Rename TextFeaturizer to NaturalLanguageFeaturizer

[jeremyliweishih]

Fixes #2914.

Perf tests look good! Almost identical results with a slight blip in init time for one dataset which should just be some noise.
nlp_primatives.html.zip

[codecov]

Codecov Report

Merging #3030 (1c28da8) into main (7b2cb57) will increase coverage by 0.1%.
The diff coverage is 100.0%.

@@           Coverage Diff           @@
##            main   #3030     +/-   ##
=======================================
+ Coverage   99.8%   99.8%   +0.1%     
=======================================
  Files        312     312             
  Lines      30183   30184      +1     
=======================================
+ Hits       30094   30095      +1     
  Misses        89      89             

Impacted Files	Coverage Δ
...derstanding/prediction_explanations/_algorithms.py	99.3% <ø> (ø)
evalml/pipelines/components/__init__.py	100.0% <ø> (ø)
...alml/pipelines/components/transformers/__init__.py	100.0% <ø> (ø)
evalml/tests/component_tests/test_utils.py	95.7% <ø> (ø)
...s/prediction_explanations_tests/test_explainers.py	100.0% <ø> (ø)
.../prediction_explanations_tests/test_force_plots.py	100.0% <ø> (ø)
...del_understanding_tests/test_partial_dependence.py	99.4% <ø> (ø)
...valml/tests/pipeline_tests/test_component_graph.py	99.9% <ø> (ø)
.../components/transformers/preprocessing/__init__.py	100.0% <100.0%> (ø)
...rmers/preprocessing/natural_language_featurizer.py	100.0% <100.0%> (ø)
... and 6 more

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[eccabay]

This looks great! It's encouraging to me how simple of a change this is.

I have two main things moving forward:

• There's a few other places in the documentation that should be updated to add the new primitives: the explanatory part of the text tutorial here as well as the docstring where it lists the primitives (marked in another comment)
• I'm very interested to see how the performance tests change with this update. I did a bunch of performance testing way back when originally adding this component to determine the best primitives to use, and I know there were some I explicitly removed to improve performance. I hope these will reflect real improvement!

Other than that, just left a couple small nits. Looks great though!

[freddyaboulton]

@jeremyliweishih Thanks for this! I think this looks good. For completeness we may want to rename TextTransformer to NaturalLanguageTransformer but I don't think that's a hard requirement to close out this issue.

[freddyaboulton]

nit-pick: Move to next release section.

[jeremyliweishih]

Will update with perf tests soon!

[eccabay]

Looks great! Looking forward to seeing the perf test results.

[jeremyliweishih]

@eccabay uploaded the perf test results in the description. Lmk what you think!