I will clean CSV or excel data with python
Web and Automation Developer
About this Gig
Need a clean file you can actually use? I will apply your agreed rules with Python and return cleaned data, separated issue and duplicate rows, and reconciliation counts.
Basic gives one complete cleaned output and issue report. Standard adds a
reusable Python cleaning script and reconciliation across same-schema files.
Premium gives either reusable multi-file automation or one agreed report or
dashboard.
PF03 is an original self-initiated demonstration. Its 21 synthetic rows produce
8 valid, 11 issue, and 2 duplicate rows with seven tests; those counts are not
client results or a promise about your file.
I review the sample, lock the schema and rules, process the data, reconcile every
input row, and deliver the agreed files. Message me with a sanitized sample and
the rules that define a valid row so I can confirm package fit.
Includes 14-day correction of reproducible processing defects. API, database,
crawling, authentication, server deployment, OCR, manual research, statistical
analysis, and formula or macro preservation are not included unless separately
quoted after sample review.
Technology:
Excel
•
Python
My Portfolio
FAQ
Will you decide how missing values should be handled?
I will flag ambiguity and ask. I do not invent business rules silently.
Are formulas, charts, macros, or formatting preserved?
Not by default. This Gig targets tabular values. Preservation needs a sample test and custom scope.
Do I receive reusable code?
Standard and Premium include Python code for the agreed schema.
Can you clean more rows or files?
Usually, after sample review. Complexity, runtime, delivery, and price may change.
Does this include a dashboard?
Premium may include one agreed report or dashboard instead of multi-file automation. It does not include both, an API, a database, authentication, web crawling, or server deployment.
Are PF03 counts client results?
No. The 8, 11, and 2 figures belong only to a self-initiated demo dataset.
What does the 14-day warranty cover?
I rerun and correct processing defects that reproduce with the agreed input, schema, and rules for 14 calendar days. New rules, new files, or changed source formats are new scope.

