monet.util package¶
Submodules¶
monet.util.combinetool module¶
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monet.util.combinetool.
combine_da_to_df
(da, df, merge=True, **kwargs)¶ This function will combine an xarray data array with spatial information point observations in df.
Parameters: - da (xr.DataArray or xr.Dataset) – Description of parameter da.
- df (pd.DataFrame) – Description of parameter df.
- lay (iterable, default = [0]) – Description of parameter lay.
- radius (integer or float, default = 12e3) – Description of parameter radius.
Returns: Return type: pandas.DataFrame
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monet.util.combinetool.
combine_da_to_df_xesmf
(da, df, suffix=None, **kwargs)¶ This function will combine an xarray data array with spatial information point observations in df.
Parameters: - da (xr.DataArray) – Description of parameter da.
- df (pd.DataFrame) – Description of parameter df.
- lay (iterable, default = [0]) – Description of parameter lay.
- radius (integer or float, default = 12e3) – Description of parameter radius.
Returns: Return type: pandas.DataFrame
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monet.util.combinetool.
combine_da_to_df_xesmf_strat
(da, daz, df, **kwargs)¶ This function will combine an xarray data array with spatial information point observations in df.
Parameters: - da (xr.DataArray) – Description of parameter da.
- daz (xr.DataArray) – Description of parameter daz.
- df (pd.DataFrame) – Description of parameter df.
- lay (iterable, default = [0]) – Description of parameter lay.
- radius (integer or float, default = 12e3) – Description of parameter radius.
Returns: Return type: pandas.DataFrame
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monet.util.combinetool.
combine_da_to_height_profile
(da, dset, radius_of_influence=12000.0)¶ This function will combine an xarray.DataArray to a 2d dataset with dimensions (time,z)
Parameters: - da (xarray.DataArray) – Description of parameter da.
- dset (xarray.Dataset) – Description of parameter dset.
Returns: returns the xarray.Dataset with the da added as an additional variable.
Return type: xarray.Dataset
monet.util.interp_util module¶
Interpolation functions
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monet.util.interp_util.
constant_1d_xesmf
(longitude=None, latitude=None)¶ Creates a pyreample.geometry.SwathDefinition with a constant latitude along the longitude array. Longitude can be a 1d or 2d np.array or xr.DataArray
Parameters: - longitude (numpy.array or xarray.DataArray) – Array of longitude values
- latitude (float) – latitude for constant
Returns: Return type: pyreample.geometry.SwathDefinition
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monet.util.interp_util.
constant_lat_swathdefition
(longitude=None, latitude=None)¶ Creates a pyreample.geometry.SwathDefinition with a constant latitude along the longitude array. Longitude can be a 1d or 2d np.array or xr.DataArray
Parameters: - longitude (numpy.array or xarray.DataArray) – Array of longitude values
- latitude (float) – latitude for constant
Returns: Return type: pyreample.geometry.SwathDefinition
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monet.util.interp_util.
constant_lon_swathdefition
(longitude=None, latitude=None)¶ Creates a pyreample.geometry.SwathDefinition with a constant longitude along the latitude array. latitude can be a 1d or 2d np.array or xr.DataArray
Parameters: - longitude – latitude for constant
- latitude (numpy.array or xarray.DataArray) – Array of longitude values
Returns: Return type: pyreample.geometry.SwathDefinition
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monet.util.interp_util.
latlon_xarray_to_CoordinateDefinition
(longitude=None, latitude=None)¶ Create pyresample SwathDefinition from xarray object.
Parameters: - longitude (2d xarray.DataArray) – Longitude -> must be from -180 -> 180 and monotonically increasing
- latitude (2d xarray.DataArray) – Latitude -> must be from -90 -> 90 and monotonically increasing
Returns: Return type: pyresample.CoordinateDefinition
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monet.util.interp_util.
lonlat_to_swathdefinition
(longitude=None, latitude=None)¶ Short summary.
Parameters: - longitude (type) – Description of parameter longitude.
- latitude (type) – Description of parameter latitude.
Returns: Description of returned object.
Return type: type
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monet.util.interp_util.
lonlat_to_xesmf
(longitude=None, latitude=None)¶ Creates an empty xarray.Dataset with the coordinate (longitude, latitude).
Parameters: - longitude (type) – Description of parameter longitude.
- latitude (type) – Description of parameter latitude.
Returns: Description of returned object.
Return type: type
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monet.util.interp_util.
nearest_point_swathdefinition
(longitude=None, latitude=None)¶ Creates a pyreample.geometry.SwathDefinition for a single point.
Parameters: - longitude (float) – longitude.
- latitude (float) – latitude.
Returns: Return type: pyreample.geometry.SwathDefinition
monet.util.resample module¶
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monet.util.resample.
resample_stratify
(da, levels, vertical, axis=1)¶
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monet.util.resample.
resample_xesmf
(source_da, target_da, cleanup=False, **kwargs)¶
monet.util.stats module¶
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monet.util.stats.
AC
(obs, mod, axis=None)¶ Anomaly Correlation
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
E1
(obs, mod, axis=None)¶ Modified Coefficient of Efficiency, E1
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
ETS
(obs, mod, minval, maxval)¶ Equitable Threat Score (1 is perfect - Range -1/3 -> 1)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- minval (type) – Description of parameter minval.
- maxval (type) – Description of parameter maxval.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
FB
(obs, mod, axis=None)¶ Fractional Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
FE
(obs, mod, axis=None)¶ Fractional Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
HSS
(obs, mod, minval, maxval)¶ Heidke Skill Score (1 is perfect - below zero means no confidence)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- minval (type) – Description of parameter minval.
- maxval (type) – Description of parameter maxval.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
IOA
(obs, mod, axis=None)¶ Index of Agreement, IOA
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
IOA_m
(obs, mod, axis=None)¶ Index of Agreement, IOA (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MB
(obs, mod, axis=None)¶ Mean Bias
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
ME
(obs, mod, axis=None)¶ Mean Gross Error (model and obs unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MNB
(obs, mod, axis=None)¶ Mean Normalized Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MNE
(obs, mod, axis=None)¶ Mean Normalized Gross Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MNPB
(obs, mod, paxis, axis=None)¶ Mean Normalized Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MNPE
(obs, mod, paxis, axis=None)¶ Mean Normalized Peak Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MO
(obs, mod, axis=None)¶ Mean Observations (obs unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MP
(obs, mod, axis=None)¶ Mean Predictions (model unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnB
(obs, mod, axis=None)¶ Median Bias
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnE
(obs, mod, axis=None)¶ Median Gross Error (model and obs unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnNB
(obs, mod, axis=None)¶ Median Normalized Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnNE
(obs, mod, axis=None)¶ Median Normalized Gross Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnNPB
(obs, mod, paxis, axis=None)¶ Median Normalized Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnNPE
(obs, mod, paxis, axis=None)¶ Median Normalized Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnO
(obs, mod, axis=None)¶ Median Observations (obs unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
MdnP
(obs, mod, axis=None)¶ Median Predictions (model unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMB
(obs, mod, axis=None)¶ Normalized Mean Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMB_ABS
(obs, mod, axis=None)¶ Normalized Mean Bias - Absolute of the denominator (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NME
(obs, mod, axis=None)¶ Normalized Mean Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NME_m
(obs, mod, axis=None)¶ Normalized Mean Error (%) (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NME_m_ABS
(obs, mod, axis=None)¶ Normalized Mean Error (%) - Absolute of the denominator (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMPB
(obs, mod, paxis, axis=None)¶ Normalized Mean Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMPE
(obs, mod, paxis, axis=None)¶ Normalized Mean Peak Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMdnB
(obs, mod, axis=None)¶ Normalized Median Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMdnE
(obs, mod, axis=None)¶ Normalized Median Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMdnGE
(obs, mod, axis=None)¶ Normalized Median Gross Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NMdnPB
(obs, mod, paxis, axis=None)¶ Normalized Median Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
NMdnPE
(obs, mod, paxis, axis=None)¶ Normalized Median Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- paxis (type) – Description of parameter paxis.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NO
(obs, mod, axis=None)¶ N Observations (#)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NOP
(obs, mod, axis=None)¶ N Observations/Prediction Pairs (#)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
NP
(obs, mod, axis=None)¶ N Predictions (#)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTMNPB
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Mean Normalized Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTMNPE
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Mean Normalized Peak Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTMdnNPB
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Median Normalized Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTMdnNPE
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Median Normalized Peak Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTNMPB
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Normalized Mean Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTNMPE
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Normalized Mean Peak Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTNMdnPB
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Normalized Median Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
PSUTNMdnPE
(obs, mod, axis=None)¶ Paired Space/Unpaired Time Normalized Median Peak Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
R2
(obs, mod, axis=None)¶ Coefficient of Determination (unit squared)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
RM
(obs, mod, axis=None)¶ Mean Ratio Observations/Predictions (none)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
RMSE
(obs, mod, axis=None)¶ Root Mean Square Error (model unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
RMSEs
(obs, mod, axis=None)¶ Root Mean Squared Error (obs, mod_hat)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
RMSEu
(obs, mod, axis=None)¶ Root Mean Squared Error (mod_hat, mod)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
RMdn
(obs, mod, axis=None)¶ Median Ratio Observations/Predictions (none)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
STDO
(obs, mod, axis=None)¶ Standard deviation of Observations
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
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monet.util.stats.
STDP
(obs, mod, axis=None)¶ Standard deviation of Predictions
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
USUTPB
(obs, mod, axis=None)¶ Unpaired Space/Unpaired Time Peak Bias (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
USUTPE
(obs, mod, axis=None)¶ Unpaired Space/Unpaired Time Peak Error (%)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDAC
(obs, mod, axis=None)¶ Wind Direction Anomaly Correlation
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDIOA
(obs, mod, axis=None)¶ Wind Direction Index of Agreement, IOA
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDIOA_m
(obs, mod, axis=None)¶ Wind Direction Index of Agreement, IOA (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDMB
(obs, mod, axis=None)¶ Wind Direction Mean Bias
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDMB_m
(obs, mod, axis=None)¶ Wind Direction Mean Bias (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDME
(obs, mod, axis=None)¶ Wind Direction Mean Gross Error (model and obs unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDME_m
(obs, mod, axis=None)¶ Wind Direction Mean Gross Error (model and obs unit) (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDMdnB
(obs, mod, axis=None)¶ Wind Direction Median Bias
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDMdnE
(obs, mod, axis=None)¶ Wind Direction Median Gross Error (model and obs unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDNMB_m
(obs, mod, axis=None)¶ Wind Direction Normalized Mean Bias (%) (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDRMSE
(obs, mod, axis=None)¶ Wind Direction Root Mean Square Error (model unit)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
WDRMSE_m
(obs, mod, axis=None)¶ Wind Direction Root Mean Square Error (model unit) (avoid single block error in np.ma)
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
circlebias
(b)¶ Short summary.
Parameters: b (type) – Description of parameter b. Returns: Description of returned object. Return type: type
-
monet.util.stats.
circlebias_m
(b)¶ avoid single block error in np.ma
Parameters: b (type) – Description of parameter b. Returns: Description of returned object. Return type: type
-
monet.util.stats.
d1
(obs, mod, axis=None)¶ Modified Index of Agreement, d1
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- axis (type) – Description of parameter axis.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
matchedcompressed
(a1, a2)¶ Short summary.
Parameters: - a1 (type) – Description of parameter a1.
- a2 (type) – Description of parameter a2.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
matchmasks
(a1, a2)¶ Short summary.
Parameters: - a1 (type) – Description of parameter a1.
- a2 (type) – Description of parameter a2.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
scores
(obs, mod, minval, maxval=100000.0)¶ Short summary.
Parameters: - obs (type) – Description of parameter obs.
- mod (type) – Description of parameter mod.
- minval (type) – Description of parameter minval.
- maxval (type) – Description of parameter maxval.
Returns: Description of returned object.
Return type: type
-
monet.util.stats.
stats
(df, minval, maxval)¶ Short summary.
Parameters: - df (type) – Description of parameter df.
- minval (type) – Description of parameter minval.
- maxval (type) – Description of parameter maxval.
Returns: Description of returned object.
Return type: type
monet.util.tools module¶
-
monet.util.tools.
calc_24hr_ave
(df, col=None)¶
-
monet.util.tools.
calc_3hr_ave
(df, col=None)¶
-
monet.util.tools.
calc_8hr_rolling_max
(df, col=None, window=None)¶
-
monet.util.tools.
calc_annual_ave
(df, col=None)¶
-
monet.util.tools.
findclosest
(list, value)¶
-
monet.util.tools.
get_epa_region_bounds
(index=None, acronym=None)¶
-
monet.util.tools.
get_epa_region_df
(df)¶
-
monet.util.tools.
get_giorgi_region_bounds
(index=None, acronym=None)¶
-
monet.util.tools.
get_giorgi_region_df
(df)¶
-
monet.util.tools.
get_relhum
(temp, press, vap)¶
-
monet.util.tools.
kolmogorov_zurbenko_filter
(df, window, iterations)¶
-
monet.util.tools.
linregress
(x, y)¶
-
monet.util.tools.
long_to_wide
(df)¶
-
monet.util.tools.
search_listinlist
(array1, array2)¶
-
monet.util.tools.
wsdir2uv
(ws, wdir)¶