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Historically, this field has been limited by the availability of large scale, real-life observational data [ 5 ] given its commercial sensitivity and personal nature. However, this description fails to capture the most important aspect of the findings in this study, which are that those most heavily involved in the use of decentralised gambling applications appear to spend significantly more than both the majority of the population, and more than heavily involved gamblers in other types of online gambling. To make our analysis clearer we have included pseudo-code of the bot-detection procedure, and have added sentences throughout highlighting our fully documented and open source code which is available on github.