Automatically include additional artists when using bbox_inches="tight"
Aug 6, 2024
When working with Matplotlib to create visualizations, saving figures with complex layouts can sometimes be challenging. This is especially true when your plots include custom legends, annotations, or axis labels that don’t fit well with the default saving behavior. The bbox_inches="tight"
option can help by trimming excess white space, but it may not always account for all elements, leading to cropped legends or annotations.
When you save a figure using Matplotlib, you might use the bbox_inches="tight"
option to ensure that all elements are included without excessive whitespace. However, this option can sometimes fail to include custom legends, annotations, or other artists that lie outside the main axes area. This can result in a saved image where important elements are clipped or missing.
To address this, we can manually specify extra artists using the bbox_extra_artists
parameter in the savefig
function. However, manually collecting these artists for each plot can be tedious and error-prone. This is where our custom functions come into play.
The _collect_artists
function is designed to collect the relevant artists from a given axis (ax
). An artist in Matplotlib is a general term for any object that can be drawn on a figure (e.g., lines, text, patches).
This function checks the axis (ax
) for different types of artists such as legends, annotations, and axis titles/labels, and collects them into a list. This list is then returned, making it easy to manage the various elements in your plot.
The collect_artists
function extends the _collect_artists
function by applying it to either a whole figure or a single axis. This flexibility allows it to handle both simple and complex figures with multiple subplots.
This function first checks if the plot
parameter is a figure or an axis. If it’s a figure, it iterates through all axes in the figure, collecting artists from each one. If it’s a single axis, it directly collects artists from that axis. The result is a list of all relevant artists, ready to be used when saving the figure.
To use these functions, you simply call collect_artists
when saving your figure:
This ensures that all the collected artists are included in the bounding box calculation, resulting in a well-cropped image without cutting off important elements.