2  Groups

Provider API

aff_fields <- \(x) {
  val_match(
    x,
    "npi" ~ "npi",
    "ind_pac_id" ~ "pac",
    "provider_last_name" ~ "last_name",
    "provider_first_name" ~ "first_name",
    "provider_middle_name" ~ "middle_name",
    "suff" ~ "suffix",
    "facility_type" ~ "facility_type",
    "facility_affiliations_certification_number" ~ "ccn_facility",
    "facility_type_certification_number" ~ "ccn_parent"
  )
}

# set_names(aff@fields, aff_fields(aff@fields))

aff_fn <- function(npi           = NULL,
                   pac           = NULL,
                   first_name    = NULL,
                   middle_name   = NULL,
                   last_name     = NULL,
                   suffix        = NULL,
                   facility_type = NULL,
                   ccn_facility  = NULL,
                   ccn_parent    = NULL) {
  
  x <- CurrentProvider("affiliations")
  
  xargs <- set_names(x@fields, aff_fields(x@fields))
  
  unname(xargs[fn_fmls_names()])
  
}

aff_fn()

[1] "npi"                                       
[2] "ind_pac_id"                                
[3] "provider_first_name"                       
[4] "provider_middle_name"                      
[5] "provider_last_name"                        
[6] "suff"                                      
[7] "facility_type"                             
[8] "facility_affiliations_certification_number"
[9] "facility_type_certification_number"        

CurrentProvider("clinicians")

<providertwo::CurrentProvider>
 @ title      : chr "National Downloadable File"
 @ description: chr "The Doctors and Clinicians national downloadable file is organized such that each line is unique at the clinici"| __truncated__
 @ contact    : chr "CMS (mailto:QPP@cms.hhs.gov)"
 @ modified   : Date[1:1], format: "2025-03-07"
 @ identifier : chr "https://data.cms.gov/provider-data/api/1/datastore/query/mj5m-pzi6/0"
 @ rows       : int 2667516
 @ pages      : int 1334
 @ fields     : chr [1:31] "npi" "ind_pac_id" "ind_enrl_id" "provider_last_name" ...
 @ download   : chr "https://data.cms.gov/provider-data/sites/default/files/resources/52c3f098d7e56028a298fd297cb0b38d_1741377911/DA"| __truncated__
 @ issued     : Date[1:1], format: "2023-08-17"
 @ released   : Date[1:1], format: "2025-03-20"
 @ group      : chr "Doctors and clinicians"
 @ uuid       : chr "mj5m-pzi6"
 @ site       : chr "https://data.cms.gov/provider-data/dataset/mj5m-pzi6"

CurrentProvider("utilization")

<providertwo::CurrentProvider>
 @ title      : chr "Utilization Data"
 @ description: chr "The Doctors and Clinicians utilization data file reports volume information for procedures of interest on clini"| __truncated__
 @ contact    : chr "CMS (mailto:QPP@cms.hhs.gov)"
 @ modified   : Date[1:1], format: "2025-03-17"
 @ identifier : chr "https://data.cms.gov/provider-data/api/1/datastore/query/n0yb-util/0"
 @ rows       : int 298997
 @ pages      : int 150
 @ fields     : chr [1:10] "npi" "ind_pac_id" "provider_last_name" ...
 @ download   : chr "https://data.cms.gov/provider-data/sites/default/files/resources/72eedb23fcbe1ef3666f89db01b85e1d_1742227511/Utilization.csv"
 @ issued     : Date[1:1], format: "2024-01-04"
 @ released   : Date[1:1], format: "2025-03-20"
 @ group      : chr "Doctors and clinicians"
 @ uuid       : chr "n0yb-util"
 @ site       : chr "https://data.cms.gov/provider-data/dataset/n0yb-util"

provider_current_group("mips") |> 
  slt(title, description) |> 
  rsplit(~ title)

$`PY 2022 Clinician Public Reporting: MIPS Measures and Attestations`
[1] "This file contains performance information for Merit-Based Incentive Payment System (MIPS) Quality, Promoting Interoperability, and Improvement Activities performance information submitted by clinicians."

$`PY 2022 Clinician Public Reporting: Overall MIPS Performance`
[1] "This file contains Merit-Based Incentive Payment System (MIPS) Final Scores and performance category scores for clinicians. For further details on 2022 MIPS scoring, see the 2022 Traditional MIPS Scoring Guide."

$`PY 2022 Group Public Reporting: MIPS Measures and Attestations`
[1] "This file contains performance information for Merit-Based Incentive Payment System (MIPS) Quality, Promoting Interoperability, and Improvement Activities performance information submitted by groups."

$`PY 2022 Group Public Reporting: Patient Experience`
[1] "This file contains information for the Consumer Assessment of Healthcare Providers and Systems (CAHPS) for MIPS measures submitted by groups."

$`PY 2022 Virtual Group Public Reporting: MIPS Measures and Attestations`
[1] "This file contains performance information for Merit-Based Incentive Payment System (MIPS) Quality, Promoting Interoperability, and Improvement Activities performance information submitted by virtual groups."

pro_group <- \(x) {
  subset_detect(
    pro, 
    title, 
    p = x)
  }

pro <- catalog_provider()

pro

# A tibble: 237 × 10
   title   group description issued     modified   released   identifier contact
   <chr>   <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
 1 Dialys… Dial… A list of … 2020-03-14 2024-12-21 2025-01-15 23ew-n7w9  Dialys…
 2 Dialys… Dial… National a… 2020-03-14 2024-12-21 2025-01-15 2rkq-ygai  Dialys…
 3 Dialys… Dial… State aver… 2020-03-14 2024-12-21 2025-01-15 2fpu-cgbb  Dialys…
 4 ESRD Q… Dial… This datas… 2021-01-20 2024-12-03 2025-01-15 clinical_… ESRD Q…
 5 ESRD Q… Dial… This datas… 2021-01-20 2024-12-03 2025-01-15 complete_… ESRD Q…
 6 ESRD Q… Dial… This datas… 2025-01-15 2024-12-03 2025-01-15 covid-19_… ESRD Q…
 7 ESRD Q… Dial… This datas… 2021-01-20 2024-12-03 2025-01-15 ktv_compr… ESRD Q…
 8 ESRD Q… Dial… This table… 2021-01-20 2024-12-03 2025-01-15 footnotes  ESRD Q…
 9 ESRD Q… Dial… This datas… 2021-01-20 2024-12-03 2025-01-15 hypercalc… ESRD Q…
10 ESRD Q… Dial… This datas… 2021-01-20 2024-12-03 2025-01-15 qip_ich_c… ESRD Q…
# ℹ 227 more rows
# ℹ 2 more variables: download <chr>, site <chr>

Subgroups

pro_group("Quality Measures - |Quality Measure Data - ")

# A tibble: 6 × 10
  title    group description issued     modified   released   identifier contact
  <chr>    <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
1 Ambulat… Hosp… A list of … 2024-10-10 2025-01-15 2025-02-19 4jcv-atw7  Hospit…
2 Ambulat… Hosp… This file … 2024-10-10 2025-01-15 2025-02-19 wue8-3vwe  Hospit…
3 Ambulat… Hosp… This file … 2024-10-10 2025-01-15 2025-02-19 axe7-s95e  Hospit…
4 Inpatie… Hosp… This datas… 2025-01-08 2025-01-08 2025-02-19 s5xg-sys6  Hospit…
5 Inpatie… Hosp… This datas… 2025-01-08 2025-01-08 2025-02-19 q9vs-r7wp  Hospit…
6 Inpatie… Hosp… This datas… 2025-01-08 2025-01-08 2025-02-19 dc76-gh7x  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

pro_group("^Hospital Value-Based Purchasing")

# A tibble: 5 × 10
  title    group description issued     modified   released   identifier contact
  <chr>    <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
1 Hospita… Hosp… A list of … 2023-07-05 2025-01-17 2025-02-19 pudb-wetr  Hospit…
2 Hospita… Hosp… A list of … 2023-07-05 2025-01-17 2025-02-19 su9h-3pvj  Hospit…
3 Hospita… Hosp… A list of … 2023-07-05 2025-01-17 2025-02-19 avtz-f2ge  Hospit…
4 Hospita… Hosp… A list of … 2023-07-05 2025-01-17 2025-02-19 dgmq-aat3  Hospit…
5 Hospita… Hosp… A list of … 2023-07-05 2025-01-17 2025-02-19 ypbt-wvdk  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

pro_group("^(Medicare Spending Per Beneficiary|Medicare Hospital|Payment)")

# A tibble: 8 × 10
  title    group description issued     modified   released   identifier contact
  <chr>    <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
1 Medicar… Hosp… The data d… 2020-12-10 2025-01-08 2025-02-19 nrth-mfg3  Hospit…
2 Medicar… Hosp… The Medica… 2020-12-10 2025-01-08 2025-02-19 rrqw-56er  Hospit…
3 Medicar… Hosp… The Medica… 2020-12-10 2025-01-08 2025-02-19 5hk7-b79m  Hospit…
4 Medicar… Hosp… The Medica… 2020-12-10 2025-01-08 2025-02-19 3n5g-6b7f  Hospit…
5 Medicar… Hosp… The Medica… 2023-07-05 2025-01-08 2025-02-19 rs6n-9qwg  Hospit…
6 Payment… Hosp… Payment me… 2020-12-10 2025-01-08 2025-02-19 ygty-mm5a  Hospit…
7 Payment… Hosp… Payment me… 2020-12-10 2025-01-08 2025-02-19 98ix-2iqy  Hospit…
8 Payment… Hosp… Payment me… 2023-07-05 2025-01-08 2025-02-19 c7us-v4mf  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

pro_group("^(Complications|Hospital Readmissions|Hospital-Acquired|Safety and Healthcare|Unplanned|Timely|Healthcare Associated)")

# A tibble: 17 × 10
   title   group description issued     modified   released   identifier contact
   <chr>   <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
 1 Compli… Hosp… Complicati… 2023-07-05 2025-01-08 2025-02-19 ynj2-r877  Hospit…
 2 Compli… Hosp… Complicati… 2020-12-10 2025-01-08 2025-02-19 qqw3-t4ie  Hospit…
 3 Compli… Hosp… Complicati… 2020-12-10 2025-01-08 2025-02-19 bs2r-24vh  Hospit…
 4 Compli… Hosp… Prospectiv… 2024-07-31 2025-01-08 2025-02-19 z8ax-x9j1  Hospit…
 5 Compli… Hosp… Prospectiv… 2024-07-31 2025-01-08 2025-02-19 jfnd-nl7s  Hospit…
 6 Health… Hosp… The Health… 2023-07-05 2025-01-08 2025-02-19 77hc-ibv8  Hospit…
 7 Health… Hosp… The Health… 2020-12-10 2025-01-08 2025-02-19 yd3s-jyhd  Hospit…
 8 Health… Hosp… The Health… 2020-12-10 2025-01-08 2025-02-19 k2ze-bqvw  Hospit…
 9 Hospit… Hosp… In October… 2020-12-10 2025-01-08 2025-02-19 9n3s-kdb3  Hospit…
10 Hospit… Hosp… Hospital-A… 2024-01-08 2025-01-08 2025-02-19 yq43-i98g  Hospit…
11 Safety… Hosp… Prospectiv… 2023-07-12 2025-01-08 2025-02-19 k653-4ka8  Hospit…
12 Timely… Hosp… Timely and… 2023-07-05 2025-01-08 2025-02-19 yv7e-xc69  Hospit…
13 Timely… Hosp… Timely and… 2020-12-10 2025-01-08 2025-02-19 isrn-hqyy  Hospit…
14 Timely… Hosp… Timely and… 2020-12-10 2025-01-08 2025-02-19 apyc-v239  Hospit…
15 Unplan… Hosp… Unplanned … 2023-07-05 2025-01-08 2025-02-19 632h-zaca  Hospit…
16 Unplan… Hosp… Unplanned … 2020-12-10 2025-01-08 2025-02-19 cvcs-xecj  Hospit…
17 Unplan… Hosp… Unplanned … 2020-12-10 2025-01-08 2025-02-19 4gkm-5ypv  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

pro_group("^Veterans Health Administration")

# A tibble: 3 × 10
  title    group description issued     modified   released   identifier contact
  <chr>    <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
1 Veteran… Hosp… A list of … 2023-07-05 2025-01-08 2025-02-19 6qxe-iqz8  Hospit…
2 Veteran… Hosp… A list of … 2023-07-12 2025-01-08 2025-02-19 uyx4-5s7f  Hospit…
3 Veteran… Hosp… A list of … 2023-07-05 2025-01-08 2025-02-19 ptds-r8im  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

pro_group("^Patient [Ss]urvey")

# A tibble: 9 × 10
  title    group description issued     modified   released   identifier contact
  <chr>    <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
1 Patient… Dial… In-Center … 2020-03-14 2024-12-21 2025-01-15 59mq-zhts  Dialys…
2 Patient… Dial… The nation… 2020-03-14 2024-12-21 2025-01-15 utgq-v46w  Dialys…
3 Patient… Dial… State aver… 2020-03-14 2024-12-21 2025-01-15 hanv-ru8h  Dialys…
4 Patient… Hosp… A list of … 2023-07-12 2025-01-08 2025-02-19 iy27-wz37  Hospit…
5 Patient… Hosp… The nation… 2020-12-10 2025-01-08 2025-02-19 9g7e-btyt  Hospit…
6 Patient… Hosp… A list of … 2020-12-10 2025-01-08 2025-02-19 qatj-nmws  Hospit…
7 Patient… Hosp… A list of … 2023-07-05 2025-01-08 2025-02-19 dgck-syfz  Hospit…
8 Patient… Hosp… The nation… 2020-12-10 2025-01-08 2025-02-19 99ue-w85f  Hospit…
9 Patient… Hosp… A list of … 2020-12-10 2025-01-08 2025-02-19 84jm-wiui  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

pro_group("OAS CAHPS")

# A tibble: 7 × 10
  title    group description issued     modified   released   identifier contact
  <chr>    <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
1 Outpati… Hosp… This file … 2020-12-10 2025-01-08 2025-02-19 e6hj-umam  Hospit…
2 Outpati… Hosp… A list of … 2023-07-05 2025-01-08 2025-02-19 48nr-hqxx  Hospit…
3 Outpati… Hosp… The file c… 2020-12-10 2025-01-08 2025-02-19 tf3h-mrrs  Hospit…
4 Outpati… Hosp… A list of … 2020-12-10 2025-01-08 2025-02-19 x663-bwbj  Hospit…
5 Outpati… Hosp… A list of … 2023-07-05 2025-01-08 2025-02-19 yizn-abxn  Hospit…
6 Outpati… Hosp… The file c… 2020-12-10 2025-01-08 2025-02-19 s5pj-hua3  Hospit…
7 Outpati… Hosp… A list of … 2020-12-10 2025-01-08 2025-02-19 6pfg-whmx  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

pro_group("^Table")

# A tibble: 4 × 10
  title    group description issued     modified   released   identifier contact
  <chr>    <chr> <chr>       <date>     <date>     <date>     <chr>      <chr>  
1 Table 1… Hosp… Net Change… 2020-12-10 2023-01-06 2025-02-19 5gv4-jwyv  Hospit…
2 Table 2… Hosp… Distributi… 2020-12-10 2023-01-06 2025-02-19 xrgf-x36b  Hospit…
3 Table 3… Hosp… Percent Ch… 2020-12-10 2023-01-06 2025-02-19 u625-zae7  Hospit…
4 Table 4… Hosp… Value-Base… 2020-12-10 2023-01-06 2025-02-19 vtqa-m4zn  Hospit…
# ℹ 2 more variables: download <chr>, site <chr>

Main API

# TemporalMain("quality_payment")@fields

util_field <- get_elem(TemporalMainGroup("utilization")@endpoints, "fields", regex = TRUE)

cheapr::intersect_(util_field$by_provider, util_field$by_provider_and_service)

 [1] "Rndrng_NPI"                    "Rndrng_Prvdr_Last_Org_Name"   
 [3] "Rndrng_Prvdr_First_Name"       "Rndrng_Prvdr_MI"              
 [5] "Rndrng_Prvdr_Crdntls"          "Rndrng_Prvdr_Gndr"            
 [7] "Rndrng_Prvdr_Ent_Cd"           "Rndrng_Prvdr_St1"             
 [9] "Rndrng_Prvdr_St2"              "Rndrng_Prvdr_City"            
[11] "Rndrng_Prvdr_State_Abrvtn"     "Rndrng_Prvdr_State_FIPS"      
[13] "Rndrng_Prvdr_Zip5"             "Rndrng_Prvdr_RUCA"            
[15] "Rndrng_Prvdr_RUCA_Desc"        "Rndrng_Prvdr_Cntry"           
[17] "Rndrng_Prvdr_Type"             "Rndrng_Prvdr_Mdcr_Prtcptg_Ind"
[19] "Tot_Benes"                     "Tot_Srvcs"                    

cheapr::intersect_(
  cheapr::intersect_(
    util_field$by_provider, 
    util_field$by_provider_and_service),
  util_field$by_geography_and_service)

[1] "Tot_Benes" "Tot_Srvcs"

# TemporalMainGroup("prescribers")
# TemporalMainGroup("suppliers")
# TemporalMainGroup("outpatient")
# TemporalMainGroup("inpatient")

curr_group <- \(x) {
  subset_detect(
    main_curr, 
    title, 
    p = x)
}

temp_group <- \(x) {
  subset_detect(
    main_temp, 
    title, 
    p = x)
  }

.c(main_curr, main_temp) %=% catalog_main()

main_curr

# A tibble: 139 × 14
   title          description modified   periodicity temporal contact identifier
   <chr>          <chr>       <date>     <chr>       <chr>    <chr>   <chr>     
 1 ACO Realizing… "The Accou… 2025-03-18 Annually [… 2021-01… ACO RE… https://d…
 2 ACO Realizing… "Accountab… 2025-03-18 Annually [… 2021-01… ACO RE… https://d…
 3 ACO Realizing… "The Accou… 2025-03-18 Annually [… 2021-01… ACO RE… https://d…
 4 ACO Realizing… "The Accou… 2025-03-18 Annually [… 2021-01… ACO RE… https://d…
 5 Accountable C… "The Accou… 2025-01-15 Annually [… 2014-01… Shared… https://d…
 6 Accountable C… "The Accou… 2025-01-15 Annually [… 2017-01… Shared… https://d…
 7 Accountable C… "The Accou… 2025-01-15 Annually [… 2014-01… Shared… https://d…
 8 Advance Inves… "The Advan… 2025-03-18 Annually [… 2024-01… Shared… https://d…
 9 Agency for He… "The Agenc… 2020-12-08 Annually [… 2015-01… Defici… https://d…
10 CMS Program S… "The CMS P… 2023-03-06 Annually [… 2013-01… CMS Pr… https://d…
# ℹ 129 more rows
# ℹ 7 more variables: dictionary <chr>, site <chr>, references <chr>,
#   year <int>, download <chr>, filetype <chr>, resources <chr>

main_temp

# A tibble: 112 × 7
   title                   data description periodicity contact dictionary site 
 * <chr>               <list<t> <chr>       <chr>       <chr>   <chr>      <chr>
 1 ACO Realizing Equi…  [1 × 7] "The Accou… Annually [… ACO RE… https://d… http…
 2 ACO Realizing Equi…  [1 × 7] "Accountab… Annually [… ACO RE… https://d… http…
 3 ACO Realizing Equi…  [1 × 7] "The Accou… Annually [… ACO RE… https://d… http…
 4 ACO Realizing Equi…  [1 × 7] "The Accou… Annually [… ACO RE… https://d… http…
 5 Accountable Care O… [12 × 7] "The Accou… Annually [… Shared… https://d… http…
 6 Accountable Care O…  [9 × 7] "The Accou… Annually [… Shared… https://d… http…
 7 Accountable Care O… [12 × 7] "The Accou… Annually [… Shared… https://d… http…
 8 Advance Investment…  [2 × 7] "The Advan… Annually [… Shared… https://d… http…
 9 Agency for Healthc…  [2 × 7] "The Agenc… Annually [… Defici… https://d… http…
10 COVID-19 Nursing H…  [1 × 7] "Submitted… Weekly [R/… COVID-… https://d… http…
# ℹ 102 more rows

Possible Groups

curr_group("Provider of Services File")

# A tibble: 3 × 14
  title           description modified   periodicity temporal contact identifier
  <chr>           <chr>       <date>     <chr>       <chr>    <chr>   <chr>     
1 Provider of Se… "The Provi… 2025-01-16 Quarterly … 2011-10… QIESDa… https://d…
2 Provider of Se… "Please be… 2025-01-31 Quarterly … 2011-10… QIESDa… https://d…
3 Provider of Se… "The Provi… 2025-01-16 Quarterly … 2023-10… QIESDa… https://d…
# ℹ 7 more variables: dictionary <chr>, site <chr>, references <chr>,
#   year <int>, download <chr>, filetype <chr>, resources <chr>

temp_group("Provider of Services File")

# A tibble: 3 × 7
  title                    data description periodicity contact dictionary site 
  <chr>                <list<t> <chr>       <chr>       <chr>   <chr>      <chr>
1 Provider of Service… [14 × 7] "The Provi… Quarterly … QIESDa… https://d… http…
2 Provider of Service… [14 × 7] "Please be… Quarterly … QIESDa… https://d… http…
3 Provider of Service…  [2 × 7] "The Provi… Quarterly … QIESDa… https://d… http…

curr_group("by Geography|by Provider|by Referring|by Drug|Physician/Supplier Procedure Summary|Hospital Provider Cost Report")

# A tibble: 22 × 14
   title          description modified   periodicity temporal contact identifier
   <chr>          <chr>       <date>     <chr>       <chr>    <chr>   <chr>     
 1 Hospital Prov… "The Hospi… 2024-10-23 Annually [… 2011-01… PDAG D… https://d…
 2 Medicaid Opio… "The Medic… 2024-10-11 Annually [… 2022-01… Medica… https://d…
 3 Medicaid Spen… "The Medic… 2024-06-13 Annually [… 2022-01… CMS Dr… https://d…
 4 Medicare Dura… "The Medic… 2024-06-04 Annually [… 2014-01… Medica… https://d…
 5 Medicare Dura… "The Medic… 2024-06-04 Annually [… 2014-01… Medica… https://d…
 6 Medicare Dura… "The Medic… 2024-06-04 Annually [… 2014-01… Medica… https://d…
 7 Medicare Inpa… "The Medic… 2024-06-04 Annually [… 2013-01… Medica… https://d…
 8 Medicare Inpa… "The Medic… 2024-06-04 Annually [… 2013-01… Medica… https://d…
 9 Medicare Inpa… "The Medic… 2024-06-04 Annually [… 2013-01… Medica… https://d…
10 Medicare Outp… "The Medic… 2024-06-04 Annually [… 2015-01… Medica… https://d…
# ℹ 12 more rows
# ℹ 7 more variables: dictionary <chr>, site <chr>, references <chr>,
#   year <int>, download <chr>, filetype <chr>, resources <chr>

temp_group("by Geography|by Provider|by Referring|by Drug|Physician/Supplier Procedure Summary|Hospital Provider Cost Report")

# A tibble: 22 × 7
   title                   data description periodicity contact dictionary site 
   <chr>               <list<t> <chr>       <chr>       <chr>   <chr>      <chr>
 1 Hospital Provider … [12 × 7] "The Hospi… Annually [… PDAG D… https://d… http…
 2 Medicaid Opioid Pr…  [1 × 7] "The Medic… Annually [… Medica… https://d… http…
 3 Medicaid Spending …  [1 × 7] "The Medic… Annually [… CMS Dr… https://d… http…
 4 Medicare Durable M…  [9 × 7] "The Medic… Annually [… Medica… https://d… http…
 5 Medicare Durable M…  [9 × 7] "The Medic… Annually [… Medica… https://d… http…
 6 Medicare Durable M…  [9 × 7] "The Medic… Annually [… Medica… https://d… http…
 7 Medicare Inpatient… [10 × 7] "The Medic… Annually [… Medica… https://d… http…
 8 Medicare Inpatient… [10 × 7] "The Medic… Annually [… Medica… https://d… http…
 9 Medicare Inpatient… [10 × 7] "The Medic… Annually [… Medica… https://d… http…
10 Medicare Outpatien…  [8 × 7] "The Medic… Annually [… Medica… https://d… http…
# ℹ 12 more rows

temp_group("Accountable Care Organization|ACO Realizing Equity|Pioneer ACO Model")

# A tibble: 9 × 7
  title                    data description periodicity contact dictionary site 
  <chr>                <list<t> <chr>       <chr>       <chr>   <chr>      <chr>
1 ACO Realizing Equit…  [1 × 7] "The Accou… Annually [… ACO RE… https://d… http…
2 ACO Realizing Equit…  [1 × 7] "Accountab… Annually [… ACO RE… https://d… http…
3 ACO Realizing Equit…  [1 × 7] "The Accou… Annually [… ACO RE… https://d… http…
4 ACO Realizing Equit…  [1 × 7] "The Accou… Annually [… ACO RE… https://d… http…
5 Accountable Care Or… [12 × 7] "The Accou… Annually [… Shared… https://d… http…
6 Accountable Care Or…  [9 × 7] "The Accou… Annually [… Shared… https://d… http…
7 Accountable Care Or… [12 × 7] "The Accou… Annually [… Shared… https://d… http…
8 Number of Accountab…  [8 × 7] "The Share… Annually [… Shared… https://d… http…
9 Pioneer ACO Model     [5 × 7] "The Pione… Annually [… ACO RE… https://d… http…

curr_group("CMS Program Statistics") |> 
  handle_na()

# A tibble: 21 × 10
   title          description modified   periodicity temporal contact identifier
   <chr>          <chr>       <date>     <chr>       <chr>    <chr>   <chr>     
 1 CMS Program S… "The CMS P… 2023-03-06 Annually [… 2013-01… CMS Pr… https://d…
 2 CMS Program S… "The CMS P… 2024-05-16 Annually [… 2016-01… CMS Pr… https://d…
 3 CMS Program S… "The CMS P… 2024-05-16 Annually [… 2016-01… CMS Pr… https://d…
 4 CMS Program S… "The CMS P… 2024-05-24 Annually [… 2016-01… CMS Pr… https://d…
 5 CMS Program S… "The CMS P… 2024-05-16 Annually [… 2016-01… CMS Pr… https://d…
 6 CMS Program S… "The CMS P… 2023-03-06 Annually [… 2013-01… CMS Pr… https://d…
 7 CMS Program S… "The Medic… 2023-06-12 Annually [… 2013-01… CMS Pr… https://d…
 8 CMS Program S… "The CMS P… 2023-03-06 Annually [… 2013-01… CMS Pr… https://d…
 9 CMS Program S… "The CMS P… 2023-03-06 Annually [… 2013-01… CMS Pr… https://d…
10 CMS Program S… "The CMS P… 2023-03-06 Annually [… 2013-01… CMS Pr… https://d…
# ℹ 11 more rows
# ℹ 3 more variables: dictionary <chr>, site <chr>, references <chr>

curr_group("^(Federally Qualified Health Center|Rural Health Clinic|Home Health Agency|Hospice|Skilled Nursing Facility|Long-Term Care Facility|Hospital|Home Infusion)")

# A tibble: 23 × 14
   title          description modified   periodicity temporal contact identifier
   <chr>          <chr>       <date>     <chr>       <chr>    <chr>   <chr>     
 1 Federally Qua… The Federa… 2025-01-15 Quarterly … 2023-10… Provid… https://d…
 2 Federally Qua… The Federa… 2025-01-15 Quarterly … 2023-10… Provid… https://d…
 3 Home Health A… The Home H… 2025-01-15 Quarterly … 2023-04… Provid… https://d…
 4 Home Health A… The Home H… 2024-10-25 Annually [… 2020-01… PDAG D… https://d…
 5 Home Health A… The Home H… 2025-01-15 Quarterly … 2023-04… Provid… https://d…
 6 Home Infusion… The Home I… 2025-01-07 Biweekly [… 2023-05… Provid… https://d…
 7 Hospice All O… The  Hospi… 2025-01-15 Quarterly … 2023-04… Provid… https://d…
 8 Hospice Enrol… The Hospic… 2025-01-15 Quarterly … 2023-04… Provid… https://d…
 9 Hospital All … The Hospit… 2025-01-15 Monthly [R… 2022-11… Provid… https://d…
10 Hospital Chan… The Hospit… 2025-01-15 Quarterly … 2022-01… Provid… https://d…
# ℹ 13 more rows
# ℹ 7 more variables: dictionary <chr>, site <chr>, references <chr>,
#   year <int>, download <chr>, filetype <chr>, resources <chr>

temp_group("Innovation Center")

# A tibble: 7 × 7
  title                    data description periodicity contact dictionary site 
  <chr>                 <list<> <chr>       <chr>       <chr>   <chr>      <chr>
1 Innovation Center Da… [1 × 7] The Innova… Monthly [R… CMS In… https://d… http…
2 Innovation Center In… [1 × 7] The CMS In… Annually [… CMS In… https://d… http…
3 Innovation Center Mi… [1 × 7] The Innova… Weekly [R/… CMS In… https://d… http…
4 Innovation Center Mo… [1 × 7] The Innova… Annually [… CMS In… https://d… http…
5 Innovation Center Mo… [1 × 7] The Innova… Weekly [R/… CMS In… https://d… http…
6 Innovation Center Mo… [1 × 7] The Innova… Monthly [R… CMS In… https://d… http…
7 Innovation Center We… [1 × 7] The Innova… Monthly [R… CMS In… https://d… http…

temp_group("Market Saturation & Utilization")

# A tibble: 2 × 7
  title                    data description periodicity contact dictionary site 
  <chr>                 <list<> <chr>       <chr>       <chr>   <chr>      <chr>
1 Market Saturation & … [1 × 7] "The Marke… Annually [… Market… https://d… http…
2 Market Saturation & … [1 × 7] "The Marke… Annually [… Market… https://d… http…

temp_group("End-Stage|Medicare Dialysis Facilities")

# A tibble: 2 × 7
  title                    data description periodicity contact dictionary site 
  <chr>                 <list<> <chr>       <chr>       <chr>   <chr>      <chr>
1 End-Stage Renal Dise… [3 × 7] "The End-S… Monthly [R… ETC Mo… https://d… http…
2 Medicare Dialysis Fa… [5 × 7] "The Medic… Annually [… ESRD Q… https://d… http…