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Documents · Verb reference

sync_with

Compare one aligned state cube with another.

Callable type: Grammar verb / pipe stage · Browse: Synchrony and comparison

Usage

from cubedynamics import verbs as v
v.sync_with(other, *, synchrony='occurrence', spatial_relation='same_pixel', lags=('0D',), state_var='state')

Arguments

Argument Meaning Default
other See implementation docstring below; no parameter-specific description supplied. required
synchrony See implementation docstring below; no parameter-specific description supplied. 'occurrence'
spatial_relation See implementation docstring below; no parameter-specific description supplied. 'same_pixel'
lags See implementation docstring below; no parameter-specific description supplied. ('0D',)
state_var See implementation docstring below; no parameter-specific description supplied. 'state'

Accepts

State cube + aligned state cube -> coupling Dataset.

Returns

State cube + aligned state cube -> coupling Dataset.

Order / grammar behavior

State cube + aligned state cube -> coupling Dataset.

Minimal example

Run from the repository root after python -m pip install -e '.[vignettes]'. Uses the checked observational PRISM fixture; no network is required.

from pathlib import Path
import xarray as xr
import matplotlib.pyplot as plt
from cubedynamics import pipe, verbs as v

# Frozen, reviewed PRISM observations; run from the repository root.
path = Path("tests/fixtures/real_data/prism_boulder_january_2024.nc")
with xr.open_dataset(path, engine="scipy") as observed:
    cube = observed["tmax"].load()
assert cube.attrs["units"] == "degC"

cold = (pipe(cube) | v.threshold_state(threshold=0, direction="below")).unwrap()
unusual = (pipe(cube) | v.quantile_state(quantile=0.2, direction="below")).unwrap()
result = (pipe(cold) | v.sync_with(unusual, lags=("0D",))).unwrap()
result["coupling_score"].squeeze().plot()
plt.show()

Works with

State cube + aligned state cube -> coupling Dataset.

See also

Implementation notes

No additional implementation notes in the current docstring.

Implementation source. Signatures and descriptions on this page are generated from this checkout, not hand-maintained copies.