Football

Football analysis

Last week the first leg Quarter final has taken place at Bernebeur and Emirate Stadium 🏟️ for the spot of Champions League semi-final between the eight top great clubs;
Real madrid Vs Manchester city ( agg 3-3)
P.S.G VS Barcelona (agg 2-3)
Atl.Madrid Vs Dortmund (agg 2-1)
Arsenal Vs Bayern munchen (agg 2-2)

Three from Spanish top league,England and German has two clubs each and one from the french league.

We uses the clustering in analyzing the matches remaining using the players behavior using their goals,assist and play of the players.we ended up with 8 clusters

Cluster One: Low goal-scoring, moderate assisting, high playing involvement.
Cluster Two: Moderate goal-scoring, moderate assisting, very high playing involvement.
Cluster Three: Moderate goal-scoring, moderate assisting, high playing involvement.
Cluster Four: Moderate goal-scoring, low assisting, very high playing involvement.
Cluster Five: Moderate goal-scoring, low assisting, high playing involvement.
Cluster Six: Moderate goal-scoring, moderate assisting, high playing involvement.
Cluster Seven: High goal-scoring, moderate assisting, very high playing involvement (considered premium).
Cluster Eight: Low goal-scoring, moderate assisting, moderate playing involvement.

Players in each cluster
Cluster One:Gunduwan,Emery and Lewis.
Cluster Two:Saka and Rodrygo
Cluster Three:Foden and Alvarez.
Cluster Four:Haaland,Griezman,Mbappe and Morata.
Cluster Five:Trossard,Torres,Felix and Lewandoski.
Cluster Six:Bellingham,Jesus,Vinicious and Dias Lino.
Cluster Seven:Harry Kane
Cluster Eight:Raphinha and Pedri.

Frome the above data it shows that Dortmund have no way to go that means Atl.Madrid are through to the semis and Barcelona are also throught to the semis leving PSG behind,Manchester city will take the home advantage to win over Real madrid and Arsenal are to stay home in England while Bayern are through to the Semis.

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