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Cardinal Report

A Python tool I built for a manufacturing employer to turn their raw "reject square footage" export into clean, grouped reports and charts.

It reads the plant's RejectSqFtReport.xlsx, cleans and renames the columns, then uses pandas to group remakes four ways — by shift, employee, station, and reject code — and either exports each breakdown to its own .xlsx or plots it as a bar chart with matplotlib.

Stack

Python · pandas · matplotlib · openpyxl

Usage

pip install pandas matplotlib openpyxl
python Cardinal_Report.py

It asks whether to write the grouped Excel files, then which report to chart (code, station, employee, or shift).

Why it exists

Turned a manual, error-prone spreadsheet task into a repeatable script — real data cleaning and reporting for an actual production floor.

About

Python (pandas + matplotlib) tool built for a manufacturer to clean their reject-report Excel export and chart remakes by shift, employee, station, and code.

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