Labs

All course labs are listed below. Labs will usually be scheduled during Friday class sessions and are intended to completed in the 50 minute time slot, although you may occasionally need extra time.

Lab Title Date
CEVE 543 Fall 2025 Lab 1: Setup & Hello World Julia Installation, GitHub Classroom Workflow, and Quarto Basics Fri., Aug. 29
CEVE 543 Fall 2025 Lab 2: Julia Data Handling DataFrames.jl, Plotting with CairoMakie, TX precipitation datasets, Basic exploratory data analysis Fri., Sep. 5
CEVE 543 Fall 2025 Lab 3: GEV Inference Estimating GEV parameters and characterizing uncertainty Fri., Sep. 12
CEVE 543 Fall 2025 Lab 4: Bayesian Rainfall Analysis Iterative prior specification, Bayesian GEV workflow, Two-station comparison with ArviZ.jl Fri., Sep. 19
CEVE 543 Fall 2025 Lab 5: Regional vs Local Parameter Estimation Single-station vs regional models, Trend estimation, Uncertainty quantification Fri., Sep. 26
CEVE 543 Fall 2025 Lab 6: Julia Climate Data Tools YAXArrays.jl, NetCDF.jl, exploring CMIP6 data structure Fri., Oct. 17
CEVE 543 Fall 2025 Lab 7: Bias Correction Implementation Delta method and quantile mapping for temperature bias correction Fri., Oct. 24
CEVE 543 Fall 2025 Lab 8: Weather Typing Implementation K-means clustering for synoptic pattern classification Fri., Oct. 31
CEVE 543 Fall 2025 Lab 9: HMM and NHMM Implementation Hidden Markov Models for precipitation downscaling Fri., Nov. 7
CEVE 543 Fall 2025 Lab 10: Weather Generator Implementation Markov-chain based synthetic weather generation Fri., Nov. 14
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