Raw
Cleaned
10000
ROWS
10000
0
DUPLICATES
0
9.0 MB
RAM
6.6 MB
22
FEATURES
22
9
CATEGORICAL
9
9
NUMERICAL
9
4
TEXT
4
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
event_id
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
10,000
(100%)
10,000
(100%)
1
<1%
1
<1%
evt_d351e59b15fd
1
<1%
1
<1%
evt_a2852f796426
1
<1%
1
<1%
evt_bc0fe6238a59
1
<1%
1
<1%
evt_d8d7fbd6ff01
1
<1%
1
<1%
evt_41c7e06b10a0
1
<1%
1
<1%
evt_1c7281cf8bd1
1
<1%
1
<1%
evt_ba8a2cb57c27
9,993
>99%
9,993
>99%
(Other)
2
user_id
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
2,897
(29%)
2,897
(29%)
13
<1%
13
<1%
user_1381
12
<1%
12
<1%
user_2246
11
<1%
11
<1%
user_836
11
<1%
11
<1%
user_1677
10
<1%
10
<1%
user_2558
10
<1%
10
<1%
user_823
10
<1%
10
<1%
user_1486
9,923
>99%
9,923
>99%
(Other)
3
repo_id
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
1,200
(12%)
1,200
(12%)
20
<1%
20
<1%
repo_1017
18
<1%
18
<1%
repo_706
18
<1%
18
<1%
repo_354
17
<1%
17
<1%
repo_247
17
<1%
17
<1%
repo_687
17
<1%
17
<1%
repo_815
16
<1%
16
<1%
repo_376
9,877
99%
9,877
99%
(Other)
4
event_type
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
42
(<1%)
7
(<1%)
5
lines_added
VALUES:
10,000
(100%)
9,945
(>99%)
MISSING:
---
55
(<1%)
DISTINCT:
138
(1%)
137
(1%)
ZEROES:
516
(5%)
516
(5%)
MAX
5,000
196
95%
62
60
Q3
27
27
AVG
47
20
MEDIAN
13
13
Q1
5
5
5%
0
0
MIN
0
0
RANGE
5,000
196
IQR
22.0
22.0
STD
369
20.5
VAR
136k
420
KURT.
176
7.08
SKEW
13.3
2.15
SUM
470k
195k
6
lines_deleted
VALUES:
10,000
(100%)
9,936
(>99%)
MISSING:
---
64
(<1%)
DISTINCT:
92
(<1%)
91
(<1%)
ZEROES:
746
(7%)
746
(7%)
MAX
4,000
138
95%
37
36
Q3
17
17
AVG
37
12
MEDIAN
8
8
Q1
3
3
5%
0
0
MIN
0
0
RANGE
4,000
138
IQR
14.0
14.0
STD
318
12.2
VAR
101k
149
KURT.
151
8.07
SKEW
12.4
2.12
SUM
374k
118k
7
files_changed
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
23
(<1%)
23
(<1%)
ZEROES:
---
---
MAX
25.0
25.0
95%
9.0
9.0
Q3
4.0
4.0
AVG
2.8
2.8
MEDIAN
2.0
2.0
Q1
1.0
1.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
24.0
24.0
IQR
3.00
3.00
STD
2.77
2.77
VAR
7.70
7.70
KURT.
6.92
6.92
SKEW
2.32
2.32
SUM
28,230
28,230
8
dominant_language
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
36
(<1%)
6
(<1%)
9
ci_status
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
24
(<1%)
3
(<1%)
10
coverage_percent
VALUES:
10,000
(100%)
9,798
(98%)
MISSING:
---
202
(2%)
DISTINCT:
1,262
(13%)
673
(7%)
472
5%
-
-
100
34
<1%
-
-
74.2
33
<1%
-
-
74.4
33
<1%
-
-
79.2
33
<1%
-
-
76.5
33
<1%
-
-
77.0
32
<1%
-
-
75.3
9,330
93%
9,798
100%
(Other)
11
editor
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
34
(<1%)
5
(<1%)
12
os
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
26
(<1%)
3
(<1%)
13
time_to_ci_minutes
VALUES:
9,798
(98%)
9,798
(98%)
MISSING:
202
(2%)
202
(2%)
DISTINCT:
2,799
(28%)
2,799
(28%)
ZEROES:
1
(<1%)
1
(<1%)
MAX
1,578
1,578
95%
191
191
Q3
15
15
AVG
45
45
MEDIAN
10
10
Q1
6
6
5%
2
2
MIN
0
0
RANGE
1,578
1,578
IQR
8.64
8.64
STD
164
164
VAR
26,819
26,819
KURT.
29.2
29.2
SKEW
5.27
5.27
SUM
440k
440k
14
build_duration_s
VALUES:
9,786
(98%)
9,786
(98%)
MISSING:
214
(2%)
214
(2%)
DISTINCT:
8,677
(87%)
8,677
(87%)
ZEROES:
---
---
MAX
749
749
95%
494
494
Q3
374
374
MEDIAN
291
291
AVG
283
283
Q1
201
201
5%
7
7
MIN
0
0
RANGE
749
749
IQR
173
173
STD
134
134
VAR
18,067
18,067
KURT.
-0.172
-0.172
SKEW
-0.185
-0.185
SUM
2.8M
2.8M
15
tests_run
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
249
(2%)
249
(2%)
ZEROES:
15
(<1%)
15
(<1%)
MAX
273
273
95%
185
185
Q3
146
146
AVG
119
119
MEDIAN
119
119
Q1
92
92
5%
53
53
MIN
0
0
RANGE
273
273
IQR
54.0
54.0
STD
40.1
40.1
VAR
1,607
1,607
KURT.
0.045
0.045
SKEW
0.024
0.024
SUM
1.2M
1.2M
16
tests_failed
VALUES:
10,000
(100%)
9,769
(98%)
MISSING:
---
231
(2%)
DISTINCT:
153
(2%)
41
(<1%)
ZEROES:
1,248
(12%)
1,248
(12%)
MAX
245
48
95%
25
23
Q3
15
15
AVG
12
10
MEDIAN
10
10
Q1
4
4
5%
0
0
MIN
0
0
RANGE
245
48.0
IQR
11.0
11.0
STD
19.4
7.20
VAR
376
51.8
KURT.
48.0
-0.231
SKEW
6.35
0.459
SUM
125k
98,024
17
is_weekend
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
2
(<1%)
18
pr_merge_time_hours
VALUES:
2,832
(28%)
2,794
(28%)
MISSING:
7,168
(72%)
7,206
(72%)
DISTINCT:
866
(9%)
828
(8%)
ZEROES:
2
(<1%)
2
(<1%)
MAX
120
120
95%
76
76
Q3
52
52
AVG
37
37
MEDIAN
35
35
Q1
19
20
5%
3
5
MIN
-9
0
RANGE
129
120
IQR
32.3
31.9
STD
22.4
22.1
VAR
504
486
KURT.
-0.284
-0.275
SKEW
0.403
0.446
SUM
104k
104k
19
label_is_high_quality
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
2
(<1%)
20
exam_period
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
2
(<1%)
21
commit_message_length
VALUES:
9,304
(93%)
9,304
(93%)
MISSING:
696
(7%)
696
(7%)
DISTINCT:
115
(1%)
115
(1%)
ZEROES:
77
(<1%)
77
(<1%)
MAX
126
126
95%
81
81
Q3
61
61
MEDIAN
48
48
AVG
48
48
Q1
34
34
5%
15
15
MIN
0
0
RANGE
126
126
IQR
27.0
27.0
STD
19.8
19.8
VAR
390
390
KURT.
-0.117
-0.117
SKEW
0.077
0.077
SUM
443k
443k
22
is_bot_user
VALUES:
10,000
(100%)
10,000
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
2
(<1%)
Associations
[Only including dataset "Raw"]
■ 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 "Cleaned"]
■ 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.
event_id
MISSING:
---
---
1
<1%
1
<1%
evt_d351e59b15fd
1
<1%
1
<1%
evt_a2852f796426
1
<1%
1
<1%
evt_bc0fe6238a59
1
<1%
1
<1%
evt_d8d7fbd6ff01
1
<1%
1
<1%
evt_41c7e06b10a0
1
<1%
1
<1%
evt_1c7281cf8bd1
1
<1%
1
<1%
evt_ba8a2cb57c27
1
<1%
1
<1%
evt_6484791b795b
1
<1%
1
<1%
evt_28e55506aa72
1
<1%
1
<1%
evt_72b9896148ef
1
<1%
1
<1%
evt_0f7195e63939
1
<1%
1
<1%
evt_6deeb2e40bba
1
<1%
1
<1%
evt_a5de89991a0a
1
<1%
1
<1%
evt_aff1eaca14a9
1
<1%
1
<1%
evt_5e72552c88a2
1
<1%
1
<1%
evt_6c2e54df7d84
1
<1%
1
<1%
evt_e8bdf57970a1
1
<1%
1
<1%
evt_42cc1008c449
1
<1%
1
<1%
evt_0a46caeb717d
1
<1%
1
<1%
evt_0d3b5e4f0c21
1
<1%
1
<1%
evt_e6a497e0b9dd
1
<1%
1
<1%
evt_983aedce4015
1
<1%
1
<1%
evt_58447e158b38
1
<1%
1
<1%
evt_17ba452f30c0
1
<1%
1
<1%
evt_7fdab4a221ea
1
<1%
1
<1%
evt_c7ac469edd8a
1
<1%
1
<1%
evt_45226751d7be
1
<1%
1
<1%
evt_329fc410eca9
1
<1%
1
<1%
evt_90b13dc2eee7
1
<1%
1
<1%
evt_9b3cf4efe794
1
<1%
1
<1%
evt_dcb9ee6d8ebc
1
<1%
1
<1%
evt_9d86a2c39f27
1
<1%
1
<1%
evt_84905f75a3bc
1
<1%
1
<1%
evt_daa3a8ffa889
1
<1%
1
<1%
evt_6ed2b8a3ebdd
1
<1%
1
<1%
evt_a268aa2249ac
1
<1%
1
<1%
evt_28d8fe0a12b2
1
<1%
1
<1%
evt_ac1164eb412d
1
<1%
1
<1%
evt_3d8097bc76f3
1
<1%
1
<1%
evt_8dfe2ba61492
1
<1%
1
<1%
evt_cf567a9dbffa
1
<1%
1
<1%
evt_b24e5da8975f
1
<1%
1
<1%
evt_4b3186318128
1
<1%
1
<1%
evt_9cfeff9beb62
1
<1%
1
<1%
evt_db0530a09212
1
<1%
1
<1%
evt_044f2ffbeaec
1
<1%
1
<1%
evt_c29a860d30cb
1
<1%
1
<1%
evt_7e79b61bf5c1
1
<1%
1
<1%
evt_14c799776bfb
1
<1%
1
<1%
evt_9aed021eeefe
1
<1%
1
<1%
evt_0ae3558fa748
1
<1%
1
<1%
evt_5e9775955ca5
1
<1%
1
<1%
evt_d96857e5fa57
1
<1%
1
<1%
evt_c3cdd8accc0f
1
<1%
1
<1%
evt_f2d72b4698a3
1
<1%
1
<1%
evt_b61f23a70231
1
<1%
1
<1%
evt_25b6a0f60907
1
<1%
1
<1%
evt_7880e6fb9398
1
<1%
1
<1%
evt_590f0992d056
1
<1%
1
<1%
evt_c4d1f718a190
9,940
>99%
9,940
>99%
(Other)
user_id
MISSING:
---
---
13
<1%
13
<1%
user_1381
12
<1%
12
<1%
user_2246
11
<1%
11
<1%
user_836
11
<1%
11
<1%
user_1677
10
<1%
10
<1%
user_2558
10
<1%
10
<1%
user_823
10
<1%
10
<1%
user_1486
9
<1%
9
<1%
user_1916
9
<1%
9
<1%
user_351
9
<1%
9
<1%
user_2232
9
<1%
9
<1%
user_2828
9
<1%
9
<1%
user_1448
9
<1%
9
<1%
user_1900
9
<1%
9
<1%
user_1691
9
<1%
9
<1%
user_2368
9
<1%
9
<1%
user_732
9
<1%
9
<1%
user_2160
9
<1%
9
<1%
user_219
9
<1%
9
<1%
user_439
9
<1%
9
<1%
user_1304
9
<1%
9
<1%
user_1779
9
<1%
9
<1%
user_389
9
<1%
9
<1%
user_112
9
<1%
9
<1%
user_2538
8
<1%
8
<1%
user_2427
8
<1%
8
<1%
user_662
8
<1%
8
<1%
user_80
8
<1%
8
<1%
user_2897
8
<1%
8
<1%
user_1997
8
<1%
8
<1%
user_2027
8
<1%
8
<1%
user_2419
8
<1%
8
<1%
user_2430
8
<1%
8
<1%
user_2917
8
<1%
8
<1%
user_1766
8
<1%
8
<1%
user_814
8
<1%
8
<1%
user_1036
8
<1%
8
<1%
user_463
8
<1%
8
<1%
user_594
8
<1%
8
<1%
user_89
8
<1%
8
<1%
user_2329
8
<1%
8
<1%
user_1540
8
<1%
8
<1%
user_2482
8
<1%
8
<1%
user_2785
8
<1%
8
<1%
user_2766
8
<1%
8
<1%
user_908
8
<1%
8
<1%
user_1511
8
<1%
8
<1%
user_343
8
<1%
8
<1%
user_2354
8
<1%
8
<1%
user_324
8
<1%
8
<1%
user_1955
8
<1%
8
<1%
user_905
8
<1%
8
<1%
user_1396
8
<1%
8
<1%
user_2595
8
<1%
8
<1%
user_2653
8
<1%
8
<1%
user_2525
8
<1%
8
<1%
user_1727
8
<1%
8
<1%
user_734
8
<1%
8
<1%
user_1674
8
<1%
8
<1%
user_1473
8
<1%
8
<1%
user_393
9,482
95%
9,482
95%
(Other)
repo_id
MISSING:
---
---
20
<1%
20
<1%
repo_1017
18
<1%
18
<1%
repo_706
18
<1%
18
<1%
repo_354
17
<1%
17
<1%
repo_247
17
<1%
17
<1%
repo_687
17
<1%
17
<1%
repo_815
16
<1%
16
<1%
repo_376
16
<1%
16
<1%
repo_383
16
<1%
16
<1%
repo_919
16
<1%
16
<1%
repo_140
16
<1%
16
<1%
repo_1019
16
<1%
16
<1%
repo_127
16
<1%
16
<1%
repo_926
16
<1%
16
<1%
repo_636
15
<1%
15
<1%
repo_375
15
<1%
15
<1%
repo_367
15
<1%
15
<1%
repo_562
15
<1%
15
<1%
repo_794
15
<1%
15
<1%
repo_980
15
<1%
15
<1%
repo_596
15
<1%
15
<1%
repo_434
15
<1%
15
<1%
repo_945
15
<1%
15
<1%
repo_1006
15
<1%
15
<1%
repo_260
15
<1%
15
<1%
repo_1171
15
<1%
15
<1%
repo_89
15
<1%
15
<1%
repo_928
15
<1%
15
<1%
repo_26
15
<1%
15
<1%
repo_513
15
<1%
15
<1%
repo_329
14
<1%
14
<1%
repo_999
14
<1%
14
<1%
repo_1121
14
<1%
14
<1%
repo_217
14
<1%
14
<1%
repo_338
14
<1%
14
<1%
repo_1097
14
<1%
14
<1%
repo_536
14
<1%
14
<1%
repo_360
14
<1%
14
<1%
repo_680
14
<1%
14
<1%
repo_258
14
<1%
14
<1%
repo_233
14
<1%
14
<1%
repo_835
14
<1%
14
<1%
repo_848
14
<1%
14
<1%
repo_1165
14
<1%
14
<1%
repo_623
14
<1%
14
<1%
repo_630
14
<1%
14
<1%
repo_1015
14
<1%
14
<1%
repo_791
14
<1%
14
<1%
repo_921
14
<1%
14
<1%
repo_943
14
<1%
14
<1%
repo_1022
14
<1%
14
<1%
repo_138
14
<1%
14
<1%
repo_99
14
<1%
14
<1%
repo_470
14
<1%
14
<1%
repo_121
14
<1%
14
<1%
repo_297
13
<1%
13
<1%
repo_608
13
<1%
13
<1%
repo_946
13
<1%
13
<1%
repo_1197
13
<1%
13
<1%
repo_599
13
<1%
13
<1%
repo_691
9,110
91%
9,110
91%
(Other)
event_type
MISSING:
---
---
TOP CATEGORIES
test_run
868
9%
1,430
14%
push
860
9%
1,466
15%
ci_run
852
9%
1,423
14%
commit
835
8%
1,423
14%
pr_merged
833
8%
1,418
14%
review_comment
824
8%
1,426
14%
pr_opened
810
8%
1,414
14%
PUSH
276
3%
0
0%
PR_OPENED
268
3%
0
0%
REVIEW_COMMENT
264
3%
0
0%
COMMIT
262
3%
0
0%
CI_RUN
262
3%
0
0%
PR_MERGED
249
2%
0
0%
TEST_RUN
248
2%
0
0%
Push
201
2%
0
0%
Review_comment
191
2%
0
0%
Pr_opened
189
2%
0
0%
(Other)
1,708
17%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
event_type
PROVIDES INFORMATION ON...
dominant_language
0.02
editor
0.02
os
0.02
ci_status
0.02
exam_period
0.01
is_weekend
0.01
label_is_high_quality
0.01
is_bot_user
0.01

THESE FEATURES
GIVE INFORMATION
ON event_type:
dominant_language
0.02
editor
0.02
os
0.02
ci_status
0.01
exam_period
0.01
is_weekend
0.01
label_is_high_quality
0.00
is_bot_user
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
event_type
CORRELATION RATIO WITH...
pr_merge_time_hours
0.81
commit_message_length
0.07
time_to_ci_minutes
0.07
tests_run
0.07
files_changed
0.06
tests_failed
0.06
lines_deleted
0.06
lines_added
0.06
build_duration_s
0.05
lines_added
MISSING:
---
55
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pr_merge_time_hours
-0.02
time_to_ci_minutes
0.01
tests_run
0.01
tests_failed
0.01
lines_deleted
-0.01
build_duration_s
0.01
commit_message_length
-0.00
files_changed
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dominant_language
0.07
editor
0.06
event_type
0.06
os
0.05
ci_status
0.04
exam_period
0.03
is_weekend
0.03
label_is_high_quality
0.02
is_bot_user
0.02
MOST FREQUENT VALUES
0
516
5.2%
516
5.2%
1
446
4.5%
446
4.5%
4
418
4.2%
418
4.2%
2
413
4.1%
413
4.2%
3
405
4.0%
405
4.1%
6
373
3.7%
373
3.8%
8
362
3.6%
362
3.6%
5
337
3.4%
337
3.4%
7
335
3.4%
335
3.4%
10
328
3.3%
328
3.3%
11
297
3.0%
297
3.0%
9
267
2.7%
267
2.7%
13
264
2.6%
264
2.7%
12
260
2.6%
260
2.6%
14
259
2.6%
259
2.6%
SMALLEST VALUES
0
516
5.2%
516
5.2%
1
446
4.5%
446
4.5%
2
413
4.1%
413
4.2%
3
405
4.0%
405
4.1%
4
418
4.2%
418
4.2%
5
337
3.4%
337
3.4%
6
373
3.7%
373
3.8%
7
335
3.4%
335
3.4%
8
362
3.6%
362
3.6%
9
267
2.7%
267
2.7%
10
328
3.3%
328
3.3%
11
297
3.0%
297
3.0%
12
260
2.6%
260
2.6%
13
264
2.6%
264
2.7%
14
259
2.6%
259
2.6%
LARGEST VALUES
5000
55
0.6%
0
0.0%
196
1
<0.1%
1
<0.1%
191
1
<0.1%
1
<0.1%
189
1
<0.1%
1
<0.1%
185
1
<0.1%
1
<0.1%
179
1
<0.1%
1
<0.1%
178
1
<0.1%
1
<0.1%
174
1
<0.1%
1
<0.1%
154
2
<0.1%
2
<0.1%
149
1
<0.1%
1
<0.1%
143
1
<0.1%
1
<0.1%
135
1
<0.1%
1
<0.1%
133
2
<0.1%
2
<0.1%
130
1
<0.1%
1
<0.1%
129
1
<0.1%
1
<0.1%
lines_deleted
MISSING:
---
64
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
commit_message_length
0.02
files_changed
-0.01
tests_run
-0.01
lines_added
-0.01
time_to_ci_minutes
0.01
pr_merge_time_hours
0.00
build_duration_s
0.00
tests_failed
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dominant_language
0.06
event_type
0.06
ci_status
0.05
editor
0.04
os
0.04
exam_period
0.03
is_weekend
0.03
is_bot_user
0.02
label_is_high_quality
0.02
MOST FREQUENT VALUES
0
746
7.5%
746
7.5%
1
719
7.2%
719
7.2%
2
653
6.5%
653
6.6%
3
630
6.3%
630
6.3%
4
555
5.5%
555
5.6%
5
495
5.0%
495
5.0%
7
451
4.5%
451
4.5%
8
450
4.5%
450
4.5%
6
441
4.4%
441
4.4%
9
370
3.7%
370
3.7%
10
325
3.2%
325
3.3%
12
304
3.0%
304
3.1%
11
303
3.0%
303
3.0%
13
275
2.8%
275
2.8%
14
251
2.5%
251
2.5%
SMALLEST VALUES
0
746
7.5%
746
7.5%
1
719
7.2%
719
7.2%
2
653
6.5%
653
6.6%
3
630
6.3%
630
6.3%
4
555
5.5%
555
5.6%
5
495
5.0%
495
5.0%
6
441
4.4%
441
4.4%
7
451
4.5%
451
4.5%
8
450
4.5%
450
4.5%
9
370
3.7%
370
3.7%
10
325
3.2%
325
3.3%
11
303
3.0%
303
3.0%
12
304
3.0%
304
3.1%
13
275
2.8%
275
2.8%
14
251
2.5%
251
2.5%
LARGEST VALUES
4000
64
0.6%
0
0.0%
138
2
<0.1%
2
<0.1%
128
1
<0.1%
1
<0.1%
124
1
<0.1%
1
<0.1%
101
1
<0.1%
1
<0.1%
99
1
<0.1%
1
<0.1%
96
1
<0.1%
1
<0.1%
92
1
<0.1%
1
<0.1%
90
1
<0.1%
1
<0.1%
89
1
<0.1%
1
<0.1%
87
1
<0.1%
1
<0.1%
86
3
<0.1%
3
<0.1%
83
1
<0.1%
1
<0.1%
81
1
<0.1%
1
<0.1%
79
2
<0.1%
2
<0.1%
files_changed
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pr_merge_time_hours
0.02
time_to_ci_minutes
-0.02
build_duration_s
0.01
lines_deleted
-0.01
tests_run
-0.01
commit_message_length
0.00
tests_failed
0.00
lines_added
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
event_type
0.06
editor
0.06
dominant_language
0.05
ci_status
0.04
os
0.04
exam_period
0.04
is_weekend
0.03
label_is_high_quality
0.03
is_bot_user
0.01
MOST FREQUENT VALUES
1
4,825
48.2%
4,825
48.2%
2
1,457
14.6%
1,457
14.6%
3
1,048
10.5%
1,048
10.5%
4
808
8.1%
808
8.1%
5
523
5.2%
523
5.2%
6
376
3.8%
376
3.8%
7
268
2.7%
268
2.7%
8
185
1.9%
185
1.9%
9
146
1.5%
146
1.5%
10
99
1.0%
99
1.0%
11
71
0.7%
71
0.7%
12
50
0.5%
50
0.5%
13
37
0.4%
37
0.4%
14
32
0.3%
32
0.3%
15
27
0.3%
27
0.3%
SMALLEST VALUES
1
4,825
48.2%
4,825
48.2%
2
1,457
14.6%
1,457
14.6%
3
1,048
10.5%
1,048
10.5%
4
808
8.1%
808
8.1%
5
523
5.2%
523
5.2%
6
376
3.8%
376
3.8%
7
268
2.7%
268
2.7%
8
185
1.9%
185
1.9%
9
146
1.5%
146
1.5%
10
99
1.0%
99
1.0%
11
71
0.7%
71
0.7%
12
50
0.5%
50
0.5%
13
37
0.4%
37
0.4%
14
32
0.3%
32
0.3%
15
27
0.3%
27
0.3%
LARGEST VALUES
25
1
<0.1%
1
<0.1%
22
2
<0.1%
2
<0.1%
21
3
<0.1%
3
<0.1%
20
4
<0.1%
4
<0.1%
19
7
<0.1%
7
<0.1%
18
11
0.1%
11
0.1%
17
6
<0.1%
6
<0.1%
16
14
0.1%
14
0.1%
15
27
0.3%
27
0.3%
14
32
0.3%
32
0.3%
13
37
0.4%
37
0.4%
12
50
0.5%
50
0.5%
11
71
0.7%
71
0.7%
10
99
1.0%
99
1.0%
9
146
1.5%
146
1.5%
dominant_language
MISSING:
---
---
TOP CATEGORIES
C++
1,180
12%
0
0%
Python
927
9%
0
0%
Java
920
9%
0
0%
Go
864
9%
0
0%
Rust
846
8%
0
0%
JavaScript
680
7%
0
0%
PYTHON
317
3%
0
0%
java
316
3%
1,691
17%
python
315
3%
1,734
17%
JAVASCRIPT
309
3%
0
0%
GO
305
3%
0
0%
javascript
304
3%
1,720
17%
go
299
3%
1,636
16%
RUST
291
3%
0
0%
JAVA
289
3%
0
0%
rust
288
3%
1,590
16%
c++
287
3%
1,629
16%
(Other)
1,263
13%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dominant_language
PROVIDES INFORMATION ON...
event_type
0.02
editor
0.02
ci_status
0.02
os
0.02
label_is_high_quality
0.01
is_bot_user
0.01
exam_period
0.01
is_weekend
0.01

THESE FEATURES
GIVE INFORMATION
ON dominant_language:
event_type
0.02
editor
0.02
os
0.01
ci_status
0.01
is_weekend
0.00
exam_period
0.00
label_is_high_quality
0.00
is_bot_user
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dominant_language
CORRELATION RATIO WITH...
pr_merge_time_hours
0.07
lines_added
0.07
tests_run
0.06
commit_message_length
0.06
build_duration_s
0.06
lines_deleted
0.06
time_to_ci_minutes
0.06
tests_failed
0.05
files_changed
0.05
ci_status
MISSING:
---
---
TOP CATEGORIES
SUCCESS
1,586
16%
0
0%
success
1,505
15%
3,998
40%
failure
1,189
12%
0
0%
FAILED
1,168
12%
0
0%
cancelled
1,142
11%
1,966
20%
Success
507
5%
0
0%
CANCELLED
383
4%
0
0%
FAILURE
367
4%
0
0%
failed
359
4%
4,036
40%
Failed
281
3%
0
0%
Failure
263
3%
0
0%
Cancelled
238
2%
0
0%
SUCCESS
178
2%
0
0%
success
167
2%
0
0%
FAILED
141
1%
0
0%
failure
133
1%
0
0%
cancelled
129
1%
0
0%
(Other)
264
3%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ci_status
PROVIDES INFORMATION ON...
event_type
0.01
dominant_language
0.01
editor
0.01
os
0.01
label_is_high_quality
0.01
is_bot_user
0.00
is_weekend
0.00
exam_period
0.00

THESE FEATURES
GIVE INFORMATION
ON ci_status:
event_type
0.02
dominant_language
0.02
editor
0.01
os
0.01
label_is_high_quality
0.00
is_weekend
0.00
exam_period
0.00
is_bot_user
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ci_status
CORRELATION RATIO WITH...
build_duration_s
0.06
tests_failed
0.06
commit_message_length
0.05
pr_merge_time_hours
0.05
lines_deleted
0.05
files_changed
0.04
tests_run
0.04
time_to_ci_minutes
0.04
lines_added
0.04
coverage_percent
MISSING:
---
202
(2%)
472
5%
-
-
100
34
<1%
-
-
74.2
33
<1%
-
-
74.4
33
<1%
-
-
79.2
33
<1%
-
-
76.5
33
<1%
-
-
77.0
32
<1%
-
-
75.3
32
<1%
-
-
75.8
32
<1%
-
-
69.2
31
<1%
-
-
69.0
31
<1%
-
-
77.1
31
<1%
-
-
77.2
31
<1%
-
-
74.6
31
<1%
-
-
74.8
31
<1%
-
-
77.3
31
<1%
-
-
78.3
30
<1%
-
-
75.4
30
<1%
-
-
75.6
30
<1%
-
-
85.5
29
<1%
-
-
68.8
29
<1%
-
-
81.2
29
<1%
-
-
82.1
29
<1%
-
-
73.2
28
<1%
-
-
87.7
28
<1%
-
-
75.9
28
<1%
-
-
73.7
28
<1%
-
-
73.6
28
<1%
-
-
83.5
28
<1%
-
-
74.5
28
<1%
-
-
73.5
28
<1%
-
-
76.6
28
<1%
-
-
66.4
28
<1%
-
-
66.5
28
<1%
-
-
69.7
28
<1%
-
-
72.3
28
<1%
-
-
71.1
28
<1%
-
-
78.7
28
<1%
-
-
82.0
27
<1%
-
-
82.3
27
<1%
-
-
72.7
27
<1%
-
-
77.4
27
<1%
-
-
70.0
27
<1%
-
-
71.3
27
<1%
-
-
59.9
27
<1%
-
-
79.7
27
<1%
-
-
76.4
27
<1%
-
-
80.8
27
<1%
-
-
69.6
26
<1%
-
-
79.0
26
<1%
-
-
71.2
26
<1%
-
-
76.7
26
<1%
-
-
75.2
26
<1%
-
-
80.9
26
<1%
-
-
75.1
26
<1%
-
-
71.4
26
<1%
-
-
85.0
26
<1%
-
-
76.2
26
<1%
-
-
87.1
26
<1%
-
-
83.9
26
<1%
-
-
79.4
7,841
78%
9,798
100%
(Other)
editor
MISSING:
---
---
TOP CATEGORIES
vim
1,252
13%
3,315
33%
Vim
1,106
11%
0
0%
Sublime
892
9%
0
0%
Nano
882
9%
0
0%
IntelliJ
699
7%
0
0%
VSCode
691
7%
0
0%
VIM
600
6%
0
0%
SUBLIME
313
3%
0
0%
vscode
313
3%
1,704
17%
intellij
308
3%
1,712
17%
VSCODE
307
3%
0
0%
INTELLIJ
304
3%
0
0%
NANO
296
3%
0
0%
nano
296
3%
1,628
16%
sublime
263
3%
1,641
16%
Vscode
242
2%
0
0%
Intellij
227
2%
0
0%
(Other)
1,009
10%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
editor
PROVIDES INFORMATION ON...
event_type
0.02
dominant_language
0.02
os
0.02
ci_status
0.01
is_weekend
0.01
label_is_high_quality
0.01
exam_period
0.01
is_bot_user
0.01

THESE FEATURES
GIVE INFORMATION
ON editor:
event_type
0.02
dominant_language
0.02
os
0.01
ci_status
0.01
is_weekend
0.01
exam_period
0.00
label_is_high_quality
0.00
is_bot_user
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
editor
CORRELATION RATIO WITH...
commit_message_length
0.06
lines_added
0.06
build_duration_s
0.06
time_to_ci_minutes
0.06
files_changed
0.06
tests_run
0.06
pr_merge_time_hours
0.06
tests_failed
0.05
lines_deleted
0.04
os
MISSING:
---
---
TOP CATEGORIES
linux
1,555
16%
4,007
40%
Linux
1,367
14%
0
0%
WIN
1,139
11%
0
0%
Windows
1,100
11%
0
0%
macOS
798
8%
0
0%
LINUX
707
7%
0
0%
MACOS
375
4%
0
0%
macos
368
4%
1,992
20%
windows
350
4%
4,001
40%
WINDOWS
345
3%
0
0%
win
339
3%
0
0%
Macos
287
3%
0
0%
Win
284
3%
0
0%
linux
160
2%
0
0%
WIN
150
2%
0
0%
Linux
136
1%
0
0%
Windows
131
1%
0
0%
(Other)
409
4%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
os
PROVIDES INFORMATION ON...
event_type
0.02
editor
0.01
dominant_language
0.01
ci_status
0.01
exam_period
0.01
is_bot_user
0.01
is_weekend
0.00
label_is_high_quality
0.00

THESE FEATURES
GIVE INFORMATION
ON os:
event_type
0.02
editor
0.02
dominant_language
0.02
ci_status
0.01
exam_period
0.00
is_weekend
0.00
label_is_high_quality
0.00
is_bot_user
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
os
CORRELATION RATIO WITH...
build_duration_s
0.06
lines_added
0.05
pr_merge_time_hours
0.05
tests_failed
0.05
commit_message_length
0.04
tests_run
0.04
files_changed
0.04
lines_deleted
0.04
time_to_ci_minutes
0.03
time_to_ci_minutes
MISSING:
202
(2%)
202
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
files_changed
-0.02
tests_failed
-0.01
lines_added
0.01
commit_message_length
-0.01
lines_deleted
0.01
pr_merge_time_hours
-0.01
tests_run
0.00
build_duration_s
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
event_type
0.07
editor
0.06
dominant_language
0.06
ci_status
0.04
label_is_high_quality
0.04
exam_period
0.03
os
0.03
is_weekend
0.02
is_bot_user
0.02
MOST FREQUENT VALUES
9.34
17
0.2%
17
0.2%
6.51
14
0.1%
14
0.1%
9.6
14
0.1%
14
0.1%
14.05
14
0.1%
14
0.1%
10.62
13
0.1%
13
0.1%
7.98
13
0.1%
13
0.1%
10.33
13
0.1%
13
0.1%
10.03
13
0.1%
13
0.1%
9.94
12
0.1%
12
0.1%
10.5
12
0.1%
12
0.1%
8.61
12
0.1%
12
0.1%
8.44
12
0.1%
12
0.1%
11.26
12
0.1%
12
0.1%
6.92
12
0.1%
12
0.1%
5.32
12
0.1%
12
0.1%
SMALLEST VALUES
0.0
1
<0.1%
1
<0.1%
0.01
3
<0.1%
3
<0.1%
0.02
4
<0.1%
4
<0.1%
0.03
3
<0.1%
3
<0.1%
0.04
4
<0.1%
4
<0.1%
0.05
3
<0.1%
3
<0.1%
0.06
3
<0.1%
3
<0.1%
0.07
5
<0.1%
5
<0.1%
0.08
3
<0.1%
3
<0.1%
0.09
5
<0.1%
5
<0.1%
0.1
3
<0.1%
3
<0.1%
0.11
5
<0.1%
5
<0.1%
0.12
3
<0.1%
3
<0.1%
0.13
1
<0.1%
1
<0.1%
0.14
1
<0.1%
1
<0.1%
LARGEST VALUES
1578.3
1
<0.1%
1
<0.1%
1499.29
1
<0.1%
1
<0.1%
1488.04
1
<0.1%
1
<0.1%
1475.71
1
<0.1%
1
<0.1%
1469.32
1
<0.1%
1
<0.1%
1414.65
1
<0.1%
1
<0.1%
1405.11
1
<0.1%
1
<0.1%
1394.74
1
<0.1%
1
<0.1%
1389.66
1
<0.1%
1
<0.1%
1384.39
1
<0.1%
1
<0.1%
1381.99
1
<0.1%
1
<0.1%
1379.65
1
<0.1%
1
<0.1%
1372.18
1
<0.1%
1
<0.1%
1368.85
1
<0.1%
1
<0.1%
1361.8
1
<0.1%
1
<0.1%
build_duration_s
MISSING:
214
(2%)
214
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pr_merge_time_hours
-0.02
files_changed
0.01
tests_run
0.01
tests_failed
0.01
commit_message_length
-0.01
lines_added
0.01
time_to_ci_minutes
0.00
lines_deleted
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dominant_language
0.06
editor
0.06
ci_status
0.06
os
0.06
event_type
0.05
exam_period
0.03
is_weekend
0.03
is_bot_user
0.02
label_is_high_quality
0.02
MOST FREQUENT VALUES
269.68
5
<0.1%
5
<0.1%
4.29
4
<0.1%
4
<0.1%
218.96
4
<0.1%
4
<0.1%
7.43
4
<0.1%
4
<0.1%
4.89
4
<0.1%
4
<0.1%
5.04
4
<0.1%
4
<0.1%
5.79
4
<0.1%
4
<0.1%
306.69
3
<0.1%
3
<0.1%
288.54
3
<0.1%
3
<0.1%
6.97
3
<0.1%
3
<0.1%
4.08
3
<0.1%
3
<0.1%
4.03
3
<0.1%
3
<0.1%
272.29
3
<0.1%
3
<0.1%
389.62
3
<0.1%
3
<0.1%
220.38
3
<0.1%
3
<0.1%
SMALLEST VALUES
0.19
1
<0.1%
1
<0.1%
0.21
1
<0.1%
1
<0.1%
0.32
1
<0.1%
1
<0.1%
0.35
1
<0.1%
1
<0.1%
0.4
1
<0.1%
1
<0.1%
0.45
1
<0.1%
1
<0.1%
0.5
2
<0.1%
2
<0.1%
0.68
2
<0.1%
2
<0.1%
0.75
1
<0.1%
1
<0.1%
0.76
1
<0.1%
1
<0.1%
0.82
1
<0.1%
1
<0.1%
0.85
1
<0.1%
1
<0.1%
1.05
1
<0.1%
1
<0.1%
1.09
1
<0.1%
1
<0.1%
1.11
1
<0.1%
1
<0.1%
LARGEST VALUES
749.24
1
<0.1%
1
<0.1%
716.96
1
<0.1%
1
<0.1%
705.18
1
<0.1%
1
<0.1%
703.93
1
<0.1%
1
<0.1%
700.23
1
<0.1%
1
<0.1%
688.26
1
<0.1%
1
<0.1%
682.62
1
<0.1%
1
<0.1%
680.82
1
<0.1%
1
<0.1%
669.58
1
<0.1%
1
<0.1%
669.06
1
<0.1%
1
<0.1%
666.55
1
<0.1%
1
<0.1%
658.77
1
<0.1%
1
<0.1%
657.03
1
<0.1%
1
<0.1%
654.76
1
<0.1%
1
<0.1%
653.52
1
<0.1%
1
<0.1%
tests_run
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tests_failed
0.03
build_duration_s
0.01
lines_deleted
-0.01
files_changed
-0.01
lines_added
0.01
pr_merge_time_hours
-0.01
time_to_ci_minutes
0.00
commit_message_length
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label_is_high_quality
0.08
event_type
0.07
dominant_language
0.06
editor
0.06
os
0.04
ci_status
0.04
is_weekend
0.04
is_bot_user
0.03
exam_period
0.02
MOST FREQUENT VALUES
117
119
1.2%
119
1.2%
111
117
1.2%
117
1.2%
126
116
1.2%
116
1.2%
134
113
1.1%
113
1.1%
123
111
1.1%
111
1.1%
113
109
1.1%
109
1.1%
112
106
1.1%
106
1.1%
114
106
1.1%
106
1.1%
137
105
1.1%
105
1.1%
106
105
1.1%
105
1.1%
110
105
1.1%
105
1.1%
128
104
1.0%
104
1.0%
109
103
1.0%
103
1.0%
139
102
1.0%
102
1.0%
108
102
1.0%
102
1.0%
SMALLEST VALUES
0
15
0.1%
15
0.1%
1
2
<0.1%
2
<0.1%
4
3
<0.1%
3
<0.1%
5
3
<0.1%
3
<0.1%
6
4
<0.1%
4
<0.1%
7
5
<0.1%
5
<0.1%
8
1
<0.1%
1
<0.1%
9
4
<0.1%
4
<0.1%
10
4
<0.1%
4
<0.1%
11
4
<0.1%
4
<0.1%
12
1
<0.1%
1
<0.1%
13
5
<0.1%
5
<0.1%
14
4
<0.1%
4
<0.1%
15
2
<0.1%
2
<0.1%
16
4
<0.1%
4
<0.1%
LARGEST VALUES
273
1
<0.1%
1
<0.1%
270
1
<0.1%
1
<0.1%
268
1
<0.1%
1
<0.1%
260
1
<0.1%
1
<0.1%
257
2
<0.1%
2
<0.1%
255
2
<0.1%
2
<0.1%
251
1
<0.1%
1
<0.1%
250
2
<0.1%
2
<0.1%
246
1
<0.1%
1
<0.1%
245
1
<0.1%
1
<0.1%
242
1
<0.1%
1
<0.1%
241
1
<0.1%
1
<0.1%
239
3
<0.1%
3
<0.1%
238
2
<0.1%
2
<0.1%
236
4
<0.1%
4
<0.1%
tests_failed
MISSING:
---
231
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tests_run
0.03
time_to_ci_minutes
-0.01
commit_message_length
0.01
build_duration_s
0.01
lines_added
0.01
files_changed
0.00
lines_deleted
-0.00
pr_merge_time_hours
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label_is_high_quality
0.15
event_type
0.06
ci_status
0.06
dominant_language
0.05
editor
0.05
os
0.05
exam_period
0.03
is_bot_user
0.03
is_weekend
0.02
MOST FREQUENT VALUES
0
1,248
12.5%
1,248
12.8%
11
510
5.1%
510
5.2%
8
494
4.9%
493
5.0%
9
491
4.9%
487
5.0%
7
475
4.8%
474
4.9%
12
467
4.7%
466
4.8%
10
459
4.6%
459
4.7%
13
448
4.5%
445
4.6%
15
439
4.4%
435
4.5%
6
431
4.3%
427
4.4%
14
397
4.0%
394
4.0%
5
396
4.0%
395
4.0%
16
386
3.9%
382
3.9%
4
384
3.8%
384
3.9%
3
345
3.5%
345
3.5%
SMALLEST VALUES
0
1,248
12.5%
1,248
12.8%
1
286
2.9%
286
2.9%
2
294
2.9%
293
3.0%
3
345
3.5%
345
3.5%
4
384
3.8%
384
3.9%
5
396
4.0%
395
4.0%
6
431
4.3%
427
4.4%
7
475
4.8%
474
4.9%
8
494
4.9%
493
5.0%
9
491
4.9%
487
5.0%
10
459
4.6%
459
4.7%
11
510
5.1%
510
5.2%
12
467
4.7%
466
4.8%
13
448
4.5%
445
4.6%
14
397
4.0%
394
4.0%
LARGEST VALUES
245
1
<0.1%
0
0.0%
240
1
<0.1%
0
0.0%
237
1
<0.1%
0
0.0%
220
1
<0.1%
0
0.0%
209
1
<0.1%
0
0.0%
208
1
<0.1%
0
0.0%
207
1
<0.1%
0
0.0%
203
1
<0.1%
0
0.0%
201
3
<0.1%
0
0.0%
196
1
<0.1%
0
0.0%
195
1
<0.1%
0
0.0%
193
1
<0.1%
0
0.0%
192
1
<0.1%
0
0.0%
188
1
<0.1%
0
0.0%
187
2
<0.1%
0
0.0%
is_weekend
MISSING:
---
---
TOP CATEGORIES
0
1,814
18%
0
0%
No
1,794
18%
0
0%
False
0
0%
0
0%
false
1,750
18%
0
0%
Yes
744
7%
0
0%
true
714
7%
0
0%
1
705
7%
0
0%
True
0
0%
0
0%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_weekend
PROVIDES INFORMATION ON...
editor
0.01
event_type
0.01
dominant_language
0.00
os
0.00
ci_status
0.00
exam_period
0.00
is_bot_user
0.00
label_is_high_quality
0.00

THESE FEATURES
GIVE INFORMATION
ON is_weekend:
event_type
0.01
editor
0.01
dominant_language
0.01
os
0.00
ci_status
0.00
exam_period
0.00
is_bot_user
0.00
label_is_high_quality
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_weekend
CORRELATION RATIO WITH...
tests_run
0.04
files_changed
0.03
lines_deleted
0.03
lines_added
0.03
build_duration_s
0.03
pr_merge_time_hours
0.02
commit_message_length
0.02
time_to_ci_minutes
0.02
tests_failed
0.02
pr_merge_time_hours
MISSING:
7,168
(72%)
7,206
(72%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
build_duration_s
-0.02
commit_message_length
0.02
files_changed
0.02
lines_added
-0.02
tests_run
-0.01
time_to_ci_minutes
-0.01
lines_deleted
0.00
tests_failed
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
event_type
0.81
dominant_language
0.07
editor
0.06
os
0.05
ci_status
0.05
is_weekend
0.02
label_is_high_quality
0.02
exam_period
0.02
is_bot_user
0.02
MOST FREQUENT VALUES
23.1
11
0.4%
11
0.4%
33.9
10
0.4%
10
0.4%
17.1
10
0.4%
10
0.4%
23.9
10
0.4%
10
0.4%
49.3
9
0.3%
9
0.3%
36.3
9
0.3%
9
0.3%
22.5
9
0.3%
9
0.3%
13.2
9
0.3%
9
0.3%
22.8
9
0.3%
9
0.3%
57.9
8
0.3%
8
0.3%
35.4
8
0.3%
8
0.3%
19.2
8
0.3%
8
0.3%
42.0
8
0.3%
8
0.3%
48.7
8
0.3%
8
0.3%
27.3
8
0.3%
8
0.3%
SMALLEST VALUES
-9.36177898472251
1
<0.1%
0
0.0%
-9.027019744944743
1
<0.1%
0
0.0%
-8.308228581825766
1
<0.1%
0
0.0%
-7.1030690391439375
1
<0.1%
0
0.0%
-7.059727092622923
1
<0.1%
0
0.0%
-7.006124430437569
1
<0.1%
0
0.0%
-6.838305726936926
1
<0.1%
0
0.0%
-6.703728367814422
1
<0.1%
0
0.0%
-6.50589909143207
1
<0.1%
0
0.0%
-6.231654193443159
1
<0.1%
0
0.0%
-5.87996876470333
1
<0.1%
0
0.0%
-5.694184901925712
1
<0.1%
0
0.0%
-5.556552991230175
1
<0.1%
0
0.0%
-5.538880200143377
1
<0.1%
0
0.0%
-5.3156573669204725
1
<0.1%
0
0.0%
LARGEST VALUES
119.6
1
<0.1%
1
<0.1%
118.2
1
<0.1%
1
<0.1%
115.1
1
<0.1%
1
<0.1%
114.2
1
<0.1%
1
<0.1%
113.8
1
<0.1%
1
<0.1%
108.1
1
<0.1%
1
<0.1%
107.6
1
<0.1%
1
<0.1%
107.0
1
<0.1%
1
<0.1%
104.4
1
<0.1%
1
<0.1%
102.5
1
<0.1%
1
<0.1%
100.7
1
<0.1%
1
<0.1%
99.3
1
<0.1%
1
<0.1%
98.6
1
<0.1%
1
<0.1%
98.4
1
<0.1%
1
<0.1%
98.1
1
<0.1%
1
<0.1%
label_is_high_quality
MISSING:
---
---
TOP CATEGORIES
false
2,347
23%
0
0%
False
0
0%
0
0%
No
2,294
23%
0
0%
0
2,284
23%
0
0%
True
0
0%
0
0%
true
191
2%
0
0%
1
177
2%
0
0%
Yes
173
2%
0
0%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
label_is_high_quality
PROVIDES INFORMATION ON...
dominant_language
0.00
editor
0.00
event_type
0.00
ci_status
0.00
os
0.00
exam_period
0.00
is_bot_user
0.00
is_weekend
0.00

THESE FEATURES
GIVE INFORMATION
ON label_is_high_quality:
event_type
0.01
dominant_language
0.01
editor
0.01
ci_status
0.01
os
0.00
exam_period
0.00
is_bot_user
0.00
is_weekend
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
label_is_high_quality
CORRELATION RATIO WITH...
tests_failed
0.15
tests_run
0.08
time_to_ci_minutes
0.04
files_changed
0.03
pr_merge_time_hours
0.02
lines_deleted
0.02
lines_added
0.02
commit_message_length
0.02
build_duration_s
0.02
exam_period
MISSING:
---
---
TOP CATEGORIES
0
2,068
21%
0
0%
No
2,015
20%
0
0%
false
2,013
20%
0
0%
False
0
0%
0
0%
Yes
510
5%
0
0%
True
0
0%
0
0%
1
464
5%
0
0%
true
457
5%
0
0%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
exam_period
PROVIDES INFORMATION ON...
event_type
0.01
editor
0.00
dominant_language
0.00
os
0.00
ci_status
0.00
is_weekend
0.00
label_is_high_quality
0.00
is_bot_user
0.00

THESE FEATURES
GIVE INFORMATION
ON exam_period:
event_type
0.01
editor
0.01
dominant_language
0.01
os
0.01
ci_status
0.00
is_weekend
0.00
label_is_high_quality
0.00
is_bot_user
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
exam_period
CORRELATION RATIO WITH...
files_changed
0.04
time_to_ci_minutes
0.03
build_duration_s
0.03
commit_message_length
0.03
lines_deleted
0.03
lines_added
0.03
tests_failed
0.03
tests_run
0.02
pr_merge_time_hours
0.02
commit_message_length
MISSING:
696
(7%)
696
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pr_merge_time_hours
0.02
lines_deleted
0.02
tests_failed
0.01
build_duration_s
-0.01
time_to_ci_minutes
-0.01
files_changed
0.00
lines_added
-0.00
tests_run
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
event_type
0.07
editor
0.06
dominant_language
0.06
ci_status
0.05
os
0.04
exam_period
0.03
is_weekend
0.02
is_bot_user
0.02
label_is_high_quality
0.02
MOST FREQUENT VALUES
45.0
222
2.4%
222
2.4%
46.0
203
2.2%
203
2.2%
48.0
202
2.2%
202
2.2%
49.0
199
2.1%
199
2.1%
53.0
194
2.1%
194
2.1%
58.0
189
2.0%
189
2.0%
44.0
185
2.0%
185
2.0%
55.0
184
2.0%
184
2.0%
56.0
180
1.9%
180
1.9%
42.0
180
1.9%
180
1.9%
54.0
178
1.9%
178
1.9%
36.0
178
1.9%
178
1.9%
50.0
173
1.9%
173
1.9%
40.0
172
1.8%
172
1.8%
41.0
172
1.8%
172
1.8%
SMALLEST VALUES
0.0
77
0.8%
77
0.8%
1.0
14
0.2%
14
0.2%
2.0
19
0.2%
19
0.2%
3.0
12
0.1%
12
0.1%
4.0
13
0.1%
13
0.1%
5.0
18
0.2%
18
0.2%
6.0
27
0.3%
27
0.3%
7.0
24
0.3%
24
0.3%
8.0
19
0.2%
19
0.2%
9.0
24
0.3%
24
0.3%
10.0
36
0.4%
36
0.4%
11.0
25
0.3%
25
0.3%
12.0
49
0.5%
49
0.5%
13.0
46
0.5%
46
0.5%
14.0
51
0.5%
51
0.5%
LARGEST VALUES
126.0
1
<0.1%
1
<0.1%
120.0
1
<0.1%
1
<0.1%
117.0
1
<0.1%
1
<0.1%
115.0
1
<0.1%
1
<0.1%
112.0
3
<0.1%
3
<0.1%
111.0
1
<0.1%
1
<0.1%
110.0
2
<0.1%
2
<0.1%
108.0
2
<0.1%
2
<0.1%
107.0
2
<0.1%
2
<0.1%
106.0
2
<0.1%
2
<0.1%
105.0
4
<0.1%
4
<0.1%
104.0
3
<0.1%
3
<0.1%
103.0
3
<0.1%
3
<0.1%
102.0
9
<0.1%
9
<0.1%
101.0
4
<0.1%
4
<0.1%
is_bot_user
MISSING:
---
---
TOP CATEGORIES
human
3,209
32%
9,416
94%
Human
3,132
31%
0
0%
HUMAN
3,075
31%
0
0%
bot
209
2%
584
6%
BOT
200
2%
0
0%
Bot
175
2%
0
0%
ALL
10,000
100%
10,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_bot_user
PROVIDES INFORMATION ON...
event_type
0.00
dominant_language
0.00
editor
0.00
os
0.00
ci_status
0.00
label_is_high_quality
0.00
is_weekend
0.00
exam_period
0.00

THESE FEATURES
GIVE INFORMATION
ON is_bot_user:
event_type
0.01
dominant_language
0.01
editor
0.01
os
0.01
ci_status
0.00
is_weekend
0.00
label_is_high_quality
0.00
exam_period
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_bot_user
CORRELATION RATIO WITH...
tests_failed
0.03
tests_run
0.03
build_duration_s
0.02
lines_deleted
0.02
commit_message_length
0.02
time_to_ci_minutes
0.02
pr_merge_time_hours
0.02
lines_added
0.02
files_changed
0.01