ezylstra / SonoranTortoiseDemography

Analysis of Sonoran Desert Tortoise data from long-term monitoring plots in Arizona

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Analysis of capture-recapture data for Sonoran desert tortoises from long-term monitoring plots across Arizona.

Code

multistate-model.R: loads capture-recapture and covariate data, runs a Bayesian multi-state model using the nimble package, and summarizes model results.

Data

  1. CapRecapData.csv: Capture-recapture data for all tortoises that were marked between 1987 and 2020 at each of 17 long-term monitoring plots.
    • plot: 2-letter code for each of the 17 plots
    • yr: capture year
    • obsdate: capture date (YYYY-MM-DD format)
    • tort: unique alphanumeric ID for each tortoise
    • sex: Sex of tortoise, where 1 = female, 2 = male, and 3 = unknown (most of which are juveniles).
    • MCL: Maximum carapace length
  2. Plots_NoCoords.csv: Covariate data for each plot.
    • plot: 2-letter code for each of the 17 plots
    • climate: climate division
    • city.km: distance (km) from each plot to the center of the nearest city with ???10,000 people (based on 2010 US Census data).
    • pptnorms.mm: Mean annual precipitation (mm) at each plot (data from PRISM)
  3. PDSI.csv: Monthly measures of Palmer drought severity index (PDSI) for climate divisions in Arizona from 1985 to 2020.
    • div: climate division
    • yr: year
    • mon: month
    • pdsi: PDSI value (data from the National Climatic Data Center)
  4. Precip_Monthly.csv: Monthly precipitation totals for each plot from 1985 to 2020.
    • plot: 2-letter code for each of the 17 plots
    • yr.m: year and month (YYYY-MM format)
    • ppt: Cumulative precipitation (mm; data from PRISM)
  5. Surveys.csv: Summaries of survey effort at each plot from 1987 to 2020.
    • plot: Name of plot
    • code: 2-letter code for each of the 17 plots
    • area.sqmi: area (sq. km) of each plot
    • yr: Survey year
    • persondays: number of person days spent searching a plot for tortoises in a given year.

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Analysis of Sonoran Desert Tortoise data from long-term monitoring plots in Arizona


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