Behind every clean chart is by Syed Abdul Qadir GilaniBehind every clean chart is by Syed Abdul Qadir Gilani

Behind every clean chart is

Syed  Abdul Qadir Gilani

Syed Abdul Qadir Gilani

Behind every clean chart is a messy spreadsheet 🧹
This is what a real data cleaning job looks like before it becomes an elegant bar chart — duplicate rows, missing values, inconsistent formatting, all sorted out with Python and Pandas.
#collage attempt: a look inside the data analyst's actual desk, not just the pretty output.
Like this project

Posted Sep 27, 2026

Behind every clean chart is a messy spreadsheet 🧹 This is what a real data cleaning job looks like before it becomes an elegant bar chart — duplicate rows, ...