Datasets:
Modalities:
Text
Sub-tasks:
named-entity-recognition
Languages:
English
Size:
1M - 10M
ArXiv:
License:
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finer139.py
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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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"""FiNER-139: A Financial Numeric Entity Recognition dataset"""
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import datasets
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import json
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import os
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logger = datasets.logging.get_logger(__name__)
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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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_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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_DATA_URL = "https://zenodo.org/record/6339605/files/finer-139.zip"
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_HOMEPAGE = "http://nlp.cs.aueb.gr/"
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_VERSION = "1.0.0"
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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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227 |
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"I-DefinedContributionPlanCostRecognized",
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228 |
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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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242 |
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"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
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243 |
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"I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions",
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244 |
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"I-EquityMethodInvestments",
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"I-DebtInstrumentUnamortizedDiscount",
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"I-GainsLossesOnExtinguishmentOfDebt",
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247 |
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"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant",
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248 |
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"I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill",
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249 |
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"I-PreferredStockDividendRatePercentage",
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250 |
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"I-RevenueFromContractWithCustomerIncludingAssessedTax",
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251 |
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"I-OperatingLeaseWeightedAverageDiscountRatePercent",
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252 |
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"I-LineOfCredit",
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253 |
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"I-LineOfCreditFacilityMaximumBorrowingCapacity",
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254 |
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"I-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate",
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255 |
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"I-LineOfCreditFacilityCommitmentFeePercentage",
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256 |
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"I-BusinessCombinationConsiderationTransferred1",
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257 |
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"I-CommonStockDividendsPerShareDeclared",
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258 |
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"I-DebtInstrumentBasisSpreadOnVariableRate1",
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259 |
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"I-DisposalGroupIncludingDiscontinuedOperationConsideration",
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260 |
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"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross",
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261 |
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"I-CommonStockSharesOutstanding",
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262 |
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"I-AmortizationOfFinancingCosts",
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263 |
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"I-LineOfCreditFacilityCurrentBorrowingCapacity",
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264 |
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"I-TreasuryStockValueAcquiredCostMethod",
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265 |
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"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber",
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266 |
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"I-DebtInstrumentInterestRateEffectivePercentage",
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267 |
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"I-SaleOfStockPricePerShare",
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268 |
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"I-CapitalizedContractCostAmortization",
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269 |
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"I-RestructuringCharges",
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270 |
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"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue",
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271 |
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"I-AccrualForEnvironmentalLossContingencies",
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272 |
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"I-CashAndCashEquivalentsFairValueDisclosure",
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273 |
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"I-ProceedsFromIssuanceOfCommonStock",
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274 |
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"I-Revenues",
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275 |
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"I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles",
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276 |
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"I-LettersOfCreditOutstandingAmount",
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277 |
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"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
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278 |
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"I-OperatingLeasePayments",
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279 |
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"I-LineOfCreditFacilityRemainingBorrowingCapacity",
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280 |
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"I-PaymentsToAcquireBusinessesGross",
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281 |
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"I-TreasuryStockAcquiredAverageCostPerShare",
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282 |
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"I-DeferredFinanceCostsNet",
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283 |
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"I-StockRepurchaseProgramAuthorizedAmount1",
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284 |
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"I-InterestExpenseDebt",
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285 |
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"I-ContractWithCustomerLiability",
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286 |
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"I-OperatingLeaseExpense",
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287 |
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"I-Depreciation",
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288 |
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"I-AllocatedShareBasedCompensationExpense",
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289 |
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"I-LossContingencyAccrualAtCarryingValue",
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290 |
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"I-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage",
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291 |
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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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319 |
-
"I-SharePrice",
|
320 |
-
"I-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate",
|
321 |
-
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue",
|
322 |
-
"I-EffectiveIncomeTaxRateContinuingOperations",
|
323 |
-
"I-RevenueFromContractWithCustomerExcludingAssessedTax",
|
324 |
-
"I-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1",
|
325 |
-
"I-LineOfCreditFacilityInterestRateAtPeriodEnd",
|
326 |
-
"I-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1",
|
327 |
-
"I-OperatingLeasesRentExpenseNet",
|
328 |
-
"I-LeaseAndRentalExpense",
|
329 |
-
"I-PublicUtilitiesRequestedRateIncreaseDecreaseAmount",
|
330 |
-
"I-MinorityInterestOwnershipPercentageByParent",
|
331 |
-
"I-AssetImpairmentCharges",
|
332 |
-
"I-DerivativeNotionalAmount",
|
333 |
-
]
|
334 |
-
|
335 |
-
|
336 |
-
class Finer139Config(datasets.BuilderConfig):
|
337 |
-
"""BuilderConfig for FiNER-139"""
|
338 |
-
def __init__(self, **kwargs):
|
339 |
-
super(Finer139Config, self).__init__(version=datasets.Version(_VERSION, ""), **kwargs)
|
340 |
-
|
341 |
-
|
342 |
-
class Finer139(datasets.GeneratorBasedBuilder):
|
343 |
-
"""
|
344 |
-
FiNER-139 is a named entity recognition dataset consisting of 10K annual
|
345 |
-
and quarterly English reports (filings) of publicly traded companies
|
346 |
-
downloaded from the U.S. Securities and Exchange Commission (SEC)
|
347 |
-
annotated with 139 XBRL tags in the IOB2 format.
|
348 |
-
"""
|
349 |
-
|
350 |
-
VERSION = datasets.Version(_VERSION)
|
351 |
-
BUILDER_CONFIGS = [
|
352 |
-
Finer139Config(name='finer139', description="FiNER-139 dataset")
|
353 |
-
]
|
354 |
-
|
355 |
-
def _info(self):
|
356 |
-
features = datasets.Features(
|
357 |
-
{
|
358 |
-
"id": datasets.Value("int32"),
|
359 |
-
"tokens": datasets.Sequence(datasets.Value("string")),
|
360 |
-
"ner_tags": datasets.Sequence(datasets.features.ClassLabel(names=_LABELS))
|
361 |
-
}
|
362 |
-
)
|
363 |
-
return datasets.DatasetInfo(
|
364 |
-
description=_DESCRIPTION,
|
365 |
-
features=features,
|
366 |
-
supervised_keys=None,
|
367 |
-
homepage=_HOMEPAGE,
|
368 |
-
citation=_CITATION,
|
369 |
-
)
|
370 |
-
|
371 |
-
def _split_generators(self, dl_manager):
|
372 |
-
data_dir = dl_manager.download_and_extract(_DATA_URL)
|
373 |
-
|
374 |
-
return [
|
375 |
-
datasets.SplitGenerator(
|
376 |
-
name=datasets.Split.TRAIN,
|
377 |
-
gen_kwargs={"filepath": os.path.join(data_dir, "train.jsonl")},
|
378 |
-
),
|
379 |
-
datasets.SplitGenerator(
|
380 |
-
name=datasets.Split.VALIDATION,
|
381 |
-
gen_kwargs={"filepath": os.path.join(data_dir, "validation.jsonl")},
|
382 |
-
),
|
383 |
-
datasets.SplitGenerator(
|
384 |
-
name=datasets.Split.TEST,
|
385 |
-
gen_kwargs={"filepath": os.path.join(data_dir, "test.jsonl")},
|
386 |
-
)
|
387 |
-
]
|
388 |
-
|
389 |
-
def _generate_examples(self, filepath):
|
390 |
-
"""
|
391 |
-
Reads line by line samples and generates examples.
|
392 |
-
|
393 |
-
: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:
|
398 |
-
data = json.loads(row)
|
399 |
-
yield data["id"], {
|
400 |
-
"id": data["id"],
|
401 |
-
"tokens": data["tokens"],
|
402 |
-
"ner_tags": data["ner_tags"]
|
403 |
-
}
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