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Stack Overflow Analysis
Data analysis project using Python and machine learning
2021
PythonNumPyPandasJupyterData Analysis
Project Screenshot / Hero Image
Role
Data Analyst
Overview
Comprehensive data analysis of Stack Overflow developer survey data to extract insights about developer trends, technologies, and career patterns.
Problem
- •Large-scale developer survey data requiring analysis
- •Need to identify trends and patterns in technology adoption
- •Extract actionable insights from complex datasets
Approach
- •Utilized Python data science stack for analysis
- •Performed data cleaning and preprocessing
- •Applied statistical analysis and visualization techniques
- •Generated insights on developer trends and preferences
Architecture
Python-based data analysis pipeline
System Components
- →Environment: Jupyter Notebook / Anaconda
- →Libraries: NumPy, Pandas, Matplotlib
- →Analysis: Statistical modeling and visualization
Architecture Diagram Placeholder
Results & Impact
- ✓Identified key trends in developer technology preferences
- ✓Generated comprehensive visualizations and reports
- ✓Demonstrated proficiency in data analysis and Python
Technologies Used
Python
NumPy
Pandas
Jupyter
Anaconda
Data Visualization
My Contribution
- •End-to-end data analysis and visualization
- •Statistical modeling and interpretation
- •Documentation and presentation of findings
Screenshots
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