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Table 1.

Presentation of variables used in the automatic algorithm.

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Table 1 Expand

Fig 1.

Number of players on the court during a game.

The pregame is in yellow, the halftime break is in blue and the postgame is in green. Yellow arrows show time-outs periods.

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Fig 1 Expand

Table 2.

Conditions to define starting and ending time of pregame, game or halftime.

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Table 2 Expand

Fig 2.

Average Y position of players on the bench.

First half the bench was positioned in negative Y and second half in positive Y.

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Fig 2 Expand

Fig 3.

An illustration of the average Y position of players on the court at the beginning of a match.

The defensive phases are shown in yellow, for negative average Y values, because the bench is positioned in negative Y (see Fig 2) and the offensive phases are in the purple zone (positive average Y values).

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Fig 3 Expand

Table 3.

Threshold for defensive specialisation.

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Table 3 Expand

Table 4.

Quality of the data validation set recognition for handball phases.

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Fig 4.

Percentage of time spent in each displacement direction by position.

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Fig 5.

Boxplot of normalised distance per position.

Highly significant differences between positions (p < .001) except Goalkeeper and Pos3_Def where it is significant at p <0.05.

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Fig 5 Expand

Fig 6.

Boxplot of normalised Accel’Rate per position.

Strong significant differences between positions (p < .01) except and Backs_Both—Pivot_Both where it is significant at p <0.05.

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Fig 6 Expand

Fig 7.

Mean ± SD of time spent per displacements direction (in %) for each game phase.

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Fig 7 Expand

Fig 8.

Boxplot of normalised distance per game phase.

Highly significant differences between groups (p < .001) except Def_transition and Off_transition where it is significant at p <0.05.

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Fig 8 Expand

Fig 9.

Boxplot of normalised Accel’Rate per game phase.

Highly significant differences between groups (p < .001).

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Fig 9 Expand

Fig 10.

Plots of time played per position/phase of play with 95% confidence interval.

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Fig 10 Expand

Fig 11.

Plots of normalised distance per position/phase of play with 95% confidence interval.

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Fig 11 Expand