private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, PersonWrapper person, int sampleSize, IParcelWrapper choice = null, bool choseHome = false) { int segment = Global.ContainerDaySim.GetInstance <SamplingWeightsSettingsFactory>().SamplingWeightsSettings.GetTourDestinationSegment(Global.Settings.Purposes.Work, Global.Settings.TourPriorities.HomeBasedTour, Global.Settings.Modes.Sov, person.PersonType); DestinationSampler destinationSampler = new DestinationSampler(choiceProbabilityCalculator, segment, sampleSize, choice, person.Household.ResidenceParcel); int destinationArrivalTime = ChoiceModelUtility.GetDestinationArrivalTime(Global.Settings.Models.WorkTourModeModel); int destinationDepartureTime = ChoiceModelUtility.GetDestinationDepartureTime(Global.Settings.Models.WorkTourModeModel); WorkLocationUtilities workLocationUtilites = new WorkLocationUtilities(person, sampleSize, destinationArrivalTime, destinationDepartureTime); Dictionary <DestinationSampler.TourSampleItem, int> sampleItems = destinationSampler.SampleAndReturnTourDestinations(workLocationUtilites); int index = 0; foreach (KeyValuePair <DestinationSampler.TourSampleItem, int> sampleItem in sampleItems) { bool available = sampleItem.Key.Available; bool isChosen = sampleItem.Key.IsChosen; double adjustmentFactor = sampleItem.Key.AdjustmentFactor; IParcelWrapper destinationParcel = ChoiceModelFactory.Parcels[sampleItem.Key.ParcelId]; ChoiceProbabilityCalculator.Alternative alternative = choiceProbabilityCalculator.GetAlternative(index++, available, isChosen); if (!available) { continue; } alternative.Choice = destinationParcel; double workTourLogsum = 0D; //JLB 201602 //var nestedAlternative = Global.ChoiceModelSession.Get<WorkTourModeTimeModel>().RunNested(person, person.Household.ResidenceParcel, destinationParcel, destinationArrivalTime, destinationDepartureTime, person.Household.HouseholdTotals.DrivingAgeMembers, 0.0); ChoiceProbabilityCalculator.Alternative nestedAlternative = Global.ChoiceModelSession.Get <TourModeTimeModel>().RunNested(person, person.Household.ResidenceParcel, destinationParcel, destinationArrivalTime, destinationDepartureTime, person.Household.HouseholdTotals.DrivingAgeMembers, 0.0, Global.Settings.Purposes.Work); workTourLogsum = nestedAlternative == null ? 0 : nestedAlternative.ComputeLogsum(); int votSegment = person.Household.GetVotALSegment(); int taSegment = destinationParcel.TransitAccessSegment(); double aggregateLogsum = Global.AggregateLogsums[destinationParcel.ZoneId][Global.Settings.Purposes.HomeBasedComposite][Global.Settings.CarOwnerships.OneOrMoreCarsPerAdult][votSegment][taSegment]; double distanceFromOrigin = person.Household.ResidenceParcel.DistanceFromOrigin(destinationParcel, 1); double distance1 = Math.Min(distanceFromOrigin, .35); double distance2 = Math.Max(0, Math.Min(distanceFromOrigin - .35, 1 - .35)); double distance3 = Math.Max(0, distanceFromOrigin - 1); double distanceLog = Math.Log(1 + distanceFromOrigin); double distanceFromSchool = person.IsFullOrPartTimeWorker ? 0 : person.UsualSchoolParcel.DistanceFromSchoolLog(destinationParcel, 1); // parcel buffers double educationBuffer = Math.Log(destinationParcel.EmploymentEducationBuffer2 + 1); double governmentBuffer = Math.Log(destinationParcel.EmploymentGovernmentBuffer2 + 1); double officeBuffer = Math.Log(destinationParcel.EmploymentOfficeBuffer2 + 1); double serviceBuffer = Math.Log(destinationParcel.EmploymentServiceBuffer2 + 1); double householdsBuffer = Math.Log(destinationParcel.HouseholdsBuffer2 + 1); // var retailBuffer = Math.Log(destinationParcel.EmploymentRetailBuffer2 + 1); double industrialAgricultureConstructionBuffer = Math.Log(destinationParcel.EmploymentIndustrialBuffer2 + destinationParcel.EmploymentAgricultureConstructionBuffer2 + 1); double foodBuffer = Math.Log(destinationParcel.EmploymentFoodBuffer2 + 1); double medicalBuffer = Math.Log(destinationParcel.EmploymentMedicalBuffer2 + 1); double employmentTotalBuffer = Math.Log(destinationParcel.EmploymentTotalBuffer2 + 1); double studentsUniversityBuffer = Math.Log(destinationParcel.StudentsUniversityBuffer2 + 1); double studentsK12Buffer = Math.Log(destinationParcel.StudentsK8Buffer2 + destinationParcel.StudentsHighSchoolBuffer2 + 1); // var mixedUse4Index = destinationParcel.MixedUse4Index2(); //size attributes (derived) double employmentIndustrialAgricultureConstruction = destinationParcel.EmploymentIndustrial + destinationParcel.EmploymentAgricultureConstruction; // parking attributes double parcelParkingDensity = destinationParcel.ParcelParkingPerTotalEmployment(); // connectivity attributes double c34Ratio = destinationParcel.C34RatioBuffer1(); // Stefan bool isInCopenhagenMunicipality = true; //destinationParcel.Municipality == 101; Need to change this after Municipality property is added to Actum parcel file double employmentCommercial = destinationParcel.EmploymentRetail + destinationParcel.EmploymentService; double employmentCommercialBuffer1 = destinationParcel.EmploymentRetailBuffer1 + destinationParcel.EmploymentServiceBuffer1; double beta00002 = -2.53; double beta00003 = 2.65; double beta00004 = 1.57; double beta00005 = -0.18; double beta00006 = -0.43; double beta00007 = -0.19; double beta00008 = 0.33; double beta00009 = 0.007; double stefanUtility = beta00002 * destinationParcel.Households / destinationParcel.ThousandsSquareLengthUnits + beta00003 * (person.Household.Income < 300000).ToFlag() * destinationParcel.Households / destinationParcel.ThousandsSquareLengthUnits + beta00004 * person.IsFemale.ToFlag() * destinationParcel.Households / destinationParcel.ThousandsSquareLengthUnits + beta00005 * isInCopenhagenMunicipality.ToFlag() + beta00006 * (person.Household.HasValidIncome && person.Household.Income < 300000).ToFlag() * isInCopenhagenMunicipality.ToFlag() + beta00007 * (person.Household.HasValidIncome && person.Household.Income >= 300000 && person.Household.Income < 600000).ToFlag() * isInCopenhagenMunicipality.ToFlag() + beta00008 * (person.Household.HasValidIncome && person.Household.Income >= 900000).ToFlag() * isInCopenhagenMunicipality.ToFlag() + beta00009 * person.Age * isInCopenhagenMunicipality.ToFlag() + 0.0; // beta00010 * (person.Household.ResidenceParcel.Municipality == destination.Municipality).ToFlag(); //Stefan non-size terms. alternative.AddUtilityTerm(1, sampleItem.Key.AdjustmentFactor); //alternative.AddUtilityTerm(2, destinationParcel.Households / destinationParcel.ThousandsSquareLengthUnits); //alternative.AddUtilityTerm(3, (person.Household.Income < 300000).ToFlag() * destinationParcel.Households / destinationParcel.ThousandsSquareLengthUnits); //alternative.AddUtilityTerm(4, person.IsFemale.ToFlag() * destinationParcel.Households / destinationParcel.ThousandsSquareLengthUnits); //alternative.AddUtilityTerm(5, isInCopenhagenMunicipality.ToFlag()); //alternative.AddUtilityTerm(6, (person.Household.HasValidIncome && person.Household.Income < 300000).ToFlag() * isInCopenhagenMunicipality.ToFlag()); //alternative.AddUtilityTerm(7, (person.Household.HasValidIncome && person.Household.Income >= 300000 && person.Household.Income < 600000).ToFlag() * isInCopenhagenMunicipality.ToFlag()); //alternative.AddUtilityTerm(8, (person.Household.HasValidIncome && person.Household.Income >= 900000).ToFlag() * isInCopenhagenMunicipality.ToFlag()); //alternative.AddUtilityTerm(9, person.Age * isInCopenhagenMunicipality.ToFlag()); ////alternative.AddUtilityTerm(10, (person.Household.ResidenceParcel.Municipality == destination.Municipality).ToFlag()); // Acivate this after Municipality property is added to Actum parcel file //following logsums replace Stefan's car and public transport times alternative.AddUtilityTerm(11, (person.Household.HasValidIncome && person.Household.Income < 300000).ToFlag() * workTourLogsum); alternative.AddUtilityTerm(12, (person.Household.HasValidIncome && person.Household.Income >= 300000 && person.Household.Income < 600000).ToFlag() * workTourLogsum); alternative.AddUtilityTerm(13, (person.Household.HasValidIncome && person.Household.Income >= 900000).ToFlag() * workTourLogsum); alternative.AddUtilityTerm(14, person.Household.HasMissingIncome.ToFlag() * workTourLogsum); alternative.AddUtilityTerm(15, person.IsFemale.ToFlag() * workTourLogsum); alternative.AddUtilityTerm(16, person.Age * workTourLogsum); alternative.AddUtilityTerm(17, (person.MainOccupation == 50).ToFlag() * workTourLogsum); // self-employed //Stefan's composite term 18 replaces terms 2-10 above alternative.AddUtilityTerm(18, stefanUtility); // see above for this composite function of StefanMabitt's utility function //alternative.AddUtilityTerm(2, person.IsFulltimeWorker.ToFlag() * workTourLogsum); //alternative.AddUtilityTerm(3, person.IsPartTimeWorker.ToFlag() * workTourLogsum); //alternative.AddUtilityTerm(4, person.IsNotFullOrPartTimeWorker.ToFlag() * workTourLogsum); //alternative.AddUtilityTerm(5, distanceLog); // for distance calibration //alternative.AddUtilityTerm(6, person.IsFulltimeWorker.ToFlag() * distance1); //alternative.AddUtilityTerm(7, person.IsFulltimeWorker.ToFlag() * distance2); //alternative.AddUtilityTerm(8, person.IsFulltimeWorker.ToFlag() * distance3); //alternative.AddUtilityTerm(9, person.IsPartTimeWorker.ToFlag() * distanceLog); //alternative.AddUtilityTerm(10, person.IsNotFullOrPartTimeWorker.ToFlag() * distanceLog); //alternative.AddUtilityTerm(11, person.Household.Has0To15KIncome.ToFlag() * distanceLog); //alternative.AddUtilityTerm(12, person.Household.Has50To75KIncome.ToFlag() * distanceLog); //alternative.AddUtilityTerm(13, person.Household.Has75To100KIncome.ToFlag() * distanceLog); //alternative.AddUtilityTerm(14, person.IsFemale.ToFlag() * distanceLog); //alternative.AddUtilityTerm(15, person.IsStudentAge.ToFlag() * distanceFromSchool); //alternative.AddUtilityTerm(16, person.IsFulltimeWorker.ToFlag() * aggregateLogsum); //alternative.AddUtilityTerm(17, person.IsPartTimeWorker.ToFlag() * aggregateLogsum); //alternative.AddUtilityTerm(18, person.IsNotFullOrPartTimeWorker.ToFlag() * aggregateLogsum); //alternative.AddUtilityTerm(19, parcelParkingDensity); //alternative.AddUtilityTerm(20, c34Ratio); //Neighborhood //alternative.AddUtilityTerm(21, person.Household.HasValidIncome.ToFlag() * serviceBuffer); //alternative.AddUtilityTerm(22, person.Household.HasValidIncome.ToFlag() * educationBuffer); //alternative.AddUtilityTerm(23, person.Household.HasValidIncome.ToFlag() * foodBuffer); //alternative.AddUtilityTerm(24, person.Household.HasValidIncome.ToFlag() * governmentBuffer); //alternative.AddUtilityTerm(25, person.Household.HasValidIncome.ToFlag() * officeBuffer); //alternative.AddUtilityTerm(26, person.Household.HasValidIncome.ToFlag() * medicalBuffer); //alternative.AddUtilityTerm(27, person.Household.HasValidIncome.ToFlag() * householdsBuffer); //alternative.AddUtilityTerm(28, person.Household.HasValidIncome.ToFlag() * studentsUniversityBuffer); //alternative.AddUtilityTerm(29, person.Household.HasValidIncome.ToFlag() * person.IsFulltimeWorker.ToFlag() * studentsK12Buffer); //alternative.AddUtilityTerm(30, person.Household.HasValidIncome.ToFlag() * person.IsFulltimeWorker.ToFlag() * studentsUniversityBuffer); //alternative.AddUtilityTerm(31, person.Household.HasValidIncome.ToFlag() * person.IsPartTimeWorker.ToFlag() * industrialAgricultureConstructionBuffer); //alternative.AddUtilityTerm(32, person.Household.HasValidIncome.ToFlag() * person.IsNotFullOrPartTimeWorker.ToFlag() * foodBuffer); //alternative.AddUtilityTerm(33, person.Household.HasValidIncome.ToFlag() * person.IsNotFullOrPartTimeWorker.ToFlag() * medicalBuffer); //alternative.AddUtilityTerm(34, person.IsFulltimeWorker.ToFlag() * person.Household.Has75KPlusIncome.ToFlag() * employmentTotalBuffer); //alternative.AddUtilityTerm(35, person.IsNotFullOrPartTimeWorker.ToFlag() * person.Household.HasIncomeUnder50K.ToFlag() * governmentBuffer); //alternative.AddUtilityTerm(36, person.IsNotFullOrPartTimeWorker.ToFlag() * person.Household.HasIncomeUnder50K.ToFlag() * employmentTotalBuffer); //Size // Stefan size terms. // Note: the following assumes: (1) Stefan's size variables enter his utility function as a logsum, a la BAL; // (2) Jobs--commercial and Jobs--finance apply to hh w unknown incomes in Stefan's spec // If his size variables enter linearly, then if I want to replicate them I should not use alogit size functions. // If Jobs--commercial and Jobs--finance don't apply to missing incomes, then I need to change the size functions below alternative.AddUtilityTerm(51, (person.Household.HasValidIncome && person.Household.Income < 300000).ToFlag() * (destinationParcel.EmploymentTotal - employmentCommercial)); alternative.AddUtilityTerm(52, (person.Household.HasValidIncome && person.Household.Income >= 300000 && person.Household.Income < 600000).ToFlag() * (destinationParcel.EmploymentTotal - employmentCommercial)); alternative.AddUtilityTerm(53, (person.Household.HasValidIncome && person.Household.Income >= 600000 && person.Household.Income < 900000).ToFlag() * (destinationParcel.EmploymentTotal - employmentCommercial)); alternative.AddUtilityTerm(54, (person.Household.HasValidIncome && person.Household.Income >= 900000).ToFlag() * (destinationParcel.EmploymentTotal - employmentCommercial)); alternative.AddUtilityTerm(55, (person.Household.HasValidIncome && person.Household.Income >= 900000).ToFlag() * (destinationParcel.EmploymentTotal - employmentCommercial)); // second term allows first one to have base coef of 0 alternative.AddUtilityTerm(56, (person.Household.HasMissingIncome.ToFlag() * (destinationParcel.EmploymentTotal - employmentCommercial))); alternative.AddUtilityTerm(57, (person.Household.HasValidIncome && person.Household.Income < 300000).ToFlag() * employmentCommercial); alternative.AddUtilityTerm(58, (person.Household.HasValidIncome && person.Household.Income >= 300000 && person.Household.Income < 600000).ToFlag() * employmentCommercial); alternative.AddUtilityTerm(59, (person.Household.HasValidIncome && person.Household.Income >= 600000 && person.Household.Income < 900000).ToFlag() * employmentCommercial); alternative.AddUtilityTerm(60, (person.Household.HasValidIncome && person.Household.Income >= 900000).ToFlag() * employmentCommercial); alternative.AddUtilityTerm(61, person.Household.HasMissingIncome.ToFlag() * employmentCommercial); alternative.AddUtilityTerm(62, destinationParcel.EmploymentOffice); //The following combine with 51-55, 56-60 and 61 to include size of entire buffer region in main size variables alternative.AddUtilityTerm(63, (destinationParcel.EmploymentTotalBuffer1 - destinationParcel.EmploymentTotal) - (employmentCommercialBuffer1 - employmentCommercial)); alternative.AddUtilityTerm(64, employmentCommercialBuffer1 - employmentCommercial); alternative.AddUtilityTerm(65, destinationParcel.EmploymentOfficeBuffer1 - destinationParcel.EmploymentOffice); //alternative.AddUtilityTerm(51, person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentService); //alternative.AddUtilityTerm(52, person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentEducation); //alternative.AddUtilityTerm(53, person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentFood); //alternative.AddUtilityTerm(54, person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentGovernment); //alternative.AddUtilityTerm(55, person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentOffice); //alternative.AddUtilityTerm(56, person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentRetail); //alternative.AddUtilityTerm(57, person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentMedical); //alternative.AddUtilityTerm(58, person.Household.HasValidIncome.ToFlag() * employmentIndustrialAgricultureConstruction); //alternative.AddUtilityTerm(59, person.Household.HasValidIncome.ToFlag() * destinationParcel.StudentsUniversity); //alternative.AddUtilityTerm(60, person.Household.HasValidIncome.ToFlag() * person.IsFulltimeWorker.ToFlag() * destinationParcel.EmploymentGovernment); //alternative.AddUtilityTerm(61, person.Household.HasValidIncome.ToFlag() * person.IsFulltimeWorker.ToFlag() * employmentIndustrialAgricultureConstruction); //alternative.AddUtilityTerm(62, person.Household.HasValidIncome.ToFlag() * person.IsPartTimeWorker.ToFlag() * employmentIndustrialAgricultureConstruction); //alternative.AddUtilityTerm(63, person.Household.HasValidIncome.ToFlag() * person.IsNotFullOrPartTimeWorker.ToFlag() * destinationParcel.EmploymentEducation); //alternative.AddUtilityTerm(64, person.Household.HasValidIncome.ToFlag() * person.IsNotFullOrPartTimeWorker.ToFlag() * destinationParcel.EmploymentFood); //alternative.AddUtilityTerm(65, person.Household.HasValidIncome.ToFlag() * person.IsNotFullOrPartTimeWorker.ToFlag() * destinationParcel.EmploymentRetail); //alternative.AddUtilityTerm(66, person.Household.HasIncomeUnder50K.ToFlag() * destinationParcel.EmploymentRetail); //alternative.AddUtilityTerm(67, person.Household.HasIncomeUnder50K.ToFlag() * destinationParcel.EmploymentService); //alternative.AddUtilityTerm(68, person.Household.Has50To75KIncome.ToFlag() * destinationParcel.EmploymentMedical); //alternative.AddUtilityTerm(69, person.Household.Has50To75KIncome.ToFlag() * destinationParcel.EmploymentOffice); //alternative.AddUtilityTerm(70, person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentEducation); //alternative.AddUtilityTerm(71, person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentGovernment); //alternative.AddUtilityTerm(72, person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentMedical); //alternative.AddUtilityTerm(73, person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentOffice); //alternative.AddUtilityTerm(74, person.IsFulltimeWorker.ToFlag() * person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentGovernment); //alternative.AddUtilityTerm(75, person.IsFulltimeWorker.ToFlag() * (!person.Household.Has75KPlusIncome).ToFlag() * employmentIndustrialAgricultureConstruction); //alternative.AddUtilityTerm(76, person.IsPartTimeWorker.ToFlag() * (!person.Household.HasIncomeUnder50K).ToFlag() * destinationParcel.EmploymentMedical); //alternative.AddUtilityTerm(77, (!person.IsFulltimeWorker).ToFlag() * person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentOffice); //alternative.AddUtilityTerm(78, person.IsNotFullOrPartTimeWorker.ToFlag() * (!person.Household.HasIncomeUnder50K).ToFlag() * destinationParcel.EmploymentRetail); //alternative.AddUtilityTerm(79, person.Household.HasMissingIncome.ToFlag() * destinationParcel.EmploymentTotal); //alternative.AddUtilityTerm(80, person.Household.HasMissingIncome.ToFlag() * destinationParcel.StudentsUniversity); // set shadow price depending on persontype and add it to utility // we are using the sampling adjustment factor assuming that it is 1 alternative.AddUtilityTerm(1, destinationParcel.ShadowPriceForEmployment); //remove nesting for estimation of conditional MNL alternative.AddNestedAlternative(sampleSize + 2, 0, 98); } // JLB 20120329 added third call parameter to idenitfy whether this alt is chosen or not ChoiceProbabilityCalculator.Alternative homeAlternative = choiceProbabilityCalculator.GetAlternative(sampleSize, true, choseHome); homeAlternative.Choice = person.Household.ResidenceParcel; homeAlternative.AddUtilityTerm(41, 1); homeAlternative.AddUtilityTerm(42, (person.MainOccupation == 50).ToFlag()); // self-employed //homeAlternative.AddUtilityTerm(42, person.IsPartTimeWorker.ToFlag()); //homeAlternative.AddUtilityTerm(43, person.IsStudentAge.ToFlag()); //homeAlternative.AddUtilityTerm(44, person.IsFemale.ToFlag()); homeAlternative.AddUtilityTerm(90, 1); //make oddball alt unavailable and remove nesting for estimation of conditional MNL // alternative.Available = false; homeAlternative.AddNestedAlternative(sampleSize + 3, 1, 98); }
public void SetUtilities(ISampleItem sampleItem, int sampleFrequency) { if (sampleItem == null) { throw new ArgumentNullException("sampleItem"); } ChoiceProbabilityCalculator.Alternative alternative = sampleItem.Alternative; //remove nesting for estimation of conditional MNL if (!Global.Configuration.IsInEstimationMode || ESTIMATE_NESTED_MODEL) { alternative.AddNestedAlternative(_sampleSize + 2, 0, THETA_PARAMETER); } if (!alternative.Available) { return; } IParcelWrapper destinationParcel = ChoiceModelFactory.Parcels[sampleItem.ParcelId]; // var destinationZoneTotals = ChoiceModelRunner.ZoneTotals[destinationParcel.ZoneId]; alternative.Choice = destinationParcel; ChoiceProbabilityCalculator.Alternative nestedAlternative = Global.ChoiceModelSession.Get <WorkTourModeModel>().RunNested(_person, _person.Household.ResidenceParcel, destinationParcel, _destinationArrivalTime, _destinationDepartureTime, _person.Household.HouseholdTotals.DrivingAgeMembers); double workTourLogsum = nestedAlternative == null ? 0 : nestedAlternative.ComputeLogsum(); int votSegment = _person.Household.GetVotALSegment(); int taSegment = destinationParcel.TransitAccessSegment(); double aggregateLogsum = Global.AggregateLogsums[destinationParcel.ZoneId][Global.Settings.Purposes.HomeBasedComposite][Global.Settings.CarOwnerships.OneOrMoreCarsPerAdult][votSegment][taSegment]; double distanceFromOrigin = _person.Household.ResidenceParcel.DistanceFromOrigin(destinationParcel, 1); double distance1 = Math.Min(distanceFromOrigin, .35); double distance2 = Math.Max(0, Math.Min(distanceFromOrigin - .35, 1 - .35)); double distance3 = Math.Max(0, distanceFromOrigin - 1); double distance20 = Math.Max(0, distanceFromOrigin - 2); double distance30 = Math.Max(0, distanceFromOrigin - 3); double distance40 = Math.Max(0, distanceFromOrigin - 4); double distanceLog = Math.Log(1 + distanceFromOrigin); double distanceFromSchool = _person.IsFullOrPartTimeWorker ? 0 : _person.UsualSchoolParcel.DistanceFromSchoolLog(destinationParcel, 1); // parcel buffers double educationBuffer = Math.Log(destinationParcel.EmploymentEducationBuffer2 + 1); double governmentBuffer = Math.Log(destinationParcel.EmploymentGovernmentBuffer2 + 1); double officeBuffer = Math.Log(destinationParcel.EmploymentOfficeBuffer2 + 1); double serviceBuffer = Math.Log(destinationParcel.EmploymentServiceBuffer2 + 1); double householdsBuffer = Math.Log(destinationParcel.HouseholdsBuffer2 + 1); // var retailBuffer = Math.Log(destinationParcel.EmploymentRetailBuffer2 + 1); double industrialAgricultureConstructionBuffer = Math.Log(destinationParcel.EmploymentIndustrialBuffer2 + destinationParcel.EmploymentAgricultureConstructionBuffer2 + 1); double foodBuffer = Math.Log(destinationParcel.EmploymentFoodBuffer2 + 1); double medicalBuffer = Math.Log(destinationParcel.EmploymentMedicalBuffer2 + 1); double employmentTotalBuffer = Math.Log(destinationParcel.EmploymentTotalBuffer2 + 1); double studentsUniversityBuffer = Math.Log(destinationParcel.StudentsUniversityBuffer2 + 1); double studentsK12Buffer = Math.Log(destinationParcel.StudentsK8Buffer2 + destinationParcel.StudentsHighSchoolBuffer2 + 1); // var mixedUse4Index = destinationParcel.MixedUse4Index2(); //size attributes (derived) double employmentIndustrialAgricultureConstruction = destinationParcel.EmploymentIndustrial + destinationParcel.EmploymentAgricultureConstruction; // parking attributes double parcelParkingDensity = destinationParcel.ParcelParkingPerTotalEmployment(); // connectivity attributes double c34Ratio = destinationParcel.C34RatioBuffer1(); alternative.AddUtilityTerm(1, sampleItem.AdjustmentFactor); //constrain coeff to 1 alternative.AddUtilityTerm(2, _person.IsFulltimeWorker.ToFlag() * workTourLogsum); alternative.AddUtilityTerm(3, _person.IsPartTimeWorker.ToFlag() * workTourLogsum); alternative.AddUtilityTerm(4, _person.IsNotFullOrPartTimeWorker.ToFlag() * workTourLogsum); alternative.AddUtilityTerm(5, distanceLog); // for distance calibration alternative.AddUtilityTerm(6, _person.IsFulltimeWorker.ToFlag() * distance1); alternative.AddUtilityTerm(7, _person.IsFulltimeWorker.ToFlag() * distance2); alternative.AddUtilityTerm(8, _person.IsFulltimeWorker.ToFlag() * distance3); alternative.AddUtilityTerm(9, _person.IsPartTimeWorker.ToFlag() * distanceLog); alternative.AddUtilityTerm(10, _person.IsNotFullOrPartTimeWorker.ToFlag() * distanceLog); alternative.AddUtilityTerm(11, _person.Household.Has0To15KIncome.ToFlag() * distanceLog); alternative.AddUtilityTerm(12, _person.Household.Has50To75KIncome.ToFlag() * distanceLog); alternative.AddUtilityTerm(13, _person.Household.Has75To100KIncome.ToFlag() * distanceLog); alternative.AddUtilityTerm(14, _person.IsFemale.ToFlag() * distanceLog); alternative.AddUtilityTerm(15, _person.IsStudentAge.ToFlag() * distanceFromSchool); alternative.AddUtilityTerm(16, _person.IsFulltimeWorker.ToFlag() * aggregateLogsum); alternative.AddUtilityTerm(17, _person.IsPartTimeWorker.ToFlag() * aggregateLogsum); alternative.AddUtilityTerm(18, _person.IsNotFullOrPartTimeWorker.ToFlag() * aggregateLogsum); alternative.AddUtilityTerm(19, parcelParkingDensity); alternative.AddUtilityTerm(20, c34Ratio); //extra additive distance terms for calibrating longer distances alternative.AddUtilityTerm(46, distance20); alternative.AddUtilityTerm(47, distance30); alternative.AddUtilityTerm(48, distance40); //Neighborhood alternative.AddUtilityTerm(21, _person.Household.HasValidIncome.ToFlag() * serviceBuffer); alternative.AddUtilityTerm(22, _person.Household.HasValidIncome.ToFlag() * educationBuffer); alternative.AddUtilityTerm(23, _person.Household.HasValidIncome.ToFlag() * foodBuffer); alternative.AddUtilityTerm(24, _person.Household.HasValidIncome.ToFlag() * governmentBuffer); alternative.AddUtilityTerm(25, _person.Household.HasValidIncome.ToFlag() * officeBuffer); alternative.AddUtilityTerm(26, _person.Household.HasValidIncome.ToFlag() * medicalBuffer); alternative.AddUtilityTerm(27, _person.Household.HasValidIncome.ToFlag() * householdsBuffer); alternative.AddUtilityTerm(28, _person.Household.HasValidIncome.ToFlag() * studentsUniversityBuffer); alternative.AddUtilityTerm(29, _person.Household.HasValidIncome.ToFlag() * _person.IsFulltimeWorker.ToFlag() * studentsK12Buffer); alternative.AddUtilityTerm(30, _person.Household.HasValidIncome.ToFlag() * _person.IsFulltimeWorker.ToFlag() * studentsUniversityBuffer); alternative.AddUtilityTerm(31, _person.Household.HasValidIncome.ToFlag() * _person.IsPartTimeWorker.ToFlag() * industrialAgricultureConstructionBuffer); alternative.AddUtilityTerm(32, _person.Household.HasValidIncome.ToFlag() * _person.IsNotFullOrPartTimeWorker.ToFlag() * foodBuffer); alternative.AddUtilityTerm(33, _person.Household.HasValidIncome.ToFlag() * _person.IsNotFullOrPartTimeWorker.ToFlag() * medicalBuffer); alternative.AddUtilityTerm(34, _person.IsFulltimeWorker.ToFlag() * _person.Household.Has75KPlusIncome.ToFlag() * employmentTotalBuffer); alternative.AddUtilityTerm(35, _person.IsNotFullOrPartTimeWorker.ToFlag() * _person.Household.HasIncomeUnder50K.ToFlag() * governmentBuffer); alternative.AddUtilityTerm(36, _person.IsNotFullOrPartTimeWorker.ToFlag() * _person.Household.HasIncomeUnder50K.ToFlag() * employmentTotalBuffer); //Size alternative.AddUtilityTerm(51, _person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentService); alternative.AddUtilityTerm(52, _person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentEducation); alternative.AddUtilityTerm(53, _person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentFood); alternative.AddUtilityTerm(54, _person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentGovernment); alternative.AddUtilityTerm(55, _person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentOffice); alternative.AddUtilityTerm(56, _person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentRetail); alternative.AddUtilityTerm(57, _person.Household.HasValidIncome.ToFlag() * destinationParcel.EmploymentMedical); alternative.AddUtilityTerm(58, _person.Household.HasValidIncome.ToFlag() * employmentIndustrialAgricultureConstruction); alternative.AddUtilityTerm(59, _person.Household.HasValidIncome.ToFlag() * destinationParcel.StudentsUniversity); alternative.AddUtilityTerm(60, _person.Household.HasValidIncome.ToFlag() * _person.IsFulltimeWorker.ToFlag() * destinationParcel.EmploymentGovernment); alternative.AddUtilityTerm(61, _person.Household.HasValidIncome.ToFlag() * _person.IsFulltimeWorker.ToFlag() * employmentIndustrialAgricultureConstruction); alternative.AddUtilityTerm(62, _person.Household.HasValidIncome.ToFlag() * _person.IsPartTimeWorker.ToFlag() * employmentIndustrialAgricultureConstruction); alternative.AddUtilityTerm(63, _person.Household.HasValidIncome.ToFlag() * _person.IsNotFullOrPartTimeWorker.ToFlag() * destinationParcel.EmploymentEducation); alternative.AddUtilityTerm(64, _person.Household.HasValidIncome.ToFlag() * _person.IsNotFullOrPartTimeWorker.ToFlag() * destinationParcel.EmploymentFood); alternative.AddUtilityTerm(65, _person.Household.HasValidIncome.ToFlag() * _person.IsNotFullOrPartTimeWorker.ToFlag() * destinationParcel.EmploymentRetail); alternative.AddUtilityTerm(66, _person.Household.HasIncomeUnder50K.ToFlag() * destinationParcel.EmploymentRetail); alternative.AddUtilityTerm(67, _person.Household.HasIncomeUnder50K.ToFlag() * destinationParcel.EmploymentService); alternative.AddUtilityTerm(68, _person.Household.Has50To75KIncome.ToFlag() * destinationParcel.EmploymentMedical); alternative.AddUtilityTerm(69, _person.Household.Has50To75KIncome.ToFlag() * destinationParcel.EmploymentOffice); alternative.AddUtilityTerm(70, _person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentEducation); alternative.AddUtilityTerm(71, _person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentGovernment); alternative.AddUtilityTerm(72, _person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentMedical); alternative.AddUtilityTerm(73, _person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentOffice); alternative.AddUtilityTerm(74, _person.IsFulltimeWorker.ToFlag() * _person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentGovernment); alternative.AddUtilityTerm(75, _person.IsFulltimeWorker.ToFlag() * (!_person.Household.Has75KPlusIncome).ToFlag() * employmentIndustrialAgricultureConstruction); alternative.AddUtilityTerm(76, _person.IsPartTimeWorker.ToFlag() * (!_person.Household.HasIncomeUnder50K).ToFlag() * destinationParcel.EmploymentMedical); alternative.AddUtilityTerm(77, (!_person.IsFulltimeWorker).ToFlag() * _person.Household.Has75KPlusIncome.ToFlag() * destinationParcel.EmploymentOffice); alternative.AddUtilityTerm(78, _person.IsNotFullOrPartTimeWorker.ToFlag() * (!_person.Household.HasIncomeUnder50K).ToFlag() * destinationParcel.EmploymentRetail); alternative.AddUtilityTerm(79, _person.Household.HasMissingIncome.ToFlag() * destinationParcel.EmploymentTotal); alternative.AddUtilityTerm(80, _person.Household.HasMissingIncome.ToFlag() * destinationParcel.StudentsUniversity); //add any region-specific new terms in region-specific class, using coefficient numbers 91-100 or other unused variable # _parentClass.RegionSpecificCustomizations(alternative, _person, destinationParcel); // OD shadow pricing if (Global.Configuration.ShouldUseODShadowPricing) { int res = _person.Household.ResidenceParcel.District; int des = destinationParcel.District; //var first = res <= des? res : des; //var second = res <= des? des : res; double shadowPriceConfigurationParameter = res == des ? Global.Configuration.WorkLocationOOShadowPriceCoefficient : Global.Configuration.WorkLocationODShadowPriceCoefficient; int odShadowPriceF12Value = MAX_REGULAR_PARAMETER + Global.Configuration.NumberOfODShadowPricingDistricts * (res - 1) + des; alternative.AddUtilityTerm(odShadowPriceF12Value, shadowPriceConfigurationParameter); } // set shadow price depending on persontype and add it to utility // we are using the sampling adjustment factor assuming that it is 1 if (Global.Configuration.ShouldUseShadowPricing) { alternative.AddUtilityTerm(1, destinationParcel.ShadowPriceForEmployment); } }