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TFT High-Ranked Match Data
Data Science and Analytics
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Free
About
This dataset provides detailed information on high-elo ranked games from Teamfight Tactics (TFT), an auto-battler game. It focuses on individual exhibitions where eight participants compete by strategically forming champion and synergy combinations. The data was collected specifically from Challenger, GrandMaster, and Master ranking games, with 10,000 game datasets available for each of these high-tier ranks. TFT involves combining approximately 50 champions with 10 series synergies and 13 job synergies to create diverse team compositions. Players can reach a maximum of level 9, allowing up to 9 champions on the board.
Columns
- gameId: A unique identifier for each ranked game, necessary for API key usage. Each gameId represents a distinct match in the dataset.
- gameDuration: The total duration of a game, measured in seconds. This provides insight into the length of competitive matches.
- level: Represents the final level attained by each participant within a game. This metric indicates player progression and experience within a match.
- lastRound: The last round a participant was active before being eliminated or winning the game. This helps in understanding player survival duration.
- Ranked: The final ranking of each participant in their respective game, ranging from 1st to 8th place.
- ingameDuration: The total time a participant spent actively playing within a game, offering a different perspective on player engagement compared to total game duration.
- combination: This column is in JSON format and details the specific combination synergies used by each participant. It maps the synergy name to the number of combinations activated (e.g.,
{'Blaster': 4, 'Chrono': 2}). - champion: Also in JSON format, this column lists the champions deployed by each player. For each champion, it provides details on their equipped items and their star level (e.g.,
{'Ezreal': {'Item': 'Infinity Edge', 'Stars': '3 Star'}}). Star levels indicate champion enhancement, with 2-star champions requiring three 1-star champions, and 3-star champions requiring three 2-star champions.
Distribution
The dataset is typically provided as a CSV file, with the specific file
TFT_Challenger_MatchData.csv being approximately 41.19 MB in size. It contains a total of 8 variables or columns. The 'combination' and 'champion' columns store data in a JSON format. The dataset includes 10,000 entries for Challenger, GrandMaster, Master, Diamond, and Platinum tiers respectively, with each column having 80,000 valid records.Usage
This dataset is ideal for:
- Analysing high-elo ranked game patterns and competitive meta trends in Teamfight Tactics.
- Identifying and exploring optimal champion combinations and synergies that lead to high rankings.
- Conducting Top Rank Exploratory Data Analysis (EDA) to uncover key factors influencing game outcomes.
- Investigating player progression, game duration, and survival strategies among top-tier players.
- Understanding the Rank 1 to Rank 8 patterns and performance metrics of participants.
- Developing predictive models for game outcomes based on early-game decisions and team compositions.
Coverage
The data is exclusively collected from High Elo Ranked Games, encompassing players from the Challenger, GrandMaster, Master, Diamond, and Platinum tiers. While specific geographic and time range details are not available, the dataset focuses on the competitive landscape of TFT.
License
CC0: Public Domain
Who Can Use It
- TFT Players: To improve their gameplay, understand high-level strategies, and learn from top-ranked players.
- Esports Analysts: For competitive analysis, team scouting, and understanding the evolving meta of TFT.
- Game Developers: To gain insights into player behaviour, game balance, and potential areas for improvement or new content.
- Data Scientists and Researchers: For academic studies on game theory, competitive gaming dynamics, and large-scale data analysis projects.
Dataset Name Suggestions
- TFT High-Ranked Match Data
- Teamfight Tactics Elite Gameplay
- TFT Competitive Analysis Set
- Teamfight Tactics Top Tier Games
- TFT Ranked Play Data
Attributes
Original Data Source: TFT High-Ranked Match Data
QUALITY