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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, data 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

Math Tools - Data Processing Suite

Data Manipulation Tools:

  • Interpolation Pro (acycle-interpolation): Advanced interpolation with multiple methods
  • Data Extractor (acycle-data-extractor): Extract specific data segments from time series
  • Section Remover (acycle-section-remover): Remove data sections and adjust time values
  • Gap Adder (acycle-gap-adder): Add gaps to data series with time adjustment
  • Data Clipper (acycle-data-clipper): Clip data based on threshold values

Image Analysis Tools:

  • Image Analyzer (acycle-image-analyzer): Advanced image processing and analysis

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

PlotPro - Advanced Plotting Tool:

acycle-plot

Math Tools - Data Processing:

# Interpolation tool
acycle-interpolation [data_file]

# Data extraction
acycle-data-extractor [data_file]

# Remove data sections
acycle-section-remover [data_file]

# Add gaps to data
acycle-gap-adder [data_file]

# Clip data by threshold
acycle-data-clipper [data_file]

# Advanced image analysis
acycle-image-analyzer

Or as Python modules:

python -m acycle.imageprocessor
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

  1. Load Image: Click "Load Image" to open an image file
  2. 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
  3. 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
  4. Analyze Colors: The tool automatically detects dominant colors in the image
  5. Extract Data Points:
    • Select a color (either from dominant colors or custom)
    • Adjust dx/dy sampling intervals
    • Click "Extract Data Points"
  6. Save Data: Click "Save Data Points" to export extracted coordinates

PlotPro Workflow

PlotPro is an advanced plotting tool for creating and customizing scientific plots:

  1. Load Data: Import data from CSV, TXT, or Excel files
  2. Configure Plot:
    • Select plot type (line, scatter, bar, etc.)
    • Customize colors, markers, and line styles
    • Set axis labels and titles
  3. Advanced Features:
    • Multiple subplot support
    • Legend customization
    • Grid and axis formatting
    • Export to various formats (PNG, PDF, SVG)
  4. Interactive Editing: Real-time preview and adjustment of plot parameters

Math Tools Workflow

Data Processing Tools:

  1. Interpolation Pro: Load data file, select interpolation method, set parameters, and generate interpolated data
  2. Data Extractor: Specify start and end points to extract data segments
  3. Section Remover: Enter section boundaries to remove and automatically adjust time values
  4. Gap Adder: Define gap locations and durations to insert into data series
  5. Data Clipper: Set threshold values and choose clipping method (zero, delete, or threshold)

All tools support command-line file input and save results with descriptive suffixes.

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

Acycle (34638768@qq.com) #\x00 \x00A\x00c\x00y\x00c\x00l\x00e\x00P\x00y\x00 \x00 \x00

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