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Documents · Verb reference

detect_events

Detect contiguous state runs as events.

Callable type: Grammar verb / pipe stage · Browse: State and events

Usage

from cubedynamics import verbs as v
v.detect_events(*, state_var='state', magnitude_var='magnitude', min_duration=1, max_gap=0)

Arguments

Argument Meaning Default
state_var See implementation docstring below; no parameter-specific description supplied. 'state'
magnitude_var See implementation docstring below; no parameter-specific description supplied. 'magnitude'
min_duration See implementation docstring below; no parameter-specific description supplied. 1
max_gap See implementation docstring below; no parameter-specific description supplied. 0

Accepts

State Dataset -> EventResult containing event cube variables and a catalog.

Returns

State Dataset -> EventResult containing event cube variables and a catalog.

Order / grammar behavior

State Dataset -> EventResult containing event cube variables and a catalog.

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"

result = (pipe(cube) | v.threshold_state(threshold=0, direction="below") | v.detect_events(min_duration=2)).unwrap()
# Count days belonging to detected events, not just all threshold crossings.
print(result.catalog.head())
result.dataset["event_active"].sum("time").plot(cbar_kwargs={"label": "Days in cold events"})
plt.show()

Works with

State Dataset -> EventResult containing event cube variables and a catalog.

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.