A team loads sales data containing inconsistent date formats and duplicate records. What should it do before treating resulting charts as reliable business evidence?

1. Validate and prepare the data, including relevant quality checks
2. Assume the charting interface automatically makes every source row correct
3. Add more chart colors while ignoring duplicates
4. Remove all column definitions before loading