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loan_id
stringlengths
16
16
disbursement_date
timestamp[ns]date
2022-01-01 00:00:00
2024-12-30 00:00:00
maturity_date
timestamp[ns]date
2022-01-08 00:00:00
2025-01-29 00:00:00
borrower_id
stringlengths
12
12
loan_purpose
stringclasses
5 values
borrower_state
stringclasses
37 values
principal_ngn
float64
5k
100k
interest_rate_daily
float64
0.01
0.02
tenor_days
int64
7
30
lender
stringclasses
7 values
repayment_frequency
stringclasses
4 values
employment_type
stringclasses
4 values
previous_loans_count
int64
0
14
credit_score
int64
300
800
default_30d
bool
2 classes
default_90d
bool
2 classes
MICRO-0000637777
2022-04-06T00:00:00
2022-04-18T00:00:00
BOR-00131081
bills
Katsina
24,723.819781
0.016837
12
Branch
monthly
self_employed
1
597
false
false
MICRO-0001438460
2024-02-16T00:00:00
2024-03-02T00:00:00
BOR-00194925
emergency
Adamawa
12,744.479096
0.011385
15
LapoMFB
weekly
informal
0
558
false
false
MICRO-0001232832
2024-08-18T00:00:00
2024-09-01T00:00:00
BOR-00434323
emergency
Abuja (FCT)
8,950.785939
0.012728
14
LapoMFB
daily
informal
0
507
true
true
MICRO-0001110736
2022-02-10T00:00:00
2022-02-17T00:00:00
BOR-00418326
business
Abuja (FCT)
20,348.749385
0.008169
7
Branch
daily
self_employed
3
629
false
false
MICRO-0001355413
2022-01-19T00:00:00
2022-02-15T00:00:00
BOR-00696182
emergency
Rivers
32,340.11948
0.013651
27
FairMoney
daily
informal
2
454
true
true
MICRO-0000374121
2022-05-12T00:00:00
2022-05-19T00:00:00
BOR-00374791
airtime
Imo
15,576.141215
0.008765
7
Branch
weekly
self_employed
2
513
false
false
MICRO-0001629872
2023-08-28T00:00:00
2023-09-10T00:00:00
BOR-00964510
emergency
Imo
6,055.202752
0.007232
13
LAPO
daily
informal
1
641
false
false
MICRO-0001086321
2023-02-23T00:00:00
2023-03-04T00:00:00
BOR-00795545
bills
Rivers
10,311.613853
0.008578
9
FairMoney
weekly
informal
3
517
false
false
MICRO-0000672598
2024-07-21T00:00:00
2024-07-28T00:00:00
BOR-00996909
business
Lagos
19,796.542683
0.00821
7
FairMoney
bi-weekly
informal
4
663
false
false
MICRO-0000176779
2023-08-02T00:00:00
2023-08-09T00:00:00
BOR-00549853
airtime
Rivers
22,221.64258
0.012172
7
Renmoney
weekly
self_employed
5
642
false
false
MICRO-0001418802
2022-04-03T00:00:00
2022-04-23T00:00:00
BOR-00827037
emergency
Lagos
9,029.954428
0.010007
20
Branch
daily
salaried
1
488
false
false
MICRO-0001227477
2023-04-03T00:00:00
2023-04-19T00:00:00
BOR-00813763
bills
Ogun
37,395.420474
0.007547
16
LapoMFB
daily
salaried
0
565
false
false
MICRO-0001741221
2024-09-19T00:00:00
2024-10-04T00:00:00
BOR-00116313
emergency
Katsina
22,550.688581
0.009003
15
Renmoney
daily
informal
1
645
false
false
MICRO-0000015875
2024-07-22T00:00:00
2024-07-30T00:00:00
BOR-00412716
emergency
Edo
37,834.888681
0.005172
8
Carbon
daily
salaried
2
469
false
false
MICRO-0000329380
2023-07-03T00:00:00
2023-07-21T00:00:00
BOR-00052866
business
Akwa Ibom
22,568.70531
0.011671
18
LapoMFB
bi-weekly
informal
1
568
false
false
MICRO-0001903350
2024-12-19T00:00:00
2024-12-29T00:00:00
BOR-00083048
bills
Lagos
29,024.297108
0.010958
10
Renmoney
daily
informal
2
600
false
false
MICRO-0000965038
2023-08-22T00:00:00
2023-09-05T00:00:00
BOR-00803896
emergency
Lagos
7,274.40247
0.010626
14
ACCION MFB
daily
informal
2
585
false
false
MICRO-0000435666
2024-06-28T00:00:00
2024-07-10T00:00:00
BOR-00714496
business
Abuja (FCT)
5,583.518334
0.00866
12
LapoMFB
bi-weekly
self_employed
2
426
false
false
MICRO-0000804101
2024-07-16T00:00:00
2024-08-01T00:00:00
BOR-00276945
airtime
Lagos
21,946.191431
0.01029
16
Carbon
daily
informal
2
494
false
false
MICRO-0001493551
2022-09-22T00:00:00
2022-09-30T00:00:00
BOR-00243940
airtime
Ogun
8,613.767963
0.009612
8
Carbon
daily
self_employed
2
592
false
false
MICRO-0000502375
2022-12-16T00:00:00
2022-12-23T00:00:00
BOR-00879189
other
Ogun
6,123.616357
0.00845
7
Branch
weekly
informal
3
539
false
true
MICRO-0001771295
2022-09-03T00:00:00
2022-09-10T00:00:00
BOR-00393435
bills
Delta
12,050.210784
0.010675
7
LapoMFB
daily
informal
3
488
false
false
MICRO-0001023006
2024-03-23T00:00:00
2024-04-18T00:00:00
BOR-00382772
airtime
Abuja (FCT)
63,318.794551
0.011019
26
Renmoney
daily
informal
2
650
false
false
MICRO-0001162900
2022-12-25T00:00:00
2023-01-07T00:00:00
BOR-00704559
emergency
Abuja (FCT)
16,357.712513
0.006981
13
LapoMFB
monthly
informal
2
574
false
false
MICRO-0000647282
2024-12-17T00:00:00
2025-01-03T00:00:00
BOR-00044269
emergency
Kaduna
27,158.390454
0.006358
17
Renmoney
weekly
informal
2
386
false
false
MICRO-0001863809
2022-06-24T00:00:00
2022-07-08T00:00:00
BOR-00618953
emergency
Abuja (FCT)
47,306.099098
0.00884
14
FairMoney
daily
salaried
4
481
false
false
MICRO-0001182241
2022-10-10T00:00:00
2022-10-31T00:00:00
BOR-00258482
business
Edo
10,746.721974
0.010765
21
LapoMFB
bi-weekly
salaried
1
504
true
true
MICRO-0001081698
2023-08-21T00:00:00
2023-08-28T00:00:00
BOR-00616129
airtime
Lagos
19,719.288345
0.012034
7
Carbon
weekly
salaried
5
584
false
false
MICRO-0001092787
2023-07-10T00:00:00
2023-08-01T00:00:00
BOR-00603845
business
Benue
20,159.892558
0.012151
22
Renmoney
weekly
salaried
1
386
false
false
MICRO-0001697455
2024-01-19T00:00:00
2024-02-12T00:00:00
BOR-00671230
emergency
Kaduna
29,727.631544
0.013585
24
FairMoney
bi-weekly
salaried
1
638
false
false
MICRO-0000034127
2024-10-10T00:00:00
2024-10-20T00:00:00
BOR-00209131
business
Kaduna
47,693.602452
0.010241
10
ACCION MFB
daily
salaried
1
516
false
false
MICRO-0000177932
2024-02-02T00:00:00
2024-02-16T00:00:00
BOR-00002077
airtime
Lagos
7,879.558478
0.011635
14
Carbon
monthly
self_employed
0
657
false
false
MICRO-0001005383
2024-04-15T00:00:00
2024-05-01T00:00:00
BOR-00152449
business
Kano
19,602.387827
0.005714
16
Renmoney
weekly
self_employed
3
645
false
false
MICRO-0001048031
2022-12-20T00:00:00
2022-12-27T00:00:00
BOR-00203908
bills
Lagos
79,135.276789
0.005
7
Carbon
daily
informal
2
497
true
true
MICRO-0001025340
2024-03-02T00:00:00
2024-03-20T00:00:00
BOR-00529014
business
Rivers
24,460.679178
0.013037
18
FairMoney
daily
self_employed
4
626
false
false
MICRO-0000676503
2024-11-19T00:00:00
2024-11-30T00:00:00
BOR-00797580
business
Abuja (FCT)
7,944.614312
0.006739
11
FairMoney
monthly
informal
0
442
false
false
MICRO-0000139331
2024-05-10T00:00:00
2024-05-23T00:00:00
BOR-00741076
emergency
Enugu
36,660.786975
0.011687
13
Branch
monthly
self_employed
2
612
false
false
MICRO-0000368550
2023-10-25T00:00:00
2023-11-01T00:00:00
BOR-00930631
emergency
Abuja (FCT)
13,535.976406
0.007405
7
Carbon
weekly
informal
3
513
false
false
MICRO-0001980443
2024-05-23T00:00:00
2024-06-11T00:00:00
BOR-00360235
emergency
Kano
16,876.721754
0.009171
19
Carbon
bi-weekly
self_employed
0
544
true
true
MICRO-0001849829
2022-04-28T00:00:00
2022-05-18T00:00:00
BOR-00316487
business
Lagos
7,501.603583
0.008274
20
Renmoney
weekly
salaried
0
476
true
true
MICRO-0000190705
2023-07-05T00:00:00
2023-07-17T00:00:00
BOR-00989703
business
Katsina
8,413.660291
0.005
12
Renmoney
weekly
salaried
0
640
false
false
MICRO-0001742890
2022-06-27T00:00:00
2022-07-06T00:00:00
BOR-00408100
airtime
Rivers
24,826.666337
0.005
9
Carbon
weekly
informal
2
544
false
false
MICRO-0001471557
2023-01-02T00:00:00
2023-01-16T00:00:00
BOR-00655597
business
Abuja (FCT)
11,994.971143
0.007213
14
LapoMFB
daily
self_employed
3
627
false
false
MICRO-0000243212
2023-03-13T00:00:00
2023-03-27T00:00:00
BOR-00438269
business
Lagos
16,160.765394
0.008676
14
Branch
weekly
self_employed
0
609
false
false
MICRO-0001619848
2022-12-07T00:00:00
2023-01-02T00:00:00
BOR-00152625
business
Ogun
22,490.061963
0.00933
26
Renmoney
bi-weekly
salaried
2
484
false
false
MICRO-0001221938
2023-08-24T00:00:00
2023-09-05T00:00:00
BOR-00695851
airtime
Lagos
21,239.373517
0.016277
12
FairMoney
weekly
informal
0
343
false
true
MICRO-0000093806
2024-12-22T00:00:00
2024-12-29T00:00:00
BOR-00781114
business
Lagos
22,345.94266
0.0094
7
Branch
monthly
informal
2
570
false
false
MICRO-0000300322
2024-07-18T00:00:00
2024-08-09T00:00:00
BOR-00050027
business
Ogun
32,743.295016
0.005
22
LapoMFB
daily
informal
3
576
false
false
MICRO-0001646171
2023-08-15T00:00:00
2023-08-31T00:00:00
BOR-00230685
emergency
Delta
16,800.905235
0.013529
16
FairMoney
bi-weekly
salaried
2
470
false
false
MICRO-0000165445
2023-05-19T00:00:00
2023-06-06T00:00:00
BOR-00776606
airtime
Abia
24,736.06036
0.013199
18
LAPO
daily
self_employed
2
652
false
false
MICRO-0000174031
2023-07-07T00:00:00
2023-07-19T00:00:00
BOR-00619231
emergency
Jigawa
30,659.01104
0.007309
12
Renmoney
weekly
informal
3
597
false
false
MICRO-0000537551
2023-09-26T00:00:00
2023-10-06T00:00:00
BOR-00259614
bills
Lagos
12,298.420311
0.010505
10
LAPO
weekly
salaried
2
604
false
false
MICRO-0001912740
2023-06-11T00:00:00
2023-06-28T00:00:00
BOR-00799659
business
Kaduna
28,072.34779
0.008314
17
LAPO
daily
informal
1
618
false
false
MICRO-0000148147
2023-04-26T00:00:00
2023-05-05T00:00:00
BOR-00133951
business
Katsina
7,538.04089
0.006543
9
Renmoney
weekly
informal
2
500
false
true
MICRO-0001054310
2023-12-03T00:00:00
2023-12-18T00:00:00
BOR-00803833
emergency
Oyo
23,838.513954
0.013043
15
Branch
daily
self_employed
0
607
false
false
MICRO-0000841912
2023-12-31T00:00:00
2024-01-07T00:00:00
BOR-00714287
business
Abia
11,039.284856
0.011379
7
Renmoney
bi-weekly
informal
2
715
false
false
MICRO-0001982032
2024-06-13T00:00:00
2024-07-05T00:00:00
BOR-00234576
emergency
Abuja (FCT)
12,534.641887
0.01246
22
Branch
daily
informal
2
489
false
true
MICRO-0001899195
2024-08-26T00:00:00
2024-09-21T00:00:00
BOR-00370195
other
Kano
18,177.611582
0.012131
26
LAPO
weekly
unemployed
3
484
true
true
MICRO-0001547471
2022-04-17T00:00:00
2022-04-24T00:00:00
BOR-00039946
emergency
Lagos
25,682.075158
0.01734
7
Renmoney
bi-weekly
informal
3
512
true
true
MICRO-0001771312
2022-01-19T00:00:00
2022-02-14T00:00:00
BOR-00526642
airtime
Kano
5,000
0.007996
26
Branch
weekly
informal
2
612
false
false
MICRO-0001977393
2023-04-14T00:00:00
2023-04-28T00:00:00
BOR-00706439
emergency
Lagos
18,960.616135
0.008859
14
ACCION MFB
daily
unemployed
2
607
false
false
MICRO-0000737243
2022-06-07T00:00:00
2022-06-23T00:00:00
BOR-00729302
emergency
Lagos
39,811.743685
0.009297
16
LapoMFB
daily
informal
0
454
true
true
MICRO-0000012043
2022-02-15T00:00:00
2022-03-04T00:00:00
BOR-00219506
business
Enugu
43,958.270539
0.012162
17
LapoMFB
daily
salaried
2
409
false
false
MICRO-0001080012
2022-11-14T00:00:00
2022-11-21T00:00:00
BOR-00851108
business
Imo
30,475.351895
0.013578
7
LapoMFB
daily
unemployed
2
651
true
true
MICRO-0001211423
2024-10-08T00:00:00
2024-10-27T00:00:00
BOR-00409042
emergency
Lagos
6,809.910135
0.012948
19
Renmoney
daily
self_employed
2
571
false
false
MICRO-0001669506
2023-03-12T00:00:00
2023-03-28T00:00:00
BOR-00533797
airtime
Kano
15,367.818052
0.005
16
FairMoney
daily
informal
0
542
false
false
MICRO-0001456694
2022-05-19T00:00:00
2022-05-30T00:00:00
BOR-00414967
airtime
Lagos
32,409.72379
0.009948
11
LapoMFB
daily
salaried
3
525
false
false
MICRO-0000217550
2022-01-10T00:00:00
2022-01-23T00:00:00
BOR-00486097
emergency
Edo
7,017.291945
0.010989
13
ACCION MFB
daily
salaried
1
452
false
false
MICRO-0001808682
2022-02-10T00:00:00
2022-03-01T00:00:00
BOR-00216354
bills
Rivers
21,662.485997
0.012208
19
Renmoney
daily
self_employed
5
630
false
false
MICRO-0001924896
2024-11-10T00:00:00
2024-11-25T00:00:00
BOR-00779635
business
Imo
7,965.677583
0.013361
15
LAPO
weekly
salaried
0
496
false
false
MICRO-0000709056
2024-08-31T00:00:00
2024-09-11T00:00:00
BOR-00745806
emergency
Abuja (FCT)
11,118.787241
0.013545
11
Branch
bi-weekly
salaried
0
513
true
true
MICRO-0001941196
2022-09-12T00:00:00
2022-09-25T00:00:00
BOR-00921088
bills
Abuja (FCT)
23,101.888904
0.008653
13
LAPO
daily
informal
1
483
false
false
MICRO-0000171185
2023-05-21T00:00:00
2023-06-11T00:00:00
BOR-00879437
business
Rivers
35,335.642071
0.005
21
Renmoney
daily
salaried
1
624
false
false
MICRO-0000250015
2022-12-06T00:00:00
2022-12-21T00:00:00
BOR-00599523
emergency
Anambra
5,000
0.005
15
LAPO
bi-weekly
salaried
5
588
false
false
MICRO-0000741941
2023-04-28T00:00:00
2023-05-14T00:00:00
BOR-00320921
airtime
Osun
23,135.159312
0.007856
16
Branch
bi-weekly
informal
1
575
false
false
MICRO-0000284770
2023-09-06T00:00:00
2023-09-25T00:00:00
BOR-00644589
emergency
Akwa Ibom
20,268.655899
0.008678
19
Carbon
weekly
salaried
3
624
false
false
MICRO-0000292126
2024-02-21T00:00:00
2024-03-12T00:00:00
BOR-00954270
airtime
Oyo
11,183.830554
0.016486
20
ACCION MFB
daily
self_employed
4
565
false
false
MICRO-0001504523
2024-08-21T00:00:00
2024-09-01T00:00:00
BOR-00020401
airtime
Lagos
18,423.730857
0.010463
11
Branch
bi-weekly
informal
3
636
false
false
MICRO-0001822865
2023-08-04T00:00:00
2023-08-21T00:00:00
BOR-00595137
airtime
Kano
8,887.311488
0.005
17
Branch
weekly
informal
4
506
false
false
MICRO-0001243485
2022-12-31T00:00:00
2023-01-21T00:00:00
BOR-00543890
business
Imo
14,648.781154
0.011984
21
ACCION MFB
daily
unemployed
1
657
true
true
MICRO-0000141560
2023-05-08T00:00:00
2023-05-19T00:00:00
BOR-00001391
airtime
Abuja (FCT)
35,977.234563
0.009352
11
FairMoney
daily
informal
0
498
true
true
MICRO-0001699374
2023-05-21T00:00:00
2023-06-15T00:00:00
BOR-00699595
airtime
Lagos
6,166.591582
0.005
25
ACCION MFB
weekly
informal
2
582
false
false
MICRO-0001910355
2024-03-31T00:00:00
2024-04-11T00:00:00
BOR-00892328
business
Abuja (FCT)
40,501.592918
0.009965
11
LapoMFB
daily
unemployed
4
412
true
true
MICRO-0000746572
2024-08-19T00:00:00
2024-08-29T00:00:00
BOR-00586490
emergency
Kaduna
20,282.01533
0.013286
10
Carbon
daily
informal
3
555
false
false
MICRO-0001132555
2023-05-21T00:00:00
2023-06-10T00:00:00
BOR-00897538
airtime
Ogun
19,143.447244
0.00642
20
Carbon
daily
salaried
4
510
false
false
MICRO-0000484645
2022-10-30T00:00:00
2022-11-06T00:00:00
BOR-00580627
airtime
Ekiti
24,921.743804
0.010141
7
LapoMFB
weekly
salaried
2
601
false
false
MICRO-0000625142
2023-12-09T00:00:00
2023-12-30T00:00:00
BOR-00739345
emergency
Plateau
38,427.798807
0.007902
21
LAPO
bi-weekly
salaried
2
562
false
false
MICRO-0001923468
2023-12-06T00:00:00
2023-12-18T00:00:00
BOR-00809874
airtime
Ogun
13,019.781927
0.0142
12
Carbon
weekly
self_employed
1
630
false
false
MICRO-0001108749
2024-12-03T00:00:00
2024-12-10T00:00:00
BOR-00688042
airtime
Akwa Ibom
29,471.977543
0.009234
7
Carbon
weekly
self_employed
1
484
false
false
MICRO-0000881291
2024-07-16T00:00:00
2024-07-28T00:00:00
BOR-00300496
bills
Abuja (FCT)
20,236.745298
0.010507
12
LapoMFB
daily
salaried
2
547
false
false
MICRO-0001935834
2024-02-23T00:00:00
2024-03-12T00:00:00
BOR-00861547
business
Katsina
19,594.586518
0.01132
18
FairMoney
daily
salaried
2
604
false
false
MICRO-0000382207
2023-07-24T00:00:00
2023-07-31T00:00:00
BOR-00181531
business
Kano
25,507.821684
0.01237
7
Carbon
weekly
self_employed
2
530
false
false
MICRO-0001206460
2022-04-09T00:00:00
2022-05-03T00:00:00
BOR-00234958
business
Edo
25,119.621493
0.011357
24
Branch
daily
informal
3
687
false
false
MICRO-0001990530
2024-01-05T00:00:00
2024-01-12T00:00:00
BOR-00184453
business
Lagos
10,642.029834
0.008019
7
LapoMFB
daily
self_employed
0
398
true
true
MICRO-0001744972
2023-01-25T00:00:00
2023-02-10T00:00:00
BOR-00815573
airtime
Akwa Ibom
16,460.864686
0.014623
16
LAPO
monthly
informal
1
558
false
false
MICRO-0000521276
2024-04-09T00:00:00
2024-05-03T00:00:00
BOR-00132803
bills
Akwa Ibom
25,968.692462
0.010821
24
Renmoney
weekly
informal
2
460
false
true
MICRO-0001836581
2024-08-18T00:00:00
2024-09-05T00:00:00
BOR-00233967
airtime
Kwara
33,175.346247
0.008686
18
LapoMFB
weekly
informal
3
624
false
false
MICRO-0001129880
2023-05-19T00:00:00
2023-05-26T00:00:00
BOR-00796872
airtime
Osun
12,950.017634
0.009951
7
LapoMFB
monthly
self_employed
1
515
true
true
MICRO-0001899333
2024-08-26T00:00:00
2024-09-06T00:00:00
BOR-00292252
emergency
Oyo
23,415.892718
0.010276
11
Branch
daily
self_employed
2
541
false
false
MICRO-0001548034
2022-07-18T00:00:00
2022-08-09T00:00:00
BOR-00980219
airtime
Abia
19,964.480456
0.010491
22
ACCION MFB
weekly
self_employed
2
505
false
true
End of preview. Expand in Data Studio

Micro Loans (₦5k-₦100k)

Dataset Description

Nigerian micro loans with default labels (₦5k-₦100k range)

This is a production-grade synthetic dataset with authentic Nigerian banking context, designed for micro-lending risk assessment, payday loan optimization, and financial inclusion analytics.

Key Features

  • 🇳🇬 Nigerian Context: Real bank names, states, demographics
  • 📊 ML-Ready Labels: Default flags at 30-day (15%) and 90-day (22%) windows
  • Large Scale: 2,000,000 rows
  • 🎯 Realistic Distributions: Small lognormal amounts, high daily interest rates, short tenors
  • 📅 Temporal Coverage: 2022-01-01 to 2024-12-31

Dataset Structure

Splits

  • Train: 1,400,000 rows (70%)
  • Validation: 300,000 rows (15%)
  • Test: 300,000 rows (15%)

Schema

Key columns: loan_id, disbursement/maturity dates, borrower_id, loan_purpose, state, principal_ngn, interest_rate_daily, tenor_days, lender, repayment_frequency, employment_type, previous_loans_count, credit_score, default_30d, default_90d

Usage

from datasets import load_dataset

# Load full dataset
dataset = load_dataset("electricsheepafrica/nigerian_micro_loans")

# Load specific split
train_data = load_dataset("electricsheepafrica/nigerian_micro_loans", split="train")

Labels

  • Type: Default flags at 30-day (15%) and 90-day (22%) windows
  • Use Case: micro-lending risk assessment, payday loan optimization, and financial inclusion analytics

Nigerian Context

Nigerian micro-lenders (Carbon, FairMoney, Branch, LAPO MFB), typical use cases (airtime, emergency, bills), daily repayment schedules, and informal employment patterns.

Citation

@dataset{nigerian_banking_micro_loans,
  title = {Nigerian Micro Loans (₦5k-₦100k)},
  author = {Electric Sheep Africa},
  year = {2025},
  publisher = {Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/nigerian_micro_loans}}
}

License

Apache 2.0 - Free for commercial and research use.

Contact

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