{"id":20315390,"url":"https://github.com/henrylin03/covid-nsw","last_synced_at":"2026-04-08T18:05:28.771Z","repository":{"id":46697893,"uuid":"415492193","full_name":"henrylin03/covid-nsw","owner":"henrylin03","description":"Interactive Streamlit dashboard that visualises COVID's impacts in NSW, Australia.  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Built on the [Streamlit](https://streamlit.io/) library, this dashboard allows users to interactively explore daily, reported cases from [NSW Health](https://data.nsw.gov.au/search/dataset/ds-nsw-ckan-aefcde60-3b0c-4bc0-9af1-6fe652944ec2/details?q=).\n\n## Project Overview\n\nThis project includes:\n\n- **Interactive Dashboard**: The interactive `streamlit` dashboard is located in `dashboard.py`. It allows users to explore NSW's COVID-19 data, including adjusting visualisation parameters to gain insights.\n- **Data Pipeline Building**: The data pipeline is built in `pandas`, automating data fetching, cleaning, and analysis.\n- **Data Cleaning \u0026 Preparation**: The raw data is cleaned and transformed to remove duplicates, missing values, and other inconsistencies that would impact analyses.\n- **Data Exploration \u0026 Analysis**: Exploratory data analysis (EDA) is done in a Jupyter notebook using SQL and Python libraries such as `pandas`, `seaborn` and `matplotlib`. The notebook is included in this repository as `analysis.ipynb`.\n- **Data Visualisations**: The dashboard includes `seaborn` and `matplotlib` visualisations to highlight key patterns.\n\n## Technologies Used\n\n- **`streamlit`**: for building the interactive dashboard\n- **`seaborn` \u0026 `matplotlib`**: for data visualisation and exploration\n- **`pandas`**: for data cleaning, preparation, and analysis\n- **`wikipedia`** : for data fetching using Wikipedia API\n- **SQL (`sqlite`)**: for data cleaning, preparation, and manipulation\n\n## How To Use\n\nAccess the dashboard via [covid-nsw.streamlit.app](https://covid-nsw.streamlit.app/).\n\nTo replicate my EDA, please open and run the `analysis.ipynb` Jupyter notebook to see the results of the analysis:\n\n```bash\njupyter notebook\n```\n\n## Conclusion\n\nThrough this project, I have expanded my skills in building interactive data dashboards, including building its composite data visualisations, data transformations, and data pipeline.\n\nPlease feel free to raise a [GitHub Issue](https://github.com/henrylin03/covid-nsw/issues) if you have any questions or feedback. Thank you!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhenrylin03%2Fcovid-nsw","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhenrylin03%2Fcovid-nsw","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhenrylin03%2Fcovid-nsw/lists"}