Data reduction analyses



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markdown_str = '''### Principal component analysis for the new model ({})'''.format(experiment_id_old)
Markdown(markdown_str)



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if 'pca_scree_plot' in figures_new:
    if use_thumbnails:
        show_thumbnail(figures_new['pca_scree_plot'], next(id_generator))
    else:
        display(SVG(filename=figures_new['pca_scree_plot']))
else:
    display(Markdown(no_plot_new_str))



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if not outputs_new['df_pca'].empty:
    display(HTML(outputs_new["df_pca"].to_html(index=True, float_format=float_format_func)))
    display(HTML(outputs_new["df_pcavar"].to_html(index=True, float_format=float_format_func)))



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