I will do CSV validation against your rules with an exceptions report

India

I speak Hindi, English

Excel and CSV Data Cleaning, PDF to Excel

I clean and check small Excel and CSV files using Python and Pandas: duplicates, blank cells, dates, phone numbers and number formats. I also convert text-based, single-layout PDF tables into a checke...
About this Gig

CSV validation: I check your CSV against your agreed rules and tell you exactly what fails, using Python and pandas.


Every package includes:

- Checked CSV file

- Separate exceptions list identifying every failed source row and why

- Before/after record counts


I don't guess at bad data. Where values are missing, ambiguous or contradictory, I flag them in a separate exceptions list so you decide; silently filling gaps hides bad data inside a file that looks clean.


Checks can cover required fields, numeric values, dates, duplicate keys and formatting. Corrections and treatment of failed rows are agreed before work starts; original input is preserved.


Basic: 100 rows/10 columns, 2 days. Standard: 5,000 rows/20 columns, 3 days. Premium: 10,000 rows/30 columns, 4 days. One item means one source row; one revision under the original rules.


Send a redacted sample and your rules before ordering. My proof consists of personal projects, not paid-client work. No OCR, scanned PDFs, mixed-layout extraction or platform import. Do not send passwords, API secrets or highly sensitive personal data.