From: Big Data fraud detection using multiple medicare data sources
Npi | ... | Provider_type | ... | Place_of _service | Hcpcs _code | ... | Line_srvc _cnt | ... | Average_submitted _chrg_amt | ... |
---|---|---|---|---|---|---|---|---|---|---|
1649387770 | ... | Ophthalmology | ... | O | 66821 | ... | 28 | ... | 1200 | ... |
1649387770 | ... | Ophthalmology | ... | F | 66984 | ... | 154 | ... | 2400 | ... |
1649387770 | ... | Ophthalmology | ... | O | 67820 | ... | 45 | ... | 105 | ... |
1649387770 | ... | Ophthalmology | ... | O | 76514 | ... | 11 | ... | 80 | ... |
1649387770 | ... | Ophthalmology | ... | O | 92004 | ... | 205 | ... | 175 | ... |