whylogs.viz

Subpackages

• whylogs.viz.matplotlib
  • whylogs.viz.matplotlib.visualizer
• whylogs.viz.utils
  • whylogs.viz.utils.profile_viz_calculations

Submodules

• whylogs.viz.base
• whylogs.viz.browser_viz
• whylogs.viz.jupyter_notebook_viz
• whylogs.viz.visualizer

Package Contents

Classes

NotebookProfileVisualizer
BaseProfileVisualizer
ProfileVisualizer

Functions

profile_viewer(profiles: List[whylogs.core.DatasetProfile] = None, reference_profiles: List[whylogs.core.DatasetProfile] = None, output_path=None) → str

open a profile viewer loader on your default browser

Attributes

__ALL__

whylogs.viz.profile_viewer(profiles: List[whylogs.core.DatasetProfile] = None, reference_profiles: List[whylogs.core.DatasetProfile] = None, output_path=None) → str

open a profile viewer loader on your default browser

class whylogs.viz.NotebookProfileVisualizer

SUMMARY_REPORT_TEMPLATE_NAME = index-hbs-cdn-all-in-for-jupyter-notebook.html

DOUBLE_HISTOGRAM_TEMPLATE_NAME = index-hbs-cdn-all-in-jupyter-distribution-chart.html

DISTRIBUTION_CHART_TEMPLATE_NAME = index-hbs-cdn-all-in-jupyter-bar-chart.html

DIFFERENCED_CHART_TEMPLATE_NAME = index-hbs-cdn-all-in-jupyter-differenced-chart.html

FEATURE_STATISTICS_TEMPLATE_NAME = index-hbs-cdn-all-in-jupyter-feature-summary-statistics.html

CONSTRAINTS_REPORT_TEMPLATE_NAME = index-hbs-cdn-all-in-jupyter-constraints-report.html

PAGE_SIZES

__get_template_path(self, html_file_name)

__get_compiled_template(self, template_name)

__display_feature_chart(self, feature_names, template_name, preferred_cell_height=None)

__display_rendered_template(self, template, template_name, height)

set_profiles(self, target_profile: whylogs.core.DatasetProfile = None, reference_profile: whylogs.core.DatasetProfile = None)

summary_drift_report(self, preferred_cell_height=None)

double_histogram(self, feature_names, preferred_cell_height=None)

distribution_chart(self, feature_names, preferred_cell_height=None)

difference_distribution_chart(self, feature_names, preferred_cell_height=None)

feature_statistics(self, feature_name, profile='reference', preferred_cell_height=None)

constraints_report(self, constraints, preferred_cell_height=None)

download(self, html, preferred_path=None, html_file_name=None)

class whylogs.viz.BaseProfileVisualizer(framework=None, visualizer=None)

set_profiles(self, profiles)

plot_distribution(self, variable, **kwargs)

Plots a distribution chart.

plot_missing_values(self, variable, **kwargs)

Plots a Missing Value to Total Count ratio chart.

plot_uniqueness(self, variable, **kwargs)

Plots a Estimated Unique Values chart.

plot_data_types(self, variable, **kwargs)

Plots a Inferred Data Types chart.

plot_string_length(self, variable, **kwargs)

Plots string length data .

plot_token_length(self, variable, character_list, **kwargs)

Plots token length data .

plot_char_pos(self, variable, character_list, **kwargs)

Plots character position data .

plot_string(self, variable, character_list, **kwargs)

Plots string related data .

available_plots(self)

Returns available plots for selected framework.

class whylogs.viz.ProfileVisualizer(framework='matplotlib')

Bases: whylogs.viz.base.BaseProfileVisualizer

__subclass_framework(self, framework='matplotlib')

whylogs.viz.__ALL__