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
CUST6928810
+2349073771761
Airtel
2025-09-30T00:00:00
613
fair
31
25,560.04
11
0.63
3
prepaid
false
0
high
CUST8887191
+2348021386103
Airtel
2025-09-30T00:00:00
924
excellent
115
37,129.56
5
0.47
1
prepaid
true
63,992.37
low
CUST4633933
+2348134555557
MTN
2025-09-30T00:00:00
727
good
54
3,402.75
27
0.49
2
postpaid
true
5,961.69
low
CUST2462212
+2348110512250
Glo
2025-09-30T00:00:00
1,000
excellent
104
39,063.36
17
0.59
1
prepaid
true
78,504.09
high
CUST7839724
+2348118236490
Glo
2025-09-30T00:00:00
1,000
excellent
77
22,800.67
27
0.36
0
prepaid
true
60,770.88
low
CUST2564469
+2347055308545
Glo
2025-09-30T00:00:00
1,000
excellent
74
14,869.78
20
0.82
2
prepaid
true
38,471.21
low
CUST2950292
+2348163082353
MTN
2025-09-30T00:00:00
999
excellent
119
2,590.52
5
0.99
2
prepaid
true
4,917.31
medium
CUST2953860
+2349027812002
Airtel
2025-09-30T00:00:00
737
good
85
11,179.94
22
0.1
0
prepaid
true
29,875.72
low
CUST1161388
+2347035540036
MTN
2025-09-30T00:00:00
948
excellent
104
25,924.38
11
0.49
0
prepaid
true
77,665.49
low
CUST9804395
+2348180249635
9mobile
2025-09-30T00:00:00
416
poor
19
16,177.19
8
0.31
4
prepaid
false
0
medium
CUST3792239
+2347056897447
Glo
2025-09-30T00:00:00
995
excellent
104
40,775.11
14
0.42
2
prepaid
true
71,777.74
low
CUST2893095
+2348068476689
MTN
2025-09-30T00:00:00
570
fair
21
35,671.86
9
0.69
0
prepaid
false
0
high
CUST9966446
+2348050954390
Glo
2025-09-30T00:00:00
410
poor
35
6,234.33
12
0.23
2
prepaid
false
0
low
CUST1871567
+2347087989746
Airtel
2025-09-30T00:00:00
677
good
10
34,144.41
28
0.58
1
prepaid
true
70,357.86
low
CUST6405674
+2348061234268
MTN
2025-09-30T00:00:00
369
poor
23
15,865.85
7
0.01
7
prepaid
false
0
low
CUST1794099
+2348186084650
9mobile
2025-09-30T00:00:00
954
excellent
109
18,068.86
16
0.09
2
prepaid
true
54,080
low
CUST1280938
+2347085068467
Airtel
2025-09-30T00:00:00
615
fair
13
25,664.97
10
0.94
2
prepaid
false
0
high
CUST2210763
+2348187769510
9mobile
2025-09-30T00:00:00
553
fair
37
24,116.88
9
0.29
9
prepaid
false
0
high
CUST2981628
+2348080044976
Airtel
2025-09-30T00:00:00
690
good
33
44,973.4
10
0.86
0
prepaid
true
116,919.86
low
CUST1296509
+2348033450313
MTN
2025-09-30T00:00:00
472
poor
2
31,788.9
4
0.86
6
prepaid
false
0
medium
CUST3345266
+2349072159800
Airtel
2025-09-30T00:00:00
801
excellent
47
13,124.29
18
0.82
1
prepaid
true
25,472.51
low
CUST5726904
+2348057431251
Glo
2025-09-30T00:00:00
437
poor
5
16,027.82
25
0.17
7
prepaid
false
0
high
CUST3079848
+2348179880317
9mobile
2025-09-30T00:00:00
1,000
excellent
118
29,634.37
23
0.77
0
postpaid
true
77,559.81
low
CUST9747418
+2348029927053
Airtel
2025-09-30T00:00:00
1,000
excellent
81
45,054.5
16
0.84
2
postpaid
true
92,362.32
high
CUST5320794
+2349021069528
Airtel
2025-09-30T00:00:00
1,000
excellent
109
16,089.95
29
0.83
1
prepaid
true
16,724.26
low
CUST6242536
+2348131265898
MTN
2025-09-30T00:00:00
547
fair
30
46,987.81
6
0.45
1
prepaid
false
0
high
CUST6552031
+2348128142340
Airtel
2025-09-30T00:00:00
1,000
excellent
96
47,633.17
28
0.59
1
prepaid
true
129,808.57
medium
CUST2754735
+2348172590097
9mobile
2025-09-30T00:00:00
703
good
76
39,299.7
1
0.24
1
prepaid
true
52,735.24
low
CUST7339748
+2349085675673
9mobile
2025-09-30T00:00:00
908
excellent
104
34,865.73
8
0.23
1
prepaid
true
61,478.14
medium
CUST2822579
+2349053043082
Glo
2025-09-30T00:00:00
345
poor
20
5,004.48
14
0.16
7
prepaid
false
0
low
CUST4561127
+2348053560727
Glo
2025-09-30T00:00:00
986
excellent
84
18,198.8
24
0.6
2
prepaid
true
50,990.61
medium
CUST9526336
+2348034974405
MTN
2025-09-30T00:00:00
806
excellent
59
12,494.65
14
0.87
2
postpaid
true
28,631.53
low
CUST9532117
+2348154013867
Glo
2025-09-30T00:00:00
667
good
25
19,178.98
26
0.2
1
prepaid
true
20,682.12
low
CUST1184759
+2349099212104
9mobile
2025-09-30T00:00:00
788
good
91
27,774.19
1
0.27
2
prepaid
true
48,616.48
low
CUST5616848
+2348062609334
MTN
2025-09-30T00:00:00
958
excellent
77
9,421.71
23
0.67
0
postpaid
true
10,628.36
low
CUST4343941
+2349011800811
Airtel
2025-09-30T00:00:00
562
fair
30
34,414.68
22
0.11
6
prepaid
false
0
high
CUST3099057
+2349053541608
Glo
2025-09-30T00:00:00
605
fair
23
935.27
24
0.66
7
postpaid
false
0
high
CUST2498969
+2348075421867
Glo
2025-09-30T00:00:00
1,000
excellent
109
18,950.93
14
0.53
2
prepaid
true
41,156.56
medium
CUST7529997
+2348027996407
Airtel
2025-09-30T00:00:00
583
fair
16
18,397.91
22
0.48
0
prepaid
false
0
high
CUST3658281
+2347012042695
Airtel
2025-09-30T00:00:00
862
excellent
72
10,253.94
28
0.52
0
postpaid
true
10,925.84
low
CUST3982896
+2348035477663
MTN
2025-09-30T00:00:00
747
good
68
9,650.89
14
0.45
2
prepaid
true
28,651.1
low
CUST2378914
+2348024437104
Airtel
2025-09-30T00:00:00
867
excellent
86
14,684.54
4
0.9
2
prepaid
true
30,591.24
low
CUST7668778
+2349011734185
Airtel
2025-09-30T00:00:00
1,000
excellent
83
27,149.33
10
0.85
1
prepaid
true
65,767.6
low
CUST2822854
+2349075924732
Airtel
2025-09-30T00:00:00
443
poor
44
22,420.96
3
0.03
7
prepaid
false
0
high
CUST8590133
+2349023944239
Airtel
2025-09-30T00:00:00
966
excellent
105
6,886.5
6
0.89
2
prepaid
true
10,777.93
high
CUST7258868
+2348118898600
Glo
2025-09-30T00:00:00
873
excellent
53
42,008.59
26
0.45
1
prepaid
true
87,389.51
low
CUST7817201
+2347053490327
Glo
2025-09-30T00:00:00
646
fair
16
42,464.94
29
0.35
1
prepaid
false
0
high
CUST9611784
+2348152873425
Glo
2025-09-30T00:00:00
624
fair
29
3,324.76
19
0.97
9
postpaid
false
0
high
CUST6790777
+2349054764154
Glo
2025-09-30T00:00:00
971
excellent
102
38,033.89
1
0.83
2
prepaid
true
39,195.32
low
CUST6318890
+2348059721588
Glo
2025-09-30T00:00:00
770
good
84
18,253.63
13
0.01
1
prepaid
true
54,383.84
low
CUST4953016
+2348138568288
MTN
2025-09-30T00:00:00
610
fair
61
7,948.58
9
0.32
3
postpaid
false
0
high
CUST8901018
+2348092341265
9mobile
2025-09-30T00:00:00
594
fair
24
46,052.91
7
0.74
8
prepaid
false
0
high
CUST3235809
+2347016402754
Airtel
2025-09-30T00:00:00
566
fair
5
48,162.24
16
0.5
9
postpaid
false
0
medium
CUST1469943
+2348158762706
Glo
2025-09-30T00:00:00
738
good
54
14,475.85
12
0.63
1
prepaid
true
39,370.66
medium
CUST6422686
+2348109445611
MTN
2025-09-30T00:00:00
635
fair
82
11,291.62
3
0.41
5
prepaid
false
0
low
CUST8201925
+2347033460420
MTN
2025-09-30T00:00:00
679
good
26
46,688.3
19
0.68
1
prepaid
true
100,275.07
low
CUST5922465
+2347031700977
MTN
2025-09-30T00:00:00
1,000
excellent
79
29,982.87
28
0.8
2
prepaid
true
38,783.85
low
CUST8872398
+2349059719830
Glo
2025-09-30T00:00:00
1,000
excellent
76
35,740.79
12
0.9
0
prepaid
true
67,092.38
low
CUST1103750
+2347067038416
MTN
2025-09-30T00:00:00
953
excellent
96
45,472.67
4
0.9
1
prepaid
true
62,795.36
low
CUST2042604
+2349099457008
9mobile
2025-09-30T00:00:00
823
excellent
97
16,852.55
4
0.46
1
postpaid
true
17,568.52
low
CUST3392827
+2347037815041
MTN
2025-09-30T00:00:00
501
fair
10
49,293.33
25
0.12
10
prepaid
false
0
high
CUST8259950
+2349058305372
Glo
2025-09-30T00:00:00
1,000
excellent
108
48,359.57
18
0.4
0
prepaid
true
140,749.05
medium
CUST8795641
+2348188229308
9mobile
2025-09-30T00:00:00
449
poor
6
42,449.31
23
0.05
7
prepaid
false
0
low
CUST4238074
+2348167306062
MTN
2025-09-30T00:00:00
631
fair
8
43,795.54
16
0.85
3
prepaid
false
0
high
CUST2647508
+2347085555251
Airtel
2025-09-30T00:00:00
868
excellent
83
5,304.22
15
0.77
0
postpaid
true
6,933.6
low
CUST1266165
+2349085516164
9mobile
2025-09-30T00:00:00
300
poor
22
4,742.63
5
0.06
0
prepaid
false
0
high
CUST5977907
+2349014644520
Airtel
2025-09-30T00:00:00
623
fair
28
36,114.31
10
0.58
5
prepaid
false
0
high
CUST5463138
+2348111074552
Glo
2025-09-30T00:00:00
766
good
49
36,401.32
10
0.84
0
postpaid
true
57,327.64
medium
CUST4386089
+2349012828185
Airtel
2025-09-30T00:00:00
704
good
99
11,867.07
3
0.3
0
prepaid
true
15,918.59
low
CUST9897958
+2348073541461
Glo
2025-09-30T00:00:00
825
excellent
73
18,789.72
4
0.74
1
postpaid
true
40,933.17
low
CUST1197493
+2349023154031
Airtel
2025-09-30T00:00:00
836
excellent
118
48,168.93
4
0.02
2
prepaid
true
110,714.42
high
CUST2019518
+2348025306576
Airtel
2025-09-30T00:00:00
601
fair
2
41,223.27
15
0.85
5
prepaid
false
0
medium
CUST9531761
+2347067658945
MTN
2025-09-30T00:00:00
588
fair
5
15,736.22
28
0.51
8
postpaid
false
0
low
CUST8847509
+2349066948501
MTN
2025-09-30T00:00:00
726
good
30
17,675.9
13
1
0
postpaid
true
35,533.05
low
CUST3874001
+2347056047897
Glo
2025-09-30T00:00:00
811
excellent
59
23,172.66
30
0.21
0
prepaid
true
61,986.05
low
CUST2234782
+2348155776651
Glo
2025-09-30T00:00:00
487
poor
7
40,408.95
13
0.3
7
prepaid
false
0
medium
CUST4764756
+2349056551174
Glo
2025-09-30T00:00:00
1,000
excellent
119
39,772.15
29
0.65
0
prepaid
true
114,610.45
high
CUST7123743
+2348160106330
MTN
2025-09-30T00:00:00
751
good
58
24,325.11
12
0.34
2
prepaid
true
27,190.59
low
CUST8462190
+2348132441004
MTN
2025-09-30T00:00:00
884
excellent
109
853.52
27
0.15
2
prepaid
true
1,622.59
medium
CUST4741002
+2349073904496
Airtel
2025-09-30T00:00:00
812
excellent
52
8,110.24
28
0.51
1
prepaid
true
11,603.73
low
CUST9961003
+2348080747907
Airtel
2025-09-30T00:00:00
792
good
27
16,430.74
21
0.96
2
prepaid
true
16,595.46
low
CUST1505152
+2349080664427
9mobile
2025-09-30T00:00:00
968
excellent
102
9,376.93
4
0.98
0
postpaid
true
25,855.52
low
CUST2856097
+2348127075893
Airtel
2025-09-30T00:00:00
1,000
excellent
71
43,642.05
30
0.85
0
prepaid
true
128,344.3
medium
CUST2291303
+2348172579841
9mobile
2025-09-30T00:00:00
656
good
95
4,167.92
16
0.04
2
prepaid
true
8,610.36
medium
CUST2479098
+2348062585255
MTN
2025-09-30T00:00:00
510
fair
14
42,929.81
14
0.49
4
prepaid
false
0
high
CUST6583005
+2348146020324
MTN
2025-09-30T00:00:00
801
excellent
87
39,002.1
2
0.51
1
postpaid
true
93,568.88
low
CUST9271000
+2349037142826
MTN
2025-09-30T00:00:00
1,000
excellent
79
37,812.58
22
0.68
0
prepaid
true
39,862.87
high
CUST4677496
+2348138437437
MTN
2025-09-30T00:00:00
925
excellent
38
32,742.71
21
0.93
1
postpaid
true
69,056.22
low
CUST3638849
+2347016752966
Airtel
2025-09-30T00:00:00
555
fair
44
38,449.53
17
0.04
5
prepaid
false
0
high
CUST9095885
+2348158815601
Glo
2025-09-30T00:00:00
906
excellent
78
13,918.3
24
0.48
2
prepaid
true
16,778.78
low
CUST8744967
+2348058039022
Glo
2025-09-30T00:00:00
817
excellent
54
21,794.97
8
0.78
1
prepaid
true
27,805.26
low
CUST3844383
+2348131809058
MTN
2025-09-30T00:00:00
1,000
excellent
119
9,202
28
0.48
1
prepaid
true
16,687.29
high
CUST9157666
+2349026927911
Airtel
2025-09-30T00:00:00
492
poor
44
1,739.81
6
0.52
7
prepaid
false
0
high
CUST3225369
+2348106569766
MTN
2025-09-30T00:00:00
735
good
66
37,502.45
4
0.53
1
prepaid
true
93,246.7
medium
CUST8337384
+2348150348903
Glo
2025-09-30T00:00:00
435
poor
24
2,518.31
21
0.26
7
prepaid
false
0
high
CUST8436940
+2348027896688
Airtel
2025-09-30T00:00:00
952
excellent
120
4,468.26
9
0.88
2
postpaid
true
5,793.81
low
CUST3385273
+2347019105952
Airtel
2025-09-30T00:00:00
1,000
excellent
84
21,647.33
20
0.91
1
prepaid
true
30,905.53
low
CUST6108596
+2348161113769
MTN
2025-09-30T00:00:00
732
good
96
13,535.17
7
0.18
1
prepaid
true
14,555.99
low
CUST8367688
+2348162074755
MTN
2025-09-30T00:00:00
986
excellent
74
3,180.68
25
0.98
2
postpaid
true
6,327.71
medium
CUST4278548
+2348141583637
MTN
2025-09-30T00:00:00
622
fair
46
13,160.74
17
0.18
1
prepaid
false
0
high