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https://github.com/jtanwk/nytcrossword

An exploration of New York Times crossword answers from 1994-2017, i.e. the Will Shortz era.
https://github.com/jtanwk/nytcrossword

crosswords dataviz linguistic-analysis nytimes nytimes-crossword rvest webscraping

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An exploration of New York Times crossword answers from 1994-2017, i.e. the Will Shortz era.

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# 24 Years of NYTimes Crossword answers

September 2, 2017

[View the notebook here](https://jtanwk.github.io/nytcrossword/)

## Description

Exploratory data analysis of 24 years of New York Times Crossword answers. I use data visualization and computational linguistics concepts to discover trends in the Shortz-era puzzles (1994 - present).

Questions include:
- What are the most common answers?
- Are words getting longer? Shorter?
- How does puzzle letter density vary by day?
- What words have emerged in the crossword only in the past few years?
- How lexically diverse are the puzzles?

## Dependencies

- `tidyverse` for everything
- `plyr` for data wrangling
- `here` for OS-agnostic file paths
- `tidytext` for text analysis methods
- `stringr` for string-manipulation operations
- `viridis` for a simple, colorblind-friendly palette

## Data Sources

The original dataset for this project was scraped from XWordInfo.com. Upon their request, however, I have taken down my scraper code and removed the dataset from this repository. [Read the notebook for more details](https://jtanwk.github.io/nytcrossword/).