Mobile Legends Hero Data & Analytics
Data Science and Analytics
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About
This dataset offers statistics for heroes in Mobile Legends: Bang Bang (MLBB), a popular Multiplayer Online Battle Arena (MOBA) game available on Android and iOS. It contains detailed hero attributes and their performance metrics in e-sports matches. The data is current up to Mobile Legends Version Patch 1.7.20, dated 20 September 2022, providing a snapshot of the game's meta during that period. This resource is highly valuable for e-sports analysts, game developers, and data enthusiasts keen to explore hero trends, competitive performance, and strategic game balance within the MLBB ecosystem.
Columns
- Name: The common names used to identify each hero.
- Title: Describes the hero's archetype or race (e.g., Elf, Angel, Ninja).
- Voice_Line: A unique audio quote associated with each hero.
- Release_Date: The official date when the hero was launched on the game's original server.
- Primary_Role: The hero's main designated role within a team.
- Secondary_Role: An additional suitable role for the hero; a
nan
value indicates no secondary role. - Lane: The typical play style or lane assignment for the hero.
- Hp: The hero's health points.
- Hp_Regen: The rate at which the hero regenerates health.
- Mana: The hero's mana points; a
nan
value indicates heroes that do not utilise mana. - Mana_Regen: The rate at which the hero regenerates mana.
- Phy_Damage: The amount of physical damage dealt by the hero's basic attacks.
- Magic_Damage: The amount of magic damage dealt by the hero's basic attacks; a value of
0
suggests the basic attack deals physical damage. - Phy_Defence: The hero's physical defence rating.
- Mag_Defence: The hero's magic defence rating.
- Mov_Speed: The hero's movement speed stat.
- Esport_Wins: The total count of e-sports matches where the hero was selected by a team and that team achieved victory.
- Esport_Loss: The total count of e-sports matches where the hero was selected by an e-sports team and that team lost.
Distribution
The dataset is formatted as a CSV file and has a size of 12.82 kB. It includes 18 distinct columns and contains 114 individual records, each representing a unique hero. It is important to note that three specific heroes, Sun, Tigreal, and Saber, have been excluded from this dataset due to a lack of available data.
Usage
This dataset offers numerous applications, particularly for those interested in game analytics and e-sports:
- Exploratory Data Analysis (EDA) of hero attributes and their correlations with e-sports performance.
- Analysing hero pick rates, win/loss ratios, and overall effectiveness in competitive Mobile Legends: Bang Bang matches.
- Identifying meta trends, hero power spikes, and the impact of game patches on hero viability.
- Informing game balancing decisions by providing insights into hero strengths, weaknesses, and role distribution.
- Developing predictive models for hero performance based on their statistics.
- Facilitating visualisations and data storytelling using libraries like pandas and Seaborn to understand complex game dynamics.
Coverage
The dataset focuses on heroes within Mobile Legends: Bang Bang, with data captured up to Version Patch 1.7.20, as of 20 September 2022. While Mobile Legends featured 117 heroes by this date, this dataset specifically includes 114 heroes. Heroes Sun, Tigreal, and Saber are explicitly omitted due to data unavailability. The scope is limited to in-game hero statistics and their e-sports performance.
License
CC0: Public Domain
Who Can Use It
This dataset is particularly suitable for:
- E-sports Analysts and Enthusiasts: To delve into strategic insights, hero power rankings, and competitive play.
- Game Developers and Designers: For evaluating hero balance, character design, and the impact of game updates.
- Data Scientists and Machine Learning Practitioners: To practice data processing, analysis, and model building on real-world game data.
- Academic Researchers: For studies on game mechanics, player behaviour in MOBA games, or the dynamics of e-sports.
- Mobile Legends Players and Content Creators: To gain a deeper statistical understanding of their favourite heroes and the game's meta.
Dataset Name Suggestions
- Mobile Legends: Bang Bang E-sports Hero Stats
- MLBB Competitive Hero Performance Data (2022)
- Mobile Legends Hero Data & Analytics
- E-sports Hero Statistics for MLBB
Attributes
Original Data Source: Mobile Legends Hero Data & Analytics