High dimensional Interactive Plotting tool

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  • Author: Facebook AI Research
  • Requires: Python >=3.6
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Project description

HiPlot - High dimensional Interactive Plotting CircleCI

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HiPlot is a lightweight interactive visualization tool to help AI researchers discover correlations and patterns in high-dimensional data using parallel plots and other graphical ways to represent information.

Try a demo now

There are 2 modes to HiPlot:

  • As a web-server (if your data is a CSV for instance)
  • In a jupyter notebook (to visualize python data)
pip install hiplot

If you have a jupyter notebook, you can get started with something as simple as:

import hiplot as hip
data = [{'dropout':0.1, 'lr': 0.001, 'loss': 10.0, 'optimizer': 'SGD'},
        {'dropout':0.15, 'lr': 0.01, 'loss': 3.5, 'optimizer': 'Adam'},
        {'dropout':0.3, 'lr': 0.1, 'loss': 4.5, 'optimizer': 'Adam'}]
hip.Experiment.from_iterable(data).display()

See the live result

Result

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Credits

Inspired by and based on code from Kai Chang, Mike Bostock and Jason Davies.

License

HiPlot is MIT licensed, as found in the LICENSE file.

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