Ilorin | intracity | true | 153 | -61 | -82 | 4G | false | true |
HO00000083 | 2025-09-30T18:30:24 | CUST1992304 | CAL-1084 | ABA-8562 | Calabar | Aba | intercity | true | 350 | -80 | -68 | 4G | true | false |
HO00000084 | 2025-09-20T15:22:07 | CUST7126859 | WAR-9018 | WAR-9388 | Warri | Warri | intracity | false | 779 | -88 | -65 | 3G | false | true |
HO00000085 | 2025-09-10T20:10:54 | CUST2872278 | KAN-2118 | KAN-6166 | Kano | Kano | intracity | true | 231 | -60 | -61 | 3G | true | false |
HO00000086 | 2025-09-05T01:02:58 | CUST6998946 | ONI-5843 | ONI-6717 | Onitsha | Onitsha | intracity | true | 253 | -81 | -63 | 5G | true | false |
HO00000087 | 2025-09-26T22:51:39 | CUST8488995 | CAL-3203 | CAL-8381 | Calabar | Calabar | intracity | true | 121 | -73 | -65 | 4G | false | true |
HO00000088 | 2025-09-15T20:23:37 | CUST5484949 | WAR-1259 | WAR-7409 | Warri | Warri | intracity | true | 148 | -62 | -75 | 4G | false | true |
HO00000089 | 2025-09-29T16:04:21 | CUST9532458 | ABE-4777 | ABE-1988 | Abeokuta | Abeokuta | intracity | true | 434 | -79 | -84 | 4G | true | true |
HO00000090 | 2025-09-05T17:08:49 | CUST7916291 | IBA-8375 | IBA-3752 | Ibadan | Ibadan | intracity | true | 326 | -77 | -90 | 3G | true | true |
HO00000091 | 2025-09-22T18:21:22 | CUST6632766 | ABE-7639 | ABE-6916 | Abeokuta | Abeokuta | intracity | true | 413 | -66 | -77 | 2G | true | true |
HO00000092 | 2025-09-02T08:41:21 | CUST3430084 | ENU-4146 | ENU-8284 | Enugu | Enugu | intracity | true | 424 | -79 | -77 | 4G | false | true |
HO00000093 | 2025-09-14T03:18:45 | CUST7295310 | ONI-2900 | ONI-8378 | Onitsha | Onitsha | intracity | true | 384 | -86 | -74 | 5G | false | false |
HO00000094 | 2025-09-23T14:41:27 | CUST1458312 | ABE-5022 | ENU-4990 | Abeokuta | Enugu | intercity | true | 456 | -80 | -65 | 4G | false | true |
HO00000095 | 2025-10-01T17:56:06 | CUST2110598 | ABE-6664 | ABE-9994 | Abeokuta | Abeokuta | intracity | true | 294 | -89 | -66 | 4G | true | true |
HO00000096 | 2025-09-18T21:47:46 | CUST2543458 | WAR-9832 | WAR-6648 | Warri | Warri | intracity | false | 1,278 | -73 | -85 | 3G | true | false |
HO00000097 | 2025-09-12T03:43:48 | CUST3874987 | JOS-4253 | JOS-5906 | Jos | Jos | intracity | true | 387 | -72 | -67 | 3G | false | true |
HO00000098 | 2025-09-03T18:38:06 | CUST8802200 | ABA-3167 | ABA-7408 | Aba | Aba | intracity | true | 117 | -88 | -78 | 4G | true | true |
HO00000099 | 2025-09-18T00:23:26 | CUST5656560 | IBA-5278 | ILO-3209 | Ibadan | Ilorin | intercity | true | 305 | -77 | -86 | 3G | true | true |
HO00000100 | 2025-09-01T01:56:15 | CUST8099939 | ABU-2338 | ABU-5543 | Abuja | Abuja | intracity | true | 268 | -61 | -76 | 4G | false | true |
Tower-to-tower transition records showing user mobility patterns
data/cell_tower_handover_data/| Column | Type | Sample Values |
|---|---|---|
handover_id |
String | HO00000001 |
timestamp |
Datetime | 2025-09-27 11:21:02 |
customer_id |
String | CUST5854572 |
from_tower_id |
String | BEN-7676 |
to_tower_id |
String | BEN-8169 |
from_city |
String | Benin City |
to_city |
String | Benin City |
handover_type |
String | intracity |
handover_success |
Boolean | True |
handover_duration_ms |
Integer | 80 |
signal_strength_from_dbm |
Integer | -66 |
signal_strength_to_dbm |
Integer | -75 |
network_type |
String | 4G |
call_in_progress |
Boolean | True |
data_session_active |
Boolean | True |
handover_id timestamp customer_id from_tower_id to_tower_id from_city to_city handover_type handover_success handover_duration_ms signal_strength_from_dbm signal_strength_to_dbm network_type call_in_progress data_session_active
HO00000001 2025-09-27 11:21:02 CUST5854572 BEN-7676 BEN-8169 Benin City Benin City intracity True 80 -66 -75 4G True True
HO00000002 2025-09-18 12:29:53 CUST6018859 KAD-7434 ONI-8970 Kaduna Onitsha intercity True 461 -86 -83 3G False False
HO00000003 2025-09-09 10:42:52 CUST6229821 CAL-5603 CAL-4124 Calabar Calabar intracity True 180 -76 -76 4G True True
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/cell_tower_handover_data/cell_tower_handover_data.csv
data/cell_tower_handover_data/cell_tower_handover_data.parquet
import pandas as pd
# Load CSV
df = pd.read_csv('data/cell_tower_handover_data/cell_tower_handover_data.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/cell_tower_handover_data/cell_tower_handover_data.parquet')
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/cell_tower_handover_data/cell_tower_handover_data.parquet')
df = table.to_pandas()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Cell Tower Handover Data
Generated: 2025-10-05
Category: Geospatial and Mobility
Rows: 1,000,000
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.