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  <xs:element id="rwt_MeasurementInputWholeLoanDollarPriceMember" abstract="true" name="MeasurementInputWholeLoanDollarPriceMember" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="dtr-types1:domainItemType"/>
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  <xs:element id="rwt_CollateralizedFinancingEntitiesMember" abstract="true" name="CollateralizedFinancingEntitiesMember" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="dtr-types1:domainItemType"/>
  <xs:element id="rwt_LoanPurchaseCommitmentsMeasurementInput" abstract="false" name="LoanPurchaseCommitmentsMeasurementInput" nillable="true" xbrli:periodType="instant" substitutionGroup="xbrli:item" type="xbrli:decimalItemType"/>
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  <xs:element id="rwt_LoansHeldForInvestmentMeasurementInput" abstract="false" name="LoansHeldForInvestmentMeasurementInput" nillable="true" xbrli:periodType="instant" substitutionGroup="xbrli:item" type="xbrli:decimalItemType"/>
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  <xs:element id="rwt_SecuritizationEntity" abstract="false" name="SecuritizationEntity" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="xbrli:integerItemType"/>
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  <xs:element id="rwt_LoansHeldForSaleWeightedAverageCouponRate" abstract="false" name="LoansHeldForSaleWeightedAverageCouponRate" nillable="true" xbrli:periodType="instant" substitutionGroup="xbrli:item" type="dtr-types1:percentItemType"/>
  <xs:element id="rwt_FinancingReceivableNumberOfLoansInForeclosure" abstract="false" name="FinancingReceivableNumberOfLoansInForeclosure" nillable="true" xbrli:periodType="instant" substitutionGroup="xbrli:item" type="xbrli:integerItemType"/>
  <xs:element id="rwt_PrincipalBalanceOfLoansAcquiredDuringPeriod" abstract="false" name="PrincipalBalanceOfLoansAcquiredDuringPeriod" nillable="true" xbrli:periodType="duration" xbrli:balance="debit" substitutionGroup="xbrli:item" type="xbrli:monetaryItemType"/>
  <xs:element id="rwt_PrincipalBalanceofLoansSoldDuringPeriod" abstract="false" name="PrincipalBalanceofLoansSoldDuringPeriod" nillable="true" xbrli:periodType="duration" xbrli:balance="credit" substitutionGroup="xbrli:item" type="xbrli:monetaryItemType"/>
  <xs:element id="rwt_PrincipalBalanceOfLoansTransferredToHeldForInvestment" abstract="false" name="PrincipalBalanceOfLoansTransferredToHeldForInvestment" nillable="true" xbrli:periodType="duration" xbrli:balance="debit" substitutionGroup="xbrli:item" type="xbrli:monetaryItemType"/>
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  <xs:element id="rwt_BusinessPurposeLoansHeldForInvestmentTransfers" abstract="false" name="BusinessPurposeLoansHeldForInvestmentTransfers" nillable="true" xbrli:periodType="duration" xbrli:balance="credit" substitutionGroup="xbrli:item" type="xbrli:monetaryItemType"/>
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  <xs:element id="rwt_FinancingReceivableContractMaturities" abstract="false" name="FinancingReceivableContractMaturities" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="xbrli:durationItemType"/>
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  <xs:element id="rwt_ResidentialTermMultifamilyMember" abstract="true" name="ResidentialTermMultifamilyMember" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="dtr-types:domainItemType"/>
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  <xs:element id="rwt_BridgeLoansRenovateBuildForRentMember" abstract="true" name="BridgeLoansRenovateBuildForRentMember" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="dtr-types:domainItemType"/>
  <xs:element id="rwt_ResidentialBridgeSingleAssetBridgeMember" abstract="true" name="ResidentialBridgeSingleAssetBridgeMember" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="dtr-types:domainItemType"/>
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  <xs:element id="rwt_NumberOfSecuritiesContinuousUnrealizedLossPositionMoreThanTwelveMonths" abstract="false" name="NumberOfSecuritiesContinuousUnrealizedLossPositionMoreThanTwelveMonths" nillable="true" xbrli:periodType="instant" substitutionGroup="xbrli:item" type="xbrli:integerItemType"/>
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  <xs:element id="rwt_HomeEquityInvestmentsPurchasedAndOriginatedFairValueMember" abstract="true" name="HomeEquityInvestmentsPurchasedAndOriginatedFairValueMember" nillable="true" xbrli:periodType="duration" substitutionGroup="xbrli:item" type="dtr-types1:domainItemType"/>
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  <xs:element id="rwt_StrategicInvestmentsAtCarryingValue" abstract="false" name="StrategicInvestmentsAtCarryingValue" nillable="true" xbrli:periodType="instant" xbrli:balance="credit" substitutionGroup="xbrli:item" type="xbrli:monetaryItemType"/>
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  <xs:element id="rwt_LesseeNumberOfOfficeLeases" abstract="false" name="LesseeNumberOfOfficeLeases" nillable="true" xbrli:periodType="instant" substitutionGroup="xbrli:item" type="xbrli:integerItemType"/>
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</xs:schema>
