Course Modules

Syllabus and general information

Syllabus and general information Syllabus and general information

Attachment

Course Information.pdf Course Information.pdf 1

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Attachment

Lecture1_Introduction_to_SportsAnalytics.pptx Lecture1_Introduction_to_SportsAnalytics.pptx 2

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External Url

Favorite Sporting Moments Sign-up page Favorite Sporting Moments Sign-up page 3

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Module 1: Measuring Team Strength and Predicting Outcomes

Module 1: Measuring Team Strength and Predicting Outcomes Module 1: Measuring Team Strength and Predicting Outcomes

Context Module Sub Header

Lectures 1

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Attachment

Lecture2_NormalModelsOfScores1.pptx Lecture2_NormalModelsOfScores1.pptx 2

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Attachment

Lecture3_NormalModelsOfScores2.pptx Lecture3_NormalModelsOfScores2.pptx 3

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Attachment

Lecture4_LogisticModelsAndElo.pptx Lecture4_LogisticModelsAndElo.pptx 4

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Attachment

Lecture5_PoissonModels.pptx Lecture5_PoissonModels.pptx 5

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Attachment

Lecture6_SimulatingTournaments.pptx Lecture6_SimulatingTournaments.pptx 6

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Context Module Sub Header

Code 7

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Attachment

NFLstrength_normal_model.py NFLstrength_normal_model.py 8

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Attachment

NFLstrength_normal_model_homeadvantage.py NFLstrength_normal_model_homeadvantage.py 9

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Attachment

NFLstrength_logistic_model_homeadvantage.py NFLstrength_logistic_model_homeadvantage.py 10

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Attachment

NHLstrength_poisson_model_homeadvantage.py NHLstrength_poisson_model_homeadvantage.py 11

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Attachment

Sim_EPL_Season.py Sim_EPL_Season.py 12

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Attachment

EPLstrength_poisson_model_homeadvantage.py EPLstrength_poisson_model_homeadvantage.py 13

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Context Module Sub Header

Data 14

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Attachment

NFL_Scores.csv NFL_Scores.csv 15

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Attachment

NHL_scores_2009_2019.csv NHL_scores_2009_2019.csv 16

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Attachment

EPL_1516.csv EPL_1516.csv 17

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Attachment

EPL_1415.csv EPL_1415.csv 18

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Attachment

EPL_1314.csv EPL_1314.csv 19

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Context Module Sub Header

Problem Set (due on 2/17) 20

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Attachment

ProblemSet1.pdf ProblemSet1.pdf 21

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Context Module Sub Header

Short Project 1 22

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Attachment

ShortProject1.pdf ShortProject1.pdf 23

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Module 2: Situational Analysis

Module 2: Situational Analysis Module 2: Situational Analysis

Context Module Sub Header

Lecture Slides 1

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Attachment

Lecture7_IntroToMarkovChains.pptx Lecture7_IntroToMarkovChains.pptx 2

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Attachment

Lecture8_ValuingBaseballStates.pptx Lecture8_ValuingBaseballStates.pptx 3

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Attachment

Lecture9_EvaluatingPitching.pptx Lecture9_EvaluatingPitching.pptx 4

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Attachment

Lectures10and11_MeasuringChanceQualitySoccer.pptx Lectures10and11_MeasuringChanceQualitySoccer.pptx 5

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Attachment

Lectures13and14_GoingForFourthDown_Class.pptx Lectures13and14_GoingForFourthDown_Class.pptx 6

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Context Module Sub Header

Code 7

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Attachment

BB_viz.py BB_viz.py 8

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Attachment

BB_pitcher_locations.py BB_pitcher_locations.py 9

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Attachment

BB_cluster_pitches.py BB_cluster_pitches.py 10

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Attachment

Soccer_Visuals.py Soccer_Visuals.py 11

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Attachment

ExpectedGoals.py ExpectedGoals.py 12

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ExpectedGoals_Script.py ExpectedGoals_Script.py 13

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Attachment

Fourth_Down_Analysis_FieldGoalExample.py Fourth_Down_Analysis_FieldGoalExample.py 14

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Context Module Sub Header

Data 15

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Attachment

pitches_2015.csv pitches_2015.csv 16

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

pitches_2016.csv pitches_2016.csv 17

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Attachment

pitches_2017.csv pitches_2017.csv 18

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Attachment

atbats_2015.csv atbats_2015.csv 19

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Attachment

atbats_2016.csv atbats_2016.csv 20

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Attachment

atbats_2017.csv atbats_2017.csv 21

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Attachment

player_names.csv player_names.csv 22

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Attachment

chances_EPL_1617.csv chances_EPL_1617.csv 23

attachment 872151 0

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Attachment

chances_EPL_1718.csv chances_EPL_1718.csv 24

attachment 872152 0

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Attachment

NFL_PbP_2009_2018_4thDownAnalysis.csv NFL_PbP_2009_2018_4thDownAnalysis.csv 25

attachment 876447 0

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Module 3: Player Evaluation

Module 3: Player Evaluation Module 3: Player Evaluation

Context Module Sub Header

Lecture Slides 1

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Attachment

Lectures15and16_ThePlusMinusScore.pptx Lectures15and16_ThePlusMinusScore.pptx 2

attachment 878827 0

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Attachment

Lectures17and18_StreaksMomentumHotHand.pptx Lectures17and18_StreaksMomentumHotHand.pptx 3

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Context Module Sub Header

Data 4

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

shifts_2016-2017.csv shifts_2016-2017.csv 5

attachment 878822 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

shifts_2017-2018.csv shifts_2017-2018.csv 6

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

shifts_2018-2019.csv shifts_2018-2019.csv 7

attachment 878823 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

shifts_2019-2020.csv shifts_2019-2020.csv 8

attachment 878825 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

NBA-PBP-2016-2017.csv NBA-PBP-2016-2017.csv 9

attachment 881781 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

NBA-PBP-2017-2018.csv NBA-PBP-2017-2018.csv 10

attachment 881782 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

NBA-PBP-2018-2019.csv NBA-PBP-2018-2019.csv 11

attachment 881783 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

NBA-PBP-2019-2020.csv NBA-PBP-2019-2020.csv 12

attachment 881784 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Context Module Sub Header

Code 13

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

NBA_PM.py NBA_PM.py 14

attachment 878826 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

NBA_shooter_streaks.py NBA_shooter_streaks.py 15

attachment 881785 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 4: Working with Tracking Data

Module 4: Working with Tracking Data Module 4: Working with Tracking Data

Context Module Sub Header

Lecture Slides 1

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Attachment

Lectures19and20_IntroToTrackingData.pptx Lectures19and20_IntroToTrackingData.pptx 2

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Context Module Sub Header

Data 3

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Attachment

Sample_Game_1_RawEventsData.csv Sample_Game_1_RawEventsData.csv 4

attachment 886143 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Sample_Game_1_RawTrackingData_Away_Team.csv Sample_Game_1_RawTrackingData_Away_Team.csv 5

attachment 886142 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Sample_Game_1_RawTrackingData_Home_Team.csv Sample_Game_1_RawTrackingData_Home_Team.csv 6

attachment 886144 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Sample_Game_2_RawEventsData.csv Sample_Game_2_RawEventsData.csv 7

attachment 886145 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Sample_Game_2_RawTrackingData_Away_Team.csv Sample_Game_2_RawTrackingData_Away_Team.csv 8

attachment 886146 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Sample_Game_2_RawTrackingData_Home_Team.csv Sample_Game_2_RawTrackingData_Home_Team.csv 9

attachment 886147 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Context Module Sub Header

Code 10

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Attachment

Tutorial1_GettingStarted.py Tutorial1_GettingStarted.py 11

attachment 886151 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Tutorial2_DelvingDeeper.py Tutorial2_DelvingDeeper.py 12

attachment 886152 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Metrica_Viz.py Metrica_Viz.py 13

attachment 886153 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Metrica_IO.py Metrica_IO.py 14

attachment 886149 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Metrica_Velocities.py Metrica_Velocities.py 15

attachment 886150 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Additional Data

Additional Data Additional Data

Attachment

chances_EPL_1617.csv chances_EPL_1617.csv 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_EPL_1718.csv chances_EPL_1718.csv 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_France_1617.csv chances_France_1617.csv 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_France_1718.csv chances_France_1718.csv 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_Germany_1617.csv chances_Germany_1617.csv 1

attachment 886158 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_Germany_1718.csv chances_Germany_1718.csv 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_Italy_1718.csv chances_Italy_1718.csv 1

attachment 886159 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_Italy_1617.csv chances_Italy_1617.csv 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_Spain_1617.csv chances_Spain_1617.csv 3

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

chances_Spain_1718.csv chances_Spain_1718.csv 4

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete