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cdm-equity

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Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 3 was different: 
tradeState: list<item: struct<trade: struct<tradeIdentifier: list<item: struct<issuer: struct<value: string, meta: struct<scheme: string>>, assignedIdentifier: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>>>, meta: struct<globalKey: string>, identifierType: string, issuerReference: struct<globalReference: string, externalReference: string>>>, tradeDate: struct<value: timestamp[s], meta: struct<globalKey: string>>, tradableProduct: struct<product: struct<contractualProduct: struct<productTaxonomy: list<item: struct<primaryAssetClass: struct<value: string>, source: string, value: struct<name: struct<value: string, meta: struct<scheme: string>>>, productQualifier: string>>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string>>>>, economicTerms: struct<effectiveDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, terminationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, payout: struct<optionPayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, buyerSeller: struct<buyer: string, seller: string>, optionType: string, exerciseTerms: struct<strike: struct<strikePrice: struct<address: struct<scope: string, value: string>>>, exerciseProcedure: struct<automaticExercise: struct<isApplicable: bool>>, optionStyle: struct<americanExercise: struct<commencementDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], dateAdjustments: struct<businessDayConvention: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, expirationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], dateAdjustments: struct<businessDayConvention: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, latestExerciseTime: struct<hourMinuteTime: string, businessCenter: struct<value: string>>, expirationTimeType: string, meta: struct<globalKey: string>>>>, underlier: struct<security: struct<productIdentifier: list<item: struct<address: struct<scope: string, value: string>>>, securityType: string>, meta: struct<globalKey: string>>, feature: struct<optionEntitlement: list<item: struct<numberOfOptions: int64, entitlementCurrency: struct<value: string>, optionEntitlement: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, priceQuantity: struct<priceSchedule: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, perUnitOf: struct<financialUnit: string>, priceType: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>>>, meta: struct<globalKey: string>>>, fixedPricePayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, priceQuantity: struct<quantitySchedule: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, tradeLot: list<item: struct<priceQuantity: list<item: struct<quantity: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>>, observable: struct<rateOption: struct<value: struct<indexTenor: struct<periodMultiplier: int64, period: string, meta: struct<globalKey: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, counterparty: list<item: struct<role: string, partyReference: struct<globalReference: string, externalReference: string>>>>, party: list<item: struct<partyId: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>, identifierType: string, meta: struct<globalKey: string>>>, name: struct<value: string>, contactInformation: struct<address: list<item: struct<country: struct<value: string>>>>, meta: struct<globalKey: string, externalKey: string>>>, meta: struct<globalKey: string>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string, externalKey: string>>>>>>>
vs
transactionReportInstruction: struct<intentToReport: string, reportingParty: struct<globalReference: string, externalReference: string>, tradeState: list<item: struct<trade: struct<tradeIdentifier: list<item: struct<issuer: struct<value: string, meta: struct<scheme: string>>, assignedIdentifier: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>>>, meta: struct<globalKey: string>, identifierType: string, issuerReference: struct<globalReference: string, externalReference: string>>>, tradeDate: struct<value: timestamp[s], meta: struct<globalKey: string>>, tradableProduct: struct<product: struct<contractualProduct: struct<productTaxonomy: list<item: struct<primaryAssetClass: struct<value: string>, source: string, value: struct<name: struct<value: string, meta: struct<scheme: string>>>, productQualifier: string>>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string>>>>, economicTerms: struct<effectiveDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, terminationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, payout: struct<optionPayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, buyerSeller: struct<buyer: string, seller: string>, optionType: string, exerciseTerms: struct<strike: struct<strikePrice: struct<address: struct<scope: string, value: string>>>, exerciseProcedure: struct<automaticExercise: struct<isApplicable: bool>>, optionStyle: struct<europeanExercise: struct<expirationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], dateAdjustments: struct<businessDayConvention: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, expirationTime: struct<hourMinuteTime: string, businessCenter: struct<value: string>>, expirationTimeType: string, meta: struct<globalKey: string>>>>, underlier: struct<security: struct<productIdentifier: list<item: struct<address: struct<scope: string, value: string>>>, securityType: string>, meta: struct<globalKey: string>>, feature: struct<optionEntitlement: list<item: struct<numberOfOptions: int64, entitlementCurrency: struct<value: string>, optionEntitlement: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, priceQuantity: struct<priceSchedule: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, perUnitOf: struct<financialUnit: string>, priceType: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>>>, meta: struct<globalKey: string>>>, fixedPricePayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, priceQuantity: struct<quantitySchedule: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, tradeLot: list<item: struct<priceQuantity: list<item: struct<quantity: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>>, observable: struct<rateOption: struct<value: struct<indexTenor: struct<periodMultiplier: int64, period: string, meta: struct<globalKey: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, counterparty: list<item: struct<role: string, partyReference: struct<globalReference: string, externalReference: string>>>>, party: list<item: struct<partyId: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>, identifierType: string, meta: struct<globalKey: string>>>, name: struct<value: string>, contactInformation: struct<address: list<item: struct<country: struct<value: string>>>>, meta: struct<globalKey: string, externalKey: string>>>, meta: struct<globalKey: string>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string, externalKey: string>>>>>>>, meta: struct<globalKey: string>>
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 228, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 3422, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2187, in _head
                  return next(iter(self.iter(batch_size=n)))
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2391, in iter
                  for key, example in iterator:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1882, in __iter__
                  for key, pa_table in self._iter_arrow():
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1904, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 527, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                File "pyarrow/table.pxi", line 4116, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 3 was different: 
              tradeState: list<item: struct<trade: struct<tradeIdentifier: list<item: struct<issuer: struct<value: string, meta: struct<scheme: string>>, assignedIdentifier: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>>>, meta: struct<globalKey: string>, identifierType: string, issuerReference: struct<globalReference: string, externalReference: string>>>, tradeDate: struct<value: timestamp[s], meta: struct<globalKey: string>>, tradableProduct: struct<product: struct<contractualProduct: struct<productTaxonomy: list<item: struct<primaryAssetClass: struct<value: string>, source: string, value: struct<name: struct<value: string, meta: struct<scheme: string>>>, productQualifier: string>>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string>>>>, economicTerms: struct<effectiveDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, terminationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, payout: struct<optionPayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, buyerSeller: struct<buyer: string, seller: string>, optionType: string, exerciseTerms: struct<strike: struct<strikePrice: struct<address: struct<scope: string, value: string>>>, exerciseProcedure: struct<automaticExercise: struct<isApplicable: bool>>, optionStyle: struct<americanExercise: struct<commencementDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], dateAdjustments: struct<businessDayConvention: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, expirationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], dateAdjustments: struct<businessDayConvention: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, latestExerciseTime: struct<hourMinuteTime: string, businessCenter: struct<value: string>>, expirationTimeType: string, meta: struct<globalKey: string>>>>, underlier: struct<security: struct<productIdentifier: list<item: struct<address: struct<scope: string, value: string>>>, securityType: string>, meta: struct<globalKey: string>>, feature: struct<optionEntitlement: list<item: struct<numberOfOptions: int64, entitlementCurrency: struct<value: string>, optionEntitlement: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, priceQuantity: struct<priceSchedule: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, perUnitOf: struct<financialUnit: string>, priceType: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>>>, meta: struct<globalKey: string>>>, fixedPricePayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, priceQuantity: struct<quantitySchedule: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, tradeLot: list<item: struct<priceQuantity: list<item: struct<quantity: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>>, observable: struct<rateOption: struct<value: struct<indexTenor: struct<periodMultiplier: int64, period: string, meta: struct<globalKey: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, counterparty: list<item: struct<role: string, partyReference: struct<globalReference: string, externalReference: string>>>>, party: list<item: struct<partyId: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>, identifierType: string, meta: struct<globalKey: string>>>, name: struct<value: string>, contactInformation: struct<address: list<item: struct<country: struct<value: string>>>>, meta: struct<globalKey: string, externalKey: string>>>, meta: struct<globalKey: string>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string, externalKey: string>>>>>>>
              vs
              transactionReportInstruction: struct<intentToReport: string, reportingParty: struct<globalReference: string, externalReference: string>, tradeState: list<item: struct<trade: struct<tradeIdentifier: list<item: struct<issuer: struct<value: string, meta: struct<scheme: string>>, assignedIdentifier: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>>>, meta: struct<globalKey: string>, identifierType: string, issuerReference: struct<globalReference: string, externalReference: string>>>, tradeDate: struct<value: timestamp[s], meta: struct<globalKey: string>>, tradableProduct: struct<product: struct<contractualProduct: struct<productTaxonomy: list<item: struct<primaryAssetClass: struct<value: string>, source: string, value: struct<name: struct<value: string, meta: struct<scheme: string>>>, productQualifier: string>>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string>>>>, economicTerms: struct<effectiveDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, terminationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, payout: struct<optionPayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, buyerSeller: struct<buyer: string, seller: string>, optionType: string, exerciseTerms: struct<strike: struct<strikePrice: struct<address: struct<scope: string, value: string>>>, exerciseProcedure: struct<automaticExercise: struct<isApplicable: bool>>, optionStyle: struct<europeanExercise: struct<expirationDate: struct<adjustableDate: struct<unadjustedDate: timestamp[s], dateAdjustments: struct<businessDayConvention: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, expirationTime: struct<hourMinuteTime: string, businessCenter: struct<value: string>>, expirationTimeType: string, meta: struct<globalKey: string>>>>, underlier: struct<security: struct<productIdentifier: list<item: struct<address: struct<scope: string, value: string>>>, securityType: string>, meta: struct<globalKey: string>>, feature: struct<optionEntitlement: list<item: struct<numberOfOptions: int64, entitlementCurrency: struct<value: string>, optionEntitlement: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, priceQuantity: struct<priceSchedule: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, perUnitOf: struct<financialUnit: string>, priceType: string, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>, meta: struct<globalKey: string>>>>, meta: struct<globalKey: string>>>, fixedPricePayout: list<item: struct<payerReceiver: struct<payer: string, receiver: string>, priceQuantity: struct<quantitySchedule: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, settlementTerms: struct<settlementDate: struct<valueDate: timestamp[s], meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>, tradeLot: list<item: struct<priceQuantity: list<item: struct<quantity: list<item: struct<value: struct<value: double, unit: struct<currency: struct<value: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>>, observable: struct<rateOption: struct<value: struct<indexTenor: struct<periodMultiplier: int64, period: string, meta: struct<globalKey: string>>>, meta: struct<location: list<item: struct<scope: string, value: string>>>>, meta: struct<globalKey: string>>, meta: struct<globalKey: string>>>>>, counterparty: list<item: struct<role: string, partyReference: struct<globalReference: string, externalReference: string>>>>, party: list<item: struct<partyId: list<item: struct<identifier: struct<value: string, meta: struct<scheme: string>>, identifierType: string, meta: struct<globalKey: string>>>, name: struct<value: string>, contactInformation: struct<address: list<item: struct<country: struct<value: string>>>>, meta: struct<globalKey: string, externalKey: string>>>, meta: struct<globalKey: string>, productIdentifier: list<item: struct<value: struct<identifier: struct<value: string, meta: struct<scheme: string>>, source: string, meta: struct<globalKey: string, externalKey: string>>>>>>>, meta: struct<globalKey: string>>

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This dataset includes:

  • 2000 Equity products: Single name, Basket, Index Options an Swaps across 16 global securities (AAPL, MSFT. GOOGL, AMZN, TSLA, JPM, ASML, SAP, NESN, etc.)
  • Comes with Settlement Logic, Business Calendar Alignment, Option Strikes
  • Compliant with CFI and EMIR Codes, ISDA Taxonomies, LEI Identifiers and UTI Generation
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