How to use the matminer.featurizers.composition.ElementProperty.from_preset function in matminer

To help you get started, we’ve selected a few matminer examples, based on popular ways it is used in public projects.

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hackingmaterials / automatminer / automatminer / featurization / sets.py View on Github

def all(self):
        fs = [
            cf.AtomicOrbitals(),
            cf.ElementProperty.from_preset("matminer"),
            cf.ElementProperty.from_preset("magpie"),
            cf.ElementProperty.from_preset("matscholar_el"),
            cf.ElementProperty.from_preset("deml"),
            cf.Meredig(),
            cf.ElementFraction(),
            cf.Stoichiometry(),
            cf.TMetalFraction(),
            cf.BandCenter(),
            cf.ValenceOrbital(),
            cf.YangSolidSolution(),
            cf.CationProperty.from_preset(preset_name="deml"),
            cf.OxidationStates.from_preset(preset_name="deml"),
            cf.ElectronAffinity(),
            cf.ElectronegativityDiff(),
            cf.IonProperty(fast=True),
            cf.Miedema(),
            cf.AtomicPackingEfficiency(),  # slower than the rest
            cf.CohesiveEnergy(),  # requires mpid present

hackingmaterials / automatminer / automatminer / featurization / sets.py View on Github

def express(self):
        fs = [
            cf.ElementProperty.from_preset("magpie"),
            cf.OxidationStates.from_preset(preset_name="deml"),
            cf.ElectronAffinity(),
            cf.IonProperty(),
            cf.YangSolidSolution(),
            cf.Miedema(),
        ]
        return self._get_featurizers(fs)

hackingmaterials / automatminer / automatminer / featurization / sets.py View on Github

def all(self):
        fs = [
            cf.AtomicOrbitals(),
            cf.ElementProperty.from_preset("matminer"),
            cf.ElementProperty.from_preset("magpie"),
            cf.ElementProperty.from_preset("matscholar_el"),
            cf.ElementProperty.from_preset("deml"),
            cf.Meredig(),
            cf.ElementFraction(),
            cf.Stoichiometry(),
            cf.TMetalFraction(),
            cf.BandCenter(),
            cf.ValenceOrbital(),
            cf.YangSolidSolution(),
            cf.CationProperty.from_preset(preset_name="deml"),
            cf.OxidationStates.from_preset(preset_name="deml"),
            cf.ElectronAffinity(),
            cf.ElectronegativityDiff(),
            cf.IonProperty(fast=True),
            cf.Miedema(),
            cf.AtomicPackingEfficiency(),  # slower than the rest

hackingmaterials / automatminer / automatminer / featurization / sets.py View on Github

def all(self):
        fs = [
            cf.AtomicOrbitals(),
            cf.ElementProperty.from_preset("matminer"),
            cf.ElementProperty.from_preset("magpie"),
            cf.ElementProperty.from_preset("matscholar_el"),
            cf.ElementProperty.from_preset("deml"),
            cf.Meredig(),
            cf.ElementFraction(),
            cf.Stoichiometry(),
            cf.TMetalFraction(),
            cf.BandCenter(),
            cf.ValenceOrbital(),
            cf.YangSolidSolution(),
            cf.CationProperty.from_preset(preset_name="deml"),
            cf.OxidationStates.from_preset(preset_name="deml"),
            cf.ElectronAffinity(),
            cf.ElectronegativityDiff(),
            cf.IonProperty(fast=True),
            cf.Miedema(),

How to use the matminer.featurizers.composition.ElementProperty.from_preset function in matminer

To help you get started, we’ve selected a few matminer examples, based on popular ways it is used in public projects.

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