- The data shows the causes of death in NYC between 2007 and 2021. The Sex column contains mixed representations for gender, specifically Male, Female, M, and F.
- In the Race Ethnicity column, there are inconsistently named categories representing the same demographic groups, such as 'Non-Hispanic White' vs. 'White Non-Hispanic', and 'Non-Hispanic Black' vs. 'Black Non-Hispanic'.
- There are 343 missing values (NaN) in both the Death Rate and Age Adjusted Death Rate columns.
- The Deaths, Death Rate, and Age Adjusted Death Rate columns contain . (dot), likely used as a representation for a missing data.
- Columns that represent numbers (Deaths, Death Rate, Age Adjusted Death Rate) are loaded as object/string data types instead of numeric types.