Single-molecule pulling analysis package
Project description
tweezepy
This is tweezepy, a package of single-molecule pulling experiment related analysis code.
How to install
The simplest method of installing the tweezepy
package is via the Python Package Index (PyPI). To install from PyPI, you will need to be able to run python from the command line and make sure you have pip available.
With pip:
pip install tweezepy
An alternative method to install tweezepy
is with setuptools. Clone the repository onto a local machine, then navigate to the directory.
Using setuptools:
cd path/to/tweezepy
python setup.py install
Contents
The tweezepy
package includes the following modules:
- 'smmcalibration' - tool to determine force of probe trajectories by calculating and performing maximum likelihood estimation fits to power spectral density and allan variance
- 'simulations' - tool to simulate single-molecule probe trajectories
Example use:
Simulate data:
>>> import matplotlib.pyplot as plt
>>> from tweezepy.simulations import downsampled_trace
>>> alpha,kappa,fsample,N = 1e-5,.001,400,10240
>>> xtrace = downsampled_trace(alpha,kappa,fsample,N)
>>> plt.plot(xtrace)
>>> plt.show()
Power spectral density:
>>> from tweezepy.smmcalibration import PSD
>>> psd = PSD(xtrace,fsample)
>>> pars,errs,covs = psd.mlefit()
>>> psd.plot()
Allan variance:
>>> from tweezepy.smmcalibration import AV
>>> av = AV(xtrace,fsample)
>>> pars,errs,covs = av.mlefit()
>>> av.plot()
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