https://github.com/cyberfantics/transformer-health-analysis
https://github.com/cyberfantics/transformer-health-analysis
Last synced: 2 months ago
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- Host: GitHub
- URL: https://github.com/cyberfantics/transformer-health-analysis
- Owner: cyberfantics
- Created: 2024-08-21T19:45:56.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2024-08-21T21:43:00.000Z (9 months ago)
- Last Synced: 2025-01-18T14:47:01.169Z (4 months ago)
- Language: Jupyter Notebook
- Size: 5.17 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Transformer Health Analysis
## Overview
This project performs Exploratory Data Analysis (EDA) on a dataset related to the health assessment of measurement transformers. The analysis focuses on gas concentrations and electrical properties critical to evaluating transformer condition and performance.
## Dataset
- **Health index2.csv**: Contains columns such as Hydrogen, Oxygen, Nitrogen, Methane, CO, CO2, Ethylene, Ethane, Acetylene, DBDS, Power Factor, Interfacial V, Dielectric Rigidity, Water Content, and Health Index.
## Objectives
- **Data Cleaning**: Handle missing values, outliers, and inconsistencies.
- **Descriptive Statistics**: Summarize data to understand distributions.
- **Data Visualization**: Explore relationships and trends through plots.
- **Correlation Analysis**: Identify key indicators of transformer health.
- **Anomaly Detection**: Detect unusual patterns indicating potential issues.
## Files
- **Health index2.csv**: The dataset used for analysis.
- **EDA on Health Index Of Transformer.ipynb**: Jupyter notebook containing the EDA.
- **[eda_report.pdf](report/eda_report.pdf)**: PDF report summarizing the EDA findings.
## Expected Outcomes
- Insights into the relationship between gas concentrations, electrical properties, and transformer health.
- Visualizations and statistical summaries of critical patterns and trends.
- Identification of key features influencing the Health Index.
## About
**Syed Mansoor ul Hassan Bukhari**
BS(AI), 6th Semester, University of Azad Jammu & Kashmir
GitHub: [cyberfantics](https://github.com/cyberfantics)