Advanced data analysis tools including image processing and plotting capabilities
Project description
Acycle - Advanced Scientific Analysis Tools
A comprehensive suite of scientific analysis tools including image processing and advanced plotting capabilities.
Features
Image Processor
- Image Magnification: Real-time magnifier with adjustable zoom factor
- Coordinate Calibration: Set reference points to transform pixel coordinates to real-world coordinates
- Color Analysis: Automatic dominant color detection and custom color selection
- Data Point Extraction: Extract data points from images based on color matching
- Drawing Tools:
- Box selection for region-based extraction
- Freehand drawing for custom path selection
- Manual point marking
- Data Export: Save extracted data points to text files
- Undo/Redo: Full undo/redo support for drawing operations (Ctrl+Z / Ctrl+Y)
PlotPro - Advanced Plotting Tool
- Multiple Plot Types: Line, scatter, bar, histogram, and more
- Data Import: Support for CSV, TXT, and Excel files
- Customization: Full control over colors, markers, line styles, and fonts
- Subplot Support: Create complex multi-panel figures
- Interactive Editing: Real-time preview and adjustment
- Export Options: Save plots as PNG, PDF, SVG, and other formats
- Professional Styling: Publication-ready plot templates
Installation
From PyPI
pip install acycle
From Source
git clone https://github.com/yourusername/acycle.git
cd acycle
pip install -e .
Usage
Command Line
After installation, you can run the applications using:
Image Processor:
acycle-imageprocessor
Or as a Python module:
python -m acycle.imageprocessor
PlotPro - Advanced Plotting Tool:
acycle-plot
Or as a Python module:
python -m acycle.plot
As a Library
Image Processor:
from acycle.imageprocessor import ImageProcessor
from PySide6.QtWidgets import QApplication
import sys
app = QApplication(sys.argv)
window = ImageProcessor()
window.show()
sys.exit(app.exec())
PlotPro:
from acycle.plot import PlotPro
from PySide6.QtWidgets import QApplication
import sys
app = QApplication(sys.argv)
window = PlotPro()
window.show()
sys.exit(app.exec())
Workflow
Image Processor Workflow
- Load Image: Click "Load Image" to open an image file
- Calibrate Coordinates (optional):
- Enter reference values for X1, X2, Y1, Y2
- Click "Pick X1", "Pick X2", etc., then click on the image to set calibration points
- Select Tool:
- Box: Draw a rectangle to select a region
- Drawing: Draw freehand paths to select custom regions
- Manual: Click to manually mark individual points
- Analyze Colors: The tool automatically detects dominant colors in the image
- Extract Data Points:
- Select a color (either from dominant colors or custom)
- Adjust dx/dy sampling intervals
- Click "Extract Data Points"
- Save Data: Click "Save Data Points" to export extracted coordinates
PlotPro Workflow
PlotPro is an advanced plotting tool for creating and customizing scientific plots:
- Load Data: Import data from CSV, TXT, or Excel files
- Configure Plot:
- Select plot type (line, scatter, bar, etc.)
- Customize colors, markers, and line styles
- Set axis labels and titles
- Advanced Features:
- Multiple subplot support
- Legend customization
- Grid and axis formatting
- Export to various formats (PNG, PDF, SVG)
- Interactive Editing: Real-time preview and adjustment of plot parameters
Requirements
- Python >= 3.8
- PySide6 >= 6.0.0
- numpy >= 1.20.0
- matplotlib >= 3.3.0
- scikit-image >= 0.18.0
- scikit-learn >= 0.24.0
- Pillow >= 8.0.0
- qt-material >= 2.0.0
- scipy >= 1.6.0
License
MIT License - see LICENSE file for details
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
Author
Your Name (your.email@example.com) #\x00 \x00A\x00c\x00y\x00c\x00l\x00e\x00P\x00y\x00 \x00 \x00
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