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\section{Introduction} \label{sec:introduction}
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\section{Introduction} \label{sec:introduction}
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\section{Method} \label{sec:method}
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The purpose of this report is to re-analyse the data presented in the paper by
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The purpose of this report is to re-analyse the data presented in the paper by
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\cite{dong2018methods}, which investigates the effect that protests (as an
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\cite{dong2018methods}, which investigates the effect that protests (as an
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example of disruptive social behaviours in general) have on consumer
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example of disruptive social behaviours in general) have on consumer
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(OECD). Although \cite{dong2018methods} investigate temporal and spatial
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(OECD). Although \cite{dong2018methods} investigate temporal and spatial
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effects on consumer spending, for the purposes of this analysis, only the
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effects on consumer spending, for the purposes of this analysis, only the
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spatial effect of variables (with relation to the geographical distance from
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spatial effect of variables (with relation to the geographical distance from
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the event) is considered. The dataset consists of variables measured as a
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the event) is considered.
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function of the distance from the event (in km), including: the number of
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customers, the median spending amount, the number of transactions, and the
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total sales amount.
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\section{Method} \label{sec:method}
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The dataset consists of variables measured as a function of the distance
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from the event (in km), including: the number of customers, the median
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spending amount, the number of transactions, and the total sales amount.
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The re-analysis is conducted on the data provided in the
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The re-analysis is conducted on the data provided in the
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paper\cite{dong2018methods}, using Python in conjunction with packages such as
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paper\cite{dong2018methods}, using Python in conjunction with packages such as
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pandas, matplotlib, numpy and seaborn, to process and visualise the data. As
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pandas, matplotlib, numpy and seaborn, to process and visualise the data. As
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