Observation processing flowchart

[nefrathenrici]

WIP!

flowchart TD
    A["Dataset zᵢ"]
    B["Raw model output<br/>Ψ(·;θ,m)"]
    C["zᵢ observations"]
    D["Output vars<br/>(processed)"]
    E["ObservationSeries"]
    F["Calibration experiment<br/>━━━━━━━━━━<br/>obs, prior, iters, fwd map"]
    G(["run"])

    A -->|"H¹_CA(zᵢ)"| C
    B -->|"H²_CA(Ψ)"| D
    C -->|"H²_CC"| E
    E --> F
    D --> F
    F --> G

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Key:

• H¹_CA: ClimaAnalysis preprocessing step, regrid, reduce, apply units to standardize observations
• H²_CA: ClimaAnalysis preprocessing step, window, reduce to match model output to observations
• H²_CC: ClimaCalibrate step, stack observations and handle NaNs to produce ObservationSeries