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# Required | ||
python >= 3.8 | ||
scikit-learn | ||
numpy | ||
scipy | ||
matplotlib | ||
pandas | ||
python>=3.8 | ||
numpy>=1.11 | ||
scipy>=1.7 | ||
pandas>=1.3 | ||
matplotlib>=3.4 | ||
scikit-learn>=1.2 | ||
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# Optional | ||
jax | ||
numba | ||
openpyxl |
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Metadata-Version: 2.1 | ||
Name: waltlabtools | ||
Version: 1.0.0b1 | ||
Summary: A collection of tools for biomedical research assay analysis in Python. | ||
Home-page: https://github.com/tylerdougan/waltlabtools | ||
Download-URL: https://pypi.org/project/waltlabtools/#files | ||
Author: Tyler Dougan | ||
Author-email: tyler_dougan@hst.harvard.edu | ||
License: GNU General Public License v3 (GPLv3) | ||
Project-URL: Bug Tracker, https://github.com/tylerdougan/waltlabtools/issues | ||
Project-URL: Documentation, https://waltlabtools.readthedocs.io/README.html | ||
Project-URL: Conda, https://anaconda.org/tylerdougan/waltlabtools | ||
Keywords: python,numpy,modeling,curve-fitting,diagnostics,biomedical-data-science,calibration-curve,assay,elisa,concentrations,mosaic | ||
Classifier: Programming Language :: Python :: 3 | ||
Classifier: License :: OSI Approved :: GNU General Public License v3 (GPLv3) | ||
Classifier: Operating System :: OS Independent | ||
Requires-Python: >=3.6 | ||
Description-Content-Type: text/x-rst | ||
License-File: LICENSE | ||
Requires-Dist: matplotlib>=3.3 | ||
Requires-Dist: numpy>=1.16 | ||
Requires-Dist: pandas>=0.25 | ||
Requires-Dist: scipy>=1.3 | ||
Requires-Dist: scikit-learn>=0.21 | ||
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waltlabtools | ||
============ | ||
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.. image:: https://img.shields.io/conda/vn/tylerdougan/waltlabtools?label=Anaconda | ||
:target: https://anaconda.org/tylerdougan/waltlabtools | ||
:alt: Conda | ||
.. image:: https://img.shields.io/pypi/v/waltlabtools?label=PyPI | ||
:target: https://pypi.org/project/waltlabtools | ||
:alt: PyPI | ||
.. image:: https://img.shields.io/readthedocs/waltlabtools?label=Documentation | ||
:target: https://waltlabtools.readthedocs.io/en/latest/ | ||
:alt: Documentation | ||
.. image:: https://img.shields.io/github/repo-size/tylerdougan/waltlabtools?label=GitHub | ||
:target: https://github.com/tylerdougan/waltlabtools | ||
:alt: GitHub | ||
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A collection of tools for biomedical research assay analysis in Python. | ||
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Key Features | ||
------------ | ||
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- Analysis for assays such as | ||
`digital ELISA <http://www.ncbi.nlm.nih.gov/pmc/articles/pmc2919230/>`__, | ||
including single-molecule array (Simoa) assays | ||
- Read instrument-generated files and calculate calibration curves, | ||
concentrations, limits of detection, and more | ||
- Free and open-source software under the | ||
`GNU General Public License v3 <https://www.gnu.org/licenses/gpl-3.0.en.html>`__ | ||
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Getting Started | ||
--------------- | ||
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Installation | ||
^^^^^^^^^^^^ | ||
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You can install waltlabtools using | ||
`Anaconda <https://anaconda.org/tylerdougan/waltlabtools>`__ (recommended) or | ||
`PyPI <https://pypi.org/project/waltlabtools/>`__. If you're not comfortable | ||
with the command line, begin by installing | ||
`Anaconda Navigator <https://www.anaconda.com/products/individual>`__. Then follow | ||
`these instructions <https://docs.anaconda.com/anaconda/navigator/tutorials/manage-channels/>`__ | ||
to add the channel ``tylerdougan``, and install waltlabtools from this channel. | ||
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Alternatively, install waltlabtools from the command line with | ||
``conda install -c tylerdougan waltlabtools`` (recommended; requires you to | ||
first install Anaconda or | ||
`Miniconda <https://docs.conda.io/en/latest/miniconda.html>`__) or | ||
``pip install waltlabtools`` (requires | ||
`pip <https://pip.pypa.io/en/stable/getting-started/>`__, which should come | ||
with Python). | ||
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Dependencies | ||
^^^^^^^^^^^^ | ||
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- waltlabtools requires | ||
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- `numpy <https://numpy.org/doc/stable/index.html>`__ ≥ 1.10 | ||
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- `scipy <https://docs.scipy.org/doc/scipy/getting_started.html>`__ ≥ 1.3 | ||
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- If installing with pip or conda, numpy and scipy will be installed | ||
automatically | ||
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- Specific modules have additional requirements: | ||
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- `waltlabtools.read <https://waltlabtools.readthedocs.io/en/latest/waltlabtools.read.html>`__ | ||
(for importing data from Quanterix instruments) requires | ||
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- `pandas <https://pandas.pydata.org>`__ ≥ 0.25 | ||
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- waltlabtools also plays well with | ||
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- `JAX <https://jax.readthedocs.io/en/latest/index.html>`__ | ||
for accelerated numerical computing – waltlabtools will use jax.numpy | ||
instead of numpy if jax is loaded | ||
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- `JupyterLab <https://jupyterlab.readthedocs.io/en/stable/>`__ | ||
for interactively writing code | ||
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- `pandas <https://pandas.pydata.org>`__ | ||
for data import/export and organization | ||
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- `matplotlib <https://matplotlib.org>`__ for plotting | ||
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- `scikit-learn <https://scikit-learn.org/stable/>`__ for data analysis | ||
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All of these packages can all be installed using | ||
`conda <https://docs.conda.io/projects/conda/en/latest/user-guide/install/download.html>`__ | ||
or `pip <https://pypi.org>`__. | ||
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Usage | ||
^^^^^ | ||
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.. code-block:: python | ||
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import waltlabtools as wlt # waltlabtools main functionality | ||
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----- | ||
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Development of waltlabtools is led by the | ||
`Walt Lab <https://waltlab.bwh.harvard.edu>`__ for Advanced Diagnostics | ||
at `Brigham and Women's Hospital <https://www.brighamandwomens.org>`__, | ||
`Harvard Medical School <https://hms.harvard.edu>`__, and the | ||
`Wyss Institute for Biologically Inspired Engineering <https://wyss.harvard.edu>`__. |
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LICENSE | ||
README.rst | ||
pyproject.toml | ||
setup.cfg | ||
setup.py | ||
src/waltlabtools/__init__.py | ||
src/waltlabtools/_backend.py | ||
src/waltlabtools/_plot.py | ||
src/waltlabtools/cal_curve.py | ||
src/waltlabtools/core.py | ||
src/waltlabtools/dropna.py | ||
src/waltlabtools/model.py | ||
src/waltlabtools/mosaic.py | ||
src/waltlabtools/read.py | ||
src/waltlabtools.egg-info/PKG-INFO | ||
src/waltlabtools.egg-info/SOURCES.txt | ||
src/waltlabtools.egg-info/dependency_links.txt | ||
src/waltlabtools.egg-info/requires.txt | ||
src/waltlabtools.egg-info/top_level.txt |
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matplotlib>=3.3 | ||
numpy>=1.16 | ||
pandas>=0.25 | ||
scipy>=1.3 | ||
scikit-learn>=0.21 |
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waltlabtools |
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from .core import * | ||
from .model import * | ||
from .read import * | ||
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__version__ = "v1.0.0b23" |
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