Quality Payment Reporting
plan(multisession, workers = 4)
q <- quality_payment_(npi = 1144544834)
plan(sequential)
q#> provider key practice state or us territory practice size clinician specialty
#> 1 000865909 GA 8 Physician Assistant
#> 2 000047522 GA 8 Physician Assistant
#> 3 000117740 GA 12 Physician Assistant
#> 4 000659906 GA 13 Physician Assistant
#> 5 000000310 GA 13 Physician Assistant
#> 6 000183263 GA 11 Physician Assistant
#> 7 000212248 GA 11 Physician Assistant
#> years in medicare npi engaged participation type medicare patients
#> 1 8 1144544834 False Group 2867
#> 2 8 1144544834 True Group 2731
#> 3 8 1144544834 True Group 3165
#> 4 9 1144544834 True Group 5621
#> 5 10 1144544834 True Group 4804
#> 6 11 1144544834 True Group 4722
#> 7 12 1144544834 <NA> <NA> 4800
#> allowed charges services opted into mips small practitioner rural clinician
#> 1 1355375 False True False
#> 2 1268854 0 False True False
#> 3 1051616 0 False True False
#> 4 2720001 25215 False True False
#> 5 2383127 21667 False True False
#> 6 2270356 19234 False True False
#> 7 2420566 20534 False <NA> <NA>
#> hpsa clinician ambulatory surgical center hospital-based clinician
#> 1 False False False
#> 2 False False False
#> 3 False False False
#> 4 True False False
#> 5 True False False
#> 6 True False False
#> 7 <NA> <NA> <NA>
#> non-patient facing facility-based extreme hardship final score
#> 1 False False False 40.15
#> 2 False False False 62.94
#> 3 False False False 64.9
#> 4 False False False 94.63
#> 5 False False False 100
#> 6 False False False 100
#> 7 <NA> <NA> <NA> 84.65
#> payment adjustment percentage complex patient bonus extreme hardship quality
#> 1 0.11 False
#> 2 0.18 1.46 False
#> 3 0.18 1.6 False
#> 4 1.43 1.54 False
#> 5 1.87 2.78 False
#> 6 2.34 2.66 False
#> 7 0.86 0 <NA>
#> quality category score quality improvement bonus quality bonus
#> 1 41.9 0 True
#> 2 76 6.54 True
#> 3 74.6 1.83 True
#> 4 96.71 0 True
#> 5 100 3.38 True
#> 6 100 0.08 True
#> 7 91.34 <NA> <NA>
#> quality measure id 1 quality measure score 1 quality measure id 2
#> 1 111 5.5 110
#> 2 431 8.9 337
#> 3 111 9.4 138
#> 4 410 10 337
#> 5 337 10 138
#> 6 337 10 137
#> 7 137 10 410
#> quality measure score 2 quality measure id 3 quality measure score 3
#> 1 3.7 138 3
#> 2 8.3 111 7.6
#> 3 7 48 5.8
#> 4 10 431 6.1
#> 5 10 137 10
#> 6 10 238 10
#> 7 10 138 7
#> quality measure id 4 quality measure score 4 quality measure id 5
#> 1 265 3 47
#> 2 138 3.9 130
#> 3 431 5.7 47
#> 4 47 5.2 238
#> 5 410 10 238
#> 6 410 10 265
#> 7 265 7 394
#> quality measure score 5 quality measure id 6 quality measure score 6
#> 1 3 137 3
#> 2 3.2 110 3.2
#> 3 5.6 137 5.5
#> 4 4.5 111 4.3
#> 5 6.9 431 6.7
#> 6 7 138 7
#> 7 5.7 238 0
#> quality measure id 7 quality measure score 7 quality measure id 8
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> quality measure score 8 quality measure id 9 quality measure score 9
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> quality measure id 10 quality measure score 10
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> promoting interoperability (pi) category score extreme hardship pi
#> 1 0 False
#> 2 0 False
#> 3 0 False
#> 4 0 False
#> 5 0 False
#> 6 0 False
#> 7 0 <NA>
#> pi hardship pi reweighting pi bonus pi cehrt id pi measure id 1
#> 1 False False False
#> 2 False False False
#> 3 False False False
#> 4 True True False
#> 5 True True False
#> 6 True True False
#> 7 <NA> <NA> <NA> <NA>
#> pi measure score 1 pi measure id 2 pi measure score 2 pi measure id 3
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> pi measure score 3 pi measure id 4 pi measure score 4 pi measure id 5
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> pi measure score 5 pi measure id 6 pi measure score 6 pi measure id 7
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> pi measure score 7 pi measure id 8 pi measure score 8 pi measure id 9
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> pi measure score 9 pi measure id 10 pi measure score 10 pi measure id 11
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> 7
#> pi measure score 11 ia score extreme hardship ia ia study ia measure id 1
#> 1 40 False False IA_BE_6
#> 2 40 False False IA_BE_6
#> 3 40 False False IA_EPA_1
#> 4 40 False False IA_EPA_1
#> 5 40 False False IA_BE_6
#> 6 40 False False IA_BE_6
#> 7 <NA> <NA> <NA> IA_EPA_1
#> ia measure score 1 ia measure id 2 ia measure score 2 ia measure id 3
#> 1 40 IA_AHE_1 40
#> 2 40 IA_EPA_1 40
#> 3 40 IA_BE_6 40
#> 4 40 IA_BE_6 40
#> 5 40 IA_EPA_1 40
#> 6 40 IA_EPA_1 40
#> 7 40 IA_EPA_3 20
#> ia measure score 3 ia measure id 4 ia measure score 4 cost score
#> 1
#> 2 34.7
#> 3 60.2
#> 4 69.27
#> 5 0
#> 6 0
#> 7 <NA>
#> extreme hardship cost cost measure id 1 cost measure score 1
#> 1 False TPCC_1 4.6
#> 2 False TPCC_1 3.5
#> 3 False TPCC_1 6
#> 4 False TPCC_1 6.9
#> 5 False
#> 6 False
#> 7 <NA> TPCC_1 <NA>
#> cost measure id 2 cost measure score 2 clinician type non-reporting
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 COST_MR_1 <NA> Physician Assistant False
#> participation option small practice status rural status
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 <NA> <NA> <NA>
#> 7 Group True False
#> health professional shortage area status
#> 1 <NA>
#> 2 <NA>
#> 3 <NA>
#> 4 <NA>
#> 5 <NA>
#> 6 <NA>
#> 7 True
#> ambulatory surgical center-based status hospital-based status
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 False False
#> non-patient facing status facility-based status dual eligibility ratio
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 <NA> <NA> <NA>
#> 7 False False 0.07
#> safety-net status extreme uncontrollable circumstance (euc)
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 False False
#> quality reweighting (euc) quality improvement score small practice bonus
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 <NA> <NA> <NA>
#> 7 False 0 6
#> quality measure collection type 1 quality measure collection type 2
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 MIPS CQM MIPS CQM
#> quality measure collection type 3 quality measure collection type 4
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 MIPS CQM MIPS CQM
#> quality measure collection type 5 quality measure collection type 6
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 MIPS CQM MIPS CQM
#> quality measure collection type 7 quality measure collection type 8
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> quality measure collection type 9 quality measure collection type 10
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> quality measure id 11 quality measure collection type 11
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> quality measure score 11 quality measure id 12
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> quality measure collection type 12 quality measure score 12
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> pi reweighting (euc) pi reweighting (hardship exception)
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 False False
#> pi reweighting (special status or clinician type) cehrt id pi measure type 1
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 <NA> <NA> <NA>
#> 7 True
#> pi measure type 2 pi measure type 3 pi measure type 4 pi measure type 5
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA>
#> 6 <NA> <NA> <NA> <NA>
#> 7
#> pi measure type 6 pi measure type 7 pi measure type 8 pi measure type 9
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA>
#> 6 <NA> <NA> <NA> <NA>
#> 7
#> pi measure type 10 pi measure type 11
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> improvement activities (ia) category score ia reweighting (euc) ia credit
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 <NA> <NA> <NA>
#> 7 40 False False
#> cost category score cost reweighting (euc) cost measure achievement points 1
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 <NA> <NA> <NA>
#> 7 60.375 False 9.1
#> cost measure achievement points 2 cost measure id 3
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 2.9
#> cost measure achievement points 3 cost measure id 4
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 4 cost measure id 5
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 5 cost measure id 6
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 6 cost measure id 7
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 7 cost measure id 8
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 8 cost measure id 9
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 9 cost measure id 10
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 10 cost measure id 11
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 11 cost measure id 12
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 12 cost measure id 13
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 13 cost measure id 14
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 14 cost measure id 15
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 15 cost measure id 16
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 16 cost measure id 17
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 17 cost measure id 18
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 18 cost measure id 19
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 19 cost measure id 20
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 20 cost measure id 21
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 21 cost measure id 22
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 22 cost measure id 23
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 23 cost measure id 24
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7
#> cost measure achievement points 24
#> 1 <NA>
#> 2 <NA>
#> 3 <NA>
#> 4 <NA>
#> 5 <NA>
#> 6 <NA>
#> 7Grouping
q |>
select(year,
participation_type,
org_name,
org_size,
beneficiaries,
services,
charges,
final_score,
pay_adjust,
ind_lvt_status_desc)#> Error in `select()`:
#> ! Can't select columns that don't exist.
#> ✖ Column `year` doesn't exist.Special Statuses
#> Error in `select()`:
#> ! Can't select columns that don't exist.
#> ✖ Column `year` doesn't exist.
select(q, year, participation_type, org_name, org_size, qpp_status) |>
unnest(qpp_status) |>
count(org_name, qualified, sort = TRUE)#> Error in `select()`:
#> ! Can't select columns that don't exist.
#> ✖ Column `year` doesn't exist.Individual Category Measures
#> Error in `select()`:
#> ! Can't select columns that don't exist.
#> ✖ Column `year` doesn't exist.
select(q, year, participation_type, org_name, org_size, qpp_measures) |>
unnest(qpp_measures) |>
count(year, org_name, category, sort = TRUE)#> Error in `select()`:
#> ! Can't select columns that don't exist.
#> ✖ Column `year` doesn't exist.
plan(multisession, workers = 4)
qq <- quality_payment_(npi = 1043477615)
plan(sequential)
qq#> provider key practice state or us territory practice size
#> 1 000962209 PA 1394
#> 2 000169605 PA 1297
#> 3 000350199 PA 1344
#> 4 000402699 PA 1440
#> 5 000066744 PA 1940
#> 6 000021992 PA 1518
#> clinician specialty years in medicare npi engaged
#> 1 Cardiac Electrophysiology 5 1043477615 False
#> 2 Cardiac Electrophysiology 5 1043477615 True
#> 3 Cardiac Electrophysiology 6 1043477615 True
#> 4 Cardiac Electrophysiology 7 1043477615 True
#> 5 Cardiac Electrophysiology 8 1043477615 True
#> 6 Cardiac Electrophysiology 9 1043477615 <NA>
#> participation type medicare patients allowed charges services opted into mips
#> 1 MIPS APM 43007 36391760 False
#> 2 MIPS APM 41034 35008312 0 False
#> 3 MIPS APM 42222 36899498 415298 False
#> 4 MIPS APM 39624 33458425 374278 False
#> 5 MIPS APM 41404 35627551 403720 False
#> 6 <NA> 41539 34056294 388535 False
#> small practitioner rural clinician hpsa clinician ambulatory surgical center
#> 1 False False False
#> 2 False False False False
#> 3 False False False False
#> 4 False False False False
#> 5 False False False False
#> 6 <NA> <NA> <NA> <NA>
#> hospital-based clinician non-patient facing facility-based extreme hardship
#> 1 False False False False
#> 2 False False False False
#> 3 False False False False
#> 4 True False False False
#> 5 True False False False
#> 6 <NA> <NA> <NA> <NA>
#> final score payment adjustment percentage complex patient bonus
#> 1 97.09 1.72
#> 2 100 1.68 3
#> 3 95.12 1.46 3
#> 4 96.7 1.48 5.7
#> 5 97.25 1.94 5.64
#> 6 80.81 0.52 0
#> extreme hardship quality quality category score quality improvement bonus
#> 1 False 95.5 0
#> 2 False 100 0.32
#> 3 False 100 0
#> 4 False 100 0
#> 5 False 83.5 0
#> 6 <NA> 75 <NA>
#> quality bonus quality measure id 1 quality measure score 1
#> 1 True 204 10
#> 2 True ACO321 11.2
#> 3 True ACO321 11.1
#> 4 True 318 10
#> 5 True 318 9.8
#> 6 <NA> 318 10
#> quality measure id 2 quality measure score 2 quality measure id 3
#> 1 318 10 111
#> 2 DMCOMPOSITE 10 204
#> 3 318 10 1
#> 4 001 9.2 113
#> 5 001 9.5 110
#> 6 001 9.6 134
#> quality measure score 3 quality measure id 4 quality measure score 4
#> 1 9.5 110 9.4
#> 2 10 318 9.8
#> 3 9.6 112 8.5
#> 4 9.2 226 9.2
#> 5 9 112 8.3
#> 6 9.5 479 9.3
#> quality measure id 5 quality measure score 5 quality measure id 6
#> 1 DMCOMPOSITE 8.3 112
#> 2 111 9.3 128
#> 3 113 8.4 236
#> 4 112 8.3 110
#> 5 113 8.3 236
#> 6 112 8.9 113
#> quality measure score 6 quality measure id 7 quality measure score 7
#> 1 8.2 226 8.2
#> 2 9.3 134 8.3
#> 3 8.1
#> 4 8.1 236 7.9
#> 5 7.4 479 6.6
#> 6 8.7 110 8.6
#> quality measure id 8 quality measure score 8 quality measure id 9
#> 1 113 8.2 236
#> 2 236 8.3 113
#> 3
#> 4 134 0
#> 5 321 6.6 226
#> 6 236 7.2 226
#> quality measure score 9 quality measure id 10 quality measure score 10
#> 1 7.8 134 7.2
#> 2 8 110 7.6
#> 3
#> 4
#> 5 5 MCC1 3.0
#> 6 6.8 321 5.0
#> promoting interoperability (pi) category score extreme hardship pi
#> 1 97.78 False
#> 2 100 False
#> 3 73.74 False
#> 4 69.99 False
#> 5 99.55 False
#> 6 100 <NA>
#> pi hardship pi reweighting pi bonus pi cehrt id pi measure id 1
#> 1 True True False
#> 2 False False False
#> 3 False False False
#> 4 False True False
#> 5 False True False
#> 6 <NA> <NA> <NA> <NA> PI_HIE_5
#> pi measure score 1 pi measure id 2 pi measure score 2 pi measure id 3
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6 40 PI_PEA_1 39 PI_EP_1
#> pi measure score 3 pi measure id 4 pi measure score 4 pi measure id 5
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6 10 PI_PHCDRR_1 5 PI_PHCDRR_3
#> pi measure score 5 pi measure id 6 pi measure score 6 pi measure id 7
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6 5 PI_PHCDRR_4 5
#> pi measure score 7 pi measure id 8 pi measure score 8 pi measure id 9
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> pi measure score 9 pi measure id 10 pi measure score 10 pi measure id 11
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6
#> pi measure score 11 ia score extreme hardship ia ia study ia measure id 1
#> 1 40 False False
#> 2 40 False False
#> 3 40 False False
#> 4 40 False False
#> 5 40 False False
#> 6 <NA> <NA> <NA> IA_EPA_1
#> ia measure score 1 ia measure id 2 ia measure score 2 ia measure id 3
#> 1
#> 2
#> 3
#> 4
#> 5
#> 6 20 IA_PM_2 20 IA_PSPA_6
#> ia measure score 3 ia measure id 4 ia measure score 4 cost score
#> 1
#> 2 0
#> 3 0
#> 4 0
#> 5 0
#> 6 20 IA_EPA_2 10 <NA>
#> extreme hardship cost cost measure id 1 cost measure score 1
#> 1 False
#> 2 False
#> 3 False
#> 4 False
#> 5 False
#> 6 <NA> COST_S_1 <NA>
#> cost measure id 2 cost measure score 2 clinician type non-reporting
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 COST_NECABG_1 <NA> Doctor of Medicine False
#> participation option small practice status rural status
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 Group False False
#> health professional shortage area status
#> 1 <NA>
#> 2 <NA>
#> 3 <NA>
#> 4 <NA>
#> 5 <NA>
#> 6 False
#> ambulatory surgical center-based status hospital-based status
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 False True
#> non-patient facing status facility-based status dual eligibility ratio
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 False False 0.14
#> safety-net status extreme uncontrollable circumstance (euc)
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 False False
#> quality reweighting (euc) quality improvement score small practice bonus
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 False 0.32 0
#> quality measure collection type 1 quality measure collection type 2
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 CMS Web Interface Measure CMS Web Interface Measure
#> quality measure collection type 3 quality measure collection type 4
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 CMS Web Interface Measure Administrative Claims Measure
#> quality measure collection type 5 quality measure collection type 6
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 CMS Web Interface Measure CMS Web Interface Measure
#> quality measure collection type 7 quality measure collection type 8
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 CMS Web Interface Measure CMS Web Interface Measure
#> quality measure collection type 9 quality measure collection type 10
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 CMS Web Interface Measure CAHPS Measure
#> quality measure id 11 quality measure collection type 11
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 480 Administrative Claims Measure
#> quality measure score 11 quality measure id 12
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 3.0 484
#> quality measure collection type 12 quality measure score 12
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 Administrative Claims Measure 3.0
#> pi reweighting (euc) pi reweighting (hardship exception)
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 False False
#> pi reweighting (special status or clinician type) cehrt id
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 True 0015EWR5PA30U5M
#> pi measure type 1 pi measure type 2 pi measure type 3 pi measure type 4
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA>
#> 6 required required required required
#> pi measure type 5 pi measure type 6 pi measure type 7 pi measure type 8
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA>
#> 6 required bonus
#> pi measure type 9 pi measure type 10 pi measure type 11
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6
#> improvement activities (ia) category score ia reweighting (euc) ia credit
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 40 False False
#> cost category score cost reweighting (euc) cost measure achievement points 1
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 61.0461 False 10
#> cost measure achievement points 2 cost measure id 3
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 9.6 COST_MR_1
#> cost measure achievement points 3 cost measure id 4
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 9.2 COST_COPDE_1
#> cost measure achievement points 4 cost measure id 5
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 9 COST_CCLI_1
#> cost measure achievement points 5 cost measure id 6
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 8.5 COST_IOL_1
#> cost measure achievement points 6 cost measure id 7
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 8.5 COST_HAC_1
#> cost measure achievement points 7 cost measure id 8
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 8.1 COST_LGH_1
#> cost measure achievement points 8 cost measure id 9
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 7.7 COST_FIHR_1
#> cost measure achievement points 9 cost measure id 10
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 7.1 COST_LSFDD_1
#> cost measure achievement points 10 cost measure id 11
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 7.1 COST_AKID_1
#> cost measure achievement points 11 cost measure id 12
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 6.2 COST_CRR_1
#> cost measure achievement points 12 cost measure id 13
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 6.2 COST_D_1
#> cost measure achievement points 13 cost measure id 14
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 6.1 COST_LPMSM_1
#> cost measure achievement points 14 cost measure id 15
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 5.0 MSPB_1
#> cost measure achievement points 15 cost measure id 16
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 5.0 COST_KA_1
#> cost measure achievement points 16 cost measure id 17
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 4.3 COST_SSC_1
#> cost measure achievement points 17 cost measure id 18
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 3.8 COST_EOPCI_1
#> cost measure achievement points 18 cost measure id 19
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 3.8 COST_PHA_1
#> cost measure achievement points 19 cost measure id 20
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 3.4 COST_RUSST_1
#> cost measure achievement points 20 cost measure id 21
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 3.0 COST_IHCI_1
#> cost measure achievement points 21 cost measure id 22
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 2.9 TPCC_1
#> cost measure achievement points 22 cost measure id 23
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 2.9 COST_ACOPD_1
#> cost measure achievement points 23 cost measure id 24
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 2.9
#> cost measure achievement points 24
#> 1 <NA>
#> 2 <NA>
#> 3 <NA>
#> 4 <NA>
#> 5 <NA>
#> 6