Tidy Data

Tidy Data

Tidy data is a way of organizing data so that each row represents one observation and each column represents one variable. Tidy data makes it easier to explore, visualize, and model data.

Most data analysis tools in R work best when data are in a tidy format.

The Three Rules of Tidy Data

A dataset is considered tidy when:

  1. Each variable has its own column.

  2. Each observation has its own row.

  3. Each value has its own cell.

Following these rules helps keep data organized and consistent.

Example of Tidy Data

student

grade

hours_studied

test_score

Alex

Freshman

4

78

Jordan

Senior

7

91

Casey

Sophomore

2

68

In this table:

  • Each row is one student (an observation).

  • Each column is one variable.

  • Each cell contains a single value.

This is an example of tidy data.


    • Related Articles

    • Data

      Data Data are recorded observations, measurements, or information collected to answer questions, test hypotheses, or make decisions. In statistics and data science, data are the raw material we analyze to discover patterns, relationships, and ...
    • Data Frame

      A data frame is a way to organize data into rows and columns, similar to a spreadsheet or table. Data frames are one of the most common ways to store and work with data in statistics, data science, and R. How Data Frames Work Each row represents one ...
    • Data Generating Process (DGP)

      Data Generating Process (DGP) The Data Generating Process (DGP) refers to the underlying mechanism—real or hypothetical—that produces the data we observe. A DGP specifies how variables are related, how randomness enters the system, and how observed ...
    • Observations

      In research, observations—also called, cases, objects, or research units—are the entities that a study focuses on. They are the “things” about which data are collected and analyzed. Depending on the discipline and research question, observations may ...
    • Appendix of Data Frames Used in Course Textbook

      All data frames listed below are automatically preloaded when you run library(coursekata). Link to full repository of R documentation: https://www.rdocumentation.org/ Data Frame Name and Link to R Documentation Ames BikeCommute FatMice18 Fingers ...