Good day everyone
I've been building a quarto document and running code chunks as I go along. I rendered the document and everything went well. The underlying data however in my df changed and as a result, the inline codes and charts in my quarto document, that are connected to my df should have changed, but they have not.
I find this behaviour strange as the charts and numbers in my environment are correct when I run the code chunks in R studio but the rendering of the .qmd results in old charts and numbers being displayed.
It appears that the rendering of the document is defaulting to an earlier rendering and not updating at all. See the side-by-side comparison that I have attached of the correct ggplot chart in R studio vs what that same chart renders to in pdf. What am I missing?
The same thing happens to inline code and any other number. 
My YAML is
---
title: "My paper"
subtitle: 'subtitle here'
date: '11 October 2023'
author: "Myself"
format:
pdf:
include-in-header:
text: |
\usepackage{typearea}
toc: true
number-sections: true
colorlinks: true
lof: true
lot: true
papersize: 'a4'
code-line-numbers: true
code-fold: true
code-overflow: wrap
editor: visual
---