DataFrame
NO COMPARISON TARGET
1000000
ROWS
0
DUPLICATES
480.7 MB
RAM
32
FEATURES
17
CATEGORICAL
15
NUMERICAL
0
TEXT
2.3.3
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
fraud_bool
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
1
income
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
2
name_email_similarity
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
998,861
(>99%)
ZEROES:
---
MAX
1.000
95%
0.918
Q3
0.756
AVG
0.494
MEDIAN
0.492
Q1
0.225
5%
0.068
MIN
0.000
RANGE
1.000
IQR
0.530
STD
0.289
VAR
0.084
KURT.
-1.28
SKEW
0.043
SUM
494k
3
prev_address_months_count
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
374
(<1%)
ZEROES:
---
MAX
383
95%
98
Q3
12
AVG
17
MEDIAN
-1
Q1
-1
5%
-1
MIN
-1
RANGE
384
IQR
13.0
STD
44.0
VAR
1,940
KURT.
20.0
SKEW
4.06
SUM
16.7M
4
current_address_months_count
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
423
(<1%)
ZEROES:
9,609
(<1%)
MAX
428
95%
277
Q3
130
AVG
87
MEDIAN
52
Q1
19
5%
3
MIN
-1
RANGE
429
IQR
111
STD
88.4
VAR
7,816
KURT.
1.36
SKEW
1.39
SUM
86.6M
5
customer_age
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
6
days_since_request
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
989,330
(99%)
ZEROES:
---
MAX
78.5
95%
6.7
Q3
0.0
AVG
1.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
78.5
IQR
0.019
STD
5.38
VAR
29.0
KURT.
107
SKEW
9.28
SUM
1.0M
7
intended_balcon_amount
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
994,971
(>99%)
ZEROES:
---
MAX
113
95%
50
Q3
5
AVG
9
MEDIAN
-1
Q1
-1
5%
-2
MIN
-16
RANGE
128
IQR
6.17
STD
20.2
VAR
410
KURT.
6.85
SKEW
2.51
SUM
8.7M
8
payment_type
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
9
zip_count_4w
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
6,306
(<1%)
ZEROES:
---
MAX
6,700
95%
3,677
Q3
1,944
AVG
1,573
MEDIAN
1,263
Q1
894
5%
478
MIN
1
RANGE
6,699
IQR
1,050
STD
1,005
VAR
1.0M
KURT.
2.14
SKEW
1.46
SUM
1.6B
10
velocity_6h
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
998,687
(>99%)
ZEROES:
---
MAX
16,716
95%
11,235
Q3
7,681
AVG
5,665
MEDIAN
5,320
Q1
3,436
5%
1,273
MIN
-171
RANGE
16,886
IQR
4,244
STD
3,009
VAR
9.1M
KURT.
0.003
SKEW
0.563
SUM
5.7B
11
velocity_24h
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
998,940
(>99%)
ZEROES:
---
MAX
9,507
95%
7,349
Q3
5,753
AVG
4,770
MEDIAN
4,750
Q1
3,593
5%
2,572
MIN
1,300
RANGE
8,207
IQR
2,159
STD
1,479
VAR
2.2M
KURT.
-0.374
SKEW
0.331
SUM
4.8B
12
velocity_4w
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
998,318
(>99%)
ZEROES:
---
MAX
6,995
95%
6,458
Q3
5,488
MEDIAN
4,913
AVG
4,856
Q1
4,268
5%
3,118
MIN
2,826
RANGE
4,169
IQR
1,220
STD
920
VAR
846k
KURT.
-0.360
SKEW
-0.060
SUM
4.9B
13
bank_branch_count_8w
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2,326
(<1%)
ZEROES:
144,376
(14%)
MAX
2,385
95%
1,463
Q3
25
AVG
184
MEDIAN
9
Q1
1
5%
0
MIN
0
RANGE
2,385
IQR
24.0
STD
460
VAR
211k
KURT.
6.50
SKEW
2.75
SUM
184.4M
14
date_of_birth_distinct_emails_4w
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
40
(<1%)
ZEROES:
1,336
(<1%)
MAX
39.0
95%
19.0
Q3
13.0
AVG
9.5
MEDIAN
9.0
Q1
6.0
5%
2.0
MIN
0.0
RANGE
39.0
IQR
7.00
STD
5.03
VAR
25.3
KURT.
0.436
SKEW
0.703
SUM
9.5M
15
employment_status
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
16
credit_risk_score
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
551
(<1%)
ZEROES:
524
(<1%)
MAX
389
95%
255
Q3
178
AVG
131
MEDIAN
122
Q1
83
5%
28
MIN
-170
RANGE
559
IQR
95.0
STD
69.7
VAR
4,856
KURT.
0.068
SKEW
0.296
SUM
131.0M
17
email_is_free
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
18
housing_status
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
19
phone_home_valid
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
20
phone_mobile_valid
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
21
bank_months_count
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
---
MAX
32.0
95%
30.0
Q3
25.0
AVG
10.8
MEDIAN
5.0
Q1
-1.0
5%
-1.0
MIN
-1.0
RANGE
33.0
IQR
26.0
STD
12.1
VAR
147
KURT.
-1.44
SKEW
0.489
SUM
10.8M
22
has_other_cards
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
proposed_credit_limit
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
2,100
95%
1,500
Q3
500
AVG
516
MEDIAN
200
Q1
200
5%
200
MIN
190
RANGE
1,910
IQR
300
STD
488
VAR
238k
KURT.
0.169
SKEW
1.30
SUM
515.9M
24
foreign_request
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
25
source
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
26
session_length_in_minutes
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
994,887
(>99%)
ZEROES:
---
MAX
85.9
95%
21.7
Q3
8.9
AVG
7.5
MEDIAN
5.1
Q1
3.1
5%
1.3
MIN
-1.0
RANGE
86.9
IQR
5.76
STD
8.03
VAR
64.5
KURT.
15.0
SKEW
3.30
SUM
7.5M
27
device_os
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
28
keep_alive_session
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
29
device_distinct_emails_8w
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
30
device_fraud_count
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
31
month
VALUES:
1,000,000
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
fraud_bool
MISSING:
---
TOP CATEGORIES
fraud_bool
0
988,971
99%
1
11,029
1%
ALL
1.0M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fraud_bool
PROVIDES INFORMATION ON...
device_fraud_count
1.00
device_distinct_emails_8w
0.00
housing_status
0.00
device_os
0.00
keep_alive_session
0.00
has_other_cards
0.00
customer_age
0.00
phone_home_valid
0.00
foreign_request
0.00
employment_status
0.00
income
0.00
payment_type
0.00
email_is_free
0.00
phone_mobile_valid
0.00

THESE FEATURES
GIVE INFORMATION
ON fraud_bool:
housing_status
0.08
device_os
0.05
customer_age
0.03
income
0.02
keep_alive_session
0.02
employment_status
0.01
payment_type
0.01
has_other_cards
0.01
device_distinct_emails_8w
0.01
phone_home_valid
0.01
email_is_free
0.01
month
0.00
foreign_request
0.00
phone_mobile_valid
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fraud_bool
CORRELATION RATIO WITH...
credit_risk_score
0.07
proposed_credit_limit
0.07
date_of_birth_distinct_emails_4w
0.04
name_email_similarity
0.04
current_address_months_count
0.03
prev_address_months_count
0.03
intended_balcon_amount
0.02
velocity_6h
0.02
bank_branch_count_8w
0.01
velocity_4w
0.01
velocity_24h
0.01
session_length_in_minutes
0.01
zip_count_4w
0.01
bank_months_count
0.00
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.
fraud_bool
MISSING:
---
TOP CATEGORIES
fraud_bool
0
988,971
99%
1
11,029
1%
ALL
1.0M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fraud_bool
PROVIDES INFORMATION ON...
device_fraud_count
1.00
device_distinct_emails_8w
0.00
housing_status
0.00
device_os
0.00
keep_alive_session
0.00
has_other_cards
0.00
customer_age
0.00
phone_home_valid
0.00
foreign_request
0.00
employment_status
0.00
income
0.00
payment_type
0.00
email_is_free
0.00
phone_mobile_valid
0.00

THESE FEATURES
GIVE INFORMATION
ON fraud_bool:
housing_status
0.08
device_os
0.05
customer_age
0.03
income
0.02
keep_alive_session
0.02
employment_status
0.01
payment_type
0.01
has_other_cards
0.01
device_distinct_emails_8w
0.01
phone_home_valid
0.01
email_is_free
0.01
month
0.00
foreign_request
0.00
phone_mobile_valid
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fraud_bool
CORRELATION RATIO WITH...
credit_risk_score
0.07
proposed_credit_limit
0.07
date_of_birth_distinct_emails_4w
0.04
name_email_similarity
0.04
current_address_months_count
0.03
prev_address_months_count
0.03
intended_balcon_amount
0.02
velocity_6h
0.02
bank_branch_count_8w
0.01
velocity_4w
0.01
velocity_24h
0.01
session_length_in_minutes
0.01
zip_count_4w
0.01
bank_months_count
0.00
income
MISSING:
---
TOP CATEGORIES
fraud_bool
0.9
221,419
22%
4,791
2%
0.1
157,449
16%
909
<1%
0.8
146,650
15%
1,602
1%
0.6000000000000001
111,973
11%
983
<1%
0.7000000000000001
105,109
11%
927
<1%
0.4
81,364
8%
597
<1%
0.2
69,345
7%
438
<1%
0.5
55,858
6%
444
<1%
0.3
50,833
5%
338
<1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
income
PROVIDES INFORMATION ON...
device_fraud_count
1.00
fraud_bool
0.02
housing_status
0.02
employment_status
0.01
customer_age
0.01
has_other_cards
0.01
month
0.01
device_os
0.00
source
0.00
payment_type
0.00
keep_alive_session
0.00
device_distinct_emails_8w
0.00
foreign_request
0.00
phone_home_valid
0.00

THESE FEATURES
GIVE INFORMATION
ON income:
housing_status
0.01
customer_age
0.01
employment_status
0.01
month
0.00
has_other_cards
0.00
device_os
0.00
payment_type
0.00
fraud_bool
0.00
keep_alive_session
0.00
phone_home_valid
0.00
email_is_free
0.00
device_distinct_emails_8w
0.00
phone_mobile_valid
0.00
foreign_request
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
income
CORRELATION RATIO WITH...
credit_risk_score
0.18
proposed_credit_limit
0.12
velocity_4w
0.11
velocity_24h
0.11
velocity_6h
0.10
zip_count_4w
0.08
date_of_birth_distinct_emails_4w
0.07
intended_balcon_amount
0.06
session_length_in_minutes
0.06
current_address_months_count
0.04
name_email_similarity
0.04
prev_address_months_count
0.02
days_since_request
0.02
bank_months_count
0.01
name_email_similarity
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
proposed_credit_limit
0.07
current_address_months_count
0.05
credit_risk_score
0.05
velocity_4w
0.04
velocity_24h
0.04
intended_balcon_amount
0.03
zip_count_4w
0.03
velocity_6h
0.02
date_of_birth_distinct_emails_4w
0.02
prev_address_months_count
-0.02
days_since_request
-0.01
bank_months_count
-0.01
session_length_in_minutes
0.01
bank_branch_count_8w
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
0.08
housing_status
0.08
customer_age
0.07
employment_status
0.07
email_is_free
0.07
device_os
0.05
income
0.04
payment_type
0.04
fraud_bool
0.04
device_distinct_emails_8w
0.02
foreign_request
0.02
keep_alive_session
0.01
has_other_cards
0.01
phone_mobile_valid
0.01
MOST FREQUENT VALUES
0.8490782663805635
2
<0.1%
0.0878387330473803
2
<0.1%
0.6703446771427739
2
<0.1%
0.0126902039626912
2
<0.1%
0.6218121044938165
2
<0.1%
0.2955110627817236
2
<0.1%
0.8279732617725242
2
<0.1%
0.7873993010051448
2
<0.1%
0.744969203097851
2
<0.1%
0.5219805717244557
2
<0.1%
0.1638966346521906
2
<0.1%
0.8333098365352856
2
<0.1%
0.274646426677379
2
<0.1%
0.8445828473484018
2
<0.1%
0.8833006808661668
2
<0.1%
SMALLEST VALUES
1.4345504845275636e-06
1
<0.1%
1.015544816695968e-05
1
<0.1%
1.9016561044998825e-05
1
<0.1%
1.939656590466133e-05
1
<0.1%
2.04212218655464e-05
1
<0.1%
2.230767456172511e-05
1
<0.1%
2.326447251195517e-05
1
<0.1%
2.5116996202806385e-05
1
<0.1%
3.045742164128896e-05
1
<0.1%
3.198422688099889e-05
1
<0.1%
3.825430706543009e-05
1
<0.1%
4.192542544181888e-05
1
<0.1%
4.208828466739645e-05
1
<0.1%
5.166983577174766e-05
1
<0.1%
5.78313431391364e-05
1
<0.1%
LARGEST VALUES
0.9999993177937188
1
<0.1%
0.9999991157507252
1
<0.1%
0.9999988877263044
1
<0.1%
0.9999986598458426
1
<0.1%
0.9999986426709364
1
<0.1%
0.9999985370177228
1
<0.1%
0.9999984383746752
1
<0.1%
0.9999983273136194
1
<0.1%
0.9999981113003668
1
<0.1%
0.9999979369537872
1
<0.1%
0.9999977100747776
1
<0.1%
0.9999976139854332
1
<0.1%
0.999997547088422
1
<0.1%
0.9999970893245936
1
<0.1%
0.9999967446309846
1
<0.1%
prev_address_months_count
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
current_address_months_count
-0.27
days_since_request
0.08
date_of_birth_distinct_emails_4w
0.06
session_length_in_minutes
0.05
bank_months_count
-0.05
bank_branch_count_8w
-0.04
zip_count_4w
-0.03
proposed_credit_limit
-0.03
name_email_similarity
-0.02
credit_risk_score
-0.02
intended_balcon_amount
-0.01
velocity_24h
0.01
velocity_4w
0.01
velocity_6h
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
housing_status
0.13
customer_age
0.08
month
0.08
payment_type
0.06
phone_home_valid
0.05
device_os
0.04
employment_status
0.04
has_other_cards
0.04
keep_alive_session
0.03
fraud_bool
0.03
income
0.02
foreign_request
0.02
email_is_free
0.01
device_distinct_emails_8w
0.01
MOST FREQUENT VALUES
-1
712,920
71.3%
11
11,475
1.1%
28
10,275
1.0%
29
10,150
1.0%
10
10,082
1.0%
27
10,007
1.0%
30
9,362
0.9%
26
9,036
0.9%
12
8,712
0.9%
31
8,526
0.9%
25
7,609
0.8%
32
6,932
0.7%
24
6,342
0.6%
33
5,682
0.6%
9
5,558
0.6%
SMALLEST VALUES
-1
712,920
71.3%
5
1
<0.1%
6
53
<0.1%
7
409
<0.1%
8
1,962
0.2%
9
5,558
0.6%
10
10,082
1.0%
11
11,475
1.1%
12
8,712
0.9%
13
4,448
0.4%
14
1,568
0.2%
15
360
<0.1%
16
137
<0.1%
17
277
<0.1%
18
507
<0.1%
LARGEST VALUES
383
1
<0.1%
381
1
<0.1%
377
3
<0.1%
375
1
<0.1%
374
1
<0.1%
373
2
<0.1%
372
1
<0.1%
371
5
<0.1%
370
2
<0.1%
369
2
<0.1%
367
1
<0.1%
366
4
<0.1%
365
4
<0.1%
364
7
<0.1%
363
9
<0.1%
current_address_months_count
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prev_address_months_count
-0.27
date_of_birth_distinct_emails_4w
-0.17
proposed_credit_limit
0.13
credit_risk_score
0.09
bank_months_count
0.07
days_since_request
-0.06
intended_balcon_amount
0.06
bank_branch_count_8w
0.05
name_email_similarity
0.05
zip_count_4w
0.05
session_length_in_minutes
-0.03
velocity_6h
0.03
velocity_4w
0.03
velocity_24h
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
housing_status
0.41
customer_age
0.22
phone_home_valid
0.13
employment_status
0.12
month
0.10
phone_mobile_valid
0.09
email_is_free
0.08
device_os
0.07
payment_type
0.07
has_other_cards
0.06
keep_alive_session
0.05
income
0.04
fraud_bool
0.03
foreign_request
0.01
MOST FREQUENT VALUES
6
16,376
1.6%
7
16,270
1.6%
8
16,089
1.6%
5
15,896
1.6%
9
15,688
1.6%
4
15,030
1.5%
10
14,739
1.5%
11
13,988
1.4%
3
13,986
1.4%
12
13,063
1.3%
2
12,741
1.3%
13
11,802
1.2%
1
11,297
1.1%
14
10,946
1.1%
15
9,699
1.0%
SMALLEST VALUES
-1
4,254
0.4%
0
9,609
1.0%
1
11,297
1.1%
2
12,741
1.3%
3
13,986
1.4%
4
15,030
1.5%
5
15,896
1.6%
6
16,376
1.6%
7
16,270
1.6%
8
16,089
1.6%
9
15,688
1.6%
10
14,739
1.5%
11
13,988
1.4%
12
13,063
1.3%
13
11,802
1.2%
LARGEST VALUES
428
1
<0.1%
425
2
<0.1%
424
1
<0.1%
419
1
<0.1%
418
2
<0.1%
417
1
<0.1%
416
2
<0.1%
414
1
<0.1%
413
1
<0.1%
412
4
<0.1%
411
2
<0.1%
410
7
<0.1%
409
1
<0.1%
408
4
<0.1%
407
5
<0.1%
customer_age
MISSING:
---
TOP CATEGORIES
fraud_bool
30
311,433
31%
2,589
<1%
20
245,855
25%
1,205
<1%
40
238,712
24%
2,876
1%
50
140,353
14%
2,805
2%
60
34,770
3%
1,149
3%
10
20,987
2%
74
<1%
70
6,517
<1%
263
4%
80
1,297
<1%
64
5%
90
76
<1%
4
5%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
customer_age
PROVIDES INFORMATION ON...
device_fraud_count
1.00
housing_status
0.06
employment_status
0.06
phone_home_valid
0.03
phone_mobile_valid
0.03
fraud_bool
0.03
has_other_cards
0.02
device_os
0.01
device_distinct_emails_8w
0.01
source
0.01
income
0.01
payment_type
0.00
keep_alive_session
0.00
month
0.00

THESE FEATURES
GIVE INFORMATION
ON customer_age:
housing_status
0.06
employment_status
0.03
phone_home_valid
0.01
income
0.01
device_os
0.01
phone_mobile_valid
0.01
has_other_cards
0.01
month
0.00
payment_type
0.00
keep_alive_session
0.00
fraud_bool
0.00
device_distinct_emails_8w
0.00
email_is_free
0.00
source
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
customer_age
CORRELATION RATIO WITH...
date_of_birth_distinct_emails_4w
0.47
current_address_months_count
0.22
credit_risk_score
0.18
proposed_credit_limit
0.16
prev_address_months_count
0.08
name_email_similarity
0.07
session_length_in_minutes
0.07
velocity_6h
0.07
velocity_4w
0.06
velocity_24h
0.06
bank_branch_count_8w
0.05
days_since_request
0.04
bank_months_count
0.04
zip_count_4w
0.04
days_since_request
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
credit_risk_score
-0.09
prev_address_months_count
0.08
proposed_credit_limit
-0.07
current_address_months_count
-0.06
session_length_in_minutes
0.05
velocity_6h
0.03
bank_months_count
-0.03
velocity_24h
0.02
intended_balcon_amount
0.02
date_of_birth_distinct_emails_4w
0.02
bank_branch_count_8w
-0.02
velocity_4w
0.02
name_email_similarity
-0.01
zip_count_4w
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
payment_type
0.12
month
0.05
has_other_cards
0.05
housing_status
0.05
phone_home_valid
0.04
customer_age
0.04
employment_status
0.02
device_distinct_emails_8w
0.02
device_os
0.02
source
0.02
income
0.02
email_is_free
0.01
phone_mobile_valid
0.01
foreign_request
0.00
MOST FREQUENT VALUES
0.0137294687399049
3
<0.1%
0.029873218937154
3
<0.1%
0.0313133705616665
3
<0.1%
0.010291047279631
3
<0.1%
0.0123878738534499
3
<0.1%
0.0293120312863276
3
<0.1%
0.0259192666282384
3
<0.1%
0.0299539475423589
3
<0.1%
0.0278609082544026
3
<0.1%
0.0140620320495308
3
<0.1%
0.0132750542569136
3
<0.1%
0.0154788811548808
3
<0.1%
0.0206162790531284
3
<0.1%
0.0178400295632636
3
<0.1%
0.0063034032736304
3
<0.1%
SMALLEST VALUES
4.036859788721786e-09
1
<0.1%
3.112790755905627e-08
1
<0.1%
4.284949667494616e-08
1
<0.1%
6.36552871885682e-08
1
<0.1%
6.467590399426414e-08
1
<0.1%
6.688882901370858e-08
1
<0.1%
8.406701995937373e-08
1
<0.1%
9.943647861392677e-08
1
<0.1%
1.4146238735458525e-07
1
<0.1%
1.5319411145588244e-07
1
<0.1%
1.936133842693781e-07
1
<0.1%
2.3846864210706146e-07
1
<0.1%
2.459462075775224e-07
1
<0.1%
2.473608821260349e-07
1
<0.1%
2.756645080808241e-07
1
<0.1%
LARGEST VALUES
78.45690383509861
1
<0.1%
76.58147717238822
1
<0.1%
76.57726535622227
1
<0.1%
76.29663468423487
1
<0.1%
76.16477586587423
1
<0.1%
75.98932695642512
1
<0.1%
75.96965655109744
1
<0.1%
75.84229219598484
1
<0.1%
75.82975623592975
1
<0.1%
75.82080810385789
1
<0.1%
75.78372347462368
1
<0.1%
75.67752060267098
1
<0.1%
75.64895118508835
1
<0.1%
75.55432518795193
1
<0.1%
75.54709833082039
1
<0.1%
intended_balcon_amount
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bank_months_count
0.18
bank_branch_count_8w
0.10
velocity_24h
0.06
proposed_credit_limit
0.06
current_address_months_count
0.06
velocity_4w
0.05
velocity_6h
0.04
name_email_similarity
0.03
date_of_birth_distinct_emails_4w
-0.03
session_length_in_minutes
0.02
days_since_request
0.02
prev_address_months_count
-0.01
zip_count_4w
0.00
credit_risk_score
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
payment_type
0.72
housing_status
0.14
has_other_cards
0.10
device_os
0.08
month
0.07
employment_status
0.07
income
0.06
phone_mobile_valid
0.04
device_distinct_emails_8w
0.03
customer_age
0.03
fraud_bool
0.02
keep_alive_session
0.02
email_is_free
0.01
source
0.01
MOST FREQUENT VALUES
-1.1258458994102172
3
<0.1%
-1.738736289217439
3
<0.1%
-1.3922561733926009
3
<0.1%
-0.4690185647328918
3
<0.1%
-0.6381924111794377
3
<0.1%
-1.4799284413325962
3
<0.1%
-0.6647368983572091
3
<0.1%
-0.5033633009094458
3
<0.1%
36.84840923841947
3
<0.1%
-1.5430468227428185
3
<0.1%
-0.724539636606059
3
<0.1%
-0.5040599226073312
3
<0.1%
-0.5736599204445877
3
<0.1%
-1.4427094962962446
3
<0.1%
-0.7715815258220846
3
<0.1%
SMALLEST VALUES
-15.530554840076814
1
<0.1%
-15.387590176667596
1
<0.1%
-15.167387789729167
1
<0.1%
-14.555655804008062
1
<0.1%
-14.38393244364184
1
<0.1%
-14.292259180354428
1
<0.1%
-14.06497950173618
1
<0.1%
-13.901392638672366
1
<0.1%
-13.705594124513198
1
<0.1%
-13.202786124951324
1
<0.1%
-13.123739042215377
1
<0.1%
-13.10583088137092
1
<0.1%
-12.99465081533122
1
<0.1%
-12.895096725064093
1
<0.1%
-12.537085224630088
1
<0.1%
LARGEST VALUES
112.9569276953714
1
<0.1%
112.75611121241178
1
<0.1%
112.48623218240348
1
<0.1%
112.45207831298237
1
<0.1%
112.350201320502
1
<0.1%
112.32512341880236
1
<0.1%
112.25310702358748
1
<0.1%
112.20907622436084
1
<0.1%
112.13501463544502
1
<0.1%
111.9890433821563
1
<0.1%
111.98421164809544
1
<0.1%
111.96849529123487
1
<0.1%
111.95163951052116
1
<0.1%
111.86849714618828
1
<0.1%
111.82590000178448
1
<0.1%
payment_type
MISSING:
---
TOP CATEGORIES
fraud_bool
AB
370,554
37%
4,169
1%
AA
258,249
26%
1,364
<1%
AC
252,071
25%
4,209
2%
AD
118,837
12%
1,286
1%
AE
289
<1%
1
<1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
payment_type
PROVIDES INFORMATION ON...
device_fraud_count
1.00
source
0.04
has_other_cards
0.02
device_distinct_emails_8w
0.02
housing_status
0.01
fraud_bool
0.01
month
0.01
employment_status
0.01
device_os
0.01
phone_mobile_valid
0.00
phone_home_valid
0.00
customer_age
0.00
foreign_request
0.00
income
0.00

THESE FEATURES
GIVE INFORMATION
ON payment_type:
housing_status
0.02
month
0.01
has_other_cards
0.01
device_os
0.01
employment_status
0.00
customer_age
0.00
phone_home_valid
0.00
device_distinct_emails_8w
0.00
income
0.00
phone_mobile_valid
0.00
source
0.00
fraud_bool
0.00
keep_alive_session
0.00
email_is_free
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
payment_type
CORRELATION RATIO WITH...
intended_balcon_amount
0.72
bank_months_count
0.52
bank_branch_count_8w
0.23
days_since_request
0.12
velocity_4w
0.12
velocity_24h
0.10
date_of_birth_distinct_emails_4w
0.09
credit_risk_score
0.08
velocity_6h
0.08
current_address_months_count
0.07
prev_address_months_count
0.06
zip_count_4w
0.05
session_length_in_minutes
0.05
proposed_credit_limit
0.04
zip_count_4w
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
velocity_4w
0.30
velocity_24h
0.20
velocity_6h
0.14
date_of_birth_distinct_emails_4w
0.13
credit_risk_score
-0.10
bank_months_count
0.05
current_address_months_count
0.05
session_length_in_minutes
0.04
prev_address_months_count
-0.03
name_email_similarity
0.03
proposed_credit_limit
-0.01
bank_branch_count_8w
0.01
intended_balcon_amount
0.00
days_since_request
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
0.31
income
0.08
housing_status
0.05
employment_status
0.05
payment_type
0.05
customer_age
0.04
phone_home_valid
0.04
device_os
0.03
device_distinct_emails_8w
0.03
keep_alive_session
0.02
email_is_free
0.02
foreign_request
0.02
has_other_cards
0.02
phone_mobile_valid
0.01
MOST FREQUENT VALUES
1020
798
<0.1%
1062
782
<0.1%
1042
770
<0.1%
969
767
<0.1%
1026
763
<0.1%
996
762
<0.1%
1030
759
<0.1%
1033
755
<0.1%
1102
754
<0.1%
1112
753
<0.1%
1022
752
<0.1%
1055
752
<0.1%
945
749
<0.1%
1023
749
<0.1%
1034
748
<0.1%
SMALLEST VALUES
1
3
<0.1%
2
5
<0.1%
3
6
<0.1%
4
3
<0.1%
5
11
<0.1%
6
9
<0.1%
7
5
<0.1%
8
7
<0.1%
9
6
<0.1%
10
7
<0.1%
11
11
<0.1%
12
5
<0.1%
13
11
<0.1%
14
6
<0.1%
15
6
<0.1%
LARGEST VALUES
6700
1
<0.1%
6676
1
<0.1%
6634
1
<0.1%
6568
1
<0.1%
6563
1
<0.1%
6540
1
<0.1%
6528
1
<0.1%
6525
1
<0.1%
6521
1
<0.1%
6519
1
<0.1%
6518
1
<0.1%
6511
1
<0.1%
6506
1
<0.1%
6501
1
<0.1%
6491
1
<0.1%
velocity_6h
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
velocity_24h
0.46
velocity_4w
0.40
credit_risk_score
-0.15
zip_count_4w
0.14
date_of_birth_distinct_emails_4w
0.12
session_length_in_minutes
0.05
intended_balcon_amount
0.04
days_since_request
0.03
current_address_months_count
0.03
proposed_credit_limit
-0.03
name_email_similarity
0.02
bank_branch_count_8w
0.02
bank_months_count
0.01
prev_address_months_count
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
0.41
income
0.10
housing_status
0.09
payment_type
0.08
customer_age
0.07
employment_status
0.06
device_distinct_emails_8w
0.04
phone_home_valid
0.04
email_is_free
0.03
device_os
0.03
fraud_bool
0.02
phone_mobile_valid
0.01
has_other_cards
0.01
source
0.00
MOST FREQUENT VALUES
4144.024167885991
2
<0.1%
5215.02020330169
2
<0.1%
11137.54262873555
2
<0.1%
2212.6258115539827
2
<0.1%
767.6470999164003
2
<0.1%
1259.8209928544134
2
<0.1%
4008.507939768076
2
<0.1%
7258.948268319624
2
<0.1%
6839.503720630665
2
<0.1%
4452.988912898629
2
<0.1%
4087.153113966194
2
<0.1%
8373.335430589827
2
<0.1%
6755.8878137003385
2
<0.1%
823.5286752303371
2
<0.1%
2050.3938927285567
2
<0.1%
SMALLEST VALUES
-170.60307235124628
1
<0.1%
-155.43073035695943
1
<0.1%
-139.09676808124823
1
<0.1%
-130.45692803910583
1
<0.1%
-125.40000577829028
1
<0.1%
-123.46032929853573
1
<0.1%
-122.07168161063942
1
<0.1%
-110.8212232955475
1
<0.1%
-106.97829710984364
1
<0.1%
-101.55730401245656
1
<0.1%
-99.3864651951494
1
<0.1%
-89.61365403692663
1
<0.1%
-89.5664961324601
1
<0.1%
-89.32922984902643
1
<0.1%
-85.63388132260366
1
<0.1%
LARGEST VALUES
16715.565404174275
1
<0.1%
16665.359533423547
1
<0.1%
16640.74974262331
1
<0.1%
16606.638849795752
1
<0.1%
16605.497936927877
1
<0.1%
16595.74823599145
1
<0.1%
16579.101716768735
1
<0.1%
16564.610321905384
1
<0.1%
16556.028555457386
1
<0.1%
16545.25413462147
1
<0.1%
16535.402652247623
1
<0.1%
16514.39484346735
1
<0.1%
16508.953890048513
1
<0.1%
16478.864414839976
1
<0.1%
16476.258930138032
1
<0.1%
velocity_24h
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
velocity_4w
0.54
velocity_6h
0.46
zip_count_4w
0.20
date_of_birth_distinct_emails_4w
0.16
credit_risk_score
-0.15
session_length_in_minutes
0.07
intended_balcon_amount
0.06
bank_branch_count_8w
0.04
name_email_similarity
0.04
days_since_request
0.02
bank_months_count
0.02
current_address_months_count
0.02
proposed_credit_limit
0.02
prev_address_months_count
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
0.55
income
0.11
payment_type
0.10
housing_status
0.08
employment_status
0.08
customer_age
0.06
device_distinct_emails_8w
0.05
phone_home_valid
0.05
email_is_free
0.03
has_other_cards
0.03
phone_mobile_valid
0.03
device_os
0.02
foreign_request
0.02
fraud_bool
0.01
MOST FREQUENT VALUES
4667.86385373611
3
<0.1%
3906.416301617956
3
<0.1%
5082.32663160544
3
<0.1%
6676.201310371049
3
<0.1%
4754.238035908859
2
<0.1%
5436.315094711276
2
<0.1%
3854.191745483388
2
<0.1%
3185.953587246281
2
<0.1%
3966.750267240721
2
<0.1%
5163.073843718767
2
<0.1%
3639.5024224034087
2
<0.1%
5014.951267136106
2
<0.1%
5268.22387653615
2
<0.1%
3448.6406925907904
2
<0.1%
6808.469685243554
2
<0.1%
SMALLEST VALUES
1300.3073144849477
1
<0.1%
1320.2839909173258
1
<0.1%
1324.7868315979606
1
<0.1%
1326.9661349510527
1
<0.1%
1328.4102553619102
1
<0.1%
1348.8303177157477
1
<0.1%
1357.9983493960851
1
<0.1%
1358.465735603148
1
<0.1%
1366.4755599524165
1
<0.1%
1366.485702008591
1
<0.1%
1368.3159947568397
1
<0.1%
1370.7921274486564
1
<0.1%
1376.778650301257
1
<0.1%
1390.7242872222532
1
<0.1%
1390.9296832148557
1
<0.1%
LARGEST VALUES
9506.896596111665
1
<0.1%
9502.725576883668
1
<0.1%
9489.970948581831
1
<0.1%
9486.025795691694
1
<0.1%
9483.255648293218
1
<0.1%
9477.653349745346
1
<0.1%
9472.491584406567
1
<0.1%
9462.723772513737
1
<0.1%
9460.446339079415
1
<0.1%
9454.8369704772
1
<0.1%
9453.757817403708
1
<0.1%
9449.399347885352
1
<0.1%
9432.91798757577
1
<0.1%
9432.897215380712
1
<0.1%
9430.206465318171
1
<0.1%
velocity_4w
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
velocity_24h
0.54
velocity_6h
0.40
zip_count_4w
0.30
date_of_birth_distinct_emails_4w
0.24
credit_risk_score
-0.17
session_length_in_minutes
0.08
proposed_credit_limit
0.05
intended_balcon_amount
0.05
name_email_similarity
0.04
bank_months_count
0.03
bank_branch_count_8w
0.03
current_address_months_count
0.03
days_since_request
0.02
prev_address_months_count
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
0.86
payment_type
0.12
income
0.11
employment_status
0.09
housing_status
0.07
customer_age
0.06
device_distinct_emails_8w
0.06
phone_home_valid
0.06
email_is_free
0.05
has_other_cards
0.05
device_os
0.04
phone_mobile_valid
0.03
keep_alive_session
0.02
foreign_request
0.02
MOST FREQUENT VALUES
5466.870949122974
3
<0.1%
4297.664857621487
3
<0.1%
4721.1710207695005
2
<0.1%
4888.096233685259
2
<0.1%
4763.769047516424
2
<0.1%
4373.708543953286
2
<0.1%
4322.561560456435
2
<0.1%
5625.577673974104
2
<0.1%
3854.5111335514575
2
<0.1%
4263.588217689797
2
<0.1%
3142.619905085304
2
<0.1%
4193.273459755667
2
<0.1%
4318.0987557128965
2
<0.1%
4963.689961404792
2
<0.1%
4797.526011421912
2
<0.1%
SMALLEST VALUES
2825.748405284728
1
<0.1%
2863.783336049241
1
<0.1%
2864.909845317925
1
<0.1%
2922.9938898116884
1
<0.1%
2925.966962928352
1
<0.1%
2930.7656072570007
1
<0.1%
2935.463658886214
1
<0.1%
2939.1949029041816
1
<0.1%
2941.133963315532
1
<0.1%
2943.4584141330542
1
<0.1%
2953.337100927592
1
<0.1%
2953.8765650107507
1
<0.1%
2960.133228994915
1
<0.1%
2961.3162692301453
1
<0.1%
2964.366944726694
1
<0.1%
LARGEST VALUES
6994.764200834217
1
<0.1%
6988.564717190532
1
<0.1%
6974.573281048071
1
<0.1%
6966.171440012433
1
<0.1%
6964.040025553942
1
<0.1%
6961.616793338688
1
<0.1%
6960.141497565859
1
<0.1%
6957.582287563362
1
<0.1%
6957.343895398746
1
<0.1%
6956.810559022749
1
<0.1%
6955.931634468288
1
<0.1%
6953.384907295625
1
<0.1%
6953.017847730302
1
<0.1%
6952.918720728002
1
<0.1%
6951.824346668547
1
<0.1%
bank_branch_count_8w
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bank_months_count
0.14
intended_balcon_amount
0.10
current_address_months_count
0.05
prev_address_months_count
-0.04
date_of_birth_distinct_emails_4w
-0.04
velocity_24h
0.04
velocity_4w
0.03
velocity_6h
0.02
days_since_request
-0.02
credit_risk_score
-0.01
proposed_credit_limit
0.01
zip_count_4w
0.01
session_length_in_minutes
0.00
name_email_similarity
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
payment_type
0.23
phone_home_valid
0.05
customer_age
0.05
month
0.05
has_other_cards
0.04
employment_status
0.03
housing_status
0.02
device_os
0.01
income
0.01
device_distinct_emails_8w
0.01
phone_mobile_valid
0.01
fraud_bool
0.01
source
0.01
email_is_free
0.01
MOST FREQUENT VALUES
1
149,028
14.9%
0
144,376
14.4%
2
57,792
5.8%
11
31,160
3.1%
10
30,694
3.1%
12
30,537
3.1%
9
29,239
2.9%
13
28,182
2.8%
8
27,015
2.7%
14
25,698
2.6%
7
24,174
2.4%
15
22,003
2.2%
6
21,086
2.1%
16
18,376
1.8%
5
17,605
1.8%
SMALLEST VALUES
0
144,376
14.4%
1
149,028
14.9%
2
57,792
5.8%
3
17,595
1.8%
4
14,671
1.5%
5
17,605
1.8%
6
21,086
2.1%
7
24,174
2.4%
8
27,015
2.7%
9
29,239
2.9%
10
30,694
3.1%
11
31,160
3.1%
12
30,537
3.1%
13
28,182
2.8%
14
25,698
2.6%
LARGEST VALUES
2385
1
<0.1%
2381
1
<0.1%
2380
1
<0.1%
2371
1
<0.1%
2367
1
<0.1%
2359
1
<0.1%
2355
1
<0.1%
2351
2
<0.1%
2350
1
<0.1%
2349
1
<0.1%
2348
1
<0.1%
2347
1
<0.1%
2346
1
<0.1%
2342
1
<0.1%
2339
1
<0.1%
date_of_birth_distinct_emails_4w
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
velocity_4w
0.24
current_address_months_count
-0.17
velocity_24h
0.16
credit_risk_score
-0.14
zip_count_4w
0.13
velocity_6h
0.12
prev_address_months_count
0.06
proposed_credit_limit
-0.04
bank_branch_count_8w
-0.04
session_length_in_minutes
-0.03
intended_balcon_amount
-0.03
name_email_similarity
0.02
days_since_request
0.02
bank_months_count
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
customer_age
0.47
month
0.25
employment_status
0.22
housing_status
0.19
phone_home_valid
0.17
phone_mobile_valid
0.09
payment_type
0.09
income
0.07
device_os
0.07
has_other_cards
0.05
email_is_free
0.05
fraud_bool
0.04
keep_alive_session
0.04
device_distinct_emails_8w
0.03
MOST FREQUENT VALUES
7
83,193
8.3%
5
80,799
8.1%
8
79,491
7.9%
6
78,225
7.8%
11
73,456
7.3%
9
67,341
6.7%
10
62,681
6.3%
4
62,549
6.3%
13
60,773
6.1%
12
52,409
5.2%
3
44,227
4.4%
15
43,200
4.3%
14
39,927
4.0%
2
35,717
3.6%
16
25,628
2.6%
SMALLEST VALUES
0
1,336
0.1%
1
14,377
1.4%
2
35,717
3.6%
3
44,227
4.4%
4
62,549
6.3%
5
80,799
8.1%
6
78,225
7.8%
7
83,193
8.3%
8
79,491
7.9%
9
67,341
6.7%
10
62,681
6.3%
11
73,456
7.3%
12
52,409
5.2%
13
60,773
6.1%
14
39,927
4.0%
LARGEST VALUES
39
2
<0.1%
38
3
<0.1%
37
12
<0.1%
36
31
<0.1%
35
49
<0.1%
34
85
<0.1%
33
142
<0.1%
32
223
<0.1%
31
273
<0.1%
30
383
<0.1%
29
455
<0.1%
28
527
<0.1%
27
706
<0.1%
26
1,212
0.1%
25
2,155
0.2%
employment_status
MISSING:
---
TOP CATEGORIES
fraud_bool
CA
730,252
73%
8,899
1%
CB
138,288
14%
953
<1%
CF
44,034
4%
85
<1%
CC
37,758
4%
932
2%
CD
26,522
3%
100
<1%
CE
22,693
2%
53
<1%
CG
453
<1%
7
2%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
employment_status
PROVIDES INFORMATION ON...
device_fraud_count
1.00
customer_age
0.03
housing_status
0.02
phone_mobile_valid
0.02
phone_home_valid
0.01
fraud_bool
0.01
source
0.01
device_distinct_emails_8w
0.01
device_os
0.01
income
0.01
payment_type
0.00
month
0.00
keep_alive_session
0.00
has_other_cards
0.00

THESE FEATURES
GIVE INFORMATION
ON employment_status:
customer_age
0.06
housing_status
0.04
income
0.01
phone_home_valid
0.01
month
0.01
phone_mobile_valid
0.01
device_os
0.01
payment_type
0.01
keep_alive_session
0.00
device_distinct_emails_8w
0.00
has_other_cards
0.00
fraud_bool
0.00
source
0.00
foreign_request
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
employment_status
CORRELATION RATIO WITH...
date_of_birth_distinct_emails_4w
0.22
credit_risk_score
0.14
current_address_months_count
0.12
proposed_credit_limit
0.11
velocity_4w
0.09
velocity_24h
0.08
intended_balcon_amount
0.07
name_email_similarity
0.07
velocity_6h
0.06
session_length_in_minutes
0.06
zip_count_4w
0.05
bank_months_count
0.05
prev_address_months_count
0.04
bank_branch_count_8w
0.03
credit_risk_score
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
proposed_credit_limit
0.61
velocity_4w
-0.17
velocity_24h
-0.15
velocity_6h
-0.15
date_of_birth_distinct_emails_4w
-0.14
zip_count_4w
-0.10
current_address_months_count
0.09
days_since_request
-0.09
bank_months_count
-0.06
name_email_similarity
0.05
session_length_in_minutes
-0.03
prev_address_months_count
-0.02
bank_branch_count_8w
-0.01
intended_balcon_amount
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
housing_status
0.31
month
0.22
customer_age
0.18
income
0.18
has_other_cards
0.14
employment_status
0.14
device_os
0.12
payment_type
0.08
fraud_bool
0.07
device_distinct_emails_8w
0.05
email_is_free
0.04
keep_alive_session
0.03
foreign_request
0.02
source
0.01
MOST FREQUENT VALUES
113
6,791
0.7%
116
6,784
0.7%
110
6,774
0.7%
115
6,734
0.7%
117
6,717
0.7%
114
6,703
0.7%
109
6,676
0.7%
105
6,674
0.7%
112
6,653
0.7%
111
6,624
0.7%
108
6,618
0.7%
107
6,611
0.7%
103
6,607
0.7%
118
6,590
0.7%
100
6,559
0.7%
SMALLEST VALUES
-170
1
<0.1%
-169
1
<0.1%
-168
1
<0.1%
-167
1
<0.1%
-166
1
<0.1%
-165
1
<0.1%
-164
3
<0.1%
-159
1
<0.1%
-158
1
<0.1%
-157
1
<0.1%
-156
3
<0.1%
-155
1
<0.1%
-154
3
<0.1%
-153
1
<0.1%
-152
1
<0.1%
LARGEST VALUES
389
1
<0.1%
387
1
<0.1%
386
1
<0.1%
385
2
<0.1%
383
1
<0.1%
381
1
<0.1%
380
2
<0.1%
379
2
<0.1%
378
5
<0.1%
377
6
<0.1%
376
5
<0.1%
375
3
<0.1%
374
12
<0.1%
373
7
<0.1%
372
4
<0.1%
email_is_free
MISSING:
---
TOP CATEGORIES
fraud_bool
1
529,886
53%
7,291
1%
0
470,114
47%
3,738
<1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
email_is_free
PROVIDES INFORMATION ON...
device_fraud_count
1.00
device_os
0.01
fraud_bool
0.01
foreign_request
0.00
housing_status
0.00
phone_mobile_valid
0.00
month
0.00
has_other_cards
0.00
customer_age
0.00
keep_alive_session
0.00
payment_type
0.00
device_distinct_emails_8w
0.00
phone_home_valid
0.00
income
0.00

THESE FEATURES
GIVE INFORMATION
ON email_is_free:
device_os
0.02
housing_status
0.01
month
0.00
customer_age
0.00
has_other_cards
0.00
phone_mobile_valid
0.00
payment_type
0.00
foreign_request
0.00
fraud_bool
0.00
income
0.00
keep_alive_session
0.00
employment_status
0.00
phone_home_valid
0.00
device_distinct_emails_8w
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
email_is_free
CORRELATION RATIO WITH...
current_address_months_count
0.08
name_email_similarity
0.07
velocity_4w
0.05
date_of_birth_distinct_emails_4w
0.05
session_length_in_minutes
0.04
credit_risk_score
0.04
velocity_24h
0.03
velocity_6h
0.03
zip_count_4w
0.02
proposed_credit_limit
0.02
intended_balcon_amount
0.01
prev_address_months_count
0.01
days_since_request
0.01
bank_months_count
0.01
housing_status
MISSING:
---
TOP CATEGORIES
fraud_bool
BC
372,143
37%
2,288
<1%
BB
260,965
26%
1,568
<1%
BA
169,675
17%
6,357
4%
BE
169,135
17%
582
<1%
BD
26,161
3%
226
<1%
BF
1,669
<1%
7
<1%
BG
252
<1%
1
<1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
housing_status
PROVIDES INFORMATION ON...
device_fraud_count
1.00
fraud_bool
0.08
customer_age
0.06
employment_status
0.04
payment_type
0.02
phone_mobile_valid
0.01
income
0.01
device_os
0.01
month
0.01
phone_home_valid
0.01
source
0.01
has_other_cards
0.01
email_is_free
0.01
device_distinct_emails_8w
0.01

THESE FEATURES
GIVE INFORMATION
ON housing_status:
customer_age
0.06
employment_status
0.02
income
0.02
payment_type
0.01
month
0.01
device_os
0.01
phone_home_valid
0.00
fraud_bool
0.00
email_is_free
0.00
phone_mobile_valid
0.00
has_other_cards
0.00
keep_alive_session
0.00
device_distinct_emails_8w
0.00
foreign_request
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
housing_status
CORRELATION RATIO WITH...
current_address_months_count
0.41
credit_risk_score
0.31
proposed_credit_limit
0.29
date_of_birth_distinct_emails_4w
0.19
intended_balcon_amount
0.14
prev_address_months_count
0.13
velocity_6h
0.09
velocity_24h
0.08
bank_months_count
0.08
name_email_similarity
0.08
velocity_4w
0.07
session_length_in_minutes
0.05
zip_count_4w
0.05
days_since_request
0.05
phone_home_valid
MISSING:
---
TOP CATEGORIES
fraud_bool
0
582,923
58%
8,238
1%
1
417,077
42%
2,791
<1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
phone_home_valid
PROVIDES INFORMATION ON...
device_fraud_count
1.00
phone_mobile_valid
0.11
customer_age
0.01
fraud_bool
0.01
employment_status
0.01
has_other_cards
0.01
housing_status
0.00
month
0.00
payment_type
0.00
source
0.00
device_os
0.00
keep_alive_session
0.00
device_distinct_emails_8w
0.00
income
0.00

THESE FEATURES
GIVE INFORMATION
ON phone_home_valid:
phone_mobile_valid
0.06
customer_age
0.03
employment_status
0.01
has_other_cards
0.01
month
0.01
housing_status
0.01
payment_type
0.00
device_os
0.00
keep_alive_session
0.00
fraud_bool
0.00
income
0.00
email_is_free
0.00
device_distinct_emails_8w
0.00
source
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
phone_home_valid
CORRELATION RATIO WITH...
date_of_birth_distinct_emails_4w
0.17
current_address_months_count
0.13
velocity_4w
0.06
prev_address_months_count
0.05
bank_months_count
0.05
velocity_24h
0.05
bank_branch_count_8w
0.05
session_length_in_minutes
0.04
days_since_request
0.04
velocity_6h
0.04
zip_count_4w
0.04
proposed_credit_limit
0.01
credit_risk_score
0.01
name_email_similarity
0.00
phone_mobile_valid
MISSING:
---
TOP CATEGORIES
fraud_bool
1
889,676
89%
9,381
1%
0
110,324
11%
1,648
1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
phone_mobile_valid
PROVIDES INFORMATION ON...
device_fraud_count
1.00
phone_home_valid
0.06
device_distinct_emails_8w
0.01
employment_status
0.01
customer_age
0.01
source
0.01
housing_status
0.00
device_os
0.00
fraud_bool
0.00
payment_type
0.00
month
0.00
email_is_free
0.00
keep_alive_session
0.00
income
0.00

THESE FEATURES
GIVE INFORMATION
ON phone_mobile_valid:
phone_home_valid
0.11
customer_age
0.03
employment_status
0.02
housing_status
0.01
device_os
0.01
payment_type
0.00
device_distinct_emails_8w
0.00
month
0.00
email_is_free
0.00
keep_alive_session
0.00
source
0.00
income
0.00
fraud_bool
0.00
has_other_cards
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
phone_mobile_valid
CORRELATION RATIO WITH...
date_of_birth_distinct_emails_4w
0.09
current_address_months_count
0.09
intended_balcon_amount
0.04
velocity_24h
0.03
velocity_4w
0.03
proposed_credit_limit
0.02
zip_count_4w
0.01
bank_branch_count_8w
0.01
velocity_6h
0.01
name_email_similarity
0.01
bank_months_count
0.01
days_since_request
0.01
prev_address_months_count
0.00
credit_risk_score
0.00
bank_months_count
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
intended_balcon_amount
0.18
bank_branch_count_8w
0.14
current_address_months_count
0.07
credit_risk_score
-0.06
zip_count_4w
0.05
prev_address_months_count
-0.05
velocity_4w
0.03
days_since_request
-0.03
proposed_credit_limit
-0.02
velocity_24h
0.02
session_length_in_minutes
0.02
velocity_6h
0.01
date_of_birth_distinct_emails_4w
-0.01
name_email_similarity
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
payment_type
0.52
housing_status
0.08
phone_home_valid
0.05
month
0.05
employment_status
0.05
device_os
0.04
customer_age
0.04
device_distinct_emails_8w
0.03
source
0.03
income
0.01
email_is_free
0.01
phone_mobile_valid
0.01
has_other_cards
0.01
fraud_bool
0.00
MOST FREQUENT VALUES
-1
253,635
25.4%
1
194,802
19.5%
28
80,082
8.0%
15
59,141
5.9%
30
50,777
5.1%
31
46,084
4.6%
25
40,450
4.0%
10
37,158
3.7%
20
30,850
3.1%
21
29,098
2.9%
5
28,001
2.8%
2
25,836
2.6%
26
24,779
2.5%
11
23,745
2.4%
6
17,678
1.8%
SMALLEST VALUES
-1
253,635
25.4%
1
194,802
19.5%
2
25,836
2.6%
3
8,580
0.9%
4
3,834
0.4%
5
28,001
2.8%
6
17,678
1.8%
7
931
<0.1%
8
30
<0.1%
9
4,801
0.5%
10
37,158
3.7%
11
23,745
2.4%
12
1,121
0.1%
13
2
<0.1%
14
493
<0.1%
LARGEST VALUES
32
46
<0.1%
31
46,084
4.6%
30
50,777
5.1%
29
11,696
1.2%
28
80,082
8.0%
27
4,197
0.4%
26
24,779
2.5%
25
40,450
4.0%
24
1,822
0.2%
23
320
<0.1%
22
6,741
0.7%
21
29,098
2.9%
20
30,850
3.1%
19
8,212
0.8%
18
491
<0.1%
has_other_cards
MISSING:
---
TOP CATEGORIES
fraud_bool
0
777,012
78%
10,098
1%
1
222,988
22%
931
<1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
has_other_cards
PROVIDES INFORMATION ON...
device_fraud_count
1.00
fraud_bool
0.01
phone_home_valid
0.01
payment_type
0.01
keep_alive_session
0.01
customer_age
0.01
source
0.00
device_distinct_emails_8w
0.00
housing_status
0.00
month
0.00
income
0.00
employment_status
0.00
email_is_free
0.00
device_os
0.00

THESE FEATURES
GIVE INFORMATION
ON has_other_cards:
payment_type
0.02
customer_age
0.02
phone_home_valid
0.01
keep_alive_session
0.01
month
0.01
income
0.01
housing_status
0.01
employment_status
0.00
device_os
0.00
fraud_bool
0.00
email_is_free
0.00
device_distinct_emails_8w
0.00
source
0.00
phone_mobile_valid
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
has_other_cards
CORRELATION RATIO WITH...
credit_risk_score
0.14
intended_balcon_amount
0.10
proposed_credit_limit
0.10
session_length_in_minutes
0.09
current_address_months_count
0.06
date_of_birth_distinct_emails_4w
0.05
days_since_request
0.05
velocity_4w
0.05
prev_address_months_count
0.04
bank_branch_count_8w
0.04
velocity_24h
0.03
zip_count_4w
0.02
name_email_similarity
0.01
velocity_6h
0.01
proposed_credit_limit
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
credit_risk_score
0.61
current_address_months_count
0.13
name_email_similarity
0.07
days_since_request
-0.07
intended_balcon_amount
0.06
velocity_4w
0.05
date_of_birth_distinct_emails_4w
-0.04
prev_address_months_count
-0.03
velocity_6h
-0.03
bank_months_count
-0.02
velocity_24h
0.02
zip_count_4w
-0.01
bank_branch_count_8w
0.01
session_length_in_minutes
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
housing_status
0.29
customer_age
0.16
income
0.12
employment_status
0.11
month
0.11
device_os
0.10
has_other_cards
0.10
fraud_bool
0.07
payment_type
0.04
foreign_request
0.02
keep_alive_session
0.02
phone_mobile_valid
0.02
email_is_free
0.02
device_distinct_emails_8w
0.02
MOST FREQUENT VALUES
200.0
613,854
61.4%
1500.0
145,735
14.6%
500.0
135,797
13.6%
1000.0
81,882
8.2%
990.0
7,580
0.8%
510.0
6,967
0.7%
2000.0
6,114
0.6%
490.0
870
<0.1%
210.0
607
<0.1%
1900.0
390
<0.1%
190.0
163
<0.1%
2100.0
41
<0.1%
SMALLEST VALUES
190.0
163
<0.1%
200.0
613,854
61.4%
210.0
607
<0.1%
490.0
870
<0.1%
500.0
135,797
13.6%
510.0
6,967
0.7%
990.0
7,580
0.8%
1000.0
81,882
8.2%
1500.0
145,735
14.6%
1900.0
390
<0.1%
2000.0
6,114
0.6%
2100.0
41
<0.1%
LARGEST VALUES
2100.0
41
<0.1%
2000.0
6,114
0.6%
1900.0
390
<0.1%
1500.0
145,735
14.6%
1000.0
81,882
8.2%
990.0
7,580
0.8%
510.0
6,967
0.7%
500.0
135,797
13.6%
490.0
870
<0.1%
210.0
607
<0.1%
200.0
613,854
61.4%
190.0
163
<0.1%
foreign_request
MISSING:
---
TOP CATEGORIES
fraud_bool
0
974,758
97%
10,474
1%
1
25,242
3%
555
2%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
foreign_request
PROVIDES INFORMATION ON...
device_fraud_count
1.00
fraud_bool
0.00
device_os
0.00
source
0.00
email_is_free
0.00
device_distinct_emails_8w
0.00
month
0.00
housing_status
0.00
employment_status
0.00
payment_type
0.00
keep_alive_session
0.00
customer_age
0.00
income
0.00
phone_mobile_valid
0.00

THESE FEATURES
GIVE INFORMATION
ON foreign_request:
device_os
0.02
month
0.01
email_is_free
0.00
housing_status
0.00
payment_type
0.00
employment_status
0.00
customer_age
0.00
keep_alive_session
0.00
fraud_bool
0.00
income
0.00
device_distinct_emails_8w
0.00
source
0.00
phone_home_valid
0.00
phone_mobile_valid
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foreign_request
CORRELATION RATIO WITH...
date_of_birth_distinct_emails_4w
0.03
proposed_credit_limit
0.02
velocity_4w
0.02
prev_address_months_count
0.02
zip_count_4w
0.02
credit_risk_score
0.02
velocity_24h
0.02
name_email_similarity
0.02
session_length_in_minutes
0.01
current_address_months_count
0.01
intended_balcon_amount
0.01
bank_months_count
0.00
bank_branch_count_8w
0.00
days_since_request
0.00
source
MISSING:
---
TOP CATEGORIES
fraud_bool
INTERNET
992,952
>99%
10,917
1%
TELEAPP
7,048
<1%
112
2%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
source
PROVIDES INFORMATION ON...
device_fraud_count
1.00
device_distinct_emails_8w
0.06
keep_alive_session
0.01
device_os
0.00
payment_type
0.00
phone_mobile_valid
0.00
employment_status
0.00
foreign_request
0.00
has_other_cards
0.00
customer_age
0.00
housing_status
0.00
month
0.00
fraud_bool
0.00
phone_home_valid
0.00

THESE FEATURES
GIVE INFORMATION
ON source:
device_distinct_emails_8w
0.24
keep_alive_session
0.09
device_os
0.07
payment_type
0.04
employment_status
0.01
customer_age
0.01
housing_status
0.01
month
0.01
phone_mobile_valid
0.01
has_other_cards
0.00
phone_home_valid
0.00
income
0.00
foreign_request
0.00
fraud_bool
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
source
CORRELATION RATIO WITH...
session_length_in_minutes
0.04
bank_months_count
0.03
date_of_birth_distinct_emails_4w
0.02
days_since_request
0.02
intended_balcon_amount
0.01
credit_risk_score
0.01
bank_branch_count_8w
0.01
prev_address_months_count
0.01
current_address_months_count
0.01
proposed_credit_limit
0.01
velocity_24h
0.01
name_email_similarity
0.01
velocity_6h
0.00
zip_count_4w
0.00
session_length_in_minutes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
velocity_4w
0.08
velocity_24h
0.07
velocity_6h
0.05
prev_address_months_count
0.05
days_since_request
0.05
zip_count_4w
0.04
credit_risk_score
-0.03
current_address_months_count
-0.03
date_of_birth_distinct_emails_4w
-0.03
intended_balcon_amount
0.02
bank_months_count
0.02
name_email_similarity
0.01
bank_branch_count_8w
0.00
proposed_credit_limit
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
0.10
has_other_cards
0.09
device_distinct_emails_8w
0.08
customer_age
0.07
device_os
0.06
income
0.06
employment_status
0.06
housing_status
0.05
keep_alive_session
0.05
payment_type
0.05
phone_home_valid
0.04
email_is_free
0.04
source
0.04
foreign_request
0.01
MOST FREQUENT VALUES
-1.0
2,015
0.2%
4.192391730228868
3
<0.1%
7.960109353275311
3
<0.1%
9.661988782407766
3
<0.1%
5.323466039240103
3
<0.1%
5.742535395022787
3
<0.1%
2.4636968204563465
3
<0.1%
1.8442205218092096
3
<0.1%
13.152597038690526
3
<0.1%
5.421323395658279
3
<0.1%
4.443947636060881
3
<0.1%
4.743844459749736
3
<0.1%
4.638723018902992
3
<0.1%
5.256577750919541
3
<0.1%
5.10161371654238
3
<0.1%
SMALLEST VALUES
-1.0
2,015
0.2%
0.0008720274159186
1
<0.1%
0.0022978113513794
1
<0.1%
0.0032623528255633
1
<0.1%
0.0035632733374455
1
<0.1%
0.0042864174248693
1
<0.1%
0.0045886267706876
1
<0.1%
0.0055538361133073
1
<0.1%
0.0056184564687415
1
<0.1%
0.005798037970452
1
<0.1%
0.0061875196824308
1
<0.1%
0.0071130957290552
1
<0.1%
0.0074205254225216
1
<0.1%
0.0075367525341716
1
<0.1%
0.0078794628493725
1
<0.1%
LARGEST VALUES
85.89914319274027
1
<0.1%
83.37677457857882
1
<0.1%
83.213535814056
1
<0.1%
82.47861609366899
1
<0.1%
82.29932742838628
1
<0.1%
82.25407807839518
1
<0.1%
82.03736105738798
1
<0.1%
82.03581612997844
1
<0.1%
82.00473129116429
1
<0.1%
81.8390803842619
1
<0.1%
81.7089917149448
1
<0.1%
80.94792706916544
1
<0.1%
80.75778536912833
1
<0.1%
80.40364047063186
1
<0.1%
80.38460670799364
1
<0.1%
device_os
MISSING:
---
TOP CATEGORIES
fraud_bool
other
342,728
34%
1,974
<1%
linux
332,712
33%
1,715
<1%
windows
263,506
26%
6,507
2%
macintosh
53,826
5%
752
1%
x11
7,228
<1%
81
1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
device_os
PROVIDES INFORMATION ON...
device_fraud_count
1.00
source
0.07
fraud_bool
0.05
email_is_free
0.02
foreign_request
0.02
device_distinct_emails_8w
0.01
phone_mobile_valid
0.01
housing_status
0.01
customer_age
0.01
employment_status
0.01
payment_type
0.01
keep_alive_session
0.00
month
0.00
phone_home_valid
0.00

THESE FEATURES
GIVE INFORMATION
ON device_os:
customer_age
0.01
email_is_free
0.01
housing_status
0.01
payment_type
0.01
employment_status
0.01
month
0.00
phone_mobile_valid
0.00
fraud_bool
0.00
income
0.00
source
0.00
keep_alive_session
0.00
device_distinct_emails_8w
0.00
phone_home_valid
0.00
foreign_request
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
device_os
CORRELATION RATIO WITH...
credit_risk_score
0.12
proposed_credit_limit
0.10
intended_balcon_amount
0.08
current_address_months_count
0.07
date_of_birth_distinct_emails_4w
0.07
session_length_in_minutes
0.06
name_email_similarity
0.05
prev_address_months_count
0.04
bank_months_count
0.04
velocity_4w
0.04
zip_count_4w
0.03
velocity_6h
0.03
days_since_request
0.02
velocity_24h
0.02
keep_alive_session
MISSING:
---
TOP CATEGORIES
fraud_bool
1
576,947
58%
3,768
<1%
0
423,053
42%
7,261
2%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
keep_alive_session
PROVIDES INFORMATION ON...
device_fraud_count
1.00
source
0.09
device_distinct_emails_8w
0.04
fraud_bool
0.02
has_other_cards
0.01
month
0.00
employment_status
0.00
device_os
0.00
housing_status
0.00
customer_age
0.00
phone_home_valid
0.00
foreign_request
0.00
phone_mobile_valid
0.00
income
0.00

THESE FEATURES
GIVE INFORMATION
ON keep_alive_session:
month
0.01
device_distinct_emails_8w
0.01
has_other_cards
0.01
source
0.01
customer_age
0.00
housing_status
0.00
device_os
0.00
employment_status
0.00
fraud_bool
0.00
income
0.00
phone_home_valid
0.00
payment_type
0.00
email_is_free
0.00
phone_mobile_valid
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
keep_alive_session
CORRELATION RATIO WITH...
session_length_in_minutes
0.05
current_address_months_count
0.05
date_of_birth_distinct_emails_4w
0.04
prev_address_months_count
0.03
credit_risk_score
0.03
velocity_4w
0.02
zip_count_4w
0.02
proposed_credit_limit
0.02
intended_balcon_amount
0.02
name_email_similarity
0.01
velocity_6h
0.00
bank_months_count
0.00
bank_branch_count_8w
0.00
velocity_24h
0.00
device_distinct_emails_8w
MISSING:
---
TOP CATEGORIES
fraud_bool
1
968,067
97%
9,839
1%
2
25,302
3%
1,035
4%
0
6,272
<1%
151
2%
-1
359
<1%
4
1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
device_distinct_emails_8w
PROVIDES INFORMATION ON...
device_fraud_count
1.00
source
0.24
fraud_bool
0.01
keep_alive_session
0.01
phone_mobile_valid
0.00
payment_type
0.00
month
0.00
employment_status
0.00
device_os
0.00
customer_age
0.00
has_other_cards
0.00
housing_status
0.00
foreign_request
0.00
phone_home_valid
0.00

THESE FEATURES
GIVE INFORMATION
ON device_distinct_emails_8w:
source
0.06
keep_alive_session
0.04
month
0.02
payment_type
0.02
device_os
0.01
phone_mobile_valid
0.01
employment_status
0.01
customer_age
0.01
housing_status
0.01
fraud_bool
0.00
has_other_cards
0.00
income
0.00
phone_home_valid
0.00
foreign_request
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
device_distinct_emails_8w
CORRELATION RATIO WITH...
session_length_in_minutes
0.08
velocity_4w
0.06
velocity_24h
0.05
credit_risk_score
0.05
velocity_6h
0.04
intended_balcon_amount
0.03
bank_months_count
0.03
date_of_birth_distinct_emails_4w
0.03
zip_count_4w
0.03
name_email_similarity
0.02
days_since_request
0.02
proposed_credit_limit
0.02
prev_address_months_count
0.01
current_address_months_count
0.01
device_fraud_count
MISSING:
---
TOP CATEGORIES
fraud_bool
0
1.0M
100%
11,029
1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
device_fraud_count
PROVIDES INFORMATION ON...
source
0.00
employment_status
0.00
device_distinct_emails_8w
0.00
customer_age
0.00
income
0.00
email_is_free
0.00
housing_status
0.00
phone_home_valid
0.00
phone_mobile_valid
0.00
has_other_cards
0.00
device_os
0.00
keep_alive_session
0.00
month
0.00
payment_type
-0.00

THESE FEATURES
GIVE INFORMATION
ON device_fraud_count:
fraud_bool
1.00
income
1.00
customer_age
1.00
payment_type
1.00
employment_status
1.00
email_is_free
1.00
housing_status
1.00
phone_home_valid
1.00
phone_mobile_valid
1.00
has_other_cards
1.00
foreign_request
1.00
source
1.00
device_os
1.00
keep_alive_session
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
device_fraud_count
CORRELATION RATIO WITH...
name_email_similarity
0.00
prev_address_months_count
0.00
current_address_months_count
0.00
days_since_request
0.00
intended_balcon_amount
0.00
zip_count_4w
0.00
velocity_6h
0.00
velocity_24h
0.00
velocity_4w
0.00
bank_branch_count_8w
0.00
date_of_birth_distinct_emails_4w
0.00
credit_risk_score
0.00
bank_months_count
0.00
proposed_credit_limit
0.00
month
MISSING:
---
TOP CATEGORIES
fraud_bool
3
150,936
15%
1,392
<1%
2
136,979
14%
1,198
<1%
0
132,440
13%
1,500
1%
4
127,691
13%
1,452
1%
1
127,620
13%
1,198
<1%
5
119,323
12%
1,411
1%
6
108,168
11%
1,450
1%
7
96,843
10%
1,428
1%
ALL
1.0M
100%
11,029
1%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
month
PROVIDES INFORMATION ON...
device_fraud_count
1.00
device_distinct_emails_8w
0.02
payment_type
0.01
keep_alive_session
0.01
housing_status
0.01
has_other_cards
0.01
phone_home_valid
0.01
employment_status
0.01
source
0.01
foreign_request
0.01
income
0.00
device_os
0.00
phone_mobile_valid
0.00
email_is_free
0.00

THESE FEATURES
GIVE INFORMATION
ON month:
payment_type
0.01
housing_status
0.01
income
0.01
employment_status
0.00
keep_alive_session
0.00
device_os
0.00
customer_age
0.00
phone_home_valid
0.00
has_other_cards
0.00
device_distinct_emails_8w
0.00
email_is_free
0.00
phone_mobile_valid
0.00
foreign_request
0.00
source
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
CORRELATION RATIO WITH...
velocity_4w
0.86
velocity_24h
0.55
velocity_6h
0.41
zip_count_4w
0.31
date_of_birth_distinct_emails_4w
0.25
credit_risk_score
0.22
proposed_credit_limit
0.11
current_address_months_count
0.10
session_length_in_minutes
0.10
name_email_similarity
0.08
prev_address_months_count
0.08
intended_balcon_amount
0.07
days_since_request
0.05
bank_branch_count_8w
0.05