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Table 1 Sample of the Part B dataset

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

...