akashindani/akashindani.github.io

akashindani.github.io

Group number: 5

Group members: Akash Indani, Reek Majumder

Link to your website: https://akashindani.github.io/

Link to your original dataset: https://figshare.com/collections/Soccer_match_event_dataset/4415000

Link to final project report: https://github.com/akashindani/akashindani.github.io/blob/main/g05_final_project_report.pdf

Link to video: https://clemson.box.com/s/bjedv77ipr3rdp2zoolxya6ehnz3k7jl

Breakdown of how work was organized among the group members:

1. Line graph with bumps - Primary: Reek Majumder, Secondary: Akash Indani
2. Relative team performance network - Primary: Akash Indani, Secondary: Reek Majumder
3. Website development and github maintainance - Akash Indani and Reek Majumder
4. Report writing - Akash Indani and Reek Majumder
5. Video creation - Akash Indani and Reek Majumder

Data preprocessing:

1. For generating data for Line graph from json files to csv of spain and england match events. https://github.com/akashindani/akashindani.github.io/blob/main/data_preprocessing/EnglishLeague.ipynb https://github.com/akashindani/akashindani.github.io/blob/main/data_preprocessing/spain%20league%20DataPrep.ipynb
2. For generating a flat csv from match events of england and spain json files. This is for network graph. https://github.com/akashindani/akashindani.github.io/blob/main/data_preprocessing/data_viz.ipynb

Some more tried visualizations:

1. Relative team performance line graph (https://akashindani.github.io/index_new.html)
2. Soccer field (https://observablehq.com/d/d3d723951739204f).
3. Line graph with adding colors of win, draw and loose to the bumps. ( https://observablehq.com/@rmajumd/final-lines-with-bumps-v1-2-1 )

References:

1. Data and insights to data Pappalardo et al. (2019) PlayeRank: Data-driven Performance Evaluation and Player Ranking in Soccer via a Machine Learning Approach. ACM Transactions on Intellingent Systems and Technologies (TIST) 10, 5, Article 59 (September 2019), 27 pages. DOI: https://doi.org/10.1145/3343172 https://figshare.com/collections/Soccer_match_event_dataset/4415000
2. Observable link to line graph https://observablehq.com/@rmajumd/final-lines-with-bumps-v1-2
3. Coding assignment for getting idea of network graph https://observablehq.com/d/cc78fe0e97eab9a3
4. Line graph with bumps references https://observablehq.com/@analyzer2004/bump-chart https://bl.ocks.org/dawaldron/df07e00da18115300f929e8c1a7d4ff7 https://bl.ocks.org/d3noob/10633421 https://www.youtube.com/watch?v=_8V5o2UHG0E
5. Network graph references http://bl.ocks.org/jose187/4733747 https://rdrr.io/cran/d3Network/man/d3SimpleNetwork.html https://courses.ischool.berkeley.edu/i247/s16/reports/soccerguru.pdf