apply 6
2026-03-06
Goal is to predict attrition #import data
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.6
## ✔ forcats 1.0.1 ✔ stringr 1.6.0
## ✔ ggplot2 4.0.2 ✔ tibble 3.3.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.2
## ✔ purrr 1.2.1
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## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(correlationfunnel)## ══ correlationfunnel Tip #2 ════════════════════════════════════════════════════
## Clean your NA's prior to using `binarize()`.
## Missing values and cleaning data are critical to getting great correlations. :)library(tidymodels)## ── Attaching packages ────────────────────────────────────── tidymodels 1.4.1 ──
## ✔ broom 1.0.12 ✔ rsample 1.3.2
## ✔ dials 1.4.2 ✔ tailor 0.1.0
## ✔ infer 1.1.0 ✔ tune 2.0.1
## ✔ modeldata 1.5.1 ✔ workflows 1.3.0
## ✔ parsnip 1.4.1 ✔ workflowsets 1.1.1
## ✔ recipes 1.3.1 ✔ yardstick 1.3.2
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## ✖ recipes::step() masks stats::step()library(textrecipes)
ikea <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/main/data/2020/2020-11-03/ikea.csv')## New names:
## Rows: 3694 Columns: 14
## ── Column specification
## ──────────────────────────────────────────────────────── Delimiter: "," chr
## (7): name, category, old_price, link, other_colors, short_description, d... dbl
## (6): ...1, item_id, price, depth, height, width lgl (1): sellable_online
## 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.
## • `` -> `...1`#clean data
skimr::skim(ikea)| Name | ikea |
| Number of rows | 3694 |
| Number of columns | 14 |
| _______________________ | |
| Column type frequency: | |
| character | 7 |
| logical | 1 |
| numeric | 6 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| name | 0 | 1 | 3 | 27 | 0 | 607 | 0 |
| category | 0 | 1 | 4 | 36 | 0 | 17 | 0 |
| old_price | 0 | 1 | 4 | 13 | 0 | 365 | 0 |
| link | 0 | 1 | 52 | 163 | 0 | 2962 | 0 |
| other_colors | 0 | 1 | 2 | 3 | 0 | 2 | 0 |
| short_description | 0 | 1 | 3 | 63 | 0 | 1706 | 0 |
| designer | 0 | 1 | 3 | 1261 | 0 | 381 | 0 |
Variable type: logical
| skim_variable | n_missing | complete_rate | mean | count |
|---|---|---|---|---|
| sellable_online | 0 | 1 | 0.99 | TRU: 3666, FAL: 28 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| …1 | 0 | 1.00 | 1846.50 | 1066.51 | 0 | 923.25 | 1846.5 | 2769.75 | 3693 | ▇▇▇▇▇ |
| item_id | 0 | 1.00 | 48632396.79 | 28887094.10 | 58487 | 20390574.00 | 49288078.0 | 70403572.75 | 99932615 | ▇▇▇▇▇ |
| price | 0 | 1.00 | 1078.21 | 1374.65 | 3 | 180.90 | 544.7 | 1429.50 | 9585 | ▇▁▁▁▁ |
| depth | 1463 | 0.60 | 54.38 | 29.96 | 1 | 38.00 | 47.0 | 60.00 | 257 | ▇▃▁▁▁ |
| height | 988 | 0.73 | 101.68 | 61.10 | 1 | 67.00 | 83.0 | 124.00 | 700 | ▇▂▁▁▁ |
| width | 589 | 0.84 | 104.47 | 71.13 | 1 | 60.00 | 80.0 | 140.00 | 420 | ▇▅▂▁▁ |
ikea <- ikea %>% na.omit()factors_vec <- ikea %>% select(item_id, price, depth, height, width, -...1) %>% names()
ikea_clean <- ikea %>%
#mutate(Education = Education %>% as.factor()) %>%
#address factors imported as numeric
mutate(across(all_of(factors_vec), as.factor))
ikea_clean <- ikea_clean %>%
mutate(across(is.logical, as.factor)) %>%
mutate(across(c(height, width, depth), as.numeric))## Warning: There was 1 warning in `mutate()`.
## ℹ In argument: `across(is.logical, as.factor)`.
## Caused by warning:
## ! Use of bare predicate functions was deprecated in tidyselect 1.1.0.
## ℹ Please use wrap predicates in `where()` instead.
## # Was:
## data %>% select(is.logical)
##
## # Now:
## data %>% select(where(is.logical)) #drop zero variance variables#explore data
ikea_clean %>% count(name) ## # A tibble: 289 × 2
## name n
## <chr> <int>
## 1 ADDE 1
## 2 AGAM 4
## 3 AGEN 1
## 4 ALEX 7
## 5 ALGOT 24
## 6 ALGOT / BROR 1
## 7 ALGOT / SKÅDIS 1
## 8 ANGERSBY 1
## 9 ANTILOP 4
## 10 ARKELSTORP 2
## # ℹ 279 more rowsikea_clean %>%
ggplot(aes(name)) +
geom_bar()
correlation plot
#step 1
ikea_binarized <- ikea_clean %>%
select(-item_id) %>%
binarize()
ikea_binarized %>%glimpse()## Rows: 1,899
## Columns: 105
## $ `...1__-Inf_799.5` <dbl> …
## $ ...1__799.5_1653 <dbl> …
## $ ...1__1653_2474.5 <dbl> …
## $ ...1__2474.5_Inf <dbl> …
## $ name__ALGOT <dbl> …
## $ name__BEKANT <dbl> …
## $ name__BESTÅ <dbl> …
## $ `name__BILLY_/_OXBERG` <dbl> …
## $ name__BRIMNES <dbl> …
## $ name__BROR <dbl> …
## $ name__EKET <dbl> …
## $ name__GRÖNLID <dbl> …
## $ name__HAVSTA <dbl> …
## $ name__HAVSTEN <dbl> …
## $ name__HEMNES <dbl> …
## $ name__IVAR <dbl> …
## $ name__JONAXEL <dbl> …
## $ name__KALLAX <dbl> …
## $ name__LIDHULT <dbl> …
## $ name__LIXHULT <dbl> …
## $ name__NORDLI <dbl> …
## $ name__PAX <dbl> …
## $ name__PLATSA <dbl> …
## $ `name__STUVA_/_FRITIDS` <dbl> …
## $ name__TROFAST <dbl> …
## $ name__VALLENTUNA <dbl> …
## $ name__VIMLE <dbl> …
## $ `name__-OTHER` <dbl> …
## $ category__Bar_furniture <dbl> …
## $ category__Beds <dbl> …
## $ `category__Bookcases_&_shelving_units` <dbl> …
## $ `category__Cabinets_&_cupboards` <dbl> …
## $ category__Chairs <dbl> …
## $ `category__Chests_of_drawers_&_drawer_units` <dbl> …
## $ `category__Children's_furniture` <dbl> …
## $ category__Nursery_furniture <dbl> …
## $ category__Outdoor_furniture <dbl> …
## $ `category__Sideboards,_buffets_&_console_tables` <dbl> …
## $ `category__Sofas_&_armchairs` <dbl> …
## $ `category__Tables_&_desks` <dbl> …
## $ `category__TV_&_media_furniture` <dbl> …
## $ category__Wardrobes <dbl> …
## $ `category__-OTHER` <dbl> …
## $ price__175 <dbl> …
## $ price__195 <dbl> …
## $ price__225 <dbl> …
## $ price__275 <dbl> …
## $ price__295 <dbl> …
## $ price__345 <dbl> …
## $ price__375 <dbl> …
## $ price__395 <dbl> …
## $ price__495 <dbl> …
## $ price__595 <dbl> …
## $ price__695 <dbl> …
## $ price__995 <dbl> …
## $ `price__-OTHER` <dbl> …
## $ old_price__No_old_price <dbl> …
## $ `old_price__-OTHER` <dbl> …
## $ sellable_online__TRUE <dbl> …
## $ `sellable_online__-OTHER` <dbl> …
## $ `link__https://www.ikea.com/sa/en/p/besta-burs-tv-bench-high-gloss-white-30269129/` <dbl> …
## $ `link__-OTHER` <dbl> …
## $ other_colors__No <dbl> …
## $ other_colors__Yes <dbl> …
## $ `short_description__3-seat_sofa` <dbl> …
## $ `short_description__3-seat_sofa-bed` <dbl> …
## $ short_description__Armchair <dbl> …
## $ short_description__Chair <dbl> …
## $ `short_description__Wardrobe,__________150x66x236_cm` <dbl> …
## $ `short_description__-OTHER` <dbl> …
## $ designer__Andreas_Fredriksson <dbl> …
## $ designer__Carina_Bengs <dbl> …
## $ designer__Carl_Öjerstam <dbl> …
## $ designer__Ebba_Strandmark <dbl> …
## $ designer__Ehlén_Johansson <dbl> …
## $ `designer__Ehlén_Johansson/IKEA_of_Sweden` <dbl> …
## $ designer__Eva_Lilja_Löwenhielm <dbl> …
## $ designer__Francis_Cayouette <dbl> …
## $ designer__Gillis_Lundgren <dbl> …
## $ designer__Henrik_Preutz <dbl> …
## $ designer__IKEA_of_Sweden <dbl> …
## $ `designer__IKEA_of_Sweden/Ehlén_Johansson` <dbl> …
## $ `designer__IKEA_of_Sweden/Jon_Karlsson` <dbl> …
## $ designer__Johan_Kroon <dbl> …
## $ designer__Jon_Karlsson <dbl> …
## $ `designer__Jon_Karlsson/IKEA_of_Sweden` <dbl> …
## $ `designer__K_Hagberg/M_Hagberg` <dbl> …
## $ designer__Mia_Lagerman <dbl> …
## $ designer__Nike_Karlsson <dbl> …
## $ designer__Ola_Wihlborg <dbl> …
## $ designer__Studio_Copenhagen <dbl> …
## $ designer__Tord_Björklund <dbl> …
## $ `designer__-OTHER` <dbl> …
## $ `depth__-Inf_32` <dbl> …
## $ depth__32_39 <dbl> …
## $ depth__39_52 <dbl> …
## $ depth__52_Inf <dbl> …
## $ `height__-Inf_58` <dbl> …
## $ height__58_79 <dbl> …
## $ height__79_137 <dbl> …
## $ height__137_Inf <dbl> …
## $ `width__-Inf_45` <dbl> …
## $ width__45_77 <dbl> …
## $ width__77_129.5 <dbl> …
## $ width__129.5_Inf <dbl> …#step 2L correlation
#ikea_correlation <- ikea_binarized %>%
#correlate(sellable_online__1)
#ikea_correlation
#step 3: plot
#ikea_correlation %>%
# correlationfunnel::plot_correlation_funnel()split data
set.seed(1234)
ikea_clean <- ikea_clean %>% sample_n(1000)
ikea_split <- initial_split(ikea_clean, strata = sellable_online)
ikea_train <- training(ikea_split)
ikea_test <- testing(ikea_split)
ikea_cv <-rsample::vfold_cv(ikea_train, strata = sellable_online)
ikea_cv## # 10-fold cross-validation using stratification
## # A tibble: 10 × 2
## splits id
## <list> <chr>
## 1 <split [675/75]> Fold01
## 2 <split [675/75]> Fold02
## 3 <split [675/75]> Fold03
## 4 <split [675/75]> Fold04
## 5 <split [675/75]> Fold05
## 6 <split [675/75]> Fold06
## 7 <split [675/75]> Fold07
## 8 <split [675/75]> Fold08
## 9 <split [675/75]> Fold09
## 10 <split [675/75]> Fold10preprocess data
library(themis)
xgboost_recipe <- recipes::recipe(sellable_online ~., data = ikea_train) %>%
update_role(item_id, new_role = "id") %>%
step_other(name, designer) %>%
step_tokenize(short_description) %>% step_tokenfilter(short_description, max_tokens = 100) %>%
step_tfidf(short_description) %>%
step_YeoJohnson(height, width, depth) %>%
step_dummy(all_nominal_predictors()) %>%
step_smote(sellable_online)
xgboost_recipe %>% prep() %>% juice() %>% glimpse()## Rows: 1,488
## Columns: 1,671
## $ ...1 <dbl> …
## $ item_id <fct> …
## $ depth <dbl> …
## $ height <dbl> …
## $ width <dbl> …
## $ sellable_online <fct> …
## $ tfidf_short_description_1 <dbl> …
## $ tfidf_short_description_120x40x64 <dbl> …
## $ tfidf_short_description_147x147 <dbl> …
## $ tfidf_short_description_150x60x236 <dbl> …
## $ tfidf_short_description_150x66x236 <dbl> …
## $ tfidf_short_description_2 <dbl> …
## $ tfidf_short_description_200x66x236 <dbl> …
## $ tfidf_short_description_3 <dbl> …
## $ tfidf_short_description_4 <dbl> …
## $ tfidf_short_description_41x101 <dbl> …
## $ tfidf_short_description_46x30x94 <dbl> …
## $ tfidf_short_description_5 <dbl> …
## $ tfidf_short_description_50x51x70 <dbl> …
## $ tfidf_short_description_6 <dbl> …
## $ tfidf_short_description_63 <dbl> …
## $ tfidf_short_description_74 <dbl> …
## $ tfidf_short_description_8 <dbl> …
## $ tfidf_short_description_80x200 <dbl> …
## $ tfidf_short_description_80x30x202 <dbl> …
## $ tfidf_short_description_90x200 <dbl> …
## $ tfidf_short_description_94x44x52 <dbl> …
## $ tfidf_short_description_add <dbl> …
## $ tfidf_short_description_and <dbl> …
## $ tfidf_short_description_armchair <dbl> …
## $ tfidf_short_description_armrest <dbl> …
## $ tfidf_short_description_armrests <dbl> …
## $ tfidf_short_description_backrest <dbl> …
## $ tfidf_short_description_bar <dbl> …
## $ tfidf_short_description_baskets <dbl> …
## $ tfidf_short_description_bed <dbl> …
## $ tfidf_short_description_bench <dbl> …
## $ tfidf_short_description_bookcase <dbl> …
## $ tfidf_short_description_box <dbl> …
## $ tfidf_short_description_cabinet <dbl> …
## $ tfidf_short_description_castors <dbl> …
## $ tfidf_short_description_chair <dbl> …
## $ tfidf_short_description_chaise <dbl> …
## $ tfidf_short_description_changing <dbl> …
## $ tfidf_short_description_chest <dbl> …
## $ `tfidf_short_description_children's` <dbl> …
## $ tfidf_short_description_clothes <dbl> …
## $ tfidf_short_description_cm <dbl> …
## $ tfidf_short_description_combination <dbl> …
## $ tfidf_short_description_corner <dbl> …
## $ tfidf_short_description_cover <dbl> …
## $ tfidf_short_description_cushion <dbl> …
## $ tfidf_short_description_day <dbl> …
## $ tfidf_short_description_desk <dbl> …
## $ tfidf_short_description_door <dbl> …
## $ tfidf_short_description_doors <dbl> …
## $ tfidf_short_description_drawer <dbl> …
## $ tfidf_short_description_drawers <dbl> …
## $ tfidf_short_description_easy <dbl> …
## $ tfidf_short_description_feet <dbl> …
## $ tfidf_short_description_folding <dbl> …
## $ tfidf_short_description_for <dbl> …
## $ tfidf_short_description_frame <dbl> …
## $ tfidf_short_description_glass <dbl> …
## $ tfidf_short_description_highchair <dbl> …
## $ tfidf_short_description_in <dbl> …
## $ tfidf_short_description_inserts <dbl> …
## $ tfidf_short_description_junior <dbl> …
## $ tfidf_short_description_leg <dbl> …
## $ tfidf_short_description_lock <dbl> …
## $ tfidf_short_description_longue <dbl> …
## $ tfidf_short_description_mesh <dbl> …
## $ tfidf_short_description_modular <dbl> …
## $ tfidf_short_description_mounted <dbl> …
## $ tfidf_short_description_of <dbl> …
## $ tfidf_short_description_on <dbl> …
## $ tfidf_short_description_outdoor <dbl> …
## $ tfidf_short_description_panel <dbl> …
## $ tfidf_short_description_plinth <dbl> …
## $ tfidf_short_description_rail <dbl> …
## $ tfidf_short_description_seat <dbl> …
## $ tfidf_short_description_section <dbl> …
## $ tfidf_short_description_sections <dbl> …
## $ tfidf_short_description_shelf <dbl> …
## $ tfidf_short_description_shelves <dbl> …
## $ tfidf_short_description_shelving <dbl> …
## $ tfidf_short_description_side <dbl> …
## $ tfidf_short_description_sliding <dbl> …
## $ tfidf_short_description_smart <dbl> …
## $ tfidf_short_description_sofa <dbl> …
## $ tfidf_short_description_step <dbl> …
## $ tfidf_short_description_stool <dbl> …
## $ tfidf_short_description_storage <dbl> …
## $ tfidf_short_description_table <dbl> …
## $ tfidf_short_description_tbl <dbl> …
## $ tfidf_short_description_three <dbl> …
## $ tfidf_short_description_top <dbl> …
## $ tfidf_short_description_tv <dbl> …
## $ tfidf_short_description_underframe <dbl> …
## $ tfidf_short_description_unit <dbl> …
## $ tfidf_short_description_upright <dbl> …
## $ tfidf_short_description_w <dbl> …
## $ tfidf_short_description_wall <dbl> …
## $ tfidf_short_description_wardrobe <dbl> …
## $ tfidf_short_description_wire <dbl> …
## $ tfidf_short_description_with <dbl> …
## $ name_PAX <dbl> …
## $ name_other <dbl> …
## $ category_Beds <dbl> …
## $ category_Bookcases...shelving.units <dbl> …
## $ category_Cabinets...cupboards <dbl> …
## $ category_Café.furniture <dbl> …
## $ category_Chairs <dbl> …
## $ category_Chests.of.drawers...drawer.units <dbl> …
## $ category_Children.s.furniture <dbl> …
## $ category_Nursery.furniture <dbl> …
## $ category_Outdoor.furniture <dbl> …
## $ category_Room.dividers <dbl> …
## $ category_Sideboards..buffets...console.tables <dbl> …
## $ category_Sofas...armchairs <dbl> …
## $ category_Tables...desks <dbl> …
## $ category_Trolleys <dbl> …
## $ category_TV...media.furniture <dbl> …
## $ category_Wardrobes <dbl> …
## $ price_X10 <dbl> …
## $ price_X15 <dbl> …
## $ price_X18 <dbl> …
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## $ link_https...www.ikea.com.sa.en.p.solleroen.modular.corner.sofa.4.seat.outdoor.with.footstool.dark.grey.kuddarna.beige.s49303595. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.songesand.chest.of.3.drawers.white.90366839. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stallarp.leg.chrome.plated.20390574. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stig.bar.stool.with.backrest.black.silver.colour.80155205. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stockholm.three.seat.sofa.seglora.natural.80245051. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stocksund.3.seat.sofa.ljungen.blue.black.wood.s69129798. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stocksund.bench.ljungen.medium.grey.light.brown.wood.s79315945. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stoljan.conference.chair.white.black.s89907452. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.strandmon.childrens.armchair.vissle.grey.70392542. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.strandmon.footstool.djuparp.dark.green.50360009. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stubbarp.leg.black.brown.60293566. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stubbarp.leg.grey.stained.walnut.effect.40293567. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stuk.storage.case.white.grey.40309573. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stuva.changing.table.desk.white.20225334. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stuva.fritids.bookcase.with.drawers.white.white.s89252688. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stuva.fritids.changing.table.with.drawers.white.white.s69253146. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stuva.fritids.chest.of.3.drawers.white.white.s09252673. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stuva.fritids.wardrobe.white.white.s19252856. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.stuva.fritids.wardrobe.white.white.s39252756. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.sundvik.wardrobe.grey.brown.90269697. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.svalnaes.cabinet.with.2.doors.bamboo.white.00322897. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.svalnaes.wall.mounted.shelf.combination.bamboo.s69184431. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.svalnaes.wall.mounted.storage.combination.bamboo.white.s59184441. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.svanoe.arbor.bench.grey.30411415. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.syvde.cabinet.with.glass.doors.white.30439565. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.taernoe.chair.outdoor.acacia.foldable.black.grey.brown.stained.steel.light.brown.stained.90095428. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.teodores.chair.white.90350937. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.tobias.chair.blue.chrome.plated.60334722. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.tossberg.chair.metal.black.grey.90435324. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.tosteroe.storage.box.outdoor.black.10411440. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.tranaroe.stool.side.table.in.outdoor.red.10411421. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.frame.light.white.stained.pine.pine.10308693. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.frame.light.white.stained.pine.pine.20308697. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.frame.light.white.stained.pine.pine.60308695. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.frame.white.30091452. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.frame.white.30171123. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.box.green.40466285. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.box.pink.50466275. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.light.white.stained.pine.pine.white.s09102532. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.light.white.stained.pine.pine.white.s19102659. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.light.white.stained.pine.pine.white.s79102958. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.light.white.stained.pine.pine.white.s89102095. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.green.s89228472. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.green.white.s99228551. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.pink.s89335976. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.pink.s99228570. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.s29042877. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.white.pink.s69337801. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.white.s49123405. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.storage.combination.white.white.s99228476. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.wall.storage.light.white.stained.pine.pine.20308701. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trofast.wall.storage.white.50171122. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.trogen.childrens.step.stool.yellow.80371520. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.tullsta.armchair.lofallet.beige.s29272712. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.tyssedal.chest.of.4.drawers.white.10391324. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.tyssedal.chest.of.6.drawers.white.20293714. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.urban.junior.chair.white.00165213. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vadholma.kitchen.island.black.oak.20359154. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vallentuna.2.seat.modular.sofa.with.sofa.bed.and.storage.hillared.light.blue.s59277652. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vallentuna.3.seat.modular.sofa.with.open.end.and.storage.orrsta.olive.green.s39277894. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vallentuna.back.rest.hillared.light.blue.s79279396. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vallentuna.modular.corner.sofa.3.seat.sofa.bed.and.storage.hillared.light.blue.s49277978. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vallentuna.seat.module.with.backrest.hillared.dark.grey.s09276971. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vallentuna.sofa.bed.module.with.backrests.hillared.light.blue.s89277486. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vattviken.armchair.bed.lerhaga.light.grey.50468953. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.veberoed.bench.natural.50343331. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vedbo.chair.with.armrests.black.gunnared.dark.grey.80403154. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vedbo.high.back.armchair.gunnared.light.brown.pink.10423589. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vikhammer.bedside.table.black.90388978. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vilto.shelving.unit.birch.90344456. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vilto.step.stool.birch.60344453. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vilto.storage.stool.birch.40344449. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.2.seat.section.orrsta.black.blue.s69219505. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.2.seat.sofa.orrsta.black.blue.s89284712. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.3.seat.sofa.bed.dalstorp.multicolour.s39298778. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.3.seat.sofa.bed.with.open.end.tallmyra.black.grey.s39292465. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.3.seat.sofa.dalstorp.multicolour.s69298772. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.3.seat.sofa.with.chaise.longue.with.headrest.gunnared.medium.grey.s99295593. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.3.seat.sofa.with.headrest.gunnared.medium.grey.s79295551. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.armrest.orrsta.black.blue.s59285360. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vimle.corner.sofa.bed.5.seat.with.chaise.longue.dalstorp.multicolour.s19299726. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vittsjoe.laptop.table.black.brown.glass.80221352. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vittsjoe.shelving.unit.black.brown.glass.20213312. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vittsjoe.shelving.unit.black.brown.glass.50214678. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vittsjoe.storage.combination.black.brown.glass.s59902658. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vittsjoe.tv.bench.black.brown.glass.70303428. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.volfgang.chair.chrome.plated.gunnared.medium.grey.80404672. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.vuku.wardrobe.white.80331973. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.yngvar.chair.anthracite.80417636. <dbl> …
## $ link_https...www.ikea.com.sa.en.p.yngvar.chair.red.00417635. <dbl> …
## $ other_colors_Yes <dbl> …
## $ designer_other <dbl> …specify model
xgboost_spec <-
boost_tree(trees = tune())%>%
set_mode("classification") %>%
set_engine("xgboost")
xgboost_workflow <-
workflow() %>%
add_recipe(xgboost_recipe) %>%
add_model(xgboost_spec) tune hyperparameters
doParallel::registerDoParallel()
set.seed(31899)
xgboost_tune <-
tune_grid(xgboost_workflow,
resamples = ikea_cv,
grid = 5,
control = control_grid(save_pred = TRUE))## → A | warning: ! There are new levels in `old_price`: "SR 925", "SR 2,605", "SR 7,785", "SR
## 310", "SR 6,785", "SR 575", "SR 6,875", "SR 5,640", "SR 730", and "SR 232".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.## → B | warning: ! There are new levels in `link`:
## "https://www.ikea.com/sa/en/p/nordli-chest-of-5-drawers-white-s29276550/",
## "https://www.ikea.com/sa/en/p/brusali-tv-bench-brown-10306613/",
## "https://www.ikea.com/sa/en/p/besta-storage-combination-w-glass-doors-grey-stained-walnut-effect-lappviken-grey-stained-walnut-eff-clear-glass-s29300852/",
## "https://www.ikea.com/sa/en/p/dietmar-underframe-for-chair-with-armrests-chrome-plated-70288630/",
## "https://www.ikea.com/sa/en/p/vimle-2-seat-sofa-orrsta-black-blue-s89284712/",
## "https://www.ikea.com/sa/en/p/vittsjoe-shelving-unit-black-brown-glass-50214678/",
## "https://www.ikea.com/sa/en/p/billy-morliden-bookcase-with-glass-doors-brown-ash-veneer-glass-s39292026/",
## "https://www.ikea.com/sa/en/p/besta-tv-bench-white-40299890/",
## "https://www.ikea.com/sa/en/p/bror-shelving-unit-white-s89303956/",
## "https://www.ikea.com/sa/en/p/fanbyn-chair-frame-brown-wood-effect-00385069/",
## "https://www.ikea.com/sa/en/p/soederhamn-corner-sofa-4-seat-with-open-end-finnsta-turquoise-s29284381/",
## "https://www.ikea.com/sa/en/p/platsa-wardrobe-with-2-doors-3-drawers-white-fonnes-white-s59326469/",
## "https://www.ikea.com/sa/en/p/janinge-chair-with-armrests-white-80280515/",
## "https://www.ikea.com/sa/en/p/besta-tv-storage-combination-glass-doors-black-brown-lappviken-light-grey-clear-glass-s49203355/",
## "https://www.ikea.com/sa/en/p/gamlarp-2-seat-sofa-dark-grey-70451065/",
## "https://www.ikea.com/sa/en/p/pax-wardrobe-white-fjellhamar-light-bamboo-s89243335/",
## "https://www.ikea.com/sa/en/p/lixhult-storage-combination-white-pink-s69248659/",
## "https://www.ikea.com/sa/en/p/stig-bar-stool-with-backrest-black-silver-colour-80155205/",
## …,
## "https://www.ikea.com/sa/en/p/klimpen-table-leg-with-storage-grey-light-grey-10353765/",
## and
## "https://www.ikea.com/sa/en/p/algot-wall-upright-shelves-white-s39903791/".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.## There were issues with some computations A: x1 B: x1There were issues with some computations A: x3 B: x3There were issues with some computations A: x6 B: x6There were issues with some computations A: x10 B: x10There were issues with some computations A: x15 B: x15 → C | warning: No event observations were detected in `truth` with event level 'FALSE'.
## There were issues with some computations A: x15 B: x15There were issues with some computations A: x20 B: x20 C: x5 → D | warning: ! There are new levels in `old_price`: "SR 671", "SR 145", "SR 3,490", "SR
## 5,975", "SR 1,785", "SR 965", "SR 90", "SR 420", "SR 3,375", and "SR 2,760".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x5 → E | warning: ! There are new levels in `link`:
## "https://www.ikea.com/sa/en/p/solleroen-modular-corner-sofa-4-seat-outdoor-with-footstool-dark-grey-kuddarna-beige-s49303595/",
## "https://www.ikea.com/sa/en/p/lixhult-storage-combination-grey-dark-green-red-orange-s09248916/",
## "https://www.ikea.com/sa/en/p/alex-drawer-unit-blue-40410340/",
## "https://www.ikea.com/sa/en/p/vuku-wardrobe-white-80331973/",
## "https://www.ikea.com/sa/en/p/eket-wall-mounted-cabinet-combination-dark-grey-s79189150/",
## "https://www.ikea.com/sa/en/p/pax-wardrobe-white-faervik-white-glass-s29167037/",
## "https://www.ikea.com/sa/en/p/billy-oxberg-bookcase-with-glass-doors-white-s69281804/",
## "https://www.ikea.com/sa/en/p/landskrona-3-seat-sofa-grann-bomstad-golden-brown-metal-s09270295/",
## "https://www.ikea.com/sa/en/p/jonaxel-frame-w-bskts-clths-rl-shlv-uts-s89297663/",
## "https://www.ikea.com/sa/en/p/micke-desk-white-80213074/",
## "https://www.ikea.com/sa/en/p/liatorp-tv-storage-combination-white-s29046045/",
## "https://www.ikea.com/sa/en/p/hattefjaell-pair-of-armrests-black-00429426/",
## "https://www.ikea.com/sa/en/p/billy-gnedby-bookcase-black-brown-s99020476/",
## "https://www.ikea.com/sa/en/p/ekeroe-armchair-kimstad-laglig-black-60262881/",
## "https://www.ikea.com/sa/en/p/besta-storage-combination-w-glass-doors-black-brown-selsviken-dark-red-brown-clear-glass-s49300827/",
## "https://www.ikea.com/sa/en/p/lixhult-storage-combination-grey-dark-green-orange-s89248922/",
## "https://www.ikea.com/sa/en/p/ivar-2-sections-shelves-pine-s79248319/",
## "https://www.ikea.com/sa/en/p/besta-storage-combination-with-doors-white-kallviken-stubbarp-concrete-effect-s09305068/",
## …, "https://www.ikea.com/sa/en/p/muren-recliner-nordvalla-beige-90299029/",
## and
## "https://www.ikea.com/sa/en/p/bekant-storage-unit-on-castors-mesh-white-s09282547/".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x5There were issues with some computations A: x20 B: x20 C: x5 D: x1 E:…There were issues with some computations A: x20 B: x20 C: x5 D: x3 E:…There were issues with some computations A: x20 B: x20 C: x5 D: x6 E:…There were issues with some computations A: x20 B: x20 C: x5 D: x10 E…There were issues with some computations A: x20 B: x20 C: x5 D: x15 E…There were issues with some computations A: x20 B: x20 C: x10 D: x20 … → F | error: Error in `step_smote()`:
## Caused by error in `bake()`:
## ! Not enough observations of "FALSE" to perform SMOTE.
## There were issues with some computations A: x20 B: x20 C: x10 D: x20 …There were issues with some computations A: x20 B: x20 C: x10 D: x20 … → G | warning: ! There are new levels in `category`: "Trolleys".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x10 D: x20 … → H | warning: ! There are new levels in `old_price`: "SR 179", "SR 557", "SR 475", "SR 30",
## "SR 105", "SR 977", "SR 1,735", "SR 752", and "SR 657".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x10 D: x20 … → I | warning: ! There are new levels in `link`:
## "https://www.ikea.com/sa/en/p/helmer-drawer-unit-on-castors-black-20341970/",
## "https://www.ikea.com/sa/en/p/besta-storage-combination-w-doors-drawers-grey-stained-walnut-effect-lappviken-stubbarp-grey-stained-walnut-eff-clear-glass-s39301785/",
## "https://www.ikea.com/sa/en/p/lixhult-storage-combination-grey-white-orange-red-s89161631/",
## "https://www.ikea.com/sa/en/p/groenlid-3-seat-sofa-with-chaise-longue-kimstad-dark-brown-s49256594/",
## "https://www.ikea.com/sa/en/p/ivar-1-section-shelves-pine-s59248320/",
## "https://www.ikea.com/sa/en/p/kivik-u-shaped-sofa-6-seat-orrsta-red-s49252949/",
## "https://www.ikea.com/sa/en/p/nordli-chest-of-2-drawers-white-s99239494/",
## "https://www.ikea.com/sa/en/p/micke-desk-white-30213076/",
## "https://www.ikea.com/sa/en/p/pax-wardrobe-white-hokksund-high-gloss-light-beige-s59264843/",
## "https://www.ikea.com/sa/en/p/delaktig-chaise-longue-with-armrest-gunnared-light-brown-pink-s09289327/",
## "https://www.ikea.com/sa/en/p/pax-wardrobe-brown-stained-ash-effect-uggdal-grey-glass-s09247257/",
## "https://www.ikea.com/sa/en/p/ivar-shelving-unit-with-clothes-rail-s19288006/",
## "https://www.ikea.com/sa/en/p/brimnes-tv-storage-combination-glass-doors-white-s99278225/",
## "https://www.ikea.com/sa/en/p/bernhard-bar-stool-with-backrest-chrome-plated-mjuk-kavat-white-00272656/",
## "https://www.ikea.com/sa/en/p/songesand-chest-of-3-drawers-white-90366839/",
## "https://www.ikea.com/sa/en/p/algot-wall-upright-shelves-white-s49017749/",
## "https://www.ikea.com/sa/en/p/bror-hook-for-post-black-50343147/",
## "https://www.ikea.com/sa/en/p/havsten-supporting-stand-outdoor-beige-10404519/",
## …, "https://www.ikea.com/sa/en/p/stallarp-leg-chrome-plated-20390574/", and
## "https://www.ikea.com/sa/en/p/norraker-bar-stool-with-backrest-birch-20429010/".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x10 D: x20 …There were issues with some computations A: x20 B: x20 C: x10 D: x20 …There were issues with some computations A: x20 B: x20 C: x10 D: x20 …There were issues with some computations A: x20 B: x20 C: x10 D: x20 …There were issues with some computations A: x20 B: x20 C: x10 D: x20 …There were issues with some computations A: x20 B: x20 C: x10 D: x20 … → J | warning: ! There are new levels in `old_price`: "SR 2,350", "SR 3,500", "SR 2,495", "SR
## 6,625", "SR 1,300", "SR 2,525", "SR 981", "SR 910", "SR 2,220", "SR 1,865",
## and "SR 776".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x10 D: x20 … → K | warning: ! There are new levels in `link`:
## "https://www.ikea.com/sa/en/p/bekant-storage-unit-with-smart-lock-mesh-black-s79286896/",
## "https://www.ikea.com/sa/en/p/graelviken-3-seat-sofa-bed-grey-70340567/",
## "https://www.ikea.com/sa/en/p/langur-seat-shell-for-highchair-white-10330811/",
## "https://www.ikea.com/sa/en/p/besta-storage-combination-with-doors-black-brown-riksviken-stubbarp-light-bronze-effect-s29302573/",
## "https://www.ikea.com/sa/en/p/groenlid-armchair-inseros-white-s19275909/",
## "https://www.ikea.com/sa/en/p/billy-oxberg-bookcase-black-brown-glass-s89217727/",
## "https://www.ikea.com/sa/en/p/nordkisa-open-wardrobe-with-sliding-door-bamboo-00439468/",
## "https://www.ikea.com/sa/en/p/havsta-glass-door-cabinet-grey-00415194/",
## "https://www.ikea.com/sa/en/p/trogen-childrens-step-stool-yellow-80371520/",
## "https://www.ikea.com/sa/en/p/haellan-storage-combination-with-doors-white-s89249403/",
## "https://www.ikea.com/sa/en/p/brimnes-headboard-with-storage-compartment-white-20228709/",
## "https://www.ikea.com/sa/en/p/slaekt-underbed-with-storage-white-s99239451/",
## "https://www.ikea.com/sa/en/p/groenlid-2-seat-sofa-bed-ljungen-dark-red-s29278101/",
## "https://www.ikea.com/sa/en/p/liatorp-bookcase-white-00116595/",
## "https://www.ikea.com/sa/en/p/nordli-chest-of-12-drawers-white-s99239489/",
## "https://www.ikea.com/sa/en/p/vilto-shelving-unit-birch-90344456/",
## "https://www.ikea.com/sa/en/p/hemnes-chest-of-3-drawers-white-90374274/",
## "https://www.ikea.com/sa/en/p/kolbjoern-shelving-unit-with-2-cabinets-beige-s59291634/",
## …,
## "https://www.ikea.com/sa/en/p/algot-skadis-wall-upright-shelves-rod-s19276414/",
## and
## "https://www.ikea.com/sa/en/p/trofast-storage-combination-light-white-stained-pine-pine-white-s89102095/".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x10 D: x20 …There were issues with some computations A: x20 B: x20 C: x15 D: x20 …There were issues with some computations A: x20 B: x20 C: x15 D: x20 …There were issues with some computations A: x20 B: x20 C: x15 D: x20 …There were issues with some computations A: x20 B: x20 C: x15 D: x20 …There were issues with some computations A: x20 B: x20 C: x15 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 … → L | warning: ! There are new levels in `old_price`: "SR 2,155", "SR 2,095", "SR 895", "SR
## 505", "SR 4,235", "SR 27", "SR 3,425", "SR 8,350", "SR 2,090", "SR 765", and
## "SR 2,270".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x20 D: x20 … → M | warning: ! There are new levels in `link`:
## "https://www.ikea.com/sa/en/p/billy-morliden-bookcase-with-glass-doors-white-glass-s29287370/",
## "https://www.ikea.com/sa/en/p/svalnaes-wall-mounted-shelf-combination-bamboo-s69184431/",
## "https://www.ikea.com/sa/en/p/liatorp-storage-combination-with-doors-white-s19046442/",
## "https://www.ikea.com/sa/en/p/platsa-media-storage-combination-s29291391/",
## "https://www.ikea.com/sa/en/p/eket-cabinet-combination-with-feet-dark-grey-s69190861/",
## "https://www.ikea.com/sa/en/p/tyssedal-chest-of-6-drawers-white-20293714/",
## "https://www.ikea.com/sa/en/p/pax-wardrobe-white-forsand-white-s39246911/",
## "https://www.ikea.com/sa/en/p/groenlid-corner-sofa-5-seat-with-chaise-longue-kimstad-dark-brown-s59256579/",
## "https://www.ikea.com/sa/en/p/flottebo-sofa-bed-with-side-table-vissle-purple-s29297454/",
## "https://www.ikea.com/sa/en/p/smagoera-changing-table-bookshelf-white-50460886/",
## "https://www.ikea.com/sa/en/p/nordmela-chest-of-drawers-with-clothes-rail-black-blue-00421656/",
## "https://www.ikea.com/sa/en/p/besta-tv-bench-with-drawers-grey-stained-walnut-effect-lappviken-stallarp-grey-stained-walnut-eff-clear-glass-s59276266/",
## "https://www.ikea.com/sa/en/p/bekvaem-step-stool-white-40178888/",
## "https://www.ikea.com/sa/en/p/vittsjoe-storage-combination-black-brown-glass-s59902658/",
## "https://www.ikea.com/sa/en/p/kolbjoern-cabinet-in-outdoor-beige-20345633/",
## "https://www.ikea.com/sa/en/p/eket-underframe-birch-80349001/",
## "https://www.ikea.com/sa/en/p/ingolf-junior-chair-antique-stain-60353838/",
## "https://www.ikea.com/sa/en/p/haellan-storage-combination-with-doors-white-s49249396/",
## …, "https://www.ikea.com/sa/en/p/billy-bookcase-white-s89017827/", and
## "https://www.ikea.com/sa/en/p/besta-eket-cabinet-combination-for-tv-white-s29204431/".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x20 D: x20 …There were issues with some computations A: x20 B: x20 C: x25 D: x20 … → N | warning: ! There are new levels in `old_price`: "SR 3,250", "SR 530", "SR 340", "SR
## 655", "SR 570", and "SR 1,180".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x25 D: x20 … → O | warning: ! There are new levels in `link`:
## "https://www.ikea.com/sa/en/p/poaeng-armchair-black-brown-robust-glose-dark-brown-s59829125/",
## "https://www.ikea.com/sa/en/p/pax-wardrobe-white-hokksund-high-gloss-light-beige-s79305913/",
## "https://www.ikea.com/sa/en/p/besta-wall-mounted-cabinet-combination-black-brown-riksviken-light-bronze-effect-s69301717/",
## "https://www.ikea.com/sa/en/p/lixhult-cabinet-combination-grey-s19279177/",
## "https://www.ikea.com/sa/en/p/ekedalen-chair-brown-orrsta-light-grey-80341019/",
## "https://www.ikea.com/sa/en/p/bekant-shelving-unit-black-10373495/",
## "https://www.ikea.com/sa/en/p/lixhult-storage-combination-red-orange-grey-pink-white-blue-green-s49248858/",
## "https://www.ikea.com/sa/en/p/vedbo-chair-with-armrests-black-gunnared-dark-grey-80403154/",
## "https://www.ikea.com/sa/en/p/godvin-leg-white-50200271/",
## "https://www.ikea.com/sa/en/p/billy-oxberg-bookcase-white-glass-s89017832/",
## "https://www.ikea.com/sa/en/p/galant-storage-combination-with-drawers-black-stained-ash-veneer-s09285070/",
## "https://www.ikea.com/sa/en/p/kivik-chaise-longue-grann-bomstad-black-10198604/",
## "https://www.ikea.com/sa/en/p/besta-tv-bench-white-70299879/",
## "https://www.ikea.com/sa/en/p/kallax-shelving-unit-white-green-10459903/",
## "https://www.ikea.com/sa/en/p/groenlid-corner-sofa-4-seat-kimstad-dark-brown-s79256564/",
## "https://www.ikea.com/sa/en/p/besta-storage-combination-with-doors-black-brown-lappviken-light-grey-clear-glass-s69208031/",
## "https://www.ikea.com/sa/en/p/eket-cabinet-w-door-and-1-shelf-white-90333938/",
## "https://www.ikea.com/sa/en/p/kolbjoern-shelving-unit-with-cabinet-beige-s19291645/",
## …,
## "https://www.ikea.com/sa/en/p/antilop-highchair-with-safety-belt-white-silver-colour-s89041709/",
## and
## "https://www.ikea.com/sa/en/p/eket-wall-mounted-cabinet-combination-white-s89307643/".
## ℹ Consider using step_novel() (`?recipes::step_novel()`) before `step_dummy()`
## to handle unseen values.
## There were issues with some computations A: x20 B: x20 C: x25 D: x20 …There were issues with some computations A: x20 B: x20 C: x25 D: x20 …There were issues with some computations A: x20 B: x20 C: x25 D: x20 …There were issues with some computations A: x20 B: x20 C: x25 D: x20 …There were issues with some computations A: x20 B: x20 C: x25 D: x20 …There were issues with some computations A: x20 B: x20 C: x25 D: x20 …There were issues with some computations A: x20 B: x20 C: x30 D: x20 …There were issues with some computations A: x20 B: x20 C: x30 D: x20 …There were issues with some computations A: x20 B: x20 C: x30 D: x20 …