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data science pipeline to explore the divisive question: does central jersey exist?

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Central Jersey

Does "Central Jersey" exist??

For many years, the question of the existence of a "Central Jersey" has been a subject of much contention among Garden State residents. As a non-native New Jerseyan who's never eaten "pork roll" or "taylor ham", I wouldn't dare feign the hubris to settle this debate -- but I can certainly share some data.

The analysis below uses data on dialects, demographics, occupations, income, education, and NFL loyalties. Using a statistical model, I test for the existence of a third, central region.

The question is not necessarily whether a clear and distinct cultural identity uniquely defines a Central Jersey. Rather, it may be better to ask whether the boundary between the North and South is fuzzy enough and large enough that there could be a Jersey that is neither too New York nor too Philadelphia -- but perhaps.. just right?

Overview

This repository contains code for data processing and model. Front-end code is stored in the "apps.chansoos" repository.

See page: https://apps.chansoos.com/centraljersey

Data Sources

  1. Census
  2. Dialects
  3. Wawas vs Dunkins (via Foursquare API)
  4. Pork Roll vs Taylor Ham (NJ.com surveys)
  5. NY Giants/Jets vs Philadelphia Eagles (NJ.com surveys)

Data Dictionary

Exploratory Notebooks

  1. Density, Correlations, PCA
  2. Maps
  3. Logistic Regression Model Building
  4. Trees

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data science pipeline to explore the divisive question: does central jersey exist?

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