dual_histogram_with_errorbars_df

`dual_histogram_with_errorbars_df`#

Plot main model and baseline histograms with mean frequencies and standard error bars, using a pandas DataFrame in long format.

Name	Type	Required	Description
data_df	pd.DataFrame	✅	Long-form DataFrame containing one row per sample with columns for the dataset label, seed, and score.
label_key	str	✅	Column name in data_df that identifies the dataset (main or baseline).
seed_key	str	✅	Column name identifying the random seed for each sample.
score_key	str	✅	Column name containing the score values.
main_label	str	❌	Value in label_key that denotes the main model. If not provided, first label is used.
baseline_labels	List[str]	❌	List of baseline labels; default is all labels except main_label.
baseline_colors	List[str]	❌	Colors for each baseline label. Default palette is used.
main_color	str	❌	Color for the main model. Default: ‘#4C72B0’.
num_bins	int	❌	Number of histogram bins. Default: 50.
xlabel	str	❌	Label for the x-axis. Default: ‘Score’.
ylabel	str	❌	Label for the y-axis. Default: ‘Average Frequency’.
title	str	❌	Plot title. Default: None.
figsize	tuple	❌	Figure size. Default: (8, 5).
save	str	❌	Base path to save PNG and PDF if provided.
fontsize	float	❌	Base font size for annotations, ticks, labels, title, and legend.