Uniqueness (1
st
person singular pronouns)
|
+DEM,-GOP
|
“I”, “my”, “I’m” and “me” are the most frequently used unstemmed words by Democrats but not Republicans. Frequency of 1st person singular pronoun use is a significant predictor of following Democrats in all regression models. |
Group Identity (1
st
person plural pronouns)
|
-DEM, +GOP
|
“We”, “our” and “us” are among the most frequently used unstemmed words by Republicans but not Democrats. Frequency of 1st person plural pronoun use is a significant predictor of following Republicans in all regression models. |
Impoliteness (Swear words)
|
+DEM,-GOP
|
“Fuck” and “shit” are among the most frequently used stemmed words by Democrats but not Republicans. Frequency of swear words is a significant predictor of following Democrats in all regression models |
Positive sentiment (Positive emotion words)
|
+DEM,-GOP
|
In the most frequently used word stems Republicans use “great” but Democrats use “love”, “like”, “happi” and “amaz”, in unstemmed words Democrats use “lol”. Frequency of positive emotion words is a significant predictor of following Democrats in the regression models including outliers. |
Negative sentiment (Negative emotion words) |
-DEM, +GOP |
This prediction is mildly supported: Republicans frequently use “not” (unstemmed words analysis), and often address their adversaries: “obama” “obamacare”, “liberals”, “his”. The first regression shows weakly significant (p<0.05) effect for negative emotion word use predicting Republican affiliation, a consistent, yet not significant trend is present in the model with no outliers. |
Anxiety (Anxiety words)
|
+DEM,-GOP
|
Frequency of anxiety-related words is a significant predictor of following Democrats in three out of four regression models. |
Feeling (Feeling words)
|
+DEM,-GOP
|
“Feel” is one of the top words used by Democrats. Frequency of feeling-related words is a significant predictor of following Democrats in the regression models including outliers. |
Uncertainty (Tentative words) |
?DEM,? GOP |
Frequency of tentative words is a significant predictor of following Republicans in the model with outliers. |
Certainty (Certainty words) |
?DEM,? GOP |
No effect found. |
Achievement (Achievement words) |
-DEM, +GOP |
No effect found. |
Religion (Religion words)
|
-DEM, +GOP
|
“God” and “psalm” are among the top words used by Republicans. Frequency of religion-related words is a predictor of following Republicans in the regression models including outliers. |
Death (Death words) |
?DEM,? GOP |
No effect found. |