Apply 1: Chocolate
Alyssa D’Alessio
2025-02-06
Goal: Build a regression model to predict ratings for chocolate based on their main characteristics
Click here for the data.
Import Data
chocolate <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/main/data/2022/2022-01-18/chocolate.csv')## Rows: 2530 Columns: 10
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (7): company_manufacturer, company_location, country_of_bean_origin, spe...
## dbl (3): ref, review_date, rating
##
## 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.skimr::skim(chocolate)| Name | chocolate |
| Number of rows | 2530 |
| Number of columns | 10 |
| _______________________ | |
| Column type frequency: | |
| character | 7 |
| numeric | 3 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| company_manufacturer | 0 | 1.00 | 2 | 39 | 0 | 580 | 0 |
| company_location | 0 | 1.00 | 4 | 21 | 0 | 67 | 0 |
| country_of_bean_origin | 0 | 1.00 | 4 | 21 | 0 | 62 | 0 |
| specific_bean_origin_or_bar_name | 0 | 1.00 | 3 | 51 | 0 | 1605 | 0 |
| cocoa_percent | 0 | 1.00 | 3 | 6 | 0 | 46 | 0 |
| ingredients | 87 | 0.97 | 4 | 14 | 0 | 21 | 0 |
| most_memorable_characteristics | 0 | 1.00 | 3 | 37 | 0 | 2487 | 0 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| ref | 0 | 1 | 1429.80 | 757.65 | 5 | 802 | 1454.00 | 2079.0 | 2712 | ▆▇▇▇▇ |
| review_date | 0 | 1 | 2014.37 | 3.97 | 2006 | 2012 | 2015.00 | 2018.0 | 2021 | ▃▅▇▆▅ |
| rating | 0 | 1 | 3.20 | 0.45 | 1 | 3 | 3.25 | 3.5 | 4 | ▁▁▅▇▇ |
data1 <- chocolate %>%
# Treat missing values
na.omit() %>%
# Extract number of ingredients from ingredients
separate(col = ingredients, into = c("n_ing", "ing"), sep = "-( |)") %>%
# Separate ingredients into separate rows
separate_rows(ing, sep = ",") %>%
# Extract memorable characteristics from most_memorable_characteristics
separate(col = most_memorable_characteristics, into = c("most", "memorable", "characteristics"), sep = ",( |)") %>%
# Drop N/A
na.omit() %>%
# Remove specific_bean_origin_or_bar_name as it's info is captured in another
select(-specific_bean_origin_or_bar_name) %>%
# Convert Cocoa % into numeric
mutate(cocoa_percent = cocoa_percent %>% str_remove("%") %>% as.numeric()) %>%
# Convert all character variables to factor
mutate(across(where(is.character), factor))## Warning: Expected 3 pieces. Additional pieces discarded in 862 rows [13, 14, 15, 62, 63,
## 64, 65, 66, 67, 68, 69, 117, 118, 119, 120, 127, 128, 147, 148, 151, ...].## Warning: Expected 3 pieces. Missing pieces filled with `NA` in 2077 rows [22, 23, 24,
## 25, 34, 35, 36, 37, 46, 47, 48, 49, 50, 51, 52, 53, 77, 78, 79, 80, ...].data1## # A tibble: 5,353 × 12
## ref company_manufacturer company_location review_date
## <dbl> <fct> <fct> <dbl>
## 1 2454 5150 U.S.A. 2019
## 2 2454 5150 U.S.A. 2019
## 3 2454 5150 U.S.A. 2019
## 4 2458 5150 U.S.A. 2019
## 5 2458 5150 U.S.A. 2019
## 6 2458 5150 U.S.A. 2019
## 7 2454 5150 U.S.A. 2019
## 8 2454 5150 U.S.A. 2019
## 9 2454 5150 U.S.A. 2019
## 10 2542 5150 U.S.A. 2021
## # ℹ 5,343 more rows
## # ℹ 8 more variables: country_of_bean_origin <fct>, cocoa_percent <dbl>,
## # n_ing <fct>, ing <fct>, most <fct>, memorable <fct>, characteristics <fct>,
## # rating <dbl>Explore the data
Identify good predictors.
ref
data1 %>%
ggplot(aes(rating, ref)) +
scale_y_log10() +
geom_point()
review_date
data1 %>%
ggplot(aes(rating, review_date)) +
scale_y_log10() +
geom_point()
EDA Shortcut
# Step 1: Prepare date
data_binarized_tbl <- data1 %>%
select(-ref) %>%
binarize()
data_binarized_tbl %>% glimpse()## Rows: 5,353
## Columns: 141
## $ company_manufacturer__A._Morin <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Bonnat <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Fresco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Guittard <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Pralus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Scharffen_Berger <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Soma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Valrhona <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_manufacturer__Zotter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `company_manufacturer__-OTHER` <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ company_location__Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Austria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Belgium <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Brazil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Colombia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Denmark <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Ecuador <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__France <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Italy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Japan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Spain <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__U.K. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ company_location__U.S.A. <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ company_location__Venezuela <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `company_location__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `review_date__-Inf_2011` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ review_date__2011_2014 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ review_date__2014_2017 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ review_date__2017_Inf <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ country_of_bean_origin__Belize <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Blend <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Bolivia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Brazil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Colombia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Costa_Rica <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Dominican_Republic <dbl> 0, 0, 0, 1, 1, 1, 0, 0, 0, …
## $ country_of_bean_origin__Ecuador <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Ghana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Guatemala <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Haiti <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__India <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Jamaica <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Madagascar <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, …
## $ country_of_bean_origin__Mexico <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Nicaragua <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Papua_New_Guinea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Peru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Tanzania <dbl> 1, 1, 1, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Trinidad <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__U.S.A. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Venezuela <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ country_of_bean_origin__Vietnam <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `country_of_bean_origin__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `cocoa_percent__-Inf_70` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ cocoa_percent__70_75 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ cocoa_percent__75_Inf <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ n_ing__2 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ n_ing__3 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ n_ing__4 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ n_ing__5 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `n_ing__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ ing__B <dbl> 1, 0, 0, 1, 0, 0, 1, 0, 0, …
## $ ing__C <dbl> 0, 0, 1, 0, 0, 1, 0, 0, 1, …
## $ ing__L <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ ing__S <dbl> 0, 1, 0, 0, 1, 0, 0, 1, 0, …
## $ ing__V <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `ing__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__cocoa <dbl> 0, 0, 0, 1, 1, 1, 1, 1, 1, …
## $ most__complex <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__creamy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__dry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__earthy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__fatty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__floral <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__gritty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__intense <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__molasses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__oily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__roasty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__sandy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__smooth <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__spicy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__sticky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ most__vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `most__-OTHER` <dbl> 1, 1, 1, 0, 0, 0, 0, 0, 0, …
## $ memorable__caramel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__coffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__dried_fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__earthy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__fatty <dbl> 1, 1, 1, 0, 0, 0, 0, 0, 0, …
## $ memorable__floral <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__grassy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__honey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__intense <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__molasses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__rich <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__roasty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__spicy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__tart <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ memorable__woody <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `memorable__-OTHER` <dbl> 0, 0, 0, 1, 1, 1, 1, 1, 1, …
## $ characteristics__acidic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__astringent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__banana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__brownie <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__caramel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__coffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__dairy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__dried_fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__earthy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__fatty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__floral <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__molasses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__rich <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__roasty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__spice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__spicy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ characteristics__woody <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ `characteristics__-OTHER` <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ `rating__-Inf_3` <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, …
## $ rating__3_3.25 <dbl> 1, 1, 1, 0, 0, 0, 0, 0, 0, …
## $ rating__3.25_3.5 <dbl> 0, 0, 0, 1, 1, 1, 0, 0, 0, …
## $ rating__3.5_Inf <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, …# Step 2: Correlate
data_corr_tbl <- data_binarized_tbl %>%
correlate(rating__3.5_Inf)
data_corr_tbl## # A tibble: 141 × 3
## feature bin correlation
## <fct> <chr> <dbl>
## 1 rating 3.5_Inf 1
## 2 rating -Inf_3 -0.405
## 3 most creamy 0.235
## 4 rating 3.25_3.5 -0.220
## 5 rating 3_3.25 -0.197
## 6 company_manufacturer -OTHER -0.151
## 7 characteristics dried_fruit 0.122
## 8 company_manufacturer Scharffen_Berger 0.112
## 9 company_manufacturer Bonnat 0.110
## 10 memorable sweet -0.104
## # ℹ 131 more rows# Step 3: Plot
data_corr_tbl %>%
plot_correlation_funnel()## Warning: ggrepel: 121 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
Build Models
Split Data
data1 <- sample_n(data1, 100)
# Split into train and test dataset
set.seed(1235)
data_split1 <- rsample::initial_split(data1)
data_train1 <- training(data_split1)
data_test1 <- testing(data_split1)
# Further Split training dataset for cross validation
set.seed(2345)
data_cv1 <- rsample::vfold_cv(data_train1)
data_cv1## # 10-fold cross-validation
## # 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]> Fold10library(usemodels)
usemodels::use_xgboost(rating ~ ., data = data_train1)## xgboost_recipe <-
## recipe(formula = rating ~ ., data = data_train1) %>%
## 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(6804)
## xgboost_tune <-
## tune_grid(xgboost_workflow, resamples = stop("add your rsample object"), grid = stop("add number of candidate points"))# Specify Recipe
xgboost_recipe <-
recipe(formula = rating ~ ., data = data_train1) %>%
recipes::update_role(ref, new_role = "id variable") %>%
step_other(company_manufacturer) %>%
step_dummy(company_manufacturer, company_location, country_of_bean_origin, n_ing, ing, most, memorable, characteristics, one_hot = TRUE) %>%
step_log(review_date, cocoa_percent)
xgboost_recipe %>% prep() %>% juice() %>% glimpse## New names:
## • `characteristics_candy.like` -> `characteristics_candy.like...843`
## • `characteristics_candy.like` -> `characteristics_candy.like...846`
## • `characteristics_non.descript` -> `characteristics_non.descript...1016`
## • `characteristics_non.descript` -> `characteristics_non.descript...1017`## Rows: 75
## Columns: 1,146
## $ ref <dbl> 1351, 2526, 1582, 2302, 2…
## $ review_date <dbl> 7.607878, 7.610853, 7.608…
## $ cocoa_percent <dbl> 4.248495, 4.248495, 4.276…
## $ rating <dbl> 3.25, 3.25, 3.50, 3.50, 2…
## $ company_manufacturer_Fresco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_manufacturer_other <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1…
## $ company_location_Amsterdam <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Argentina <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Australia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Austria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Belgium <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Bolivia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Brazil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Canada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1…
## $ company_location_Chile <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Colombia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Costa.Rica <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0…
## $ company_location_Czech.Republic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Denmark <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Dominican.Republic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Ecuador <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_El.Salvador <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Fiji <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Finland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_France <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0…
## $ company_location_Germany <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Ghana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Grenada <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Guatemala <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Honduras <dbl> 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Hungary <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Iceland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_India <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Ireland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Israel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Italy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Japan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Lithuania <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Madagascar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Malaysia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Martinique <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Mexico <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Netherlands <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_New.Zealand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Nicaragua <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Peru <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Philippines <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Poland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Portugal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Puerto.Rico <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Russia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Sao.Tome <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Sao.Tome...Principe <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Scotland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Singapore <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_South.Africa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_South.Korea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Spain <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 0…
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## $ company_location_St.Vincent.Grenadines <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Suriname <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Sweden <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Switzerland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Taiwan <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Thailand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_U.A.E. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_U.K. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_U.S.A. <dbl> 0, 1, 0, 0, 0, 1, 0, 1, 0…
## $ company_location_Vanuatu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Venezuela <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ company_location_Vietnam <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0…
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## $ country_of_bean_origin_Blend <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1…
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## $ country_of_bean_origin_Gabon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Ghana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ country_of_bean_origin_Honduras <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ country_of_bean_origin_Indonesia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Ivory.Coast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Jamaica <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Liberia <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ country_of_bean_origin_Nicaragua <dbl> 1, 0, 0, 0, 0, 1, 0, 0, 0…
## $ country_of_bean_origin_Nigeria <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Panama <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ country_of_bean_origin_Philippines <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Principe <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Puerto.Rico <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Samoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ country_of_bean_origin_Solomon.Islands <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ country_of_bean_origin_Sulawesi <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Sumatra <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Suriname <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Tanzania <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Thailand <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Tobago <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Togo <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Trinidad <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_U.S.A. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ country_of_bean_origin_Vanuatu <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Venezuela <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ country_of_bean_origin_Vietnam <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0…
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## $ n_ing_X5 <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0…
## $ n_ing_X6 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ ing_B <dbl> 0, 1, 1, 1, 1, 0, 0, 1, 1…
## $ ing_C <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0…
## $ ing_L <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ ing_S <dbl> 1, 0, 0, 0, 0, 0, 1, 0, 0…
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## $ most_astringent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_baked <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_balanced <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ most_basic.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ most_berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ most_black.pepper <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ most_bright.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ most_burnt.caramel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_burnt.wood <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ most_buttery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ most_large.nibs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_late.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_leather <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_lemon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_licorice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_light.brown <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_light.caramel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_light.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_light.color <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_light.perfume <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_light.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_ligt.color <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_long <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_long.lasting <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_maple <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_marshmallow <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_med.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mellow <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mellow.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_melon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_metal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_metallic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.earthy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.fatty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.hammy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.lemon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.metallic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.molasses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.profile <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.smoke <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.strawberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.sweet.honey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mild.tart <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mildly.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mildly.rich <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mildy.nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_milk.brownie <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_mocha <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_modest <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_molasses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_molassses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_muddy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_musty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_muted <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_nut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_nuts <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_off <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_off.aroma <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_off.note <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_off.notes <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_off.pungent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_oily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_oily.surface <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_orange <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_over.roasted <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_overly.intense <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_overyly.sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_palm <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_pastey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_peanut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_peanut.butter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_perfume <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_plum <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_poor.finish <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_powdery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_pungent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_pure <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_raisins <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_raisiny <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_raspberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_raw <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_red.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_red.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_red.wine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_refined <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rich <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rich.brownie <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rich.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_Rich.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_roast.dominates <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_roasted.nuts <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_roasted.pear <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_roasty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_robust <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rough <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rubber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rubbery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rum <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_rustic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sandpaper <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sandy <dbl> 0, 1, 0, 1, 0, 1, 0, 0, 1…
## $ most_sharp <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sharp.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_short <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_silky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_silky.smooth <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_simple <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_simple.red.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sl.roasty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sl..bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sl..bitter.up.front <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sl..chalky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sl..dry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sl..sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slight.burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slight.dry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slight.grainy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slightly.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slightly.dry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slightly.metallic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slow <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_slow.develop <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_smoke <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_smoked.ham <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_smokey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_smooth <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_smooth.texture <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_smoth <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_soil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sour.fig <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sour.grapes <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sour.milk <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sour.off.flavor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sour.palm <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sour.raisin <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_spciy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_spice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_spicey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_spicy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_spoiled.milk <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sticky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sticy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strawberries <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strawberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strong <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strong.floral <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strong.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strong.spice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strong.start <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_strong.vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_subdued <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_subtle <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_super.temper <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_sweet.edge <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_swiss.miss <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_tangy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_tannic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_tart <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_tea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_thick <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_tobacco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_toffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_too.sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_true.to.sugar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_unbalanced <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_uneven <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_unrefined <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_unripe.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_vegetal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_very.coarse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_very.sandy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_very.sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_very.sticky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_very.sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_walnut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_walnuts <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_waxy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_well.defined <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_wood <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_woody <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0…
## $ most_XL.nibs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ most_yogurt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_X.Andes..mint <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_acidic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_almond <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_almost.burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_alocohol <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_anise <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_ashey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_astringent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_balanced <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_banana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_basic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_basic.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_black.licorice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_black.pepper <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_black.tea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_blackberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_blueberries <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_blueberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bold <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bourbon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_brandy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bread <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bright.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bright.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_bright.red <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_brownie <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_brownie.mix <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_burnt.caramel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_burnt.nuts <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_burnt.rubber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_butter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_butterscotch <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_buttery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_candied <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_candy.like.vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_candy.like <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_carame <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_caramel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cardamom <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cardboard <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_chalky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cheese <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_chemical <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cherries <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cherry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_chewy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_chocolate <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_chocolatey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_chocolaty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cigarette.butt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cinamon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_citrus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cloying <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_coarse <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cocoa.base <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_coconut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_coffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_complex <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_controlled.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cranberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_cream <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_creamy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_crisp.nibs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_crunchy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dairy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dark.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dark.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dates <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_deep.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_delicate <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_delicate.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dense <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_diluted <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dirt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dirty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_distinct <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dominant.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dominate.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_dried.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_mild.intensity <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_oily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_rich.mocha <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_roasty.undertone <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_spicy <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0…
## $ memorable_spoiled.milk <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_sticky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_strong.sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_strong.vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_strong.wine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_sweet.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_sweet.edge <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_tart <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_tart.red.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_tea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_toast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_tobacco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_toffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_too.few.nibs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_too.sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_tropical <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_unbalanced <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_vegetal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_very.grassy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_very.smokey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_very.sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_watering <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
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## $ memorable_wine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_woodsy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_woody <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ memorable_yogurt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_X <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_accessible <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_acidic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_alcohol <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_anise <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_artificial <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_ashey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_astringent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_atypical <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_balanced <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_banana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_banana.cream <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_basic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_basic.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_basic.cocoa.base <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_berries <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_berry.notes <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_black.pepper <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_blackberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bland <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_blueberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bold <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bold.citrus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bold.olive <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bourbon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bread <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bready <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bright <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bright.red <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_brownie <dbl> 1, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_bubblegum <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_burn <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_burning <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_burnt.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_burnt.fuel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_burnt.molasses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_burnt.rubber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_butter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_butterscotch <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_buttery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_candied <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_candied.orange <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_candy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_candy.like...843 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_candy.spice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_candy.tart <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_candy.like...846 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_caramel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cardboard <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cardboard.off <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_charcoal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cheese <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cheesey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_chemical <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_chemical.off.note <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cherry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1…
## $ characteristics_chewy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_chlorine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_choco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_choco.pudding <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_chocolate <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_chocolatey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_chunky.melt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cinamon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_citrus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_classic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_clove <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cocoa <dbl> 0, 0, 0, 1, 0, 0, 0, 0, 0…
## $ characteristics_cocoa.base <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_coconut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_coffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_coffee.ground <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_coffee.grounds <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_complex <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cooling.sensation <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cream <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_creamy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_crisp.nibs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_cucumber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_dairy <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0…
## $ characteristics_dark.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_dark.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_deep.choco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_deep.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_delicate <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_delicate.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_dirt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_dirty <dbl> 0, 0, 0, 0, 0, 0, 0, 1, 0…
## $ characteristics_dried.fig <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_dried.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_dry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_earth <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_earthen <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_earthy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_earty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_easter.candy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_easy.melt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_empty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_ends.sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fades.fast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_faint.cinnamon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fat <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fat.residue <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fatty <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0…
## $ characteristics_fertilzer <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_few.grits <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fig <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_flat <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_floral <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_flour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fresh.nibs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fruit.punch <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fruity <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fudge <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fudge.like <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fudgey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_fuel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_full.body <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_gateway <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_gentle.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_grape <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_grapefruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_grapes <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_grass <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_grassy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_green <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_grits <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_gritty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_ham <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hammy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_harsh <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_harsh.ending <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_harsh.smoke <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hay <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hazelnut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_heavy.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_herbs <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_high.acidity <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_high.astringcy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_high.astringent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_high.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hint.of.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hint.of.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hint.of.tang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hints.of.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hit.of.anise <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_honey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_hot.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_intense <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_intense.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_intense.brownie <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_intense.tangerine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_lacks.development <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_large.grits <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_late.choco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_late.floral <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_late.sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_late.tart <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_leather <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_leathery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_lemon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_licorice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_light.rum <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_lime <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_long <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_long.lasting <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_malt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_maple <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_marshmallow <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mass.market <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_medicinal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mellow <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_melon <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_melon.like <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_metal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_metallic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.ashey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.banana <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.burn <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.cherry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.choco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.citrus <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.coffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.earthy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.fatty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.grape <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.hammy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.metallic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.mint <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.musty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.off <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.off.note <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.rubber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.smoke <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.sour.orange <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mild.spice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mint <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_minty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mocha <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_molasses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_molassses <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_moldy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_moss <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_mushroom <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_musty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_muted <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nibby <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nibs.add.bitterness <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_non.descript...1016 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_non.descript...1017 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nuanced <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nutella <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nutmeg <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nuts <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_odd.dairy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off.fatty.note <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off.flavor <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off.note <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off.notes <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off.nutty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off.sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_off.sour.note <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_olive <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_one.dimensional <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_orange <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_papaya <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_papery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_peach <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_peanut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_peanut.butter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_peanutbutter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_pepper <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_perfume <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_poor.aftertaste <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_possible.mold <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_powdery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_powerful <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_pungent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_pure <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_raisin <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_raisins <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_raspberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_raw <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_red.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_red.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rich <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rich.brownie <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rich.cocoa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rich.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_ripe <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_roasted.cherry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_roasty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_roasty.edge <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rubber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rubber.off <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rubbery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rum <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_rustic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_salt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_salty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sandy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_savory <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_short <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_short.length <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sl..burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sl..Burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sl..Hammy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sl..Sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_slight.ashy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_slight.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_slight.burnt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_slight.cherry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_slight.metallic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_slight.musty <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_slight.sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_smoke <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_smokey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_smooth <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_soap <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_soapy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_soil <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_some.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_some.spice <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sour <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sour.coffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sour.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sour.milk <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sour.veggie <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_spciy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_spice <dbl> 0, 0, 0, 0, 0, 1, 0, 0, 0…
## $ characteristics_spicey <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_spicy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_spicy.pepper <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_spoiled <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sticky <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_strawberry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_strong.choco <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_strong.coffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_strong.floral <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_strong.roast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_strong.vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_subdued <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_subtle <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sunflower <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_surface.mark <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_sweet.edge <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_swiss.miss <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_synthetic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tang <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tangerine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tangy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tangy.wine <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tannic <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tart <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tart.red.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tea <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_then.off <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_toast <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tobacco <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0…
## $ characteristics_toffee <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_tropical.fruit <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_unpleasant <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_unrefined <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_vanilla <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_vanilla.dominate <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_vanilla.n. <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_vegetal <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_very.astringent <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_very.bitter <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_very.sweet <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_vinegar <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_walnut <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_watery <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_waxy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_well.balanced <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_whole.bean <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_why.bother <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_wild.berry <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_wood <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_woodsy <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_woody <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_wtf <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…
## $ characteristics_yogurt <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0…# Specify Model
xgboost_spec <-
boost_tree(trees = tune(), min_n = tune(), mtry = tune(), learn_rate = tune()) %>%
set_mode("regression") %>%
set_engine("xgboost")
# Combine recipe and model using workflow
xgboost_workflow <-
workflow() %>%
add_recipe(xgboost_recipe) %>%
add_model(xgboost_spec)
# Tune hyperparameters
set.seed(12782)
xgboost_tune <-
tune_grid(xgboost_workflow,
resamples = data_cv1,
grid = 5)## i Creating pre-processing data to finalize unknown parameter: mtry
## New names:New names:New names:New names:New names:New names:New names:→ A | warning: A correlation computation is required, but `estimate` is constant and has 0
## standard deviation, resulting in a divide by 0 error. `NA` will be returned.
## There were issues with some computations A: x1New names:New names:New names:New names:New names:New names:There were issues with some computations A: x2New names:New names:New names:New names:New names:New names:There were issues with some computations A: x3New names:New names:New names:New names:New names:New names:There were issues with some computations A: x4New names:New names:New names:New names:New names:New names:There were issues with some computations A: x5New names:New names:New names:New names:New names:New names:There were issues with some computations A: x6New names:New names:New names:New names:New names:New names:There were issues with some computations A: x7New names:New names:New names:New names:New names:New names:There were issues with some computations A: x8New names:New names:New names:New names:New names:New names:There were issues with some computations A: x9New names:New names:New names:New names:New names:New names:There were issues with some computations A: x10There were issues with some computations A: x10