# Pandas Data Analysis Project

## Introduction

This project was created to practice a complete data-analysis workflow using **Python and Pandas**.

I worked with a **financial fraud detection dataset**, focusing on data manipulation, structured processing, and exploring patterns within the data.

## What I Did

Using Pandas and Python, I:

*   Processed and explored the dataset
    
*   Performed data manipulation and transformation
    
*   Analyzed patterns within the data
    
*   Used Python-based visualization to better understand the results
    

## Tech Stack

**Python · Pandas · Data Analysis**

## What I Learned

This project helped me strengthen my understanding of **Pandas, dataset exploration, data transformation, and analytical workflows**.

It also gave me more practice working with structured data before moving toward larger analytics projects.

## Project

**GitHub:** https://github.com/mahii-17/pandas\_project