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spignotti/README.md

Hi, I'm Silas.

M.Sc. Geoinformation student in Berlin with a background in urban planning. I work at the intersection of spatial data, analytics, and automation, turning domain questions into structured analyses, reproducible workflows, and decision-ready outputs.

Currently finishing a master's thesis on urban heat and land-surface-temperature downscaling for Berlin, while working in data analytics for industrial operations.

What I work with

Python · SQL · Spatial Analysis · GeoPandas · Machine Learning · Automation · Git

Selected projects

  • Master Thesis: Urban Heat Islands — Urban-context-aware land-surface-temperature downscaling for Berlin
  • Urban Tree Transfer — Cross-city transfer learning for urban tree genus classification with multitemporal Sentinel-2 data
  • OpenCode Workflow Kit — Reusable AI-assisted workflows for structured project work, currently being published
  • urbanIQ — Natural-language geodata aggregation for Berlin district analysis
  • litresearch — Open-source CLI for automated literature research, structured reports, and BibTeX exports

Pinned Loading

  1. urbanIQ urbanIQ Public

    NLP-driven geodata aggregation for Berlin — FastAPI, GeoPandas, HTMX

    Python

  2. litresearch litresearch Public

    CLI tool that automates literature research from research questions to curated, ranked, and exported paper sets with structured reports.

    Python

  3. urban-tree-transfer urban-tree-transfer Public

    Companion code for: Cross-City Transfer of Urban Tree Genus Classification Using Multitemporal Sentinel-2 Data: Methodology, Workflow, and Evaluation (M.Sc. Geoinformation project report, BHT Berli…

    Python

  4. renamr renamr Public

    AI-powered CLI for rule-based file renaming with PDF and vision support.

    Python

  5. berlin-lst-downscaling berlin-lst-downscaling Public

    Python