DielectricWaterR: Auditing and Exploring Dielectric Measurements of Water
Imports, audits, compares and visualises dielectric measurements
of water under fuel contamination and ageing. Provides descriptive
summaries, frequency-response comparisons, confidence intervals based
on physical-unit means, and training and testing splits that keep
observations from the same experimental unit together.
Experimental-unit safeguards address pseudoreplication concerns
discussed by Hurlbert (1984) <doi:10.2307/1942661>. Grouped splitting
is consistent with the structured-data validation principles discussed
by Roberts et al. (2017) <doi:10.1111/ecog.02881>. Student t
confidence intervals use the standard mean-interval formula described
in the NIST/SEMATECH e-Handbook of Statistical Methods
<https://www.itl.nist.gov/div898/handbook/eda/section3/eda352.htm>.
Experimental-unit identifiers are supplied by the user and are not
inferred from material labels. This research prototype does not
provide validated contaminant prediction or causal inference.
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