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darlianecunha/README.md

Hi, I'm Darliane Cunha

Sustainability & ESG Data Scientist | PhD | Maritime decarbonisation, environmental AI, SDGs | Python, ML, NLP | Open to remote collaborations

LinkedIn ORCID Google Scholar

About Me

I am a Full Professor at the Federal University of Maranhão (UFMA), Brazil, with a PhD in Accounting and Finance (Universidad de Zaragoza, Spain) and a post-doctoral fellowship at Erasmus University Rotterdam (2024-2025). My work sits at the intersection of maritime decarbonisation, AI-driven sustainability analytics, and SDG implementation, where I turn raw port and regulatory data into dashboards, AI tools, and open-access platforms used by port authorities, regulators, and researchers. I build end-to-end data products in Python (pandas, scikit-learn, Streamlit), with applied work in emission monitoring, NLP-based ESG analysis, and computer vision for environmental detection. I am open to remote collaborations and data roles in sustainability, ESG, and climate analytics.

  • Research areas: Maritime AI, port environmental performance, NLP for sustainability, computer vision for environmental monitoring, SDG indicators
  • 17 peer-reviewed articles | 4 Scopus Q1 | h-index 10 | 302 citations
  • Reviewer for 25 international journals

Live Projects & Apps

Project Description Link
Brazil Port Data Research platform on Brazilian port sector brazilportdata.com
SDG Research Hub SDG analytics for ports sdgports.manus.space
CO2 Liquid Bulk Calculator GHG emissions tool for bulk shipping co2-liquid-bulk-calculator.vercel.app
SDG Port Hub Port sustainability intelligence sdgporthub.com
SDG Radar Sustainability Platform for Municipalities radarods.vercel.app
Text Mining A browser-based text mining tool text-umber-delta.vercel.app

Tech Stack

Python Streamlit scikit-learn pandas

Current Focus

  • Port Environmental Performance Index (ANTAQ)
  • Global Port Risk Assessment (ANTAQ)
  • BluePort AI: waste classification at scale with CLIP
  • NLP/text mining applied to sustainability reporting

Pinned Loading

  1. blueport-ai2 blueport-ai2 Public

    BluePort AI: waste classification system for ports using computer vision (CLIP). Telegram bot for real-time waste identification. Live: blueportai.manus.space

    Python

  2. atributosods atributosods Public

    SDG sustainability assessment framework for Brazilian ports. 84 indicators across 20 dimensions aligned with 8 SDGs. Based on Marine Policy (2025) publication.

  3. itaqui itaqui Public

    Operational data and sustainability indicators dashboard for Port of Itaqui (Maranhao, Brazil).

    JavaScript

  4. textmining textmining Public

    PDFWords: bibliometric text-mining tool that turns PDFs into word co-occurrence networks for VOSviewer. 100% in-browser, no upload.

    HTML

  5. maritimeco2 maritimeco2 Public

    Open Python library estimating OPS-avoidable at-berth CO2 for liquid bulk (tanker) vessels, IMO Fourth GHG Study 2020 method.

    Python

  6. vessel-explorer vessel-explorer Public

    HTML