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Perambulations in Football Analytics @MarcoBonzanini PyData London

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Nice to meet you • Dr Marco Bonzanini • NLP and Data Science stuff • Consulting, training and coaching on Python + Data Science • Former Chair @ PyData London 2

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 3

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Football Data 4

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Football Data 5 Type Samples / match Cost Summary 10s 🥜 Event 1,000s 💰 Tracking 1,000,000s 💸💸💸

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Football Data 6 Expensive Interesting Summary Event Tracking

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Football Data 7

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Summary Data 8

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Summary Data 9 fbref.com

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 10 fbref.com

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 11 fbref.com

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 12

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Rank on Multiple Columns? 13

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Rank on Multiple Columns? 14 df[columns].apply(tuple,axis=1) Make a tuple from multiple columns, then rank() on that tuple

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 15

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 16 plt.gca().invert_yaxis()

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 17 ax.secondary_yaxis("right")

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 18

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Event Data 19

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Event Data 20

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Shot Maps 21

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 26

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Passing Maps 27

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 28

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 29 Comet lines + scatter

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 30 Comet lines + scatter

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com Passing Networks 31

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 32 Avg position based on passes

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 33 Passing Network (unweighted)

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 34 Passing Network (weighted)

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com 35 Passing Network (weighted)

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© Bonzanini Consulting Ltd — BonzaniniConsulting.com To The Pub ⚽ 🍻 36