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The study deals with the relationship between personality and emotions in situations of decision making uncertainty. It was part of an academic research with two goals: - Psychological study: The study deals with the relationship between personality and emotions in situations of decision making uncertainty - Software engineering study: The study deals with a new data classification algorithm for generating a set of effective models We expect to identify how people with diverse personalities express different emotion-action relationships. As a key component, personality traits are expected to clarify and improve the understanding of the scale of emotions and their influence in situations of decision-making under uncertainty. We found that, the effect of the relationship between emotions and decisions differs for people of different genders and different degrees of locus of control. The novelty of this approach is that we do not aim to predict decisions or emotional uprisals during paradoxical situations or in times of uncertainty. Instead, we identified the complex patterns underlying such decision-making. We differentiated the patterns of emotional decision-making for different groups with diverse personality traits. Data: The data was collected via an online experiment (See 'Steps to reproduce'). The raw experiment data is attached hereby as 'raw_data_ellsberg.csv'. Our data preparation Python code to standardise the data and prepare it for further learning can be found here: https://github.com/dtrugman/edt/blob/main/data_prepare_ellsberg.ipynb