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Fig 1.

Elo ratings of Serie A teams.

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Fig 2.

Rolling regression applied to the Elo rating of four Serie A teams.

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Fig 3.

Elo ratings and rolling regression trends for four Serie A teams.

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Table 1.

Team level.

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Table 2.

Ranking-based formation rank.

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Table 3.

European leagues and countries used to collect data.

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Fig 4.

Clustering count results for the first half of the European soccer season.

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Fig 5.

Clustering count results for the second half of the European season.

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Fig 6.

Clustering ranking results for the first half season of the European soccer.

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Fig 7.

Clustering ranking results for the second half season of the European soccer.

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Table 4.

Count-based formation prediction.

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Table 5.

Ranking-based formation prediction.

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Fig 8.

Count-based confusion matrix.

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Fig 9.

Rank-based confusion matrix.

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