Environmental Data Pipeline Portfolio
30 AI-powered environmental and social data pipelines for satellite data processing, statistical analysis, and automated report generation. Each pipeline downloads remote sensing or environmental datasets, performs rigorous statistical analysis, generates AI-written technical narratives, and produces publication-quality PDF reports.
Domain Expertise
- Climate -- Rainfall analysis, drought indices, climate risk screening, wind assessment
- Biodiversity -- IUCN Red List analysis, land cover classification, protected areas assessment
- Marine -- Fishing activity analysis, bathymetric profiling, oceanographic suitability
- Geophysical -- Seismic hazard analysis, terrain stability, DEM processing
- Social -- Population density analysis, building footprint mapping
- ESIA -- Environmental and Social Impact Assessment report generation, IFC compliance
- Hydrology -- Watershed delineation, rainfall-runoff modelling, water surface monitoring
Key Technologies
Python, Google Earth Engine, Rasterio, GeoPandas, DSPy, Google Gemini, Pydantic-AI, Pandas, NumPy, SciPy, Matplotlib, Seaborn, ReportLab, Anthropic Claude, OpenRouter, Pinecone, FastAPI, React
Projects
- GSMaP Hourly Rainfall Analysis -- Satellite rainfall analysis with IDF curves, trend detection, and climate-adapted PDF reports
- Climate Risk Assessment -- Automated IFC-compliant climate risk screening with IUCN 5x5 risk matrix and CMIP6 projections
- Universal TerraClimate Baseline -- CLI generating LLM-powered climate baseline narratives from 60+ years of satellite data
- Sentinel-5P Air Quality Baseline -- Satellite air quality extraction for 6 pollutants with statistical trends and ESIA baseline reports
- Wind Screening for Geothermal -- 250m wind analysis with H2S dispersion assessment, vertical profiles, and 22-page PDF reports
- IUCN Red List EOO Analysis -- AI-powered biodiversity baseline assessment for IFC PS6 compliance with 40-60 page PDF reports
- ESRI 10m Land Cover Processor -- GEE land cover download with vector conversion, LLM habitat classification, and ESIA reports
- WDPA Protected Areas Analysis -- IFC PS6 protected areas proximity analysis with intersection detection and spatial maps
- Global Fishing Watch Analysis -- Fishing activity analysis with grid-based LLM risk scoring, heatmaps, and automated reports
- FAD Site Suitability Analysis -- Oceanographic data extraction and suitability analysis for Fish Aggregating Device placement
- Seismic Risk Assessment -- Earthquake hazard analysis from 50+ years of USGS data with academic research sweeps and AI reports
- Terrain Baseline Assessment -- Satellite DEM terrain analysis with quantitative metrics and LLM-powered narratives
- Road Corridor Terrain Analysis -- Terrain stability analysis for road corridors with landslide risk maps and ESIA narrative reports
- Population Density Analysis -- High-res population analysis with density zone classification, hotspot detection, and LLM reporting
- Google Open Buildings Analysis -- Building footprint download and density analysis from Earth Engine with LLM-powered reports
- Universal ESIA Generator -- Production-ready ESIA generation across 5 sectors with 180-section structure and 8 QA checks
- Ulumbu-Mataloka ESIA Pipeline -- Geothermal ESIA pipeline using NotebookLM MCP for evidence extraction with Harvard-style citations
- Water Resources for Irrigation -- 6-phase hydrological modelling with 500-member GR4J ensemble and e-flow threshold assessment
- SWOT Water Surface Analysis -- SWOT satellite water surface elevation time series with trend analysis and LLM narrative reports
- DEMNAS Watershed Delineation -- Merges multi-tile DEM rasters, fills sinks, and performs watershed delineation for hydrological analysis
- TerraClimate Web App -- React + FastAPI climate risk analyzer with IFC screening, drought analysis, and PDF reports
- ESIA Literature Research Toolkit -- Web search, document scraping, and PDF ingestion for ESIA literature review
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