small package with utility functions for analyzing (fly) calcium imaging data

Overview

fly2p

Tools for analyzing two-photon (2p) imaging data collected with Vidrio Scanimage software and micromanger. Loading scanimage data relies on scanimageReader, which can be installed via 'pip install scanimage-tiff-reader'. Other dependencies are tracked using poetry.

Organization

The fly2p package contains the following submodules:

  • preproc: Some file-format specific functions that extract metadata and load the imaging data. imgPreproc.py defines a data object to hold metadata and imaging data as well as basic proporcessing functions.
  • viz: A collection of utility functions related to plotting flourescence traces and images.

In addition, the scripts folder contains notebooks that illustrate how to use functions in this module based on example files in sample (sample files are not currently pushed to repo).

Installation

I recommend using poetry to setup a custom conda environment. A helpful introduction can be found here.

  1. Clone repo, navigate into folder
  2. If you don't already have poetry, install poetry. You may need to close command window and open a new one.
  3. Create conda environment:
    conda create --name fly2p python=3.8
  4. Activate environment:
    conda activate fly2p
  5. Make sure you are in the top folder of the cloned repo, then install dependencies:
    poetry install
  6. Setup the new environment as an ipython kernel:
    conda install -c anaconda ipykernel
    then
    python -m ipykernel install --user --name=fly2p

Now you should be able to run the example notebooks in the scripts folder without problems.

You might also like...
A Python Tools to imaging the shallow seismic structure

ShallowSeismicImaging Tools to imaging the shallow seismic structure, above 10 km, based on the ZH ratio measured from the ambient seismic noise, and

Developed for analyzing the covariance for OrcVIO

about This repo is developed for analyzing the covariance for OrcVIO environment setup platform ubuntu 18.04 using conda conda env create --file envir

PCAfold is an open-source Python library for generating, analyzing and improving low-dimensional manifolds obtained via Principal Component Analysis (PCA).

PCAfold is an open-source Python library for generating, analyzing and improving low-dimensional manifolds obtained via Principal Component Analysis (PCA).

Fancy data functions that will make your life as a data scientist easier.
Fancy data functions that will make your life as a data scientist easier.

WhiteBox Utilities Toolkit: Tools to make your life easier Fancy data functions that will make your life as a data scientist easier. Installing To ins

Very useful and necessary functions that simplify working with data
Very useful and necessary functions that simplify working with data

Additional-function-for-pandas Very useful and necessary functions that simplify working with data random_fill_nan(module_name, nan) - Replaces all sp

Pandas-based utility to calculate weighted means, medians, distributions, standard deviations, and more.

weightedcalcs weightedcalcs is a pandas-based Python library for calculating weighted means, medians, standard deviations, and more. Features Plays we

WithPipe is a simple utility for functional piping in Python.

A utility for functional piping in Python that allows you to access any function in any scope as a partial.

A utility for functional piping in Python that allows you to access any function in any scope as a partial.

WithPartial Introduction WithPartial is a simple utility for functional piping in Python. The package exposes a context manager (used with with) calle

PipeChain is a utility library for creating functional pipelines.

PipeChain Motivation PipeChain is a utility library for creating functional pipelines. Let's start with a motivating example. We have a list of Austra

Comments
  • fix saving/loading of multidimensional xarrays

    fix saving/loading of multidimensional xarrays

    xarrays appear to not be saved properly to file

    I use to_netcdf to save the arrays (F0stack.to_netcdf(sep.join([savepath,'F0stack.nc'])) ) and was planning to load them using open_dataset (xr.open_dataset(path2imgdat+sep+'F0stack.nc') ).

    It's been a while since I debugged this, so further investigation is necessary.

    opened by hjmh 1
Owner
Hannah Haberkern
Hannah Haberkern
ToeholdTools is a Python package and desktop app designed to facilitate analyzing and designing toehold switches, created as part of the 2021 iGEM competition.

ToeholdTools Category Status Repository Package Build Quality A library for the analysis of toehold switch riboregulators created by the iGEM team Cit

null 0 Dec 1, 2021
A collection of robust and fast processing tools for parsing and analyzing web archive data.

ChatNoir Resiliparse A collection of robust and fast processing tools for parsing and analyzing web archive data. Resiliparse is part of the ChatNoir

ChatNoir 24 Nov 29, 2022
Tools for analyzing data collected with a custom unity-based VR for insects.

unityvr Tools for analyzing data collected with a custom unity-based VR for insects. Organization: The unityvr package contains the following submodul

Hannah Haberkern 1 Dec 14, 2022
Larch: Applications and Python Library for Data Analysis of X-ray Absorption Spectroscopy (XAS, XANES, XAFS, EXAFS), X-ray Fluorescence (XRF) Spectroscopy and Imaging

Larch: Data Analysis Tools for X-ray Spectroscopy and More Documentation: http://xraypy.github.io/xraylarch Code: http://github.com/xraypy/xraylarch L

xraypy 95 Dec 13, 2022
yt is an open-source, permissively-licensed Python library for analyzing and visualizing volumetric data.

The yt Project yt is an open-source, permissively-licensed Python library for analyzing and visualizing volumetric data. yt supports structured, varia

The yt project 367 Dec 25, 2022
The official repository for ROOT: analyzing, storing and visualizing big data, scientifically

About The ROOT system provides a set of OO frameworks with all the functionality needed to handle and analyze large amounts of data in a very efficien

ROOT 2k Dec 29, 2022
TE-dependent analysis (tedana) is a Python library for denoising multi-echo functional magnetic resonance imaging (fMRI) data

tedana: TE Dependent ANAlysis TE-dependent analysis (tedana) is a Python library for denoising multi-echo functional magnetic resonance imaging (fMRI)

null 136 Dec 22, 2022
Analyzing Earth Observation (EO) data is complex and solutions often require custom tailored algorithms.

eo-grow Earth observation framework for scaled-up processing in Python. Analyzing Earth Observation (EO) data is complex and solutions often require c

Sentinel Hub 18 Dec 23, 2022
A powerful data analysis package based on mathematical step functions. Strongly aligned with pandas.

The leading use-case for the staircase package is for the creation and analysis of step functions. Pretty exciting huh. But don't hit the close button

null 48 Dec 21, 2022
Unsub is a collection analysis tool that assists libraries in analyzing their journal subscriptions.

About Unsub is a collection analysis tool that assists libraries in analyzing their journal subscriptions. The tool provides rich data and a summary g

null 9 Nov 16, 2022