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August 30, 2014 23:26
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Analysis of LEGO prices in 2014 & 1989
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id | pieces | price | collection | |
---|---|---|---|---|
75059 | 3296 | 299.99 | Star Wars | |
10221 | 3152 | 399.99 | Star Wars | |
75037 | 178 | 14.99 | Star Wars | |
75035 | 99 | 12.99 | Star Wars | |
10188 | 3803 | 399.99 | Star Wars | |
75036 | 83 | 12.99 | Star Wars | |
75034 | 100 | 12.99 | Star Wars | |
10240 | 1559 | 199.99 | Star Wars | |
10225 | 2127 | 179.99 | Star Wars | |
10236 | 1990 | 249.99 | Star Wars | |
75021 | 1175 | 119.99 | Star Wars | |
75044 | 262 | 29.99 | Star Wars | |
75045 | 434 | 39.99 | Star Wars | |
75046 | 481 | 49.99 | Star Wars | |
75043 | 717 | 59.99 | Star Wars | |
75042 | 439 | 49.99 | Star Wars | |
70162 | 313 | 29.99 | Ultra Agents | |
70163 | 429 | 39.99 | Ultra Agents | |
70164 | 589 | 69.99 | Ultra Agents | |
70165 | 1060 | 99.99 | Ultra Agents | |
70161 | 241 | 19.99 | Ultra Agents | |
70160 | 88 | 11.99 | Ultra Agents | |
42000 | 1141 | 129.99 | Technic | |
42021 | 186 | 19.99 | Technic | |
42009 | 2606 | 219.99 | Technic | |
42026 | 137 | 19.99 | Technic | |
42027 | 148 | 19.99 | Technic | |
70130 | 292 | 24.99 | Chima | |
70131 | 257 | 29.99 | Chima | |
70132 | 434 | 39.99 | Chima | |
70134 | 684 | 59.99 | Chima | |
70133 | 407 | 39.99 | Chima | |
6177 | 650 | 29.99 | Basics | |
5004192 | 1855 | 139.96 | Minecraft | |
70728 | 1223 | 119.99 | Ninjago | |
70727 | 426 | 39.99 | Ninjago | |
70723 | 334 | 29.99 | Ninjago | |
70726 | 253 | 34.99 | Ninjago | |
70724 | 516 | 59.99 | Ninjago | |
70725 | 691 | 89.99 | Ninjago | |
70721 | 79 | 11.99 | Ninjago | |
70721 | 196 | 19.99 | Ninjago | |
70722 | 207 | 19.99 | Ninjago | |
31313 | 601 | 349.99 | Mindstorms | |
70814 | 709 | 59.99 | LEGO Movie | |
70802 | 314 | 29.99 | LEGO Movie | |
70802 | 314 | 29.99 | LEGO Movie | |
70801 | 122 | 12.99 | LEGO Movie | |
70803 | 197 | 19.99 | LEGO Movie | |
70808 | 514 | 49.99 | LEGO Movie | |
70815 | 854 | 79.99 | LEGO Movie | |
70816 | 940 | 99.99 | LEGO Movie | |
70807 | 412 | 34.99 | LEGO Movie | |
70805 | 389 | 29.99 | LEGO Movie | |
70809 | 738 | 69.99 | LEGO Movie | |
70810 | 2742 | 249.99 | LEGO Movie | |
10244 | 1746 | 149.99 | Exclusive | |
10243 | 2469 | 159.99 | Creator | |
10224 | 2766 | 199.99 | Creator | |
10234 | 2989 | 319.99 | Creator | |
10232 | 2194 | 149.99 | Creator | |
10218 | 2032 | 149.99 | Creator | |
10220 | 1334 | 119.99 | Creator | |
71066 | 2523 | 199.99 | Simpsons | |
41509 | 61 | 4.99 | Mixels | |
41510 | 51 | 4.99 | Mixels | |
41511 | 46 | 4.99 | Mixels | |
41512 | 68 | 4.99 | Mixels | |
41513 | 57 | 4.99 | Mixels | |
41514 | 61 | 4.99 | Mixels | |
41515 | 70 | 4.99 | Mixels | |
41516 | 69 | 4.99 | Mixels | |
41517 | 68 | 4.99 | Mixels | |
10672 | 150 | 29.99 | Juniors | |
10674 | 306 | 29.99 | Juniors | |
10667 | 160 | 14.99 | Juniors | |
10676 | 480 | 49.99 | Juniors | |
10669 | 107 | 19.99 | Juniors | |
10671 | 123 | 19.99 | Juniors | |
60050 | 423 | 64.99 | City | |
60051 | 610 | 149.99 | City | |
60052 | 888 | 199.99 | City | |
7499 | 24 | 19.99 | City | |
7895 | 8 | 15.99 | City | |
60035 | 374 | 49.99 | City | |
60034 | 262 | 39.99 | City | |
60036 | 735 | 89.99 | City | |
60033 | 113 | 14.99 | City | |
60032 | 44 | 6.99 | City | |
60048 | 249 | 29.99 | City | |
60042 | 110 | 19.99 | City | |
60044 | 375 | 44.99 | City | |
60047 | 854 | 99.99 | City | |
60041 | 38 | 6.99 | City | |
850617 | 34 | 14.99 | City | |
76022 | 336 | 49.99 | Marvel Superheroes | |
76015 | 237 | 19.99 | Marvel Superheroes | |
76021 | 665 | 74.99 | Marvel Superheroes | |
76020 | 434 | 39.99 | Marvel Superheroes | |
76019 | 196 | 19.99 | Marvel Superheroes | |
76013 | 486 | 49.99 | DC Superheroes | |
76011 | 184 | 19.99 | DC Superheroes | |
10937 | 1619 | 159.99 | DC Superheroes | |
31015 | 56 | 4.99 | Creator | |
31014 | 64 | 4.99 | Creator | |
31013 | 66 | 4.99 | Creator | |
31023 | 328 | 29.99 | Creator | |
31024 | 374 | 29.99 | Creator | |
31026 | 1023 | 89.99 | Creator | |
31025 | 550 | 39.99 | Creator | |
41054 | 299 | 39.99 | Disney Princess | |
41053 | 274 | 29.99 | Disney Princess | |
41050 | 77 | 12.99 | Disney Princess | |
41026 | 233 | 19.99 | Friends | |
41057 | 355 | 39.99 | Friends | |
41039 | 721 | 69.99 | Friends | |
41041 | 43 | 3.99 | Friends | |
41042 | 42 | 3.99 | Friends | |
41043 | 46 | 3.99 | Friends | |
41035 | 277 | 29.99 | Friends | |
41056 | 278 | 24.99 | Friends | |
41037 | 369 | 39.99 | Friends | |
41027 | 112 | 9.99 | Friends | |
41028 | 78 | 9.99 | Friends | |
21108 | 508 | 49.99 | Ideas |
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library(plyr) | |
library(ggplot2) | |
raw <- read.csv("LEGO.csv", header=T) | |
raw$estimated.price <- raw$pieces / 10 | |
raw$estimated.price.adjusted <- raw$pieces / 19 | |
data2014 <- raw[c('price', 'estimated.price')] | |
data2014$year <- "2014" | |
data1989 <- raw[c('price', 'estimated.price.adjusted')] | |
data1989$year <- "1989" | |
names(data1989)[2] <- 'estimated.price' | |
forplot <- rbind(data1989, data2014) | |
qplot(price, estimated.price, data = forplot, color = year) + | |
geom_smooth() + | |
xlab("Price") + ylab("Estimated Price") + | |
theme(axis.text.y = element_text(face='bold', size=14), | |
axis.text.x = element_text(face='bold', size=14), | |
axis.title.y = element_text(face='bold', size=14), | |
axis.title.x = element_text(face='bold', size=14)) | |
print(cor(raw$price, raw$estimated.price)) | |
group.means <- ddply(raw, "collection", function(x) data.frame(mg = mean(x$price))) | |
group.cor <- ddply(raw, "collection", function(x) data.frame(gc = cor(x$price, x$estimated.price))) |
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