Data Analysis for Age Of Empires II Definitive Edition

Data Analysis and Machine Learning Algorithms application for Age of Empires II Definitive Edition Datasets.
match_players.csv: Dataset for Statistics of Civilizations
matches.csv: Dataset for Statistics of Maps and Servers
rankedrm.csv: Dataset for Regression, Classification and Clustering Problems in Machine Learning Algorithms

Statistics of Civilizations

Data Cleaning and sampling to 0,1% of data.
Playin rates of civilizations in matches.
Win rates of civilizations in matches.

Statistics of Maps

Data Cleaning and sampling to 0,1% of data.
Numbers of matches played in maps.
Playin rates of maps in matches.
Numbers of matches played in maps by the map sizes.

Statistics of Servers

Number of matches played in servers.
Playin rate of matches in servers.

Machine Learning

Regression, Classification and Clustering Problems in Machine Learning Algorithms for Dataset of Age of Empires II Definitive Edition Ranked Random Matches:

Data Preprocessing

Data Cleaning and sampling to 1% of data.

Feature Engineering

Scaling and dimension reduction of data.

Regression Problem

Trying to predict the Winner in Ranked Random Match in the Regression Problem

Classification Problem

Winner prediction in Ranked Random Match in the Classification Problem

Clustering Problem

Players segmentation in Ranked Random Match in the Clustering Problem

tamersum11/Age-Of-Empires-IIDE-DataAnalysis