Apply 6 Himalayan Expeditions
Anil Eser
2024-11-20
Goal: Build a classification model to predict whether the person died in an expedition
Import Data
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
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## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(correlationfunnel)## Warning: package 'correlationfunnel' was built under R version 4.4.1## ══ Using correlationfunnel? ════════════════════════════════════════════════════
## You might also be interested in applied data science training for business.
## </> Learn more at - www.business-science.io </>library(tidytext)## Warning: package 'tidytext' was built under R version 4.4.1library(xgboost)## Warning: package 'xgboost' was built under R version 4.4.1##
## Attaching package: 'xgboost'
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## slicelibrary(textrecipes)## Warning: package 'textrecipes' was built under R version 4.4.1## Loading required package: recipes
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## Attaching package: 'recipes'
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## The following object is masked from 'package:stringr':
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## fixed
##
## The following object is masked from 'package:stats':
##
## stepmembers <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-09-22/members.csv')## Rows: 76519 Columns: 21
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): expedition_id, member_id, peak_id, peak_name, season, sex, citizen...
## dbl (5): year, age, highpoint_metres, death_height_metres, injury_height_me...
## lgl (6): hired, success, solo, oxygen_used, died, injured
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.Explore Data
skimr::skim(members)| Name | members |
| Number of rows | 76519 |
| Number of columns | 21 |
| _______________________ | |
| Column type frequency: | |
| character | 10 |
| logical | 6 |
| numeric | 5 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| expedition_id | 0 | 1.00 | 9 | 9 | 0 | 10350 | 0 |
| member_id | 0 | 1.00 | 12 | 12 | 0 | 76518 | 0 |
| peak_id | 0 | 1.00 | 4 | 4 | 0 | 391 | 0 |
| peak_name | 15 | 1.00 | 4 | 25 | 0 | 390 | 0 |
| season | 0 | 1.00 | 6 | 7 | 0 | 5 | 0 |
| sex | 2 | 1.00 | 1 | 1 | 0 | 2 | 0 |
| citizenship | 10 | 1.00 | 2 | 23 | 0 | 212 | 0 |
| expedition_role | 21 | 1.00 | 4 | 25 | 0 | 524 | 0 |
| death_cause | 75413 | 0.01 | 3 | 27 | 0 | 12 | 0 |
| injury_type | 74807 | 0.02 | 3 | 27 | 0 | 11 | 0 |
Variable type: logical
| skim_variable | n_missing | complete_rate | mean | count |
|---|---|---|---|---|
| hired | 0 | 1 | 0.21 | FAL: 60788, TRU: 15731 |
| success | 0 | 1 | 0.38 | FAL: 47320, TRU: 29199 |
| solo | 0 | 1 | 0.00 | FAL: 76398, TRU: 121 |
| oxygen_used | 0 | 1 | 0.24 | FAL: 58286, TRU: 18233 |
| died | 0 | 1 | 0.01 | FAL: 75413, TRU: 1106 |
| injured | 0 | 1 | 0.02 | FAL: 74806, TRU: 1713 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| year | 0 | 1.00 | 2000.36 | 14.78 | 1905 | 1991 | 2004 | 2012 | 2019 | ▁▁▁▃▇ |
| age | 3497 | 0.95 | 37.33 | 10.40 | 7 | 29 | 36 | 44 | 85 | ▁▇▅▁▁ |
| highpoint_metres | 21833 | 0.71 | 7470.68 | 1040.06 | 3800 | 6700 | 7400 | 8400 | 8850 | ▁▁▆▃▇ |
| death_height_metres | 75451 | 0.01 | 6592.85 | 1308.19 | 400 | 5800 | 6600 | 7550 | 8830 | ▁▁▂▇▆ |
| injury_height_metres | 75510 | 0.01 | 7049.91 | 1214.24 | 400 | 6200 | 7100 | 8000 | 8880 | ▁▁▂▇▇ |
str(members)## spc_tbl_ [76,519 × 21] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ expedition_id : chr [1:76519] "AMAD78301" "AMAD78301" "AMAD78301" "AMAD78301" ...
## $ member_id : chr [1:76519] "AMAD78301-01" "AMAD78301-02" "AMAD78301-03" "AMAD78301-04" ...
## $ peak_id : chr [1:76519] "AMAD" "AMAD" "AMAD" "AMAD" ...
## $ peak_name : chr [1:76519] "Ama Dablam" "Ama Dablam" "Ama Dablam" "Ama Dablam" ...
## $ year : num [1:76519] 1978 1978 1978 1978 1978 ...
## $ season : chr [1:76519] "Autumn" "Autumn" "Autumn" "Autumn" ...
## $ sex : chr [1:76519] "M" "M" "M" "M" ...
## $ age : num [1:76519] 40 41 27 40 34 25 41 29 35 37 ...
## $ citizenship : chr [1:76519] "France" "France" "France" "France" ...
## $ expedition_role : chr [1:76519] "Leader" "Deputy Leader" "Climber" "Exp Doctor" ...
## $ hired : logi [1:76519] FALSE FALSE FALSE FALSE FALSE FALSE ...
## $ highpoint_metres : num [1:76519] NA 6000 NA 6000 NA ...
## $ success : logi [1:76519] FALSE FALSE FALSE FALSE FALSE FALSE ...
## $ solo : logi [1:76519] FALSE FALSE FALSE FALSE FALSE FALSE ...
## $ oxygen_used : logi [1:76519] FALSE FALSE FALSE FALSE FALSE FALSE ...
## $ died : logi [1:76519] FALSE FALSE FALSE FALSE FALSE FALSE ...
## $ death_cause : chr [1:76519] NA NA NA NA ...
## $ death_height_metres : num [1:76519] NA NA NA NA NA NA NA NA NA NA ...
## $ injured : logi [1:76519] FALSE FALSE FALSE FALSE FALSE FALSE ...
## $ injury_type : chr [1:76519] NA NA NA NA ...
## $ injury_height_metres: num [1:76519] NA NA NA NA NA NA NA NA NA NA ...
## - attr(*, "spec")=
## .. cols(
## .. expedition_id = col_character(),
## .. member_id = col_character(),
## .. peak_id = col_character(),
## .. peak_name = col_character(),
## .. year = col_double(),
## .. season = col_character(),
## .. sex = col_character(),
## .. age = col_double(),
## .. citizenship = col_character(),
## .. expedition_role = col_character(),
## .. hired = col_logical(),
## .. highpoint_metres = col_double(),
## .. success = col_logical(),
## .. solo = col_logical(),
## .. oxygen_used = col_logical(),
## .. died = col_logical(),
## .. death_cause = col_character(),
## .. death_height_metres = col_double(),
## .. injured = col_logical(),
## .. injury_type = col_character(),
## .. injury_height_metres = col_double()
## .. )
## - attr(*, "problems")=<externalptr>variances <- apply(members, 2, var, na.rm = TRUE)## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercion
## Warning in FUN(newX[, i], ...): NAs introduced by coercionzero_variance_columns <- names(variances[variances == 0])
print(zero_variance_columns)## [1] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NAClean Data
factors_vec <- c("death_cause", "injury_type", "highpoint_metres", "death_height_metres")
members_clean <- members %>%
select(-death_cause, -injury_type, -highpoint_metres, -death_height_metres, -injury_height_metres) %>%
drop_na()# Adressing Missing Values
members_clean <- members_clean %>%
mutate(across(where(is.character), factor)) %>%
mutate(across(where(is.logical), factor)) %>%
mutate(member_id = as.character(member_id))
skimr::skim(members_clean)| Name | members_clean |
| Number of rows | 72985 |
| Number of columns | 16 |
| _______________________ | |
| Column type frequency: | |
| character | 1 |
| factor | 13 |
| numeric | 2 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| member_id | 0 | 1 | 12 | 12 | 0 | 72984 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| expedition_id | 0 | 1 | FALSE | 10279 | EVE: 92, HIM: 90, EVE: 79, EVE: 76 |
| peak_id | 0 | 1 | FALSE | 390 | EVE: 20994, CHO: 8608, AMA: 8235, MAN: 4510 |
| peak_name | 0 | 1 | FALSE | 390 | Eve: 20994, Cho: 8608, Ama: 8235, Man: 4510 |
| season | 0 | 1 | FALSE | 4 | Spr: 36151, Aut: 34186, Win: 2011, Sum: 637 |
| sex | 0 | 1 | FALSE | 2 | M: 66151, F: 6834 |
| citizenship | 0 | 1 | FALSE | 207 | Nep: 14367, USA: 6318, Jap: 6188, UK: 5071 |
| expedition_role | 0 | 1 | FALSE | 483 | Cli: 43315, H-A: 13033, Lea: 9885, Exp: 1411 |
| hired | 0 | 1 | FALSE | 2 | FAL: 59007, TRU: 13978 |
| success | 0 | 1 | FALSE | 2 | FAL: 44914, TRU: 28071 |
| solo | 0 | 1 | FALSE | 2 | FAL: 72869, TRU: 116 |
| oxygen_used | 0 | 1 | FALSE | 2 | FAL: 55216, TRU: 17769 |
| died | 0 | 1 | FALSE | 2 | FAL: 72056, TRU: 929 |
| injured | 0 | 1 | FALSE | 2 | FAL: 71334, TRU: 1651 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| year | 0 | 1 | 2001.00 | 14.12 | 1905 | 1992 | 2004 | 2012 | 2019 | ▁▁▁▃▇ |
| age | 0 | 1 | 37.34 | 10.40 | 7 | 29 | 36 | 44 | 85 | ▁▇▅▁▁ |
Continue Exploring Data
members_clean %>%
ggplot(aes(x = age, fill = as.factor(died))) +
geom_histogram(binwidth = 5, alpha = 0.7, position = "dodge") +
facet_wrap(~ as.factor(died), scales = "free_y") +
labs(
title = "Age Distribution by Survival Status",
x = "Age",
y = "count",
fill = "Died"
) +
theme_minimal()
Prepare Data
data_binarized_tbl <- members_clean %>%
select(-peak_id, -expedition_id) %>%
distinct(member_id, .keep_all = TRUE) %>%
mutate(died = case_when(died == "TRUE" ~ "died", died == "FALSE" ~ "no")) %>%
binarize()
data_binarized_tbl %>% glimpse()## Rows: 72,984
## Columns: 69
## $ `member_id__ACHN15301-01` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `member_id__-OTHER` <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ peak_name__Ama_Dablam <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ peak_name__Annapurna_I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Annapurna_IV <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Baruntse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Cho_Oyu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Dhaulagiri_I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Everest <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Himlung_Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Kangchenjunga <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Lhotse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Makalu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Manaslu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ peak_name__Pumori <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `peak_name__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `year__-Inf_1992` <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ year__1992_2004 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ year__2004_2012 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ year__2012_Inf <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ season__Autumn <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, …
## $ season__Spring <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, …
## $ season__Winter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `season__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ sex__F <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ sex__M <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ `age__-Inf_29` <dbl> 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, …
## $ age__29_36 <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, …
## $ age__36_44 <dbl> 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, …
## $ age__44_Inf <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Austria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__China <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__France <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, …
## $ citizenship__Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__India <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Italy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Japan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Nepal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Netherlands <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__New_Zealand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Poland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Russia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__S_Korea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Spain <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ citizenship__USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, …
## $ citizenship__W_Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, …
## $ `citizenship__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ expedition_role__Climber <dbl> 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, …
## $ expedition_role__Deputy_Leader <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ expedition_role__Exp_Doctor <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `expedition_role__H-A_Worker` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ expedition_role__Leader <dbl> 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `expedition_role__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, …
## $ hired__FALSE <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ hired__TRUE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ success__FALSE <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, …
## $ success__TRUE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, …
## $ solo__FALSE <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ `solo__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ oxygen_used__FALSE <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ oxygen_used__TRUE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ died__died <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ died__no <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ injured__FALSE <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ injured__TRUE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …Correlate
data_corr_tbl <- data_binarized_tbl %>%
correlate( died__died )## Warning: correlate(): [Data Imbalance Detected] Consider sampling to balance the classes more than 5%
## Column with imbalance: died__dieddata_corr_tbl## # A tibble: 69 × 3
## feature bin correlation
## <fct> <chr> <dbl>
## 1 died died 1
## 2 died no -1
## 3 year -Inf_1992 0.0519
## 4 peak_name Annapurna_I 0.0336
## 5 success FALSE 0.0332
## 6 success TRUE -0.0332
## 7 peak_name Dhaulagiri_I 0.0290
## 8 peak_name Ama_Dablam -0.0281
## 9 peak_name Cho_Oyu -0.0241
## 10 year 2004_2012 -0.0211
## # ℹ 59 more rowsPlot
data_corr_tbl %>%
plot_correlation_funnel()## Warning: ggrepel: 41 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
Split Data
library(tidymodels)## Warning: package 'tidymodels' was built under R version 4.4.1## ── Attaching packages ────────────────────────────────────── tidymodels 1.2.0 ──## ✔ broom 1.0.6 ✔ rsample 1.2.1
## ✔ dials 1.3.0 ✔ tune 1.2.1
## ✔ infer 1.0.7 ✔ workflows 1.1.4
## ✔ modeldata 1.4.0 ✔ workflowsets 1.1.0
## ✔ parsnip 1.2.1 ✔ yardstick 1.3.1## Warning: package 'dials' was built under R version 4.4.1## Warning: package 'infer' was built under R version 4.4.1## Warning: package 'modeldata' was built under R version 4.4.1## Warning: package 'parsnip' was built under R version 4.4.2## Warning: package 'tune' was built under R version 4.4.1## Warning: package 'workflows' was built under R version 4.4.2## Warning: package 'workflowsets' was built under R version 4.4.1## Warning: package 'yardstick' was built under R version 4.4.2## ── Conflicts ───────────────────────────────────────── tidymodels_conflicts() ──
## ✖ scales::discard() masks purrr::discard()
## ✖ dplyr::filter() masks stats::filter()
## ✖ recipes::fixed() masks stringr::fixed()
## ✖ dplyr::lag() masks stats::lag()
## ✖ xgboost::slice() masks dplyr::slice()
## ✖ yardstick::spec() masks readr::spec()
## ✖ recipes::step() masks stats::step()
## • Use tidymodels_prefer() to resolve common conflicts.set.seed(1234)
members_clean <- members_clean %>% sample_n(100)
data_split <- initial_split(members_clean, strata = died)
data_train <- training(data_split)
data_test <- testing(data_split)
data_cv <- rsample::vfold_cv(data_train, strata = died)
data_cv## # 10-fold cross-validation using stratification
## # A tibble: 10 × 2
## splits id
## <list> <chr>
## 1 <split [67/8]> Fold01
## 2 <split [67/8]> Fold02
## 3 <split [67/8]> Fold03
## 4 <split [67/8]> Fold04
## 5 <split [67/8]> Fold05
## 6 <split [68/7]> Fold06
## 7 <split [68/7]> Fold07
## 8 <split [68/7]> Fold08
## 9 <split [68/7]> Fold09
## 10 <split [68/7]> Fold10data_train %>% count(died)## # A tibble: 2 × 2
## died n
## <fct> <int>
## 1 FALSE 74
## 2 TRUE 1Preprocess Data
library(themis)## Warning: package 'themis' was built under R version 4.4.1xgboost_rec <- recipes::recipe(died~ ., data = data_train) %>%
update_role(expedition_id, new_role = "ID") %>%
step_dummy(all_nominal_predictors())
xgboost_rec %>% prep() %>% juice() %>% glimpse()## New names:
## • `expedition_role_Climber.Guide` -> `expedition_role_Climber.Guide...1209`
## • `expedition_role_Climber.Sirdar` -> `expedition_role_Climber.Sirdar...1210`
## • `expedition_role_Climber.Guide` -> `expedition_role_Climber.Guide...1225`
## • `expedition_role_Climber.Sirdar` -> `expedition_role_Climber.Sirdar...1234`
## • `expedition_role_Leader.Scientist` ->
## `expedition_role_Leader.Scientist...1435`
## • `expedition_role_Leader.Scientist` ->
## `expedition_role_Leader.Scientist...1450`## Rows: 75
## Columns: 1,553
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## $ peak_id_KAN2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KANB <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KANC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KAND <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KANG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KANS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KANT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KAPT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KARS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KARY <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KCHN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KCHS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KGRI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KGUR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KHAM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KHAT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KHUM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KIMS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KIRA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KJER <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KJRN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KJRS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KNAG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KOJI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KORL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KOTA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KTEG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KTOK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KTSU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KTUN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KUML <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KUSU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KWAN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KYAS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KYAZ <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_KYR1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LAMJ <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LAMP <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LANG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LANR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LANY <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LARK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LAS2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LASH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LCHA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LCHN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LDAK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LDNG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LEOE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LEON <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LHAS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LHAY <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LHOM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LHOT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LIK1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LIK2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LING <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LMOC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LNAK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LNJU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LNKE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LNPO <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LOBE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LOBW <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LSHR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LSIS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LUGU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LUN2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LUNR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_LUNW <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MACH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MAK2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MAKA <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0…
## $ peak_id_MALA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MANA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MANN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MANP <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MARD <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MATA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MERA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MERR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MING <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MNSL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MOJC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MPNW <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MUKT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MUPK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MUST <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_MYAG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NAG1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NAG2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NALA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NALS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NAMP <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NAN2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NANG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NAUL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NCHU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NEMJ <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NEPA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NGO2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NGO3 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NGOJ <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NGOR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NILC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NILN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NILS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NORB <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NPHU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NREK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NUMB <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NUMR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NUPE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NUPK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NUPL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NUPT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_NUPW <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_OHMI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_OMBG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_OMBK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_OMIT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PALD <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PAN1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PANB <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PAND <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PANG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PANN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PANT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PARC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PASA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PATR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PAWR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PBUK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PEMK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PERI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PETH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PHAR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PHNH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PHUG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PHUK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PHUR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PIMU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PISA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PK04 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PK29 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PK41 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PKAR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PLNG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_POIN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_POKA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_POKR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_POTA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PTHE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PUCH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PUMO <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PURB <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PURK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PUTH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_PYRM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RAKS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RAMC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RAMD <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RAMT <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RANI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RATC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RATH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RAUN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_RIPI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_ROCN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_ROKA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_ROLK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_ROLM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_ROMA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SAIE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SAIP <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SALW <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SAMD <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SANK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SARI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SHA2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SHAL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SHAR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SHEY <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SHNW <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SIMN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SING <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SISN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SITA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SNOW <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SPH1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SPH2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SPH4 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SPHN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SRKU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SWAK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SWEL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_SYKG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TAKN <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TAKP <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TANK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TAPL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TARS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TASH <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TAWA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TAWO <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TENE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TENG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TENR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_THAM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_THAR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_THOR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_THRK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_THUL <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TILI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TILJ <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TILK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TKPO <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TKRE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TKRG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TLNG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TOBS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TONG <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TRIA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TRIP <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TSAR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TSIS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TSOK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TSUR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TUKU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_TUTS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_URKM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_URMA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_YAKA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_YALU <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_YANK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_YANS <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_YARA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_id_YAUP <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ama.Dablam <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0, 0…
## $ peak_name_Amotsang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Amphu.Gyabjen <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Amphu.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Amphu.Middle <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Anidesh.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Annapurna.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Annapurna.I.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Annapurna.I.Middle <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Annapurna.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Annapurna.III <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Annapurna.IV <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Annapurna.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Api.Main <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Arniko.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bamongo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Baruntse <dbl> 1, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Baudha <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Beding.Go <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bhairab.Takura <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bhemdang.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bhrikuti <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bhrikuti.Shail <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bhulu.Lhasa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bijora.Hiunchuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Bobaye <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Boktoh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Burke.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chago <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chako <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chamar.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chamar.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chamlang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chandi.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Changla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Changtse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Changwathang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chaw.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chekigo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Cheo.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chhiv.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chhochenphu.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chhopa.Bamare <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chhuboche <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chhukung.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chhukung.Tse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Cho.Oyu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1…
## $ peak_name_Cho.Polu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chobuje <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Cholatse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chukyima.Go <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chulu.Central <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chulu.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Chumbu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Churen.Himal.Central <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Churen.Himal.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Churen.Himal.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Danga <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Danphe.Shail <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhampus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhaulagiri.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhaulagiri.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhaulagiri.III <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhaulagiri.IV <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhaulagiri.V <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhaulagiri.VI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dhechyan.Khang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dingjung.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dingjung.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dolma.Khang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dome.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Domo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dorje.Lhakpa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dragmorpa.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Drangnag.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Drohmo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dudh.Kundali <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dzanye <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dzanye.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Dzasampatse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Everest <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 0, 0…
## $ peak_name_Fang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Firnkopf <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Firnkopf.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Futi.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gama.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ganchenpo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gandharva.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ganesh.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ganesh.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ganesh.III <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ganesh.IV <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ganesh.V <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ganesh.VI <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gangapurna <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gangapurna.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gaugiri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gaurishankar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gaurishankar.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gave.Ding <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ghenge.Liru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ghhanyala.Hies <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ghustang.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ghustang.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ghyun.Himal.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ghyuthumba.Main <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gimmigela.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gimmigela.Chuli.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Glacier.Dome <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gojung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gorakh.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gorakh.Khang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gurja.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gurkarpo.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gyachung.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gyajikang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Gyalzen.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Himalchuli.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Himalchuli.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Himalchuli.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Himjung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Himlung.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Himlung.Himal <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 1, 0…
## $ peak_name_Hiunchuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Hongde <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Hongku <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Hongku.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Hungchhi <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Hunku <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Imjatse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jabou.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jagdula <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Janak.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jannu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jannu.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jasemba.Goth <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jethi.Bahurani <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jinjang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jobo.Rinjang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jomsom.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Jongsang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Junction.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kabru.Dome <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kabru.Main <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kabru.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kabru.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kagmara.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kali.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kande.Hiunchuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kande.Hiunchuli.North..I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kande.Hiunchuli.North..II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kang.Guru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kang.Kuru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kang.Nagchugo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangbachen <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangchenjunga <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangchenjunga.Central <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangchenjunga.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangchung.Nup <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangchung.Shar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangtega <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangtokal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kangtsune <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kanjeralwa <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kanjiroba.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kanjiroba.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kanta.Gaton <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kanti.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kaptang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Karsang.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Karyolung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Khamjung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Khangri.Shar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Khatang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Khatung.Khang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Khumbutse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kimshung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kirat.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kojichuwa.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Korlang.Pari.Tippa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kotang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kumlung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kusum.Kanguru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kwangde <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kyashar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kyazo.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Kyungka.Ri.1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lachama.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lachama.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lamjung.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lampo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langdak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langdung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langju <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langmoche.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langpo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langshisa.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langtang.Lirung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langtang.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Langtang.Yubra <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Larkya.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lashar.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lashar.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Leonpo.Gang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Leonpo.Gang.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lha.Shamma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lhayul.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lhonak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lhotse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lhotse.Middle <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lhotse.Shar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lingtren <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Linkhu.Chuli.Nup <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Linkhu.Chuli.Shar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lobuje.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lobuje.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lugula <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lunag.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lunag.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lunag.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Lunchhung.Kamo.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Machhapuchhare <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Makalu <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0…
## $ peak_name_Makalu.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Malanphulan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Manapathi <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Manapathi.NW <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Manaslu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Manaslu.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mansail <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mardi.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Matathumba <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mera.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Merra <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mingbo.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mojca <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mukut.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mustang.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Mustang.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Myagdi.Matha <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nagoru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nalakankar.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nalakankar.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nampa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nangamari.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nangamari.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nangpai.Gosum.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nangpai.Gosum.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Narphu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Naulekh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nemjung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nepal.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ngojumba.Kang.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ngojumba.Kang.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ngojumba.Kang.III <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nilgiri.Central <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nilgiri.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nilgiri.South <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nirekha <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Norbu.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Numbur <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Numri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nup.La.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nupche.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nupchu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nuptse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nuptse.East.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Nuptse.West.II <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ohmi.Kangri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ombak.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ombigaichen <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Omitso.Go <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pabuk.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Paldor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Palung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Panalotapa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Panbari <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pandra <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pangbuk.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pangbuk.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pankar.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Panpoche.1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Parchamo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pasang.Lhamu.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Patrasi.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pawar.Central <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Peak.29 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Peak.4 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Peak.41 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pemthang.Karpo.Ri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Peri <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pethangtse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pethangtse.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pharilapcha <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Phu.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Phu.Kang.Go <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Phungi.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Phurbi.Chhyachu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pimu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pisang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pointed.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pokalde <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pokharkang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pota.Himal.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pumori <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Punchen.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Purbung.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Purkhung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Putha.Hiunchuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Pyramid.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Raksha.Urai <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ramdung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ramtang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ramtang.Chang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Rani.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Rathong <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ratna.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Raungsiyar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Ripimo.Shar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Roc.Noir <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Rokapi <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Rolmi <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Rolwaling.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Roma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Saipal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Saipal.East.Humla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Saldim.West <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Samdo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Sano.Kailash <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Saribung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Serku.Dolma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Shalbachum <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Sharphu.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Sharphu.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Sharphu.IV <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Shartse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Shartse.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Shershon.Northwest <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Shey.Shikhar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Simnang.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Singu.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Sisne.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Sita.Chuchura <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Snow.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Sphinx <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Swaksa.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Swelokhan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Syaokang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Takargo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Takargo.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Takphu.Himal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Takphu.North <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Talung <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tankya.I <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Taple.Shikhar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tarke.Kang.Shar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tashi.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tawa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tawoche <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tengi.Ragi.Tau <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tengi.Ragi.Tau.East <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tengkangpoche <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tengkoma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Thamserku <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tharke.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tharpu.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Thorong.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Thulagi <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Til.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tilicho <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tilje <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tobsar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tongu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Triangle.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tripura.Hiunchuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tsartse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tsaurabong.Peak <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tsisima <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tso.Karpo.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tukuche <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Tutse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Urkema <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Urkinmang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Yakawa.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Yala.Chuli <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Yalung.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Yanme.Kang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Yansa.Tsenji <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ peak_name_Yaupa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ season_Spring <dbl> 0, 0, 0, 0, 1, 0, 1, 1, 0, 0…
## $ season_Summer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ season_Winter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ sex_M <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ citizenship_Algeria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Andorra <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Argentina <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Argentina.Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Armenia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Australia.Greece <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Australia.Ireland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Australia.New.Zealand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Australia.Sweden <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Australia.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Australia.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Austria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Austria.Brazil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Azerbaijan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Azerbaijan.Russia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Bahrain <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Bangladesh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Belarus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Belgium <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Bhutan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Bolivia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Bosnia.Herzegovina <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Bosnia.Herzegovina.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Botswana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Brazil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Bulgaria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Canada.Ireland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Canada.Macedonia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Canada.Russia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Canada.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Canada.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Chile <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Chile.Sweden <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_China <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_China.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Colombia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Colombia.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Costa.Rica <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Croatia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Cyprus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Czech.Republic <dbl> 1, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Czechoslovakia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Denmark <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Denmark.Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Dominican.Republic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Ecuador <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Ecuador.Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Egypt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Egypt.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Estonia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Finland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_France <dbl> 0, 1, 1, 1, 0, 0, 0, 0, 0, 0…
## $ citizenship_France.Algeria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_France.Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_France.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Georgia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1…
## $ citizenship_Germany.Iran <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Germany.S.Africa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Germany.Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Germany.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Greece <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Guatemala <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Hong.Kong <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Hungary <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Hungary.Romania <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Iceland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_India <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_India.Nepal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Indonesia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Iran <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Ireland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Ireland.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Israel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Italy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Italy.Slovenia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Japan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Jordan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Kazakhstan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Kenya <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Kosovo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Kuwait <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Kyrgyz.Republic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Kyrgyzstan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Latvia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Lebanon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Liechtenstein <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Lithuania <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Lithuania.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Luxembourg <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Macedonia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Macedonia.Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Malaysia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Malta <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Mauritius <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Mexico <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Moldova <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Mongolia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Montenegro <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Morocco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Myanmar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_N.Korea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Nepal <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0…
## $ citizenship_Nepal.Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Nepal.Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Nepal.India <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Netherlands <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Netherlands.Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_New.Zealand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_New.Zealand.Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_New.Zealand.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Norway <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Oman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Pakistan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Palestine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Panama <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Paraguay.Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Peru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Philippines <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Poland <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0…
## $ citizenship_Poland.Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Poland.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Portugal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Qatar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Romania <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Romania.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Russia <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0, 0…
## $ citizenship_Russia.Kazakhstan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_S.Africa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_S.Africa.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_S.Africa.Zambia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_S.Korea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_San.Marino <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Saudi.Arabia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Saudi.Arabia.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Serbia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Singapore <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Singapore.Malaysia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Slovakia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Slovakia.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Slovenia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Spain <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Spain.Brazil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Spain.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Sri.Lanka <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Sweden <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Switzerland.France <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Switzerland.Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Switzerland.Greece <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Switzerland.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Switzerland.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Syria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Taiwan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Tanzania <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Thailand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Tunisia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Turkey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Turkey.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Turkmenistan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UAE <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Argentina <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Bangladesh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Egypt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Hong.Kong <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Iceland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.India <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Italy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Kenya <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Lebanon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Nepal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.New.Zealand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.Russia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.S.Africa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_UK.USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Ukraine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Uruguay <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Austria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Brazil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.China <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Dominican.Republic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Ethiopia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Iran <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Ireland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Israel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Jamaica <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Poland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Romania <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Russia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USA.UK <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_USSR <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Uzbekistan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Venezuela <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Venezuela.Spain <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Vietnam <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_W.Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_W.Germany.Iran <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ citizenship_Yugoslavia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_X2nd.Deputy.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_X2nd.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_X2nd.Sirdar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_ABC.Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_ABC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_ABC.Manager..Tawoche. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_ABC.Mgr..Tawoche. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_ABC.Staff <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_ABC.support <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Acting.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Admin.support <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Advance.BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Advance.Team.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Advisor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Advisor.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Airdrop.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Army.Leader..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assistant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assistant.BC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assistant.Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assistant.Coach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assistant.Guide <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assistant.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assistant.Sirdar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assoc.Member..N. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Assoc.Member..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Asst.BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Base.Camp.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Worker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Administration <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Administrator <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Assistant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Chef <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Communications.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Food.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Kitchen.Staff <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Manager...Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Manager..C1.only. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Manager..until.C1. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Manager.Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Manager.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Manager. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Medical.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Member <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Mgr.Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Mgr.Coach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Nurse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.only <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Photographer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Radio.Operator <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Sirdar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Staff <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Staff..KBS.News. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Support <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Support.Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Technician <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.Telecommunications <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_BC.ABC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Broadcast.Crew <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Business.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_C1.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_C2.Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Cash.Director <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Charge.of.publicity <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Chief.Coach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Chief.Instructor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Chief.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Cilmber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Cinematographer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climb.Ldr..torchbearer.2. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climb.Ldr..torchbearer.3. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbe <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber <dbl> 0, 0, 1, 1, 0, 0, 0, 0, 0, 1…
## $ expedition_role_Climber...transport <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Ama.Dablam. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Autonomous. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..BC.ABC.staff. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Bobaye. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..C2.only. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..C3.only. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..CCTV. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Cholatse. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..CSS. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Film.Team. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Group.A. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Group.B. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Grp.1. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Grp.2. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Guest. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..I.or.II. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..I. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..II. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Jannu. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Kanch.Central. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Kanch.S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Kirat.Chuli. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Lhotse.Shar. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Lhotse. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..MM. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..N.Col. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..N.Face. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..N. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Nampa. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..NE.Ridge. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Pvt. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Pyramid. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..rope.team. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..S.Face. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..security. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..support. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..SW.Face. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Tawoche. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..torch. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..torchbear.4. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..torchbearer.1. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..torchbearer.5. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..torchlighter. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Trainee. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..trekking.agency. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..unofficial. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..W.Peak. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..W.Ridge. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..with.Arnot. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber..Xixa.also. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Guide...1209 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Sirdar...1210 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Advisor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Asst.BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.BC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Cleaner <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Coach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Cyclist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Equipment.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Exp.Secretary <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Exp..Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Film.Crew <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Food.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Guide...1225 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.H.A.Worker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Journalist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Kayaker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Photographer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Reporter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Research <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Scientist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Sirdar...1234 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.skier <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Skier <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Transport <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climber.Trek.Guide <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Advisor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Assistant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Guide <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Guide..Grp.1. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Guide..Pvt._ <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Ldr..N.Face. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Ldr..N. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Ldr..NE.Ridge. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Ldr..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Ldr.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Leader..Lhotse. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Leader..Tawoche. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Leader..W.Peak. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Scientist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.sirdar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Climbing.Sirdar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Co.Deputy.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Co.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Co.Leader..Group.A. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Co.Leader..Group.B. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Co.Pilot <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Commandant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Commander.in.Chief <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Commander.General <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Communications <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Communications.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Communications.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Communications.staff <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Convenor.Organizer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Cook.at.C2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Climbing.Ldr..N. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Climbing.Ldr..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Climbing.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Ldr.Scientist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Ldr.Climb.Ldr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Ldr.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Ldr.Organizer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Leader...BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Leader..admin. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Leader..Film.Team. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Dep.Leader.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Climbing.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Gen.Ldr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Ldr..N.Face. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Ldr..NE.Ridge. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Ldr.BC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Ldr.Climbing.Ldr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Ldr.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Ldr.Exp.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader..Ama.Dab. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader..French. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader..Xixa. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader.I.QM <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader.II <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader.III <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader.BC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader.Guide <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Deputy.Leader. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Driver <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Ecological.Survey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Equipment <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Equipment.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Everest.Lhotse.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Everest.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Advisor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Artist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Captain <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Captain..Ama.Dablam. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Commandant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Commander <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Dentist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Docter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor...Logistics <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..ABC. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..C1.only. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..C2.only. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..Ev...Lhotse. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..N.side. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..W.Ridge. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor.1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor.2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor..BC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor.BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor.Kayaker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor.Medical.Res. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Doctor.Researcher <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Guide <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Interpreter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Nurse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Organiser <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Organizer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Organizer..BC. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Pharmacist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Photographer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.President <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Reporter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Satellite.Engineer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Secretary <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.Trainer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Exp.TV.Director <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Face.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Crew <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Crew..TET. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Support <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.support.crew <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Team..NE.Ridge. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Team.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Team.Liaison <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Film.Team.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Food <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Food...Transportation <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Food.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Food.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Foods <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_General.Advisor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_General.Commander <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_General.Director <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_General.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_General.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Assistant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Assistant..Guide <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Assistant..Guide. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Rope.Fixer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Worder <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Worker <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0…
## $ expedition_role_H.A.Worker..C4.Mgr. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Worker..Cook. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Worker.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Worker.Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.A.Worker.Kitchen.Boy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_H.W.Worker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_HA.Cook <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_HA.Worker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Hang.glider.Pilot <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Head.of.Organization <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Helicopter.Tech <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_High.Altitude.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Historian <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Honorary.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Icefall.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Interpreter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Intrepreter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Joint.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Journalist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Journalist.at.BC <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Journalist.Photographer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Kayaker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Kitchen.Boy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Kitchen.Staff <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Ladder.Removal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader <dbl> 1, 0, 0, 0, 0, 1, 0, 0, 0, 0…
## $ expedition_role_Leader...Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..2nd.smt.group. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Admin. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..American. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..BC.only. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Czech. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..French. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Group.1. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Group.2. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Honorable. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..I. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..II. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Ktm.only. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Lhotse.S.Face. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Lhotse.W.Face. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..nomimal. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Nominal. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..North.side. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..South.side. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Swiss. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Tawoche. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Tibetan.Staff. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..until.BC. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..until.C1. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Xixa.also. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.of.Hankuk.Grp <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.of.Jap..Mbrs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.of.KPNU.Grp <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Scientist...1435 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Organizer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader..Speed.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Adv.BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.BC.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.BC.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Exp.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Exp.Mgr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Film.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Instructor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Journalist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Organizer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Scientist...1450 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader.Transport <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leader. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Leaer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Lhotse.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Liaison.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Logistics.Supervisor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Media.Coordinator <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Media.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Medical.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Medical.Research <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Medical.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Member <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Member..ABC.N.Col. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Member.Instructor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Meteorologist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Mgr...Climbing.Ldr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Movie.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Naike <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Non.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Non.member <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Nuptse.Group.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Organiser <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Organizer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Organizer...Med.Off <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Original.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Photo.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Photographer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Physiologist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Pilot <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Piotr.Czeslaw <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Police.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Porter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_PR...media.manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_President <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Press.Correspondent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Press.Director <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Producer..Director <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Programme.Director <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Radio.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Radio.Operator <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Radio.Operator..BC. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Radio.Technician <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Reporter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Reporter.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Research <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Research.Doctor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Researcher <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Rope.fixing <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Rope.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Rope.Team.H.A.Assistant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Sandrine.Marie.Rose <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Scientific.Coordinator <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Scientific.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Scientist <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Secretary <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Secretary.interpreter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Signal.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Sirdar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Sirdar.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Sirdar.Climbing.Ldr <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Sirder <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Ski.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Ski.Team.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Skiing.Demonstrator <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Staff <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Staff.Photographer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Staff.Writer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Student.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support.Climber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support.Crew <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support.member <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support.Member <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support.Member..N.side. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support.Member..S.side. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Support.Member..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Survey.Party.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Surveyor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Tactician <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Team.Historian <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Team.Leader..N. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Team.Leader..S. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Team.Mgr..Trainer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Technical.Advisor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Technical.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Temporary.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Trainer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Transport <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Transport.Manager <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Transport.Officer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Transport.Offier <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Transportation <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Treasurer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Treasurer.Transport <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Trekker <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Trekking.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_TV...Radio.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_TV.Cameraman <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_TV.Crew <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_TV.Director <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_TV.Film.Team <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_TV.Producer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_TV.Reporter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Vice.Leader <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Video.Editor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Winch.Operator.at.C1 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Wireless.Operater <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_Wireless.Operator <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ expedition_role_xClimber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ hired_TRUE. <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0…
## $ success_TRUE. <dbl> 0, 0, 1, 1, 1, 0, 1, 1, 1, 0…
## $ solo_TRUE. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ oxygen_used_TRUE. <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 0, 0…
## $ injured_TRUE. <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0, 0…Specify Model
xgboost_spec <-
boost_tree(trees = tune()) %>%
set_mode("classification") %>%
set_engine("xgboost")
xgboost_workflow <-
workflow() %>%
add_recipe(xgboost_rec) %>%
add_model(xgboost_spec)library(usemodels)## Warning: package 'usemodels' was built under R version 4.4.1usemodels::use_xgboost(formula = died~., data = data_train)## xgboost_recipe <-
## recipe(formula = died ~ ., data = data_train) %>%
## step_zv(all_predictors())
##
## xgboost_spec <-
## boost_tree(trees = tune(), min_n = tune(), tree_depth = tune(), learn_rate = tune(),
## loss_reduction = tune(), sample_size = tune()) %>%
## set_mode("classification") %>%
## set_engine("xgboost")
##
## xgboost_workflow <-
## workflow() %>%
## add_recipe(xgboost_recipe) %>%
## add_model(xgboost_spec)
##
## set.seed(83950)
## xgboost_tune <-
## tune_grid(xgboost_workflow, resamples = stop("add your rsample object"), grid = stop("add number of candidate points"))xgboost_recipe <-
recipe(formula = died ~ ., data = data_train) %>%
step_other(expedition_id, threshold = 0.05) %>%
step_dummy(all_nominal_predictors(), one_hot = TRUE) %>%
step_YeoJohnson(all_numeric_predictors())
xgboost_spec <-
boost_tree(trees = tune(), min_n = tune(), tree_depth = tune(), learn_rate = tune(),
loss_reduction = tune(), sample_size = tune()) %>%
set_mode("classification") %>%
set_engine("xgboost")
xgboost_workflow <-
workflow() %>%
add_recipe(xgboost_recipe) %>%
add_model(xgboost_spec)
set.seed(83950)
xgboost_tune <-
tune_grid(xgboost_workflow, resamples = data_cv, grid = 5)## New names:
## New names:
## → A | warning: ! There are new levels in a factor: `MANA09102-03`,
## `EVER10154-08`, `ANN390301-04`, `AMAD16312-14`, `YALU84302-03`, `EVER15126-22`,
## `MAKA17108-03`, and `EVER98109-07`.
## There were issues with some computations A: x1
## New names:
## There were issues with some computations A: x2
## New names:
## There were issues with some computations A: x3
## New names:
## There were issues with some computations A: x4
## New names:
## There were issues with some computations A: x5
##
## → B | warning: No control observations were detected in `truth` with control
## level 'TRUE'.
## There were issues with some computations A: x5
## There were issues with some computations A: x5 B: x1
## New names:
## New names:
##
## → C | warning: ! There are new levels in a factor: `DHA105106-01`,
## `BURK17301-06`, `AMAD07337-04`, `DHA198303-04`, `PUMO96101-05`, `DHA179101-04`,
## `CHOY01105-07`, and `DHA117304-03`.
## There were issues with some computations A: x5 B: x1
## There were issues with some computations A: x5 B: x1 C: x1
## New names:
## There were issues with some computations A: x5 B: x1 C: x2
## New names:
## There were issues with some computations A: x5 B: x1 C: x3
## New names:
## There were issues with some computations A: x5 B: x1 C: x4
## New names:
## There were issues with some computations A: x5 B: x1 C: x5
## New names:
## New names:
##
## → D | warning: ! There are new levels in a factor: `KJER89301-02`,
## `EVER11138-02`, `TARS81301-08`, `AMAD18341-12`, `PUTH84101-07`, `CHOY93305-03`,
## `ANN112104-02`, and `CHOY09358-12`.
## There were issues with some computations A: x5 B: x1 C: x5
## There were issues with some computations A: x5 B: x2 C: x5 D: x1
## New names:
## There were issues with some computations A: x5 B: x2 C: x5 D: x2
## New names:
## There were issues with some computations A: x5 B: x2 C: x5 D: x3
## New names:
## There were issues with some computations A: x5 B: x2 C: x5 D: x4
## New names:
## There were issues with some computations A: x5 B: x2 C: x5 D: x5
## New names:
## New names:
##
## → E | warning: ! There are new levels in a factor: `HIML14304-04`,
## `MAKA81301-01`, `DHA179101-02`, `EVER03114-03`, `CHOY10341-05`, `GAUR71301-03`,
## `CHOY13104-01`, and `CHOY03301-05`.
## There were issues with some computations A: x5 B: x2 C: x5 D: x5
## There were issues with some computations A: x5 B: x3 C: x5 D: x5 E: x1
## New names:
## There were issues with some computations A: x5 B: x3 C: x5 D: x5 E: x2
## New names:
## There were issues with some computations A: x5 B: x3 C: x5 D: x5 E: x3
## New names:
## There were issues with some computations A: x5 B: x3 C: x5 D: x5 E: x4
## New names:
## There were issues with some computations A: x5 B: x3 C: x5 D: x5 E: x5
## New names:
## New names:
##
## → F | warning: ! There are new levels in a factor: `BARU07307-01`,
## `EVER06123-03`, `MANA10306-03`, `LHOT86102-02`, `MANA11108-07`, `MANA91304-04`,
## `MANA10319-12`, and `PUMO00104-05`.
## There were issues with some computations A: x5 B: x3 C: x5 D: x5 E: x5
## There were issues with some computations A: x5 B: x4 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x4 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x4 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x4 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x4 C: x5 D: x5 E: x…
## New names:
## New names:
##
## → G | warning: ! There are new levels in a factor: `NUPW84301-07`,
## `YALU88301-03`, `EVER06116-10`, `AMAD06330-08`, `NEMJ88401-08`, `MANA16316-02`,
## and `EVER13185-06`.
## There were issues with some computations A: x5 B: x4 C: x5 D: x5 E: x…
## There were issues with some computations A: x5 B: x5 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x5 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x5 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x5 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x5 C: x5 D: x5 E: x…
## New names:
## New names:
##
## → H | warning: ! There are new levels in a factor: `GANG90301-03`,
## `BARU02306-02`, `CHOY07349-06`, `HIME74301-07`, `MANA90302-03`, `DHA196306-01`,
## and `NALA00201-02`.
## There were issues with some computations A: x5 B: x5 C: x5 D: x5 E: x…
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## New names:
##
## → I | warning: ! There are new levels in a factor: `HIML03303-09`,
## `DHA114110-03`, `HIML16311-05`, `AMAD18368-03`, `TUKU05303-04`, `MANA08330-03`,
## and `SARI09201-08`.
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x6 C: x5 D: x5 E: x…
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## New names:
## New names:
##
## → J | warning: ! There are new levels in a factor: `AMAD04110-02`,
## `AMAD14343-02`, `BHRI82301-16`, `EVER05103-02`, `BARU01308-05`, `EVER96122-14`,
## and `PUTH79301-20`.
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## New names:
## New names:
##
## → K | warning: ! There are new levels in a factor: `EVER03144-15`,
## `CHOY10326-10`, `AMAD95301-03`, `EVER04120-01`, `CHAN98301-03`, `EVER17169-04`,
## and `EVER18102-17`.
## There were issues with some computations A: x5 B: x7 C: x5 D: x5 E: x…
## There were issues with some computations A: x5 B: x8 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x8 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x8 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x8 C: x5 D: x5 E: x…
## New names:
## There were issues with some computations A: x5 B: x8 C: x5 D: x5 E: x…
## There were issues with some computations A: x5 B: x9 C: x5 D: x5 E: x…
##
## • `expedition_role_Climber.Guide` -> `expedition_role_Climber.Guide...1210`
## • `expedition_role_Climber.Sirdar` -> `expedition_role_Climber.Sirdar...1211`
## • `expedition_role_Climber.Guide` -> `expedition_role_Climber.Guide...1226`
## • `expedition_role_Climber.Sirdar` -> `expedition_role_Climber.Sirdar...1235`
## • `expedition_role_Leader.Scientist` ->
## `expedition_role_Leader.Scientist...1436`
## • `expedition_role_Leader.Scientist` ->
## `expedition_role_Leader.Scientist...1451`