pandas

The main database of the French National Health Data System (SNDS) contains data from Health Insurance reimbursements, hospital treatment and medical causes of death. In order to characterise its use for health research and innovation, an interactive cartography has been produced to understand the framework of its use and to identify the stakeholders of the SNDS ecosystem. A bibliographic search via PubMed (available here), LiSSa, HAL was conducted to identify scientific articles published starting January 2007 on studies using SNDS data. The list of authors, their affiliations, keywords, the number of citations and much more were collected. A descriptive analysis was carried out in order to assess temporal and geographical trends in the use of SNDS main database. The graphs where generated with networkx, a python package used for the creation manipulation and study of complex networks. To generate the Author/Affiliations graphs we first create the adjacency matrix between the Authors/Affiliations and the article PMIDs. We then use the networkx.Graph class to create the needed undirected graphs, using the adjacency matrices as the data to intialize the graphs.

"I have created a Streamlit dashboard that provides detailed information about a single spider's chain. This dashboard assists our engineering team in investigating chain details, featuring graphs, CSV files, and other pertinent information related to spiders. The dashboard also includes interactive elements for data exploration, real-time updates, and customizable filters to analyze specific aspects of the spider's performance and behavior. Additionally, it integrates with our existing data pipelines to ensure seamless data retrieval and presentation."

Allows user to open their bookmarked pages by using a search engine like interface.

MSc thesis practical project Framework for providing Machine Learning as a Service (MLaas)