Applied Research & Open Esports Telemetry Suite
Reproducible empirical studies, 10,000-map CS2/Dota 2 telemetry benchmarks, and open-source datasets for competitive ratings and market inefficiencies.
10,000-Map Telemetry Study: CS2 Economy Cascades & In-Play Inefficiencies
Exhaustive convergence analysis across Tier-1 tournaments, proving systemic bookmaker mispricing of pistol cascade momentum and defensive CT-sided comebacks.
Tier-1 CS2 Global Team Ratings (2026)
Dual Elo and Glicko-2 ratings, rating deviations (RD), skill volatilities, and 90-day win rates across the top 30 global organizations.
CS2 Active Duty 7-Map Win Rate Matrix
Empirical win rates and round volume distributions across Mirage, Inferno, Anubis, Nuke, Ancient, Vertigo, and Dust II.
Dataset Verification Suite (Python 3)
Deterministic test runner validating dataset row integrity, rating bounds, and win rate axioms with zero external dependencies.
Empirical Team Rating Vectors (Preview)
Subset of audited Tier-1 global teams ranked by Glicko-2 performance metrics:
| Rank | Team | Region | Elo Rating | Glicko-2 | RD | 90D Winrate |
|---|---|---|---|---|---|---|
| #1 | Natus Vincere | EU | 1984 | 1965 | ±42 | 71.4% |
| #2 | Team Spirit | CIS | 1972 | 1958 | ±45 | 70.2% |
| #3 | FaZe Clan | EU | 1945 | 1930 | ±48 | 67.5% |
| #4 | Vitality | EU | 1938 | 1925 | ±44 | 68.0% |
| #5 | MOUZ | EU | 1912 | 1904 | ±46 | 66.2% |
| #6 | G2 Esports | EU | 1905 | 1892 | ±52 | 64.8% |
Open Science & Academic Reproducibility
In accordance with Open Science standards, all simulation matrices and telemetry verification scripts are released under Creative Commons Attribution 4.0 International (CC-BY-4.0).
Download the CSV datasets directly or clone the public distribution package.
Execute the Python verification script to audit schema conformity and probability axioms.
Integrate the verified rating vectors into your proprietary quantitative models and betting tools.
Calculator algorithmic source code, Python verification suites, and open datasets are available on GitHub.
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Esports at 1win: compare the event, map format and settlement rules
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