In this assignment, you are challenged to analyze and compare solutions of a problem, game, algorithm, model, or anything else that can be represented by sequential states. For this, you will project the high-dimensional states to the two-dimensional space, connect the states, and add meta-data to the visualization.
Team Name: a-team
Group Members
| Student ID | First Name | Last Name | Workload [%] | |
|---|---|---|---|---|
| k51824612 | Vojtech | Vlcek | [email protected] | 30 |
| k12123727 | Agata | Kaczmarek | [email protected] | 30 |
| k01548414 | Clarissa | Veitch | [email protected] | 10 |
| k51831785 | Simeon | Quant | [email protected] | 30 |
Please add your dataset to the repository (or provide a link if it is too large) and answer the following questions about it:
-
Which dataset are you using? What is it about?
We decided to use a dataset containing many games of the board game Othello. You can try it out at: https://www.eothello.com/ -
Where did you get this dataset from (i.e., source of the dataset)? How was the dataset generated?
We got the dataset from Kaggle (https://www.kaggle.com/andrefpoliveira/othello-games), from the user André Oliveria. The dataset was generated by recording each move in the game. It contains games played by the TOP 100 players on eOthello. -
What is dataset size in terms of nodes, items, rows, columns, ...?
The dataset contains 25 658 rows where each row represents one game of Othello. The dataset has 3 columns, eOthello_game_id, winner and game_moves. In the column winner, 1 stands for win for blacks, -1 for whites, and 0 for a draw. The column game_moves contains sequences of game moves. To be able to use this dataset, we will have to translate the moves into game states. -
What do you want to analyze?
We would like to find out patterns which may indicate various game strategies. Furthermore, we would like to see which game states tend to lead to certain defeat. -
What are you expecting to see?
As mentioned in the previous paragraph, we expect to see patterns which may indicate various game strategies.