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- # Identifying and handling outliers in the Wind and Temp columns using the IQR method
- Q1 <- quantile(airquality$Wind, 0.25, na.rm = TRUE)
- Q3 <- quantile(airquality$Wind, 0.75, na.rm = TRUE)
- IQR <- Q3 - Q1
- # Define bounds
- lower_bound <- Q1 - 1.5 * IQR
- upper_bound <- Q3 + 1.5 * IQR
- # Adjusting outliers
- airquality$Wind <- ifelse(airquality$Wind < lower_bound | airquality$Wind > upper_bound, NA, airquality$Wind)
- # Replace outliers with NA or another value based on a chosen strategy
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