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reory/README.md

Roy Python Developer Banner

I'm Roy 😊

Python developer building polished apps, dashboards, and user-friendly tools.

I'm transitioning into software development after years of real-world experience in logistics, data handling, and frontline services. Now I am focusing on creating clean and reliable Python applications that solve problems with thoughtful UI design and solid backend structure.


👨🏽‍🔬 I am currently working on

  • OSINT Dashboard
  • A powerful, full-stack Open Source Intelligence (OSINT) workstation that automates username footprinting across the web. The platform utilizes an asynchronous decoupled architecture to execute background investigations, stream network telemetry, and compile raw data into a clean, human-readable visual intelligence dossier.
  • I am also refining my existing apps with better UI Design, improved structure, and more robust testing, including my HuggingFace-based app. Hugging Face Space

🤝 Open Source Contributions

I contribute to the Python ecosystem because I believe the best way to master a tool is to help build it. I'm driven by a developer help mindset. Every PR is an opportunity to solve real-world problems for the global developer community.

  • joke2k/faker:

    • Contribution: Implemented the missing bank() provider for the en_GB locale.
    • Impact: Enabled thousands of developers to generate localized, structurally accurate UK banking data for testing.
    • Status: Merged PR #2332
  • ThomasBury/pyragify:

    • Contribution: Engineered an optimized YAML configuration for high-fidelity repository visualization (Text2Flow).
    • Impact: Reduced LLM context clutter and optimized RAG pipelines by scaling word-count limits to preserve complex flowchart grammars.
    • Status: Merged PR #2
  • joke2k/faker:

    • Contribution: Revitalized the image placeholder service by migrating from the defunct placekitten.com to the active placekittens.com provider.
    • Impact: Restored functionality for millions of developers using image provider generators, preventing broken URL returns across global test suites. (I saved the kittens! 🐈‍⬛)
    • Status: Merged PR #2364

🌿 I'm currently learning
  • PyMongo, MySQL and other backend service patterns
  • Advanced CLI design with menus and persistent data
  • Improving my testing capabilities with Pytest
  • Better UI/UX patterns in Python frameworks

🧑🏽‍🤝‍🧑🏼 I'm looking to collaborate on

Any of my projects - dashboards, apps, tools, or experiments If something you see on my repo does interest you, I am always happy to work together and grow.


😊 I'm looking for help with

Anything that can improve my projects - architecture, testing, UI, or performance. Reach out - don't be shy. 😊 I'm open to feedback and contributions.


🗣️ Ask me about
  • Python application structure
  • Dashboards and UI frameworks
  • Data handling and storage
  • Turning ideas into working tools
  • My projects
  • Basically, ask me anything you like 😊

📧 How to reach me You can reach me through LinkedIn or Email

LinkedIn 📧Email me


👨🏽 Pronouns He/Him
😊 Fun Fact I genuinely enjoy coding and building apps.

🧰 Tech Stack
  • Core Developement and Backend Engineering

Python SQL Git FastAPI Django Django REST Framework Flask Pydantic Redis RQ Swagger Click

  • Data, AI and High Performance Computing

PostgreSQL MySQL SQLite MongoDB DuckDB Polars Pandas NumPy Numba ChromaDB Scikit-Learn XGBoost SentenceTransformers LangChain Reverse Geocoder Scapy

  • UI, Visualisation and Automation

Streamlit Flet CustomTkinter Tkinter Kivy Reflex Plotly Dash NetworkX PyVis Pillow Graphviz Playwright Selenium BeautifulSoup Pytest Faker Faker Contributor Maigret Engine Hypothesis


🎯 Current Focus
  • Building interactive CLI tools with menus and persistent data
  • Continually learning about other libraries in Python, e.g., PyMongo and backend service patterns
  • Strengthening testing discipline with Pytest
  • Contributing to open-source projects
  • Refining UI/UX in Python apps

🧑🏽‍💻 About Me
  • Python Developer with a background in logistics, data administration, and data analysis
  • Passionate about building practical, user-friendly applications.
  • Strong attention to detail, structure, and reliability
  • Enjoy turning ideas into polished, working software
  • I do not use Agents I prefer to do the hard work myself so I understand a project from end to end.
  • Always learning and always improving — that's me 😁

If you've got this far, thank you for stopping by. I am always open to collaborate, learn, and grow.

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  1. Invoice-Fraud-Detector-Service Invoice-Fraud-Detector-Service Public

    An end-to-end Machine Learning microservice that detects high-risk financial transactions using XGBoost. Featuring a real-time Flask API and an interactive risk-dashboard, it demonstrates a complet…

    Python

  2. smart_file_agent smart_file_agent Public

    Smart File Agent is a tiny, self‑contained demonstration of an agentic AI pipeline — built entirely in Python

    JavaScript 1

  3. west_yorkshire_traffic_analysis west_yorkshire_traffic_analysis Public

    End-to-end data pipeline visualizing traffic incident hotspots in West Yorkshire. Features real-time Streamlit filtering and automated PDF forensic report generation.

    Python

  4. geo-loan-uk-predictor geo-loan-uk-predictor Public

    An interactive financial analytics dashboard that uses SciPy and Flet to predict and visualize loan risk across the UK.

    Python

  5. nhs-performance-dashboard nhs-performance-dashboard Public

    An end-to-end Clinical Intelligence suite that monitors patient wait times and predicts RTT (Referral to Treatment) breaches using a high-performance DuckDB analytical engine.

    Python

  6. network_security_scanner network_security_scanner Public

    This application performs ARP broadcasting to discover active devices on a local network and enriches the data with manufacturer information via MAC OUI lookup.

    Python