Improve Woodwork Schema Transferrence

[eccabay]

This work ensures all our components pass the maximum amount of logical type knowledge to woodwork when calling ww.init within transformers' transform functions, with the goal of speeding up overall predict time (particularly for partial dependence)

Performance tests

[codecov]

Codecov Report

Merging #3604 (346dfcc) into main (92c71da) will increase coverage by 0.1%.
The diff coverage is 100.0%.

@@           Coverage Diff           @@
##            main   #3604     +/-   ##
=======================================
+ Coverage   99.7%   99.7%   +0.1%     
=======================================
  Files        335     335             
  Lines      33512   33522     +10     
=======================================
+ Hits       33383   33393     +10     
  Misses       129     129             

Impacted Files	Coverage Δ
...nents/transformers/imputers/time_series_imputer.py	100.0% <100.0%> (ø)
...ransformers/preprocessing/drop_rows_transformer.py	100.0% <100.0%> (ø)
...ents/transformers/preprocessing/log_transformer.py	100.0% <100.0%> (ø)
...transformers/preprocessing/polynomial_detrender.py	97.8% <100.0%> (+0.1%)	⬆️
...s/components/transformers/samplers/base_sampler.py	89.8% <100.0%> (+0.5%)	⬆️
...s/components/transformers/samplers/undersampler.py	100.0% <100.0%> (ø)

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[chukarsten]

Dig it! Thanks for doing this investigation and getting the changes out!!

[chukarsten]

What are you trying to get at with the len(y) > 0 condition?

[eccabay]

There was a test case where the passed in y was an empty Series instead of being None. Alternative would have been to change the test, I figured this was more robust but happy to swap.

[jeremyliweishih]

LGTM!