Portfolio

Clustering and Classification

A university project as a part of a Data Mining course data-mining. I used the scikit-learn's implementations of the clustering algorithms DBSCAN and OPTICS to cluster some weather data from Basel, Switzerland.

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2-D projection of k-means with k = 3 using 1st & 2nd Principal components.



Landslide Susceptibility

Using ArcGIS Pro to find the parts of Tamzoura most susceptible to landslides.

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Relative level of susceptibility.



Pave the World

Calculating the greenhouse gas emissions from paving over soil with concrete.

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Soil emissions of carbon dioxide, methane and nitrous oxide from sealing.