Create single table synthesis property

[amontanez24]

Problem Description

Now that we have property classes, we want to move the metrics used in the DiagnosticReport into their respective properties.

This is the spec for the Synthesis property

Attributes

• _details - A dataframe containing the following columns
  • 'Metric'
  • 'Score'
  • 'Num Matched Rows'
  • 'Num New Rows'

The metrics used in this class are: [NewRowSynthesis]

Methods

• _generate_details(self, real_data, synthetic_data, metadata, progress_bar) - Generate the _details dataframe that will be used by the base class to get the score. Pseudocode:

  score = NewRowSynthesis.compute_breakdown(real_data, synthetic_data, synthetic_sample_size: 10000)

• get_visualization() - Returns a plotly.graph_objects._figure.Figure object for the specified table. Use code similar to what's in get_synthesis_plot.

Expected behavior

>>> prop = Synthesis()
>>> prop.get_score()
>>> 0.89
>>> prop.get_visualization()

Additional context

• we should catch any exceptions the same way we do here

[amontanez24]

Closed by #424