Data/Results Processing¶
Data Utilities¶
Functions:
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Creates dataframe of the max validation/test/F1 and corresponding experiment value for an experiment_type. |
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data_processing.data_utilities.get_max(data, exp_params)¶ Creates dataframe of the max validation/test/F1 and corresponding experiment value for an experiment_type.
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data_processing.data_utilities.load_dataframe(path, multi_index=False, num_header_rows=1)¶
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data_processing.data_utilities.load_predictions(path, columns=None)¶
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data_processing.data_utilities.save_dataframe(path, data, index_label='index')¶
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data_processing.data_utilities.sort_dataframe_by_list(data, sort_column, sort_order)¶
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data_processing.data_utilities.sort_dataframe_by_list_and_param(data, sort_column, sort_order, param)¶
Plot Utilities¶
Functions:
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Creates a custom colour map around the specified boundary values. |
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Generates a table from a Dataframe. |
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data_processing.plot_utilities.create_colour_map(boundaries=None, pallet='RdBu_r')¶ Creates a custom colour map around the specified boundary values.
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data_processing.plot_utilities.plot_bar_chart(data, x='index', y='value', hue='variable', title='', y_label='', x_label='', colour='Paired', dodge=False, legend_loc='best', num_legend_col=3, x_tick_rotation=0, show_bar_val=True)¶
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data_processing.plot_utilities.plot_box_chart(data, x='index', y='value', hue=None, title='', y_label='', x_label='', colour='Paired', legend=False, legend_loc='best', x_tick_rotation=0)¶
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data_processing.plot_utilities.plot_dist_chart(data, metric='value', hue=None, row=None, col='', title='', y_label='', x_label='', plt_hist=True, axis_titles=False, share_x=False, share_y=False, num_col=2, colour='Paired', all_legend=False, num_legend_col=1, legend_loc='best')¶
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data_processing.plot_utilities.plot_facetgrid(data, x='index', y='value', hue='group', row=None, col='metric', kind='bar', title='', y_label='', x_label='', axis_titles=False, share_x=False, share_y=False, num_col=2, colour='Paired', num_colour=None, legend_loc='best', num_legend_col=3, all_legend=False, height=6, aspect=2, show_bar_value=False, bar_value_rotation=0, x_tick_rotation=0, y_tick_rotation=0, **kwargs)¶
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data_processing.plot_utilities.plot_heatmap(data, title='', y_label='', x_label='', colour='RdBu_r', num_colour=None, custom_boundaries=None, center_val=None, show_cbar=True, annotate=True, num_format='.3f', annot_font_size=8, linewidth=0.5, linecolour=None, x_tick_rotation=0, y_tick_rotation=0, square=True)¶
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data_processing.plot_utilities.plot_line_bar_chart(data, bar_data, x='index', y='value', hue='variable', title='', y_label='', x_label='', colour='Paired', style=None, size=None, bar_x='index', bar_y='value', bar_y_label='', bar_width=100, bar_axis_step=None, bar_axis_range=None, bar_alpha=0.5, bar_color='tab:blue', legend_loc='best', num_legend_col=3, axislabel_fontsize=12, ticklabel_fontsize=12, xtick_rotation=0)¶
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data_processing.plot_utilities.plot_line_chart(data, x='index', y='value', hue='group', style=None, size=None, title='', y_label='', x_label='', colour='Paired')¶
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data_processing.plot_utilities.plot_lmplot_chart(data, x='index', y='value', hue='group', col=None, title='', y_label='', x_label='', xtick_labels=None, share_x=False, share_y=False, num_col=None, colour='Paired', legend_loc='best', num_legend_col=3, scatter=True, sizes=(10, 10), order=2, ci=16, x_estimator=<function mean>, x_ci=None, **kwargs)¶
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data_processing.plot_utilities.plot_relplot(data, x='index', y='value', hue='group', row=None, col='metric', kind='line', line_width=2, ci=None, err_style='band', title='', y_label='', x_label='', share_x=False, share_y=False, num_col=2, colour='Paired', legend_loc='best', num_legend_col=3, all_legend=False)¶
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data_processing.plot_utilities.plot_scatter_chart(data, x='index', y='value', hue='group', size='metric', title='', y_label='', x_label='', colour='Paired')¶
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data_processing.plot_utilities.plot_strip_chart(data, x='index', y='value', hue='group', title='', y_label='', x_label='', colour='Paired')¶
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data_processing.plot_utilities.plot_swarm_chart(data, x='index', y='value', hue='group', size=5, title='', y_label='', x_label='', colour='Paired')¶
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data_processing.plot_utilities.plot_table(data, title='')¶ Generates a table from a Dataframe.
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data_processing.plot_utilities.plot_violin_chart(data, x='index', y='value', hue=None, title='', y_label='', x_label='', colour='Paired', inner='box', legend=False, legend_loc='best', x_tick_rotation=0)¶