There are several factors to consider when reviewing potential differences between replications. For instance, if a particular attribute or sample has several responses in the large threshold, we might wonder whether something happened with one of the samples or perhaps that attribute was not well understood by the panel.
In the summary by attribute table, we see that Sweetness Flavour is causing some issues for our panel.
In the summary by panelist table, we see that Tabitha has issues with replication in several attributes/samples which can be identified by looking at the breakdown by sample tables.