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
CUST7382968
+2349015189688
Airtel
2025-09-30T00:00:00
1,000
excellent
112
22,582.03
28
0.03
2
prepaid
true
23,484.56
low
CUST9865987
+2348116890705
Glo
2025-09-30T00:00:00
377
poor
27
7,020.06
11
0.1
6
prepaid
false
0
low
CUST4642954
+2348174199635
9mobile
2025-09-30T00:00:00
901
excellent
44
41,031.69
28
0.79
0
prepaid
true
122,814.08
low
CUST6297867
+2347067753003
MTN
2025-09-30T00:00:00
616
fair
30
30,251.22
8
0.5
1
postpaid
false
0
medium
CUST8765077
+2349078496549
Airtel
2025-09-30T00:00:00
736
good
78
26,288.42
6
0.34
0
prepaid
true
73,980.7
low
CUST3620310
+2349079536335
Airtel
2025-09-30T00:00:00
750
good
51
12,939.87
16
0.61
0
postpaid
true
21,444.12
low
CUST4925932
+2347051711716
Glo
2025-09-30T00:00:00
748
good
54
14,164.08
26
0.31
1
postpaid
true
22,844.16
medium
CUST7192881
+2349089925990
9mobile
2025-09-30T00:00:00
953
excellent
77
41,092.17
11
0.84
2
prepaid
true
42,945.7
low
CUST3156467
+2347051630761
Glo
2025-09-30T00:00:00
970
excellent
81
33,834.7
24
0.5
1
prepaid
true
41,422.89
low
CUST8177864
+2348164482533
MTN
2025-09-30T00:00:00
1,000
excellent
113
41,955.24
19
0.31
2
prepaid
true
89,169.89
medium
CUST2411273
+2349037458165
MTN
2025-09-30T00:00:00
1,000
excellent
87
18,743.95
15
0.9
2
prepaid
true
33,209.21
low
CUST4208157
+2347056013964
Glo
2025-09-30T00:00:00
790
good
51
38,693.48
26
0.36
1
prepaid
true
70,454.78
low
CUST3388967
+2347051452895
Glo
2025-09-30T00:00:00
789
good
72
42,860.94
18
0.12
0
prepaid
true
94,078.89
low
CUST5836232
+2348119546091
Glo
2025-09-30T00:00:00
935
excellent
103
37,159.08
4
0.53
0
prepaid
true
76,316.54
low
CUST9060130
+2348055864597
Glo
2025-09-30T00:00:00
929
excellent
115
32,889.59
3
0.42
2
prepaid
true
90,443.44
medium
CUST1624056
+2348061955686
MTN
2025-09-30T00:00:00
666
good
31
47,739.92
7
0.7
1
prepaid
true
119,283.81
low
CUST8752936
+2348059076013
Glo
2025-09-30T00:00:00
790
good
11
32,488.57
20
0.96
2
prepaid
true
69,044.36
high
CUST7195171
+2348039617872
MTN
2025-09-30T00:00:00
625
fair
13
4,357.56
18
0.98
4
prepaid
false
0
low
CUST9966940
+2348118702937
Glo
2025-09-30T00:00:00
463
poor
11
1,791.57
6
0.96
7
prepaid
false
0
low
CUST4370131
+2349038500990
MTN
2025-09-30T00:00:00
859
excellent
71
28,216.88
29
0.07
2
prepaid
true
40,103.72
low
CUST5611264
+2349054425148
Glo
2025-09-30T00:00:00
862
excellent
80
25,214.51
10
0.58
0
postpaid
true
42,709.66
low
CUST7484779
+2347052861646
Glo
2025-09-30T00:00:00
676
good
20
8,148.24
21
0.8
2
postpaid
true
19,994.7
low
CUST3358716
+2348038013833
MTN
2025-09-30T00:00:00
616
fair
41
8,575.98
2
0.94
4
prepaid
false
0
high
CUST6294619
+2348148519013
MTN
2025-09-30T00:00:00
1,000
excellent
62
46,252.39
29
0.72
1
postpaid
true
111,749.44
medium
CUST9435595
+2348020776945
Airtel
2025-09-30T00:00:00
1,000
excellent
80
33,908.3
26
0.84
2
postpaid
true
46,966.33
medium
CUST3500797
+2349067019303
MTN
2025-09-30T00:00:00
1,000
excellent
82
23,718.58
25
0.88
2
prepaid
true
45,768.69
medium
CUST2654908
+2349020422702
Airtel
2025-09-30T00:00:00
639
fair
28
34,412.34
25
0.09
10
prepaid
false
0
high
CUST1694891
+2348052362994
Glo
2025-09-30T00:00:00
715
good
22
33,485.4
21
0.57
2
prepaid
true
45,927.71
low
CUST1451417
+2349026258616
Airtel
2025-09-30T00:00:00
923
excellent
83
15,538.17
27
0.23
0
prepaid
true
45,945.07
medium
CUST9965648
+2349093313300
9mobile
2025-09-30T00:00:00
1,000
excellent
106
42,875.77
21
0.18
0
prepaid
true
83,313.49
medium
CUST3476635
+2348025668328
Airtel
2025-09-30T00:00:00
740
good
52
34,611.13
21
0.37
0
prepaid
true
76,538.25
low
CUST6610214
+2348137921867
MTN
2025-09-30T00:00:00
874
excellent
91
5,792.29
30
0.08
1
prepaid
true
6,256.58
low
CUST7475110
+2347060696722
MTN
2025-09-30T00:00:00
1,000
excellent
99
24,071.02
18
0.94
1
prepaid
true
30,407.17
low
CUST9855286
+2349010424457
Airtel
2025-09-30T00:00:00
1,000
excellent
100
34,631.84
20
0.97
1
postpaid
true
58,317.53
medium
CUST1575317
+2348180422842
9mobile
2025-09-30T00:00:00
824
excellent
91
8,428.75
28
0.15
0
prepaid
true
10,460.8
low
CUST7160305
+2348174939007
9mobile
2025-09-30T00:00:00
1,000
excellent
103
37,680.06
20
0.37
0
prepaid
true
107,948.83
low
CUST7043326
+2348115280221
Glo
2025-09-30T00:00:00
942
excellent
82
47,170.96
13
0.71
1
prepaid
true
122,566.79
medium
CUST2025534
+2348137605554
MTN
2025-09-30T00:00:00
576
fair
93
4,628.33
6
0.18
1
prepaid
false
0
medium
CUST6965441
+2349066612874
MTN
2025-09-30T00:00:00
705
good
68
2,255.61
21
0.56
1
postpaid
true
6,761.56
low
CUST4270876
+2347052005844
Glo
2025-09-30T00:00:00
985
excellent
98
30,505.12
20
0.34
1
prepaid
true
31,158.55
low
CUST9682099
+2348052086273
Glo
2025-09-30T00:00:00
605
fair
10
20,471.65
17
0.77
7
prepaid
false
0
high
CUST2934463
+2347085584560
Airtel
2025-09-30T00:00:00
696
good
12
20,567.31
11
1
1
prepaid
true
41,700.18
low
CUST6792627
+2348141892843
MTN
2025-09-30T00:00:00
804
excellent
71
21,539.81
4
0.76
0
prepaid
true
41,734.12
medium
CUST9207555
+2348129258102
Airtel
2025-09-30T00:00:00
438
poor
60
13,545.37
2
0.07
5
prepaid
false
0
high
CUST6009012
+2348089439541
Airtel
2025-09-30T00:00:00
830
excellent
84
43,952.05
24
0.04
2
prepaid
true
83,005.54
low
CUST3698451
+2347083632080
Airtel
2025-09-30T00:00:00
545
fair
49
7,524.92
8
0.43
7
prepaid
false
0
low
CUST9515474
+2348075336593
Glo
2025-09-30T00:00:00
916
excellent
96
45,793.86
4
0.74
0
prepaid
true
66,748.35
low
CUST8590343
+2349016808107
Airtel
2025-09-30T00:00:00
987
excellent
73
43,930.88
14
0.84
2
prepaid
true
49,146.44
medium
CUST6996402
+2347033928543
MTN
2025-09-30T00:00:00
684
good
34
20,458.58
19
0.51
1
prepaid
true
39,630.36
medium
CUST6992371
+2348066422606
MTN
2025-09-30T00:00:00
957
excellent
89
40,549.56
3
0.97
1
prepaid
true
67,815.73
low
CUST9876308
+2348122587336
Airtel
2025-09-30T00:00:00
840
excellent
20
21,005.81
28
0.75
1
prepaid
true
60,800.71
low
CUST5891690
+2347039500870
MTN
2025-09-30T00:00:00
1,000
excellent
120
5,273.9
29
0.36
1
prepaid
true
9,503.03
low
CUST2795125
+2348136300778
MTN
2025-09-30T00:00:00
642
fair
34
47,843.03
17
0.4
0
prepaid
false
0
high
CUST1947059
+2348082780561
Airtel
2025-09-30T00:00:00
855
excellent
85
12,459.9
9
0.6
0
prepaid
true
23,703.92
low
CUST9656362
+2348152752887
Glo
2025-09-30T00:00:00
511
fair
41
6,268.03
24
0.11
9
prepaid
false
0
high
CUST7872035
+2347051388602
Glo
2025-09-30T00:00:00
507
fair
4
30,043.96
15
0.56
4
prepaid
false
0
medium
CUST8968933
+2349067458853
MTN
2025-09-30T00:00:00
569
fair
24
2,293.86
18
0.84
10
prepaid
false
0
high
CUST4203330
+2348099579110
9mobile
2025-09-30T00:00:00
706
good
23
20,349.05
23
0.48
1
prepaid
true
36,471.74
low
CUST8702097
+2348051833956
Glo
2025-09-30T00:00:00
1,000
excellent
72
6,071.74
30
0.98
1
prepaid
true
9,577.29
medium
CUST9758057
+2348080760238
Airtel
2025-09-30T00:00:00
667
good
79
26,439.53
1
0.15
1
prepaid
true
41,446.33
low
CUST6911405
+2347039426805
MTN
2025-09-30T00:00:00
622
fair
25
9,670.04
24
0.56
9
prepaid
false
0
high
CUST3757079
+2347067270008
MTN
2025-09-30T00:00:00
1,000
excellent
82
22,838.95
18
0.94
1
postpaid
true
60,817.42
high
CUST3681913
+2349055702166
Glo
2025-09-30T00:00:00
798
good
55
47,390.73
8
0.7
2
prepaid
true
139,225.42
low
CUST7843394
+2347031455414
MTN
2025-09-30T00:00:00
697
good
22
38,998.73
30
0.26
2
postpaid
true
77,420.35
low
CUST7590144
+2348160539250
MTN
2025-09-30T00:00:00
746
good
30
23,997.08
11
0.82
2
prepaid
true
25,763.67
low
CUST9156150
+2348107131812
MTN
2025-09-30T00:00:00
658
good
31
14,305.72
14
0.75
2
prepaid
true
16,049.45
low
CUST7468156
+2348110614608
Glo
2025-09-30T00:00:00
677
good
48
12,805.66
13
0.48
1
prepaid
true
34,566.86
low
CUST9826867
+2348130564361
MTN
2025-09-30T00:00:00
805
excellent
73
35,420.62
8
0.58
1
prepaid
true
85,562.59
low
CUST7050619
+2348178742972
9mobile
2025-09-30T00:00:00
473
poor
31
11,597.75
4
0.51
0
prepaid
false
0
high
CUST3929503
+2348085761236
Airtel
2025-09-30T00:00:00
786
good
44
19,198.89
15
0.86
0
postpaid
true
32,972.5
low
CUST4501468
+2349017132795
Airtel
2025-09-30T00:00:00
1,000
excellent
85
20,657.33
16
0.9
0
prepaid
true
23,983.49
low
CUST2076026
+2348104407423
MTN
2025-09-30T00:00:00
589
fair
39
5,368.04
20
0.62
1
prepaid
false
0
medium
CUST4251524
+2348159529243
Glo
2025-09-30T00:00:00
970
excellent
73
30,335.93
23
0.45
1
prepaid
true
60,472.72
medium
CUST2964372
+2348119585056
Glo
2025-09-30T00:00:00
1,000
excellent
84
43,552.94
24
0.79
2
prepaid
true
56,927.43
low
CUST1362278
+2348164114243
MTN
2025-09-30T00:00:00
1,000
excellent
112
18,615.77
12
0.47
0
prepaid
true
35,792.45
medium
CUST9443207
+2348122177624
Airtel
2025-09-30T00:00:00
894
excellent
120
39,453.51
10
0.08
0
prepaid
true
108,703.54
high
CUST9442848
+2349052948170
Glo
2025-09-30T00:00:00
622
fair
35
35,013.25
9
0.38
0
prepaid
false
0
low
CUST5205428
+2348031110924
MTN
2025-09-30T00:00:00
738
good
83
34,750.48
9
0.26
2
prepaid
true
39,745.23
medium
CUST7359706
+2348032876707
MTN
2025-09-30T00:00:00
693
good
4
48,703.29
23
0.65
0
prepaid
true
119,912.78
low
CUST2088562
+2348160332317
MTN
2025-09-30T00:00:00
767
good
104
1,506.44
14
0.39
1
prepaid
true
2,184.75
medium
CUST1955470
+2349077713583
Airtel
2025-09-30T00:00:00
1,000
excellent
120
33,169.01
30
0.67
0
prepaid
true
78,468.58
low
CUST1281922
+2348050839229
Glo
2025-09-30T00:00:00
813
excellent
61
44,236.29
26
0.12
2
postpaid
true
71,255.3
low
CUST5290306
+2348083660775
Airtel
2025-09-30T00:00:00
1,000
excellent
102
33,634.83
20
0.89
0
prepaid
true
34,735.87
high
CUST7634334
+2347033417938
MTN
2025-09-30T00:00:00
519
fair
43
17,200.93
5
0.26
0
prepaid
false
0
low
CUST5992706
+2348139368640
MTN
2025-09-30T00:00:00
769
good
50
21,859.46
14
0.57
2
prepaid
true
50,991.14
medium
CUST9266113
+2348134028458
MTN
2025-09-30T00:00:00
601
fair
70
23,933.96
2
0.18
0
prepaid
false
0
high
CUST6681794
+2349084837126
9mobile
2025-09-30T00:00:00
854
excellent
30
47,592.45
18
0.95
0
prepaid
true
109,744.32
low
CUST8934152
+2347083287473
Airtel
2025-09-30T00:00:00
688
good
26
39,721.93
19
0.54
0
prepaid
true
64,617.86
low
CUST3708074
+2347038242610
MTN
2025-09-30T00:00:00
724
good
40
43,524.86
15
0.58
0
prepaid
true
59,498.8
low
CUST8374005
+2347052495681
Glo
2025-09-30T00:00:00
1,000
excellent
116
35,778.36
29
0.89
1
prepaid
true
51,976.01
low
CUST6436108
+2349064668442
MTN
2025-09-30T00:00:00
476
poor
17
1,095.16
11
0.83
0
prepaid
false
0
medium
CUST7435299
+2348151874657
Glo
2025-09-30T00:00:00
748
good
61
28,024.12
13
0.47
1
prepaid
true
64,154.75
low
CUST4377296
+2348036313477
MTN
2025-09-30T00:00:00
542
fair
53
37,768.02
5
0.12
1
prepaid
false
0
high
CUST6116731
+2348137754768
MTN
2025-09-30T00:00:00
648
fair
29
2,919.25
23
0.78
0
prepaid
false
0
low
CUST4524409
+2347065197827
MTN
2025-09-30T00:00:00
705
good
37
16,477.88
30
0.05
2
postpaid
true
22,840.42
low
CUST8186169
+2348141994176
MTN
2025-09-30T00:00:00
566
fair
13
43,284.3
12
0.47
7
prepaid
false
0
low
CUST3244911
+2348074170544
Glo
2025-09-30T00:00:00
685
good
63
41,800.83
19
0.03
1
prepaid
true
113,539.87
low
CUST2256621
+2348066382731
MTN
2025-09-30T00:00:00
844
excellent
88
49,922.24
4
0.61
1
prepaid
true
52,949.42
high
CUST1129266
+2347011930784
Airtel
2025-09-30T00:00:00
516
fair
11
48,358.46
22
0.2
9
prepaid
false
0
high
CUST9927081
+2347062680383
MTN
2025-09-30T00:00:00
553
fair
20
44,153.07
23
0.09
3
prepaid
false
0
high