Nicks_Portfolio

My data science portfolio

Introductjion

This portfolio is an ongoing project featuring my latest work and selected projects.

*Project links are disabled pending some updates and other changes*

Project 1: The Evolution of Political Language on Twitter---Twitter Text Mining Project

Collected and Analyzed Political 400,000 Tweets from 2007--2022
Created function to pull tweets in 100 tweet increments allowed by Twitter APIv2
Parsed and cleaned JSON data produced by API
Created a corpus and document feature matrix for processing prior to analysis.
Performed bag-of-words text analysis of trends by date and user.

Project 2: Analysis of Federal Motor Vehicle Crash Data

Pulled data from NHTSA's Fatality Analysis Recording System
Cleaned and parsed federal data labels and accounted for sparse entries
Conducted Poisson and Zero-inflated model regression

Project 3: Ask a Manager Survey Response Analysis

Parsed and cleaned 27,812 responses to professional/demographic survey
Converted currencies to USD and adjusted for inflation
Performed spot-checks on data and accounted for issues found
Created extensive visualizations and analyses on resulting data