diff --git a/docs/api/skill.md b/docs/api/skill.md
index f318dc1b9..084ad37cc 100644
--- a/docs/api/skill.md
+++ b/docs/api/skill.md
@@ -2,9 +2,11 @@
## Aggregated Skill
-::: modelskill.skill.AggregatedSkill
+::: modelskill.skill.SkillTable
-::: modelskill.skill.AggregatedSkillPlotter
+::: modelskill.skill.SkillArray
+
+::: modelskill.skill.SkillArrayPlotter
## Gridded Skill
diff --git a/modelskill/comparison/_collection.py b/modelskill/comparison/_collection.py
index 2a10dc868..ddeeac82c 100644
--- a/modelskill/comparison/_collection.py
+++ b/modelskill/comparison/_collection.py
@@ -12,7 +12,7 @@
from ..plotting import taylor_diagram, TaylorPoint
from ._collection_plotter import ComparerCollectionPlotter
-from ..skill import AggregatedSkill
+from ..skill import SkillTable
from ..skill_grid import SkillGrid
from ..settings import options, reset_option
@@ -415,7 +415,7 @@ def skill(
by: Optional[Union[str, List[str]]] = None,
metrics: Optional[List[str]] = None,
**kwargs,
- ) -> Optional[AggregatedSkill]:
+ ) -> Optional[SkillTable]:
"""Aggregated skill assessment of model(s)
Parameters
@@ -491,7 +491,7 @@ def skill(
res = _groupby_df(df.drop(columns=["x", "y"]), by, metrics)
res = cmp._add_as_col_if_not_in_index(df, skilldf=res)
- return AggregatedSkill(res)
+ return SkillTable(res)
def _add_as_col_if_not_in_index(
self, df, skilldf, fields=["model", "observation", "variable"]
@@ -695,7 +695,7 @@ def mean_skill(
weights: Optional[Union[str, List[float], Dict[str, float]]] = None,
metrics: Optional[list] = None,
**kwargs,
- ) -> Optional[AggregatedSkill]: # TODO raise error if no data?
+ ) -> Optional[SkillTable]: # TODO raise error if no data?
"""Weighted mean of skills
First, the skill is calculated per observation,
@@ -718,7 +718,7 @@ def mean_skill(
Returns
-------
- AggregatedSkill
+ SkillTable
mean skill assessment as a skill object
See also
@@ -789,14 +789,14 @@ def weighted_mean(x):
# output
res = cmp._add_as_col_if_not_in_index(df, res, fields=["model", "variable"])
- return AggregatedSkill(res.astype({"n": int}))
+ return SkillTable(res.astype({"n": int}))
def mean_skill_points(
self,
*,
metrics: Optional[list] = None,
**kwargs,
- ) -> Optional[AggregatedSkill]: # TODO raise error if no data?
+ ) -> Optional[SkillTable]: # TODO raise error if no data?
"""Mean skill of all observational points
All data points are pooled (disregarding which observation they belong to),
@@ -816,7 +816,7 @@ def mean_skill_points(
Returns
-------
- AggregatedSkill
+ SkillTable
mean skill assessment as a skill object
See also
diff --git a/modelskill/comparison/_comparison.py b/modelskill/comparison/_comparison.py
index c68f19526..199a08a71 100644
--- a/modelskill/comparison/_comparison.py
+++ b/modelskill/comparison/_comparison.py
@@ -32,7 +32,7 @@
TimeTypes,
IdOrNameTypes,
)
-from ..skill import AggregatedSkill
+from ..skill import SkillTable
from ..skill_grid import SkillGrid
from ..settings import options, register_option, reset_option
from ..utils import _get_name
@@ -911,7 +911,7 @@ def skill(
by: Optional[Union[str, List[str]]] = None,
metrics: Optional[list] = None,
**kwargs,
- ) -> AggregatedSkill:
+ ) -> SkillTable:
"""Skill assessment of model(s)
Parameters
@@ -926,7 +926,7 @@ def skill(
Returns
-------
- AggregatedSkill
+ SkillTable
skill assessment object
See also
@@ -969,7 +969,7 @@ def skill(
df = cmp.to_dataframe() # TODO: avoid df if possible?
res = _groupby_df(df.drop(columns=["x", "y"]), by, metrics)
res = self._add_as_col_if_not_in_index(df, skilldf=res)
- return AggregatedSkill(res)
+ return SkillTable(res)
def _add_as_col_if_not_in_index(self, df, skilldf):
"""Add a field to skilldf if unique in df"""
diff --git a/modelskill/skill.py b/modelskill/skill.py
index 0aa97fb29..a4263ea45 100644
--- a/modelskill/skill.py
+++ b/modelskill/skill.py
@@ -1,40 +1,49 @@
from __future__ import annotations
import warnings
-from typing import Iterable, Collection
-
+from typing import Iterable, Collection, overload, Hashable
import numpy as np
import pandas as pd
from matplotlib import pyplot as plt
-class AggregatedSkillPlotter:
- def __init__(self, agg_skill):
- self.agg_skill = agg_skill
+# TODO remove ?
+def _validate_multi_index(index, min_levels=2, max_levels=2):
+ errors = []
+ if isinstance(index, pd.MultiIndex):
+ if len(index.levels) < min_levels:
+ errors.append(
+ f"not possible for MultiIndex with fewer than {min_levels} levels"
+ )
+ if len(index.levels) > max_levels:
+ errors.append(
+ f"not possible for MultiIndex with more than {max_levels} levels"
+ )
+ else:
+ errors.append("only possible for MultiIndex skill objects")
+ return errors
- def _field_as_title(self, field: str, kwargs):
- if "title" not in kwargs:
- if field is not None:
- kwargs["title"] = field
- def _get_plot_df(self, field: str, level: int | str = 0) -> pd.DataFrame:
- s = self.agg_skill
+class SkillArrayPlotter:
+ def __init__(self, skillarray):
+ self.skillarray = skillarray
- # raise error if field is not a column in the dataframe
- if field not in s.df.columns:
- raise KeyError(
- f"{field} is not a valid field. Choose from {list(s.df.columns)}"
- )
+ def _name_to_title_in_kwargs(self, kwargs):
+ if "title" not in kwargs:
+ if self.skillarray.name is not None:
+ kwargs["title"] = self.skillarray.name
- if isinstance(s.df.index, pd.MultiIndex):
- df = s.df[field].unstack(level=level)
+ def _get_plot_df(self, level: int | str = 0) -> pd.DataFrame:
+ s = self.skillarray
+
+ if isinstance(s.ser.index, pd.MultiIndex):
+ df = s.ser.unstack(level=level)
else:
- df = s.df[field]
+ df = s.ser.to_frame()
return df
def line(
self,
- field: str,
level: int | str = 0,
**kwargs,
):
@@ -44,8 +53,6 @@ def line(
Parameters
----------
- field : str
- field (statistic) to plot e.g. "rmse"
level : int or str, optional
level to unstack, by default 0
kwargs : dict, optional
@@ -54,13 +61,13 @@ def line(
Examples
--------
- >>> s = comparer.skill()
- >>> s.plot.line("rmse")
- >>> s.plot.line("mae", marker="o", linestyle=':')
- >>> s.plot.line(field="bias", color=['0.2', '0.4', '0.6'])
+ >>> s = comparer.skill()["rmse"]
+ >>> s.plot.line()
+ >>> s.plot.line(marker="o", linestyle=':')
+ >>> s.plot.line(color=['0.2', '0.4', '0.6'])
"""
- df = self._get_plot_df(field, level=level)
- self._field_as_title(field, kwargs)
+ df = self._get_plot_df(level=level)
+ self._name_to_title_in_kwargs(kwargs)
axes = df.plot.line(**kwargs)
xlabels = list(df.index)
@@ -74,13 +81,11 @@ def line(
ax.set_xticklabels(xlabels, rotation=90)
return axes
- def bar(self, field: str, level: int | str = 0, **kwargs):
+ def bar(self, level: int | str = 0, **kwargs):
"""plot statistic as bar chart using pd.DataFrame.plot.bar()
Parameters
----------
- field : str
- field (statistic) to plot e.g. "rmse"
level : int or str, optional
level to unstack, by default 0
kwargs : dict, optional
@@ -93,23 +98,21 @@ def bar(self, field: str, level: int | str = 0, **kwargs):
Examples
--------
- >>> s = comparer.skill()
- >>> s.plot.bar("rmse")
- >>> s.plot.bar("mae", level="observation")
- >>> s.plot.bar(field="si", title="scatter index")
- >>> s.plot.bar("si", color=["red","blue"])
+ >>> s = comparer.skill()["rmse"]
+ >>> s.plot.bar()
+ >>> s.plot.bar(level="observation")
+ >>> s.plot.bar(title="Root Mean Squared Error")
+ >>> s.plot.bar(color=["red","blue"])
"""
- df = self._get_plot_df(field, level=level)
- self._field_as_title(field, kwargs)
+ df = self._get_plot_df(level=level)
+ self._name_to_title_in_kwargs(kwargs)
return df.plot.bar(**kwargs)
- def barh(self, field: str, level: int | str = 0, **kwargs):
+ def barh(self, level: int | str = 0, **kwargs):
"""plot statistic as horizontal bar chart using pd.DataFrame.plot.barh()
Parameters
----------
- field : str
- field (statistic) to plot e.g. "rmse"
level : int or str, optional
level to unstack, by default 0
kwargs : dict, optional
@@ -122,18 +125,17 @@ def barh(self, field: str, level: int | str = 0, **kwargs):
Examples
--------
- >>> s = comparer.skill()
- >>> s.plot.barh("rmse")
- >>> s.plot.barh("mae", level="observation")
- >>> s.plot.barh(field="si", title="scatter index")
+ >>> s = comparer.skill()["rmse"]
+ >>> s.plot.barh()
+ >>> s.plot.barh(level="observation")
+ >>> s.plot.barh(title="Root Mean Squared Error")
"""
- df = self._get_plot_df(field, level)
- self._field_as_title(field, kwargs)
+ df = self._get_plot_df(level)
+ self._name_to_title_in_kwargs(kwargs)
return df.plot.barh(**kwargs)
def grid(
self,
- field,
show_numbers=True,
precision=3,
fmt=None,
@@ -147,8 +149,6 @@ def grid(
Parameters
----------
- field : str
- field (statistic) to plot e.g. "rmse"
show_numbers : bool, optional
should values of the static be shown in the cells?, by default True
if False, a colorbar will be displayed instead
@@ -165,33 +165,33 @@ def grid(
Examples
--------
- >>> s = comparer.skill()
- >>> s.plot.grid("rmse")
- >>> s.plot.grid("n", show_numbers=False, cmap="magma")
- >>> s.plot.grid(field="bias", precision=1)
- >>> s.plot.grid('si', fmt=".0%", title="scatter index")
+ >>> s = comparer.skill()["rmse"]
+ >>> s.plot.grid()
+ >>> s.plot.grid(show_numbers=False, cmap="magma")
+ >>> s.plot.grid(precision=1)
+ >>> s.plot.grid(fmt=".0%", title="Root Mean Squared Error")
"""
- s = self.agg_skill
+ s = self.skillarray
- errors = s._validate_multi_index()
+ errors = _validate_multi_index(s.ser.index)
if len(errors) > 0:
warnings.warn("plot_grid: " + "\n".join(errors))
return None
# df = self.df[field] TODO: at_least_2d...
- df = s.df[field].unstack()
+ df = s.ser.unstack()
vmin = None
vmax = None
if cmap is None:
cmap = "OrRd"
- if field == "bias":
+ if s.name == "bias":
cmap = "coolwarm"
- mm = s.df.bias.abs().max()
+ mm = s.ser.abs().max()
vmin = -mm
vmax = mm
if title is None:
- title = field
+ title = s.name
xlabels = list(df.keys())
nx = len(xlabels)
ylabels = list(df.index)
@@ -214,7 +214,7 @@ def grid(
for jj in range(nx):
val = df.iloc[ii, jj].round(precision)
col = "w" if val > mean_val else "k"
- if field == "bias":
+ if s.name == "bias":
col = "w" if np.abs(val) > (0.7 * mm) else "k"
if fmt is not None:
val = fmt.format(val)
@@ -232,9 +232,56 @@ def grid(
plt.title(title, fontsize=14)
-class AggregatedSkill:
+class DeprecatedSkillPlotter:
+ def __init__(self, skilltable):
+ self.skilltable = skilltable
+
+ @staticmethod
+ def _deprecated_warning(method, field):
+ warnings.warn(
+ f"Selecting metric in plot functions like modelskill.skill().plot.{method}({field}) is deprecated and will be removed in a future version. Use modelskill.skill()['{field}'].plot.{method}() instead.",
+ FutureWarning,
+ )
+
+ def line(self, field: str, **kwargs):
+ self._deprecated_warning("line", field)
+ self.skilltable[field].plot.line(**kwargs)
+
+ def bar(self, field: str, **kwargs):
+ self._deprecated_warning("bar", field)
+ self.skilltable[field].plot.bar(**kwargs)
+
+ def barh(self, field: str, **kwargs):
+ self._deprecated_warning("barh", field)
+ self.skilltable[field].plot.barh(**kwargs)
+
+ def grid(self, field: str, **kwargs):
+ self._deprecated_warning("grid", field)
+ self.skilltable[field].plot.grid(**kwargs)
+
+
+class SkillArray:
+ def __init__(self, ser) -> None:
+ self.ser = ser
+ self.plot = SkillArrayPlotter(self)
+
+ def to_dataframe(self):
+ return self.ser.to_frame()
+
+ def __repr__(self):
+ return repr(self.to_dataframe())
+
+ def _repr_html_(self):
+ return self.to_dataframe()._repr_html_()
+
+ @property
+ def name(self):
+ return self.ser.name
+
+
+class SkillTable:
"""
- AggregatedSkill object for visualization and analysis returned by
+ SkillTable object for visualization and analysis returned by
the comparer's skill method. The object wraps the pd.DataFrame
class which can be accessed from the attribute df.
@@ -245,7 +292,7 @@ class which can be accessed from the attribute df.
['SW_1', 'SW_2']
>>> s.style()
>>> s.sel(model='SW_1').style()
- >>> s.plot.bar(field='rmse')
+ >>> s.rmse.plot.bar()
"""
large_is_best_metrics = [
@@ -275,12 +322,7 @@ class which can be accessed from the attribute df.
def __init__(self, df):
self.df = df
- self.plot = AggregatedSkillPlotter(self)
-
- # @property
- # def columns(self):
- # """Columns of the dataframe"""
- # return self.df.columns
+ self.plot = DeprecatedSkillPlotter(self) # TODO remove in v1.1
@property
def metrics(self) -> Collection[str]:
@@ -299,8 +341,30 @@ def __repr__(self):
def _repr_html_(self):
return self.df._repr_html_()
- def __getitem__(self, x):
- return self.df[x]
+ @overload
+ def __getitem__(self, key: Hashable | int) -> SkillArray:
+ ...
+
+ @overload
+ def __getitem__(self, key: Iterable[Hashable]) -> SkillTable:
+ ...
+
+ def __getitem__(self, key) -> SkillArray | SkillTable:
+ result = self.df.iloc[key] if isinstance(key, int) else self.df[key]
+ if isinstance(result, pd.Series):
+ return SkillArray(result)
+ elif isinstance(result, pd.DataFrame):
+ return SkillTable(result)
+ else:
+ return result
+
+ def __getattr__(self, item):
+ # Use __getitem__ for DataFrame column access
+ if item in self.df.columns:
+ return self[item] # Redirects to __getitem__
+
+ # For other attributes, return them directly
+ return getattr(self.df, item)
@property
def loc(self, *args, **kwargs):
@@ -375,7 +439,7 @@ def _sel_from_index(self, df, key, value):
return df
def sel(self, query=None, reduce_index=True, **kwargs):
- """Select a subset of the AggregatedSkill by a query,
+ """Select a subset of the SkillTable by a query,
(part of) the index, or specific columns
Parameters
@@ -392,8 +456,8 @@ def sel(self, query=None, reduce_index=True, **kwargs):
Returns
-------
- AggregatedSkill
- A subset of the orignal AggregatedSkill
+ SkillTable
+ A subset of the orignal SkillTable
Examples
--------
@@ -422,7 +486,8 @@ def sel(self, query=None, reduce_index=True, **kwargs):
)
if isinstance(df, pd.Series):
- df = df.to_frame()
+ return SkillArray(df)
+ # df = df.to_frame()
if reduce_index and isinstance(df.index, pd.MultiIndex):
df = self._reduce_index(df)
return self.__class__(df)
@@ -436,62 +501,45 @@ def _reduce_index(self, df):
levels_to_reset.append(j)
return df.reset_index(level=levels_to_reset)
- # TODO remove ?
- def _validate_multi_index(self, min_levels=2, max_levels=2):
- errors = []
- index = self.df.index
- if isinstance(index, pd.MultiIndex):
- if len(index.levels) < min_levels:
- errors.append(
- f"not possible for MultiIndex with fewer than {min_levels} levels"
- )
- if len(index.levels) > max_levels:
- errors.append(
- f"not possible for MultiIndex with more than {max_levels} levels"
- )
- else:
- errors.append("only possible for MultiIndex skill objects")
- return errors
-
# TODO remove plot_* methods in v1.1
- def plot_line(self, field, level=0, **kwargs):
- warnings.warn(
- "plot_line() is deprecated, use plot.line() instead", FutureWarning
- )
- return self.plot.line(field, level, **kwargs)
-
- def plot_bar(self, field, level=0, **kwargs):
- warnings.warn("plot_bar() is deprecated, use plot.bar() instead", FutureWarning)
- return self.plot.bar(field, level, **kwargs)
-
- def plot_barh(self, field, level=0, **kwargs):
- warnings.warn(
- "plot_barh() is deprecated, use plot.barh() instead", FutureWarning
- )
- return self.plot.barh(field, level, **kwargs)
-
- def plot_grid(
- self,
- field,
- show_numbers=True,
- precision=3,
- fmt=None,
- figsize=None,
- title=None,
- cmap=None,
- ):
- warnings.warn(
- "plot_grid() is deprecated, use plot.grid() instead", FutureWarning
- )
- return self.plot.grid(
- field=field,
- show_numbers=show_numbers,
- precision=precision,
- fmt=fmt,
- figsize=figsize,
- title=title,
- cmap=cmap,
- )
+ # def plot_line(self, field, level=0, **kwargs):
+ # warnings.warn(
+ # "plot_line() is deprecated, use plot.line() instead", FutureWarning
+ # )
+ # return self.plot.line(field, level, **kwargs)
+
+ # def plot_bar(self, field, level=0, **kwargs):
+ # warnings.warn("plot_bar() is deprecated, use plot.bar() instead", FutureWarning)
+ # return self.plot.bar(field, level, **kwargs)
+
+ # def plot_barh(self, field, level=0, **kwargs):
+ # warnings.warn(
+ # "plot_barh() is deprecated, use plot.barh() instead", FutureWarning
+ # )
+ # return self.plot.barh(field, level, **kwargs)
+
+ # def plot_grid(
+ # self,
+ # field,
+ # show_numbers=True,
+ # precision=3,
+ # fmt=None,
+ # figsize=None,
+ # title=None,
+ # cmap=None,
+ # ):
+ # warnings.warn(
+ # "plot_grid() is deprecated, use plot.grid() instead", FutureWarning
+ # )
+ # return self.plot.grid(
+ # field=field,
+ # show_numbers=show_numbers,
+ # precision=precision,
+ # fmt=fmt,
+ # figsize=figsize,
+ # title=title,
+ # cmap=cmap,
+ # )
def round(self, decimals=3):
"""round all values in dataframe
diff --git a/notebooks/Gridded_NetCDF_ModelResult.ipynb b/notebooks/Gridded_NetCDF_ModelResult.ipynb
index eb05b4018..ab9372d9c 100644
--- a/notebooks/Gridded_NetCDF_ModelResult.ipynb
+++ b/notebooks/Gridded_NetCDF_ModelResult.ipynb
@@ -448,9 +448,9 @@
" swh (time, latitude, longitude) float32 ...\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
- " history: 2021-06-07 12:25:02 GMT by grib_to_netcdf-2.16.0: /opt/ecmw...
- longitude: 20
- latitude: 11
- time: 67
longitude
(longitude)
float32
-1.0 -0.5 0.0 0.5 ... 7.5 8.0 8.5
- units :
- degrees_east
- long_name :
- longitude
array([-1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5,\n",
- " 5. , 5.5, 6. , 6.5, 7. , 7.5, 8. , 8.5], dtype=float32)
latitude
(latitude)
float32
55.0 54.5 54.0 ... 51.0 50.5 50.0
- units :
- degrees_north
- long_name :
- latitude
array([55. , 54.5, 54. , 53.5, 53. , 52.5, 52. , 51.5, 51. , 50.5, 50. ],\n",
- " dtype=float32)
time
(time)
datetime64[ns]
2017-10-27 ... 2017-10-29T18:00:00
array(['2017-10-27T00:00:00.000000000', '2017-10-27T01:00:00.000000000',\n",
+ " history: 2021-06-07 12:25:02 GMT by grib_to_netcdf-2.16.0: /opt/ecmw...
- longitude: 20
- latitude: 11
- time: 67
longitude
(longitude)
float32
-1.0 -0.5 0.0 0.5 ... 7.5 8.0 8.5
- units :
- degrees_east
- long_name :
- longitude
array([-1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5,\n",
+ " 5. , 5.5, 6. , 6.5, 7. , 7.5, 8. , 8.5], dtype=float32)
latitude
(latitude)
float32
55.0 54.5 54.0 ... 51.0 50.5 50.0
- units :
- degrees_north
- long_name :
- latitude
array([55. , 54.5, 54. , 53.5, 53. , 52.5, 52. , 51.5, 51. , 50.5, 50. ],\n",
+ " dtype=float32)
time
(time)
datetime64[ns]
2017-10-27 ... 2017-10-29T18:00:00
array(['2017-10-27T00:00:00.000000000', '2017-10-27T01:00:00.000000000',\n",
" '2017-10-27T02:00:00.000000000', '2017-10-27T03:00:00.000000000',\n",
" '2017-10-27T04:00:00.000000000', '2017-10-27T05:00:00.000000000',\n",
" '2017-10-27T06:00:00.000000000', '2017-10-27T07:00:00.000000000',\n",
@@ -483,9 +483,9 @@
" '2017-10-29T12:00:00.000000000', '2017-10-29T13:00:00.000000000',\n",
" '2017-10-29T14:00:00.000000000', '2017-10-29T15:00:00.000000000',\n",
" '2017-10-29T16:00:00.000000000', '2017-10-29T17:00:00.000000000',\n",
- " '2017-10-29T18:00:00.000000000'], dtype='datetime64[ns]')
mwd
(time, latitude, longitude)
float32
...
- units :
- Degree true
- long_name :
- Mean wave direction
[14740 values with dtype=float32]
mwp
(time, latitude, longitude)
float32
...
- units :
- s
- long_name :
- Mean wave period
[14740 values with dtype=float32]
mp2
(time, latitude, longitude)
float32
...
- units :
- s
- long_name :
- Mean zero-crossing wave period
[14740 values with dtype=float32]
pp1d
(time, latitude, longitude)
float32
...
- units :
- s
- long_name :
- Peak wave period
[14740 values with dtype=float32]
swh
(time, latitude, longitude)
float32
...
- units :
- m
- long_name :
- Significant height of combined wind waves and swell
[14740 values with dtype=float32]
PandasIndex
PandasIndex(Index([-1.0, -0.5, 0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5,\n",
+ " '2017-10-29T18:00:00.000000000'], dtype='datetime64[ns]')
mwd
(time, latitude, longitude)
float32
...
- units :
- Degree true
- long_name :
- Mean wave direction
[14740 values with dtype=float32]
mwp
(time, latitude, longitude)
float32
...
- units :
- s
- long_name :
- Mean wave period
[14740 values with dtype=float32]
mp2
(time, latitude, longitude)
float32
...
- units :
- s
- long_name :
- Mean zero-crossing wave period
[14740 values with dtype=float32]
pp1d
(time, latitude, longitude)
float32
...
- units :
- s
- long_name :
- Peak wave period
[14740 values with dtype=float32]
swh
(time, latitude, longitude)
float32
...
- units :
- m
- long_name :
- Significant height of combined wind waves and swell
[14740 values with dtype=float32]
PandasIndex
PandasIndex(Index([-1.0, -0.5, 0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5,\n",
" 5.0, 5.5, 6.0, 6.5, 7.0, 7.5, 8.0, 8.5],\n",
- " dtype='float32', name='longitude'))
PandasIndex
PandasIndex(Index([55.0, 54.5, 54.0, 53.5, 53.0, 52.5, 52.0, 51.5, 51.0, 50.5, 50.0], dtype='float32', name='latitude'))
PandasIndex
PandasIndex(DatetimeIndex(['2017-10-27 00:00:00', '2017-10-27 01:00:00',\n",
+ " dtype='float32', name='longitude'))
PandasIndex
PandasIndex(Index([55.0, 54.5, 54.0, 53.5, 53.0, 52.5, 52.0, 51.5, 51.0, 50.5, 50.0], dtype='float32', name='latitude'))
PandasIndex
PandasIndex(DatetimeIndex(['2017-10-27 00:00:00', '2017-10-27 01:00:00',\n",
" '2017-10-27 02:00:00', '2017-10-27 03:00:00',\n",
" '2017-10-27 04:00:00', '2017-10-27 05:00:00',\n",
" '2017-10-27 06:00:00', '2017-10-27 07:00:00',\n",
@@ -519,7 +519,7 @@
" '2017-10-29 14:00:00', '2017-10-29 15:00:00',\n",
" '2017-10-29 16:00:00', '2017-10-29 17:00:00',\n",
" '2017-10-29 18:00:00'],\n",
- " dtype='datetime64[ns]', name='time', freq=None))
- Conventions :
- CF-1.6
- history :
- 2021-06-07 12:25:02 GMT by grib_to_netcdf-2.16.0: /opt/ecmwf/eccodes/bin/grib_to_netcdf -S param -o /cache/data8/adaptor.mars.internal-1623068689.815175-27387-9-f370172c-9b84-4760-b5e5-32e00e3964bd.nc /cache/tmp/f370172c-9b84-4760-b5e5-32e00e3964bd-adaptor.mars.internal-1623068689.81571-27387-2-tmp.grib
"
+ " dtype='datetime64[ns]', name='time', freq=None))
- Conventions :
- CF-1.6
- history :
- 2021-06-07 12:25:02 GMT by grib_to_netcdf-2.16.0: /opt/ecmwf/eccodes/bin/grib_to_netcdf -S param -o /cache/data8/adaptor.mars.internal-1623068689.815175-27387-9-f370172c-9b84-4760-b5e5-32e00e3964bd.nc /cache/tmp/f370172c-9b84-4760-b5e5-32e00e3964bd-adaptor.mars.internal-1623068689.81571-27387-2-tmp.grib
"
],
"text/plain": [
"\n",
@@ -566,7 +566,7 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"execution_count": 6,
@@ -957,9 +957,9 @@
" * time (time) datetime64[ns] 2017-10-27 ... 2017-10-29T18:00:00\n",
"Attributes:\n",
" units: m\n",
- " long_name: Significant height of combined wind waves and swellx
(x)
float32
-1.0 -0.5 0.0 0.5 ... 7.5 8.0 8.5
- units :
- degrees_east
- long_name :
- longitude
array([-1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5,\n",
- " 5. , 5.5, 6. , 6.5, 7. , 7.5, 8. , 8.5], dtype=float32)
y
(y)
float32
55.0 54.5 54.0 ... 51.0 50.5 50.0
- units :
- degrees_north
- long_name :
- latitude
array([55. , 54.5, 54. , 53.5, 53. , 52.5, 52. , 51.5, 51. , 50.5, 50. ],\n",
- " dtype=float32)
time
(time)
datetime64[ns]
2017-10-27 ... 2017-10-29T18:00:00
array(['2017-10-27T00:00:00.000000000', '2017-10-27T01:00:00.000000000',\n",
+ " long_name: Significant height of combined wind waves and swell
x
(x)
float32
-1.0 -0.5 0.0 0.5 ... 7.5 8.0 8.5
- units :
- degrees_east
- long_name :
- longitude
array([-1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5,\n",
+ " 5. , 5.5, 6. , 6.5, 7. , 7.5, 8. , 8.5], dtype=float32)
y
(y)
float32
55.0 54.5 54.0 ... 51.0 50.5 50.0
- units :
- degrees_north
- long_name :
- latitude
array([55. , 54.5, 54. , 53.5, 53. , 52.5, 52. , 51.5, 51. , 50.5, 50. ],\n",
+ " dtype=float32)
time
(time)
datetime64[ns]
2017-10-27 ... 2017-10-29T18:00:00
array(['2017-10-27T00:00:00.000000000', '2017-10-27T01:00:00.000000000',\n",
" '2017-10-27T02:00:00.000000000', '2017-10-27T03:00:00.000000000',\n",
" '2017-10-27T04:00:00.000000000', '2017-10-27T05:00:00.000000000',\n",
" '2017-10-27T06:00:00.000000000', '2017-10-27T07:00:00.000000000',\n",
@@ -992,9 +992,9 @@
" '2017-10-29T12:00:00.000000000', '2017-10-29T13:00:00.000000000',\n",
" '2017-10-29T14:00:00.000000000', '2017-10-29T15:00:00.000000000',\n",
" '2017-10-29T16:00:00.000000000', '2017-10-29T17:00:00.000000000',\n",
- " '2017-10-29T18:00:00.000000000'], dtype='datetime64[ns]')
PandasIndex
PandasIndex(Index([-1.0, -0.5, 0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5,\n",
+ " '2017-10-29T18:00:00.000000000'], dtype='datetime64[ns]')
PandasIndex
PandasIndex(Index([-1.0, -0.5, 0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5,\n",
" 5.0, 5.5, 6.0, 6.5, 7.0, 7.5, 8.0, 8.5],\n",
- " dtype='float32', name='x'))
PandasIndex
PandasIndex(Index([55.0, 54.5, 54.0, 53.5, 53.0, 52.5, 52.0, 51.5, 51.0, 50.5, 50.0], dtype='float32', name='y'))
PandasIndex
PandasIndex(DatetimeIndex(['2017-10-27 00:00:00', '2017-10-27 01:00:00',\n",
+ " dtype='float32', name='x'))
PandasIndex
PandasIndex(Index([55.0, 54.5, 54.0, 53.5, 53.0, 52.5, 52.0, 51.5, 51.0, 50.5, 50.0], dtype='float32', name='y'))
PandasIndex
PandasIndex(DatetimeIndex(['2017-10-27 00:00:00', '2017-10-27 01:00:00',\n",
" '2017-10-27 02:00:00', '2017-10-27 03:00:00',\n",
" '2017-10-27 04:00:00', '2017-10-27 05:00:00',\n",
" '2017-10-27 06:00:00', '2017-10-27 07:00:00',\n",
@@ -1028,7 +1028,7 @@
" '2017-10-29 14:00:00', '2017-10-29 15:00:00',\n",
" '2017-10-29 16:00:00', '2017-10-29 17:00:00',\n",
" '2017-10-29 18:00:00'],\n",
- " dtype='datetime64[ns]', name='time', freq=None))
- units :
- m
- long_name :
- Significant height of combined wind waves and swell
"
+ " dtype='datetime64[ns]', name='time', freq=None))
- units :
- m
- long_name :
- Significant height of combined wind waves and swell
"
],
"text/plain": [
"\n",
@@ -1443,13 +1443,14 @@
"Data variables:\n",
" ERA5 (time) float32 1.22 1.347 1.466 1.612 1.793\n",
"Attributes:\n",
- " gtype: point- gtype :
- point
- modelskill_version :
- 1.0.a2
"
],
"text/plain": [
"\n",
@@ -1462,7 +1463,8 @@
"Data variables:\n",
" ERA5 (time) float32 1.22 1.347 1.466 1.612 1.793\n",
"Attributes:\n",
- " gtype: point"
+ " gtype: point\n",
+ " modelskill_version: 1.0.a2"
]
},
"execution_count": 8,
@@ -1855,12 +1857,13 @@
"Data variables:\n",
" ERA5 (time) float64 1.439 1.464 1.489 1.514 1.538\n",
"Attributes:\n",
- " gtype: track- gtype :
- track
- modelskill_version :
- 1.0.a2
"
],
"text/plain": [
"\n",
@@ -1873,7 +1876,8 @@
"Data variables:\n",
" ERA5 (time) float64 1.439 1.464 1.489 1.514 1.538\n",
"Attributes:\n",
- " gtype: track"
+ " gtype: track\n",
+ " modelskill_version: 1.0.a2"
]
},
"execution_count": 9,
@@ -1903,7 +1907,7 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"execution_count": 10,
@@ -1968,7 +1972,7 @@
},
{
"data": {
- "image/png": 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",
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},
"execution_count": 15,
@@ -2361,7 +2365,7 @@
"outputs": [
{
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cuLHGjx+vFStWaO/evTp48KASEhJKVTsA4PZXpkAQHR2tgIAAOTo6KigoSNu3by/Vejt37pStrW2JQ913krp166p379569913dfny5SLvX7hwoUjb2LFjtXXrVj3yyCPy8PAolzrGjh2r5ORkq65H8Pf3V+3atYutGwBQPVk9MVFCQoIiIyMVHR2tzp07a/ny5QoNDdXBgwfVsGHDEtfLzMzUyJEj9cc//lGnT5++paJriujoaHXq1EkdOnTQvHnz1Lp1a+Xn5ysxMVFLly4tMnrQvHlznTlzRrVr177hdi9evKj09HSLttq1a8vV1bVI36eeekqDBw+2uIjx9+bOnasrV66ob9++atSokS5cuKC3335beXl56tmzp3UHDAC4bVkdCBYtWqRx48Zp/PjxkqTFixdrw4YNWrp0qebPn1/iehMmTNCTTz4pGxsbffzxx2UuuLSqw8yBAQEB2rt3r1577TVNnTpVaWlpuuuuuxQUFKSlS5cWu46np+dNtzt79mzNnj3bom3ChAlatmxZkb62trby8vIqcVvdunXTu+++q5EjR+r06dPy8PDQ/fffr40bNyowMPCmtQAAqgerAkFubq727NmjGTNmWLT36tVLu3btKnG9uLg4HTlyRH//+9/16quv3nQ/OTk5FlexZ2VlWVNmteLj46N33nlH77zzTrHv/37GwOJcf2rhZv39/f3NFzQWp02bNhbvh4SEKCQk5IbbBABUf1ZdQ3DmzBkVFBTI29vbot3b27vIEPU1P/30k2bMmKH333+/2El0ijN//ny5ubmZFz8/P2vKBAAAVirTRYXX3ypnGEaxt88VFBToySef1Msvv6x777231NufOXOmMjMzzcvvZ+gDAADlz6pTBl5eXrKxsSkyGpCRkVFk1EC6enHbN998o5SUFE2ePFmSVFhYKMMwZGtrq40bN6pHjx5F1nNwcJCDg4M1pQEAgFtg1QiBvb29goKClJiYaNGemJioTp06Fenv6uqq/fv3W0yQEx4ersDAwBInywEAAJXP6rsMoqKiFBYWpnbt2ik4OFgxMTFKTU1VeHi4pKvD/adOndLq1atVq1atIpPd1KtXT46OjjecBAcAAFQuqwPBkCFDdPbsWfMjdlu2bKn169erUaNGkqS0tDSlpqaWe6EAAKDimIwb3YN2m8jKypKbm5syMzOLTK6TnZ2tY8eOmWdORM12p/+8/Wd8XuH7qA5zeAAovRt9hv4ezzIAAAAEAgAAUIZrCKqNuW6VvL/Myt0fAFQgTk/deRghqEKjR4+WyWQqsvTp00fS1WmGr7U5OTmpWbNmevPNN4udenjXrl2ysbExr3u94vZT3LMNAAB3ppo7QlBN9OnTR3FxcRZtv5+Uad68eXrqqaeUnZ2tTZs26ZlnnpGrq6smTJhgsU5sbKwiIiK0YsUKpaamFvvkybi4OIvA4OZWyaMoAIDbFiMEVczBwUH169e3WDw8PMzv16lTR/Xr15e/v7/Gjx+v1q1ba+PGjRbbuHz5sv7xj3/omWeeUf/+/RUfH1/svtzd3S324+TkVJGHBgCoRggE1YRhGEpOTtahQ4dkZ2dn8V5CQoICAwMVGBioESNGKC4urtjTCpMnT5aXl5fat2+vZcuWqbCwsLLKBwDc5ggEVeyzzz6Ti4uLxfLKK6+Y33/++efl4uIiBwcHhYSEyDAMTZkyxWIbK1eu1IgRIyRdPQVx6dIlbd682aLPK6+8oo8++kibNm3S0KFDNXXqVP35z3+u+AMEAFQLXENQxUJCQrR06VKLtrp165q/njZtmkaPHq1ff/1Vs2bNUo8ePSyeG3H48GF99dVXWrdunSTJ1tZWQ4YMUWxsrB566CFzvxdffNH8dZs2bSRdvT7h9+0AgDsXgaCKOTs7q0mTJiW+7+XlpSZNmqhJkyZau3atmjRpogceeMD8Yb9y5Url5+erQYMG5nUMw5CdnZ3Onz9vcT3C7z3wwAPKysrS6dOni31SJQDgzsIpg2rEw8NDEREReu6552QYhvLz87V69Wq99dZbFk+U/Pbbb9WoUSO9//77JW4rJSVFjo6Ocnd3r7wDAADcthghqGI5OTlKT0+3aLO1tZWXl1ex/SdNmqQ33nhDa9eula2trc6fP69x48YVuYVw0KBBWrlypSZPnqx///vfSk9PV3BwsJycnJSUlKRZs2bp6aeftrjFEQBw56q5gaCazBz4xRdfyMfHx6ItMDBQP/zwQ7H977rrLoWFhWnu3LkKCAjQQw89VOx8Ao8//rj+/Oc/a+/evbKzs1N0dLSioqJUWFioe+65R/PmzdOkSZMq5JgAANVPzQ0E1UB8fHyJcwZI0vHjx4ttj4mJuem227Zta3HrYUkzGAIAIHENAQAAECMEAK5XWQ8Gqyan9YA7BSMEAACAQAAAAAgEAABABAIAACAuKgRQRVqtalUp+9k/an+l7Aeo7ggEAICqwR0ttxVOGQAAgJo7QlBZw5HXMCwJAKjOGCGoQqNHj5bJZFJ4eHiR9yZOnCiTyaTRo0eb+w4cONBi3d+/lqR//vOfcnR01IIFCyRJc+fOlclkKrI0a9ZMkpSXl6fnn39erVq1krOzs3x9fTVy5Ej973//s9huTEyMunfvLldXV5lMJl24cKFIvUlJSQoJCVHdunVVu3ZtNW3aVKNGjVJ+fr4uXbokOzs7JSQkWKwzZMgQmUwmHTlyxKK9cePGeuGFF0rzLQQAlBMCQRXz8/PTmjVr9Ntvv5nbsrOz9eGHH6phw4al3s6KFSs0fPhwvfPOO5o+fbq5vUWLFkpLS7NYduzYIUm6cuWK9u7dq5deekl79+7VunXr9OOPP+rhhx+22PaVK1fUp0+fEj+kDxw4oNDQULVv317btm3T/v37tWTJEtnZ2amwsFAuLi5q166dkpKSLNbbunWr/Pz8LNp/+eUXHT16VCEhIaU+dgDArauxpwyqi7Zt2+ro0aNat26dhg8fLklat26d/Pz8dM8995RqGwsWLNDs2bP1wQcf6PHHH7d4z9bWVvXr1y92PTc3NyUmJlq0LVmyRB06dFBqaqo5kERGRkqSkpOTi91OYmKifHx8zCMT0tW/8n//QKWQkBCtW7fO/PrQoUP67bffFBkZqeTkZI0fP17S1ZEGOzs7de7cuVTHDgAoH4wQ3AbGjBmjuLg48+vY2FiNHTu2VOvOmDFDr7zyij777LMiYaAsMjMzZTKZ5O7uXup16tevr7S0NG3btq3EPiEhITp8+LDS0tIkXf3g79q1q3r06GERNJKSktSxY0fVrl27rIcAACgDAsFtICwsTDt27NDx48d14sQJ7dy5UyNGjLjpev/5z3/0xhtv6JNPPtFDDz1UbJ/9+/fLxcXFYrn21/j1srOzNWPGDD355JNydXUtdf2DBw/WsGHD1K1bN/n4+OjRRx/VO++8o6ysLHOfzp07y87Ozvzhn5ycrG7duqlt27bKzMzUTz/9ZG7ndAEAVD4CwW3Ay8tL/fr106pVqxQXF6d+/frJy8vrpuu1bt1a/v7+mj17ti5evFhsn8DAQO3bt89iee2114r0y8vL09ChQ1VYWKjo6Gir6rexsVFcXJx++eUXLViwQL6+vnrttdfM1y9IUu3atdWhQwdzINi6dau6d+8uW1tbde7cWcnJyUpNTdWxY8fUo0cPq/YPALh1BILbxNixYxUfH69Vq1aV+nRBgwYNtHXrVqWlpalPnz7FhgJ7e3s1adLEYvH29rbok5eXpyeeeELHjh1TYmKiVaMD19cTFhamd999VwcPHlR2draWLVtmfj8kJERJSUk6cOCAfvvtN7Vt21aS1K1bNyUlJSkpKUmOjo564IEHyrR/AEDZEQhuE3369FFubq5yc3PVu3fvUq/XsGFDbd26VRkZGerVq5fFMH1pXAsDP/30kzZt2iRPT09rSy+Wh4eHfHx8dPnyZXNbSEiIfvrpJ33wwQfq0qWLbGxsJF0NBMnJyUpOTlZwcLAcHR3LpQYAQOlxl8FtwsbGRocOHTJ/bY27777bfO69V69e2rBhg9zcrk4Jmp+fr/T0dIv+JpNJ3t7eys/P16BBg7R371599tlnKigoMPetW7eu7O3tJUnp6elKT0/Xzz//LOnqdQl16tRRw4YNVbduXS1fvlz79u3To48+qsaNGys7O1urV6/WgQMHtGTJEvN+O3XqJAcHBy1ZskSzZs0yt7dv316ZmZlau3atpk2bZuV3DgBQHmpsIKiOMweWdahe+r/TByEhIerZs6c2btwo6eocAT4+PhZ9HRwclJ2drV9++UWffvqpJKlNmzYWfZKSktS9e3dJ0rJly/Tyyy+b33vwwQclSXFxcRo9erQ6dOigHTt2KDw8XP/73//k4uKiFi1a6OOPP1a3bt3M6107HXDt+oFr7OzsFBwcrM2bN3NBIQBUEZNhGEZVF3EzWVlZcnNzU2ZmZpEPzezsbB07dkwBAQEMNd8B7vSft/+Mzyt8H8cdn6zwfUhSq4DST7x1K6rjHwe3g5r0u3anP9zoRp+hv1emawiio6PN/yEHBQVp+/btJfbdsWOHOnfuLE9PTzk5OalZs2b6y1/+UpbdAgCACmL1KYOEhARFRkYqOjpanTt31vLlyxUaGqqDBw8WO9Wus7OzJk+erNatW8vZ2Vk7duzQhAkT5OzsrKeffrpcDgIAANwaq0cIFi1apHHjxmn8+PFq3ry5Fi9eLD8/Py1durTY/vfff7+GDRumFi1ayN/fXyNGjFDv3r1vOKoAAAAql1WBIDc3V3v27FGvXr0s2nv16qVdu3aVahspKSnatWuXxcVm18vJyVFWVpbFcjPV4FIIlAN+zgBQMawKBGfOnFFBQUGRiW28vb2L3Np2vbvvvlsODg5q166dJk2aVOL0uZI0f/58ubm5mRc/P78S+9rZ2Um6+kQ+1HzXfs7Xfu4AgPJRptsOTSaTxWvDMIq0XW/79u26dOmSdu/erRkzZqhJkyYaNmxYsX1nzpypqKgo8+usrKwSQ4GNjY3c3d2VkZEh6eoUuTerBdWPYRi6cuWKMjIy5O7ubvVcDQCAG7MqEHh5ecnGxqbIaEBGRkaRUYPrBQQESJJatWql06dPa+7cuSUGAgcHBzk4OJS6rmuP970WClBzubu7l/g4ZwBA2VkVCOzt7RUUFKTExEQ9+uij5vbExEQ98sgjpd6OYRjKycmxZtc3ZDKZ5OPjo3r16ikvL6/ctovbi52dHSMDAFBBrD5lEBUVpbCwMLVr107BwcGKiYlRamqqwsPDJV0d7j916pRWr14tSXr33XfVsGFDNWvWTNLVeQkWLlyoiIiIcjyMq2xsbPjAAACgDKwOBEOGDNHZs2c1b948paWlqWXLllq/fr0aNWokSUpLS1Nqaqq5f2FhoWbOnKljx47J1tZWjRs31uuvv64JEyaU31EAAIBbUu2nLgbuJDVpOlmmLr691aTfNaYursCpiwEAQM1CIAAAAAQCAABAIAAAACIQAAAAlXHqYliqlKtxX+9X4fsAANy5GCEAAAAEAgAAQCAAAAAiEAAAABEIAACACAQAAEDcdggAqOFarWpVKfup7g/SYoQAAAAQCAAAAIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAADx+OPqY65bJe0ns3L2AwC4rTBCAAAACAQAAIBAAAAARCAAAAAiEAAAABEIAACACAQAAEBlDATR0dEKCAiQo6OjgoKCtH379hL7rlu3Tj179tRdd90lV1dXBQcHa8OGDWUuGAAAlD+rA0FCQoIiIyM1a9YspaSkqGvXrgoNDVVqamqx/bdt26aePXtq/fr12rNnj0JCQjRgwAClpKTccvEAAKB8WB0IFi1apHHjxmn8+PFq3ry5Fi9eLD8/Py1durTY/osXL9b06dPVvn17NW3aVH/+85/VtGlT/fvf/77l4gEAQPmwKhDk5uZqz5496tWrl0V7r169tGvXrlJto7CwUBcvXlTdunVL7JOTk6OsrCyLBQAAVByrAsGZM2dUUFAgb29vi3Zvb2+lp6eXahtvvfWWLl++rCeeeKLEPvPnz5ebm5t58fPzs6ZMAABgpTJdVGgymSxeG4ZRpK04H374oebOnauEhATVq1evxH4zZ85UZmameTl58mRZygQAAKVk1dMOvby8ZGNjU2Q0ICMjo8iowfUSEhI0btw4ffTRR3rooYdu2NfBwUEODg7WlAYAAG6BVSME9vb2CgoKUmJiokV7YmKiOnXqVOJ6H374oUaPHq0PPvhA/fr1K1ulAACgwlg1QiBJUVFRCgsLU7t27RQcHKyYmBilpqYqPDxc0tXh/lOnTmn16tWSroaBkSNH6q9//aseeOAB8+iCk5OT3NzcyvFQAABAWVkdCIYMGaKzZ89q3rx5SktLU8uWLbV+/Xo1atRIkpSWlmYxJ8Hy5cuVn5+vSZMmadKkSeb2UaNGKT4+/taPAOWq1apWlbKf/aP2V8p+AAClY3UgkKSJEydq4sSJxb53/Yd8cnJyWXYBAAAqEc8yAAAABAIAAEAgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAACVMRBER0crICBAjo6OCgoK0vbt20vsm5aWpieffFKBgYGqVauWIiMjy1orAACoIFYHgoSEBEVGRmrWrFlKSUlR165dFRoaqtTU1GL75+Tk6K677tKsWbN033333XLBAACg/FkdCBYtWqRx48Zp/Pjxat68uRYvXiw/Pz8tXbq02P7+/v7661//qpEjR8rNza1U+8jJyVFWVpbFAgAAKo5VgSA3N1d79uxRr169LNp79eqlXbt2lVtR8+fPl5ubm3nx8/Mrt20DAICirAoEZ86cUUFBgby9vS3avb29lZ6eXm5FzZw5U5mZmebl5MmT5bZtAABQlG1ZVjKZTBavDcMo0nYrHBwc5ODgUG7bAwAAN2bVCIGXl5dsbGyKjAZkZGQUGTUAAADVh1WBwN7eXkFBQUpMTLRoT0xMVKdOncq1MAAAUHmsPmUQFRWlsLAwtWvXTsHBwYqJiVFqaqrCw8MlXT3/f+rUKa1evdq8zr59+yRJly5d0q+//qp9+/bJ3t5ef/jDH8rnKAAAwC2xOhAMGTJEZ8+e1bx585SWlqaWLVtq/fr1atSokaSrExFdPyfB/fffb/56z549+uCDD9SoUSMdP3781qoHAADlokwXFU6cOFETJ04s9r34+PgibYZhlGU3AACgkvAsAwAAQCAAAAAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAoDIGgujoaAUEBMjR0VFBQUHavn37Dftv3bpVQUFBcnR01D333KNly5aVqVgAAFAxrA4ECQkJioyM1KxZs5SSkqKuXbsqNDRUqampxfY/duyY+vbtq65duyolJUUvvPCCpkyZorVr195y8QAAoHzYWrvCokWLNG7cOI0fP16StHjxYm3YsEFLly7V/Pnzi/RftmyZGjZsqMWLF0uSmjdvrm+++UYLFy7U448/Xuw+cnJylJOTY36dmZkpScrKyrK23EpRmHOlwveRZTIqfB+SVPBbQaXs53b9Wd7u+F2zHr9rZcPvmvVu19+1a3UZxk2+34YVcnJyDBsbG2PdunUW7VOmTDEefPDBYtfp2rWrMWXKFIu2devWGba2tkZubm6x68yZM8eQxMLCwsLCwlJOy8mTJ2/4GW/VCMGZM2dUUFAgb29vi3Zvb2+lp6cXu056enqx/fPz83XmzBn5+PgUWWfmzJmKiooyvy4sLNS5c+fk6ekpk8lkTcl3rKysLPn5+enkyZNydXWt6nJQg/G7hsrC71rZGIahixcvytfX94b9rD5lIKnIh7JhGDf8oC6uf3Ht1zg4OMjBwcGizd3dvQyVwtXVlX84qBT8rqGy8LtmPTc3t5v2seqiQi8vL9nY2BQZDcjIyCgyCnBN/fr1i+1va2srT09Pa3YPAAAqiFWBwN7eXkFBQUpMTLRoT0xMVKdOnYpdJzg4uEj/jRs3ql27drKzs7OyXAAAUBGsvu0wKipKK1asUGxsrA4dOqRnn31WqampCg8Pl3T1/P/IkSPN/cPDw3XixAlFRUXp0KFDio2N1cqVK/Xcc8+V31GgCAcHB82ZM6fIqRegvPG7hsrC71rFMhnGze5DKCo6OloLFixQWlqaWrZsqb/85S968MEHJUmjR4/W8ePHlZycbO6/detWPfvsszpw4IB8fX31/PPPmwMEAACoemUKBAAAoGbhWQYAAIBAAAAACAQAAEAEAgAAIAIBAAAQgQBABfj111+rugQAViIQ3CEOHTqke+65p6rLQA1mGIbWr1+vxx57THfffXdVlwPASgSCO0Rubq5OnDhR1WWgBjp69KhefPFFNWzYUMOHD1ft2rW1Zs2aqi4L1VxeXp6mT5+uJk2aqEOHDoqLi7N4//Tp07Kxsami6mqmMj3tEMCdLTs7W//85z+1YsUK7d69Wz179lRaWpr27dunli1bVnV5qAFee+01rV69Ws8995wuXLigZ599Vrt379by5cvNfZhXr3wRCABYZeLEiVqzZo0CAwM1YsQIrV27Vp6enrKzs1OtWgw6ony8//77WrFihfr37y9JGjNmjEJDQzVmzBjFxsZKkkwmU1WWWOPwrxeAVWJiYvTMM89o48aNmjRpEo8xR4U4deqUxWhT48aNlZycrP/+978KCwtTQUFBFVZXMzFCUEN4eHjcMC3n5+dXYjWoyVavXq24uDj5+PioX79+CgsLU58+faq6LNQw9evX15EjR+Tv729u8/X11ZYtWxQSEqJRo0ZVXXE1FA83qiFWrVpVqn78I0J5OX78uOLi4hQfH68rV67o3LlzSkhI0KBBg6q6NNQA48ePl2EYWrlyZZH3Tp06pe7du+vo0aOMFJQjAgGAW2IYhjZs2KDY2Fh9+umn8vLy0mOPPaa33367qktDNXbixAn98MMP6t27d7Hvp6WlaePGjfyRU44IBDXIRx99pI8//lh5eXl66KGH9PTTT1d1SbjDnDt3znxK4dtvv63qclADzJ8/X97e3ho7dqxFe2xsrH799Vc9//zzVVRZzUMgqCFiYmIUHh6upk2bytHRUd9//72mT5+u+fPnV3VpAFBm/v7++uCDD9SpUyeL9i+//FJDhw7VsWPHqqiymodAUEO0atVKAwcO1CuvvCJJio+PV0REhC5evFjFlaGmmTdv3k37mEwmvfTSS5VQDWo6R0dHHTp0SAEBARbtR48e1R/+8AdlZ2dXUWU1D4GghnB2dtb+/fvN0xMXFBTIyclJqampql+/fhVXh5rk/vvvL/E9k8mkw4cPKzs7m4u9UC6aNm2qOXPmaMSIERbtf/vb3zRnzhwdPXq0iiqrebjtsIb47bff5OLiYn5tY2MjBwcHXblypQqrQk2UkpJSbPu+ffs0Y8YMff/993rqqacquSrUVOPHj1dkZKTy8vLUo0cPSdLmzZs1ffp0TZ06tYqrq1kIBDXIihUrLEJBfn6+4uPj5eXlZW6bMmVKVZSGGuzYsWN66aWXlJCQoMcee0wHDhxQ06ZNq7os1BDTp0/XuXPnNHHiROXm5kq6ehrh+eef18yZM6u4upqFUwY1hL+//02n8TSZTAyvodycOXNGL7/8smJiYtSlSxe9/vrrat++fVWXhRrq0qVLOnTokJycnNS0aVM5ODhUdUk1DoEAgFUuX76shQsXatGiRWrSpInmz5+vXr16VXVZAG4RgaCG6Nu3rz788EO5ublJuvqksEmTJsnd3V2SdPbsWXXt2lUHDx6swipRE9SvX18XL15URESEhg0bVuLIVOvWrSu5MgC3gkBQQ9SqVUvp6emqV6+eJMnV1VX79u0z33Vw+vRp+fr6cuU3btnvn2hoMpksHkF77bXJZOJ3DahmuKiwhiLnoaIwEQxQMxEIAFjFw8NDrq6uN+yzZcsWNWrUqJIqAlAeat28C6oDk8lU5Fzuze46AMqif//+N5wdLikpSQ8//HAlVgSgPDBCUEMYhqHRo0ebb8XJzs5WeHi4nJ2dJUk5OTlVWR5qkHPnzmnw4MH6+OOPZWNjY/He1q1bNWDAAI0fP76KqgNQVlxUWEOMGTOmVP3i4uIquBLUdP/73//UtWtXBQcH6+9//7u5fdu2berXr59Gjx6tJUuWVGGFAMqCQADAakeOHFHXrl01aNAgvf3229qxY4dCQ0MVFham6Ojoqi4PQBkQCACUyXfffafu3bvr4Ycf1r/+9S8NHTpUy5cvr+qyAJQRgQCAVbKyssxf79y5U48++qgGDhyo5cuXW1zIerM7EQDcXggEAKxSq1Ytiw/+a/+FXGtjYiKgeuIuAwBW2bJlC7e0AjUQIwQArPL7UwY3wikDoHohEACwyvWnDErCKQOgeuGUAQCrJCUlmb82DEN9+/bVihUr1KBBgyqsCsCtYoQAwC2pU6eOvv32W/OTNQFUTzzLAAAAEAgAAACBAEA54DZEoPrjokIAVnnssccsXl//ZM1r1q1bV5llAbhFBAIAVnFzc7N4PWLEiCqqBEB54i4DAADANQQAAIBAAAAARCAAAAAiEAAAABEIgBohOTlZJpNJFy5cqOpSys3o0aM1cODAqi4DuGNw2yGAKnX8+HEFBAQoJSVFbdq0Mbf/9a9/FTdBAZWHQACgTHJzc2Vvb19h279+vgMAFYtTBkA1kZOToylTpqhevXpydHRUly5d9PXXX1v02blzp+677z45OjqqY8eO2r9/v/m9EydOaMCAAfLw8JCzs7NatGih9evXm98/ePCg+vbtKxcXF3l7eyssLExnzpwxv9+9e3dNnjxZUVFR8vLyUs+ePTVs2DANHTrUooa8vDx5eXkpLi5OkvTFF1+oS5cucnd3l6enp/r3768jR46Y+wcEBEiS7r//fplMJnXv3l1S0VMGNzv+a6dNNm/erHbt2ql27drq1KmTDh8+XMbvOHBnIRAA1cT06dO1du1arVq1Snv37lWTJk3Uu3dvnTt3ztxn2rRpWrhwob7++mvVq1dPDz/8sPLy8iRJkyZNUk5OjrZt26b9+/frjTfekIuLiyQpLS1N3bp1U5s2bfTNN9/oiy++0OnTp/XEE09Y1LBq1SrZ2tpq586dWr58uYYPH65PP/1Uly5dMvfZsGGDLl++rMcff1ySdPnyZUVFRenrr7/W5s2bVatWLT366KMqLCyUJH311VeSpE2bNiktLa3EKY9Lc/ySNGvWLL311lv65ptvZGtrq7Fjx97Ktx24cxgAbnuXLl0y7OzsjPfff9/clpuba/j6+hoLFiwwkpKSDEnGmjVrzO+fPXvWcHJyMhISEgzDMIxWrVoZc+fOLXb7L730ktGrVy+LtpMnTxqSjMOHDxuGYRjdunUz2rRpY9EnNzfX8PLyMlavXm1uGzZsmDF48OASjyUjI8OQZOzfv98wDMM4duyYIclISUmx6Ddq1CjjkUceKdXxG4Zh/h5s2rTJ3Ofzzz83JBm//fZbifUAuIoRAqAaOHLkiPLy8tS5c2dzm52dnTp06KBDhw6Z24KDg81f161bV4GBgeb3p0yZoldffVWdO3fWnDlz9N1335n77tmzR0lJSXJxcTEvzZo1M+/7mnbt2lnUZWdnp8GDB+v999+XdHU04JNPPtHw4cMtan/yySd1zz33yNXV1XyKIDU1tdyPX5Jat25t/trHx0eSlJGRUep9AXcqAgFQDRj//2r76x8zbBjGTR89fO398ePH6+jRowoLC9P+/fvVrl07LVmyRJJUWFioAQMGaN++fRbLTz/9pAcffNC8reufaChJw4cP16ZNm5SRkaGPP/5Yjo6OCg0NNb8/YMAAnT17Vu+9956+/PJLffnll5KuXpRYEcdvZ2dX5NivnZ4AUDICAVANNGnSRPb29tqxY4e5LS8vT998842aN29ubtu9e7f56/Pnz+vHH380/6UvSX5+fgoPD9e6des0depUvffee5Kktm3b6sCBA/L391eTJk0sluJCwO916tRJfn5+SkhI0Pvvv6/Bgweb7z44e/asDh06pBdffFF//OMf1bx5c50/f95i/Wt9CwoKbvn4AZQdtx0C1YCzs7OeeeYZTZs2TXXr1lXDhg21YMECXblyRePGjdO3334rSZo3b548PT3l7e2tWbNmycvLy3ylfmRkpEJDQ3Xvvffq/Pnz2rJli/nDdNKkSXrvvfc0bNgwTZs2TV5eXvr555+1Zs0avffee7KxsSmxNpPJpCeffFLLli3Tjz/+qKSkJPN7Hh4e8vT0VExMjHx8fJSamqoZM2ZYrF+vXj05OTnpiy++0N133y1HR8citxze7PgB3DpGCIBq4vXXX9fjjz+usLAwtW3bVj///LM2bNggDw8Piz5/+tOfFBQUpLS0NH366acWf4FPmjRJzZs3V58+fRQYGKjo6GhJkq+vr3bu3KmCggL17t1bLVu21J/+9Ce5ubmpVq2b/zcxfPhwHTx4UA0aNLA4z1+rVi2tWbNGe/bsUcuWLfXss8/qzTfftFjX1tZWb7/9tpYvXy5fX1898sgjZT5+AGVnMgymAgMA4E7HCAEAACAQAAAAAgEAABCBAAAAiEAAAABEIAAAACIQAAAAEQgAAIAIBAAAQAQCAAAgAgEAAJD0/wC82ddU8+RVKgAAAABJRU5ErkJggg==",
+ "image/png": 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",
"text/plain": [
""
]
@@ -2371,7 +2375,7 @@
}
],
"source": [
- "sk.plot.bar('urmse', figsize=(6,3));"
+ "sk[\"urmse\"].plot.bar(figsize=(6,3));"
]
},
{
@@ -2383,50 +2387,50 @@
"data": {
"text/html": [
"\n",
- "\n",
+ "\n",
" \n",
" \n",
" | \n",
- " n | \n",
- " bias | \n",
- " rmse | \n",
- " urmse | \n",
- " mae | \n",
- " cc | \n",
- " si | \n",
- " r2 | \n",
+ " n | \n",
+ " bias | \n",
+ " rmse | \n",
+ " urmse | \n",
+ " mae | \n",
+ " cc | \n",
+ " si | \n",
+ " r2 | \n",
"
\n",
" \n",
" model | \n",
@@ -2461,43 +2465,43 @@
"
\n",
" \n",
" \n",
- " CMEMS | \n",
- " 318 | \n",
- " -0.493 | \n",
- " 0.627 | \n",
- " 0.376 | \n",
- " 0.530 | \n",
- " 0.909 | \n",
- " 0.103 | \n",
- " 0.368 | \n",
+ " CMEMS | \n",
+ " 318 | \n",
+ " -0.493 | \n",
+ " 0.627 | \n",
+ " 0.376 | \n",
+ " 0.530 | \n",
+ " 0.909 | \n",
+ " 0.103 | \n",
+ " 0.368 | \n",
"
\n",
" \n",
- " ERA5 | \n",
- " 318 | \n",
- " -0.442 | \n",
- " 0.539 | \n",
- " 0.305 | \n",
- " 0.457 | \n",
- " 0.936 | \n",
- " 0.084 | \n",
- " 0.460 | \n",
+ " ERA5 | \n",
+ " 318 | \n",
+ " -0.442 | \n",
+ " 0.539 | \n",
+ " 0.305 | \n",
+ " 0.457 | \n",
+ " 0.936 | \n",
+ " 0.084 | \n",
+ " 0.460 | \n",
"
\n",
" \n",
- " MIKE21SW | \n",
- " 318 | \n",
- " 0.006 | \n",
- " 0.344 | \n",
- " 0.263 | \n",
- " 0.277 | \n",
- " 0.947 | \n",
- " 0.072 | \n",
- " 0.774 | \n",
+ " MIKE21SW | \n",
+ " 318 | \n",
+ " 0.006 | \n",
+ " 0.344 | \n",
+ " 0.263 | \n",
+ " 0.277 | \n",
+ " 0.947 | \n",
+ " 0.072 | \n",
+ " 0.774 | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
- ""
+ ""
]
},
"execution_count": 17,
@@ -2516,7 +2520,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
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