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chore: re referene new dataset

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Daniel Rosel
2026-03-15 21:33:25 +01:00
parent 375445f260
commit 1393795359
4 changed files with 17 additions and 5 deletions
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paper/src/chapters/03-methodology.tex
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@@ -141,6 +141,8 @@ The architecture of this platform begins with the deployed web-apps posting inte
\paragraph{Public Web Artifact} We transition the Kappa like architecture of the data collection to a Lambda architecture for actual learning in a surrogate environment. This allows us to move faster on data which is provided and helps us create a feedback loop for production deployment. To support further research in this intersection of fields we release P4P \footnote{\url{https://github.com/velocitatem/p4p}} as a public repository providing the interaction layer of the PHANTOM framework. This provides a configurable storefront which can be tailored to any commercial setting with a standardized session-level event tracking. We document the API adapters or what the framework expects in terms of schemas for pricing providers and log ingestion servicse. The repository is intended for controlled experimentation and method replication rather than production commerce deployment.
\paragraph{Public Dataset Artifact} For reproducibility of the behavioral analysis and separability experiments, we also release the interaction dataset used in this thesis as \texttt{whoclickedit}. The dataset is hosted on Hugging Face \footnote{\url{https://huggingface.co/datasets/velocitatem/whoclickedit}} and is distributed as one flattened event sheet (\texttt{whoclicked.csv}) with explicit labels (\texttt{actor\_type}, \texttt{is\_agent}, and \texttt{record\_type}). The associated dataset card specifies the schema, collection process, and known limitations; a full copy is included in Appendix~\ref{app:whoclicked_card}.
\subsubsection{DevOps Principles}

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paper/src/main.tex
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@@ -124,6 +124,16 @@ t(93)=-8.2148,\qquad p=1.2038\times 10^{-12},\qquad R^2=0.4205,\qquad 95\%\,\tex
The Python verification reproduces the reported coefficients and inference values, confirming that the slope-test results are correct under standard methods.
\section{whoclickedit Dataset Card}
\label{app:whoclicked_card}
For transparency and reproducibility, this appendix includes the full dataset card used for the public release of the \texttt{whoclickedit} dataset.
\lstinputlisting[
caption={whoclickedit dataset card (README snapshot)},
label={lst:whoclicked_dataset_card}
]{chapters/auto/whoclicked_dataset_card.md}
% \input{../build/concatenated_code}
\end{document}