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rug-ml-cluster's Introduction

rug-ml-cluster

Installation

You can install the requirements using the command pip install -r requirements.txt in the root directory.

Task

In the directory data there is a file data/interactions.json which contains random interactions between users of a network. This data is randomly generated according to the script utils/generate_graph.py.

This data contains interactions between users denoted by IDs user0 and user1, where in each interaction user0 is sending user1 an asset of a specific lettered type, in some quantity and at some specific time.

Assume that the current time is 19,000,000, such that all interactions occurred in the past.

Problem: Given this information, the task is to determine which users hold token A which was created at some point after time 16,000,000.

Notes: Different user IDs can correspond to the same person controlling different IDs. You should assume that if IDs interacted with eachother prior to holding token A, that these user IDs are the same person. In this case, output a list of user IDs which correspond to an ID cluster and the same underlying user also. You can consider this a problem of clustering a social graph of holders of token A.

In addition, ensure to take care of the computational complexity and runtime of your solution. Solutions which work for varying depth of interaction and output information visually will be highly sought.

rug-ml-cluster's People

Contributors

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