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An end-to-end R and Quarto analysis of personal clock-in/out patterns across 250 workdays.

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Clock In & Out analysis

An end-to-end personal analytics case study built from 250 days of office clock-in and clock-out records. The Quarto report covers collection, cleaning, tidying multi-label events, descriptive summaries, and interactive Plotly visualisation in R.

Read the published analysis

What this demonstrates

  • reshaping multi-label event data into tidy indicator columns
  • handling dates, times, missing values, and non-office days with lubridate
  • comparing arrival, departure, and office-duration patterns by event type
  • communicating results with static ggplot2, interactive Plotly, and tables

Reproduce it

Install R, Quarto, tidyverse, lubridate, plotly, DT, and scales. Place a private export at data/data.csv with the columns Date, Clock In Time, Clock Out Time, and Notes, then run:

quarto render "Clock In Out Analysis.qmd"

Raw work records are intentionally ignored and are not distributed. The committed index.html is a self-contained snapshot with only the report output chosen for publication.

Code and original prose are available under the MIT license.

About

An end-to-end R and Quarto analysis of personal clock-in/out patterns across 250 workdays.

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