Sentiment Analysis - Hacker Hour

Background

There are various sentiment analysis techniques available through the R Syuzhet package. Let’s compare them!

summary(politicstweets)

##    user_id           status_id           created_at                 
##  Length:2000        Length:2000        Min.   :2021-11-22 12:28:40  
##  Class :character   Class :character   1st Qu.:2021-11-22 12:31:57  
##  Mode  :character   Mode  :character   Median :2021-11-22 12:35:10  
##                                        Mean   :2021-11-22 12:35:07  
##                                        3rd Qu.:2021-11-22 12:38:13  
##                                        Max.   :2021-11-22 12:41:39  
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##  screen_name            text              source          display_text_width
##  Length:2000        Length:2000        Length:2000        Min.   : 11.0     
##  Class :character   Class :character   Class :character   1st Qu.:139.0     
##  Mode  :character   Mode  :character   Mode  :character   Median :140.0     
##                                                           Mean   :153.1     
##                                                           3rd Qu.:140.0     
##                                                           Max.   :292.0     
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##  is_retweet      favorite_count    retweet_count     quote_count  
##  Mode :logical   Min.   :  0.000   Min.   :   0.0   Min.   : NA   
##  FALSE:557       1st Qu.:  0.000   1st Qu.:   0.0   1st Qu.: NA   
##  TRUE :1443      Median :  0.000   Median :  18.0   Median : NA   
##                  Mean   :  0.355   Mean   : 736.6   Mean   :NaN   
##                  3rd Qu.:  0.000   3rd Qu.: 249.0   3rd Qu.: NA   
##                  Max.   :329.000   Max.   :7520.0   Max.   : NA   
##                                                     NA's   :2000  
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##  1          -none-     character                                             
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##  1          -none-     character                                             
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##  1          -none-     character                                             
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##  1          -none-     character                                             
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##  1          -none-     character                                             
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##  1          -none-     character                                             
##  1          -none-     character                                             
##  1          -none-     character                                             
##  1          -none-     character                                             
##  1          -none-     character                                             
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##  1          -none-     character                                             
##  1          -none-     character                                             
##  1          -none-     character                                             
##  1          -none-     character                                             
##  1          -none-     character                                             
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##  1          -none-     character                                             
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##  1          -none-     character                                             
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##  1          -none-     character                                             
##  1          -none-     character                                             
##  1          -none-     character                                             
##  media_type.Length  media_type.Class  media_type.Mode
##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
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##  1          -none-     character                     
##  1          -none-     character                     
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##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
##  1          -none-     character                     
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##  1          -none-     character                                                         
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##  1          -none-     character                                                         
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##  1          -none-     character                                                         
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##  1          -none-     character                                                         
##  1          -none-     character                                                         
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##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
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##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
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##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  4          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  2          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
##  1          -none-     character                                                         
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##  mentions_screen_name.Length  mentions_screen_name.Class  mentions_screen_name.Mode
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   4         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##  13         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   4         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   4         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   3         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   4         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   7         -none-     character                                                   
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##   4         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   5         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##   3         -none-     character                                                   
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##   1         -none-     character                                                   
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##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   4         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##  13         -none-     character                                                   
##   2         -none-     character                                                   
##   2         -none-     character                                                   
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##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##  12         -none-     character                                                   
##   1         -none-     character                                                   
##  10         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##  10         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   2         -none-     character                                                   
##   4         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   2         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   3         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
##   4         -none-     character                                                   
##   1         -none-     character                                                   
##   1         -none-     character                                                   
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##  quoted_created_at             quoted_source      quoted_favorite_count
##  Min.   :2021-11-20 06:01:47   Length:2000        Min.   :    0        
##  1st Qu.:2021-11-22 00:50:41   Class :character   1st Qu.:   56        
##  Median :2021-11-22 06:48:03   Mode  :character   Median :  291        
##  Mean   :2021-11-22 01:36:10                      Mean   : 3334        
##  3rd Qu.:2021-11-22 10:23:44                      3rd Qu.: 1035        
##  Max.   :2021-11-22 12:31:05                      Max.   :44489        
##  NA's   :1963                                     NA's   :1963         
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##  quoted_retweet_count quoted_user_id     quoted_screen_name quoted_name       
##  Min.   :   0.0       Length:2000        Length:2000        Length:2000       
##  1st Qu.:  13.0       Class :character   Class :character   Class :character  
##  Median : 101.0       Mode  :character   Mode  :character   Mode  :character  
##  Mean   : 640.5                                                               
##  3rd Qu.: 432.0                                                               
##  Max.   :7519.0                                                               
##  NA's   :1963                                                                 
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##  quoted_followers_count quoted_friends_count quoted_statuses_count
##  Min.   :     353       Min.   :    0        Min.   :    41       
##  1st Qu.:    5615       1st Qu.:  509        1st Qu.: 11753       
##  Median :   36734       Median : 1210        Median : 39239       
##  Mean   : 3776934       Mean   : 2564        Mean   :104114       
##  3rd Qu.:  610483       3rd Qu.: 2123        3rd Qu.:114075       
##  Max.   :55375574       Max.   :26764        Max.   :519609       
##  NA's   :1963           NA's   :1963         NA's   :1963         
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##  Median :   889        Median :  14229        Mode  :character  
##  Mean   :  8489        Mean   :  55306                          
##  3rd Qu.:  2755        3rd Qu.:  51745                          
##  Max.   :434098        Max.   :1192593                          
##  NA's   :557           NA's   :557                              
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##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
##  2        -none-   numeric                           
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##  protected       followers_count   friends_count       listed_count     
##  Mode :logical   Min.   :      0   Min.   :     0.0   Min.   :    0.00  
##  FALSE:2000      1st Qu.:    120   1st Qu.:   257.0   1st Qu.:    0.00  
##                  Median :    486   Median :   751.5   Median :    1.00  
##                  Mean   :  10815   Mean   :  1982.6   Mean   :   66.71  
##                  3rd Qu.:   1856   3rd Qu.:  2012.2   3rd Qu.:    9.00  
##                  Max.   :7263811   Max.   :108027.0   Max.   :54416.00  
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##                                                                         
##  statuses_count    favourites_count  account_created_at           
##  Min.   :      3   Min.   :      0   Min.   :2006-12-12 11:34:51  
##  1st Qu.:   4789   1st Qu.:   3578   1st Qu.:2011-10-27 09:53:01  
##  Median :  18716   Median :  18503   Median :2015-11-15 22:43:43  
##  Mean   :  58793   Mean   :  60517   Mean   :2015-10-18 07:01:01  
##  3rd Qu.:  58712   3rd Qu.:  68060   3rd Qu.:2020-03-20 03:57:01  
##  Max.   :1110622   Max.   :1753848   Max.   :2021-11-22 05:54:01  
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##   verified       profile_url        profile_expanded_url account_lang  
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##  [ reached getOption("max.print") -- omitted 889 rows ]

# Calculate sentiment scores
politicstweets$sentiment_s <- get_sentiment(politicstweets$text, method="syuzhet")
politicstweets$sentiment_n <- get_sentiment(politicstweets$text, method="nrc")
politicstweets$sentiment_a <- get_sentiment(politicstweets$text, method="afinn")
politicstweets$sentiment_b <- get_sentiment(politicstweets$text, method="bing")

# Check output
politicstweets$sentiment_s[1:10]

##  [1] -1.25  0.40  5.10  0.55 -4.00 -1.00  0.40  0.40 -1.90 -3.25

politicstweets$sentiment_n[1:10]

##  [1]  0 -1  7 -1 -5 -1 -1 -1 -2 -2

politicstweets$sentiment_a[1:10]

##  [1]  -4  -5   8  -1 -18  -2  -5  -5  -6 -11

politicstweets$sentiment_b[1:10]

##  [1] -2 -3  4  1 -7 -2 -3 -3 -4  0

Results

# Set par
par(mfrow = c(2, 2)) # 2 rows with 2 plots

# First plot
hist(politicstweets$sentiment_s, 
     xlab="Syuzhet Score",
     main="Syuzhet Sentiment Scores for Political Tweets",
     cex.main=.7, col="blue",
     ylim = c(0, 800),
     xlim = c(-10, 10),
     border= F)
# Add line for the mean sentiment
abline(v=mean(politicstweets$sentiment_s), lwd=2)

# Second plot
hist(politicstweets$sentiment_n, 
     xlab="NRC Score",
     main="NRC Sentiment Scores for Political Tweets",
     cex.main = .7, col="purple",
     ylim = c(0, 800),
     xlim = c(-10, 10),
     border= F)
abline(v=mean(politicstweets$sentiment_n), lwd=2)

# Third plot
hist(politicstweets$sentiment_a, 
     xlab="Afinn Score",
     main="Afinn Sentiment Scores for Political Tweets",
     cex.main = .7, col="red",
     ylim = c(0, 800),
     xlim = c(-10, 10),
     border= F)
abline(v=mean(politicstweets$sentiment_a), lwd=2)

# Fourth plot
hist(politicstweets$sentiment_b, 
     xlab="Bing Score",
     main="Bing Sentiment Scores for Political Tweets",
     cex.main = .7, col="green",
     ylim = c(0, 800),
     xlim = c(-10, 10),
     border= F)
abline(v=mean(politicstweets$sentiment_b), lwd=2)

How can we compare sentiment to activity levels?

politicstweets$activity_count = politicstweets$favorite_count + politicstweets$retweet_count
p <- ggplot(data=politicstweets, mapping = aes(x=sentiment_b, y=activity_count, color=is_retweet)) +
  geom_point(na.rm=T, size=3, shape=4, alpha = .5, position = "jitter")+
  ggtitle("Activity vs. Sentiment in Political Twitter Posts")+
  ylab("Sum of Favorites and Retweets")+
  xlab("Sentiment (Bing)") +
  xlim(-4, 4)
ggplotly(p)