Statistics notes - types of data

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This is more for overview of my own than for teaching or exercise.

Overview of the areas

Arithmetic · 'elementary mathematics' and similar concepts
Set theory, Category theory
Geometry and its relatives · Topology
Elementary algebra - Linear algebra - Abstract algebra
Calculus and analysis
 : Information theory · Number theory · Decision theory, game theory · Recreational mathematics · Dynamical systems · Unsorted or hard to sort

Math on data:

  • Statistics as a field
some introduction · areas of statistics
types of data · on random variables, distributions
Virtues and shortcomings of...
on sampling · probability
glossary · references, unsorted
Footnotes on various analyses

Other data analysis, data summarization, learning

Data massage
Data clustering · Dimensionality reduction · Fuzzy coding, decisions, learning · Optimization theory, control theory
Connectionism, neural nets · Evolutionary computing

This article/section is a stub — probably a pile of half-sorted notes, is not well-checked so may have incorrect bits. (Feel free to ignore, fix, or tell me)

One possible typology

Ratio data (ordered, meaningful zero point, linear scale, (often) continuous)

Interval data (ordered, no meaningful zero point, possible linear scale, (often) continuous)

Discrete numeric data (ordered, linear scale, discrete)

Ordinal data (ordered, but no obvious numbering so not linear, discrete)

Nominal/categorical data (unordered, qualitative, discrete)

More words

Other terms

Continuous data refers to valued numbering that is not restricted to be discrete/integer.

so ratio or interval data in the above list.

Quantitative data - basically anything not categorical, so referring to nominal/categorical.

More complex cases


Variables, dimensions, and measurement, and experiments