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Table 1 The two principal components (PCs) of the Varimax rotated component matrix for all swimming strokes and their explained variance

From: Streamlining performance prediction: data-driven KPIs in all swimming strokes

 

FR

BA

BR

BU

PC 1

PC 2

PC 1

PC 2

PC 1

PC 2

PC 1

PC 2

Variance explained (%)

63.7

82.5

65.8

84.9

47.5

71.4

65.6

83.5

DPS

 

− 0.931

 

− 0.962

   

− 0.876

SR

 

0.982

 

0.964

   

0.973

FSS

− 0.867

 

− 0.841

 

***

***

***

***

Start5

***

***

***

***

  

***

***

 Start5to10

0.863

 

0.915

  

0.781

0.863

 

 Start10

0.894

 

0.926

  

0.819

0.859

 

 Start10to15

0.806

 

0.87

  

0.801

0.851

 

 Start15

0.956

 

0.969

 

0.866

 

0.93

 

In5

***

***

***

***

***

***

***

***

 Out5

0.832

 

0.791

 

0.87

 

0.701

 

 Out5to10

0.849

 

0.926

 

0.875

 

0.891

 

 Out10

0.935

 

0.966

 

0.952

 

0.936

 
  1. Cells marked with *** represent variables that did not have high covariances and therefore were not included in the PCA, but were included in the subsequent stepwise linear regression. For better visualisation, only component loadings ≤ − 0.7 or ≥ 0.7 are displayed. Bold figures indicate the strongest component loading (those with the highest correlation to the principal component) and the metric that was retained to be used within the subsequent stepwise linear regression. FR Freestyle, BA Backstroke; BR Breaststroke, BU Butterfly