Context Discovering Trump's character traits from his most retweeted tweets using HumanFirst (www.humanfirst.ai) I used HumanFirst Studio to explore Trump's most retweeted tweets and it allowed me to create character-trait based classifiers. With HumanFirst's active learning pipeline (which involves zero-shot classification) it was very efficient to explore the data, discover the various character traits and label his tweets accordingly. I started with higher level traits and decided to split his tweets between negative and positive. I spent more time focusing on negative and found that after a few minutes of manual exploration and discovery of tweets that clearly illustrated negative character traits, I could use HF's active learning workflows and similarity search to source the rest of his negative tweets efficiently into their appropriate label. I decided to go more granular & developed a hierarchy of character traits under the negative label using HumanFirst's refactoring/splitting of training data. Which gave me traits like egocentric, accusive, angry etc. I then realized that most of these granular character traits can all be grouped under a very general character trait that illustrate Donald Trump's character; narcissist. Here's the split out of ~320 classified tweets: 71% pointing towards negative character traits 29% pointing towards neutral or positive character traits Of the negative traits: 88% pointing towards narcissism Content trumptweets-output.csv shows the classified tweets in their respective labels and hierarchies shown by "/" in right column trumptweets-input.txt is a flat list of Donald Trump's tweets that I imported to HumanFirst trumptweets-source file.csv is the file containing all his tweets (found on Kaggle) Acknowledgements Thanks @austinreese for the source file ??