Data Mining Project

Python Data Analysis Case Study

Python data mining and exploratory analysis project covering salary expectations, automobile data, and diabetes risk factors using Jupyter Notebook and Python.

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Python Jupyter Notebook Data Mining EDA Pandas Correlation Analysis

Project Overview

This project applies data mining and exploratory data analysis techniques across multiple datasets to uncover patterns, relationships, and useful insights.

Data Mining Python Project

Salary Analysis

Analyzed salary expectations based on years of work experience.

Automobile Analysis

Explored automobile data to understand pricing, performance, and related factors.

Diabetes Analysis

Explored health related data to identify patterns and risk factors associated with diabetes.

Data Mining Notebooks

These are the individual notebooks included under this Data Mining project.

Business Problem

Raw datasets often contain hidden patterns that are difficult to identify through manual review. Without proper analysis, users may miss important relationships, trends, and risk indicators.

Solution

I used Python and Jupyter Notebook to perform exploratory data analysis and data mining across different datasets. The goal was to understand the data structure, identify meaningful relationships, and generate insights from salary, automobile, and diabetes related datasets.

Tasks Performed

Tools Used

Python Jupyter Notebook Pandas NumPy Matplotlib Data Mining Exploratory Data Analysis

Business Value

This project demonstrates how Python can support structured analysis, pattern discovery, risk factor review, and insight generation before building dashboards, reports, or predictive analytics workflows.

Source Code & Notebooks

The complete Jupyter Notebooks are available on GitHub.

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Source Code Available

This project includes multiple Python notebooks. You can review the full implementation, data preparation process, analysis workflow, outputs, and visuals directly through GitHub.

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