Skip to main content

Table 14 Mean rank table for datasets of comments

From: SentiBench - a benchmark comparison of state-of-the-practice sentiment analysis methods

3-classes

2-classes

Pos

Method

Mean Rank

Pos

Method

Mean Rank

Coverage (%)

1

VADER

3.33 (3.60)

1

SentiStrength

1.17 (1.50)

28.29 (24.02)

2

AFINN

4.33

2

Semantria

2.83

61.02

3

Opinion Lexicon

4.33

3

Sentiment140

4.17

36.49

4

Semantria

4.50

4

Opinion Lexicon

6.50

71.59

5

SO-CAL

5.17

5

LIWC15

6.67

65.80

6

LIWC15

6.17

6

AFINN

7.00

74.21

7

Umigon

9.50

7

SO-CAL

7.50

74.59

8

Emolex

10.33

8

VADER

9.50 (9.60)

81.98 (85.34)

9

Sentiment140_L

11.33

9

Umigon

10.50

57.87

10

Stanford DM

11.67

10

Emoticons

11.83

4.99

11

NRC Hashtag

12.00

11

Opinion Finder

13.00

55.66

12

Pattern.en

12.67

12

SenticNet

13.00

95.28

13

SenticNet

13.00

13

USent

14.00

45.66

14

Opinion Finder

13.17

14

NRC Hashtag

14.67

93.43

15

SentiWordNet

13.17

15

Emolex

15.00

69.69

16

SASA

14.67

16

PANAS-t

15.50

5.10

17

SentiStrength

15.17 (19.00)

17

Stanford DM

15.67

84.43

18

Sentiment140

15.50

18

Pattern.en

15.83

59.00

19

USent

15.83

19

Sentiment140_L

15.83

92.30

20

LIWC

17.67

20

SentiWordNet

17.00

63.32

21

ANEW_SUB

17.83

21

SASA

17.50

61.91

22

Emoticons DS

22.67

22

LIWC

19.67

62.24

23

PANAS-t

22.83

23

ANEW_SUB

22.00

94.31

24

Emoticons

23.17

24

Emoticons DS

23.67

99.31