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sahm_picklists.py
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209 lines (186 loc) · 9.22 KB
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###############################################################################
##
## Copyright (C) 2010-2012, USGS Fort Collins Science Center.
## All rights reserved.
## Contact: talbertc@usgs.gov
##
## This file is part of the Software for Assisted Habitat Modeling package
## for VisTrails.
##
## "Redistribution and use in source and binary forms, with or without
## modification, are permitted provided that the following conditions are met:
##
## - Redistributions of source code must retain the above copyright notice,
## this list of conditions and the following disclaimer.
## - Redistributions in binary form must reproduce the above copyright
## notice, this list of conditions and the following disclaimer in the
## documentation and/or other materials provided with the distribution.
## - Neither the name of the University of Utah nor the names of its
## contributors may be used to endorse or promote products derived from
## this software without specific prior written permission.
##
## THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
## AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,
## THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
## PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR
## CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
## EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
## PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
## OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
## WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR
## OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
## ADVISED OF THE POSSIBILITY OF SUCH DAMAGE."
##
## Although this program has been used by the U.S. Geological Survey (USGS),
## no warranty, expressed or implied, is made by the USGS or the
## U.S. Government as to the accuracy and functioning of the program and
## related program material nor shall the fact of distribution constitute
## any such warranty, and no responsibility is assumed by the USGS
## in connection therewith.
##
## Any use of trade, firm, or product names is for descriptive purposes only
## and does not imply endorsement by the U.S. Government.
###############################################################################
from core.modules.basic_modules import String
from enum_widget import build_enum_widget
import pylab
class ResponseType(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:ResponseType:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('ResponseType',
['Presence(Absence)',
'Count'])
@staticmethod
def get_widget_class():
return ResponseType._widget_class
class AggregationMethod(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:AggregationMethod:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('AggregationMethod',
['Mean', 'Max', 'Min', 'STD', 'Majority', 'None'])
@staticmethod
def get_widget_class():
return AggregationMethod._widget_class
class ResampleMethod(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:ResampleMethod:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('ResampleMethod',
['NearestNeighbor', 'Bilinear', 'Cubic', 'CubicSpline', 'Lanczos'])
@staticmethod
def get_widget_class():
return ResampleMethod._widget_class
class PointAggregationMethod(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:PointAggregationMethod:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('PointAggregationMethod',
['Collapse In Pixel',
'Weight Per Pixel'])
@staticmethod
def get_widget_class():
return PointAggregationMethod._widget_class
class ModelOutputType(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:ModelOutputType:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('ModelOutputType',
['Text',
'Response Curves',
'AUC',
'Calibration',
'Confusion',
'Residuals'])
@staticmethod
def get_widget_class():
return ModelOutputType._widget_class
class RandomPointType(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:RandomPointType:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('RandomPointType',
['Background',
'Pseudo-absence (for R models)'])
@staticmethod
def get_widget_class():
return RandomPointType._widget_class
class OutputRaster(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:OutputRaster:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('OutputRaster',
['Probability',
'Binary Probability',
'Residuals',
'Mess',
'MoD'])
@staticmethod
def get_widget_class():
return OutputRaster._widget_class
class mpl_colormap(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:mpl_colormap:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
maps=[m for m in pylab.cm.datad if not m.endswith("_r")]
maps.sort()
_widget_class = build_enum_widget('mpl_colormap',
maps)
@staticmethod
def get_widget_class():
return mpl_colormap._widget_class
class T_O_M(String):
'''
This module is a required class for other modules and scripts within the
SAHM package. It is not intended for direct use or incorporation into
the VisTrails workflow by the user.
'''
_input_ports = [('value', '(gov.usgs.sahm:T_O_M:Other)')]
_output_ports = [('value_as_string', '(edu.utah.sci.vistrails.basic:String)', True)]
_widget_class = build_enum_widget('T_O_M',
["Threshold=0.5",
"Sensitivity=Specificity",
"Maximizes (sensitivity+specificity)/2",
"Maximizes Cohen's Kappa",
"Maximizes PCC (percent correctly classified)",
"Predicted prevalence=observed prevalence",
"Threshold=observed prevalence",
"Mean predicted probability",
"Minimizes distance between ROC plot and (0,1)",
])
@staticmethod
def get_widget_class():
return T_O_M._widget_class