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Table 8 Mean rank table for all datasets

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

4.00 (4.17)

1

SentiStrength

2.33 (3.00)

29.30 (28.91)

2

LIWC15

4.62

2

Sentiment140

3.44

39.29

3

AFINN

4.69

3

Semantria

4.61

62.34

4

Opinion Lexicon

5.00

4

Opinion Lexicon

6.72

69.50

5

Semantria

5.31

5

LIWC15

7.33

68.28

6

Umigon

5.77

6

SO-CAL

7.61

72.64

7

SO-CAL

7.23

7

AFINN

8.11

73.05

8

Pattern.en

9.92

8

VADER

9.17 (9.79)

82.20 (83.18)

9

Sentiment140

10.92

9

Umigon

9.39

64.11

10

Emolex

11.38

10

PANAS-t

10.17

5.10

11

Opinion Finder

13.08

11

Emoticons

10.39

10.69

12

SentiWordNet

13.38

12

Pattern.en

12.61

65.02

13

Sentiment140_L

13.54

13

SenticNet

13.61

84.00

14

SenticNet

13.62

14

Emolex

14.50

66.12

15

SentiStrength

13.69 (13.71)

15

Opinion Finder

14.72

46.63

16

SASA

14.77

16

USent

14.89

44.00

17

Stanford DM

15.85

17

Sentiment140_L

14.94

93.36

18

USent

15.92

18

NRC Hashtag

17.17

93.52

19

NRC Hashtag

16.31

19

Stanford DM

17.39

87.32

20

LIWC

16.46

20

SentiWordNet

17.50

61.77

21

ANEW_SUB

18.54

21

SASA

18.94

60.12

22

Emoticons

21.00

22

LIWC

19.67

61.82

23

PANAS-t

21.77

23

ANEW_SUB

21.17

94.20

24

Emoticons DS

23.23

24

Emoticons DS

23.61

99.36