Skip to main content

Table 8 Top-50 important features for the best performing political orientation classifier using the Random Forest algorithm

From: Developing insights from the collective voice of target users in Twitter

Rank

Feature

Importance

Rank

Feature

Importance

1

#trump2020

0.042

26

#fbrparty

0.008

2

#fjb

0.038

27

#trumpshutdown

0.008

3

#moscowmitch

0.034

28

#impeachtrump

0.008

4

#traitortrump

0.029

29

#neverforgetjanuary6th

0.008

5

#oann

0.026

30

#deathsantis

0.007

6

#resist

0.021

31

#expeljoshhawley

0.007

7

#bidenharris2020

0.020

32

#daytona500

0.007

8

#americafirst

0.019

33

#fbi

0.006

9

#voteblue

0.017

34

#prolife

0.006

10

#2a

0.015

35

#wearamask

0.006

11

#bidenharris

0.015

36

#trump2024

0.006

12

#istandwithbiden

0.015

37

#covid19

0.006

13

#demvoice1

0.014

38

#proudboys

0.006

14

#mitchplease

0.014

39

#laurenboebertissodumb

0.005

15

#getvaccinated

0.012

40

#resisters

0.005

16

#buildbackbetter

0.012

41

#trumpvirus

0.005

17

#forthepeople

0.011

42

#votebluetosaveamerica

0.005

18

#theresistance

0.011

43

#morningjoe

0.005

19

#godblessamerica

0.011

44

#strongertogether

0.005

20

#walkaway

0.011

45

#lockhimup

0.005

21

#trumpisnotwell

0.010

46

#americasgreatestmistake

0.005

22

#antifa

0.010

47

#trumpcare

0.005

23

#maddow

0.010

48

#holocaustremembranceday

0.005

24

#arresttrumpnow

0.010

49

#trumprussia

0.005

25

#backtheblue

0.009

50

#maga2020

0.005