Read Gromacs EDR files and expose them as pandas Dataframes
Project description
This repository hosts the source files for both the Pyedr and Panedr packages.
pyedr and panedr are compatible with Python 3.6 and greater.
Pyedr
Pyedr provides a means of reading a Gromacs EDR binary XDR file and return its contents as a dictionary of numpy arrays. Pyedr exposes the following functions:
edr_to_dict: returns a dictionary of NumPy arrays keyed by the energy type from a given path to an EDR file.
read_edr: parses an EDR file and returns the energy terms in a nested list
get_unit_dictionary: Returns a dictionary that holds the units of each energy term found in the EDR file.
Panedr
Panedr uses the Pyedr library to read a Gromacs EDR binary energy XDR file and returns its contents as a pandas dataframe. Panedr exposes the following functions:
edr_to_df: which gets the path to an EDR file and returns a pandas DataFrame.
get_unit_dictionary: Returns a dictionary that holds the units of each energy term found in the EDR file.
Example
Using pyedr:
import pyedr
# Read the EDR file
path = 'ener.edr'
dic = pyedr.edr_to_dict(path)
# The `verbose` optional parameter can be set to True to display the
# progress on stderr
dic = pyedr.edr_to_dict(path, verbose=True)
# Get the average pressure after the first 10 ns
pressure_avg = dic['Pressure'][dic['Time'] > 10000].mean()
# Get the units of the EDR entries
unit_dict = pyedr.get_unit_dictionary(path)
unit_dict["Temperature"] # returns "K"
Using panedr:
import panedr
# Read the EDR file
path = 'ener.edr'
df = panedr.edr_to_df(path)
# The `verbose` optional parameter can be set to True to display the
# progress on stderr
df = panedr.edr_to_df(path, verbose=True)
# Get the average pressure after the first 10 ns
pressure_avg = df['Pressure'][df['Time'] > 10000].mean()
# Get the units of the EDR entries
unit_dict = panedr.get_unit_dictionary(path)
unit_dict["Temperature"] # returns "K"
Install
You can install pyedr and panedr using pip:
pip install pyedr
# installing panedr automatically installs pyedr
pip install panedr
If you are using conda and conda-forge, you can install with:
conda install -c conda-forge pyedr
# install panedr automatically installs pyedr
conda install -c conda-forge panedr
Tests
The pyedr and panedr repositories contains a series of tests. If you downloaded or cloned the code from the repository, you can run the tests. To do so, install pytest, and, in the directory of the panedr source code, run:
For pyedr:
pytest -v pyedr/pyedr/tests
For panedr:
pytest -v panedr/panedr/tests
License
Pyedr and Panedr translate part of the source code of Gromacs into Python. Therefore, Panedr is distributed under the same GNU Lesser General Public License version 2.1 as Gromacs. See the license for more details.
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