Datasets:
Sub-tasks:
named-entity-recognition
Languages:
English
Multilinguality:
monolingual
Size Categories:
1M<n<10M
Language Creators:
expert-generated
Annotations Creators:
expert-generated
ArXiv:
Tags:
License:
File size: 19,110 Bytes
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# coding=utf-8
# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""FiNER-139: A Financial Numeric Entity Recognition dataset"""
import datasets
import json
import os
logger = datasets.logging.get_logger(__name__)
_CITATION = """@inproceedings{loukas-etal-2022-finer,
title = "{FiNER: Financial Numeric Entity Recognition for XBRL Tagging}",
author = "Loukas, Lefteris and
Fergadiotis, Manos and
Chalkidis, Ilias and
Spyropoulou, Eirini and
Malakasiotis, Prodromos and
Androutsopoulos, Ion and
Paliouras George",
booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics",
month = "may",
year = "2022",
publisher = "Association for Computational Linguistics",
}"""
_DESCRIPTION = """
FiNER-139 is a named entity recognition dataset consisting of 10K annual
and quarterly English reports (filings) of publicly traded companies
downloaded from the U.S. Securities and Exchange Commission (SEC)
annotated with 139 XBRL tags in the IOB2 format.
"""
_DATA_URL = "finer139.zip"
_HOMEPAGE = "http://nlp.cs.aueb.gr/"
_VERSION = "1.0.0"
_LABELS = [
"O",
"B-AccrualForEnvironmentalLossContingencies",
"B-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife",
"I-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife",
"B-AllocatedShareBasedCompensationExpense",
"B-AmortizationOfFinancingCosts",
"B-AmortizationOfIntangibleAssets",
"I-AmortizationOfIntangibleAssets",
"B-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount",
"I-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount",
"B-AreaOfRealEstateProperty",
"I-AreaOfRealEstateProperty",
"B-AssetImpairmentCharges",
"B-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued",
"B-BusinessAcquisitionPercentageOfVotingInterestsAcquired",
"I-BusinessAcquisitionPercentageOfVotingInterestsAcquired",
"B-BusinessCombinationAcquisitionRelatedCosts",
"B-BusinessCombinationConsiderationTransferred1",
"B-BusinessCombinationContingentConsiderationLiability",
"B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill",
"B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles",
"B-CapitalizedContractCostAmortization",
"B-CashAndCashEquivalentsFairValueDisclosure",
"B-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1",
"B-CommonStockCapitalSharesReservedForFutureIssuance",
"B-CommonStockDividendsPerShareDeclared",
"B-CommonStockParOrStatedValuePerShare",
"B-CommonStockSharesAuthorized",
"I-CommonStockSharesAuthorized",
"B-CommonStockSharesOutstanding",
"B-ConcentrationRiskPercentage1",
"B-ContractWithCustomerLiability",
"B-ContractWithCustomerLiabilityRevenueRecognized",
"B-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption",
"B-DebtInstrumentBasisSpreadOnVariableRate1",
"B-DebtInstrumentCarryingAmount",
"B-DebtInstrumentConvertibleConversionPrice1",
"B-DebtInstrumentFaceAmount",
"I-DebtInstrumentFaceAmount",
"B-DebtInstrumentFairValue",
"B-DebtInstrumentInterestRateEffectivePercentage",
"B-DebtInstrumentInterestRateStatedPercentage",
"B-DebtInstrumentMaturityDate",
"I-DebtInstrumentMaturityDate",
"B-DebtInstrumentRedemptionPricePercentage",
"B-DebtInstrumentTerm",
"I-DebtInstrumentTerm",
"B-DebtInstrumentUnamortizedDiscount",
"B-DebtWeightedAverageInterestRate",
"B-DeferredFinanceCostsGross",
"B-DeferredFinanceCostsNet",
"B-DefinedBenefitPlanContributionsByEmployer",
"B-DefinedContributionPlanCostRecognized",
"B-Depreciation",
"B-DerivativeFixedInterestRate",
"B-DerivativeNotionalAmount",
"B-DisposalGroupIncludingDiscontinuedOperationConsideration",
"B-EffectiveIncomeTaxRateContinuingOperations",
"B-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate",
"B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized",
"B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1",
"I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1",
"B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions",
"B-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense",
"B-EquityMethodInvestmentOwnershipPercentage",
"I-EquityMethodInvestmentOwnershipPercentage",
"B-EquityMethodInvestments",
"B-FiniteLivedIntangibleAssetUsefulLife",
"I-FiniteLivedIntangibleAssetUsefulLife",
"B-GainsLossesOnExtinguishmentOfDebt",
"B-Goodwill",
"B-GoodwillImpairmentLoss",
"B-GuaranteeObligationsMaximumExposure",
"B-IncomeLossFromEquityMethodInvestments",
"B-IncomeTaxExpenseBenefit",
"B-InterestExpense",
"B-InterestExpenseDebt",
"B-LeaseAndRentalExpense",
"B-LesseeOperatingLeaseRenewalTerm",
"I-LesseeOperatingLeaseRenewalTerm",
"B-LesseeOperatingLeaseTermOfContract",
"I-LesseeOperatingLeaseTermOfContract",
"B-LettersOfCreditOutstandingAmount",
"B-LineOfCredit",
"B-LineOfCreditFacilityCommitmentFeePercentage",
"B-LineOfCreditFacilityCurrentBorrowingCapacity",
"B-LineOfCreditFacilityInterestRateAtPeriodEnd",
"B-LineOfCreditFacilityMaximumBorrowingCapacity",
"B-LineOfCreditFacilityRemainingBorrowingCapacity",
"B-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage",
"B-LongTermDebt",
"B-LongTermDebtFairValue",
"B-LossContingencyAccrualAtCarryingValue",
"B-LossContingencyDamagesSoughtValue",
"B-LossContingencyEstimateOfPossibleLoss",
"B-LossContingencyPendingClaimsNumber",
"I-LossContingencyPendingClaimsNumber",
"B-MinorityInterestOwnershipPercentageByNoncontrollingOwners",
"B-MinorityInterestOwnershipPercentageByParent",
"B-NumberOfOperatingSegments",
"B-NumberOfRealEstateProperties",
"I-NumberOfRealEstateProperties",
"B-NumberOfReportableSegments",
"B-OperatingLeaseCost",
"B-OperatingLeaseExpense",
"B-OperatingLeaseLiability",
"B-OperatingLeasePayments",
"B-OperatingLeaseRightOfUseAsset",
"B-OperatingLeaseWeightedAverageDiscountRatePercent",
"B-OperatingLeaseWeightedAverageRemainingLeaseTerm1",
"I-OperatingLeaseWeightedAverageRemainingLeaseTerm1",
"B-OperatingLeasesRentExpenseNet",
"B-OperatingLossCarryforwards",
"B-PaymentsToAcquireBusinessesGross",
"B-PaymentsToAcquireBusinessesNetOfCashAcquired",
"B-PreferredStockDividendRatePercentage",
"B-PreferredStockSharesAuthorized",
"I-PreferredStockSharesAuthorized",
"B-ProceedsFromIssuanceOfCommonStock",
"B-PropertyPlantAndEquipmentUsefulLife",
"I-PropertyPlantAndEquipmentUsefulLife",
"B-PublicUtilitiesRequestedRateIncreaseDecreaseAmount",
"B-RelatedPartyTransactionAmountsOfTransaction",
"I-RelatedPartyTransactionAmountsOfTransaction",
"B-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty",
"I-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty",
"B-RepaymentsOfDebt",
"B-RestructuringAndRelatedCostExpectedCost1",
"B-RestructuringCharges",
"B-RevenueFromContractWithCustomerExcludingAssessedTax",
"B-RevenueFromContractWithCustomerIncludingAssessedTax",
"B-RevenueFromRelatedParties",
"B-RevenueRemainingPerformanceObligation",
"B-Revenues",
"B-SaleOfStockNumberOfSharesIssuedInTransaction",
"I-SaleOfStockNumberOfSharesIssuedInTransaction",
"B-SaleOfStockPricePerShare",
"B-ShareBasedCompensation",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross",
"B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
"B-SharePrice",
"B-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage",
"I-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage",
"B-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod",
"I-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod",
"B-StockIssuedDuringPeriodSharesNewIssues",
"I-StockIssuedDuringPeriodSharesNewIssues",
"B-StockRepurchaseProgramAuthorizedAmount1",
"B-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1",
"B-StockRepurchasedAndRetiredDuringPeriodShares",
"B-StockRepurchasedDuringPeriodShares",
"I-StockRepurchasedDuringPeriodShares",
"B-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense",
"B-TreasuryStockAcquiredAverageCostPerShare",
"B-TreasuryStockSharesAcquired",
"I-TreasuryStockSharesAcquired",
"B-TreasuryStockValueAcquiredCostMethod",
"B-UnrecognizedTaxBenefits",
"B-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate",
"I-DeferredFinanceCostsGross",
"I-CommonStockParOrStatedValuePerShare",
"I-LossContingencyEstimateOfPossibleLoss",
"I-DefinedContributionPlanCostRecognized",
"I-DebtInstrumentFairValue",
"I-ContractWithCustomerLiabilityRevenueRecognized",
"I-RevenueRemainingPerformanceObligation",
"I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized",
"I-DebtInstrumentInterestRateStatedPercentage",
"I-OperatingLossCarryforwards",
"I-MinorityInterestOwnershipPercentageByNoncontrollingOwners",
"I-InterestExpense",
"I-LongTermDebt",
"I-ShareBasedCompensation",
"I-DebtWeightedAverageInterestRate",
"I-DebtInstrumentCarryingAmount",
"I-DebtInstrumentConvertibleConversionPrice1",
"I-IncomeTaxExpenseBenefit",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
"I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions",
"I-EquityMethodInvestments",
"I-DebtInstrumentUnamortizedDiscount",
"I-GainsLossesOnExtinguishmentOfDebt",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant",
"I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill",
"I-PreferredStockDividendRatePercentage",
"I-RevenueFromContractWithCustomerIncludingAssessedTax",
"I-OperatingLeaseWeightedAverageDiscountRatePercent",
"I-LineOfCredit",
"I-LineOfCreditFacilityMaximumBorrowingCapacity",
"I-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate",
"I-LineOfCreditFacilityCommitmentFeePercentage",
"I-BusinessCombinationConsiderationTransferred1",
"I-CommonStockDividendsPerShareDeclared",
"I-DebtInstrumentBasisSpreadOnVariableRate1",
"I-DisposalGroupIncludingDiscontinuedOperationConsideration",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross",
"I-CommonStockSharesOutstanding",
"I-AmortizationOfFinancingCosts",
"I-LineOfCreditFacilityCurrentBorrowingCapacity",
"I-TreasuryStockValueAcquiredCostMethod",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber",
"I-DebtInstrumentInterestRateEffectivePercentage",
"I-SaleOfStockPricePerShare",
"I-CapitalizedContractCostAmortization",
"I-RestructuringCharges",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue",
"I-AccrualForEnvironmentalLossContingencies",
"I-CashAndCashEquivalentsFairValueDisclosure",
"I-ProceedsFromIssuanceOfCommonStock",
"I-Revenues",
"I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles",
"I-LettersOfCreditOutstandingAmount",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
"I-OperatingLeasePayments",
"I-LineOfCreditFacilityRemainingBorrowingCapacity",
"I-PaymentsToAcquireBusinessesGross",
"I-TreasuryStockAcquiredAverageCostPerShare",
"I-DeferredFinanceCostsNet",
"I-StockRepurchaseProgramAuthorizedAmount1",
"I-InterestExpenseDebt",
"I-ContractWithCustomerLiability",
"I-OperatingLeaseExpense",
"I-Depreciation",
"I-AllocatedShareBasedCompensationExpense",
"I-LossContingencyAccrualAtCarryingValue",
"I-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage",
"I-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense",
"I-OperatingLeaseLiability",
"I-RevenueFromRelatedParties",
"I-PaymentsToAcquireBusinessesNetOfCashAcquired",
"I-BusinessCombinationContingentConsiderationLiability",
"I-LossContingencyDamagesSoughtValue",
"I-NumberOfOperatingSegments",
"I-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued",
"I-OperatingLeaseRightOfUseAsset",
"I-BusinessCombinationAcquisitionRelatedCosts",
"I-UnrecognizedTaxBenefits",
"I-GuaranteeObligationsMaximumExposure",
"I-RestructuringAndRelatedCostExpectedCost1",
"I-DefinedBenefitPlanContributionsByEmployer",
"I-OperatingLeaseCost",
"I-DerivativeFixedInterestRate",
"I-Goodwill",
"I-GoodwillImpairmentLoss",
"I-CommonStockCapitalSharesReservedForFutureIssuance",
"I-StockRepurchasedAndRetiredDuringPeriodShares",
"I-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense",
"I-IncomeLossFromEquityMethodInvestments",
"I-NumberOfReportableSegments",
"I-LongTermDebtFairValue",
"I-RepaymentsOfDebt",
"I-ConcentrationRiskPercentage1",
"I-DebtInstrumentRedemptionPricePercentage",
"I-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption",
"I-SharePrice",
"I-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate",
"I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue",
"I-EffectiveIncomeTaxRateContinuingOperations",
"I-RevenueFromContractWithCustomerExcludingAssessedTax",
"I-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1",
"I-LineOfCreditFacilityInterestRateAtPeriodEnd",
"I-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1",
"I-OperatingLeasesRentExpenseNet",
"I-LeaseAndRentalExpense",
"I-PublicUtilitiesRequestedRateIncreaseDecreaseAmount",
"I-MinorityInterestOwnershipPercentageByParent",
"I-AssetImpairmentCharges",
"I-DerivativeNotionalAmount",
]
class Finer139Config(datasets.BuilderConfig):
"""BuilderConfig for FiNER-139"""
def __init__(self, **kwargs):
super(Finer139Config, self).__init__(version=datasets.Version(_VERSION, ""), **kwargs)
class Finer139(datasets.GeneratorBasedBuilder):
"""
FiNER-139 is a named entity recognition dataset consisting of 10K annual
and quarterly English reports (filings) of publicly traded companies
downloaded from the U.S. Securities and Exchange Commission (SEC)
annotated with 139 XBRL tags in the IOB2 format.
"""
VERSION = datasets.Version(_VERSION)
BUILDER_CONFIGS = [
Finer139Config(name='finer-139', description="FiNER-139 dataset")
]
def _info(self):
features = datasets.Features(
{
"id": datasets.Value("int32"),
"tokens": datasets.Sequence(datasets.Value("string")),
"ner_tags": datasets.Sequence(datasets.features.ClassLabel(names=_LABELS))
}
)
return datasets.DatasetInfo(
description=_DESCRIPTION,
features=features,
supervised_keys=None,
homepage=_HOMEPAGE,
citation=_CITATION,
)
def _split_generators(self, dl_manager):
data_dir = dl_manager.download_and_extract(_DATA_URL)
return [
datasets.SplitGenerator(
name=datasets.Split.TRAIN,
gen_kwargs={"filepath": os.path.join(data_dir, "train.jsonl")},
),
datasets.SplitGenerator(
name=datasets.Split.VALIDATION,
gen_kwargs={"filepath": os.path.join(data_dir, "validation.jsonl")},
),
datasets.SplitGenerator(
name=datasets.Split.TEST,
gen_kwargs={"filepath": os.path.join(data_dir, "test.jsonl")},
)
]
def _generate_examples(self, filepath):
"""
Reads line by line samples and generates examples.
:param filepath: Path to jsonl file with line by line samples.
"""
logger.info("⏳ Generating examples from = %s", filepath)
with open(filepath, encoding="utf-8") as f:
for row in f:
data = json.loads(row)
yield data["id"], {
"id": data["id"],
"tokens": data["tokens"],
"ner_tags": data["ner_tags"]
}
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