IUD Insertion
Introduction
In this section we will: * identify which IUD insertion procedures were excluded and why * identify which different IUD insertion 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")surgery <- read_sheet("https://docs.google.com/spreadsheets/d/1GY8lKwUJuPHtpUl4EOw9eriLUDG9KkNWrMbaSnA5hOU/edit#gid=0",
sheet="major_surgery") %>% as.data.table## Reading from "Doctor Types to Keep"## Range "'major_surgery'"surgery <- surgery[is.na(Remove) ] %>% .[["NUCC Classification"]] npi_prov_pair <- npi_full[osa_class %in% surgery] %>%
.[,.(npi=npi,
clean_name = clean_name
)
]Load Data
bun_proc <- disk.frame("full_apcd.df")uterine_insert <- bun_proc[proc_code_str_sorted %>% stri_detect_regex("58300") & cnt >1 & tp_med >0 & tp_med < 20000]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 430 x 2
## name correlation
## <chr> <dbl>
## 1 anes_bun_t_anes 0.790
## 2 anes_bun_t_anesth 0.790
## 3 anes_bun_t_deliver 0.609
## 4 anes_bun_t_liver 0.609
## 5 duration_mean 0.578
## 6 anes_bun_t_analg 0.537
## 7 medi_bun_t_sodium 0.514
## 8 anes_bun_t_vag 0.495
## 9 surg_bun_t_obstetrical 0.469
## 10 medi_bun_t_inject 0.439
## # ... with 420 more rowsuterine_insert %>% 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 613## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[anes_bun_t_anes==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 368 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_dept 0.305
## 2 faci_bun_t_emergency 0.305
## 3 faci_bun_t_initial 0.269
## 4 surg_bun_t_hyst 0.265
## 5 duration_max 0.264
## 6 path_bun_t_fibrinogen 0.260
## 7 faci_bun_t_critical 0.260
## 8 duration_mean 0.255
## 9 faci_bun_t_discharge 0.233
## 10 medi_bun_t_inject 0.232
## # ... with 358 more rowsuterine_insert %>% 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 246## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[faci_bun_t_emergency==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 356 x 2
## name correlation
## <chr> <dbl>
## 1 surg_bun_t_hyst 0.298
## 2 medi_bun_t_sodium 0.248
## 3 path_bun_t_patho 0.231
## 4 path_bun_t_pathologist 0.231
## 5 path_bun_t_tissue 0.230
## 6 faci_bun_t_visit 0.226
## 7 medi_bun_t_inject 0.213
## 8 surg_bun_t_biopsy 0.181
## 9 surg_bun_t_vag 0.175
## 10 faci_bun_t_est 0.164
## # ... with 346 more rowsuterine_insert %>% get_tag_density_information("surg_bun_t_hyst") %>% 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_hyst"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 231## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[surg_bun_t_hyst==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 355 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.262
## 2 faci_bun_t_est 0.190
## 3 surg_bun_t_remov 0.177
## 4 surg_bun_t_remove 0.175
## 5 path_bun_t_tissue 0.172
## 6 path_bun_t_patho 0.170
## 7 path_bun_t_pathologist 0.170
## 8 radi_bun_t_bone 0.154
## 9 path_bun_t_cytopath 0.150
## 10 medi_bun_t_inject 0.148
## # ... with 345 more rowsuterine_insert %>% get_tag_density_information("surg_bun_t_remov") %>% 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_remov"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 28.2## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[surg_bun_t_remov==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 320 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.212
## 2 radi_bun_t_bone 0.180
## 3 path_bun_t_tissue 0.180
## 4 path_bun_t_patho 0.178
## 5 path_bun_t_pathologist 0.178
## 6 medi_bun_t_inject 0.158
## 7 faci_bun_t_est 0.154
## 8 surg_bun_t_ablate 0.151
## 9 surg_bun_t_cesarean 0.150
## 10 surg_bun_t_obstetrical 0.137
## # ... with 310 more rowsuterine_insert %>% get_tag_density_information("path_bun_t_pathologist") %>% 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_pathologist"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 56## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[path_bun_t_pathologist==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 309 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.201
## 2 radi_bun_t_bone 0.191
## 3 surg_bun_t_cesarean 0.158
## 4 medi_bun_t_inject 0.151
## 5 faci_bun_t_est 0.147
## 6 surg_bun_t_obstetrical 0.146
## 7 medi_bun_t_applicat 0.142
## 8 faci_bun_t_pat 0.120
## 9 faci_bun_t_office 0.120
## 10 path_bun_t_cytopath 0.107
## # ... with 299 more rowsuterine_insert %>% get_tag_density_information("surg_bun_t_obstetrical") %>% 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_obstetrical"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 166## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[surg_bun_t_obstetrical==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 308 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.206
## 2 radi_bun_t_bone 0.193
## 3 surg_bun_t_cesarean 0.160
## 4 medi_bun_t_inject 0.153
## 5 faci_bun_t_est 0.150
## 6 medi_bun_t_applicat 0.144
## 7 faci_bun_t_pat 0.123
## 8 faci_bun_t_office 0.122
## 9 path_bun_t_cytopath 0.110
## 10 duration_mean 0.110
## # ... with 298 more rowsuterine_insert %>% get_tag_density_information("radi_bun_t_bone") %>% 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_bone"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 107## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[radi_bun_t_bone==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 307 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.218
## 2 surg_bun_t_cesarean 0.175
## 3 medi_bun_t_inject 0.168
## 4 medi_bun_t_applicat 0.158
## 5 faci_bun_t_est 0.156
## 6 faci_bun_t_pat 0.136
## 7 faci_bun_t_office 0.136
## 8 path_bun_t_cytopath 0.122
## 9 duration_mean 0.120
## 10 duration_max 0.111
## # ... with 297 more rowsuterine_insert %>% 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 91.7## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[medi_bun_t_inject==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 292 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.246
## 2 surg_bun_t_cesarean 0.204
## 3 faci_bun_t_est 0.171
## 4 faci_bun_t_pat 0.151
## 5 faci_bun_t_office 0.151
## 6 duration_mean 0.140
## 7 path_bun_t_cytopath 0.134
## 8 duration_max 0.130
## 9 radi_bun_t_without_dye 0.113
## 10 path_bun_t_fluid 0.111
## # ... with 282 more rowsuterine_insert[surg_bun_t_cesarean==T] %>% nrow()# %>% get_tag_density_information("surg_bun_t_cesarean") %>% print()## [1] 1uterine_insert <- uterine_insert[surg_bun_t_cesarean==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 291 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.253
## 2 faci_bun_t_est 0.176
## 3 faci_bun_t_pat 0.155
## 4 faci_bun_t_office 0.155
## 5 path_bun_t_cytopath 0.137
## 6 radi_bun_t_without_dye 0.116
## 7 path_bun_t_fluid 0.114
## 8 medi_bun_t_puncture 0.107
## 9 medi_bun_t_routine 0.107
## 10 medi_bun_t_venipuncture 0.107
## # ... with 281 more rowsuterine_insert %>% get_tag_density_information("faci_bun_t_office") %>% 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_office"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 30.9## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[faci_bun_t_office==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 228 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.249
## 2 path_bun_t_cytopath 0.170
## 3 faci_bun_t_est 0.167
## 4 path_bun_t_fluid 0.145
## 5 surg_bun_t_egd 0.128
## 6 surg_bun_t_tip 0.128
## 7 path_bun_t_dna 0.11
## 8 medi_bun_t_puncture 0.095
## 9 medi_bun_t_routine 0.095
## 10 medi_bun_t_venipuncture 0.095
## # ... with 218 more rowsuterine_insert %>% get_tag_density_information("path_bun_t_cytopath") %>% 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_cytopath"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 24.3## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[path_bun_t_cytopath==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 209 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.189
## 2 surg_bun_t_egd 0.142
## 3 surg_bun_t_tip 0.142
## 4 faci_bun_t_est 0.114
## 5 radi_bun_t_brain 0.0958
## 6 radi_bun_t_without_dye 0.0908
## 7 radi_bun_t_mri 0.0862
## 8 radi_bun_t_exam 0.0827
## 9 radi_bun_t_pelvi 0.0808
## 10 medi_bun_t_puncture 0.0801
## # ... with 199 more rowsuterine_insert[surg_bun_t_egd==T] %>% nrow()## [1] 1uterine_insert <- uterine_insert[surg_bun_t_egd==F] uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 207 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.191
## 2 faci_bun_t_est 0.116
## 3 radi_bun_t_brain 0.0968
## 4 radi_bun_t_without_dye 0.0918
## 5 radi_bun_t_mri 0.0871
## 6 radi_bun_t_exam 0.0838
## 7 radi_bun_t_pelvi 0.0818
## 8 medi_bun_t_puncture 0.0811
## 9 medi_bun_t_routine 0.0811
## 10 medi_bun_t_venipuncture 0.0811
## # ... with 197 more rowsuterine_insert %>% 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 158## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[radi_bun_t_brain==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 206 x 2
## name correlation
## <chr> <dbl>
## 1 faci_bun_t_visit 0.193
## 2 faci_bun_t_est 0.117
## 3 radi_bun_t_exam 0.0844
## 4 radi_bun_t_pelvi 0.0824
## 5 medi_bun_t_hpv 0.0781
## 6 medi_bun_t_puncture 0.078
## 7 medi_bun_t_routine 0.078
## 8 medi_bun_t_venipuncture 0.078
## 9 path_bun_t_dna 0.0777
## 10 radi_bun_t_mammo 0.0765
## # ... with 196 more rowsuterine_insert %>% get_tag_density_information("faci_bun_t_visit") %>% 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_visit"## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Picking joint bandwidth of 23.6## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[faci_bun_t_visit==F]uterine_insert %>% plot_med_density() %>% print()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
uterine_insert %>% get_tag_cor() %>% print()## Warning in stats::cor(cor_data): the standard deviation is zero## # A tibble: 195 x 2
## name correlation
## <chr> <dbl>
## 1 radi_bun_t_exam 0.0853
## 2 radi_bun_t_pelvi 0.0822
## 3 medi_bun_t_hpv 0.0769
## 4 surg_bun_t_breast 0.0769
## 5 surg_bun_t_imag 0.0769
## 6 surg_bun_t_percutaneous 0.0769
## 7 radi_bun_t_mammo 0.0752
## 8 medi_bun_t_medroxyprogesterone 0.0648
## 9 path_bun_t_pregnancy 0.0606
## 10 path_bun_t_urine 0.0599
## # ... with 185 more rowsuterine_insert %>% 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 42.7## $dist_plots
##
## $stat_tables
uterine_insert <- uterine_insert[,`:=`(
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)
)]uterine_insert_btbv5 <- uterine_insert %>%
btbv5(
osa_group_p=NA,
osa_class_p = "Obstetrics & Gynecology",
osa_specialization_p = NA
) %>%
.[,`:=`(procedure_type=20,
procedure_modifier="Standard",
ingest_date =Sys.Date())]## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "SCOTT S. REES" "PETER GILSON DREWES"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "JENNIFER J. TRAUSCHT-VAN HORN" "DAVID KEITH TUROK"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "KAREN BOHEEN (LAYTON)" "KAREN BOHEEN"
## [1] "multiple meet class req"
## [1] "DAVID KEITH TUROK" "ROBERT NEAL TAYLOR"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "CRAIG L HURST MD (LAYTON)" "CRAIG L HURST"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "KAREN BOHEEN (LAYTON)" "KAREN BOHEEN"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "CRAIG L HURST MD (LAYTON)" "CRAIG L HURST"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "KAREN BOHEEN (LAYTON)" "KAREN BOHEEN"
## [1] "multiple meet class req"
## [1] "KAREN BOHEEN (LAYTON)" "KAREN BOHEEN"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "CRAIG L HURST MD (LAYTON)" "CRAIG L HURST"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "CRAIG L HURST MD (LAYTON)" "CRAIG L HURST"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "KAREN BOHEEN (LAYTON)" "KAREN BOHEEN"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "CRAIG L HURST MD (LAYTON)" "CRAIG L HURST"
## [1] "multiple meet class req"
## [1] "CRAIG L HURST MD (LAYTON)" "CRAIG L HURST"
## [1] "multiple meet class req"
## [1] "KAREN BOHEEN (LAYTON)" "KAREN BOHEEN"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "CRAIG L HURST MD (LAYTON)" "CRAIG L HURST"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "KAREN BOHEEN (LAYTON)" "KAREN BOHEEN"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "CHAD C LUNT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"
## [1] "multiple meet class req"
## [1] "LUNT KVARFORDT (SAINT GEORGE)" "TRACY D KVARFORDT"bq_table_upload(x=procedure_dev_table, values= uterine_insert_btbv5, create_disposition='CREATE_IF_NEEDED', write_disposition='WRITE_APPEND')