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Fluent

Turn tabular data into equations with a simple web UI. Upload a file or enter rows, get the fitted function, visualization, and predictions.

Requirements

  • Python 3.8+
  • Node.js 18+
  • npm

Run locally

  1. Clone and enter the repo:
    git clone <repo>
    cd fluent
  2. Windows: run the batch script (installs deps, starts backend & frontend):
    .\start-fluent.bat
  3. Linux/macOS: make the script executable once, then run:
    chmod +x start-fluent.sh
    ./start-fluent.sh
  4. Apps:

Manual start (if you don’t want the scripts):

  • Backend: cd backend && python -m venv .venv && source .venv/bin/activate && pip install -r requirements.txt && uvicorn main:app --reload --host 0.0.0.0 --port 8000
  • Frontend: cd frontend && npm install && npm run dev

Usage

  • Upload CSV/XLSX/JSON or enter rows manually.
  • Pick X and Y columns, run analysis, view the equation and chart, download the report.

About

One click data to mathematical functions, high accuracy. regression-based analysis made simple.

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