GeoJson style is not being applied correctly

[ocefpaf]

Describe the bug

Both in a loop or using a GeoDataframe, only the last style is applied to all geometries.
We can see that in our docs:

To Reproduce

https://python-visualization.github.io/folium/latest/user_guide/geojson/geopandas_and_geo_interface.html

I also believe #1608 is related.

Expected behavior
We expect each geometry to have its own color defined by the style column.

Environment (please complete the following information):

• Browser: all tested
• Jupyter Notebook or html files? Both.
• Python version: 3.11
• folium version: 0.16.0
• branca version: 0.7.1

Additional context
In a loop one can "hack" this problem by assigning a unique value using exec (note recommended though).

import folium

m = folium.Map()
for k, glider in gdf.iterrows():
    exec(f"style_function = lambda x: {glider['style']}")  # hack it to make it work
    # style_function = lambda x: glider['style']  # shows the bug
    folium.GeoJson(
        data=glider["geometry"],
        style_function=style_function,
    ).add_to(m)
m

Possible solutions

I'll investigate more and see if I can come up with something.
I did try with latest branca and folium and this is not solved yet.

[ocefpaf]

OK. We are hitting https://docs.python-guide.org/writing/gotchas/#late-binding-closures :-/
I'll see what we can do. At least we should amend the docs.

Update. The geopandas style column example has been broken for a while (since v0.9.0) and is unrelated to the late binding issue in the loop. It is likely due to #1058

Options:

• document that we should do style_function = lambda x, style=style: style
• ?

[Conengmo]

Thanks for addressing this issue @ocefpaf!