Here is some example code for this #openscience #rstats

gist.github.com/SwampThingPa...

5) 3rd - Have the sampling frequency categories changed over time?

4) 2nd - What is the frequency of monitoring and the number of stations at said frequency and parameter?

3) 1st - A simple data inventory. How many samples per year by site (& network) and parameter? Some parameters are sampled more than others within different networks.

2) As I started a new analysis, I decided to be more deliberate in understanding the sampling regime for the parameters of interest. Here are a couple of plots (and example code). Don't tell anyone ... ggplot is starting to grow on me (for somethings).

@dsmccormick.bsky.social‬ Thanks for the suggestion ... here is a revised version with the turbo color scale. I think I like this one better!! It definitely contrasts the categories more.

For my hashtag#openscience and hashtag#rstats friends, here is the code behind this plot. In addition to exploring data from a different lake, I learned some new code using ggplot with spatial data and combining multiple plots into one coherent visualization.
gist.github.com/SwampThingPa...

Easier said than done nowadays (at least in the US). In the past three weeks I've reached out to five companies only two return my calls with one saying we aren't doing anymore installs so they can't quote me. Granted the US is a roaring garbage fire right now ...

What especially neat is that its all hashtag#OpenScience with a R shiny app to interact with the models

swampthingpaul.shinyapps.io/lok_algaeeva...