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variable_averages.py
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variable_averages.py
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from collections.abc import Callable
from functools import partial
from dataset import (
apply_to_variable,
average_dataset_over_globe_and_time,
average_dataset_over_land_and_time,
average_dataset_over_ocean_and_time,
)
from model_variables import VariableAttrs
from xarray import DataArray, Dataset
# ------------------ Temperature Spatial Averages ------------------
global_average_T = partial(
apply_to_variable,
function=average_dataset_over_globe_and_time,
variable_name="tsurf",
result_variable_name="tsurf_global_average",
)
land_average_T = partial(
apply_to_variable,
function=average_dataset_over_land_and_time,
variable_name="tsurf",
result_variable_name="tsurf_land_average",
)
ocean_average_T = partial(
apply_to_variable,
function=average_dataset_over_ocean_and_time,
variable_name="tsurf",
result_variable_name="tsurf_ocean_average",
)
# ------------------------------------------------------------------
# ----------------- Precipitation Spatial Averages -----------------
global_average_prec = partial(
apply_to_variable,
function=average_dataset_over_globe_and_time,
variable_name="prec",
result_variable_name="prec_global_average",
)
land_average_prec = partial(
apply_to_variable,
function=average_dataset_over_land_and_time,
variable_name="prec",
result_variable_name="prec_land_average",
)
ocean_average_prec = partial(
apply_to_variable,
function=average_dataset_over_ocean_and_time,
variable_name="prec",
result_variable_name="prec_ocean_average",
)
# ------------------------------------------------------------------
# --------------------- Runoff Spatial Averages --------------------
global_average_runoff = partial(
apply_to_variable,
function=average_dataset_over_globe_and_time,
variable_name="runoff",
result_variable_name="runoff_global_average",
)
land_average_runoff = partial(
apply_to_variable,
function=average_dataset_over_land_and_time,
variable_name="runoff",
result_variable_name="runoff_land_average",
)
ocean_average_runoff = partial(
apply_to_variable,
function=average_dataset_over_ocean_and_time,
variable_name="runoff",
result_variable_name="runoff_ocean_average",
)
# ------------------------------------------------------------------
variable_averages: dict[str, Callable[[Dataset], DataArray]] = {
"tsurf_global_average": global_average_T,
"tsurf_land_average": land_average_T,
"tsurf_ocean_average": ocean_average_T,
"prec_global_average": global_average_prec,
"prec_land_average": land_average_prec,
"prec_ocean_average": ocean_average_prec,
"runoff_global_average": global_average_runoff,
"runoff_land_average": land_average_runoff,
"runoff_ocean_average": ocean_average_runoff,
}
variable_averages_attrs: dict[str, VariableAttrs] = {
"tsurf_global_average": VariableAttrs(
long_name="Global average temperature",
plot_name=r"$\bar{T}_\mathrm{surf}$ (${}^\circ$ C)",
units="K",
colormap="cmap_temperature",
),
"tsurf_land_average": VariableAttrs(
long_name="Land average temperature",
plot_name=r"$\bar{T}_\mathrm{surf}$ (${}^\circ$ C)",
units="K",
colormap="cmap_temperature",
),
"tsurf_ocean_average": VariableAttrs(
long_name="Ocean average temperature",
plot_name=r"$\bar{T}_\mathrm{surf}$ (${}^\circ$ C)",
units="K",
colormap="cmap_temperature",
),
"prec_global_average": VariableAttrs(
long_name="Global average precipitation",
plot_name=r"$\bar{prec.}$ (${}^\circ$ C)",
units="mm/day",
colormap="cmap_precipitation",
),
"prec_land_average": VariableAttrs(
long_name="Land average precipitation",
plot_name=r"$\bar{prec.}$ (${}^\circ$ C)",
units="mm/day",
colormap="cmap_precipitation",
),
"prec_ocean_average": VariableAttrs(
long_name="Ocean average precipitation",
plot_name=r"$\bar{prec.}$ (${}^\circ$ C)",
units="mm/day",
colormap="cmap_precipitation",
),
"runoff_global_average": VariableAttrs(
long_name="Global average runoff",
plot_name=r"$\bar{runoff}$ (mm/day)",
units="mm/day",
colormap="summer",
),
"runoff_land_average": VariableAttrs(
long_name="Land average runoff",
plot_name=r"$\bar{runoff}$ (mm/day)",
units="mm/day",
colormap="summer",
),
"runoff_ocean_average": VariableAttrs(
long_name="Ocean average runoff",
plot_name=r"$\bar{runoff}$ (mm/day)",
units="mm/day",
colormap="summer",
),
}