IMEP:Intergrated Model Evaluation Platform
Installation
MeteoInfo need to be pre-installed. The MeteoInfo and IMEP can be downloaded from http://www.meteothink.org/downloads/index.html. Unzip and copy "imep" folder into "MeteoInfo -> toolbox" folder.
Features
IMEP is a model evaluation toolbox of MeteoInfo. The methods of continuous
, dichotomous
,
multicategory
and score
are supported.
Running
IMEP jython script can be running in MeteoInfoLab environment.
Example
Continuous and dichotomous verification:
import imep
datadir = 'D:/MyProgram/java/MeteoInfoDev/toolbox/IMEP/imep/sample'
fn = os.path.join(datadir, 'ex1.csv')
table = DataFrame.read_table(fn, delimiter=',', format='%3i%5f%i')
obs = table['Obs'].values
fcst = table['GFSMean'].values
print 'Continuous verification...'
cmethod = imep.verifymethod(method='continuous')
ctable = imep.verifytable(obs, fcst, cmethod)
print ctable
print 'Dichotomous verification...'
dr = imep.datarange(min=8) # >= 8
dmethod = imep.verifymethod(method='dichotomous', drange=dr)
dtable = imep.verifytable(obs, fcst, dmethod)
print dtable
Output from the script:
>>> run script...
Continuous verification...
Score Value
MAE 2.20
R 0.69
MeanErr 0.58
Bias 1.09
RMSE 2.76
MSE 7.62
Dichotomous verification...
Hit: 58
Miss: 24
False alarm: 30
Correct negative: 123
---------------------------
Score Value
Accuracy 0.77
HK 0.51
OR 9.91
POD 0.71
ETS 0.34
Bias 1.07
FAR 0.34
ORSS 0.82
POFD 0.20
HSS 0.50
SR 0.66
TS 0.52
Documentation
Learn more about MeteoInfo and IMEP in its official documentation at http://meteothink.org/
License
Copyright 2020, IMEP Developers
Licensed under the LGPL License, Version 3.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
http://www.gnu.org/licenses/lgpl.html
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.