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Fictional Combat Analysis Dataset
Data Science and Analytics
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Free
About
The exciting world of comic book battles with this unique dataset capturing showdowns between iconic characters from the Marvel and DC universes. This data provides a fun and engaging opportunity for data scientists to predict battle outcomes by analysing character attributes, special abilities, and weaknesses. The dataset is intentionally unusual, featuring characters with unexpected powers and weaknesses to create unpredictable scenarios and test how different variables influence fight results. It simulates each character's performance against an "average opponent" rather than specific named adversaries.
Columns
- Character: The name of the fictional character (e.g., Spider-Man, Batman, Wonder Woman).
- Universe: The universe the character belongs to (Values: Marvel, DC Comics).
- Strength: The character's physical strength, rated on a scale of 1 to 10.
- Speed: The character's speed and agility, rated on a scale of 1 to 10.
- Intelligence: The character's intelligence and strategic ability, rated on a scale of 1 to 10.
- Special Abilities: The special powers possessed by the character (Values: Flight, Invisibility, Super Strength, Telekinesis).
- Weaknesses: The vulnerabilities of the character (Values: Kryptonite, Magic, Wooden Stake, Silver).
- Battle Outcome: The binary result of the battle, where 1 indicates a win and 0 indicates a loss.
Distribution
The dataset is provided in CSV format (
fictional_character_battles_complex.csv) with a size of 111.39 kB. It is a tabular dataset containing 2351 records and 8 columns.Usage
This dataset is ideal for various data science applications. It can be used for building predictive models to forecast battle outcomes using algorithms like logistic regression or decision trees. It also serves as an excellent tool for feature importance analysis to determine which character attributes most significantly impact a fight's result. Additionally, it can be used for scenario simulations, game development, and as an engaging educational tool for teaching data science concepts.
Coverage
The dataset's scope is focused on fictional characters from the Marvel and DC Comics universes. It does not have a specific geographic or time range coverage, as it deals with fictional scenarios. The data includes a variety of characters with shuffled powers and attributes to create unique and unpredictable combinations.
License
Attribution 4.0 International (CC BY 4.0)
Who Can Use It
- Data Scientists: Can use this dataset to practice building and evaluating machine learning models for classification tasks.
- Game Developers: Can leverage the data as a foundation for creating games or interactive simulations based on character battles.
- Educators and Students: Can use this fun and relatable dataset as a practical tool for learning and teaching data science concepts.
- Data Analysts: Can perform feature importance analysis to understand the key drivers of battle outcomes.
Dataset Name Suggestions
- Fictional Character Battle Predictor
- Comic Book Hero Combat Metrics
- Superhero Showdown Outcomes
- Marvel vs DC Battle Simulation Data
- Fictional Combat Analysis Dataset
Attributes
Original Data Source: Fictional Combat Analysis Dataset
QUALITY