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.
DataFrame
NO COMPARISON TARGET
47
ROWS
0
DUPLICATES
14.8 kb
RAM
(INCL. 1 SKIPPED) 9
FEATURES
5
CATEGORICAL
3
NUMERICAL
0
TEXT
2.1.3
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
test_f1score
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
47
(100%)
ZEROES:
---
MAX
0.861
95%
0.843
Q3
0.808
MEDIAN
0.787
AVG
0.759
Q1
0.742
5%
0.564
MIN
0.405
RANGE
0.456
IQR
0.065
STD
0.095
VAR
0.009
KURT.
5.98
SKEW
-2.33
SUM
35.7
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
epoch
0.29
step
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
model
0.83
tuning_strategy
0.38
train_on_raw_data
0.24
version
0.14
dataset
0.12
MOST FREQUENT VALUES
0.7965510487556458
1
2.1%
0.7895777821540833
1
2.1%
0.6500509977340698
1
2.1%
0.7477241158485413
1
2.1%
0.6129158735275269
1
2.1%
0.8317078948020935
1
2.1%
0.7861811518669128
1
2.1%
0.7994089722633362
1
2.1%
0.8041366338729858
1
2.1%
0.8049677610397339
1
2.1%
0.745806097984314
1
2.1%
0.7870362401008606
1
2.1%
0.7382486462593079
1
2.1%
0.7705400586128235
1
2.1%
0.7808980941772461
1
2.1%
SMALLEST VALUES
0.4053844213485718
1
2.1%
0.4332045912742615
1
2.1%
0.5426526665687561
1
2.1%
0.6129158735275269
1
2.1%
0.6500509977340698
1
2.1%
0.6750778555870056
1
2.1%
0.6928085088729858
1
2.1%
0.7178041934967041
1
2.1%
0.73016357421875
1
2.1%
0.7335720062255859
1
2.1%
0.7372742891311646
1
2.1%
0.7382486462593079
1
2.1%
0.745806097984314
1
2.1%
0.7477241158485413
1
2.1%
0.7513917088508606
1
2.1%
LARGEST VALUES
0.8613550662994385
1
2.1%
0.8449115753173828
1
2.1%
0.8435087203979492
1
2.1%
0.8421705961227417
1
2.1%
0.8399338126182556
1
2.1%
0.8375380039215088
1
2.1%
0.8317078948020935
1
2.1%
0.8283351063728333
1
2.1%
0.8251729011535645
1
2.1%
0.8180986642837524
1
2.1%
0.81139075756073
1
2.1%
0.808925449848175
1
2.1%
0.8061172962188721
1
2.1%
0.8049677610397339
1
2.1%
0.8041366338729858
1
2.1%
1
dataset
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
2
(4%)
TOP CATEGORIES
test_f1score
(avg)
pubmed_20k
42
89%
0.755
pubmed_full
5
11%
0.792
ALL
47
100%
0.759
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dataset
PROVIDES INFORMATION ON...
tuning_strategy
0.12
model
0.07
train_on_raw_data
0.05
version
0.01

THESE FEATURES
GIVE INFORMATION
ON dataset:
model
0.65
tuning_strategy
0.42
train_on_raw_data
0.08
version
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dataset
CORRELATION RATIO WITH...
step
0.80
epoch
0.35
test_f1score
0.12
2
tuning_strategy
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
4
(9%)
TOP CATEGORIES
test_f1score
(avg)
finetune
24
51%
0.761
freeze
8
17%
0.688
full_train
8
17%
0.786
no_freeze
7
15%
0.802
ALL
47
100%
0.759
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
tuning_strategy
PROVIDES INFORMATION ON...
train_on_raw_data
0.62
dataset
0.42
model
0.22
version
0.15

THESE FEATURES
GIVE INFORMATION
ON tuning_strategy:
model
0.55
train_on_raw_data
0.26
dataset
0.12
version
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
tuning_strategy
CORRELATION RATIO WITH...
epoch
0.56
step
0.56
test_f1score
0.38
3
train_on_raw_data
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
2
(4%)
TOP CATEGORIES
test_f1score
(avg)
False
37
79%
0.771
True
10
21%
0.716
ALL
47
100%
0.759
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
train_on_raw_data
PROVIDES INFORMATION ON...
tuning_strategy
0.26
model
0.10
dataset
0.08
version
0.04

THESE FEATURES
GIVE INFORMATION
ON train_on_raw_data:
tuning_strategy
0.62
model
0.60
version
0.07
dataset
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
train_on_raw_data
CORRELATION RATIO WITH...
epoch
0.27
test_f1score
0.24
step
0.14
4
model
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
24
(51%)
TOP CATEGORIES
test_f1score
(avg)
BioLinkBERT_base
4
9%
0.791
scibert_scivocab_cased
4
9%
0.827
BiomedNLP_PubMedBERT_base_unca
4
9%
0.812
xtremedistil_l12_h384_uncased
3
6%
0.734
albert_base_v2
3
6%
0.794
bluebert_pubmed_mimic_uncased_
2
4%
0.610
scibert_scivocab_uncased
2
4%
0.830
BioM_BERT_PubMed_PMC_Large
2
4%
0.788
bert_base_uncased
2
4%
0.715
BioM_ELECTRA_Base_Discriminato
2
4%
0.796
bioelectra_base_discriminator_
2
4%
0.799
diffcse_bert_base_uncased_tran
2
4%
0.696
bert_large_uncased
2
4%
0.528
bert_base_cased
2
4%
0.768
biobert_v1.1
2
4%
0.796
biobert_large_cased_v1.1
1
2%
0.543
BioLinkBERT_large
1
2%
0.734
(Other)
7
15%
0.776
ALL
47
100%
0.759
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
model
PROVIDES INFORMATION ON...
dataset
0.65
train_on_raw_data
0.60
version
0.57
tuning_strategy
0.55

THESE FEATURES
GIVE INFORMATION
ON model:
tuning_strategy
0.22
version
0.17
train_on_raw_data
0.10
dataset
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
model
CORRELATION RATIO WITH...
test_f1score
0.83
epoch
0.72
step
0.68
5
version
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
6
(13%)
TOP CATEGORIES
test_f1score
(avg)
version_0
34
72%
0.755
version_1
8
17%
0.774
version_4
2
4%
0.765
version_6
1
2%
0.789
version_8
1
2%
0.782
version_3
1
2%
0.693
ALL
47
100%
0.759
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
version
PROVIDES INFORMATION ON...
model
0.17
tuning_strategy
0.11
train_on_raw_data
0.07
dataset
0.04

THESE FEATURES
GIVE INFORMATION
ON version:
model
0.57
tuning_strategy
0.15
train_on_raw_data
0.04
dataset
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
version
CORRELATION RATIO WITH...
epoch
0.36
step
0.23
test_f1score
0.14
6
step
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
41
(87%)
ZEROES:
---
MAX
276k
95%
145k
Q3
50k
AVG
46k
MEDIAN
25k
Q1
17k
5%
3k
MIN
1k
RANGE
276k
IQR
32,396
STD
53,452
VAR
2.9B
KURT.
7.17
SKEW
2.44
SUM
2.2M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
test_f1score
0.23
epoch
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dataset
0.80
model
0.68
tuning_strategy
0.56
version
0.23
train_on_raw_data
0.14
MOST FREQUENT VALUES
22504
3
6.4%
39382
2
4.3%
11248
2
4.3%
18278
2
4.3%
28130
2
4.3%
32060
1
2.1%
20361
1
2.1%
28263
1
2.1%
19849
1
2.1%
45008
1
2.1%
49002
1
2.1%
72012
1
2.1%
108018
1
2.1%
50634
1
2.1%
38941
1
2.1%
SMALLEST VALUES
835
1
2.1%
1495
1
2.1%
3017
1
2.1%
4218
1
2.1%
4352
1
2.1%
4525
1
2.1%
7030
1
2.1%
7899
1
2.1%
11248
2
4.3%
14116
1
2.1%
16565
1
2.1%
18278
2
4.3%
19593
1
2.1%
19849
1
2.1%
20361
1
2.1%
LARGEST VALUES
276480
1
2.1%
182182
1
2.1%
154217
1
2.1%
124525
1
2.1%
108018
1
2.1%
105800
1
2.1%
101557
1
2.1%
101268
1
2.1%
72012
1
2.1%
67512
1
2.1%
61886
1
2.1%
50634
1
2.1%
49002
1
2.1%
47658
1
2.1%
45008
1
2.1%
7
epoch
VALUES:
47
(100%)
MISSING:
---
DISTINCT:
19
(40%)
ZEROES:
1
(2%)
MAX
23.0
95%
17.0
Q3
10.5
AVG
7.2
MEDIAN
5.0
Q1
3.0
5%
1.0
MIN
0.0
RANGE
23.0
IQR
7.50
STD
5.48
VAR
30.1
KURT.
0.196
SKEW
0.943
SUM
340
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
test_f1score
0.29
step
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
model
0.72
tuning_strategy
0.56
version
0.36
dataset
0.35
train_on_raw_data
0.27
MOST FREQUENT VALUES
5
6
12.8%
4
6
12.8%
2
4
8.5%
3
4
8.5%
1
4
8.5%
7
3
6.4%
8
3
6.4%
17
2
4.3%
15
2
4.3%
10
2
4.3%
13
2
4.3%
12
2
4.3%
11
1
2.1%
23
1
2.1%
16
1
2.1%
SMALLEST VALUES
0
1
2.1%
1
4
8.5%
2
4
8.5%
3
4
8.5%
4
6
12.8%
5
6
12.8%
6
1
2.1%
7
3
6.4%
8
3
6.4%
9
1
2.1%
10
2
4.3%
11
1
2.1%
12
2
4.3%
13
2
4.3%
15
2
4.3%
LARGEST VALUES
23
1
2.1%
18
1
2.1%
17
2
4.3%
16
1
2.1%
15
2
4.3%
13
2
4.3%
12
2
4.3%
11
1
2.1%
10
2
4.3%
9
1
2.1%
8
3
6.4%
7
3
6.4%
6
1
2.1%
5
6
12.8%
4
6
12.8%