Open Payments

Dictionaries

Covered Recipient Profile Supplement
1 associated_covered_recipient_profile_id_1:

Covered_Recipient_Profile_ID of first profile (with/without NPI) associated with the same physician/non-physician practitioner.
2 associated_covered_recipient_profile_id_2:

Covered_Recipient_Profile_ID of second profile (with/without NPI) associated with the same physician/non-physician practitioner.
3 covered_recipient_npi:

National Provider Identifier is a unique identification number for covered recipient physician or non-physician practitioner (and not the NPI of a group the physician/non- physician practitioner belongs to).
4 covered_recipient_profile_address_line_1:

The first line of latest Provider Business Practice Location Address for all physician/non-physician practitioner that matched as listed in the CMS-provided MPL. If address information is blank in MPL, the first line of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported. For physician/non-physician practitioner not on the CMS- provided MPL and matched against the external physician/non-physician practitioner matching service, the second line of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non- physician practitioner is reported. AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported.
5 covered_recipient_profile_address_line_2:

The second line of latest Provider Business Practice Location Address for all physician/non-physician practitioner that matched as listed in the CMS-provided MPL. If address information is blank in MPL, the second line of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported. For physician/non-physician practitioner not on the CMS- provided MPL and matched against the external physician/non-physician practitioner matching service, the second line of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non- physician practitioner is reported. AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported.
6 covered_recipient_profile_alternate_first_name:

The alternate first name as available in the CMS-provided MPL for physician/non-physician practitioner that were successfully matched on the list. For physician/non- physician practitioner who are not on the CMS-provided MPL and were matched against the external physician/non-physician practitioner matching service, the alternate first name is displayed blank.
7 covered_recipient_profile_alternate_last_name:

The alternate last name as available in the CMS-provided MPL for physician/non-physician practitioners that were successfully matched on the list. For physician/non- physician practitioner who are not on the CMS-provided MPL and were matched against the external physician/non-physician practitioner matching service, the alternate last name is displayed blank.
8 covered_recipient_profile_alternate_middle_name:

The alternate middle name as available in the CMS- provided MPL for physician/non-physician practitioner that were successfully matched on the list. For physician/non- physician practitioner r who are not on the CMS-provided MPL and were matched against the external physician/non-physician practitioner matching service, the alternate middle name is displayed blank.
9 covered_recipient_profile_alternate_suffix:

The alternate suffix as available in the CMS-provided MPL for physician/non-physician practitioner that were successfully matched on the list. For physician/non- physician practitioner who are not on the CMS-provided MPL and were matched against the external physician/non-physician practitioner matching service, the alternate suffix is displayed blank.
10 covered_recipient_profile_city:

The city of the latest Provider Business Practice Location Address for all physician/non-physician practitioner that matched as listed in the CMS-provided MPL. If Address information is blank in MPL, the city of the latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported. For physician/non-physician practitioner not on the CMS- provided MPL and matched against the external physician/non-physician practitioner matching service, the city of the latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non- physician practitioner is reported.
11 covered_recipient_profile_country_name:

The country of latest Provider Business Practice Location Address provided as listed in the CMS-provided MPL for all physician/non-physician practitioners that were successfully matched on the list. If Address information is blank in MPL, the country name of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported. For physician/non-physician practitioners who are not on the CMS-provided MPL and were matched against the external physician/non-physician practitioner matching service, the country of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the record submission in the latest year when the physician/non-physician practitioner is reported.
12 covered_recipient_profile_first_name:

The first name as available in the CMS-provided Master Profile List (MPL) for Physician\NPPs and non-physician practitioner that were successfully matched on the list. For physicians/non-physician practitioner who are not on the CMS-provided MPL and were matched against the external physician/ non-physician practitioner matching service, the name as verified against the external physician/ non- physician practitioner matching service is displayed.
13 covered_recipient_profile_id:

System generated unique identifier for physician/non- physician practitioner profile receiving the payment or other transfer of value.
14 covered_recipient_profile_last_name:

The last name as available in the CMS-provided MPL provided by CMS for physician/ non-physician practitioners that were successfully matched on the list. For physician/ non-physician practitioners who are not on the CMS- provided MPL and were matched against the external physician/ non-physician practitioner matching service, the name as verified against the external physician/ non- physician practitioner matching service is displayed.
15 covered_recipient_profile_license_state_code_1:

The license state code of the physician/non-physician practitioner profile in Open Payments system, which is a 2- letter state abbreviation. The physician/non-physician practitioner may have up to 5 license states, if a physician/non-physician practitioner is licensed in multiple states.
16 covered_recipient_profile_license_state_code_2:

The license state code of the physician profile/Non- Physician Practitioner in Open Payments system, which is a 2-letter state abbreviation. The physician/non-physician practitioner may have up to 5 license states, if a physician/non-physician practitioner is licensed in multiple states.
17 covered_recipient_profile_license_state_code_3:

The license state code of the physician/non-physician practitioner profile in Open Payments system, which is a 2- letter state abbreviation. The physician/non-physician practitioner may have up to 5 license states, if a physician/non-physician practitioner is licensed in multiple states.
18 covered_recipient_profile_license_state_code_4:

The license state code of the physician/non-physician practitioner profile in Open Payments system, which is a 2- letter state abbreviation. The physician/non-physician practitioner may have up to 5 license states, if a physician/non-physician practitioner is licensed in multiple states.
19 covered_recipient_profile_license_state_code_5:

The license state code of the physician/non-physician practitioner profile in Open Payments system, which is a 2- letter state abbreviation. The physician/non-physician practitioner may have up to 5 license states, if a physician/non-physician practitioner is licensed in multiple states.
20 covered_recipient_profile_middle_name:

The middle name as available in the CMS-provided MPL for physician/ non-physician practitioners that were successfully matched on the list. For physician/non- physician practitioner s who are not on the CMS-provided MPL and were matched against the external physician/ non-physician practitioner matching service, the middle name is determined by the most frequently reported by AM/GPOs through the record submission in the latest year when the physician/ non-physician practitioner is reported.
21 covered_recipient_profile_ops_taxonomy_1:

The primary or secondary Open Payments valid taxonomy code as listed in the CMS-provided MPL for physician/non- physician practitioners that were successfully matched on the list and have a valid Open Payments taxonomy. For physician/non-physician practitioners on the list with Primary or Secondary Taxonomy other than a valid Open Payments taxonomy, it will be displayed as the most frequently reported valid taxonomy by AM/GPOs in the published records across all Program Years in all payment categories where the physician/non-physician practitioner was reported. If no valid taxonomy is reported, it should remain blank. For physician/non-physician practitioners who are not on the CMS provided MPL and were matched against external data source, the Open Payments Taxonomy will be displayed as the most frequently reported by AM/GPOs, assuming that it corresponds to a valid OP Taxonomy code.
22 covered_recipient_profile_ops_taxonomy_2:

The secondary Open Payments valid taxonomy code as listed in the CMS-provided MPL for physician/non- physician practitioners that were successfully matched on the list and have a valid Open Payments taxonomy. For physician/non-physician practitioners on the list with Primary or Secondary Taxonomy other than a valid Open Payments taxonomy, it will be displayed as the most frequently reported valid taxonomy by AM/GPOs in the published records across all Program Years in all payment categories where the physician/non-physician practitioner was reported. If no valid taxonomy is reported, it should remain blank. For physician/non-physician practitioners who are not on the CMS provided MPL and were matched against external data source, the Open Payments Taxonomy will be displayed as the most frequently reported by AM/GPOs, assuming that it corresponds to a valid OP Taxonomy code.
23 covered_recipient_profile_ops_taxonomy_3:

The secondary Open Payments valid taxonomy code as listed in the CMS-provided MPL for physician/non- physician practitioners that were successfully matched on the list and have a valid Open Payments taxonomy. For physician/non-physician practitioners on the list with Primary or Secondary Taxonomy other than a valid Open Payments taxonomy, it will be displayed as the most frequently reported valid taxonomy by AM/GPOs in the published records across all Program Years in all payment categories where the physician/non-physician practitioner was reported. If no valid taxonomy is reported, it should remain blank. For physician/non-physician practitioners who are not on the CMS provided MPL and were matched against external data source, the Open Payments Taxonomy will be displayed as the most frequently reported by AM/GPOs, assuming that it corresponds to a valid OP Taxonomy code.
24 covered_recipient_profile_ops_taxonomy_4:

The secondary Open Payments valid taxonomy code as listed in the CMS-provided MPL for physician/non- physician practitioners that were successfully matched on the list and have a valid Open Payments taxonomy. For physician/non-physician practitioners on the list with Primary or Secondary Taxonomy other than a valid Open Payments taxonomy, it will be displayed as the most frequently reported valid taxonomy by AM/GPOs in the published records across all Program Years in all payment categories where the physician/non-physician practitioner was reported. If no valid taxonomy is reported, it should remain blank. For physician/non-physician practitioners who are not on the CMS provided MPL and were matched against external data source, the Open Payments Taxonomy will be displayed as the most frequently reported by AM/GPOs, assuming that it corresponds to a valid OP Taxonomy code.
25 covered_recipient_profile_ops_taxonomy_5:

The secondary Open Payments valid taxonomy code as listed in the CMS-provided MPL for physician/non- physician practitioners that were successfully matched on the list and have a valid Open Payments taxonomy. For physician/non-physician practitioners on the list with Primary or Secondary Taxonomy other than a valid Open Payments taxonomy, it will be displayed as the most frequently reported valid taxonomy by AM/GPOs in the published records across all Program Years in all payment categories where the physician/non-physician practitioner was reported. If no valid taxonomy is reported, it should remain blank. For physician/non-physician practitioners who are not on the CMS provided MPL and were matched against external data source, the Open Payments Taxonomy will be displayed as the most frequently reported by AM/GPOs, assuming that it corresponds to a valid OP Taxonomy code.
26 covered_recipient_profile_ops_taxonomy_6:

The secondary Open Payments valid taxonomy code as listed in the CMS-provided MPL for physician/non- physician practitioners that were successfully matched on the list and have a valid Open Payments taxonomy. For physician/non-physician practitioners on the list with Primary or Secondary Taxonomy other than a valid Open Payments taxonomy, it will be displayed as the most frequently reported valid taxonomy by AM/GPOs in the published records across all Program Years in all payment categories where the physician/non-physician practitioner was reported. If no valid taxonomy is reported, it should remain blank. For physician/non-physician practitioners who are not on the CMS provided MPL and were matched against external data source, the Open Payments Taxonomy will be displayed as the most frequently reported by AM/GPOs, assuming that it corresponds to a valid OP Taxonomy code.
27 covered_recipient_profile_primary_specialty:

The primary specialty as listed in the CMS-provided MPL for physician/non-physician practitioners that were successfully matched on the list and have a valid Open Payments primary taxonomy. For physician/non-physician practitioners on the list and any other primary taxonomy than the valid Open Payments primary taxonomy and for physician/non-physician practitioners who are not on the CMS-provided MPL and were matched against the external physician/non-physician practitioner matching service, the primary specialty displayed as blank.
28 covered_recipient_profile_province_name:

The state of latest Provider Business Practice Location Address for all physician/non-physician practitioners that matched as listed in CMS provided Master Profile List (MPL), if the primary practice/business address is outside the United States and if applicable. If Address information is blank in MPL, the province name of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported For physician/non-physician practitioners not on the CMS provided Master physician/non-physician practitioner List (MPL) and matched against external physician/non- physician practitioner matching service, the province name of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported, if the primary practice/business address is outside the United States and if applicable.
29 covered_recipient_profile_state:

The state of latest Provider Business Practice Location Address for all physician/non-physician practitioners that matched as listed in the CMS-provided MPL. If Address information is blank in MPL, the state of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported. For physician/non-physician practitioners not on the CMS- provided MPL and matched against the external physician/non-physician practitioner matching service, the state of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non- physician practitioner is reported.
30 covered_recipient_profile_suffix:

The suffix as available in the CMS-provided MPL for physician/non-physician practitioners that were successfully matched on the list. For physician/non- physician practitioners who are not on the CMS-provided MPL and were matched against the external physician/non-physician practitioner matching service, the suffix is determined by the most frequently reported by AM/GPOs through the record submission in the latest year when the physician/non-physician practitioner is reported.
31 covered_recipient_profile_type:

Indicator showing if recipient of the payment or other transfer of value is a covered recipient physician or covered recipient non-physician practitioner. Example values: Covered Recipient Physician (If the profile is a Physician profile) Covered Recipient Non-Physician Practitioner(If the profile is a Non-Physician Practitioner profile), Covered Recipient Physician/Covered Recipient Non-Physician Practitioner (If the profile is identified as both Physician and a Non-Physician Practitioner)
32 covered_recipient_profile_zipcode:

The zip code of latest Provider Business Practice Location Address for all physician/non-physician practitioners that matched as listed in the CMS-provided MPL. If Address information is blank in MPL, the zip code of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported. For physician/non-physician practitioners not on the CMS- provided MPL and matched against the external physician/non-physician practitioner matching service, the zip code of latest Provider Business Practice Location Address will be determined by the most frequently reported address by AM/GPOs through the records submission in the latest year when the physician/non- physician practitioner is reported. AM/GPOs through the records submission in the latest year when the physician/non-physician practitioner is reported.
General Payment Data
1 applicable_manufacturer_or_applicable_gpo_making_payment_country:

Country name of the Submitting Applicable Manufacturer or Submitting Applicable Group Purchasing Organization (GPO) as provided in Open Payments
2 applicable_manufacturer_or_applicable_gpo_making_payment_id:

System generated unique identifier of the Applicable Manufacturer or Applicable Group Purchasing Organization (GPO) Making a payment or other transfer of value
3 applicable_manufacturer_or_applicable_gpo_making_payment_name:

The textual proper name of the applicable manufacturer or applicable GPO making the payment or other transfer of value
4 applicable_manufacturer_or_applicable_gpo_making_payment_state:

State name of the submitting applicable manufacturer or submitting applicable GPO as provided in Open Payments
5 associated_device_or_medical_supply_pdi_1:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
6 associated_device_or_medical_supply_pdi_2:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
7 associated_device_or_medical_supply_pdi_3:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
8 associated_device_or_medical_supply_pdi_4:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
9 associated_device_or_medical_supply_pdi_5:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
10 associated_drug_or_biological_ndc_1:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
11 associated_drug_or_biological_ndc_2:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
12 associated_drug_or_biological_ndc_3:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
13 associated_drug_or_biological_ndc_4:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
14 associated_drug_or_biological_ndc_5:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
15 change_type:

An indicator showing if the payment record is New, Added, Changed, or Unchanged in the current publication compared to the previous publication. NEW - To identify new records added from the end of the previous submission deadline until the current submission period deadline date ADDED - To identify records that were not eligible at the time of previous publication, which is eligible for current publication. CHANGED - To identify previously published records modified after the last publication. UNCHANGED - To identify previously published records that remain unchanged in current publication.
16 charity_indicator:

Indicates the third party entity that received the payment or other transfer of value is a charity.
17 city_of_travel:

For Travel and Lodging payments, destination city where covered recipient traveled.
18 contextual_information:

Any free String, which the reporting entity deems helpful or appropriate regarding this payment or other transfer of value.
19 country_of_travel:

For Travel and Lodging payments, the destination country where the covered recipient traveled.
20 covered_or_noncovered_indicator_1:

Each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non-covered product per the covered product definition in the Open Payments final rule.
21 covered_or_noncovered_indicator_2:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non- covered product per the covered product definition in the Open Payments final rule.
22 covered_or_noncovered_indicator_3:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non- covered product per the covered product definition in the Open Payments final rule.
23 covered_or_noncovered_indicator_4:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non- covered product per the covered product definition in the Open Payments final rule.
24 covered_or_noncovered_indicator_5:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non- covered product per the covered product definition in the Open Payments final rule.
25 covered_recipient_first_name:

First name of the covered recipient physician or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
26 covered_recipient_last_name:

Last name of the covered recipient physician or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
27 covered_recipient_license_state_code1:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2- letter state abbreviation; the record may include up to 5 license states, if a physician is licensed in multiple states.
28 covered_recipient_license_state_code2:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2- letter state abbreviation; the record may include up to 5 license states, if a physician is licensed in multiple states.
29 covered_recipient_license_state_code3:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2- letter state abbreviation; the record may include up to 5 license states, if a physician is licensed in multiple states.
30 covered_recipient_license_state_code4:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2- letter state abbreviation; the record may include up to 5 license states, if a physician is licensed in multiple states.
31 covered_recipient_license_state_code5:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2- letter state abbreviation; the record may include up to 5 license states, if a physician is licensed in multiple states.
32 covered_recipient_middle_name:

Middle name of the covered recipient physician or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
33 covered_recipient_name_suffix:

Name suffix of the covered recipient physician or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
34 covered_recipient_npi:

National Provider Identifier is a unique identification number for covered recipient physician or covered recipient non- physician practitioner (and not the NPI of a group the physician/non-physician practitioner belongs to).
35 covered_recipient_primary_type_1:

Primary type of medicine practiced by the physician or Non- Physician Practitioner (covered recipient).
36 covered_recipient_primary_type_2:

Primary type of medicine practiced by the physician or Non- Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
37 covered_recipient_primary_type_3:

Primary type of medicine practiced by the physician or Non- Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
38 covered_recipient_primary_type_4:

Primary type of medicine practiced by the physician or Non- Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
39 covered_recipient_primary_type_5:

Primary type of medicine practiced by the physician or Non- Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
40 covered_recipient_primary_type_6:

Primary type of medicine practiced by the physician or Non- Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
41 covered_recipient_profile_id:

System generated unique identifier for covered recipient physician or covered recipient non-physician practitioner profile receiving the payment or other transfer of value.
42 covered_recipient_specialty_1:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
43 covered_recipient_specialty_2:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
44 covered_recipient_specialty_3:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
45 covered_recipient_specialty_4:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
46 covered_recipient_specialty_5:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
47 covered_recipient_specialty_6:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
48 covered_recipient_type:

An indicator showing if the recipient of the payment or transfer of value is a physician-covered recipient or non- physician practitioner or a teaching hospital.
49 date_of_payment:

If a singular payment, then this is the actual date the payment was issued; if a series of payments or an aggregated set of payments, this is the date of the first payment to the covered recipient in this program year
50 delay_in_publication_indicator:

An indicator showing if an Applicable Manufacturer/GPO is requesting a delay in the publication of a payment or other transfer of value
51 dispute_status_for_publication:

Indicates whether the payment or other transfer of value is disputed by the covered recipient or not
52 form_of_payment_or_transfer_of_value:

The method of payment used to pay the covered recipient or to make the transfer of value.
53 indicate_drug_or_biological_or_device_or_medical_supply_1:

Each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
54 indicate_drug_or_biological_or_device_or_medical_supply_2:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
55 indicate_drug_or_biological_or_device_or_medical_supply_3:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
56 indicate_drug_or_biological_or_device_or_medical_supply_4:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
57 indicate_drug_or_biological_or_device_or_medical_supply_5:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
58 name_of_drug_or_biological_or_device_or_medical_supply_1:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
59 name_of_drug_or_biological_or_device_or_medical_supply_2:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
60 name_of_drug_or_biological_or_device_or_medical_supply_3:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
61 name_of_drug_or_biological_or_device_or_medical_supply_4:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
62 name_of_drug_or_biological_or_device_or_medical_supply_5:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
63 name_of_third_party_entity_receiving_payment_or_transfer_of_ccfc:

The name of the entity that received the payment or other transfer of value.
64 nature_of_payment_or_transfer_of_value:

The nature of payment used to pay the covered recipient or to make the transfer of value.
65 number_of_payments_included_in_total_amount:

The number of discrete payments being reported in the Total Amount of Payment.
66 payment_publication_date:

The predefined date when the payment or other transfer of value is scheduled to be published
67 physician_ownership_indicator:

Indicates whether the physician holds an ownership or investment interest in the applicable manufacturer; this indicator is limited to physicians ownership, not the physicians family members ownership
68 product_category_or_therapeutic_area_1:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
69 product_category_or_therapeutic_area_2:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
70 product_category_or_therapeutic_area_3:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
71 product_category_or_therapeutic_area_4:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
72 product_category_or_therapeutic_area_5:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
73 program_year:

The year in which the payment occurred, as reported by submitting entity.
74 recipient_city:

The primary practice/business city of the physician or teaching hospital (covered recipient) receiving the payment or other transfer of value.
75 recipient_country:

The primary practice/business address country name of the physician or teaching hospital (covered recipient) receiving the payment or transfer of value.
76 recipient_postal_code:

The international postal code for the primary practice/business location of the physician (covered recipient) receiving the payment or other transfer of value, if the primary practice/business address is outside the United States
77 recipient_primary_business_street_address_line1:

The first line of the primary practice/business street address of the physician or teaching hospital (covered recipient) receiving the payment or other transfer of value.
78 recipient_primary_business_street_address_line2:

The second line of the primary practice/business street address of the physician or teaching hospital (covered recipient) receiving the payment or other transfer of value.
79 recipient_province:

The primary practice/business province name of the physician (covered recipient) receiving the payment or other transfer of value, if the primary practice/business address is outside the United States, and if applicable.
80 recipient_state:

The primary practice/business state or territory abbreviation of the physician or teaching hospital (covered recipient) receiving the payment or transfer of value, if the primary practice/business address is in United States.
81 recipient_zip_code:

The 9-digit zip code for the primary practice/business location of the physician or teaching hospital (covered recipient) receiving the payment or transfer of value.
82 record_id:

System-assigned identifier to the general transaction at the time of submission
83 related_product_indicator:

The indicator allows the applicable manufacturer or applicable GPO to select whether the payment or other transfer of value is related to one or more product(s) (drugs, devices, biologicals, or medical supplies). If the payment was not made in relation to a product, select No. If the payment was related to one or more products, select Yes.
84 state_of_travel:

For Travel and Lodging payments, the destination state where the covered recipient traveled.
85 submitting_applicable_manufacturer_or_applicable_gpo_name:

The textual proper name of the submitting applicable manufacturer or submitting applicable GPO.
86 teaching_hospital_ccn:

A unique identifying number (CMS Certification Number) of the Teaching Hospital receiving the payment or other transfer of value.
87 teaching_hospital_id:

The system generated a unique identifier of the Teaching Hospital receiving the payment or other transfer of value.
88 teaching_hospital_name:

The name of the Teaching Hospital receiving the payment or other transfer of value. The name displayed is as listed in CMS teaching hospital list under Hospital name.
89 third_party_equals_covered_recipient_indicator:

An indicator showing the Third Party that received the payment or other transfer of value is a Covered Recipient.
90 third_party_payment_recipient_indicator:

Indicates if a payment or transfer of value was paid to a third party entity or individual at the request of or on behalf of a covered recipient (physician or teaching hospital).
91 total_amount_of_payment_usdollars:

U.S. dollar amount of payment or other transfer of value to the recipient (manufacturer must convert to dollar currency if necessary)
Ownership Payment Data
1 applicable_manufacturer_or_applicable_gpo_making_payment_country:

Country name of the submitting applicable manufacturer or applicable GPO
2 applicable_manufacturer_or_applicable_gpo_making_payment_id:

Open Payments ID of either the submitting applicable manufacturer or applicable GPO
3 applicable_manufacturer_or_applicable_gpo_making_payment_name:

The textual proper name of either the submitting applicable manufacturer or applicable GPO
4 applicable_manufacturer_or_applicable_gpo_making_payment_state:

State name of either the submitting applicable manufacturer or applicable GPO
5 change_type:

An indicator showing if the payment record is New, Added, Changed, or Unchanged in the current publication compared to the previous publication. NEW - To identify new records added from the end of the previous submission deadline until the current submission period deadline date ADDED - To identify records that were not eligible at the time of previous publication, which is eligible for current publication. CHANGED - To identify previously published records modified after the last publication. UNCHANGED - To identify previously published records that remain unchanged in current publication.
6 dispute_status_for_publication:

Indicates whether the ownership or investment interest is disputed by the physician
7 interest_held_by_physician_or_an_immediate_family_member:

An indicator showing if the ownership or investment interest is held by the physician or by an immediate family member
8 payment_publication_date:

The predefined date when the ownership or investment interest is scheduled to be published
9 physician_first_name:

First name of the physician (covered recipient) with the ownership or investment interest being reported
10 physician_last_name:

Last name of the physician (covered recipient) with the ownership or investment interest being reported
11 physician_middle_name:

Middle name of the physician (covered recipient) with the ownership or investment interest being reported
12 physician_name_suffix:

Name suffix of the physician (covered recipient) with the ownership or investment interest being reported
13 physician_npi:

National Provider Identifier is a unique identification number for covered recipient physician (and not the NPI of a group the physician belongs to).
14 physician_primary_type:

The primary type of medicine practiced by the physician covered recipient with the ownership or investment interest being reported
15 physician_profile_id:

Open Payments system-generated unique identifier for physician profile with the ownership or investment interest being reported
16 physician_specialty:

Physicians single-specialty chosen from the standardized provider taxonomy code list
17 program_year:

The year in which the ownership/investment interest occurred
18 recipient_city:

The primary practice city of the physician with the ownership or investment interest being reported
19 recipient_country:

The primary practice/business address country name of the physician with the ownership or investment interest being reported
20 recipient_postal_code:

The international postal code for the primary practice/business location of the physician with the ownership or investment interest being reported, if the primary practice/business address is outside the United States
21 recipient_primary_business_street_address_line1:

The first line of the primary practice street address of the physician with the ownership or investment interest being reported
22 recipient_primary_business_street_address_line2:

The second line of the primary practice street address of the physician with the ownership or investment interest being reported
23 recipient_province:

The primary practice/business province name of the physician with the ownership or investment interest being reported, if the primary practice/business address is outside the United States, and if applicable
24 recipient_state:

The primary practice/business state or territory abbreviation of the physician with the ownership or investment interest being reported, if the primary practice/business address is in the United States
25 recipient_zip_code:

The 9-digit zip code for the primary practice location of the physician with the ownership or investment interest being reported, if the primary practice address is in the United States
26 record_id:

Open Payments system-generated unique identifier for the ownership payment record
27 submitting_applicable_manufacturer_or_applicable_gpo_name:

The textual proper name of either the submitting applicable manufacturer or applicable GPO
28 terms_of_interest:

Description of any applicable terms of the ownership or investment interest
29 total_amount_invested_usdollars:

The dollar amount the physician or immediate family member has invested in the applicable manufacturer or applicable GPO during the program year, in US dollars
30 value_of_interest:

The cumulative value of ownership or investment interest held by the physician or immediate family member in the applicable manufacturer or applicable GPO, in US dollars
Research Payment Data
1 applicable_manufacturer_or_applicable_gpo_making_payment_country:

Country name of the Submitting Applicable Manufacturer or Submitting Applicable Group Purchasing Organization (GPO) as provided in Open Payments
2 applicable_manufacturer_or_applicable_gpo_making_payment_id:

System generated unique identifier of the Applicable Manufacturer or Applicable Group Purchasing Organization (GPO) Making payment or other transfer of value
3 applicable_manufacturer_or_applicable_gpo_making_payment_name:

Textual proper name of the applicable manufacturer or applicable GPO making the payment or other transfer of value
4 applicable_manufacturer_or_applicable_gpo_making_payment_state:

State name of the submitting applicable manufacturer or submitting applicable GPO as provided in Open Payments
5 associated_device_or_medical_supply_pdi_1:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
6 associated_device_or_medical_supply_pdi_2:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
7 associated_device_or_medical_supply_pdi_3:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
8 associated_device_or_medical_supply_pdi_4:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
9 associated_device_or_medical_supply_pdi_5:

The Primary Device Identifier, if any, of the covered device or covered medical supply associated with the payment or other transfer of values (if applicable); the record may report up to 5 codes. Note: OP Program began collecting PDI information during PY 2021.
10 associated_drug_or_biological_ndc_1:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
11 associated_drug_or_biological_ndc_2:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
12 associated_drug_or_biological_ndc_3:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
13 associated_drug_or_biological_ndc_4:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
14 associated_drug_or_biological_ndc_5:

The National Drug Code, if any, of the drug or biological associated with the payment or other transfer of value (if applicable); the record may report up to 5 codes
15 change_type:

An indicator showing if the payment record is New, Added, Changed, or Unchanged in the current publication compared to the previous publication. · NEW - To identify new records added from the end of the previous submission deadline until the current submission period deadline date · ADDED - To identify records that were not eligible at the time of previous publication, which is eligible for current publication. · CHANGED - To identify previously published records modified after the last publication. · UNCHANGED - To identify previously published records that remain unchanged in current publication.
16 clinicaltrials_gov_identifier:

Identifier assigned if research study is registered on clinicaltrials.gov
17 context_of_research:

Textual description of research context or research objectives
18 covered_or_noncovered_indicator_1:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non-covered product per the covered product definition in the Open Payments final rule.
19 covered_or_noncovered_indicator_2:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non-covered product per the covered product definition in the Open Payments final rule.
20 covered_or_noncovered_indicator_3:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non-covered product per the covered product definition in the Open Payments final rule.
21 covered_or_noncovered_indicator_4:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non-covered product per the covered product definition in the Open Payments final rule.
22 covered_or_noncovered_indicator_5:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a covered or non-covered product per the covered product definition in the Open Payments final rule.
23 covered_recipient_first_name:

First name of the physician (covered recipient) or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
24 covered_recipient_last_name:

Last name of the covered recipient physician or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
25 covered_recipient_license_state_code1:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2-letter state abbreviation; the record may include up to 5 physician license states, if a physician or non-physician practitioner is licensed in multiple states.
26 covered_recipient_license_state_code2:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2-letter state abbreviation; the record may include up to 5 physician license states, if a physician or non-physician practitioner is licensed in multiple states.
27 covered_recipient_license_state_code3:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2-letter state abbreviation; the record may include up to 5 physician license states, if a physician or non-physician practitioner is licensed in multiple states.
28 covered_recipient_license_state_code4:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2-letter state abbreviation; the record may include up to 5 physician license states, if a physician or non-physician practitioner is licensed in multiple states.
29 covered_recipient_license_state_code5:

The state license number of the covered recipient physician or covered recipient non-physician practitioner, which is a 2-letter state abbreviation; the record may include up to 5 physician license states, if a physician or non-physician practitioner is licensed in multiple states.
30 covered_recipient_middle_name:

Middle name of the covered recipient physician or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
31 covered_recipient_name_suffix:

Name suffix of the covered recipient physician or covered recipient non-physician practitioner receiving the payment or transfer of value, as reported by the submitting entity.
32 covered_recipient_npi:

National Provider Identifier is a unique identification number for covered recipient physician or non-physician practitioner (and not the NPI of a group the physician/non- physician practitioner belongs to).
33 covered_recipient_primary_type_1:

Primary type of medicine practiced by the physician or Non-Physician Practitioner (covered recipient).
34 covered_recipient_primary_type_2:

Primary type of medicine practiced by the physician or Non-Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
35 covered_recipient_primary_type_3:

Primary type of medicine practiced by the physician or Non-Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
36 covered_recipient_primary_type_4:

Primary type of medicine practiced by the physician or Non-Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
37 covered_recipient_primary_type_5:

Primary type of medicine practiced by the physician or Non-Physician Practitioner (covered recipient). Note: OP began accepting this field in PY2021.
38 covered_recipient_primary_type_6:

Primary type of medicine practiced by the physician or Non-Physician Practitioner (covered recipient).
39 covered_recipient_profile_id:

System generated unique identifier for covered recipient physician profile or covered recipient non-physician practitioner profile receiving the payment or other transfer of value.
40 covered_recipient_specialty_1:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list.
41 covered_recipient_specialty_2:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
42 covered_recipient_specialty_3:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
43 covered_recipient_specialty_4:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
44 covered_recipient_specialty_5:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
45 covered_recipient_specialty_6:

Physicians or non-physician practitioners specialty chosen from the standardized provider taxonomy code list. Note: OP began accepting this field in PY2021.
46 covered_recipient_type:

An indicator showing if the recipient of the payment or other transfer of value is a physician covered recipient, or non-physician practitioner, teaching hospital covered recipient, non-covered recipient entity, or non-covered recipient individual
47 date_of_payment:

If a singular payment, then this is the actual date the payment was issued; if a series of payments or an aggregated set of payments, this is the date of the first payment to the covered recipient in this program year
48 delay_in_publication_indicator:

An indicator showing if an applicable manufacturer or applicable GPO is requesting a delay in publication of a payment or other transfer of value when the payment or other transfer of value is made in connection with: (1) research on or development of a new product (drug, device, biological, or medical supply) or (2) clinical investigation regarding a new product (drug, device, biological, or medical supply)
49 dispute_status_for_publication:

Indicates whether the payment or other transfer of value is disputed by the covered recipient or not
50 expenditure_category1:

Contextual category for this research payment or other transfer of value
51 expenditure_category2:

Contextual category for this research payment or other transfer of value
52 expenditure_category3:

Contextual category for this research payment or other transfer of value
53 expenditure_category4:

Contextual category for this research payment or other transfer of value
54 expenditure_category5:

Contextual category for this research payment or other transfer of value
55 expenditure_category6:

Contextual category for this research payment or other transfer of value
56 form_of_payment_or_transfer_of_value:

The method of payment used to pay the covered recipient or to make the transfer of value.
57 indicate_drug_or_biological_or_device_or_medical_supply_1:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
58 indicate_drug_or_biological_or_device_or_medical_supply_2:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
59 indicate_drug_or_biological_or_device_or_medical_supply_3:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
60 indicate_drug_or_biological_or_device_or_medical_supply_4:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
61 indicate_drug_or_biological_or_device_or_medical_supply_5:

For each product listed in relation to the payment or other transfer of value, indicates if the product is a drug, device, biological, or medical supply.
62 name_of_drug_or_biological_or_device_or_medical_supply_1:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
63 name_of_drug_or_biological_or_device_or_medical_supply_2:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
64 name_of_drug_or_biological_or_device_or_medical_supply_3:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
65 name_of_drug_or_biological_or_device_or_medical_supply_4:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
66 name_of_drug_or_biological_or_device_or_medical_supply_5:

The marketed name of the drug, device, biological, or medical supply. May report the marketed name of up to five products (drugs, devices, biologicals, or medical supplies) associated with the payment or other transfer of value.
67 name_of_study:

The textual name of the study for which the covered recipient is receiving this payment or other transfer of value. The textual name of the study for which the covered recipient is receiving this payment or other transfer of value
68 noncovered_recipient_entity_name:

The name of the non-covered recipient entity receiving the payment or other transfer of value
69 payment_publication_date:

The predefined date when the payment or other transfer of value is scheduled to be published
70 preclinical_research_indicator:

An indicator showing if payment or other transfer of value is related to research, which is pre-clinical
71 principal_investigator_1_business_street_address_line1:

The first line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
72 principal_investigator_1_business_street_address_line2:

The second line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
73 principal_investigator_1_city:

The primary practice/business city of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
74 principal_investigator_1_country:

The primary practice/business address country name of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
75 principal_investigator_1_covered_recipient_type:

An indicator showing if the recipient of the payment or other transfer of value is a physician covered recipient, or non-physician practitioner, teaching hospital covered recipient, non-covered recipient entity, or non-covered recipient individual
76 principal_investigator_1_first_name:

The first name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
77 principal_investigator_1_last_name:

Last name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
78 principal_investigator_1_license_state_code1:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
79 principal_investigator_1_license_state_code2:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
80 principal_investigator_1_license_state_code3:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
81 principal_investigator_1_license_state_code4:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
82 principal_investigator_1_license_state_code5:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
83 principal_investigator_1_middle_name:

The middle name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
84 principal_investigator_1_name_suffix:

Name suffix of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
85 principal_investigator_1_npi:

National Provider Identifier is a unique identification number for principal investigator, if available.
86 principal_investigator_1_postal_code:

The international postal code for the primary practice/business location of the principal investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States
87 principal_investigator_1_primary_type_1:

Primary type name of medicine practiced by the principal investigator
88 principal_investigator_1_primary_type_2:

Primary type name of medicine practiced by the principal investigator
89 principal_investigator_1_primary_type_3:

Primary type name of medicine practiced by the principal investigator
90 principal_investigator_1_primary_type_4:

Primary type name of medicine practiced by the principal investigator
91 principal_investigator_1_primary_type_5:

Primary type name of medicine practiced by the principal investigator
92 principal_investigator_1_primary_type_6:

Primary type name of medicine practiced by the principal investigator
93 principal_investigator_1_profile_id:

An identifier for Principal Investigator profile after validation
94 principal_investigator_1_province:

The primary practice/business province name of the Principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States, and if applicable.
95 principal_investigator_1_specialty_1:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
96 principal_investigator_1_specialty_2:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
97 principal_investigator_1_specialty_3:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
98 principal_investigator_1_specialty_4:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
99 principal_investigator_1_specialty_5:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
100 principal_investigator_1_specialty_6:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
101 principal_investigator_1_state:

The primary practice/business state or territory abbreviation of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
102 principal_investigator_1_zip_code:

The 9-digit zip code for the primary business location of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
103 principal_investigator_2_business_street_address_line1:

The first line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
104 principal_investigator_2_business_street_address_line2:

The second line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
105 principal_investigator_2_city:

The primary practice/business city of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
106 principal_investigator_2_country:

The primary practice/business address country name of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
107 principal_investigator_2_covered_recipient_type:

An indicator showing if the recipient of the payment or other transfer of value is a physician covered recipient, or non-physician practitioner, teaching hospital covered recipient, non-covered recipient entity, or non-covered recipient individual
108 principal_investigator_2_first_name:

The first name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
109 principal_investigator_2_last_name:

The last name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
110 principal_investigator_2_license_state_code1:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
111 principal_investigator_2_license_state_code2:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
112 principal_investigator_2_license_state_code3:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
113 principal_investigator_2_license_state_code4:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
114 principal_investigator_2_license_state_code5:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
115 principal_investigator_2_middle_name:

The middle name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
116 principal_investigator_2_name_suffix:

Name suffix of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
117 principal_investigator_2_npi:

National Provider Identifier is a unique identification number for principal investigator, if available.
118 principal_investigator_2_postal_code:

The international postal code for the primary practice/business location of the principal Investigator associated with the payment or other transfer of value if the primary practice/business address is outside the United States
119 principal_investigator_2_primary_type_1:

Primary type name of medicine practiced by the principal investigator
120 principal_investigator_2_primary_type_2:

Primary type name of medicine practiced by the principal investigator
121 principal_investigator_2_primary_type_3:

Primary type name of medicine practiced by the principal investigator
122 principal_investigator_2_primary_type_4:

Primary type name of medicine practiced by the principal investigator
123 principal_investigator_2_primary_type_5:

Primary type name of medicine practiced by the principal investigator
124 principal_investigator_2_primary_type_6:

Primary type name of medicine practiced by the principal investigator
125 principal_investigator_2_profile_id:

An identifier for Principal Investigator profile after validation
126 principal_investigator_2_province:

The primary practice/business province name of the Principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States, and if applicable.
127 principal_investigator_2_specialty_1:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
128 principal_investigator_2_specialty_2:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
129 principal_investigator_2_specialty_3:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
130 principal_investigator_2_specialty_4:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
131 principal_investigator_2_specialty_5:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
132 principal_investigator_2_specialty_6:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
133 principal_investigator_2_state:

The primary practice/business state or territory abbreviation of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
134 principal_investigator_2_zip_code:

The 9-digit zip code for the primary business location of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
135 principal_investigator_3_business_street_address_line1:

The first line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
136 principal_investigator_3_business_street_address_line2:

The second line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
137 principal_investigator_3_city:

The primary practice/business city of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
138 principal_investigator_3_country:

The primary practice/business address country name of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
139 principal_investigator_3_covered_recipient_type:

An indicator showing if the recipient of the payment or other transfer of value is a physician covered recipient, or non-physician practitioner, teaching hospital covered recipient, non-covered recipient entity, or non-covered recipient individual
140 principal_investigator_3_first_name:

The first name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
141 principal_investigator_3_last_name:

The last name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
142 principal_investigator_3_license_state_code1:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
143 principal_investigator_3_license_state_code2:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
144 principal_investigator_3_license_state_code3:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
145 principal_investigator_3_license_state_code4:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
146 principal_investigator_3_license_state_code5:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
147 principal_investigator_3_middle_name:

The middle name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
148 principal_investigator_3_name_suffix:

Name suffix of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
149 principal_investigator_3_npi:

National Provider Identifier is a unique identification number for principal investigator, if available.
150 principal_investigator_3_postal_code:

The international postal code for the primary practice/business location of the principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States
151 principal_investigator_3_primary_type_1:

Primary type name of medicine practiced by the principal investigator
152 principal_investigator_3_primary_type_2:

Primary type name of medicine practiced by the principal investigator
153 principal_investigator_3_primary_type_3:

Primary type name of medicine practiced by the principal investigator
154 principal_investigator_3_primary_type_4:

Primary type name of medicine practiced by the principal investigator
155 principal_investigator_3_primary_type_5:

Primary type name of medicine practiced by the principal investigator
156 principal_investigator_3_primary_type_6:

Primary type name of medicine practiced by the principal investigator
157 principal_investigator_3_profile_id:

An identifier for Principal Investigator profile after validation
158 principal_investigator_3_province:

The primary practice/business province name of the Principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States, and if applicable.
159 principal_investigator_3_specialty_1:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
160 principal_investigator_3_specialty_2:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
161 principal_investigator_3_specialty_3:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
162 principal_investigator_3_specialty_4:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
163 principal_investigator_3_specialty_5:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
164 principal_investigator_3_specialty_6:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
165 principal_investigator_3_state:

The primary practice/business state or territory abbreviation of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
166 principal_investigator_3_zip_code:

The 9-digit zip code for the primary business location of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
167 principal_investigator_4_business_street_address_line1:

The first line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
168 principal_investigator_4_business_street_address_line2:

The second line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
169 principal_investigator_4_city:

The primary practice/business city of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
170 principal_investigator_4_country:

The primary practice/business address country name of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
171 principal_investigator_4_covered_recipient_type:

An indicator showing if the recipient of the payment or other transfer of value is a physician covered recipient, or non-physician practitioner, teaching hospital covered recipient, non-covered recipient entity, or non-covered recipient individual
172 principal_investigator_4_first_name:

The first name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
173 principal_investigator_4_last_name:

The last name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
174 principal_investigator_4_license_state_code1:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
175 principal_investigator_4_license_state_code2:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
176 principal_investigator_4_license_state_code3:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
177 principal_investigator_4_license_state_code4:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
178 principal_investigator_4_license_state_code5:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
179 principal_investigator_4_middle_name:

The middle name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
180 principal_investigator_4_name_suffix:

Name suffix of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
181 principal_investigator_4_npi:

National Provider Identifier is a unique identification number for principal investigator, if available.
182 principal_investigator_4_postal_code:

The international postal code for the primary practice/business location of the principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States
183 principal_investigator_4_primary_type_1:

Primary type name of medicine practiced by the principal investigator
184 principal_investigator_4_primary_type_2:

Primary type name of medicine practiced by the principal investigator
185 principal_investigator_4_primary_type_3:

Primary type name of medicine practiced by the principal investigator
186 principal_investigator_4_primary_type_4:

Primary type name of medicine practiced by the principal investigator
187 principal_investigator_4_primary_type_5:

Primary type name of medicine practiced by the principal investigator
188 principal_investigator_4_primary_type_6:

Primary type name of medicine practiced by the principal investigator
189 principal_investigator_4_profile_id:

An identifier for Principal Investigator profile after validation
190 principal_investigator_4_province:

The primary practice/business province name of the Principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States, and if applicable.
191 principal_investigator_4_specialty_1:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
192 principal_investigator_4_specialty_2:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
193 principal_investigator_4_specialty_3:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
194 principal_investigator_4_specialty_4:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
195 principal_investigator_4_specialty_5:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
196 principal_investigator_4_specialty_6:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
197 principal_investigator_4_state:

The primary practice/business state or territory abbreviation of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
198 principal_investigator_4_zip_code:

The 9-digit zip code for the primary business location of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
199 principal_investigator_5_business_street_address_line1:

The first line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
200 principal_investigator_5_business_street_address_line2:

The second line of the primary practice/business street address of the Principal Investigator associated with the payment or other transfer of value.
201 principal_investigator_5_city:

The primary practice/business city of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
202 principal_investigator_5_country:

The primary practice/business address country name of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
203 principal_investigator_5_covered_recipient_type:

An indicator showing if the recipient of the payment or other transfer of value is a physician covered recipient, or non-physician practitioner, teaching hospital covered recipient, non-covered recipient entity, or non-covered recipient individual
204 principal_investigator_5_first_name:

The first name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
205 principal_investigator_5_last_name:

Last name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
206 principal_investigator_5_license_state_code1:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
207 principal_investigator_5_license_state_code2:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
208 principal_investigator_5_license_state_code3:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
209 principal_investigator_5_license_state_code4:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
210 principal_investigator_5_license_state_code5:

The state license number of the principal investigator, which is a 2-letter state abbreviation; the record may include up to 5 physician license states if a physician is licensed in multiple states.
211 principal_investigator_5_middle_name:

Middle name of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
212 principal_investigator_5_name_suffix:

Name suffix of the Principal Investigator associated with the payment or transfer of value, as reported by the submitting entity.
213 principal_investigator_5_npi:

National Provider Identifier is a unique identification number for principal investigator, if available.
214 principal_investigator_5_postal_code:

The international postal code for the primary practice/business location of the principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States
215 principal_investigator_5_primary_type_1:

Primary type name of medicine practiced by the principal investigator
216 principal_investigator_5_primary_type_2:

Primary type name of medicine practiced by the principal investigator
217 principal_investigator_5_primary_type_3:

Primary type name of medicine practiced by the principal investigator
218 principal_investigator_5_primary_type_4:

Primary type name of medicine practiced by the principal investigator
219 principal_investigator_5_primary_type_5:

Primary type name of medicine practiced by the principal investigator
220 principal_investigator_5_primary_type_6:

Primary type name of medicine practiced by the principal investigator
221 principal_investigator_5_profile_id:

An identifier for Principal Investigator profile after validation
222 principal_investigator_5_province:

The primary practice/business province name of the Principal Investigator associated with the payment or other transfer of value, if the primary practice/business address is outside the United States, and if applicable.
223 principal_investigator_5_specialty_1:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
224 principal_investigator_5_specialty_2:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
225 principal_investigator_5_specialty_3:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
226 principal_investigator_5_specialty_4:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
227 principal_investigator_5_specialty_5:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
228 principal_investigator_5_specialty_6:

Principal Investigators single-specialty chosen from the standardized provider taxonomy code list.
229 principal_investigator_5_state:

The primary practice/business state or territory abbreviation of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States.
230 principal_investigator_5_zip_code:

The 9-digit zip code for the primary business location of the Principal Investigator associated with the payment or other transfer of value if the primary practice address is in the United States
231 product_category_or_therapeutic_area_1:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
232 product_category_or_therapeutic_area_2:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
233 product_category_or_therapeutic_area_3:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
234 product_category_or_therapeutic_area_4:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
235 product_category_or_therapeutic_area_5:

Provide the product category or therapeutic area for the covered drug, device, biological, or medical supply listed in relation to the payment or other transfer of value.
236 program_year:

The year in which the payment occurred, as reported by submitting entity.
237 recipient_city:

The primary practice/business address city of the physician or teaching hospital or non-covered recipient entity receiving the payment or other transfer of value
238 recipient_country:

The primary practice/business address country of the physician or teaching hospital or non-covered recipient entity receiving the payment or other transfer of value if the primary practice address is in the United States
239 recipient_postal_code:

The international postal code for the primary business location of the physician or teaching hospital or non- covered recipient entity receiving the payment or other transfer of value if the primary business address is outside the United States
240 recipient_primary_business_street_address_line1:

The first line of the primary business street address of the physician or non-physician practitioner or teaching hospital or non-covered recipient entity receiving the payment or other transfer of value
241 recipient_primary_business_street_address_line2:

The second line of the primary business street address of the physician or teaching hospital or non-covered recipient entity receiving the payment or other transfer of value
242 recipient_province:

The primary practice/business province name of the physician or teaching hospital or non-covered recipient entity receiving the payment or other transfer of value, if the primary practice/business address is outside the United States, and if applicable.
243 recipient_state:

The state or territory abbreviation of the primary business address of the physician or teaching hospital or non-covered recipient entity receiving the payment or other transfer of value if the primary business address is in the United States.
244 recipient_zip_code:

The 9-digit zip code for the primary business location of the physician or teaching hospital or non-covered recipient entity receiving the payment or other transfer of value if the primary practice address is in the United States
245 record_id:

System assigned identifier to the research transaction at the time of submission
246 related_product_indicator:

Indicator allows the applicable manufacturer or applicable GPO to select whether the payment or other transfer of value is related to one or more product(s) (drugs, devices, biologicals, or medical supplies). If the payment was not made in relation to a product, select No. If the payment was related to one or more product, select Yes.
247 research_information_link:

Optional link to information relevant to the research study for which this payment or other transfer of value is being reported (there can be a maximum of five links reported)
248 submitting_applicable_manufacturer_or_applicable_gpo_name:

Textual proper name of either the Submitting Applicable Manufacturer or Submitting Applicable Group Purchasing Organization (GPO).
249 teaching_hospital_ccn:

A unique identifying number (CMS Certification Number) of the Teaching Hospital receiving the payment or other transfer of value.
250 teaching_hospital_id:

System generated unique identifier of the Teaching Hospital receiving the payment or other transfer of value.
251 teaching_hospital_name:

The name of the Teaching Hospital receiving the payment or other transfer of value. The name displayed is as listed in CMS teaching hospital list under Hospital name.
252 total_amount_of_payment_usdollars:

U.S. dollar amount of payment or transfer of value to recipient (manufacturer must convert to dollar currency if necessary).

Profiles

Rows [1.5M]Pages [3.1k]Fields [32]

open_quick("profile_covered") |> 
  providertwo:::map_na_if() |> 
  slt(-associated_covered_recipient_profile_id_2, 
      -covered_recipient_profile_province_name) |>
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top) |>
  gt_tab()
column type n uniq top
covered_recipient_profile_type <chr> 13517 2 Covered Recipient Physician, Covered Recipient Non-Physician Practitioner
covered_recipient_profile_id <chr> 1401 - -
associated_covered_recipient_profile_id_1 <chr> 14 2 4217397, 8789778
covered_recipient_npi <chr> 5000 - -
covered_recipient_profile_first_name <chr> 3011 328 JOSEPH, JOHN, DAVID, RICHARD, MICHAEL, ROBERT, THOMAS, KENNETH, PAUL, RANDALL
covered_recipient_profile_middle_name <chr> 722 87 M, A, S, J, C, D, E, W, L, K
covered_recipient_profile_last_name <chr> 3253 473 PATEL, KIM, SCHUSTER, LEWIS, AHMED, NGUYEN, SHAH, HO, TOWNSEND, WILLIAMS
covered_recipient_profile_suffix <chr> 35 3 JR., III, II
covered_recipient_profile_alternate_first_name <chr> 1471 184 DAVID, JOHN, JOSEPH, RICHARD, MICHAEL, KENNETH, THOMAS, CHARLES, MATTHEW, KEVIN
covered_recipient_profile_alternate_middle_name <chr> 844 122 A, J, R, E, JOHN, M, S, DAVID, D, C
covered_recipient_profile_alternate_last_name <chr> 1665 242 KIM, WHITE, SIMMONS, GROBER, RACKLEY, DAVOL, MUMMADI, WIRTH-RISSMAN, POST, GIRARDI
covered_recipient_profile_alternate_suffix <chr> 31 3 JR., III, I
covered_recipient_profile_address_line_1 <chr> 9180 495 1133 MEDICAL DR, 6700 W 9TH AVE, 9500 EUCLID AVE, 200 1ST ST SW, 10800 MAGNOLIA AVE, 847 SOUTH MILLEDGE AVE, 15 HEIDI LN, 1001 SAM PERRY BLVD, 100 MARKET ST STE 300, 1698 E MCANDREWS RD STE 280
covered_recipient_profile_address_line_2 <chr> 2318 177 SUITE 200, STE 100, SUITE 300, SUITE 400, SUITE 201, SUITE 203, STE 101, SUITE 205, SUITE A, SUITE 100
covered_recipient_profile_city <chr> 4570 369 NEW YORK, HOUSTON, BROOKLYN, LOS ANGELES, LOUISVILLE, MIAMI, PHOENIX, PHILADELPHIA, PEORIA, ALLENTOWN
covered_recipient_profile_state <chr> 1000 46 CA, NY, FL, TX, PA, MI, NC, IL, NJ, AZ
covered_recipient_profile_zipcode <chr> 4715 495 75701-2130, 79106-1729, 44195-0001, 55905-0001, 92505-3043, 30605-1331, 11766-1428, 22401-4453, 19426-4927, 97504-5590
covered_recipient_profile_country_name <chr> 6500 1 UNITED STATES
covered_recipient_profile_primary_specialty <chr> 28209 85 Allopathic & Osteopathic Physicians|Family Medicine, Allopathic & Osteopathic Physicians|Internal Medicine, Allopathic & Osteopathic Physicians|Psychiatry & Neurology|Psychiatry, Allopathic & Osteopathic Physicians|Pediatrics, Allopathic & Osteopathic Physicians|Ophthalmology, Dental Providers|Dentist|General Practice, Eye and Vision Services Providers|Optometrist, Allopathic & Osteopathic Physicians|Obstetrics & Gynecology, Allopathic & Osteopathic Physicians|Internal Medicine|Gastroenterology, Allopathic & Osteopathic Physicians|Psychiatry & Neurology|Neurology
covered_recipient_profile_ops_taxonomy_1 <chr> 5000 78 207R00000X, 207Q00000X, 208000000X, 2084P0800X, 207W00000X, 1223G0001X, 152W00000X, 207V00000X, 208600000X, 207RG0100X
covered_recipient_profile_ops_taxonomy_2 <chr> 980 61 208M00000X, 207R00000X, 207RP1001X, 207RC0000X, 207Q00000X, 207RC0200X, 207XX0005X, 207RI0011X, 2084N0400X, 2086S0129X
covered_recipient_profile_ops_taxonomy_3 <chr> 230 17 207RP1001X, 2084P0804X, 208M00000X, 207XX0801X, 208D00000X, 2081P0301X, 207R00000X, 2084P2900X, 2085R0204X, 207LP2900X
covered_recipient_profile_ops_taxonomy_4 <chr> 60 6 2081P2900X, 207RS0012X, 208C00000X, 208M00000X, 2084P2900X, 2084S0012X
covered_recipient_profile_ops_taxonomy_5 <chr> 30 2 208VP0014X, 208G00000X
covered_recipient_profile_ops_taxonomy_6 <chr> 20 2 2081S0010X, 208VP0000X
covered_recipient_profile_license_state_code_1 <chr> 1000 44 CA, NY, FL, TX, PA, MI, IL, NC, OH, GA
covered_recipient_profile_license_state_code_2 <chr> 446 47 PA, NY, CA, FL, TX, MI, NJ, NC, VA, MN
covered_recipient_profile_license_state_code_3 <chr> 178 33 VA, MI, GA, OH, TX, FL, CA, OK, PA, WI
covered_recipient_profile_license_state_code_4 <chr> 90 29 MI, TX, OH, IN, FL, IA, CO, PA, VA, CA
covered_recipient_profile_license_state_code_5 <chr> 30 13 FL, CA, ME, PA, NM, OR, MS, MI, MD, AR

Rows [1.5M]Pages [3.1k]Fields [33]

open_quick("profile_physician") |> 
  providertwo:::map_na_if() |> 
  slt(-covered_recipient_profile_province_name,
      -covered_recipient_profile_alternate_first_name5,
      -covered_recipient_profile_alternate_last_name5
  ) |>
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top) |>
  gt_tab()
column type n uniq top
covered_recipient_profile_type <chr> 13517 2 Covered Recipient Physician, Covered Recipient Non-Physician Practitioner
covered_recipient_profile_id <chr> 1401 - -
covered_recipient_npi <chr> 5000 - -
covered_recipient_profile_first_name <chr> 3011 328 JOSEPH, JOHN, DAVID, RICHARD, MICHAEL, ROBERT, THOMAS, KENNETH, PAUL, RANDALL
covered_recipient_profile_middle_name <chr> 722 87 M, A, S, J, C, D, E, W, L, K
covered_recipient_profile_last_name <chr> 3253 473 PATEL, KIM, SCHUSTER, LEWIS, AHMED, NGUYEN, SHAH, HO, TOWNSEND, WILLIAMS
covered_recipient_profile_suffix <chr> 35 3 JR., III, II
covered_recipient_profile_alternate_first_name1 <chr> 1471 184 DAVID, JOHN, JOSEPH, RICHARD, MICHAEL, KENNETH, THOMAS, CHARLES, MATTHEW, KEVIN
covered_recipient_profile_alternate_middle_name1 <chr> 844 122 A, J, R, E, JOHN, M, S, DAVID, D, C
covered_recipient_profile_alternate_last_name1 <chr> 1665 242 KIM, WHITE, SIMMONS, GROBER, RACKLEY, DAVOL, MUMMADI, WIRTH-RISSMAN, POST, GIRARDI
covered_recipient_profile_alternate_suffix1 <chr> 31 3 JR., III, I
covered_recipient_profile_address_line_1 <chr> 9180 495 1133 MEDICAL DR, 6700 W 9TH AVE, 9500 EUCLID AVE, 200 1ST ST SW, 10800 MAGNOLIA AVE, 847 SOUTH MILLEDGE AVE, 15 HEIDI LN, 1001 SAM PERRY BLVD, 100 MARKET ST STE 300, 1698 E MCANDREWS RD STE 280
covered_recipient_profile_address_line_2 <chr> 2318 177 SUITE 200, STE 100, SUITE 300, SUITE 400, SUITE 201, SUITE 203, STE 101, SUITE 205, SUITE A, SUITE 100
covered_recipient_profile_city <chr> 4570 369 NEW YORK, HOUSTON, BROOKLYN, LOS ANGELES, LOUISVILLE, MIAMI, PHOENIX, PHILADELPHIA, PEORIA, ALLENTOWN
covered_recipient_profile_state <chr> 1000 46 CA, NY, FL, TX, PA, MI, NC, IL, NJ, AZ
covered_recipient_profile_zipcode <chr> 4715 495 75701-2130, 79106-1729, 44195-0001, 55905-0001, 92505-3043, 30605-1331, 11766-1428, 22401-4453, 19426-4927, 97504-5590
covered_recipient_profile_country_name <chr> 6500 1 UNITED STATES
covered_recipient_profile_primary_specialty <chr> 28209 85 Allopathic & Osteopathic Physicians|Family Medicine, Allopathic & Osteopathic Physicians|Internal Medicine, Allopathic & Osteopathic Physicians|Psychiatry & Neurology|Psychiatry, Allopathic & Osteopathic Physicians|Pediatrics, Allopathic & Osteopathic Physicians|Ophthalmology, Dental Providers|Dentist|General Practice, Eye and Vision Services Providers|Optometrist, Allopathic & Osteopathic Physicians|Obstetrics & Gynecology, Allopathic & Osteopathic Physicians|Internal Medicine|Gastroenterology, Allopathic & Osteopathic Physicians|Psychiatry & Neurology|Neurology
covered_recipient_profile_license_state_code_1 <chr> 1000 44 CA, NY, FL, TX, PA, MI, IL, NC, OH, GA
covered_recipient_profile_license_state_code_2 <chr> 446 47 PA, NY, CA, FL, TX, MI, NJ, NC, VA, MN
covered_recipient_profile_license_state_code_3 <chr> 178 33 VA, MI, GA, OH, TX, FL, CA, OK, PA, WI
covered_recipient_profile_license_state_code_4 <chr> 90 29 MI, TX, OH, IN, FL, IA, CO, PA, VA, CA
covered_recipient_profile_license_state_code_5 <chr> 30 13 FL, CA, ME, PA, NM, OR, MS, MI, MD, AR
covered_recipient_profile_alternate_first_name2 <chr> 702 80 DAVE, JOHN, RANDOLPH, ANN, KEN, ED, JAMIE, PAT, ANDY, SUE
covered_recipient_profile_alternate_last_name2 <chr> 950 133 LOUIS, HENRY, HO, KIMBERLY, MILLER, GROBER, DAVOL, WIRTH, POST, GIRARDI
covered_recipient_profile_alternate_first_name3 <chr> 28 5 RALPH, SUSAN, FRANCES, ABBY, ANTHONY
covered_recipient_profile_alternate_last_name3 <chr> 28 5 RALPH, SUSAN, FRANCES, ABBY, ANTHONY
covered_recipient_profile_alternate_first_name4 <chr> 7 1 ANTONIO
covered_recipient_profile_alternate_last_name4 <chr> 7 1 ANTONIO
has_multiple_ids <chr> 2499 2 false, true

Rows [1.5M]Pages [3.1k]Fields [20]

open_quick("profile_information") |> 
  providertwo:::map_na_if() |> 
  slt(-entity_alternate_name5,
      -entity_address_line_2,
      -entity_province_name,
      -location
  ) |>
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top) |>
  gt_tab()
column type n uniq top
entity_id <chr> 4418 - -
entity_provider_type <chr> 108 1 Covered Recipient Physician
entity_npi <chr> 40 4 1003020595, 1003000407, 1225217094, 1215900089
entity_alternate_id <chr> 2500 1 false
entity_type <chr> 500 3 h, c, p
entity_name <chr> 12311 499 PROVIDENCE HOSPITAL, SOUTHEAST HEALTH MEDICAL CENTER, NORTH ALABAMA MEDICAL CENTER, ST. VINCENTS EAST, CALLAHAN EYE FOUNDATION HOSP, BAPTIST MEDICAL CENTER SOUTH, EAST ALABAMA MEDICAL CENTER, UNIVERSITY OF ALABAMA HOSPITAL, HUNTSVILLE HOSPITAL, ST VINCENTS BIRMINGHAM
entity_alternate_name1 <chr> 6710 186 KAISER FOUNDATION HOSPITALS, DIGNITY HEALTH, HCA HEALTHONE LLC, COUNTY OF LOS ANGELES AUDITOR CONTROLLER, CATHOLIC HEALTH INITIATIVES COLORADO, UNIVERSITY OF SOUTH ALABAMA, SCOTTSDALE HEALTHCARE HOSPITALS, SUTTER WEST BAY HOSPITALS, SCRIPPS HEALTH, SUTTER HEALTH SACRAMENTO SIERRA REGION
entity_alternate_name2 <chr> 1276 48 SUTTER WEST BAY HOSPITALS, ST. VINCENT'S EAST, ST VINCENTS HOSPITAL, UNIV OF SOUTH ALABAMA MEDICAL CENTER, TRINITY MEDICAL CENTER, USA CHILDREN S AND WOMEN S HOSPITAL, JOHN C LINCOLN HOSP-NORTH MOUNTAIN, MARICOPA MEDICAL CENTER, VHS OF PHOENIX INC, SCOTTSDALE HEALTHCARE - OSBORN
entity_alternate_name3 <chr> 323 10 ST. VINCENT'S HOSPITAL, JOHN C LINCOLN MEDICAL CENTER, SCOTTSDALE HEALTHCARE-OSBORN, SCOTTSDALE SHEA MEDICAL CENTER, SCOTTSDALE THOMPSON PEAK MED CTR, UNIVERSITY OF ARKANSAS FOR MEDICAL SCIENCES, DOCTORS HOSPITAL OF WEST COVINA, INC., HANFORD COMMUNITY MEDICAL CENTER, PRESBYTERIAN INTERCOMMUNITY HOSPITAL, INC., PIH HEALTH HOSPITAL - DOWNEY
entity_alternate_name4 <chr> 114 4 JOHN C. LINCOLN MEDICAL CENTER, SCOTTSDALE OSBORN MEDICAL CENTER, UNIV OF AR FOR MEDICAL SCIENCES, PIH HOSPITAL - DOWNEY
entity_address_line_1 <chr> 5163 261 2801 Atlantic Avenue, 1108 Ross Clark Circle, 1701 Veterans Drive, 50 Medical Park Drive East, 1720 University Boulevard, 2105 East South Boulevard, 2000 Pepperell Pkwy, 619 South 19th Street, 101 Sivley Road, 810 St Vincents Drive
entity_city <chr> 2368 156 Los Angeles, San Francisco, Washington, Birmingham, Phoenix, Denver, Sacramento, Mobile, Little Rock, Long Beach
entity_state <chr> 962 33 CA, NJ, MA, AZ, CO, AL, CT, AR, PA, FL
entity_zipcode <chr> 1324 230 35233, 72205, 90033, 20010, 72401, 94117, 92103, 95128, 94109, 94110
entity_country_name <chr> 3055 10 United States, Japan, Switzerland, UNITED STATES, Denmark, Hong Kong, Sweden, Great Britain (UK), Mexico, Singapore
entity_specialty <chr> 189 3 Allopathic & Osteopathic Physicians|Family Medicine, Dental Providers|Dentist|General Practice, Allopathic & Osteopathic Physicians|Pediatrics

Rows [2.4k]Pages [5]Fields [2]

open_quick("profile_mapping") |> 
  providertwo:::map_na_if() |> 
  fuimus::describe2() |> 
  slt(column, type, n, uniq, distribution, min, max) |>
  gt_tab()
column type n uniq distribution min max
primary_provider_profile_id <chr> 3382 499 ▁▁▁▂▁▅▁▇▁▅ 3 8
secondary_provider_profile_id <chr> 3667 - ▇▁▁▁▁▁▁▁▁▃ 7 8

Rows [2.8k]Pages [6]Fields [9]

open_quick("profile_entity") |> 
  providertwo:::map_na_if() |> 
  slt(-amgpo_making_payment_alternate_name4,
      -amgpo_making_payment_alternate_name5
  ) |>
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top, distribution, min:max) |>
  gt_tab()
column type n uniq top distribution min mean med max
amgpo_making_payment_id <chr> 6000 - - 12 12.0 12 12
amgpo_making_payment_name <chr> 11446 - - ▁▇▇▂▁▁▁▁ 6 22.9 22 77
amgpo_making_payment_state <chr> 918 39 CA, NJ, MA, PA, FL, MN, TX, NY, IL, IN 2 2.0 2 2
amgpo_making_payment_country <chr> 6297 14 United States, Japan, Switzerland, Denmark, Germany, Great Britain (UK), Sweden, Hong Kong, Singapore, Spain ▁▁▁▁▁▁▁▇▁▁▁▁▁ 5 12.6 13 18
amgpo_making_payment_alternate_name1 <chr> 2367 103 DAVOL INC., MERCK SHARP & DOHME CORPORATION, 00604-HILL-ROM HOLDINGS, INC, NATIONAL DENTEX CORPORATION, MEDACTA USA, ENDOLOGIX, INC., ARIAD PHARMACEUTICALS, INC., BLOOD SYSTEMS, INC., STRECK, INC., ZIMMER HOLDING INC ▅▇▇▃▂▁▁▁▁▁ 10 22.8 22 57
amgpo_making_payment_alternate_name2 <chr> 380 15 ENDOLOGIX, LLC, KATENA PRODUCTS, INC., ORTHO KINEMATICS INC., KLS MARTIN L.P., GRIFOLS BIOLOGICALS, INC., PHARMA PHARMA, L.P., OLYMPUS CORPORATION OF THE AMERICAS, CARDINAL HEALTH PR 120 INC, GE GLOBAL RESEARCH AN UNINCORPORATED BUSINESS UNIT OF GENERAL ELECTRIC COMPANY, DJO , LLC ▃▃▃▇▃▂▂▁▁▁▁▁▁▁▂ 9 25.3 21 78
amgpo_making_payment_alternate_name3 <chr> 18 1 CHF SOLUTIONS, INC 18 18.0 18 18

Rows [1.4k]Pages [3]Fields [12]

open_quick("profile_teaching") |> 
  providertwo:::map_na_if() |> 
  slt(-teaching_hospital_address2,
      -teaching_hospital_alternate_name5
  ) |>
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top, distribution, min:max) |>
  gt_tab()
column type n uniq top distribution min mean med max
teaching_hospital_ccn <chr> 3000 - - 6 6.00 6.0 6
teaching_hospital_name <chr> 13098 497 PROVIDENCE HOSPITAL, MERCY MEDICAL CENTER, ST. FRANCIS HOSPITAL & HEALTH CENTER, SOUTHEAST HEALTH MEDICAL CENTER, NORTH ALABAMA MEDICAL CENTER, ST. VINCENTS EAST, CALLAHAN EYE FOUNDATION HOSP, BAPTIST MEDICAL CENTER SOUTH, EAST ALABAMA MEDICAL CENTER, UNIVERSITY OF ALABAMA HOSPITAL ▁▂▂▃▅▇▇▇▇▇▇▇▇ 10 26.20 27.0 36
teaching_hospital_address1 <chr> 9916 499 2801 Atlantic Avenue, 1108 Ross Clark Circle, 1701 Veterans Drive, 50 Medical Park Drive East, 1720 University Boulevard, 2105 East South Boulevard, 2000 Pepperell Pkwy, 619 South 19th Street, 101 Sivley Road, 810 St Vincents Drive ▁▁▂▅▇▇▇▃▂▁▁▁▁ 8 19.83 20.0 34
teaching_hospital_city <chr> 4439 296 Chicago, Los Angeles, Miami, San Francisco, Washington, Atlanta, Indianapolis, Birmingham, Phoenix, Denver ▅▇▇▃▂▁▁▁▁▁ 4 8.88 8.5 23
teaching_hospital_state <chr> 1000 17 CA, FL, IL, GA, IN, CO, AL, AZ, CT, AR 2 2.00 2.0 2
teaching_hospital_zip_code <chr> 2499 445 35233, 72205, 90033, 33136, 20010, 60612, 60611, 72401, 94117, 92103 ▁▁▁▁▁▁▁▁▁▇ 4 5.00 5.0 5
teaching_hospital_alternate_name1 <chr> 10377 279 KAISER FOUNDATION HOSPITALS, DIGNITY HEALTH, HCA HEALTHONE LLC, COUNTY OF LOS ANGELES AUDITOR CONTROLLER, CATHOLIC HEALTH INITIATIVES COLORADO, COOK COUNTY, FRANCISCAN ST. FRANCIS HEALTH, UNIVERSITY OF SOUTH ALABAMA, SCOTTSDALE HEALTHCARE HOSPITALS, SUTTER WEST BAY HOSPITALS ▁▁▂▂▃▇▅▃▁▁▁▁▁▁ 4 30.34 30.0 70
teaching_hospital_alternate_name2 <chr> 2636 87 SUTTER WEST BAY HOSPITALS, NORTH BROWARD HOSPITAL DISTRICT, COMMUNITY HOSPITALS OF INDIANA INC, ST. VINCENT'S EAST, ST VINCENTS HOSPITAL, UNIV OF SOUTH ALABAMA MEDICAL CENTER, TRINITY MEDICAL CENTER, USA CHILDREN S AND WOMEN S HOSPITAL, JOHN C LINCOLN HOSP-NORTH MOUNTAIN, MARICOPA MEDICAL CENTER ▁▁▃▃▇▇▃▂▁▁▁ 9 29.29 29.0 60
teaching_hospital_alternate_name3 <chr> 569 19 ST. VINCENT'S HOSPITAL, JOHN C LINCOLN MEDICAL CENTER, SCOTTSDALE HEALTHCARE-OSBORN, SCOTTSDALE SHEA MEDICAL CENTER, SCOTTSDALE THOMPSON PEAK MED CTR, UNIVERSITY OF ARKANSAS FOR MEDICAL SCIENCES, DOCTORS HOSPITAL OF WEST COVINA, INC., HANFORD COMMUNITY MEDICAL CENTER, PRESBYTERIAN INTERCOMMUNITY HOSPITAL, INC., PIH HEALTH HOSPITAL - DOWNEY ▁▇▇▃▁▂▁▁ 16 29.95 28.0 52
teaching_hospital_alternate_name4 <chr> 173 6 JOHN C. LINCOLN MEDICAL CENTER, SCOTTSDALE OSBORN MEDICAL CENTER, UNIV OF AR FOR MEDICAL SCIENCES, PIH HOSPITAL - DOWNEY, BETHESDA MEMORIAL HOSPITAL, MERCY MEDICAL CENTER - NORTH IOWA ▇▁▁▁▇▁▁▁▇▇▇▇ 21 28.83 30.5 33

Summaries

open_quick("dashboard") |> 
  providertwo:::map_na_if() |> 
  mtt(
    py_2017 = as.numeric(py_2017),
    py_2018 = as.numeric(py_2018),
    py_2019 = as.numeric(py_2019),
    py_2020 = as.numeric(py_2020),
    py_2021 = as.numeric(py_2021),
    py_2022 = as.numeric(py_2022),
    py_2023 = as.numeric(py_2023),
    total = as.numeric(total)
  ) |> 
  slt(-dashboard_row_number) |>
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top, distribution, min:max) |>
  gt_tab()
column type n uniq top distribution min mean med max
py_2017 <dbl> 67105633620 65 0, 4550167239.87, 268224163.55, 1073242791.31, 23232, 27902592, 268200931.55, 1045340199.31, 659929, 3323 ▇▁▁▁▁▁▁▁▁▁ 0 745618151.3 659929 9983443884
py_2018 <dbl> 74498832456 65 0, 4665451392.04, 542424630.64, 1649375557.92, 64837.5, 265936, 542359793.14, 1649109621.92, 625509, 3599 ▇▁▁▁▁▁▁▁▁▁▁ 0 827764805.1 625509 10988256091
py_2019 <dbl> 80099026122 59 0, 526403105.28, 1621023068.27, 3019, 4781996558.5, 628332, 11879437810.02, 3711163078.7, 748979.39, 3710414099.31 ▇▁▁▁▁▁▁▁▁▁▁▁ 0 889989179.1 513533 11879437810
py_2020 <dbl> 68595568064 55 0, 420228142.68, 1383815859.42, 3539, 4789571898.53, 529349, 81518253.75, 29267, 10051904838.51, 2186720794.51 ▇▁▁▁▁▁▁▁▁▁▁ 0 762172978.5 509878 10051904839
py_2021 <dbl> 84289664047 71 0, 416271283.34, 1548506879.01, 4162, 1, 424947.27, 183, 12467447334.16, 3254780104.85, 2371047.52 ▇▁▁▁▁▁▁▁▁▁▁▁▁ 0 936551822.7 840136 12467447334
py_2022 <dbl> 85932755984 75 287661921.26, 0, 1, 1149881794.14, 99992.65, 1149781801.49, 4052, 4051, 413856.12, 281 ▇▁▁▁▁▁▁▁▁▁▁▁▁ 0 954808399.8 987677 12796535186
py_2023 <dbl> 85248706600 77 2, 218848111.81, 1339780245.24, 11600, 160592.65, 218836511.81, 1339619652.59, 4013, 4011, 531520.22 ▇▁▁▁▁▁▁▁▁▁▁▁▁ 0 947207851.1 970752 12689034242
total <dbl> 495211531878 78 2680061358.56, 1339780245.24, 99669.5, 160592.65, 2679961689.06, 1339619652.59, 4013, 2, 4011, 1370323.61 ▇▁▁▁▁▁▁▁ 0 5502350354.2 6133553 72430213437
data_metrics <chr> 7246 - - ▁▁▂▅▅▇▅▂▁ 35 80.5 82 116
open_dashboard()
$count
$count$entity
# A tibble: 32 × 3
   year  metric                              count
 * <fct> <chr>                               <int>
 1 ALL   Companies [AM/GPO] Making Payments   2843
 2 2023  Companies [AM/GPO] Making Payments   1776
 3 2022  Companies [AM/GPO] Making Payments   1858
 4 2021  Companies [AM/GPO] Making Payments   1855
 5 2020  Companies [AM/GPO] Making Payments   1779
 6 2019  Companies [AM/GPO] Making Payments   1797
 7 2018  Companies [AM/GPO] Making Payments   1755
 8 2017  Companies [AM/GPO] Making Payments   1678
 9 ALL   NPPs with Payment Records          414900
10 2023  NPPs with Payment Records          309427
# ℹ 22 more rows

$count$record
# A tibble: 320 × 5
   year  type  entity                     status    count
 * <fct> <chr> <chr>                      <chr>     <int>
 1 ALL   All   <NA>                       <NA>   84035057
 2 ALL   All   Physician                  <NA>   65341949
 3 ALL   All   Non-Physician Practitioner <NA>   12787445
 4 ALL   All   Teaching Hospital          <NA>    1131236
 5 2023  All   <NA>                       <NA>   15639275
 6 2023  All   Physician                  <NA>    9630514
 7 2023  All   Non-Physician Practitioner <NA>    4976520
 8 2023  All   Teaching Hospital          <NA>     143632
 9 2022  All   <NA>                       <NA>   14277900
10 2022  All   Physician                  <NA>    9036995
# ℹ 310 more rows


$dollar
         py_2017        py_2018        py_2019        py_2020        py_2021
1  9983443884.20 10988256091.29 11879437810.02 10051904838.51 12467447334.16
2  2964700222.32  3119803936.32  3711163078.70  2186720794.51  3254780104.85
3     1605102.03     2312465.96      748979.39     1846711.88     2371047.52
4  2963095120.29  3117491470.36  3710414099.31  2184874082.63  3252409057.33
5  5945500870.57  6219076597.05  6547251663.05  6481368184.58  7664160350.30
6  1395333630.70  1553625205.01  1765255104.55  1691796286.05  1746440892.30
7  4550167239.87  4665451392.04  4781996558.50  4789571898.53  5917719458.00
8  4661745514.93  4774115009.02  4881865703.11  4871090152.28  5997888265.40
9  4550167239.87  4665451392.04  4781996558.50  4789571898.53  5918144405.27
10    3627948.41     2757924.06      799696.03     4969542.66    14084579.48
11 5941872922.16  6216318672.99  6546451967.02  6476398641.92  7650075770.82
12 3378040924.89  4026803500.44  4152248318.02  3150507454.70  3785115290.98
13 2193219858.52  2268764325.54  2431356105.14  1685173341.53  2156439604.57
14     490299.63     1083558.67      261971.45     1586153.40     1737369.69
15 2192729558.89  2267680766.87  2431094133.69  1683587188.13  2154702234.88
16  111578275.06   108663616.98    99869144.61    81518253.75    80168807.40
17     154926.21      414854.72       14026.26           0.00        1250.00
18  111423348.85   108248762.26    99855118.35    81518253.75    80167557.40
19  268200931.55   542359793.14   526403105.28   420228142.68   416271283.34
20          0.00           0.00           0.00           0.00   122747788.11
21          0.00           0.00           0.00           0.00   122322840.84
22          0.00           0.00           0.00           0.00          18.52
23          0.00           0.00           0.00           0.00   122322822.32
24          0.00           0.00           0.00           0.00      424947.27
25          0.00           0.00           0.00           0.00           0.00
26          0.00           0.00           0.00           0.00      424947.27
27 2055235719.44  2296001198.81  2945192933.50  2111825485.28  2641864797.07
28  771480363.80   851039610.78  1279806973.56   501547452.98   976017659.44
29    1114802.40     1228907.29      487007.94      260558.48      633659.31
30  770365561.40   849810703.49  1279319965.62   501286894.50   975384000.13
31 1283755355.64  1444961588.03  1665385959.94  1610278032.30  1665847137.63
32    1982705.97     2131111.82      540057.58     4391941.84    13900429.89
33 1281772649.67  1442830476.21  1664845902.36  1605886090.46  1651946707.74
34 4546892261.48  4664795828.51  4781363988.97  4781213459.73  5916766223.83
35    3274978.39      655563.53      632569.53     8358438.80      953234.17
          py_2022        py_2023          total
1  12796535186.43 12689034242.09 72430213436.63
2   3809735884.65  3277603855.21 22324507876.56
3      2069604.56     1225485.72    12179397.06
4   3807666280.09  3276378369.49 22312328479.50
5   7836917507.64  8071650141.64 48765925314.83
6   1716211299.85  1579336770.11 11447999188.57
7   6120706207.79  6492313371.53 37317926126.26
8   6198723322.61  6563407840.25 37948835807.60
9   6121120063.91  6492844891.75 37319296449.87
10     5714287.20     2087094.33    34041072.17
11  7831203220.44  8069563047.31 48731884242.66
12  3767114109.45  3685952691.22 17519936339.63
13  2539215200.49  2275077977.26 15549246413.05
14      277181.95      311954.60     5748489.39
15  2538938018.54  2274766022.66 15543497923.66
16    78017114.82    71094468.72   630909681.34
17        1000.00        4570.55      590627.74
18    78016114.82    71089898.17   630319053.60
19   287661921.26   218836511.81  2679961689.06
20   170988346.96   209667312.38   503403447.45
21   170574490.84   209135792.16   502033123.84
22         884.79         123.57        1026.88
23   170573606.05   209135668.59   502032096.96
24      413856.12      531520.22     1370323.61
25           0.00           0.00           0.00
26      413856.12      531520.22     1370323.61
27  2737726522.23  2301100866.96 17088947523.29
28  1099946193.32   793390085.79  6273228339.67
29     1791537.82      913407.55     6429880.79
30  1098154655.50   792476678.24  6266798458.88
31  1637780328.91  1507710781.17 10815719183.62
32     4823319.85     1618362.83    29387929.78
33  1632957009.06  1506092418.34 10786331253.84
34  6120240114.34  6491463753.23 37302735630.09
35      466093.45      849618.30    15190496.17
                                                                                      metric
1                                                                            Payment Records
2                                                         Payment Records - General Payments
3                                              Payment Records - General Payments - Disputed
4                                            Payment Records - General Payments - Undisputed
5                                                        Payment Records - Research Payments
6                                    Payment Records - Research Payments - Covered Recipient
7                                Payment Records - Research Payments - Non-Covered Recipient
8                   Payment Records - Research Payments - Physician or Non-Covered Recipient
9  Payment Records - Research Payments - Non-Physician Practitioner or Non-Covered Recipient
10                                            Payment Records - Research Payments - Disputed
11                                          Payment Records - Research Payments - Undisputed
12                                                             Payment Records to Physicians
13                                          Payment Records to Physicians - General Payments
14                               Payment Records to Physicians - General Payments - Disputed
15                             Payment Records to Physicians - General Payments - Undisputed
16                                         Payment Records to Physicians - Research Payments
17                              Payment Records to Physicians - Research Payments - Disputed
18                            Payment Records to Physicians - Research Payments - Undisputed
19                           Payment Records to Physicians - Ownership Payments - Undisputed
20                                            Payment Records to Non-Physician Practitioners
21                         Payment Records to Non-Physician Practitioners - General Payments
22              Payment Records to Non-Physician Practitioners - General Payments - Disputed
23            Payment Records to Non-Physician Practitioners - General Payments - Undisputed
24                        Payment Records to Non-Physician Practitioners - Research Payments
25             Payment Records to Non-Physician Practitioners - Research Payments - Disputed
26           Payment Records to Non-Physician Practitioners - Research Payments - Undisputed
27                                                     Payment Records to Teaching Hospitals
28                                  Payment Records to Teaching Hospitals - General Payments
29                       Payment Records to Teaching Hospitals - General Payments - Disputed
30                     Payment Records to Teaching Hospitals - General Payments - Undisputed
31                                 Payment Records to Teaching Hospitals - Research Payments
32                      Payment Records to Teaching Hospitals - Research Payments - Disputed
33                    Payment Records to Teaching Hospitals - Research Payments - Undisputed
34                        Payment Records - Research Payments - Non-Covered Recipient Entity
35                    Payment Records - Research Payments - Non-Covered Recipient Individual

$invest
       py_2017      py_2018      py_2019      py_2020      py_2021      py_2022
1 268224163.55 542424630.64 526403105.28 420228142.68 416271283.34 287661921.26
2     23232.00     64837.50         0.00         0.00         0.00         0.00
3 268200931.55 542359793.14 526403105.28 420228142.68 416271283.34 287661921.26
4 268224163.55 542424630.64 526403105.28 420228142.68 416271283.34 287661921.26
5     23232.00     64837.50         0.00         0.00         0.00         0.00
       py_2023         total                                        metric
1 218848111.81 2680061358.56                            Ownership Payments
2     11600.00      99669.50                  Ownership Payments- Disputed
3 218836511.81 2679961689.06                Ownership Payments- Undisputed
4 218848111.81 2680061358.56            to Physicians - Ownership Payments
5     11600.00      99669.50 to Physicians - Ownership Payments - Disputed

$value
        py_2017       py_2018       py_2019       py_2020       py_2021
1 1073242791.31 1649375557.92 1621023068.27 1383815859.42 1548506879.01
2   27902592.00     265936.00          0.00          0.00          0.00
3 1045340199.31 1649109621.92 1621023068.27 1383815859.42 1548506879.01
4 1073242791.31 1649375557.92 1621023068.27 1383815859.42 1548506879.01
5   27902592.00     265936.00          0.00          0.00          0.00
6 1045340199.31 1649109621.92 1621023068.27 1383815859.42 1548506879.01
        py_2022       py_2023         total
1 1149881794.14 1339780245.24 1339780245.24
2      99992.65     160592.65     160592.65
3 1149781801.49 1339619652.59 1339619652.59
4 1149881794.14 1339780245.24 1339780245.24
5      99992.65     160592.65     160592.65
6 1149781801.49 1339619652.59 1339619652.59
                                           metric
1                              Ownership Payments
2                   Ownership Payments - Disputed
3                 Ownership Payments - Undisputed
4               to Physician - Ownership Payments
5   to Physicians - Ownership Payments - Disputed
6 to Physicians - Ownership Payments - Undisputed

Rows [24]Pages [1]Fields [18]

# open_quick("national_total")
open_national() |> 
  fuimus::describe2() |> 
  gt_tab()
column type n min mean med max iqr sd mad distribution uniq top
recipient_n <int> 6556755 86 273198.12 129273.0 1117674 543896.00 317713.554 191502.253 ▇▁▁▁▁▁▂▁▁▁▁▁ - -
payments_n <int> 156250762 183 6510448.42 1893609.5 65124632 9133595.25 13304794.553 2807121.481 ▇▂▂▁▁▁▁▁▁▁▁▁▁▁ - -
year <fct> 92 1 3.83 3.5 8 3.25 2.239 2.224 ▇▇▁▇▁▇▁▃▁▃▁▃▁▃ 8 2021, 2022, 2023, ALL, 2017, 2018, 2019, 2020
payment_type <fct> 36 1 1.50 1.5 2 1.00 0.511 0.741 ▇▁▁▁▁▁▁▁▁▇ 2 General, Research
recipient_type <fct> 40 1 1.67 2.0 2 1.00 0.482 0.000 ▃▁▁▁▁▁▁▁▁▇ 2 Physician, Non-Physician Practitioner
payment_sum <dbl> 33367119084 413856 1390296628.49 146448665.8 15549246413 2086003783.80 3170295766.438 216415762.624 ▇▂▁▁▁▁▁▁ - -
payment_mean <dbl> 184090 520 7670.43 3960.8 27135 10293.85 6926.271 4473.983 ▃▇▂▁▁▁▂▃▁▁▁▁▁▁ - -
payment_median <dbl> 25050 115 1043.76 757.6 2800 1742.29 980.419 926.143 ▇▁▁▁▁▁▂▁▁▂▁▁▁▁ - -
payments_mean <dbl> 299 2 12.46 10.5 58 10.50 12.007 8.154 ▇▁▃▂▁▁▁▁▁▁▁▁ 12 15, 5, 4, 2, 17, 16, 31, 18, 12, 58
payments_median <dbl> 76 1 3.17 3.0 9 2.00 1.659 1.483 ▇▂▅▁▁▁▁▁ 6 4, 2, 3, 1, 5, 9

Rows [4.2k]Pages [9]Fields [21]

open_quick("national_group") |> 
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top, distribution, min:max) |>
  gt_tab()
column type n uniq top distribution min mean med max
payment_type <chr> 3675 2 General, Research ▇▁▁▁▁▁▁▁▁▃ 7 7.35 7 8
recipient_type <chr> 13500 1 Covered Recipient Physician 27 27.00 27 27
program_year <chr> 2000 2 2017, 2018 4 4.00 4 4
taxonomy_code <chr> 4994 306 207K00000X, 207KA0200X, 207KI0005X, 207L00000X, 207LC0200X, 207LP2900X, 207LP3000X, 208U00000X, 208C00000X, 207N00000X ▁▁▁▁▁▇ 7 9.99 10 10
provider_type_description <chr> 17192 8 Allopathic & Osteopathic Physicians, Dental Providers, Physician Assistants & Advanced Practice Nursing Providers, Eye and Vision Services Providers, Chiropractic Providers, Podiatric Medicine & Surgery Service Providers, Nursing Service Providers, N/A ▁▁▁▁▁▁▇▁▁▁▁▁ 3 34.38 35 58
classification <chr> 7828 58 Internal Medicine, Pediatrics, Psychiatry & Neurology, Pathology, Dentist, Dermatology, Obstetrics & Gynecology, Radiology, Surgery, Anesthesiology ▁▇▅▇▃▁▁▁▁▁ 3 15.66 15 50
specialization <chr> 9369 196 N/A, Hospice and Palliative Medicine, Sports Medicine, Pain Medicine, Addiction Medicine, Obesity Medicine, Sleep Medicine, Critical Care Medicine, Adolescent Medicine, Clinical & Laboratory Immunology ▅▂▃▇▅▂▂▂▁▁▁▁ 3 18.74 18 56
total_number_of_physicians <chr> 1158 263 1, 3, 2, 4, 6, 5, 9, 7, 8, 10 ▇▇▁▇▁▂▁▁ 1 2.32 2 5
total_number_of_non_physician_practitioners <chr> 500 1 0 1 1.00 1 1
total_payment_amount_physician <chr> 4288 - - ▁▂▃▅▇▅▂▁ 4 8.58 9 12
total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
mean_total_payment_amount_physician <chr> 3409 498 531.16, 1833.60, 3447.45, 3014.54, 4961.79, 922.25, 708.08, 3017.95, 116.23, 2882.99 ▁▁▁▃▁▇▁▂▁▁ 4 6.82 7 9
mean_total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
median_total_payment_amount_physician <chr> 3024 494 350.00, 34.61, 68.34, 1500.00, 50.00, 281.53, 233.63, 798.53, 65.23, 107.43 ▁▇▁▇▁▅▁▁ 4 6.05 6 8
median_total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
total_payment_count_physician <chr> 1483 344 2, 1, 5, 8, 3, 7, 4, 11, 13, 15 ▅▇▁▅▁▅▁▃▁▁▁▁ 1 2.97 3 7
total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
mean_total_payment_count_physician <chr> 624 40 2, 3, 5, 4, 1, 6, 7, 9, 8, 12 ▇▁▁▁▁▁▁▁▁▂ 1 1.25 1 2
mean_total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
median_total_payment_count_physician <chr> 530 18 2, 1, 3, 4, 5, 6, 7, 9, 8, 10 ▇▁▁▁▁▁▁▁▁▁ 1 1.06 1 2
median_total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1

Rows [2.8k]Pages [6]Fields [28]

open_quick("state_total") |> 
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top, distribution, min:max) |>
  gt_tab()
column type n uniq top distribution min mean med max
country_code <chr> 1000 33 US, AE, AG, AU, AX, CA, DE, GB, IL, IN 2 2.00 2 2
country_name <chr> 6361 33 United States, United Arab Emirates, Antigua And Barbuda, Australia, Aland Islands, Canada, Germany, Great Britain (UK), Israel, India ▁▁▇▁▁▁▁▁ 4 12.72 13 36
state_code <chr> 902 62 AA, AE, AK, AL, AP, AR, AS, AZ, CA, CO 2 2.00 2 2
state_name <chr> 4818 62 Armed Forces Americas, Armed Forces Europe / Canada / Middle East / Africa, Alaska, Alabama, Armed Forces Pacific, Arkansas, American Samoa, Arizona, California, Colorado ▂▇▃▁▁▁▁▁▁▁▁ 4 10.68 8 51
payment_type <chr> 3748 2 General, Research ▇▁▁▁▁▁▁▁▁▇ 7 7.50 7 8
recipient_type <chr> 15124 2 Covered Recipient Physician, Covered Recipient Teaching Hospital ▇▁▁▁▁▁▁▅ 27 30.25 27 35
program_year <chr> 2000 2 2017, 2018 4 4.00 4 4
total_number_of_physicians <chr> 1012 203 0, 1, 2, 3, 5, 10, 35, 13, 24, 18 ▇▂▁▁▁▁▁▁ 1 2.02 1 5
total_number_of_non_physician_practitioners <chr> 500 1 0 1 1.00 1 1
total_number_of_teaching_hospitals <chr> 597 53 0, 7, 3, 1, 5, 12, 4, 16, 8, 2 ▇▁▁▁▂▁▁▁▁▁ 1 1.19 1 3
total_payment_amount_physician <chr> 3426 274 0.00, 2500.00, 62879.56, 1367916.59, 523930.96, 1229946.22, 16453127.47, 2982931.59, 1076063.18, 280507.53 ▇▁▁▁▁▂▂▁ 4 6.85 6 12
total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
total_payment_amount_teaching_hospital <chr> 3018 168 0.00, 172755.97, 27006808.80, 3348399.66, 12173961.55, 194796658.42, 9754227.09, 6118013.88, 4846493.36, 2795962.06 ▇▁▁▁▁▂▁▁ 4 6.04 4 12
mean_total_payment_amount_physician <chr> 2816 274 0.00, 2500.00, 12575.91, 14708.78, 14969.46, 7068.66, 17049.87, 17861.87, 9042.55, 8500.23 ▇▁▁▁▁▅▁▂ 4 5.63 6 8
mean_total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
mean_total_payment_amount_teaching_hospital <chr> 2847 168 0.00, 172755.97, 3858115.54, 418549.96, 869568.68, 2497393.06, 750325.16, 509834.49, 807748.89, 1397981.03 ▇▁▁▁▁▁▁▁▁▂▁▁ 4 5.69 4 10
median_total_payment_amount_physician <chr> 2604 265 0.00, 150.00, 3000.00, 2500.00, 1905.00, 1500.00, 1250.00, 143.57, 4230.00, 922.49 ▇▂▁▃▁▃▁▁ 4 5.21 5 8
median_total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
median_total_payment_amount_teaching_hospital <chr> 2743 168 0.00, 172755.97, 30843.80, 329525.66, 166036.03, 150734.41, 96664.64, 216951.75, 246381.26, 1397981.03 ▇▁▁▁▁▁▁▂▁▂▁▁ 4 5.49 4 10
total_payment_count_physician <chr> 1205 230 0, 1, 2, 3, 8, 6, 4, 5, 31, 75 ▇▁▁▂▁▁▁▁▁▂▁▁ 1 2.41 1 7
total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
total_payment_count_teaching_hospital <chr> 896 162 0, 1022, 179, 356, 1049, 170, 150, 69, 3782, 349 ▇▁▁▂▁▂▁▁ 1 1.79 1 5
mean_total_payment_count_physician <chr> 592 25 0, 4, 5, 1, 2, 3, 6, 18, 15, 20 ▇▁▁▁▁▁▁▁▁▂ 1 1.18 1 2
mean_total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
mean_total_payment_count_teaching_hospital <chr> 727 119 0, 19, 44, 34, 20, 25, 21, 23, 50, 115 ▇▁▁▁▂▁▁▁▁▁ 1 1.45 1 3
median_total_payment_count_physician <chr> 503 10 0, 2, 1, 3, 4, 5, 6, 47, 19, 13 ▇▁▁▁▁▁▁▁▁▁ 1 1.01 1 2
median_total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
median_total_payment_count_teaching_hospital <chr> 664 76 0, 11, 19, 16, 23, 22, 17, 10, 15, 21 ▇▁▁▁▂▁▁▁▁▁ 1 1.33 1 3

Rows [16.8k]Pages [34]Fields [28]

open_quick("state_group") |> 
  fuimus::describe2() |> 
  slt(column, type, n, uniq, top, distribution, min:max) |>
  gt_tab()
column type n uniq top distribution min mean med max
country_code <chr> 1000 1 US 2 2.00 2 2
country_name <chr> 6500 1 United States 13 13.00 13 13
state_code <chr> 1000 27 AA, AE, AK, AL, AP, AR, AS, AZ, CA, CO 2 2.00 2 2
state_name <chr> 5862 27 Armed Forces Americas, Armed Forces Europe / Canada / Middle East / Africa, Alaska, Alabama, Armed Forces Pacific, Arkansas, American Samoa, Arizona, California, Colorado ▁▇▁▁▁▁▁▁▁▁▁ 4 11.72 8 51
nature_of_payment <chr> 20357 19 Acquisitions, Charitable Contribution, Compensation for services other than consulting, including serving as faculty or as a speaker at a venue other than a continuing education program, Compensation for serving as faculty or as a speaker for a medical education program, Compensation for serving as faculty or as a speaker for an accredited or certified continuing education program, Compensation for serving as faculty or as a speaker for a non-accredited and noncertified continuing education program, Consulting Fee, Current or prospective ownership or investment interest, Debt forgiveness, Education ▇▁▁▁▁▁▁▁ 4 40.71 18 146
recipient_type <chr> 13500 1 Covered Recipient Physician 27 27.00 27 27
program_year <chr> 1500 1 ALL 3 3.00 3 3
total_number_of_physicians <chr> 1190 279 0, 1, 3, 2, 5, 15, 21, 32, 6, 26 ▇▅▁▅▁▃▁▁▁▁ 1 2.38 2 6
total_number_of_non_physician_practitioners <chr> 500 1 0 1 1.00 1 1
total_number_of_teaching_hospitals <chr> 500 1 0 1 1.00 1 1
total_payment_amount_physician <chr> 4189 397 0.00, 12500.00, 2654.88, 421.00, 22378.57, 13519.70, 103808.30, 25853.05, 158.58, 61641.18 ▇▁▁▃▇▇▅▁ 4 8.38 9 12
total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
total_payment_amount_teaching_hospital <chr> 2000 1 0.00 4 4.00 4 4
mean_total_payment_amount_physician <chr> 3320 397 0.00, 12500.00, 106.20, 421.00, 5594.64, 6759.85, 11534.26, 601.23, 52.86, 197.57 ▅▁▁▅▁▇▁▇▁▂▁▁▁▁ 4 6.64 7 11
mean_total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
mean_total_payment_amount_teaching_hospital <chr> 2000 1 0.00 4 4.00 4 4
median_total_payment_amount_physician <chr> 3015 293 0.00, 90.00, 3000.00, 2000.00, 3500.00, 95.00, 1500.00, 2500.00, 5500.00, 99.00 ▃▃▁▃▁▇▁▂▁▁▁▁ 4 6.03 6 10
median_total_payment_amount_non_physician_practitioner <chr> 2000 1 0.00 4 4.00 4 4
median_total_payment_amount_teaching_hospital <chr> 2000 1 0.00 4 4.00 4 4
total_payment_count_physician <chr> 1432 332 0, 1, 2, 19, 5, 3, 22, 28, 51, 93 ▇▅▁▇▁▅▁▃▁▁▁▁ 1 2.86 3 7
total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
total_payment_count_teaching_hospital <chr> 500 1 0 1 1.00 1 1
mean_total_payment_count_physician <chr> 594 41 0, 1, 2, 3, 4, 5, 6, 10, 11, 7 ▇▁▁▁▁▁▁▁▁▂ 1 1.19 1 2
mean_total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
mean_total_payment_count_teaching_hospital <chr> 500 1 0 1 1.00 1 1
median_total_payment_count_physician <chr> 517 18 1, 2, 0, 4, 3, 5, 8, 6, 14, 7 ▇▁▁▁▁▁▁▁▁▁ 1 1.03 1 2
median_total_payment_count_non_physician_practitioner <chr> 500 1 0 1 1.00 1 1
median_total_payment_count_teaching_hospital <chr> 500 1 0 1 1.00 1 1

Group Summaries

column type n uniq top distribution min mean med max
number_of_transaction <int> 10524 96 1, 2, 3, 4, 5, 8, 6, 12, 10, 11 ▇▁▁▁▁▁ 1.00 21.05 5 284
total_amount <dbl> 2781459 489 99.99, 79.99, 750, 99, 28.92, 17.84, 330.01, 600, 6.65, 3000 ▇▁▁▁▁▁▁ 6.65 5562.92 373 348186
recipient_id <chr> 1429 349 160, 295, 513, 529, 533, 136, 481, 81, 198, 359 ▁▁▁▁▁▁▁▁▁▇ 1.00 2.86 3 3
recipient_type <chr> 13517 2 Covered Recipient Physician, Covered Recipient Non-Physician Practitioner ▇▁▁▁▁▁▁▁▁ 27.00 27.03 27 44
covered_recipient_npi <chr> 5000 349 1003836602, 1003891458, 1013029719, 1013055813, 1013059781, 1003809989, 1013007061, 1003132887, 1003832809, 1003901133 10.00 10.00 10 10
covered_recipient_profile_first_name <chr> 3015 243 DAVID, JOHN, JOSEPH, RICHARD, EDWARD, STEVEN, PAUL, MICHAEL, ANDREW, ROBERT ▃▃▇▅▂▁▁▁▁▁ 3.00 6.03 6 13
covered_recipient_profile_middle_name <chr> 804 77 S, M, K, A, L, E, J, C, P, W ▇▁▁▁▁▁▁▁▁ 1.00 2.29 1 17
covered_recipient_profile_last_name <chr> 3252 334 RASTOGI, RAFEYAN, KIM, WHITE, HOFFMAN, KADING, SANTILLAN-GOMEZ, TANNER, SARWAR, GUPTA ▂▇▅▁▁▁▁▁ 2.00 6.50 6 17
nature_of_payment_type_code <chr> 507 11 6, 8, 7, 1, 2, 4, 3, 10, 16, 5 ▇▁▁▁▁▁▁▁▁▁ 1.00 1.01 1 2
column type n uniq top distribution min mean med max
number_of_transaction <int> 2331 32 1, 2, 3, 4, 5, 7, 8, 6, 10, 14 ▇▁▁▁▁▁▁▁▁▁▁▁▁ 1.00 4.66 2.0 129
total_amount <dbl> 657458 485 32.52, 88.53, 39.62, 16.52, 16.48, 135.32, 20.94, 37.58, 24.73, 50.51 ▇▁▁▁▁▁▁▁ 4.44 1314.92 45.4 153010
recipient_id <chr> 1319 120 136, 201, 174, 58, 40, 110, 171, 24, 255, 18 ▁▁▁▁▃▁▁▁▁▇ 1.00 2.64 3.0 3
recipient_type <chr> 13534 2 Covered Recipient Physician, Covered Recipient Non-Physician Practitioner ▇▁▁▁▁▁▁▁▁ 27.00 27.07 27.0 44
covered_recipient_npi <chr> 5000 120 1003809989, 1003857269, 1003819525, 1003070004, 1003042342, 1003801895, 1003818816, 1003014762, 1003859661, 1003009861 10.00 10.00 10.0 10
covered_recipient_profile_first_name <chr> 3068 94 NIGHAT, JOSEPH, RITA, BARBARA, JOHN, MUKESHKUMAR, MOSTAFA, MARK, STUART, JOSHUA ▃▃▇▃▁▁▁▁ 3.00 6.14 6.0 11
covered_recipient_profile_middle_name <chr> 869 40 S, P, M, A, E, H, DEVSHIBHAI, B, K, C ▇▁▁▁▁▁▁▁▁ 1.00 2.71 1.0 10
covered_recipient_profile_last_name <chr> 3108 120 SARWAR, GUPTA, BENNETT, DELVADIYA, TABASSOMI, CRICK, SHAFER, WHARTON, DOAN, BANNA ▁▇▃▁▁▁▁▁ 2.00 6.22 6.0 17
payment_type <chr> 3500 1 General 7.00 7.00 7.0 7
amgpo_name <chr> 11750 192 AbbVie Inc., AstraZeneca Pharmaceuticals LP, Amgen Inc., Abbott Laboratories, NOVARTIS PHARMACEUTICALS CORPORATION, GlaxoSmithKline, LLC., Pfizer Inc., Lilly USA, LLC, Merck Sharp & Dohme LLC, Boehringer Ingelheim Pharmaceuticals, Inc. ▁▇▇▅▇▂▂▁▁▁▁ 7.00 23.50 22.0 59
amgpo_id <chr> 6000 192 100000000204, 100000000146, 100000000203, 100000010680, 100000000228, 100000005449, 100000000286, 100000000066, 100000000053, 100000000234 12.00 12.00 12.0 12
column type n uniq top distribution min mean med max
number_of_transaction <int> 5626318 281 1, 3, 2, 5, 4, 7, 11, 8, 6, 10 ▇▁▁▁▁▁▁▁▁ 1.0 11252.64 55 1684837
nature_of_payment_type_code <fct> 4356 16 6, 1, 7, 2, 8, 14, 15, 10, 3, 4 ▅▃▁▁▃▁▇▂ 1.0 8.71 9 16
total_amount <dbl> 883473734 492 2000, 20000, 2500, 7000, 1500, 60000, 7500, 5962881.84, 5625450.39, 4961797.99 ▇▁▁▁▁▁▁▁▁▁▁ 6.9 1766947.47 109066 109229530
amgpo_id <chr> 6000 91 100000000106, 100000000103, 100000000146, 100000000198, 100000000204, 100000000076, 100000000102, 100000000135, 100000000185, 100000000069 12.0 12.00 12 12
amgpo_name <chr> 11534 91 MEDTRONIC, INC., ZIMMER BIOMET HOLDINGS, INC., ASTRAZENECA PHARMACEUTICALS LP, PHILIPS ELECTRONICS NORTH AMERICA CORPORATION, ABBVIE INC., SANOFI-AVENTIS U.S. LLC, GLAUKOS CORPORATION, PACIRA PHARMACEUTICALS INCORPORATED, DENTSPLY SIRONA INC, REGENERON PHARMACEUTICALS, INC. ▂▇▇▇▇▅▁▂ 8.0 23.07 23 45
column n uniq top distribution min mean med max
number_of_transaction 1157 13 1, 2, 3, 4, 5, 10, 7, 6, 9, 8 ▇▁▁▁▁▁▁▁▁▁▁▁▁ 1.0 2.31 1.0 14
nature_of_payment_type_code 1012 4 6, 8, 1, 7 ▁▇▁▁▁▁ 1.0 2.02 2.0 4
total_amount 53569 457 19.81, 35.07, 20.06, 14.21, 13.06, 21.36, 15.66, 16.62, 49.55, 60.57 ▇▁▁▁▁▁▁▁▁▁▁ 10.8 107.14 29.8 10169
amgpo_id 6000 1 100000000053 12.0 12.00 12.0 12
recipient_id 3397 492 1010770, 1001879, 1002923, 1003523, 100380, 1005961, 1008993, 1000030, 1000078, 1000131 ▁▁▁▃▁▇▁▂ 4.0 6.79 7.0 8
recipient_type 505 2 1, 10 ▇▁▁▁▁▁▁▁▁▁ 1.0 1.01 1.0 2
recipient_name 7813 492 DAVID ROSMARIN, ROBERT T HUSFIELD, NICHOLAS R FOX, ANUPAMA SAIGAL, MOHAMMED FAISAL ALI, DAVID BING ZHEN, DAPHNE T HSU, RICHARD D FRANK, CARLOS M TEJEDA, LAUREN L MURRILL ▁▁▃▇▇▅▂▂▁▁▁ 6.0 15.63 15.0 28
amgpo_name 11500 1 MERCK SHARP & DOHME LLC 23.0 23.00 23.0 23

Detailed Payment Data

Rows [14.6M]Pages [29k]Fields [91]Years [2017 - 2023]

column type n uniq top distribution min mean med max
number_of_payments_included_in_total_amount <int> 504 2 1, 3 ▇▁▁▁▁▁▁▁▁▁ 1.0 1.01 1.0 3
total_amount_of_payment_usdollars <dbl> 341983 336 192.37, 62.5, 5000, 18.79, 18.37, 750, 21.04, 18.57, 33.08, 19.25 ▇▁▁▁▁▁▁▁▁ 2.5 683.97 21.3 40188
change_type <chr> 4358 2 UNCHANGED, CHANGED ▁▁▁▁▁▁▁▁▁▇ 7.0 8.72 9.0 9
covered_recipient_type <chr> 14649 3 Covered Recipient Physician, Covered Recipient Non-Physician Practitioner, Covered Recipient Teaching Hospital ▇▁▁▁▁▁▁▁▁ 27.0 29.30 27.0 44
teaching_hospital_ccn <chr> 84 1 220162 6.0 6.00 6.0 6
teaching_hospital_id <chr> 56 1 9984 4.0 4.00 4.0 4
teaching_hospital_name <chr> 388 8 Uc Davis Medical Center, St. Josephs Hospital & Medical Ctr, REGENTS OF THE UNIVERSITY OF MICHIGAN, UNIVERSITY OF WASHINGTON, Adventhealth Orlando, Carle Foundation Hospital, University Of Virginia Medical Cente, CARLE FOUNDATION HOSPITAL ▁▇▂▁▁▁▂▁▂ 20.0 27.71 24.5 37
covered_recipient_profile_id <chr> 3074 334 261208, 23095, 272108, 10758798, 139518, 106575, 2785577, 125618, 3861, 10489506 ▁▂▁▇▁▃▁▂ 4.0 6.33 6.0 8
covered_recipient_npi <chr> 4840 333 1740453620, 1508857491, 1992913685, 1316577737, 1063430023, 1346417086, 1235557166, 1760521579, 1083872410, 1801254149 10.0 10.00 10.0 10
covered_recipient_first_name <chr> 2993 260 ELIZABETH, FARRELL, EDWARD, MICHAEL, DAVID, MATTHEW, JENNIFER, NICOLE, ANGELA, JACEY ▁▁▃▇▇▇▂▂▁▁▁▁ 1.0 6.16 6.0 13
covered_recipient_middle_name <chr> 765 77 CLIFTON, H, M, A, J, P, L, ELIZABETH, R, C ▇▁▁▁▁▂▁▁▁▁ 1.0 2.93 1.0 11
covered_recipient_last_name <chr> 3068 319 YEU-LIN, TYSON, HU, BYERS, SINGH, MILLER, BAUER, PADILLA, MARNIK SCALICI, MVUNDURA ▃▇▅▂▁▁▁▁ 2.0 6.31 6.0 18
covered_recipient_name_suffix <chr> 60 4 II, SR., JR., JR ▇▁▁▁▁▁▁▁▁▁ 2.0 2.07 2.0 3
recipient_primary_business_street_address_line1 <chr> 9166 303 241 CORPORATE BLVD, 4120 DEL PRADO BLVD S, 1195 BOYSON RD STE 200, 1000 S SCHEUBER RD, 700 HAWES CT APT C, 2927 LYNDHURST AVE, 3805B SPRING ST, 662 YANKAKEE DR, 11571 VERANDAH BLVD, 68 S SERVICE RD ▁▅▅▇▃▃▂▁▁▁▁▁▁ 10.0 18.33 18.0 36
recipient_primary_business_street_address_line2 <chr> 1582 89 STE. 210, SUITE 140, SUITE 110, PMG SW WA CENTRALIA WOMEN CENTER, SUITE 100, SUITE 350, STE 101, STE A, SUITE 300, SUITE A ▁▇▁▁▁▁▁ 2.0 9.25 8.0 32
recipient_city <chr> 4331 216 NORFOLK, CAPE CORAL, NEW YORK, HIAWATHA, RALEIGH, CENTRALIA, LOS ANGELES, HOUSTON, WINSTON SALEM, CHICAGO ▂▅▇▇▅▅▃▁▂▁▁▁▁ 4.0 8.66 8.0 17
recipient_state <chr> 1000 33 FL, CA, TX, NC, NY, NJ, VA, IL, PA, WA 2.0 2.00 2.0 2
recipient_zip_code <chr> 3520 277 23502, 33904-7165, 52233-2218, 98531-8877, 27103, 27608-1745, 17033-2360, 53405-1641, 60453, 33021 ▇▁▁▁▁▁▁▁▁▅ 5.0 7.04 5.0 10
recipient_country <chr> 6500 1 United States 13.0 13.00 13.0 13
covered_recipient_primary_type_1 <chr> 7908 9 Medical Doctor, Doctor of Optometry, Physician Assistant, Doctor of Osteopathy, Nurse Practitioner, Certified Registered Nurse Anesthetist, Certified Nurse-Midwife, Chiropractor, Doctor of Dentistry ▇▁▁▂▁▁▁▁▁▁▁▁▁ 12.0 16.27 14.0 38
covered_recipient_specialty_1 <chr> 27557 36 Allopathic & Osteopathic Physicians|Ophthalmology, Eye and Vision Services Providers|Optometrist, Allopathic & Osteopathic Physicians|Obstetrics & Gynecology, Physician Assistants & Advanced Practice Nursing Providers|Physician Assistant, Allopathic & Osteopathic Physicians|Urology, Physician Assistants & Advanced Practice Nursing Providers|Nurse Anesthetist, Certified Registered, Allopathic & Osteopathic Physicians|Obstetrics & Gynecology|Obstetrics, Allopathic & Osteopathic Physicians|Internal Medicine, Physician Assistants & Advanced Practice Nursing Providers|Nurse Practitioner|Family, Allopathic & Osteopathic Physicians|Pathology|Blood Banking & Transfusion Medicine ▁▇▂▁▁▁▁▁ 35.0 56.70 49.0 109
covered_recipient_license_state_code1 <chr> 972 32 FL, CA, TX, NC, NJ, VA, IL, NY, PA, DE 2.0 2.00 2.0 2
covered_recipient_license_state_code2 <chr> 146 15 PA, VA, IA, FL, NY, SC, CA, TX, WI, DE 2.0 2.00 2.0 2
covered_recipient_license_state_code3 <chr> 82 11 IA, NC, NV, VA, NY, FL, WI, DE, OH, MI 2.0 2.00 2.0 2
covered_recipient_license_state_code4 <chr> 26 1 IA 2.0 2.00 2.0 2
covered_recipient_license_state_code5 <chr> 26 2 DE, IA 2.0 2.00 2.0 2
submitting_applicable_manufacturer_or_applicable_gpo_name <chr> 15292 13 Carl Zeiss Meditec Cataract Technology Inc., EYEVANCE PHARMACEUTICALS LLC, Mission Pharmacal Company, Minerva Surgical, Inc, VisionCare Inc., Evofem Biosciences, Inc., Integra LifeSciences Corporation, Allergan, Inc., Eyevance Pharmaceuticals LLC, Boston Scientific Corporation ▂▁▇▇▁▁▇ 14.0 30.58 28.0 43
applicable_manufacturer_or_applicable_gpo_making_payment_id <chr> 6000 12 100000501822, 100000501814, 100000000186, 100000151631, 100000010857, 100000781819, 100000010950, 100000000278, 100000005674, 100000826853 12.0 12.00 12.0 12
applicable_manufacturer_or_applicable_gpo_making_payment_name <chr> 15292 13 Carl Zeiss Meditec Cataract Technology Inc., Eyevance Pharmaceuticals LLC, MISSION PHARMACAL COMPANY, Minerva Surgical, Inc, VisionCare Inc., Evofem Biosciences, Inc., Integra LifeSciences Corporation, Mission Pharmacal Company, Allergan, Inc., Boston Scientific Corporation ▂▁▇▇▁▁▇ 14.0 30.58 28.0 43
applicable_manufacturer_or_applicable_gpo_making_payment_state <chr> 992 7 TX, NV, CA, NJ, MA, NC, MI 2.0 2.00 2.0 2
applicable_manufacturer_or_applicable_gpo_making_payment_country <chr> 6472 2 United States, Canada ▁▁▁▁▁▁▁▁▁▁▁▁▁▇ 6.0 12.94 13.0 13
date_of_payment <chr> 5000 184 11/13/2023, 02/01/2023, 01/17/2023, 02/07/2023, 03/01/2023, 12/19/2023, 01/30/2023, 01/26/2023, 12/07/2023, 02/16/2023 10.0 10.00 10.0 10
form_of_payment_or_transfer_of_value <chr> 12823 2 In-kind items and services, Cash or cash equivalent ▁▁▁▁▁▇ 23.0 25.65 26.0 26
nature_of_payment_or_transfer_of_value <chr> 8898 7 Food and Beverage, Consulting Fee, Grant, Royalty or License, Compensation for services other than consulting, including serving as faculty or as a speaker at a venue other than a continuing education program, Honoraria, Education ▇▁▁▁▁▁▁▁ 5.0 17.80 17.0 146
physician_ownership_indicator <chr> 868 1 No 2.0 2.00 2.0 2
third_party_payment_recipient_indicator <chr> 10568 2 No Third Party Payment, Entity ▁▁▁▁▁▁▁▇ 6.0 21.14 22.0 22
name_of_third_party_entity_receiving_payment_or_transfer_of_ccfc <chr> 566 3 Jackson Reagan, LLC, Argus Research Center Inc, Jackson Reagan LLC ▁▇▁▁▁▁▁▁▁▁▁▁▁▃ 18.0 20.96 19.0 25
charity_indicator <chr> 8 1 No 2.0 2.00 2.0 2
third_party_equals_covered_recipient_indicator <chr> 54 1 No 2.0 2.00 2.0 2
contextual_information <chr> 32697 87 Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. Recipients may be attending or presenting at an educational presentation, a product training session or being invited for a meal to provide feedback on our products., Food and Beverages provided at the Zeiss Cataract Event held on 11132023 in New York NY., Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. Recipients may be attending or presenting at an educational presentation, a product training session on or being invited for a meal to provide feedback on our products., Carl Zeiss Meditec Cataract Technology has contractual agreements with physicians to consult, validate or participate in research activities. This record represents payment for June 2023 services., Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. This record represents food and beverage provided during an onsite product training session on 02012023., Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. This record represents food and beverage provided during an onsite product training session on 05242023., Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. This record represents food and beverage provided during an onsite product training session on 02092023., Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. This record represents food and beverage provided during an onsite product training session on 08172023., Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. This record represents food and beverage provided during an onsite product training session on 04122023., Carl Zeiss Meditec Cataract Technology provides modest meals during the course of business. This record represents a business dinner held on 05072023 in San Diego CA. ▁▁▁▇▂▃▁ 32.0 204.36 197.0 347
delay_in_publication_indicator <chr> 1000 1 No 2.0 2.00 2.0 2
record_id <chr> 4514 - - ▇▁▁▁▁▁▁▁▁▁ 9.0 9.03 9.0 10
dispute_status_for_publication <chr> 1000 1 No 2.0 2.00 2.0 2
related_product_indicator <chr> 1490 2 Yes, No ▁▁▁▁▁▁▁▁▁▇ 2.0 2.98 3.0 3
covered_or_noncovered_indicator_1 <chr> 4406 2 Covered, Non-Covered ▇▁▁▁▁▁▁▇ 7.0 8.99 7.0 11
indicate_drug_or_biological_or_device_or_medical_supply_1 <chr> 2446 2 Drug, Device ▇▁▁▁▁▁▁▁▁▇ 4.0 4.99 4.0 6
product_category_or_therapeutic_area_1 <chr> 6020 14 OPHTHALMIC, Ablation System, ANALGESIC ANTISPASMODIC & ANTISEPTIC (URINARY), PRENATAL VITAMIN & MINERAL, Ophthalmology, Miscellaneous vaginal agent, Neuro Critical Care, General - Pelvic Organ Prolapse_URO, HEMATINIC, Urological ▇▃▁▁▂▁▁▁▂ 9.0 18.02 13.0 46
name_of_drug_or_biological_or_device_or_medical_supply_1 <chr> 3567 15 Flarex, URIBEL, CITRANATAL, Implantable Miniature Telescope (IMT by Dr. Isaac Lipshitz), TobraDex ST, Phexxi, CODMAN CERTAS, Zerviate, FERRALET 90, Lithostat ▁▇▁▁▁▁▁▁▁▁▁▁ 4.0 12.52 6.0 59
associated_drug_or_biological_ndc_1 <chr> 2964 10 71776-100-05, 0178-0740-01, 0178-0866-30, 71776-035-05, 69751-100-12, 0178-0500-01, 71776-024-30, 0178-0089-90, 71376-201-03, 0178-0480-08 12.0 12.00 12.0 12
associated_device_or_medical_supply_pdi_1 <chr> 518 3 M687PR00020000, 10381780529033, 10381780071136 14.0 14.00 14.0 14
covered_or_noncovered_indicator_2 <chr> 513 2 Non-Covered, Covered ▁▁▁▁▁▁▁▇ 7.0 10.91 11.0 11
indicate_drug_or_biological_or_device_or_medical_supply_2 <chr> 282 1 Device 6.0 6.00 6.0 6
product_category_or_therapeutic_area_2 <chr> 1684 2 hysteroscopic thermal ablation device, Neuro Critical Care ▁▁▁▁▁▁▁▁▁▇ 19.0 36.61 37.0 37
name_of_drug_or_biological_or_device_or_medical_supply_2 <chr> 12 1 CUSA CLARITY 12.0 12.00 12.0 12
associated_device_or_medical_supply_pdi_2 <chr> 14 1 10381780126232 14.0 14.00 14.0 14
covered_or_noncovered_indicator_3 <chr> 495 1 Non-Covered 11.0 11.00 11.0 11
indicate_drug_or_biological_or_device_or_medical_supply_3 <chr> 270 1 Device 6.0 6.00 6.0 6
product_category_or_therapeutic_area_3 <chr> 630 1 Tissue Removal 14.0 14.00 14.0 14
covered_or_noncovered_indicator_4 <chr> 495 1 Non-Covered 11.0 11.00 11.0 11
indicate_drug_or_biological_or_device_or_medical_supply_4 <chr> 270 1 Device 6.0 6.00 6.0 6
product_category_or_therapeutic_area_4 <chr> 1035 1 Tissue Resection Device 23.0 23.00 23.0 23
program_year <chr> 2000 1 2023 4.0 4.00 4.0 4
payment_publication_date <chr> 5000 1 01/30/2025 10.0 10.00 10.0 10

Rows [4k]Pages [9]Fields [30]Years [2017 - 2023]

column type n uniq top distribution min mean med max
total_amount_invested_usdollars <dbl> 8074986 106 0, 8.01, 19439.88, 100000, 270.9, 1832.6, 1832.4, 50000, 400.35, 358 ▇▁▁▁▁▁▁▁▁▁ 0 16149.97 0 1000000
value_of_interest <dbl> 188653113 308 1, 73894.61, 19439.88, 25816.06, 50000, 0.01, 0, 78612.01, 73895.26, 25000 ▇▁▁▁▁▁▁▁▁▁▁ 0 377306.23 20451 108388240
change_type <chr> 4490 2 UNCHANGED, CHANGED ▁▁▁▁▁▁▁▁▁▇ 7 8.98 9 9
physician_profile_id <chr> 2978 494 250311, 1113491, 2786363, 122203, 355094, 268984, 329721, 4213213, 170314, 151386 ▁▁▁▂▁▇▁▂▁▁ 3 5.96 6 8
physician_npi <chr> 5000 494 1528051018, 1346298916, 1063703270, 1699729244, 1811083553, 1922054998, 1275588246, 1952690257, 1750495099, 1336161561 10 10.00 10 10
physician_first_name <chr> 2907 343 MICHAEL, John, David, William, Robert, Michael, ROBERT, JOHN, MATTHEW, Andrew ▇▇▇▇▂▁▁▁ 3 5.81 6 11
physician_middle_name <chr> 492 94 J, R, A, D, C, P, E, F, M, S ▇▁▁▁▁▁▁▁▁▁ 1 3.02 1 11
physician_last_name <chr> 3246 480 Wang, Kim, Brown, Kumar, Patel, Watson, POPEIL, NAYYAR, Cohen, ALBERT ▂▇▅▂▁▁▁▁ 2 6.49 6 18
physician_name_suffix <chr> 27 6 JR, MD, III, DPM, Jr, II ▇▁▁▁▁▁▁▁▁▂ 2 2.25 2 3
recipient_primary_business_street_address_line1 <chr> 9358 433 10901 East 48th Street South, 724 NW 43rd Street, 1901 W. Lugonia Ave. Ste 120, 143 Asheland Avenue, 12109 County Road 103, 5330 North Oak Trafficway, 510 N Elam Ave, 3980 Sheridan Drive, 2439 CARE DR, 25 Crossroads Dr ▁▂▅▇▇▅▃▂▂▂▁▁▁▁ 8 18.72 18 35
recipient_primary_business_street_address_line2 <chr> 2123 143 Suite 200, Suite 101, Suite 100, Suite 210, Suite 203, SUITE 100, Suite 202, Suite A, SUITE 102, Suite 300 ▁▇▁▁▁▁▁▁▁▁ 4 9.27 9 46
recipient_city <chr> 4489 343 Gainesville, Tulsa, Dallas, Plano, San Antonio, Greensboro, Asheville, CHARLOTTE, Vero Beach, NEW YORK ▅▇▇▃▂▁▁▁ 4 8.98 9 20
recipient_state <chr> 1000 45 TX, FL, CA, IL, NC, NJ, NY, MD, CO, AZ 2 2.00 2 2
recipient_zip_code <chr> 2950 399 28801, 74146, 75093, 10021, 32607, 92374, 76012, 07960, 34484, 21117 ▇▁▁▁▁▁▁▁▁▂ 5 5.90 5 10
recipient_country <chr> 6500 1 United States 13 13.00 13 13
physician_primary_type <chr> 7258 6 Medical Doctor, Doctor of Dentistry, Doctor of Osteopathy, Doctor of Podiatric Medicine, Chiropractor, Doctor of Optometry ▇▁▁▁▁▁▁▁ 12 14.52 14 28
physician_specialty <chr> 30516 69 Allopathic & Osteopathic Physicians|Internal Medicine|Gastroenterology, Allopathic & Osteopathic Physicians|Obstetrics & Gynecology, Allopathic & Osteopathic Physicians|Orthopaedic Surgery, Allopathic & Osteopathic Physicians|Urology, Allopathic & Osteopathic Physicians|Ophthalmology, Allopathic & Osteopathic Physicians|Neurological Surgery, Allopathic & Osteopathic Physicians|Orthopaedic Surgery|Orthopaedic Surgery of the Spine, Allopathic & Osteopathic Physicians|Anesthesiology, Allopathic & Osteopathic Physicians|Emergency Medicine, Allopathic & Osteopathic Physicians|Family Medicine ▁▁▃▇▃▂▁▁▁▁ 24 61.03 59 115
record_id <chr> 4885 - - ▂▁▁▁▁▁▁▁▁▇ 9 9.77 10 10
program_year <chr> 2000 1 2023 4 4.00 4 4
terms_of_interest <chr> 55650 109 Common Stock, Physician holds an indirect ownership interest (Interest) in the GPO through his/her in equity interest in Unified Physician Management Holdings, LP (UPM Holdings). UPM Holdings and Unified Women's Healthcare, LP, the operator of the GPO, share a common general partner, Unified Physician Management, GP, LLC. The Interest is not freely transferable, remains subject to repurchase by UPM Holdings and physicians do not receive distributions of any kind related to the GPO., Stock, Membership Interest, Investment, Common Shares, Common and preferred stock, Limited Liability Company Interest, Common/Preferred Stock, ownership interest transferred to HCP as part of terms of acquisition ▇▁▁▁▁▁▁▁▁▂ 4 111.30 19 473
submitting_applicable_manufacturer_or_applicable_gpo_name <chr> 11089 105 Unified Women's Healthcare, LP, GastroGPO, LLC, SN Holdings, LLC, US Retina LLC, Spinal Simplicity, LLC, BrainScope Company, Inc., Innovation Technologies Inc, Zimmer Biomet Holdings, Inc., Valencia Technologies Corporation, Catalyst OrthoScience ▁▇▃▃▇▂▁▁▁▁ 8 22.18 22 52
applicable_manufacturer_or_applicable_gpo_making_payment_id <chr> 6000 105 100000226819, 100000961861, 100000876822, 100000291811, 100000136573, 100000291819, 100000126370, 100000000103, 100001056883, 100000151617 12 12.00 12 12
applicable_manufacturer_or_applicable_gpo_making_payment_name <chr> 11089 105 Unified Women's Healthcare, LP, GastroGPO, LLC, SN Holdings, LLC, US Retina LLC, Spinal Simplicity, LLC, BrainScope Company, Inc., Innovation Technologies Inc, Zimmer Biomet Holdings, Inc., Valencia Technologies Corporation, Catalyst OrthoScience ▁▇▃▃▇▂▁▁▁▁ 8 22.18 22 52
applicable_manufacturer_or_applicable_gpo_making_payment_state <chr> 990 27 OH, FL, CA, CO, MA, KS, TX, MD, IN, GA 2 2.00 2 2
applicable_manufacturer_or_applicable_gpo_making_payment_country <chr> 6466 3 United States, Israel, Ireland ▁▁▁▁▁▁▁▁▁▁▁▁▁▇ 6 12.93 13 13
dispute_status_for_publication <chr> 1000 1 No 2 2.00 2 2
interest_held_by_physician_or_an_immediate_family_member <chr> 13428 2 Physician Covered Recipient, Immediate family member ▁▁▁▁▁▁▁▇ 23 26.86 27 27
payment_publication_date <chr> 5000 1 01/30/2025 10 10.00 10 10

Rows [1M]Pages [9]Fields [252]Years [2017 - 2023]

column type n uniq top distribution min mean med max
total_amount_of_payment_usdollars <dbl> 3948174 317 2000, 300, 180, 85.24, 1081.08, 400, 116.66, 150, 1125, 3105.26 ▇▁▁▁▁▁▁▁▁▁ 5.38 7896.35 1004 500000
change_type <chr> 4344 2 UNCHANGED, CHANGED ▁▁▁▁▁▁▁▁▁▇ 7.00 8.69 9 9
covered_recipient_type <chr> 14269 3 Non-covered Recipient Entity, Covered Recipient Physician, Covered Recipient Teaching Hospital ▇▁▁▁▁▁▁▁ 27.00 28.54 28 35
noncovered_recipient_entity_name <chr> 7324 60 SARAH CANNON CANCER INSTITUTE AT HDH, AMR, LLC- MOBILE, Urgent Care Clinical Trials Llc, Research Your Health, Cognitive Clinical Trials, Translational Oncology Research Intl, Altus Research, University Of Pennsylvania Department Of Neurology, US ONCOLOGY RESEARCH LLC, J Lewis Research, Inc ▁▂▃▅▂▃▇▁▂ 9.00 29.41 31 50
teaching_hospital_ccn <chr> 390 21 500008, 390111, 054144, 200009, 050262, 360137, 230053, 060022, 140150, 240010 6.00 6.00 6 6
teaching_hospital_id <chr> 325 21 13941, 12957, 14026, 12722, 14065, 13112, 13223, 13362, 13218, 13305 5.00 5.00 5 5
teaching_hospital_name <chr> 1895 21 University Of Washington Med Ctr, Hospital Of The Univ Of Penna, Langley Porter Psychiatric Hospital, Maine Medical Center, Ronald Reagan Ucla, Uh Cleveland Medical Center, Henry Ford Hospital, Memorial Health System, Board Of Trustees Of The University, Mayo Clinic Hospital Rochester ▁▂▁▁▂▁▅▇▁▃ 17.00 29.15 30 36
covered_recipient_profile_id <chr> 1132 44 804656, 137580, 321813, 1342407, 529508, 3105300, 359573, 553080, 336754, 247236 ▁▁▁▇▁▁▁▁ 4.00 6.09 6 8
covered_recipient_npi <chr> 1860 44 1497881106, 1043226996, 1104853324, 1760614739, 1841227683, 1043502206, 1922218403, 1669621736, 1427214147, 1447249495 10.00 10.00 10 10
covered_recipient_first_name <chr> 1277 43 NAGARAJ-SETTY, JONATHAN, SUZANNE, ZEYNEP, JAMES, LISA, JOSEPH, BHAGYALAKSHMI, PAOLA, ASHOK ▇▂▂▂▁▁▁▁▂ 4.00 6.87 6 13
covered_recipient_middle_name <chr> 25 4 J, K, S, SARA ▇▁▁▁▁▁ 1.00 1.32 1 4
covered_recipient_last_name <chr> 1355 41 HOLALKERE, SPERGEL, LENTZSCH, KIM, EROGLU, GUPTA, JONES, MALY, BOGGARAM, MANSILLA LETELIER ▃▃▂▇▃▃▁▁▁▁▁▁▁▁ 3.00 7.28 7 17
recipient_primary_business_street_address_line1 <chr> 9441 123 7607 FOREST AVE STE 140, 801 NORTH WEISGARBER RD, 1959 NE PACIFIC ST, 840 HARRISON AVE, 3550 MARKET ST FL 3, 622 W 168TH ST, 6020 W Parker Rd, 3701 Market St, 3400 SPRUCE ST, 50 W Vaughn Ave ▁▂▇▇▇▃▂▇▁▁▁▁▁▁ 9.00 18.88 18 35
recipient_primary_business_street_address_line2 <chr> 2237 30 SUITE 100, CHILDREN'S HOSPITAL OF PHILADELPHIA - ALLERGY & IMMUN, Ste 305, Ste 201, GROUND FLOOR DULLES, VA CARIBBEAN HEALTHCARE SYSTEM, Ste 100, Ste 211, STE 800, STE 100 ▇▁▁▁▁▁▁▁▁▁ 6.00 15.11 9 53
recipient_city <chr> 4368 91 PHILADELPHIA, RICHMOND, NEW YORK, KNOXVILLE, SEATTLE, BOSTON, TAMPA, Los Angeles, PLANO, Phila ▅▅▇▅▃▂▃▁▁▁▁ 5.00 8.74 8 16
recipient_state <chr> 1000 30 PA, TN, VA, FL, TX, CA, NY, MA, WA, IL 2.00 2.00 2 2
recipient_zip_code <chr> 3370 121 23229, 19104, 37909, 98195, 02118-2905, 19104-3365, 10032-3720, 75093, 19104-4206, 85234 ▇▁▁▁▁▁▁▁▁▃ 5.00 6.74 5 10
recipient_country <chr> 6500 1 United States 13.00 13.00 13 13
covered_recipient_primary_type_1 <chr> 2609 2 Medical Doctor, Doctor of Optometry ▇▁▁▁▁▁▁▁▁▁ 14.00 14.03 14 19
covered_recipient_specialty_1 <chr> 12939 18 Allopathic & Osteopathic Physicians|Radiology|Diagnostic Radiology, Allopathic & Osteopathic Physicians|Internal Medicine|Medical Oncology, Allopathic & Osteopathic Physicians|Internal Medicine|Hematology & Oncology, Allopathic & Osteopathic Physicians|Pediatrics|Pediatric Allergy/Immunology, Allopathic & Osteopathic Physicians|Psychiatry & Neurology|Neurology, Allopathic & Osteopathic Physicians|Internal Medicine|Endocrinology, Diabetes & Metabolism, Allopathic & Osteopathic Physicians|Internal Medicine, Allopathic & Osteopathic Physicians|Dermatology|MOHS-Micrographic Surgery, Allopathic & Osteopathic Physicians|Internal Medicine|Hepatology, Allopathic & Osteopathic Physicians|Radiology|Vascular & Interventional Radiology ▁▁▁▁▇▃▁▁▁ 45.00 69.56 70 90
covered_recipient_license_state_code1 <chr> 372 20 MA, NJ, NY, CA, TX, IN, FL, SC, PR, AZ 2.00 2.00 2 2
principal_investigator_1_covered_recipient_type <chr> 8019 1 Covered Recipient Physician 27.00 27.00 27 27
principal_investigator_1_profile_id <chr> 1804 89 1309787, 1019558, 291623, 358643, 4824526, 232655, 868270, 1123863, 88583, 9369 ▁▂▁▇▁▃ 4.00 6.07 6 7
principal_investigator_1_npi <chr> 2970 89 1124024054, 1043400567, 1427074210, 1891799169, 1124415062, 1124131230, 1750316030, 1710074828, 1962408047, 1215134978 10.00 10.00 10 10
principal_investigator_1_first_name <chr> 1744 76 WILLIAM, DAVID, JEFFREY, MONA, ALEXANDER, SAMUEL, EDWARD, MARC, TODD, STEVEN ▁▇▇▇▇▁▂▁▁ 2.00 5.87 6 11
principal_investigator_1_middle_name <chr> 157 6 B, A., M, LARSON, N., J ▇▅▁▁▁▁▁▁▁▂ 1.00 2.15 1 6
principal_investigator_1_last_name <chr> 2082 87 SMITH, AL MUKADDAM, SPIGEL, ADELGLASS, GRENINGER, LEDERMAN, HSIAO, MICKIEWICZ, GERSTEN, HARRIS ▁▂▇▇▃▇▃▁▃▁ 2.00 7.01 7 12
principal_investigator_1_business_street_address_line1 <chr> 5764 88 2820 CANAL STREET, 3400 CIVIC CENTER BLVD., 250 25TH AVE N, 6020 W PARKER RD, PO BOX 50095, 4671 S Congress Ave Ste 101, 4150 CLEMENT ST # 111N, 4608 INDIANA AVE, 1037 S STATE ROAD 7, 142 MILESTONE WAY ▂▃▅▇▃▂▃▁▃▁▁▁▁ 11.00 19.41 18 36
principal_investigator_1_business_street_address_line2 <chr> 1597 31 WEST PAVILION, 4TH FLOOR, STE 100, STE 400, SUITE 303, CHILDREN'S HOSPITAL OF PHILADELPHIA - ENDOCRINOLOG, SUITE 200, SUITE 201, STE 206, SUITE 400, MEDICAL ONCOLOGY ASSOCIATES PS. ▇▁▁▂▁▁▁▁▁ 7.00 15.50 9 50
principal_investigator_1_city <chr> 2782 79 PHILADELPHIA, NASHVILLE, NEW ORLEANS, SEATTLE, PLANO, LAKE WORTH, SAN FRANCISCO, WELLINGTON, GREENVILLE, TAVARES ▂▂▅▂▇▅▅▃▂▁▁▁ 4.00 9.37 9 16
principal_investigator_1_state <chr> 594 28 FL, TX, TN, LA, PA, CA, WA, OH, MO, SC 2.00 2.00 2 2
principal_investigator_1_zip_code <chr> 2705 88 70119, 19104-5134, 37203-1632, 75093-7900, 98145-5095, 33461, 94121-1545, 37209-2328, 33414-6140, 29615-5065 ▂▁▁▁▁▁▁▁▁▇ 5.00 9.11 10 10
principal_investigator_1_country <chr> 3861 1 United States 13.00 13.00 13 13
principal_investigator_1_primary_type_1 <chr> 4158 1 Medical Doctor 14.00 14.00 14 14
principal_investigator_1_specialty_1 <chr> 20327 20 Allopathic & Osteopathic Physicians|Internal Medicine|Medical Oncology, Allopathic & Osteopathic Physicians|Internal Medicine|Hematology & Oncology, Allopathic & Osteopathic Physicians|Internal Medicine, Allopathic & Osteopathic Physicians|Family Medicine, Allopathic & Osteopathic Physicians|Internal Medicine|Endocrinology, Diabetes & Metabolism, Allopathic & Osteopathic Physicians|Obstetrics & Gynecology, Allopathic & Osteopathic Physicians|Psychiatry & Neurology|Neurology, Allopathic & Osteopathic Physicians|Otolaryngology|Otolaryngology/Facial Plastic Surgery, Allopathic & Osteopathic Physicians|Pathology|Clinical Pathology/Laboratory Medicine, Allopathic & Osteopathic Physicians|Internal Medicine|Gastroenterology ▁▁▇▂▁▇▅▁▁▃ 43.00 68.44 70 90
principal_investigator_1_license_state_code1 <chr> 594 33 FL, TX, LA, CA, TN, PA, WA, OH, SC, AZ 2.00 2.00 2 2
principal_investigator_1_license_state_code2 <chr> 184 19 CA, OH, WA, UT, PA, MO, IL, NY, FL, TN 2.00 2.00 2 2
principal_investigator_1_license_state_code3 <chr> 74 15 KY, IL, NY, TN, NC, IN, MO, GA, WI, PA 2.00 2.00 2 2
principal_investigator_1_license_state_code4 <chr> 32 7 IL, ME, MO, NY, TX, CO, TN 2.00 2.00 2 2
principal_investigator_1_license_state_code5 <chr> 14 2 IL, MN 2.00 2.00 2 2
submitting_applicable_manufacturer_or_applicable_gpo_name <chr> 11492 7 Regeneron Pharmaceuticals, Inc., Ipsen Bioscience Inc., HOLOGIC INC, Ipsen Innovation, VIVUS LLC, Siemens Medical Solutions USA, Inc., Evofem Biosciences, Inc. ▁▂▁▂▁▁▇▁▁▁▁▇▁▁ 9.00 22.98 21 35
applicable_manufacturer_or_applicable_gpo_making_payment_id <chr> 6000 7 100000000069, 100000005526, 100000231815, 100000010514, 100000005620, 100000010755, 100000781819 12.00 12.00 12 12
applicable_manufacturer_or_applicable_gpo_making_payment_name <chr> 11716 7 Regeneron Pharmaceuticals, Inc., Ipsen Bioscience Inc., Gen-Probe, Inc., Ipsen Innovation, VIVUS LLC, Siemens Medical Solutions USA, Inc., Evofem Biosciences, Inc. ▁▁▁▃▁▁▇▁▁▁▁▇▁▁ 9.00 23.43 21 35
applicable_manufacturer_or_applicable_gpo_making_payment_state <chr> 908 4 MA, NY, CA, PA 2.00 2.00 2 2
applicable_manufacturer_or_applicable_gpo_making_payment_country <chr> 6178 2 United States, France ▁▁▁▁▁▁▁▁▁▁▁▁▁▇ 6.00 12.36 13 13
related_product_indicator <chr> 1423 2 Yes, No ▁▁▁▁▁▁▁▁▁▇ 2.00 2.85 3 3
covered_or_noncovered_indicator_1 <chr> 3261 2 Covered, Non-Covered ▇▁▁▁▁▁▁▂ 7.00 7.71 7 11
indicate_drug_or_biological_or_device_or_medical_supply_1 <chr> 2122 3 Drug, Biological, Device ▇▁▁▂▁▁▁▁▁▁▁▃ 4.00 6.10 4 10
product_category_or_therapeutic_area_1 <chr> 3974 11 Oncology, ONCOLOGY, Diagnostics, Neurology, ENDOCRINOLOGY, INFLAMMATION AND IMMUNOLOGY, RARE DISEASES, MI - Nuclear Medicine (incl. PETNET & MIBR), AT - Fixed interventional x-ray/angiography fluoroscopy, DX - Diagnostics incl. all products and services ▇▃▁▁▁▁▁▁▁▁ 8.00 11.42 8 55
name_of_drug_or_biological_or_device_or_medical_supply_1 <chr> 2516 18 Onivyde, LIBTAYO, APTIMA, Dysport, QSYMIA, DUPIXENT, VEOPOZ, Artis Q floor, Automated Blood Coagulation Analyzer CS-2500, syngo.via ▇▁▁▁▁▁▁▁ 5.00 7.23 7 44
associated_drug_or_biological_ndc_1 <chr> 3360 8 15054-0043-1, 61755-008-01, 15054-0500-1, 62541-202-30, 0024-5914-01, 61755-014-01, 61755-050-01, 61755-005-02 12.00 12.00 12 12
associated_device_or_medical_supply_pdi_1 <chr> 952 10 15420045500051, 04056869009971, 04987562433735, 04056869033679, 04056869001364, 04056869044798, 04056869046877, 00899475002004, 00899475002592, 00856100006141 14.00 14.00 14 14
covered_or_noncovered_indicator_2 <chr> 143 1 Non-Covered 11.00 11.00 11 11
date_of_payment <chr> 5000 141 02/16/2023, 01/19/2023, 02/24/2023, 11/30/2023, 01/12/2023, 12/08/2023, 12/12/2023, 07/02/2023, 12/01/2023, 12/31/2023 10.00 10.00 10 10
form_of_payment_or_transfer_of_value <chr> 11881 2 Cash or cash equivalent, In-kind items and services ▇▁▁▁▁▂ 23.00 23.76 23 26
expenditure_category1 <chr> 120 1 Other 5.00 5.00 5 5
preclinical_research_indicator <chr> 1002 2 No, Yes ▇▁▁▁▁▁▁▁▁▁ 2.00 2.00 2 3
delay_in_publication_indicator <chr> 1000 1 No 2.00 2.00 2 2
name_of_study <chr> 82600 55 An Open-label, Randomised, Multicentre, Phase III Study of Irinotecan Liposome Injection, Oxaliplatin, 5-fluorouracil/Leucovorin Versus Nab-paclitaxel Plus Gemcitabine in Subjects Who Have Not Previously Received Chemotherapy for Metastatic Adenocarcinoma of the Pancreas, A10940-SC2/FluP-CSP-02, RESILIENT: A Randomized, Open Label Phase 3 Study of Irinotecan Liposome Injection (ONIVYDE) Versus Topotecan in Patients With Small Cell Lung Cancer Who Have Progressed on or After Platinum-based First-Line Therapy, A Phase 2, Two-part, Placebo-controlled, Parallel-group, Double-blind Study to Assess the Efficacy and Safety of 2 Dosage Regimens of Oral IPN60130 for the Treatment of Fibrodysplasia Ossificans Progressiva in Male and Female Participants 5 Years of Age and Older., PHASE 1/2 FIH STUDY OF REGN5458 (ANTI-BCMA X ANTI-CD3 BISPECIFIC ANTIBODY) IN PATIENTS WITH RELAPSED OR REFRACTORY MULTIPLE MYELOMA, LIBTAYO CLINICAL PUBLICATION PROGRAM, Phase III, Randomised, Double-blind, Placebo-controlled, Multicenter, Parallel-group Study with Extension Phase to Evaluate the Efficacy and Safety of Dysport for the Prevention of Chronic Migraine in Adult Participants, A Study of VI-0521 on Ambulatory Blood Pressure in Overweight or Obese Subject, A TWO-PART RANDOMIZED, PHASE 3 STUDY OF COMBINATIONS OF CEMIPLIMAB (ANTI-PD-1 ANTIBODY) AND PLATINUM-BASED DOUBLET CHEMOTHERAPY IN FIRST-LINE TREATMENT OF PATIENTS WITH ADVANCED OR METASTATIC NON-SMALL CELL LUNG CANCER, A Phase III, Randomised, Double-blind, Placebo-controlled, Multicenter, Parallel-group Study With Extension Phase to Evaluate the Efficacy and Safety of Dysport for the Prevention of Episodic Migraine in Adult Participants ▇▁▂▁▁▃▂▁▁▇▂▁▇ 22.00 165.86 198 273
dispute_status_for_publication <chr> 1000 1 No 2.00 2.00 2 2
record_id <chr> 4500 - - 9.00 9.00 9 9
program_year <chr> 2000 1 2023 4.00 4.00 4 4
payment_publication_date <chr> 5000 1 01/30/2025 10.00 10.00 10 10
clinicaltrials_gov_identifier <chr> 4103 39 NCT04083235, NCT03088813, NCT03761108, NCT05039515, NCT06047444, NCT05215418, NCT03409614, NCT06047457, NCT05352672, NCT03888105 11.00 11.00 11 11
context_of_research <chr> 34846 11 The transfer of value captured herein was not a distribution of cash or goods. Instead, this report captures the provision of editorial assistance provided to the authors of the underlying publication. The value of this assistance was divided among the authors of the publication., Panther Fusion SARS-CoV-2/Flu A/B/RSV on Panther Fusion (Nasal and RespDirect), Payment made to RADMD LLC, VIVUS OB-409 Trial, Validate the performance of Hologic ASR for detection of M. genitalium macrolide resistance-associated mutations, Payment made to GI REVIEWERS LLC, Payment made to CANCER THERAPY CONSULTING, Payment made to RHB CONSULTING INC, Aptima SARS-CoV-2 on Panther (Nasal and RespDirect), Mycoplasma genitalium surveillance project ▂▂▁▃▁▁▁▁▁▁▁▁▁▇ 18.00 158.39 95 280


Querying

format_query_open <- function(args, op = "=") {

  args  <- discard(args, is.null)

  query <- glue(
  "
  'conditions[{i}][property]' = '{PROPERTY}',
  'conditions[{i}][operator]' = '{OPERATOR}',
  'conditions[{i}][value]' = '{VALUE}'
  ",
    i                 = seq_along0(args),
    PROPERTY          = names(args),
    OPERATOR          = op,
    VALUE             = args) |>
    glue_collapse(sep = ",\n")
  
  glue("c({query})") |>
    parse_expr() |>
    eval_bare()
}

create_request_open <- function(id, args) {
  
  id |>
    open_uuid_url() |>
    request() |>
    req_url_query(
      !!!format_query_open(args),
      schema  = "false",
      keys    = "false",
      offset  = 0
    )
}

query_nresults_open <- function(req) {
  
  req_url_query(
    req,
    results = "false", 
    count   = "true", 
    offset  = 0, 
    limit   = 1) |>
    perform_simple() |> 
    _[["count"]]
  
}

perform_request_open <- function(req) {
  
  req_url_query(
    req,
    results = "true", 
    count   = "false", 
    offset  = 0, 
    limit   = 500) |>
    perform_simple()
  
}

format_query_open(
  c(
    covered_recipient_npi = 1023630738, 
    covered_recipient_profile_city = "Valdosta")
  ) |> 
  fuimus::print_ls()
conditions[0][property] : covered_recipient_npi
conditions[0][operator] : =
conditions[0][value]    : 1023630738
conditions[1][property] : covered_recipient_profile_city
conditions[1][operator] : =
conditions[1][value]    : Valdosta

Query Format

SQL Format

tictoc::tic()
request("https://openpaymentsdata.cms.gov/api/1/datastore/sql") |> 
  req_url_query(
    query = paste0(
      '[SELECT * FROM 08e796b8-7108-561a-8430-bea3bd54e485]',
      '[LIMIT 500 OFFSET 0]',
      '[WHERE covered_recipient_last_name = "SMITH"]'
      ),
    show_db_columns = "true"
  ) |> 
  perform_simple() |> 
  as_tbl() |> 
  map_na_if() |> 
  handle_na()
tictoc::toc()

JSON:API Format

ex_url <- url_parse(
  base_url = "https://openpaymentsdata.cms.gov/api/1/datastore/", 
  url      = "query/fdc3c773-018a-412c-8a81-d7b8a13a037b/0") |> 
  url_modify_query(
    `conditions[0][property]` = "covered_recipient_npi",
    `conditions[0][value]`    = "1093709297",
    # `conditions[0][property]` = "covered_recipient_last_name",
    # `conditions[0][value]`    = "SMITH",
    `conditions[0][operator]` = "=",
    schema                    = "false",
    keys                      = "true",
    # results                   = "false",
    offset                    = 0,
    limit                     = 500) |>
  url_build()

tictoc::tic()
ex_res <- fload(ex_url)
tictoc::toc()

as_tbl(ex_res$results) |> 
  map_na_if() |> 
  handle_na() |>
  purse()
tictoc::tic()
url_parse(
  base_url = "https://openpaymentsdata.cms.gov/api/1/datastore/", 
  url      = "query/fdc3c773-018a-412c-8a81-d7b8a13a037b/0") |> 
  url_modify_query(
    # `conditions[0][property]` = "covered_recipient_npi",
    # `conditions[0][value]`    = "1093709297",
    `conditions[0][property]` = "covered_recipient_last_name",
    `conditions[0][value]`    = "SMITH",
    `conditions[0][operator]` = "=",
    schema                    = "false",
    keys                      = "false",
    # results                   = "false",
    offset                    = 0,
    limit                     = 500) |>
  url_build() |> 
  request() |> 
  perform_simple() |>
  _[["count"]]
tictoc::toc()
tictoc::tic()
request("https://openpaymentsdata.cms.gov/api/1/datastore/query/fdc3c773-018a-412c-8a81-d7b8a13a037b/0") |> 
  req_url_query(
    `conditions[0][property]` = "covered_recipient_npi",
    `conditions[0][value]`    = "1093709297",
    `conditions[0][operator]` = "=",
    schema                    = "false",
    keys                      = "false",
    results                   = "false",
    offset                    = 0) |>
  perform_simple() |>
  _[["count"]]
tictoc::toc()
tictoc::tic()
url_parse(
  base_url = "https://openpaymentsdata.cms.gov/api/1/datastore/", 
  url      = "query/fdc3c773-018a-412c-8a81-d7b8a13a037b/0") |> 
  url_modify_query(
    `conditions[0][property]` = "covered_recipient_first_name",
    `conditions[0][value]`    = "PATRICK",
    `conditions[0][operator]` = "=",
    `conditions[1][property]` = "covered_recipient_last_name",
    `conditions[1][value]`    = "WARD",
    `conditions[1][operator]` = "=",
    schema                    = "false",
    keys                      = "true",
    offset                    = 0) |>
  url_build() |> 
  request() |> 
  perform_simple()
tictoc::toc()
<list>
├─bureauCode: <list>
│ └─"009:38"
├─programCode: <list>
│ └─"009:000"
├─accessLevel: "public"
├─keyword: <list>
│ └─<list>
│   ├─identifier: "7a69eb60-9b96-52b9-a965-bc355eb1..."
│   └─data: "2017"
├─contactPoint: <list>
│ ├─fn: "Open Payments"
│ └─hasEmail: "mailto:openpayments@cms.hhs.gov"
├─dataQuality: TRUE
├─description: "Research Payment Data – Detailed..."
├─distribution: <list>
│ └─<list>
│   ├─identifier: "08e796b8-7108-561a-8430-bea3bd54..."
│   └─data: <list>
│     ├─title: "Research Payment Data – Detailed..."
│     ├─mediaType: "text/csv"
│     ├─format: "csv"
│     ├─downloadURL: "https://download.cms.gov/openpay..."
│     ├─describedBy: "https://openpaymentsdata.cms.gov..."
│     ├─describedByType: "application/vnd.tableschema+json"
│     └─%Ref:downloadURL: <list>
│       └─<list>
│         ├─identifier: "214bb946b2fd7e119e672f0eec1c9d1f..."
│         └─data: <list>
│           ├─filePath: "https://download.cms.gov/openpay..."
│           ├─identifier: "214bb946b2fd7e119e672f0eec1c9d1f"
│           ├─mimeType: "text/csv"
│           ├─perspective: "source"
│           ├─version: "1737569997"
│           └─checksum: <NULL>
├─identifier: "0e3977b9-a5d6-427e-bc02-480481ed..."
├─title: "2017 Research Payment Data"
├─issued: "2025-01-30"
├─modified: "2025-01-30"
├─temporal: "2017-01-01/2017-12-31"
├─publisher: <list>
│ ├─identifier: "11b41668-9929-5de3-b494-6464ac4f..."
│ └─data: <list>
│   └─name: "openpaymentsdata.cms.gov"
├─license: "https://www.usa.gov/government-w..."
├─theme: <list>
│ └─<list>
│   ├─identifier: "0dbaba68-b7d1-55b3-b5fd-03855791..."
│   └─data: "Research Payments"
├─%modified: "2025-01-22T18:19:56+0000"
├─bureauCode: <list>
│ └─"009:38"
├─programCode: <list>
│ └─"009:000"
├─accessLevel: "public"
├─keyword: <list>
│ └─<list>
│   ├─identifier: "7a69eb60-9b96-52b9-a965-bc355eb1..."
│   └─data: "2017"
├─contactPoint: <list>
│ ├─fn: "Open Payments"
│ └─hasEmail: "mailto:openpayments@cms.hhs.gov"
├─dataQuality: TRUE
├─description: "Ownership Payment Data - Detaile..."
├─distribution: <list>
│ └─<list>
│   ├─identifier: "962363db-b540-525b-8d92-1033285b..."
│   └─data: <list>
│     ├─title: "Ownership Payment Data - Detaile..."
│     ├─mediaType: "text/csv"
│     ├─format: "csv"
│     ├─downloadURL: "https://download.cms.gov/openpay..."
│     ├─describedBy: "https://openpaymentsdata.cms.gov..."
│     ├─describedByType: "application/vnd.tableschema+json"
│     └─%Ref:downloadURL: <list>
│       └─<list>
│         ├─identifier: "13b45d25df440dbc04141694e81c3b4d..."
│         └─data: <list>
│           ├─filePath: "https://download.cms.gov/openpay..."
│           ├─identifier: "13b45d25df440dbc04141694e81c3b4d"
│           ├─mimeType: "text/csv"
│           ├─perspective: "source"
│           ├─version: "1737569997"
│           └─checksum: <NULL>
├─identifier: "f90c33d1-cfd8-4b15-8cf5-b3db2f21..."
├─title: "2017 Ownership Payment Data"
├─issued: "2025-01-30"
├─modified: "2025-01-30"
├─temporal: "2017-01-01/2017-12-31"
├─publisher: <list>
│ ├─identifier: "11b41668-9929-5de3-b494-6464ac4f..."
│ └─data: <list>
│   └─name: "openpaymentsdata.cms.gov"
├─license: "https://www.usa.gov/government-w..."
├─theme: <list>
│ └─<list>
│   ├─identifier: "a5bc58c7-c55e-5a60-b540-4d2ff5cf..."
│   └─data: "Ownership Payments"
├─%modified: "2025-01-22T18:19:56+0000"
├─bureauCode: <list>
│ └─"009:38"
├─programCode: <list>
│ └─"009:000"
├─accessLevel: "public"
├─keyword: <list>
│ └─<list>
│   ├─identifier: "7a69eb60-9b96-52b9-a965-bc355eb1..."
│   └─data: "2017"
├─contactPoint: <list>
│ ├─fn: "Open Payments"
│ └─hasEmail: "mailto:openpayments@cms.hhs.gov"
├─dataQuality: TRUE
├─description: "All general (non-research, non-o..."
├─distribution: <list>
│ └─<list>
│   ├─identifier: "a3462800-1437-539d-a8ea-103fba87..."
│   └─data: <list>
│     ├─title: "General Payment Data – Detailed..."
│     ├─mediaType: "text/csv"
│     ├─format: "csv"
│     ├─downloadURL: "https://download.cms.gov/openpay..."
│     ├─describedBy: "https://openpaymentsdata.cms.gov..."
│     ├─describedByType: "application/vnd.tableschema+json"
│     └─%Ref:downloadURL: <list>
│       └─<list>
│         ├─identifier: "c4615e7eae65dc8dd19f7721d79fa8d5..."
│         └─data: <list>
│           ├─filePath: "https://download.cms.gov/openpay..."
│           ├─identifier: "c4615e7eae65dc8dd19f7721d79fa8d5"
│           ├─mimeType: "text/csv"
│           ├─perspective: "source"
│           ├─version: "1737569997"
│           └─checksum: <NULL>
├─identifier: "74e3a32c-e8f8-595c-899c-35f9bffa..."
├─title: "2017 General Payment Data"
├─issued: "2025-01-30"
├─modified: "2025-01-30"
├─temporal: "2017-01-01/2017-12-31"
├─publisher: <list>
│ ├─identifier: "11b41668-9929-5de3-b494-6464ac4f..."
│ └─data: <list>
│   └─name: "openpaymentsdata.cms.gov"
├─license: "https://www.usa.gov/government-w..."
├─theme: <list>
│ └─<list>
│   ├─identifier: "d2d239e8-05e9-515d-978c-69b34af2..."
│   └─data: "General Payments"
└─%modified: "2025-01-22T18:19:56+0000"