Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
Datasets:
Dataset Viewer
customer_id
stringlengths 11
11
| phone_number
stringlengths 14
14
| operator
stringclasses 4
values | assessment_date
timestamp[ns]date 2025-09-30 00:00:00
2025-09-30 00:00:00
| credit_score
int64 300
1k
| credit_rating
stringclasses 4
values | tenure_months
int64 1
120
| avg_monthly_spend_ngn
float64 500
50k
| recharge_frequency_per_month
int64 1
30
| payment_consistency_score
float64 0
1
| late_payment_count
int64 0
10
| account_type
stringclasses 2
values | loan_eligibility
bool 2
classes | max_loan_amount_ngn
float64 0
150k
| default_risk
stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CUST7884214
|
+2348188064475
|
9mobile
| 2025-09-30T00:00:00
| 766
|
good
| 47
| 38,033.69
| 19
| 0.61
| 1
|
prepaid
| true
| 62,311.73
|
low
|
CUST9262918
|
+2347037995775
|
MTN
| 2025-09-30T00:00:00
| 508
|
fair
| 51
| 4,681.59
| 6
| 0.6
| 1
|
prepaid
| false
| 0
|
low
|
CUST2670942
|
+2348177270309
|
9mobile
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 114
| 37,461.29
| 24
| 0.12
| 2
|
prepaid
| true
| 47,919.34
|
medium
|
CUST3837926
|
+2348059892823
|
Glo
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 118
| 43,504.04
| 29
| 0.78
| 2
|
prepaid
| true
| 104,373.86
|
low
|
CUST1683850
|
+2348104277310
|
MTN
| 2025-09-30T00:00:00
| 945
|
excellent
| 105
| 41,622.46
| 11
| 0.48
| 1
|
postpaid
| true
| 41,723.86
|
low
|
CUST4299117
|
+2349098509080
|
9mobile
| 2025-09-30T00:00:00
| 765
|
good
| 69
| 23,632.45
| 1
| 0.6
| 0
|
postpaid
| true
| 42,041.62
|
low
|
CUST9186097
|
+2348024701991
|
Airtel
| 2025-09-30T00:00:00
| 732
|
good
| 36
| 15,389.44
| 22
| 0.54
| 0
|
prepaid
| true
| 46,119.87
|
medium
|
CUST9155225
|
+2349012879447
|
Airtel
| 2025-09-30T00:00:00
| 440
|
poor
| 32
| 3,240.44
| 11
| 0.5
| 2
|
prepaid
| false
| 0
|
high
|
CUST6844919
|
+2348055478761
|
Glo
| 2025-09-30T00:00:00
| 566
|
fair
| 50
| 3,022.8
| 29
| 0.02
| 4
|
prepaid
| false
| 0
|
high
|
CUST1592445
|
+2348175126138
|
9mobile
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 99
| 27,094.05
| 29
| 0.55
| 1
|
prepaid
| true
| 74,480.37
|
low
|
CUST4001542
|
+2348145751946
|
MTN
| 2025-09-30T00:00:00
| 373
|
poor
| 49
| 2,216.19
| 9
| 0.06
| 5
|
prepaid
| false
| 0
|
high
|
CUST5644586
|
+2347018218245
|
Airtel
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 95
| 29,890.87
| 25
| 0.9
| 0
|
prepaid
| true
| 76,856.64
|
low
|
CUST8027577
|
+2349018224756
|
Airtel
| 2025-09-30T00:00:00
| 965
|
excellent
| 88
| 43,867.66
| 30
| 0.02
| 2
|
prepaid
| true
| 56,553.66
|
low
|
CUST3811241
|
+2348188435039
|
9mobile
| 2025-09-30T00:00:00
| 545
|
fair
| 23
| 39,622.35
| 3
| 0.7
| 9
|
prepaid
| false
| 0
|
medium
|
CUST3606833
|
+2347011717748
|
Airtel
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 107
| 14,065.54
| 22
| 0.55
| 1
|
prepaid
| true
| 20,775.8
|
low
|
CUST1834654
|
+2348120449947
|
Airtel
| 2025-09-30T00:00:00
| 593
|
fair
| 77
| 25,245.63
| 5
| 0.02
| 0
|
prepaid
| false
| 0
|
medium
|
CUST2971573
|
+2347011709601
|
Airtel
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 78
| 42,063.37
| 17
| 0.94
| 2
|
postpaid
| true
| 112,790.87
|
medium
|
CUST2078747
|
+2349012056163
|
Airtel
| 2025-09-30T00:00:00
| 862
|
excellent
| 91
| 14,062.4
| 18
| 0.32
| 2
|
postpaid
| true
| 33,524.22
|
medium
|
CUST6335343
|
+2349037633105
|
MTN
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 84
| 36,935.11
| 26
| 0.71
| 2
|
prepaid
| true
| 76,255.51
|
medium
|
CUST4215627
|
+2348146098332
|
MTN
| 2025-09-30T00:00:00
| 783
|
good
| 87
| 11,361.77
| 3
| 0.8
| 0
|
prepaid
| true
| 25,636.19
|
low
|
CUST4321545
|
+2348147253723
|
MTN
| 2025-09-30T00:00:00
| 676
|
good
| 54
| 38,152.79
| 2
| 0.75
| 0
|
prepaid
| true
| 57,613.64
|
low
|
CUST4638772
|
+2348167170186
|
MTN
| 2025-09-30T00:00:00
| 308
|
poor
| 2
| 5,968.51
| 15
| 0.44
| 4
|
postpaid
| false
| 0
|
medium
|
CUST5773364
|
+2347067219728
|
MTN
| 2025-09-30T00:00:00
| 740
|
good
| 12
| 26,742.86
| 24
| 0.78
| 2
|
prepaid
| true
| 39,938.76
|
low
|
CUST1334647
|
+2348068391251
|
MTN
| 2025-09-30T00:00:00
| 706
|
good
| 67
| 13,137.43
| 15
| 0.18
| 0
|
prepaid
| true
| 18,212.5
|
low
|
CUST3148987
|
+2347088216361
|
Airtel
| 2025-09-30T00:00:00
| 761
|
good
| 77
| 19,965.93
| 8
| 0.31
| 1
|
prepaid
| true
| 26,872.22
|
low
|
CUST5689248
|
+2348177515557
|
9mobile
| 2025-09-30T00:00:00
| 886
|
excellent
| 91
| 31,037.99
| 6
| 0.62
| 0
|
prepaid
| true
| 81,176.42
|
low
|
CUST1539398
|
+2347069555616
|
MTN
| 2025-09-30T00:00:00
| 798
|
good
| 55
| 47,930.41
| 28
| 0.16
| 1
|
postpaid
| true
| 81,885.32
|
low
|
CUST4438101
|
+2349050960283
|
Glo
| 2025-09-30T00:00:00
| 999
|
excellent
| 68
| 44,947.85
| 24
| 0.75
| 2
|
prepaid
| true
| 108,411.26
|
medium
|
CUST1729952
|
+2349016347109
|
Airtel
| 2025-09-30T00:00:00
| 504
|
fair
| 29
| 9,743.35
| 3
| 0.81
| 7
|
prepaid
| false
| 0
|
high
|
CUST6396918
|
+2348148670704
|
MTN
| 2025-09-30T00:00:00
| 631
|
fair
| 18
| 869.9
| 29
| 0.64
| 9
|
prepaid
| false
| 0
|
medium
|
CUST9493877
|
+2347056122156
|
Glo
| 2025-09-30T00:00:00
| 484
|
poor
| 7
| 48,856.01
| 5
| 0.6
| 9
|
prepaid
| false
| 0
|
high
|
CUST8436331
|
+2349014040260
|
Airtel
| 2025-09-30T00:00:00
| 674
|
good
| 32
| 22,503.92
| 20
| 0.25
| 2
|
prepaid
| true
| 44,640.05
|
medium
|
CUST9272571
|
+2349058901686
|
Glo
| 2025-09-30T00:00:00
| 731
|
good
| 28
| 21,026.24
| 13
| 0.81
| 1
|
prepaid
| true
| 29,034.12
|
high
|
CUST5359142
|
+2349086000328
|
9mobile
| 2025-09-30T00:00:00
| 722
|
good
| 44
| 32,133.92
| 2
| 0.82
| 2
|
prepaid
| true
| 48,221.37
|
low
|
CUST2480711
|
+2348185550892
|
9mobile
| 2025-09-30T00:00:00
| 690
|
good
| 65
| 36,249.63
| 9
| 0.32
| 1
|
prepaid
| true
| 59,907.2
|
low
|
CUST1839596
|
+2348106296578
|
MTN
| 2025-09-30T00:00:00
| 590
|
fair
| 72
| 35,181.67
| 6
| 0.05
| 9
|
prepaid
| false
| 0
|
high
|
CUST3539174
|
+2349065432272
|
MTN
| 2025-09-30T00:00:00
| 518
|
fair
| 10
| 36,491.95
| 29
| 0.07
| 9
|
prepaid
| false
| 0
|
high
|
CUST4478154
|
+2347016340435
|
Airtel
| 2025-09-30T00:00:00
| 891
|
excellent
| 28
| 38,337.01
| 21
| 0.99
| 2
|
prepaid
| true
| 109,002.27
|
low
|
CUST9466406
|
+2348120381648
|
Airtel
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 118
| 48,127.49
| 21
| 0.9
| 1
|
prepaid
| true
| 122,946.11
|
low
|
CUST3950321
|
+2348052373046
|
Glo
| 2025-09-30T00:00:00
| 503
|
fair
| 39
| 3,518.88
| 1
| 0.97
| 2
|
prepaid
| false
| 0
|
high
|
CUST2344652
|
+2348070132372
|
Glo
| 2025-09-30T00:00:00
| 853
|
excellent
| 92
| 45,901.86
| 21
| 0.08
| 2
|
prepaid
| true
| 93,377.48
|
low
|
CUST1194359
|
+2348088012879
|
Airtel
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 87
| 41,558.38
| 28
| 0.66
| 0
|
prepaid
| true
| 117,452.67
|
low
|
CUST1915395
|
+2348146420381
|
MTN
| 2025-09-30T00:00:00
| 472
|
poor
| 15
| 45,749.79
| 1
| 0.5
| 4
|
postpaid
| false
| 0
|
high
|
CUST7146065
|
+2348137260507
|
MTN
| 2025-09-30T00:00:00
| 836
|
excellent
| 41
| 15,898.43
| 28
| 0.78
| 2
|
prepaid
| true
| 34,783.38
|
low
|
CUST5029343
|
+2348157182172
|
Glo
| 2025-09-30T00:00:00
| 931
|
excellent
| 60
| 21,392.01
| 20
| 0.93
| 1
|
prepaid
| true
| 54,562.98
|
low
|
CUST4230884
|
+2349068496535
|
MTN
| 2025-09-30T00:00:00
| 987
|
excellent
| 81
| 37,006.2
| 18
| 0.52
| 0
|
prepaid
| true
| 82,390.49
|
low
|
CUST9852356
|
+2347051041995
|
Glo
| 2025-09-30T00:00:00
| 955
|
excellent
| 72
| 12,238.48
| 20
| 0.98
| 2
|
prepaid
| true
| 35,875.03
|
low
|
CUST4129455
|
+2348142305877
|
MTN
| 2025-09-30T00:00:00
| 720
|
good
| 78
| 42,810.89
| 5
| 0.17
| 1
|
prepaid
| true
| 59,746.95
|
low
|
CUST1707478
|
+2348069750924
|
MTN
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 82
| 48,487.78
| 26
| 0.48
| 1
|
prepaid
| true
| 93,442.51
|
medium
|
CUST2825248
|
+2348133760148
|
MTN
| 2025-09-30T00:00:00
| 668
|
good
| 45
| 35,150.27
| 11
| 0.28
| 0
|
prepaid
| true
| 70,215.52
|
low
|
CUST1093056
|
+2347017566788
|
Airtel
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 99
| 47,154.62
| 16
| 0.78
| 0
|
postpaid
| true
| 89,979.68
|
medium
|
CUST1350697
|
+2348036428232
|
MTN
| 2025-09-30T00:00:00
| 699
|
good
| 49
| 31,688.65
| 25
| 0.08
| 2
|
prepaid
| true
| 80,530.78
|
low
|
CUST9588724
|
+2349013552384
|
Airtel
| 2025-09-30T00:00:00
| 377
|
poor
| 1
| 9,391.23
| 1
| 0.93
| 5
|
prepaid
| false
| 0
|
high
|
CUST9765104
|
+2348069987337
|
MTN
| 2025-09-30T00:00:00
| 677
|
good
| 11
| 21,881.06
| 19
| 0.67
| 1
|
prepaid
| true
| 27,929.88
|
low
|
CUST2406784
|
+2349065570588
|
MTN
| 2025-09-30T00:00:00
| 775
|
good
| 50
| 40,066.33
| 6
| 1
| 1
|
prepaid
| true
| 52,579.33
|
low
|
CUST7173202
|
+2348131666502
|
MTN
| 2025-09-30T00:00:00
| 690
|
good
| 30
| 32,193.72
| 24
| 0.42
| 2
|
prepaid
| true
| 75,116.92
|
high
|
CUST8052885
|
+2349070861522
|
Airtel
| 2025-09-30T00:00:00
| 575
|
fair
| 49
| 13,982.66
| 13
| 0.19
| 10
|
postpaid
| false
| 0
|
high
|
CUST9029691
|
+2348022742111
|
Airtel
| 2025-09-30T00:00:00
| 410
|
poor
| 38
| 37,870.54
| 4
| 0.01
| 6
|
prepaid
| false
| 0
|
medium
|
CUST9934635
|
+2348035400044
|
MTN
| 2025-09-30T00:00:00
| 796
|
good
| 87
| 11,628.47
| 22
| 0.05
| 2
|
prepaid
| true
| 27,642.44
|
low
|
CUST5683590
|
+2349094409972
|
9mobile
| 2025-09-30T00:00:00
| 877
|
excellent
| 87
| 8,753.77
| 6
| 0.82
| 2
|
prepaid
| true
| 9,223.53
|
high
|
CUST8593362
|
+2347014829259
|
Airtel
| 2025-09-30T00:00:00
| 681
|
good
| 41
| 33,081.38
| 3
| 0.81
| 1
|
prepaid
| true
| 77,392.56
|
medium
|
CUST5474599
|
+2349013091066
|
Airtel
| 2025-09-30T00:00:00
| 966
|
excellent
| 94
| 32,209.38
| 11
| 0.67
| 1
|
prepaid
| true
| 68,038.21
|
low
|
CUST8307085
|
+2349026499121
|
Airtel
| 2025-09-30T00:00:00
| 946
|
excellent
| 94
| 29,806.17
| 15
| 0.34
| 2
|
prepaid
| true
| 45,710.51
|
low
|
CUST1163747
|
+2348068126368
|
MTN
| 2025-09-30T00:00:00
| 833
|
excellent
| 86
| 37,002.31
| 11
| 0.15
| 0
|
prepaid
| true
| 64,862
|
medium
|
CUST2720853
|
+2348025522953
|
Airtel
| 2025-09-30T00:00:00
| 300
|
poor
| 2
| 9,621.02
| 3
| 0.27
| 8
|
prepaid
| false
| 0
|
medium
|
CUST7600721
|
+2349063257545
|
MTN
| 2025-09-30T00:00:00
| 673
|
good
| 48
| 26,322.15
| 1
| 0.81
| 1
|
prepaid
| true
| 53,630.8
|
low
|
CUST6827362
|
+2347068416793
|
MTN
| 2025-09-30T00:00:00
| 722
|
good
| 26
| 44,614.46
| 19
| 0.82
| 2
|
prepaid
| true
| 87,104.44
|
low
|
CUST5162319
|
+2348068327720
|
MTN
| 2025-09-30T00:00:00
| 820
|
excellent
| 112
| 6,340.97
| 22
| 0.08
| 2
|
prepaid
| true
| 9,780.85
|
low
|
CUST8207354
|
+2347062467841
|
MTN
| 2025-09-30T00:00:00
| 752
|
good
| 98
| 3,219.03
| 6
| 0.55
| 0
|
prepaid
| true
| 5,552.46
|
low
|
CUST8586970
|
+2347013496122
|
Airtel
| 2025-09-30T00:00:00
| 698
|
good
| 8
| 30,190.97
| 17
| 0.89
| 1
|
prepaid
| true
| 65,812.73
|
low
|
CUST6218163
|
+2348114423079
|
Glo
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 109
| 18,253.52
| 30
| 0.2
| 1
|
prepaid
| true
| 47,301.57
|
low
|
CUST4808450
|
+2348096790687
|
9mobile
| 2025-09-30T00:00:00
| 875
|
excellent
| 100
| 6,663.16
| 9
| 0.87
| 1
|
prepaid
| true
| 18,409.53
|
low
|
CUST8491903
|
+2348076389699
|
Glo
| 2025-09-30T00:00:00
| 952
|
excellent
| 83
| 39,488.24
| 6
| 0.85
| 1
|
prepaid
| true
| 75,537.17
|
high
|
CUST4621119
|
+2348058923956
|
Glo
| 2025-09-30T00:00:00
| 452
|
poor
| 10
| 39,370.69
| 25
| 0
| 5
|
postpaid
| false
| 0
|
medium
|
CUST2436545
|
+2347083681964
|
Airtel
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 108
| 31,144.86
| 8
| 0.63
| 1
|
prepaid
| true
| 59,045.62
|
low
|
CUST4935970
|
+2349064456886
|
MTN
| 2025-09-30T00:00:00
| 854
|
excellent
| 45
| 10,349.96
| 26
| 0.92
| 0
|
prepaid
| true
| 12,819.29
|
low
|
CUST7324599
|
+2349067339386
|
MTN
| 2025-09-30T00:00:00
| 343
|
poor
| 20
| 49,331.01
| 5
| 0.09
| 4
|
prepaid
| false
| 0
|
low
|
CUST9335643
|
+2347058920567
|
Glo
| 2025-09-30T00:00:00
| 765
|
good
| 49
| 15,552.4
| 13
| 0.69
| 1
|
prepaid
| true
| 27,960.85
|
medium
|
CUST3587333
|
+2348159453914
|
Glo
| 2025-09-30T00:00:00
| 1,000
|
excellent
| 85
| 42,500.21
| 28
| 0.41
| 1
|
prepaid
| true
| 102,749.35
|
low
|
CUST8901021
|
+2347054585048
|
Glo
| 2025-09-30T00:00:00
| 842
|
excellent
| 39
| 22,199.49
| 15
| 0.92
| 2
|
prepaid
| true
| 31,349.25
|
high
|
CUST3394975
|
+2347053159959
|
Glo
| 2025-09-30T00:00:00
| 890
|
excellent
| 97
| 14,527.92
| 11
| 0.34
| 0
|
prepaid
| true
| 21,992.33
|
low
|
CUST5233237
|
+2349090623322
|
9mobile
| 2025-09-30T00:00:00
| 756
|
good
| 54
| 43,823.57
| 9
| 0.75
| 0
|
prepaid
| true
| 86,111.7
|
high
|
CUST6733253
|
+2348085031340
|
Airtel
| 2025-09-30T00:00:00
| 940
|
excellent
| 89
| 45,206.77
| 6
| 0.64
| 2
|
prepaid
| true
| 101,631.95
|
medium
|
CUST8821176
|
+2348119572398
|
Glo
| 2025-09-30T00:00:00
| 817
|
excellent
| 37
| 33,447.09
| 21
| 0.62
| 1
|
prepaid
| true
| 62,121.79
|
medium
|
CUST2094719
|
+2347031826451
|
MTN
| 2025-09-30T00:00:00
| 859
|
excellent
| 115
| 3,898.9
| 9
| 0.5
| 2
|
prepaid
| true
| 6,331.12
|
low
|
CUST6115794
|
+2347083887426
|
Airtel
| 2025-09-30T00:00:00
| 596
|
fair
| 15
| 43,527.12
| 21
| 0.22
| 5
|
prepaid
| false
| 0
|
high
|
CUST7613949
|
+2349023237767
|
Airtel
| 2025-09-30T00:00:00
| 601
|
fair
| 71
| 1,432.31
| 17
| 0.37
| 10
|
postpaid
| false
| 0
|
high
|
CUST4916792
|
+2348037680731
|
MTN
| 2025-09-30T00:00:00
| 766
|
good
| 62
| 2,678.96
| 26
| 0.71
| 2
|
prepaid
| true
| 5,008.01
|
low
|
CUST8509922
|
+2348136907966
|
MTN
| 2025-09-30T00:00:00
| 578
|
fair
| 49
| 10,256.96
| 4
| 0.73
| 4
|
prepaid
| false
| 0
|
high
|
CUST4220342
|
+2348114559985
|
Glo
| 2025-09-30T00:00:00
| 802
|
excellent
| 62
| 22,265.25
| 8
| 0.65
| 0
|
prepaid
| true
| 44,848.41
|
low
|
CUST7826305
|
+2349066801269
|
MTN
| 2025-09-30T00:00:00
| 461
|
poor
| 28
| 28,682.19
| 9
| 0.1
| 7
|
prepaid
| false
| 0
|
high
|
CUST5250467
|
+2348092163120
|
9mobile
| 2025-09-30T00:00:00
| 888
|
excellent
| 29
| 31,470.52
| 28
| 0.88
| 1
|
postpaid
| true
| 36,404.45
|
medium
|
CUST6547951
|
+2348157679295
|
Glo
| 2025-09-30T00:00:00
| 719
|
good
| 97
| 42,614.61
| 4
| 0.05
| 1
|
prepaid
| true
| 50,288.72
|
low
|
CUST3518060
|
+2348174107909
|
9mobile
| 2025-09-30T00:00:00
| 605
|
fair
| 53
| 8,867.84
| 2
| 0.6
| 10
|
prepaid
| false
| 0
|
high
|
CUST4864264
|
+2347015103677
|
Airtel
| 2025-09-30T00:00:00
| 958
|
excellent
| 78
| 34,199.36
| 18
| 0.52
| 1
|
prepaid
| true
| 47,535.48
|
medium
|
CUST2529096
|
+2349032514160
|
MTN
| 2025-09-30T00:00:00
| 933
|
excellent
| 39
| 21,293
| 30
| 0.96
| 1
|
prepaid
| true
| 59,644.14
|
high
|
CUST8960913
|
+2349063074062
|
MTN
| 2025-09-30T00:00:00
| 971
|
excellent
| 99
| 42,856.49
| 25
| 0.16
| 1
|
prepaid
| true
| 92,876.56
|
low
|
CUST5942969
|
+2348188213967
|
9mobile
| 2025-09-30T00:00:00
| 708
|
good
| 75
| 4,373.14
| 6
| 0.88
| 0
|
prepaid
| true
| 13,111.74
|
medium
|
CUST4941115
|
+2347061140457
|
MTN
| 2025-09-30T00:00:00
| 985
|
excellent
| 115
| 22,528.54
| 13
| 0.14
| 0
|
prepaid
| true
| 67,043.1
|
low
|
CUST1839020
|
+2348134032112
|
MTN
| 2025-09-30T00:00:00
| 743
|
good
| 26
| 43,043.63
| 28
| 0.58
| 1
|
prepaid
| true
| 125,061.93
|
low
|
End of preview. Expand
in Data Studio
Telecom Credit Scoring Data
Dataset Description
Credit worthiness assessment based on telecom usage and payment behavior
Dataset Information
- Category: Financial and Fraud
- Format: CSV, Parquet
- Rows: 500,000
- Columns: 15
- Date Generated: 2025-10-05
- Location:
data/telecom_credit_scoring_data/
Schema
| Column | Type | Sample Values |
|---|---|---|
customer_id |
String | CUST7884214 |
phone_number |
String | +2348188064475 |
operator |
String | 9mobile |
assessment_date |
Datetime | 2025-09-30 00:00:00 |
credit_score |
Integer | 766 |
credit_rating |
String | good |
tenure_months |
Integer | 47 |
avg_monthly_spend_ngn |
Float | 38033.69 |
recharge_frequency_per_month |
Integer | 19 |
payment_consistency_score |
Float | 0.61 |
late_payment_count |
Integer | 1 |
account_type |
String | prepaid |
loan_eligibility |
Boolean | True |
max_loan_amount_ngn |
Float | 62311.73 |
default_risk |
String | low |
Sample Data
customer_id phone_number operator assessment_date credit_score credit_rating tenure_months avg_monthly_spend_ngn recharge_frequency_per_month payment_consistency_score late_payment_count account_type loan_eligibility max_loan_amount_ngn default_risk
CUST7884214 +2348188064475 9mobile 2025-09-30 766 good 47 38033.69 19 0.61 1 prepaid True 62311.73 low
CUST9262918 +2347037995775 MTN 2025-09-30 508 fair 51 4681.59 6 0.60 1 prepaid False 0.00 low
CUST2670942 +2348177270309 9mobile 2025-09-30 1000 excellent 114 37461.29 24 0.12 2 prepaid True 47919.34 medium
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/telecom_credit_scoring_data/telecom_credit_scoring_data.csv
Parquet (Recommended)
data/telecom_credit_scoring_data/telecom_credit_scoring_data.parquet
Loading the Dataset
Python (Pandas)
import pandas as pd
# Load CSV
df = pd.read_csv('data/telecom_credit_scoring_data/telecom_credit_scoring_data.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/telecom_credit_scoring_data/telecom_credit_scoring_data.parquet')
Python (PyArrow)
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/telecom_credit_scoring_data/telecom_credit_scoring_data.parquet')
df = table.to_pandas()
License
MIT License - For educational and research purposes
Citation
Nigerian Telecom Datasets - Telecom Credit Scoring Data
Generated: 2025-10-05
Category: Financial and Fraud
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.
- Downloads last month
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Size of downloaded dataset files:
16.8 MB
Size of the auto-converted Parquet files:
16.8 MB
Number of rows:
500,000