Practical Predictive Analytics

Examining cluster 1

Print out a sample of the data:

> head(cluster1[10:13]) Desc2 lastword firstword Cluster 50 VintageBillboardLove/hateMug MUG VINTAGE 1 86 BagVintagePaisley PAISLEY BAG 1113 ShopperVintagePaisley PAISLEY SHOPPER 1145 ShopperVintagePaisley PAISLEY SHOPPER 1200 VintageHeadsAndTailsCardGame GAME VINTAGE 1 210 PaperChainKitVintageChristmas CHRISTMAS PAPER 1

Table the frequencies and print out the most popular terms in the clusters. Observe that many of these items have to do with christmas and paisley items, which seem to occur together:

tail(sort(table(cluster1$lastword)), 10) MUG GAME BUNTING CARDS DESIGN LEAF  427 431 456 482 535 717 911  DOILY PAISLEY CHRISTMAS  1073 1699 1844