Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
transaction_id
stringlengths 10
10
| timestamp
timestamp[ns]date 2025-09-01 00:00:00
2025-10-01 23:59:59
| sender_phone
stringlengths 14
14
| receiver_phone
stringlengths 14
14
| operator
stringclasses 4
values | transaction_type
stringclasses 7
values | amount_ngn
int64 100
100k
| fee_ngn
float64 1
2.99k
| status
stringclasses 4
values | channel
stringclasses 4
values | balance_before
float64 100
100k
| balance_after
float64 100
100k
| location
stringclasses 15
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
MM00000001
| 2025-09-12T18:47:16
|
+2348159451529
|
+2349039860236
|
Glo
|
bill_payment
| 5,517
| 124.91
|
pending
|
app
| 37,515.94
| 18,595.32
|
Benin City
|
MM00000002
| 2025-09-24T17:43:38
|
+2348133792543
|
+2348172589959
|
MTN
|
bill_payment
| 57,395
| 994.4
|
successful
|
agent
| 22,322.77
| 5,802.04
|
Abuja
|
MM00000003
| 2025-09-06T16:55:00
|
+2348160959873
|
+2347030597691
|
MTN
|
bill_payment
| 53,499
| 1,070.36
|
successful
|
app
| 40,528.92
| 42,810.11
|
Jos
|
MM00000004
| 2025-09-26T13:36:02
|
+2348076270476
|
+2349050883169
|
Glo
|
airtime_purchase
| 2,000
| 45.06
|
successful
|
ussd
| 52,489.88
| 99,583.48
|
Benin City
|
MM00000005
| 2025-09-11T05:00:02
|
+2348024980552
|
+2348098164598
|
Airtel
|
airtime_purchase
| 200
| 5.7
|
successful
|
agent
| 86,636.52
| 76,231.66
|
Enugu
|
MM00000006
| 2025-09-13T09:41:52
|
+2349026759011
|
+2348122573426
|
Airtel
|
merchant_payment
| 1,137
| 20.17
|
successful
|
ussd
| 16,372.2
| 2,167.81
|
Onitsha
|
MM00000007
| 2025-09-21T00:36:40
|
+2348138658148
|
+2348065231722
|
MTN
|
p2p_transfer
| 17,525
| 292.87
|
successful
|
ussd
| 12,769.73
| 81,717.9
|
Onitsha
|
MM00000008
| 2025-09-22T07:26:08
|
+2349067818554
|
+2348058850470
|
MTN
|
bill_payment
| 67,832
| 1,926.67
|
successful
|
ussd
| 76,482.82
| 58,875.03
|
Port Harcourt
|
MM00000009
| 2025-09-29T11:34:30
|
+2348026949146
|
+2348189276081
|
Airtel
|
airtime_purchase
| 500
| 5.2
|
successful
|
ussd
| 97,196.32
| 96,918.07
|
Ilorin
|
MM00000010
| 2025-09-03T12:34:49
|
+2348073918826
|
+2347055701847
|
Glo
|
p2p_transfer
| 11,949
| 157.09
|
successful
|
ussd
| 12,435.65
| 89,269.54
|
Kano
|
MM00000011
| 2025-09-28T15:25:02
|
+2348143224287
|
+2349097328641
|
MTN
|
bill_payment
| 61,749
| 1,110.19
|
failed
|
app
| 71,157.91
| 45,515.4
|
Warri
|
MM00000012
| 2025-09-27T02:46:56
|
+2347036486012
|
+2348101278823
|
MTN
|
cash_out
| 12,803
| 280.77
|
successful
|
agent
| 33,448.45
| 78,825.44
|
Port Harcourt
|
MM00000013
| 2025-09-22T03:11:16
|
+2348067280009
|
+2349050991408
|
MTN
|
bill_payment
| 18,596
| 276.18
|
successful
|
app
| 56,869.76
| 17,761.39
|
Port Harcourt
|
MM00000014
| 2025-09-29T22:20:39
|
+2348086241446
|
+2348071341096
|
Airtel
|
cash_out
| 19,249
| 269.59
|
successful
|
ussd
| 21,346.1
| 77,886.92
|
Port Harcourt
|
MM00000015
| 2025-09-11T08:08:00
|
+2347054445805
|
+2348098283347
|
Glo
|
bill_payment
| 53,458
| 669.46
|
successful
|
app
| 40,431.59
| 72,439.64
|
Kano
|
MM00000016
| 2025-09-13T05:28:50
|
+2348128843650
|
+2348110678676
|
Airtel
|
bill_payment
| 92,408
| 2,144.9
|
failed
|
ussd
| 11,795.38
| 58,799.76
|
Ibadan
|
MM00000017
| 2025-09-26T13:21:23
|
+2349082445873
|
+2347013368279
|
9mobile
|
cash_in
| 36,679
| 820.15
|
successful
|
ussd
| 13,728.42
| 90,136.6
|
Abuja
|
MM00000018
| 2025-09-02T06:44:08
|
+2348144719517
|
+2349060163176
|
MTN
|
p2p_transfer
| 4,152
| 86.86
|
successful
|
app
| 10,571.99
| 81,715.42
|
Warri
|
MM00000019
| 2025-09-18T02:28:36
|
+2347059207450
|
+2349078607508
|
Glo
|
airtime_purchase
| 200
| 4.7
|
successful
|
app
| 15,756.14
| 18,983.4
|
Kaduna
|
MM00000020
| 2025-09-09T12:22:27
|
+2348166784925
|
+2347083933350
|
MTN
|
bill_payment
| 85,618
| 1,829.53
|
successful
|
app
| 43,621.29
| 72,996
|
Warri
|
MM00000021
| 2025-10-01T03:24:49
|
+2348065591696
|
+2349036046404
|
MTN
|
bill_payment
| 39,089
| 953.54
|
successful
|
app
| 10,833.04
| 68,758.79
|
Calabar
|
MM00000022
| 2025-09-28T05:39:43
|
+2348032063387
|
+2348056677378
|
MTN
|
bill_payment
| 31,441
| 372.51
|
successful
|
ussd
| 98,460.05
| 10,991
|
Enugu
|
MM00000023
| 2025-10-01T15:31:12
|
+2348125287698
|
+2348152481115
|
Airtel
|
bill_payment
| 63,989
| 1,635.67
|
successful
|
ussd
| 21,973.24
| 82,480.97
|
Lagos
|
MM00000024
| 2025-09-22T12:22:47
|
+2348038464428
|
+2348108675401
|
MTN
|
cash_out
| 10,040
| 117.8
|
successful
|
ussd
| 91,233.06
| 59,859.39
|
Abuja
|
MM00000025
| 2025-09-03T12:25:30
|
+2347030044767
|
+2348171039475
|
MTN
|
cash_in
| 48,258
| 1,436.51
|
successful
|
app
| 27,136
| 7,580.39
|
Benin City
|
MM00000026
| 2025-09-19T04:10:31
|
+2348138822328
|
+2348183523923
|
MTN
|
cash_out
| 25,064
| 732.77
|
successful
|
app
| 36,350.43
| 85,804.35
|
Kaduna
|
MM00000027
| 2025-09-29T09:12:53
|
+2349027350469
|
+2348099705967
|
Airtel
|
merchant_payment
| 17,309
| 404.81
|
successful
|
app
| 99,262.66
| 56,404.5
|
Benin City
|
MM00000028
| 2025-09-02T13:27:25
|
+2347038526478
|
+2348171619006
|
MTN
|
p2p_transfer
| 19,755
| 443.44
|
successful
|
ussd
| 31,398.91
| 55,296.46
|
Ibadan
|
MM00000029
| 2025-09-06T14:10:31
|
+2348109739765
|
+2349082082774
|
MTN
|
cash_out
| 35,410
| 671.3
|
successful
|
agent
| 51,992.12
| 24,437.11
|
Enugu
|
MM00000030
| 2025-09-06T00:39:18
|
+2348156993441
|
+2348181993155
|
Glo
|
merchant_payment
| 12,769
| 230.87
|
successful
|
web
| 92,521.85
| 5,610.28
|
Warri
|
MM00000031
| 2025-09-18T09:29:07
|
+2347055299354
|
+2347082909011
|
Glo
|
p2p_transfer
| 6,578
| 115.14
|
successful
|
ussd
| 77,708.59
| 46,732.34
|
Abeokuta
|
MM00000032
| 2025-09-18T20:17:38
|
+2349017843830
|
+2349012259728
|
Airtel
|
airtime_purchase
| 200
| 2.96
|
successful
|
app
| 41,642.36
| 4,886.35
|
Benin City
|
MM00000033
| 2025-09-30T20:10:33
|
+2348071626123
|
+2348112027328
|
Glo
|
cash_in
| 16,863
| 492.79
|
successful
|
app
| 82,031.67
| 82,590.63
|
Kaduna
|
MM00000034
| 2025-09-04T21:51:58
|
+2349082507789
|
+2348118733916
|
9mobile
|
merchant_payment
| 10,538
| 273.9
|
successful
|
ussd
| 50,172.21
| 12,995.47
|
Port Harcourt
|
MM00000035
| 2025-09-20T03:18:12
|
+2349038896521
|
+2349023060183
|
MTN
|
p2p_transfer
| 14,045
| 208.36
|
successful
|
agent
| 19,050.6
| 55,102
|
Benin City
|
MM00000036
| 2025-09-16T16:21:54
|
+2348087503643
|
+2349085620992
|
Airtel
|
bill_payment
| 57,303
| 1,083.37
|
successful
|
app
| 12,192.89
| 82,032.21
|
Ibadan
|
MM00000037
| 2025-09-24T05:13:39
|
+2348063424864
|
+2348063042516
|
MTN
|
airtime_purchase
| 200
| 3.96
|
successful
|
ussd
| 75,111.67
| 73,175.26
|
Calabar
|
MM00000038
| 2025-09-16T13:08:27
|
+2347082234031
|
+2347082070101
|
Airtel
|
wallet_topup
| 3,986
| 77.54
|
successful
|
agent
| 58,161.46
| 20,716.16
|
Calabar
|
MM00000039
| 2025-09-28T09:17:44
|
+2348145946941
|
+2348129767438
|
MTN
|
p2p_transfer
| 19,305
| 445.37
|
successful
|
app
| 38,366.59
| 67,977.81
|
Ilorin
|
MM00000040
| 2025-09-30T11:39:25
|
+2348076837551
|
+2347010910632
|
Glo
|
airtime_purchase
| 100
| 1.52
|
successful
|
ussd
| 295.95
| 11,782.33
|
Warri
|
MM00000041
| 2025-09-26T15:19:46
|
+2347036078098
|
+2347050606261
|
MTN
|
airtime_purchase
| 200
| 2.87
|
successful
|
app
| 99,942.5
| 22,103.45
|
Ilorin
|
MM00000042
| 2025-09-10T14:44:36
|
+2348078838027
|
+2347053376407
|
Glo
|
cash_in
| 45,081
| 1,112.12
|
successful
|
agent
| 87,323.81
| 76,211.06
|
Enugu
|
MM00000043
| 2025-09-15T03:23:26
|
+2349050520279
|
+2349098389636
|
Glo
|
bill_payment
| 43,099
| 1,062.14
|
successful
|
ussd
| 54,522.5
| 41,496.16
|
Onitsha
|
MM00000044
| 2025-09-27T14:15:07
|
+2349075029580
|
+2347062709088
|
Airtel
|
p2p_transfer
| 13,389
| 211.56
|
successful
|
app
| 35,582.58
| 35,351.15
|
Jos
|
MM00000045
| 2025-09-16T23:05:23
|
+2348164734716
|
+2348051061337
|
MTN
|
p2p_transfer
| 14,488
| 334.53
|
successful
|
app
| 13,637.73
| 3,377.81
|
Benin City
|
MM00000046
| 2025-09-23T20:37:09
|
+2349018290432
|
+2349090039274
|
Airtel
|
p2p_transfer
| 4,940
| 50.32
|
successful
|
ussd
| 31,224.9
| 83,024.48
|
Abeokuta
|
MM00000047
| 2025-09-12T00:15:49
|
+2348081986566
|
+2349064499332
|
Airtel
|
wallet_topup
| 18,766
| 549.71
|
successful
|
agent
| 84,218.18
| 36,834.07
|
Lagos
|
MM00000048
| 2025-09-04T15:45:29
|
+2348089654038
|
+2348139041795
|
Airtel
|
airtime_purchase
| 200
| 5.99
|
successful
|
app
| 20,989.45
| 55,694.5
|
Warri
|
MM00000049
| 2025-09-09T16:01:59
|
+2349063540363
|
+2348097363553
|
MTN
|
p2p_transfer
| 11,411
| 281.06
|
failed
|
ussd
| 726.15
| 23,481.38
|
Aba
|
MM00000050
| 2025-09-13T15:55:56
|
+2347089528824
|
+2348165017383
|
Airtel
|
p2p_transfer
| 1,582
| 42.73
|
successful
|
agent
| 87,490.47
| 96,367.16
|
Abeokuta
|
MM00000051
| 2025-09-23T15:32:10
|
+2348183731088
|
+2348036964538
|
9mobile
|
bill_payment
| 2,884
| 54.95
|
successful
|
ussd
| 76,202.14
| 54,643.48
|
Benin City
|
MM00000052
| 2025-09-30T04:47:38
|
+2349021252733
|
+2349062683832
|
Airtel
|
p2p_transfer
| 1,751
| 37.23
|
failed
|
ussd
| 16,460.5
| 28,929.42
|
Warri
|
MM00000053
| 2025-09-25T14:24:58
|
+2348113437468
|
+2348164597788
|
Glo
|
p2p_transfer
| 15,147
| 297.37
|
successful
|
ussd
| 57,688.05
| 36,275.29
|
Benin City
|
MM00000054
| 2025-09-03T05:09:02
|
+2348028071055
|
+2348134220511
|
Airtel
|
p2p_transfer
| 4,697
| 71.05
|
successful
|
app
| 49,519.86
| 61,046.31
|
Benin City
|
MM00000055
| 2025-09-15T23:16:58
|
+2349039517238
|
+2349016428976
|
MTN
|
airtime_purchase
| 2,000
| 53.5
|
successful
|
ussd
| 57,401.53
| 47,690.55
|
Ibadan
|
MM00000056
| 2025-10-01T15:50:22
|
+2348121171425
|
+2348188652703
|
Airtel
|
p2p_transfer
| 3,203
| 89.36
|
successful
|
app
| 60,864.56
| 14,992.31
|
Enugu
|
MM00000057
| 2025-09-06T22:11:46
|
+2347034772371
|
+2349092200846
|
MTN
|
p2p_transfer
| 5,947
| 172.99
|
successful
|
ussd
| 93,789.08
| 48,403.16
|
Ibadan
|
MM00000058
| 2025-09-05T08:25:50
|
+2347082245480
|
+2348021508591
|
Airtel
|
p2p_transfer
| 2,169
| 55.81
|
successful
|
app
| 35,306.68
| 28,280.37
|
Port Harcourt
|
MM00000059
| 2025-09-29T13:37:25
|
+2349070803028
|
+2348170156148
|
Airtel
|
merchant_payment
| 16,952
| 269.31
|
successful
|
ussd
| 19,861.59
| 40,338.32
|
Lagos
|
MM00000060
| 2025-09-25T23:00:21
|
+2347010090556
|
+2349053847830
|
Airtel
|
airtime_purchase
| 5,000
| 82.68
|
successful
|
app
| 46,296.76
| 48,512.94
|
Warri
|
MM00000061
| 2025-09-30T13:14:44
|
+2349086745744
|
+2348134656718
|
9mobile
|
cash_out
| 7,191
| 112.66
|
successful
|
ussd
| 7,283.27
| 72,918.31
|
Onitsha
|
MM00000062
| 2025-09-02T10:18:30
|
+2349050878389
|
+2348093132487
|
Glo
|
wallet_topup
| 13,434
| 238.92
|
successful
|
app
| 79,514.77
| 1,579.09
|
Ibadan
|
MM00000063
| 2025-09-29T21:30:21
|
+2349011929164
|
+2349034398823
|
Airtel
|
p2p_transfer
| 5,156
| 112.39
|
successful
|
agent
| 54,445.97
| 60,891.71
|
Jos
|
MM00000064
| 2025-09-27T06:08:42
|
+2348130452053
|
+2349076313968
|
MTN
|
bill_payment
| 54,765
| 1,507.16
|
successful
|
agent
| 11,108.16
| 27,608.32
|
Abuja
|
MM00000065
| 2025-09-14T20:37:26
|
+2347059646828
|
+2347050927266
|
Glo
|
p2p_transfer
| 17,845
| 421.99
|
successful
|
agent
| 92,388.5
| 40,621.94
|
Abeokuta
|
MM00000066
| 2025-09-26T23:54:33
|
+2348075780416
|
+2348052756730
|
Glo
|
p2p_transfer
| 2,924
| 41.5
|
successful
|
app
| 30,690.56
| 12,689.22
|
Abuja
|
MM00000067
| 2025-09-13T19:44:51
|
+2348084828598
|
+2349031278810
|
Airtel
|
p2p_transfer
| 17,919
| 336.04
|
failed
|
ussd
| 74,961.78
| 59,662.01
|
Abeokuta
|
MM00000068
| 2025-09-01T03:59:07
|
+2348160148597
|
+2349090204133
|
MTN
|
airtime_purchase
| 1,000
| 25.4
|
successful
|
app
| 17,868.93
| 63,206.16
|
Enugu
|
MM00000069
| 2025-09-24T22:53:43
|
+2349059204930
|
+2348183381502
|
Glo
|
p2p_transfer
| 8,217
| 89.12
|
failed
|
app
| 31,352.86
| 21,470.1
|
Calabar
|
MM00000070
| 2025-09-09T06:29:35
|
+2348119657191
|
+2348059096894
|
Glo
|
p2p_transfer
| 15,104
| 157.13
|
successful
|
ussd
| 41,584.26
| 44,590.33
|
Enugu
|
MM00000071
| 2025-09-14T03:36:15
|
+2348080405376
|
+2348050221697
|
Airtel
|
cash_in
| 3,564
| 80.67
|
successful
|
agent
| 80,927.02
| 538.86
|
Jos
|
MM00000072
| 2025-09-19T14:44:32
|
+2348035276618
|
+2348151829059
|
MTN
|
p2p_transfer
| 14,425
| 297.36
|
successful
|
app
| 16,634.19
| 8,582.28
|
Warri
|
MM00000073
| 2025-09-17T14:40:32
|
+2348113308252
|
+2348114625165
|
Glo
|
airtime_purchase
| 500
| 14.41
|
reversed
|
ussd
| 69,247
| 97,142.23
|
Warri
|
MM00000074
| 2025-10-01T01:30:31
|
+2347064165579
|
+2348051538020
|
MTN
|
p2p_transfer
| 18,548
| 504.56
|
failed
|
agent
| 80,335.57
| 32,114.55
|
Ilorin
|
MM00000075
| 2025-09-17T01:02:40
|
+2347057209301
|
+2347057931545
|
Glo
|
airtime_purchase
| 1,000
| 15.84
|
successful
|
ussd
| 62,585.53
| 32,854.11
|
Aba
|
MM00000076
| 2025-09-21T21:23:47
|
+2347065917323
|
+2348182959632
|
MTN
|
p2p_transfer
| 11,760
| 240.35
|
pending
|
ussd
| 12,453.79
| 48,189.39
|
Calabar
|
MM00000077
| 2025-09-05T02:38:59
|
+2348111909877
|
+2347086388041
|
Glo
|
airtime_purchase
| 1,000
| 26.94
|
successful
|
web
| 89,272.22
| 83,534.3
|
Calabar
|
MM00000078
| 2025-09-05T08:05:39
|
+2348061624565
|
+2347067423497
|
MTN
|
merchant_payment
| 15,789
| 378.78
|
failed
|
ussd
| 12,582.92
| 11,895.71
|
Abuja
|
MM00000079
| 2025-09-22T15:53:33
|
+2348119453943
|
+2347017783854
|
Glo
|
cash_in
| 30,093
| 659.89
|
successful
|
ussd
| 68,769.06
| 45,907.81
|
Kaduna
|
MM00000080
| 2025-09-04T12:18:09
|
+2348127548700
|
+2349094636652
|
Airtel
|
airtime_purchase
| 100
| 1.33
|
successful
|
ussd
| 16,809.29
| 43,958.32
|
Port Harcourt
|
MM00000081
| 2025-09-08T23:20:27
|
+2348186147157
|
+2348034854724
|
9mobile
|
wallet_topup
| 4,624
| 72.4
|
successful
|
app
| 59,831.43
| 32,350.64
|
Ilorin
|
MM00000082
| 2025-09-11T04:16:30
|
+2349025050040
|
+2348087136667
|
Airtel
|
airtime_purchase
| 200
| 2.81
|
successful
|
ussd
| 8,205.6
| 12,456.06
|
Warri
|
MM00000083
| 2025-09-04T16:51:23
|
+2348121923348
|
+2349015965581
|
Airtel
|
p2p_transfer
| 14,602
| 225.68
|
successful
|
ussd
| 52,721.4
| 23,545.8
|
Kano
|
MM00000084
| 2025-09-28T20:49:45
|
+2348129185371
|
+2348173941923
|
Airtel
|
cash_in
| 9,966
| 179.35
|
successful
|
app
| 28,997.64
| 30,206.29
|
Port Harcourt
|
MM00000085
| 2025-09-05T06:49:35
|
+2349035977639
|
+2347032889491
|
MTN
|
merchant_payment
| 17,648
| 342.21
|
successful
|
ussd
| 88,456.33
| 740.16
|
Ibadan
|
MM00000086
| 2025-09-09T12:11:44
|
+2349095935855
|
+2349027381782
|
9mobile
|
airtime_purchase
| 500
| 11.36
|
successful
|
ussd
| 44,909.3
| 92,794.91
|
Warri
|
MM00000087
| 2025-09-14T02:55:33
|
+2348155804731
|
+2348183716015
|
Glo
|
cash_in
| 27,317
| 703.55
|
successful
|
ussd
| 92,421.54
| 73,960.24
|
Jos
|
MM00000088
| 2025-09-20T05:16:04
|
+2348054117672
|
+2349014272449
|
Glo
|
bill_payment
| 73,264
| 1,803.37
|
successful
|
ussd
| 52,429.91
| 85,545.26
|
Ilorin
|
MM00000089
| 2025-09-25T23:11:25
|
+2349029092927
|
+2348171551623
|
Airtel
|
wallet_topup
| 10,926
| 146.16
|
successful
|
ussd
| 62,166.71
| 49,954.22
|
Jos
|
MM00000090
| 2025-09-02T12:22:20
|
+2349058164703
|
+2348181834501
|
Glo
|
airtime_purchase
| 500
| 12.27
|
successful
|
app
| 80,052.93
| 34,122.58
|
Warri
|
MM00000091
| 2025-09-04T01:55:35
|
+2349018917668
|
+2349092245484
|
Airtel
|
p2p_transfer
| 16,013
| 215.57
|
successful
|
app
| 92,063.12
| 7,886.11
|
Ibadan
|
MM00000092
| 2025-09-25T04:34:23
|
+2347086638384
|
+2348053187806
|
Airtel
|
p2p_transfer
| 914
| 24.85
|
pending
|
agent
| 88,192.78
| 91,897.45
|
Ibadan
|
MM00000093
| 2025-09-17T15:44:31
|
+2347019149259
|
+2348103925840
|
Airtel
|
wallet_topup
| 6,588
| 117.97
|
successful
|
app
| 92,699.63
| 2,750.64
|
Port Harcourt
|
MM00000094
| 2025-09-10T05:20:49
|
+2348124434802
|
+2348095613298
|
Airtel
|
p2p_transfer
| 9,745
| 266.8
|
successful
|
app
| 46,219.53
| 10,234.49
|
Abuja
|
MM00000095
| 2025-09-25T18:07:53
|
+2348112540124
|
+2349097675203
|
Glo
|
bill_payment
| 3,185
| 44.57
|
successful
|
ussd
| 12,649.19
| 10,103.75
|
Enugu
|
MM00000096
| 2025-09-18T01:42:09
|
+2347018409267
|
+2349015820795
|
Airtel
|
bill_payment
| 56,615
| 683.14
|
successful
|
agent
| 81,465.66
| 94,673.7
|
Ilorin
|
MM00000097
| 2025-09-30T18:11:43
|
+2347011569997
|
+2347089178286
|
Airtel
|
wallet_topup
| 15,816
| 287.36
|
successful
|
ussd
| 19,896.52
| 51,647.87
|
Jos
|
MM00000098
| 2025-09-25T04:20:59
|
+2349035873795
|
+2347083604221
|
MTN
|
merchant_payment
| 13,028
| 227.11
|
successful
|
web
| 38,083.74
| 25,269.91
|
Ibadan
|
MM00000099
| 2025-09-04T01:11:19
|
+2348072275902
|
+2348090211694
|
Glo
|
cash_in
| 26,064
| 563.35
|
successful
|
ussd
| 12,669.99
| 1,520.04
|
Kaduna
|
MM00000100
| 2025-09-19T08:03:53
|
+2348180229463
|
+2349057566975
|
9mobile
|
merchant_payment
| 4,986
| 101.72
|
successful
|
ussd
| 26,487.78
| 98,866.05
|
Ibadan
|
Peer to peer transfers, airtime purchases, and mobile payment records
data/mobile_money_transaction_records/| Column | Type | Sample Values |
|---|---|---|
transaction_id |
String | MM00000001 |
timestamp |
Datetime | 2025-09-12 18:47:16 |
sender_phone |
String | +2348159451529 |
receiver_phone |
String | +2349039860236 |
operator |
String | Glo |
transaction_type |
String | bill_payment |
amount_ngn |
Integer | 5517 |
fee_ngn |
Float | 124.91 |
status |
String | pending |
channel |
String | app |
balance_before |
Float | 37515.94 |
balance_after |
Float | 18595.32 |
location |
String | Benin City |
transaction_id timestamp sender_phone receiver_phone operator transaction_type amount_ngn fee_ngn status channel balance_before balance_after location
MM00000001 2025-09-12 18:47:16 +2348159451529 +2349039860236 Glo bill_payment 5517 124.91 pending app 37515.94 18595.32 Benin City
MM00000002 2025-09-24 17:43:38 +2348133792543 +2348172589959 MTN bill_payment 57395 994.40 successful agent 22322.77 5802.04 Abuja
MM00000003 2025-09-06 16:55:00 +2348160959873 +2347030597691 MTN bill_payment 53499 1070.36 successful app 40528.92 42810.11 Jos
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/mobile_money_transaction_records/mobile_money_transaction_records.csv
data/mobile_money_transaction_records/mobile_money_transaction_records.parquet
import pandas as pd
# Load CSV
df = pd.read_csv('data/mobile_money_transaction_records/mobile_money_transaction_records.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/mobile_money_transaction_records/mobile_money_transaction_records.parquet')
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/mobile_money_transaction_records/mobile_money_transaction_records.parquet')
df = table.to_pandas()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Mobile Money Transaction Records
Generated: 2025-10-05
Category: Financial and Fraud
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.