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Alpha version of the Rasgo Python interface.

Project description

pyRasgo is a python SDK to interact with the Rasgo API. Rasgo accelerates feature engineering for Data Scientists.

Visit us at https://www.rasgoml.com/ to turn your data into Features in minutes!

Documentation is available at: https://docs.rasgoml.com/rasgo-docs/pyrasgo/

Package Dependencies

  • idna>=2.5,<3
  • more-itertools
  • pandas
  • pyarrow>=3.0
  • pydantic
  • pyyaml
  • requests
  • snowflake-connector-python>=2.4.0
  • tqdm

Release Notes

  • v0.1.8(June 7, 2021)

    • evaluate.train_test_split() function supports non-timeseries dataframes
    • evaluate.feature_importance() function now runs on an 80% training set
    • adds timeseries_index parameter to evaluate.feature_importance() & prune.features() functions
  • v0.1.7(June 2, 2021)

    • expands dataframe series type recognition for profiling
  • v0.1.6(June 2, 2021)

    • cleans up dataframe profiles to enhance stats and visualization for non-numeric data
  • v0.1.5(June 2, 2021)

    • introduces pip install "pyrasgo[df]" option which will install: shap, catboost, & scikit-learn
  • v0.1.4(June 2, 2021)

    • various improvements to dataframe profiles & feature_importance
  • v0.1.3(May 27, 2021)

    • introduces experiment tracking on dataframes
    • fixes errors when running feature_importance on dataframes with NaN values
  • v0.1.2(May 26, 2021)

    • generates column profile automatically when running feature_importance
  • v0.1.1(May 24, 2021)

    • supports sharing public dataframe profiles
    • enforces assignment of granularity to dimensions in Publish methods based on list ordering
  • v0.1.0(May 17, 2021)

    • introduces dataframe methods: evaluate, prune, transform
    • supports free pyrago trial registration
  • v0.0.79(April 19, 2021)

    • support additional datetime data types on Features
    • resolve import errors
  • v0.0.78(April 5, 2021)

    • adds include_shared param to get_collections() method
  • v0.0.77(April 5, 2021)

    • adds convenience method to rename a Feature’s displayName
    • adds convenience method to promote a Feature from Sandbox to Production status
    • fixes permissions bug when trying to read Community data sources from a public org
  • v0.0.76(April 5, 2021)

    • adds columns to DataSource primitive
    • adds verbose error message to inform users when a Feature name conflict is preventing creation
  • v0.0.75(April 5, 2021)

    • introduce interactive Rasgo primitives
  • v0.0.74(March 25, 2021)

    • upgrade Snowflake python connector dependency to 2.4.0
    • upgrade pyarrow dependency to 3.0

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