{"id":20811439,"url":"https://github.com/cyberfantics/transformer-health-analysis","last_synced_at":"2025-07-21T03:02:54.424Z","repository":{"id":254175024,"uuid":"845718654","full_name":"cyberfantics/transformer-health-analysis","owner":"cyberfantics","description":null,"archived":false,"fork":false,"pushed_at":"2024-08-21T21:43:00.000Z","size":5418,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-12T04:43:47.355Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/cyberfantics.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-08-21T19:45:56.000Z","updated_at":"2024-08-21T21:43:02.000Z","dependencies_parsed_at":null,"dependency_job_id":"cfbc4f6c-9b36-492b-b5e6-57183bb6dbed","html_url":"https://github.com/cyberfantics/transformer-health-analysis","commit_stats":null,"previous_names":["cyberfantics/transformer-health-analysis"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/cyberfantics/transformer-health-analysis","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cyberfantics%2Ftransformer-health-analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cyberfantics%2Ftransformer-health-analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cyberfantics%2Ftransformer-health-analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cyberfantics%2Ftransformer-health-analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cyberfantics","download_url":"https://codeload.github.com/cyberfantics/transformer-health-analysis/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cyberfantics%2Ftransformer-health-analysis/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":266231762,"owners_count":23896473,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-17T20:42:28.933Z","updated_at":"2025-07-21T03:02:54.407Z","avatar_url":"https://github.com/cyberfantics.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Transformer Health Analysis\n\n## Overview\nThis 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.\n\n## Dataset\n- **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.\n\n## Objectives\n- **Data Cleaning**: Handle missing values, outliers, and inconsistencies.\n- **Descriptive Statistics**: Summarize data to understand distributions.\n- **Data Visualization**: Explore relationships and trends through plots.\n- **Correlation Analysis**: Identify key indicators of transformer health.\n- **Anomaly Detection**: Detect unusual patterns indicating potential issues.\n\n## Files\n- **Health index2.csv**: The dataset used for analysis.\n- **EDA on Health Index Of Transformer.ipynb**: Jupyter notebook containing the EDA.\n- **[eda_report.pdf](report/eda_report.pdf)**: PDF report summarizing the EDA findings.\n\n## Expected Outcomes\n- Insights into the relationship between gas concentrations, electrical properties, and transformer health.\n- Visualizations and statistical summaries of critical patterns and trends.\n- Identification of key features influencing the Health Index.\n\n## About\n**Syed Mansoor ul Hassan Bukhari**  \nBS(AI), 6th Semester, University of Azad Jammu \u0026 Kashmir  \nGitHub: [cyberfantics](https://github.com/cyberfantics)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcyberfantics%2Ftransformer-health-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcyberfantics%2Ftransformer-health-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcyberfantics%2Ftransformer-health-analysis/lists"}