Consistency over time
Rose charts explore repeat top scorers; retention visualizations place continuity alongside team success.
Data / Visual storytelling
Untold Stories of IPL
Beyond the score.
Into the story.
2008–2024dataset coverage
7visualization approaches
3project contributors
An exploratory study of IPL history that connects player consistency, playoff pressure, rivalry patterns, and franchise brand value.
The scoreboard is only the beginning.
Aggregate wins and title counts show what happened, but leave out the patterns behind long-term dominance, pressure, and fan loyalty.
A deliberate path through the problem.
Match-level records, ball-by-ball data, and franchise brand values are explored through several visual forms. Each chart is chosen for a specific question rather than repeating the same ranking.
SYSTEM / IPL-STORIES01 → 04
01Match dataMatches + deliveries
02PreparationClean + align records
03AnalysisConsistency + pressure
04StorytellingCharts + written report
The choices that shape the work.
Pressure and rivalries
Box plots compare league and playoff scoring, while heatmaps and chord diagrams reveal head-to-head patterns.
Performance and popularity
Line and bubble charts place brand value alongside competitive results without treating correlation as causation.
What the project delivers.
The project publishes a Jupyter notebook and a detailed report. Sai Nihal’s credited contributions are data analysis, visualization, and report writing.
Start with a better question.
The project’s strongest shift is from leaderboard reporting to question-led analysis: a rivalry, a pressure situation, or a consistency pattern gives the data a narrative.