MondoBrain API wrapper
Reason this release was yanked:
mondobrain is no longer maintained. Please use datawhys instead: https://pypi.org/project/datawhys/
Project description
MondoBrain Python SDK
MondoBrain Python SDK is a python wrapper for the MondoBrain API that provides additional functionality such as dataframe ingest and one-off processing
Installation
Use the package manager pip to install mondobrain.
pip install mondobrain
Dependencies
Install from source
In the mondobrain-python
directory (same directory as this README.md file), run this command in your terminal:
pip install -e .
Usage
import mondobrain as mb
# Set your credentials
mb.api_key = "<API-KEY>"
mb.api_secret = "<API-SECRET>"
# Build a pandas dataframe and store in `df` (not shown)
# Convert your pandas df to a mondobrain df
mdf = mb.MondoDataFrame(df)
# Select a column as your outcome column & specify a target class
outcome = mdf["column_name"]
# for a discrete column
outcome.target_class = "Some_modality"
# for a continuous column the value should be `min` or `max`
outcome.target_class = "max"
# Get a dataframe of all columns you want to explor
explorable = mdf[["column_a", "column_b"]]
# Create a solver instance
solver = mb.Solver()
# Fit your data
solver.fit(explorable, outcome)
# Check your results
solver.rule
See documentation and SDK Example.ipynb
in the mondobrain-python
directory for more in depth examples.
The package includes documentation to provide explanation and examples of usage.
Contributing
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change. Take a look at CONTRIBUTING.md
for more info
Please make sure to update tests as appropriate.
License
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