AnalyticsCup2_0 notebooks

Phone-friendly HTML for commute review: the defensive-checks note first, then charts and SkillCorner tutorials with saved outputs.

Defense analysis

• Finished analysis Contents: timeline, event EDA, graphs, and every finished check.
• Shadow screening High block only. Lane occupation. Forward completion drops.
• Wide-to-midfield passing angle Straighter lanes break the first line. A larger angle does not.
• Defender body shape Usually square to the receiver. Two pose matches. Not a KPI yet.
• Sight of goal At least half the goal mouth. Two pose matches. Underpowered. Supported.
• Visual defensive positioning EDA Event EDA write-up, then shape, pressure, and team-zone charts
• Team shot zones Per-club scored vs conceded pitch maps
• Cup-goal idea pages Team zones · marking debt · compact/weak coverage · pressing chains
• Marking debt by role Set pieces and cutbacks / crosses
• Compact box, weak coverage Coach clip list — tight shape, free attackers
• Pressing chains vs far-side runners Regain the ball or leave the weak side open
• Block graph tool FAQ Timer series, pressing, pre-fracturing — plain English
• EDA notebook (full HTML) eda_notebook.html from analysis/eda_defensive_positioning.ipynb
• Graph defense notebook defend.html — proximity / Delaunay / supra-Laplacian experiment

01 Getting Started with SkillCorner Data

• Part1 Visualization with SkillCorner 01_Getting_Started_with_SkillCorner_Data/Part1_Visualization_with_SkillCorner_Tutorial.html
• Part2 Multiple Metrics and Z Scores 01_Getting_Started_with_SkillCorner_Data/Part2_Multiple_Metrics_and_Z_Scores_Tutorial.html
• Part3 Building Striker Archetypes 01_Getting_Started_with_SkillCorner_Data/Part3_Building_Striker_Archetypes_Tutorial.html

02 Game Intelligence and Dynamic Events

• Part1 Aggregating Dynamic Events 02_Working_with_Game_Intelligence_and_Dynamic_Events/Part1_Aggregating_Dynamic_Events_Tutorial.html
• Part2 Aggregating Phases of Play 02_Working_with_Game_Intelligence_and_Dynamic_Events/Part2_Data_Aggregating_Phases_of_Play_Tutorial.html
• Part3 Offball Runs Pitch Visualization 02_Working_with_Game_Intelligence_and_Dynamic_Events/Part3_Offball_Runs_Pitch_visualization.html
• Part4 Merging Dynamic Events and Tracking Data 02_Working_with_Game_Intelligence_and_Dynamic_Events/Part4_Merging_Dynamic_Events_and_Tracking_Data_Tutorial.html
• Part5 Animated 2D Video From Tracking And Events 02_Working_with_Game_Intelligence_and_Dynamic_Events/Part5_Animated_2D_Video_From_Tracking_And_Events.html
• Part6 Cutback Opportunities Metric 02_Working_with_Game_Intelligence_and_Dynamic_Events/Part6_BuildYourOwnMetric_Detecting_and_Evaluating_Cutback_Opportunities.html
• Part7 Pitch Maps Tracking by Phase 02_Working_with_Game_Intelligence_and_Dynamic_Events/Part7_Pitch_Maps_Tracking_by_Phase_Tutorial.html

03 Basics of Tracking

• Getting Started with Tracking and Kloppy 03_Basics_of_Tracking/Open_Data_Getting_Started_with_Tracking_and_Kloppy_Tutorial.html
• Open Data Tracking Tutorial 03_Basics_of_Tracking/Open_Data_Tracking_Tutorial.html

04 Visualizations

• OBR Simple Radar Viz 04_Visualizations/OBR_Simple_Radar_Viz.html
• Sectioned Summary Table Viz 04_Visualizations/Sectioned_Summary_Table_Viz_Tutorial.html

05 Body Pose

• Part1 Getting Started with Body Pose 05_Body_Pose/Part1_Getting_Started_with_Body_Pose.html