Steven Markoe Email & Phone Number

Philadelphia, Pennsylvania, United States

Get Bent! An Ideological Classifier:Classifies Twitter users as either Conservative or LiberalUsed multiple APIs to scrape tweets from Twitter users and organize in CSV form and built ensemble model with multiple Sklearn classification models Implemented Gensim’s Doc2Vec to infer document vectors which can capture the context of a document’s word useAlthough trained to classify political ideology, ensemble can be adjusted to classify two conflicting ideologiesBuilt… Show more Get Bent! An Ideological Classifier:Classifies Twitter users as either Conservative or LiberalUsed multiple APIs to scrape tweets from Twitter users and organize in CSV form and built ensemble model with multiple Sklearn classification models Implemented Gensim’s Doc2Vec to infer document vectors which can capture the context of a document’s word useAlthough trained to classify political ideology, ensemble can be adjusted to classify two conflicting ideologiesBuilt Tableau visualization showing prediction probabilities and links to that Twitter timeline to verify model accuracy Sentiment Analysis of Covid-19 Tweets:Group project working with three other data scientistsTasked with exploring general sentiment surrounding COVID guideline announcementsScraped tweets using Twitter API and GetOldTweets3 Utilized VADER library to infer sentiment from tweetsBuilt Tableau animated dashboard to compare states and visualize change over time Show less

Certificate, Data Science Immersive

Bachelor Of Arts (Ba)

English Language And Literature, General