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Training in progress epoch 0

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  1. README.md +53 -0
  2. config.json +586 -0
  3. special_tokens_map.json +7 -0
  4. tf_model.h5 +3 -0
  5. tokenizer.json +0 -0
  6. tokenizer_config.json +15 -0
  7. vocab.txt +0 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - generated_from_keras_callback
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+ model-index:
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+ - name: muhtasham/bert-tiny-finetuned-finer-tf
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information Keras had access to. You should
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+ probably proofread and complete it, then remove this comment. -->
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+
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+ # muhtasham/bert-tiny-finetuned-finer-tf
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+
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+ This model is a fine-tuned version of [google/bert_uncased_L-2_H-128_A-2](https://huggingface.co/google/bert_uncased_L-2_H-128_A-2) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Train Loss: 0.1188
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+ - Validation Loss: 0.0420
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+ - Epoch: 0
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 168822, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
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+ - training_precision: mixed_float16
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+
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+ ### Training results
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+
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+ | Train Loss | Validation Loss | Epoch |
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+ |:----------:|:---------------:|:-----:|
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+ | 0.1188 | 0.0420 | 0 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.21.0
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+ - TensorFlow 2.8.2
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+ - Datasets 2.4.0
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+ - Tokenizers 0.12.1
config.json ADDED
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+ {
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+ "_name_or_path": "google/bert_uncased_L-2_H-128_A-2",
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+ "architectures": [
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+ "BertForTokenClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "classifier_dropout": null,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 128,
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+ "id2label": {
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+ "0": "O",
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+ "1": "B-AccrualForEnvironmentalLossContingencies",
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+ "10": "B-AreaOfRealEstateProperty",
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+ "102": "B-NumberOfReportableSegments",
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+ "104": "B-OperatingLeaseExpense",
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+ "105": "B-OperatingLeaseLiability",
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+ "106": "B-OperatingLeasePayments",
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+ "107": "B-OperatingLeaseRightOfUseAsset",
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+ "108": "B-OperatingLeaseWeightedAverageDiscountRatePercent",
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+ "109": "B-OperatingLeaseWeightedAverageRemainingLeaseTerm1",
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+ "11": "I-AreaOfRealEstateProperty",
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+ "110": "I-OperatingLeaseWeightedAverageRemainingLeaseTerm1",
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+ "111": "B-OperatingLeasesRentExpenseNet",
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+ "112": "B-OperatingLossCarryforwards",
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+ "113": "B-PaymentsToAcquireBusinessesGross",
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+ "114": "B-PaymentsToAcquireBusinessesNetOfCashAcquired",
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+ "115": "B-PreferredStockDividendRatePercentage",
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+ "116": "B-PreferredStockSharesAuthorized",
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+ "117": "I-PreferredStockSharesAuthorized",
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+ "118": "B-ProceedsFromIssuanceOfCommonStock",
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+ "119": "B-PropertyPlantAndEquipmentUsefulLife",
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+ "12": "B-AssetImpairmentCharges",
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+ "120": "I-PropertyPlantAndEquipmentUsefulLife",
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+ "121": "B-PublicUtilitiesRequestedRateIncreaseDecreaseAmount",
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+ "122": "B-RelatedPartyTransactionAmountsOfTransaction",
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+ "123": "I-RelatedPartyTransactionAmountsOfTransaction",
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+ "124": "B-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty",
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+ "125": "I-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty",
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+ "126": "B-RepaymentsOfDebt",
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+ "127": "B-RestructuringAndRelatedCostExpectedCost1",
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+ "128": "B-RestructuringCharges",
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+ "129": "B-RevenueFromContractWithCustomerExcludingAssessedTax",
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+ "13": "B-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued",
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+ "130": "B-RevenueFromContractWithCustomerIncludingAssessedTax",
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+ "131": "B-RevenueFromRelatedParties",
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+ "132": "B-RevenueRemainingPerformanceObligation",
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+ "133": "B-Revenues",
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+ "134": "B-SaleOfStockNumberOfSharesIssuedInTransaction",
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+ "154": "B-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod",
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+ "155": "I-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod",
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+ "156": "B-StockIssuedDuringPeriodSharesNewIssues",
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+ "158": "B-StockRepurchaseProgramAuthorizedAmount1",
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+ "161": "B-StockRepurchasedDuringPeriodShares",
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+ "163": "B-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense",
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+ "164": "B-TreasuryStockAcquiredAverageCostPerShare",
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+ "173": "I-DefinedContributionPlanCostRecognized",
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+ "174": "I-DebtInstrumentFairValue",
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+ "175": "I-ContractWithCustomerLiabilityRevenueRecognized",
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+ "177": "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized",
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+ "178": "I-DebtInstrumentInterestRateStatedPercentage",
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+ "179": "I-OperatingLossCarryforwards",
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+ "18": "B-BusinessCombinationContingentConsiderationLiability",
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+ "180": "I-MinorityInterestOwnershipPercentageByNoncontrollingOwners",
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+ "185": "I-DebtInstrumentCarryingAmount",
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+ "186": "I-DebtInstrumentConvertibleConversionPrice1",
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+ "194": "I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill",
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+ "195": "I-PreferredStockDividendRatePercentage",
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+ "196": "I-RevenueFromContractWithCustomerIncludingAssessedTax",
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+ "197": "I-OperatingLeaseWeightedAverageDiscountRatePercent",
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+ "198": "I-LineOfCredit",
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+ "20": "B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles",
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+ "200": "I-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate",
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+ "201": "I-LineOfCreditFacilityCommitmentFeePercentage",
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+ "207": "I-CommonStockSharesOutstanding",
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+ "212": "I-DebtInstrumentInterestRateEffectivePercentage",
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+ "213": "I-SaleOfStockPricePerShare",
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+ "214": "I-CapitalizedContractCostAmortization",
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+ "215": "I-RestructuringCharges",
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+ "216": "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue",
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+ "217": "I-AccrualForEnvironmentalLossContingencies",
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+ "218": "I-CashAndCashEquivalentsFairValueDisclosure",
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+ "219": "I-ProceedsFromIssuanceOfCommonStock",
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+ "220": "I-Revenues",
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+ "221": "I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles",
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+ "222": "I-LettersOfCreditOutstandingAmount",
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+ "223": "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue",
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+ "224": "I-OperatingLeasePayments",
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+ "225": "I-LineOfCreditFacilityRemainingBorrowingCapacity",
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+ "226": "I-PaymentsToAcquireBusinessesGross",
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+ "227": "I-TreasuryStockAcquiredAverageCostPerShare",
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+ "228": "I-DeferredFinanceCostsNet",
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+ "229": "I-StockRepurchaseProgramAuthorizedAmount1",
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+ "23": "B-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1",
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+ "230": "I-InterestExpenseDebt",
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+ "231": "I-ContractWithCustomerLiability",
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+ "232": "I-OperatingLeaseExpense",
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+ "235": "I-LossContingencyAccrualAtCarryingValue",
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+ "236": "I-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage",
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+ "237": "I-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense",
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+ "238": "I-OperatingLeaseLiability",
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+ "239": "I-RevenueFromRelatedParties",
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+ "24": "B-CommonStockCapitalSharesReservedForFutureIssuance",
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+ "240": "I-PaymentsToAcquireBusinessesNetOfCashAcquired",
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+ "241": "I-BusinessCombinationContingentConsiderationLiability",
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+ "242": "I-LossContingencyDamagesSoughtValue",
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+ "243": "I-NumberOfOperatingSegments",
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+ "244": "I-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued",
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+ "245": "I-OperatingLeaseRightOfUseAsset",
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+ "246": "I-BusinessCombinationAcquisitionRelatedCosts",
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+ "249": "I-RestructuringAndRelatedCostExpectedCost1",
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+ "25": "B-CommonStockDividendsPerShareDeclared",
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+ "250": "I-DefinedBenefitPlanContributionsByEmployer",
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+ "251": "I-OperatingLeaseCost",
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+ "252": "I-DerivativeFixedInterestRate",
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+ "253": "I-Goodwill",
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+ "254": "I-GoodwillImpairmentLoss",
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+ "255": "I-CommonStockCapitalSharesReservedForFutureIssuance",
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+ "256": "I-StockRepurchasedAndRetiredDuringPeriodShares",
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+ "257": "I-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense",
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+ "258": "I-IncomeLossFromEquityMethodInvestments",
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+ "259": "I-NumberOfReportableSegments",
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+ "26": "B-CommonStockParOrStatedValuePerShare",
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+ "260": "I-LongTermDebtFairValue",
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+ "261": "I-RepaymentsOfDebt",
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+ "262": "I-ConcentrationRiskPercentage1",
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+ "263": "I-DebtInstrumentRedemptionPricePercentage",
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+ "264": "I-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption",
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+ "265": "I-SharePrice",
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+ "266": "I-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate",
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+ "269": "I-RevenueFromContractWithCustomerExcludingAssessedTax",
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+ "27": "B-CommonStockSharesAuthorized",
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+ "270": "I-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1",
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+ "271": "I-LineOfCreditFacilityInterestRateAtPeriodEnd",
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+ "272": "I-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1",
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+ "273": "I-OperatingLeasesRentExpenseNet",
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+ "274": "I-LeaseAndRentalExpense",
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+ "275": "I-PublicUtilitiesRequestedRateIncreaseDecreaseAmount",
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+ "276": "I-MinorityInterestOwnershipPercentageByParent",
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+ "277": "I-AssetImpairmentCharges",
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+ "278": "I-DerivativeNotionalAmount",
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+ "29": "B-CommonStockSharesOutstanding",
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+ "3": "I-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife",
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+ "30": "B-ConcentrationRiskPercentage1",
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+ "31": "B-ContractWithCustomerLiability",
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+ "35": "B-DebtInstrumentCarryingAmount",
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+ "36": "B-DebtInstrumentConvertibleConversionPrice1",
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+ "37": "B-DebtInstrumentFaceAmount",
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+ "38": "I-DebtInstrumentFaceAmount",
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+ "39": "B-DebtInstrumentFairValue",
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+ "4": "B-AllocatedShareBasedCompensationExpense",
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+ "40": "B-DebtInstrumentInterestRateEffectivePercentage",
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+ "41": "B-DebtInstrumentInterestRateStatedPercentage",
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+ "42": "B-DebtInstrumentMaturityDate",
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+ "43": "I-DebtInstrumentMaturityDate",
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+ "44": "B-DebtInstrumentRedemptionPricePercentage",
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+ "45": "B-DebtInstrumentTerm",
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+ "46": "I-DebtInstrumentTerm",
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+ "47": "B-DebtInstrumentUnamortizedDiscount",
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+ "48": "B-DebtWeightedAverageInterestRate",
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+ "49": "B-DeferredFinanceCostsGross",
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+ "5": "B-AmortizationOfFinancingCosts",
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+ "50": "B-DeferredFinanceCostsNet",
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+ "51": "B-DefinedBenefitPlanContributionsByEmployer",
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+ "52": "B-DefinedContributionPlanCostRecognized",
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+ "53": "B-Depreciation",
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+ "54": "B-DerivativeFixedInterestRate",
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+ "55": "B-DerivativeNotionalAmount",
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+ "56": "B-DisposalGroupIncludingDiscontinuedOperationConsideration",
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+ "57": "B-EffectiveIncomeTaxRateContinuingOperations",
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+ "58": "B-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate",
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+ "59": "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized",
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+ "6": "B-AmortizationOfIntangibleAssets",
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+ "60": "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1",
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+ "61": "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1",
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+ "62": "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions",
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+ "63": "B-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense",
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+ "64": "B-EquityMethodInvestmentOwnershipPercentage",
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+ "65": "I-EquityMethodInvestmentOwnershipPercentage",
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+ "66": "B-EquityMethodInvestments",
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+ "68": "I-FiniteLivedIntangibleAssetUsefulLife",
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+ "69": "B-GainsLossesOnExtinguishmentOfDebt",
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+ "7": "I-AmortizationOfIntangibleAssets",
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+ "70": "B-Goodwill",
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+ "71": "B-GoodwillImpairmentLoss",
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+ "72": "B-GuaranteeObligationsMaximumExposure",
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+ "73": "B-IncomeLossFromEquityMethodInvestments",
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+ "74": "B-IncomeTaxExpenseBenefit",
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+ "75": "B-InterestExpense",
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+ "76": "B-InterestExpenseDebt",
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+ "77": "B-LeaseAndRentalExpense",
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+ "78": "B-LesseeOperatingLeaseRenewalTerm",
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+ "79": "I-LesseeOperatingLeaseRenewalTerm",
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+ "8": "B-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount",
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+ "80": "B-LesseeOperatingLeaseTermOfContract",
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+ "81": "I-LesseeOperatingLeaseTermOfContract",
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+ "82": "B-LettersOfCreditOutstandingAmount",
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+ "83": "B-LineOfCredit",
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+ "84": "B-LineOfCreditFacilityCommitmentFeePercentage",
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+ "85": "B-LineOfCreditFacilityCurrentBorrowingCapacity",
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+ "86": "B-LineOfCreditFacilityInterestRateAtPeriodEnd",
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+ "87": "B-LineOfCreditFacilityMaximumBorrowingCapacity",
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+ "88": "B-LineOfCreditFacilityRemainingBorrowingCapacity",
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+ "89": "B-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage",
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+ "9": "I-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount",
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+ "90": "B-LongTermDebt",
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+ "91": "B-LongTermDebtFairValue",
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+ "92": "B-LossContingencyAccrualAtCarryingValue",
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