• Project Goal
• Data Source
• Exploratory Data Analysis
  • Data Cleaning
  • EDA
• Visualizations
  • Dashboard [d3.js]
  • Boxplot [echarts.js]
  • Heatmap [echarts.js]
  • Scatter plot [echarts.js]
  • Stacked Area plot [echarts.js]
  • Chloroplethmap [Tableau]
  • Bubble Map [Tableau]
  • Histogram [Tableau | matplotlib]
  • Treemap [matplotlib]
• Summary

For this project, I tried to see whether the low-income class has a higher preventable emergency visits rate.

There are two kinds of datasets. One is a potentially preventable emergency visit rates that includes a list of PPV rates for each county in NY states. The other is a income tax that includes income class, number of returns for each county in NY states.

• Potentially Preventable Emergency Visit Rates
  • All-Payer Potentially Preventable Emergency Visit (PPV) Rates by Patient County
  • Medicaid Potentially Preventable Emergency Visit (PPV) Rates by Patient County
• Income Tax
  • Income Tax Components of Full-Year Residents by Size of Income and County

The lower income people are more likely to put off getting care until it is too late to avoid: over 90% county of New York States has higher PPV rate among Medicaid patients than average.