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set.seed(01394)
DT <- data.table(key1 = rep(c("A","B"), each = 4),
key2 = rep(c("a","b"), 4),
V1 = nrorm(8), key = c("key1","key2"))
# Only demarcate key columns
DT
# | key1 | | key2 | V1
#1: | A | | a | 0.5994579
#2: | A | | a | -1.0898775
#3: | A | | b | -0.2285326
#4: | A | | b | -1.7858472
#5: | B | | a | -0.6269875
#6: | B | | a | -0.6633084
#7: | B | | b | 1.0367084
#8: | B | | b | 0.7364276
# Separately "emboss" keys based on key order
DT
# | key1 | || key2 || V1
#1: | A | || a || 0.5994579
#2: | A | || a || -1.0898775
#3: | A | || b || -0.2285326
#4: | A | || b || -1.7858472
#5: | B | || a || -0.6269875
#6: | B | || a || -0.6633084
#7: | B | || b || 1.0367084
#8: | B | || b || 0.7364276
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library(dplyr)
DF <- data.frame(n = numeric(1), c1 = complex(1), i = integer(1),
f = factor(1), D = as.Date("2016-02-06"), c2 = character(1),
stringsAsFactors = FALSE)
tbl_df(DF)
# Source: local data frame [1 x 6]
#
# n c1 i f D c2
# (dbl) (cmpl) (int) (fctr) (date) (chr) # <- this row
#1 0 0+0i 0 1 2016-02-06
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dt = setDT(lapply(1:100, function(x) 1:3))
dt
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@MichaelChiricoäžæ¹ã§ã¯è€æ°ã®éå§ã§åé¡ãããŸããããããŒã«20åããå Žåã¯ã©ãã§ããããã ããŒåã®é åºãããŒã¿åãšåãã§ããå Žåã«ã®ã¿ãåäžã®æã«ãªãå¯èœæ§ããããŸããç§ã«ãšã£ãŠã¯ã99ïŒ ãŸã§ã®å Žåã§ãã
æ倧3ã€ã®èŠçŽ ã«ASCIIçªå·ããããŸãã
# ¹*site ²*date x
@MichaelChiricoçŽ3ïŒäžèšã§ã¯ãRã°ããŒãã«ãªãã·ã§ã³ã䜿çšã§ããŸãã
width.user <- options("width")
options(width=as.integer(howWideIsDT)) # temporarily resize the output console
print(DT)
options(width=width.user) # reset to user's preferences
@mbacouå ¥åããããšãããããŸãïŒ
RStudioã§ã¯ãå°ãªããšãããããå®è¡ããå Žåã®åºåã«éãã¯èŠãããŸããã
@MichaelChiricoéãããããã¯ãã§ãã è©Šã
library(data.table)
options(width=500)
(DT = data.table(matrix(1:1e3,1)))
RStudioã¯ã³ã³ãœãŒã«åºåãã©ãããããã®ãæ©èœããç¡å¹ã«ãããªãã·ã§ã³ãæäŸããŸããã äžæ¹ãããŒã¹Rã³ã³ãœãŒã«ã¯ãoptionsïŒïŒ$ widthãŸã§ã©ãããªãã§ãªãŒããŒãããŒããŸãã ãããã«ãããéãããããã¯ãã§ãã ã³ã³ãœãŒã«ãŠã£ã³ããŠã®ãµã€ãºãå€æŽããŠãã©ããã³ã°ã®åäœã確èªããŠãã ããã
ascii::print()
ã«knitr::kable()
ãŸãã¯type
ã®ãããªãªãã·ã§ã³ã®format
åŒæ°ãè¿œå ããŠãããŒã¯ããŠã³ããã³ããã¯ãrstãããã¹ã¿ã€ã«ãªã©ãçæãããšäŸ¿å©ãªå ŽåããããŸããããã³org-modeäºæã®ããŒãã«åœ¢åŒïŒ
ç§ã¯ãã次ã®ãããªã¹ããããã䜿çšããŠãçµæãé»åã¡ãŒã«ãçµç¹ãŸãã¯ããŒã¯ããŠã³ããã¥ã¡ã³ãã«è²Œãä»ããŸãã
print(ascii(x, digits=2), type="org")
# | | ISO3 | ADM0_NAME | ELEVATION | whea_h |
# |---+------+-----------------------------+---------------+----------|
# | 1 | TZA | United Republic of Tanzania | | 19.00 |
# | 2 | TZA | United Republic of Tanzania | (3e+02,5e+02] | 0.00 |
# | 3 | TZA | United Republic of Tanzania | (5e+02,9e+02] | 743.00 |
# | 4 | TZA | United Republic of Tanzania | (9e+02,1e+03] | 9519.00 |
# | 5 | TZA | United Republic of Tanzania | (1e+03,2e+03] | 29814.00 |
# | 6 | TZA | United Republic of Tanzania | (2e+03,5e+03] | 894.00 |
knitr::kable(x, format="markdown")
# |ISO3 |ADM0_NAME |ELEVATION | whea_h|
# |:----|:---------------------------|:-------------|------:|
# |TZA |United Republic of Tanzania |NA | 19|
# |TZA |United Republic of Tanzania |(3e+02,5e+02] | 0|
# |TZA |United Republic of Tanzania |(5e+02,9e+02] | 743|
# |TZA |United Republic of Tanzania |(9e+02,1e+03] | 9519|
# |TZA |United Republic of Tanzania |(1e+03,2e+03] | 29814|
# |TZA |United Republic of Tanzania |(2e+03,5e+03] | 894|
@mbacouã¯ã ascii::print
ãšknitr::kable
ããã§ã«ããŸãæ©èœããŠããããã«èŠãããšãã«ããããprint.data.table
ã«è¿œå ããããšã®æçšæ§ãååã«ç¢ºä¿¡ããŠããŸãã...
åæããŸããã æå°éã®åºåã«ãæ祚ããŸãããããæŽç·Žãããå°å·ãªãã·ã§ã³ãæäŸããäºå®ã®å Žåã¯ãpandocãåŠçã§ããããŒãã«åœ¢åŒã䜿çšããã®ãçã«ããªã£ãŠããŸãã
äºçŽ°ãªããšã§ãããprint.data.tableããšã¯ã¹ããŒãããããšããå§ãããŸãã ä»ã args(print.data.table)
ãšå
¥åãããšãé衚瀺ã«ãªã£ãŠããããšã«æ°ã¥ããŸããã
@ franknarf1ä»ã®çç±ã¯ãããŸããïŒ çŸåš?print.data.table
ãããã args(data.table:::print.data.table)
ããããã«ããŒããŠããŸãã ã¡ããã©PRã§èŒžåºãæåºããããšããŠããŸããããèªåèªèº«ãæ¢ããŸããã print
ã¡ãœãããé衚瀺ã«ãªãããšã¯çããããšã§ã¯ãªããšæããŸãïŒããšãã°ãããŒã¹ã®print.lm
/ print.glm
ãåç
§ïŒ
@MichaelChiricoãããã ããªããèšãããã«ã茞åºãããŠããªãåé¡ã§ã¯ãããŸããã 質åããŠãããŠããããšãã
å¥ã®ã¢ã€ãã¢ïŒåçŸå¯èœãªã³ãŒããæžã蟌ããªãã·ã§ã³dput = TRUE
ïŒ dput(DT)
ã¯æ©èœããªãããïŒã äœãã®ãããªãã®
dtput = function(DT){
d0 = capture.output(dput(setattr(data.table:::shallow(DT), ".internal.selfref", NULL)))
cat("data.table::alloc.col(", d0, ")\n", sep="\n")
}
# example
library(data.table)
DT = as.data.table(as.list(1:10))
dtput(DT)
# which writes...
data.table::alloc.col(
structure(list(V1 = 1L, V2 = 2L, V3 = 3L, V4 = 4L, V5 = 5L, V6 = 6L,
V7 = 7L, V8 = 8L, V9 = 9L, V10 = 10L), .Names = c("V1", "V2",
"V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10"), row.names = c(NA,
-1L), class = c("data.table", "data.frame"))
)
...ããããŒãå°ãªãprint.data.table
ã«åã蟌ãŸããŠããããšãé€ããŠã dput = TRUE
ã®å Žåãä»ã®ãã¹ãŠã¯ç¡èŠã§ãããšæããŸãã 掟æã«ãªã£ãŠã dput()
$ã®ããã«$ dput = "file.txt"
ãèš±å¯ãããããããŸããã print
ã«å
¥ããã®ã¯ååã«çã«ããªã£ãŠãããšæããŸãããæ°ããé¢æ°ãè¿œå ãã䟡å€ã¯ãããŸããã
ïŒ645ãšåæ§ã®å¥ã®ã¢ã€ãã¢ïŒãªã¹ãå衚瀺ã®ã¹ããŒãåãæšãŠããªãã«ããïŒ SOã®äŸã
ç§ã¯ãã®åãæšãŠãããªãé »ç¹ã«èŠãŸããå Žåã«ãã£ãŠã¯ããªã¹ãåvã代ããã«sapply(v, toString)
ã§ãããã®ããã«å°å·ããã®ãèŠããšããã§ãããã
@ franknarf1ç§ã¯éåžžã«ç°¡åãªä¿®æ£ãããã«ãããšæããŸãïŒ
paste(c(format(head(x,6), justify=justify, ...), if(length(x)>6)""),collapse=",")
""
ã"..."
ã«å€æŽããŸãã ã©ãæããŸããïŒ ç§ã¯toString
ã奜ãã§ãããããã©ã«ãã®width
ãã©ã¡ãŒã¿ãä»å±ããŠããã¯ãã§ããããã確å®ã«è¡ãæ¹æ³ãããããŸããã
å®éã toString.default
ãèªã¿çŽããŸãïŒ
function (x, width = NULL, ...)
{
string <- paste(x, collapse = ", ")
if (missing(width) || is.null(width) || width == 0)
return(string)
if (width < 0)
stop("'width' must be positive")
if (nchar(string, type = "w") > width) {
width <- max(6, width)
string <- paste0(strtrim(string, width - 4), "....")
}
string
}
width
ãåŠçããããã©ã«ãã®æ¹æ³ã¯ãçŸåšå®è£
ãããŠããæ¹æ³ãšäŒŒãŠããããã§ãã æåã®ããã€ãã®èŠçŽ ã«åãæšãŠãã®ã§ã¯ãªããç»é¢äžã®å¹
ã«åºã¥ããŠåºåãå¶éããæ¹ãè¯ããšæããŸããã
toString
ã¯S3
ã«ç»é²ãããŠããããããã®ã¢ãããŒãã§ã¯ãŠãŒã¶ãŒãšã®ããåããæ¹åãããŸããç§ãã¡ïŒãŸãã¯ãšã³ããŠãŒã¶ãŒïŒã¯ãçºçãããããããŠãŒã¹ã±ãŒã¹ã«åãããŠtoString.*
ã¡ãœãããäœæ/ã«ã¹ã¿ãã€ãºã§ããŸãã ããããã colWidth
ãã©ã¡ãŒã¿ãprint.data.table
ã«è¿œå ããŸããããã¯ã toString.default
ã®width
ã«ãããããããŸã...
@MichaelChirico ",..."
$ãããæ«å°Ÿã®","
ãæ¯æãã1ã€ã®ãã€ã³ãã¯ãæ°Žå¹³æ¹åã®ã¹ããŒã¹ãç¯çŽã§ããããšã§ãã ããã§ããã»ãšãã©ã®ãŠãŒã¶ãŒã¯","
ã®æå³ãæšæž¬ã§ããªããããããã¯è¯ãå€åã®ããã«æãããŸãã
ãã®å€æŽããããcolWidthã®ã¢ã€ãã¢ã®ããã«ã head(x, 6)
ã®6
ã®ä»£ããã«ãããå€ãã®ãšã³ããªãå°å·ããããšã«èå³ããããŸããã
ã¡ãœããã«é¢ããŠã¯ã formatters = list(character = function(x) toString(x), lm = function(x) x$qr$tol)
ã®ãããªåŒæ°ã䜿ãããããšæããŸãïŒãã¹ãŠã®èŠçŽ ãååä»ãã¯ã©ã¹ã«äžèŽããããNULLã§ããå Žåã«ãªã¹ãåã«äœ¿çšãããŸãïŒã ãããããªãã®æå³ããããšãã©ããã¯ããããŸããã
2ã€ã¯å¯æ¥ã«é¢é£ããŠããããã«èŠããã®ã§ãããã§ïŒ2893ã®èšåãåé€ãããšæããŸããã
ïŒç§ã®æåŸã®ã³ã¡ã³ããšåæ§ã§ã...ïŒæ¬¡ã®ãããªdata.tableãæã£ãŠããŸã...
library(data.table)
(DT <- data.table(id = 1:2, v = numeric_version("0.0.0")))
# id v
# 1: 1 <numeric_version>
# 2: 2 <numeric_version>
printã¡ãœããã¯ãããŸããããªã¹ãåã®å 容ãå®éã«èªã¿åãããšãã§ããŸããã
data.tableã«ãç¹å®ã®ã¯ã©ã¹ã®ãªã¹ãåãã©ã®ããã«åºåããããäŒããæ¹æ³ããããšäŸ¿å©ã§ãã
library(magrittr)
formatters = list(numeric_version = as.character)
printDT = data.table:::shallow(DT)
left_cols = which(sapply(DT, is.list))
for (i in seq_along(formatters)){
if (length(left_cols) == 0L) break
alt_cols = left_cols[ sapply(DT[, ..left_cols], inherits, names(formatters)[i]) ]
if (length(alt_cols)){
printDT[, (alt_cols) := lapply(.SD, formatters[[i]]), .SDcols = alt_cols][]
left_cols = setdiff(left_cols, alt_cols)
}
}
print(printDT)
id v
1: 1 0.0.0
2: 2 0.0.0
ãã®ãªã¹ãããŠãŒã¶ãŒãoptions(datatable.print.formatters = formatters)
ã§æž¡ãããšãã§ããŸãã èšç®è² è·ãæžããããã«ãããã¯nrows=
ãštopn=
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ããã«è¿œå ããã ãã§ãã æåã®æçš¿ãèªç±ã«ç·šéã§ããŸããã
ã³ã¡ã³ãw解説ããé¡ãããŸã
2019幎2æ4æ¥æææ¥ãåå10æ19åHughParsonage ïŒãã®ãªã¹ããžã®è¿œå ãææ¡ãããå Žåã¯ãããã«è¿œå ããŸããããããšãè¿œå ããŸããïŒ â
åå¥ã®åé¡ãšããŠïŒïŒ
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ãã®ã¡ãŒã«ã«çŽæ¥è¿ä¿¡ããGitHubã§è¡šç€ºããŠãã ãã
https://github.com/Rdatatable/data.table/issues/1523#issuecomment-460113509 ã
ãŸãã¯ã¹ã¬ããããã¥ãŒãããŸã
https://github.com/notifications/unsubscribe-auth/AHQQdd5pO_1tQjE7BL_B2i2dGeRN4p5yks5vJ5jNgaJpZM4HUz9_
ã
ã¹ã³ãŒãå ã§å®çŸ©ããããã€ã³ããå°ãªãã»ã©ãPRãããŒãžããã®ãç°¡åã«ãªããŸãã ééããªããããã©ã«ãã®åäœãå€æŽãããªããã€ã³ãããïŒããããã°ïŒé倧ãªå€æŽãããããå¯èœæ§ã®ãããã€ã³ããåé¢ããããšã¯çã«ããªã£ãŠããŸãã
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2019幎2æ4æ¥æææ¥ãååŸ12æ23åJan Gorecki < [email protected]ã¯æ¬¡ã®ããã«æžããŠããŸãã
ã¹ã³ãŒãå ã§å®çŸ©ããããã€ã³ããå°ãªãã»ã©ãPRãããŒãžããã®ãç°¡åã«ãªããŸãã
ééããªãããã€ã³ããåé¢ããããšã¯çã«ããªã£ãŠããŸãã
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ãã®ã¡ãŒã«ã«çŽæ¥è¿ä¿¡ããGitHubã§è¡šç€ºããŠãã ãã
https://github.com/Rdatatable/data.table/issues/1523#issuecomment-460127326 ã
ãŸãã¯ã¹ã¬ããããã¥ãŒãããŸã
https://github.com/notifications/unsubscribe-auth/AHQQdeNB5EZPMn44zsIfag--2jsQwZTyks5vJ7WmgaJpZM4HUz9_
ã
@fparagesã®æ¡åŒµæ©èœãšã㊠' https://github.com/Rdatatable/data.table/pull/3500 ïŒãã®åé¡/ã¹ã¬ããã®OPã®ã¿ã€ã ãŸãŒã³è¡šç€ºé
ç®ã«å¯Ÿå¿ïŒãtzbeingããµããŒããããšäŸ¿å©ãªå ŽåããããŸãã¯ã©ã¹ããããŒ<POSc:-07:00>
ãŸãã¯<POSc:PDT>
ã«åºåãããåã«ã¯åºåãããŸããïŒæ°Žå¹³æ¹åã®ã¹ããŒã¹ãç¯çŽããããïŒãããšãã°ãclass = tz = TRUEã®å Žåã§ãã
^é¢é£ïŒïŒ2842
ããã¯çŽ æŽãããã§ãããïŒ
ããã«ã¡ã¯ãæ°ã«ãªããã©ããã¯ããããŸããããåããããããããšãã«print.data.table(col.names="none")
ã«ãã°ãããããšã«æ°ã¥ããŸããã æå°éã®ã³ãŒãã¯æ¬¡ã®ãšããã§ãã
library(data.table)
x <- 1:30
DT <- data.table(t(x))
print(DT, col.names="none")
ç§ã®ã·ã¹ãã ã®åºåã¯æ¬¡ã®ãšããã§ãã
th798<strong i="10">@cmp2986</strong> MINGW64 ~/R
$ R --vanilla < datatable-print-bug.R
R version 3.6.1 (2019-07-05) -- "Action of the Toes"
Copyright (C) 2019 The R Foundation for Statistical Computing
Platform: x86_64-w64-mingw32/x64 (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
Natural language support but running in an English locale
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
> library(data.table)
> x <- 1:30
> DT <- data.table(t(x))
> print(DT, col.names="none")
1: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
V22 V23 V24 V25 V26 V27 V28 V29 V30
1: 22 23 24 25 26 27 28 29 30
>
]0;MINGW64:/c/Users/th798/R
th798<strong i="11">@cmp2986</strong> MINGW64 ~/R
$
äžèšã®åºåã§ãååV22ããV30ãå°å·ãããŠããããšãããããŸãããå°å·ãããã¹ãã§ã¯ãªããšæããŸããã ç§ãæåŸ ããããšïŒ
> print(DT, col.names="none")
1: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
1: 22 23 24 25 26 27 28 29 30
>
dplyr::glimpse
ã«çžåœãããã®ãè¿œå ããäœå°ã¯ãããŸããïŒãªã¹ãã«è¡šç€ºãããŸããïŒïŒ ç§ã¯ééããªããã®ç®çã®ããã«dplyr
ã䜿çšã§ããŸãããé¢æ°ãååŸããã«ã¯å€æ°ã®äŸåé¢ä¿ãã€ã³ã¹ããŒã«ããå¿
èŠããããŸãã ãŠãŒã¹ã±ãŒã¹ã以äžã«ç€ºããŸãïŒæ³šïŒã·ã¹ãã ã«æ倧4MBãããŠã³ããŒãããŸãïŒã
download.file(
"https://download.cms.gov/nppes/NPPES_Data_Dissemination_120720_121320_Weekly.zip",
"file.zip")
data <- fread("unzip -cq file.zip npidata_pfile_20201207-20201213.csv")
data.table
ã®ããã©ã«ãã®print
ã¡ãœããã¯éåžžã«é·ãåºåãæäŸããŸãããããã¯ãã¡ã€ã«ã®å
容ãç解ããã®ã«ããŸã圹ç«ã¡ãŸããã
åºåã衚瀺
> data
NPI Entity Type Code Replacement NPI Employer Identification Number (EIN)
1: 1134691124 2 NA <UNAVAIL>
2: 1124623970 2 NA <UNAVAIL>
3: 1154927192 2 NA <UNAVAIL>
Provider Organization Name (Legal Business Name) Provider Last Name (Legal Name) Provider First Name Provider Middle Name
1: SOCAL BEHAVIORAL MEDICINE
2: FULL OF GREATS TRANSPORT LLC FOG TRANSPORT
3: 4000 MOUNT ELENA CIRCLE CORONA, CA 92882
Provider Name Prefix Text Provider Name Suffix Text Provider Credential Text Provider Other Organization Name
1: SOCAL BEHAVIORAL MEDICINE
2:
3:
Provider Other Organization Name Type Code Provider Other Last Name Provider Other First Name Provider Other Middle Name
1: 3
2: NA
3: NA
Provider Other Name Prefix Text Provider Other Name Suffix Text Provider Other Credential Text
1:
2:
3:
Provider Other Last Name Type Code Provider First Line Business Mailing Address
1: NA 10650 REAGAN ST UNIT 824
2: NA 6609 W BROOKHART WAY
3: NA 4000 MOUNT ELENA CIR
Provider Second Line Business Mailing Address Provider Business Mailing Address City Name
1: LOS ALAMITOS
2: PHOENIX
3: CORONA
Provider Business Mailing Address State Name Provider Business Mailing Address Postal Code
1: CA 907208844
2: AZ 850837403
3: CA 928827916
Provider Business Mailing Address Country Code (If outside U.S.) Provider Business Mailing Address Telephone Number
1: US
2: US 5053079984
3: US 6269935823
Provider Business Mailing Address Fax Number Provider First Line Business Practice Location Address
1: <NA> 234 S PACIFIC COAST HWY STE 202
2: 4807187714 6609 W BROOKHART WAY
3: <NA> 4000 MOUNT ELENA CIR
Provider Second Line Business Practice Location Address Provider Business Practice Location Address City Name
1: REDONDO BEACH
2: PHOENIX
3: CORONA
Provider Business Practice Location Address State Name Provider Business Practice Location Address Postal Code
1: CA 902777001
2: AZ 850837403
3: CA 928827916
Provider Business Practice Location Address Country Code (If outside U.S.)
1: US
2: US
3: US
Provider Business Practice Location Address Telephone Number Provider Business Practice Location Address Fax Number
1: 3106985252 <NA>
2: 5053079984 4807187714
3: 6269935823 <NA>
Provider Enumeration Date Last Update Date NPI Deactivation Reason Code NPI Deactivation Date NPI Reactivation Date
1: 01/01/2019 12/07/2020 NA
2: 12/01/2020 12/07/2020 NA
3: 12/07/2020 12/07/2020 NA
Provider Gender Code Authorized Official Last Name Authorized Official First Name Authorized Official Middle Name
1: HULST GINGER
2: HURT TYRREIA S
3: YOUSSEF ALICE K
Authorized Official Title or Position Authorized Official Telephone Number Healthcare Provider Taxonomy Code_1
1: CO-OWNER 3106985252 363LF0000X
2: MEMBER 5053079984 343900000X
3: OWNER 6269935823 172V00000X
Provider License Number_1 Provider License Number State Code_1 Healthcare Provider Primary Taxonomy Switch_1
1: N
2: Y
3: Y
Healthcare Provider Taxonomy Code_2 Provider License Number_2 Provider License Number State Code_2
1: 207RA0401X
2:
3:
Healthcare Provider Primary Taxonomy Switch_2 Healthcare Provider Taxonomy Code_3 Provider License Number_3
1: Y
2:
3:
Provider License Number State Code_3 Healthcare Provider Primary Taxonomy Switch_3 Healthcare Provider Taxonomy Code_4
1:
2:
3:
Provider License Number_4 Provider License Number State Code_4 Healthcare Provider Primary Taxonomy Switch_4
1:
2:
3:
Healthcare Provider Taxonomy Code_5 Provider License Number_5 Provider License Number State Code_5
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_5 Healthcare Provider Taxonomy Code_6 Provider License Number_6
1:
2:
3:
Provider License Number State Code_6 Healthcare Provider Primary Taxonomy Switch_6 Healthcare Provider Taxonomy Code_7
1:
2:
3:
Provider License Number_7 Provider License Number State Code_7 Healthcare Provider Primary Taxonomy Switch_7
1:
2:
3:
Healthcare Provider Taxonomy Code_8 Provider License Number_8 Provider License Number State Code_8
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_8 Healthcare Provider Taxonomy Code_9 Provider License Number_9
1:
2:
3:
Provider License Number State Code_9 Healthcare Provider Primary Taxonomy Switch_9 Healthcare Provider Taxonomy Code_10
1:
2:
3:
Provider License Number_10 Provider License Number State Code_10 Healthcare Provider Primary Taxonomy Switch_10
1:
2:
3:
Healthcare Provider Taxonomy Code_11 Provider License Number_11 Provider License Number State Code_11
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_11 Healthcare Provider Taxonomy Code_12 Provider License Number_12
1:
2:
3:
Provider License Number State Code_12 Healthcare Provider Primary Taxonomy Switch_12 Healthcare Provider Taxonomy Code_13
1:
2:
3:
Provider License Number_13 Provider License Number State Code_13 Healthcare Provider Primary Taxonomy Switch_13
1:
2:
3:
Healthcare Provider Taxonomy Code_14 Provider License Number_14 Provider License Number State Code_14
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_14 Healthcare Provider Taxonomy Code_15 Provider License Number_15
1:
2:
3:
Provider License Number State Code_15 Healthcare Provider Primary Taxonomy Switch_15 Other Provider Identifier_1
1:
2:
3:
Other Provider Identifier Type Code_1 Other Provider Identifier State_1 Other Provider Identifier Issuer_1
1: NA
2: NA
3: NA
Other Provider Identifier_2 Other Provider Identifier Type Code_2 Other Provider Identifier State_2
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_2 Other Provider Identifier_3 Other Provider Identifier Type Code_3
1: NA
2: NA
3: NA
Other Provider Identifier State_3 Other Provider Identifier Issuer_3 Other Provider Identifier_4
1:
2:
3:
Other Provider Identifier Type Code_4 Other Provider Identifier State_4 Other Provider Identifier Issuer_4
1: NA
2: NA
3: NA
Other Provider Identifier_5 Other Provider Identifier Type Code_5 Other Provider Identifier State_5
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_5 Other Provider Identifier_6 Other Provider Identifier Type Code_6
1: NA
2: NA
3: NA
Other Provider Identifier State_6 Other Provider Identifier Issuer_6 Other Provider Identifier_7
1:
2:
3:
Other Provider Identifier Type Code_7 Other Provider Identifier State_7 Other Provider Identifier Issuer_7
1: NA
2: NA
3: NA
Other Provider Identifier_8 Other Provider Identifier Type Code_8 Other Provider Identifier State_8
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_8 Other Provider Identifier_9 Other Provider Identifier Type Code_9
1: NA
2: NA
3: NA
Other Provider Identifier State_9 Other Provider Identifier Issuer_9 Other Provider Identifier_10
1:
2:
3:
Other Provider Identifier Type Code_10 Other Provider Identifier State_10 Other Provider Identifier Issuer_10
1: NA
2: NA
3: NA
Other Provider Identifier_11 Other Provider Identifier Type Code_11 Other Provider Identifier State_11
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_11 Other Provider Identifier_12 Other Provider Identifier Type Code_12
1: NA
2: NA
3: NA
Other Provider Identifier State_12 Other Provider Identifier Issuer_12 Other Provider Identifier_13
1:
2:
3:
Other Provider Identifier Type Code_13 Other Provider Identifier State_13 Other Provider Identifier Issuer_13
1: NA
2: NA
3: NA
Other Provider Identifier_14 Other Provider Identifier Type Code_14 Other Provider Identifier State_14
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_14 Other Provider Identifier_15 Other Provider Identifier Type Code_15
1: NA
2: NA
3: NA
Other Provider Identifier State_15 Other Provider Identifier Issuer_15 Other Provider Identifier_16
1:
2:
3:
Other Provider Identifier Type Code_16 Other Provider Identifier State_16 Other Provider Identifier Issuer_16
1: NA
2: NA
3: NA
Other Provider Identifier_17 Other Provider Identifier Type Code_17 Other Provider Identifier State_17
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_17 Other Provider Identifier_18 Other Provider Identifier Type Code_18
1: NA
2: NA
3: NA
Other Provider Identifier State_18 Other Provider Identifier Issuer_18 Other Provider Identifier_19
1:
2:
3:
Other Provider Identifier Type Code_19 Other Provider Identifier State_19 Other Provider Identifier Issuer_19
1: NA
2: NA
3: NA
Other Provider Identifier_20 Other Provider Identifier Type Code_20 Other Provider Identifier State_20
1: NA NA
2: NA NA
3: NA NA
Other Provider Identifier Issuer_20 Other Provider Identifier_21 Other Provider Identifier Type Code_21
1: NA
2: NA
3: NA
Other Provider Identifier State_21 Other Provider Identifier Issuer_21 Other Provider Identifier_22
1: NA
2: NA
3: NA
Other Provider Identifier Type Code_22 Other Provider Identifier State_22 Other Provider Identifier Issuer_22
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_23 Other Provider Identifier Type Code_23 Other Provider Identifier State_23
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_23 Other Provider Identifier_24 Other Provider Identifier Type Code_24
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_24 Other Provider Identifier Issuer_24 Other Provider Identifier_25
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_25 Other Provider Identifier State_25 Other Provider Identifier Issuer_25
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_26 Other Provider Identifier Type Code_26 Other Provider Identifier State_26
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_26 Other Provider Identifier_27 Other Provider Identifier Type Code_27
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_27 Other Provider Identifier Issuer_27 Other Provider Identifier_28
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_28 Other Provider Identifier State_28 Other Provider Identifier Issuer_28
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_29 Other Provider Identifier Type Code_29 Other Provider Identifier State_29
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_29 Other Provider Identifier_30 Other Provider Identifier Type Code_30
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_30 Other Provider Identifier Issuer_30 Other Provider Identifier_31
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_31 Other Provider Identifier State_31 Other Provider Identifier Issuer_31
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_32 Other Provider Identifier Type Code_32 Other Provider Identifier State_32
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_32 Other Provider Identifier_33 Other Provider Identifier Type Code_33
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_33 Other Provider Identifier Issuer_33 Other Provider Identifier_34
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_34 Other Provider Identifier State_34 Other Provider Identifier Issuer_34
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_35 Other Provider Identifier Type Code_35 Other Provider Identifier State_35
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_35 Other Provider Identifier_36 Other Provider Identifier Type Code_36
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_36 Other Provider Identifier Issuer_36 Other Provider Identifier_37
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_37 Other Provider Identifier State_37 Other Provider Identifier Issuer_37
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_38 Other Provider Identifier Type Code_38 Other Provider Identifier State_38
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_38 Other Provider Identifier_39 Other Provider Identifier Type Code_39
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_39 Other Provider Identifier Issuer_39 Other Provider Identifier_40
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_40 Other Provider Identifier State_40 Other Provider Identifier Issuer_40
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_41 Other Provider Identifier Type Code_41 Other Provider Identifier State_41
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_41 Other Provider Identifier_42 Other Provider Identifier Type Code_42
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_42 Other Provider Identifier Issuer_42 Other Provider Identifier_43
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_43 Other Provider Identifier State_43 Other Provider Identifier Issuer_43
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_44 Other Provider Identifier Type Code_44 Other Provider Identifier State_44
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_44 Other Provider Identifier_45 Other Provider Identifier Type Code_45
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_45 Other Provider Identifier Issuer_45 Other Provider Identifier_46
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_46 Other Provider Identifier State_46 Other Provider Identifier Issuer_46
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_47 Other Provider Identifier Type Code_47 Other Provider Identifier State_47
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_47 Other Provider Identifier_48 Other Provider Identifier Type Code_48
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_48 Other Provider Identifier Issuer_48 Other Provider Identifier_49
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_49 Other Provider Identifier State_49 Other Provider Identifier Issuer_49
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_50 Other Provider Identifier Type Code_50 Other Provider Identifier State_50
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_50 Is Sole Proprietor Is Organization Subpart Parent Organization LBN
1: NA N
2: NA N
3: NA N
Parent Organization TIN Authorized Official Name Prefix Text Authorized Official Name Suffix Text
1:
2: MRS.
3:
Authorized Official Credential Text Healthcare Provider Taxonomy Group_1 Healthcare Provider Taxonomy Group_2
1: NP 193200000X MULTI-SPECIALTY GROUP 193200000X MULTI-SPECIALTY GROUP
2:
3: 193200000X MULTI-SPECIALTY GROUP
Healthcare Provider Taxonomy Group_3 Healthcare Provider Taxonomy Group_4 Healthcare Provider Taxonomy Group_5
1:
2:
3:
Healthcare Provider Taxonomy Group_6 Healthcare Provider Taxonomy Group_7 Healthcare Provider Taxonomy Group_8
1:
2:
3:
Healthcare Provider Taxonomy Group_9 Healthcare Provider Taxonomy Group_10 Healthcare Provider Taxonomy Group_11
1:
2:
3:
Healthcare Provider Taxonomy Group_12 Healthcare Provider Taxonomy Group_13 Healthcare Provider Taxonomy Group_14
1:
2:
3:
Healthcare Provider Taxonomy Group_15 Certification Date
1: 12/07/2020
2: 12/07/2020
3: 12/07/2020
[ reached getOption("max.print") -- omitted 8 rows ]
```
</p></details>
`dplyr::glimpse` *also* gives a long output, but still very much readable.
<details><summary>View output</summary><p>
```R
> dplyr::glimpse(data)
Rows: 21,806
Columns: 330
$ NPI <int> 1134691124, 1124623970, 1154927192, 1144...
$ `Entity Type Code` <int> 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1...
$ `Replacement NPI` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Employer Identification Number (EIN)` <chr> "<UNAVAIL>", "<UNAVAIL>", "<UNAVAIL>", "...
$ `Provider Organization Name (Legal Business Name)` <chr> "SOCAL BEHAVIORAL MEDICINE", "FULL OF GR...
$ `Provider Last Name (Legal Name)` <chr> "", "", "", "SLAT", "", "CARABBACAN", ""...
$ `Provider First Name` <chr> "", "", "", "STACY", "", "NICCOLO MCWIN"...
$ `Provider Middle Name` <chr> "", "", "", "KING", "", "MADRIGAL", "", ...
$ `Provider Name Prefix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Name Suffix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Credential Text` <chr> "", "", "", "MD", "", "", "", "", "", "D...
$ `Provider Other Organization Name` <chr> "SOCAL BEHAVIORAL MEDICINE", "", "", "",...
$ `Provider Other Organization Name Type Code` <int> 3, NA, NA, NA, NA, NA, NA, NA, 3, NA, NA...
$ `Provider Other Last Name` <chr> "", "", "", "KING", "", "", "", "", "", ...
$ `Provider Other First Name` <chr> "", "", "", "STACY", "", "", "", "", "",...
$ `Provider Other Middle Name` <chr> "", "", "", "MARIE", "", "", "", "", "",...
$ `Provider Other Name Prefix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Other Name Suffix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Other Credential Text` <chr> "", "", "", "M.D.", "", "", "", "", "", ...
$ `Provider Other Last Name Type Code` <int> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, N...
$ `Provider First Line Business Mailing Address` <chr> "10650 REAGAN ST UNIT 824", "6609 W BROO...
$ `Provider Second Line Business Mailing Address` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Business Mailing Address City Name` <chr> "LOS ALAMITOS", "PHOENIX", "CORONA", "NE...
$ `Provider Business Mailing Address State Name` <chr> "CA", "AZ", "CA", "VA", "NJ", "CA", "CO"...
$ `Provider Business Mailing Address Postal Code` <chr> "907208844", "850837403", "928827916", "...
$ `Provider Business Mailing Address Country Code (If outside U.S.)` <chr> "US", "US", "US", "US", "US", "US", "US"...
$ `Provider Business Mailing Address Telephone Number` <chr> "", "5053079984", "6269935823", "7573165...
$ `Provider Business Mailing Address Fax Number` <int64> NA, 4807187714, NA, NA, NA, NA, 970484...
$ `Provider First Line Business Practice Location Address` <chr> "234 S PACIFIC COAST HWY STE 202", "6609...
$ `Provider Second Line Business Practice Location Address` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Business Practice Location Address City Name` <chr> "REDONDO BEACH", "PHOENIX", "CORONA", "W...
$ `Provider Business Practice Location Address State Name` <chr> "CA", "AZ", "CA", "VA", "NJ", "CA", "CO"...
$ `Provider Business Practice Location Address Postal Code` <chr> "902777001", "850837403", "928827916", "...
$ `Provider Business Practice Location Address Country Code (If outside U.S.)` <chr> "US", "US", "US", "US", "US", "US", "US"...
$ `Provider Business Practice Location Address Telephone Number` <chr> "3106985252", "5053079984", "6269935823"...
$ `Provider Business Practice Location Address Fax Number` <int64> NA, 4807187714, NA, NA, NA, 8585389751...
$ `Provider Enumeration Date` <chr> "01/01/2019", "12/01/2020", "12/07/2020"...
$ `Last Update Date` <chr> "12/07/2020", "12/07/2020", "12/07/2020"...
$ `NPI Deactivation Reason Code` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `NPI Deactivation Date` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `NPI Reactivation Date` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Gender Code` <chr> "", "", "", "F", "", "M", "", "", "", "F...
$ `Authorized Official Last Name` <chr> "HULST", "HURT", "YOUSSEF", "", "TIMOTHE...
$ `Authorized Official First Name` <chr> "GINGER", "TYRREIA", "ALICE", "", "BEBYT...
$ `Authorized Official Middle Name` <chr> "", "S", "K", "", "", "", "LYNN", "LYNN"...
$ `Authorized Official Title or Position` <chr> "CO-OWNER", "MEMBER", "OWNER", "", "MANA...
$ `Authorized Official Telephone Number` <int64> 3106985252, 5053079984, 6269935823, NA...
$ `Healthcare Provider Taxonomy Code_1` <chr> "363LF0000X", "343900000X", "172V00000X"...
$ `Provider License Number_1` <chr> "", "", "", "48977", "", "83591", "", ""...
$ `Provider License Number State Code_1` <chr> "", "", "", "CT", "", "CA", "", "", "MN"...
$ `Healthcare Provider Primary Taxonomy Switch_1` <chr> "N", "Y", "Y", "Y", "N", "Y", "Y", "Y", ...
$ `Healthcare Provider Taxonomy Code_2` <chr> "207RA0401X", "", "", "", "", "", "", ""...
$ `Provider License Number_2` <chr> "", "", "", "", "", "", "", "", "", "156...
$ `Provider License Number State Code_2` <chr> "", "", "", "", "", "", "", "", "", "MA"...
$ `Healthcare Provider Primary Taxonomy Switch_2` <chr> "Y", "", "", "", "", "", "", "", "", "N"...
$ `Healthcare Provider Taxonomy Code_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_1` <chr> "", "", "", "", "", "", "", "", "381417"...
$ `Other Provider Identifier Type Code_1` <int> NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, N...
$ `Other Provider Identifier State_1` <chr> "", "", "", "", "", "", "", "", "MN", ""...
$ `Other Provider Identifier Issuer_1` <chr> "", "", "", "", "", "", "", "", "MINNESO...
$ `Other Provider Identifier_2` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_2` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_2` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_2` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_3` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_4` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_5` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_6` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_7` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_8` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_9` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_10` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_11` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_12` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_13` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_14` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_15` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_16` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_16` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_16` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_16` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_17` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_17` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_17` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_17` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_18` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_18` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_18` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_18` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_19` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_19` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_19` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_19` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_20` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_20` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_20` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_20` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_21` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_21` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_21` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_21` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Is Sole Proprietor` <chr> "", "", "", "N", "", "N", "", "", "", "N...
$ `Is Organization Subpart` <chr> "N", "N", "N", "", "N", "", "N", "N", "N...
$ `Parent Organization LBN` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Parent Organization TIN` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Authorized Official Name Prefix Text` <chr> "", "MRS.", "", "", "", "", "", "", "", ...
$ `Authorized Official Name Suffix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Authorized Official Credential Text` <chr> "NP", "", "", "", "LPN", "", "", "", "RN...
$ `Healthcare Provider Taxonomy Group_1` <chr> "193200000X MULTI-SPECIALTY GROUP", "", ...
$ `Healthcare Provider Taxonomy Group_2` <chr> "193200000X MULTI-SPECIALTY GROUP", "", ...
$ `Healthcare Provider Taxonomy Group_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Certification Date` <chr> "12/07/2020", "12/07/2020", "12/07/2020"...
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Classes âdata.tableâ and 'data.frame': 21806 obs. of 330 variables:
$ NPI : int 1134691124 1124623970 1154927192 1144411422 1245836287 1376144014 1063018000 1972109916 1649792151 1275649105 ...
$ Entity Type Code : int 2 2 2 1 2 1 2 2 2 1 ...
$ Replacement NPI : logi NA NA NA NA NA NA ...
$ Employer Identification Number (EIN) : chr "<UNAVAIL>" "<UNAVAIL>" "<UNAVAIL>" "" ...
$ Provider Organization Name (Legal Business Name) : chr "SOCAL BEHAVIORAL MEDICINE" "FULL OF GREATS TRANSPORT LLC FOG TRANSPORT" "4000 MOUNT ELENA CIRCLE CORONA, CA 92882" "" ...
$ Provider Last Name (Legal Name) : chr "" "" "" "SLAT" ...
$ Provider First Name : chr "" "" "" "STACY" ...
$ Provider Middle Name : chr "" "" "" "KING" ...
$ Provider Name Prefix Text : chr "" "" "" "" ...
$ Provider Name Suffix Text : chr "" "" "" "" ...
$ Provider Credential Text : chr "" "" "" "MD" ...
$ Provider Other Organization Name : chr "SOCAL BEHAVIORAL MEDICINE" "" "" "" ...
$ Provider Other Organization Name Type Code : int 3 NA NA NA NA NA NA NA 3 NA ...
$ Provider Other Last Name : chr "" "" "" "KING" ...
$ Provider Other First Name : chr "" "" "" "STACY" ...
$ Provider Other Middle Name : chr "" "" "" "MARIE" ...
$ Provider Other Name Prefix Text : chr "" "" "" "" ...
$ Provider Other Name Suffix Text : chr "" "" "" "" ...
$ Provider Other Credential Text : chr "" "" "" "M.D." ...
$ Provider Other Last Name Type Code : int NA NA NA 1 NA NA NA NA NA NA ...
$ Provider First Line Business Mailing Address : chr "10650 REAGAN ST UNIT 824" "6609 W BROOKHART WAY" "4000 MOUNT ELENA CIR" "856 J CLYDE MORRIS BLVD STE A" ...
$ Provider Second Line Business Mailing Address : chr "" "" "" "" ...
$ Provider Business Mailing Address City Name : chr "LOS ALAMITOS" "PHOENIX" "CORONA" "NEWPORT NEWS" ...
$ Provider Business Mailing Address State Name : chr "CA" "AZ" "CA" "VA" ...
$ Provider Business Mailing Address Postal Code : chr "907208844" "850837403" "928827916" "236011318" ...
$ Provider Business Mailing Address Country Code (If outside U.S.) : chr "US" "US" "US" "US" ...
$ Provider Business Mailing Address Telephone Number : chr "" "5053079984" "6269935823" "7573165800" ...
$ Provider Business Mailing Address Fax Number :integer64 NA 4807187714 NA NA NA NA 9704842251 9704842251 ...
$ Provider First Line Business Practice Location Address : chr "234 S PACIFIC COAST HWY STE 202" "6609 W BROOKHART WAY" "4000 MOUNT ELENA CIR" "120 KINGS WAY STE 3400" ...
$ Provider Second Line Business Practice Location Address : chr "" "" "" "" ...
$ Provider Business Practice Location Address City Name : chr "REDONDO BEACH" "PHOENIX" "CORONA" "WILLIAMSBURG" ...
$ Provider Business Practice Location Address State Name : chr "CA" "AZ" "CA" "VA" ...
$ Provider Business Practice Location Address Postal Code : chr "902777001" "850837403" "928827916" "231852511" ...
$ Provider Business Practice Location Address Country Code (If outside U.S.): chr "US" "US" "US" "US" ...
$ Provider Business Practice Location Address Telephone Number : chr "3106985252" "5053079984" "6269935823" "7572535600" ...
$ Provider Business Practice Location Address Fax Number :integer64 NA 4807187714 NA NA NA 8585389751 3036660911 3036660911 ...
$ Provider Enumeration Date : chr "01/01/2019" "12/01/2020" "12/07/2020" "08/05/2007" ...
$ Last Update Date : chr "12/07/2020" "12/07/2020" "12/07/2020" "12/07/2020" ...
$ NPI Deactivation Reason Code : logi NA NA NA NA NA NA ...
$ NPI Deactivation Date : chr "" "" "" "" ...
$ NPI Reactivation Date : chr "" "" "" "" ...
$ Provider Gender Code : chr "" "" "" "F" ...
$ Authorized Official Last Name : chr "HULST" "HURT" "YOUSSEF" "" ...
$ Authorized Official First Name : chr "GINGER" "TYRREIA" "ALICE" "" ...
$ Authorized Official Middle Name : chr "" "S" "K" "" ...
$ Authorized Official Title or Position : chr "CO-OWNER" "MEMBER" "OWNER" "" ...
$ Authorized Official Telephone Number :integer64 3106985252 5053079984 6269935823 NA 8626840895 NA 9704304431 9704304431 ...
$ Healthcare Provider Taxonomy Code_1 : chr "363LF0000X" "343900000X" "172V00000X" "207V00000X" ...
$ Provider License Number_1 : chr "" "" "" "48977" ...
$ Provider License Number State Code_1 : chr "" "" "" "CT" ...
$ Healthcare Provider Primary Taxonomy Switch_1 : chr "N" "Y" "Y" "Y" ...
$ Healthcare Provider Taxonomy Code_2 : chr "207RA0401X" "" "" "" ...
$ Provider License Number_2 : chr "" "" "" "" ...
$ Provider License Number State Code_2 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_2 : chr "Y" "" "" "" ...
$ Healthcare Provider Taxonomy Code_3 : chr "" "" "" "" ...
$ Provider License Number_3 : chr "" "" "" "" ...
$ Provider License Number State Code_3 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_3 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_4 : chr "" "" "" "" ...
$ Provider License Number_4 : chr "" "" "" "" ...
$ Provider License Number State Code_4 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_4 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_5 : chr "" "" "" "" ...
$ Provider License Number_5 : chr "" "" "" "" ...
$ Provider License Number State Code_5 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_5 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_6 : chr "" "" "" "" ...
$ Provider License Number_6 : chr "" "" "" "" ...
$ Provider License Number State Code_6 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_6 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_7 : chr "" "" "" "" ...
$ Provider License Number_7 : chr "" "" "" "" ...
$ Provider License Number State Code_7 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_7 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_8 : chr "" "" "" "" ...
$ Provider License Number_8 : chr "" "" "" "" ...
$ Provider License Number State Code_8 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_8 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_9 : chr "" "" "" "" ...
$ Provider License Number_9 : chr "" "" "" "" ...
$ Provider License Number State Code_9 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_9 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_10 : chr "" "" "" "" ...
$ Provider License Number_10 : chr "" "" "" "" ...
$ Provider License Number State Code_10 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_10 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_11 : chr "" "" "" "" ...
$ Provider License Number_11 : chr "" "" "" "" ...
$ Provider License Number State Code_11 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_11 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_12 : chr "" "" "" "" ...
$ Provider License Number_12 : chr "" "" "" "" ...
$ Provider License Number State Code_12 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_12 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_13 : chr "" "" "" "" ...
$ Provider License Number_13 : chr "" "" "" "" ...
$ Provider License Number State Code_13 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_13 : chr "" "" "" "" ...
[list output truncated]
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