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11. General data manipulation (Tools, further Pre-treatment)

Tools vs. Edit menu

Both the Edit (see Section 1) and Tools main menus carry out ‘housekeeping’ manipulations on a da...

Average and Sum on data matrices; Average on resemblance matrices

Tools>Average and Sum operate in the same way on data sheets. For example, when (Samples• Average...

Aggregation

So far we have only seen variable information sheets, containing taxonomic (or other) hierarchies...

Check on aggregation files

Use the open aggregation file, Groundfish taxonomy, to show the smaller set of Tools items (Tree,...

Tree menu; Check on datasheets & resemblances; Undefined resemblances

The other Tools menu item for aggregation sheets is distinctive to this case, namely Tools>Tree; ...

Duplicate; Merge (/join) operations

Tools>Duplicate operates in the same way whether the active window is a data array, resemblance m...

(Tasmanian meiofauna)

The nematode and copepod datasheets from 16 samples at a Tasmanian sand-flat (C:\Examples v7\ Tas...

Combined cells in Merge

Occasionally, use of strict label names does not give the this desired outcome, and the default b...

Avoiding strict label matching

The best policy to avoid confusion is to use precise, unique species and sample labels (typically...

Merging non-uniform species lists; (Phuket coral reefs); (Clyde dump-ground study)

Perhaps the greatest benefit of the strict label matching in PRIMER is the ability to Tools>Merge...

Missing data estimation

The subject of missing data has arisen several times already (Sections 1, 3, 5) and the point mad...

EM algorithm assumptions

Tools>Missing is designed to operate only on matrices for which: a) assumptions of multivariate n...

Missing data estimation (Clyde study)

Transformation options for the Clyde environmental matrix, Clyde environment, are discussed in mo...

Ranked variables

The following section (on PCA) will discuss further the choice of particular transformations to a...

Ranked resemblances

Ranking is also a menu option when the active sheet is a resemblance (Tools>Rank distance), but i...

Transposing the datasheet

The Clyde environment sheet has samples as rows and variables as columns. This is the opposite of...

Transform (individual) advanced

Unlike previous versions, in PRIMER 7 the Transform(individual) routine has been moved to a more ...

Expressions combining variables

For an example of an Expression combining two (or more) variables, use the Clyde environmental sh...

Expressions combining worksheets

Similarly, expressions can combine samples, or even factors (or indicators) on those samples (or ...

Average body mass matrix (B/A)

A useful variation of this, but one which needs more care, is to compute average body mass of eac...

Transform on resemblances; Combining resemblances

Transforming resemblances remains in the Tools menu in PRIMER 7, since it is not an option for pr...

Tools menu - other items; Tools Options menu

Tools operations on resemblances which are discussed elsewhere are: a) Dissim and Unravel in Sect...