eis.features package

Submodules

eis.features.abstract module

class eis.features.abstract.CategoricalOfficerFeature(**kwargs)

Bases: eis.features.abstract.OfficerFeature

COLUMN = 'columnwildcardstring'

LOOKUPCODE = 'lookupcodewildcardstring'

build_and_insert(engine)

class eis.features.abstract.DispatchFeature(**kwargs)

Bases: object

build_and_insert(engine)

class eis.features.abstract.DispatchTimeBoundedFeature(**kwargs)

Bases: eis.features.abstract.DispatchFeature

class eis.features.abstract.OfficerFeature(**kwargs)

Bases: object

build_and_insert(engine)

class eis.features.abstract.TimeGatedCategoricalOfficerFeature(**kwargs)

Bases: eis.features.abstract.OfficerFeature

COLUMN = 'columnwildcardstring'

DURATION = 'durationwildcardstring'

LOOKUPCODE = 'lookupcodewildcardstring'

build_and_insert(engine)

class eis.features.abstract.TimeGatedOfficerFeature(**kwargs)

Bases: eis.features.abstract.OfficerFeature

COLUMN = 'columnwildcardstring'

DURATION = 'durationwildcardstring'

build_and_insert(engine)

eis.features.class_map module

exception eis.features.class_map.UnknownFeatureError(feature)

Bases: Exception

eis.features.class_map.find_categorical_features(feature_list)

Given a list of feature names return the names of the features which are categorical

Args:

feature_list(list): list of feature names to check

Returns:

categorical_features(list): the features which are categorical

eis.features.class_map.find_label_features(feature_list)

Given a list of feature names return the names of the features which are labels

Args:

feature_list(list): list of feature names to check

Returns:

label_features(list): the features which are labels

eis.features.class_map.lookup(feature_name, unit, **kwargs)

Instantiates an object of class feature_name.

Str feature_name:  The name of the feature to instantiate Str unit:The name of the type of feature being built; either ‘officer’ or ‘dispatch’ Returns:Object of feature class Return type:unit.feature_name object

eis.features.class_map.lookup_block(block_name, module, **kwargs)

eis.features.officers module

class eis.features.officers.AcademyScore(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.AllAllegations(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ArrestCount(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ArrestMonthlyCOV(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ArrestMonthlyVariance(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.AvgHourOfFieldInterviews(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ComplaintToArrestRatio(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ComplaintsCount(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ComplaintsPerHourWorked(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ComplimentsToComplaintsRatio(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.CountComplaintsTypeSource(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.CountUOFwithResistingArrest(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.CountUOFwithSuspectInjury(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.DaysSinceLastAllegation(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DaysSinceLastSustainedAllegation(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DispatchTypeCount(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.DivorceCount(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyCategoricalFeature(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.DummyFeature(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyOfficerEducation(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.DummyOfficerEthnicity(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.DummyOfficerGender(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.DummyOfficerMilitary(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyOfficerRace(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.DummyOfficerRank(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.DummyThresholdAccidentFlag(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyThresholdCombinedFlag(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyThresholdComplaintFlag(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyThresholdInjuryFlag(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyThresholdPursuitsFlag(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyThresholdSickLeaveFlag(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.DummyThresholdUOFFlag(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.FractionEISFlagsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.FractionEISFlagsWithIntervention(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.FractionOfFieldInterviewsByOutcome(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.FractionOfFieldInterviewsByRace(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.FractionOfFieldInterviewsWithFlag(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.FractionOfTrafficStopsByInterestingSearch(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.FractionOfTrafficStopsBySearchReason(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.FractionOfTrafficStopsWithSearchRequest(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.LabelSustained(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.MeanHoursPerShift(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.MilesFromPost(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.ModeHourOfFieldInterviews(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfFieldInterviews(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfFieldInterviewsByOutcome(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfFieldInterviewsByRace(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfFieldInterviewsWithFlag(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfTrafficStops(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfTrafficStopsByInterestingSearch(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfTrafficStopsByRace(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfTrafficStopsBySearchReason(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfTrafficStopsByStopResult(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfTrafficStopsByStopType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfTrafficStopsWithArrest(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfTrafficStopsWithInjury(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfTrafficStopsWithOfficerInjury(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfTrafficStopsWithSearch(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfTrafficStopsWithSearchRequest(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfTrafficStopsWithUseOfForce(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfUnjustifiedUsesOfForce(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.NumOfUnjustifiedUsesOfForceOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumOfUsesOfForceOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfArrestsON(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfArrestsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfComplaintsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfDispatchInitiatiationType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfIncidentsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfInterviewType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfShiftsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfSuspectsArrestedOfEthnicityType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfSuspectsArrestedOfRaceType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.NumberOfSuspensionsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.OfficerAge(**kwargs)

Bases: eis.features.abstract.OfficerFeature

class eis.features.officers.OfficerAvgArrestDemographics_1(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.OfficerAvgArrestDemographics_2(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.OfficerAvgDispatchDemographics_1(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.OfficerAvgDispatchDemographics_2(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.OfficerAvgStopsDemographics_1(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.OfficerAvgStopsDemographics_2(**kwargs)

Bases: eis.features.abstract.CategoricalOfficerFeature

class eis.features.officers.PreventableAccidents(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.PriorMajorAllegationsCount(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.PriorMinorAllegationsCount(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.PriorSustainedUnknownMajorAllegationsCount(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.PriorSustainedUnkownMinorAllegationsCount(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.ResistingArrestToUOFRatio(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.SuspectInjuryToUOFRatio(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.SustainedComplaintsCount(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.SustainedRuleViolations(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.TimeGatedCategoricalDummyFeature(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.TimeGatedDummyFeature(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.TotalEISFlagsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.TotalEISInterventionsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.TotalHoursOfSuspensionsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.TotalInterventionsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.TotalOutsideEmploymentHours(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.UOFInterventionsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

class eis.features.officers.UOFtoArrestRatio(**kwargs)

Bases: eis.features.abstract.TimeGatedOfficerFeature

class eis.features.officers.UnjustUOFInterventionsOfType(**kwargs)

Bases: eis.features.abstract.TimeGatedCategoricalOfficerFeature

Module contents