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notes_04_02-04_08.md

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April 2, 2020

Tom update:

  • Looked at trends in species over time by veg type - some interesting trends there especially Kobresis increasing in dry meadows

  • Also looked at highly variable plots by subsetting plots were Deschampsia increased/decreased by 20

    • logic here - what would Deschampsia be replacing if anything?
  • Veg classes - how are they calculated? Tom can ask Marco. Scott will check Ecosphere paper to see if code is there.

  • If veg classes aren't available for every year maybe just use one year, e.g., see if what was a dry meadow in 2010 is more likely to change than what was a wet meadow.

  • Use a map of the veg class + elevation on the saddle.

    - Use this map to see if the snow metrics make sense
    

April 7, 2020

Zoom meeting, with Tom, Sean, and Scott present.

Updates from last week:

####Tom:

  • figuring out average change in plots for plots which actually change

  • maybe looking at plots with high coefficients of variation

    • look for directionality in tends of a species
  • on to do list: spatial trends along with abiotic variables

    • spatial autocorrelation is one way to do this

    • animate this?

Scott:

Temperature:

  • two datasets, neither complete, but probably can be combined to make a complete one

  • max-mean average; species might prefer warmer/cooler

  • read paper Tom sent

    • extremes seem to have a large effect

    • absolute metrics of extremes could be useful

  • the newer dataset (logger one) has a lot of data (e.g., soil temp, wind speed)

  • Talk with Sarah about temperature because she is working on this now

    • could also talk with Courtney
  • Could maybe build models which relate temperature to soil temp, solar radiation, etc. to maybe get pre-2000 measurements of things missing from the logger data

  • maybe do variance partitioning

    • mean temp over growing season

    • GDD

  • Need to consider lags and time effects...

    • looking at time-lags

    • it's because the growth/shrinkage of one of these species depends on fecundity/veg growth in a given species

  • Veg class stuff - Marco's thing came from Hope Humphries, used 88 classificaiton

  • Gam: maybe fit only from maximum depth onward? We're mostly interested in the shape of the curve as the snow melts, not as it accumulates...

  • Temporal autocorrelation; e.g., DECE's abundance in 2006 probably affects its abundance in 2007...

Next steps

Sean: will read papers collected Tom: will look into spatial autocorrelation (Fletcher & Fortin?) Scott: continue with gams and temperature stuff