library(tidyverse)
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library(correlationfunnel)
## ══ correlationfunnel Tip #3 ════════════════════════════════════════════════════
## Using `binarize()` with data containing many columns or many rows can increase dimensionality substantially.
## Try subsetting your data column-wise or row-wise to avoid creating too many columns.
## You can always make a big problem smaller by sampling. :)
library(recipes)
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library(tidymodels)
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library(themis)
library(doParallel)
## Loading required package: foreach
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## Attaching package: 'foreach'
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## Loading required package: iterators
## Loading required package: parallel
data <- 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`
Issues with data
Missing values
depth, height, width
Factors or numeric variables
category, sellable_online, other_colors, designer
Zero variance variables
none identified
Character variables
name, short_description, link
Unbalanced target variable
price distribution may be skewed across categories
ID variable
item_id
factors_vec <- data %>%
select(category, sellable_online, other_colors, designer) %>%
names()
data_clean <- data %>%
# Convert categorical variables to factors
mutate(across(all_of(factors_vec), as.factor)) %>%
# Drop columns not useful for modeling
select(-link, -name, -short_description, -item_id)
data_clean %>% count(category)
## # A tibble: 17 × 2
## category n
## <fct> <int>
## 1 Bar furniture 47
## 2 Beds 208
## 3 Bookcases & shelving units 548
## 4 Cabinets & cupboards 292
## 5 Café furniture 26
## 6 Chairs 481
## 7 Chests of drawers & drawer units 125
## 8 Children's furniture 124
## 9 Nursery furniture 97
## 10 Outdoor furniture 216
## 11 Room dividers 13
## 12 Sideboards, buffets & console tables 23
## 13 Sofas & armchairs 428
## 14 Tables & desks 612
## 15 Trolleys 28
## 16 TV & media furniture 190
## 17 Wardrobes 236
data_clean %>%
ggplot(aes(category)) +
geom_bar() +
coord_flip()
data_clean %>%
ggplot(aes(category, price)) +
geom_boxplot() +
coord_flip()
# step 1: binarizes
data_model <- data_clean %>%
drop_na(depth, height, width)
# step 2: correlation
data_binarized <- data_model %>%
select(-price) %>%
binarize() %>%
bind_cols(price = data_model$price)
## New names:
## • `...1__-Inf_799.5` -> `...1`
## • `...1__799.5_1653` -> `...2`
## • `...1__1653_2474.5` -> `...3`
## • `...1__2474.5_Inf` -> `...4`
data_binarized %>% glimpse()
## Rows: 1,899
## Columns: 61
## $ ...1 <dbl> 1, 1, 1, 1, 1, 1, 1, …
## $ ...2 <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ ...3 <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ ...4 <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ category__Bar_furniture <dbl> 1, 1, 1, 1, 1, 1, 1, …
## $ category__Beds <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__Bookcases_&_shelving_units` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__Cabinets_&_cupboards` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ category__Chairs <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__Chests_of_drawers_&_drawer_units` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__Children's_furniture` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ category__Nursery_furniture <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ category__Outdoor_furniture <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__Sideboards,_buffets_&_console_tables` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__Sofas_&_armchairs` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__Tables_&_desks` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__TV_&_media_furniture` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ category__Wardrobes <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `category__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ old_price__No_old_price <dbl> 1, 1, 1, 1, 1, 1, 1, …
## $ `old_price__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ sellable_online__TRUE <dbl> 1, 1, 1, 1, 1, 1, 1, …
## $ `sellable_online__-OTHER` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ other_colors__No <dbl> 0, 1, 1, 1, 1, 1, 1, …
## $ other_colors__Yes <dbl> 1, 0, 0, 0, 0, 0, 0, …
## $ designer__Andreas_Fredriksson <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Carina_Bengs <dbl> 0, 0, 1, 0, 0, 0, 1, …
## $ designer__Carl_Öjerstam <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Ebba_Strandmark <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Ehlén_Johansson <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `designer__Ehlén_Johansson/IKEA_of_Sweden` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Eva_Lilja_Löwenhielm <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Francis_Cayouette <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Gillis_Lundgren <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Henrik_Preutz <dbl> 1, 0, 0, 0, 0, 0, 0, …
## $ designer__IKEA_of_Sweden <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `designer__IKEA_of_Sweden/Ehlén_Johansson` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `designer__IKEA_of_Sweden/Jon_Karlsson` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Johan_Kroon <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Jon_Karlsson <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `designer__Jon_Karlsson/IKEA_of_Sweden` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `designer__K_Hagberg/M_Hagberg` <dbl> 0, 0, 0, 1, 1, 1, 0, …
## $ designer__Mia_Lagerman <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Nike_Karlsson <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Ola_Wihlborg <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Studio_Copenhagen <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ designer__Tord_Björklund <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `designer__-OTHER` <dbl> 0, 1, 0, 0, 0, 0, 0, …
## $ `depth__-Inf_40` <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ depth__40_47 <dbl> 0, 0, 1, 1, 1, 1, 1, …
## $ depth__47_60 <dbl> 1, 1, 0, 0, 0, 0, 0, …
## $ depth__60_Inf <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `height__-Inf_71` <dbl> 0, 1, 0, 0, 0, 0, 0, …
## $ height__71_92 <dbl> 0, 0, 1, 0, 0, 0, 0, …
## $ height__92_171 <dbl> 1, 0, 0, 1, 1, 1, 1, …
## $ height__171_Inf <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ `width__-Inf_60` <dbl> 1, 0, 1, 1, 1, 1, 1, …
## $ width__60_93 <dbl> 0, 1, 0, 0, 0, 0, 0, …
## $ width__93_161.5 <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ width__161.5_Inf <dbl> 0, 0, 0, 0, 0, 0, 0, …
## $ price <dbl> 69, 225, 345, 129, 12…
# step 3: correlation
data_correlation <- data_binarized %>%
correlate(price)
## Warning: Expected 2 pieces. Missing pieces filled with `NA` in 5 rows [1, 2, 3,
## 4, 61].
# step 4: plot
data_correlation %>%
correlationfunnel::plot_correlation_funnel()
## Warning: The `size` argument of `element_line()` is deprecated as of ggplot2 3.4.0.
## ℹ Please use the `linewidth` argument instead.
## ℹ The deprecated feature was likely used in the correlationfunnel package.
## Please report the issue at
## <https://github.com/business-science/correlationfunnel/issues>.
## This warning is displayed once per session.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## Warning: The `size` argument of `element_rect()` is deprecated as of ggplot2 3.4.0.
## ℹ Please use the `linewidth` argument instead.
## ℹ The deprecated feature was likely used in the correlationfunnel package.
## Please report the issue at
## <https://github.com/business-science/correlationfunnel/issues>.
## This warning is displayed once per session.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## Warning: Removed 5 rows containing missing values or values outside the scale range
## (`geom_text_repel()`).
## Warning: ggrepel: 35 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
data_clean <- data %>%
mutate(
category = as.factor(category),
sellable_online = as.factor(sellable_online),
other_colors = as.factor(other_colors),
designer = as.factor(designer),
price_class = ifelse(price > median(price, na.rm = TRUE), "High", "Low"),
price_class = as.factor(price_class)
) %>%
select(-`...1`, -item_id, -link, -short_description, -old_price)
#split Data
set.seed(1234)
data_split <- initial_split(data_clean, strata = price_class)
data_train <- training(data_split)
data_test <- testing(data_split)
data_cv <- vfold_cv(data_train, strata = price_class)
data_cv
## # 10-fold cross-validation using stratification
## # A tibble: 10 × 2
## splits id
## <list> <chr>
## 1 <split [2492/278]> Fold01
## 2 <split [2492/278]> Fold02
## 3 <split [2492/278]> Fold03
## 4 <split [2492/278]> Fold04
## 5 <split [2492/278]> Fold05
## 6 <split [2494/276]> Fold06
## 7 <split [2494/276]> Fold07
## 8 <split [2494/276]> Fold08
## 9 <split [2494/276]> Fold09
## 10 <split [2494/276]> Fold10
xgboost_recipe <- recipe(price_class ~ ., data = data_train) %>%
step_rm(price) %>%
step_impute_median(all_numeric_predictors()) %>%
step_novel(all_nominal_predictors()) %>%
step_unknown(all_nominal_predictors()) %>%
step_dummy(all_nominal_predictors()) %>%
step_smote(price_class)
xgboost_recipe %>% prep() %>% juice() %>% glimpse()
## Rows: 2,770
## Columns: 961
## $ depth <dbl> …
## $ height <dbl> …
## $ width <dbl> …
## $ name_ADILS <dbl> …
## $ name_AGAM <dbl> …
## $ name_AGEN <dbl> …
## $ name_ALEFJÄLL <dbl> …
## $ name_ALEX <dbl> …
## $ name_ALGOT <dbl> …
## $ name_ALGOT...SKÅDIS <dbl> …
## $ name_ALSEDA <dbl> …
## $ name_ÅMLIDEN <dbl> …
## $ name_ÅMLIDEN...KRILLE <dbl> …
## $ name_ÅMLIDEN...OLOV <dbl> …
## $ name_ÅMLIDEN...TORSKLINT <dbl> …
## $ name_ANGERSBY <dbl> …
## $ name_ANTILOP <dbl> …
## $ name_ANVÄNDBAR <dbl> …
## $ name_ÄPPLARÖ <dbl> …
## $ name_ARKELSTORP <dbl> …
## $ name_ASKEBY <dbl> …
## $ name_ASKHOLMEN <dbl> …
## $ name_ASKVOLL <dbl> …
## $ name_BACKARYD <dbl> …
## $ name_BAGGANÄS <dbl> …
## $ name_BALSBERGET <dbl> …
## $ name_BÅTSFJORD <dbl> …
## $ name_BEKANT <dbl> …
## $ name_BEKVÄM <dbl> …
## $ name_BENARP <dbl> …
## $ name_BENÖ <dbl> …
## $ name_BERGENES <dbl> …
## $ name_BERGHALLA <dbl> …
## $ name_BERNHARD <dbl> …
## $ name_BERTIL <dbl> …
## $ name_BESTÅ <dbl> …
## $ name_BESTÅ...EKET <dbl> …
## $ name_BESTÅ.BURS <dbl> …
## $ name_BILLSBRO <dbl> …
## $ name_BILLY <dbl> …
## $ name_BILLY...BOTTNA <dbl> …
## $ name_BILLY...GNEDBY <dbl> …
## $ name_BILLY...MORLIDEN <dbl> …
## $ name_BILLY...OXBERG <dbl> …
## $ name_BINGSTA <dbl> …
## $ name_BJÄRRED <dbl> …
## $ name_BJÖRKSNÄS <dbl> …
## $ name_BJORLI <dbl> …
## $ name_BJURSTA <dbl> …
## $ name_BLÅMES <dbl> …
## $ name_BLECKBERGET <dbl> …
## $ name_BOLMEN <dbl> …
## $ name_BÖRJE <dbl> …
## $ name_BORTBERG <dbl> …
## $ name_BOSNÄS <dbl> …
## $ name_BOTTNA <dbl> …
## $ name_BRÅTHULT <dbl> …
## $ name_BRATTVÅG <dbl> …
## $ name_BRENNÅSEN <dbl> …
## $ name_BRIMNES <dbl> …
## $ name_BROMMÖ <dbl> …
## $ name_BROR <dbl> …
## $ name_BRORINGE <dbl> …
## $ name_BRUSALI <dbl> …
## $ name_BRYGGJA <dbl> …
## $ name_BRYNILEN <dbl> …
## $ name_BUNSÖ <dbl> …
## $ name_BURFJORD <dbl> …
## $ name_BURVIK <dbl> …
## $ name_BUSA <dbl> …
## $ name_BUSKBO <dbl> …
## $ name_BUSSAN <dbl> …
## $ name_BUSUNGE <dbl> …
## $ name_BYÅS <dbl> …
## $ name_BYLLAN <dbl> …
## $ name_CILLA <dbl> …
## $ name_CIRKUSTÄLT <dbl> …
## $ name_DAGOTTO <dbl> …
## $ name_DALFRED <dbl> …
## $ name_DELAKTIG <dbl> …
## $ name_DIETMAR <dbl> …
## $ name_DIHULT <dbl> …
## $ name_DJUPVIK <dbl> …
## $ name_DUVHOLMEN <dbl> …
## $ name_EDVALLA <dbl> …
## $ name_EKEDALEN <dbl> …
## $ name_EKEDALEN...BERNHARD <dbl> …
## $ name_EKEDALEN...EKEDALEN <dbl> …
## $ name_EKEDALEN...HENRIKSDAL <dbl> …
## $ name_EKEDALEN...LEIFARNE <dbl> …
## $ name_EKEDALEN...ODGER <dbl> …
## $ name_EKEDALEN...TOBIAS <dbl> …
## $ name_EKENÄS <dbl> …
## $ name_EKERÖ <dbl> …
## $ name_EKET <dbl> …
## $ name_EKOLSUND <dbl> …
## $ name_EKTORP <dbl> …
## $ name_ELSEBET <dbl> …
## $ name_ELVARLI <dbl> …
## $ name_ENERYDA <dbl> …
## $ name_ENETRI <dbl> …
## $ name_ERIK <dbl> …
## $ name_ERNFRID <dbl> …
## $ name_FABRIKÖR <dbl> …
## $ name_FALHOLMEN <dbl> …
## $ name_FANBYN <dbl> …
## $ name_FÄRLÖV <dbl> …
## $ name_FINNBY <dbl> …
## $ name_FINNVARD <dbl> …
## $ name_FIXA <dbl> …
## $ name_FJÄLLBERGET <dbl> …
## $ name_FJÄLLBO <dbl> …
## $ name_FLEKKE <dbl> …
## $ name_FLINTAN...NOMINELL <dbl> …
## $ name_FLISAT <dbl> …
## $ name_FLOTTEBO <dbl> …
## $ name_FLYTTA <dbl> …
## $ name_FÖRSIKTIG <dbl> …
## $ name_FRANKLIN <dbl> …
## $ name_FREDDE <dbl> …
## $ name_FREDÖN <dbl> …
## $ name_FREKVENS <dbl> …
## $ name_FRIHETEN <dbl> …
## $ name_FRÖSÖN <dbl> …
## $ name_FRÖSÖN.DUVHOLMEN <dbl> …
## $ name_FUSION <dbl> …
## $ name_FYRESDAL <dbl> …
## $ name_GALANT <dbl> …
## $ name_GAMLARED...LERHAMN <dbl> …
## $ name_GAMLARED...STEFAN <dbl> …
## $ name_GAMLARP <dbl> …
## $ name_GAMLEBY <dbl> …
## $ name_GAMLEHULT <dbl> …
## $ name_GENEVAD <dbl> …
## $ name_GERSBY <dbl> …
## $ name_GERTON <dbl> …
## $ name_GERTON...TORSKLINT <dbl> …
## $ name_GISTAD <dbl> …
## $ name_GJÖRA <dbl> …
## $ name_GLADOM <dbl> …
## $ name_GLASHOLM <dbl> …
## $ name_GLASHOLM...ALEX <dbl> …
## $ name_GLASHOLM...ODDVALD <dbl> …
## $ name_GLASSVIK <dbl> …
## $ name_GLENN <dbl> …
## $ name_GNEDBY <dbl> …
## $ name_GODISHUS <dbl> …
## $ name_GONATT <dbl> …
## $ name_GRÄLVIKEN <dbl> …
## $ name_GRANBODA <dbl> …
## $ name_GRÖNADAL <dbl> …
## $ name_GRÖNLID <dbl> …
## $ name_GRUNDSUND <dbl> …
## $ name_GRUNDTAL <dbl> …
## $ name_GRUVBYN <dbl> …
## $ name_GUALÖV <dbl> …
## $ name_GUBBARP <dbl> …
## $ name_GULLIVER <dbl> …
## $ name_GUNDE <dbl> …
## $ name_HACKÅS <dbl> …
## $ name_HÄLLAN <dbl> …
## $ name_HÅLLÖ <dbl> …
## $ name_HANVIKEN <dbl> …
## $ name_HARRY <dbl> …
## $ name_HÄSSELBY <dbl> …
## $ name_HATTEFJÄLL <dbl> …
## $ name_HAVSTA <dbl> …
## $ name_HAVSTEN <dbl> …
## $ name_HEDRA <dbl> …
## $ name_HEJNE <dbl> …
## $ name_HEMNES <dbl> …
## $ name_HENRIKSDAL <dbl> …
## $ name_HERDIS <dbl> …
## $ name_HILLARED <dbl> …
## $ name_HILVER <dbl> …
## $ name_HILVER...GODVIN <dbl> …
## $ name_HILVER...LERBERG <dbl> …
## $ name_HISHULT <dbl> …
## $ name_HÖGSMA <dbl> …
## $ name_HOL <dbl> …
## $ name_HOLMSUND <dbl> …
## $ name_HORNAVAN <dbl> …
## $ name_HUSARÖ <dbl> …
## $ name_HYLLIS <dbl> …
## $ name_IDÅSEN <dbl> …
## $ name_IKEA.PS <dbl> …
## $ name_IKEA.PS.2012 <dbl> …
## $ name_IKEA.PS.2012...JANINGE <dbl> …
## $ name_IKEA.PS.2012...TEODORES <dbl> …
## $ name_IKEA.PS.2017 <dbl> …
## $ name_IKEA.PS.GULLHOLMEN <dbl> …
## $ name_IKEA.PS.LÖMSK <dbl> …
## $ name_IKEA.PS.VÅGÖ <dbl> …
## $ name_INGATORP <dbl> …
## $ name_INGATORP...HENRIKSDAL <dbl> …
## $ name_INGATORP...INGATORP <dbl> …
## $ name_INGATORP...INGOLF <dbl> …
## $ name_INGATORP...SAKARIAS <dbl> …
## $ name_INGO <dbl> …
## $ name_INGOLF <dbl> …
## $ name_ISBERGET <dbl> …
## $ name_IVAR <dbl> …
## $ name_JANINGE <dbl> …
## $ name_JÄPPLING <dbl> …
## $ name_JÄRVFJÄLLET <dbl> …
## $ name_JOKKMOKK <dbl> …
## $ name_JONAXEL <dbl> …
## $ name_JULES <dbl> …
## $ name_JUSTINA <dbl> …
## $ name_KALLAX <dbl> …
## $ name_KALLRÖR <dbl> …
## $ name_KALLVIKEN <dbl> …
## $ name_KARLJAN <dbl> …
## $ name_KIVIK <dbl> …
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## $ name_KLEPPSTAD <dbl> …
## $ name_KLIMPEN <dbl> …
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## $ name_KULLEN <dbl> …
## $ name_KUNGSFORS <dbl> …
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## $ name_KUNGSHOLMEN <dbl> …
## $ name_KUNGSÖ <dbl> …
## $ name_KURA <dbl> …
## $ name_KVISTBRO <dbl> …
## $ name_KYRRE <dbl> …
## $ name_LACK <dbl> …
## $ name_LÄCKÖ <dbl> …
## $ name_LAIVA <dbl> …
## $ name_LANDSKRONA <dbl> …
## $ name_LANEBERG <dbl> …
## $ name_LANEBERG...EKEDALEN <dbl> …
## $ name_LANEBERG...KARLJAN <dbl> …
## $ name_LANEBERG...SVENBERTIL <dbl> …
## $ name_LÅNGFJÄLL <dbl> …
## $ name_LANGUR <dbl> …
## $ name_LAPPLAND <dbl> …
## $ name_LAPPVIKEN <dbl> …
## $ name_LÄTT <dbl> …
## $ name_LAUVIK <dbl> …
## $ name_LAXVIKEN <dbl> …
## $ name_LEIFARNE <dbl> …
## $ name_LEN <dbl> …
## $ name_LENNART <dbl> …
## $ name_LERBERG <dbl> …
## $ name_LERHAMN <dbl> …
## $ name_LIATORP <dbl> …
## $ name_LIDHULT <dbl> …
## $ name_LIDKULLEN <dbl> …
## $ name_LIERSKOGEN <dbl> …
## $ name_LILLÅSEN <dbl> …
## $ name_LILLHÖJDEN <dbl> …
## $ name_LINDVED <dbl> …
## $ name_LINNMON <dbl> …
## $ name_LINNMON...ADILS <dbl> …
## $ name_LINNMON...ALEX <dbl> …
## $ name_LINNMON...ALVARET <dbl> …
## $ name_LINNMON...FINNVARD <dbl> …
## $ name_LINNMON...GODVIN <dbl> …
## $ name_LINNMON...HILVER <dbl> …
## $ name_LINNMON...KRILLE <dbl> …
## $ name_LINNMON...LALLE <dbl> …
## $ name_LINNMON...LERBERG <dbl> …
## $ name_LINNMON...ODDVALD <dbl> …
## $ name_LINNMON...OLOV <dbl> …
## $ name_LINNMON...TORSKLINT <dbl> …
## $ name_LISABO <dbl> …
## $ name_LISABO...JANINGE <dbl> …
## $ name_LISABO...ODGER <dbl> …
## $ name_LISABO...RÖNNINGE <dbl> …
## $ name_LISABO...SVENBERTIL <dbl> …
## $ name_LISTERBY <dbl> …
## $ name_LIXHULT <dbl> …
## $ name_LJUV <dbl> …
## $ name_LOBERGET...SIBBEN <dbl> …
## $ name_LOMMARP <dbl> …
## $ name_LOTE <dbl> …
## $ name_LÖVBACKEN <dbl> …
## $ name_LUBBAN <dbl> …
## $ name_LUNNARP <dbl> …
## $ name_LURÖY <dbl> …
## $ name_LYCKSELE <dbl> …
## $ name_LYCKSELE.HÅVET <dbl> …
## $ name_LYCKSELE.LÖVÅS <dbl> …
## $ name_LYCKSELE.MURBO <dbl> …
## $ name_MACKAPÄR <dbl> …
## $ name_MALINDA <dbl> …
## $ name_MALM <dbl> …
## $ name_MALMSTA <dbl> …
## $ name_MALSJÖ <dbl> …
## $ name_MAMMUT <dbl> …
## $ name_MARIUS <dbl> …
## $ name_MARKERAD <dbl> …
## $ name_MARKUS <dbl> …
## $ name_MARTIN <dbl> …
## $ name_MÄSTERBY <dbl> …
## $ name_MASTHOLMEN <dbl> …
## $ name_MELLTORP <dbl> …
## $ name_MELLTORP...ADDE <dbl> …
## $ name_MELLTORP...JANINGE <dbl> …
## $ name_MELLTORP...MARIUS <dbl> …
## $ name_MELLTORP...NILSOVE <dbl> …
## $ name_MELLTORP...NISSE <dbl> …
## $ name_MELLTORP...TEODORES <dbl> …
## $ name_MICKE <dbl> …
## $ name_MILSBO <dbl> …
## $ name_MINNEN <dbl> …
## $ name_MÖCKELBY...FANBYN <dbl> …
## $ name_MÖCKELBY...HENRIKSDAL <dbl> …
## $ name_MÖCKELBY...NORRARYD <dbl> …
## $ name_MÖCKELBY...ODGER <dbl> …
## $ name_MÖJLIGHET <dbl> …
## $ name_MÖLLARP <dbl> …
## $ name_MOLTE <dbl> …
## $ name_MÖRBYLÅNGA <dbl> …
## $ name_MÖRBYLÅNGA...BALTSAR <dbl> …
## $ name_MÖRBYLÅNGA...BERNHARD <dbl> …
## $ name_MÖRBYLÅNGA...LEIFARNE <dbl> …
## $ name_MÖRBYLÅNGA...ODGER <dbl> …
## $ name_MÖRBYLÅNGA...TOSSBERG <dbl> …
## $ name_MÖRBYLÅNGA...VOLFGANG <dbl> …
## $ name_MORLIDEN <dbl> …
## $ name_MOSSARYD <dbl> …
## $ name_MOSTORP <dbl> …
## $ name_MUREN <dbl> …
## $ name_MYDAL <dbl> …
## $ name_NANNARP <dbl> …
## $ name_NEIDEN <dbl> …
## $ name_NIKKEBY <dbl> …
## $ name_NILSERIK <dbl> …
## $ name_NILSOVE <dbl> …
## $ name_NILSOVE...NORNA <dbl> …
## $ name_NISSAFORS <dbl> …
## $ name_NISSE <dbl> …
## $ name_NOCKEBY <dbl> …
## $ name_NOMINELL <dbl> …
## $ name_NORBERG <dbl> …
## $ name_NORBERG...NISSE <dbl> …
## $ name_NORDEN <dbl> …
## $ name_NORDEN...RÅSKOG <dbl> …
## $ name_NORDKISA <dbl> …
## $ name_NORDLI <dbl> …
## $ name_NORDMELA <dbl> …
## $ name_NORDVIKEN <dbl> …
## $ name_NORDVIKEN...HENRIKSDAL <dbl> …
## $ name_NORDVIKEN...LEIFARNE <dbl> …
## $ name_NORDVIKEN...NORDVIKEN <dbl> …
## $ name_NORDVIKEN...NORRARYD <dbl> …
## $ name_NORDVIKEN...RÖNNINGE <dbl> …
## $ name_NORRÅKER <dbl> …
## $ name_NORRÅKER...NORRÅKER <dbl> …
## $ name_NORRÅKER...NORRARYD <dbl> …
## $ name_NORRÅKER...RÖNNINGE <dbl> …
## $ name_NORRARYD <dbl> …
## $ name_NORRNÄS <dbl> …
## $ name_NORSBORG <dbl> …
## $ name_NOTVIKEN <dbl> …
## $ name_NYBODA <dbl> …
## $ name_NYHAMN <dbl> …
## $ name_OBSERVATÖR <dbl> …
## $ name_ODDBJÖRG <dbl> …
## $ name_ODDVALD <dbl> …
## $ name_ODGER <dbl> …
## $ name_OLAUS <dbl> …
## $ name_ÖRFJÄLL <dbl> …
## $ name_ORRNÄS <dbl> …
## $ name_ÖSTERNÄS <dbl> …
## $ name_ÖVRARYD <dbl> …
## $ name_ÖVRARYD...JANINGE <dbl> …
## $ name_OXBERG <dbl> …
## $ name_PÅHL <dbl> …
## $ name_PAX <dbl> …
## $ name_PAX...AULI <dbl> …
## $ name_PAX...BERGSBO <dbl> …
## $ name_PAX...FÄRVIK.AULI <dbl> …
## $ name_PAX...FORSAND <dbl> …
## $ name_PAX...GRIMO <dbl> …
## $ name_PAX...GRIMO.VIKEDAL <dbl> …
## $ name_PAX...HASVIK <dbl> …
## $ name_PAX...HOKKSUND <dbl> …
## $ name_PAX...MEHAMN <dbl> …
## $ name_PAX...MEHAMN.AULI <dbl> …
## $ name_PAX...MEHAMN.SEKKEN <dbl> …
## $ name_PAX...SEKKEN <dbl> …
## $ name_PAX...TYSSEDAL <dbl> …
## $ name_PAX...VIKEDAL <dbl> …
## $ name_PAX...VINGROM <dbl> …
## $ name_PLATSA <dbl> …
## $ name_POÄNG <dbl> …
## $ name_PRÄSTHOLM <dbl> …
## $ name_RÅDVIKEN <dbl> …
## $ name_RAKKESTAD <dbl> …
## $ name_RAMSTA <dbl> …
## $ name_RÅSHULT <dbl> …
## $ name_RÅSKOG <dbl> …
## $ name_RAST <dbl> …
## $ name_REGISSÖR <dbl> …
## $ name_REMSTA <dbl> …
## $ name_RENBERGET <dbl> …
## $ name_RESÖ <dbl> …
## $ name_RIDABU <dbl> …
## $ name_RIKSVIKEN <dbl> …
## $ name_RIMFORSA <dbl> …
## $ name_RISATORP <dbl> …
## $ name_ROTHULT <dbl> …
## $ name_RYDEBÄCK <dbl> …
## $ name_RYDEBÄCK.BACKARYD...JANINGE <dbl> …
## $ name_SÄBÖVIK <dbl> …
## $ name_SAGSTUA <dbl> …
## $ name_SAKARIAS <dbl> …
## $ name_SALTHOLMEN <dbl> …
## $ name_SANDARED <dbl> …
## $ name_SANDBACKEN <dbl> …
## $ name_SELSVIKEN <dbl> …
## $ name_SETSKOG <dbl> …
## $ name_SINDVIK <dbl> …
## $ name_SJÄLLAND <dbl> …
## $ name_SKÅDIS <dbl> …
## $ name_SKÅLBERG...SPORREN <dbl> …
## $ name_SKÄRHAMN <dbl> …
## $ name_SKARPÖ <dbl> …
## $ name_SKARSTA <dbl> …
## $ name_SKOGSTA...NORRARYD <dbl> …
## $ name_SKOGSTORP <dbl> …
## $ name_SKÖTSAM <dbl> …
## $ name_SKRUVSTA <dbl> …
## $ name_SKUBB <dbl> …
## $ name_SLÄHULT <dbl> …
## $ name_SLÄHULT.DALSHULT...LEIFARNE <dbl> …
## $ name_SLÄKT <dbl> …
## $ name_SLATTUM <dbl> …
## $ name_SMÅGÖRA <dbl> …
## $ name_SNIGLAR <dbl> …
## $ name_SNILLE <dbl> …
## $ name_SÖDERHAMN <dbl> …
## $ name_SOLGUL <dbl> …
## $ name_SOLLERÖN <dbl> …
## $ name_SONGESAND <dbl> …
## $ name_STACKHOLMEN <dbl> …
## $ name_STALLARP <dbl> …
## $ name_STEFAN <dbl> …
## $ name_STEGÖN <dbl> …
## $ name_STENSELE <dbl> …
## $ name_STENSELE...NORRARYD <dbl> …
## $ name_STENSELE...RÖNNINGE <dbl> …
## $ name_STENSTORP <dbl> …
## $ name_STIG <dbl> …
## $ name_STOCKHOLM <dbl> …
## $ name_STOCKHOLM.2017 <dbl> …
## $ name_STOCKSUND <dbl> …
## $ name_STOCKVIKEN <dbl> …
## $ name_STOLJAN <dbl> …
## $ name_STRÅFLY <dbl> …
## $ name_STRANDMON <dbl> …
## $ name_STUBBARP <dbl> …
## $ name_STUK <dbl> …
## $ name_STUVA <dbl> …
## $ name_STUVA...FÖLJA <dbl> …
## $ name_STUVA...FRITIDS <dbl> …
## $ name_SUFFLETT <dbl> …
## $ name_SULARP <dbl> …
## $ name_SUMMERA <dbl> …
## $ name_SUNDSTA <dbl> …
## $ name_SUNDVIK <dbl> …
## $ name_SUNNEA <dbl> …
## $ name_SUNNERSTA <dbl> …
## $ name_SVALNÄS <dbl> …
## $ name_SVALSTA <dbl> …
## $ name_SVANÖ <dbl> …
## $ name_SVÄRTA <dbl> …
## $ name_SVENARNE <dbl> …
## $ name_SVENBERTIL <dbl> …
## $ name_SYVDE <dbl> …
## $ name_TÄRENDÖ <dbl> …
## $ name_TÄRENDÖ...ADDE <dbl> …
## $ name_TÄRENDÖ...GUNDE <dbl> …
## $ name_TÄRNÖ <dbl> …
## $ name_TARVA <dbl> …
## $ name_TEODORES <dbl> …
## $ name_TERJE <dbl> …
## $ name_THYGE <dbl> …
## $ name_TIMMERVIKEN <dbl> …
## $ name_TINGBY <dbl> …
## $ name_TINGBY...LEIFARNE <dbl> …
## $ name_TINGBY...NILSOVE <dbl> …
## $ name_TOBIAS <dbl> …
## $ name_TOMMARYD <dbl> …
## $ name_TORNVIKEN <dbl> …
## $ name_TORSBY <dbl> …
## $ name_TORSBY...BERNHARD <dbl> …
## $ name_TORSBY...LEIFARNE <dbl> …
## $ name_TORSBY...VOLFGANG <dbl> …
## $ name_TORSKLINT <dbl> …
## $ name_TOSTERÖ <dbl> …
## $ name_TRANARÖ <dbl> …
## $ name_TROFAST <dbl> …
## $ name_TRULSTORP <dbl> …
## $ name_TRYSIL <dbl> …
## $ name_TUFFING <dbl> …
## $ name_TULLSTA <dbl> …
## $ name_TYSSEDAL <dbl> …
## $ name_ULRIKSBERG <dbl> …
## $ name_UPPLEVA <dbl> …
## $ name_UTÅKER <dbl> …
## $ name_UTTER <dbl> …
## $ name_VÄDDÖ <dbl> …
## $ name_VADHOLMA <dbl> …
## $ name_VÄDRA <dbl> …
## $ name_VALLENTUNA <dbl> …
## $ name_VANGSTA <dbl> …
## $ name_VANGSTA...TEODORES <dbl> …
## $ name_VASSVIKEN <dbl> …
## $ name_VÄSTANBY <dbl> …
## $ name_VÄSTANBY.VÄSTANÅ...BERNHARD <dbl> …
## $ name_VÄSTANBY.VÄSTANÅ...LEIFARNE <dbl> …
## $ name_VATTVIKEN <dbl> …
## $ name_VEBERÖD <dbl> …
## $ name_VEDBO <dbl> …
## $ name_VEDBO...VEDBO <dbl> …
## $ name_VEJMON <dbl> …
## $ name_VIDGA <dbl> …
## $ name_VIGGJA <dbl> …
## $ name_VIKARE <dbl> …
## $ name_VIKHAMMER <dbl> …
## $ name_VILTO <dbl> …
## $ name_VIMLE <dbl> …
## $ name_VIMUND <dbl> …
## $ name_VIPPÄRT <dbl> …
## $ name_VISTHUS <dbl> …
## $ name_VITTSJÖ <dbl> …
## $ name_VITVAL <dbl> …
## $ name_VOLFGANG <dbl> …
## $ name_VUKU <dbl> …
## $ name_YNGVAR <dbl> …
## $ name_YPPERLIG <dbl> …
## $ name_YPPERLIG...NILSOVE <dbl> …
## $ name_YTTERÖN <dbl> …
## $ name_new <dbl> …
## $ name_unknown <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> …
## $ category_new <dbl> …
## $ category_unknown <dbl> …
## $ sellable_online_TRUE. <dbl> …
## $ sellable_online_new <dbl> …
## $ sellable_online_unknown <dbl> …
## $ other_colors_Yes <dbl> …
## $ other_colors_new <dbl> …
## $ other_colors_unknown <dbl> …
## $ designer_X003.494.44.Separate.shelf.for.magazines..etc..helps.you.keep.your.things.organised.and.the.table.top.clear.The.castors.make.it.easy.to.move.the.table.if.needed. <dbl> …
## $ designer_X003.786.67.You.sit.comfortably.thanks.to.the.shaped.back.and.armrests.Complete.with.FANBYN.chair.frame. <dbl> …
## $ designer_X003.825.94.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.15.000.cycles..which.is.suitable.for.furniture.that.should.withstand.everyday.use.in.the.home.The.cover.has.a.lightfastness.level.of.5..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use. <dbl> …
## $ designer_X003.850.69.For.increased.stability..re.tighten.the.screws.about.two.weeks.after.assembly.and.when.necessary.Complete.with.FANBYN.seat.shell. <dbl> …
## $ designer_X004.135.38.SEGERSTA.cover.is.made.of.cotton.and.polyester.and.is.a.very.durable.fabric..with.a.woven.checkered.pattern.and.a.soft..smooth.surface.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.50.000.cycles..15.000.cycles.or.more.is.suitable.for.furniture.used.every.day.at.home..Over.30.000.cycles.means.a.good.ability.to.resist.abrasion.The.cover.has.a.lightfastness.level.of.5..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use.This.product.is.an.extra.cover..Frame.is.sold.separately. <dbl> …
## $ designer_X092.210.16.You.sit.comfortably.thanks.to.the.shaped.back.and.armrests.Suitable.for.both.indoor.and.outdoor.use. <dbl> …
## $ designer_X102.945.11.It.s.easy.to.keep.the.cables.from.your.TV.and.other.devices.out.of.sight.but.close.at.hand..as.there.are.several.cable.outlets.at.the.back.of.the.TV.bench.You.can.choose.to.stand.the.TV.bench.on.the.floor.or.mount.it.on.the.wall.to.free.up.floor.space.If.you.want.to.organise.inside.you.can.complement.with.BESTÅ.interior.fittings.Steady.also.on.uneven.floors..thanks.to.the.adjustable.feet.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.This.TV.bench.can.take.a.max.load.of.50.kg.on.the.top.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.May.be.completed.with.STALLARP..STUBBARP.or.NANNARP.legs..This.TV.bench.requires.4.legs.and.1.BESTÅ.supporting.leg.May.be.completed.with.SULARP.legs..This.TV.bench.requires.2.legs.and.1.BESTÅ.supporting.leg. <dbl> …
## $ designer_X102.998.77.It.s.easy.to.keep.the.cables.from.your.TV.and.other.devices.out.of.sight.but.close.at.hand..as.there.are.several.cable.outlets.at.the.back.of.the.TV.bench.If.you.want.to.organise.inside.you.can.complement.with.BESTÅ.interior.fittings.Steady.also.on.uneven.floors..thanks.to.the.adjustable.feet.For.safety.reasons.this.TV.bench.shall.not.be.hung.on.the.wall.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.This.TV.bench.can.take.a.max.load.of.50.kg.on.the.top.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.May.be.completed.with.STALLARP..STUBBARP.or.NANNARP.legs..This.TV.bench.requires.4.legs.and.2.BESTÅ.supporting.legs.May.be.completed.with.SULARP.legs..This.TV.bench.requires.2.legs.and.2.BESTÅ.supporting.legs. <dbl> …
## $ designer_X103.310.14.Hook.and.loop.fasteners.keep.the.chair.cushion.in.place.The.chair.cushion.has.two.identical.sides.so.it.can.be.turned.over.for.even.wear.Easy.to.keep.clean.since.it.is.machine.washable. <dbl> …
## $ designer_X104.114.40.This.waterproof.storage.box.protects.your.outdoor.pads.and.cushions.from.rain..sun..dirt..dust.and.pollen.and.helps.you.keep.them.organised.when.they.re.not.being.used.Protecting.your.outdoor.pads.and.cushions.in.a.waterproof.storage.box.is.a.simple.and.effective.way.to.make.them.look.new.and.fresh.longer.The.colour.stays.fresh.for.longer.as.the.fabric.is.fade.resistant..Handles.make.it.easy.to.move.Make.sure.the.cushions.are.completely.dry.before.storing.them.away.in.the.storage.box.During.the.off.season..store.the.box.filled.with.cushions.in.a.cool.dry.place.indoors.The.storage.box.is.light.in.weight..so.you.may.need.to.fill.it.to.keep.it.from.moving.around.in.the.wind.For.example..the.storage.box.can.be.filled.with.3.seat.cushions.and.3.back.cushions.for.outdoor.sofas.and.4.decorative.cushions.For.example..the.storage.box.can.be.filled.with.6.seat.back.cushions.and.6.decorative.cushions.For.example..the.storage.box.can.be.filled.with.2.seat.cushions.and.2.back.cushions.for.outdoor.sofas..2.chair.cushions.for.armchairs.and.2.4.decorative.cushions. <dbl> …
## $ designer_X104.158.53.Can.be.used.individually.or.be.pushed.together.to.save.space.Low.weight..easy.to.move.Sizes...length.x.width.x.height..27x22x35.cm..36x26x38.cm..45x30x40.cm. <dbl> …
## $ designer_X104.238.86.Small..neat.dimensions.make.the.table.easy.to.furnish.with..even.when.space.is.limited.Table.with.drop.leaves.seats.2.4..makes.it.possible.to.adjust.the.table.size.according.to.need.You.can.store.for.example.cutlery..table.napkins.and.candles.in.the.6.drawers.under.the.table.top.This.table.has.been.tested.against.our.strictest.standards.for.stability..durability.and.safety.to.withstand.everyday.use.in.your.home.for.years.Seats.2.4.Only.recommended.for.indoor.use.For.increased.stability..re.tighten.the.screws.about.two.weeks.after.assembly.and.when.necessary.Combines.with.other.furniture.in.the.NORDEN.series. <dbl> …
## $ designer_X104.246.21.KNOPPARP.sofa.is.very.durable.thanks.to.the.metal.construction.and.strong.supporting.fabric.Thanks.to.the.innovative.construction..we.can.use.less.materials.and.foam.when.we.make.KNOPPARP.sofa..while.the.padded.cover.ensures.that.the.comfort.is.maintained.A.sofa.with.small..neat.dimensions.which.is.easy.to.furnish.with..even.when.space.is.limited..This.cover.is.made.from.KNISA.fabric.in.polyester..which.is.dope.dyed..It.s.a.durable.material.which.has.a.soft.feel.The.dope.dyeing.process.reduces.consumption.of.water.and.dyestuff.compared.to.traditional.dyeing.techniques.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed.Easy.to.bring.home.if.you.choose.to.carry.it.on.your.own..The.packaging.is.just.over.one.metre.in.height.and.weighs.17.kg.10.year.guarantee..Read.about.the.terms.in.the.guarantee.brochure.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.40.000.cycles..15.000.cycles.or.more.is.suitable.for.furniture.used.every.day.at.home..Over.30.000.cycles.means.a.good.ability.to.resist.abrasion.The.cover.has.a.lightfastness.level.of.5.6..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use. <dbl> …
## $ designer_X104.283.32.Suitable.for.both.indoor.and.outdoor.use.The.cover.is.easy.to.put.on.and.remove.Protects.your.things.from.dust.At.the.top.of.the.cover.there.is.an.opening.that.allows.air.to.circulate.You.can.also.use.the.shelving.unit.with.cover.as.a.small.greenhouse. <dbl> …
## $ designer_X104.321.93.The.tabletop.in.tempered.glass.is.stain.resistant.and.easy.to.clean.Handle.with.care..A.damaged.edge.or.scratched.surface.can.cause.the.glass.to.suddenly.crack.or.break..Avoid.bumps.from.the.side...this.is.where.the.glass.is.most.vulnerable.Safety.fittings.included. <dbl> …
## $ designer_X104.415.69.You.can.choose.to.mount.the.door.on.the.right.or.left.side.To.be.completed.with.BESTÅ.hinges.1.door.requires.1.pack.of.hinges..Sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X104.417.29.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed. <dbl> …
## $ designer_X104.417.34.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed. <dbl> …
## $ designer_X104.610.10.The.lumbar.cushion.helps.you.to.sit.up.straight..which.relieves.both.the.spine.and.lower.back.You.easily.attach.the.lumbar.cushion.to.your.favourite.chair.with.the.sewn.on.touch.and.close.fastening.Fixed.cover. <dbl> …
## $ designer_X104.691.86.The.sofa.is.packaged.in.a.space.efficient.way..making.it.easy.to.transport.and.carry.into.your.home.You.can.store.remote.controls.and.other.smaller.items.in.the.practical.pockets.on.the.sides.of.the.armrests. <dbl> …
## $ designer_X104.709.72.LJUNGEN.is.a.hardwearing.cover.made.of.a.polyester.fabric.with.a.soft..velvety.surface.and.a.slightly.reflective.lustre.This.product.is.an.extra.cover..Sofa.is.sold.separately.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.45.000.cycles..15.000.cycles.or.more.is.suitable.for.furniture.used.every.day.at.home..Over.30.000.cycles.means.a.good.ability.to.resist.abrasion.The.cover.has.a.lightfastness.level.of.5..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use. <dbl> …
## $ designer_X104.710.85.The.chair.legs.are.made.of.solid.wood..which.is.a.durable.natural.material.You.sit.comfortably.thanks.to.the.high.back.and.seat.with.polyester.wadding.For.increased.stability..re.tighten.the.screws.about.two.weeks.after.assembly.and.when.necessary.This.chair.has.been.tested.for.home.use.and.meets.the.requirements.for.durability.and.safety..set.forth.in.the.following.standards..EN.12520.and.EN.1022. <dbl> …
## $ designer_X193.254.57.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed. <dbl> …
## $ designer_X200.130.73.The.cushion.can.be.turned.over.and.therefore.has.two.sides.for.even.wear.Suitable.for.AGEN.chair. <dbl> …
## $ designer_X202.959.25.Separate.shelf.for.magazines..etc..helps.you.keep.your.things.organised.and.the.table.top.clear.The.castors.make.it.easy.to.move.the.table.if.needed. <dbl> …
## $ designer_X203.305.99.The.TV.bracket.can.be.angled.for.change.of.viewing.position..and.easy.access.to.cables.and.connections.The.TV.bracket.has.integrated.cable.management.so.you.can.easily.gather.and.conceal.wires.for.a.neater.TV.solution.UPPLEVA.TV.brackets.are.VESA.compatibleFits.most.37.55..flat.screen.TVs.Fits.MOSTORP..MALSJÖ.and.BESTÅ.TV.benches. <dbl> …
## $ designer_X204.002.76.One.half.of.the.table.top.can.be.raised.to.a.more.comfortable.height.for.eating.or.maybe.surfing.on.your.laptop.Practical.storage.space.underneath.the.table.top.You.can.eat.comfortably.at.your.coffee.table.by.raising.the.table.top. <dbl> …
## $ designer_X204.099.36.Choose.whether.you.want.to.place.it.vertically.or.horizontally.and.use.it.as.a.shelf.or.sideboard.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.Two.persons.are.needed.for.the.assembly.of.this.furniture.May.be.completed.with.KALLAX.insert..sold.separately. <dbl> …
## $ designer_X204.237.20.Easy.to.assemble.The.insert.looks.nice.in.a.room.divider.as.the.back.has.also.been.finished.You.can.use.the.inserts.to.customise.KALLAX.shelving.unit.so.that.it.suits.your.storage.needs.Dimensioned.for.KALLAX.shelving.unit.To.be.completed.with.KALLAX.shelving.unit. <dbl> …
## $ designer_X204.262.76.Solid.oak.is.a.hardwearing.natural.material.which.gives.a.warm..natural.feeling.Wood.is.a.natural.living.material..and.variations.in.the.grain..colour.and.texture.makes.each.piece.of.wood.furniture.unique.Each.piece.of.furniture.is.unique.as.it.is.handmade.For.maximum.quality..re.tighten.the.screws.when.necessary. <dbl> …
## $ designer_X204.415.78.The.doors.keep.your.belongings.hidden.and.free.from.dust.You.can.choose.to.mount.the.door.on.the.right.or.left.side.To.be.completed.with.BESTÅ.hinges.1.door.requires.1.pack.of.hinges..Sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X301.150.66.You.sit.comfortably.thanks.to.the.chair.s.shaped.back.and.seat.You.can.hang.the.chair.on.a.hook.on.the.wall.to.save.space.You.can.fold.the.chair..so.it.takes.less.space.when.you.re.not.using.it.The.chair.is.available.in.different.colours...choose.your.favourite.or.mix.This.chair.has.been.tested.for.home.use.and.meets.the.requirements.for.durability.and.safety..set.forth.in.the.following.standards..EN.12520.and.EN.1022. <dbl> …
## $ designer_X304.156.25.Can.be.used.individually.or.be.pushed.together.to.save.space.Low.weight..easy.to.move.Sizes...length.x.width.x.height..27x22x35.cm..36x26x38.cm..45x30x40.cm. <dbl> …
## $ designer_X304.289.01.Transforms.a.single.open.cube.in.the.EKET.series.into.a.display.case.Protects.the.things.you.love.and.minimises.the.need.to.dust.Tempered.glass.is.more.impact.resistant.than.ordinary.glass.and.the.surface.is.easy.to.clean.Handle.with.care..A.damaged.edge.or.scratched.surface.can.cause.the.glass.to.suddenly.crack.or.break..Avoid.bumps.from.the.side...this.is.where.the.glass.is.most.vulnerable. <dbl> …
## $ designer_X304.289.15.A.simple.unit.can.be.enough.storage.for.a.limited.space.or.the.foundation.for.a.larger.storage.solution.if.your.needs.change.You.can.choose.to.place.the.cabinet.on.the.floor.or.mount.it.on.the.wall.to.free.up.floor.space.You.can.create.your.own.unique.solution.by.freely.combining.cabinets.of.different.sizes..with.or.without.doors.and.drawers.The.drawers.have.integrated.push.openers..so.you.don.t.need.knobs.or.handles.and.can.open.the.drawer.with.just.a.light.push.Must.be.completed.with.EKET.suspension.rail.if.you.choose.to.mount.the.frame.on.the.wall..This.frame.requires.1.suspension.rail..35.cm.long..sold.separately.To.be.completed.with.feet..legs.or.plinth.if.you.choose.to.place.the.cabinet.on.the.floor..Sold.separately.The.max.load.for.a.wall.hung.cabinet.depends.on.the.wall.material. <dbl> …
## $ designer_X304.337.90.This.cover.is.made.of.dope.dyed.GUNNARED.fabric.in.polyester..It.is.a.durable.fabric.with.a.wool.like.feel..a.warm.look.and.a.two.toned.melange.effect.The.cover.is.easy.to.keep.clean.since.it.is.removable.and.machine.washable.This.product.is.an.extra.cover..Sofa.is.sold.separately.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.50.000.cycles..15.000.cycles.or.more.is.suitable.for.furniture.used.every.day.at.home..Over.30.000.cycles.means.a.good.ability.to.resist.abrasion.The.cover.has.a.lightfastness.level.of.5..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use. <dbl> …
## $ designer_X304.415.54.The.door.keeps.your.belongings.hidden.and.free.from.dust.You.can.choose.to.mount.the.door.on.the.right.or.left.side.To.be.completed.with.BESTÅ.hinges.1.door.requires.1.pack.of.hinges..Sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X304.510.67 <dbl> …
## $ designer_X304.662.81.Fits.in.TROFAST.frames.Can.be.stacked.when.completed.with.a.lid.May.be.completed.with.TROFAST.lid. <dbl> …
## $ designer_X392.873.98.Glass.doors.keep.your.favourite.items.free.from.dust.but.still.visible.Adjustable.shelves..adapt.space.between.shelves.according.to.your.needs.Adjustable.hinges.allow.you.to.adjust.the.door.horizontally.and.vertically.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.Handle.with.care..A.damaged.edge.or.scratched.surface.can.cause.the.glass.to.suddenly.crack.and.or.break..Avoid.collisions.from.the.side...this.is.where.the.glass.is.most.vulnerable.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.Min..ceiling.height.required..205.cm.1.fixed.shelf.and.4.adjustable.shelves.included.May.be.completed.with.BILLY.height.extension.unit.in.the.same.width.for.added.storage.vertically. <dbl> …
## $ designer_X401.483.68.Sizes..44.5x29.5x40.cm..40x29.5x43.cm.and.33.5x29.5x40.cm. <dbl> …
## $ designer_X402.409.89.This.foot.rest.helps.you.sit.in.a.good.working.position.at.your.desk.and.reduces.strain.on.your.legs..back.and.neck.It.s.easy.to.tilt.and.adjust.the.platform.to.a.comfortable.angle.just.by.applying.pressure.with.your.foot.Your.feet.stay.in.place.when.the.platform.is.tilted.because.it.has.a.non.slip.textured.surface.Rubber.feet.underneath.keep.the.foot.rest.firmly.in.place.on.the.floor.and.protect.sensitive.surfaces. <dbl> …
## $ designer_X402.998.85.It.s.easy.to.keep.the.cables.from.your.TV.and.other.devices.out.of.sight.but.close.at.hand..as.there.are.several.cable.outlets.at.the.back.of.the.TV.bench.If.you.want.to.organise.inside.you.can.complement.with.BESTÅ.interior.fittings.Steady.also.on.uneven.floors..thanks.to.the.adjustable.feet.For.safety.reasons.this.TV.bench.shall.not.be.hung.on.the.wall.The.TV.bench.must.be.fixed.to.the.wall.with.the.included.wall.fastener.This.TV.bench.can.take.a.max.load.of.50.kg.on.the.top.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.May.be.completed.with.STALLARP..STUBBARP.or.NANNARP.legs..This.TV.bench.requires.4.legs.and.1.BESTÅ.supporting.leg.May.be.completed.with.SULARP.legs..This.TV.bench.requires.2.legs.and.1.BESTÅ.supporting.leg. <dbl> …
## $ designer_X402.998.90.It.s.easy.to.keep.the.cables.from.your.TV.and.other.devices.out.of.sight.but.close.at.hand..as.there.are.several.cable.outlets.at.the.back.of.the.TV.bench.If.you.want.to.organise.inside.you.can.complement.with.BESTÅ.interior.fittings.Steady.also.on.uneven.floors..thanks.to.the.adjustable.feet.For.safety.reasons.this.TV.bench.shall.not.be.hung.on.the.wall.The.TV.bench.must.be.fixed.to.the.wall.with.the.included.wall.fastener.This.TV.bench.can.take.a.max.load.of.50.kg.on.the.top.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.May.be.completed.with.STALLARP..STUBBARP.or.NANNARP.legs..This.TV.bench.requires.4.legs.and.1.BESTÅ.supporting.leg.May.be.completed.with.SULARP.legs..This.TV.bench.requires.2.legs.and.1.BESTÅ.supporting.leg. <dbl> …
## $ designer_X403.193.98.The.high.back.gives.good.support.for.your.neck.and.head. <dbl> …
## $ designer_X404.199.82.The.leather.ages.beautifully.and.acquires.a.nice.patina.over.time.10.year.guarantee..Read.about.the.terms.in.the.guarantee.brochure.The.safety.castors.have.a.pressure.sensitive.brake.mechanism.that.keeps.the.chair.in.place.when.you.stand.up..and.releases.automatically.when.you.sit.down.Seat.and.backrest.are.adjustable.in.height.and.give.you.maximum.support.regardless.of.your.body.height.You.get.good.support.for.your.thighs.and.back.since.the.seat.depth.is.adjustable.You.can.lean.back.with.perfect.balance..as.the.tilt.tension.mechanism.automatically.adjusts.the.resistance.to.suit.your.weight.and.movements..This.chair.has.been.tested.for.office.use.and.meets.the.requirements.for.durability.and.stability.set.forth.in.the.following.standards..EN.1335.and.ANSI.BIFMA.x5.1. <dbl> …
## $ designer_X404.262.75.Solid.wood.is.a.hardwearing.natural.material.Handmade.by.skilled.craftspeople..which.makes.every.product.unique.in.design.and.size.For.increased.stability..re.tighten.the.screws.about.two.weeks.after.assembly.and.when.necessary.Seats.4.6. <dbl> …
## $ designer_X404.662.85.Fits.in.TROFAST.frames.Can.be.stacked.when.completed.with.a.lid.May.be.completed.with.TROFAST.lid. <dbl> …
## $ designer_X404.728.61.Height.adjustable.armchair.which.you.can.swivel.to.the.desired.height.Slim.lines..easy.to.place.You.sit.comfortably.since.the.chair.is.adjustable.in.height.The.safety.castors.have.a.pressure.sensitive.brake.mechanism.that.keeps.the.chair.in.place.when.you.stand.up..and.releases.automatically.when.you.sit.down.This.product.has.been.developed.and.tested.for.domestic.use. <dbl> …
## $ designer_X443.610.10.Easy.to.keep.clean.since.you.can.remove.the.fabric.and.wash.it.by.machine.NEVER.use.for.infants.and.young.children.WARNING..Entanglement.and.strangulation.hazard.The.net.is.not.intended.to.be.used.as.protection.against.mosquitos.or.other.insects. <dbl> …
## $ designer_X492.284.74.Suitable.for.both.indoor.and.outdoor.use.You.sit.comfortably.thanks.to.the.chair.s.shaped.back.and.seat. <dbl> …
## $ designer_X500.583.76.Rattan.is.a.natural.material.which.ages.beautifully.and.develops.its.own.unique.character.over.time.Handwoven..each.piece.of.furniture.is.unique.Stackable.chair..saves.space.when.not.in.use.Plastic.feet..protect.the.furniture.if.in.contact.with.a.moist.surface.May.be.completed.with.NORNA.chair.pad.for.enhanced.seating.comfort. <dbl> …
## $ designer_X502.555.36.Easy.to.fold.up.and.easy.to.move.Fits.on.flat.sofa.armrest.width.from.10.cm.to.30.cm. <dbl> …
## $ designer_X502.638.38.Shallow.shelves.help.you.to.use.small.wall.spaces.effectively.by.accommodating.small.items.in.a.minimum.of.space.Adjustable.shelves..adapt.space.between.shelves.according.to.your.needs.A.simple.unit.can.be.enough.storage.for.a.limited.space.or.the.foundation.for.a.larger.storage.solution.if.your.needs.change.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.Min..ceiling.height.required..205.cm.1.fixed.shelf.and.4.adjustable.shelves.included.May.be.completed.with.BILLY.corner.fitting.to.form.a.stable.corner.unit.May.be.completed.with.BILLY.height.extension.unit.in.the.same.width.for.added.storage.vertically.May.be.completed.with.doors..available.in.different.colours.and.designs. <dbl> …
## $ designer_X502.755.96.Adjustable.hinges.allow.you.to.adjust.the.door.horizontally.and.vertically.Behind.the.panel.doors.you.can.keep.your.belongings.hidden.and.free.from.dust.Hinges.included.Knobs.included.1.door.will.fit.BILLY.bookcase.40.cm.and.2.doors.will.fit.BILLY.bookcase.80.cm.Can.be.used.on.the.corner.unit.only.if.the.shelf.next.to.it.has.no.doors.The.door.does.not.fit.bookcases.purchased.in.the.spring.of.2014.or.earlier. <dbl> …
## $ designer_X502.756.19.Adjustable.hinges.allow.you.to.adjust.the.door.horizontally.and.vertically.Glass.doors.keep.your.favourite.items.free.from.dust.but.still.visible.Hinges.included.Knobs.included.Handle.with.care..A.damaged.edge.or.scratched.surface.can.cause.the.glass.to.suddenly.crack.and.or.break..Avoid.collisions.from.the.side...this.is.where.the.glass.is.most.vulnerable.Can.be.used.on.the.corner.unit.only.if.the.shelf.next.to.it.has.no.doors. <dbl> …
## $ designer_X504.224.94.You.can.position.the.shelf.and.clothes.rail.in.two.different.ways...clothes.rail.at.the.top.and.shelf.down.below..or.both.together.at.the.top.of.the.wardrobe.Deep.enough.to.hold.standard.sized.adult.hangers.With.the.included.colourful.stickers..you.can.quickly.label.the.doors.in.your.own.personal.way.You.can.also.write.with.chalk.on.the.sticker.to.keep.track.of.where.you.have.your.things.WARNING..TIPPING.HAZARD...Unanchored.furniture.can.tip.over..This.furniture.shall.be.anchored.to.the.wall.with.the.enclosed.safety.fitting.to.prevent.it.from.tipping.over.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately. <dbl> …
## $ designer_X504.436.27.Drawers.make.it.easy.to.keep.your.things.organised.To.be.completed.with.BESTÅ.drawer.frame.60X15X40.cm.and.BESTÅ.drawer.runner..sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X504.662.75.Fits.in.TROFAST.frames.Can.be.stacked.when.completed.with.a.lid.May.be.completed.with.TROFAST.lid. <dbl> …
## $ designer_X504.689.53.Small.and.easy.to.place.chair.bed.which.can.easily.be.converted.into.a.single.bed.The.storage.space.under.the.seat.has.room.for.bedlinen.or.other.things.Just.as.nice.to.look.at.from.all.sides...perfect.to.place.in.the.middle.of.the.room.or.use.as.a.room.divider.The.cushion.cover.is.easy.to.keep.clean.and.fresh..as.you.can.take.it.off.and.machine.wash.it.Easy.to.assemble.1.cushion.included. <dbl> …
## $ designer_X593.376.70.Height.adjustable.children.s.desk.chair.which.you.can.swivel.to.the.desired.height.You.sit.comfortably.since.the.chair.is.adjustable.in.height.May.be.completed.with.KOLON.floor.protector.This.product.has.been.tested.for.domestic.use.Recommended.for.ages.7...12.years. <dbl> …
## $ designer_X602.141.59.You.can.collect.cables.and.extension.leads.on.the.shelf.under.the.table.top..so.they.re.hidden.but.still.close.at.hand.Can.be.placed.in.the.middle.of.a.room.because.the.back.is.finished.You.can.mount.the.storage.unit.to.the.right.or.left..according.to.your.space.or.preference..Combines.with.other.furniture.in.the.MALM.series.May.be.completed.with.SUMMERA.drawer.insert.with.6.compartments.to.create.order.in.the.drawer. <dbl> …
## $ designer_X602.141.83.The.pull.out.panel.gives.you.an.extra.work.surface.You.can.collect.cables.and.extension.leads.on.the.shelf.under.the.table.top..so.they.re.hidden.but.still.close.at.hand.You.can.mount.the.pull.out.panel.to.the.left.or.right.according.to.your.needs.Can.be.placed.in.the.middle.of.a.room.because.the.back.is.finished.Combines.with.other.furniture.in.the.MALM.series. <dbl> …
## $ designer_X602.957.06.With.a.media.shelf.you.can.make.the.most.of.the.wall.area..while.freeing.up.space.on.the.floor.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately. <dbl> …
## $ designer_X603.826.28.These.legs.in.nickel.plated.steel.give.NORSBORG.sofa.a.modern.and.stylish.look. <dbl> …
## $ designer_X604.415.62.Drawers.make.it.easy.to.keep.your.things.organised.To.be.completed.with.BESTÅ.drawer.frame.60X15X40.cm.and.BESTÅ.drawer.runner..sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X604.415.81.Drawers.make.it.easy.to.keep.your.things.organised.To.be.completed.with.BESTÅ.drawer.frame.60X15X40.cm.and.BESTÅ.drawer.runner..sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X702.453.39.Can.be.placed.in.the.middle.of.a.room.because.the.back.is.finished.The.high.gloss.surfaces.reflect.light.and.give.a.vibrant.look. <dbl> …
## $ designer_X702.842.03.A.sofa.bed.with.small..neat.dimensions.which.is.easy.to.furnish.with..even.when.space.is.limited.Readily.converts.into.a.bed.Fixed.cover. <dbl> …
## $ designer_X702.945.08.It.s.easy.to.keep.the.cables.from.your.TV.and.other.devices.out.of.sight.but.close.at.hand..as.there.are.several.cable.outlets.at.the.back.of.the.TV.bench.You.can.choose.to.stand.the.TV.bench.on.the.floor.or.mount.it.on.the.wall.to.free.up.floor.space.If.you.want.to.organise.inside.you.can.complement.with.BESTÅ.interior.fittings.Steady.also.on.uneven.floors..thanks.to.the.adjustable.feet.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.This.TV.bench.can.take.a.max.load.of.50.kg.on.the.top.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.May.be.completed.with.STALLARP..STUBBARP.or.NANNARP.legs..This.TV.bench.requires.4.legs.and.2.BESTÅ.supporting.legs.May.be.completed.with.SULARP.legs..This.TV.bench.requires.2.legs.and.2.BESTÅ.supporting.legs. <dbl> …
## $ designer_X702.998.79.It.s.easy.to.keep.the.cables.from.your.TV.and.other.devices.out.of.sight.but.close.at.hand..as.there.are.several.cable.outlets.at.the.back.of.the.TV.bench.If.you.want.to.organise.inside.you.can.complement.with.BESTÅ.interior.fittings.Steady.also.on.uneven.floors..thanks.to.the.adjustable.feet.For.safety.reasons.this.TV.bench.shall.not.be.hung.on.the.wall.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.This.TV.bench.can.take.a.max.load.of.50.kg.on.the.top.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.May.be.completed.with.STALLARP..STUBBARP.or.NANNARP.legs..This.TV.bench.requires.4.legs.and.2.BESTÅ.supporting.legs.May.be.completed.with.SULARP.legs..This.TV.bench.requires.2.legs.and.2.BESTÅ.supporting.legs. <dbl> …
## $ designer_X704.289.04.Metal.legs.raise.your.EKET.combination.from.the.floor..giving.a.light.airy.look.and.making.it.easy.to.clean.the.floor.underneath.Adjustable.feet..stands.steady.also.on.an.uneven.floor. <dbl> …
## $ designer_X704.415.66.You.can.choose.to.mount.the.door.on.the.right.or.left.side.To.be.completed.with.BESTÅ.hinges.1.door.requires.1.pack.of.hinges..Sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X704.436.26.The.front.may.be.used.as.a.door.or.as.a.drawer.front.You.can.choose.to.mount.the.door.on.the.right.or.left.side.The.doors.keep.your.belongings.hidden.and.free.from.dust.To.be.completed.with.BESTÅ.hinges.if.used.as.door..Sold.separately.To.be.completed.with.BESTÅ.drawer.frame.60x25x40.cm.and.BESTÅ.drawer.runner.if.used.as.drawer.front..Sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X704.510.65 <dbl> …
## $ designer_X704.516.35.Easy.to.keep.clean.since.the.cushion.can.be.machine.washed.Recommended.for.ages.from.3.years.Children.s.armchair.frame.is.sold.separately. <dbl> …
## $ designer_X704.655.38.You.sit.comfortably.thanks.to.the.restful.flexibility.of.the.seat.You.sit.comfortably.thanks.to.the.padded.seat.Velvet.The.velvet.reflects.light.in.a.characteristic.way.which.may.make.the.colour.appear.as.if.it.changes. <dbl> …
## $ designer_X792.396.35.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed.This.product.is.an.extra.cover..Sofa.is.sold.separately. <dbl> …
## $ designer_X802.612.58.You.can.choose.to.use.either.the.soft.closing.or.push.open.function.With.the.push.opener.you.don.t.need.knobs.or.handles.and.can.open.the.door.with.a.light.push.With.the.soft.closing.function.your.doors.close.silently.and.softly..Knobs.and.handles.are.sold.separately.If.you.choose.the.soft.closing.function.for.your.BESTÅ..we.recommend.complementing.the.fronts.with.knobs.handles.to.make.the.drawers.cabinets.more.convenient.to.open. <dbl> …
## $ designer_X802.945.03.It.s.easy.to.keep.the.cables.from.your.TV.and.other.devices.out.of.sight.but.close.at.hand..as.there.are.several.cable.outlets.at.the.back.of.the.TV.bench.You.can.choose.to.stand.the.TV.bench.on.the.floor.or.mount.it.on.the.wall.to.free.up.floor.space.If.you.want.to.organise.inside.you.can.complement.with.BESTÅ.interior.fittings.Steady.also.on.uneven.floors..thanks.to.the.adjustable.feet.This.furniture.must.be.fixed.to.the.wall.with.the.enclosed.wall.fastener.This.TV.bench.can.take.a.max.load.of.50.kg.on.the.top.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.May.be.completed.with.STALLARP..STUBBARP.or.NANNARP.legs..This.TV.bench.requires.4.legs.and.1.BESTÅ.supporting.leg.May.be.completed.with.SULARP.legs..This.TV.bench.requires.2.legs.and.1.BESTÅ.supporting.leg. <dbl> …
## $ designer_X803.086.75.This.product.has.been.developed.and.tested.for.domestic.use.To.be.completed.with.LEIFARNE.or.SVENBERTIL.seat.shell. <dbl> …
## $ designer_X803.826.08.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.15.000.cycles..which.is.suitable.for.furniture.that.should.withstand.everyday.use.in.the.home.The.cover.has.a.lightfastness.level.of.5..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use. <dbl> …
## $ designer_X803.891.48.You.sit.comfortably.thanks.to.the.chair.s.shaped.back.and.seat.Complete.with.FANBYN.chair.frame. <dbl> …
## $ designer_X804.046.72.You.sit.comfortably.thanks.to.the.restful.flexibility.of.the.seat.You.sit.comfortably.thanks.to.the.padded.seat.This.chair.has.been.tested.for.home.use.and.meets.the.requirements.for.durability.and.safety..set.forth.in.the.following.standards..EN.12520.and.EN.1022. <dbl> …
## $ designer_X804.190.70.The.shape.of.the.chair.backs.are.adapted.to.fit.the.corners.of.the.table..so.you.save.space.when.the.chairs.are.pushed.up.against.the.table.Table..length.84.cm..width.84.cm..height.75.cm...Chair..width.61.cm..depth.53.cm..height.76.cm..seat.height.46.cm..seat.width.55.cm..seat.depth.39.cm.. <dbl> …
## $ designer_X804.289.27.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.20.000.cycles..A.cover.that.withstands.15.000.cycles.or.more.is.suitable.for.furniture.that.should.withstand.everyday.use.in.the.home.The.cover.has.a.lightfastness.level.of.5..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use.This.product.is.an.extra.cover..Sofa.is.sold.separately. <dbl> …
## $ designer_X804.302.04.Suitable.for.both.indoor.and.outdoor.use.The.cover.is.easy.to.put.on.and.remove.Protects.your.things.from.dust.At.the.top.of.the.cover.there.is.an.opening.that.allows.air.to.circulate.You.can.also.use.the.shelving.unit.with.cover.as.a.small.greenhouse. <dbl> …
## $ designer_X804.334.86.Perfect.height.for.small.children..They.can.easily.reach.and.find.things.on.their.own.With.the.included.colourful.stickers..you.can.quickly.label.the.drawers.in.your.own.personal.way.You.can.also.write.with.chalk.on.the.sticker.to.keep.track.of.where.you.have.your.things.WARNING..TIPPING.HAZARD...Unanchored.furniture.can.tip.over..This.furniture.shall.be.anchored.to.the.wall.with.the.enclosed.safety.fitting.to.prevent.it.from.tipping.over.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately. <dbl> …
## $ designer_X804.415.56.The.front.may.be.used.as.a.door.or.as.a.drawer.front.You.can.choose.to.mount.the.door.on.the.right.or.left.side.The.door.keeps.your.belongings.hidden.and.free.from.dust.To.be.completed.with.BESTÅ.hinges.if.used.as.door..Sold.separately.To.be.completed.with.BESTÅ.drawer.frame.60x25x40.cm.and.BESTÅ.drawer.runner.if.used.as.drawer.front..Sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X902.179.72.Adjustable.feet.make.the.table.stand.steady.also.on.uneven.floors.Screws.for.fixing.the.legs.to.the.table.top.are.included.Suitable.for.table.tops.with.a.minimum.thickness.of.25.mm. <dbl> …
## $ designer_X902.952.53.Cable.outlets.make.it.easy.to.lead.cables.out.the.back..so.they.re.hidden.from.view.but.close.at.hand.when.you.need.them.The.large.drawer.makes.it.easy.to.keep.remote.controls..game.controllers.and.other.TV.accessories.organised.Behind.the.doors..there.s.plenty.of.extra.storage.space.to.help.keep.your.living.room.organised.A.floor.standing.TV.bench.must.be.fixed.to.the.wall.with.the.included.wall.fastener.Different.wall.materials.require.different.types.of.fixing.devices..Use.fixing.devices.suitable.for.the.walls.in.your.home..sold.separately.Push.openers.included.1.fixed.shelf.and.3.adjustable.shelves.included. <dbl> …
## $ designer_X902.994.49.A.good.solution.where.space.is.limited.It.s.easier.to.get.in.and.out.of.the.bed.with.a.centered.ladder..You.can.use.the.space.under.the.bed.for.storage..a.workspace.or.seating.Recommended.for.ages.from.6.years.High.beds.and.the.upper.bed.of.bunk.or.loft.beds.are.not.suitable.for.children.under.6.years.due.to.the.risk.of.injury.from.falls.Bed.base.included.Mattress.and.bedlinen.are.sold.separately.Max.load.indicates.static.weight..in.other.words.the.load.which.the.bed.withstands.if.you.lie.or.sit.on.it. <dbl> …
## $ designer_X903.233.93.Drill.template.for.marking.the.hole.location.of.knobs.or.handles.makes.it.easier.for.you.to.place.them.correctly.The.strip.on.the.drill.template.is.put.against.the.edge.of.the.door.or.drawer.front..helps.you.to.place.the.handle.perfectly.straight.vertically.or.horizontally. <dbl> …
## $ designer_X903.310.91.The.door.can.be.hung.with.the.opening.to.the.right.or.the.left.To.be.completed.with.3.HJÄLPA.hinges..sold.separately.Fits.with.PLATSA.wardrobe.system.Knobs.and.handles.are.sold.separately. <dbl> …
## $ designer_X904.134.78.SEGERSTA.cover.is.made.of.cotton.and.polyester.and.is.a.very.durable.fabric..with.a.woven.checkered.pattern.and.a.soft..smooth.surface.This.product.is.an.extra.cover..Armchair.is.sold.separately.This.cover.s.ability.to.resist.abrasion.has.been.tested.to.handle.50.000.cycles..15.000.cycles.or.more.is.suitable.for.furniture.used.every.day.at.home..Over.30.000.cycles.means.a.good.ability.to.resist.abrasion.The.cover.has.a.lightfastness.level.of.5..the.ability.to.resist.colour.fading..on.a.scale.of.1.to.8..According.to.industry.standards..a.lightfastness.level.of.4.or.higher.is.suitable.for.home.use. <dbl> …
## $ designer_X904.238.87.Small..neat.dimensions.make.the.table.easy.to.furnish.with..even.when.space.is.limited.Table.with.drop.leaves.seats.2.4..makes.it.possible.to.adjust.the.table.size.according.to.need.You.can.store.for.example.cutlery..table.napkins.and.candles.in.the.6.drawers.under.the.table.top.This.table.has.been.tested.against.our.strictest.standards.for.stability..durability.and.safety.to.withstand.everyday.use.in.your.home.for.years.Seats.2.4.Only.recommended.for.indoor.use.Combines.with.other.furniture.in.the.NORDEN.series.For.increased.stability..re.tighten.the.screws.about.two.weeks.after.assembly.and.when.necessary. <dbl> …
## $ designer_X904.436.25.The.doors.keep.your.belongings.hidden.and.free.from.dust.You.can.choose.to.mount.the.door.on.the.right.or.left.side.To.be.completed.with.BESTÅ.hinges.1.door.requires.1.pack.of.hinges..Sold.separately.May.be.completed.with.knobs.or.handles..Sold.separately.Drill.template.for.marking.of.hole.positions.for.handles.or.knobs.is.sold.separately. <dbl> …
## $ designer_X904.710.86.The.chair.legs.are.made.of.solid.wood..which.is.a.durable.natural.material.You.sit.comfortably.thanks.to.the.high.back.and.seat.with.polyester.wadding.For.increased.stability..re.tighten.the.screws.about.two.weeks.after.assembly.and.when.necessary.This.chair.has.been.tested.for.home.use.and.meets.the.requirements.for.durability.and.safety..set.forth.in.the.following.standards..EN.12520.and.EN.1022. <dbl> …
## $ designer_X904.762.58.The.cover.is.easy.to.keep.clean.since.it.is.removable.and.machine.washable.This.product.is.an.extra.cover..Sofa.is.sold.separately. <dbl> …
## $ designer_X992.396.15.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed.This.product.is.an.extra.cover..Sofa.is.sold.separately. <dbl> …
## $ designer_X992.396.20.The.cover.is.easy.to.keep.clean.as.it.is.removable.and.can.be.machine.washed.This.product.is.an.extra.cover..Sofa.is.sold.separately. <dbl> …
## $ designer_A.Fredriksson.J.Hultqvist.W.Chong <dbl> …
## $ designer_A.Huldén.S.Dahlman <dbl> …
## $ designer_Andreas.Fredriksson <dbl> …
## $ designer_Anna.Efverlund <dbl> …
## $ designer_Anna.Palleschitz <dbl> …
## $ designer_Annie.Huldén <dbl> …
## $ designer_C.Halskov.H.Dalsgaard <dbl> …
## $ designer_C.Styrbjörn.M.Axelsson <dbl> …
## $ designer_Carina.Bengs <dbl> …
## $ designer_Carina.Bengs.Ebba.Strandmark <dbl> …
## $ designer_Carina.Bengs.IKEA.of.Sweden <dbl> …
## $ designer_Carina.Bengs.IKEA.of.Sweden.E.Strandmark <dbl> …
## $ designer_Carl.Öjerstam <dbl> …
## $ designer_Carl.Öjerstam.Ehlén.Johansson <dbl> …
## $ designer_Carl.Öjerstam.IKEA.of.Sweden <dbl> …
## $ designer_Carl.Öjerstam.Marcus.Arvonen.IKEA.of.Sweden <dbl> …
## $ designer_Carl.Öjerstam.Ola.Wihlborg.IKEA.of.Sweden <dbl> …
## $ designer_Carl.Öjerstam.S.Lanneskog.J.Marnell <dbl> …
## $ designer_Charlie.Styrbjörn <dbl> …
## $ designer_Chenyi.Ke <dbl> …
## $ designer_Chenyi.Ke.IKEA.of.Sweden <dbl> …
## $ designer_Chris.Martin <dbl> …
## $ designer_Chris.Martin.IKEA.of.Sweden <dbl> …
## $ designer_Chris.Martin.Ola.Wihlborg.IKEA.of.Sweden <dbl> …
## $ designer_David.Wahl <dbl> …
## $ designer_David.Wahl.IKEA.of.Sweden <dbl> …
## $ designer_David.Wahl.IKEA.of.Sweden.John.Jonas.Petrus.Paul.Caroline <dbl> …
## $ designer_David.Wahl.John.Jonas.Petrus.Paul.Caroline <dbl> …
## $ designer_David.Wahl.Lisa.Hilland.IKEA.of.Sweden <dbl> …
## $ designer_David.Wahl.Lisa.Norinder <dbl> …
## $ designer_E.Thomasson.P.Süssmann <dbl> …
## $ designer_Ebba.Strandmark <dbl> …
## $ designer_Ebba.Strandmark.Carina.Bengs <dbl> …
## $ designer_Ebba.Strandmark.Ehlén.Johansson.IKEA.of.Sweden <dbl> …
## $ designer_Ebba.Strandmark.IKEA.of.Sweden <dbl> …
## $ designer_Ebba.Strandmark.IKEA.of.Sweden.Ola.Wihlborg.Ehlén.Johansson <dbl> …
## $ designer_Ehlén.Johansson <dbl> …
## $ designer_Ehlén.Johansson.Andreas.Fredriksson.IKEA.of.Sweden <dbl> …
## $ designer_Ehlén.Johansson.Ebba.Strandmark.IKEA.of.Sweden <dbl> …
## $ designer_Ehlén.Johansson.Ebba.Strandmark.Ola.Wihlborg.IKEA.of.Sweden <dbl> …
## $ designer_Ehlén.Johansson.Francis.Cayouette <dbl> …
## $ designer_Ehlén.Johansson.Francis.Cayouette.IKEA.of.Sweden <dbl> …
## $ designer_Ehlén.Johansson.Fredriksson.L.Löwenhielm.Hilland <dbl> …
## $ designer_Ehlén.Johansson.IKEA.of.Sweden <dbl> …
## $ designer_Ehlén.Johansson.IKEA.of.Sweden.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Ehlén.Johansson.J.Löfgren.J.Pettersson <dbl> …
## $ designer_Ehlén.Johansson.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Ehlén.Johansson.K.Hagberg.M.Hagberg.IKEA.of.Sweden <dbl> …
## $ designer_Ehlén.Johansson.Ola.Wihlborg <dbl> …
## $ designer_Ehlén.Johansson.Ola.Wihlborg.IKEA.of.Sweden <dbl> …
## $ designer_Elizabet.Gutierrez <dbl> …
## $ designer_Eva.Lilja.Löwenhielm <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.IKEA.of.Sweden <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.IKEA.of.Sweden.David.Wahl <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.IKEA.of.Sweden.Jonas.Hultqvist <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.IKEA.of.Sweden.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.IKEA.of.Sweden.Nike.Karlsson <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.Jonas.Hultqvist.IKEA.of.Sweden <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.K.Hagberg.M.Hagberg.IKEA.of.Sweden <dbl> …
## $ designer_Eva.Lilja.Löwenhielm.K.Malmvall.E.Lilja.Löwenhielm <dbl> …
## $ designer_Eva.Schildt <dbl> …
## $ designer_Francis.Cayouette <dbl> …
## $ designer_Francis.Cayouette.Ehlén.Johansson <dbl> …
## $ designer_Francis.Cayouette.Ehlén.Johansson.IKEA.of.Sweden <dbl> …
## $ designer_Francis.Cayouette.Eva.Lilja.Löwenhielm <dbl> …
## $ designer_Francis.Cayouette.Gustav.Carlberg <dbl> …
## $ designer_Francis.Cayouette.IKEA.of.Sweden <dbl> …
## $ designer_Francis.Cayouette.IKEA.of.Sweden.Ehlén.Johansson <dbl> …
## $ designer_Francis.Cayouette.Jomi.Evers <dbl> …
## $ designer_Francis.Cayouette.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Francis.Cayouette.Maja.Ganszyniec <dbl> …
## $ designer_Francis.Cayouette.Mia.Lagerman <dbl> …
## $ designer_Francis.Cayouette.Nike.Karlsson <dbl> …
## $ designer_Fredriksson.L.Löwenhielm.Hilland <dbl> …
## $ designer_Fredriksson.L.Löwenhielm.Hilland.IKEA.of.Sweden <dbl> …
## $ designer_Gillis.Lundgren <dbl> …
## $ designer_Gillis.Lundgren.IKEA.of.Sweden <dbl> …
## $ designer_Gillis.Lundgren.IKEA.of.Sweden.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Gillis.Lundgren.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Gillis.Lundgren.K.Hagberg.M.Hagberg.IKEA.of.Sweden <dbl> …
## $ designer_Gustav.Carlberg <dbl> …
## $ designer_Gustav.Carlberg.IKEA.of.Sweden <dbl> …
## $ designer_Gustav.Carlberg.Johanna.Asshoff <dbl> …
## $ designer_H.Preutz.A.Fredriksson <dbl> …
## $ designer_H.Preutz.N.Karlsson <dbl> …
## $ designer_HAY <dbl> …
## $ designer_HAY.A.Fredriksson.J.Hultqvist.W.Chong <dbl> …
## $ designer_Henrik.Preutz <dbl> …
## $ designer_Henrik.Preutz.IKEA.of.Sweden <dbl> …
## $ designer_Henrik.Preutz.Olle.Lundberg <dbl> …
## $ designer_IKEA.of.Sweden <dbl> …
## $ designer_IKEA.of.Sweden.A.Fredriksson.J.Hultqvist.W.Chong <dbl> …
## $ designer_IKEA.of.Sweden.Andreas.Fredriksson <dbl> …
## $ designer_IKEA.of.Sweden.Andreas.Fredriksson.Ehlén.Johansson <dbl> …
## $ designer_IKEA.of.Sweden.Anna.Efverlund <dbl> …
## $ designer_IKEA.of.Sweden.Carina.Bengs <dbl> …
## $ designer_IKEA.of.Sweden.Carl.Öjerstam <dbl> …
## $ designer_IKEA.of.Sweden.Carl.Öjerstam.Mia.Lagerman <dbl> …
## $ designer_IKEA.of.Sweden.Chenyi.Ke <dbl> …
## $ designer_IKEA.of.Sweden.Chenyi.Ke.Johanna.Asshoff <dbl> …
## $ designer_IKEA.of.Sweden.David.Wahl <dbl> …
## $ designer_IKEA.of.Sweden.David.Wahl.Eva.Lilja.Löwenhielm <dbl> …
## $ designer_IKEA.of.Sweden.David.Wahl.Lisa.Hilland <dbl> …
## $ designer_IKEA.of.Sweden.E.Strandmark <dbl> …
## $ designer_IKEA.of.Sweden.E.Strandmark.Carina.Bengs <dbl> …
## $ designer_IKEA.of.Sweden.Ebba.Strandmark <dbl> …
## $ designer_IKEA.of.Sweden.Ebba.Strandmark.Ehlén.Johansson <dbl> …
## $ designer_IKEA.of.Sweden.Ehlén.Johansson <dbl> …
## $ designer_IKEA.of.Sweden.Ehlén.Johansson.Andreas.Fredriksson <dbl> …
## $ designer_IKEA.of.Sweden.Ehlén.Johansson.Ebba.Strandmark <dbl> …
## $ designer_IKEA.of.Sweden.Ehlén.Johansson.Francis.Cayouette <dbl> …
## $ designer_IKEA.of.Sweden.Ehlén.Johansson.K.Hagberg.M.Hagberg <dbl> …
## $ designer_IKEA.of.Sweden.Ehlén.Johansson.Ola.Wihlborg <dbl> …
## $ designer_IKEA.of.Sweden.Eva.Lilja.Löwenhielm <dbl> …
## $ designer_IKEA.of.Sweden.Eva.Lilja.Löwenhielm.K.Hagberg.M.Hagberg <dbl> …
## $ designer_IKEA.of.Sweden.Francis.Cayouette <dbl> …
## $ designer_IKEA.of.Sweden.Francis.Cayouette.Ehlén.Johansson <dbl> …
## $ designer_IKEA.of.Sweden.Fredriksson.L.Löwenhielm.Hilland <dbl> …
## $ designer_IKEA.of.Sweden.Fredriksson.L.Löwenhielm.Hilland.Ehlén.Johansson <dbl> …
## $ designer_IKEA.of.Sweden.Gillis.Lundgren <dbl> …
## $ designer_IKEA.of.Sweden.Gustav.Carlberg <dbl> …
## $ designer_IKEA.of.Sweden.Henrik.Preutz <dbl> …
## $ designer_IKEA.of.Sweden.Johanna.Asshoff <dbl> …
## $ designer_IKEA.of.Sweden.John.Jonas.Petrus.Paul.Caroline.David.Wahl <dbl> …
## $ designer_IKEA.of.Sweden.Jomi.Evers <dbl> …
## $ designer_IKEA.of.Sweden.Jon.Karlsson <dbl> …
## $ designer_IKEA.of.Sweden.Jonas.Hultqvist <dbl> …
## $ designer_IKEA.of.Sweden.K.Hagberg.M.Hagberg <dbl> …
## $ designer_IKEA.of.Sweden.K.Hagberg.M.Hagberg.Ehlén.Johansson <dbl> …
## $ designer_IKEA.of.Sweden.Karl.Malmvall <dbl> …
## $ designer_IKEA.of.Sweden.L.Hilland <dbl> …
## $ designer_IKEA.of.Sweden.L.Hilland.Lisa.Hilland <dbl> …
## $ designer_IKEA.of.Sweden.Marcus.Arvonen <dbl> …
## $ designer_IKEA.of.Sweden.Marcus.Arvonen.Carl.Öjerstam <dbl> …
## $ designer_IKEA.of.Sweden.Nike.Karlsson <dbl> …
## $ designer_IKEA.of.Sweden.Nike.Karlsson.Eva.Lilja.Löwenhielm <dbl> …
## $ designer_IKEA.of.Sweden.Noboru.Nakamura <dbl> …
## $ designer_IKEA.of.Sweden.Ola.Wihlborg <dbl> …
## $ designer_IKEA.of.Sweden.Ola.Wihlborg.Ehlén.Johansson <dbl> …
## $ designer_IKEA.of.Sweden.Ola.Wihlborg.Ehlén.Johansson.Ebba.Strandmark <dbl> …
## $ designer_IKEA.of.Sweden.Paulin.Machado <dbl> …
## $ designer_IKEA.of.Sweden.S.Lanneskog.J.Marnell <dbl> …
## $ designer_IKEA.of.Sweden.Sarah.Fager <dbl> …
## $ designer_IKEA.of.Sweden.Synnöve.Mork.Ola.Wihlborg <dbl> …
## $ designer_IKEA.of.Sweden.Tina.Christensen <dbl> …
## $ designer_IKEA.of.Sweden.Tom.Dixon <dbl> …
## $ designer_IKEA.of.Sweden.Tord.Björklund <dbl> …
## $ designer_IKEA.of.Sweden.Virgil.Abloh <dbl> …
## $ designer_J.Asshoff.H.Brogård <dbl> …
## $ designer_J.Fritzdorf.J.Feldman.J.Hedberg <dbl> …
## $ designer_J.Karlsson.N.Karlsson <dbl> …
## $ designer_J.Karlsson.N.Karlsson.Maja.Ganszyniec <dbl> …
## $ designer_J.Karlsson.N.Karlsson.Nike.Karlsson <dbl> …
## $ designer_J.Karlsson.W.Chong <dbl> …
## $ designer_J.Löfgren.J.Pettersson <dbl> …
## $ designer_J.Löfgren.J.Pettersson.Marcus.Arvonen <dbl> …
## $ designer_J.Löfgren.J.Pettersson.S.Lanneskog.J.Marnell <dbl> …
## $ designer_Johan.Kroon <dbl> …
## $ designer_Johanna.Asshoff <dbl> …
## $ designer_Johanna.Asshoff.Gustav.Carlberg <dbl> …
## $ designer_Johanna.Asshoff.IKEA.of.Sweden <dbl> …
## $ designer_Johanna.Asshoff.IKEA.of.Sweden.Gustav.Carlberg <dbl> …
## $ designer_Johanna.Asshoff.Jomi.Evers <dbl> …
## $ designer_Johanna.Jelinek <dbl> …
## $ designer_John.Jonas.Petrus.Paul.Caroline <dbl> …
## $ designer_John.Jonas.Petrus.Paul.Caroline.Lisa.Norinder <dbl> …
## $ designer_Jomi.Evers <dbl> …
## $ designer_Jomi.Evers.IKEA.of.Sweden <dbl> …
## $ designer_Jon.Karlsson <dbl> …
## $ designer_Jon.Karlsson.David.Wahl <dbl> …
## $ designer_Jon.Karlsson.IKEA.of.Sweden <dbl> …
## $ designer_Jon.Karlsson.IKEA.of.Sweden.Eva.Lilja.Löwenhielm <dbl> …
## $ designer_Jon.Karlsson.John.Jonas.Petrus.Paul.Caroline <dbl> …
## $ designer_Jonas.Hultqvist <dbl> …
## $ designer_Jonas.Hultqvist.IKEA.of.Sweden <dbl> …
## $ designer_Jonas.Hultqvist.IKEA.of.Sweden.Eva.Lilja.Löwenhielm <dbl> …
## $ designer_Jooyeon.Lee <dbl> …
## $ designer_K.Hagberg.M.Hagberg <dbl> …
## $ designer_K.Hagberg.M.Hagberg.Ehlén.Johansson.IKEA.of.Sweden <dbl> …
## $ designer_K.Hagberg.M.Hagberg.Francis.Cayouette <dbl> …
## $ designer_K.Hagberg.M.Hagberg.Gillis.Lundgren <dbl> …
## $ designer_K.Hagberg.M.Hagberg.IKEA.of.Sweden <dbl> …
## $ designer_K.Hagberg.M.Hagberg.J.Löfgren.J.Pettersson <dbl> …
## $ designer_K.Hagberg.M.Hagberg.John.Jonas.Petrus.Paul.Caroline <dbl> …
## $ designer_K.Hagberg.M.Hagberg.Maja.Ganszyniec <dbl> …
## $ designer_K.Hagberg.M.Hagberg.Marcus.Arvonen <dbl> …
## $ designer_K.Hagberg.M.Hagberg.Mia.Lagerman <dbl> …
## $ designer_K.Malmvall.E.Lilja.Löwenhielm <dbl> …
## $ designer_Karl.Malmvall <dbl> …
## $ designer_Karl.Malmvall.Ehlén.Johansson <dbl> …
## $ designer_L.Hilland.J.Karlsson <dbl> …
## $ designer_Lars.Norinder <dbl> …
## $ designer_Lisa.Hilland <dbl> …
## $ designer_Lisa.Hilland.David.Wahl.IKEA.of.Sweden <dbl> …
## $ designer_Lisa.Hilland.IKEA.of.Sweden.David.Wahl <dbl> …
## $ designer_Lisa.Norinder <dbl> …
## $ designer_Lisa.Norinder.A.Fredriksson.J.Hultqvist.W.Chong <dbl> …
## $ designer_Lisa.Norinder.David.Wahl <dbl> …
## $ designer_Lisa.Norinder.John.Jonas.Petrus.Paul.Caroline <dbl> …
## $ designer_Lisa.Norinder.Marcus.Arvonen <dbl> …
## $ designer_Lisel.Garsveden <dbl> …
## $ designer_Lycke.von.Schantz <dbl> …
## $ designer_M.Kjelstrup.A.Östgaard <dbl> …
## $ designer_Magnus.Elebäck <dbl> …
## $ designer_Maja.Ganszyniec <dbl> …
## $ designer_Maja.Ganszyniec.J.Karlsson.N.Karlsson <dbl> …
## $ designer_Maja.Ganszyniec.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Malin.Unnborn <dbl> …
## $ designer_Marcus.Arvonen <dbl> …
## $ designer_Marcus.Arvonen.Andreas.Fredriksson <dbl> …
## $ designer_Marcus.Arvonen.Carl.Öjerstam.IKEA.of.Sweden <dbl> …
## $ designer_Marcus.Arvonen.IKEA.of.Sweden <dbl> …
## $ designer_Marcus.Arvonen.Lisa.Norinder <dbl> …
## $ designer_Marcus.Arvonen.Nike.Karlsson <dbl> …
## $ designer_Maria.Vinka <dbl> …
## $ designer_Mia.Lagerman <dbl> …
## $ designer_Mia.Lagerman.Ehlén.Johansson <dbl> …
## $ designer_Mia.Lagerman.Francis.Cayouette <dbl> …
## $ designer_Mia.Lagerman.IKEA.of.Sweden.Chris.Martin <dbl> …
## $ designer_Mia.Lagerman.IKEA.of.Sweden.Wiebke.Braasch <dbl> …
## $ designer_Mia.Lagerman.K.Hagberg.M.Hagberg <dbl> …
## $ designer_Mia.Lagerman.Mikael.Warnhammar <dbl> …
## $ designer_Mia.Lagerman.S.Lanneskog.J.Marnell <dbl> …
## $ designer_Mikael.Axelsson <dbl> …
## $ designer_Mikael.Axelsson.IKEA.of.Sweden <dbl> …
## $ designer_Mikael.Warnhammar <dbl> …
## $ designer_Mikael.Warnhammar.A.Fredriksson.J.Hultqvist.W.Chong <dbl> …
## $ designer_Mikael.Warnhammar.Mia.Lagerman <dbl> …
## $ designer_Monika.Mulder <dbl> …
## $ designer_Monika.Mulder.IKEA.of.Sweden <dbl> …
## $ designer_Nada.Debs <dbl> …
## $ designer_Nicholai.Wiig.Hansen <dbl> …
## $ designer_Niels.Gammelgaard <dbl> …
## $ designer_Nike.Karlsson <dbl> …
## $ designer_Nike.Karlsson.Francis.Cayouette <dbl> …
## $ designer_Nike.Karlsson.IKEA.of.Sweden <dbl> …
## $ designer_Nike.Karlsson.IKEA.of.Sweden.Eva.Lilja.Löwenhielm <dbl> …
## $ designer_Nike.Karlsson.J.Karlsson.N.Karlsson <dbl> …
## $ designer_Nike.Karlsson.Maja.Ganszyniec <dbl> …
## $ designer_Nike.Karlsson.Mikael.Axelsson <dbl> …
## $ designer_Noboru.Nakamura <dbl> …
## $ designer_Noboru.Nakamura.IKEA.of.Sweden <dbl> …
## $ designer_Ola.Wihlborg <dbl> …
## $ designer_Ola.Wihlborg.Ehlén.Johansson <dbl> …
## $ designer_Ola.Wihlborg.Ehlén.Johansson.IKEA.of.Sweden <dbl> …
## $ designer_Ola.Wihlborg.IKEA.of.Sweden <dbl> …
## $ designer_Ola.Wihlborg.IKEA.of.Sweden.Synnöve.Mork <dbl> …
## $ designer_Ola.Wihlborg.Lisa.Norinder <dbl> …
## $ designer_Ola.Wihlborg.S.Lanneskog.J.Marnell <dbl> …
## $ designer_Ola.Wihlborg.Synnöve.Mork.IKEA.of.Sweden <dbl> …
## $ designer_Olle.Lundberg <dbl> …
## $ designer_P.Süssmann.J.Karlsson <dbl> …
## $ designer_Paulin.Machado <dbl> …
## $ designer_S.Edholm.L.Ullenius <dbl> …
## $ designer_S.Fager.J.Jelinek <dbl> …
## $ designer_S.Fager.J.Karlsson <dbl> …
## $ designer_S.Holmbäck.U.Nordentoft <dbl> …
## $ designer_S.Lanneskog.J.Marnell <dbl> …
## $ designer_S.Lanneskog.J.Marnell.IKEA.of.Sweden <dbl> …
## $ designer_S.Lanneskog.J.Marnell.J.Löfgren.J.Pettersson <dbl> …
## $ designer_S.Lanneskog.J.Marnell.Mia.Lagerman <dbl> …
## $ designer_S.Lanneskog.J.Marnell.Ola.Wihlborg <dbl> …
## $ designer_Sarah.Fager <dbl> …
## $ designer_Sarah.Fager.IKEA.of.Sweden <dbl> …
## $ designer_Studio.Copenhagen <dbl> …
## $ designer_Studio.Copenhagen.Mia.Lagerman <dbl> …
## $ designer_Synnöve.Mork <dbl> …
## $ designer_Synnöve.Mork.Ola.Wihlborg.IKEA.of.Sweden <dbl> …
## $ designer_T.Christensen.K.Legaard <dbl> …
## $ designer_T.Winkel.T.Jacobsen <dbl> …
## $ designer_Thomas.Sandell <dbl> …
## $ designer_Tina.Christensen <dbl> …
## $ designer_Tina.Christensen.Jomi.Evers <dbl> …
## $ designer_Tom.Dixon <dbl> …
## $ designer_Tom.Dixon.IKEA.of.Sweden <dbl> …
## $ designer_Tord.Björklund <dbl> …
## $ designer_Tord.Björklund.IKEA.of.Sweden <dbl> …
## $ designer_Virgil.Abloh <dbl> …
## $ designer_Wiebke.Braasch <dbl> …
## $ designer_new <dbl> …
## $ designer_unknown <dbl> …
## $ price_class <fct> …
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)
xgboost_workflow
## ══ Workflow ════════════════════════════════════════════════════════════════════
## Preprocessor: Recipe
## Model: boost_tree()
##
## ── Preprocessor ────────────────────────────────────────────────────────────────
## 6 Recipe Steps
##
## • step_rm()
## • step_impute_median()
## • step_novel()
## • step_unknown()
## • step_dummy()
## • step_smote()
##
## ── Model ───────────────────────────────────────────────────────────────────────
## Boosted Tree Model Specification (classification)
##
## Main Arguments:
## trees = tune()
## min_n = tune()
## tree_depth = tune()
## learn_rate = tune()
## loss_reduction = tune()
## sample_size = tune()
##
## Computational engine: xgboost
registerDoParallel()
set.seed(65743)
xgboost_tune <-
tune_grid(
xgboost_workflow,
resamples = data_cv,
grid = 5,
metrics = metric_set(roc_auc, accuracy)
)
xgboost_tune
## # Tuning results
## # 10-fold cross-validation using stratification
## # A tibble: 10 × 4
## splits id .metrics .notes
## <list> <chr> <list> <list>
## 1 <split [2492/278]> Fold01 <tibble [10 × 10]> <tibble [0 × 4]>
## 2 <split [2492/278]> Fold02 <tibble [10 × 10]> <tibble [0 × 4]>
## 3 <split [2492/278]> Fold03 <tibble [10 × 10]> <tibble [0 × 4]>
## 4 <split [2492/278]> Fold04 <tibble [10 × 10]> <tibble [0 × 4]>
## 5 <split [2492/278]> Fold05 <tibble [10 × 10]> <tibble [0 × 4]>
## 6 <split [2494/276]> Fold06 <tibble [10 × 10]> <tibble [0 × 4]>
## 7 <split [2494/276]> Fold07 <tibble [10 × 10]> <tibble [0 × 4]>
## 8 <split [2494/276]> Fold08 <tibble [10 × 10]> <tibble [0 × 4]>
## 9 <split [2494/276]> Fold09 <tibble [10 × 10]> <tibble [0 × 4]>
## 10 <split [2494/276]> Fold10 <tibble [10 × 10]> <tibble [0 × 4]>