Spine MRI
Introduction
In this section we will:
* identify which Spinal MRI procedures were excluded and why
* identify which different Spinal MRI subgroups were created and why
If you have questions or concerns about this data please contact Alexander Nielson (alexnielson@utah.gov)
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
gs4_auth(email="alexnielson@utah.gov")
npi_prov_pair <- npi_full %>%
.[,.(npi=npi,
clean_name = clean_name
)
]
Load Data
bun_proc <- disk.frame("full_apcd.df")
mri_spine <- bun_proc[((radi_bun_t_mri==T & radi_bun_t_spine==T) ) &
tp_med >0 & tp_med < 10000 &
duration_max ==0]
mri_spine %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 521 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_dept 0.390
## 2 faci_bun_t_emergency 0.390
## 3 medi_bun_t_inject 0.317
## 4 path_bun_t_complete 0.252
## 5 path_bun_t_metabolic 0.247
## 6 radi_bun_t_brain 0.244
## 7 path_bun_t_panel 0.239
## 8 path_bun_t_comprehen 0.234
## 9 medi_bun_t_sulfate 0.205
## 10 radi_bun_t_chest 0.198
## # ... with 511 more rows
cols_to_check <- mri_spine %>% 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 < 100] %>% .[["tag"]]
mri_spine_clean <- remove_bun_proc_with_rare_tags(outlier_tag_list=outlier_tag_list, df=mri_spine)
## [1] "Start of rare tag removal"
## [1] "nrow:16871 , ncol:1404"
## [1] "nrow:16871"
## [1] "removing: surg_bun_t_a-grft"
## [1] 16871
## [1] "removing: surg_bun_t_abd"
## [1] 16867
## [1] "removing: surg_bun_t_abdom"
## [1] 16867
## [1] "removing: surg_bun_t_abdomen"
## [1] 16867
## [1] "removing: surg_bun_t_ablate"
## [1] 16866
## [1] "removing: surg_bun_t_abortion"
## [1] 16866
## [1] "removing: surg_bun_t_abscess"
## [1] 16864
## [1] "removing: surg_bun_t_acell"
## [1] 16864
## [1] "removing: surg_bun_t_acellular"
## [1] 16864
## [1] "removing: surg_bun_t_acne"
## [1] 16864
## [1] "removing: surg_bun_t_acute"
## [1] 16864
## [1] "removing: surg_bun_t_add-on"
## [1] 16820
## [1] "removing: surg_bun_t_adenoid"
## [1] 16820
## [1] "removing: surg_bun_t_adjust"
## [1] 16820
## [1] "removing: surg_bun_t_airway"
## [1] 16818
## [1] "removing: surg_bun_t_amput"
## [1] 16818
## [1] "removing: surg_bun_t_anal"
## [1] 16813
## [1] "removing: surg_bun_t_analysis"
## [1] 16813
## [1] "removing: surg_bun_t_aneurysm"
## [1] 16813
## [1] "removing: surg_bun_t_ankle"
## [1] 16812
## [1] "removing: surg_bun_t_anoscopy"
## [1] 16810
## [1] "removing: surg_bun_t_ant"
## [1] 16803
## [1] "removing: surg_bun_t_antepartum"
## [1] 16803
## [1] "removing: surg_bun_t_aorta"
## [1] 16803
## [1] "removing: surg_bun_t_aortic"
## [1] 16803
## [1] "removing: surg_bun_t_aply"
## [1] 16803
## [1] "removing: surg_bun_t_appendectomy"
## [1] 16803
## [1] "removing: surg_bun_t_application"
## [1] 16800
## [1] "removing: surg_bun_t_apply"
## [1] 16799
## [1] "removing: surg_bun_t_approach"
## [1] 16799
## [1] "removing: surg_bun_t_arm"
## [1] 16799
## [1] "removing: surg_bun_t_art"
## [1] 16796
## [1] "removing: surg_bun_t_arterial"
## [1] 16796
## [1] "removing: surg_bun_t_artery"
## [1] 16796
## [1] "removing: surg_bun_t_arthro"
## [1] 16796
## [1] "removing: surg_bun_t_arthroplasty"
## [1] 16796
## [1] "removing: surg_bun_t_arthroscopy"
## [1] 16796
## [1] "removing: surg_bun_t_artificial"
## [1] 16796
## [1] "removing: surg_bun_t_augmentation"
## [1] 16794
## [1] "removing: surg_bun_t_autograft"
## [1] 16794
## [1] "removing: surg_bun_t_b9"
## [1] 16778
## [1] "removing: surg_bun_t_back"
## [1] 16773
## [1] "removing: surg_bun_t_balloon"
## [1] 16773
## [1] "removing: surg_bun_t_bed"
## [1] 16770
## [1] "removing: surg_bun_t_biceps"
## [1] 16770
## [1] "removing: surg_bun_t_bile"
## [1] 16770
## [1] "removing: surg_bun_t_bilobectomy"
## [1] 16770
## [1] "removing: surg_bun_t_biopsy"
## [1] 16740
## [1] "removing: surg_bun_t_bladder"
## [1] 16735
## [1] "removing: surg_bun_t_bleeding"
## [1] 16735
## [1] "removing: surg_bun_t_block"
## [1] 16724
## [1] "removing: surg_bun_t_blockage"
## [1] 16724
## [1] "removing: surg_bun_t_blood"
## [1] 16724
## [1] "removing: surg_bun_t_body"
## [1] 16723
## [1] "removing: surg_bun_t_bone"
## [1] 16722
## [1] "removing: surg_bun_t_bowel"
## [1] 16722
## [1] "removing: surg_bun_t_brace"
## [1] 16722
## [1] "removing: surg_bun_t_brain"
## [1] 16721
## [1] "removing: surg_bun_t_breast"
## [1] 16718
## [1] "removing: surg_bun_t_bronchial"
## [1] 16718
## [1] "removing: surg_bun_t_bronchoscopy"
## [1] 16718
## [1] "removing: surg_bun_t_brow"
## [1] 16718
## [1] "removing: surg_bun_t_bulge"
## [1] 16718
## [1] "removing: surg_bun_t_burn"
## [1] 16718
## [1] "removing: surg_bun_t_burr"
## [1] 16718
## [1] "removing: surg_bun_t_bursa"
## [1] 16639
## [1] "removing: surg_bun_t_buttck"
## [1] 16639
## [1] "removing: surg_bun_t_buttock"
## [1] 16639
## [1] "removing: surg_bun_t_byp"
## [1] 16639
## [1] "removing: surg_bun_t_bypass"
## [1] 16639
## [1] "removing: surg_bun_t_cabg"
## [1] 16639
## [1] "removing: surg_bun_t_canal"
## [1] 16639
## [1] "removing: surg_bun_t_cannula"
## [1] 16639
## [1] "removing: surg_bun_t_capillary"
## [1] 16639
## [1] "removing: surg_bun_t_capsule"
## [1] 16639
## [1] "removing: surg_bun_t_care"
## [1] 16639
## [1] "removing: surg_bun_t_carotid"
## [1] 16639
## [1] "removing: surg_bun_t_cartilage"
## [1] 16639
## [1] "removing: surg_bun_t_cast"
## [1] 16639
## [1] "removing: surg_bun_t_cath"
## [1] 16639
## [1] "removing: surg_bun_t_cavity"
## [1] 16639
## [1] "removing: surg_bun_t_cell"
## [1] 16639
## [1] "removing: surg_bun_t_cervix"
## [1] 16637
## [1] "removing: surg_bun_t_cesarean"
## [1] 16637
## [1] "removing: surg_bun_t_chamber"
## [1] 16637
## [1] "removing: surg_bun_t_change"
## [1] 16637
## [1] "removing: surg_bun_t_chemical"
## [1] 16637
## [1] "removing: surg_bun_t_chemodenerv"
## [1] 16630
## [1] "removing: surg_bun_t_chest"
## [1] 16630
## [1] "removing: surg_bun_t_chin"
## [1] 16630
## [1] "removing: surg_bun_t_cholangiogram"
## [1] 16630
## [1] "removing: surg_bun_t_cholangiopancreatograph"
## [1] 16630
## [1] "removing: surg_bun_t_cholecystoenterostomy"
## [1] 16630
## [1] "removing: surg_bun_t_chronic"
## [1] 16630
## [1] "removing: surg_bun_t_circulation"
## [1] 16630
## [1] "removing: surg_bun_t_circumcision"
## [1] 16630
## [1] "removing: surg_bun_t_clamp"
## [1] 16630
## [1] "removing: surg_bun_t_clavicle"
## [1] 16629
## [1] "removing: surg_bun_t_clearance"
## [1] 16629
## [1] "removing: surg_bun_t_cleft"
## [1] 16629
## [1] "removing: surg_bun_t_clitoris"
## [1] 16629
## [1] "removing: surg_bun_t_cloacal"
## [1] 16629
## [1] "removing: surg_bun_t_closed"
## [1] 16628
## [1] "removing: surg_bun_t_closure"
## [1] 16628
## [1] "removing: surg_bun_t_clot"
## [1] 16628
## [1] "removing: surg_bun_t_collar"
## [1] 16628
## [1] "removing: surg_bun_t_colon"
## [1] 16621
## [1] "removing: surg_bun_t_colonoscopy"
## [1] 16621
## [1] "removing: surg_bun_t_coloproctostomy"
## [1] 16621
## [1] "removing: surg_bun_t_colostomy"
## [1] 16621
## [1] "removing: surg_bun_t_complex"
## [1] 16621
## [1] "removing: surg_bun_t_compression"
## [1] 16621
## [1] "removing: surg_bun_t_contriction"
## [1] 16621
## [1] "removing: surg_bun_t_control"
## [1] 16621
## [1] "removing: surg_bun_t_cord"
## [1] 16621
## [1] "removing: surg_bun_t_cornea"
## [1] 16621
## [1] "removing: surg_bun_t_coronary"
## [1] 16621
## [1] "removing: surg_bun_t_coronoid"
## [1] 16621
## [1] "removing: surg_bun_t_correct"
## [1] 16621
## [1] "removing: surg_bun_t_cranial"
## [1] 16621
## [1] "removing: surg_bun_t_craniofacial"
## [1] 16621
## [1] "removing: surg_bun_t_cryotherapy"
## [1] 16621
## [1] "removing: surg_bun_t_cuff"
## [1] 16621
## [1] "removing: surg_bun_t_cult"
## [1] 16621
## [1] "removing: surg_bun_t_cyst"
## [1] 16618
## [1] "removing: surg_bun_t_cysto"
## [1] 16618
## [1] "removing: surg_bun_t_cystometrogram"
## [1] 16618
## [1] "removing: surg_bun_t_cystoscopy"
## [1] 16618
## [1] "removing: surg_bun_t_cystouretero"
## [1] 16618
## [1] "removing: surg_bun_t_debrid"
## [1] 16618
## [1] "removing: surg_bun_t_debride"
## [1] 16618
## [1] "removing: surg_bun_t_decompression"
## [1] 16618
## [1] "removing: surg_bun_t_deep"
## [1] 16618
## [1] "removing: surg_bun_t_defect"
## [1] 16618
## [1] "removing: surg_bun_t_defib"
## [1] 16618
## [1] "removing: surg_bun_t_deformity"
## [1] 16618
## [1] "removing: surg_bun_t_degenerated"
## [1] 16618
## [1] "removing: surg_bun_t_delivery"
## [1] 16618
## [1] "removing: surg_bun_t_deplet"
## [1] 16618
## [1] "removing: surg_bun_t_dermabrasion"
## [1] 16618
## [1] "removing: surg_bun_t_design"
## [1] 16618
## [1] "removing: surg_bun_t_destroy"
## [1] 16611
## [1] "removing: surg_bun_t_destruction"
## [1] 16608
## [1] "removing: surg_bun_t_dev"
## [1] 16604
## [1] "removing: surg_bun_t_device"
## [1] 16604
## [1] "removing: surg_bun_t_diagnostic"
## [1] 16567
## [1] "removing: surg_bun_t_dialysis"
## [1] 16567
## [1] "removing: surg_bun_t_diaphragm"
## [1] 16567
## [1] "removing: surg_bun_t_digit"
## [1] 16567
## [1] "removing: surg_bun_t_dilat"
## [1] 16565
## [1] "removing: surg_bun_t_dilation"
## [1] 16565
## [1] "removing: surg_bun_t_disc"
## [1] 16565
## [1] "removing: surg_bun_t_diskectomy"
## [1] 16565
## [1] "removing: surg_bun_t_dislocat"
## [1] 16565
## [1] "removing: surg_bun_t_dissect"
## [1] 16565
## [1] "removing: surg_bun_t_donar"
## [1] 16565
## [1] "removing: surg_bun_t_donor"
## [1] 16565
## [1] "removing: surg_bun_t_drain"
## [1] 16563
## [1] "removing: surg_bun_t_draw"
## [1] 16563
## [1] "removing: surg_bun_t_dressing"
## [1] 16563
## [1] "removing: surg_bun_t_drill"
## [1] 16563
## [1] "removing: surg_bun_t_drug"
## [1] 16562
## [1] "removing: surg_bun_t_duct"
## [1] 16561
## [1] "removing: surg_bun_t_duoden"
## [1] 16561
## [1] "removing: surg_bun_t_dura"
## [1] 16508
## [1] "removing: surg_bun_t_ear"
## [1] 16508
## [1] "removing: surg_bun_t_eardrum"
## [1] 16507
## [1] "removing: surg_bun_t_ectopic"
## [1] 16507
## [1] "removing: surg_bun_t_egd"
## [1] 16507
## [1] "removing: surg_bun_t_elbow"
## [1] 16506
## [1] "removing: surg_bun_t_electrical"
## [1] 16506
## [1] "removing: surg_bun_t_electrode"
## [1] 16506
## [1] "removing: surg_bun_t_electroejaculation"
## [1] 16506
## [1] "removing: surg_bun_t_electrolysis"
## [1] 16506
## [1] "removing: surg_bun_t_embolize"
## [1] 16506
## [1] "removing: surg_bun_t_embryo"
## [1] 16506
## [1] "removing: surg_bun_t_endo"
## [1] 16489
## [1] "removing: surg_bun_t_endoscopy"
## [1] 16489
## [1] "removing: surg_bun_t_endovas"
## [1] 16489
## [1] "removing: surg_bun_t_enlarge"
## [1] 16489
## [1] "removing: surg_bun_t_enterectomy"
## [1] 16489
## [1] "removing: surg_bun_t_epiderm"
## [1] 16489
## [1] "removing: surg_bun_t_epididymis"
## [1] 16489
## [1] "removing: surg_bun_t_epiphysis"
## [1] 16489
## [1] "removing: surg_bun_t_episiotomy"
## [1] 16489
## [1] "removing: surg_bun_t_esoph"
## [1] 16489
## [1] "removing: surg_bun_t_esophagoscopy"
## [1] 16489
## [1] "removing: surg_bun_t_esophagus"
## [1] 16489
## [1] "removing: surg_bun_t_exam"
## [1] 16489
## [1] "removing: surg_bun_t_exc"
## [1] 16486
## [1] "removing: surg_bun_t_excessive"
## [1] 16486
## [1] "removing: surg_bun_t_excise"
## [1] 16486
## [1] "removing: surg_bun_t_excision"
## [1] 16486
## [1] "removing: surg_bun_t_exostosis"
## [1] 16486
## [1] "removing: surg_bun_t_expander"
## [1] 16486
## [1] "removing: surg_bun_t_explora"
## [1] 16486
## [1] "removing: surg_bun_t_explore"
## [1] 16486
## [1] "removing: surg_bun_t_extra"
## [1] 16486
## [1] "removing: surg_bun_t_extremity"
## [1] 16486
## [1] "removing: surg_bun_t_eye"
## [1] 16485
## [1] "removing: surg_bun_t_eyelashes"
## [1] 16485
## [1] "removing: surg_bun_t_eyelid"
## [1] 16485
## [1] "removing: surg_bun_t_face"
## [1] 16484
## [1] "removing: surg_bun_t_fallopian"
## [1] 16484
## [1] "removing: surg_bun_t_fascia"
## [1] 16484
## [1] "removing: surg_bun_t_fat"
## [1] 16484
## [1] "removing: surg_bun_t_femur"
## [1] 16484
## [1] "removing: surg_bun_t_fibula"
## [1] 16484
## [1] "removing: surg_bun_t_finger"
## [1] 16484
## [1] "removing: surg_bun_t_fissure"
## [1] 16484
## [1] "removing: surg_bun_t_fistula"
## [1] 16484
## [1] "removing: surg_bun_t_fixation"
## [1] 16484
## [1] "removing: surg_bun_t_flap"
## [1] 16484
## [1] "removing: surg_bun_t_flow"
## [1] 16484
## [1] "removing: surg_bun_t_fluid"
## [1] 16484
## [1] "removing: surg_bun_t_fna"
## [1] 16484
## [1] "removing: surg_bun_t_follow-up"
## [1] 16484
## [1] "removing: surg_bun_t_foot"
## [1] 16483
## [1] "removing: surg_bun_t_forearm"
## [1] 16483
## [1] "removing: surg_bun_t_forehead"
## [1] 16483
## [1] "removing: surg_bun_t_foreign"
## [1] 16483
## [1] "removing: surg_bun_t_fracture"
## [1] 16482
## [1] "removing: surg_bun_t_free"
## [1] 16482
## [1] "removing: surg_bun_t_frontal"
## [1] 16482
## [1] "removing: surg_bun_t_fundoplasty"
## [1] 16482
## [1] "removing: surg_bun_t_fusion"
## [1] 16482
## [1] "removing: surg_bun_t_gallbladder"
## [1] 16482
## [1] "removing: surg_bun_t_gastrointestinal"
## [1] 16482
## [1] "removing: surg_bun_t_gastrostomy"
## [1] 16482
## [1] "removing: surg_bun_t_gentialia"
## [1] 16482
## [1] "removing: surg_bun_t_gi"
## [1] 16482
## [1] "removing: surg_bun_t_gland"
## [1] 16481
## [1] "removing: surg_bun_t_glaucoma"
## [1] 16481
## [1] "removing: surg_bun_t_graft"
## [1] 16481
## [1] "removing: surg_bun_t_growth"
## [1] 16481
## [1] "removing: surg_bun_t_gum"
## [1] 16481
## [1] "removing: surg_bun_t_hair"
## [1] 16481
## [1] "removing: surg_bun_t_hallux"
## [1] 16481
## [1] "removing: surg_bun_t_halo"
## [1] 16481
## [1] "removing: surg_bun_t_hand"
## [1] 16481
## [1] "removing: surg_bun_t_harvest"
## [1] 16481
## [1] "removing: surg_bun_t_head"
## [1] 16481
## [1] "removing: surg_bun_t_heart"
## [1] 16481
## [1] "removing: surg_bun_t_hematoma"
## [1] 16481
## [1] "removing: surg_bun_t_hemorrhoid"
## [1] 16481
## [1] "removing: surg_bun_t_hemorrhoidopexy"
## [1] 16481
## [1] "removing: surg_bun_t_hernia"
## [1] 16481
## [1] "removing: surg_bun_t_hip"
## [1] 16479
## [1] "removing: surg_bun_t_hole"
## [1] 16479
## [1] "removing: surg_bun_t_hormone"
## [1] 16479
## [1] "removing: surg_bun_t_humer"
## [1] 16479
## [1] "removing: surg_bun_t_hydrocele"
## [1] 16479
## [1] "removing: surg_bun_t_hyst"
## [1] 16479
## [1] "removing: surg_bun_t_hysterectomy"
## [1] 16479
## [1] "removing: surg_bun_t_iliopsoas"
## [1] 16479
## [1] "removing: surg_bun_t_illiac"
## [1] 16479
## [1] "removing: surg_bun_t_imag"
## [1] 16479
## [1] "removing: surg_bun_t_implant"
## [1] 16479
## [1] "removing: surg_bun_t_incision"
## [1] 16479
## [1] "removing: surg_bun_t_infect"
## [1] 16479
## [1] "removing: surg_bun_t_injection"
## [1] 16463
## [1] "removing: surg_bun_t_inner"
## [1] 16463
## [1] "removing: surg_bun_t_insert"
## [1] 16463
## [1] "removing: surg_bun_t_internal"
## [1] 16463
## [1] "removing: surg_bun_t_intestine"
## [1] 16463
## [1] "removing: surg_bun_t_intracorporeal"
## [1] 16463
## [1] "removing: surg_bun_t_intracranial"
## [1] 16463
## [1] "removing: surg_bun_t_intranasal"
## [1] 16463
## [1] "removing: surg_bun_t_inverted"
## [1] 16463
## [1] "removing: surg_bun_t_iris"
## [1] 16463
## [1] "removing: surg_bun_t_jaw"
## [1] 16463
## [1] "removing: surg_bun_t_kidney"
## [1] 16463
## [1] "removing: surg_bun_t_knee"
## [1] 16463
## [1] "removing: surg_bun_t_kneecap"
## [1] 16463
## [1] "removing: surg_bun_t_knuckle"
## [1] 16463
## [1] "removing: surg_bun_t_kyphectomy"
## [1] 16463
## [1] "removing: surg_bun_t_laceration"
## [1] 16463
## [1] "removing: surg_bun_t_laminotomy"
## [1] 16463
## [1] "removing: surg_bun_t_lap"
## [1] 16462
## [1] "removing: surg_bun_t_laparoscop"
## [1] 16462
## [1] "removing: surg_bun_t_large"
## [1] 16462
## [1] "removing: surg_bun_t_laryngoscopy"
## [1] 16462
## [1] "removing: surg_bun_t_larynx"
## [1] 16462
## [1] "removing: surg_bun_t_laser"
## [1] 16460
## [1] "removing: surg_bun_t_lavage"
## [1] 16460
## [1] "removing: surg_bun_t_lefort"
## [1] 16460
## [1] "removing: surg_bun_t_leg"
## [1] 16460
## [1] "removing: surg_bun_t_lengthen"
## [1] 16460
## [1] "removing: surg_bun_t_lesion"
## [1] 16431
## [1] "removing: surg_bun_t_ligament"
## [1] 16431
## [1] "removing: surg_bun_t_ligation"
## [1] 16430
## [1] "removing: surg_bun_t_lining"
## [1] 16430
## [1] "removing: surg_bun_t_lip"
## [1] 16430
## [1] "removing: surg_bun_t_lipectomy"
## [1] 16430
## [1] "removing: surg_bun_t_liver"
## [1] 16430
## [1] "removing: surg_bun_t_lobectomy"
## [1] 16430
## [1] "removing: surg_bun_t_long"
## [1] 16430
## [1] "removing: surg_bun_t_lower"
## [1] 16430
## [1] "removing: surg_bun_t_lumbar"
## [1] 16430
## [1] "removing: surg_bun_t_lung"
## [1] 16430
## [1] "removing: surg_bun_t_lymph"
## [1] 16430
## [1] "removing: surg_bun_t_major"
## [1] 16430
## [1] "removing: surg_bun_t_mandible"
## [1] 16430
## [1] "removing: surg_bun_t_marrow"
## [1] 16430
## [1] "removing: surg_bun_t_mast"
## [1] 16430
## [1] "removing: surg_bun_t_mastectomy"
## [1] 16430
## [1] "removing: surg_bun_t_mastoid"
## [1] 16430
## [1] "removing: surg_bun_t_material"
## [1] 16430
## [1] "removing: surg_bun_t_maxilla"
## [1] 16430
## [1] "removing: surg_bun_t_mcp"
## [1] 16430
## [1] "removing: surg_bun_t_mesh"
## [1] 16430
## [1] "removing: surg_bun_t_metacarpal"
## [1] 16430
## [1] "removing: surg_bun_t_microvasc"
## [1] 16430
## [1] "removing: surg_bun_t_middle"
## [1] 16430
## [1] "removing: surg_bun_t_midfoot"
## [1] 16430
## [1] "removing: surg_bun_t_mitral"
## [1] 16430
## [1] "removing: surg_bun_t_mohs"
## [1] 16429
## [1] "removing: surg_bun_t_mouth"
## [1] 16429
## [1] "removing: surg_bun_t_musc"
## [1] 16394
## [1] "removing: surg_bun_t_myelography"
## [1] 16394
## [1] "removing: surg_bun_t_myomectomy"
## [1] 16394
## [1] "removing: surg_bun_t_nail"
## [1] 16394
## [1] "removing: surg_bun_t_nasal"
## [1] 16394
## [1] "removing: surg_bun_t_nasolacrimal"
## [1] 16394
## [1] "removing: surg_bun_t_neck"
## [1] 16394
## [1] "removing: surg_bun_t_needle"
## [1] 16394
## [1] "removing: surg_bun_t_nephrectomy"
## [1] 16394
## [1] "removing: surg_bun_t_nerve"
## [1] 16394
## [1] "removing: surg_bun_t_neuroelectrode"
## [1] 16394
## [1] "removing: surg_bun_t_neuroendoscopy"
## [1] 16394
## [1] "removing: surg_bun_t_nipple"
## [1] 16394
## [1] "removing: surg_bun_t_node"
## [1] 16394
## [1] "removing: surg_bun_t_nodule"
## [1] 16394
## [1] "removing: surg_bun_t_nonfacial"
## [1] 16394
## [1] "removing: surg_bun_t_nose"
## [1] 16394
## [1] "removing: surg_bun_t_nosebleed"
## [1] 16394
## [1] "removing: surg_bun_t_nuero"
## [1] 16394
## [1] "removing: surg_bun_t_obstetrical"
## [1] 16394
## [1] "removing: surg_bun_t_open"
## [1] 16394
## [1] "removing: surg_bun_t_opening"
## [1] 16394
## [1] "removing: surg_bun_t_oral"
## [1] 16394
## [1] "removing: surg_bun_t_orbitocranial"
## [1] 16394
## [1] "removing: surg_bun_t_orchiopexy"
## [1] 16394
## [1] "removing: surg_bun_t_other"
## [1] 16394
## [1] "removing: surg_bun_t_ovarian"
## [1] 16394
## [1] "removing: surg_bun_t_ovary"
## [1] 16394
## [1] "removing: surg_bun_t_pacemaker"
## [1] 16394
## [1] "removing: surg_bun_t_pad"
## [1] 16394
## [1] "removing: surg_bun_t_palate"
## [1] 16394
## [1] "removing: surg_bun_t_palm"
## [1] 16394
## [1] "removing: surg_bun_t_palsy"
## [1] 16394
## [1] "removing: surg_bun_t_pancreas"
## [1] 16394
## [1] "removing: surg_bun_t_pancreatectomy"
## [1] 16394
## [1] "removing: surg_bun_t_paravert"
## [1] 16379
## [1] "removing: surg_bun_t_part"
## [1] 16379
## [1] "removing: surg_bun_t_partial"
## [1] 16379
## [1] "removing: surg_bun_t_pedcle"
## [1] 16379
## [1] "removing: surg_bun_t_pedicle"
## [1] 16379
## [1] "removing: surg_bun_t_peel"
## [1] 16379
## [1] "removing: surg_bun_t_pelvic"
## [1] 16379
## [1] "removing: surg_bun_t_pelvis"
## [1] 16379
## [1] "removing: surg_bun_t_penile"
## [1] 16379
## [1] "removing: surg_bun_t_penis"
## [1] 16379
## [1] "removing: surg_bun_t_percut"
## [1] 16379
## [1] "removing: surg_bun_t_percutaneous"
## [1] 16379
## [1] "removing: surg_bun_t_perineum"
## [1] 16379
## [1] "removing: surg_bun_t_pernineum"
## [1] 16379
## [1] "removing: surg_bun_t_pharynx"
## [1] 16379
## [1] "removing: surg_bun_t_pierce"
## [1] 16379
## [1] "removing: surg_bun_t_pilonidal"
## [1] 16379
## [1] "removing: surg_bun_t_place"
## [1] 16378
## [1] "removing: surg_bun_t_plastic"
## [1] 16378
## [1] "removing: surg_bun_t_plate"
## [1] 16378
## [1] "removing: surg_bun_t_pneumonectomy"
## [1] 16378
## [1] "removing: surg_bun_t_polyp"
## [1] 16378
## [1] "removing: surg_bun_t_pouch"
## [1] 16378
## [1] "removing: surg_bun_t_pregnancy"
## [1] 16378
## [1] "removing: surg_bun_t_prep"
## [1] 16378
## [1] "removing: surg_bun_t_prepare"
## [1] 16378
## [1] "removing: surg_bun_t_pressure"
## [1] 16378
## [1] "removing: surg_bun_t_process"
## [1] 16378
## [1] "removing: surg_bun_t_proctosigmoidoscopy"
## [1] 16377
## [1] "removing: surg_bun_t_prolapse"
## [1] 16377
## [1] "removing: surg_bun_t_prostat"
## [1] 16377
## [1] "removing: surg_bun_t_prostate"
## [1] 16377
## [1] "removing: surg_bun_t_prosthesis"
## [1] 16377
## [1] "removing: surg_bun_t_prosthetic"
## [1] 16377
## [1] "removing: surg_bun_t_pulmonary"
## [1] 16377
## [1] "removing: surg_bun_t_punch"
## [1] 16377
## [1] "removing: surg_bun_t_puncture"
## [1] 16377
## [1] "removing: surg_bun_t_pyeloplasty"
## [1] 16377
## [1] "removing: surg_bun_t_radius"
## [1] 16377
## [1] "removing: surg_bun_t_realignment"
## [1] 16377
## [1] "removing: surg_bun_t_rechannel"
## [1] 16377
## [1] "removing: surg_bun_t_reconstruct"
## [1] 16377
## [1] "removing: surg_bun_t_reconstruction"
## [1] 16377
## [1] "removing: surg_bun_t_rectal"
## [1] 16377
## [1] "removing: surg_bun_t_rectum"
## [1] 16377
## [1] "removing: surg_bun_t_reduction"
## [1] 16377
## [1] "removing: surg_bun_t_reinforce"
## [1] 16377
## [1] "removing: surg_bun_t_release"
## [1] 16377
## [1] "removing: surg_bun_t_remov"
## [1] 16374
## [1] "removing: surg_bun_t_removal"
## [1] 16374
## [1] "removing: surg_bun_t_remove"
## [1] 16374
## [1] "removing: surg_bun_t_renal"
## [1] 16374
## [1] "removing: surg_bun_t_repair"
## [1] 16374
## [1] "removing: surg_bun_t_replantation"
## [1] 16374
## [1] "removing: surg_bun_t_resect"
## [1] 16373
## [1] "removing: surg_bun_t_reset"
## [1] 16373
## [1] "removing: surg_bun_t_retina"
## [1] 16373
## [1] "removing: surg_bun_t_retinopathy"
## [1] 16373
## [1] "removing: surg_bun_t_revise"
## [1] 16373
## [1] "removing: surg_bun_t_revision"
## [1] 16373
## [1] "removing: surg_bun_t_rib"
## [1] 16373
## [1] "removing: surg_bun_t_ridge"
## [1] 16373
## [1] "removing: surg_bun_t_ring"
## [1] 16373
## [1] "removing: surg_bun_t_roof"
## [1] 16373
## [1] "removing: surg_bun_t_rotator"
## [1] 16373
## [1] "removing: surg_bun_t_routine"
## [1] 16373
## [1] "removing: surg_bun_t_sacrum"
## [1] 16373
## [1] "removing: surg_bun_t_salivary"
## [1] 16373
## [1] "removing: surg_bun_t_scapula"
## [1] 16373
## [1] "removing: surg_bun_t_scar"
## [1] 16373
## [1] "removing: surg_bun_t_scope"
## [1] 16373
## [1] "removing: surg_bun_t_scrotum"
## [1] 16373
## [1] "removing: surg_bun_t_segment"
## [1] 16373
## [1] "removing: surg_bun_t_segmental"
## [1] 16373
## [1] "removing: surg_bun_t_segmentectomy"
## [1] 16373
## [1] "removing: surg_bun_t_septum"
## [1] 16373
## [1] "removing: surg_bun_t_sex"
## [1] 16373
## [1] "removing: surg_bun_t_shave"
## [1] 16373
## [1] "removing: surg_bun_t_sheath"
## [1] 16373
## [1] "removing: surg_bun_t_shorten"
## [1] 16373
## [1] "removing: surg_bun_t_shoulder"
## [1] 16373
## [1] "removing: surg_bun_t_shunt"
## [1] 16372
## [1] "removing: surg_bun_t_sigmoidoscopy"
## [1] 16372
## [1] "removing: surg_bun_t_simple"
## [1] 16372
## [1] "removing: surg_bun_t_sinus"
## [1] 16372
## [1] "removing: surg_bun_t_skeletal"
## [1] 16372
## [1] "removing: surg_bun_t_skin"
## [1] 16372
## [1] "removing: surg_bun_t_skull"
## [1] 16372
## [1] "removing: surg_bun_t_sleeve"
## [1] 16372
## [1] "removing: surg_bun_t_slipped"
## [1] 16372
## [1] "removing: surg_bun_t_small"
## [1] 16372
## [1] "removing: surg_bun_t_socket"
## [1] 16372
## [1] "removing: surg_bun_t_soft"
## [1] 16372
## [1] "removing: surg_bun_t_sore"
## [1] 16372
## [1] "removing: surg_bun_t_sperm"
## [1] 16372
## [1] "removing: surg_bun_t_sphenoid"
## [1] 16372
## [1] "removing: surg_bun_t_sphincter"
## [1] 16372
## [1] "removing: surg_bun_t_spine"
## [1] 16372
## [1] "removing: surg_bun_t_spleen"
## [1] 16372
## [1] "removing: surg_bun_t_splint"
## [1] 16372
## [1] "removing: surg_bun_t_split"
## [1] 16372
## [1] "removing: surg_bun_t_stem"
## [1] 16372
## [1] "removing: surg_bun_t_stenosis"
## [1] 16372
## [1] "removing: surg_bun_t_stent"
## [1] 16372
## [1] "removing: surg_bun_t_sternal"
## [1] 16372
## [1] "removing: surg_bun_t_sternum"
## [1] 16372
## [1] "removing: surg_bun_t_stimulation"
## [1] 16372
## [1] "removing: surg_bun_t_stomach"
## [1] 16372
## [1] "removing: surg_bun_t_stone"
## [1] 16372
## [1] "removing: surg_bun_t_stop"
## [1] 16372
## [1] "removing: surg_bun_t_strapping"
## [1] 16372
## [1] "removing: surg_bun_t_stricture"
## [1] 16372
## [1] "removing: surg_bun_t_styloid"
## [1] 16372
## [1] "removing: surg_bun_t_sub"
## [1] 16370
## [1] "removing: surg_bun_t_suction"
## [1] 16370
## [1] "removing: surg_bun_t_superficial"
## [1] 16370
## [1] "removing: surg_bun_t_suspension"
## [1] 16370
## [1] "removing: surg_bun_t_sutures"
## [1] 16370
## [1] "removing: surg_bun_t_sweat"
## [1] 16370
## [1] "removing: surg_bun_t_tags"
## [1] 16370
## [1] "removing: surg_bun_t_tail"
## [1] 16370
## [1] "removing: surg_bun_t_tear"
## [1] 16370
## [1] "removing: surg_bun_t_temporal"
## [1] 16370
## [1] "removing: surg_bun_t_tendon"
## [1] 16370
## [1] "removing: surg_bun_t_testis"
## [1] 16370
## [1] "removing: surg_bun_t_therapy"
## [1] 16370
## [1] "removing: surg_bun_t_thigh"
## [1] 16370
## [1] "removing: surg_bun_t_thoracoscopy"
## [1] 16370
## [1] "removing: surg_bun_t_thoracotomy"
## [1] 16370
## [1] "removing: surg_bun_t_thorax"
## [1] 16370
## [1] "removing: surg_bun_t_throat"
## [1] 16370
## [1] "removing: surg_bun_t_thrombin"
## [1] 16370
## [1] "removing: surg_bun_t_thrombo"
## [1] 16370
## [1] "removing: surg_bun_t_thumb"
## [1] 16370
## [1] "removing: surg_bun_t_thymus"
## [1] 16370
## [1] "removing: surg_bun_t_thyroid"
## [1] 16370
## [1] "removing: surg_bun_t_tip"
## [1] 16370
## [1] "removing: surg_bun_t_tiss"
## [1] 16370
## [1] "removing: surg_bun_t_tkr"
## [1] 16370
## [1] "removing: surg_bun_t_toe"
## [1] 16370
## [1] "removing: surg_bun_t_tongue"
## [1] 16370
## [1] "removing: surg_bun_t_tonsil"
## [1] 16370
## [1] "removing: surg_bun_t_torsion"
## [1] 16370
## [1] "removing: surg_bun_t_total"
## [1] 16370
## [1] "removing: surg_bun_t_tract"
## [1] 16370
## [1] "removing: surg_bun_t_transcath"
## [1] 16370
## [1] "removing: surg_bun_t_transfer"
## [1] 16370
## [1] "removing: surg_bun_t_transform"
## [1] 16370
## [1] "removing: surg_bun_t_transplant"
## [1] 16370
## [1] "removing: surg_bun_t_treat"
## [1] 16370
## [1] "removing: surg_bun_t_triceps"
## [1] 16370
## [1] "removing: surg_bun_t_tricuspid"
## [1] 16370
## [1] "removing: surg_bun_t_trigger"
## [1] 16346
## [1] "removing: surg_bun_t_trim"
## [1] 16346
## [1] "removing: surg_bun_t_tube"
## [1] 16346
## [1] "removing: surg_bun_t_tum"
## [1] 16346
## [1] "removing: surg_bun_t_tumor"
## [1] 16346
## [1] "removing: surg_bun_t_tunneled"
## [1] 16346
## [1] "removing: surg_bun_t_ulcer"
## [1] 16346
## [1] "removing: surg_bun_t_ulna"
## [1] 16346
## [1] "removing: surg_bun_t_umbil"
## [1] 16346
## [1] "removing: surg_bun_t_unit"
## [1] 16346
## [1] "removing: surg_bun_t_unstable"
## [1] 16346
## [1] "removing: surg_bun_t_upper"
## [1] 16346
## [1] "removing: surg_bun_t_ureter"
## [1] 16346
## [1] "removing: surg_bun_t_urethra"
## [1] 16346
## [1] "removing: surg_bun_t_urethrovaginal"
## [1] 16346
## [1] "removing: surg_bun_t_uterus"
## [1] 16346
## [1] "removing: surg_bun_t_uvula"
## [1] 16346
## [1] "removing: surg_bun_t_vag"
## [1] 16346
## [1] "removing: surg_bun_t_vagotomy"
## [1] 16346
## [1] "removing: surg_bun_t_valgus"
## [1] 16346
## [1] "removing: surg_bun_t_valve"
## [1] 16346
## [1] "removing: surg_bun_t_vascular"
## [1] 16346
## [1] "removing: surg_bun_t_vein"
## [1] 16346
## [1] "removing: surg_bun_t_venipuncture"
## [1] 16346
## [1] "removing: surg_bun_t_ventricular"
## [1] 16346
## [1] "removing: surg_bun_t_vertebra"
## [1] 16346
## [1] "removing: surg_bun_t_vessel"
## [1] 16346
## [1] "removing: surg_bun_t_vulva"
## [1] 16346
## [1] "removing: surg_bun_t_wall"
## [1] 16346
## [1] "removing: surg_bun_t_wax"
## [1] 16346
## [1] "removing: surg_bun_t_web"
## [1] 16346
## [1] "removing: surg_bun_t_wedge"
## [1] 16346
## [1] "removing: surg_bun_t_window"
## [1] 16346
## [1] "removing: surg_bun_t_windpipe"
## [1] 16346
## [1] "removing: surg_bun_t_wound"
## [1] 16346
## [1] "removing: surg_bun_t_wrinkle"
## [1] 16346
## [1] "removing: surg_bun_t_wrist"
## [1] 16346
## [1] "removing: surg_bun_t_x-ray"
## [1] 16346
## [1] "removing: surg_bun_t_xenograft"
## [1] 16346
## [1] "removing: surg_bun_t_xenogrft"
## [1] 16346
## [1] "removing: surg_bun_t_xgraft"
## [1] 16346
## [1] "removing: medi_bun_t_add-on"
## [1] 16281
## [1] "removing: medi_bun_t_analy"
## [1] 16279
## [1] "removing: medi_bun_t_applicat"
## [1] 16279
## [1] "removing: medi_bun_t_apply"
## [1] 16279
## [1] "removing: medi_bun_t_asses"
## [1] 16247
## [1] "removing: medi_bun_t_benzathine"
## [1] 16247
## [1] "removing: medi_bun_t_betamethasone"
## [1] 16242
## [1] "removing: medi_bun_t_boot"
## [1] 16231
## [1] "removing: medi_bun_t_candida"
## [1] 16231
## [1] "removing: medi_bun_t_cast"
## [1] 16231
## [1] "removing: medi_bun_t_cathet"
## [1] 16230
## [1] "removing: medi_bun_t_catheterisation"
## [1] 16230
## [1] "removing: medi_bun_t_choline"
## [1] 16225
## [1] "removing: medi_bun_t_clinic"
## [1] 16209
## [1] "removing: medi_bun_t_clostridium"
## [1] 16209
## [1] "removing: medi_bun_t_cochlear"
## [1] 16209
## [1] "removing: medi_bun_t_cold"
## [1] 16203
## [1] "removing: medi_bun_t_consult"
## [1] 16203
## [1] "removing: medi_bun_t_consultation"
## [1] 16203
## [1] "removing: medi_bun_t_crutch"
## [1] 16203
## [1] "removing: medi_bun_t_cyst"
## [1] 16203
## [1] "removing: medi_bun_t_depression"
## [1] 16187
## [1] "removing: medi_bun_t_derma"
## [1] 16187
## [1] "removing: medi_bun_t_dermal"
## [1] 16187
## [1] "removing: medi_bun_t_device"
## [1] 16149
## [1] "removing: medi_bun_t_dialys"
## [1] 16145
## [1] "removing: medi_bun_t_discharg"
## [1] 16145
## [1] "removing: medi_bun_t_drain"
## [1] 16145
## [1] "removing: medi_bun_t_draw"
## [1] 16143
## [1] "removing: medi_bun_t_dtap"
## [1] 16143
## [1] "removing: medi_bun_t_dtap-ipv"
## [1] 16143
## [1] "removing: medi_bun_t_emotional"
## [1] 16085
## [1] "removing: medi_bun_t_endocrine"
## [1] 16085
## [1] "removing: medi_bun_t_epstein-barr"
## [1] 16085
## [1] "removing: medi_bun_t_equipment"
## [1] 16085
## [1] "removing: medi_bun_t_establish"
## [1] 16069
## [1] "removing: medi_bun_t_estradiol"
## [1] 16068
## [1] "removing: medi_bun_t_evaluat"
## [1] 16045
## [1] "removing: medi_bun_t_flu"
## [1] 16038
## [1] "removing: medi_bun_t_follow-up"
## [1] 16038
## [1] "removing: medi_bun_t_gastroenterology"
## [1] 16038
## [1] "removing: medi_bun_t_gonorrhoeae"
## [1] 16038
## [1] "removing: medi_bun_t_haloperidol"
## [1] 16034
## [1] "removing: medi_bun_t_hearing"
## [1] 16018
## [1] "removing: medi_bun_t_hemorrhoid"
## [1] 16018
## [1] "removing: medi_bun_t_hepatitis"
## [1] 16018
## [1] "removing: medi_bun_t_hiv - 2"
## [1] 16018
## [1] "removing: medi_bun_t_hiv - 3"
## [1] 16018
## [1] "removing: medi_bun_t_home"
## [1] 16017
## [1] "removing: medi_bun_t_hormone"
## [1] 16017
## [1] "removing: medi_bun_t_hpv"
## [1] 16016
## [1] "removing: medi_bun_t_hydrate"
## [1] 16016
## [1] "removing: medi_bun_t_hydration"
## [1] 16010
## [1] "removing: medi_bun_t_iiv"
## [1] 15977
## [1] "removing: medi_bun_t_immune"
## [1] 15976
## [1] "removing: medi_bun_t_immunization"
## [1] 15932
## [1] "removing: medi_bun_t_immunoassay"
## [1] 15929
## [1] "removing: medi_bun_t_immunohisto"
## [1] 15929
## [1] "removing: medi_bun_t_immunotherapy"
## [1] 15879
## [1] "removing: medi_bun_t_influenza"
## [1] 15879
## [1] "removing: medi_bun_t_insulin"
## [1] 15879
## [1] "removing: medi_bun_t_intrauterine"
## [1] 15879
## [1] "removing: medi_bun_t_iodine"
## [1] 15879
## [1] "removing: medi_bun_t_laiv4"
## [1] 15879
## [1] "removing: medi_bun_t_medroxyprogesterone"
## [1] 15877
## [1] "removing: medi_bun_t_mental"
## [1] 15877
## [1] "removing: medi_bun_t_metabolic"
## [1] 15877
## [1] "removing: medi_bun_t_methylprednisolone"
## [1] 15834
## [1] "removing: medi_bun_t_mgmt"
## [1] 15833
## [1] "removing: medi_bun_t_mmr"
## [1] 15833
## [1] "removing: medi_bun_t_monitor"
## [1] 15833
## [1] "removing: medi_bun_t_muscle"
## [1] 15833
## [1] "removing: medi_bun_t_needle"
## [1] 15833
## [1] "removing: medi_bun_t_non-invasive"
## [1] 15833
## [1] "removing: medi_bun_t_non-stress"
## [1] 15833
## [1] "removing: medi_bun_t_normal"
## [1] 15823
## [1] "removing: medi_bun_t_nursing"
## [1] 15823
## [1] "removing: medi_bun_t_nutrition"
## [1] 15819
## [1] "removing: medi_bun_t_observ"
## [1] 15813
## [1] "removing: medi_bun_t_oral"
## [1] 15777
## [1] "removing: medi_bun_t_outpatient"
## [1] 15777
## [1] "removing: medi_bun_t_outpt"
## [1] 15777
## [1] "removing: medi_bun_t_pap"
## [1] 15773
## [1] "removing: medi_bun_t_physical"
## [1] 15771
## [1] "removing: medi_bun_t_portable"
## [1] 15771
## [1] "removing: medi_bun_t_prednisolone"
## [1] 15771
## [1] "removing: medi_bun_t_pressure"
## [1] 15771
## [1] "removing: medi_bun_t_progesterone"
## [1] 15771
## [1] "removing: medi_bun_t_psych"
## [1] 15759
## [1] "removing: medi_bun_t_psychiat"
## [1] 15759
## [1] "removing: medi_bun_t_psycho"
## [1] 15759
## [1] "removing: medi_bun_t_pulmonary"
## [1] 15759
## [1] "removing: medi_bun_t_rabies"
## [1] 15759
## [1] "removing: medi_bun_t_radiation"
## [1] 15759
## [1] "removing: medi_bun_t_radio"
## [1] 15758
## [1] "removing: medi_bun_t_reeval"
## [1] 15758
## [1] "removing: medi_bun_t_rehab"
## [1] 15758
## [1] "removing: medi_bun_t_remove"
## [1] 15758
## [1] "removing: medi_bun_t_rheumatoid"
## [1] 15758
## [1] "removing: medi_bun_t_riv4"
## [1] 15758
## [1] "removing: medi_bun_t_rubella"
## [1] 15758
## [1] "removing: medi_bun_t_saline"
## [1] 15758
## [1] "removing: medi_bun_t_sciatic"
## [1] 15758
## [1] "removing: medi_bun_t_serum"
## [1] 15758
## [1] "removing: medi_bun_t_services"
## [1] 15758
## [1] "removing: medi_bun_t_shave"
## [1] 15758
## [1] "removing: medi_bun_t_simple"
## [1] 15758
## [1] "removing: medi_bun_t_sleep"
## [1] 15752
## [1] "removing: medi_bun_t_smear"
## [1] 15752
## [1] "removing: medi_bun_t_soft"
## [1] 15752
## [1] "removing: medi_bun_t_solution"
## [1] 15752
## [1] "removing: medi_bun_t_sound"
## [1] 15681
## [1] "removing: medi_bun_t_speech"
## [1] 15678
## [1] "removing: medi_bun_t_splint"
## [1] 15678
## [1] "removing: medi_bun_t_splt"
## [1] 15678
## [1] "removing: medi_bun_t_stent"
## [1] 15678
## [1] "removing: medi_bun_t_sterile"
## [1] 15678
## [1] "removing: medi_bun_t_stocking"
## [1] 15678
## [1] "removing: medi_bun_t_stone"
## [1] 15678
## [1] "removing: medi_bun_t_stool"
## [1] 15678
## [1] "removing: medi_bun_t_strep"
## [1] 15678
## [1] "removing: medi_bun_t_stress"
## [1] 15675
## [1] "removing: medi_bun_t_subseq"
## [1] 15674
## [1] "removing: medi_bun_t_substitute"
## [1] 15674
## [1] "removing: medi_bun_t_supplies"
## [1] 15674
## [1] "removing: medi_bun_t_suppls"
## [1] 15674
## [1] "removing: medi_bun_t_support"
## [1] 15674
## [1] "removing: medi_bun_t_susceptible"
## [1] 15674
## [1] "removing: medi_bun_t_swallow"
## [1] 15674
## [1] "removing: medi_bun_t_synth"
## [1] 15673
## [1] "removing: medi_bun_t_syphilis"
## [1] 15673
## [1] "removing: medi_bun_t_syringe"
## [1] 15673
## [1] "removing: medi_bun_t_system"
## [1] 15673
## [1] "removing: medi_bun_t_tdap"
## [1] 15673
## [1] "removing: medi_bun_t_testing"
## [1] 15673
## [1] "removing: medi_bun_t_testosterone"
## [1] 15661
## [1] "removing: medi_bun_t_tests"
## [1] 15659
## [1] "removing: medi_bun_t_tetanus"
## [1] 15659
## [1] "removing: medi_bun_t_thyroxine"
## [1] 15659
## [1] "removing: medi_bun_t_tobacco"
## [1] 15659
## [1] "removing: medi_bun_t_toe"
## [1] 15659
## [1] "removing: medi_bun_t_tolerance"
## [1] 15659
## [1] "removing: medi_bun_t_topical"
## [1] 15659
## [1] "removing: medi_bun_t_toxin"
## [1] 15659
## [1] "removing: medi_bun_t_trach"
## [1] 15659
## [1] "removing: medi_bun_t_training"
## [1] 15652
## [1] "removing: medi_bun_t_transfusion"
## [1] 15652
## [1] "removing: medi_bun_t_treat"
## [1] 15652
## [1] "removing: medi_bun_t_typhoid"
## [1] 15652
## [1] "removing: medi_bun_t_ultrasound"
## [1] 15652
## [1] "removing: medi_bun_t_urinalysis"
## [1] 15652
## [1] "removing: medi_bun_t_urinary"
## [1] 15652
## [1] "removing: medi_bun_t_urine"
## [1] 15652
## [1] "removing: medi_bun_t_uterine"
## [1] 15652
## [1] "removing: medi_bun_t_vacc"
## [1] 15651
## [1] "removing: medi_bun_t_valve"
## [1] 15651
## [1] "removing: medi_bun_t_vein"
## [1] 15651
## [1] "removing: medi_bun_t_virus"
## [1] 15651
## [1] "removing: medi_bun_t_visit"
## [1] 15650
## [1] "removing: medi_bun_t_visual"
## [1] 15638
## [1] "removing: medi_bun_t_vitamin"
## [1] 15623
## [1] "removing: medi_bun_t_wbc"
## [1] 15623
## [1] "removing: medi_bun_t_wheelchair"
## [1] 15623
## [1] "removing: medi_bun_t_wheezing"
## [1] 15623
## [1] "removing: medi_bun_t_whirlpool"
## [1] 15623
## [1] "removing: medi_bun_t_wire"
## [1] 15623
## [1] "removing: medi_bun_t_with"
## [1] 15616
## [1] "removing: medi_bun_t_without"
## [1] 15616
## [1] "removing: medi_bun_t_wkend"
## [1] 15616
## [1] "removing: medi_bun_t_wound"
## [1] 15583
## [1] "removing: medi_bun_t_menb"
## [1] 15583
## [1] "removing: medi_bun_t_hzv"
## [1] 15583
## [1] "removing: medi_bun_t_xgraft"
## [1] 15583
## [1] "removing: medi_bun_t_hepa"
## [1] 15582
## [1] "removing: medi_bun_t_hepb"
## [1] 15582
## [1] "removing: medi_bun_t_ppsv23"
## [1] 15582
## [1] "removing: medi_bun_t_pcv13"
## [1] 15582
## [1] "removing: medi_bun_t_eye_exam"
## [1] 15546
## [1] "removing: medi_bun_t_var_vaccine_live_subq"
## [1] 15546
## [1] "removing: medi_bun_t_menacwy"
## [1] 15546
## [1] "removing: radi_bun_t_abdom"
## [1] 15491
## [1] "removing: radi_bun_t_adrenal"
## [1] 15491
## [1] "removing: radi_bun_t_angiography"
## [1] 15437
## [1] "removing: radi_bun_t_ankle"
## [1] 15422
## [1] "removing: radi_bun_t_aorta"
## [1] 15422
## [1] "removing: radi_bun_t_area"
## [1] 15422
## [1] "removing: radi_bun_t_arm"
## [1] 15422
## [1] "removing: radi_bun_t_artery"
## [1] 15422
## [1] "removing: radi_bun_t_bile"
## [1] 15422
## [1] "removing: radi_bun_t_bladder"
## [1] 15422
## [1] "removing: radi_bun_t_blade"
## [1] 15420
## [1] "removing: radi_bun_t_blockage"
## [1] 15420
## [1] "removing: radi_bun_t_body"
## [1] 15390
## [1] "removing: radi_bun_t_bone"
## [1] 15342
## [1] "removing: radi_bun_t_breast"
## [1] 15274
## [1] "removing: radi_bun_t_cardiac"
## [1] 15274
## [1] "removing: radi_bun_t_cast"
## [1] 15274
## [1] "removing: radi_bun_t_complex"
## [1] 15274
## [1] "removing: radi_bun_t_contrast"
## [1] 15245
## [1] "removing: radi_bun_t_cranial"
## [1] 15245
## [1] "removing: radi_bun_t_ct_scan"
## [1] 15242
## [1] "removing: radi_bun_t_delivery"
## [1] 15240
## [1] "removing: radi_bun_t_diagnostic"
## [1] 15240
## [1] "removing: radi_bun_t_dislocation"
## [1] 15240
## [1] "removing: radi_bun_t_duct"
## [1] 15240
## [1] "removing: radi_bun_t_echo"
## [1] 15240
## [1] "removing: radi_bun_t_elbow"
## [1] 15234
## [1] "removing: radi_bun_t_epidurograpy"
## [1] 15234
## [1] "removing: radi_bun_t_evaluation"
## [1] 15234
## [1] "removing: radi_bun_t_eye"
## [1] 15232
## [1] "removing: radi_bun_t_femur"
## [1] 15225
## [1] "removing: radi_bun_t_fetal"
## [1] 15225
## [1] "removing: radi_bun_t_finger"
## [1] 15221
## [1] "removing: radi_bun_t_fistula"
## [1] 15221
## [1] "removing: radi_bun_t_fluoroscopy"
## [1] 15220
## [1] "removing: radi_bun_t_fmri"
## [1] 15220
## [1] "removing: radi_bun_t_foot"
## [1] 15200
## [1] "removing: radi_bun_t_forearm"
## [1] 15200
## [1] "removing: radi_bun_t_fracture"
## [1] 15200
## [1] "removing: radi_bun_t_gadobutrol"
## [1] 15200
## [1] "removing: radi_bun_t_gastric"
## [1] 15200
## [1] "removing: radi_bun_t_general"
## [1] 15200
## [1] "removing: radi_bun_t_gential"
## [1] 15200
## [1] "removing: radi_bun_t_gestation"
## [1] 15200
## [1] "removing: radi_bun_t_gi_tract"
## [1] 15199
## [1] "removing: radi_bun_t_glands"
## [1] 15199
## [1] "removing: radi_bun_t_guide"
## [1] 15199
## [1] "removing: radi_bun_t_hand"
## [1] 15181
## [1] "removing: radi_bun_t_heart"
## [1] 15181
## [1] "removing: radi_bun_t_heel"
## [1] 15180
## [1] "removing: radi_bun_t_humerus"
## [1] 15178
## [1] "removing: radi_bun_t_hyperthermia"
## [1] 15178
## [1] "removing: radi_bun_t_imag"
## [1] 15176
## [1] "removing: radi_bun_t_image"
## [1] 15176
## [1] "removing: radi_bun_t_imaging"
## [1] 15176
## [1] "removing: radi_bun_t_infant"
## [1] 15175
## [1] "removing: radi_bun_t_interpret"
## [1] 15175
## [1] "removing: radi_bun_t_jaw"
## [1] 15175
## [1] "removing: radi_bun_t_kidney"
## [1] 15175
## [1] "removing: radi_bun_t_leg"
## [1] 15173
## [1] "removing: radi_bun_t_lesion"
## [1] 15173
## [1] "removing: radi_bun_t_liver"
## [1] 15173
## [1] "removing: radi_bun_t_lower"
## [1] 15149
## [1] "removing: radi_bun_t_lung"
## [1] 15149
## [1] "removing: radi_bun_t_mammogra"
## [1] 15149
## [1] "removing: radi_bun_t_management"
## [1] 15149
## [1] "removing: radi_bun_t_marrow"
## [1] 15149
## [1] "removing: radi_bun_t_mastoids"
## [1] 15149
## [1] "removing: radi_bun_t_mra"
## [1] 15149
## [1] "removing: radi_bun_t_myelography"
## [1] 15149
## [1] "removing: radi_bun_t_nuclear"
## [1] 15149
## [1] "removing: radi_bun_t_oncology"
## [1] 15149
## [1] "removing: radi_bun_t_pancreas"
## [1] 15149
## [1] "removing: radi_bun_t_penis"
## [1] 15149
## [1] "removing: radi_bun_t_pet"
## [1] 15149
## [1] "removing: radi_bun_t_pituitary"
## [1] 15149
## [1] "removing: radi_bun_t_plan"
## [1] 15148
## [1] "removing: radi_bun_t_plasma"
## [1] 15148
## [1] "removing: radi_bun_t_radiation"
## [1] 15148
## [1] "removing: radi_bun_t_radio"
## [1] 15148
## [1] "removing: radi_bun_t_repair"
## [1] 15148
## [1] "removing: radi_bun_t_rib"
## [1] 15143
## [1] "removing: radi_bun_t_scan"
## [1] 15143
## [1] "removing: radi_bun_t_shoulder"
## [1] 15093
## [1] "removing: radi_bun_t_sinuses"
## [1] 15092
## [1] "removing: radi_bun_t_skull"
## [1] 15089
## [1] "removing: radi_bun_t_socket"
## [1] 15089
## [1] "removing: radi_bun_t_speech"
## [1] 15089
## [1] "removing: radi_bun_t_spleen"
## [1] 15089
## [1] "removing: radi_bun_t_tear"
## [1] 15089
## [1] "removing: radi_bun_t_teeth"
## [1] 15089
## [1] "removing: radi_bun_t_therapy"
## [1] 15089
## [1] "removing: radi_bun_t_thigh"
## [1] 15089
## [1] "removing: radi_bun_t_thorax"
## [1] 15075
## [1] "removing: radi_bun_t_throat"
## [1] 15074
## [1] "removing: radi_bun_t_thrombosis"
## [1] 15074
## [1] "removing: radi_bun_t_thyroid"
## [1] 15074
## [1] "removing: radi_bun_t_toe"
## [1] 15073
## [1] "removing: radi_bun_t_tract"
## [1] 15073
## [1] "removing: radi_bun_t_treatment"
## [1] 15073
## [1] "removing: radi_bun_t_trunk"
## [1] 15073
## [1] "removing: radi_bun_t_tumor"
## [1] 15073
## [1] "removing: radi_bun_t_upper"
## [1] 15063
## [1] "removing: radi_bun_t_urethra"
## [1] 15063
## [1] "removing: radi_bun_t_urinary"
## [1] 15063
## [1] "removing: radi_bun_t_vein"
## [1] 15063
## [1] "removing: radi_bun_t_ventilation"
## [1] 15063
## [1] "removing: radi_bun_t_veous"
## [1] 15063
## [1] "removing: radi_bun_t_vessel"
## [1] 15063
## [1] "removing: radi_bun_t_wrist"
## [1] 15056
## [1] "removing: radi_bun_t_xray"
## [1] 15056
## [1] "removing: radi_bun_t_xtremity"
## [1] 15056
## [1] "removing: path_bun_t_acet"
## [1] 15055
## [1] "removing: path_bun_t_acid"
## [1] 15013
## [1] "removing: path_bun_t_acute"
## [1] 15010
## [1] "removing: path_bun_t_agent"
## [1] 15008
## [1] "removing: path_bun_t_alkaline"
## [1] 15007
## [1] "removing: path_bun_t_allerg"
## [1] 15004
## [1] "removing: path_bun_t_amikacin"
## [1] 15004
## [1] "removing: path_bun_t_amino"
## [1] 15002
## [1] "removing: path_bun_t_amitripytline"
## [1] 15002
## [1] "removing: path_bun_t_ammonia"
## [1] 15002
## [1] "removing: path_bun_t_amniotic"
## [1] 15002
## [1] "removing: path_bun_t_anabolic"
## [1] 15002
## [1] "removing: path_bun_t_analgesics"
## [1] 15002
## [1] "removing: path_bun_t_analysis"
## [1] 15002
## [1] "removing: path_bun_t_antibod"
## [1] 14967
## [1] "removing: path_bun_t_antidepressant"
## [1] 14967
## [1] "removing: path_bun_t_antiepileptics"
## [1] 14967
## [1] "removing: path_bun_t_antipsychotic"
## [1] 14967
## [1] "removing: path_bun_t_aortic"
## [1] 14967
## [1] "removing: path_bun_t_autopsy"
## [1] 14967
## [1] "removing: path_bun_t_bact"
## [1] 14958
## [1] "removing: path_bun_t_bacteria"
## [1] 14958
## [1] "removing: path_bun_t_barbiturate"
## [1] 14958
## [1] "removing: path_bun_t_benzo"
## [1] 14958
## [1] "removing: path_bun_t_bile"
## [1] 14958
## [1] "removing: path_bun_t_bilirubin"
## [1] 14958
## [1] "removing: path_bun_t_biopsy"
## [1] 14958
## [1] "removing: path_bun_t_bleeding"
## [1] 14958
## [1] "removing: path_bun_t_blood"
## [1] 14943
## [1] "removing: path_bun_t_cadmium"
## [1] 14943
## [1] "removing: path_bun_t_calcium"
## [1] 14931
## [1] "removing: path_bun_t_cannabinoids"
## [1] 14931
## [1] "removing: path_bun_t_carbamazepine"
## [1] 14931
## [1] "removing: path_bun_t_carbon"
## [1] 14931
## [1] "removing: path_bun_t_catecholamine"
## [1] 14931
## [1] "removing: path_bun_t_chlamydia"
## [1] 14931
## [1] "removing: path_bun_t_chloride"
## [1] 14931
## [1] "removing: path_bun_t_chromosome"
## [1] 14931
## [1] "removing: path_bun_t_chromotograph"
## [1] 14931
## [1] "removing: path_bun_t_class"
## [1] 14931
## [1] "removing: path_bun_t_clot"
## [1] 14931
## [1] "removing: path_bun_t_clozapine"
## [1] 14931
## [1] "removing: path_bun_t_coagulation"
## [1] 14931
## [1] "removing: path_bun_t_cocaine"
## [1] 14931
## [1] "removing: path_bun_t_colon"
## [1] 14911
## [1] "removing: path_bun_t_count"
## [1] 14903
## [1] "removing: path_bun_t_cpk"
## [1] 14897
## [1] "removing: path_bun_t_creatinine"
## [1] 14857
## [1] "removing: path_bun_t_cryopreservd"
## [1] 14857
## [1] "removing: path_bun_t_culture"
## [1] 14846
## [1] "removing: path_bun_t_cyanide"
## [1] 14846
## [1] "removing: path_bun_t_cyclosporine"
## [1] 14846
## [1] "removing: path_bun_t_cystines"
## [1] 14846
## [1] "removing: path_bun_t_cytopath"
## [1] 14829
## [1] "removing: path_bun_t_cytopathol"
## [1] 14829
## [1] "removing: path_bun_t_dehydroepiandrosterone"
## [1] 14827
## [1] "removing: path_bun_t_desipramine"
## [1] 14827
## [1] "removing: path_bun_t_detect"
## [1] 14825
## [1] "removing: path_bun_t_digoxin"
## [1] 14825
## [1] "removing: path_bun_t_dihydro"
## [1] 14825
## [1] "removing: path_bun_t_dilation"
## [1] 14825
## [1] "removing: path_bun_t_dioxide"
## [1] 14825
## [1] "removing: path_bun_t_dipropylacetic"
## [1] 14825
## [1] "removing: path_bun_t_disease"
## [1] 14825
## [1] "removing: path_bun_t_dna"
## [1] 14814
## [1] "removing: path_bun_t_draw"
## [1] 14814
## [1] "removing: path_bun_t_drug"
## [1] 14802
## [1] "removing: path_bun_t_dysfunction"
## [1] 14802
## [1] "removing: path_bun_t_embryo"
## [1] 14802
## [1] "removing: path_bun_t_encephalitis"
## [1] 14802
## [1] "removing: path_bun_t_endocrine"
## [1] 14802
## [1] "removing: path_bun_t_enzyme"
## [1] 14800
## [1] "removing: path_bun_t_epstein-barr"
## [1] 14800
## [1] "removing: path_bun_t_estrogen"
## [1] 14800
## [1] "removing: path_bun_t_ethanol"
## [1] 14800
## [1] "removing: path_bun_t_evaluation"
## [1] 14800
## [1] "removing: path_bun_t_factor"
## [1] 14791
## [1] "removing: path_bun_t_fecal"
## [1] 14790
## [1] "removing: path_bun_t_fentanyl"
## [1] 14790
## [1] "removing: path_bun_t_ferritin"
## [1] 14778
## [1] "removing: path_bun_t_fetal"
## [1] 14778
## [1] "removing: path_bun_t_fibrinogen"
## [1] 14778
## [1] "removing: path_bun_t_fibronlytic"
## [1] 14778
## [1] "removing: path_bun_t_flouride"
## [1] 14778
## [1] "removing: path_bun_t_fluid"
## [1] 14777
## [1] "removing: path_bun_t_free"
## [1] 14742
## [1] "removing: path_bun_t_function"
## [1] 14737
## [1] "removing: path_bun_t_galacto"
## [1] 14737
## [1] "removing: path_bun_t_gases"
## [1] 14737
## [1] "removing: path_bun_t_gastrin"
## [1] 14737
## [1] "removing: path_bun_t_gene"
## [1] 14709
## [1] "removing: path_bun_t_general"
## [1] 14709
## [1] "removing: path_bun_t_genome"
## [1] 14709
## [1] "removing: path_bun_t_genotpying"
## [1] 14709
## [1] "removing: path_bun_t_giardia"
## [1] 14709
## [1] "removing: path_bun_t_glucagon"
## [1] 14709
## [1] "removing: path_bun_t_glucose"
## [1] 14709
## [1] "removing: path_bun_t_gonorr"
## [1] 14709
## [1] "removing: path_bun_t_growth"
## [1] 14709
## [1] "removing: path_bun_t_gynecologic"
## [1] 14709
## [1] "removing: path_bun_t_haloperidol"
## [1] 14709
## [1] "removing: path_bun_t_health"
## [1] 14709
## [1] "removing: path_bun_t_hearing"
## [1] 14709
## [1] "removing: path_bun_t_heavy"
## [1] 14708
## [1] "removing: path_bun_t_heinz"
## [1] 14708
## [1] "removing: path_bun_t_hematocrit"
## [1] 14704
## [1] "removing: path_bun_t_hep"
## [1] 14701
## [1] "removing: path_bun_t_hepati"
## [1] 14701
## [1] "removing: path_bun_t_heridatary"
## [1] 14701
## [1] "removing: path_bun_t_heroin"
## [1] 14701
## [1] "removing: path_bun_t_herpes"
## [1] 14701
## [1] "removing: path_bun_t_hiv"
## [1] 14699
## [1] "removing: path_bun_t_hold"
## [1] 14699
## [1] "removing: path_bun_t_hpa"
## [1] 14699
## [1] "removing: path_bun_t_hsv"
## [1] 14699
## [1] "removing: path_bun_t_imipramine"
## [1] 14699
## [1] "removing: path_bun_t_immuno"
## [1] 14696
## [1] "removing: path_bun_t_immunoassay"
## [1] 14696
## [1] "removing: path_bun_t_immunohisto"
## [1] 14696
## [1] "removing: path_bun_t_influenza"
## [1] 14693
## [1] "removing: path_bun_t_insulin"
## [1] 14693
## [1] "removing: path_bun_t_iodine"
## [1] 14693
## [1] "removing: path_bun_t_iron"
## [1] 14692
## [1] "removing: path_bun_t_lab"
## [1] 14692
## [1] "removing: path_bun_t_lamotrigine"
## [1] 14692
## [1] "removing: path_bun_t_levetiracetam"
## [1] 14692
## [1] "removing: path_bun_t_lidocaine"
## [1] 14692
## [1] "removing: path_bun_t_lipoprotein"
## [1] 14691
## [1] "removing: path_bun_t_lithium"
## [1] 14689
## [1] "removing: path_bun_t_loss"
## [1] 14689
## [1] "removing: path_bun_t_low"
## [1] 14689
## [1] "removing: path_bun_t_lung"
## [1] 14689
## [1] "removing: path_bun_t_lyme"
## [1] 14689
## [1] "removing: path_bun_t_lympg"
## [1] 14689
## [1] "removing: path_bun_t_magnesium"
## [1] 14683
## [1] "removing: path_bun_t_malaria"
## [1] 14683
## [1] "removing: path_bun_t_mercury"
## [1] 14683
## [1] "removing: path_bun_t_metal"
## [1] 14683
## [1] "removing: path_bun_t_microbe"
## [1] 14683
## [1] "removing: path_bun_t_microscop"
## [1] 14683
## [1] "removing: path_bun_t_microscopic"
## [1] 14683
## [1] "removing: path_bun_t_microscopy"
## [1] 14683
## [1] "removing: path_bun_t_mitocondrial"
## [1] 14683
## [1] "removing: path_bun_t_mopath"
## [1] 14683
## [1] "removing: path_bun_t_mumps"
## [1] 14683
## [1] "removing: path_bun_t_mycophenolate"
## [1] 14683
## [1] "removing: path_bun_t_nicotine"
## [1] 14683
## [1] "removing: path_bun_t_nile"
## [1] 14683
## [1] "removing: path_bun_t_non-opioid"
## [1] 14683
## [1] "removing: path_bun_t_nonantibody"
## [1] 14683
## [1] "removing: path_bun_t_nucleic"
## [1] 14683
## [1] "removing: path_bun_t_obstretric"
## [1] 14683
## [1] "removing: path_bun_t_occult"
## [1] 14683
## [1] "removing: path_bun_t_onco"
## [1] 14683
## [1] "removing: path_bun_t_oocyte"
## [1] 14683
## [1] "removing: path_bun_t_opioid"
## [1] 14683
## [1] "removing: path_bun_t_ovulation"
## [1] 14683
## [1] "removing: path_bun_t_oxycodone"
## [1] 14683
## [1] "removing: path_bun_t_paper"
## [1] 14683
## [1] "removing: path_bun_t_patho"
## [1] 14676
## [1] "removing: path_bun_t_pathologist"
## [1] 14676
## [1] "removing: path_bun_t_period"
## [1] 14676
## [1] "removing: path_bun_t_phenobarbital"
## [1] 14676
## [1] "removing: path_bun_t_phenytoin"
## [1] 14676
## [1] "removing: path_bun_t_phosphatase"
## [1] 14676
## [1] "removing: path_bun_t_phosphorus"
## [1] 14676
## [1] "removing: path_bun_t_pituitary"
## [1] 14676
## [1] "removing: path_bun_t_plasminogen"
## [1] 14676
## [1] "removing: path_bun_t_poliovirus"
## [1] 14676
## [1] "removing: path_bun_t_potassium"
## [1] 14676
## [1] "removing: path_bun_t_pregabalin"
## [1] 14676
## [1] "removing: path_bun_t_pregnancy"
## [1] 14653
## [1] "removing: path_bun_t_primidone"
## [1] 14653
## [1] "removing: path_bun_t_procainamide"
## [1] 14653
## [1] "removing: path_bun_t_procedure"
## [1] 14653
## [1] "removing: path_bun_t_progesterone"
## [1] 14651
## [1] "removing: path_bun_t_prophobulinogen"
## [1] 14651
## [1] "removing: path_bun_t_prophyrins"
## [1] 14651
## [1] "removing: path_bun_t_propoxyphene"
## [1] 14651
## [1] "removing: path_bun_t_prostate"
## [1] 14651
## [1] "removing: path_bun_t_psa"
## [1] 14634
## [1] "removing: path_bun_t_quantitative"
## [1] 14634
## [1] "removing: path_bun_t_quinide"
## [1] 14634
## [1] "removing: path_bun_t_quinine"
## [1] 14634
## [1] "removing: path_bun_t_reagent"
## [1] 14634
## [1] "removing: path_bun_t_renal"
## [1] 14634
## [1] "removing: path_bun_t_renin"
## [1] 14634
## [1] "removing: path_bun_t_retinal"
## [1] 14634
## [1] "removing: path_bun_t_rickettsia"
## [1] 14634
## [1] "removing: path_bun_t_rotovirus"
## [1] 14634
## [1] "removing: path_bun_t_rubella"
## [1] 14634
## [1] "removing: path_bun_t_salicylate"
## [1] 14634
## [1] "removing: path_bun_t_salmonella"
## [1] 14634
## [1] "removing: path_bun_t_scan"
## [1] 14634
## [1] "removing: path_bun_t_screen"
## [1] 14634
## [1] "removing: path_bun_t_sedative"
## [1] 14634
## [1] "removing: path_bun_t_semen"
## [1] 14633
## [1] "removing: path_bun_t_sequence"
## [1] 14633
## [1] "removing: path_bun_t_serotonin"
## [1] 14633
## [1] "removing: path_bun_t_sex"
## [1] 14630
## [1] "removing: path_bun_t_silica"
## [1] 14630
## [1] "removing: path_bun_t_sirolimus"
## [1] 14630
## [1] "removing: path_bun_t_skin"
## [1] 14630
## [1] "removing: path_bun_t_slenium"
## [1] 14630
## [1] "removing: path_bun_t_smear"
## [1] 14628
## [1] "removing: path_bun_t_specimen"
## [1] 14628
## [1] "removing: path_bun_t_sperm"
## [1] 14628
## [1] "removing: path_bun_t_steroid"
## [1] 14628
## [1] "removing: path_bun_t_stimulation"
## [1] 14628
## [1] "removing: path_bun_t_strep"
## [1] 14618
## [1] "removing: path_bun_t_syphilis"
## [1] 14618
## [1] "removing: path_bun_t_syringe"
## [1] 14618
## [1] "removing: path_bun_t_tacrolims"
## [1] 14618
## [1] "removing: path_bun_t_testosterone"
## [1] 14612
## [1] "removing: path_bun_t_thawing"
## [1] 14612
## [1] "removing: path_bun_t_theophylline"
## [1] 14612
## [1] "removing: path_bun_t_thyroid"
## [1] 14593
## [1] "removing: path_bun_t_time"
## [1] 14560
## [1] "removing: path_bun_t_tissue"
## [1] 14560
## [1] "removing: path_bun_t_tobramycin"
## [1] 14560
## [1] "removing: path_bun_t_tolerance"
## [1] 14560
## [1] "removing: path_bun_t_toxoplasma"
## [1] 14560
## [1] "removing: path_bun_t_tpiramate"
## [1] 14560
## [1] "removing: path_bun_t_transfusion"
## [1] 14560
## [1] "removing: path_bun_t_tumor"
## [1] 14560
## [1] "removing: path_bun_t_typing"
## [1] 14558
## [1] "removing: path_bun_t_vancomycin"
## [1] 14558
## [1] "removing: path_bun_t_vein"
## [1] 14558
## [1] "removing: path_bun_t_venipuncture"
## [1] 14558
## [1] "removing: path_bun_t_virus"
## [1] 14558
## [1] "removing: path_bun_t_west"
## [1] 14558
## [1] "removing: path_bun_t_with_scope"
## [1] 14558
## [1] "removing: path_bun_t_without_scope"
## [1] 14514
## [1] "removing: path_bun_t_zonisamide"
## [1] 14514
## [1] "removing: anes_bun_t_abdom"
## [1] 14514
## [1] "removing: anes_bun_t_add - on"
## [1] 14514
## [1] "removing: anes_bun_t_adrenal"
## [1] 14514
## [1] "removing: anes_bun_t_amputation"
## [1] 14514
## [1] "removing: anes_bun_t_analg"
## [1] 14514
## [1] "removing: anes_bun_t_area"
## [1] 14514
## [1] "removing: anes_bun_t_arest"
## [1] 14514
## [1] "removing: anes_bun_t_arteriography"
## [1] 14514
## [1] "removing: anes_bun_t_artery"
## [1] 14514
## [1] "removing: anes_bun_t_biopsy"
## [1] 14514
## [1] "removing: anes_bun_t_bladder"
## [1] 14514
## [1] "removing: anes_bun_t_blood"
## [1] 14514
## [1] "removing: anes_bun_t_bone"
## [1] 14514
## [1] "removing: anes_bun_t_breast"
## [1] 14514
## [1] "removing: anes_bun_t_bronchi"
## [1] 14514
## [1] "removing: anes_bun_t_burn"
## [1] 14514
## [1] "removing: anes_bun_t_casting"
## [1] 14514
## [1] "removing: anes_bun_t_cervix"
## [1] 14514
## [1] "removing: anes_bun_t_chemonucleolysis"
## [1] 14514
## [1] "removing: anes_bun_t_chest"
## [1] 14514
## [1] "removing: anes_bun_t_cleft"
## [1] 14514
## [1] "removing: anes_bun_t_cord"
## [1] 14514
## [1] "removing: anes_bun_t_corneal"
## [1] 14514
## [1] "removing: anes_bun_t_cs"
## [1] 14514
## [1] "removing: anes_bun_t_debride"
## [1] 14514
## [1] "removing: anes_bun_t_deliver"
## [1] 14514
## [1] "removing: anes_bun_t_drainage"
## [1] 14514
## [1] "removing: anes_bun_t_duct"
## [1] 14514
## [1] "removing: anes_bun_t_ear"
## [1] 14514
## [1] "removing: anes_bun_t_elbow"
## [1] 14514
## [1] "removing: anes_bun_t_electroshock"
## [1] 14514
## [1] "removing: anes_bun_t_embolectomy"
## [1] 14514
## [1] "removing: anes_bun_t_endoscopy"
## [1] 14514
## [1] "removing: anes_bun_t_epidural"
## [1] 14514
## [1] "removing: anes_bun_t_esophag"
## [1] 14514
## [1] "removing: anes_bun_t_eyelid"
## [1] 14514
## [1] "removing: anes_bun_t_facial"
## [1] 14514
## [1] "removing: anes_bun_t_fat"
## [1] 14514
## [1] "removing: anes_bun_t_femoral"
## [1] 14514
## [1] "removing: anes_bun_t_fentanyl"
## [1] 14514
## [1] "removing: anes_bun_t_genitalia"
## [1] 14514
## [1] "removing: anes_bun_t_glands"
## [1] 14514
## [1] "removing: anes_bun_t_head"
## [1] 14513
## [1] "removing: anes_bun_t_hernia"
## [1] 14513
## [1] "removing: anes_bun_t_humer"
## [1] 14513
## [1] "removing: anes_bun_t_hydromorphone"
## [1] 14513
## [1] "removing: anes_bun_t_hysterectomy"
## [1] 14513
## [1] "removing: anes_bun_t_image"
## [1] 14513
## [1] "removing: anes_bun_t_insertion"
## [1] 14513
## [1] "removing: anes_bun_t_intracranial"
## [1] 14513
## [1] "removing: anes_bun_t_iredectomy"
## [1] 14513
## [1] "removing: anes_bun_t_joint"
## [1] 14512
## [1] "removing: anes_bun_t_ketorolac"
## [1] 14512
## [1] "removing: anes_bun_t_kidney"
## [1] 14512
## [1] "removing: anes_bun_t_knee"
## [1] 14512
## [1] "removing: anes_bun_t_larynx"
## [1] 14512
## [1] "removing: anes_bun_t_layer"
## [1] 14512
## [1] "removing: anes_bun_t_leg"
## [1] 14512
## [1] "removing: anes_bun_t_lip"
## [1] 14512
## [1] "removing: anes_bun_t_liver"
## [1] 14512
## [1] "removing: anes_bun_t_local"
## [1] 14512
## [1] "removing: anes_bun_t_lower"
## [1] 14512
## [1] "removing: anes_bun_t_lumbar"
## [1] 14512
## [1] "removing: anes_bun_t_lung"
## [1] 14512
## [1] "removing: anes_bun_t_major"
## [1] 14512
## [1] "removing: anes_bun_t_manipulation"
## [1] 14512
## [1] "removing: anes_bun_t_midazolam"
## [1] 14512
## [1] "removing: anes_bun_t_mod_sed"
## [1] 14492
## [1] "removing: anes_bun_t_neck"
## [1] 14492
## [1] "removing: anes_bun_t_nerve"
## [1] 14492
## [1] "removing: anes_bun_t_nose"
## [1] 14492
## [1] "removing: anes_bun_t_open"
## [1] 14492
## [1] "removing: anes_bun_t_organ"
## [1] 14492
## [1] "removing: anes_bun_t_pacemaker"
## [1] 14492
## [1] "removing: anes_bun_t_palate"
## [1] 14492
## [1] "removing: anes_bun_t_pelvic"
## [1] 14492
## [1] "removing: anes_bun_t_pelvis"
## [1] 14492
## [1] "removing: anes_bun_t_penis"
## [1] 14492
## [1] "removing: anes_bun_t_percutaneous"
## [1] 14492
## [1] "removing: anes_bun_t_plastic"
## [1] 14492
## [1] "removing: anes_bun_t_propofol"
## [1] 14492
## [1] "removing: anes_bun_t_prostate"
## [1] 14492
## [1] "removing: anes_bun_t_pump"
## [1] 14492
## [1] "removing: anes_bun_t_puncture"
## [1] 14492
## [1] "removing: anes_bun_t_radical"
## [1] 14492
## [1] "removing: anes_bun_t_release"
## [1] 14492
## [1] "removing: anes_bun_t_removal"
## [1] 14492
## [1] "removing: anes_bun_t_repair"
## [1] 14492
## [1] "removing: anes_bun_t_replace"
## [1] 14492
## [1] "removing: anes_bun_t_rib"
## [1] 14492
## [1] "removing: anes_bun_t_sedation"
## [1] 14492
## [1] "removing: anes_bun_t_shoulder"
## [1] 14492
## [1] "removing: anes_bun_t_sinus"
## [1] 14492
## [1] "removing: anes_bun_t_skull"
## [1] 14492
## [1] "removing: anes_bun_t_sperm"
## [1] 14492
## [1] "removing: anes_bun_t_spine"
## [1] 14492
## [1] "removing: anes_bun_t_spit"
## [1] 14492
## [1] "removing: anes_bun_t_sternal"
## [1] 14492
## [1] "removing: anes_bun_t_stone"
## [1] 14492
## [1] "removing: anes_bun_t_surg"
## [1] 14492
## [1] "removing: anes_bun_t_tendon"
## [1] 14492
## [1] "removing: anes_bun_t_testis"
## [1] 14492
## [1] "removing: anes_bun_t_thigh"
## [1] 14492
## [1] "removing: anes_bun_t_thyriod"
## [1] 14492
## [1] "removing: anes_bun_t_trachea"
## [1] 14492
## [1] "removing: anes_bun_t_transplant"
## [1] 14492
## [1] "removing: anes_bun_t_tromethamine"
## [1] 14492
## [1] "removing: anes_bun_t_tubal"
## [1] 14492
## [1] "removing: anes_bun_t_tympanotomy"
## [1] 14492
## [1] "removing: anes_bun_t_upper"
## [1] 14492
## [1] "removing: anes_bun_t_ureter"
## [1] 14492
## [1] "removing: anes_bun_t_urethra"
## [1] 14492
## [1] "removing: anes_bun_t_vag"
## [1] 14492
## [1] "removing: anes_bun_t_vein"
## [1] 14492
## [1] "removing: anes_bun_t_ventilation"
## [1] 14492
## [1] "removing: anes_bun_t_vesectomy"
## [1] 14492
## [1] "removing: anes_bun_t_vessel"
## [1] 14492
## [1] "removing: anes_bun_t_viteroretinal"
## [1] 14492
## [1] "removing: anes_bun_t_wall"
## [1] 14492
## [1] "removing: anes_bun_t_wrist"
## [1] 14492
## [1] "removing: faci_bun_t_advanced"
## [1] 14492
## [1] "removing: faci_bun_t_analysis"
## [1] 14492
## [1] "removing: faci_bun_t_annual"
## [1] 14492
## [1] "removing: faci_bun_t_assessmnt"
## [1] 14492
## [1] "removing: faci_bun_t_audit"
## [1] 14492
## [1] "removing: faci_bun_t_basic"
## [1] 14492
## [1] "removing: faci_bun_t_behav"
## [1] 14490
## [1] "removing: faci_bun_t_bus"
## [1] 14490
## [1] "removing: faci_bun_t_care"
## [1] 14466
## [1] "removing: faci_bun_t_chng"
## [1] 14466
## [1] "removing: faci_bun_t_computer"
## [1] 14466
## [1] "removing: faci_bun_t_conf"
## [1] 14466
## [1] "removing: faci_bun_t_consultation"
## [1] 14464
## [1] "removing: faci_bun_t_counseling"
## [1] 14464
## [1] "removing: faci_bun_t_critical"
## [1] 14464
## [1] "removing: faci_bun_t_data"
## [1] 14464
## [1] "removing: faci_bun_t_direct"
## [1] 14464
## [1] "removing: faci_bun_t_disability"
## [1] 14464
## [1] "removing: faci_bun_t_discharge"
## [1] 14463
## [1] "removing: faci_bun_t_dommicl"
## [1] 14463
## [1] "removing: faci_bun_t_exam"
## [1] 14463
## [1] "removing: faci_bun_t_fac"
## [1] 14461
## [1] "removing: faci_bun_t_facility"
## [1] 14461
## [1] "removing: faci_bun_t_follow-up"
## [1] 14459
## [1] "removing: faci_bun_t_handling"
## [1] 14459
## [1] "removing: faci_bun_t_home"
## [1] 14455
## [1] "removing: faci_bun_t_hospice"
## [1] 14455
## [1] "removing: faci_bun_t_hospital"
## [1] 14455
## [1] "removing: faci_bun_t_initial"
## [1] 14455
## [1] "removing: faci_bun_t_inpatient"
## [1] 14455
## [1] "removing: faci_bun_t_interfacility"
## [1] 14455
## [1] "removing: faci_bun_t_interpof"
## [1] 14455
## [1] "removing: faci_bun_t_lab"
## [1] 14455
## [1] "removing: faci_bun_t_life"
## [1] 14455
## [1] "removing: faci_bun_t_nonemergency"
## [1] 14455
## [1] "removing: faci_bun_t_noner"
## [1] 14455
## [1] "removing: faci_bun_t_nursing"
## [1] 14455
## [1] "removing: faci_bun_t_observation"
## [1] 14455
## [1] "removing: faci_bun_t_on_call"
## [1] 14455
## [1] "removing: faci_bun_t_online"
## [1] 14455
## [1] "removing: faci_bun_t_phlebotomy"
## [1] 14452
## [1] "removing: faci_bun_t_phone"
## [1] 14451
## [1] "removing: faci_bun_t_physician"
## [1] 14451
## [1] "removing: faci_bun_t_postop"
## [1] 14451
## [1] "removing: faci_bun_t_preventine"
## [1] 14451
## [1] "removing: faci_bun_t_prolong"
## [1] 14448
## [1] "removing: faci_bun_t_service"
## [1] 14444
## [1] "removing: faci_bun_t_smoking"
## [1] 14444
## [1] "removing: faci_bun_t_specimen"
## [1] 14444
## [1] "removing: faci_bun_t_standby"
## [1] 14444
## [1] "removing: faci_bun_t_subsequent"
## [1] 14444
## [1] "removing: faci_bun_t_support"
## [1] 14444
## [1] "removing: faci_bun_t_taxi"
## [1] 14444
## [1] "removing: faci_bun_t_team"
## [1] 14444
## [1] "removing: faci_bun_t_transort"
## [1] 14444
## [1] "removing: faci_bun_t_travel"
## [1] 14444
## [1] "removing: faci_bun_t_van"
## [1] 14444
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 57 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_dept 0.285
## 2 faci_bun_t_emergency 0.285
## 3 medi_bun_t_inject 0.229
## 4 radi_bun_t_brain 0.218
## 5 radi_bun_t_chest 0.202
## 6 anes_bun_t_anes 0.148
## 7 anes_bun_t_anesth 0.148
## 8 medi_bun_t_sulfate 0.141
## 9 path_bun_t_complete 0.140
## 10 radi_bun_t_neck 0.138
## # ... with 47 more rows
mri_spine_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 253
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[faci_bun_t_emergency==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 55 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_chest 0.220
## 2 radi_bun_t_brain 0.208
## 3 anes_bun_t_anes 0.164
## 4 anes_bun_t_anesth 0.164
## 5 radi_bun_t_neck 0.146
## 6 medi_bun_t_inject 0.121
## 7 radi_bun_t_pelvi 0.0792
## 8 radi_bun_t_with_dye 0.072
## 9 radi_bun_t_joint 0.0712
## 10 radi_bun_t_without_dye 0.0582
## # ... with 45 more rows
mri_spine_clean %>% get_tag_density_information("radi_bun_t_brain") %>% 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 ~ radi_bun_t_brain"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 268
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[radi_bun_t_brain==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 54 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_chest 0.190
## 2 anes_bun_t_anes 0.154
## 3 anes_bun_t_anesth 0.154
## 4 medi_bun_t_inject 0.124
## 5 radi_bun_t_neck 0.109
## 6 radi_bun_t_pelvi 0.0966
## 7 radi_bun_t_joint 0.0872
## 8 medi_bun_t_sulfate 0.0594
## 9 medi_bun_t_sodium 0.0537
## 10 radi_bun_t_lumbar 0.0494
## # ... with 44 more rows
mri_spine_clean %>% get_tag_density_information("radi_bun_t_chest") %>% 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 ~ radi_bun_t_chest"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 169
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[radi_bun_t_chest==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 53 x 2
## name correlation
## <chr> <dbl>
## 1 anes_bun_t_anes 0.126
## 2 anes_bun_t_anesth 0.126
## 3 radi_bun_t_pelvi 0.123
## 4 radi_bun_t_joint 0.109
## 5 medi_bun_t_inject 0.103
## 6 medi_bun_t_sulfate 0.0744
## 7 radi_bun_t_neck 0.063
## 8 medi_bun_t_stud 0.0538
## 9 medi_bun_t_test 0.0518
## 10 radi_bun_t_exam 0.0457
## # ... with 43 more rows
mri_spine_clean %>% get_tag_density_information("anes_bun_t_anes") %>% 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 ~ anes_bun_t_anes"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 300
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[anes_bun_t_anes==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 50 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_pelvi 0.126
## 2 radi_bun_t_joint 0.105
## 3 radi_bun_t_neck 0.0641
## 4 medi_bun_t_inject 0.0572
## 5 medi_bun_t_stud 0.0552
## 6 radi_bun_t_exam 0.048
## 7 radi_bun_t_x-ray 0.0459
## 8 medi_bun_t_test 0.0455
## 9 path_bun_t_protein 0.0364
## 10 path_bun_t_metabolic 0.0359
## # ... with 40 more rows
mri_spine_clean %>% get_tag_density_information("radi_bun_t_pelvi") %>% 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 ~ radi_bun_t_pelvi"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 199
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[radi_bun_t_pelvi==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 49 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_joint 0.110
## 2 radi_bun_t_neck 0.0798
## 3 medi_bun_t_inject 0.0604
## 4 medi_bun_t_stud 0.0593
## 5 medi_bun_t_test 0.0491
## 6 radi_bun_t_exam 0.0436
## 7 path_bun_t_metabolic 0.0401
## 8 radi_bun_t_x-ray 0.04
## 9 path_bun_t_panel 0.0378
## 10 radi_bun_t_ct 0.0365
## # ... with 39 more rows
mri_spine_clean %>% get_tag_density_information("radi_bun_t_joint") %>% 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 ~ radi_bun_t_joint"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 198
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[radi_bun_t_joint==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 48 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_neck 0.0685
## 2 medi_bun_t_inject 0.0633
## 3 medi_bun_t_stud 0.0567
## 4 radi_bun_t_exam 0.0476
## 5 medi_bun_t_test 0.0455
## 6 path_bun_t_metabolic 0.0439
## 7 radi_bun_t_x-ray 0.0439
## 8 path_bun_t_panel 0.0415
## 9 radi_bun_t_ct 0.0397
## 10 path_bun_t_complete 0.0362
## # ... with 38 more rows
mri_spine_clean %>% get_tag_density_information("radi_bun_t_neck") %>% 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 ~ radi_bun_t_neck"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 102
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[radi_bun_t_neck==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 46 x 2
## name correlation
## <chr> <dbl>
## 1 medi_bun_t_inject 0.0784
## 2 medi_bun_t_stud 0.0511
## 3 path_bun_t_metabolic 0.051
## 4 path_bun_t_panel 0.051
## 5 radi_bun_t_ct 0.0479
## 6 path_bun_t_comprehen 0.0458
## 7 path_bun_t_complete 0.0456
## 8 radi_bun_t_mammo 0.0438
## 9 path_bun_t_protein 0.0418
## 10 medi_bun_t_therapeutic 0.0349
## # ... with 36 more rows
mri_spine_clean %>% get_tag_density_information("medi_bun_t_inject") %>% 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_inject"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 463
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[medi_bun_t_inject==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 45 x 2
## name correlation
## <chr> <dbl>
## 1 medi_bun_t_stud 0.0517
## 2 radi_bun_t_ct 0.0484
## 3 path_bun_t_complete 0.0461
## 4 radi_bun_t_mammo 0.0443
## 5 path_bun_t_protein 0.0423
## 6 path_bun_t_metabolic 0.0357
## 7 path_bun_t_panel 0.0357
## 8 medi_bun_t_manual 0.0352
## 9 medi_bun_t_puncture 0.035
## 10 medi_bun_t_routine 0.035
## # ... with 35 more rows
mri_spine_clean %>% get_tag_density_information("medi_bun_t_stud") %>% 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_stud"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 171
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[medi_bun_t_stud==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 44 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_ct 0.0489
## 2 path_bun_t_complete 0.0467
## 3 radi_bun_t_mammo 0.0447
## 4 path_bun_t_protein 0.0427
## 5 medi_bun_t_puncture 0.0376
## 6 medi_bun_t_routine 0.0376
## 7 medi_bun_t_venipuncture 0.0376
## 8 path_bun_t_metabolic 0.0362
## 9 path_bun_t_panel 0.0362
## 10 medi_bun_t_manual 0.0359
## # ... with 34 more rows
mri_spine_clean %>% get_tag_density_information("radi_bun_t_ct") %>% 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 ~ radi_bun_t_ct"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 323
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[radi_bun_t_ct==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 43 x 2
## name correlation
## <chr> <dbl>
## 1 path_bun_t_complete 0.0472
## 2 radi_bun_t_mammo 0.0452
## 3 path_bun_t_protein 0.0431
## 4 medi_bun_t_puncture 0.038
## 5 medi_bun_t_routine 0.038
## 6 medi_bun_t_venipuncture 0.038
## 7 medi_bun_t_manual 0.0367
## 8 path_bun_t_metabolic 0.0367
## 9 path_bun_t_panel 0.0367
## 10 radi_bun_t_exam 0.034
## # ... with 33 more rows
mri_spine_clean %>% get_tag_density_information("radi_bun_t_mammo") %>% 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 ~ radi_bun_t_mammo"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 278
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[radi_bun_t_mammo==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 42 x 2
## name correlation
## <chr> <dbl>
## 1 path_bun_t_complete 0.0475
## 2 path_bun_t_protein 0.0434
## 3 medi_bun_t_puncture 0.0382
## 4 medi_bun_t_routine 0.0382
## 5 medi_bun_t_venipuncture 0.0382
## 6 medi_bun_t_manual 0.0372
## 7 path_bun_t_metabolic 0.037
## 8 path_bun_t_panel 0.037
## 9 radi_bun_t_exam 0.0328
## 10 medi_bun_t_therapeutic 0.0322
## # ... with 32 more rows
mri_spine_clean %>% get_tag_density_information("path_bun_t_complete") %>% 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_complete"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 255
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[path_bun_t_complete==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 41 x 2
## name correlation
## <chr> <dbl>
## 1 medi_bun_t_manual 0.0381
## 2 medi_bun_t_therapeutic 0.0333
## 3 medi_bun_t_exercise 0.0328
## 4 surg_bun_t_interlaminar 0.0308
## 5 surg_bun_t_lamina 0.0308
## 6 surg_bun_t_njx 0.0308
## 7 radi_bun_t_exam 0.0282
## 8 medi_bun_t_reeducation 0.0265
## 9 faci_bun_t_visit 0.0255
## 10 faci_bun_t_office 0.0249
## # ... with 31 more rows
mri_spine_clean %>% get_tag_density_information("medi_bun_t_therapeutic") %>% 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_therapeutic"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 141
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[medi_bun_t_therapeutic==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 40 x 2
## name correlation
## <chr> <dbl>
## 1 surg_bun_t_interlaminar 0.0292
## 2 surg_bun_t_lamina 0.0292
## 3 surg_bun_t_njx 0.0292
## 4 radi_bun_t_exam 0.0279
## 5 radi_bun_t_thorac 0.0251
## 6 medi_bun_t_reeducation 0.025
## 7 radi_bun_t_with_dye 0.0246
## 8 radi_bun_t_x-ray 0.0242
## 9 radi_bun_t_without_dye 0.0221
## 10 radi_bun_t_view 0.0193
## # ... with 30 more rows
mri_spine_clean %>% get_tag_density_information("surg_bun_t_lamina") %>% 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_lamina"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 177
## $dist_plots
##
## $stat_tables
mri_spine_clean <- mri_spine_clean[surg_bun_t_lamina==F]
mri_spine_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_spine_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 37 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_exam 0.0278
## 2 radi_bun_t_thorac 0.0253
## 3 medi_bun_t_reeducation 0.0252
## 4 radi_bun_t_with_dye 0.025
## 5 radi_bun_t_x-ray 0.0242
## 6 radi_bun_t_without_dye 0.0225
## 7 radi_bun_t_view 0.0197
## 8 surg_bun_t_joint 0.0176
## 9 radi_bun_t_lumbar 0.0174
## 10 medi_bun_t_chiropract 0.0174
## # ... with 27 more rows
mri_spine_clean <- mri_spine_clean[,`:=`(
surg_sp_name_clean = surg_sp_npi %>% map_chr(get_npi_standard_name),
surg_bp_name_clean = surg_bp_npi %>% map_chr(get_npi_standard_name),
medi_sp_name_clean = medi_sp_npi %>% map_chr(get_npi_standard_name),
medi_bp_name_clean = medi_bp_npi %>% map_chr(get_npi_standard_name),
radi_sp_name_clean = radi_sp_npi %>% map_chr(get_npi_standard_name),
radi_bp_name_clean = radi_bp_npi %>% map_chr(get_npi_standard_name),
path_sp_name_clean = path_sp_npi %>% map_chr(get_npi_standard_name),
path_bp_name_clean = path_bp_npi %>% map_chr(get_npi_standard_name),
anes_sp_name_clean = anes_sp_npi %>% map_chr(get_npi_standard_name),
anes_bp_name_clean = anes_bp_npi %>% map_chr(get_npi_standard_name),
faci_sp_name_clean = faci_sp_npi %>% map_chr(get_npi_standard_name),
faci_bp_name_clean = faci_bp_npi %>% map_chr(get_npi_standard_name)
)]
mri_spine_clean_btbv5 <- mri_spine_clean %>% btbv5_radi_fac_only(
osa_group_p=NA,
osa_class_p = NA,
osa_specialization_p = NA
) %>%
.[,`:=`(procedure_type=32,
procedure_modifier="Spine MRI",
ingest_date =Sys.Date())]
mri_spine_clean_btbv5$tp_med_med %>% summary()
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 102.5 406.9 556.0 824.6 1001.9 3853.5
spine_q1 <- mri_spine_clean_btbv5$tp_med_med %>% quantile(.25)
spine_q3 <- mri_spine_clean_btbv5$tp_med_med %>% quantile(.75)
spine_iqr <- mri_spine_clean_btbv5$tp_med_med %>% IQR()
# mri_brain_clean_btbv5_final <- mri_brain_clean_btbv5[tp_med_med >spine_q1 -1.5*spine_iqr & tp_med_med < spine_q3 + 1.5*spine_iqr ]
mri_spine_clean_btbv5_final <- mri_spine_clean_btbv5[tp_med_med >spine_q1 -1.5*spine_iqr & tp_med_med < spine_q3 + 1.5*spine_iqr ]
mri_spine_clean_btbv5$tp_med_med %>% summary()
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 102.5 406.9 556.0 824.6 1001.9 3853.5
mri_spine_clean_btbv5_final$tp_med_med %>% summary()
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 102.5 372.2 512.3 618.9 730.7 1826.0
bq_table_upload(x=procedure_dev_table, values= mri_brain_clean_btbv5_final, create_disposition='CREATE_IF_NEEDED', write_disposition='WRITE_APPEND')
Neck
mri_neck <- bun_proc[radi_bun_t_mri==T & radi_bun_t_neck==T & tp_med >0 & duration_max ==0]
mri_neck %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 482 x 2
## name correlation
## <chr> <dbl>
## 1 surg_bun_t_cord 0.614
## 2 surg_bun_t_revise 0.614
## 3 surg_bun_t_stem 0.614
## 4 medi_bun_t_muscle 0.459
## 5 medi_bun_t_cathet 0.415
## 6 anes_bun_t_cord 0.406
## 7 anes_bun_t_spine 0.406
## 8 faci_bun_t_dept 0.404
## 9 faci_bun_t_emergency 0.404
## 10 medi_bun_t_testing 0.402
## # ... with 472 more rows
cols_to_check <- mri_neck %>% 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 < 100] %>% .[["tag"]]
mri_neck_clean <- remove_bun_proc_with_rare_tags(outlier_tag_list=outlier_tag_list, df=mri_neck)
## [1] "Start of rare tag removal"
## [1] "nrow:7151 , ncol:1404"
## [1] "nrow:7151"
## [1] "removing: surg_bun_t_a-grft"
## [1] 7151
## [1] "removing: surg_bun_t_abd"
## [1] 7149
## [1] "removing: surg_bun_t_abdom"
## [1] 7149
## [1] "removing: surg_bun_t_abdomen"
## [1] 7149
## [1] "removing: surg_bun_t_ablate"
## [1] 7148
## [1] "removing: surg_bun_t_abortion"
## [1] 7148
## [1] "removing: surg_bun_t_abscess"
## [1] 7148
## [1] "removing: surg_bun_t_acell"
## [1] 7148
## [1] "removing: surg_bun_t_acellular"
## [1] 7148
## [1] "removing: surg_bun_t_acne"
## [1] 7148
## [1] "removing: surg_bun_t_acute"
## [1] 7148
## [1] "removing: surg_bun_t_add-on"
## [1] 7137
## [1] "removing: surg_bun_t_adenoid"
## [1] 7137
## [1] "removing: surg_bun_t_adjust"
## [1] 7137
## [1] "removing: surg_bun_t_airway"
## [1] 7133
## [1] "removing: surg_bun_t_amput"
## [1] 7133
## [1] "removing: surg_bun_t_anal"
## [1] 7132
## [1] "removing: surg_bun_t_analysis"
## [1] 7132
## [1] "removing: surg_bun_t_aneurysm"
## [1] 7132
## [1] "removing: surg_bun_t_ankle"
## [1] 7131
## [1] "removing: surg_bun_t_anoscopy"
## [1] 7131
## [1] "removing: surg_bun_t_ant"
## [1] 7129
## [1] "removing: surg_bun_t_antepartum"
## [1] 7129
## [1] "removing: surg_bun_t_aorta"
## [1] 7129
## [1] "removing: surg_bun_t_aortic"
## [1] 7128
## [1] "removing: surg_bun_t_aply"
## [1] 7128
## [1] "removing: surg_bun_t_appendectomy"
## [1] 7128
## [1] "removing: surg_bun_t_application"
## [1] 7127
## [1] "removing: surg_bun_t_apply"
## [1] 7126
## [1] "removing: surg_bun_t_approach"
## [1] 7126
## [1] "removing: surg_bun_t_arm"
## [1] 7126
## [1] "removing: surg_bun_t_art"
## [1] 7124
## [1] "removing: surg_bun_t_arterial"
## [1] 7124
## [1] "removing: surg_bun_t_artery"
## [1] 7124
## [1] "removing: surg_bun_t_arthro"
## [1] 7124
## [1] "removing: surg_bun_t_arthroplasty"
## [1] 7124
## [1] "removing: surg_bun_t_arthroscopy"
## [1] 7124
## [1] "removing: surg_bun_t_artificial"
## [1] 7124
## [1] "removing: surg_bun_t_augmentation"
## [1] 7124
## [1] "removing: surg_bun_t_autograft"
## [1] 7124
## [1] "removing: surg_bun_t_b9"
## [1] 7119
## [1] "removing: surg_bun_t_back"
## [1] 7119
## [1] "removing: surg_bun_t_balloon"
## [1] 7119
## [1] "removing: surg_bun_t_bed"
## [1] 7118
## [1] "removing: surg_bun_t_biceps"
## [1] 7118
## [1] "removing: surg_bun_t_bile"
## [1] 7118
## [1] "removing: surg_bun_t_bilobectomy"
## [1] 7118
## [1] "removing: surg_bun_t_biopsy"
## [1] 7108
## [1] "removing: surg_bun_t_bladder"
## [1] 7108
## [1] "removing: surg_bun_t_bleeding"
## [1] 7108
## [1] "removing: surg_bun_t_block"
## [1] 7101
## [1] "removing: surg_bun_t_blockage"
## [1] 7101
## [1] "removing: surg_bun_t_blood"
## [1] 7101
## [1] "removing: surg_bun_t_body"
## [1] 7100
## [1] "removing: surg_bun_t_bone"
## [1] 7097
## [1] "removing: surg_bun_t_bowel"
## [1] 7097
## [1] "removing: surg_bun_t_brace"
## [1] 7097
## [1] "removing: surg_bun_t_brain"
## [1] 7097
## [1] "removing: surg_bun_t_breast"
## [1] 7096
## [1] "removing: surg_bun_t_bronchial"
## [1] 7096
## [1] "removing: surg_bun_t_bronchoscopy"
## [1] 7096
## [1] "removing: surg_bun_t_brow"
## [1] 7096
## [1] "removing: surg_bun_t_bulge"
## [1] 7096
## [1] "removing: surg_bun_t_burn"
## [1] 7096
## [1] "removing: surg_bun_t_burr"
## [1] 7096
## [1] "removing: surg_bun_t_bursa"
## [1] 7069
## [1] "removing: surg_bun_t_buttck"
## [1] 7069
## [1] "removing: surg_bun_t_buttock"
## [1] 7069
## [1] "removing: surg_bun_t_byp"
## [1] 7069
## [1] "removing: surg_bun_t_bypass"
## [1] 7069
## [1] "removing: surg_bun_t_cabg"
## [1] 7069
## [1] "removing: surg_bun_t_canal"
## [1] 7069
## [1] "removing: surg_bun_t_cannula"
## [1] 7069
## [1] "removing: surg_bun_t_capillary"
## [1] 7069
## [1] "removing: surg_bun_t_capsule"
## [1] 7069
## [1] "removing: surg_bun_t_care"
## [1] 7068
## [1] "removing: surg_bun_t_carotid"
## [1] 7068
## [1] "removing: surg_bun_t_cartilage"
## [1] 7068
## [1] "removing: surg_bun_t_cast"
## [1] 7068
## [1] "removing: surg_bun_t_cath"
## [1] 7068
## [1] "removing: surg_bun_t_cavity"
## [1] 7068
## [1] "removing: surg_bun_t_cell"
## [1] 7068
## [1] "removing: surg_bun_t_cervix"
## [1] 7067
## [1] "removing: surg_bun_t_cesarean"
## [1] 7067
## [1] "removing: surg_bun_t_chamber"
## [1] 7067
## [1] "removing: surg_bun_t_change"
## [1] 7067
## [1] "removing: surg_bun_t_chemical"
## [1] 7067
## [1] "removing: surg_bun_t_chemodenerv"
## [1] 7063
## [1] "removing: surg_bun_t_chest"
## [1] 7063
## [1] "removing: surg_bun_t_chin"
## [1] 7063
## [1] "removing: surg_bun_t_cholangiogram"
## [1] 7063
## [1] "removing: surg_bun_t_cholangiopancreatograph"
## [1] 7063
## [1] "removing: surg_bun_t_cholecystoenterostomy"
## [1] 7063
## [1] "removing: surg_bun_t_chronic"
## [1] 7063
## [1] "removing: surg_bun_t_circulation"
## [1] 7063
## [1] "removing: surg_bun_t_circumcision"
## [1] 7063
## [1] "removing: surg_bun_t_clamp"
## [1] 7063
## [1] "removing: surg_bun_t_clavicle"
## [1] 7062
## [1] "removing: surg_bun_t_clearance"
## [1] 7062
## [1] "removing: surg_bun_t_cleft"
## [1] 7062
## [1] "removing: surg_bun_t_clitoris"
## [1] 7062
## [1] "removing: surg_bun_t_cloacal"
## [1] 7062
## [1] "removing: surg_bun_t_closed"
## [1] 7061
## [1] "removing: surg_bun_t_closure"
## [1] 7061
## [1] "removing: surg_bun_t_clot"
## [1] 7061
## [1] "removing: surg_bun_t_collar"
## [1] 7061
## [1] "removing: surg_bun_t_colon"
## [1] 7058
## [1] "removing: surg_bun_t_colonoscopy"
## [1] 7058
## [1] "removing: surg_bun_t_coloproctostomy"
## [1] 7058
## [1] "removing: surg_bun_t_colostomy"
## [1] 7058
## [1] "removing: surg_bun_t_complex"
## [1] 7058
## [1] "removing: surg_bun_t_compression"
## [1] 7058
## [1] "removing: surg_bun_t_contriction"
## [1] 7058
## [1] "removing: surg_bun_t_control"
## [1] 7058
## [1] "removing: surg_bun_t_cord"
## [1] 7058
## [1] "removing: surg_bun_t_cornea"
## [1] 7058
## [1] "removing: surg_bun_t_coronary"
## [1] 7058
## [1] "removing: surg_bun_t_coronoid"
## [1] 7058
## [1] "removing: surg_bun_t_correct"
## [1] 7057
## [1] "removing: surg_bun_t_cranial"
## [1] 7056
## [1] "removing: surg_bun_t_craniofacial"
## [1] 7056
## [1] "removing: surg_bun_t_cryotherapy"
## [1] 7056
## [1] "removing: surg_bun_t_cuff"
## [1] 7056
## [1] "removing: surg_bun_t_cult"
## [1] 7056
## [1] "removing: surg_bun_t_cyst"
## [1] 7055
## [1] "removing: surg_bun_t_cysto"
## [1] 7055
## [1] "removing: surg_bun_t_cystometrogram"
## [1] 7055
## [1] "removing: surg_bun_t_cystoscopy"
## [1] 7055
## [1] "removing: surg_bun_t_cystouretero"
## [1] 7055
## [1] "removing: surg_bun_t_debrid"
## [1] 7055
## [1] "removing: surg_bun_t_debride"
## [1] 7055
## [1] "removing: surg_bun_t_decompression"
## [1] 7055
## [1] "removing: surg_bun_t_deep"
## [1] 7055
## [1] "removing: surg_bun_t_defect"
## [1] 7055
## [1] "removing: surg_bun_t_defib"
## [1] 7055
## [1] "removing: surg_bun_t_deformity"
## [1] 7055
## [1] "removing: surg_bun_t_degenerated"
## [1] 7055
## [1] "removing: surg_bun_t_delivery"
## [1] 7055
## [1] "removing: surg_bun_t_deplet"
## [1] 7055
## [1] "removing: surg_bun_t_dermabrasion"
## [1] 7055
## [1] "removing: surg_bun_t_design"
## [1] 7055
## [1] "removing: surg_bun_t_destroy"
## [1] 7052
## [1] "removing: surg_bun_t_destruction"
## [1] 7051
## [1] "removing: surg_bun_t_dev"
## [1] 7049
## [1] "removing: surg_bun_t_device"
## [1] 7049
## [1] "removing: surg_bun_t_diagnostic"
## [1] 7021
## [1] "removing: surg_bun_t_dialysis"
## [1] 7021
## [1] "removing: surg_bun_t_diaphragm"
## [1] 7021
## [1] "removing: surg_bun_t_digit"
## [1] 7021
## [1] "removing: surg_bun_t_dilat"
## [1] 7020
## [1] "removing: surg_bun_t_dilation"
## [1] 7020
## [1] "removing: surg_bun_t_disc"
## [1] 7020
## [1] "removing: surg_bun_t_diskectomy"
## [1] 7020
## [1] "removing: surg_bun_t_dislocat"
## [1] 7020
## [1] "removing: surg_bun_t_dissect"
## [1] 7020
## [1] "removing: surg_bun_t_donar"
## [1] 7020
## [1] "removing: surg_bun_t_donor"
## [1] 7020
## [1] "removing: surg_bun_t_drain"
## [1] 7020
## [1] "removing: surg_bun_t_draw"
## [1] 7020
## [1] "removing: surg_bun_t_dressing"
## [1] 7020
## [1] "removing: surg_bun_t_drill"
## [1] 7020
## [1] "removing: surg_bun_t_drug"
## [1] 7020
## [1] "removing: surg_bun_t_duct"
## [1] 7020
## [1] "removing: surg_bun_t_duoden"
## [1] 7020
## [1] "removing: surg_bun_t_dura"
## [1] 7013
## [1] "removing: surg_bun_t_ear"
## [1] 7012
## [1] "removing: surg_bun_t_eardrum"
## [1] 7012
## [1] "removing: surg_bun_t_ectopic"
## [1] 7012
## [1] "removing: surg_bun_t_egd"
## [1] 7012
## [1] "removing: surg_bun_t_elbow"
## [1] 7012
## [1] "removing: surg_bun_t_electrical"
## [1] 7012
## [1] "removing: surg_bun_t_electrode"
## [1] 7012
## [1] "removing: surg_bun_t_electroejaculation"
## [1] 7012
## [1] "removing: surg_bun_t_electrolysis"
## [1] 7012
## [1] "removing: surg_bun_t_embolize"
## [1] 7012
## [1] "removing: surg_bun_t_embryo"
## [1] 7012
## [1] "removing: surg_bun_t_endo"
## [1] 7006
## [1] "removing: surg_bun_t_endoscopy"
## [1] 7006
## [1] "removing: surg_bun_t_endovas"
## [1] 7006
## [1] "removing: surg_bun_t_enlarge"
## [1] 7006
## [1] "removing: surg_bun_t_enterectomy"
## [1] 7006
## [1] "removing: surg_bun_t_epiderm"
## [1] 7006
## [1] "removing: surg_bun_t_epididymis"
## [1] 7006
## [1] "removing: surg_bun_t_epiphysis"
## [1] 7006
## [1] "removing: surg_bun_t_episiotomy"
## [1] 7006
## [1] "removing: surg_bun_t_esoph"
## [1] 7006
## [1] "removing: surg_bun_t_esophagoscopy"
## [1] 7006
## [1] "removing: surg_bun_t_esophagus"
## [1] 7006
## [1] "removing: surg_bun_t_exam"
## [1] 7006
## [1] "removing: surg_bun_t_exc"
## [1] 7006
## [1] "removing: surg_bun_t_excessive"
## [1] 7006
## [1] "removing: surg_bun_t_excise"
## [1] 7006
## [1] "removing: surg_bun_t_excision"
## [1] 7006
## [1] "removing: surg_bun_t_exostosis"
## [1] 7006
## [1] "removing: surg_bun_t_expander"
## [1] 7006
## [1] "removing: surg_bun_t_explora"
## [1] 7006
## [1] "removing: surg_bun_t_explore"
## [1] 7006
## [1] "removing: surg_bun_t_extra"
## [1] 7006
## [1] "removing: surg_bun_t_extremity"
## [1] 7006
## [1] "removing: surg_bun_t_eye"
## [1] 7005
## [1] "removing: surg_bun_t_eyelashes"
## [1] 7005
## [1] "removing: surg_bun_t_eyelid"
## [1] 7005
## [1] "removing: surg_bun_t_face"
## [1] 7005
## [1] "removing: surg_bun_t_fallopian"
## [1] 7005
## [1] "removing: surg_bun_t_fascia"
## [1] 7005
## [1] "removing: surg_bun_t_fat"
## [1] 7005
## [1] "removing: surg_bun_t_femur"
## [1] 7005
## [1] "removing: surg_bun_t_fibula"
## [1] 7005
## [1] "removing: surg_bun_t_finger"
## [1] 7005
## [1] "removing: surg_bun_t_fissure"
## [1] 7005
## [1] "removing: surg_bun_t_fistula"
## [1] 7005
## [1] "removing: surg_bun_t_fixation"
## [1] 7005
## [1] "removing: surg_bun_t_flap"
## [1] 7005
## [1] "removing: surg_bun_t_flow"
## [1] 7005
## [1] "removing: surg_bun_t_fluid"
## [1] 7005
## [1] "removing: surg_bun_t_fna"
## [1] 7005
## [1] "removing: surg_bun_t_follow-up"
## [1] 7005
## [1] "removing: surg_bun_t_foot"
## [1] 7005
## [1] "removing: surg_bun_t_forearm"
## [1] 7005
## [1] "removing: surg_bun_t_forehead"
## [1] 7005
## [1] "removing: surg_bun_t_foreign"
## [1] 7005
## [1] "removing: surg_bun_t_fracture"
## [1] 7004
## [1] "removing: surg_bun_t_free"
## [1] 7004
## [1] "removing: surg_bun_t_frontal"
## [1] 7004
## [1] "removing: surg_bun_t_fundoplasty"
## [1] 7004
## [1] "removing: surg_bun_t_fusion"
## [1] 7004
## [1] "removing: surg_bun_t_gallbladder"
## [1] 7004
## [1] "removing: surg_bun_t_gastrointestinal"
## [1] 7003
## [1] "removing: surg_bun_t_gastrostomy"
## [1] 7003
## [1] "removing: surg_bun_t_gentialia"
## [1] 7003
## [1] "removing: surg_bun_t_gi"
## [1] 7003
## [1] "removing: surg_bun_t_gland"
## [1] 7003
## [1] "removing: surg_bun_t_glaucoma"
## [1] 7003
## [1] "removing: surg_bun_t_graft"
## [1] 7003
## [1] "removing: surg_bun_t_growth"
## [1] 7003
## [1] "removing: surg_bun_t_gum"
## [1] 7003
## [1] "removing: surg_bun_t_hair"
## [1] 7003
## [1] "removing: surg_bun_t_hallux"
## [1] 7003
## [1] "removing: surg_bun_t_halo"
## [1] 7003
## [1] "removing: surg_bun_t_hand"
## [1] 7003
## [1] "removing: surg_bun_t_harvest"
## [1] 7003
## [1] "removing: surg_bun_t_head"
## [1] 7003
## [1] "removing: surg_bun_t_heart"
## [1] 7003
## [1] "removing: surg_bun_t_hematoma"
## [1] 7003
## [1] "removing: surg_bun_t_hemorrhoid"
## [1] 7003
## [1] "removing: surg_bun_t_hemorrhoidopexy"
## [1] 7003
## [1] "removing: surg_bun_t_hernia"
## [1] 7003
## [1] "removing: surg_bun_t_hip"
## [1] 7003
## [1] "removing: surg_bun_t_hole"
## [1] 7003
## [1] "removing: surg_bun_t_hormone"
## [1] 7003
## [1] "removing: surg_bun_t_humer"
## [1] 7003
## [1] "removing: surg_bun_t_hydrocele"
## [1] 7003
## [1] "removing: surg_bun_t_hyst"
## [1] 7003
## [1] "removing: surg_bun_t_hysterectomy"
## [1] 7003
## [1] "removing: surg_bun_t_iliopsoas"
## [1] 7003
## [1] "removing: surg_bun_t_illiac"
## [1] 7003
## [1] "removing: surg_bun_t_imag"
## [1] 7000
## [1] "removing: surg_bun_t_implant"
## [1] 7000
## [1] "removing: surg_bun_t_incision"
## [1] 7000
## [1] "removing: surg_bun_t_infect"
## [1] 7000
## [1] "removing: surg_bun_t_injection"
## [1] 6987
## [1] "removing: surg_bun_t_inner"
## [1] 6987
## [1] "removing: surg_bun_t_insert"
## [1] 6987
## [1] "removing: surg_bun_t_interlaminar"
## [1] 6964
## [1] "removing: surg_bun_t_internal"
## [1] 6964
## [1] "removing: surg_bun_t_intestine"
## [1] 6964
## [1] "removing: surg_bun_t_intracorporeal"
## [1] 6964
## [1] "removing: surg_bun_t_intracranial"
## [1] 6964
## [1] "removing: surg_bun_t_intranasal"
## [1] 6964
## [1] "removing: surg_bun_t_inverted"
## [1] 6964
## [1] "removing: surg_bun_t_iris"
## [1] 6964
## [1] "removing: surg_bun_t_jaw"
## [1] 6964
## [1] "removing: surg_bun_t_joint"
## [1] 6961
## [1] "removing: surg_bun_t_kidney"
## [1] 6961
## [1] "removing: surg_bun_t_knee"
## [1] 6961
## [1] "removing: surg_bun_t_kneecap"
## [1] 6961
## [1] "removing: surg_bun_t_knuckle"
## [1] 6961
## [1] "removing: surg_bun_t_kyphectomy"
## [1] 6961
## [1] "removing: surg_bun_t_laceration"
## [1] 6961
## [1] "removing: surg_bun_t_lamina"
## [1] 6961
## [1] "removing: surg_bun_t_laminotomy"
## [1] 6961
## [1] "removing: surg_bun_t_lap"
## [1] 6961
## [1] "removing: surg_bun_t_laparoscop"
## [1] 6961
## [1] "removing: surg_bun_t_large"
## [1] 6961
## [1] "removing: surg_bun_t_laryngoscopy"
## [1] 6961
## [1] "removing: surg_bun_t_larynx"
## [1] 6961
## [1] "removing: surg_bun_t_laser"
## [1] 6961
## [1] "removing: surg_bun_t_lavage"
## [1] 6961
## [1] "removing: surg_bun_t_lefort"
## [1] 6961
## [1] "removing: surg_bun_t_leg"
## [1] 6961
## [1] "removing: surg_bun_t_lengthen"
## [1] 6961
## [1] "removing: surg_bun_t_lesion"
## [1] 6952
## [1] "removing: surg_bun_t_ligament"
## [1] 6952
## [1] "removing: surg_bun_t_ligation"
## [1] 6952
## [1] "removing: surg_bun_t_lining"
## [1] 6952
## [1] "removing: surg_bun_t_lip"
## [1] 6952
## [1] "removing: surg_bun_t_lipectomy"
## [1] 6952
## [1] "removing: surg_bun_t_liver"
## [1] 6952
## [1] "removing: surg_bun_t_lobectomy"
## [1] 6952
## [1] "removing: surg_bun_t_long"
## [1] 6952
## [1] "removing: surg_bun_t_lower"
## [1] 6952
## [1] "removing: surg_bun_t_lumbar"
## [1] 6952
## [1] "removing: surg_bun_t_lung"
## [1] 6952
## [1] "removing: surg_bun_t_lymph"
## [1] 6952
## [1] "removing: surg_bun_t_major"
## [1] 6952
## [1] "removing: surg_bun_t_mandible"
## [1] 6952
## [1] "removing: surg_bun_t_marrow"
## [1] 6952
## [1] "removing: surg_bun_t_mast"
## [1] 6952
## [1] "removing: surg_bun_t_mastectomy"
## [1] 6952
## [1] "removing: surg_bun_t_mastoid"
## [1] 6952
## [1] "removing: surg_bun_t_material"
## [1] 6952
## [1] "removing: surg_bun_t_maxilla"
## [1] 6952
## [1] "removing: surg_bun_t_mcp"
## [1] 6952
## [1] "removing: surg_bun_t_mesh"
## [1] 6952
## [1] "removing: surg_bun_t_metacarpal"
## [1] 6952
## [1] "removing: surg_bun_t_microvasc"
## [1] 6952
## [1] "removing: surg_bun_t_middle"
## [1] 6952
## [1] "removing: surg_bun_t_midfoot"
## [1] 6952
## [1] "removing: surg_bun_t_mitral"
## [1] 6952
## [1] "removing: surg_bun_t_mohs"
## [1] 6952
## [1] "removing: surg_bun_t_mouth"
## [1] 6952
## [1] "removing: surg_bun_t_musc"
## [1] 6938
## [1] "removing: surg_bun_t_myelography"
## [1] 6938
## [1] "removing: surg_bun_t_myomectomy"
## [1] 6938
## [1] "removing: surg_bun_t_nail"
## [1] 6938
## [1] "removing: surg_bun_t_nasal"
## [1] 6938
## [1] "removing: surg_bun_t_nasolacrimal"
## [1] 6938
## [1] "removing: surg_bun_t_neck"
## [1] 6938
## [1] "removing: surg_bun_t_needle"
## [1] 6938
## [1] "removing: surg_bun_t_nephrectomy"
## [1] 6938
## [1] "removing: surg_bun_t_nerve"
## [1] 6938
## [1] "removing: surg_bun_t_neuroelectrode"
## [1] 6938
## [1] "removing: surg_bun_t_neuroendoscopy"
## [1] 6938
## [1] "removing: surg_bun_t_nipple"
## [1] 6938
## [1] "removing: surg_bun_t_njx"
## [1] 6938
## [1] "removing: surg_bun_t_node"
## [1] 6938
## [1] "removing: surg_bun_t_nodule"
## [1] 6938
## [1] "removing: surg_bun_t_nonfacial"
## [1] 6938
## [1] "removing: surg_bun_t_nose"
## [1] 6938
## [1] "removing: surg_bun_t_nosebleed"
## [1] 6938
## [1] "removing: surg_bun_t_nuero"
## [1] 6938
## [1] "removing: surg_bun_t_obstetrical"
## [1] 6938
## [1] "removing: surg_bun_t_open"
## [1] 6938
## [1] "removing: surg_bun_t_opening"
## [1] 6938
## [1] "removing: surg_bun_t_oral"
## [1] 6938
## [1] "removing: surg_bun_t_orbitocranial"
## [1] 6938
## [1] "removing: surg_bun_t_orchiopexy"
## [1] 6938
## [1] "removing: surg_bun_t_other"
## [1] 6938
## [1] "removing: surg_bun_t_ovarian"
## [1] 6938
## [1] "removing: surg_bun_t_ovary"
## [1] 6938
## [1] "removing: surg_bun_t_pacemaker"
## [1] 6938
## [1] "removing: surg_bun_t_pad"
## [1] 6938
## [1] "removing: surg_bun_t_palate"
## [1] 6938
## [1] "removing: surg_bun_t_palm"
## [1] 6938
## [1] "removing: surg_bun_t_palsy"
## [1] 6938
## [1] "removing: surg_bun_t_pancreas"
## [1] 6938
## [1] "removing: surg_bun_t_pancreatectomy"
## [1] 6938
## [1] "removing: surg_bun_t_paravert"
## [1] 6931
## [1] "removing: surg_bun_t_part"
## [1] 6931
## [1] "removing: surg_bun_t_partial"
## [1] 6931
## [1] "removing: surg_bun_t_pedcle"
## [1] 6931
## [1] "removing: surg_bun_t_pedicle"
## [1] 6931
## [1] "removing: surg_bun_t_peel"
## [1] 6931
## [1] "removing: surg_bun_t_pelvic"
## [1] 6931
## [1] "removing: surg_bun_t_pelvis"
## [1] 6931
## [1] "removing: surg_bun_t_penile"
## [1] 6931
## [1] "removing: surg_bun_t_penis"
## [1] 6931
## [1] "removing: surg_bun_t_percut"
## [1] 6931
## [1] "removing: surg_bun_t_percutaneous"
## [1] 6931
## [1] "removing: surg_bun_t_perineum"
## [1] 6931
## [1] "removing: surg_bun_t_pernineum"
## [1] 6931
## [1] "removing: surg_bun_t_pharynx"
## [1] 6931
## [1] "removing: surg_bun_t_pierce"
## [1] 6931
## [1] "removing: surg_bun_t_pilonidal"
## [1] 6931
## [1] "removing: surg_bun_t_place"
## [1] 6931
## [1] "removing: surg_bun_t_plastic"
## [1] 6931
## [1] "removing: surg_bun_t_plate"
## [1] 6931
## [1] "removing: surg_bun_t_pneumonectomy"
## [1] 6931
## [1] "removing: surg_bun_t_polyp"
## [1] 6931
## [1] "removing: surg_bun_t_pouch"
## [1] 6931
## [1] "removing: surg_bun_t_pregnancy"
## [1] 6931
## [1] "removing: surg_bun_t_prep"
## [1] 6931
## [1] "removing: surg_bun_t_prepare"
## [1] 6931
## [1] "removing: surg_bun_t_pressure"
## [1] 6931
## [1] "removing: surg_bun_t_process"
## [1] 6931
## [1] "removing: surg_bun_t_proctosigmoidoscopy"
## [1] 6931
## [1] "removing: surg_bun_t_prolapse"
## [1] 6931
## [1] "removing: surg_bun_t_prostat"
## [1] 6931
## [1] "removing: surg_bun_t_prostate"
## [1] 6931
## [1] "removing: surg_bun_t_prosthesis"
## [1] 6931
## [1] "removing: surg_bun_t_prosthetic"
## [1] 6931
## [1] "removing: surg_bun_t_pulmonary"
## [1] 6931
## [1] "removing: surg_bun_t_punch"
## [1] 6931
## [1] "removing: surg_bun_t_puncture"
## [1] 6931
## [1] "removing: surg_bun_t_pyeloplasty"
## [1] 6931
## [1] "removing: surg_bun_t_radius"
## [1] 6931
## [1] "removing: surg_bun_t_realignment"
## [1] 6931
## [1] "removing: surg_bun_t_rechannel"
## [1] 6931
## [1] "removing: surg_bun_t_reconstruct"
## [1] 6931
## [1] "removing: surg_bun_t_reconstruction"
## [1] 6931
## [1] "removing: surg_bun_t_rectal"
## [1] 6931
## [1] "removing: surg_bun_t_rectum"
## [1] 6931
## [1] "removing: surg_bun_t_reduction"
## [1] 6931
## [1] "removing: surg_bun_t_reinforce"
## [1] 6931
## [1] "removing: surg_bun_t_release"
## [1] 6931
## [1] "removing: surg_bun_t_remov"
## [1] 6930
## [1] "removing: surg_bun_t_removal"
## [1] 6930
## [1] "removing: surg_bun_t_remove"
## [1] 6930
## [1] "removing: surg_bun_t_renal"
## [1] 6930
## [1] "removing: surg_bun_t_repair"
## [1] 6930
## [1] "removing: surg_bun_t_replantation"
## [1] 6930
## [1] "removing: surg_bun_t_resect"
## [1] 6929
## [1] "removing: surg_bun_t_reset"
## [1] 6929
## [1] "removing: surg_bun_t_retina"
## [1] 6929
## [1] "removing: surg_bun_t_retinopathy"
## [1] 6929
## [1] "removing: surg_bun_t_revise"
## [1] 6929
## [1] "removing: surg_bun_t_revision"
## [1] 6929
## [1] "removing: surg_bun_t_rib"
## [1] 6929
## [1] "removing: surg_bun_t_ridge"
## [1] 6929
## [1] "removing: surg_bun_t_ring"
## [1] 6929
## [1] "removing: surg_bun_t_roof"
## [1] 6929
## [1] "removing: surg_bun_t_rotator"
## [1] 6929
## [1] "removing: surg_bun_t_routine"
## [1] 6929
## [1] "removing: surg_bun_t_sacrum"
## [1] 6929
## [1] "removing: surg_bun_t_salivary"
## [1] 6929
## [1] "removing: surg_bun_t_scapula"
## [1] 6929
## [1] "removing: surg_bun_t_scar"
## [1] 6929
## [1] "removing: surg_bun_t_scope"
## [1] 6929
## [1] "removing: surg_bun_t_scrotum"
## [1] 6929
## [1] "removing: surg_bun_t_segment"
## [1] 6929
## [1] "removing: surg_bun_t_segmental"
## [1] 6929
## [1] "removing: surg_bun_t_segmentectomy"
## [1] 6929
## [1] "removing: surg_bun_t_septum"
## [1] 6929
## [1] "removing: surg_bun_t_sex"
## [1] 6929
## [1] "removing: surg_bun_t_shave"
## [1] 6929
## [1] "removing: surg_bun_t_sheath"
## [1] 6929
## [1] "removing: surg_bun_t_shorten"
## [1] 6929
## [1] "removing: surg_bun_t_shoulder"
## [1] 6929
## [1] "removing: surg_bun_t_shunt"
## [1] 6929
## [1] "removing: surg_bun_t_sigmoidoscopy"
## [1] 6929
## [1] "removing: surg_bun_t_simple"
## [1] 6929
## [1] "removing: surg_bun_t_sinus"
## [1] 6929
## [1] "removing: surg_bun_t_skeletal"
## [1] 6929
## [1] "removing: surg_bun_t_skin"
## [1] 6929
## [1] "removing: surg_bun_t_skull"
## [1] 6929
## [1] "removing: surg_bun_t_sleeve"
## [1] 6929
## [1] "removing: surg_bun_t_slipped"
## [1] 6929
## [1] "removing: surg_bun_t_small"
## [1] 6929
## [1] "removing: surg_bun_t_socket"
## [1] 6929
## [1] "removing: surg_bun_t_soft"
## [1] 6929
## [1] "removing: surg_bun_t_sore"
## [1] 6929
## [1] "removing: surg_bun_t_sperm"
## [1] 6929
## [1] "removing: surg_bun_t_sphenoid"
## [1] 6929
## [1] "removing: surg_bun_t_sphincter"
## [1] 6929
## [1] "removing: surg_bun_t_spine"
## [1] 6929
## [1] "removing: surg_bun_t_spleen"
## [1] 6929
## [1] "removing: surg_bun_t_splint"
## [1] 6929
## [1] "removing: surg_bun_t_split"
## [1] 6929
## [1] "removing: surg_bun_t_stem"
## [1] 6929
## [1] "removing: surg_bun_t_stenosis"
## [1] 6929
## [1] "removing: surg_bun_t_stent"
## [1] 6929
## [1] "removing: surg_bun_t_sternal"
## [1] 6929
## [1] "removing: surg_bun_t_sternum"
## [1] 6929
## [1] "removing: surg_bun_t_stimulation"
## [1] 6929
## [1] "removing: surg_bun_t_stomach"
## [1] 6929
## [1] "removing: surg_bun_t_stone"
## [1] 6929
## [1] "removing: surg_bun_t_stop"
## [1] 6929
## [1] "removing: surg_bun_t_strapping"
## [1] 6929
## [1] "removing: surg_bun_t_stricture"
## [1] 6929
## [1] "removing: surg_bun_t_styloid"
## [1] 6929
## [1] "removing: surg_bun_t_sub"
## [1] 6928
## [1] "removing: surg_bun_t_suction"
## [1] 6928
## [1] "removing: surg_bun_t_superficial"
## [1] 6928
## [1] "removing: surg_bun_t_suspension"
## [1] 6928
## [1] "removing: surg_bun_t_sutures"
## [1] 6928
## [1] "removing: surg_bun_t_sweat"
## [1] 6928
## [1] "removing: surg_bun_t_tags"
## [1] 6928
## [1] "removing: surg_bun_t_tail"
## [1] 6928
## [1] "removing: surg_bun_t_tear"
## [1] 6928
## [1] "removing: surg_bun_t_temporal"
## [1] 6928
## [1] "removing: surg_bun_t_tendon"
## [1] 6928
## [1] "removing: surg_bun_t_testis"
## [1] 6928
## [1] "removing: surg_bun_t_therapy"
## [1] 6928
## [1] "removing: surg_bun_t_thigh"
## [1] 6928
## [1] "removing: surg_bun_t_thoracoscopy"
## [1] 6928
## [1] "removing: surg_bun_t_thoracotomy"
## [1] 6928
## [1] "removing: surg_bun_t_thorax"
## [1] 6928
## [1] "removing: surg_bun_t_throat"
## [1] 6928
## [1] "removing: surg_bun_t_thrombin"
## [1] 6928
## [1] "removing: surg_bun_t_thrombo"
## [1] 6928
## [1] "removing: surg_bun_t_thumb"
## [1] 6928
## [1] "removing: surg_bun_t_thymus"
## [1] 6928
## [1] "removing: surg_bun_t_thyroid"
## [1] 6928
## [1] "removing: surg_bun_t_tip"
## [1] 6928
## [1] "removing: surg_bun_t_tiss"
## [1] 6928
## [1] "removing: surg_bun_t_tkr"
## [1] 6928
## [1] "removing: surg_bun_t_toe"
## [1] 6928
## [1] "removing: surg_bun_t_tongue"
## [1] 6928
## [1] "removing: surg_bun_t_tonsil"
## [1] 6928
## [1] "removing: surg_bun_t_torsion"
## [1] 6928
## [1] "removing: surg_bun_t_total"
## [1] 6928
## [1] "removing: surg_bun_t_tract"
## [1] 6928
## [1] "removing: surg_bun_t_transcath"
## [1] 6928
## [1] "removing: surg_bun_t_transfer"
## [1] 6928
## [1] "removing: surg_bun_t_transform"
## [1] 6928
## [1] "removing: surg_bun_t_transplant"
## [1] 6928
## [1] "removing: surg_bun_t_treat"
## [1] 6928
## [1] "removing: surg_bun_t_triceps"
## [1] 6928
## [1] "removing: surg_bun_t_tricuspid"
## [1] 6928
## [1] "removing: surg_bun_t_trigger"
## [1] 6917
## [1] "removing: surg_bun_t_trim"
## [1] 6917
## [1] "removing: surg_bun_t_tube"
## [1] 6917
## [1] "removing: surg_bun_t_tum"
## [1] 6917
## [1] "removing: surg_bun_t_tumor"
## [1] 6917
## [1] "removing: surg_bun_t_tunneled"
## [1] 6917
## [1] "removing: surg_bun_t_ulcer"
## [1] 6917
## [1] "removing: surg_bun_t_ulna"
## [1] 6917
## [1] "removing: surg_bun_t_umbil"
## [1] 6917
## [1] "removing: surg_bun_t_unit"
## [1] 6917
## [1] "removing: surg_bun_t_unstable"
## [1] 6917
## [1] "removing: surg_bun_t_upper"
## [1] 6917
## [1] "removing: surg_bun_t_ureter"
## [1] 6917
## [1] "removing: surg_bun_t_urethra"
## [1] 6917
## [1] "removing: surg_bun_t_urethrovaginal"
## [1] 6917
## [1] "removing: surg_bun_t_uterus"
## [1] 6917
## [1] "removing: surg_bun_t_uvula"
## [1] 6917
## [1] "removing: surg_bun_t_vag"
## [1] 6917
## [1] "removing: surg_bun_t_vagotomy"
## [1] 6917
## [1] "removing: surg_bun_t_valgus"
## [1] 6917
## [1] "removing: surg_bun_t_valve"
## [1] 6917
## [1] "removing: surg_bun_t_vascular"
## [1] 6917
## [1] "removing: surg_bun_t_vein"
## [1] 6917
## [1] "removing: surg_bun_t_venipuncture"
## [1] 6917
## [1] "removing: surg_bun_t_ventricular"
## [1] 6917
## [1] "removing: surg_bun_t_vertebra"
## [1] 6917
## [1] "removing: surg_bun_t_vessel"
## [1] 6917
## [1] "removing: surg_bun_t_vulva"
## [1] 6917
## [1] "removing: surg_bun_t_wall"
## [1] 6917
## [1] "removing: surg_bun_t_wax"
## [1] 6917
## [1] "removing: surg_bun_t_web"
## [1] 6917
## [1] "removing: surg_bun_t_wedge"
## [1] 6917
## [1] "removing: surg_bun_t_window"
## [1] 6917
## [1] "removing: surg_bun_t_windpipe"
## [1] 6917
## [1] "removing: surg_bun_t_wound"
## [1] 6917
## [1] "removing: surg_bun_t_wrinkle"
## [1] 6917
## [1] "removing: surg_bun_t_wrist"
## [1] 6917
## [1] "removing: surg_bun_t_x-ray"
## [1] 6917
## [1] "removing: surg_bun_t_xenograft"
## [1] 6917
## [1] "removing: surg_bun_t_xenogrft"
## [1] 6917
## [1] "removing: surg_bun_t_xgraft"
## [1] 6917
## [1] "removing: medi_bun_t_add-on"
## [1] 6826
## [1] "removing: medi_bun_t_analy"
## [1] 6825
## [1] "removing: medi_bun_t_applicat"
## [1] 6825
## [1] "removing: medi_bun_t_apply"
## [1] 6825
## [1] "removing: medi_bun_t_asses"
## [1] 6812
## [1] "removing: medi_bun_t_benzathine"
## [1] 6812
## [1] "removing: medi_bun_t_betamethasone"
## [1] 6810
## [1] "removing: medi_bun_t_boot"
## [1] 6807
## [1] "removing: medi_bun_t_candida"
## [1] 6807
## [1] "removing: medi_bun_t_cast"
## [1] 6807
## [1] "removing: medi_bun_t_cathet"
## [1] 6806
## [1] "removing: medi_bun_t_catheterisation"
## [1] 6806
## [1] "removing: medi_bun_t_chiropract"
## [1] 6747
## [1] "removing: medi_bun_t_choline"
## [1] 6745
## [1] "removing: medi_bun_t_clinic"
## [1] 6740
## [1] "removing: medi_bun_t_clostridium"
## [1] 6740
## [1] "removing: medi_bun_t_cochlear"
## [1] 6740
## [1] "removing: medi_bun_t_cold"
## [1] 6739
## [1] "removing: medi_bun_t_consult"
## [1] 6738
## [1] "removing: medi_bun_t_consultation"
## [1] 6738
## [1] "removing: medi_bun_t_crutch"
## [1] 6738
## [1] "removing: medi_bun_t_cyst"
## [1] 6738
## [1] "removing: medi_bun_t_depression"
## [1] 6735
## [1] "removing: medi_bun_t_derma"
## [1] 6735
## [1] "removing: medi_bun_t_dermal"
## [1] 6735
## [1] "removing: medi_bun_t_device"
## [1] 6721
## [1] "removing: medi_bun_t_dialys"
## [1] 6717
## [1] "removing: medi_bun_t_discharg"
## [1] 6717
## [1] "removing: medi_bun_t_drain"
## [1] 6717
## [1] "removing: medi_bun_t_draw"
## [1] 6715
## [1] "removing: medi_bun_t_dtap"
## [1] 6715
## [1] "removing: medi_bun_t_dtap-ipv"
## [1] 6715
## [1] "removing: medi_bun_t_emotional"
## [1] 6698
## [1] "removing: medi_bun_t_endocrine"
## [1] 6698
## [1] "removing: medi_bun_t_epstein-barr"
## [1] 6698
## [1] "removing: medi_bun_t_equipment"
## [1] 6698
## [1] "removing: medi_bun_t_establish"
## [1] 6691
## [1] "removing: medi_bun_t_estradiol"
## [1] 6691
## [1] "removing: medi_bun_t_evaluat"
## [1] 6678
## [1] "removing: medi_bun_t_flu"
## [1] 6673
## [1] "removing: medi_bun_t_follow-up"
## [1] 6673
## [1] "removing: medi_bun_t_gastroenterology"
## [1] 6673
## [1] "removing: medi_bun_t_gonorrhoeae"
## [1] 6673
## [1] "removing: medi_bun_t_haloperidol"
## [1] 6672
## [1] "removing: medi_bun_t_hearing"
## [1] 6661
## [1] "removing: medi_bun_t_hemorrhoid"
## [1] 6661
## [1] "removing: medi_bun_t_hepatitis"
## [1] 6661
## [1] "removing: medi_bun_t_hiv - 2"
## [1] 6661
## [1] "removing: medi_bun_t_hiv - 3"
## [1] 6661
## [1] "removing: medi_bun_t_home"
## [1] 6661
## [1] "removing: medi_bun_t_hormone"
## [1] 6661
## [1] "removing: medi_bun_t_hpv"
## [1] 6661
## [1] "removing: medi_bun_t_hydrate"
## [1] 6661
## [1] "removing: medi_bun_t_hydration"
## [1] 6641
## [1] "removing: medi_bun_t_iiv"
## [1] 6626
## [1] "removing: medi_bun_t_immun"
## [1] 6591
## [1] "removing: medi_bun_t_immune"
## [1] 6591
## [1] "removing: medi_bun_t_immunization"
## [1] 6591
## [1] "removing: medi_bun_t_immunoassay"
## [1] 6591
## [1] "removing: medi_bun_t_immunohisto"
## [1] 6591
## [1] "removing: medi_bun_t_immunotherapy"
## [1] 6591
## [1] "removing: medi_bun_t_influenza"
## [1] 6591
## [1] "removing: medi_bun_t_insulin"
## [1] 6590
## [1] "removing: medi_bun_t_intrauterine"
## [1] 6590
## [1] "removing: medi_bun_t_iodine"
## [1] 6590
## [1] "removing: medi_bun_t_laiv4"
## [1] 6590
## [1] "removing: medi_bun_t_medroxyprogesterone"
## [1] 6590
## [1] "removing: medi_bun_t_mental"
## [1] 6590
## [1] "removing: medi_bun_t_metabolic"
## [1] 6590
## [1] "removing: medi_bun_t_methylprednisolone"
## [1] 6585
## [1] "removing: medi_bun_t_mgmt"
## [1] 6584
## [1] "removing: medi_bun_t_mmr"
## [1] 6584
## [1] "removing: medi_bun_t_monitor"
## [1] 6584
## [1] "removing: medi_bun_t_muscle"
## [1] 6584
## [1] "removing: medi_bun_t_needle"
## [1] 6584
## [1] "removing: medi_bun_t_non-invasive"
## [1] 6584
## [1] "removing: medi_bun_t_non-stress"
## [1] 6584
## [1] "removing: medi_bun_t_normal"
## [1] 6577
## [1] "removing: medi_bun_t_nursing"
## [1] 6577
## [1] "removing: medi_bun_t_nutrition"
## [1] 6574
## [1] "removing: medi_bun_t_observ"
## [1] 6569
## [1] "removing: medi_bun_t_oral"
## [1] 6557
## [1] "removing: medi_bun_t_outpatient"
## [1] 6557
## [1] "removing: medi_bun_t_outpt"
## [1] 6557
## [1] "removing: medi_bun_t_pap"
## [1] 6554
## [1] "removing: medi_bun_t_physical"
## [1] 6553
## [1] "removing: medi_bun_t_portable"
## [1] 6553
## [1] "removing: medi_bun_t_prednisolone"
## [1] 6553
## [1] "removing: medi_bun_t_pressure"
## [1] 6553
## [1] "removing: medi_bun_t_progesterone"
## [1] 6553
## [1] "removing: medi_bun_t_psych"
## [1] 6550
## [1] "removing: medi_bun_t_psychiat"
## [1] 6550
## [1] "removing: medi_bun_t_psycho"
## [1] 6550
## [1] "removing: medi_bun_t_pulmonary"
## [1] 6550
## [1] "removing: medi_bun_t_rabies"
## [1] 6550
## [1] "removing: medi_bun_t_radiation"
## [1] 6550
## [1] "removing: medi_bun_t_radio"
## [1] 6549
## [1] "removing: medi_bun_t_reeducation"
## [1] 6512
## [1] "removing: medi_bun_t_reeval"
## [1] 6512
## [1] "removing: medi_bun_t_rehab"
## [1] 6512
## [1] "removing: medi_bun_t_remove"
## [1] 6512
## [1] "removing: medi_bun_t_rheumatoid"
## [1] 6512
## [1] "removing: medi_bun_t_riv4"
## [1] 6512
## [1] "removing: medi_bun_t_rubella"
## [1] 6512
## [1] "removing: medi_bun_t_saline"
## [1] 6512
## [1] "removing: medi_bun_t_sciatic"
## [1] 6512
## [1] "removing: medi_bun_t_serum"
## [1] 6512
## [1] "removing: medi_bun_t_services"
## [1] 6512
## [1] "removing: medi_bun_t_shave"
## [1] 6512
## [1] "removing: medi_bun_t_simple"
## [1] 6512
## [1] "removing: medi_bun_t_sleep"
## [1] 6508
## [1] "removing: medi_bun_t_smear"
## [1] 6508
## [1] "removing: medi_bun_t_sodium"
## [1] 6478
## [1] "removing: medi_bun_t_soft"
## [1] 6478
## [1] "removing: medi_bun_t_solution"
## [1] 6478
## [1] "removing: medi_bun_t_sound"
## [1] 6458
## [1] "removing: medi_bun_t_speech"
## [1] 6458
## [1] "removing: medi_bun_t_splint"
## [1] 6458
## [1] "removing: medi_bun_t_splt"
## [1] 6458
## [1] "removing: medi_bun_t_stent"
## [1] 6458
## [1] "removing: medi_bun_t_sterile"
## [1] 6458
## [1] "removing: medi_bun_t_stimulation"
## [1] 6412
## [1] "removing: medi_bun_t_stocking"
## [1] 6412
## [1] "removing: medi_bun_t_stone"
## [1] 6412
## [1] "removing: medi_bun_t_stool"
## [1] 6412
## [1] "removing: medi_bun_t_strep"
## [1] 6412
## [1] "removing: medi_bun_t_stress"
## [1] 6411
## [1] "removing: medi_bun_t_subseq"
## [1] 6411
## [1] "removing: medi_bun_t_substitute"
## [1] 6411
## [1] "removing: medi_bun_t_sulfate"
## [1] 6388
## [1] "removing: medi_bun_t_supplies"
## [1] 6388
## [1] "removing: medi_bun_t_suppls"
## [1] 6388
## [1] "removing: medi_bun_t_support"
## [1] 6388
## [1] "removing: medi_bun_t_susceptible"
## [1] 6388
## [1] "removing: medi_bun_t_swallow"
## [1] 6388
## [1] "removing: medi_bun_t_synth"
## [1] 6387
## [1] "removing: medi_bun_t_syphilis"
## [1] 6387
## [1] "removing: medi_bun_t_syringe"
## [1] 6387
## [1] "removing: medi_bun_t_system"
## [1] 6387
## [1] "removing: medi_bun_t_tdap"
## [1] 6387
## [1] "removing: medi_bun_t_testing"
## [1] 6387
## [1] "removing: medi_bun_t_testosterone"
## [1] 6378
## [1] "removing: medi_bun_t_tests"
## [1] 6378
## [1] "removing: medi_bun_t_tetanus"
## [1] 6378
## [1] "removing: medi_bun_t_thyroxine"
## [1] 6378
## [1] "removing: medi_bun_t_tobacco"
## [1] 6378
## [1] "removing: medi_bun_t_toe"
## [1] 6378
## [1] "removing: medi_bun_t_tolerance"
## [1] 6378
## [1] "removing: medi_bun_t_topical"
## [1] 6378
## [1] "removing: medi_bun_t_toxin"
## [1] 6378
## [1] "removing: medi_bun_t_trach"
## [1] 6378
## [1] "removing: medi_bun_t_traction"
## [1] 6354
## [1] "removing: medi_bun_t_training"
## [1] 6350
## [1] "removing: medi_bun_t_transfusion"
## [1] 6350
## [1] "removing: medi_bun_t_treat"
## [1] 6350
## [1] "removing: medi_bun_t_typhoid"
## [1] 6350
## [1] "removing: medi_bun_t_ultrasound"
## [1] 6350
## [1] "removing: medi_bun_t_urinalysis"
## [1] 6350
## [1] "removing: medi_bun_t_urinary"
## [1] 6350
## [1] "removing: medi_bun_t_urine"
## [1] 6350
## [1] "removing: medi_bun_t_uterine"
## [1] 6350
## [1] "removing: medi_bun_t_vacc"
## [1] 6350
## [1] "removing: medi_bun_t_valve"
## [1] 6350
## [1] "removing: medi_bun_t_vein"
## [1] 6350
## [1] "removing: medi_bun_t_virus"
## [1] 6350
## [1] "removing: medi_bun_t_visit"
## [1] 6350
## [1] "removing: medi_bun_t_visual"
## [1] 6346
## [1] "removing: medi_bun_t_vitamin"
## [1] 6343
## [1] "removing: medi_bun_t_wbc"
## [1] 6343
## [1] "removing: medi_bun_t_wheelchair"
## [1] 6343
## [1] "removing: medi_bun_t_wheezing"
## [1] 6343
## [1] "removing: medi_bun_t_whirlpool"
## [1] 6343
## [1] "removing: medi_bun_t_wire"
## [1] 6343
## [1] "removing: medi_bun_t_with"
## [1] 6338
## [1] "removing: medi_bun_t_without"
## [1] 6338
## [1] "removing: medi_bun_t_wkend"
## [1] 6338
## [1] "removing: medi_bun_t_wound"
## [1] 6332
## [1] "removing: medi_bun_t_menb"
## [1] 6332
## [1] "removing: medi_bun_t_hzv"
## [1] 6332
## [1] "removing: medi_bun_t_xgraft"
## [1] 6332
## [1] "removing: medi_bun_t_hepa"
## [1] 6332
## [1] "removing: medi_bun_t_hepb"
## [1] 6332
## [1] "removing: medi_bun_t_ppsv23"
## [1] 6332
## [1] "removing: medi_bun_t_pcv13"
## [1] 6332
## [1] "removing: medi_bun_t_eye_exam"
## [1] 6317
## [1] "removing: medi_bun_t_var_vaccine_live_subq"
## [1] 6317
## [1] "removing: medi_bun_t_menacwy"
## [1] 6317
## [1] "removing: radi_bun_t_abdom"
## [1] 6292
## [1] "removing: radi_bun_t_adrenal"
## [1] 6292
## [1] "removing: radi_bun_t_ankle"
## [1] 6290
## [1] "removing: radi_bun_t_aorta"
## [1] 6290
## [1] "removing: radi_bun_t_area"
## [1] 6289
## [1] "removing: radi_bun_t_arm"
## [1] 6289
## [1] "removing: radi_bun_t_artery"
## [1] 6289
## [1] "removing: radi_bun_t_bile"
## [1] 6289
## [1] "removing: radi_bun_t_bladder"
## [1] 6289
## [1] "removing: radi_bun_t_blade"
## [1] 6287
## [1] "removing: radi_bun_t_blockage"
## [1] 6287
## [1] "removing: radi_bun_t_body"
## [1] 6275
## [1] "removing: radi_bun_t_bone"
## [1] 6261
## [1] "removing: radi_bun_t_breast"
## [1] 6236
## [1] "removing: radi_bun_t_cardiac"
## [1] 6236
## [1] "removing: radi_bun_t_cast"
## [1] 6236
## [1] "removing: radi_bun_t_complex"
## [1] 6236
## [1] "removing: radi_bun_t_contrast"
## [1] 6213
## [1] "removing: radi_bun_t_cranial"
## [1] 6213
## [1] "removing: radi_bun_t_ct_scan"
## [1] 6212
## [1] "removing: radi_bun_t_delivery"
## [1] 6211
## [1] "removing: radi_bun_t_diagnostic"
## [1] 6211
## [1] "removing: radi_bun_t_dislocation"
## [1] 6211
## [1] "removing: radi_bun_t_duct"
## [1] 6211
## [1] "removing: radi_bun_t_echo"
## [1] 6211
## [1] "removing: radi_bun_t_elbow"
## [1] 6206
## [1] "removing: radi_bun_t_epidurograpy"
## [1] 6206
## [1] "removing: radi_bun_t_evaluation"
## [1] 6206
## [1] "removing: radi_bun_t_eye"
## [1] 6204
## [1] "removing: radi_bun_t_femur"
## [1] 6200
## [1] "removing: radi_bun_t_fetal"
## [1] 6200
## [1] "removing: radi_bun_t_finger"
## [1] 6199
## [1] "removing: radi_bun_t_fistula"
## [1] 6199
## [1] "removing: radi_bun_t_fluoroscopy"
## [1] 6198
## [1] "removing: radi_bun_t_fmri"
## [1] 6198
## [1] "removing: radi_bun_t_foot"
## [1] 6192
## [1] "removing: radi_bun_t_forearm"
## [1] 6192
## [1] "removing: radi_bun_t_fracture"
## [1] 6192
## [1] "removing: radi_bun_t_gadobutrol"
## [1] 6192
## [1] "removing: radi_bun_t_gastric"
## [1] 6192
## [1] "removing: radi_bun_t_general"
## [1] 6192
## [1] "removing: radi_bun_t_gential"
## [1] 6192
## [1] "removing: radi_bun_t_gestation"
## [1] 6192
## [1] "removing: radi_bun_t_gi_tract"
## [1] 6192
## [1] "removing: radi_bun_t_glands"
## [1] 6192
## [1] "removing: radi_bun_t_guide"
## [1] 6192
## [1] "removing: radi_bun_t_hand"
## [1] 6178
## [1] "removing: radi_bun_t_heart"
## [1] 6178
## [1] "removing: radi_bun_t_heel"
## [1] 6178
## [1] "removing: radi_bun_t_humerus"
## [1] 6178
## [1] "removing: radi_bun_t_hyperthermia"
## [1] 6178
## [1] "removing: radi_bun_t_imag"
## [1] 6175
## [1] "removing: radi_bun_t_image"
## [1] 6175
## [1] "removing: radi_bun_t_imaging"
## [1] 6175
## [1] "removing: radi_bun_t_infant"
## [1] 6174
## [1] "removing: radi_bun_t_interpret"
## [1] 6174
## [1] "removing: radi_bun_t_jaw"
## [1] 6174
## [1] "removing: radi_bun_t_kidney"
## [1] 6174
## [1] "removing: radi_bun_t_leg"
## [1] 6174
## [1] "removing: radi_bun_t_lesion"
## [1] 6174
## [1] "removing: radi_bun_t_liver"
## [1] 6174
## [1] "removing: radi_bun_t_lower"
## [1] 6169
## [1] "removing: radi_bun_t_lung"
## [1] 6169
## [1] "removing: radi_bun_t_mammo"
## [1] 6156
## [1] "removing: radi_bun_t_mammogra"
## [1] 6156
## [1] "removing: radi_bun_t_management"
## [1] 6156
## [1] "removing: radi_bun_t_marrow"
## [1] 6156
## [1] "removing: radi_bun_t_mastoids"
## [1] 6156
## [1] "removing: radi_bun_t_mra"
## [1] 6156
## [1] "removing: radi_bun_t_myelography"
## [1] 6156
## [1] "removing: radi_bun_t_nuclear"
## [1] 6155
## [1] "removing: radi_bun_t_oncology"
## [1] 6155
## [1] "removing: radi_bun_t_pancreas"
## [1] 6155
## [1] "removing: radi_bun_t_pelvi"
## [1] 6126
## [1] "removing: radi_bun_t_penis"
## [1] 6126
## [1] "removing: radi_bun_t_pet"
## [1] 6126
## [1] "removing: radi_bun_t_pituitary"
## [1] 6126
## [1] "removing: radi_bun_t_plan"
## [1] 6126
## [1] "removing: radi_bun_t_plasma"
## [1] 6126
## [1] "removing: radi_bun_t_radiation"
## [1] 6126
## [1] "removing: radi_bun_t_radio"
## [1] 6126
## [1] "removing: radi_bun_t_repair"
## [1] 6126
## [1] "removing: radi_bun_t_rib"
## [1] 6126
## [1] "removing: radi_bun_t_scan"
## [1] 6126
## [1] "removing: radi_bun_t_shoulder"
## [1] 6081
## [1] "removing: radi_bun_t_sinuses"
## [1] 6081
## [1] "removing: radi_bun_t_skull"
## [1] 6079
## [1] "removing: radi_bun_t_socket"
## [1] 6079
## [1] "removing: radi_bun_t_speech"
## [1] 6079
## [1] "removing: radi_bun_t_spleen"
## [1] 6079
## [1] "removing: radi_bun_t_tear"
## [1] 6079
## [1] "removing: radi_bun_t_teeth"
## [1] 6079
## [1] "removing: radi_bun_t_therapy"
## [1] 6079
## [1] "removing: radi_bun_t_thigh"
## [1] 6079
## [1] "removing: radi_bun_t_thorac"
## [1] 6042
## [1] "removing: radi_bun_t_thorax"
## [1] 6035
## [1] "removing: radi_bun_t_throat"
## [1] 6035
## [1] "removing: radi_bun_t_thrombosis"
## [1] 6035
## [1] "removing: radi_bun_t_thyroid"
## [1] 6035
## [1] "removing: radi_bun_t_toe"
## [1] 6035
## [1] "removing: radi_bun_t_tract"
## [1] 6035
## [1] "removing: radi_bun_t_treatment"
## [1] 6035
## [1] "removing: radi_bun_t_trunk"
## [1] 6035
## [1] "removing: radi_bun_t_tumor"
## [1] 6035
## [1] "removing: radi_bun_t_upper"
## [1] 6026
## [1] "removing: radi_bun_t_urethra"
## [1] 6026
## [1] "removing: radi_bun_t_urinary"
## [1] 6026
## [1] "removing: radi_bun_t_vein"
## [1] 6026
## [1] "removing: radi_bun_t_ventilation"
## [1] 6026
## [1] "removing: radi_bun_t_veous"
## [1] 6026
## [1] "removing: radi_bun_t_vessel"
## [1] 6026
## [1] "removing: radi_bun_t_wrist"
## [1] 6023
## [1] "removing: radi_bun_t_xray"
## [1] 6023
## [1] "removing: radi_bun_t_xtremity"
## [1] 6023
## [1] "removing: path_bun_t_acet"
## [1] 6023
## [1] "removing: path_bun_t_acid"
## [1] 5989
## [1] "removing: path_bun_t_acute"
## [1] 5989
## [1] "removing: path_bun_t_agent"
## [1] 5988
## [1] "removing: path_bun_t_alkaline"
## [1] 5988
## [1] "removing: path_bun_t_allerg"
## [1] 5986
## [1] "removing: path_bun_t_amikacin"
## [1] 5986
## [1] "removing: path_bun_t_amino"
## [1] 5986
## [1] "removing: path_bun_t_amitripytline"
## [1] 5986
## [1] "removing: path_bun_t_ammonia"
## [1] 5985
## [1] "removing: path_bun_t_amniotic"
## [1] 5985
## [1] "removing: path_bun_t_anabolic"
## [1] 5985
## [1] "removing: path_bun_t_analgesics"
## [1] 5984
## [1] "removing: path_bun_t_analysis"
## [1] 5984
## [1] "removing: path_bun_t_anti"
## [1] 5959
## [1] "removing: path_bun_t_antibod"
## [1] 5959
## [1] "removing: path_bun_t_antidepressant"
## [1] 5959
## [1] "removing: path_bun_t_antiepileptics"
## [1] 5959
## [1] "removing: path_bun_t_antipsychotic"
## [1] 5959
## [1] "removing: path_bun_t_aortic"
## [1] 5959
## [1] "removing: path_bun_t_autopsy"
## [1] 5959
## [1] "removing: path_bun_t_bact"
## [1] 5956
## [1] "removing: path_bun_t_bacteria"
## [1] 5956
## [1] "removing: path_bun_t_barbiturate"
## [1] 5956
## [1] "removing: path_bun_t_benzo"
## [1] 5956
## [1] "removing: path_bun_t_bile"
## [1] 5956
## [1] "removing: path_bun_t_bilirubin"
## [1] 5956
## [1] "removing: path_bun_t_biopsy"
## [1] 5956
## [1] "removing: path_bun_t_bleeding"
## [1] 5956
## [1] "removing: path_bun_t_blood"
## [1] 5948
## [1] "removing: path_bun_t_cadmium"
## [1] 5948
## [1] "removing: path_bun_t_calcium"
## [1] 5927
## [1] "removing: path_bun_t_cannabinoids"
## [1] 5927
## [1] "removing: path_bun_t_carbamazepine"
## [1] 5927
## [1] "removing: path_bun_t_carbon"
## [1] 5927
## [1] "removing: path_bun_t_catecholamine"
## [1] 5927
## [1] "removing: path_bun_t_chlamydia"
## [1] 5927
## [1] "removing: path_bun_t_chloride"
## [1] 5927
## [1] "removing: path_bun_t_chromosome"
## [1] 5927
## [1] "removing: path_bun_t_chromotograph"
## [1] 5927
## [1] "removing: path_bun_t_class"
## [1] 5927
## [1] "removing: path_bun_t_clot"
## [1] 5927
## [1] "removing: path_bun_t_clozapine"
## [1] 5927
## [1] "removing: path_bun_t_coagulation"
## [1] 5927
## [1] "removing: path_bun_t_cocaine"
## [1] 5927
## [1] "removing: path_bun_t_colon"
## [1] 5923
## [1] "removing: path_bun_t_count"
## [1] 5918
## [1] "removing: path_bun_t_cpk"
## [1] 5913
## [1] "removing: path_bun_t_creatinine"
## [1] 5897
## [1] "removing: path_bun_t_cryopreservd"
## [1] 5897
## [1] "removing: path_bun_t_culture"
## [1] 5892
## [1] "removing: path_bun_t_cyanide"
## [1] 5892
## [1] "removing: path_bun_t_cyclosporine"
## [1] 5892
## [1] "removing: path_bun_t_cystines"
## [1] 5892
## [1] "removing: path_bun_t_cytopath"
## [1] 5884
## [1] "removing: path_bun_t_cytopathol"
## [1] 5884
## [1] "removing: path_bun_t_dehydroepiandrosterone"
## [1] 5883
## [1] "removing: path_bun_t_desipramine"
## [1] 5883
## [1] "removing: path_bun_t_detect"
## [1] 5881
## [1] "removing: path_bun_t_digoxin"
## [1] 5881
## [1] "removing: path_bun_t_dihydro"
## [1] 5881
## [1] "removing: path_bun_t_dilation"
## [1] 5881
## [1] "removing: path_bun_t_dioxide"
## [1] 5881
## [1] "removing: path_bun_t_dipropylacetic"
## [1] 5881
## [1] "removing: path_bun_t_disease"
## [1] 5881
## [1] "removing: path_bun_t_dna"
## [1] 5880
## [1] "removing: path_bun_t_draw"
## [1] 5880
## [1] "removing: path_bun_t_drug"
## [1] 5874
## [1] "removing: path_bun_t_dysfunction"
## [1] 5874
## [1] "removing: path_bun_t_embryo"
## [1] 5874
## [1] "removing: path_bun_t_encephalitis"
## [1] 5874
## [1] "removing: path_bun_t_endocrine"
## [1] 5874
## [1] "removing: path_bun_t_enzyme"
## [1] 5874
## [1] "removing: path_bun_t_epstein-barr"
## [1] 5874
## [1] "removing: path_bun_t_estrogen"
## [1] 5874
## [1] "removing: path_bun_t_ethanol"
## [1] 5874
## [1] "removing: path_bun_t_evaluation"
## [1] 5874
## [1] "removing: path_bun_t_factor"
## [1] 5873
## [1] "removing: path_bun_t_fecal"
## [1] 5873
## [1] "removing: path_bun_t_fentanyl"
## [1] 5873
## [1] "removing: path_bun_t_ferritin"
## [1] 5867
## [1] "removing: path_bun_t_fetal"
## [1] 5867
## [1] "removing: path_bun_t_fibrinogen"
## [1] 5867
## [1] "removing: path_bun_t_fibronlytic"
## [1] 5867
## [1] "removing: path_bun_t_flouride"
## [1] 5867
## [1] "removing: path_bun_t_fluid"
## [1] 5866
## [1] "removing: path_bun_t_free"
## [1] 5850
## [1] "removing: path_bun_t_function"
## [1] 5848
## [1] "removing: path_bun_t_galacto"
## [1] 5848
## [1] "removing: path_bun_t_gases"
## [1] 5848
## [1] "removing: path_bun_t_gastrin"
## [1] 5848
## [1] "removing: path_bun_t_gene"
## [1] 5829
## [1] "removing: path_bun_t_general"
## [1] 5829
## [1] "removing: path_bun_t_genome"
## [1] 5829
## [1] "removing: path_bun_t_genotpying"
## [1] 5829
## [1] "removing: path_bun_t_giardia"
## [1] 5829
## [1] "removing: path_bun_t_glucagon"
## [1] 5829
## [1] "removing: path_bun_t_glucose"
## [1] 5829
## [1] "removing: path_bun_t_gonorr"
## [1] 5829
## [1] "removing: path_bun_t_growth"
## [1] 5829
## [1] "removing: path_bun_t_gynecologic"
## [1] 5829
## [1] "removing: path_bun_t_haloperidol"
## [1] 5829
## [1] "removing: path_bun_t_health"
## [1] 5829
## [1] "removing: path_bun_t_hearing"
## [1] 5829
## [1] "removing: path_bun_t_heavy"
## [1] 5829
## [1] "removing: path_bun_t_heinz"
## [1] 5829
## [1] "removing: path_bun_t_hematocrit"
## [1] 5826
## [1] "removing: path_bun_t_hemoglobin"
## [1] 5812
## [1] "removing: path_bun_t_hep"
## [1] 5811
## [1] "removing: path_bun_t_hepati"
## [1] 5811
## [1] "removing: path_bun_t_heridatary"
## [1] 5811
## [1] "removing: path_bun_t_heroin"
## [1] 5811
## [1] "removing: path_bun_t_herpes"
## [1] 5811
## [1] "removing: path_bun_t_hiv"
## [1] 5810
## [1] "removing: path_bun_t_hold"
## [1] 5810
## [1] "removing: path_bun_t_hormone"
## [1] 5798
## [1] "removing: path_bun_t_hpa"
## [1] 5798
## [1] "removing: path_bun_t_hsv"
## [1] 5798
## [1] "removing: path_bun_t_imipramine"
## [1] 5798
## [1] "removing: path_bun_t_immuno"
## [1] 5797
## [1] "removing: path_bun_t_immunoassay"
## [1] 5797
## [1] "removing: path_bun_t_immunohisto"
## [1] 5797
## [1] "removing: path_bun_t_influenza"
## [1] 5797
## [1] "removing: path_bun_t_insulin"
## [1] 5797
## [1] "removing: path_bun_t_iodine"
## [1] 5797
## [1] "removing: path_bun_t_iron"
## [1] 5797
## [1] "removing: path_bun_t_lab"
## [1] 5797
## [1] "removing: path_bun_t_lamotrigine"
## [1] 5797
## [1] "removing: path_bun_t_levetiracetam"
## [1] 5797
## [1] "removing: path_bun_t_lidocaine"
## [1] 5797
## [1] "removing: path_bun_t_lipid"
## [1] 5787
## [1] "removing: path_bun_t_lipoprotein"
## [1] 5787
## [1] "removing: path_bun_t_lithium"
## [1] 5785
## [1] "removing: path_bun_t_loss"
## [1] 5785
## [1] "removing: path_bun_t_low"
## [1] 5785
## [1] "removing: path_bun_t_lung"
## [1] 5785
## [1] "removing: path_bun_t_lyme"
## [1] 5785
## [1] "removing: path_bun_t_lympg"
## [1] 5785
## [1] "removing: path_bun_t_magnesium"
## [1] 5777
## [1] "removing: path_bun_t_malaria"
## [1] 5777
## [1] "removing: path_bun_t_mercury"
## [1] 5777
## [1] "removing: path_bun_t_metal"
## [1] 5777
## [1] "removing: path_bun_t_microbe"
## [1] 5777
## [1] "removing: path_bun_t_microscop"
## [1] 5777
## [1] "removing: path_bun_t_microscopic"
## [1] 5777
## [1] "removing: path_bun_t_microscopy"
## [1] 5777
## [1] "removing: path_bun_t_mitocondrial"
## [1] 5777
## [1] "removing: path_bun_t_mopath"
## [1] 5777
## [1] "removing: path_bun_t_mumps"
## [1] 5777
## [1] "removing: path_bun_t_mycophenolate"
## [1] 5777
## [1] "removing: path_bun_t_nicotine"
## [1] 5777
## [1] "removing: path_bun_t_nile"
## [1] 5777
## [1] "removing: path_bun_t_non-opioid"
## [1] 5777
## [1] "removing: path_bun_t_nonantibody"
## [1] 5777
## [1] "removing: path_bun_t_nucleic"
## [1] 5777
## [1] "removing: path_bun_t_obstretric"
## [1] 5777
## [1] "removing: path_bun_t_occult"
## [1] 5777
## [1] "removing: path_bun_t_onco"
## [1] 5777
## [1] "removing: path_bun_t_oocyte"
## [1] 5777
## [1] "removing: path_bun_t_opioid"
## [1] 5777
## [1] "removing: path_bun_t_ovulation"
## [1] 5777
## [1] "removing: path_bun_t_oxycodone"
## [1] 5777
## [1] "removing: path_bun_t_paper"
## [1] 5777
## [1] "removing: path_bun_t_patho"
## [1] 5776
## [1] "removing: path_bun_t_pathologist"
## [1] 5776
## [1] "removing: path_bun_t_period"
## [1] 5776
## [1] "removing: path_bun_t_phenobarbital"
## [1] 5776
## [1] "removing: path_bun_t_phenytoin"
## [1] 5776
## [1] "removing: path_bun_t_phosphatase"
## [1] 5776
## [1] "removing: path_bun_t_phosphorus"
## [1] 5776
## [1] "removing: path_bun_t_pituitary"
## [1] 5776
## [1] "removing: path_bun_t_plasminogen"
## [1] 5776
## [1] "removing: path_bun_t_poliovirus"
## [1] 5776
## [1] "removing: path_bun_t_potassium"
## [1] 5776
## [1] "removing: path_bun_t_pregabalin"
## [1] 5776
## [1] "removing: path_bun_t_pregnancy"
## [1] 5766
## [1] "removing: path_bun_t_primidone"
## [1] 5766
## [1] "removing: path_bun_t_procainamide"
## [1] 5766
## [1] "removing: path_bun_t_procedure"
## [1] 5766
## [1] "removing: path_bun_t_progesterone"
## [1] 5764
## [1] "removing: path_bun_t_prophobulinogen"
## [1] 5764
## [1] "removing: path_bun_t_prophyrins"
## [1] 5764
## [1] "removing: path_bun_t_propoxyphene"
## [1] 5764
## [1] "removing: path_bun_t_prostate"
## [1] 5764
## [1] "removing: path_bun_t_protein"
## [1] 5751
## [1] "removing: path_bun_t_psa"
## [1] 5750
## [1] "removing: path_bun_t_quantitative"
## [1] 5750
## [1] "removing: path_bun_t_quinide"
## [1] 5750
## [1] "removing: path_bun_t_quinine"
## [1] 5750
## [1] "removing: path_bun_t_reagent"
## [1] 5750
## [1] "removing: path_bun_t_renal"
## [1] 5750
## [1] "removing: path_bun_t_renin"
## [1] 5750
## [1] "removing: path_bun_t_retinal"
## [1] 5750
## [1] "removing: path_bun_t_rickettsia"
## [1] 5750
## [1] "removing: path_bun_t_rotovirus"
## [1] 5750
## [1] "removing: path_bun_t_rubella"
## [1] 5750
## [1] "removing: path_bun_t_salicylate"
## [1] 5750
## [1] "removing: path_bun_t_salmonella"
## [1] 5750
## [1] "removing: path_bun_t_scan"
## [1] 5750
## [1] "removing: path_bun_t_screen"
## [1] 5750
## [1] "removing: path_bun_t_sedative"
## [1] 5750
## [1] "removing: path_bun_t_semen"
## [1] 5749
## [1] "removing: path_bun_t_sequence"
## [1] 5749
## [1] "removing: path_bun_t_serotonin"
## [1] 5749
## [1] "removing: path_bun_t_sex"
## [1] 5749
## [1] "removing: path_bun_t_silica"
## [1] 5749
## [1] "removing: path_bun_t_sirolimus"
## [1] 5749
## [1] "removing: path_bun_t_skin"
## [1] 5749
## [1] "removing: path_bun_t_slenium"
## [1] 5749
## [1] "removing: path_bun_t_smear"
## [1] 5748
## [1] "removing: path_bun_t_specimen"
## [1] 5748
## [1] "removing: path_bun_t_sperm"
## [1] 5748
## [1] "removing: path_bun_t_steroid"
## [1] 5748
## [1] "removing: path_bun_t_stimulation"
## [1] 5748
## [1] "removing: path_bun_t_strep"
## [1] 5744
## [1] "removing: path_bun_t_syphilis"
## [1] 5744
## [1] "removing: path_bun_t_syringe"
## [1] 5744
## [1] "removing: path_bun_t_tacrolims"
## [1] 5744
## [1] "removing: path_bun_t_testosterone"
## [1] 5740
## [1] "removing: path_bun_t_thawing"
## [1] 5740
## [1] "removing: path_bun_t_theophylline"
## [1] 5740
## [1] "removing: path_bun_t_thyroid"
## [1] 5740
## [1] "removing: path_bun_t_tissue"
## [1] 5740
## [1] "removing: path_bun_t_tobramycin"
## [1] 5740
## [1] "removing: path_bun_t_tolerance"
## [1] 5740
## [1] "removing: path_bun_t_toxoplasma"
## [1] 5740
## [1] "removing: path_bun_t_tpiramate"
## [1] 5740
## [1] "removing: path_bun_t_transfusion"
## [1] 5740
## [1] "removing: path_bun_t_tumor"
## [1] 5740
## [1] "removing: path_bun_t_typing"
## [1] 5740
## [1] "removing: path_bun_t_urine"
## [1] 5740
## [1] "removing: path_bun_t_vancomycin"
## [1] 5740
## [1] "removing: path_bun_t_vein"
## [1] 5740
## [1] "removing: path_bun_t_venipuncture"
## [1] 5740
## [1] "removing: path_bun_t_virus"
## [1] 5740
## [1] "removing: path_bun_t_vitamin"
## [1] 5733
## [1] "removing: path_bun_t_west"
## [1] 5733
## [1] "removing: path_bun_t_with_scope"
## [1] 5733
## [1] "removing: path_bun_t_without_scope"
## [1] 5718
## [1] "removing: path_bun_t_zonisamide"
## [1] 5718
## [1] "removing: anes_bun_t_abdom"
## [1] 5718
## [1] "removing: anes_bun_t_add - on"
## [1] 5718
## [1] "removing: anes_bun_t_adrenal"
## [1] 5718
## [1] "removing: anes_bun_t_amputation"
## [1] 5718
## [1] "removing: anes_bun_t_analg"
## [1] 5718
## [1] "removing: anes_bun_t_anes"
## [1] 5686
## [1] "removing: anes_bun_t_anesth"
## [1] 5686
## [1] "removing: anes_bun_t_area"
## [1] 5686
## [1] "removing: anes_bun_t_arest"
## [1] 5686
## [1] "removing: anes_bun_t_arteriography"
## [1] 5686
## [1] "removing: anes_bun_t_artery"
## [1] 5686
## [1] "removing: anes_bun_t_biopsy"
## [1] 5686
## [1] "removing: anes_bun_t_bladder"
## [1] 5686
## [1] "removing: anes_bun_t_blood"
## [1] 5686
## [1] "removing: anes_bun_t_bone"
## [1] 5686
## [1] "removing: anes_bun_t_breast"
## [1] 5686
## [1] "removing: anes_bun_t_bronchi"
## [1] 5686
## [1] "removing: anes_bun_t_burn"
## [1] 5686
## [1] "removing: anes_bun_t_casting"
## [1] 5686
## [1] "removing: anes_bun_t_cervix"
## [1] 5686
## [1] "removing: anes_bun_t_chemonucleolysis"
## [1] 5686
## [1] "removing: anes_bun_t_chest"
## [1] 5686
## [1] "removing: anes_bun_t_cleft"
## [1] 5686
## [1] "removing: anes_bun_t_cord"
## [1] 5686
## [1] "removing: anes_bun_t_corneal"
## [1] 5686
## [1] "removing: anes_bun_t_cs"
## [1] 5686
## [1] "removing: anes_bun_t_debride"
## [1] 5686
## [1] "removing: anes_bun_t_deliver"
## [1] 5686
## [1] "removing: anes_bun_t_drainage"
## [1] 5686
## [1] "removing: anes_bun_t_duct"
## [1] 5686
## [1] "removing: anes_bun_t_ear"
## [1] 5686
## [1] "removing: anes_bun_t_elbow"
## [1] 5686
## [1] "removing: anes_bun_t_electroshock"
## [1] 5686
## [1] "removing: anes_bun_t_embolectomy"
## [1] 5686
## [1] "removing: anes_bun_t_endoscopy"
## [1] 5686
## [1] "removing: anes_bun_t_epidural"
## [1] 5686
## [1] "removing: anes_bun_t_esophag"
## [1] 5686
## [1] "removing: anes_bun_t_eyelid"
## [1] 5686
## [1] "removing: anes_bun_t_facial"
## [1] 5686
## [1] "removing: anes_bun_t_fat"
## [1] 5686
## [1] "removing: anes_bun_t_femoral"
## [1] 5686
## [1] "removing: anes_bun_t_fentanyl"
## [1] 5686
## [1] "removing: anes_bun_t_genitalia"
## [1] 5686
## [1] "removing: anes_bun_t_glands"
## [1] 5686
## [1] "removing: anes_bun_t_head"
## [1] 5686
## [1] "removing: anes_bun_t_hernia"
## [1] 5686
## [1] "removing: anes_bun_t_humer"
## [1] 5686
## [1] "removing: anes_bun_t_hydromorphone"
## [1] 5686
## [1] "removing: anes_bun_t_hysterectomy"
## [1] 5686
## [1] "removing: anes_bun_t_image"
## [1] 5686
## [1] "removing: anes_bun_t_insertion"
## [1] 5686
## [1] "removing: anes_bun_t_intracranial"
## [1] 5686
## [1] "removing: anes_bun_t_iredectomy"
## [1] 5686
## [1] "removing: anes_bun_t_joint"
## [1] 5686
## [1] "removing: anes_bun_t_ketorolac"
## [1] 5686
## [1] "removing: anes_bun_t_kidney"
## [1] 5686
## [1] "removing: anes_bun_t_knee"
## [1] 5686
## [1] "removing: anes_bun_t_larynx"
## [1] 5686
## [1] "removing: anes_bun_t_layer"
## [1] 5686
## [1] "removing: anes_bun_t_leg"
## [1] 5686
## [1] "removing: anes_bun_t_lip"
## [1] 5686
## [1] "removing: anes_bun_t_liver"
## [1] 5686
## [1] "removing: anes_bun_t_local"
## [1] 5686
## [1] "removing: anes_bun_t_lower"
## [1] 5686
## [1] "removing: anes_bun_t_lumbar"
## [1] 5686
## [1] "removing: anes_bun_t_lung"
## [1] 5686
## [1] "removing: anes_bun_t_major"
## [1] 5686
## [1] "removing: anes_bun_t_manipulation"
## [1] 5686
## [1] "removing: anes_bun_t_midazolam"
## [1] 5686
## [1] "removing: anes_bun_t_mod_sed"
## [1] 5679
## [1] "removing: anes_bun_t_neck"
## [1] 5679
## [1] "removing: anes_bun_t_nerve"
## [1] 5679
## [1] "removing: anes_bun_t_nose"
## [1] 5679
## [1] "removing: anes_bun_t_open"
## [1] 5679
## [1] "removing: anes_bun_t_organ"
## [1] 5679
## [1] "removing: anes_bun_t_pacemaker"
## [1] 5679
## [1] "removing: anes_bun_t_palate"
## [1] 5679
## [1] "removing: anes_bun_t_pelvic"
## [1] 5679
## [1] "removing: anes_bun_t_pelvis"
## [1] 5679
## [1] "removing: anes_bun_t_penis"
## [1] 5679
## [1] "removing: anes_bun_t_percutaneous"
## [1] 5679
## [1] "removing: anes_bun_t_plastic"
## [1] 5679
## [1] "removing: anes_bun_t_propofol"
## [1] 5679
## [1] "removing: anes_bun_t_prostate"
## [1] 5679
## [1] "removing: anes_bun_t_pump"
## [1] 5679
## [1] "removing: anes_bun_t_puncture"
## [1] 5679
## [1] "removing: anes_bun_t_radical"
## [1] 5679
## [1] "removing: anes_bun_t_release"
## [1] 5679
## [1] "removing: anes_bun_t_removal"
## [1] 5679
## [1] "removing: anes_bun_t_repair"
## [1] 5679
## [1] "removing: anes_bun_t_replace"
## [1] 5679
## [1] "removing: anes_bun_t_rib"
## [1] 5679
## [1] "removing: anes_bun_t_sedation"
## [1] 5679
## [1] "removing: anes_bun_t_shoulder"
## [1] 5679
## [1] "removing: anes_bun_t_sinus"
## [1] 5679
## [1] "removing: anes_bun_t_skull"
## [1] 5679
## [1] "removing: anes_bun_t_sperm"
## [1] 5679
## [1] "removing: anes_bun_t_spine"
## [1] 5679
## [1] "removing: anes_bun_t_spit"
## [1] 5679
## [1] "removing: anes_bun_t_sternal"
## [1] 5679
## [1] "removing: anes_bun_t_stone"
## [1] 5679
## [1] "removing: anes_bun_t_surg"
## [1] 5679
## [1] "removing: anes_bun_t_tendon"
## [1] 5679
## [1] "removing: anes_bun_t_testis"
## [1] 5679
## [1] "removing: anes_bun_t_thigh"
## [1] 5679
## [1] "removing: anes_bun_t_thyriod"
## [1] 5679
## [1] "removing: anes_bun_t_trachea"
## [1] 5679
## [1] "removing: anes_bun_t_transplant"
## [1] 5679
## [1] "removing: anes_bun_t_tromethamine"
## [1] 5679
## [1] "removing: anes_bun_t_tubal"
## [1] 5679
## [1] "removing: anes_bun_t_tympanotomy"
## [1] 5679
## [1] "removing: anes_bun_t_upper"
## [1] 5679
## [1] "removing: anes_bun_t_ureter"
## [1] 5679
## [1] "removing: anes_bun_t_urethra"
## [1] 5679
## [1] "removing: anes_bun_t_vag"
## [1] 5679
## [1] "removing: anes_bun_t_vein"
## [1] 5679
## [1] "removing: anes_bun_t_ventilation"
## [1] 5679
## [1] "removing: anes_bun_t_vesectomy"
## [1] 5679
## [1] "removing: anes_bun_t_vessel"
## [1] 5679
## [1] "removing: anes_bun_t_viteroretinal"
## [1] 5679
## [1] "removing: anes_bun_t_wall"
## [1] 5679
## [1] "removing: anes_bun_t_wrist"
## [1] 5679
## [1] "removing: faci_bun_t_advanced"
## [1] 5679
## [1] "removing: faci_bun_t_analysis"
## [1] 5679
## [1] "removing: faci_bun_t_annual"
## [1] 5679
## [1] "removing: faci_bun_t_assessmnt"
## [1] 5679
## [1] "removing: faci_bun_t_audit"
## [1] 5679
## [1] "removing: faci_bun_t_basic"
## [1] 5679
## [1] "removing: faci_bun_t_behav"
## [1] 5678
## [1] "removing: faci_bun_t_bus"
## [1] 5678
## [1] "removing: faci_bun_t_chng"
## [1] 5678
## [1] "removing: faci_bun_t_computer"
## [1] 5678
## [1] "removing: faci_bun_t_conf"
## [1] 5678
## [1] "removing: faci_bun_t_consultation"
## [1] 5676
## [1] "removing: faci_bun_t_counseling"
## [1] 5676
## [1] "removing: faci_bun_t_critical"
## [1] 5670
## [1] "removing: faci_bun_t_data"
## [1] 5670
## [1] "removing: faci_bun_t_direct"
## [1] 5670
## [1] "removing: faci_bun_t_disability"
## [1] 5670
## [1] "removing: faci_bun_t_discharge"
## [1] 5656
## [1] "removing: faci_bun_t_dommicl"
## [1] 5656
## [1] "removing: faci_bun_t_exam"
## [1] 5656
## [1] "removing: faci_bun_t_fac"
## [1] 5655
## [1] "removing: faci_bun_t_facility"
## [1] 5655
## [1] "removing: faci_bun_t_follow-up"
## [1] 5655
## [1] "removing: faci_bun_t_handling"
## [1] 5655
## [1] "removing: faci_bun_t_home"
## [1] 5654
## [1] "removing: faci_bun_t_hospice"
## [1] 5654
## [1] "removing: faci_bun_t_hospital"
## [1] 5643
## [1] "removing: faci_bun_t_inpatient"
## [1] 5643
## [1] "removing: faci_bun_t_interfacility"
## [1] 5643
## [1] "removing: faci_bun_t_interpof"
## [1] 5643
## [1] "removing: faci_bun_t_lab"
## [1] 5643
## [1] "removing: faci_bun_t_life"
## [1] 5643
## [1] "removing: faci_bun_t_nonemergency"
## [1] 5643
## [1] "removing: faci_bun_t_noner"
## [1] 5643
## [1] "removing: faci_bun_t_nursing"
## [1] 5643
## [1] "removing: faci_bun_t_observation"
## [1] 5638
## [1] "removing: faci_bun_t_on_call"
## [1] 5638
## [1] "removing: faci_bun_t_online"
## [1] 5638
## [1] "removing: faci_bun_t_phlebotomy"
## [1] 5637
## [1] "removing: faci_bun_t_phone"
## [1] 5637
## [1] "removing: faci_bun_t_physician"
## [1] 5637
## [1] "removing: faci_bun_t_postop"
## [1] 5637
## [1] "removing: faci_bun_t_preventine"
## [1] 5637
## [1] "removing: faci_bun_t_prolong"
## [1] 5635
## [1] "removing: faci_bun_t_service"
## [1] 5635
## [1] "removing: faci_bun_t_smoking"
## [1] 5635
## [1] "removing: faci_bun_t_specimen"
## [1] 5635
## [1] "removing: faci_bun_t_standby"
## [1] 5635
## [1] "removing: faci_bun_t_subsequent"
## [1] 5635
## [1] "removing: faci_bun_t_support"
## [1] 5635
## [1] "removing: faci_bun_t_taxi"
## [1] 5635
## [1] "removing: faci_bun_t_team"
## [1] 5635
## [1] "removing: faci_bun_t_transort"
## [1] 5635
## [1] "removing: faci_bun_t_travel"
## [1] 5635
## [1] "removing: faci_bun_t_van"
## [1] 5635
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 39 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_dept 0.406
## 2 faci_bun_t_emergency 0.406
## 3 radi_bun_t_brain 0.335
## 4 path_bun_t_complete 0.330
## 5 medi_bun_t_tracing 0.326
## 6 radi_bun_t_angiography 0.323
## 7 path_bun_t_metabolic 0.318
## 8 path_bun_t_panel 0.318
## 9 path_bun_t_comprehen 0.314
## 10 radi_bun_t_head 0.314
## # ... with 29 more rows
mri_neck_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 473
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[faci_bun_t_emergency==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 37 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_chest 0.320
## 2 radi_bun_t_lumbar 0.274
## 3 radi_bun_t_brain 0.233
## 4 radi_bun_t_angiography 0.0969
## 5 medi_bun_t_inject 0.0967
## 6 radi_bun_t_with_dye 0.0961
## 7 radi_bun_t_without_dye 0.0822
## 8 radi_bun_t_head 0.0754
## 9 radi_bun_t_spine 0.0521
## 10 radi_bun_t_joint 0.0464
## # ... with 27 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_chest") %>% 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 ~ radi_bun_t_chest"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 320
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_chest==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 36 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_brain 0.204
## 2 radi_bun_t_lumbar 0.181
## 3 radi_bun_t_angiography 0.151
## 4 radi_bun_t_head 0.125
## 5 radi_bun_t_spine 0.105
## 6 radi_bun_t_joint 0.0863
## 7 radi_bun_t_with_dye 0.0552
## 8 medi_bun_t_stud 0.0496
## 9 medi_bun_t_test 0.0411
## 10 radi_bun_t_without_dye 0.0402
## # ... with 26 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_brain") %>% 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 ~ radi_bun_t_brain"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 212
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_brain==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 35 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_lumbar 0.229
## 2 radi_bun_t_joint 0.120
## 3 radi_bun_t_angiography 0.0866
## 4 radi_bun_t_exam 0.0644
## 5 radi_bun_t_x-ray 0.0637
## 6 medi_bun_t_stud 0.0632
## 7 medi_bun_t_test 0.0578
## 8 radi_bun_t_head 0.0482
## 9 medi_bun_t_inject 0.0429
## 10 path_bun_t_metabolic 0.0382
## # ... with 25 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_lumbar") %>% 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 ~ radi_bun_t_lumbar"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 189
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_lumbar==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 34 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_joint 0.169
## 2 radi_bun_t_angiography 0.0927
## 3 medi_bun_t_stud 0.0883
## 4 medi_bun_t_test 0.0822
## 5 medi_bun_t_inject 0.0601
## 6 radi_bun_t_head 0.0552
## 7 medi_bun_t_exercise 0.0413
## 8 medi_bun_t_therapeutic 0.0408
## 9 radi_bun_t_x-ray 0.0385
## 10 radi_bun_t_exam 0.0382
## # ... with 24 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_joint") %>% 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 ~ radi_bun_t_joint"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 208
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_joint==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 33 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_angiography 0.103
## 2 medi_bun_t_stud 0.0841
## 3 medi_bun_t_test 0.0769
## 4 medi_bun_t_inject 0.0676
## 5 radi_bun_t_head 0.0671
## 6 radi_bun_t_exam 0.0481
## 7 radi_bun_t_x-ray 0.0475
## 8 radi_bun_t_ct 0.0468
## 9 medi_bun_t_exercise 0.0413
## 10 medi_bun_t_therapeutic 0.0411
## # ... with 23 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_angiography") %>% 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 ~ radi_bun_t_angiography"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 361
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_angiography==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 32 x 2
## name correlation
## <chr> <dbl>
## 1 medi_bun_t_stud 0.0868
## 2 medi_bun_t_test 0.0795
## 3 medi_bun_t_inject 0.0696
## 4 radi_bun_t_ct 0.0522
## 5 radi_bun_t_exam 0.0509
## 6 radi_bun_t_x-ray 0.0503
## 7 medi_bun_t_exercise 0.0431
## 8 medi_bun_t_therapeutic 0.0429
## 9 faci_bun_t_office 0.0426
## 10 faci_bun_t_pat 0.0426
## # ... with 22 more rows
mri_neck_clean %>% get_tag_density_information("medi_bun_t_stud") %>% 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_stud"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 224
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[medi_bun_t_stud==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 31 x 2
## name correlation
## <chr> <dbl>
## 1 medi_bun_t_inject 0.071
## 2 radi_bun_t_exam 0.0538
## 3 radi_bun_t_ct 0.0535
## 4 radi_bun_t_x-ray 0.0531
## 5 medi_bun_t_exercise 0.0405
## 6 medi_bun_t_therapeutic 0.0404
## 7 path_bun_t_total 0.0398
## 8 faci_bun_t_office 0.0348
## 9 faci_bun_t_pat 0.0348
## 10 radi_bun_t_spine 0.0339
## # ... with 21 more rows
mri_neck_clean %>% get_tag_density_information("medi_bun_t_inject") %>% 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_inject"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 260
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[medi_bun_t_inject==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 30 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_exam 0.0558
## 2 radi_bun_t_x-ray 0.055
## 3 radi_bun_t_ct 0.0545
## 4 medi_bun_t_exercise 0.0416
## 5 medi_bun_t_therapeutic 0.0415
## 6 path_bun_t_total 0.0405
## 7 radi_bun_t_spine 0.0348
## 8 medi_bun_t_tracing 0.0337
## 9 path_bun_t_metabolic 0.0301
## 10 path_bun_t_panel 0.0301
## # ... with 20 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_exam") %>% 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 ~ radi_bun_t_exam"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 140
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_exam==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 28 x 2
## name correlation
## <chr> <dbl>
## 1 path_bun_t_total 0.0561
## 2 medi_bun_t_tracing 0.0482
## 3 medi_bun_t_therapeutic 0.0443
## 4 medi_bun_t_exercise 0.0442
## 5 path_bun_t_metabolic 0.0388
## 6 path_bun_t_panel 0.0388
## 7 radi_bun_t_spine 0.0378
## 8 radi_bun_t_ct 0.0307
## 9 path_bun_t_time 0.0306
## 10 faci_bun_t_est 0.0247
## # ... with 18 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_spine") %>% 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 ~ radi_bun_t_spine"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 228
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_spine==T]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 27 x 2
## name correlation
## <chr> <dbl>
## 1 path_bun_t_total 0.0567
## 2 medi_bun_t_tracing 0.0487
## 3 medi_bun_t_therapeutic 0.0451
## 4 medi_bun_t_exercise 0.045
## 5 path_bun_t_metabolic 0.0393
## 6 path_bun_t_panel 0.0393
## 7 radi_bun_t_ct 0.0312
## 8 path_bun_t_time 0.0309
## 9 faci_bun_t_est 0.0268
## 10 faci_bun_t_office 0.0257
## # ... with 17 more rows
mri_neck_clean %>% get_tag_density_information("radi_bun_t_ct") %>% 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 ~ radi_bun_t_ct"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 293
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[radi_bun_t_ct==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 26 x 2
## name correlation
## <chr> <dbl>
## 1 path_bun_t_total 0.0569
## 2 medi_bun_t_tracing 0.0489
## 3 medi_bun_t_therapeutic 0.0456
## 4 medi_bun_t_exercise 0.0455
## 5 path_bun_t_metabolic 0.0396
## 6 path_bun_t_panel 0.0396
## 7 path_bun_t_time 0.0311
## 8 faci_bun_t_est 0.0238
## 9 radi_bun_t_without_dye 0.0234
## 10 faci_bun_t_office 0.023
## # ... with 16 more rows
mri_neck_clean %>% get_tag_density_information("path_bun_t_total") %>% 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_total"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 420
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[path_bun_t_total==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 24 x 2
## name correlation
## <chr> <dbl>
## 1 medi_bun_t_therapeutic 0.046
## 2 medi_bun_t_exercise 0.0459
## 3 medi_bun_t_tracing 0.0283
## 4 radi_bun_t_without_dye 0.0231
## 5 radi_bun_t_with_dye 0.0208
## 6 faci_bun_t_est 0.0198
## 7 faci_bun_t_office 0.0194
## 8 faci_bun_t_pat 0.0194
## 9 faci_bun_t_visit 0.018
## 10 radi_bun_t_head 0.0156
## # ... with 14 more rows
mri_neck_clean %>% get_tag_density_information("medi_bun_t_therapeutic") %>% 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_therapeutic"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 178
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[medi_bun_t_therapeutic==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 22 x 2
## name correlation
## <chr> <dbl>
## 1 medi_bun_t_tracing 0.0287
## 2 radi_bun_t_without_dye 0.0225
## 3 radi_bun_t_with_dye 0.0201
## 4 medi_bun_t_manual 0.02
## 5 faci_bun_t_est 0.0196
## 6 faci_bun_t_office 0.0167
## 7 faci_bun_t_pat 0.0167
## 8 radi_bun_t_head 0.0156
## 9 faci_bun_t_visit 0.0154
## 10 path_bun_t_urinalysis 0.0149
## # ... with 12 more rows
mri_neck_clean %>% get_tag_density_information("medi_bun_t_tracing") %>% 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_tracing"
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Picking joint bandwidth of 403
## $dist_plots
##
## $stat_tables
mri_neck_clean <- mri_neck_clean[medi_bun_t_tracing==F]
mri_neck_clean %>% plot_med_density() %>% print()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
mri_neck_clean %>% get_tag_cor() %>% print()
## Warning in stats::cor(cor_data): the standard deviation is zero
## # A tibble: 21 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_without_dye 0.0224
## 2 radi_bun_t_with_dye 0.02
## 3 faci_bun_t_est 0.02
## 4 medi_bun_t_manual 0.0199
## 5 faci_bun_t_office 0.017
## 6 faci_bun_t_pat 0.017
## 7 faci_bun_t_visit 0.0157
## 8 radi_bun_t_head 0.0157
## 9 path_bun_t_urinalysis 0.015
## 10 radi_bun_t_x-ray 0.0138
## # ... with 11 more rows
mri_neck_clean <- mri_neck_clean[,`:=`(
surg_sp_name_clean = surg_sp_npi %>% map_chr(get_npi_standard_name),
surg_bp_name_clean = surg_bp_npi %>% map_chr(get_npi_standard_name),
medi_sp_name_clean = medi_sp_npi %>% map_chr(get_npi_standard_name),
medi_bp_name_clean = medi_bp_npi %>% map_chr(get_npi_standard_name),
radi_sp_name_clean = radi_sp_npi %>% map_chr(get_npi_standard_name),
radi_bp_name_clean = radi_bp_npi %>% map_chr(get_npi_standard_name),
path_sp_name_clean = path_sp_npi %>% map_chr(get_npi_standard_name),
path_bp_name_clean = path_bp_npi %>% map_chr(get_npi_standard_name),
anes_sp_name_clean = anes_sp_npi %>% map_chr(get_npi_standard_name),
anes_bp_name_clean = anes_bp_npi %>% map_chr(get_npi_standard_name),
faci_sp_name_clean = faci_sp_npi %>% map_chr(get_npi_standard_name),
faci_bp_name_clean = faci_bp_npi %>% map_chr(get_npi_standard_name)
)]
mri_neck_clean_btbv5 <- mri_neck_clean %>% btbv5_radi_fac_only(
osa_group_p=NA,
osa_class_p = NA,
osa_specialization_p = NA
) %>%
.[,`:=`(procedure_type=33,
procedure_modifier="Neck + Spine MRI",
ingest_date =Sys.Date())]
mri_neck_clean_btbv5$tp_med_med %>% summary()
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 87.24 399.64 622.53 979.59 1478.32 3772.32
spine_q1 <- mri_neck_clean_btbv5$tp_med_med %>% quantile(.25)
spine_q3 <- mri_neck_clean_btbv5$tp_med_med %>% quantile(.75)
spine_iqr <- mri_neck_clean_btbv5$tp_med_med %>% IQR()
# mri_brain_clean_btbv5_final <- mri_brain_clean_btbv5[tp_med_med >spine_q1 -1.5*spine_iqr & tp_med_med < spine_q3 + 1.5*spine_iqr ]
mri_neck_clean_btbv5_final <- mri_neck_clean_btbv5[tp_med_med >spine_q1 -1.5*spine_iqr & tp_med_med < spine_q3 + 1.5*spine_iqr ]
mri_neck_clean_btbv5$tp_med_med %>% summary()
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 87.24 399.64 622.53 979.59 1478.32 3772.32
mri_neck_clean_btbv5_final$tp_med_med %>% summary()
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 87.24 395.24 579.01 925.60 1420.84 2761.60
bq_table_upload(x=procedure_dev_table, values= mri_neck_clean_btbv5, create_disposition='CREATE_IF_NEEDED', write_disposition='WRITE_APPEND')