LEGO
Rodrigo Arroyo - A01747380
2024-08-23
# Ejercicio
En este documento se tratará de predecir los precios de sets de lego del 2024 a través de sus características como minifiguras, piezas, temática, etc. la base de datos a utilizar fue descargada desde Kagle.
Importar Librerías y Paquetes
Importar Base de Datos
LEGO <- read.csv("C:/Users/rodio/Downloads/sets.csv/sets.csv")
head(LEGO)## Set_ID Name Year Theme Theme_Group Subtheme Category
## 1 75-1 PreSchool Set 1975 PreSchool Pre-school Normal
## 2 77-1 PreSchool Set 1975 PreSchool Pre-school Normal
## 3 077-1 Pre-School Set 1975 Duplo Pre-school Normal
## 4 78-1 PreSchool Set 1975 PreSchool Pre-school Normal
## 5 78-3 Basic Set 1975 Samsonite Vintage Basic set Normal
## 6 133-1 Locomotive 1975 Trains Modern day 4.5/12V Normal
## Packaging Num_Instructions Availability Pieces Minifigures Owned
## 1 {Not specified} 0 {Not specified} 16 NA 10
## 2 {Not specified} 0 {Not specified} 20 NA 11
## 3 {Not specified} 0 {Not specified} 21 NA 10
## 4 {Not specified} 0 {Not specified} 32 NA 8
## 5 Box 0 {Not specified} 330 NA 10
## 6 {Not specified} 0 {Not specified} 87 NA 279
## Rating USD_MSRP Total_Quantity Current_Price
## 1 0 NA NA NA
## 2 0 NA NA NA
## 3 0 NA 0 NA
## 4 0 NA NA NA
## 5 0 NA 0 NA
## 6 0 NA 0 NAExploracion de base de datos
# Quitar valores Nulos
LEGO[is.na(LEGO)] <- 0
#Enlistar registros con Variable Dependiente
LEGO <- LEGO[(LEGO$USD_MSRP > 60),]
str(LEGO)## 'data.frame': 951 obs. of 17 variables:
## $ Set_ID : chr "10030-1" "4509-1" "3772-1" "4820-1" ...
## $ Name : chr "Imperial Star Destroyer" "3-Seat Playtable" "Deluxe Train Set" "Princess' Palace" ...
## $ Year : int 2002 2004 2005 2005 2005 2005 2005 2005 2005 2005 ...
## $ Theme : chr "Star Wars" "Gear" "Duplo" "Duplo" ...
## $ Theme_Group : chr "Licensed" "Miscellaneous" "Pre-school" "Pre-school" ...
## $ Subtheme : chr "Ultimate Collector Series" "Furniture" "Trains" "Princess Castle" ...
## $ Category : chr "Normal" "Gear" "Normal" "Normal" ...
## $ Packaging : chr "Box" "{Not specified}" "{Not specified}" "{Not specified}" ...
## $ Num_Instructions: int 1 0 0 1 10 5 1 3 5 1 ...
## $ Availability : chr "LEGO exclusive" "{Not specified}" "{Not specified}" "{Not specified}" ...
## $ Pieces : num 3096 0 110 78 586 ...
## $ Minifigures : num 0 0 3 3 5 2 5 0 6 0 ...
## $ Owned : num 4193 34 219 121 2676 ...
## $ Rating : num 4.6 0 0 0 4.7 4.3 0 3.9 4.1 4.4 ...
## $ USD_MSRP : num 270 250 90 80 70 ...
## $ Total_Quantity : num 0 0 0 0 0 2 0 1 0 6 ...
## $ Current_Price : num 0 0 0 0 0 ...Modificación de la Base de Datos
#Variable Dependiente y explicativa como Factor
LEGO$USD_MSRP <- as.numeric(LEGO$USD_MSRP)
LEGO$Theme <- as.factor(LEGO$Theme)
LEGO$Theme_Group <- as.factor(LEGO$Theme_Group)
LEGO$Category <- as.factor(LEGO$Category)
LEGO$Packaging <- as.factor(LEGO$Packaging)
LEGO$Availability <- as.factor(LEGO$Availability)
#Variables explicativas numéricas como numeric
LEGO$Year <- as.numeric(LEGO$Year)
LEGO$Num_Instructions <- as.numeric(LEGO$Num_Instructions)
LEGO$Pieces <- as.numeric(LEGO$Pieces)
LEGO$Minifigures <- as.numeric(LEGO$Minifigures)
LEGO$Owned <- as.numeric(LEGO$Owned)
LEGO$Rating <- as.numeric(LEGO$Rating)
LEGO$Total_Quantity <- as.numeric(LEGO$Total_Quantity)
LEGO$Current_Price <- as.numeric(LEGO$Current_Price)
db <- select(LEGO, -Set_ID, -Subtheme, -Current_Price)
LEGO <- select(LEGO, -Set_ID, -Subtheme, -Current_Price, -Name)
str(db)## 'data.frame': 951 obs. of 14 variables:
## $ Name : chr "Imperial Star Destroyer" "3-Seat Playtable" "Deluxe Train Set" "Princess' Palace" ...
## $ Year : num 2002 2004 2005 2005 2005 ...
## $ Theme : Factor w/ 81 levels "Advanced models",..: 65 33 25 25 14 14 25 68 58 65 ...
## $ Theme_Group : Factor w/ 15 levels "","Action/Adventure",..: 9 10 13 13 12 12 13 15 14 9 ...
## $ Category : Factor w/ 3 levels "Collection","Gear",..: 3 2 3 3 3 3 3 3 3 3 ...
## $ Packaging : Factor w/ 3 levels "{Not specified}",..: 2 1 1 1 2 2 1 2 2 2 ...
## $ Num_Instructions: num 1 0 0 1 10 5 1 3 5 1 ...
## $ Availability : Factor w/ 5 levels "{Not specified}",..: 3 1 1 1 4 4 1 4 4 3 ...
## $ Pieces : num 3096 0 110 78 586 ...
## $ Minifigures : num 0 0 3 3 5 2 5 0 6 0 ...
## $ Owned : num 4193 34 219 121 2676 ...
## $ Rating : num 4.6 0 0 0 4.7 4.3 0 3.9 4.1 4.4 ...
## $ USD_MSRP : num 270 250 90 80 70 ...
## $ Total_Quantity : num 0 0 0 0 0 2 0 1 0 6 ...Particion de datos
set.seed(123)
split <- sample.split(db$USD_MSRP, SplitRatio = 0.8)
set_entrenamiento <- subset(db, split == TRUE)
set_entrenamiento2 <- subset(LEGO, split == TRUE)
set_test <- subset(db, split == FALSE)
nrow(set_entrenamiento)## [1] 769nrow(set_test)## [1] 182Primer modelo
modelo <- lm(USD_MSRP ~ . , data = set_entrenamiento2)
summary(modelo)##
## Call:
## lm(formula = USD_MSRP ~ ., data = set_entrenamiento2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -360.15 -16.92 -1.78 11.51 296.36
##
## Coefficients: (16 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.638e+03 8.733e+02 -4.166 3.50e-05 ***
## Year 1.794e+00 4.347e-01 4.126 4.15e-05 ***
## ThemeAgents 4.462e+01 4.113e+01 1.085 0.278453
## ThemeAqua Raiders 4.945e+01 4.111e+01 1.203 0.229442
## ThemeArchitecture 2.056e+01 1.672e+01 1.230 0.219086
## ThemeArt -1.256e+02 1.683e+01 -7.461 2.64e-13 ***
## ThemeAtlantis 5.636e+01 3.001e+01 1.878 0.060817 .
## ThemeAvatar 7.717e+01 4.147e+01 1.861 0.063168 .
## ThemeBatman 5.534e+01 3.021e+01 1.832 0.067440 .
## ThemeBelville 8.659e+01 3.259e+01 2.657 0.008078 **
## ThemeBionicle 6.403e+01 2.791e+01 2.294 0.022066 *
## ThemeBoost 1.329e+02 4.119e+01 3.227 0.001310 **
## ThemeCars 4.625e+01 3.102e+01 1.491 0.136521
## ThemeCastle 3.383e+01 1.740e+01 1.944 0.052285 .
## ThemeCity 6.749e+01 1.207e+01 5.590 3.30e-08 ***
## ThemeClassic -1.210e+01 2.310e+01 -0.524 0.600468
## ThemeCreator 4.495e+01 1.415e+01 3.176 0.001560 **
## ThemeCreator Expert 8.363e+00 1.229e+01 0.681 0.496388
## ThemeDC Comics Super Heroes 4.030e+01 1.895e+01 2.127 0.033793 *
## ThemeDC Super Hero Girls 4.952e+01 3.011e+01 1.644 0.100588
## ThemeDimensions 1.064e+02 2.079e+01 5.114 4.10e-07 ***
## ThemeDino 7.218e+01 4.108e+01 1.757 0.079380 .
## ThemeDisney 5.539e+01 1.451e+01 3.818 0.000147 ***
## ThemeDots 8.117e+00 4.134e+01 0.196 0.844406
## ThemeDreamzzz 5.642e+01 3.047e+01 1.852 0.064464 .
## ThemeDuplo 1.072e+02 1.495e+01 7.173 1.93e-12 ***
## ThemeDUPLO 9.003e+01 4.327e+01 2.081 0.037825 *
## ThemeEducation 1.428e+02 2.100e+01 6.802 2.27e-11 ***
## ThemeElves 4.645e+01 2.268e+01 2.048 0.040977 *
## ThemeExo-Force 4.305e+01 4.209e+01 1.023 0.306808
## ThemeFactory 1.904e+01 2.513e+01 0.757 0.449015
## ThemeFriends 4.144e+01 1.313e+01 3.156 0.001673 **
## ThemeGabby's Dollhouse 6.076e+01 4.136e+01 1.469 0.142228
## ThemeGear 2.356e+02 2.296e+01 10.263 < 2e-16 ***
## ThemeHarry Potter 4.258e+01 1.518e+01 2.806 0.005159 **
## ThemeHidden Side 4.925e+01 3.021e+01 1.630 0.103540
## ThemeIcons 1.269e+01 1.308e+01 0.970 0.332314
## ThemeIdeas 3.041e+01 1.487e+01 2.045 0.041242 *
## ThemeIndiana Jones 5.990e+01 2.539e+01 2.359 0.018594 *
## ThemeJurassic World 5.577e+01 1.844e+01 3.025 0.002583 **
## ThemeLegends of Chima 4.990e+01 1.788e+01 2.791 0.005404 **
## ThemeMarvel Super Heroes 6.901e+01 1.491e+01 4.628 4.43e-06 ***
## ThemeMaster Builder Academy 2.265e+01 2.999e+01 0.755 0.450283
## ThemeMindstorms 2.532e+02 2.030e+01 12.474 < 2e-16 ***
## ThemeMinecraft 5.273e+01 1.519e+01 3.473 0.000548 ***
## ThemeMiscellaneous -1.154e+02 2.977e+01 -3.876 0.000116 ***
## ThemeMonkie Kid 1.278e+01 2.241e+01 0.571 0.568505
## ThemeMonster Fighters 4.505e+01 2.489e+01 1.810 0.070691 .
## ThemeNexo Knights 4.845e+01 2.104e+01 2.303 0.021563 *
## ThemeNinjago 3.735e+01 1.261e+01 2.961 0.003171 **
## ThemeOverwatch 6.064e+01 4.119e+01 1.472 0.141409
## ThemePharaoh's Quest 7.244e+01 4.108e+01 1.763 0.078279 .
## ThemePirates 6.804e+01 4.107e+01 1.657 0.098034 .
## ThemePirates of the Caribbean 5.026e+01 2.490e+01 2.019 0.043917 *
## ThemePower Miners 7.545e+01 2.530e+01 2.982 0.002968 **
## ThemePromotional -2.140e+01 4.066e+01 -0.526 0.598785
## ThemeRacers 6.936e+01 1.959e+01 3.541 0.000427 ***
## ThemeScooby-Doo 5.079e+01 4.105e+01 1.237 0.216438
## ThemeSeasonal -2.239e+01 3.063e+01 -0.731 0.465109
## ThemeSerious Play 2.046e+02 4.352e+01 4.702 3.12e-06 ***
## ThemeSonic the Hedgehog 6.132e+01 4.136e+01 1.483 0.138663
## ThemeSpace 6.443e+01 1.777e+01 3.625 0.000311 ***
## ThemeSpeed Champions 5.926e+01 3.009e+01 1.969 0.049332 *
## ThemeStar Wars 7.043e+01 1.065e+01 6.610 7.77e-11 ***
## ThemeStranger Things 1.682e+01 4.188e+01 0.402 0.688072
## ThemeSuper Mario 4.592e+01 1.591e+01 2.885 0.004035 **
## ThemeTechnic 8.263e+01 1.181e+01 6.995 6.36e-12 ***
## ThemeTeenage Mutant Ninja Turtles 5.268e+01 3.015e+01 1.747 0.081023 .
## ThemeThe Hobbit 6.295e+01 2.248e+01 2.801 0.005245 **
## ThemeThe LEGO Batman Movie 4.385e+01 1.763e+01 2.488 0.013091 *
## ThemeThe LEGO Movie 3.898e+01 2.040e+01 1.911 0.056442 .
## ThemeThe LEGO Movie 2 4.943e+01 1.968e+01 2.512 0.012245 *
## ThemeThe LEGO Ninjago Movie 1.171e+00 1.939e+01 0.060 0.951862
## ThemeThe Lone Ranger 6.385e+01 2.997e+01 2.130 0.033515 *
## ThemeThe Lord of the Rings 5.115e+01 2.224e+01 2.300 0.021765 *
## ThemeThe Simpsons 1.172e+01 4.071e+01 0.288 0.773561
## ThemeUltra Agents 5.342e+01 2.267e+01 2.357 0.018718 *
## ThemeVidiyo 4.653e+01 4.125e+01 1.128 0.259682
## Theme_GroupAction/Adventure NA NA NA NA
## Theme_GroupArt and crafts NA NA NA NA
## Theme_GroupBasic NA NA NA NA
## Theme_GroupConstraction NA NA NA NA
## Theme_GroupEducational NA NA NA NA
## Theme_GroupGirls NA NA NA NA
## Theme_GroupHistorical NA NA NA NA
## Theme_GroupLicensed NA NA NA NA
## Theme_GroupMiscellaneous NA NA NA NA
## Theme_GroupModel making NA NA NA NA
## Theme_GroupModern day NA NA NA NA
## Theme_GroupPre-school NA NA NA NA
## Theme_GroupRacing NA NA NA NA
## Theme_GroupTechnical NA NA NA NA
## CategoryGear NA NA NA NA
## CategoryNormal NA NA NA NA
## PackagingBox 2.332e+00 1.343e+01 0.174 0.862181
## PackagingTub 9.679e+01 2.750e+01 3.519 0.000462 ***
## Num_Instructions 5.743e-01 4.737e-01 1.212 0.225777
## AvailabilityEducational 3.281e+01 2.434e+01 1.348 0.178175
## AvailabilityLEGO exclusive 4.049e+01 9.404e+00 4.306 1.91e-05 ***
## AvailabilityRetail -5.224e+00 8.263e+00 -0.632 0.527452
## AvailabilityRetail - limited 2.466e+01 1.061e+01 2.324 0.020405 *
## Pieces 6.395e-02 1.777e-03 35.983 < 2e-16 ***
## Minifigures 1.247e+00 4.678e-01 2.667 0.007846 **
## Owned 4.672e-04 5.684e-04 0.822 0.411324
## Rating -2.923e-02 1.385e+00 -0.021 0.983165
## Total_Quantity -3.787e-01 2.413e-01 -1.570 0.116947
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 39.59 on 679 degrees of freedom
## Multiple R-squared: 0.8312, Adjusted R-squared: 0.8091
## F-statistic: 37.57 on 89 and 679 DF, p-value: < 2.2e-16Mejor modelo
modelo_mejor <- lm(USD_MSRP ~ Year + Name + Theme + Packaging + Num_Instructions
+ Availability + I(Pieces^2) + Minifigures, data = set_entrenamiento)
summary(modelo_mejor)##
## Call:
## lm(formula = USD_MSRP ~ Year + Name + Theme + Packaging + Num_Instructions +
## Availability + I(Pieces^2) + Minifigures, data = set_entrenamiento)
##
## Residuals:
## Min 1Q Median 3Q Max
## -77.04 0.00 0.00 0.00 133.71
##
## Coefficients: (69 not defined because of singularities)
## Estimate Std. Error
## (Intercept) -9.520e+03 3.051e+03
## Year 4.781e+00 1.519e+00
## Name123 Sesame Street -1.825e+01 6.888e+01
## Name1989 Batmobile -1.030e+02 6.818e+01
## Name2022 Ford GT -5.746e+01 6.561e+01
## Name3-in-1 Tree House -6.380e+01 7.712e+01
## Name3-Seat Playtable 2.019e+02 6.941e+01
## Name3in1 Magical Castle -1.442e+02 1.102e+02
## Name4 Privet Drive -1.469e+01 6.153e+01
## Name4x4 Crawler 8.651e+01 6.468e+01
## Name4x4 Crawler Exclusive Edition 6.547e+01 6.950e+01
## Name4x4 Mercedes-Benz Zetros Trial Truck 1.427e+02 6.456e+01
## Name4x4 X-Treme Off-Roader 1.227e+02 6.330e+01
## Name6x6 All Terrain Tow Truck 1.392e+02 6.348e+01
## NameA-Frame Cabin -1.163e+02 6.928e+01
## NameA-wing Starfighter -7.629e+01 6.977e+01
## NameAction Designer -1.176e+02 7.027e+01
## NameAdidas Originals Superstar -1.181e+02 1.085e+02
## NameAdidas Originals Superstar X Footshop 'Blueprinting' 1.717e+01 1.053e+02
## NameAdventure Camp Tree House -1.173e+01 6.177e+01
## NameAir Base -8.042e+01 9.265e+01
## NameAir Race Jet 3.074e+01 6.352e+01
## NameAirbus H175 Rescue Helicopter 3.361e+01 6.385e+01
## NameAirport -5.137e+00 8.831e+01
## NameAirport Air Show -6.778e+01 9.339e+01
## NameAirport Rescue Vehicle -2.798e+01 6.352e+01
## NameAll-Terrain Vehicle -4.824e+01 6.389e+01
## NameAmbush on Ferrix -4.975e+01 6.244e+01
## NameAmusement Park 2.028e+00 1.098e+02
## NameAmusement Park Roller Coaster 6.613e+00 6.155e+01
## NameAn Unexpected Gathering 8.193e+00 6.266e+01
## NameAnakin Skywalker and Sebulba's Podracers 3.238e+01 6.201e+01
## NameAndrea's Family House -3.530e+01 6.176e+01
## NameAndrea's Theatre School -2.276e+01 6.214e+01
## NameAndy Warhol's Marilyn Monroe -2.462e+02 6.882e+01
## NameAntiMatter's Portal Hideout -8.165e+00 6.158e+01
## NameApp-Controlled Top Gear Rally Car 5.043e+00 6.346e+01
## NameAquabase Invasion 3.101e+01 6.314e+01
## NameArctic Base Camp -5.336e+01 9.381e+01
## NameArctic Icebreaker -3.305e+01 9.985e+01
## NameArctic Mobile Exploration Base -4.156e+01 9.156e+01
## NameArctic Supply Plane -8.189e+01 9.918e+01
## NameArctic Truck -2.602e+01 6.321e+01
## NameArendelle Castle -3.098e+01 6.227e+01
## NameAriel's Underwater Palace -1.761e+01 6.244e+01
## NameArkham Asylum 7.718e+01 6.879e+01
## NameAround the World 3.043e+01 1.036e+02
## NameArt Project - Create Together -2.659e+02 9.914e+01
## NameAssault on Hoth 5.151e+01 6.846e+01
## NameAssembly Square -6.082e+01 8.966e+01
## NameAT-AT 4.485e+01 5.326e+01
## NameAT-AT Walker 6.685e+01 6.357e+01
## NameAT-TE 3.149e+00 6.752e+01
## NameAT-TE Walker 4.391e+01 5.491e+01
## NameAttack of the Morro Dragon 2.337e+01 8.141e+01
## NameAurora, Merida and Tiana's Enchanted Creations -6.320e+01 6.351e+01
## NameAvengers Compound Battle 1.731e+01 6.146e+01
## NameAvengers Ultimate Quinjet -1.058e+01 6.143e+01
## NameAxalara T9 -1.627e+01 7.511e+01
## NameAxl's Tower Carrier -1.519e+01 6.155e+01
## NameBack to the Future Time Machine -2.122e+01 1.067e+02
## NameBatcave Break-In 2.076e+01 6.141e+01
## NameBatcave Clayface Invasion 5.640e+00 6.143e+01
## NameBatcave: The Riddler Face-Off -2.126e+01 6.183e+01
## NameBatman: Arkham Asylum Breakout -4.452e+01 6.752e+01
## NameBattle for Ninjago City 6.400e+01 8.224e+01
## NameBB-8 -1.501e+01 6.256e+01
## NameBD-1 -3.796e+01 6.332e+01
## NameBelle and the Beast's Castle 1.160e+01 6.195e+01
## NameBenny's Spaceship, Spaceship, SPACESHIP! 2.977e+01 6.226e+01
## NameBetrayal at Cloud City 1.299e+02 7.239e+01
## NameBig Ben -1.710e+02 9.164e+01
## NameBig Bentley Bust Out 5.000e+00 6.737e+01
## NameBig City Hospital 2.594e+01 1.006e+02
## NameBig City Zoo 2.972e+01 1.016e+02
## NameBig Pirate Ship 5.419e+01 1.030e+02
## NameBig Rig Snow Getaway -1.010e+01 6.374e+01
## NameBig Spike's Cloudtop Challenge -5.179e+01 6.238e+01
## NameBike Shop & Cafe -5.291e+01 1.098e+02
## NameBird of Paradise 9.594e+00 1.065e+02
## NameBlack Panther -9.132e+00 7.044e+01
## NameBlack Panther: War on the Water -1.660e+01 6.194e+01
## NameBlue Power Jet -5.324e+01 1.049e+02
## NameBoeing 787 Dreamliner -1.027e+02 6.873e+01
## NameBookshop -1.076e+02 8.987e+01
## NameBoost Creative Toolbox 3.318e+01 6.410e+01
## NameBotanical Garden -6.123e+01 6.501e+01
## NameBowser's Castle Boss Battle -1.380e+01 6.179e+01
## NameBrachiosaurus Discovery -5.230e+01 6.496e+01
## NameBreakout from the Goblin King's Fortress -2.032e+01 6.155e+01
## NameBrick Bank -1.049e+02 9.007e+01
## NameBricks Bricks Plates -1.017e+02 6.767e+01
## NameBricQ Motion Prime -1.908e+01 7.690e+01
## NameBTS Dynamite -1.336e+02 6.846e+01
## NameBucket Wheel Excavator 9.794e+00 6.502e+01
## NameBug Obliterator 8.582e+00 6.175e+01
## NameBugatti Chiron 5.660e+01 7.464e+01
## NameBuild Me 'Emotions' -1.404e+01 7.094e+01
## NameBuild Together -8.059e+01 6.641e+01
## NameBuilding Crane -3.176e+01 9.440e+01
## NameBuilding Table 1.246e+02 7.587e+01
## NameBulldozer Break-In -9.696e+01 9.343e+01
## NameCafe Corner -5.831e+01 6.682e+01
## NameCanal Houseboat -3.483e+01 6.214e+01
## NameCapital City -2.969e+01 1.050e+02
## NameCaptain Rex Helmet -9.318e+01 6.579e+01
## NameCaravan Family Holiday -6.208e+01 1.052e+02
## NameCargo Plane 1.774e+01 6.432e+01
## NameCargo Terminal -9.505e+01 9.375e+01
## NameCargo Train 3.571e+01 8.884e+01
## NameCarousel -8.290e+01 8.969e+01
## NameCastle 1.878e+01 1.022e+02
## NameCastle Giant Chess Set 2.194e+02 9.191e+01
## NameCastle of the Forsaken Emperor 2.943e+01 8.173e+01
## NameCat D11 Bulldozer 1.706e+02 7.750e+01
## NameCat Peach Suit and Frozen Tower -4.131e+01 6.238e+01
## NameCatamaran Sea Battle -2.204e+01 8.166e+01
## NameChimpanzee Smash Stunt Loop -9.980e+01 9.252e+01
## NameCinderella's Dream Castle -3.518e+01 6.219e+01
## NameCity Garage -4.109e+01 9.934e+01
## NameCity Hospital -3.751e+01 9.425e+01
## NameCity of Atlantis 1.425e+01 6.201e+01
## NameCity of Stiix 5.103e+01 8.637e+01
## NameCLAAS XERION 5000 TRAC VC 2.952e+01 6.351e+01
## NameClone Commander Cody Helmet -9.174e+01 6.581e+01
## NameClone Turbo Tank 4.649e+01 6.744e+01
## NameCoast Guard Headquarters -3.861e+01 9.285e+01
## NameCoast Guard Patrol -4.599e+01 9.198e+01
## NameCoding Express 1.557e+02 6.914e+01
## NameColosseum -6.090e+02 1.817e+02
## NameCombine Harvester -8.694e+00 6.535e+01
## NameCompact Crawler Crane -3.401e+01 6.361e+01
## NameConcrete Mixer Truck -2.389e+01 6.367e+01
## NameConstitution Train Chase 3.852e+01 6.250e+01
## NameConstruction Crew -4.979e+01 6.631e+01
## NameConstruction Site -5.002e+01 8.885e+01
## NameContainer Truck -3.327e+01 5.869e+01
## NameCragger's Command Ship 1.396e+01 6.242e+01
## NameCrane Truck 3.213e+00 7.779e+01
## NameCrawler Crane 1.891e+01 6.983e+01
## NameCreative Fantasy Universe -8.722e+01 6.410e+01
## NameCrocodile Locomotive -8.892e+01 1.069e+02
## NameCrooks' Hideout -7.901e+01 9.260e+01
## NameCrystal Sweeper 1.679e+01 6.297e+01
## NameCustom Car Garage -8.535e+01 6.759e+01
## NameCustomised Pick-Up Truck -1.670e+01 6.435e+01
## NameD-O -6.221e+01 7.064e+01
## NameDark Trooper Helmet -8.589e+01 6.574e+01
## NameDarth Maul's Sith Infiltrator 3.443e+00 6.300e+01
## NameDarth Vader's Castle 3.518e+01 6.143e+01
## NameDarth Vader Meditation Chamber -6.920e+01 6.466e+01
## NameDC Rechargeable Battery -4.170e+00 7.621e+01
## NameDeath Star 2.109e+02 7.646e+01
## NameDeath Star Final Duel 4.582e+00 6.146e+01
## NameDeath Star II -8.854e+00 6.865e+01
## NameDeath Star Trash Compactor Diorama -1.433e+01 6.183e+01
## NameDeep Sea Exploration Vessel -2.043e+01 9.207e+01
## NameDeep Sea Operation Base -7.496e+01 9.879e+01
## NameDeep Space Rocket and Launch Control -8.386e+01 9.642e+01
## NameDeluxe Train Set 5.092e+01 9.494e+01
## NameDemolition Site -6.281e+01 9.254e+01
## NameDesigner Toolkit - Patterns -7.945e+01 6.389e+01
## NameDestiny's Bounty 3.880e+01 6.161e+01
## NameDetective's Office -9.885e+01 9.011e+01
## NameDiagon Alley -2.424e+01 5.810e+01
## NameDiagon Alley: Weasleys' Wizard Wheezes -4.666e+01 6.498e+01
## NameDiddy Kong's Mine Cart Ride -3.313e+01 6.503e+01
## NameDino Defense HQ 1.716e+01 6.440e+01
## NameDisney Castle 6.711e+00 6.626e+01
## NameDisney Train and Station 1.983e+01 6.650e+01
## NameDol Guldur Battle 1.280e+01 6.267e+01
## NameDolphin Cruiser -1.333e+01 6.272e+01
## NameDom's Dodge Charger -2.692e+01 7.125e+01
## NameDonut Shop Opening -6.837e+01 9.374e+01
## NameDouble Loop Stunt Arena 2.637e+00 9.037e+01
## NameDowntown Diner -1.136e+02 8.976e+01
## NameDowntown Fire Brigade -8.576e+01 9.637e+01
## NameDowntown Flower and Design Stores 1.900e+01 6.271e+01
## NameDrag Racer -3.537e+01 6.358e+01
## NameDragon's Forge 1.516e+01 8.152e+01
## NameDragon of the East Palace -8.338e+00 7.401e+01
## NameDroid Commander 5.683e+01 6.404e+01
## NameDry Bowser Castle Battle -3.722e+01 6.506e+01
## NameDucati Panigale V4 R -4.700e+01 6.346e+01
## NameEarly Simple Machines Set 1.061e+02 7.528e+01
## NameEclipso Dark Palace -2.899e+00 6.180e+01
## NameEiffel Tower -6.224e+02 1.346e+02
## NameEiffel Tower -9.500e+01 6.778e+01
## NameElemental Dragon vs. The Empress Mech 1.162e+01 8.495e+01
## NameElf Club House -6.810e+01 1.051e+02
## NameElsa's Ice Palace -2.713e+00 6.146e+01
## NameElsa's Magical Ice Palace 6.849e+00 6.141e+01
## NameElvis Presley 'The King' -1.542e+02 6.594e+01
## NameEmerald Night -7.719e+01 6.717e+01
## NameEmergency Vehicles HQ -1.200e+02 9.123e+01
## NameEmma's Art School -5.228e+01 6.244e+01
## NameEmma's House -3.162e+01 6.389e+01
## NameEmmet's Dream House/Rescue Rocket! -3.751e+01 6.199e+01
## NameEmperor's Throne Room Diorama -6.239e+01 6.580e+01
## NameEmpire State Building -2.051e+02 9.471e+01
## NameEmpire Temple of Madness 7.223e+00 8.174e+01
## NameEndor Speeder Chase Diorama -6.231e+01 6.435e+01
## NameEpic Dragon Battle 7.444e+01 8.247e+01
## NameEV3 Intelligent Brick 2.089e+01 8.272e+01
## NameEwok Village 9.123e+01 6.931e+01
## NameExcavator -2.577e+01 6.456e+01
## NameExecutor Super Star Destroyer -8.983e+01 6.584e+01
## NameExpansion Set -2.647e+01 7.238e+01
## NameExpress Passenger Train 5.915e+00 9.142e+01
## NameExtreme Adventure 6.979e+00 6.353e+01
## NameF14 T & Scuderia Ferrari Truck 2.774e+01 6.143e+01
## NameFairground Mixer -6.372e+01 9.264e+01
## NameFallingwater -1.401e+02 1.002e+02
## NameFamily House -5.665e+01 1.057e+02
## NameFarm -2.834e+01 9.355e+01
## NameFender Stratocaster -5.033e+01 7.194e+01
## NameFerrari 248 F1 Team (Michael Schumacher Edition) 4.631e+01 6.411e+01
## NameFerrari 488 GTE 'AF Corse #51' 2.543e+01 6.541e+01
## NameFerrari F1 1:9 1.457e+01 6.391e+01
## NameFerrari F1 Racer 1:8 7.226e+01 6.422e+01
## NameFerrari Truck 3.941e+01 6.229e+01
## NameFerrari Ultimate Garage 4.938e+00 6.300e+01
## NameFerris Wheel -4.545e+01 9.023e+01
## NameFiat 500 -2.075e+02 9.468e+01
## NameFire Boat -6.576e+01 9.156e+01
## NameFire Brigade -6.715e+01 6.613e+01
## NameFire Command Truck -1.266e+02 9.171e+01
## NameFire Mech -1.292e+01 6.136e+01
## NameFire Station -8.178e+01 8.435e+01
## NameFire Station & Helicopter -2.911e+01 1.030e+02
## NameFire Stone Mech -1.135e+01 8.180e+01
## NameFire Temple 7.378e+01 8.269e+01
## NameFire Truck -6.599e+00 6.775e+01
## NameFirst Order Heavy Assault Walker 5.124e+01 6.142e+01
## NameFirst Order Special Forces TIE Fighter -1.606e+01 6.221e+01
## NameFirst Order Star Destroyer 7.162e+01 6.142e+01
## NameFirst Order Transporter 2.504e+01 6.151e+01
## NameFirstbourne 5.559e+00 8.154e+01
## NameFlatbed Truck -7.235e+00 6.590e+01
## NameFliprus Snow Adventure -5.612e+01 6.227e+01
## NameFloral Art -1.539e+02 6.517e+01
## NameFord F-150 Raptor -7.524e+01 8.035e+01
## NameFord Mustang -1.389e+02 9.540e+01
## NameForest Harvester 1.916e+01 6.355e+01
## NameForest Police Station -6.392e+01 9.502e+01
## NameFork-Lift 9.831e+00 6.538e+01
## NameFriendship Bus -4.164e+01 6.207e+01
## NameFriendship Tree House -4.185e+01 6.214e+01
## NameGabby's Dollhouse -5.216e+01 6.496e+01
## NameGalactic Enforcer 6.319e+01 6.270e+01
## NameGalactic Titan 9.188e+00 6.748e+01
## NameGalaxy Explorer 2.411e+01 1.074e+02
## NameGarage -1.426e+01 9.313e+01
## NameGarmadon's Dark Fortress 2.423e+01 8.552e+01
## NameGeneral Grievous -9.965e+01 6.872e+01
## NameGeneral Grievous's Starfighter -2.794e+01 6.207e+01
## NameGhost Train Express -8.421e+00 6.143e+01
## NameGhostbusters ECTO-1 -1.104e+01 1.096e+02
## NameGingerbread House -1.789e+02 9.135e+01
## NameGrand Carousel 1.204e+01 6.554e+01
## NameGrand Emporium -5.998e+01 6.607e+01
## NameGrand Piano 1.111e+02 7.096e+01
## NameGrand Prix Racer 8.873e+00 6.647e+01
## NameGrocery Store -9.691e+01 9.098e+01
## NameGungan Sub -1.205e+00 6.275e+01
## NameHappy Childhood Moments 1.778e+01 1.016e+02
## NameHarbor -3.148e+01 9.265e+01
## NameHarley-Davidson Fat Boy -2.014e+02 9.676e+01
## NameHauler -1.849e+01 6.662e+01
## NameHaunted House 6.456e+01 1.052e+02
## NameHeartlake City Grand Hotel -2.927e+01 6.204e+01
## NameHeartlake City Resort -6.441e-01 6.160e+01
## NameHeartlake Grand Hotel 2.814e+01 6.199e+01
## NameHeartlake Hospital 1.266e+01 6.141e+01
## NameHeartlake Performance School -3.238e+01 6.838e+01
## NameHeartlake Shopping Mall 3.830e+00 6.611e+01
## NameHeavy-Duty Tow Truck -8.513e+00 6.378e+01
## NameHeavy Duty Forklift -5.424e+01 6.358e+01
## NameHigh-speed Passenger Train -7.217e+00 9.358e+01
## NameHighway Transport -2.890e+01 1.054e+02
## NameHive Crawler -2.516e+01 6.814e+01
## NameHogwarts Astronomy Tower 1.371e+01 6.165e+01
## NameHogwarts Castle 3.936e+01 6.534e+01
## NameHogwarts Clock Tower 9.428e+00 6.158e+01
## NameHogwarts Express 2.208e+01 6.321e+01
## NameHogwarts Express - Collectors' Edition 8.358e+00 9.915e+01
## NameHogwarts Magical Trunk -6.527e+01 6.332e+01
## NameHogwarts Whomping Willow -2.192e+01 6.175e+01
## NameHogwarts: Dumbledore's Office -2.217e+01 6.183e+01
## NameHokusai - The Great Wave -9.628e+01 6.743e+01
## NameHoliday Main Street -1.608e+02 1.425e+02
## NameHoliday Train -4.737e+01 6.659e+01
## NameHome Alone 8.910e+00 6.888e+01
## NameHome One Mon Calamari Star Cruiser 6.803e+01 6.255e+01
## NameHorse Show Trailer -3.243e+01 6.250e+01
## NameHospital -1.344e+01 8.996e+01
## NameHoth Echo Base 4.274e+01 6.324e+01
## NameHovercraft -5.363e+01 7.035e+01
## NameHulkbuster 1.124e+02 6.952e+01
## NameHydro Bounty 7.853e+01 8.247e+01
## NameImperial Assault Carrier 5.073e+01 6.144e+01
## NameImperial AT-Hauler 8.597e+00 6.144e+01
## NameImperial AT-ST -1.035e+02 6.880e+01
## NameImperial Conveyex Transport 1.619e+00 6.144e+01
## NameImperial Flagship 9.041e+00 6.591e+01
## NameImperial Hotel -2.330e+02 1.071e+02
## NameImperial Shuttle -1.440e+01 5.519e+01
## NameImperial Star Destroyer 8.721e+01 5.148e+01
## NameImperial TIE Fighter -2.295e+01 6.160e+01
## NameIndominus rex vs. Ankylosaurus 3.048e+00 6.161e+01
## NameIndoraptor Rampage at Lockwood Estate 4.081e+01 6.138e+01
## NameInquisitor Transport Scythe -1.795e+01 6.214e+01
## NameIntelligent NXT Brick (Black) 8.499e+01 7.586e+01
## NameInternational Space Station -1.027e+02 7.437e+01
## NameInvention Designer -1.016e+02 6.861e+01
## NameIron Man Armory 1.162e+00 6.190e+01
## NameJabba's Palace 7.455e+01 6.323e+01
## NameJabba's Sail Barge 4.849e+01 5.559e+01
## NameJay's Titan Mech -6.863e+00 8.227e+01
## NameJazz Club -1.454e+01 1.052e+02
## NameJedi Defender-class Cruiser 7.543e+00 6.250e+01
## NameJedi Starfighter with Hyperdrive -4.752e+00 6.833e+01
## NameJEK-14's Stealth Starfighter -1.930e+01 6.780e+01
## NameJestro's Headquarters 1.469e+01 6.141e+01
## NameJestro's Volcano Lair 5.967e+01 6.220e+01
## NameJim Lee Batman Collection -2.132e+02 6.709e+01
## NameJohn Deere 948L II Skidder 4.794e+01 6.510e+01
## NameJungle Air Drop Helicopter -3.046e+01 9.766e+01
## NameJungle Exploration Site -3.147e+01 9.153e+01
## NameJungle Rescue Base -3.725e+01 6.232e+01
## NameJurassic Park: T. rex Rampage -8.123e+01 6.929e+01
## NameKessel Run Millennium Falcon 7.690e+01 6.143e+01
## NameKiller Croc Tail-Gator -2.506e+01 6.203e+01
## NameKing's Castle 1.550e+01 5.403e+01
## NameKing's Castle Siege 7.488e+01 6.795e+01
## NameKing Crominus' Rescue 1.811e+01 6.143e+01
## NameKingdoms Joust -5.762e+01 6.585e+01
## NameKnighton Castle 6.433e+01 6.256e+01
## NameKylo Ren's Shuttle 3.632e+01 6.143e+01
## NameKylo Ren's TIE Fighter -9.450e+00 6.155e+01
## NameLamborghini Sián FKP 37 1.362e+02 7.578e+01
## NameLand Bounty 7.189e+01 8.202e+01
## NameLand Rover Classic Defender 90 -1.341e+01 1.062e+02
## NameLand Rover Defender 1.537e+01 6.367e+01
## NameLearn About Chinese Culture -5.190e+01 1.033e+02
## NameLEGO Chess -1.770e+02 7.000e+01
## NameLiebherr R 9800 1.547e+02 6.519e+01
## NameLightning Dragon Battle 2.124e+01 8.577e+01
## NameLion Knights' Castle 1.016e+02 1.136e+02
## NameLloyd's Golden Ultra Dragon 8.167e+01 8.235e+01
## NameLloyd's Legendary Dragon -2.285e+01 8.224e+01
## NameLloyd's Titan Mech 1.088e+01 8.163e+01
## NameLondon Bus -1.400e+02 9.189e+01
## NameLoop Coaster 1.463e+02 1.027e+02
## NameLord Business' Evil Lair 3.178e+00 6.228e+01
## NameLuigi's Mansion Haunt-and-Seek -4.084e+01 6.206e+01
## NameLuke Skywalker's Landspeeder -4.788e+01 6.941e+01
## NameLuke Skywalker (Red Five) Helmet -8.564e+01 6.575e+01
## NameLunar New Year Display -2.120e+02 7.867e+01
## NameLunar New Year Parade -6.969e+01 7.149e+01
## NameLunar Research Base -4.321e+01 9.048e+01
## NameLunar Space Station -8.778e+01 9.097e+01
## NameMack Anthem -8.468e+00 6.360e+01
## NameMaersk Line Container Ship -8.097e+01 6.873e+01
## NameMaersk Line Triple-E -1.177e+02 9.262e+01
## NameMaersk Train -7.022e+01 6.720e+01
## NameMain Square -7.861e+01 1.031e+02
## NameMain Street -3.171e+01 1.066e+02
## NameMain Street Building -2.214e+01 8.767e+01
## NameMajor Vonreg's TIE Fighter -2.749e+01 6.168e+01
## NameMalevolence 5.027e+01 6.262e+01
## NameMandalorian Fang Fighter vs TIE Interceptor -5.384e+01 6.417e+01
## NameMarket Street -7.397e+01 6.782e+01
## NameMarvel Studios Iron Man -2.385e+02 6.928e+01
## NameMaterial Handler 1.062e+01 6.389e+01
## NameMaula's Ice Mammoth Stomper 1.924e+01 6.221e+01
## NameMaze -5.207e+01 7.008e+01
## NameMB-01 Eagle Command Base 6.954e+01 6.364e+01
## NameMcLaren Formula 1 Race Car 3.953e+01 6.393e+01
## NameMedieval Blacksmith 1.586e+01 6.946e+01
## NameMedieval Castle -5.315e+01 1.046e+02
## NameMedieval Market Village -6.238e+01 6.606e+01
## NameMei's Guardian Dragon -7.079e+01 7.377e+01
## NameMercedes-Benz Arocs 3245 4.140e+01 6.418e+01
## NameMercedes-Benz Unimog U 400 5.933e+01 6.678e+01
## NameMetalBeard's Sea Cow -3.336e+00 6.619e+01
## NameMia's House -5.819e+01 7.523e+01
## NameMickey Mouse and Minnie Mouse -9.309e+01 7.015e+01
## NameMill Village Raid 1.283e+01 6.293e+01
## NameMillennium Falcon 7.227e+01 5.211e+01
## NameMindstorms EV3 1.848e+02 8.969e+01
## NameMindstorms NXT 1.498e+02 7.710e+01
## NameMindstorms NXT 2.0 1.860e+02 6.964e+01
## NameMINI Cooper MK VII -1.712e+02 9.562e+01
## NameMini Modulars -1.354e+02 6.892e+01
## NameMining Experts Site -7.067e+01 9.279e+01
## NameMisfortune's Keep 2.723e+01 8.143e+01
## NameMobile Command Center 4.395e+01 6.408e+01
## NameMobile Crane -1.414e+01 6.867e+01
## NameMobile Crane MK II 4.738e+01 6.517e+01
## NameMobile Devastator 7.394e+01 6.965e+01
## NameMobile Tiny House -6.857e+01 6.269e+01
## NameModel Town House -3.262e+01 1.058e+02
## NameModular Family Villa -4.717e+01 1.051e+02
## NameMonastery of Spinjitzu 1.859e+01 8.182e+01
## NameMonkie Kid's Team Hideout -1.523e+01 6.899e+01
## NameMonster Dino -1.325e+00 1.058e+02
## NameMos Eisley Cantina 8.764e+01 5.715e+01
## NameMotorized Bulldozer 6.260e+01 6.533e+01
## NameMotorized Excavator 1.011e+02 6.521e+01
## NameMotorized Lighthouse 9.761e+01 7.170e+01
## NameMotorized Walking AT-AT -3.677e+01 6.685e+01
## NameMountain Police Headquarters -7.150e+01 9.261e+01
## NameMT-101 Armored Drilling Unit 4.405e+01 6.314e+01
## NameMuseum Break-in -6.463e+01 9.290e+01
## NameMX-81 Hypersonic Operations Aircraft 3.696e+01 6.280e+01
## NameMy XL World 1.894e+02 6.981e+01
## NameMystery Mansion 3.207e+00 6.348e+01
## NameNano Gauntlet -8.564e+01 6.575e+01
## NameNASA Apollo 11 Lunar Lander -1.913e+02 9.586e+01
## NameNASA Apollo Saturn V -6.982e+01 7.357e+01
## NameNASA Space Shuttle Discovery -4.470e+01 1.067e+02
## NameNewbury Haunted High School 3.612e+01 6.159e+01
## NameNightmare Shark Ship -9.076e+00 6.507e+01
## NameNinja DB X 3.025e+01 8.139e+01
## NameNinja Dojo Temple 1.621e+01 8.226e+01
## NameNinja Ultra Combo Mech 7.749e+00 8.212e+01
## NameNINJAGO City -9.105e+01 7.151e+01
## NameNINJAGO City Docks -4.213e+01 6.751e+01
## NameNINJAGO City Gardens -9.642e+01 9.017e+01
## NameNINJAGO City Markets -2.321e+02 9.961e+01
## NameNintendo Entertainment System -7.475e+01 7.534e+01
## NameNXT DC Rechargeable Battery -9.787e+00 7.591e+01
## NameNya's Samurai X MECH 4.564e+01 8.219e+01
## NameObi-Wan's Jedi Starfighter -9.197e+01 6.892e+01
## NameOcean Explorer -1.365e+01 6.351e+01
## NameOff-Road Power -3.938e+01 1.062e+02
## NameOff-Roader 2.377e+01 6.813e+01
## NameOld Fishing Store -2.006e+01 7.148e+01
## NameOld Trafford - Manchester United -1.373e+02 9.176e+01
## NameOlivia's House -4.640e+00 6.292e+01
## NameOrganic Farm -2.623e+01 6.214e+01
## NamePalace Cinema -1.113e+02 9.188e+01
## NameParisian Restaurant -1.246e+02 9.152e+01
## NameParty Boat -3.715e+01 6.232e+01
## NamePassenger Airplane -5.216e+01 9.065e+01
## NamePassenger Train -1.477e+01 8.711e+01
## NamePersonalised Mosaic Portrait -2.825e+02 7.209e+01
## NamePet Day-Care Center -4.290e+01 6.214e+01
## NamePet Shop 3.176e+01 6.757e+01
## NamePEUGEOT 9X8 24H Le Mans Hybrid Hypercar 1.246e+01 6.551e+01
## NamePick-Up Tow Truck -3.867e+01 6.566e+01
## NamePickup Truck -8.724e+01 1.072e+02
## NamePirate Roller Coaster -2.369e+01 1.056e+02
## NamePirate Ship -3.146e+01 1.044e+02
## NamePirate Ship Ambush 4.919e+01 6.296e+01
## NamePirates of Barracuda Bay 3.839e+01 6.813e+01
## NamePoe Dameron's X-wing Fighter -1.563e+01 6.179e+01
## NamePolice Headquarters 8.991e+00 9.350e+01
## NamePolice Station -5.364e+01 8.657e+01
## NamePolice Training Academy -9.355e+01 9.188e+01
## NamePop-Up Book -2.191e+01 6.144e+01
## NamePop-Up Party Bus -2.557e+01 6.168e+01
## NamePorsche 911 -4.033e+01 1.073e+02
## NamePorsche 911 GT3 RS 1.103e+02 7.021e+01
## NamePortal of Atlantis 4.758e+01 6.334e+01
## NamePrincess' Palace 3.319e+01 1.037e+02
## NamePrincess Leia (Boushh) Helmet -9.036e+01 6.583e+01
## NamePrincess Peach's Castle 7.771e+00 6.184e+01
## NamePrison Island -6.496e+01 9.491e+01
## NamePublic Transport Station -3.209e+01 9.553e+01
## NameQuake Mech -4.243e+00 6.142e+01
## NameQueen Watevra's ‘So-Not-Evil' Space Palace 7.700e-01 6.151e+01
## NameQueer Eye – The Fab 5 Loft -5.824e+01 1.057e+02
## NameQuinjet Aerial Battle -1.367e+01 6.678e+01
## NameR2-D2 -7.109e+01 6.141e+01
## NameRace Truck -4.383e+01 6.428e+01
## NameRagana's Magic Shadow Castle 3.230e+00 6.178e+01
## NameRally Car -4.316e+01 7.546e+01
## NameRapunzel's Tower -5.515e+01 6.271e+01
## NameRathtar Escape -6.739e+00 6.141e+01
## NameRaya and the Heart Palace -3.983e+01 6.262e+01
## NameRed Cargo Train -7.732e+00 1.016e+02
## NameRemote-Controlled Stunt Racer -2.655e+01 6.365e+01
## NameRepublic Attack Gunship 8.407e+01 6.303e+01
## NameRepublic Dropship with AT-OT Walker 6.736e+01 6.661e+01
## NameRepublic Frigate 5.114e+01 6.288e+01
## NameRepublic Gunship 3.710e+01 6.720e+01
## NameRescue Reinforcements -3.019e+01 6.835e+01
## NameResistance Bomber (Standard pilot version) 2.420e+01 6.141e+01
## NameResistance I-TS Transport -8.540e+00 6.179e+01
## NameResistance Y-wing Starfighter -2.263e+01 6.151e+01
## NameRex's Rexplorer! -6.948e-01 6.231e+01
## NameReznor Knockdown -4.580e+01 6.191e+01
## NameRobie House -9.139e+01 1.029e+02
## NameRobot Inventor 1.933e+02 7.245e+01
## NameRocket Launch Center -2.273e+01 9.107e+01
## NameRoller Coaster 8.448e+00 8.954e+01
## NameRolling Storage Box - Red/Yellow 4.456e+01 7.587e+01
## NameSanctum Sanctorum 6.195e+01 6.750e+01
## NameSandcrawler 3.577e+01 5.272e+01
## NameSanta's Visit -1.169e+02 1.156e+02
## NameSchool Day -7.990e+01 9.018e+01
## NameScorpion Pyramid 4.669e+01 6.303e+01
## NameScuderia Ferrari Truck 4.555e+01 6.625e+01
## NameSeinfeld -6.767e+01 6.931e+01
## NameService Station -5.500e+01 9.169e+01
## NameShip in a Bottle -9.491e+01 7.420e+01
## NameShopping Street -1.000e+02 9.225e+01
## NameShuttle Expedition -9.760e+01 6.708e+01
## NameSilent Mary -2.779e+01 6.643e+01
## NameSilver Mine Shootout -2.234e+00 6.242e+01
## NameSimple & Powered Machines Set 6.879e+01 8.645e+01
## NameSir Fangar's Ice Fortress -1.484e+01 6.377e+01
## NameSith Fury-class Interceptor 9.591e+00 6.291e+01
## NameSith Infiltrator 3.270e+01 6.168e+01
## NameSith TIE Fighter -2.777e+01 6.207e+01
## NameSkeleton Ship Attack 2.571e+01 6.796e+01
## NameSki Resort -6.287e+01 9.374e+01
## NameSkopio XV-1 -9.736e+00 7.516e+01
## NameSkull Sorcerer's Dragon 9.188e+00 8.180e+01
## NameSkull Sorcerer's Dungeons 3.153e+01 8.193e+01
## NameSkyra's Mysterious Sky Castle -8.213e+00 6.179e+01
## NameSlave I -2.588e+01 5.880e+01
## NameSlave I - 20th Anniversary Edition -9.387e+00 6.765e+01
## NameSmall Hub 7.258e+01 7.834e+01
## NameSmall Hub Battery -7.242e+01 7.834e+01
## NameSnoke's Throne Room -1.692e+01 6.144e+01
## NameSnowspeeder -6.096e+01 6.919e+01
## NameSolomon R. Guggenheim Museum -1.935e+02 1.008e+02
## NameSonic's Green Hill Zone Loop Challenge -3.614e+01 6.498e+01
## NameSpace Center -6.583e+01 9.415e+01
## NameSpace Mission -1.101e+02 6.545e+01
## NameSpace Police Central 2.228e+01 6.322e+01
## NameSpace Roller Coaster -4.798e+01 1.066e+02
## NameSpace Skulls -5.653e+01 6.758e+01
## NameSpaceport -3.769e+01 9.400e+01
## NameSPIKE Essential Set 1.986e+02 7.705e+01
## NameSpike Prime Expansion Set (v2) -2.260e+00 7.282e+01
## NameSPIKE Prime Set 2.711e+02 7.721e+01
## NameStable of Dream Creatures -5.433e+01 6.497e+01
## NameStar-Lord's Helmet -7.949e+01 6.584e+01
## NameStar Justice -3.239e+01 6.714e+01
## NameStar Wars The Sith -2.543e+02 6.902e+01
## NameStark Jet and the Drone Attack -2.757e+01 6.168e+01
## NameStarter Pack: PS3 -1.083e+01 6.430e+01
## NameStarter Pack: PS4 -1.086e+01 6.430e+01
## NameStarter Pack: Wii U -1.083e+01 6.430e+01
## NameStarter Pack: Xbox 360 -1.083e+01 6.430e+01
## NameStarter Pack: Xbox One -1.831e+01 6.620e+01
## NameSTEAM Park 1.129e+02 6.968e+01
## NameStephanie's House -2.510e+01 6.179e+01
## NameStory Tales 8.543e+01 7.526e+01
## NameStreet Extreme -5.973e+00 6.367e+01
## NameStunt Show Arena -8.339e+01 9.365e+01
## NameStunt Show Truck -1.055e+02 9.131e+01
## NameSummer Fun Water Park -1.736e+01 6.200e+01
## NameSummer Riding Camp 1.105e+01 6.434e+01
## NameSunshine Catamaran -2.487e+01 6.179e+01
## NameSunshine Home -2.241e+01 7.876e+01
## NameSuper Hero High School -4.807e+00 6.141e+01
## NameSuper Mario 64 Question Mark Block -1.015e+02 7.037e+01
## NameSuper Secret Police Dropship 1.707e+01 6.244e+01
## NameSuper Star Destroyer 1.404e+02 6.642e+01
## NameSurfer Beachfront -5.426e+01 6.314e+01
## NameSweet Mayhem's Systar Starship! -3.330e+01 6.194e+01
## NameSydney Opera House -2.463e+01 9.433e+01
## NameT. rex Tracker -2.184e+01 6.243e+01
## NameT. Rex Transport -4.965e+01 6.874e+01
## NameT. rex vs Dino-Mech Battle -1.766e+01 6.199e+01
## NameTable Football 1.579e+02 7.567e+01
## NameTaj Mahal -2.344e+02 7.233e+01
## NameTantive IV -5.727e+01 6.924e+01
## NameTech Machines Set 1.665e+02 7.454e+01
## NameTelescopic Handler -8.180e+00 6.811e+01
## NameTemple of Airjitzu 2.178e+01 8.509e+01
## NameTemple of Light 2.085e+01 8.148e+01
## NameTemple of Resurrection 2.475e+01 8.190e+01
## NameTemple of the Crystal Skull 6.339e+01 6.404e+01
## NameTemple of the Dragon Energy Cores -2.319e+01 8.495e+01
## NameTemple of the Endless Sea 1.601e+01 8.147e+01
## NameTemple of the Golden Idol 1.759e+01 6.217e+01
## NameTemple of the Ultimate Ultimate Weapon 1.774e+01 6.157e+01
## NameThe Arrowhead 4.250e+00 6.141e+01
## NameThe Avengers Quinjet -1.849e+01 6.204e+01
## NameThe Bat-Space Shuttle -2.898e+00 6.138e+01
## NameThe Batcave -1.303e+01 6.679e+01
## NameThe Batcave: The Penguin and Mr. Freeze's Invasion 8.308e+01 9.217e+01
## NameThe Batman - Batmobile -5.471e+01 6.381e+01
## NameThe Battle of Helm's Deep 5.018e+01 6.682e+01
## NameThe Batwing -1.236e+01 6.180e+01
## NameThe Beatles -2.204e+02 6.921e+01
## NameThe Bedrock Adventures -6.609e+01 1.138e+02
## NameThe Big Zoo 3.760e+01 1.048e+02
## NameThe Black Pearl 4.075e+01 6.292e+01
## NameThe Boombox -1.456e+01 6.195e+01
## NameThe Brick Bounty 3.577e+01 6.151e+01
## NameThe Child -3.863e+01 6.291e+01
## NameThe Creeper Mine -7.622e+01 1.125e+02
## NameThe Croc Swamp Hideout -2.220e+01 6.844e+01
## NameThe Crystal King -6.733e+00 8.211e+01
## NameThe Elvenstar Tree Bat Attack -2.729e+01 6.304e+01
## NameThe Ender Dragon -7.180e+01 1.113e+02
## NameThe First Adventure -9.174e+01 1.121e+02
## NameThe Fortress -6.453e+01 1.204e+02
## NameThe Fortrex 2.350e+01 6.144e+01
## NameThe Friends Apartments -1.090e+01 1.051e+02
## NameThe Ghost 2.725e+00 6.232e+01
## NameThe Ghost Train 1.160e+02 1.217e+02
## NameThe Globe -7.364e-01 7.152e+01
## NameThe Goblin King Battle 3.938e+01 6.457e+01
## NameThe Great Pyramid of Giza -2.025e+02 9.580e+01
## NameThe Ice Castle 2.399e+00 6.786e+01
## NameThe Joker Manor -1.268e+01 6.617e+01
## NameThe Jungle Tree House -8.485e+01 1.160e+02
## NameThe Justifier 5.588e+01 6.194e+01
## NameThe Lighthouse Siege 2.853e+01 8.164e+01
## NameThe Lion CHI Temple 2.759e+01 6.801e+01
## NameThe Little Mermaid Royal Clamshell -1.181e+02 6.867e+01
## NameThe Llama Village -3.783e+01 1.114e+02
## NameThe Lonely Mountain 5.709e+01 6.154e+01
## NameThe Mandalorian Helmet -8.449e+01 6.576e+01
## NameThe Mighty Azure Lion -6.838e+01 7.377e+01
## NameThe Milano Spaceship Rescue -2.291e+00 6.223e+01
## NameThe Mine -4.379e+01 9.376e+01
## NameThe Mines of Moria 3.366e+01 6.323e+01
## NameThe Ministry of Magic 1.528e+01 6.234e+01
## NameThe Modern Treehouse -4.709e+01 1.121e+02
## NameThe Mountain Cave -7.301e+01 1.160e+02
## NameThe Nether Fortress -5.337e+01 1.137e+02
## NameThe New Guardians' Ship -2.075e+01 6.215e+01
## NameThe Ocean Monument -6.626e+01 1.180e+02
## NameThe Razor Crest -6.292e+00 5.568e+01
## NameThe Red Barn -7.573e+01 1.121e+02
## NameThe Rexcelsior! 2.143e+01 6.175e+01
## NameThe Rolling Stones -5.367e+01 7.178e+01
## NameThe Simpsons House -5.100e+01 6.558e+01
## NameThe Temple of Doom 5.002e+01 6.255e+01
## NameThe Training Grounds -9.218e+01 1.122e+02
## NameThe Tumbler -6.006e+01 7.086e+01
## NameThe Twilight 3.730e+01 6.763e+01
## NameThe Ultimate Batmobile 5.621e+01 6.157e+01
## NameThe Ultra Dragon 2.059e+00 8.715e+01
## NameThe Upside Down -1.043e+02 8.553e+01
## NameThe White House -2.231e+02 9.580e+01
## NameThor's Hammer -4.870e+01 7.138e+01
## NameTIE Bomber -5.307e+01 6.237e+01
## NameTIE Fighter -5.653e+01 6.971e+01
## NameTiger's Mobile Command 1.050e+01 6.143e+01
## NameTitanic -4.151e+02 1.350e+02
## NameTitanium Command Rig 5.353e+01 6.250e+01
## NameToa Terrain Crawler 4.001e+01 7.561e+01
## NameToad's Treasure Hunt -2.996e+01 6.163e+01
## NameTokyo International Circuit 2.917e+01 6.738e+01
## NameToruk Makto & Tree of Souls 3.422e+00 6.481e+01
## NameTow Truck 9.993e+00 6.882e+01
## NameTower Bridge -1.697e+02 7.180e+01
## NameTower Crane & Construction 2.647e+01 1.062e+02
## NameTower of Orthanc -4.391e+01 6.601e+01
## NameTown Center -6.045e+01 9.150e+01
## NameTown Plan -2.129e+01 6.595e+01
## NameTown Square -1.008e+01 9.391e+01
## NameTractor with Trailer 1.014e+01 6.470e+01
## NameTrafalgar Square -2.381e+02 9.425e+01
## NameTrain Station -7.129e+01 9.199e+01
## NameTransport Ferry -4.373e+01 1.056e+02
## NameTubes 4.197e+01 7.238e+01
## NameTurtle Lair Invasion 2.497e+01 6.219e+01
## NameTypewriter 4.779e+01 7.150e+01
## NameUltimate Adventure Castle -4.591e+01 7.057e+01
## NameUltimate Collector's Millennium Falcon 8.772e+01 6.923e+01
## NameUltra Agents Mission HQ 1.211e+01 6.284e+01
## NameUltra Agents Ocean HQ 2.102e+01 6.144e+01
## NameUltra Sonic Raider 2.510e+01 7.527e+01
## NameUltra Stealth Raider 4.668e+01 8.155e+01
## NameUltraCopter vs. AntiMatter 3.124e-01 6.158e+01
## NameUnderground Mining Station 2.871e+01 6.254e+01
## NameUnited States Capitol Building -1.739e+02 1.010e+02
## NameVacation Beach House -3.410e+01 6.214e+01
## NameVader's TIE Advanced -8.303e+01 6.872e+01
## NameVampyre Castle 1.290e+02 1.258e+02
## NameVenator-Class Republic Attack Cruiser 5.232e+01 6.735e+01
## NameVespa 125 -1.098e+02 1.080e+02
## NameVestas Wind Turbine -4.583e+01 9.099e+01
## NameViking Ship and the Midgard Serpent -3.925e+01 1.043e+02
## NameVilla Savoye -1.784e+02 1.009e+02
## NameVillain Icons -2.353e+01 6.511e+01
## NameVincent van Gogh - The Starry Night -4.172e+01 7.095e+01
## NameVolcano Exploration Base -3.262e+01 9.200e+01
## NameVolcano Heavy-Lift Helicopter -2.810e+01 9.889e+01
## NameVolkswagen Beetle -1.604e+02 9.210e+01
## NameVolkswagen T1 Camper Van -1.200e+02 7.300e+01
## NameVolkswagen T2 Camper Van -5.795e+01 1.068e+02
## NameVoltron -6.719e+01 9.125e+01
## NameVolvo Concept Wheel Loader ZEUX 5.581e+00 6.353e+01
## NameVolvo EW160E -4.833e+00 6.354e+01
## NameWatchpoint: Gibraltar -1.786e+01 6.199e+01
## NameWeDo 2.0 Core Set 1.057e+02 7.680e+01
## NameWhitecap Bay 2.167e+01 6.293e+01
## NameWild Animals of Asia -3.809e+01 1.057e+02
## NameWild Animals of Europe -5.681e+01 1.030e+02
## NameWild Animals of the World -6.819e-01 1.038e+02
## NameWildlife Rescue Camp -7.224e+01 9.112e+01
## NameWildlife Rescue Operation -9.396e+01 9.184e+01
## NameWindow Exploration Bag 1.536e+02 8.255e+01
## NameWinnie the Pooh -4.981e+01 6.996e+01
## NameWinter Toy Shop -1.315e+02 9.108e+01
## NameWinter Village Cottage -8.075e+01 6.586e+01
## NameWinter Village Fire Station -1.314e+02 9.052e+01
## NameWinter Village Market -1.040e+02 9.146e+01
## NameWinter Village Post Office -9.244e+01 6.621e+01
## NameWinter Wonder Palace 1.256e+01 7.486e+01
## NameWookiee Gunship -1.664e+01 6.220e+01
## NameWorld Map -1.272e+03 1.537e+02
## NameWorriz's Combat Lair -1.667e+01 6.826e+01
## NameX-wing Starfighter -4.103e+01 5.676e+01
## NameXXL Mobile Crane -3.774e+01 9.558e+01
## NameYellow Tusk Elephant -5.175e+01 6.954e+01
## NameZane's Ice Dragon Creature 4.205e+00 8.235e+01
## NameZane's Titan Mech Battle -2.456e+01 8.206e+01
## ThemeAgents NA NA
## ThemeAqua Raiders NA NA
## ThemeArchitecture 1.471e+02 8.096e+01
## ThemeArt NA NA
## ThemeAtlantis NA NA
## ThemeAvatar NA NA
## ThemeBatman -2.771e+01 7.365e+01
## ThemeBelville NA NA
## ThemeBionicle NA NA
## ThemeBoost NA NA
## ThemeCars NA NA
## ThemeCastle NA NA
## ThemeCity 5.417e+01 6.773e+01
## ThemeClassic NA NA
## ThemeCreator 2.063e+01 8.630e+01
## ThemeCreator Expert 3.059e+01 6.331e+01
## ThemeDC Comics Super Heroes NA NA
## ThemeDC Super Hero Girls NA NA
## ThemeDimensions NA NA
## ThemeDino NA NA
## ThemeDisney NA NA
## ThemeDots NA NA
## ThemeDreamzzz NA NA
## ThemeDuplo -5.626e+00 8.277e+01
## ThemeDUPLO NA NA
## ThemeEducation NA NA
## ThemeElves NA NA
## ThemeExo-Force NA NA
## ThemeFactory NA NA
## ThemeFriends NA NA
## ThemeGabby's Dollhouse NA NA
## ThemeGear NA NA
## ThemeHarry Potter NA NA
## ThemeHidden Side NA NA
## ThemeIcons -6.972e+01 8.336e+01
## ThemeIdeas NA NA
## ThemeIndiana Jones NA NA
## ThemeJurassic World NA NA
## ThemeLegends of Chima NA NA
## ThemeMarvel Super Heroes NA NA
## ThemeMaster Builder Academy NA NA
## ThemeMindstorms NA NA
## ThemeMinecraft 5.420e+01 9.464e+01
## ThemeMiscellaneous NA NA
## ThemeMonkie Kid NA NA
## ThemeMonster Fighters -1.048e+02 1.019e+02
## ThemeNexo Knights NA NA
## ThemeNinjago -2.212e+01 5.359e+01
## ThemeOverwatch NA NA
## ThemePharaoh's Quest NA NA
## ThemePirates NA NA
## ThemePirates of the Caribbean NA NA
## ThemePower Miners NA NA
## ThemePromotional NA NA
## ThemeRacers NA NA
## ThemeScooby-Doo NA NA
## ThemeSeasonal NA NA
## ThemeSerious Play NA NA
## ThemeSonic the Hedgehog NA NA
## ThemeSpace NA NA
## ThemeSpeed Champions NA NA
## ThemeStar Wars NA NA
## ThemeStranger Things NA NA
## ThemeSuper Mario NA NA
## ThemeTechnic NA NA
## ThemeTeenage Mutant Ninja Turtles NA NA
## ThemeThe Hobbit NA NA
## ThemeThe LEGO Batman Movie NA NA
## ThemeThe LEGO Movie NA NA
## ThemeThe LEGO Movie 2 NA NA
## ThemeThe LEGO Ninjago Movie NA NA
## ThemeThe Lone Ranger NA NA
## ThemeThe Lord of the Rings NA NA
## ThemeThe Simpsons NA NA
## ThemeUltra Agents NA NA
## ThemeVidiyo NA NA
## PackagingBox -9.830e+00 4.962e+01
## PackagingTub NA NA
## Num_Instructions 3.739e+00 3.703e+00
## AvailabilityEducational NA NA
## AvailabilityLEGO exclusive 9.994e+01 2.994e+01
## AvailabilityRetail -1.245e+01 2.895e+01
## AvailabilityRetail - limited NA NA
## I(Pieces^2) 1.006e-05 1.085e-06
## Minifigures -5.750e+00 2.437e+00
## t value Pr(>|t|)
## (Intercept) -3.120 0.003739 **
## Year 3.147 0.003483 **
## Name123 Sesame Street -0.265 0.792738
## Name1989 Batmobile -1.511 0.140256
## Name2022 Ford GT -0.876 0.387464
## Name3-in-1 Tree House -0.827 0.414025
## Name3-Seat Playtable 2.909 0.006437 **
## Name3in1 Magical Castle -1.308 0.199815
## Name4 Privet Drive -0.239 0.812754
## Name4x4 Crawler 1.338 0.190185
## Name4x4 Crawler Exclusive Edition 0.942 0.353039
## Name4x4 Mercedes-Benz Zetros Trial Truck 2.210 0.034158 *
## Name4x4 X-Treme Off-Roader 1.939 0.061060 .
## Name6x6 All Terrain Tow Truck 2.192 0.035506 *
## NameA-Frame Cabin -1.679 0.102600
## NameA-wing Starfighter -1.093 0.282122
## NameAction Designer -1.673 0.103755
## NameAdidas Originals Superstar -1.089 0.284243
## NameAdidas Originals Superstar X Footshop 'Blueprinting' 0.163 0.871464
## NameAdventure Camp Tree House -0.190 0.850579
## NameAir Base -0.868 0.391636
## NameAir Race Jet 0.484 0.631669
## NameAirbus H175 Rescue Helicopter 0.526 0.602084
## NameAirport -0.058 0.953962
## NameAirport Air Show -0.726 0.473111
## NameAirport Rescue Vehicle -0.440 0.662512
## NameAll-Terrain Vehicle -0.755 0.455609
## NameAmbush on Ferrix -0.797 0.431271
## NameAmusement Park 0.018 0.985376
## NameAmusement Park Roller Coaster 0.107 0.915089
## NameAn Unexpected Gathering 0.131 0.896756
## NameAnakin Skywalker and Sebulba's Podracers 0.522 0.605032
## NameAndrea's Family House -0.572 0.571429
## NameAndrea's Theatre School -0.366 0.716501
## NameAndy Warhol's Marilyn Monroe -3.577 0.001097 **
## NameAntiMatter's Portal Hideout -0.133 0.895320
## NameApp-Controlled Top Gear Rally Car 0.079 0.937136
## NameAquabase Invasion 0.491 0.626632
## NameArctic Base Camp -0.569 0.573356
## NameArctic Icebreaker -0.331 0.742734
## NameArctic Mobile Exploration Base -0.454 0.652819
## NameArctic Supply Plane -0.826 0.414955
## NameArctic Truck -0.412 0.683240
## NameArendelle Castle -0.497 0.622151
## NameAriel's Underwater Palace -0.282 0.779711
## NameArkham Asylum 1.122 0.269947
## NameAround the World 0.294 0.770864
## NameArt Project - Create Together -2.682 0.011351 *
## NameAssault on Hoth 0.752 0.457182
## NameAssembly Square -0.678 0.502281
## NameAT-AT 0.842 0.405811
## NameAT-AT Walker 1.052 0.300646
## NameAT-TE 0.047 0.963081
## NameAT-TE Walker 0.800 0.429562
## NameAttack of the Morro Dragon 0.287 0.775825
## NameAurora, Merida and Tiana's Enchanted Creations -0.995 0.326912
## NameAvengers Compound Battle 0.282 0.779908
## NameAvengers Ultimate Quinjet -0.172 0.864258
## NameAxalara T9 -0.217 0.829802
## NameAxl's Tower Carrier -0.247 0.806557
## NameBack to the Future Time Machine -0.199 0.843592
## NameBatcave Break-In 0.338 0.737409
## NameBatcave Clayface Invasion 0.092 0.927403
## NameBatcave: The Riddler Face-Off -0.344 0.733150
## NameBatman: Arkham Asylum Breakout -0.659 0.514226
## NameBattle for Ninjago City 0.778 0.441948
## NameBB-8 -0.240 0.811837
## NameBD-1 -0.600 0.552930
## NameBelle and the Beast's Castle 0.187 0.852581
## NameBenny's Spaceship, Spaceship, SPACESHIP! 0.478 0.635720
## NameBetrayal at Cloud City 1.795 0.081891 .
## NameBig Ben -1.866 0.070928 .
## NameBig Bentley Bust Out 0.074 0.941283
## NameBig City Hospital 0.258 0.798133
## NameBig City Zoo 0.293 0.771676
## NameBig Pirate Ship 0.526 0.602511
## NameBig Rig Snow Getaway -0.158 0.875112
## NameBig Spike's Cloudtop Challenge -0.830 0.412426
## NameBike Shop & Cafe -0.482 0.633163
## NameBird of Paradise 0.090 0.928732
## NameBlack Panther -0.130 0.897634
## NameBlack Panther: War on the Water -0.268 0.790346
## NameBlue Power Jet -0.507 0.615215
## NameBoeing 787 Dreamliner -1.494 0.144733
## NameBookshop -1.197 0.239786
## NameBoost Creative Toolbox 0.518 0.608223
## NameBotanical Garden -0.942 0.353165
## NameBowser's Castle Boss Battle -0.223 0.824601
## NameBrachiosaurus Discovery -0.805 0.426495
## NameBreakout from the Goblin King's Fortress -0.330 0.743429
## NameBrick Bank -1.164 0.252576
## NameBricks Bricks Plates -1.503 0.142226
## NameBricQ Motion Prime -0.248 0.805616
## NameBTS Dynamite -1.952 0.059482 .
## NameBucket Wheel Excavator 0.151 0.881184
## NameBug Obliterator 0.139 0.890320
## NameBugatti Chiron 0.758 0.453600
## NameBuild Me 'Emotions' -0.198 0.844336
## NameBuild Together -1.213 0.233586
## NameBuilding Crane -0.336 0.738679
## NameBuilding Table 1.642 0.110145
## NameBulldozer Break-In -1.038 0.306914
## NameCafe Corner -0.873 0.389143
## NameCanal Houseboat -0.560 0.578949
## NameCapital City -0.283 0.779046
## NameCaptain Rex Helmet -1.416 0.166071
## NameCaravan Family Holiday -0.590 0.559039
## NameCargo Plane 0.276 0.784360
## NameCargo Terminal -1.014 0.317978
## NameCargo Train 0.402 0.690288
## NameCarousel -0.924 0.362004
## NameCastle 0.184 0.855326
## NameCastle Giant Chess Set 2.387 0.022859 *
## NameCastle of the Forsaken Emperor 0.360 0.721079
## NameCat D11 Bulldozer 2.202 0.034789 *
## NameCat Peach Suit and Frozen Tower -0.662 0.512475
## NameCatamaran Sea Battle -0.270 0.788948
## NameChimpanzee Smash Stunt Loop -1.079 0.288565
## NameCinderella's Dream Castle -0.566 0.575449
## NameCity Garage -0.414 0.681784
## NameCity Hospital -0.398 0.693170
## NameCity of Atlantis 0.230 0.819710
## NameCity of Stiix 0.591 0.558643
## NameCLAAS XERION 5000 TRAC VC 0.465 0.645103
## NameClone Commander Cody Helmet -1.394 0.172625
## NameClone Turbo Tank 0.689 0.495416
## NameCoast Guard Headquarters -0.416 0.680237
## NameCoast Guard Patrol -0.500 0.620381
## NameCoding Express 2.252 0.031093 *
## NameColosseum -3.352 0.002026 **
## NameCombine Harvester -0.133 0.894974
## NameCompact Crawler Crane -0.535 0.596408
## NameConcrete Mixer Truck -0.375 0.709939
## NameConstitution Train Chase 0.616 0.541879
## NameConstruction Crew -0.751 0.458052
## NameConstruction Site -0.563 0.577273
## NameContainer Truck -0.567 0.574644
## NameCragger's Command Ship 0.224 0.824437
## NameCrane Truck 0.041 0.967300
## NameCrawler Crane 0.271 0.788220
## NameCreative Fantasy Universe -1.361 0.182824
## NameCrocodile Locomotive -0.832 0.411440
## NameCrooks' Hideout -0.853 0.399702
## NameCrystal Sweeper 0.267 0.791381
## NameCustom Car Garage -1.263 0.215508
## NameCustomised Pick-Up Truck -0.260 0.796852
## NameD-O -0.881 0.384890
## NameDark Trooper Helmet -1.306 0.200433
## NameDarth Maul's Sith Infiltrator 0.055 0.956748
## NameDarth Vader's Castle 0.573 0.570815
## NameDarth Vader Meditation Chamber -1.070 0.292317
## NameDC Rechargeable Battery -0.055 0.956695
## NameDeath Star 2.759 0.009386 **
## NameDeath Star Final Duel 0.075 0.941024
## NameDeath Star II -0.129 0.898162
## NameDeath Star Trash Compactor Diorama -0.232 0.818090
## NameDeep Sea Exploration Vessel -0.222 0.825783
## NameDeep Sea Operation Base -0.759 0.453384
## NameDeep Space Rocket and Launch Control -0.870 0.390691
## NameDeluxe Train Set 0.536 0.595348
## NameDemolition Site -0.679 0.502040
## NameDesigner Toolkit - Patterns -1.243 0.222465
## NameDestiny's Bounty 0.630 0.533157
## NameDetective's Office -1.097 0.280604
## NameDiagon Alley -0.417 0.679241
## NameDiagon Alley: Weasleys' Wizard Wheezes -0.718 0.477771
## NameDiddy Kong's Mine Cart Ride -0.510 0.613775
## NameDino Defense HQ 0.267 0.791501
## NameDisney Castle 0.101 0.919948
## NameDisney Train and Station 0.298 0.767379
## NameDol Guldur Battle 0.204 0.839456
## NameDolphin Cruiser -0.213 0.833007
## NameDom's Dodge Charger -0.378 0.708006
## NameDonut Shop Opening -0.729 0.470966
## NameDouble Loop Stunt Arena 0.029 0.976897
## NameDowntown Diner -1.265 0.214572
## NameDowntown Fire Brigade -0.890 0.379940
## NameDowntown Flower and Design Stores 0.303 0.763782
## NameDrag Racer -0.556 0.581805
## NameDragon's Forge 0.186 0.853598
## NameDragon of the East Palace -0.113 0.910986
## NameDroid Commander 0.887 0.381347
## NameDry Bowser Castle Battle -0.572 0.571113
## NameDucati Panigale V4 R -0.741 0.464136
## NameEarly Simple Machines Set 1.410 0.167967
## NameEclipso Dark Palace -0.047 0.962871
## NameEiffel Tower -4.623 5.58e-05 ***
## NameEiffel Tower -1.402 0.170399
## NameElemental Dragon vs. The Empress Mech 0.137 0.892042
## NameElf Club House -0.648 0.521363
## NameElsa's Ice Palace -0.044 0.965049
## NameElsa's Magical Ice Palace 0.112 0.911870
## NameElvis Presley 'The King' -2.338 0.025570 *
## NameEmerald Night -1.149 0.258773
## NameEmergency Vehicles HQ -1.315 0.197410
## NameEmma's Art School -0.837 0.408456
## NameEmma's House -0.495 0.623990
## NameEmmet's Dream House/Rescue Rocket! -0.605 0.549208
## NameEmperor's Throne Room Diorama -0.948 0.349932
## NameEmpire State Building -2.166 0.037670 *
## NameEmpire Temple of Madness 0.088 0.930126
## NameEndor Speeder Chase Diorama -0.968 0.339961
## NameEpic Dragon Battle 0.903 0.373251
## NameEV3 Intelligent Brick 0.253 0.802163
## NameEwok Village 1.316 0.197114
## NameExcavator -0.399 0.692387
## NameExecutor Super Star Destroyer -1.364 0.181662
## NameExpansion Set -0.366 0.716957
## NameExpress Passenger Train 0.065 0.948800
## NameExtreme Adventure 0.110 0.913194
## NameF14 T & Scuderia Ferrari Truck 0.452 0.654521
## NameFairground Mixer -0.688 0.496412
## NameFallingwater -1.397 0.171597
## NameFamily House -0.536 0.595444
## NameFarm -0.303 0.763819
## NameFender Stratocaster -0.700 0.489077
## NameFerrari 248 F1 Team (Michael Schumacher Edition) 0.722 0.475128
## NameFerrari 488 GTE 'AF Corse #51' 0.389 0.699986
## NameFerrari F1 1:9 0.228 0.821046
## NameFerrari F1 Racer 1:8 1.125 0.268677
## NameFerrari Truck 0.633 0.531293
## NameFerrari Ultimate Garage 0.078 0.937993
## NameFerris Wheel -0.504 0.617811
## NameFiat 500 -2.191 0.035593 *
## NameFire Boat -0.718 0.477641
## NameFire Brigade -1.015 0.317344
## NameFire Command Truck -1.380 0.176870
## NameFire Mech -0.211 0.834487
## NameFire Station -0.970 0.339334
## NameFire Station & Helicopter -0.283 0.779188
## NameFire Stone Mech -0.139 0.890454
## NameFire Temple 0.892 0.378743
## NameFire Truck -0.097 0.922993
## NameFirst Order Heavy Assault Walker 0.834 0.410139
## NameFirst Order Special Forces TIE Fighter -0.258 0.797846
## NameFirst Order Star Destroyer 1.166 0.251973
## NameFirst Order Transporter 0.407 0.686505
## NameFirstbourne 0.068 0.946055
## NameFlatbed Truck -0.110 0.913235
## NameFliprus Snow Adventure -0.901 0.374008
## NameFloral Art -2.362 0.024232 *
## NameFord F-150 Raptor -0.936 0.355862
## NameFord Mustang -1.456 0.154725
## NameForest Harvester 0.302 0.764897
## NameForest Police Station -0.673 0.505830
## NameFork-Lift 0.150 0.881394
## NameFriendship Bus -0.671 0.506980
## NameFriendship Tree House -0.673 0.505363
## NameGabby's Dollhouse -0.803 0.427736
## NameGalactic Enforcer 1.008 0.320807
## NameGalactic Titan 0.136 0.892524
## NameGalaxy Explorer 0.224 0.823804
## NameGarage -0.153 0.879255
## NameGarmadon's Dark Fortress 0.283 0.778721
## NameGeneral Grievous -1.450 0.156430
## NameGeneral Grievous's Starfighter -0.450 0.655600
## NameGhost Train Express -0.137 0.891803
## NameGhostbusters ECTO-1 -0.101 0.920367
## NameGingerbread House -1.959 0.058663 .
## NameGrand Carousel 0.184 0.855396
## NameGrand Emporium -0.908 0.370518
## NameGrand Piano 1.566 0.126874
## NameGrand Prix Racer 0.133 0.894616
## NameGrocery Store -1.065 0.294527
## NameGungan Sub -0.019 0.984791
## NameHappy Childhood Moments 0.175 0.862123
## NameHarbor -0.340 0.736213
## NameHarley-Davidson Fat Boy -2.082 0.045189 *
## NameHauler -0.278 0.783069
## NameHaunted House 0.614 0.543413
## NameHeartlake City Grand Hotel -0.472 0.640160
## NameHeartlake City Resort -0.010 0.991719
## NameHeartlake Grand Hotel 0.454 0.652808
## NameHeartlake Hospital 0.206 0.837926
## NameHeartlake Performance School -0.474 0.638941
## NameHeartlake Shopping Mall 0.058 0.954151
## NameHeavy-Duty Tow Truck -0.133 0.894634
## NameHeavy Duty Forklift -0.853 0.399734
## NameHigh-speed Passenger Train -0.077 0.938992
## NameHighway Transport -0.274 0.785608
## NameHive Crawler -0.369 0.714276
## NameHogwarts Astronomy Tower 0.222 0.825331
## NameHogwarts Castle 0.602 0.551104
## NameHogwarts Clock Tower 0.153 0.879248
## NameHogwarts Express 0.349 0.729050
## NameHogwarts Express - Collectors' Edition 0.084 0.933328
## NameHogwarts Magical Trunk -1.031 0.310093
## NameHogwarts Whomping Willow -0.355 0.724837
## NameHogwarts: Dumbledore's Office -0.359 0.722243
## NameHokusai - The Great Wave -1.428 0.162744
## NameHoliday Main Street -1.129 0.267129
## NameHoliday Train -0.711 0.481859
## NameHome Alone 0.129 0.897860
## NameHome One Mon Calamari Star Cruiser 1.088 0.284659
## NameHorse Show Trailer -0.519 0.607286
## NameHospital -0.149 0.882112
## NameHoth Echo Base 0.676 0.503868
## NameHovercraft -0.762 0.451259
## NameHulkbuster 1.617 0.115428
## NameHydro Bounty 0.952 0.347920
## NameImperial Assault Carrier 0.826 0.414952
## NameImperial AT-Hauler 0.140 0.889561
## NameImperial AT-ST -1.504 0.142150
## NameImperial Conveyex Transport 0.026 0.979131
## NameImperial Flagship 0.137 0.891740
## NameImperial Hotel -2.175 0.036884 *
## NameImperial Shuttle -0.261 0.795758
## NameImperial Star Destroyer 1.694 0.099682 .
## NameImperial TIE Fighter -0.373 0.711856
## NameIndominus rex vs. Ankylosaurus 0.049 0.960841
## NameIndoraptor Rampage at Lockwood Estate 0.665 0.510692
## NameInquisitor Transport Scythe -0.289 0.774461
## NameIntelligent NXT Brick (Black) 1.120 0.270644
## NameInternational Space Station -1.381 0.176674
## NameInvention Designer -1.480 0.148255
## NameIron Man Armory 0.019 0.985139
## NameJabba's Palace 1.179 0.246867
## NameJabba's Sail Barge 0.872 0.389439
## NameJay's Titan Mech -0.083 0.934022
## NameJazz Club -0.138 0.890845
## NameJedi Defender-class Cruiser 0.121 0.904665
## NameJedi Starfighter with Hyperdrive -0.070 0.944980
## NameJEK-14's Stealth Starfighter -0.285 0.777674
## NameJestro's Headquarters 0.239 0.812364
## NameJestro's Volcano Lair 0.959 0.344335
## NameJim Lee Batman Collection -3.178 0.003211 **
## NameJohn Deere 948L II Skidder 0.736 0.466696
## NameJungle Air Drop Helicopter -0.312 0.757056
## NameJungle Exploration Site -0.344 0.733186
## NameJungle Rescue Base -0.598 0.554043
## NameJurassic Park: T. rex Rampage -1.172 0.249446
## NameKessel Run Millennium Falcon 1.252 0.219444
## NameKiller Croc Tail-Gator -0.404 0.688785
## NameKing's Castle 0.287 0.775986
## NameKing's Castle Siege 1.102 0.278441
## NameKing Crominus' Rescue 0.295 0.769978
## NameKingdoms Joust -0.875 0.387870
## NameKnighton Castle 1.028 0.311301
## NameKylo Ren's Shuttle 0.591 0.558428
## NameKylo Ren's TIE Fighter -0.154 0.878913
## NameLamborghini Sián FKP 37 1.797 0.081470 .
## NameLand Bounty 0.876 0.387096
## NameLand Rover Classic Defender 90 -0.126 0.900288
## NameLand Rover Defender 0.241 0.810688
## NameLearn About Chinese Culture -0.502 0.618674
## NameLEGO Chess -2.528 0.016422 *
## NameLiebherr R 9800 2.373 0.023605 *
## NameLightning Dragon Battle 0.248 0.805920
## NameLion Knights' Castle 0.895 0.377459
## NameLloyd's Golden Ultra Dragon 0.992 0.328540
## NameLloyd's Legendary Dragon -0.278 0.782851
## NameLloyd's Titan Mech 0.133 0.894738
## NameLondon Bus -1.524 0.137068
## NameLoop Coaster 1.425 0.163595
## NameLord Business' Evil Lair 0.051 0.959611
## NameLuigi's Mansion Haunt-and-Seek -0.658 0.515073
## NameLuke Skywalker's Landspeeder -0.690 0.495103
## NameLuke Skywalker (Red Five) Helmet -1.303 0.201726
## NameLunar New Year Display -2.695 0.010974 *
## NameLunar New Year Parade -0.975 0.336676
## NameLunar Research Base -0.478 0.636121
## NameLunar Space Station -0.965 0.341600
## NameMack Anthem -0.133 0.894888
## NameMaersk Line Container Ship -1.178 0.247178
## NameMaersk Line Triple-E -1.271 0.212516
## NameMaersk Train -1.045 0.303635
## NameMain Square -0.762 0.451212
## NameMain Street -0.297 0.768046
## NameMain Street Building -0.252 0.802233
## NameMajor Vonreg's TIE Fighter -0.446 0.658665
## NameMalevolence 0.803 0.427782
## NameMandalorian Fang Fighter vs TIE Interceptor -0.839 0.407513
## NameMarket Street -1.091 0.283291
## NameMarvel Studios Iron Man -3.443 0.001583 **
## NameMaterial Handler 0.166 0.868961
## NameMaula's Ice Mammoth Stomper 0.309 0.759101
## NameMaze -0.743 0.462718
## NameMB-01 Eagle Command Base 1.093 0.282388
## NameMcLaren Formula 1 Race Car 0.618 0.540617
## NameMedieval Blacksmith 0.228 0.820830
## NameMedieval Castle -0.508 0.614659
## NameMedieval Market Village -0.944 0.351904
## NameMei's Guardian Dragon -0.960 0.344207
## NameMercedes-Benz Arocs 3245 0.645 0.523326
## NameMercedes-Benz Unimog U 400 0.889 0.380688
## NameMetalBeard's Sea Cow -0.050 0.960099
## NameMia's House -0.773 0.444744
## NameMickey Mouse and Minnie Mouse -1.327 0.193618
## NameMill Village Raid 0.204 0.839722
## NameMillennium Falcon 1.387 0.174729
## NameMindstorms EV3 2.060 0.047358 *
## NameMindstorms NXT 1.943 0.060563 .
## NameMindstorms NXT 2.0 2.671 0.011654 *
## NameMINI Cooper MK VII -1.790 0.082586 .
## NameMini Modulars -1.965 0.057867 .
## NameMining Experts Site -0.762 0.451691
## NameMisfortune's Keep 0.334 0.740199
## NameMobile Command Center 0.686 0.497618
## NameMobile Crane -0.206 0.838101
## NameMobile Crane MK II 0.727 0.472305
## NameMobile Devastator 1.062 0.296139
## NameMobile Tiny House -1.094 0.281916
## NameModel Town House -0.308 0.759766
## NameModular Family Villa -0.449 0.656619
## NameMonastery of Spinjitzu 0.227 0.821699
## NameMonkie Kid's Team Hideout -0.221 0.826650
## NameMonster Dino -0.013 0.990082
## NameMos Eisley Cantina 1.534 0.134652
## NameMotorized Bulldozer 0.958 0.344918
## NameMotorized Excavator 1.550 0.130594
## NameMotorized Lighthouse 1.361 0.182592
## NameMotorized Walking AT-AT -0.550 0.585945
## NameMountain Police Headquarters -0.772 0.445591
## NameMT-101 Armored Drilling Unit 0.698 0.490272
## NameMuseum Break-in -0.696 0.491497
## NameMX-81 Hypersonic Operations Aircraft 0.589 0.560147
## NameMy XL World 2.713 0.010524 *
## NameMystery Mansion 0.051 0.960014
## NameNano Gauntlet -1.303 0.201726
## NameNASA Apollo 11 Lunar Lander -1.996 0.054296 .
## NameNASA Apollo Saturn V -0.949 0.349443
## NameNASA Space Shuttle Discovery -0.419 0.677888
## NameNewbury Haunted High School 0.586 0.561560
## NameNightmare Shark Ship -0.139 0.889925
## NameNinja DB X 0.372 0.712519
## NameNinja Dojo Temple 0.197 0.844996
## NameNinja Ultra Combo Mech 0.094 0.925396
## NameNINJAGO City -1.273 0.211837
## NameNINJAGO City Docks -0.624 0.536902
## NameNINJAGO City Gardens -1.069 0.292708
## NameNINJAGO City Markets -2.330 0.026089 *
## NameNintendo Entertainment System -0.992 0.328358
## NameNXT DC Rechargeable Battery -0.129 0.898195
## NameNya's Samurai X MECH 0.555 0.582450
## NameObi-Wan's Jedi Starfighter -1.335 0.191169
## NameOcean Explorer -0.215 0.831108
## NameOff-Road Power -0.371 0.713114
## NameOff-Roader 0.349 0.729409
## NameOld Fishing Store -0.281 0.780757
## NameOld Trafford - Manchester United -1.497 0.143984
## NameOlivia's House -0.074 0.941663
## NameOrganic Farm -0.422 0.675715
## NamePalace Cinema -1.211 0.234444
## NameParisian Restaurant -1.362 0.182514
## NameParty Boat -0.596 0.555144
## NamePassenger Airplane -0.575 0.568915
## NamePassenger Train -0.170 0.866368
## NamePersonalised Mosaic Portrait -3.919 0.000423 ***
## NamePet Day-Care Center -0.690 0.494790
## NamePet Shop 0.470 0.641390
## NamePEUGEOT 9X8 24H Le Mans Hybrid Hypercar 0.190 0.850296
## NamePick-Up Tow Truck -0.589 0.559953
## NamePickup Truck -0.814 0.421401
## NamePirate Roller Coaster -0.224 0.823807
## NamePirate Ship -0.301 0.764987
## NamePirate Ship Ambush 0.781 0.440188
## NamePirates of Barracuda Bay 0.564 0.576891
## NamePoe Dameron's X-wing Fighter -0.253 0.801922
## NamePolice Headquarters 0.096 0.923977
## NamePolice Station -0.620 0.539813
## NamePolice Training Academy -1.018 0.315992
## NamePop-Up Book -0.357 0.723623
## NamePop-Up Party Bus -0.415 0.681149
## NamePorsche 911 -0.376 0.709385
## NamePorsche 911 GT3 RS 1.571 0.125675
## NamePortal of Atlantis 0.751 0.457858
## NamePrincess' Palace 0.320 0.750879
## NamePrincess Leia (Boushh) Helmet -1.373 0.179152
## NamePrincess Peach's Castle 0.126 0.900756
## NamePrison Island -0.684 0.498440
## NamePublic Transport Station -0.336 0.739091
## NameQuake Mech -0.069 0.945334
## NameQueen Watevra's ‘So-Not-Evil' Space Palace 0.013 0.990087
## NameQueer Eye – The Fab 5 Loft -0.551 0.585489
## NameQuinjet Aerial Battle -0.205 0.839036
## NameR2-D2 -1.158 0.255285
## NameRace Truck -0.682 0.500054
## NameRagana's Magic Shadow Castle 0.052 0.958624
## NameRally Car -0.572 0.571257
## NameRapunzel's Tower -0.879 0.385529
## NameRathtar Escape -0.110 0.913282
## NameRaya and the Heart Palace -0.636 0.529163
## NameRed Cargo Train -0.076 0.939816
## NameRemote-Controlled Stunt Racer -0.417 0.679230
## NameRepublic Attack Gunship 1.334 0.191384
## NameRepublic Dropship with AT-OT Walker 1.011 0.319251
## NameRepublic Frigate 0.813 0.421947
## NameRepublic Gunship 0.552 0.584614
## NameRescue Reinforcements -0.442 0.661570
## NameResistance Bomber (Standard pilot version) 0.394 0.696010
## NameResistance I-TS Transport -0.138 0.890925
## NameResistance Y-wing Starfighter -0.368 0.715274
## NameRex's Rexplorer! -0.011 0.991170
## NameReznor Knockdown -0.740 0.464694
## NameRobie House -0.888 0.380819
## NameRobot Inventor 2.668 0.011749 *
## NameRocket Launch Center -0.250 0.804496
## NameRoller Coaster 0.094 0.925400
## NameRolling Storage Box - Red/Yellow 0.587 0.561011
## NameSanctum Sanctorum 0.918 0.365351
## NameSandcrawler 0.679 0.502131
## NameSanta's Visit -1.011 0.319309
## NameSchool Day -0.886 0.382013
## NameScorpion Pyramid 0.741 0.464102
## NameScuderia Ferrari Truck 0.687 0.496574
## NameSeinfeld -0.976 0.336010
## NameService Station -0.600 0.552745
## NameShip in a Bottle -1.279 0.209799
## NameShopping Street -1.084 0.286083
## NameShuttle Expedition -1.455 0.155122
## NameSilent Mary -0.418 0.678459
## NameSilver Mine Shootout -0.036 0.971669
## NameSimple & Powered Machines Set 0.796 0.431893
## NameSir Fangar's Ice Fortress -0.233 0.817461
## NameSith Fury-class Interceptor 0.152 0.879762
## NameSith Infiltrator 0.530 0.599576
## NameSith TIE Fighter -0.447 0.657483
## NameSkeleton Ship Attack 0.378 0.707600
## NameSki Resort -0.671 0.507062
## NameSkopio XV-1 -0.130 0.897716
## NameSkull Sorcerer's Dragon 0.112 0.911251
## NameSkull Sorcerer's Dungeons 0.385 0.702864
## NameSkyra's Mysterious Sky Castle -0.133 0.895072
## NameSlave I -0.440 0.662670
## NameSlave I - 20th Anniversary Edition -0.139 0.890489
## NameSmall Hub 0.927 0.360910
## NameSmall Hub Battery -0.924 0.361964
## NameSnoke's Throne Room -0.275 0.784685
## NameSnowspeeder -0.881 0.384709
## NameSolomon R. Guggenheim Museum -1.919 0.063640 .
## NameSonic's Green Hill Zone Loop Challenge -0.556 0.581892
## NameSpace Center -0.699 0.489272
## NameSpace Mission -1.683 0.101869
## NameSpace Police Central 0.352 0.726788
## NameSpace Roller Coaster -0.450 0.655662
## NameSpace Skulls -0.836 0.408911
## NameSpaceport -0.401 0.691047
## NameSPIKE Essential Set 2.578 0.014596 *
## NameSpike Prime Expansion Set (v2) -0.031 0.975425
## NameSPIKE Prime Set 3.511 0.001316 **
## NameStable of Dream Creatures -0.836 0.409037
## NameStar-Lord's Helmet -1.207 0.235941
## NameStar Justice -0.482 0.632665
## NameStar Wars The Sith -3.685 0.000815 ***
## NameStark Jet and the Drone Attack -0.447 0.657732
## NameStarter Pack: PS3 -0.168 0.867283
## NameStarter Pack: PS4 -0.169 0.866887
## NameStarter Pack: Wii U -0.168 0.867283
## NameStarter Pack: Xbox 360 -0.168 0.867283
## NameStarter Pack: Xbox One -0.277 0.783839
## NameSTEAM Park 1.620 0.114662
## NameStephanie's House -0.406 0.687224
## NameStory Tales 1.135 0.264488
## NameStreet Extreme -0.094 0.925825
## NameStunt Show Arena -0.890 0.379677
## NameStunt Show Truck -1.155 0.256283
## NameSummer Fun Water Park -0.280 0.781220
## NameSummer Riding Camp 0.172 0.864685
## NameSunshine Catamaran -0.402 0.689983
## NameSunshine Home -0.284 0.777835
## NameSuper Hero High School -0.078 0.938072
## NameSuper Mario 64 Question Mark Block -1.443 0.158550
## NameSuper Secret Police Dropship 0.273 0.786267
## NameSuper Star Destroyer 2.114 0.042191 *
## NameSurfer Beachfront -0.859 0.396378
## NameSweet Mayhem's Systar Starship! -0.538 0.594403
## NameSydney Opera House -0.261 0.795661
## NameT. rex Tracker -0.350 0.728629
## NameT. Rex Transport -0.722 0.475251
## NameT. rex vs Dino-Mech Battle -0.285 0.777552
## NameTable Football 2.087 0.044646 *
## NameTaj Mahal -3.241 0.002723 **
## NameTantive IV -0.827 0.414121
## NameTech Machines Set 2.234 0.032397 *
## NameTelescopic Handler -0.120 0.905143
## NameTemple of Airjitzu 0.256 0.799566
## NameTemple of Light 0.256 0.799599
## NameTemple of Resurrection 0.302 0.764425
## NameTemple of the Crystal Skull 0.990 0.329473
## NameTemple of the Dragon Energy Cores -0.273 0.786532
## NameTemple of the Endless Sea 0.197 0.845418
## NameTemple of the Golden Idol 0.283 0.779001
## NameTemple of the Ultimate Ultimate Weapon 0.288 0.775052
## NameThe Arrowhead 0.069 0.945239
## NameThe Avengers Quinjet -0.298 0.767512
## NameThe Bat-Space Shuttle -0.047 0.962626
## NameThe Batcave -0.195 0.846554
## NameThe Batcave: The Penguin and Mr. Freeze's Invasion 0.901 0.373917
## NameThe Batman - Batmobile -0.857 0.397430
## NameThe Battle of Helm's Deep 0.751 0.457942
## NameThe Batwing -0.200 0.842668
## NameThe Beatles -3.185 0.003156 **
## NameThe Bedrock Adventures -0.581 0.565501
## NameThe Big Zoo 0.359 0.721964
## NameThe Black Pearl 0.648 0.521721
## NameThe Boombox -0.235 0.815609
## NameThe Brick Bounty 0.582 0.564801
## NameThe Child -0.614 0.543338
## NameThe Creeper Mine -0.677 0.502998
## NameThe Croc Swamp Hideout -0.324 0.747707
## NameThe Crystal King -0.082 0.935142
## NameThe Elvenstar Tree Bat Attack -0.433 0.667912
## NameThe Ender Dragon -0.645 0.523223
## NameThe First Adventure -0.818 0.419047
## NameThe Fortress -0.536 0.595528
## NameThe Fortrex 0.382 0.704580
## NameThe Friends Apartments -0.104 0.918031
## NameThe Ghost 0.044 0.965388
## NameThe Ghost Train 0.953 0.347289
## NameThe Globe -0.010 0.991847
## NameThe Goblin King Battle 0.610 0.546196
## NameThe Great Pyramid of Giza -2.114 0.042197 *
## NameThe Ice Castle 0.035 0.972008
## NameThe Joker Manor -0.192 0.849243
## NameThe Jungle Tree House -0.731 0.469861
## NameThe Justifier 0.902 0.373487
## NameThe Lighthouse Siege 0.349 0.728981
## NameThe Lion CHI Temple 0.406 0.687593
## NameThe Little Mermaid Royal Clamshell -1.720 0.094802 .
## NameThe Llama Village -0.339 0.736414
## NameThe Lonely Mountain 0.928 0.360295
## NameThe Mandalorian Helmet -1.285 0.207824
## NameThe Mighty Azure Lion -0.927 0.360740
## NameThe Milano Spaceship Rescue -0.037 0.970846
## NameThe Mine -0.467 0.643550
## NameThe Mines of Moria 0.532 0.598038
## NameThe Ministry of Magic 0.245 0.807955
## NameThe Modern Treehouse -0.420 0.677056
## NameThe Mountain Cave -0.629 0.533614
## NameThe Nether Fortress -0.469 0.641966
## NameThe New Guardians' Ship -0.334 0.740654
## NameThe Ocean Monument -0.561 0.578385
## NameThe Razor Crest -0.113 0.910717
## NameThe Red Barn -0.675 0.504179
## NameThe Rexcelsior! 0.347 0.730701
## NameThe Rolling Stones -0.748 0.459936
## NameThe Simpsons House -0.778 0.442325
## NameThe Temple of Doom 0.800 0.429651
## NameThe Training Grounds -0.822 0.417086
## NameThe Tumbler -0.848 0.402806
## NameThe Twilight 0.552 0.584983
## NameThe Ultimate Batmobile 0.913 0.367853
## NameThe Ultra Dragon 0.024 0.981296
## NameThe Upside Down -1.220 0.231145
## NameThe White House -2.329 0.026120 *
## NameThor's Hammer -0.682 0.499787
## NameTIE Bomber -0.851 0.400928
## NameTIE Fighter -0.811 0.423244
## NameTiger's Mobile Command 0.171 0.865272
## NameTitanic -3.075 0.004204 **
## NameTitanium Command Rig 0.856 0.397931
## NameToa Terrain Crawler 0.529 0.600257
## NameToad's Treasure Hunt -0.486 0.630119
## NameTokyo International Circuit 0.433 0.667890
## NameToruk Makto & Tree of Souls 0.053 0.958208
## NameTow Truck 0.145 0.885432
## NameTower Bridge -2.363 0.024171 *
## NameTower Crane & Construction 0.249 0.804703
## NameTower of Orthanc -0.665 0.510498
## NameTown Center -0.661 0.513419
## NameTown Plan -0.323 0.748821
## NameTown Square -0.107 0.915209
## NameTractor with Trailer 0.157 0.876422
## NameTrafalgar Square -2.526 0.016509 *
## NameTrain Station -0.775 0.443830
## NameTransport Ferry -0.414 0.681571
## NameTubes 0.580 0.565998
## NameTurtle Lair Invasion 0.402 0.690578
## NameTypewriter 0.668 0.508568
## NameUltimate Adventure Castle -0.651 0.519870
## NameUltimate Collector's Millennium Falcon 1.267 0.213985
## NameUltra Agents Mission HQ 0.193 0.848319
## NameUltra Agents Ocean HQ 0.342 0.734432
## NameUltra Sonic Raider 0.334 0.740851
## NameUltra Stealth Raider 0.572 0.570910
## NameUltraCopter vs. AntiMatter 0.005 0.995983
## NameUnderground Mining Station 0.459 0.649221
## NameUnited States Capitol Building -1.722 0.094506 .
## NameVacation Beach House -0.549 0.586898
## NameVader's TIE Advanced -1.208 0.235573
## NameVampyre Castle 1.026 0.312556
## NameVenator-Class Republic Attack Cruiser 0.777 0.442770
## NameVespa 125 -1.016 0.317001
## NameVestas Wind Turbine -0.504 0.617852
## NameViking Ship and the Midgard Serpent -0.376 0.709237
## NameVilla Savoye -1.768 0.086306 .
## NameVillain Icons -0.361 0.720172
## NameVincent van Gogh - The Starry Night -0.588 0.560491
## NameVolcano Exploration Base -0.355 0.725183
## NameVolcano Heavy-Lift Helicopter -0.284 0.778091
## NameVolkswagen Beetle -1.741 0.091004 .
## NameVolkswagen T1 Camper Van -1.643 0.109789
## NameVolkswagen T2 Camper Van -0.543 0.590954
## NameVoltron -0.736 0.466698
## NameVolvo Concept Wheel Loader ZEUX 0.088 0.930526
## NameVolvo EW160E -0.076 0.939831
## NameWatchpoint: Gibraltar -0.288 0.775053
## NameWeDo 2.0 Core Set 1.376 0.178004
## NameWhitecap Bay 0.344 0.732783
## NameWild Animals of Asia -0.360 0.720940
## NameWild Animals of Europe -0.552 0.584914
## NameWild Animals of the World -0.007 0.994797
## NameWildlife Rescue Camp -0.793 0.433595
## NameWildlife Rescue Operation -1.023 0.313706
## NameWindow Exploration Bag 1.861 0.071627 .
## NameWinnie the Pooh -0.712 0.481449
## NameWinter Toy Shop -1.443 0.158340
## NameWinter Village Cottage -1.226 0.228819
## NameWinter Village Fire Station -1.451 0.156162
## NameWinter Village Market -1.137 0.263534
## NameWinter Village Post Office -1.396 0.172005
## NameWinter Wonder Palace 0.168 0.867738
## NameWookiee Gunship -0.268 0.790714
## NameWorld Map -8.276 1.47e-09 ***
## NameWorriz's Combat Lair -0.244 0.808554
## NameX-wing Starfighter -0.723 0.474858
## NameXXL Mobile Crane -0.395 0.695508
## NameYellow Tusk Elephant -0.744 0.462076
## NameZane's Ice Dragon Creature 0.051 0.959584
## NameZane's Titan Mech Battle -0.299 0.766629
## ThemeAgents NA NA
## ThemeAqua Raiders NA NA
## ThemeArchitecture 1.816 0.078425 .
## ThemeArt NA NA
## ThemeAtlantis NA NA
## ThemeAvatar NA NA
## ThemeBatman -0.376 0.709124
## ThemeBelville NA NA
## ThemeBionicle NA NA
## ThemeBoost NA NA
## ThemeCars NA NA
## ThemeCastle NA NA
## ThemeCity 0.800 0.429493
## ThemeClassic NA NA
## ThemeCreator 0.239 0.812553
## ThemeCreator Expert 0.483 0.632152
## ThemeDC Comics Super Heroes NA NA
## ThemeDC Super Hero Girls NA NA
## ThemeDimensions NA NA
## ThemeDino NA NA
## ThemeDisney NA NA
## ThemeDots NA NA
## ThemeDreamzzz NA NA
## ThemeDuplo -0.068 0.946223
## ThemeDUPLO NA NA
## ThemeEducation NA NA
## ThemeElves NA NA
## ThemeExo-Force NA NA
## ThemeFactory NA NA
## ThemeFriends NA NA
## ThemeGabby's Dollhouse NA NA
## ThemeGear NA NA
## ThemeHarry Potter NA NA
## ThemeHidden Side NA NA
## ThemeIcons -0.836 0.408993
## ThemeIdeas NA NA
## ThemeIndiana Jones NA NA
## ThemeJurassic World NA NA
## ThemeLegends of Chima NA NA
## ThemeMarvel Super Heroes NA NA
## ThemeMaster Builder Academy NA NA
## ThemeMindstorms NA NA
## ThemeMinecraft 0.573 0.570748
## ThemeMiscellaneous NA NA
## ThemeMonkie Kid NA NA
## ThemeMonster Fighters -1.029 0.311019
## ThemeNexo Knights NA NA
## ThemeNinjago -0.413 0.682371
## ThemeOverwatch NA NA
## ThemePharaoh's Quest NA NA
## ThemePirates NA NA
## ThemePirates of the Caribbean NA NA
## ThemePower Miners NA NA
## ThemePromotional NA NA
## ThemeRacers NA NA
## ThemeScooby-Doo NA NA
## ThemeSeasonal NA NA
## ThemeSerious Play NA NA
## ThemeSonic the Hedgehog NA NA
## ThemeSpace NA NA
## ThemeSpeed Champions NA NA
## ThemeStar Wars NA NA
## ThemeStranger Things NA NA
## ThemeSuper Mario NA NA
## ThemeTechnic NA NA
## ThemeTeenage Mutant Ninja Turtles NA NA
## ThemeThe Hobbit NA NA
## ThemeThe LEGO Batman Movie NA NA
## ThemeThe LEGO Movie NA NA
## ThemeThe LEGO Movie 2 NA NA
## ThemeThe LEGO Ninjago Movie NA NA
## ThemeThe Lone Ranger NA NA
## ThemeThe Lord of the Rings NA NA
## ThemeThe Simpsons NA NA
## ThemeUltra Agents NA NA
## ThemeVidiyo NA NA
## PackagingBox -0.198 0.844193
## PackagingTub NA NA
## Num_Instructions 1.010 0.319917
## AvailabilityEducational NA NA
## AvailabilityLEGO exclusive 3.338 0.002104 **
## AvailabilityRetail -0.430 0.670011
## AvailabilityRetail - limited NA NA
## I(Pieces^2) 9.275 1.03e-10 ***
## Minifigures -2.360 0.024360 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 43.39 on 33 degrees of freedom
## Multiple R-squared: 0.9901, Adjusted R-squared: 0.7707
## F-statistic: 4.512 on 735 and 33 DF, p-value: 9.137e-07Mejor modelo +
modelo_mejorlog <- lm(USD_MSRP ~ Year + Theme + Packaging + Num_Instructions
+ I(Pieces^2) + Minifigures, data = set_entrenamiento)
summary(modelo_mejorlog)##
## Call:
## lm(formula = USD_MSRP ~ Year + Theme + Packaging + Num_Instructions +
## I(Pieces^2) + Minifigures, data = set_entrenamiento)
##
## Residuals:
## Min 1Q Median 3Q Max
## -583.99 -26.99 -6.50 15.60 414.83
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.641e+03 1.130e+03 -2.338 0.019658 *
## Year 1.348e+00 5.635e-01 2.393 0.016976 *
## ThemeAgents -3.986e+01 6.051e+01 -0.659 0.510275
## ThemeAqua Raiders -3.985e+01 6.049e+01 -0.659 0.510281
## ThemeArchitecture -7.106e+00 2.269e+01 -0.313 0.754256
## ThemeArt -1.345e+02 2.378e+01 -5.658 2.24e-08 ***
## ThemeAtlantis -3.719e+01 4.381e+01 -0.849 0.396270
## ThemeAvatar -6.320e-01 6.099e+01 -0.010 0.991735
## ThemeBatman -3.976e+01 4.386e+01 -0.906 0.365043
## ThemeBelville -2.114e+01 4.665e+01 -0.453 0.650612
## ThemeBionicle -1.105e+01 3.988e+01 -0.277 0.781863
## ThemeBoost 4.706e+01 6.070e+01 0.775 0.438396
## ThemeCars -5.160e+01 4.387e+01 -1.176 0.239929
## ThemeCastle -4.138e+01 2.491e+01 -1.661 0.097144 .
## ThemeCity -4.170e+01 1.576e+01 -2.647 0.008310 **
## ThemeClassic -5.605e+01 3.327e+01 -1.685 0.092506 .
## ThemeCreator -2.834e+01 1.956e+01 -1.449 0.147888
## ThemeCreator Expert 1.605e+01 1.778e+01 0.903 0.366951
## ThemeDC Comics Super Heroes -9.994e+00 2.788e+01 -0.358 0.720122
## ThemeDC Super Hero Girls -3.006e+01 4.401e+01 -0.683 0.494839
## ThemeDimensions -7.608e+00 2.987e+01 -0.255 0.799054
## ThemeDino -2.531e+01 6.053e+01 -0.418 0.676023
## ThemeDisney -5.224e+00 2.077e+01 -0.251 0.801506
## ThemeDots -4.777e+01 6.094e+01 -0.784 0.433389
## ThemeDreamzzz 2.541e+00 4.456e+01 0.057 0.954549
## ThemeDuplo -7.610e+00 1.994e+01 -0.382 0.702890
## ThemeDUPLO -7.318e+00 6.337e+01 -0.115 0.908097
## ThemeEducation 6.196e+01 2.288e+01 2.708 0.006933 **
## ThemeElves -3.857e+01 3.261e+01 -1.183 0.237305
## ThemeExo-Force -6.102e+01 6.080e+01 -1.004 0.315881
## ThemeFactory -1.674e+01 3.663e+01 -0.457 0.647823
## ThemeFriends -3.947e+01 1.771e+01 -2.229 0.026135 *
## ThemeGabby's Dollhouse -2.158e+01 6.105e+01 -0.353 0.723843
## ThemeGear 1.194e+02 3.231e+01 3.697 0.000235 ***
## ThemeHarry Potter -2.472e+01 2.164e+01 -1.142 0.253677
## ThemeHidden Side -3.305e+01 4.421e+01 -0.748 0.454901
## ThemeIcons -1.195e+01 1.938e+01 -0.617 0.537671
## ThemeIdeas 5.444e+00 1.946e+01 0.280 0.779743
## ThemeIndiana Jones -2.309e+01 3.671e+01 -0.629 0.529512
## ThemeJurassic World -2.163e+01 2.651e+01 -0.816 0.414762
## ThemeLegends of Chima -4.646e+01 2.492e+01 -1.864 0.062694 .
## ThemeMarvel Super Heroes -6.302e-01 2.117e+01 -0.030 0.976261
## ThemeMaster Builder Academy -1.511e+01 4.390e+01 -0.344 0.730789
## ThemeMindstorms 1.720e+02 2.893e+01 5.945 4.40e-09 ***
## ThemeMinecraft -2.355e+01 2.122e+01 -1.110 0.267406
## ThemeMiscellaneous -6.644e+01 4.411e+01 -1.506 0.132454
## ThemeMonkie Kid -1.412e+01 3.056e+01 -0.462 0.644223
## ThemeMonster Fighters -2.136e+01 3.666e+01 -0.583 0.560342
## ThemeNexo Knights -3.487e+01 2.997e+01 -1.163 0.245053
## ThemeNinjago -4.003e+01 1.686e+01 -2.374 0.017880 *
## ThemeOverwatch -3.752e+01 6.073e+01 -0.618 0.536950
## ThemePharaoh's Quest -2.954e+01 6.053e+01 -0.488 0.625660
## ThemePirates -2.785e+01 6.062e+01 -0.460 0.646018
## ThemePirates of the Caribbean -1.147e+01 3.666e+01 -0.313 0.754475
## ThemePower Miners -2.556e+01 3.656e+01 -0.699 0.484729
## ThemePromotional -2.324e+01 6.054e+01 -0.384 0.701183
## ThemeRacers -1.597e+01 2.752e+01 -0.580 0.561848
## ThemeScooby-Doo -4.819e+01 6.062e+01 -0.795 0.426898
## ThemeSeasonal -7.568e+01 4.494e+01 -1.684 0.092622 .
## ThemeSerious Play 2.671e+02 6.285e+01 4.250 2.43e-05 ***
## ThemeSonic the Hedgehog -4.029e+00 6.105e+01 -0.066 0.947403
## ThemeSpace -3.154e+01 2.475e+01 -1.274 0.202919
## ThemeSpeed Champions -3.565e+01 4.402e+01 -0.810 0.418401
## ThemeStar Wars 7.315e+00 1.483e+01 0.493 0.622107
## ThemeStranger Things -2.600e+01 6.176e+01 -0.421 0.673819
## ThemeSuper Mario -1.890e+01 2.269e+01 -0.833 0.405202
## ThemeTechnic 3.390e+01 1.571e+01 2.158 0.031308 *
## ThemeTeenage Mutant Ninja Turtles -4.809e+01 4.391e+01 -1.095 0.273882
## ThemeThe Hobbit -3.840e+01 3.248e+01 -1.182 0.237619
## ThemeThe LEGO Batman Movie -2.166e+01 2.524e+01 -0.858 0.391079
## ThemeThe LEGO Movie -2.616e+01 2.971e+01 -0.881 0.378867
## ThemeThe LEGO Movie 2 -2.678e+01 2.805e+01 -0.955 0.340152
## ThemeThe LEGO Ninjago Movie -3.404e+01 2.815e+01 -1.209 0.227040
## ThemeThe Lone Ranger -4.207e+01 4.387e+01 -0.959 0.337841
## ThemeThe Lord of the Rings -2.155e+01 3.253e+01 -0.662 0.507892
## ThemeThe Simpsons 2.828e+01 6.055e+01 0.467 0.640634
## ThemeUltra Agents -3.482e+01 3.251e+01 -1.071 0.284569
## ThemeVidiyo -2.643e+01 6.085e+01 -0.434 0.664186
## PackagingBox 1.351e+01 1.608e+01 0.840 0.401070
## PackagingTub 1.153e+02 3.187e+01 3.617 0.000321 ***
## Num_Instructions 3.316e+00 6.900e-01 4.807 1.89e-06 ***
## I(Pieces^2) 6.200e-06 2.840e-07 21.827 < 2e-16 ***
## Minifigures 4.075e+00 6.757e-01 6.031 2.66e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 59 on 686 degrees of freedom
## Multiple R-squared: 0.6212, Adjusted R-squared: 0.5759
## F-statistic: 13.72 on 82 and 686 DF, p-value: < 2.2e-16Predicción
Precio <- data.frame(
Year = 2015,
Name = "Batman & Super Angry Kitty Attack",
Theme = "The LEGO Movie",
Packaging = "Box",
Num_Instructions = 2,
Pieces = 115,
Minifigures = 3
)
predict(modelo_mejorlog,Precio)## 1
## 82.02545Multicolinealidad
vif(modelo_mejorlog)## GVIF Df GVIF^(1/(2*Df))
## Year 1.776485 1 1.332848
## Theme 14.205602 76 1.017611
## Packaging 3.180232 2 1.335410
## Num_Instructions 1.813150 1 1.346532
## I(Pieces^2) 1.409274 1 1.187129
## Minifigures 1.601505 1 1.265506Heterocedasticidad
prueba_white<- bptest(modelo_mejorlog, ~ .,data = db)
print(prueba_white)##
## studentized Breusch-Pagan test
##
## data: modelo_mejorlog
## BP = 757.13, df = 739, p-value = 0.3138hist(modelo_mejorlog$residuals)
shapiro.test(modelo_mejorlog$residuals)##
## Shapiro-Wilk normality test
##
## data: modelo_mejorlog$residuals
## W = 0.79291, p-value < 2.2e-16Conclusión
A través de este modelo de regresión lineal se pudo predecir el
precio de diversos sets de LEGO con mucha variabilidad, es decir que en
ocasiones el modelo contaba con un error muy alto o muy pequeño. Sin
embargo, logramos acercarnos mucho al precio de sets del 2024 con datos
históricos.
Un buen ejercicio para ejemplificar el poder de la regresión lineal y
los modelos de predicción.
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