Third-Party Licenses#

This project makes use of the following third-party libraries, each of which is provided under its respective open-source license.

pandas
- License: BSD 3-Clause License
- Full license text: https://opensource.org/licenses/BSD-3-Clause
- Source: https://pandas.pydata.org/
- GitHub: pandas-dev/pandas
- How it is used: pandas is a core library used in DQMaRC to perform the key data quality checks and dataframe manipulations.
numpy
- License: BSD 3-Clause License
- Full license text: https://opensource.org/licenses/BSD-3-Clause
- Source: https://numpy.org/
- GitHub: numpy/numpy
- How it is used: to perform numerical computations and calculations on fields during data quality checks and methods.
ipywidgets
- License: BSD 3-Clause License
- Full license text: https://opensource.org/licenses/BSD-3-Clause
- Source: https://ipywidgets.readthedocs.io/
- GitHub: jupyter-widgets/ipywidgets
- How it is used: to display interactive plots in the shiny for python front-end.
Plotly
- License: MIT License
- Full license text: https://opensource.org/licenses/MIT
- Source: https://plotly.com/python/
- GitHub: plotly/plotly.py
- How it is used: to build interactive plots for viewing the data quality dashboard in the shiny for python front-end.
Shiny for Python
- License: MIT License
- Full license text: https://opensource.org/licenses/MIT
- Source: https://shiny.rstudio.com/py/
- GitHub: rstudio/py-shiny
- How it is used: to build the user-friendly graphical user interface.
ipydatagrid
- License: MIT License
- Full license text: https://opensource.org/licenses/MIT
- Source: bloomberg/ipydatagrid
- How it is used: to display an interactive table for users to modify and view.

We also use synthetically generated data from the Mockaroo website.

Mockaroo
- License: End User License Agreement
- Full License text: https://mockaroo.com/help/eula
- Source: https://mockaroo.com/
- Github: mockaroo/
- How it is used: synthetic data generation to demonstrate use of our tool DQMaRC.