This was a homework assignment for a class on time series methods. I completed a trend analysis using data from the General Social Survey.

This markdown was created to fulfill an assignment for a course on Data Visualization techniques that I took during the Spring 2016 semester in the Quantitative Methods in the Social Sciences MA program at Columbia University. It took quite a while to complete (perhaps 20 hours of work spread over several days), especially considering the size of the tweet datasets. Take a look and please keep the runtime in mind.

This report includes my attempt at replicating the percentmatch function by Kuriakose and Robbins (2015) to find duplicate observations in survey data. I did in fact find "near duplicate" observations in some international survey data! I completed this report to fulfill a homework assignment for a course I took as an MA candidate at Columbia University in the Quantitative Methods in the Social Science program: Course on Design and Analysis of Sample Surveys Andrew Gelman Spring 2016

These maps and descriptive analysis were completed for Assignment 3 in the Data Visualization course that I attended during the Spring 2016 semester in the Quantitative Methods in the Social Sciences, MA program at Columbia University. The question prompts are in bold font and my answers follow.