Introduction

In this section we will:
* identify which Cholecystectomy procedures were excluded and why * identify which different Cholecystectomy subgroups were created and why

If you have questions or concerns about this data please contact Alexander Nielson ()

Load Libraries

Load Libraries

library(data.table)
library(tidyverse)
## Warning: replacing previous import 'vctrs::data_frame' by 'tibble::data_frame'
## when loading 'dplyr'
library(stringi)
library(ggridges)
library(broom)
library(disk.frame)
library(RecordLinkage)
library(googlesheets4)
library(bigrquery)
library(DBI)
devtools::install_github("utah-osa/hcctools2", upgrade="never" )
library(hcctools2)

Establish color palettes

cust_color_pal1 <- c(
        "Anesthesia" = "#f3476f",
        "Facility" = "#e86a33",
        "Medicine Proc" = "#e0a426",
        "Pathology" = "#77bf45",
        "Radiology" = "#617ff7",
        "Surgery" = "#a974ee"
    )

cust_color_pal2 <- c(
        "TRUE" = "#617ff7",
        "FALSE" = "#e0a426"
    )

cust_color_pal3 <- c(
        "above avg" = "#f3476f",
        "avg" = "#77bf45",
        "below avg" = "#a974ee"
    )



  fac_ref_regex <- "(UTAH)|(IHC)|(HOSP)|(HOSPITAL)|(CLINIC)|(ANESTH)|(SCOPY)|(SURG)|(LLC)|(ASSOC)|(MEDIC)|(CENTER)|(ASSOCIATES)|(U OF U)|(HEALTH)|(OLOGY)|(OSCOPY)|(FAMILY)|(VAMC)|(SLC)|(SALT LAKE)|(CITY)|(PROVO)|(OGDEN)|(ENDO )|( VALLEY)|( REGIONAL)|( CTR)|(GRANITE)|( INSTITUTE)|(INSTACARE)|(WASATCH)|(COUNTY)|(PEDIATRIC)|(CORP)|(CENTRAL)|(URGENT)|(CARE)|(UNIV)|(ODYSSEY)|(MOUNTAINSTAR)|( ORTHOPEDIC)|(INSTITUT)|(PARTNERSHIP)|(PHYSICIAN)|(CASTLEVIEW)|(CONSULTING)|(MAGEMENT)|(PRACTICE)|(EMERGENCY)|(SPECIALISTS)|(DIVISION)|(GUT WHISPERER)|(INTERMOUNTAIN)|(OBGYN)"

Connect to GCP database

bigrquery::bq_auth(path = 'D:/gcp_keys/healthcare-compare-prod-95b3b7349c32.json')

# set my project ID and dataset name
project_id <- 'healthcare-compare-prod'
dataset_name <- 'healthcare_compare'

con <- dbConnect(
  bigrquery::bigquery(),
  project = project_id,
  dataset = dataset_name,
  billing = project_id
)

Get NPI table

query <-  paste0("SELECT npi, clean_name, osa_group, osa_class, osa_specialization
                 FROM `healthcare-compare-prod.healthcare_compare.npi_full`")
                       
#bq_project_query(billing, query) # uncomment to determine billing price for above query.

npi_full <- dbGetQuery(con, query) %>%
  data.table()

get a subset of the NPI providers based upon taxonomy groups

  npi_prov_pair <-  npi_full%>% 
    .[,.(npi=npi,
         clean_name = clean_name
         )
      ]

Load Data

bun_proc <-  disk.frame("full_apcd.df")
# cstomy <- bun_proc[surg_bun_descr %>% stri_detect_regex("cholecystectomy")]
cstomy <- bun_proc[proc_code_str_sorted %>% stri_detect_regex("(47562)|(47563)|(47564)|(47570)|(47579)|(47600)|(47605)|(47610)|(47612)|(47620)")]
# (47562)|(47563)|(47564)|(47570)|(47579)|(47600)|(47605)|(47610)|(47612)|(47620)
cstomy %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 372 x 2
##    name                  correlation
##    <chr>                       <dbl>
##  1 duration_max                0.688
##  2 faci_bun_t_hospital         0.431
##  3 faci_bun_t_initial          0.403
##  4 faci_bun_t_care             0.401
##  5 faci_bun_t_subsequent       0.378
##  6 radi_bun_t_exam             0.371
##  7 radi_bun_t_abdom            0.361
##  8 surg_bun_t_pancreas         0.360
##  9 surg_bun_t_remov            0.350
## 10 faci_bun_t_dept             0.330
## # ... with 362 more rows
cols_to_check <-  cstomy %>% select_if(is.logical)
tag_frequency <- apply(cols_to_check, 2, function(i) sum(i > 0)) %>% enframe() %>% as.data.table() %>% .[,.(tag=name, freq=value)]
outlier_tag_list <- tag_frequency[freq < 2] %>% .[["tag"]]
cstomy_clean <- remove_bun_proc_with_rare_tags(outlier_tag_list=outlier_tag_list, df=cstomy)
## [1] "Start of rare tag removal"
## [1] "nrow:3269 , ncol:1404"
## [1] "nrow:3269"
## [1] "removing: surg_bun_t_a-grft"
## [1] 3269
## [1] "removing: surg_bun_t_abortion"
## [1] 3269
## [1] "removing: surg_bun_t_abscess"
## [1] 3269
## [1] "removing: surg_bun_t_acell"
## [1] 3269
## [1] "removing: surg_bun_t_acellular"
## [1] 3269
## [1] "removing: surg_bun_t_acne"
## [1] 3269
## [1] "removing: surg_bun_t_acute"
## [1] 3269
## [1] "removing: surg_bun_t_adenoid"
## [1] 3269
## [1] "removing: surg_bun_t_adjust"
## [1] 3269
## [1] "removing: surg_bun_t_airway"
## [1] 3269
## [1] "removing: surg_bun_t_amput"
## [1] 3269
## [1] "removing: surg_bun_t_analysis"
## [1] 3269
## [1] "removing: surg_bun_t_aneurysm"
## [1] 3269
## [1] "removing: surg_bun_t_ankle"
## [1] 3269
## [1] "removing: surg_bun_t_anoscopy"
## [1] 3269
## [1] "removing: surg_bun_t_antepartum"
## [1] 3269
## [1] "removing: surg_bun_t_aorta"
## [1] 3269
## [1] "removing: surg_bun_t_aortic"
## [1] 3269
## [1] "removing: surg_bun_t_aply"
## [1] 3269
## [1] "removing: surg_bun_t_application"
## [1] 3269
## [1] "removing: surg_bun_t_apply"
## [1] 3269
## [1] "removing: surg_bun_t_approach"
## [1] 3269
## [1] "removing: surg_bun_t_arm"
## [1] 3268
## [1] "removing: surg_bun_t_arterial"
## [1] 3268
## [1] "removing: surg_bun_t_artery"
## [1] 3268
## [1] "removing: surg_bun_t_arthro"
## [1] 3268
## [1] "removing: surg_bun_t_arthroplasty"
## [1] 3268
## [1] "removing: surg_bun_t_arthroscopy"
## [1] 3268
## [1] "removing: surg_bun_t_artificial"
## [1] 3268
## [1] "removing: surg_bun_t_augmentation"
## [1] 3268
## [1] "removing: surg_bun_t_autograft"
## [1] 3268
## [1] "removing: surg_bun_t_back"
## [1] 3268
## [1] "removing: surg_bun_t_balloon"
## [1] 3268
## [1] "removing: surg_bun_t_bed"
## [1] 3268
## [1] "removing: surg_bun_t_biceps"
## [1] 3268
## [1] "removing: surg_bun_t_bilobectomy"
## [1] 3268
## [1] "removing: surg_bun_t_bleeding"
## [1] 3268
## [1] "removing: surg_bun_t_blockage"
## [1] 3268
## [1] "removing: surg_bun_t_blood"
## [1] 3268
## [1] "removing: surg_bun_t_bone"
## [1] 3268
## [1] "removing: surg_bun_t_brace"
## [1] 3268
## [1] "removing: surg_bun_t_brain"
## [1] 3268
## [1] "removing: surg_bun_t_breast"
## [1] 3267
## [1] "removing: surg_bun_t_bronchial"
## [1] 3267
## [1] "removing: surg_bun_t_bronchoscopy"
## [1] 3267
## [1] "removing: surg_bun_t_brow"
## [1] 3267
## [1] "removing: surg_bun_t_bulge"
## [1] 3267
## [1] "removing: surg_bun_t_burn"
## [1] 3267
## [1] "removing: surg_bun_t_burr"
## [1] 3267
## [1] "removing: surg_bun_t_bursa"
## [1] 3266
## [1] "removing: surg_bun_t_buttck"
## [1] 3266
## [1] "removing: surg_bun_t_buttock"
## [1] 3266
## [1] "removing: surg_bun_t_cabg"
## [1] 3266
## [1] "removing: surg_bun_t_canal"
## [1] 3266
## [1] "removing: surg_bun_t_cannula"
## [1] 3266
## [1] "removing: surg_bun_t_capillary"
## [1] 3266
## [1] "removing: surg_bun_t_capsule"
## [1] 3266
## [1] "removing: surg_bun_t_care"
## [1] 3266
## [1] "removing: surg_bun_t_carotid"
## [1] 3266
## [1] "removing: surg_bun_t_cartilage"
## [1] 3266
## [1] "removing: surg_bun_t_cast"
## [1] 3266
## [1] "removing: surg_bun_t_cavity"
## [1] 3266
## [1] "removing: surg_bun_t_cell"
## [1] 3266
## [1] "removing: surg_bun_t_cervix"
## [1] 3266
## [1] "removing: surg_bun_t_cesarean"
## [1] 3266
## [1] "removing: surg_bun_t_chamber"
## [1] 3266
## [1] "removing: surg_bun_t_change"
## [1] 3266
## [1] "removing: surg_bun_t_chemical"
## [1] 3266
## [1] "removing: surg_bun_t_chemodenerv"
## [1] 3266
## [1] "removing: surg_bun_t_chest"
## [1] 3266
## [1] "removing: surg_bun_t_chin"
## [1] 3266
## [1] "removing: surg_bun_t_cholecystoenterostomy"
## [1] 3266
## [1] "removing: surg_bun_t_chronic"
## [1] 3266
## [1] "removing: surg_bun_t_circulation"
## [1] 3266
## [1] "removing: surg_bun_t_circumcision"
## [1] 3266
## [1] "removing: surg_bun_t_clamp"
## [1] 3266
## [1] "removing: surg_bun_t_clavicle"
## [1] 3266
## [1] "removing: surg_bun_t_clearance"
## [1] 3266
## [1] "removing: surg_bun_t_cleft"
## [1] 3266
## [1] "removing: surg_bun_t_clitoris"
## [1] 3266
## [1] "removing: surg_bun_t_cloacal"
## [1] 3266
## [1] "removing: surg_bun_t_closed"
## [1] 3266
## [1] "removing: surg_bun_t_closure"
## [1] 3266
## [1] "removing: surg_bun_t_clot"
## [1] 3266
## [1] "removing: surg_bun_t_collar"
## [1] 3266
## [1] "removing: surg_bun_t_colonoscopy"
## [1] 3265
## [1] "removing: surg_bun_t_coloproctostomy"
## [1] 3264
## [1] "removing: surg_bun_t_colostomy"
## [1] 3264
## [1] "removing: surg_bun_t_complex"
## [1] 3264
## [1] "removing: surg_bun_t_compression"
## [1] 3264
## [1] "removing: surg_bun_t_contriction"
## [1] 3264
## [1] "removing: surg_bun_t_control"
## [1] 3264
## [1] "removing: surg_bun_t_cord"
## [1] 3264
## [1] "removing: surg_bun_t_cornea"
## [1] 3264
## [1] "removing: surg_bun_t_coronary"
## [1] 3264
## [1] "removing: surg_bun_t_coronoid"
## [1] 3264
## [1] "removing: surg_bun_t_correct"
## [1] 3263
## [1] "removing: surg_bun_t_cranial"
## [1] 3263
## [1] "removing: surg_bun_t_craniofacial"
## [1] 3263
## [1] "removing: surg_bun_t_cryotherapy"
## [1] 3263
## [1] "removing: surg_bun_t_cuff"
## [1] 3263
## [1] "removing: surg_bun_t_cult"
## [1] 3263
## [1] "removing: surg_bun_t_cystometrogram"
## [1] 3263
## [1] "removing: surg_bun_t_cystouretero"
## [1] 3262
## [1] "removing: surg_bun_t_debrid"
## [1] 3262
## [1] "removing: surg_bun_t_debride"
## [1] 3262
## [1] "removing: surg_bun_t_decompression"
## [1] 3262
## [1] "removing: surg_bun_t_deep"
## [1] 3262
## [1] "removing: surg_bun_t_defect"
## [1] 3261
## [1] "removing: surg_bun_t_defib"
## [1] 3261
## [1] "removing: surg_bun_t_deformity"
## [1] 3261
## [1] "removing: surg_bun_t_degenerated"
## [1] 3261
## [1] "removing: surg_bun_t_delivery"
## [1] 3260
## [1] "removing: surg_bun_t_deplet"
## [1] 3260
## [1] "removing: surg_bun_t_dermabrasion"
## [1] 3260
## [1] "removing: surg_bun_t_design"
## [1] 3260
## [1] "removing: surg_bun_t_destroy"
## [1] 3260
## [1] "removing: surg_bun_t_destruction"
## [1] 3260
## [1] "removing: surg_bun_t_dialysis"
## [1] 3260
## [1] "removing: surg_bun_t_diaphragm"
## [1] 3260
## [1] "removing: surg_bun_t_digit"
## [1] 3260
## [1] "removing: surg_bun_t_dilat"
## [1] 3259
## [1] "removing: surg_bun_t_dilation"
## [1] 3259
## [1] "removing: surg_bun_t_disc"
## [1] 3259
## [1] "removing: surg_bun_t_diskectomy"
## [1] 3259
## [1] "removing: surg_bun_t_dislocat"
## [1] 3259
## [1] "removing: surg_bun_t_dissect"
## [1] 3259
## [1] "removing: surg_bun_t_donar"
## [1] 3259
## [1] "removing: surg_bun_t_draw"
## [1] 3259
## [1] "removing: surg_bun_t_dressing"
## [1] 3259
## [1] "removing: surg_bun_t_drill"
## [1] 3259
## [1] "removing: surg_bun_t_drug"
## [1] 3258
## [1] "removing: surg_bun_t_duoden"
## [1] 3257
## [1] "removing: surg_bun_t_dura"
## [1] 3256
## [1] "removing: surg_bun_t_ear"
## [1] 3256
## [1] "removing: surg_bun_t_eardrum"
## [1] 3256
## [1] "removing: surg_bun_t_ectopic"
## [1] 3256
## [1] "removing: surg_bun_t_elbow"
## [1] 3256
## [1] "removing: surg_bun_t_electrical"
## [1] 3256
## [1] "removing: surg_bun_t_electrode"
## [1] 3256
## [1] "removing: surg_bun_t_electroejaculation"
## [1] 3256
## [1] "removing: surg_bun_t_electrolysis"
## [1] 3256
## [1] "removing: surg_bun_t_embolize"
## [1] 3256
## [1] "removing: surg_bun_t_embryo"
## [1] 3256
## [1] "removing: surg_bun_t_endovas"
## [1] 3256
## [1] "removing: surg_bun_t_enlarge"
## [1] 3256
## [1] "removing: surg_bun_t_enterectomy"
## [1] 3256
## [1] "removing: surg_bun_t_epiderm"
## [1] 3256
## [1] "removing: surg_bun_t_epididymis"
## [1] 3256
## [1] "removing: surg_bun_t_epiphysis"
## [1] 3256
## [1] "removing: surg_bun_t_episiotomy"
## [1] 3256
## [1] "removing: surg_bun_t_esophagoscopy"
## [1] 3256
## [1] "removing: surg_bun_t_esophagus"
## [1] 3256
## [1] "removing: surg_bun_t_excessive"
## [1] 3256
## [1] "removing: surg_bun_t_excision"
## [1] 3255
## [1] "removing: surg_bun_t_exostosis"
## [1] 3255
## [1] "removing: surg_bun_t_expander"
## [1] 3255
## [1] "removing: surg_bun_t_explora"
## [1] 3254
## [1] "removing: surg_bun_t_explore"
## [1] 3253
## [1] "removing: surg_bun_t_extra"
## [1] 3253
## [1] "removing: surg_bun_t_extremity"
## [1] 3253
## [1] "removing: surg_bun_t_eye"
## [1] 3253
## [1] "removing: surg_bun_t_eyelashes"
## [1] 3253
## [1] "removing: surg_bun_t_eyelid"
## [1] 3253
## [1] "removing: surg_bun_t_fallopian"
## [1] 3253
## [1] "removing: surg_bun_t_fascia"
## [1] 3253
## [1] "removing: surg_bun_t_fat"
## [1] 3253
## [1] "removing: surg_bun_t_femur"
## [1] 3253
## [1] "removing: surg_bun_t_fibula"
## [1] 3253
## [1] "removing: surg_bun_t_finger"
## [1] 3253
## [1] "removing: surg_bun_t_fissure"
## [1] 3253
## [1] "removing: surg_bun_t_fistula"
## [1] 3253
## [1] "removing: surg_bun_t_fixation"
## [1] 3253
## [1] "removing: surg_bun_t_flap"
## [1] 3253
## [1] "removing: surg_bun_t_flow"
## [1] 3253
## [1] "removing: surg_bun_t_fna"
## [1] 3252
## [1] "removing: surg_bun_t_follow-up"
## [1] 3252
## [1] "removing: surg_bun_t_foot"
## [1] 3252
## [1] "removing: surg_bun_t_forearm"
## [1] 3252
## [1] "removing: surg_bun_t_forehead"
## [1] 3252
## [1] "removing: surg_bun_t_foreign"
## [1] 3252
## [1] "removing: surg_bun_t_fracture"
## [1] 3252
## [1] "removing: surg_bun_t_free"
## [1] 3252
## [1] "removing: surg_bun_t_frontal"
## [1] 3252
## [1] "removing: surg_bun_t_gastrostomy"
## [1] 3252
## [1] "removing: surg_bun_t_gentialia"
## [1] 3252
## [1] "removing: surg_bun_t_gi"
## [1] 3251
## [1] "removing: surg_bun_t_gland"
## [1] 3251
## [1] "removing: surg_bun_t_glaucoma"
## [1] 3251
## [1] "removing: surg_bun_t_growth"
## [1] 3251
## [1] "removing: surg_bun_t_gum"
## [1] 3251
## [1] "removing: surg_bun_t_hair"
## [1] 3251
## [1] "removing: surg_bun_t_hallux"
## [1] 3251
## [1] "removing: surg_bun_t_halo"
## [1] 3251
## [1] "removing: surg_bun_t_hand"
## [1] 3251
## [1] "removing: surg_bun_t_harvest"
## [1] 3251
## [1] "removing: surg_bun_t_head"
## [1] 3251
## [1] "removing: surg_bun_t_heart"
## [1] 3251
## [1] "removing: surg_bun_t_hematoma"
## [1] 3251
## [1] "removing: surg_bun_t_hemorrhoid"
## [1] 3251
## [1] "removing: surg_bun_t_hemorrhoidopexy"
## [1] 3251
## [1] "removing: surg_bun_t_hip"
## [1] 3251
## [1] "removing: surg_bun_t_hormone"
## [1] 3251
## [1] "removing: surg_bun_t_humer"
## [1] 3251
## [1] "removing: surg_bun_t_hydrocele"
## [1] 3251
## [1] "removing: surg_bun_t_hysterectomy"
## [1] 3251
## [1] "removing: surg_bun_t_iliopsoas"
## [1] 3251
## [1] "removing: surg_bun_t_illiac"
## [1] 3251
## [1] "removing: surg_bun_t_implant"
## [1] 3251
## [1] "removing: surg_bun_t_infect"
## [1] 3251
## [1] "removing: surg_bun_t_inner"
## [1] 3251
## [1] "removing: surg_bun_t_internal"
## [1] 3251
## [1] "removing: surg_bun_t_intracorporeal"
## [1] 3251
## [1] "removing: surg_bun_t_intracranial"
## [1] 3251
## [1] "removing: surg_bun_t_intranasal"
## [1] 3251
## [1] "removing: surg_bun_t_inverted"
## [1] 3251
## [1] "removing: surg_bun_t_iris"
## [1] 3251
## [1] "removing: surg_bun_t_jaw"
## [1] 3251
## [1] "removing: surg_bun_t_joint"
## [1] 3251
## [1] "removing: surg_bun_t_knee"
## [1] 3251
## [1] "removing: surg_bun_t_kneecap"
## [1] 3251
## [1] "removing: surg_bun_t_knuckle"
## [1] 3251
## [1] "removing: surg_bun_t_kyphectomy"
## [1] 3251
## [1] "removing: surg_bun_t_laceration"
## [1] 3251
## [1] "removing: surg_bun_t_laminotomy"
## [1] 3251
## [1] "removing: surg_bun_t_large"
## [1] 3251
## [1] "removing: surg_bun_t_laryngoscopy"
## [1] 3251
## [1] "removing: surg_bun_t_larynx"
## [1] 3251
## [1] "removing: surg_bun_t_laser"
## [1] 3251
## [1] "removing: surg_bun_t_lavage"
## [1] 3251
## [1] "removing: surg_bun_t_lefort"
## [1] 3251
## [1] "removing: surg_bun_t_leg"
## [1] 3251
## [1] "removing: surg_bun_t_lengthen"
## [1] 3251
## [1] "removing: surg_bun_t_ligament"
## [1] 3251
## [1] "removing: surg_bun_t_ligation"
## [1] 3251
## [1] "removing: surg_bun_t_lining"
## [1] 3251
## [1] "removing: surg_bun_t_lip"
## [1] 3251
## [1] "removing: surg_bun_t_lipectomy"
## [1] 3251
## [1] "removing: surg_bun_t_lobectomy"
## [1] 3251
## [1] "removing: surg_bun_t_long"
## [1] 3251
## [1] "removing: surg_bun_t_lower"
## [1] 3251
## [1] "removing: surg_bun_t_lumbar"
## [1] 3251
## [1] "removing: surg_bun_t_lung"
## [1] 3250
## [1] "removing: surg_bun_t_major"
## [1] 3250
## [1] "removing: surg_bun_t_mandible"
## [1] 3250
## [1] "removing: surg_bun_t_marrow"
## [1] 3250
## [1] "removing: surg_bun_t_mast"
## [1] 3250
## [1] "removing: surg_bun_t_mastectomy"
## [1] 3250
## [1] "removing: surg_bun_t_mastoid"
## [1] 3250
## [1] "removing: surg_bun_t_material"
## [1] 3250
## [1] "removing: surg_bun_t_maxilla"
## [1] 3250
## [1] "removing: surg_bun_t_mcp"
## [1] 3250
## [1] "removing: surg_bun_t_metacarpal"
## [1] 3250
## [1] "removing: surg_bun_t_microvasc"
## [1] 3250
## [1] "removing: surg_bun_t_middle"
## [1] 3250
## [1] "removing: surg_bun_t_midfoot"
## [1] 3250
## [1] "removing: surg_bun_t_mitral"
## [1] 3250
## [1] "removing: surg_bun_t_mohs"
## [1] 3250
## [1] "removing: surg_bun_t_mouth"
## [1] 3250
## [1] "removing: surg_bun_t_musc"
## [1] 3249
## [1] "removing: surg_bun_t_myelography"
## [1] 3249
## [1] "removing: surg_bun_t_myomectomy"
## [1] 3249
## [1] "removing: surg_bun_t_nail"
## [1] 3249
## [1] "removing: surg_bun_t_nasolacrimal"
## [1] 3249
## [1] "removing: surg_bun_t_neck"
## [1] 3249
## [1] "removing: surg_bun_t_nephrectomy"
## [1] 3248
## [1] "removing: surg_bun_t_nerve"
## [1] 3247
## [1] "removing: surg_bun_t_neuroelectrode"
## [1] 3247
## [1] "removing: surg_bun_t_neuroendoscopy"
## [1] 3247
## [1] "removing: surg_bun_t_nipple"
## [1] 3247
## [1] "removing: surg_bun_t_nodule"
## [1] 3247
## [1] "removing: surg_bun_t_nonfacial"
## [1] 3247
## [1] "removing: surg_bun_t_nose"
## [1] 3246
## [1] "removing: surg_bun_t_nosebleed"
## [1] 3246
## [1] "removing: surg_bun_t_nuero"
## [1] 3246
## [1] "removing: surg_bun_t_obstetrical"
## [1] 3246
## [1] "removing: surg_bun_t_opening"
## [1] 3245
## [1] "removing: surg_bun_t_oral"
## [1] 3245
## [1] "removing: surg_bun_t_orbitocranial"
## [1] 3245
## [1] "removing: surg_bun_t_orchiopexy"
## [1] 3245
## [1] "removing: surg_bun_t_ovarian"
## [1] 3245
## [1] "removing: surg_bun_t_pacemaker"
## [1] 3245
## [1] "removing: surg_bun_t_pad"
## [1] 3245
## [1] "removing: surg_bun_t_palate"
## [1] 3245
## [1] "removing: surg_bun_t_palm"
## [1] 3245
## [1] "removing: surg_bun_t_palsy"
## [1] 3245
## [1] "removing: surg_bun_t_pancreatectomy"
## [1] 3245
## [1] "removing: surg_bun_t_paravert"
## [1] 3245
## [1] "removing: surg_bun_t_pedcle"
## [1] 3245
## [1] "removing: surg_bun_t_pedicle"
## [1] 3245
## [1] "removing: surg_bun_t_peel"
## [1] 3245
## [1] "removing: surg_bun_t_pelvic"
## [1] 3245
## [1] "removing: surg_bun_t_pelvis"
## [1] 3245
## [1] "removing: surg_bun_t_penile"
## [1] 3245
## [1] "removing: surg_bun_t_penis"
## [1] 3245
## [1] "removing: surg_bun_t_percut"
## [1] 3245
## [1] "removing: surg_bun_t_percutaneous"
## [1] 3245
## [1] "removing: surg_bun_t_perineum"
## [1] 3245
## [1] "removing: surg_bun_t_pernineum"
## [1] 3245
## [1] "removing: surg_bun_t_pharynx"
## [1] 3245
## [1] "removing: surg_bun_t_pierce"
## [1] 3245
## [1] "removing: surg_bun_t_pilonidal"
## [1] 3245
## [1] "removing: surg_bun_t_plastic"
## [1] 3245
## [1] "removing: surg_bun_t_plate"
## [1] 3245
## [1] "removing: surg_bun_t_pneumonectomy"
## [1] 3245
## [1] "removing: surg_bun_t_polyp"
## [1] 3245
## [1] "removing: surg_bun_t_pouch"
## [1] 3245
## [1] "removing: surg_bun_t_pregnancy"
## [1] 3245
## [1] "removing: surg_bun_t_prepare"
## [1] 3245
## [1] "removing: surg_bun_t_pressure"
## [1] 3245
## [1] "removing: surg_bun_t_process"
## [1] 3245
## [1] "removing: surg_bun_t_proctosigmoidoscopy"
## [1] 3245
## [1] "removing: surg_bun_t_prolapse"
## [1] 3245
## [1] "removing: surg_bun_t_prostat"
## [1] 3245
## [1] "removing: surg_bun_t_prostate"
## [1] 3245
## [1] "removing: surg_bun_t_prosthesis"
## [1] 3245
## [1] "removing: surg_bun_t_prosthetic"
## [1] 3245
## [1] "removing: surg_bun_t_pulmonary"
## [1] 3245
## [1] "removing: surg_bun_t_punch"
## [1] 3245
## [1] "removing: surg_bun_t_puncture"
## [1] 3245
## [1] "removing: surg_bun_t_pyeloplasty"
## [1] 3245
## [1] "removing: surg_bun_t_radius"
## [1] 3245
## [1] "removing: surg_bun_t_realignment"
## [1] 3245
## [1] "removing: surg_bun_t_rechannel"
## [1] 3245
## [1] "removing: surg_bun_t_reconstruct"
## [1] 3245
## [1] "removing: surg_bun_t_reconstruction"
## [1] 3245
## [1] "removing: surg_bun_t_rectal"
## [1] 3245
## [1] "removing: surg_bun_t_rectum"
## [1] 3245
## [1] "removing: surg_bun_t_reduction"
## [1] 3245
## [1] "removing: surg_bun_t_reinforce"
## [1] 3245
## [1] "removing: surg_bun_t_release"
## [1] 3245
## [1] "removing: surg_bun_t_replantation"
## [1] 3245
## [1] "removing: surg_bun_t_resect"
## [1] 3244
## [1] "removing: surg_bun_t_reset"
## [1] 3244
## [1] "removing: surg_bun_t_retina"
## [1] 3244
## [1] "removing: surg_bun_t_retinopathy"
## [1] 3244
## [1] "removing: surg_bun_t_revise"
## [1] 3244
## [1] "removing: surg_bun_t_revision"
## [1] 3244
## [1] "removing: surg_bun_t_rib"
## [1] 3244
## [1] "removing: surg_bun_t_ridge"
## [1] 3244
## [1] "removing: surg_bun_t_ring"
## [1] 3244
## [1] "removing: surg_bun_t_roof"
## [1] 3244
## [1] "removing: surg_bun_t_rotator"
## [1] 3244
## [1] "removing: surg_bun_t_routine"
## [1] 3244
## [1] "removing: surg_bun_t_sacrum"
## [1] 3244
## [1] "removing: surg_bun_t_salivary"
## [1] 3244
## [1] "removing: surg_bun_t_scapula"
## [1] 3244
## [1] "removing: surg_bun_t_scar"
## [1] 3244
## [1] "removing: surg_bun_t_scrotum"
## [1] 3244
## [1] "removing: surg_bun_t_segment"
## [1] 3244
## [1] "removing: surg_bun_t_segmental"
## [1] 3244
## [1] "removing: surg_bun_t_segmentectomy"
## [1] 3244
## [1] "removing: surg_bun_t_sex"
## [1] 3244
## [1] "removing: surg_bun_t_shave"
## [1] 3244
## [1] "removing: surg_bun_t_sheath"
## [1] 3244
## [1] "removing: surg_bun_t_shorten"
## [1] 3244
## [1] "removing: surg_bun_t_shoulder"
## [1] 3244
## [1] "removing: surg_bun_t_shunt"
## [1] 3244
## [1] "removing: surg_bun_t_sigmoidoscopy"
## [1] 3244
## [1] "removing: surg_bun_t_simple"
## [1] 3244
## [1] "removing: surg_bun_t_sinus"
## [1] 3244
## [1] "removing: surg_bun_t_skeletal"
## [1] 3244
## [1] "removing: surg_bun_t_skin"
## [1] 3243
## [1] "removing: surg_bun_t_skull"
## [1] 3243
## [1] "removing: surg_bun_t_slipped"
## [1] 3243
## [1] "removing: surg_bun_t_socket"
## [1] 3243
## [1] "removing: surg_bun_t_soft"
## [1] 3243
## [1] "removing: surg_bun_t_sore"
## [1] 3243
## [1] "removing: surg_bun_t_sperm"
## [1] 3243
## [1] "removing: surg_bun_t_sphenoid"
## [1] 3243
## [1] "removing: surg_bun_t_sphincter"
## [1] 3243
## [1] "removing: surg_bun_t_spine"
## [1] 3243
## [1] "removing: surg_bun_t_splint"
## [1] 3243
## [1] "removing: surg_bun_t_split"
## [1] 3243
## [1] "removing: surg_bun_t_stem"
## [1] 3242
## [1] "removing: surg_bun_t_stenosis"
## [1] 3242
## [1] "removing: surg_bun_t_sternal"
## [1] 3242
## [1] "removing: surg_bun_t_sternum"
## [1] 3242
## [1] "removing: surg_bun_t_stimulation"
## [1] 3242
## [1] "removing: surg_bun_t_stone"
## [1] 3241
## [1] "removing: surg_bun_t_stop"
## [1] 3241
## [1] "removing: surg_bun_t_strapping"
## [1] 3241
## [1] "removing: surg_bun_t_stricture"
## [1] 3240
## [1] "removing: surg_bun_t_styloid"
## [1] 3240
## [1] "removing: surg_bun_t_suction"
## [1] 3240
## [1] "removing: surg_bun_t_superficial"
## [1] 3240
## [1] "removing: surg_bun_t_suspension"
## [1] 3240
## [1] "removing: surg_bun_t_sutures"
## [1] 3240
## [1] "removing: surg_bun_t_sweat"
## [1] 3240
## [1] "removing: surg_bun_t_tail"
## [1] 3240
## [1] "removing: surg_bun_t_tear"
## [1] 3240
## [1] "removing: surg_bun_t_temporal"
## [1] 3240
## [1] "removing: surg_bun_t_tendon"
## [1] 3240
## [1] "removing: surg_bun_t_testis"
## [1] 3240
## [1] "removing: surg_bun_t_therapy"
## [1] 3240
## [1] "removing: surg_bun_t_thigh"
## [1] 3240
## [1] "removing: surg_bun_t_thoracoscopy"
## [1] 3240
## [1] "removing: surg_bun_t_thoracotomy"
## [1] 3240
## [1] "removing: surg_bun_t_thorax"
## [1] 3240
## [1] "removing: surg_bun_t_throat"
## [1] 3240
## [1] "removing: surg_bun_t_thrombin"
## [1] 3240
## [1] "removing: surg_bun_t_thrombo"
## [1] 3240
## [1] "removing: surg_bun_t_thumb"
## [1] 3240
## [1] "removing: surg_bun_t_thymus"
## [1] 3240
## [1] "removing: surg_bun_t_thyroid"
## [1] 3240
## [1] "removing: surg_bun_t_tiss"
## [1] 3240
## [1] "removing: surg_bun_t_tkr"
## [1] 3240
## [1] "removing: surg_bun_t_toe"
## [1] 3240
## [1] "removing: surg_bun_t_tongue"
## [1] 3240
## [1] "removing: surg_bun_t_tonsil"
## [1] 3240
## [1] "removing: surg_bun_t_torsion"
## [1] 3240
## [1] "removing: surg_bun_t_tract"
## [1] 3240
## [1] "removing: surg_bun_t_transcath"
## [1] 3240
## [1] "removing: surg_bun_t_transfer"
## [1] 3240
## [1] "removing: surg_bun_t_transform"
## [1] 3240
## [1] "removing: surg_bun_t_triceps"
## [1] 3240
## [1] "removing: surg_bun_t_tricuspid"
## [1] 3240
## [1] "removing: surg_bun_t_trigger"
## [1] 3240
## [1] "removing: surg_bun_t_trim"
## [1] 3240
## [1] "removing: surg_bun_t_tunneled"
## [1] 3240
## [1] "removing: surg_bun_t_ulcer"
## [1] 3240
## [1] "removing: surg_bun_t_ulna"
## [1] 3240
## [1] "removing: surg_bun_t_unit"
## [1] 3240
## [1] "removing: surg_bun_t_unstable"
## [1] 3240
## [1] "removing: surg_bun_t_upper"
## [1] 3240
## [1] "removing: surg_bun_t_urethra"
## [1] 3240
## [1] "removing: surg_bun_t_urethrovaginal"
## [1] 3240
## [1] "removing: surg_bun_t_uterus"
## [1] 3240
## [1] "removing: surg_bun_t_uvula"
## [1] 3240
## [1] "removing: surg_bun_t_vag"
## [1] 3239
## [1] "removing: surg_bun_t_vagotomy"
## [1] 3239
## [1] "removing: surg_bun_t_valgus"
## [1] 3239
## [1] "removing: surg_bun_t_valve"
## [1] 3239
## [1] "removing: surg_bun_t_vascular"
## [1] 3239
## [1] "removing: surg_bun_t_vein"
## [1] 3239
## [1] "removing: surg_bun_t_venipuncture"
## [1] 3239
## [1] "removing: surg_bun_t_ventricular"
## [1] 3239
## [1] "removing: surg_bun_t_vertebra"
## [1] 3239
## [1] "removing: surg_bun_t_vessel"
## [1] 3239
## [1] "removing: surg_bun_t_vulva"
## [1] 3239
## [1] "removing: surg_bun_t_wall"
## [1] 3239
## [1] "removing: surg_bun_t_wax"
## [1] 3239
## [1] "removing: surg_bun_t_web"
## [1] 3239
## [1] "removing: surg_bun_t_window"
## [1] 3239
## [1] "removing: surg_bun_t_windpipe"
## [1] 3239
## [1] "removing: surg_bun_t_wound"
## [1] 3238
## [1] "removing: surg_bun_t_wrinkle"
## [1] 3238
## [1] "removing: surg_bun_t_wrist"
## [1] 3238
## [1] "removing: surg_bun_t_x-ray"
## [1] 3238
## [1] "removing: surg_bun_t_xenograft"
## [1] 3238
## [1] "removing: surg_bun_t_xenogrft"
## [1] 3238
## [1] "removing: surg_bun_t_xgraft"
## [1] 3238
## [1] "removing: medi_bun_t_analy"
## [1] 3238
## [1] "removing: medi_bun_t_applicat"
## [1] 3238
## [1] "removing: medi_bun_t_apply"
## [1] 3238
## [1] "removing: medi_bun_t_asses"
## [1] 3238
## [1] "removing: medi_bun_t_benzathine"
## [1] 3238
## [1] "removing: medi_bun_t_betamethasone"
## [1] 3238
## [1] "removing: medi_bun_t_boot"
## [1] 3238
## [1] "removing: medi_bun_t_candida"
## [1] 3238
## [1] "removing: medi_bun_t_cast"
## [1] 3238
## [1] "removing: medi_bun_t_catheterisation"
## [1] 3238
## [1] "removing: medi_bun_t_clostridium"
## [1] 3238
## [1] "removing: medi_bun_t_cochlear"
## [1] 3238
## [1] "removing: medi_bun_t_cold"
## [1] 3238
## [1] "removing: medi_bun_t_consult"
## [1] 3238
## [1] "removing: medi_bun_t_consultation"
## [1] 3238
## [1] "removing: medi_bun_t_crutch"
## [1] 3238
## [1] "removing: medi_bun_t_cyst"
## [1] 3238
## [1] "removing: medi_bun_t_derma"
## [1] 3238
## [1] "removing: medi_bun_t_dermal"
## [1] 3238
## [1] "removing: medi_bun_t_discharg"
## [1] 3238
## [1] "removing: medi_bun_t_drain"
## [1] 3238
## [1] "removing: medi_bun_t_draw"
## [1] 3237
## [1] "removing: medi_bun_t_dtap"
## [1] 3237
## [1] "removing: medi_bun_t_dtap-ipv"
## [1] 3237
## [1] "removing: medi_bun_t_emotional"
## [1] 3236
## [1] "removing: medi_bun_t_endocrine"
## [1] 3236
## [1] "removing: medi_bun_t_epstein-barr"
## [1] 3236
## [1] "removing: medi_bun_t_equipment"
## [1] 3236
## [1] "removing: medi_bun_t_estradiol"
## [1] 3236
## [1] "removing: medi_bun_t_flu"
## [1] 3235
## [1] "removing: medi_bun_t_follow-up"
## [1] 3235
## [1] "removing: medi_bun_t_gastroenterology"
## [1] 3235
## [1] "removing: medi_bun_t_gonorrhoeae"
## [1] 3235
## [1] "removing: medi_bun_t_hearing"
## [1] 3235
## [1] "removing: medi_bun_t_hemorrhoid"
## [1] 3235
## [1] "removing: medi_bun_t_hepatitis"
## [1] 3235
## [1] "removing: medi_bun_t_hiv - 2"
## [1] 3235
## [1] "removing: medi_bun_t_hiv - 3"
## [1] 3235
## [1] "removing: medi_bun_t_home"
## [1] 3234
## [1] "removing: medi_bun_t_hormone"
## [1] 3234
## [1] "removing: medi_bun_t_hpv"
## [1] 3234
## [1] "removing: medi_bun_t_immune"
## [1] 3233
## [1] "removing: medi_bun_t_immunoassay"
## [1] 3233
## [1] "removing: medi_bun_t_immunohisto"
## [1] 3233
## [1] "removing: medi_bun_t_influenza"
## [1] 3233
## [1] "removing: medi_bun_t_intrauterine"
## [1] 3233
## [1] "removing: medi_bun_t_iodine"
## [1] 3233
## [1] "removing: medi_bun_t_laiv4"
## [1] 3233
## [1] "removing: medi_bun_t_medroxyprogesterone"
## [1] 3233
## [1] "removing: medi_bun_t_mental"
## [1] 3233
## [1] "removing: medi_bun_t_metabolic"
## [1] 3233
## [1] "removing: medi_bun_t_methylprednisolone"
## [1] 3233
## [1] "removing: medi_bun_t_mgmt"
## [1] 3233
## [1] "removing: medi_bun_t_mmr"
## [1] 3233
## [1] "removing: medi_bun_t_monitor"
## [1] 3233
## [1] "removing: medi_bun_t_muscle"
## [1] 3233
## [1] "removing: medi_bun_t_needle"
## [1] 3233
## [1] "removing: medi_bun_t_non-invasive"
## [1] 3233
## [1] "removing: medi_bun_t_non-stress"
## [1] 3233
## [1] "removing: medi_bun_t_nursing"
## [1] 3233
## [1] "removing: medi_bun_t_nutrition"
## [1] 3233
## [1] "removing: medi_bun_t_outpatient"
## [1] 3233
## [1] "removing: medi_bun_t_physical"
## [1] 3233
## [1] "removing: medi_bun_t_portable"
## [1] 3233
## [1] "removing: medi_bun_t_prednisolone"
## [1] 3233
## [1] "removing: medi_bun_t_progesterone"
## [1] 3233
## [1] "removing: medi_bun_t_psychiat"
## [1] 3233
## [1] "removing: medi_bun_t_psycho"
## [1] 3232
## [1] "removing: medi_bun_t_pulmonary"
## [1] 3232
## [1] "removing: medi_bun_t_rabies"
## [1] 3232
## [1] "removing: medi_bun_t_radiation"
## [1] 3232
## [1] "removing: medi_bun_t_radio"
## [1] 3232
## [1] "removing: medi_bun_t_reeducation"
## [1] 3232
## [1] "removing: medi_bun_t_reeval"
## [1] 3232
## [1] "removing: medi_bun_t_rehab"
## [1] 3232
## [1] "removing: medi_bun_t_remove"
## [1] 3232
## [1] "removing: medi_bun_t_rheumatoid"
## [1] 3232
## [1] "removing: medi_bun_t_riv4"
## [1] 3231
## [1] "removing: medi_bun_t_rubella"
## [1] 3231
## [1] "removing: medi_bun_t_sciatic"
## [1] 3231
## [1] "removing: medi_bun_t_serum"
## [1] 3231
## [1] "removing: medi_bun_t_services"
## [1] 3231
## [1] "removing: medi_bun_t_shave"
## [1] 3231
## [1] "removing: medi_bun_t_simple"
## [1] 3231
## [1] "removing: medi_bun_t_sleep"
## [1] 3230
## [1] "removing: medi_bun_t_smear"
## [1] 3230
## [1] "removing: medi_bun_t_soft"
## [1] 3230
## [1] "removing: medi_bun_t_speech"
## [1] 3230
## [1] "removing: medi_bun_t_splint"
## [1] 3230
## [1] "removing: medi_bun_t_splt"
## [1] 3230
## [1] "removing: medi_bun_t_stent"
## [1] 3230
## [1] "removing: medi_bun_t_sterile"
## [1] 3229
## [1] "removing: medi_bun_t_stimulation"
## [1] 3228
## [1] "removing: medi_bun_t_stocking"
## [1] 3228
## [1] "removing: medi_bun_t_stone"
## [1] 3228
## [1] "removing: medi_bun_t_stool"
## [1] 3228
## [1] "removing: medi_bun_t_strep"
## [1] 3228
## [1] "removing: medi_bun_t_subseq"
## [1] 3228
## [1] "removing: medi_bun_t_substitute"
## [1] 3228
## [1] "removing: medi_bun_t_supplies"
## [1] 3228
## [1] "removing: medi_bun_t_suppls"
## [1] 3228
## [1] "removing: medi_bun_t_support"
## [1] 3228
## [1] "removing: medi_bun_t_susceptible"
## [1] 3228
## [1] "removing: medi_bun_t_swallow"
## [1] 3228
## [1] "removing: medi_bun_t_synth"
## [1] 3228
## [1] "removing: medi_bun_t_syphilis"
## [1] 3228
## [1] "removing: medi_bun_t_syringe"
## [1] 3228
## [1] "removing: medi_bun_t_system"
## [1] 3228
## [1] "removing: medi_bun_t_tdap"
## [1] 3228
## [1] "removing: medi_bun_t_testing"
## [1] 3228
## [1] "removing: medi_bun_t_testosterone"
## [1] 3228
## [1] "removing: medi_bun_t_tests"
## [1] 3228
## [1] "removing: medi_bun_t_tetanus"
## [1] 3228
## [1] "removing: medi_bun_t_thyroxine"
## [1] 3228
## [1] "removing: medi_bun_t_tobacco"
## [1] 3228
## [1] "removing: medi_bun_t_toe"
## [1] 3228
## [1] "removing: medi_bun_t_tolerance"
## [1] 3228
## [1] "removing: medi_bun_t_topical"
## [1] 3228
## [1] "removing: medi_bun_t_toxin"
## [1] 3228
## [1] "removing: medi_bun_t_trach"
## [1] 3228
## [1] "removing: medi_bun_t_training"
## [1] 3227
## [1] "removing: medi_bun_t_transfusion"
## [1] 3227
## [1] "removing: medi_bun_t_typhoid"
## [1] 3227
## [1] "removing: medi_bun_t_urinalysis"
## [1] 3227
## [1] "removing: medi_bun_t_urinary"
## [1] 3227
## [1] "removing: medi_bun_t_urine"
## [1] 3227
## [1] "removing: medi_bun_t_uterine"
## [1] 3227
## [1] "removing: medi_bun_t_valve"
## [1] 3227
## [1] "removing: medi_bun_t_vein"
## [1] 3227
## [1] "removing: medi_bun_t_virus"
## [1] 3227
## [1] "removing: medi_bun_t_visual"
## [1] 3227
## [1] "removing: medi_bun_t_vitamin"
## [1] 3226
## [1] "removing: medi_bun_t_wbc"
## [1] 3226
## [1] "removing: medi_bun_t_wheelchair"
## [1] 3226
## [1] "removing: medi_bun_t_wheezing"
## [1] 3225
## [1] "removing: medi_bun_t_whirlpool"
## [1] 3225
## [1] "removing: medi_bun_t_wire"
## [1] 3225
## [1] "removing: medi_bun_t_with"
## [1] 3224
## [1] "removing: medi_bun_t_without"
## [1] 3224
## [1] "removing: medi_bun_t_wkend"
## [1] 3224
## [1] "removing: medi_bun_t_menb"
## [1] 3224
## [1] "removing: medi_bun_t_hzv"
## [1] 3224
## [1] "removing: medi_bun_t_xgraft"
## [1] 3224
## [1] "removing: medi_bun_t_hepb"
## [1] 3223
## [1] "removing: medi_bun_t_pcv13"
## [1] 3223
## [1] "removing: medi_bun_t_var_vaccine_live_subq"
## [1] 3223
## [1] "removing: medi_bun_t_menacwy"
## [1] 3223
## [1] "removing: radi_bun_t_adrenal"
## [1] 3223
## [1] "removing: radi_bun_t_ankle"
## [1] 3223
## [1] "removing: radi_bun_t_aorta"
## [1] 3223
## [1] "removing: radi_bun_t_area"
## [1] 3223
## [1] "removing: radi_bun_t_arm"
## [1] 3223
## [1] "removing: radi_bun_t_artery"
## [1] 3223
## [1] "removing: radi_bun_t_bladder"
## [1] 3223
## [1] "removing: radi_bun_t_blade"
## [1] 3223
## [1] "removing: radi_bun_t_blockage"
## [1] 3223
## [1] "removing: radi_bun_t_body"
## [1] 3223
## [1] "removing: radi_bun_t_bone"
## [1] 3223
## [1] "removing: radi_bun_t_cardiac"
## [1] 3223
## [1] "removing: radi_bun_t_cast"
## [1] 3223
## [1] "removing: radi_bun_t_complex"
## [1] 3223
## [1] "removing: radi_bun_t_cranial"
## [1] 3223
## [1] "removing: radi_bun_t_ct_scan"
## [1] 3223
## [1] "removing: radi_bun_t_delivery"
## [1] 3223
## [1] "removing: radi_bun_t_diagnostic"
## [1] 3223
## [1] "removing: radi_bun_t_dislocation"
## [1] 3223
## [1] "removing: radi_bun_t_elbow"
## [1] 3223
## [1] "removing: radi_bun_t_epidurograpy"
## [1] 3223
## [1] "removing: radi_bun_t_evaluation"
## [1] 3223
## [1] "removing: radi_bun_t_eye"
## [1] 3223
## [1] "removing: radi_bun_t_femur"
## [1] 3223
## [1] "removing: radi_bun_t_fetal"
## [1] 3223
## [1] "removing: radi_bun_t_finger"
## [1] 3223
## [1] "removing: radi_bun_t_fistula"
## [1] 3223
## [1] "removing: radi_bun_t_fmri"
## [1] 3223
## [1] "removing: radi_bun_t_foot"
## [1] 3223
## [1] "removing: radi_bun_t_forearm"
## [1] 3223
## [1] "removing: radi_bun_t_fracture"
## [1] 3223
## [1] "removing: radi_bun_t_gadobutrol"
## [1] 3223
## [1] "removing: radi_bun_t_gastric"
## [1] 3223
## [1] "removing: radi_bun_t_general"
## [1] 3223
## [1] "removing: radi_bun_t_gential"
## [1] 3223
## [1] "removing: radi_bun_t_gestation"
## [1] 3223
## [1] "removing: radi_bun_t_gi_tract"
## [1] 3223
## [1] "removing: radi_bun_t_glands"
## [1] 3223
## [1] "removing: radi_bun_t_hand"
## [1] 3223
## [1] "removing: radi_bun_t_heart"
## [1] 3223
## [1] "removing: radi_bun_t_heel"
## [1] 3223
## [1] "removing: radi_bun_t_humerus"
## [1] 3223
## [1] "removing: radi_bun_t_hyperthermia"
## [1] 3223
## [1] "removing: radi_bun_t_infant"
## [1] 3223
## [1] "removing: radi_bun_t_interpret"
## [1] 3223
## [1] "removing: radi_bun_t_jaw"
## [1] 3223
## [1] "removing: radi_bun_t_joint"
## [1] 3223
## [1] "removing: radi_bun_t_kidney"
## [1] 3223
## [1] "removing: radi_bun_t_leg"
## [1] 3223
## [1] "removing: radi_bun_t_lesion"
## [1] 3223
## [1] "removing: radi_bun_t_liver"
## [1] 3223
## [1] "removing: radi_bun_t_lower"
## [1] 3223
## [1] "removing: radi_bun_t_lumbar"
## [1] 3223
## [1] "removing: radi_bun_t_lung"
## [1] 3223
## [1] "removing: radi_bun_t_mammogra"
## [1] 3223
## [1] "removing: radi_bun_t_management"
## [1] 3223
## [1] "removing: radi_bun_t_marrow"
## [1] 3223
## [1] "removing: radi_bun_t_mastoids"
## [1] 3223
## [1] "removing: radi_bun_t_mra"
## [1] 3223
## [1] "removing: radi_bun_t_myelography"
## [1] 3223
## [1] "removing: radi_bun_t_nuclear"
## [1] 3223
## [1] "removing: radi_bun_t_oncology"
## [1] 3223
## [1] "removing: radi_bun_t_penis"
## [1] 3223
## [1] "removing: radi_bun_t_pet"
## [1] 3223
## [1] "removing: radi_bun_t_pituitary"
## [1] 3223
## [1] "removing: radi_bun_t_plan"
## [1] 3223
## [1] "removing: radi_bun_t_plasma"
## [1] 3223
## [1] "removing: radi_bun_t_radiation"
## [1] 3223
## [1] "removing: radi_bun_t_radio"
## [1] 3223
## [1] "removing: radi_bun_t_repair"
## [1] 3223
## [1] "removing: radi_bun_t_rib"
## [1] 3222
## [1] "removing: radi_bun_t_scan"
## [1] 3222
## [1] "removing: radi_bun_t_shoulder"
## [1] 3221
## [1] "removing: radi_bun_t_sinuses"
## [1] 3221
## [1] "removing: radi_bun_t_skull"
## [1] 3221
## [1] "removing: radi_bun_t_socket"
## [1] 3221
## [1] "removing: radi_bun_t_speech"
## [1] 3221
## [1] "removing: radi_bun_t_spleen"
## [1] 3221
## [1] "removing: radi_bun_t_tear"
## [1] 3221
## [1] "removing: radi_bun_t_teeth"
## [1] 3221
## [1] "removing: radi_bun_t_therapy"
## [1] 3221
## [1] "removing: radi_bun_t_thigh"
## [1] 3221
## [1] "removing: radi_bun_t_thorac"
## [1] 3221
## [1] "removing: radi_bun_t_throat"
## [1] 3221
## [1] "removing: radi_bun_t_thrombosis"
## [1] 3221
## [1] "removing: radi_bun_t_thyroid"
## [1] 3221
## [1] "removing: radi_bun_t_toe"
## [1] 3221
## [1] "removing: radi_bun_t_tract"
## [1] 3221
## [1] "removing: radi_bun_t_treatment"
## [1] 3221
## [1] "removing: radi_bun_t_trunk"
## [1] 3221
## [1] "removing: radi_bun_t_tumor"
## [1] 3221
## [1] "removing: radi_bun_t_upper"
## [1] 3220
## [1] "removing: radi_bun_t_urethra"
## [1] 3220
## [1] "removing: radi_bun_t_urinary"
## [1] 3220
## [1] "removing: radi_bun_t_vein"
## [1] 3220
## [1] "removing: radi_bun_t_ventilation"
## [1] 3220
## [1] "removing: radi_bun_t_veous"
## [1] 3220
## [1] "removing: radi_bun_t_vessel"
## [1] 3220
## [1] "removing: radi_bun_t_wrist"
## [1] 3220
## [1] "removing: radi_bun_t_xtremity"
## [1] 3220
## [1] "removing: path_bun_t_acet"
## [1] 3220
## [1] "removing: path_bun_t_alkaline"
## [1] 3220
## [1] "removing: path_bun_t_allerg"
## [1] 3220
## [1] "removing: path_bun_t_amikacin"
## [1] 3220
## [1] "removing: path_bun_t_amitripytline"
## [1] 3220
## [1] "removing: path_bun_t_ammonia"
## [1] 3220
## [1] "removing: path_bun_t_amniotic"
## [1] 3220
## [1] "removing: path_bun_t_anabolic"
## [1] 3220
## [1] "removing: path_bun_t_analgesics"
## [1] 3220
## [1] "removing: path_bun_t_analysis"
## [1] 3220
## [1] "removing: path_bun_t_antidepressant"
## [1] 3220
## [1] "removing: path_bun_t_antiepileptics"
## [1] 3220
## [1] "removing: path_bun_t_antipsychotic"
## [1] 3220
## [1] "removing: path_bun_t_aortic"
## [1] 3220
## [1] "removing: path_bun_t_autopsy"
## [1] 3220
## [1] "removing: path_bun_t_barbiturate"
## [1] 3220
## [1] "removing: path_bun_t_benzo"
## [1] 3220
## [1] "removing: path_bun_t_bile"
## [1] 3220
## [1] "removing: path_bun_t_biopsy"
## [1] 3220
## [1] "removing: path_bun_t_bleeding"
## [1] 3220
## [1] "removing: path_bun_t_cadmium"
## [1] 3220
## [1] "removing: path_bun_t_cannabinoids"
## [1] 3220
## [1] "removing: path_bun_t_carbamazepine"
## [1] 3220
## [1] "removing: path_bun_t_carbon"
## [1] 3220
## [1] "removing: path_bun_t_catecholamine"
## [1] 3220
## [1] "removing: path_bun_t_chlamydia"
## [1] 3220
## [1] "removing: path_bun_t_chloride"
## [1] 3220
## [1] "removing: path_bun_t_chromosome"
## [1] 3220
## [1] "removing: path_bun_t_chromotograph"
## [1] 3220
## [1] "removing: path_bun_t_class"
## [1] 3220
## [1] "removing: path_bun_t_clot"
## [1] 3220
## [1] "removing: path_bun_t_clozapine"
## [1] 3220
## [1] "removing: path_bun_t_coagulation"
## [1] 3220
## [1] "removing: path_bun_t_cocaine"
## [1] 3220
## [1] "removing: path_bun_t_cryopreservd"
## [1] 3220
## [1] "removing: path_bun_t_cyanide"
## [1] 3220
## [1] "removing: path_bun_t_cyclosporine"
## [1] 3220
## [1] "removing: path_bun_t_cystines"
## [1] 3220
## [1] "removing: path_bun_t_cytopathol"
## [1] 3220
## [1] "removing: path_bun_t_dehydroepiandrosterone"
## [1] 3220
## [1] "removing: path_bun_t_desipramine"
## [1] 3220
## [1] "removing: path_bun_t_digoxin"
## [1] 3220
## [1] "removing: path_bun_t_dihydro"
## [1] 3220
## [1] "removing: path_bun_t_dilation"
## [1] 3220
## [1] "removing: path_bun_t_dioxide"
## [1] 3220
## [1] "removing: path_bun_t_dipropylacetic"
## [1] 3220
## [1] "removing: path_bun_t_disease"
## [1] 3220
## [1] "removing: path_bun_t_draw"
## [1] 3220
## [1] "removing: path_bun_t_dysfunction"
## [1] 3220
## [1] "removing: path_bun_t_embryo"
## [1] 3220
## [1] "removing: path_bun_t_encephalitis"
## [1] 3220
## [1] "removing: path_bun_t_endocrine"
## [1] 3220
## [1] "removing: path_bun_t_enzyme"
## [1] 3219
## [1] "removing: path_bun_t_epstein-barr"
## [1] 3218
## [1] "removing: path_bun_t_estrogen"
## [1] 3218
## [1] "removing: path_bun_t_ethanol"
## [1] 3218
## [1] "removing: path_bun_t_evaluation"
## [1] 3218
## [1] "removing: path_bun_t_factor"
## [1] 3218
## [1] "removing: path_bun_t_fentanyl"
## [1] 3218
## [1] "removing: path_bun_t_ferritin"
## [1] 3217
## [1] "removing: path_bun_t_fetal"
## [1] 3217
## [1] "removing: path_bun_t_fibrinogen"
## [1] 3217
## [1] "removing: path_bun_t_fibronlytic"
## [1] 3217
## [1] "removing: path_bun_t_flouride"
## [1] 3217
## [1] "removing: path_bun_t_galacto"
## [1] 3217
## [1] "removing: path_bun_t_gastrin"
## [1] 3217
## [1] "removing: path_bun_t_genome"
## [1] 3217
## [1] "removing: path_bun_t_genotpying"
## [1] 3217
## [1] "removing: path_bun_t_giardia"
## [1] 3216
## [1] "removing: path_bun_t_glucagon"
## [1] 3216
## [1] "removing: path_bun_t_growth"
## [1] 3216
## [1] "removing: path_bun_t_gynecologic"
## [1] 3216
## [1] "removing: path_bun_t_haloperidol"
## [1] 3216
## [1] "removing: path_bun_t_hearing"
## [1] 3216
## [1] "removing: path_bun_t_heavy"
## [1] 3216
## [1] "removing: path_bun_t_heinz"
## [1] 3216
## [1] "removing: path_bun_t_heridatary"
## [1] 3216
## [1] "removing: path_bun_t_heroin"
## [1] 3216
## [1] "removing: path_bun_t_herpes"
## [1] 3216
## [1] "removing: path_bun_t_hold"
## [1] 3216
## [1] "removing: path_bun_t_hpa"
## [1] 3216
## [1] "removing: path_bun_t_hsv"
## [1] 3216
## [1] "removing: path_bun_t_imipramine"
## [1] 3216
## [1] "removing: path_bun_t_insulin"
## [1] 3216
## [1] "removing: path_bun_t_iodine"
## [1] 3216
## [1] "removing: path_bun_t_iron"
## [1] 3215
## [1] "removing: path_bun_t_lab"
## [1] 3215
## [1] "removing: path_bun_t_lamotrigine"
## [1] 3215
## [1] "removing: path_bun_t_levetiracetam"
## [1] 3215
## [1] "removing: path_bun_t_lidocaine"
## [1] 3215
## [1] "removing: path_bun_t_lipoprotein"
## [1] 3215
## [1] "removing: path_bun_t_lithium"
## [1] 3214
## [1] "removing: path_bun_t_loss"
## [1] 3214
## [1] "removing: path_bun_t_low"
## [1] 3214
## [1] "removing: path_bun_t_lung"
## [1] 3214
## [1] "removing: path_bun_t_lyme"
## [1] 3214
## [1] "removing: path_bun_t_lympg"
## [1] 3214
## [1] "removing: path_bun_t_malaria"
## [1] 3214
## [1] "removing: path_bun_t_mercury"
## [1] 3214
## [1] "removing: path_bun_t_metal"
## [1] 3214
## [1] "removing: path_bun_t_microscop"
## [1] 3214
## [1] "removing: path_bun_t_microscopic"
## [1] 3214
## [1] "removing: path_bun_t_microscopy"
## [1] 3214
## [1] "removing: path_bun_t_mitocondrial"
## [1] 3214
## [1] "removing: path_bun_t_mopath"
## [1] 3214
## [1] "removing: path_bun_t_mumps"
## [1] 3214
## [1] "removing: path_bun_t_mycophenolate"
## [1] 3214
## [1] "removing: path_bun_t_nicotine"
## [1] 3214
## [1] "removing: path_bun_t_nile"
## [1] 3214
## [1] "removing: path_bun_t_non-opioid"
## [1] 3214
## [1] "removing: path_bun_t_nonantibody"
## [1] 3213
## [1] "removing: path_bun_t_nucleic"
## [1] 3213
## [1] "removing: path_bun_t_obstretric"
## [1] 3213
## [1] "removing: path_bun_t_occult"
## [1] 3212
## [1] "removing: path_bun_t_onco"
## [1] 3212
## [1] "removing: path_bun_t_oocyte"
## [1] 3212
## [1] "removing: path_bun_t_opioid"
## [1] 3212
## [1] "removing: path_bun_t_ovulation"
## [1] 3212
## [1] "removing: path_bun_t_oxycodone"
## [1] 3212
## [1] "removing: path_bun_t_paper"
## [1] 3212
## [1] "removing: path_bun_t_period"
## [1] 3212
## [1] "removing: path_bun_t_phenobarbital"
## [1] 3212
## [1] "removing: path_bun_t_phenytoin"
## [1] 3212
## [1] "removing: path_bun_t_phosphatase"
## [1] 3212
## [1] "removing: path_bun_t_pituitary"
## [1] 3212
## [1] "removing: path_bun_t_plasminogen"
## [1] 3212
## [1] "removing: path_bun_t_poliovirus"
## [1] 3212
## [1] "removing: path_bun_t_pregabalin"
## [1] 3212
## [1] "removing: path_bun_t_primidone"
## [1] 3212
## [1] "removing: path_bun_t_procainamide"
## [1] 3212
## [1] "removing: path_bun_t_procedure"
## [1] 3212
## [1] "removing: path_bun_t_progesterone"
## [1] 3212
## [1] "removing: path_bun_t_prophobulinogen"
## [1] 3212
## [1] "removing: path_bun_t_prophyrins"
## [1] 3212
## [1] "removing: path_bun_t_propoxyphene"
## [1] 3212
## [1] "removing: path_bun_t_prostate"
## [1] 3212
## [1] "removing: path_bun_t_psa"
## [1] 3212
## [1] "removing: path_bun_t_quinide"
## [1] 3212
## [1] "removing: path_bun_t_quinine"
## [1] 3212
## [1] "removing: path_bun_t_reagent"
## [1] 3211
## [1] "removing: path_bun_t_renal"
## [1] 3211
## [1] "removing: path_bun_t_renin"
## [1] 3211
## [1] "removing: path_bun_t_retinal"
## [1] 3211
## [1] "removing: path_bun_t_rickettsia"
## [1] 3211
## [1] "removing: path_bun_t_rotovirus"
## [1] 3211
## [1] "removing: path_bun_t_rubella"
## [1] 3211
## [1] "removing: path_bun_t_salicylate"
## [1] 3211
## [1] "removing: path_bun_t_salmonella"
## [1] 3211
## [1] "removing: path_bun_t_scan"
## [1] 3211
## [1] "removing: path_bun_t_sedative"
## [1] 3211
## [1] "removing: path_bun_t_semen"
## [1] 3211
## [1] "removing: path_bun_t_sequence"
## [1] 3211
## [1] "removing: path_bun_t_serotonin"
## [1] 3211
## [1] "removing: path_bun_t_sex"
## [1] 3211
## [1] "removing: path_bun_t_silica"
## [1] 3211
## [1] "removing: path_bun_t_sirolimus"
## [1] 3211
## [1] "removing: path_bun_t_skin"
## [1] 3211
## [1] "removing: path_bun_t_slenium"
## [1] 3211
## [1] "removing: path_bun_t_specimen"
## [1] 3211
## [1] "removing: path_bun_t_sperm"
## [1] 3211
## [1] "removing: path_bun_t_steroid"
## [1] 3211
## [1] "removing: path_bun_t_stimulation"
## [1] 3211
## [1] "removing: path_bun_t_strep"
## [1] 3211
## [1] "removing: path_bun_t_syphilis"
## [1] 3211
## [1] "removing: path_bun_t_syringe"
## [1] 3211
## [1] "removing: path_bun_t_tacrolims"
## [1] 3211
## [1] "removing: path_bun_t_testosterone"
## [1] 3210
## [1] "removing: path_bun_t_thawing"
## [1] 3210
## [1] "removing: path_bun_t_theophylline"
## [1] 3210
## [1] "removing: path_bun_t_tobramycin"
## [1] 3210
## [1] "removing: path_bun_t_tolerance"
## [1] 3210
## [1] "removing: path_bun_t_toxoplasma"
## [1] 3210
## [1] "removing: path_bun_t_tpiramate"
## [1] 3210
## [1] "removing: path_bun_t_transfusion"
## [1] 3210
## [1] "removing: path_bun_t_vancomycin"
## [1] 3210
## [1] "removing: path_bun_t_vein"
## [1] 3210
## [1] "removing: path_bun_t_venipuncture"
## [1] 3210
## [1] "removing: path_bun_t_virus"
## [1] 3210
## [1] "removing: path_bun_t_vitamin"
## [1] 3210
## [1] "removing: path_bun_t_west"
## [1] 3210
## [1] "removing: path_bun_t_with_scope"
## [1] 3210
## [1] "removing: path_bun_t_zonisamide"
## [1] 3210
## [1] "removing: anes_bun_t_add - on"
## [1] 3210
## [1] "removing: anes_bun_t_adrenal"
## [1] 3210
## [1] "removing: anes_bun_t_amputation"
## [1] 3210
## [1] "removing: anes_bun_t_analg"
## [1] 3210
## [1] "removing: anes_bun_t_area"
## [1] 3210
## [1] "removing: anes_bun_t_arest"
## [1] 3210
## [1] "removing: anes_bun_t_arteriography"
## [1] 3210
## [1] "removing: anes_bun_t_artery"
## [1] 3210
## [1] "removing: anes_bun_t_biopsy"
## [1] 3210
## [1] "removing: anes_bun_t_bladder"
## [1] 3210
## [1] "removing: anes_bun_t_bone"
## [1] 3210
## [1] "removing: anes_bun_t_breast"
## [1] 3210
## [1] "removing: anes_bun_t_bronchi"
## [1] 3210
## [1] "removing: anes_bun_t_burn"
## [1] 3210
## [1] "removing: anes_bun_t_casting"
## [1] 3210
## [1] "removing: anes_bun_t_cervix"
## [1] 3210
## [1] "removing: anes_bun_t_chemonucleolysis"
## [1] 3210
## [1] "removing: anes_bun_t_chest"
## [1] 3210
## [1] "removing: anes_bun_t_cleft"
## [1] 3210
## [1] "removing: anes_bun_t_cord"
## [1] 3210
## [1] "removing: anes_bun_t_corneal"
## [1] 3210
## [1] "removing: anes_bun_t_cs"
## [1] 3210
## [1] "removing: anes_bun_t_debride"
## [1] 3210
## [1] "removing: anes_bun_t_deliver"
## [1] 3210
## [1] "removing: anes_bun_t_drainage"
## [1] 3210
## [1] "removing: anes_bun_t_duct"
## [1] 3210
## [1] "removing: anes_bun_t_ear"
## [1] 3210
## [1] "removing: anes_bun_t_elbow"
## [1] 3210
## [1] "removing: anes_bun_t_electroshock"
## [1] 3210
## [1] "removing: anes_bun_t_embolectomy"
## [1] 3210
## [1] "removing: anes_bun_t_endoscopy"
## [1] 3210
## [1] "removing: anes_bun_t_epidural"
## [1] 3210
## [1] "removing: anes_bun_t_esophag"
## [1] 3210
## [1] "removing: anes_bun_t_eyelid"
## [1] 3210
## [1] "removing: anes_bun_t_facial"
## [1] 3210
## [1] "removing: anes_bun_t_fat"
## [1] 3210
## [1] "removing: anes_bun_t_femoral"
## [1] 3210
## [1] "removing: anes_bun_t_fentanyl"
## [1] 3210
## [1] "removing: anes_bun_t_genitalia"
## [1] 3210
## [1] "removing: anes_bun_t_glands"
## [1] 3210
## [1] "removing: anes_bun_t_head"
## [1] 3210
## [1] "removing: anes_bun_t_humer"
## [1] 3210
## [1] "removing: anes_bun_t_hydromorphone"
## [1] 3210
## [1] "removing: anes_bun_t_hysterectomy"
## [1] 3210
## [1] "removing: anes_bun_t_image"
## [1] 3210
## [1] "removing: anes_bun_t_insertion"
## [1] 3210
## [1] "removing: anes_bun_t_intracranial"
## [1] 3210
## [1] "removing: anes_bun_t_iredectomy"
## [1] 3210
## [1] "removing: anes_bun_t_joint"
## [1] 3210
## [1] "removing: anes_bun_t_ketorolac"
## [1] 3210
## [1] "removing: anes_bun_t_knee"
## [1] 3210
## [1] "removing: anes_bun_t_larynx"
## [1] 3210
## [1] "removing: anes_bun_t_layer"
## [1] 3210
## [1] "removing: anes_bun_t_leg"
## [1] 3210
## [1] "removing: anes_bun_t_lip"
## [1] 3210
## [1] "removing: anes_bun_t_local"
## [1] 3210
## [1] "removing: anes_bun_t_lumbar"
## [1] 3210
## [1] "removing: anes_bun_t_lung"
## [1] 3210
## [1] "removing: anes_bun_t_major"
## [1] 3210
## [1] "removing: anes_bun_t_manipulation"
## [1] 3210
## [1] "removing: anes_bun_t_midazolam"
## [1] 3210
## [1] "removing: anes_bun_t_neck"
## [1] 3209
## [1] "removing: anes_bun_t_nerve"
## [1] 3209
## [1] "removing: anes_bun_t_nose"
## [1] 3209
## [1] "removing: anes_bun_t_open"
## [1] 3209
## [1] "removing: anes_bun_t_organ"
## [1] 3209
## [1] "removing: anes_bun_t_pacemaker"
## [1] 3209
## [1] "removing: anes_bun_t_palate"
## [1] 3209
## [1] "removing: anes_bun_t_pelvic"
## [1] 3209
## [1] "removing: anes_bun_t_pelvis"
## [1] 3209
## [1] "removing: anes_bun_t_penis"
## [1] 3209
## [1] "removing: anes_bun_t_percutaneous"
## [1] 3209
## [1] "removing: anes_bun_t_plastic"
## [1] 3209
## [1] "removing: anes_bun_t_propofol"
## [1] 3209
## [1] "removing: anes_bun_t_prostate"
## [1] 3209
## [1] "removing: anes_bun_t_pump"
## [1] 3209
## [1] "removing: anes_bun_t_puncture"
## [1] 3209
## [1] "removing: anes_bun_t_radical"
## [1] 3209
## [1] "removing: anes_bun_t_release"
## [1] 3209
## [1] "removing: anes_bun_t_replace"
## [1] 3209
## [1] "removing: anes_bun_t_rib"
## [1] 3209
## [1] "removing: anes_bun_t_sedation"
## [1] 3209
## [1] "removing: anes_bun_t_shoulder"
## [1] 3209
## [1] "removing: anes_bun_t_sinus"
## [1] 3209
## [1] "removing: anes_bun_t_skull"
## [1] 3209
## [1] "removing: anes_bun_t_sperm"
## [1] 3209
## [1] "removing: anes_bun_t_spine"
## [1] 3209
## [1] "removing: anes_bun_t_spit"
## [1] 3209
## [1] "removing: anes_bun_t_sternal"
## [1] 3209
## [1] "removing: anes_bun_t_stone"
## [1] 3209
## [1] "removing: anes_bun_t_tendon"
## [1] 3209
## [1] "removing: anes_bun_t_testis"
## [1] 3209
## [1] "removing: anes_bun_t_thigh"
## [1] 3209
## [1] "removing: anes_bun_t_thyriod"
## [1] 3209
## [1] "removing: anes_bun_t_trachea"
## [1] 3209
## [1] "removing: anes_bun_t_tromethamine"
## [1] 3209
## [1] "removing: anes_bun_t_tubal"
## [1] 3208
## [1] "removing: anes_bun_t_tympanotomy"
## [1] 3208
## [1] "removing: anes_bun_t_urethra"
## [1] 3208
## [1] "removing: anes_bun_t_vag"
## [1] 3208
## [1] "removing: anes_bun_t_vein"
## [1] 3208
## [1] "removing: anes_bun_t_ventilation"
## [1] 3208
## [1] "removing: anes_bun_t_vesectomy"
## [1] 3208
## [1] "removing: anes_bun_t_viteroretinal"
## [1] 3208
## [1] "removing: anes_bun_t_wall"
## [1] 3207
## [1] "removing: anes_bun_t_wrist"
## [1] 3207
## [1] "removing: faci_bun_t_advanced"
## [1] 3207
## [1] "removing: faci_bun_t_analysis"
## [1] 3207
## [1] "removing: faci_bun_t_annual"
## [1] 3207
## [1] "removing: faci_bun_t_assessmnt"
## [1] 3207
## [1] "removing: faci_bun_t_audit"
## [1] 3207
## [1] "removing: faci_bun_t_basic"
## [1] 3207
## [1] "removing: faci_bun_t_behav"
## [1] 3207
## [1] "removing: faci_bun_t_bus"
## [1] 3207
## [1] "removing: faci_bun_t_chng"
## [1] 3207
## [1] "removing: faci_bun_t_computer"
## [1] 3207
## [1] "removing: faci_bun_t_conf"
## [1] 3207
## [1] "removing: faci_bun_t_counseling"
## [1] 3207
## [1] "removing: faci_bun_t_data"
## [1] 3207
## [1] "removing: faci_bun_t_direct"
## [1] 3207
## [1] "removing: faci_bun_t_disability"
## [1] 3207
## [1] "removing: faci_bun_t_dommicl"
## [1] 3207
## [1] "removing: faci_bun_t_exam"
## [1] 3207
## [1] "removing: faci_bun_t_facility"
## [1] 3207
## [1] "removing: faci_bun_t_follow-up"
## [1] 3206
## [1] "removing: faci_bun_t_handling"
## [1] 3206
## [1] "removing: faci_bun_t_home"
## [1] 3205
## [1] "removing: faci_bun_t_hospice"
## [1] 3205
## [1] "removing: faci_bun_t_interfacility"
## [1] 3205
## [1] "removing: faci_bun_t_interpof"
## [1] 3205
## [1] "removing: faci_bun_t_lab"
## [1] 3205
## [1] "removing: faci_bun_t_life"
## [1] 3205
## [1] "removing: faci_bun_t_nonemergency"
## [1] 3205
## [1] "removing: faci_bun_t_noner"
## [1] 3205
## [1] "removing: faci_bun_t_nursing"
## [1] 3205
## [1] "removing: faci_bun_t_on_call"
## [1] 3205
## [1] "removing: faci_bun_t_online"
## [1] 3205
## [1] "removing: faci_bun_t_phlebotomy"
## [1] 3205
## [1] "removing: faci_bun_t_phone"
## [1] 3205
## [1] "removing: faci_bun_t_physician"
## [1] 3205
## [1] "removing: faci_bun_t_postop"
## [1] 3205
## [1] "removing: faci_bun_t_preventine"
## [1] 3205
## [1] "removing: faci_bun_t_prolong"
## [1] 3205
## [1] "removing: faci_bun_t_service"
## [1] 3204
## [1] "removing: faci_bun_t_smoking"
## [1] 3204
## [1] "removing: faci_bun_t_specimen"
## [1] 3204
## [1] "removing: faci_bun_t_standby"
## [1] 3204
## [1] "removing: faci_bun_t_support"
## [1] 3204
## [1] "removing: faci_bun_t_taxi"
## [1] 3204
## [1] "removing: faci_bun_t_team"
## [1] 3204
## [1] "removing: faci_bun_t_transort"
## [1] 3204
## [1] "removing: faci_bun_t_travel"
## [1] 3204
## [1] "removing: faci_bun_t_van"
## [1] 3204
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 276 x 2
##    name                  correlation
##    <chr>                       <dbl>
##  1 duration_max                0.675
##  2 faci_bun_t_hospital         0.428
##  3 faci_bun_t_initial          0.406
##  4 faci_bun_t_care             0.402
##  5 faci_bun_t_subsequent       0.378
##  6 surg_bun_t_ant              0.378
##  7 surg_bun_t_donor            0.378
##  8 surg_bun_t_graft            0.378
##  9 surg_bun_t_prep             0.378
## 10 surg_bun_t_renal            0.378
## # ... with 266 more rows

Lets try and get rid of all those annoying outliers…

cstomy_q1 <- cstomy_clean$tp_med %>% quantile(.25)
cstomy_q3 <- cstomy_clean$tp_med %>% quantile(.75)
cstomy_iqr <- cstomy_clean$tp_med %>% IQR()

lower_fence <- cstomy_q1 - 1.5 * cstomy_iqr
upper_fence <- cstomy_q3 + 1.5 * cstomy_iqr
cstomy_clean <- cstomy_clean[tp_med > lower_fence & tp_med < upper_fence & cnt > 5] 
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 245 x 2
##    name                 correlation
##    <chr>                      <dbl>
##  1 faci_bun_t_dept            0.382
##  2 faci_bun_t_emergency       0.382
##  3 radi_bun_t_abdom           0.339
##  4 radi_bun_t_exam            0.337
##  5 radi_bun_t_echo            0.316
##  6 faci_bun_t_visit           0.308
##  7 duration_max               0.288
##  8 faci_bun_t_initial         0.255
##  9 duration_mean              0.254
## 10 faci_bun_t_care            0.245
## # ... with 235 more rows
cstomy_clean %>% get_tag_density_information("faci_bun_t_emergency") %>% print()
## Scale for 'y' is already present. Adding another scale for 'y', which will
## replace the existing scale.
## Scale for 'x' is already present. Adding another scale for 'x', which will
## replace the existing scale.
## [1] "tp_med ~ faci_bun_t_emergency"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 751
## $dist_plots

## 
## $stat_tables

cstomy_clean <- cstomy_clean [faci_bun_t_emergency==F]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 233 x 2
##    name                    correlation
##    <chr>                         <dbl>
##  1 duration_max                  0.179
##  2 surg_bun_t_injection          0.164
##  3 surg_bun_t_block              0.153
##  4 duration_mean                 0.127
##  5 anes_bun_t_anes               0.115
##  6 anes_bun_t_anesth             0.115
##  7 medi_bun_t_puncture           0.114
##  8 medi_bun_t_routine            0.114
##  9 medi_bun_t_venipuncture       0.114
## 10 anes_bun_t_surg               0.108
## # ... with 223 more rows
cstomy_clean %>% get_tag_density_information("surg_bun_t_injection") %>% print()
## Scale for 'y' is already present. Adding another scale for 'y', which will
## replace the existing scale.
## Scale for 'x' is already present. Adding another scale for 'x', which will
## replace the existing scale.
## [1] "tp_med ~ surg_bun_t_injection"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 600
## $dist_plots

## 
## $stat_tables

cstomy_clean <-  cstomy_clean[surg_bun_t_injection==F & faci_bun_sum_med > 1000]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 207 x 2
##    name               correlation
##    <chr>                    <dbl>
##  1 medi_bun_t_inject        0.253
##  2 medi_bun_t_sodium        0.249
##  3 duration_max             0.220
##  4 surg_bun_t_duct          0.171
##  5 duration_mean            0.170
##  6 faci_bun_t_care          0.170
##  7 faci_bun_t_initial       0.159
##  8 surg_bun_t_remove        0.159
##  9 surg_bun_t_remov         0.157
## 10 surg_bun_t_endo          0.156
## # ... with 197 more rows
cstomy_clean %>% get_tag_density_information("medi_bun_t_sodium") %>% print()
## Scale for 'y' is already present. Adding another scale for 'y', which will
## replace the existing scale.
## Scale for 'x' is already present. Adding another scale for 'x', which will
## replace the existing scale.
## [1] "tp_med ~ medi_bun_t_sodium"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 947
## $dist_plots

## 
## $stat_tables

cstomy_clean <- cstomy_clean[medi_bun_t_sodium==T]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 191 x 2
##    name                    correlation
##    <chr>                         <dbl>
##  1 duration_max                  0.147
##  2 medi_bun_t_puncture           0.144
##  3 medi_bun_t_routine            0.144
##  4 medi_bun_t_venipuncture       0.144
##  5 surg_bun_t_liver              0.140
##  6 path_bun_t_blood              0.131
##  7 surg_bun_t_duct               0.130
##  8 surg_bun_t_bile               0.129
##  9 surg_bun_t_endoscopy          0.129
## 10 surg_bun_t_endo               0.129
## # ... with 181 more rows
cstomy_clean %>% get_tag_density_information("medi_bun_t_venipuncture") %>% print()
## Scale for 'y' is already present. Adding another scale for 'y', which will
## replace the existing scale.
## Scale for 'x' is already present. Adding another scale for 'x', which will
## replace the existing scale.
## [1] "tp_med ~ medi_bun_t_venipuncture"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 660
## $dist_plots

## 
## $stat_tables

cstomy_clean

cstomy_clean <- cstomy_clean[medi_bun_t_venipuncture==F ]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 178 x 2
##    name                  correlation
##    <chr>                       <dbl>
##  1 duration_max                0.15 
##  2 surg_bun_t_liver            0.144
##  3 surg_bun_t_duct             0.134
##  4 surg_bun_t_endo             0.132
##  5 surg_bun_t_bile             0.132
##  6 surg_bun_t_endoscopy        0.132
##  7 duration_mean               0.130
##  8 surg_bun_t_add-on           0.128
##  9 path_bun_t_blood            0.127
## 10 surg_bun_t_laparoscop       0.123
## # ... with 168 more rows
cstomy_clean %>% get_tag_density_information("surg_bun_t_liver") %>% print()
## Scale for 'y' is already present. Adding another scale for 'y', which will
## replace the existing scale.
## Scale for 'x' is already present. Adding another scale for 'x', which will
## replace the existing scale.
## [1] "tp_med ~ surg_bun_t_liver"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 826
## $dist_plots

## 
## $stat_tables

cstomy_clean <-  cstomy_clean[surg_bun_t_liver==F]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 168 x 2
##    name                  correlation
##    <chr>                       <dbl>
##  1 surg_bun_t_duct             0.140
##  2 surg_bun_t_endo             0.138
##  3 surg_bun_t_bile             0.137
##  4 surg_bun_t_endoscopy        0.137
##  5 surg_bun_t_add-on           0.130
##  6 surg_bun_t_laparoscop       0.127
##  7 path_bun_t_typing           0.124
##  8 path_bun_t_blood            0.120
##  9 duration_max                0.120
## 10 surg_bun_t_excise           0.112
## # ... with 158 more rows
cstomy_clean %>% get_tag_density_information("surg_bun_t_duct") %>% print()
## Scale for 'y' is already present. Adding another scale for 'y', which will
## replace the existing scale.
## Scale for 'x' is already present. Adding another scale for 'x', which will
## replace the existing scale.
## [1] "tp_med ~ surg_bun_t_duct"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 1730
## $dist_plots

## 
## $stat_tables

cstomy_clean <- cstomy_clean[surg_bun_t_duct==F]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 162 x 2
##    name                  correlation
##    <chr>                       <dbl>
##  1 path_bun_t_typing           0.126
##  2 path_bun_t_blood            0.124
##  3 surg_bun_t_laparoscop       0.117
##  4 surg_bun_t_excise           0.115
##  5 path_bun_t_anti             0.114
##  6 path_bun_t_antibod          0.114
##  7 path_bun_t_screen           0.114
##  8 surg_bun_t_exc              0.113
##  9 path_bun_t_test             0.106
## 10 surg_bun_t_lesion           0.106
## # ... with 152 more rows
cstomy_clean %>% get_tag_density_information("path_bun_t_blood") %>% print()
## Scale for 'y' is already present. Adding another scale for 'y', which will
## replace the existing scale.
## Scale for 'x' is already present. Adding another scale for 'x', which will
## replace the existing scale.
## [1] "tp_med ~ path_bun_t_blood"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 886
## $dist_plots

## 
## $stat_tables

cstomy_clean <- cstomy_clean[path_bun_t_blood==F]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 155 x 2
##    name                  correlation
##    <chr>                       <dbl>
##  1 surg_bun_t_laparoscop      0.12  
##  2 surg_bun_t_excise          0.118 
##  3 surg_bun_t_lesion          0.118 
##  4 surg_bun_t_exc             0.117 
##  5 path_bun_t_test            0.0991
##  6 path_bun_t_pregnancy       0.098 
##  7 path_bun_t_urine           0.098 
##  8 surg_bun_t_repair          0.0959
##  9 duration_max               0.0911
## 10 faci_bun_t_critical        0.0911
## # ... with 145 more rows
cstomy_clean[surg_bun_t_lesion==T] %>% nrow()
## [1] 1
cstomy_clean<- cstomy_clean[surg_bun_t_lesion==F]
cstomy_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

cstomy_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 153 x 2
##    name                  correlation
##    <chr>                       <dbl>
##  1 surg_bun_t_laparoscop      0.124 
##  2 path_bun_t_test            0.101 
##  3 path_bun_t_pregnancy       0.0998
##  4 path_bun_t_urine           0.0998
##  5 duration_mean              0.0919
##  6 duration_max               0.0919
##  7 faci_bun_t_critical        0.0919
##  8 radi_bun_t_x-ray           0.0904
##  9 radi_bun_t_exam            0.0897
## 10 surg_bun_t_umbil           0.0861
## # ... with 143 more rows
cstomy_clean <- cstomy_clean[,`:=`(
  surg_sp_name_clean = surg_sp_npi %>% map_chr(get_npi_standard_name),
  surg_bp_name_clean = surg_bp_npi %>% map_chr(get_npi_standard_name),
  
  medi_sp_name_clean = medi_sp_npi %>% map_chr(get_npi_standard_name),
  medi_bp_name_clean = medi_bp_npi %>% map_chr(get_npi_standard_name),
  
  radi_sp_name_clean = radi_sp_npi %>% map_chr(get_npi_standard_name),
  radi_bp_name_clean = radi_bp_npi %>% map_chr(get_npi_standard_name),
  
  path_sp_name_clean = path_sp_npi %>% map_chr(get_npi_standard_name),
  path_bp_name_clean = path_bp_npi %>% map_chr(get_npi_standard_name),
  
  anes_sp_name_clean = anes_sp_npi %>% map_chr(get_npi_standard_name),
  anes_bp_name_clean = anes_bp_npi %>% map_chr(get_npi_standard_name),
  
  faci_sp_name_clean = faci_sp_npi %>% map_chr(get_npi_standard_name),
  faci_bp_name_clean = faci_bp_npi %>% map_chr(get_npi_standard_name)
                           )]
cstomy_clean_btbv4 <- cstomy_clean %>% btbv4() %>% .[,
                     primary_doctor := pmap(.l=list(doctor_npi1=doctor_npi_str1,
                                  doctor_npi2=doctor_npi_str2,
                                  class_reqs="Surgery"#,
                                  # specialization_reqs = ""
                                  ),
                                                .f=calculate_primary_doctor) %>% as.character()
                     ] %>% 
  #Filter out any procedures where our doctors fail both criteria. 
  .[!(primary_doctor %in% c("BOTH_DOC_FAIL_CRIT", "TWO_FIT_ALL_SPECS", "NONE_FIT_SPEC_REQ"))] %>% 
  .[,primary_doctor_npi := fifelse(primary_doctor==doctor_str1,
                                   doctor_npi_str1,
                                   doctor_npi_str2)] %>% 
  .[,`:=`(procedure_type=16, procedure_modifier="Cholecystectomy")]
## [1] "multiple meet class req"
## [1] "ROBERT  PATTERSON" "MILDA  SHAPIRO"   
## [1] "multiple meet class req"
## [1] "KYLE G DUNNING"           "MEGAN WOLTHUIS GRUNANDER"
## [1] "multiple meet class req"
## [1] "MILDA  SHAPIRO"     "WILLIAM NOEL PEUGH"
## [1] "multiple meet class req"
## [1] "ROBERT  PATTERSON"  "WILLIAM NOEL PEUGH"
## [1] "multiple meet class req"
## [1] "TREVOR  DAY"           "CAMERON TALMAGE BLACK"
## [1] "multiple meet class req"
## [1] "LEE M PETERSON" "DAVID PJ GARRY"
## [1] "multiple meet class req"
## [1] "JOSEPH W JENSEN" "PETER V WILSON" 
## [1] "multiple meet class req"
## [1] "MATTHEW T BAKER" "BRUCE B HILL"   
## [1] "multiple meet class req"
## [1] "KARL M FRANCIS" "BRUCE B HILL"  
## [1] "multiple meet class req"
## [1] "KEVIN N CLARK"  "RUSSELL H TODD"
cstomy_clean_bq <- cstomy_clean_btbv4 %>% .[,.(tp_med_med = median(tp_med_med),
                            tp_med_surg = median(tp_med_surg),
                            tp_med_medi = median(tp_med_medi),
                            tp_med_path = median(tp_med_path),
                            tp_med_radi = median(tp_med_radi),
                            tp_med_anes = median(tp_med_anes),
                            tp_med_faci = median(tp_med_faci),
                            tp_cnt_cnt = sum(tp_cnt_cnt)
                            ),
                         by=c("procedure_type", "procedure_modifier","primary_doctor", "primary_doctor_npi", "most_important_fac", "most_important_fac_npi")] %>% 
  
  .[,.(
  primary_doctor,
  primary_doctor_npi,
  most_important_fac    ,
  most_important_fac_npi,   
  procedure_type,
  procedure_modifier,
  tp_med_med,
  tp_med_surg,
  tp_med_medi,
  tp_med_path,
  tp_med_radi,
  tp_med_anes,
  tp_med_faci,
  tp_cnt_cnt,
  ingest_date = Sys.Date()
)]
# cstomy_btbv5 <- cstomy_clean %>% btbv5(osa_group_p=NA,
#                                        osa_class_p = "Surgery",
#                                        osa_specialization_p = NA) #%>% 
#   .[,`:=`(procedure_type=16, procedure_modifier="Cholecystectomy")]
bq_table_upload(x=procedure_dev_table, values= cstomy_clean_bq, create_disposition='CREATE_IF_NEEDED', write_disposition='WRITE_APPEND')