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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