Sources

The project uses data from IPUMS Microdata of people with income, English proficiency, and other demographics. I used tidyverse to omit some of these variables and only get required columns and rows. We used a random sample-sized 500,000 rows.

Dataset

• Title: American Community Surveys (ACS)
• Time Period: 2021-2023
• Source: U.S. Census
• Link: View Dataset