I will clean and preprocess your dataset using python for analysis
About this Gig
I will clean and preprocess your dataset using Python so it is ready for analysis, reporting, or machine learning.
This service focuses on making raw or messy data usable and reliable.
What I do:
- Handle missing values
- Remove duplicates and inconsistencies
- Fix data types and formatting issues
- Basic outlier checks (if required)
- Structure data for analysis or modeling
I work primarily with CSV, Excel, and similar structured datasets using Python (Pandas, NumPy).
You will receive a cleaned dataset and a brief summary explaining what was changed.
Optional add-ons include basic exploratory analysis or visual summaries if needed.
Deliverables:
- Cleaned dataset (CSV / Excel or requested format)
- Python-based preprocessing
- Short summary of changes (Standard & Premium only)
- Basic charts or summaries (Premium only, if requested)
FAQ
What file formats do you accept?
I accept CSV, Excel (.xlsx), and similar structured datasets. Please ensure your file is readable.
What size of dataset can you handle?
Basic: up to 100 rows Standard: up to 500 rows Premium: up to 1,000 rows For larger datasets, please contact me first or use the extra row add-on.
What do you mean by “cleaning”?
Cleaning includes handling missing values, removing duplicates, fixing data formats, and basic validation. Advanced analysis or modeling is only available in Premium or via extras.
Do you provide Python scripts?
Python scripts are not included by default. They can be provided as an extra if requested.
Can you handle messy or inconsistent datasets?
Yes. I clean messy or inconsistent datasets within the scope of the selected package. Extremely complex issues may require an upgrade or extra.
