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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
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Mobile Money Transaction Records

Dataset Description

Peer to peer transfers, airtime purchases, and mobile payment records

Dataset Information

  • Category: Financial and Fraud
  • Format: CSV, Parquet
  • Rows: 1,000,000
  • Columns: 13
  • Date Generated: 2025-10-05
  • Location: data/mobile_money_transaction_records/

Schema

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

Sample Data

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

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/mobile_money_transaction_records/mobile_money_transaction_records.csv

Parquet (Recommended)

data/mobile_money_transaction_records/mobile_money_transaction_records.parquet

Loading the Dataset

Python (Pandas)

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')

Python (PyArrow)

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()

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Mobile Money Transaction Records
Generated: 2025-10-05
Category: Financial and Fraud
Rows: 1,000,000

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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