My Portfolio

Developing spatial knowledge graphs for enhanced visualization and analysis of supply chains: A geoinformatics approach towards sustainability and resilience

Visual Analytics in Traffic Data Analysis: Development and Evaluation of Tools for the Investigation of Temporal Patterns of Traffic Accident Data

Visual Analytics COVID19 Development of a dashboard for the investigation of COVID19 and age structure

What I have learned while going through the Jupyter Notebooks from Coperniicus Marine Service.

University seminar about detecting urban green areas using machine learning methods

This is a small project where computer vision is used to classify various elements from OpenStreetMap maps. The whole project was implemented in a JupyterNotebook.

Nils Holgerrsons journey as interactive maps

Norway offers really great elevation data at https://hoydedata.no/LaserInnsyn/, which I took as an opportunity to make a small project in ArcGIS Pro. The study area is the southern tip of the Lofoten Islands. For this purpose I exported the area in ArcGIS Pro as a layout and to cut my data afterwards I wrote a small Python script, which creates a line layer. This layer contains a polyline, that delimits the previously selected area. I then trimmed the 1m LIDAR DEM data using the polyline. The

In a week-long seminar led by Prof. Anto Aasa, I delved deep into the fascinating world of "Mobile & Location Based Services". The seminar provided an extensive lecture on mobile and location-based services. My key task post-seminar was to craft an essay on “Privacy concerns in Germany (Europe) and the development of LBS”. For the practical components, I undertook two projects, for which I implemented intaractive visualizations in python: Analysis of Foreign Visitors in Estonia: Leveraging pas