If you want to parse unstructured names of companies or people into name components, try probablepeople.
Link to probablepeople.
My previous tips on feature extraction.
Extract Dates from Text with Datefinder
RapidFuzz: Find Similar Strings Despite Typos and Variations
Refinery: Human-Guided NLP Data Labeling
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