DataFrame
NO COMPARISON TARGET
1004
ROWS
0
DUPLICATES
476.7 kb
RAM
15
FEATURES
3
CATEGORICAL
5
NUMERICAL
7
TEXT
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
customer_id
VALUES:
1,004
(100%)
MISSING:
---
DISTINCT:
1,000
(>99%)
ZEROES:
---
MAX
1,000
95%
950
Q3
750
AVG
500
MEDIAN
500
Q1
250
5%
51
MIN
1
RANGE
999
IQR
500
STD
289
VAR
83,453
KURT.
-1.20
SKEW
0.002
SUM
502k
2
first_name
VALUES:
1,000
(>99%)
MISSING:
4
(<1%)
DISTINCT:
1,000
(>99%)
1
<1%
-
-
Customer673
1
<1%
-
-
Customer660
1
<1%
-
-
Customer661
1
<1%
-
-
Customer662
1
<1%
-
-
Customer663
1
<1%
-
-
Customer664
1
<1%
-
-
Customer665
993
>99%
-
-
(Other)
3
last_name
VALUES:
1,000
(>99%)
MISSING:
4
(<1%)
DISTINCT:
1,000
(>99%)
1
<1%
-
-
Lastname673
1
<1%
-
-
Lastname660
1
<1%
-
-
Lastname661
1
<1%
-
-
Lastname662
1
<1%
-
-
Lastname663
1
<1%
-
-
Lastname664
1
<1%
-
-
Lastname665
993
>99%
-
-
(Other)
4
email
VALUES:
1,004
(100%)
MISSING:
---
DISTINCT:
984
(98%)
21
2%
-
-
invalid_email
1
<1%
-
-
user659@company.com
1
<1%
-
-
user661@gmail.com
1
<1%
-
-
user662@hotmail.com
1
<1%
-
-
user663@company.com
1
<1%
-
-
user664@company.com
1
<1%
-
-
user665@company.com
977
97%
-
-
(Other)
5
phone
VALUES:
1,001
(>99%)
MISSING:
3
(<1%)
DISTINCT:
980
(98%)
13
1%
-
-
123-45-678
10
<1%
-
-
555-123
1
<1%
-
-
364.327.9366
1
<1%
-
-
175.559.8851
1
<1%
-
-
(696) 510-9755
1
<1%
-
-
618-990-7853
1
<1%
-
-
656.137.6890
973
97%
-
-
(Other)
6
age
VALUES:
1,000
(>99%)
MISSING:
4
(<1%)
DISTINCT:
70
(7%)
ZEROES:
---
MAX
150
95%
82
Q3
69
AVG
52
MEDIAN
51
Q1
35
5%
21
MIN
-5
RANGE
155
IQR
34.0
STD
20.9
VAR
438
KURT.
0.921
SKEW
0.445
SUM
51,874
7
birth_date
VALUES:
1,000
(>99%)
MISSING:
4
(<1%)
DISTINCT:
982
(98%)
2
<1%
-
-
1974-11-28 00:00:00
2
<1%
-
-
1948-08-21 00:00:00
2
<1%
-
-
1970-05-12 00:00:00
2
<1%
-
-
2001-09-13 00:00:00
2
<1%
-
-
1973-04-26 00:00:00
2
<1%
-
-
1988-05-19 00:00:00
2
<1%
-
-
2006-02-16 00:00:00
986
99%
-
-
(Other)
8
state
VALUES:
996
(>99%)
MISSING:
8
(<1%)
DISTINCT:
12
(1%)
9
country
VALUES:
996
(>99%)
MISSING:
8
(<1%)
DISTINCT:
7
(<1%)
10
last_updated
VALUES:
1,000
(>99%)
MISSING:
4
(<1%)
DISTINCT:
107
(11%)
19
2%
-
-
2025-08-02 11:35:30.452043
18
2%
-
-
2025-06-13 11:35:30.452043
18
2%
-
-
2025-07-25 11:35:30.452043
17
2%
-
-
2025-07-11 11:35:30.452043
17
2%
-
-
2025-07-09 11:35:30.452043
17
2%
-
-
2025-08-26 11:35:30.452043
16
2%
-
-
2025-07-08 11:35:30.452043
878
88%
-
-
(Other)
11
account_status
VALUES:
908
(90%)
MISSING:
96
(10%)
DISTINCT:
10
(<1%)
12
annual_income
VALUES:
999
(>99%)
MISSING:
5
(<1%)
DISTINCT:
989
(99%)
ZEROES:
4
(<1%)
MAX
50.0M
95%
0.1M
Q3
0.1M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.0M
MIN
-0.1M
RANGE
50.0M
IQR
62,056
STD
2.7M
VAR
7.5T
KURT.
330
SKEW
18.2
SUM
236.1M
13
credit_score
VALUES:
999
(>99%)
MISSING:
5
(<1%)
DISTINCT:
469
(47%)
ZEROES:
---
MAX
1,000
95%
826
Q3
708
AVG
573
MEDIAN
569
Q1
430
5%
321
MIN
100
RANGE
900
IQR
277
STD
163
VAR
26,675
KURT.
-0.964
SKEW
0.060
SUM
572k
14
account_balance
VALUES:
998
(>99%)
MISSING:
6
(<1%)
DISTINCT:
998
(>99%)
ZEROES:
---
MAX
49,948
95%
47,285
Q3
35,847
AVG
21,775
MEDIAN
21,026
Q1
7,214
5%
-2,367
MIN
-4,945
RANGE
54,892
IQR
28,633
STD
16,173
VAR
261.6M
KURT.
-1.23
SKEW
0.083
SUM
21.7M
15
join_date
VALUES:
1,000
(>99%)
MISSING:
4
(<1%)
DISTINCT:
870
(87%)
3
<1%
-
-
2024-12-22 11:35:30.452043
3
<1%
-
-
2024-01-25 11:35:30.452043
3
<1%
-
-
2020-10-25 11:35:30.452043
3
<1%
-
-
2022-03-11 11:35:30.452043
3
<1%
-
-
2019-06-06 11:35:30.452043
3
<1%
-
-
2017-12-31 11:35:30.452043
3
<1%
-
-
2016-10-15 11:35:30.452043
979
98%
-
-
(Other)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
customer_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
annual_income
-0.05
account_balance
-0.04
credit_score
0.02
age
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
account_status
0.11
state
0.10
country
0.10
MOST FREQUENT VALUES
123
3
0.3%
789
2
0.2%
456
2
0.2%
1
1
<0.1%
672
1
<0.1%
661
1
<0.1%
662
1
<0.1%
663
1
<0.1%
664
1
<0.1%
665
1
<0.1%
666
1
<0.1%
667
1
<0.1%
668
1
<0.1%
669
1
<0.1%
670
1
<0.1%
SMALLEST VALUES
1
1
<0.1%
2
1
<0.1%
3
1
<0.1%
4
1
<0.1%
5
1
<0.1%
6
1
<0.1%
7
1
<0.1%
8
1
<0.1%
9
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
1
<0.1%
13
1
<0.1%
14
1
<0.1%
15
1
<0.1%
LARGEST VALUES
1000
1
<0.1%
999
1
<0.1%
998
1
<0.1%
997
1
<0.1%
996
1
<0.1%
995
1
<0.1%
994
1
<0.1%
993
1
<0.1%
992
1
<0.1%
991
1
<0.1%
990
1
<0.1%
989
1
<0.1%
988
1
<0.1%
987
1
<0.1%
986
1
<0.1%
first_name
MISSING:
4
(<1%)
1
<1%
-
-
Customer673
1
<1%
-
-
Customer660
1
<1%
-
-
Customer661
1
<1%
-
-
Customer662
1
<1%
-
-
Customer663
1
<1%
-
-
Customer664
1
<1%
-
-
Customer665
1
<1%
-
-
Customer666
1
<1%
-
-
Customer667
1
<1%
-
-
Customer668
1
<1%
-
-
Customer669
1
<1%
-
-
Customer670
1
<1%
-
-
Customer671
1
<1%
-
-
Customer672
1
<1%
-
-
Customer674
1
<1%
-
-
Customer689
1
<1%
-
-
Customer675
1
<1%
-
-
Customer676
1
<1%
-
-
Customer677
1
<1%
-
-
Customer678
1
<1%
-
-
Customer679
1
<1%
-
-
Customer680
1
<1%
-
-
Customer681
1
<1%
-
-
Customer682
1
<1%
-
-
Customer683
1
<1%
-
-
Customer684
1
<1%
-
-
Customer685
1
<1%
-
-
Customer686
1
<1%
-
-
Customer687
1
<1%
-
-
Customer659
1
<1%
-
-
Customer658
1
<1%
-
-
Customer657
1
<1%
-
-
Customer656
1
<1%
-
-
Customer629
1
<1%
-
-
Customer630
1
<1%
-
-
Customer631
1
<1%
-
-
Customer632
1
<1%
-
-
Customer633
1
<1%
-
-
Customer634
1
<1%
-
-
Customer635
1
<1%
-
-
Customer636
1
<1%
-
-
Customer637
1
<1%
-
-
Customer638
1
<1%
-
-
Customer639
1
<1%
-
-
Customer640
1
<1%
-
-
Customer641
1
<1%
-
-
Customer642
1
<1%
-
-
Customer643
1
<1%
-
-
Customer644
1
<1%
-
-
Customer645
1
<1%
-
-
Customer646
1
<1%
-
-
Customer647
1
<1%
-
-
Customer648
1
<1%
-
-
Customer649
1
<1%
-
-
Customer650
1
<1%
-
-
Customer651
1
<1%
-
-
Customer652
1
<1%
-
-
Customer653
1
<1%
-
-
Customer654
1
<1%
-
-
Customer655
940
94%
-
-
(Other)
last_name
MISSING:
4
(<1%)
1
<1%
-
-
Lastname673
1
<1%
-
-
Lastname660
1
<1%
-
-
Lastname661
1
<1%
-
-
Lastname662
1
<1%
-
-
Lastname663
1
<1%
-
-
Lastname664
1
<1%
-
-
Lastname665
1
<1%
-
-
Lastname666
1
<1%
-
-
Lastname667
1
<1%
-
-
Lastname668
1
<1%
-
-
Lastname669
1
<1%
-
-
Lastname670
1
<1%
-
-
Lastname671
1
<1%
-
-
Lastname672
1
<1%
-
-
Lastname674
1
<1%
-
-
Lastname689
1
<1%
-
-
Lastname675
1
<1%
-
-
Lastname676
1
<1%
-
-
Lastname677
1
<1%
-
-
Lastname678
1
<1%
-
-
Lastname679
1
<1%
-
-
Lastname680
1
<1%
-
-
Lastname681
1
<1%
-
-
Lastname682
1
<1%
-
-
Lastname683
1
<1%
-
-
Lastname684
1
<1%
-
-
Lastname685
1
<1%
-
-
Lastname686
1
<1%
-
-
Lastname687
1
<1%
-
-
Lastname659
1
<1%
-
-
Lastname658
1
<1%
-
-
Lastname657
1
<1%
-
-
Lastname656
1
<1%
-
-
Lastname629
1
<1%
-
-
Lastname630
1
<1%
-
-
Lastname631
1
<1%
-
-
Lastname632
1
<1%
-
-
Lastname633
1
<1%
-
-
Lastname634
1
<1%
-
-
Lastname635
1
<1%
-
-
Lastname636
1
<1%
-
-
Lastname637
1
<1%
-
-
Lastname638
1
<1%
-
-
Lastname639
1
<1%
-
-
Lastname640
1
<1%
-
-
Lastname641
1
<1%
-
-
Lastname642
1
<1%
-
-
Lastname643
1
<1%
-
-
Lastname644
1
<1%
-
-
Lastname645
1
<1%
-
-
Lastname646
1
<1%
-
-
Lastname647
1
<1%
-
-
Lastname648
1
<1%
-
-
Lastname649
1
<1%
-
-
Lastname650
1
<1%
-
-
Lastname651
1
<1%
-
-
Lastname652
1
<1%
-
-
Lastname653
1
<1%
-
-
Lastname654
1
<1%
-
-
Lastname655
940
94%
-
-
(Other)
email
MISSING:
---
21
2%
-
-
invalid_email
1
<1%
-
-
user659@company.com
1
<1%
-
-
user661@gmail.com
1
<1%
-
-
user662@hotmail.com
1
<1%
-
-
user663@company.com
1
<1%
-
-
user664@company.com
1
<1%
-
-
user665@company.com
1
<1%
-
-
user666@hotmail.com
1
<1%
-
-
user667@yahoo.com
1
<1%
-
-
user668@gmail.com
1
<1%
-
-
user669@hotmail.com
1
<1%
-
-
user670@company.com
1
<1%
-
-
user671@gmail.com
1
<1%
-
-
user672@gmail.com
1
<1%
-
-
user673@company.com
1
<1%
-
-
user674@company.com
1
<1%
-
-
user675@
1
<1%
-
-
user676@gmail.com
1
<1%
-
-
user677@gmail.com
1
<1%
-
-
user678@yahoo.com
1
<1%
-
-
user679@yahoo.com
1
<1%
-
-
user680@hotmail.com
1
<1%
-
-
user681@gmail.com
1
<1%
-
-
user682@yahoo.com
1
<1%
-
-
user683@gmail.com
1
<1%
-
-
user684@company.com
1
<1%
-
-
user685@yahoo.com
1
<1%
-
-
user686@company.com
1
<1%
-
-
user687@company.com
1
<1%
-
-
user660@gmail.com
1
<1%
-
-
user658@yahoo.com
1
<1%
-
-
user689@hotmail.com
1
<1%
-
-
user657@hotmail.com
1
<1%
-
-
user629@company.com
1
<1%
-
-
user630@hotmail.com
1
<1%
-
-
user631@hotmail.com
1
<1%
-
-
user632@hotmail.com
1
<1%
-
-
user633@yahoo.com
1
<1%
-
-
user634@gmail.com
1
<1%
-
-
user635@yahoo.com
1
<1%
-
-
user636@hotmail.com
1
<1%
-
-
user637@gmail.com
1
<1%
-
-
user638@yahoo.com
1
<1%
-
-
user639@yahoo.com
1
<1%
-
-
user640@yahoo.com
1
<1%
-
-
user641@company.com
1
<1%
-
-
user642@hotmail.com
1
<1%
-
-
user643@hotmail.com
1
<1%
-
-
user644@gmail.com
1
<1%
-
-
user645@yahoo.com
1
<1%
-
-
user646@hotmail.com
1
<1%
-
-
user647@yahoo.com
1
<1%
-
-
user648@hotmail.com
1
<1%
-
-
user649@yahoo.com
1
<1%
-
-
user651@hotmail.com
1
<1%
-
-
user652@gmail.com
1
<1%
-
-
user653@yahoo.com
1
<1%
-
-
user654@hotmail.com
1
<1%
-
-
user655@gmail.com
1
<1%
-
-
user656@gmail.com
924
92%
-
-
(Other)
phone
MISSING:
3
(<1%)
13
1%
-
-
123-45-678
10
<1%
-
-
555-123
1
<1%
-
-
364.327.9366
1
<1%
-
-
175.559.8851
1
<1%
-
-
(696) 510-9755
1
<1%
-
-
618-990-7853
1
<1%
-
-
656.137.6890
1
<1%
-
-
(818) 931-9796
1
<1%
-
-
708-753-2392
1
<1%
-
-
211.887.5067
1
<1%
-
-
(773) 780-6816
1
<1%
-
-
270-762-1725
1
<1%
-
-
676.760.7547
1
<1%
-
-
(870) 439-8052
1
<1%
-
-
208-110-2615
1
<1%
-
-
(864) 631-4621
1
<1%
-
-
(358) 774-3525
1
<1%
-
-
556-483-7408
1
<1%
-
-
574.890.9199
1
<1%
-
-
(254) 453-1402
1
<1%
-
-
594-207-5840
1
<1%
-
-
525.187.2901
1
<1%
-
-
(951) 847-3321
1
<1%
-
-
456-419-6620
1
<1%
-
-
566.903.4389
1
<1%
-
-
(633) 594-6706
1
<1%
-
-
587-199-8178
1
<1%
-
-
839.813.8412
1
<1%
-
-
(426) 168-5919
1
<1%
-
-
832-533-7176
1
<1%
-
-
748.410.4965
1
<1%
-
-
(801) 489-3777
1
<1%
-
-
789-611-3280
1
<1%
-
-
374.604.3390
1
<1%
-
-
164-271-8121
1
<1%
-
-
382.531.5911
1
<1%
-
-
(595) 901-2260
1
<1%
-
-
469-357-5040
1
<1%
-
-
838.740.9123
1
<1%
-
-
(708) 731-4203
1
<1%
-
-
568-209-3219
1
<1%
-
-
411.106.7483
1
<1%
-
-
(440) 961-7224
1
<1%
-
-
923.982.6399
1
<1%
-
-
(550) 442-8055
1
<1%
-
-
935-943-3230
1
<1%
-
-
407.428.4290
1
<1%
-
-
(590) 421-3910
1
<1%
-
-
507-426-5775
1
<1%
-
-
852.811.9044
1
<1%
-
-
(689) 900-4971
1
<1%
-
-
433-485-5592
1
<1%
-
-
936.904.7437
1
<1%
-
-
(473) 216-4273
1
<1%
-
-
706-658-3947
1
<1%
-
-
798.886.1440
1
<1%
-
-
(844) 572-4434
1
<1%
-
-
548-916-5773
1
<1%
-
-
951.809.2133
1
<1%
-
-
(938) 968-7703
920
92%
-
-
(Other)
age
MISSING:
4
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
annual_income
0.07
credit_score
0.04
account_balance
0.03
customer_id
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
state
0.11
account_status
0.08
country
0.08
MOST FREQUENT VALUES
46.0
24
2.4%
51.0
22
2.2%
23.0
21
2.1%
84.0
21
2.1%
78.0
20
2.0%
55.0
20
2.0%
31.0
20
2.0%
24.0
20
2.0%
39.0
19
1.9%
79.0
18
1.8%
80.0
18
1.8%
75.0
18
1.8%
67.0
18
1.8%
38.0
18
1.8%
35.0
18
1.8%
SMALLEST VALUES
-5.0
2
0.2%
18.0
15
1.5%
19.0
14
1.4%
20.0
12
1.2%
21.0
12
1.2%
22.0
11
1.1%
23.0
21
2.1%
24.0
20
2.0%
25.0
10
1.0%
26.0
11
1.1%
27.0
15
1.5%
28.0
10
1.0%
29.0
16
1.6%
30.0
17
1.7%
31.0
20
2.0%
LARGEST VALUES
150.0
5
0.5%
85.0
7
0.7%
84.0
21
2.1%
83.0
17
1.7%
82.0
17
1.7%
81.0
9
0.9%
80.0
18
1.8%
79.0
18
1.8%
78.0
20
2.0%
77.0
9
0.9%
76.0
14
1.4%
75.0
18
1.8%
74.0
11
1.1%
73.0
10
1.0%
72.0
10
1.0%
birth_date
MISSING:
4
(<1%)
2
<1%
-
-
1974-11-28 00:00:00
2
<1%
-
-
1948-08-21 00:00:00
2
<1%
-
-
1970-05-12 00:00:00
2
<1%
-
-
2001-09-13 00:00:00
2
<1%
-
-
1973-04-26 00:00:00
2
<1%
-
-
1988-05-19 00:00:00
2
<1%
-
-
2006-02-16 00:00:00
2
<1%
-
-
1951-03-21 00:00:00
2
<1%
-
-
1953-06-01 00:00:00
2
<1%
-
-
1991-08-31 00:00:00
2
<1%
-
-
1982-10-02 00:00:00
2
<1%
-
-
1968-04-28 00:00:00
2
<1%
-
-
2002-11-11 00:00:00
2
<1%
-
-
1997-10-31 00:00:00
2
<1%
-
-
1963-08-17 00:00:00
2
<1%
-
-
1963-02-13 00:00:00
2
<1%
-
-
1945-05-21 00:00:00
2
<1%
-
-
1991-07-30 00:00:00
1
<1%
-
-
1955-11-19 00:00:00
1
<1%
-
-
1969-03-05 00:00:00
1
<1%
-
-
2012-03-11 00:00:00
1
<1%
-
-
1948-01-13 00:00:00
1
<1%
-
-
1979-08-22 00:00:00
1
<1%
-
-
1967-08-15 00:00:00
1
<1%
-
-
1972-10-24 00:00:00
1
<1%
-
-
1982-09-19 00:00:00
1
<1%
-
-
2017-07-14 00:00:00
1
<1%
-
-
1976-12-24 00:00:00
1
<1%
-
-
1963-04-23 00:00:00
1
<1%
-
-
1953-12-20 00:00:00
1
<1%
-
-
1967-03-27 00:00:00
1
<1%
-
-
1988-05-31 00:00:00
1
<1%
-
-
2022-02-10 00:00:00
1
<1%
-
-
1940-12-11 00:00:00
1
<1%
-
-
1940-01-04 00:00:00
1
<1%
-
-
1986-12-13 00:00:00
1
<1%
-
-
2013-02-24 00:00:00
1
<1%
-
-
2017-03-09 00:00:00
1
<1%
-
-
2008-01-11 00:00:00
1
<1%
-
-
2016-01-27 00:00:00
1
<1%
-
-
1952-03-24 00:00:00
1
<1%
-
-
1972-01-05 00:00:00
1
<1%
-
-
1960-05-17 00:00:00
1
<1%
-
-
1983-03-18 00:00:00
1
<1%
-
-
2002-08-02 00:00:00
1
<1%
-
-
1981-11-29 00:00:00
1
<1%
-
-
1952-02-14 00:00:00
1
<1%
-
-
1993-01-02 00:00:00
1
<1%
-
-
1993-08-11 00:00:00
1
<1%
-
-
1980-12-16 00:00:00
1
<1%
-
-
1996-08-12 00:00:00
1
<1%
-
-
2007-03-10 00:00:00
1
<1%
-
-
1997-01-16 00:00:00
1
<1%
-
-
2018-09-15 00:00:00
1
<1%
-
-
1990-08-06 00:00:00
1
<1%
-
-
1979-01-09 00:00:00
1
<1%
-
-
1979-11-28 00:00:00
1
<1%
-
-
1986-12-17 00:00:00
1
<1%
-
-
1997-05-25 00:00:00
1
<1%
-
-
1997-05-17 00:00:00
922
92%
-
-
(Other)
state
MISSING:
8
(<1%)
TOP CATEGORIES
CALIFORNIA
95
10%
TEXAS
94
9%
ca
91
9%
New York
85
9%
TX
84
8%
CA
83
8%
Florida
82
8%
tx
78
8%
NY
78
8%
Texas
78
8%
California
75
8%
FL
73
7%
ALL
996
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
state
PROVIDES INFORMATION ON...
account_status
0.03
country
0.02

THESE FEATURES
GIVE INFORMATION
ON state:
account_status
0.03
country
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
state
CORRELATION RATIO WITH...
annual_income
0.22
account_balance
0.11
age
0.11
customer_id
0.10
credit_score
0.09
country
MISSING:
8
(<1%)
TOP CATEGORIES
United States of America
159
16%
US
153
15%
USA
152
15%
US
142
14%
USA
138
14%
usa
137
14%
United States
115
12%
ALL
996
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
country
PROVIDES INFORMATION ON...
state
0.02
account_status
0.01

THESE FEATURES
GIVE INFORMATION
ON country:
state
0.02
account_status
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
country
CORRELATION RATIO WITH...
annual_income
0.21
account_balance
0.10
customer_id
0.10
credit_score
0.09
age
0.08
last_updated
MISSING:
4
(<1%)
19
2%
-
-
2025-08-02 11:35:30.452043
18
2%
-
-
2025-06-13 11:35:30.452043
18
2%
-
-
2025-07-25 11:35:30.452043
17
2%
-
-
2025-07-11 11:35:30.452043
17
2%
-
-
2025-07-09 11:35:30.452043
17
2%
-
-
2025-08-26 11:35:30.452043
16
2%
-
-
2025-07-08 11:35:30.452043
16
2%
-
-
2025-08-22 11:35:30.452043
16
2%
-
-
2025-08-25 11:35:30.452043
15
2%
-
-
2025-06-15 11:35:30.452043
15
2%
-
-
2025-07-31 11:35:30.452043
15
2%
-
-
2025-09-01 11:35:30.452043
15
2%
-
-
2025-06-16 11:35:30.452043
15
2%
-
-
2025-07-17 11:35:30.452043
14
1%
-
-
2025-07-15 11:35:30.452043
14
1%
-
-
2025-09-07 11:35:30.452043
14
1%
-
-
2025-06-19 11:35:30.452043
14
1%
-
-
2025-06-27 11:35:30.452043
14
1%
-
-
2025-06-26 11:35:30.452043
13
1%
-
-
2025-07-07 11:35:30.452043
13
1%
-
-
2025-06-17 11:35:30.452043
13
1%
-
-
2025-08-10 11:35:30.452043
13
1%
-
-
2025-08-20 11:35:30.452043
13
1%
-
-
2025-08-04 11:35:30.452043
12
1%
-
-
2025-08-23 11:35:30.452043
12
1%
-
-
2025-07-03 11:35:30.452043
12
1%
-
-
2025-07-26 11:35:30.452043
12
1%
-
-
2025-08-14 11:35:30.452043
12
1%
-
-
2025-07-02 11:35:30.452043
12
1%
-
-
2025-06-14 11:35:30.452043
12
1%
-
-
2025-07-24 11:35:30.452043
12
1%
-
-
2025-08-28 11:35:30.452043
12
1%
-
-
2025-08-01 11:35:30.452043
12
1%
-
-
2025-07-27 11:35:30.452043
11
1%
-
-
2025-08-29 11:35:30.452043
11
1%
-
-
2025-09-06 11:35:30.452043
11
1%
-
-
2025-06-12 11:35:30.452043
11
1%
-
-
2025-06-30 11:35:30.452043
11
1%
-
-
2025-08-18 11:35:30.452043
11
1%
-
-
2025-08-15 11:35:30.452043
11
1%
-
-
2025-08-03 11:35:30.452043
11
1%
-
-
2025-07-18 11:35:30.452043
11
1%
-
-
2025-09-02 11:35:30.452043
11
1%
-
-
2025-07-19 11:35:30.452043
11
1%
-
-
2025-07-13 11:35:30.452043
10
1%
-
-
2025-08-07 11:35:30.452043
10
1%
-
-
2025-07-05 11:35:30.452043
10
1%
-
-
2025-06-20 11:35:30.452043
10
1%
-
-
2025-08-05 11:35:30.452043
10
1%
-
-
2025-07-01 11:35:30.452043
10
1%
-
-
2025-06-28 11:35:30.452043
10
1%
-
-
2025-07-04 11:35:30.452043
10
1%
-
-
2025-07-30 11:35:30.452043
10
1%
-
-
2025-07-06 11:35:30.452043
10
1%
-
-
2025-08-06 11:35:30.452043
10
1%
-
-
2025-07-28 11:35:30.452043
10
1%
-
-
2025-07-22 11:35:30.452043
10
1%
-
-
2025-09-05 11:35:30.452043
9
<1%
-
-
2025-07-12 11:35:30.452043
9
<1%
-
-
2025-06-22 11:35:30.452043
247
25%
-
-
(Other)
account_status
MISSING:
96
(10%)
TOP CATEGORIES
suspended
106
12%
active
100
11%
Suspended
100
11%
ACTIVE
95
10%
Active
89
10%
INACTIVE
89
10%
closed
89
10%
Closed
87
10%
inactive
80
9%
Inactive
73
8%
ALL
908
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
account_status
PROVIDES INFORMATION ON...
state
0.03
country
0.02

THESE FEATURES
GIVE INFORMATION
ON account_status:
state
0.03
country
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
account_status
CORRELATION RATIO WITH...
customer_id
0.11
account_balance
0.10
annual_income
0.09
age
0.08
credit_score
0.06
annual_income
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age
0.07
customer_id
-0.05
credit_score
0.05
account_balance
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
state
0.22
country
0.21
account_status
0.09
MOST FREQUENT VALUES
0.0
4
0.4%
50000000.0
3
0.3%
-50000.0
3
0.3%
85646.0
2
0.2%
87230.0
2
0.2%
122405.0
2
0.2%
147617.0
1
0.1%
63603.0
1
0.1%
28239.0
1
0.1%
48536.0
1
0.1%
82892.0
1
0.1%
55643.0
1
0.1%
59815.0
1
0.1%
109587.0
1
0.1%
34946.0
1
0.1%
SMALLEST VALUES
-50000.0
3
0.3%
0.0
4
0.4%
25256.0
1
0.1%
25268.0
1
0.1%
25484.0
1
0.1%
25560.0
1
0.1%
25881.0
1
0.1%
25935.0
1
0.1%
25975.0
1
0.1%
26059.0
1
0.1%
26105.0
1
0.1%
26118.0
1
0.1%
26227.0
1
0.1%
26255.0
1
0.1%
26268.0
1
0.1%
LARGEST VALUES
50000000.0
3
0.3%
149864.0
1
0.1%
149857.0
1
0.1%
149713.0
1
0.1%
149347.0
1
0.1%
148969.0
1
0.1%
148953.0
1
0.1%
148916.0
1
0.1%
148672.0
1
0.1%
148647.0
1
0.1%
148610.0
1
0.1%
148460.0
1
0.1%
148359.0
1
0.1%
148096.0
1
0.1%
148045.0
1
0.1%
credit_score
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
account_balance
-0.09
annual_income
0.05
age
0.04
customer_id
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
country
0.09
state
0.09
account_status
0.06
MOST FREQUENT VALUES
427.0
8
0.8%
353.0
6
0.6%
803.0
6
0.6%
391.0
5
0.5%
738.0
5
0.5%
474.0
5
0.5%
800.0
5
0.5%
389.0
5
0.5%
494.0
5
0.5%
704.0
5
0.5%
472.0
5
0.5%
744.0
5
0.5%
309.0
5
0.5%
683.0
5
0.5%
686.0
5
0.5%
SMALLEST VALUES
100.0
1
0.1%
200.0
4
0.4%
300.0
2
0.2%
301.0
2
0.2%
302.0
1
0.1%
303.0
2
0.2%
304.0
2
0.2%
305.0
3
0.3%
306.0
3
0.3%
307.0
4
0.4%
308.0
1
0.1%
309.0
5
0.5%
310.0
2
0.2%
311.0
1
0.1%
312.0
2
0.2%
LARGEST VALUES
1000.0
3
0.3%
999.0
3
0.3%
850.0
2
0.2%
849.0
3
0.3%
848.0
2
0.2%
847.0
3
0.3%
846.0
2
0.2%
845.0
2
0.2%
844.0
2
0.2%
843.0
1
0.1%
842.0
1
0.1%
841.0
3
0.3%
840.0
2
0.2%
839.0
1
0.1%
837.0
2
0.2%
account_balance
MISSING:
6
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
credit_score
-0.09
annual_income
0.04
customer_id
-0.04
age
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
state
0.11
country
0.10
account_status
0.10
MOST FREQUENT VALUES
9409.71
1
0.1%
39390.36
1
0.1%
15795.88
1
0.1%
9326.38
1
0.1%
-2153.81
1
0.1%
-437.01
1
0.1%
2907.32
1
0.1%
-3727.25
1
0.1%
49163.88
1
0.1%
42681.65
1
0.1%
1101.23
1
0.1%
45995.95
1
0.1%
1747.64
1
0.1%
2800.95
1
0.1%
4934.52
1
0.1%
SMALLEST VALUES
-4944.64
1
0.1%
-4933.43
1
0.1%
-4829.12
1
0.1%
-4801.97
1
0.1%
-4771.33
1
0.1%
-4744.41
1
0.1%
-4728.23
1
0.1%
-4724.2
1
0.1%
-4512.63
1
0.1%
-4483.21
1
0.1%
-4470.19
1
0.1%
-4464.64
1
0.1%
-4427.55
1
0.1%
-4396.26
1
0.1%
-4365.4
1
0.1%
LARGEST VALUES
49947.65
1
0.1%
49835.52
1
0.1%
49720.38
1
0.1%
49692.25
1
0.1%
49644.72
1
0.1%
49637.91
1
0.1%
49575.34
1
0.1%
49518.65
1
0.1%
49492.24
1
0.1%
49424.49
1
0.1%
49353.12
1
0.1%
49329.59
1
0.1%
49257.17
1
0.1%
49237.88
1
0.1%
49189.37
1
0.1%
join_date
MISSING:
4
(<1%)
3
<1%
-
-
2024-12-22 11:35:30.452043
3
<1%
-
-
2024-01-25 11:35:30.452043
3
<1%
-
-
2020-10-25 11:35:30.452043
3
<1%
-
-
2022-03-11 11:35:30.452043
3
<1%
-
-
2019-06-06 11:35:30.452043
3
<1%
-
-
2017-12-31 11:35:30.452043
3
<1%
-
-
2016-10-15 11:35:30.452043
3
<1%
-
-
2024-01-19 11:35:30.452043
3
<1%
-
-
2018-04-04 11:35:30.452043
3
<1%
-
-
2016-07-22 11:35:30.452043
3
<1%
-
-
2022-11-15 11:35:30.452043
3
<1%
-
-
2016-11-02 11:35:30.452043
3
<1%
-
-
2020-05-19 11:35:30.452043
3
<1%
-
-
2017-07-19 11:35:30.452043
3
<1%
-
-
2020-08-20 11:35:30.452043
2
<1%
-
-
2017-10-14 11:35:30.452043
2
<1%
-
-
2024-02-28 11:35:30.452043
2
<1%
-
-
2016-07-11 11:35:30.452043
2
<1%
-
-
2021-08-30 11:35:30.452043
2
<1%
-
-
2023-04-01 11:35:30.452043
2
<1%
-
-
2023-05-17 11:35:30.452043
2
<1%
-
-
2015-10-16 11:35:30.452043
2
<1%
-
-
2022-10-22 11:35:30.452043
2
<1%
-
-
2022-07-15 11:35:30.452043
2
<1%
-
-
2025-01-06 11:35:30.452043
2
<1%
-
-
2025-04-13 11:35:30.452043
2
<1%
-
-
2024-08-26 11:35:30.452043
2
<1%
-
-
2021-08-07 11:35:30.452043
2
<1%
-
-
2021-03-26 11:35:30.452043
2
<1%
-
-
2019-04-16 11:35:30.452043
2
<1%
-
-
2021-09-07 11:35:30.452043
2
<1%
-
-
2023-08-28 11:35:30.452043
2
<1%
-
-
2022-09-15 11:35:30.452043
2
<1%
-
-
2016-04-24 11:35:30.452043
2
<1%
-
-
2015-12-25 11:35:30.452043
2
<1%
-
-
2021-08-20 11:35:30.452043
2
<1%
-
-
2018-07-26 11:35:30.452043
2
<1%
-
-
2022-10-17 11:35:30.452043
2
<1%
-
-
2019-05-29 11:35:30.452043
2
<1%
-
-
2024-09-15 11:35:30.452043
2
<1%
-
-
2022-07-30 11:35:30.452043
2
<1%
-
-
2024-08-24 11:35:30.452043
2
<1%
-
-
2016-12-27 11:35:30.452043
2
<1%
-
-
2019-12-05 11:35:30.452043
2
<1%
-
-
2022-06-08 11:35:30.452043
2
<1%
-
-
2024-05-21 11:35:30.452043
2
<1%
-
-
2024-12-05 11:35:30.452043
2
<1%
-
-
2018-05-18 11:35:30.452043
2
<1%
-
-
2022-12-10 11:35:30.452043
2
<1%
-
-
2015-11-13 11:35:30.452043
2
<1%
-
-
2017-04-23 11:35:30.452043
2
<1%
-
-
2019-01-21 11:35:30.452043
2
<1%
-
-
2017-04-27 11:35:30.452043
2
<1%
-
-
2019-06-25 11:35:30.452043
2
<1%
-
-
2022-12-23 11:35:30.452043
2
<1%
-
-
2020-01-22 11:35:30.452043
2
<1%
-
-
2020-01-23 11:35:30.452043
2
<1%
-
-
2020-03-09 11:35:30.452043
2
<1%
-
-
2022-10-23 11:35:30.452043
2
<1%
-
-
2016-07-30 11:35:30.452043
865
86%
-
-
(Other)