I will automate excel and CSV reports with python and pandas
Data Analyst: SQL, Python, Pandas, BI, AB Testing, Statistics
About this Gig
Turn recurring Excel and CSV work into a reusable reporting workflow.
I automate cleaning, validation, file merging, KPI calculations, formatting, charts, and report export using Python, Pandas, and OpenPyXL.
You will receive:
- a cleaned Excel or CSV output
- a reusable Python script
- clear comments and structured logic
- a short README in Standard and Premium
- charts, validation, and error logging according to the package
Typical use cases:
- weekly or monthly reports
- combining files from teams or branches
- sales, operations, finance, or e-commerce reporting
- recurring CSV processing
- master-file creation
- repeated KPI calculations
Supported formats: XLSX and CSV. XLS, JSON, TXT, PDF, APIs, scheduling, and protected files require prior discussion.
The input structure must remain consistent. Changes to columns, sheet names, or file structure are treated as a new scope.
This gig does not include manual data entry, web scraping, Power BI, complex VBA systems, ERP/CRM work, full ETL pipelines, or academic assignments.
Please contact me before ordering for unstable schemas, complex rules, API access, scheduling, PDF/OCR, or files above package limits.
Technology:
Excel
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Python
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Other
My Portfolio
FAQ
What file formats do you support?
I primarily support XLSX and CSV files. XLS, JSON, TXT, PDF, and protected files require a sample and prior discussion.
What information do you need to start?
Please provide sample input files, the required processing steps, formulas or KPI rules, and an example or description of the expected output.
Will I receive the source code?
Yes. A reusable Python script is included in every package. A Notebook or additional documentation may depend on the selected package.
What counts as one automation step?
One step is one separate operation, such as filtering, renaming columns, removing duplicates, merging files, calculating one KPI, creating one chart, or exporting a report.
Can you combine multiple Excel or CSV files?
Yes, within the file, sheet, row, and automation-step limits of the selected package. The files should follow an agreed and consistent structure.
What happens if the input file structure changes?
Changes to column names, sheet names, headers, data types, or file layout may require a script update and are treated as additional work.
Can the script generate reports regularly?
The delivered script can be run repeatedly on files with the same structure. Automatic scheduling requires access to the client environment and a separate custom offer.
Do you work with VBA or macros?
Python is the main technology used in this gig. I may preserve compatible Excel files, but development of complex VBA or macro systems is not included.
Do you provide dashboards or data analysis?
This gig may include limited charts and formatted report sheets. It does not include Power BI dashboards, exploratory data analysis, forecasting, or statistical interpretation.
Is my data kept confidential?
Yes. Please share only the files required for the task and anonymize sensitive data whenever possible. Never include passwords, credentials, or unnecessary personal information.

