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Tools for working with single-molecule localization data.

Project description

biteen-utilities

A repository for common coding tasks in the Biteen Lab.

Methods:

biteen_io.py:

Reading, writing, and converting between different file types.

  • convert .nd2 to .tif
  • convert .nd2 to .npy
  • extract ROIs from cellpose .npy into 2d numpy array
  • convert cellpose .npy to .mat (SMALL-LABS format)
  • convert SMALL-LABS output (*_fits.mat, *_guesses.mat) to pandas DataFrame
  • convert SMALL-LABS output (*_fits.mat, *_guesses.mat) to .csv
  • convert pandas DataFrame to SMALL-LABS format .mat
  • convert SMALL-LABS output to Spot-On format
  • convert pandas DataFrame to Spot-On format

biteen_pandas.py:

Working with tabular data stored in pandas DataFrames.

  • calculate individual step data from localizations
  • filter localization data by number of localizations in each track
  • calculate median step size for each track

biteen_plots.py

Plotting single-molecule data.

  • Plot localizations overlayed on image data, e.g. phase contrast
  • Plot trajectories overlayed on image data, e.g. phase contrast

Future

  • dpsp related format conversions
  • drift correction with RCC
  • using napari
  • MSD
  • using NOBIAS output
  • heatmaps
  • rotation to align with cell axes

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