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- # coding=utf-8
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- # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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- #
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- # Licensed under the Apache License, Version 2.0 (the "License");
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- # you may not use this file except in compliance with the License.
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- # You may obtain a copy of the License at
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- #
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- # http://www.apache.org/licenses/LICENSE-2.0
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- #
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- # Unless required by applicable law or agreed to in writing, software
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- # distributed under the License is distributed on an "AS IS" BASIS,
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- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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- # See the License for the specific language governing permissions and
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- # limitations under the License.
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-
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- """FiNER-139: A Financial Numeric Entity Recognition dataset"""
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-
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-
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- import datasets
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- import json
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- import os
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-
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- logger = datasets.logging.get_logger(__name__)
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-
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- _CITATION = """@inproceedings{loukas-etal-2022-finer,
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- title = "{FiNER: Financial Numeric Entity Recognition for XBRL Tagging}",
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- author = "Loukas, Lefteris and
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- Fergadiotis, Manos and
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- Chalkidis, Ilias and
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- Spyropoulou, Eirini and
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- Malakasiotis, Prodromos and
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- Androutsopoulos, Ion and
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- Paliouras George",
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- booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics",
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- month = "may",
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- year = "2022",
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- publisher = "Association for Computational Linguistics",
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- }"""
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-
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- _DESCRIPTION = """
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- FiNER-139 is a named entity recognition dataset consisting of 10K annual
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- and quarterly English reports (filings) of publicly traded companies
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- downloaded from the U.S. Securities and Exchange Commission (SEC)
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- annotated with 139 XBRL tags in the IOB2 format.
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- """
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-
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- _DATA_URL = "https://zenodo.org/record/6339605/files/finer-139.zip"
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-
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- _HOMEPAGE = "http://nlp.cs.aueb.gr/"
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-
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- _VERSION = "1.0.0"
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-
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- _LABELS = [
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- "O",
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- "B-AccrualForEnvironmentalLossContingencies",
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- "B-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife",
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- "I-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife",
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- "B-AllocatedShareBasedCompensationExpense",
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- "B-AmortizationOfFinancingCosts",
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- "B-AmortizationOfIntangibleAssets",
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- "I-AmortizationOfIntangibleAssets",
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- "B-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount",
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- "I-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount",
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- "B-AreaOfRealEstateProperty",
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- "I-AreaOfRealEstateProperty",
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- "B-AssetImpairmentCharges",
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- "B-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued",
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- "B-BusinessAcquisitionPercentageOfVotingInterestsAcquired",
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- "I-BusinessAcquisitionPercentageOfVotingInterestsAcquired",
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- "B-BusinessCombinationAcquisitionRelatedCosts",
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- "B-BusinessCombinationConsiderationTransferred1",
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- "B-BusinessCombinationContingentConsiderationLiability",
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- "B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill",
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- "B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles",
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- "B-CapitalizedContractCostAmortization",
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- "B-CashAndCashEquivalentsFairValueDisclosure",
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- "B-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1",
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- "B-CommonStockCapitalSharesReservedForFutureIssuance",
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- "B-CommonStockDividendsPerShareDeclared",
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- "B-CommonStockParOrStatedValuePerShare",
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- "B-CommonStockSharesAuthorized",
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- "I-CommonStockSharesAuthorized",
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- "B-CommonStockSharesOutstanding",
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- "B-ConcentrationRiskPercentage1",
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- "B-ContractWithCustomerLiability",
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- "B-ContractWithCustomerLiabilityRevenueRecognized",
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- "B-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption",
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- "B-DebtInstrumentBasisSpreadOnVariableRate1",
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- "B-DebtInstrumentCarryingAmount",
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- "B-DebtInstrumentConvertibleConversionPrice1",
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- "B-DebtInstrumentFaceAmount",
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- "I-DebtInstrumentFaceAmount",
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- "B-DebtInstrumentFairValue",
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- "B-DebtInstrumentInterestRateEffectivePercentage",
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- "B-DebtInstrumentInterestRateStatedPercentage",
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- "B-DebtInstrumentMaturityDate",
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- "I-DebtInstrumentMaturityDate",
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- "B-DebtInstrumentRedemptionPricePercentage",
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- "B-DebtInstrumentTerm",
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- "I-DebtInstrumentTerm",
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- "B-DebtInstrumentUnamortizedDiscount",
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- "B-DebtWeightedAverageInterestRate",
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- "B-DeferredFinanceCostsGross",
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- "B-DeferredFinanceCostsNet",
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- "B-DefinedBenefitPlanContributionsByEmployer",
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- "B-DefinedContributionPlanCostRecognized",
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- "B-Depreciation",
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- "B-DerivativeFixedInterestRate",
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- "B-DerivativeNotionalAmount",
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- "B-DisposalGroupIncludingDiscontinuedOperationConsideration",
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- "B-EffectiveIncomeTaxRateContinuingOperations",
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- "B-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate",
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- "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized",
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- "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1",
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- "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1",
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- "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions",
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- "B-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense",
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- "B-EquityMethodInvestmentOwnershipPercentage",
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- "I-EquityMethodInvestmentOwnershipPercentage",
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- "B-EquityMethodInvestments",
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- "B-FiniteLivedIntangibleAssetUsefulLife",
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- "I-FiniteLivedIntangibleAssetUsefulLife",
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- "B-GainsLossesOnExtinguishmentOfDebt",
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- "B-Goodwill",
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- "B-GoodwillImpairmentLoss",
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- "B-GuaranteeObligationsMaximumExposure",
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- "B-IncomeLossFromEquityMethodInvestments",
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- "B-IncomeTaxExpenseBenefit",
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- "B-InterestExpense",
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- "B-InterestExpenseDebt",
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- "B-LeaseAndRentalExpense",
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- "B-LesseeOperatingLeaseRenewalTerm",
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- "I-LesseeOperatingLeaseRenewalTerm",
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- "B-LesseeOperatingLeaseTermOfContract",
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- "I-LesseeOperatingLeaseTermOfContract",
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- "B-LettersOfCreditOutstandingAmount",
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- "B-LineOfCredit",
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- "B-LineOfCreditFacilityCommitmentFeePercentage",
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- "B-LineOfCreditFacilityCurrentBorrowingCapacity",
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- "B-LineOfCreditFacilityInterestRateAtPeriodEnd",
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- "B-LineOfCreditFacilityMaximumBorrowingCapacity",
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- "B-LineOfCreditFacilityRemainingBorrowingCapacity",
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- "B-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage",
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- "B-LongTermDebt",
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- "B-LongTermDebtFairValue",
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- "B-LossContingencyAccrualAtCarryingValue",
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- "B-LossContingencyDamagesSoughtValue",
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- "B-LossContingencyEstimateOfPossibleLoss",
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- "B-LossContingencyPendingClaimsNumber",
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- "I-LossContingencyPendingClaimsNumber",
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- "B-MinorityInterestOwnershipPercentageByNoncontrollingOwners",
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- "B-MinorityInterestOwnershipPercentageByParent",
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- "B-NumberOfOperatingSegments",
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- "B-NumberOfRealEstateProperties",
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- "I-NumberOfRealEstateProperties",
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- "B-NumberOfReportableSegments",
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- "B-OperatingLeaseCost",
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- "B-OperatingLeaseExpense",
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- "B-OperatingLeaseLiability",
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- "B-OperatingLeasePayments",
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- "B-OperatingLeaseRightOfUseAsset",
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- "B-OperatingLeaseWeightedAverageDiscountRatePercent",
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- "B-OperatingLeaseWeightedAverageRemainingLeaseTerm1",
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- "I-OperatingLeaseWeightedAverageRemainingLeaseTerm1",
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- "B-OperatingLeasesRentExpenseNet",
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- "B-OperatingLossCarryforwards",
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- "B-PaymentsToAcquireBusinessesGross",
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- "B-PaymentsToAcquireBusinessesNetOfCashAcquired",
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- "B-PreferredStockDividendRatePercentage",
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- "B-PreferredStockSharesAuthorized",
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- "I-PreferredStockSharesAuthorized",
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- "B-ProceedsFromIssuanceOfCommonStock",
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- "B-PropertyPlantAndEquipmentUsefulLife",
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- "I-PropertyPlantAndEquipmentUsefulLife",
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- "B-PublicUtilitiesRequestedRateIncreaseDecreaseAmount",
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- "B-RelatedPartyTransactionAmountsOfTransaction",
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- "I-RelatedPartyTransactionAmountsOfTransaction",
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- "B-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty",
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- "I-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty",
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- "B-RepaymentsOfDebt",
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- "B-RestructuringAndRelatedCostExpectedCost1",
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- "B-RestructuringCharges",
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- "B-RevenueFromContractWithCustomerExcludingAssessedTax",
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- "B-RevenueFromContractWithCustomerIncludingAssessedTax",
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- "B-RevenueFromRelatedParties",
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- "B-RevenueRemainingPerformanceObligation",
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- "B-Revenues",
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- "B-SaleOfStockNumberOfSharesIssuedInTransaction",
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- "I-SaleOfStockNumberOfSharesIssuedInTransaction",
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- "B-SaleOfStockPricePerShare",
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- "B-ShareBasedCompensation",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross",
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- "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
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- "B-SharePrice",
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- "B-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage",
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- "I-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage",
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- "B-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod",
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- "I-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod",
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- "B-StockIssuedDuringPeriodSharesNewIssues",
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- "I-StockIssuedDuringPeriodSharesNewIssues",
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- "B-StockRepurchaseProgramAuthorizedAmount1",
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- "B-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1",
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- "B-StockRepurchasedAndRetiredDuringPeriodShares",
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- "B-StockRepurchasedDuringPeriodShares",
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- "I-StockRepurchasedDuringPeriodShares",
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- "B-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense",
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- "B-TreasuryStockAcquiredAverageCostPerShare",
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- "B-TreasuryStockSharesAcquired",
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- "I-TreasuryStockSharesAcquired",
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- "B-TreasuryStockValueAcquiredCostMethod",
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- "B-UnrecognizedTaxBenefits",
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- "B-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate",
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- "I-DeferredFinanceCostsGross",
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- "I-CommonStockParOrStatedValuePerShare",
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- "I-LossContingencyEstimateOfPossibleLoss",
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- "I-DefinedContributionPlanCostRecognized",
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- "I-DebtInstrumentFairValue",
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- "I-ContractWithCustomerLiabilityRevenueRecognized",
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- "I-RevenueRemainingPerformanceObligation",
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- "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized",
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- "I-DebtInstrumentInterestRateStatedPercentage",
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- "I-OperatingLossCarryforwards",
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- "I-MinorityInterestOwnershipPercentageByNoncontrollingOwners",
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- "I-InterestExpense",
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- "I-LongTermDebt",
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- "I-ShareBasedCompensation",
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- "I-DebtWeightedAverageInterestRate",
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- "I-DebtInstrumentCarryingAmount",
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- "I-DebtInstrumentConvertibleConversionPrice1",
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- "I-IncomeTaxExpenseBenefit",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
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- "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions",
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- "I-EquityMethodInvestments",
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- "I-DebtInstrumentUnamortizedDiscount",
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- "I-GainsLossesOnExtinguishmentOfDebt",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant",
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- "I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill",
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- "I-PreferredStockDividendRatePercentage",
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- "I-RevenueFromContractWithCustomerIncludingAssessedTax",
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- "I-OperatingLeaseWeightedAverageDiscountRatePercent",
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- "I-LineOfCredit",
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- "I-LineOfCreditFacilityMaximumBorrowingCapacity",
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- "I-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate",
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- "I-LineOfCreditFacilityCommitmentFeePercentage",
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- "I-BusinessCombinationConsiderationTransferred1",
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- "I-CommonStockDividendsPerShareDeclared",
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- "I-DebtInstrumentBasisSpreadOnVariableRate1",
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- "I-DisposalGroupIncludingDiscontinuedOperationConsideration",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross",
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- "I-CommonStockSharesOutstanding",
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- "I-AmortizationOfFinancingCosts",
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- "I-LineOfCreditFacilityCurrentBorrowingCapacity",
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- "I-TreasuryStockValueAcquiredCostMethod",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber",
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- "I-DebtInstrumentInterestRateEffectivePercentage",
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- "I-SaleOfStockPricePerShare",
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- "I-CapitalizedContractCostAmortization",
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- "I-RestructuringCharges",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue",
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- "I-AccrualForEnvironmentalLossContingencies",
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- "I-CashAndCashEquivalentsFairValueDisclosure",
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- "I-ProceedsFromIssuanceOfCommonStock",
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- "I-Revenues",
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- "I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles",
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- "I-LettersOfCreditOutstandingAmount",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
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- "I-OperatingLeasePayments",
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- "I-LineOfCreditFacilityRemainingBorrowingCapacity",
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- "I-PaymentsToAcquireBusinessesGross",
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- "I-TreasuryStockAcquiredAverageCostPerShare",
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- "I-DeferredFinanceCostsNet",
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- "I-StockRepurchaseProgramAuthorizedAmount1",
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- "I-InterestExpenseDebt",
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- "I-ContractWithCustomerLiability",
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- "I-OperatingLeaseExpense",
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- "I-Depreciation",
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- "I-AllocatedShareBasedCompensationExpense",
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- "I-LossContingencyAccrualAtCarryingValue",
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- "I-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage",
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- "I-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense",
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- "I-OperatingLeaseLiability",
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- "I-RevenueFromRelatedParties",
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- "I-PaymentsToAcquireBusinessesNetOfCashAcquired",
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- "I-BusinessCombinationContingentConsiderationLiability",
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- "I-LossContingencyDamagesSoughtValue",
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- "I-NumberOfOperatingSegments",
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- "I-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued",
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- "I-OperatingLeaseRightOfUseAsset",
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- "I-BusinessCombinationAcquisitionRelatedCosts",
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- "I-UnrecognizedTaxBenefits",
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- "I-GuaranteeObligationsMaximumExposure",
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- "I-RestructuringAndRelatedCostExpectedCost1",
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- "I-DefinedBenefitPlanContributionsByEmployer",
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- "I-OperatingLeaseCost",
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- "I-DerivativeFixedInterestRate",
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- "I-Goodwill",
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- "I-GoodwillImpairmentLoss",
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- "I-CommonStockCapitalSharesReservedForFutureIssuance",
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- "I-StockRepurchasedAndRetiredDuringPeriodShares",
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- "I-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense",
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- "I-IncomeLossFromEquityMethodInvestments",
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- "I-NumberOfReportableSegments",
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- "I-LongTermDebtFairValue",
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- "I-RepaymentsOfDebt",
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- "I-ConcentrationRiskPercentage1",
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- "I-DebtInstrumentRedemptionPricePercentage",
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- "I-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption",
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- "I-SharePrice",
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- "I-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate",
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- "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue",
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- "I-EffectiveIncomeTaxRateContinuingOperations",
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- "I-RevenueFromContractWithCustomerExcludingAssessedTax",
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- "I-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1",
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- "I-LineOfCreditFacilityInterestRateAtPeriodEnd",
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- "I-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1",
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- "I-OperatingLeasesRentExpenseNet",
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- "I-LeaseAndRentalExpense",
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- "I-PublicUtilitiesRequestedRateIncreaseDecreaseAmount",
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- "I-MinorityInterestOwnershipPercentageByParent",
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- "I-AssetImpairmentCharges",
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- "I-DerivativeNotionalAmount",
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- ]
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-
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-
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- class Finer139Config(datasets.BuilderConfig):
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- """BuilderConfig for FiNER-139"""
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- def __init__(self, **kwargs):
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- super(Finer139Config, self).__init__(version=datasets.Version(_VERSION, ""), **kwargs)
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-
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-
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- class Finer139(datasets.GeneratorBasedBuilder):
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- """
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- FiNER-139 is a named entity recognition dataset consisting of 10K annual
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- and quarterly English reports (filings) of publicly traded companies
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- downloaded from the U.S. Securities and Exchange Commission (SEC)
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- annotated with 139 XBRL tags in the IOB2 format.
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- """
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-
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- VERSION = datasets.Version(_VERSION)
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- BUILDER_CONFIGS = [
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- Finer139Config(name='finer139', description="FiNER-139 dataset")
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- ]
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-
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- def _info(self):
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- features = datasets.Features(
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- {
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- "id": datasets.Value("int32"),
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- "tokens": datasets.Sequence(datasets.Value("string")),
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- "ner_tags": datasets.Sequence(datasets.features.ClassLabel(names=_LABELS))
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- }
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- )
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- return datasets.DatasetInfo(
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- description=_DESCRIPTION,
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- features=features,
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- supervised_keys=None,
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- homepage=_HOMEPAGE,
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- citation=_CITATION,
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- )
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-
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- def _split_generators(self, dl_manager):
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- data_dir = dl_manager.download_and_extract(_DATA_URL)
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-
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- return [
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- datasets.SplitGenerator(
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- name=datasets.Split.TRAIN,
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- gen_kwargs={"filepath": os.path.join(data_dir, "train.jsonl")},
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- ),
379
- datasets.SplitGenerator(
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- name=datasets.Split.VALIDATION,
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- gen_kwargs={"filepath": os.path.join(data_dir, "validation.jsonl")},
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- ),
383
- datasets.SplitGenerator(
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- name=datasets.Split.TEST,
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- gen_kwargs={"filepath": os.path.join(data_dir, "test.jsonl")},
386
- )
387
- ]
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-
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- def _generate_examples(self, filepath):
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- """
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- Reads line by line samples and generates examples.
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-
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- :param filepath: Path to jsonl file with line by line samples.
394
- """
395
- logger.info("⏳ Generating examples from = %s", filepath)
396
- with open(filepath, encoding="utf-8") as f:
397
- for row in f:
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- data = json.loads(row)
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- yield data["id"], {
400
- "id": data["id"],
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- "tokens": data["tokens"],
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- "ner_tags": data["ner_tags"]
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- }