If you look at the files, many of them are not compliant, and so we need to figure out what the associated line item corresponds to: a CPT code? HCPCS code? ICD

If you look at the files, many of them are not compliant, and so we need to figure out what the associated line item corresponds to: a CPT code? HCPCS code? ICD code? etc :) Here's an example NLP tool I helped build we're using to do this: https://arxiv.org/abs/1904.05342 https://arxiv.org/abs/1904.05342 -- it's in several pipelines now for data annotation and crowdsourcing.