Incompatibility between SynthCity and scikit_learn 1.4? With workaround and possible fix.

[MarkJacksonRG]

Hi!

I think there's an incompatibility between synthcity and the new 1.4 version of scikit_learn? I've added this as an issue too #249

Problem
I tried running the 'load and run a tabular generator' bit from the docs and got an error.
OneHotEncoder.__init__() got an unexpected keyword 'sparse'

Click to view screenshot of code and error:

The OneHotEncoder docs say sparse was renamed to sparse_output. The new parameter was introduced in scikit_learn 1.2 and the old one removed in scikit_learn 1.4.

Workaround:
I fixed my local installation by downgrading scikit_learn to 1.3.2.
pip install --upgrade scikit_learn==1.3.2

Possible fix?
I checked the stack trace and I think it might be possible to fix it with a one-line change. I haven't actually tried it! I'm not setup as a contributor.

Change sparse to sparse_output in line 63 in tabular_encoder.py : I.e. this line

cat_encoder_params: dict = dict(handle_unknown="ignore", sparse=False)

I thought I would flag it here in case it's something the community want to fix. I think you'd need to require scikit_learn 1.2 and greater.

Thanks for the great library!