Projects

Practical analyses addressing a variety of problems or questions, illustrating a selection of my interests. Some are a small part of larger research projects; others are exploratory, curiosity-driven, or simply for fun

Raincloud plot of nucleosome repeat length distributions across ChromHMM chromatin states

Single-Molecule Genomics

Nucleosome repeat length in chromatin states: how does it differ between active promoters, enhancers, heterochromatin and quiescent regions? This and other questions are explored in single-molecule genomics analyses, using ES cell data from the Gene Regulatory Defects in Disease Group at Exeter.

genomicschromatinsingle-moleculebioinformaticspythondata analysis
Project note
Silk protein sequences

Silk Protein Physics

Protein chains are analysed according to the number of connections to other polymer chains and their positions along the chain. A node that is able to connect to other sequences is called a "sticker" and is represented by "1"; otherwise, the node is represented by "0", or an empty circle. How does the specific work to stretch a chain depend on the number of stickers and their positions in the presence of extensional flow? This interdisciplinary project is part of postdoctoral research on the self-assembly of silk protein.

pythonmachine learningphysicspolymerbiologysynthetic data
London Weather over the years

London Weather

Living in Manchester, a city notorious for its wet and windy weather, I've developed an interest in understanding the dynamics of UK weather. I chose to focus on London due to the availability of detailed public data, using it as a case study of England's weather. This analysis attempts to make sense of the figures behind a frequent topic of local conversation: the weather.

pythonlondonweatherdata analysismachine learningdata visualisationUK
Quantum backflow parameter curves for the jump defect

Quantum Backflow

A quantum particle with strictly positive momentum can carry a negative probability current — flowing backwards, with no classical counterpart. How does backflow change in the presence of different defects, and in particular the jump defect? This was one of the questions I addressed in my doctoral thesis at the University of York.

physicsquantum mechanicsfortrancomputational physicsphd
Code Project note