Sut

Naw Rain

Data Cleaning Note This dataset was cleaned and standardized using Microsoft Excel. The cleaning process included removing unnecessary spaces, standardizing customer names and country names, cleaning email addresses, reviewing phone numbers, standardizing dates, and separating order amounts from currency codes. Excel formulas and data-cleaning techniques were used to improve consistency and reduce manual errors. The final dataset is structured for easier sorting, filtering, reporting, and further analysis. Data Quality: All records were reviewed after cleaning. No information was intentionally changed beyond formatting, standardization, and correction of identified data inconsistencies. Important: This is sample data created for portfolio demonstration purposes. The values and records are fictional and do not represent real customers or transactions. Note: Data formats, business rules, currencies, and required fields may vary depending on the client's requirements