Which senior cabinet wrote nytimes 'resistance' article?
Below ranking of each cabinent member. Sessions, Wilki, Carson, or Azar are most likely to have written article based on data analysis.
['sonny perdue', 0.042799391346238246] ['rick perry', 0.042827496150054725] ['kirstjen nielsen ', 0.04348531255720842] ['Kelly_John', 0.04388015088869095] ['gina haspel', 0.04408884887851884] ['mulvaney', 0.044449131042627626] ['mattis', 0.044520551404359426] ['zinke', 0.04460915299172605] ['mnuchin', 0.04475626096821514] ['mike pomeo', 0.04489294864505752] ['coats', 0.04504337727245659] ['wilbur ross', 0.0451681578002181] ['acosta', 0.045206788220377866] ['mcmahon', 0.04568208831113954] ['Robert Lighthizer', 0.04569583598035352] ['elaine chao', 0.04579825015621833] ['haley', 0.045990404889975765] ['devos', 0.04708158774824911] ['azar', 0.047256249688986826] ['ben carson', 0.04796853780460778] ['Robert L. Wilki', 0.0486808466773789] ['sessions', 0.05011863057734076]
I scraped each person's opening testimony as a dataset. I then split each person testimony into sentences. I built a model to predict who wrote a sentence given it's features (bigrams of words and characters). Applying model to each sentence of resistance article gave a probability that a cabinent member wrote that sentence. The above ranking is the mean of those scores.