Reverse osmosis filters will remove some types of chemicals from water, including lead, copper, chromium, chloride, and sodium. These filters may also reduce arsenic, fluoride, radium, sulfate, calcium, magnesium, potassium, nitrate, and phosphorous. Check the filter's label for the specific chemicals it can remove.