Dataset Viewer
Auto-converted to Parquet Duplicate
The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
Loan_Identifier: string
Monthly_Reporting_Period: date32[day]
Channel: string
Seller_Name: string
Original_Interest_Rate: double
Original_UPB: double
Original_Loan_Term: int32
Origination_Date: timestamp[us]
First_Payment_Date: timestamp[us]
Loan_Age: int64
Maturity_Date: timestamp[us]
Original_Loan_to_Value_Ratio_LTV: int32
Original_Combined_Loan_to_Value_Ratio_CLTV: int32
Number_of_Borrowers: int32
Debt_To_Income_DTI: int32
Borrower_Credit_Score_at_Origination: int32
Co_Borrower_Credit_Score_at_Origination: int32
has_coborrower: int32
First_Time_Home_Buyer_Indicator: string
Loan_Purpose: string
Property_Type: string
Number_of_Units: int32
Occupancy_Status: string
Property_State: string
MSA_or_MSDA: string
Zip_Code_Short: string
Mortgage_Insurance_Percentage: double
Amortization_Type: string
Prepayment_Penalty_Indicator: string
Interest_Only_Loan_Indicator: string
Loan_Payment_History: string
Total_Principal_Current: float
Mortgage_Insurance_Type: int32
Servicing_Activity_Indicator: string
Special_Eligibility_Program: string
Relocation_Mortgage_Indicator: string
Property_Valuation_Method: string
High_Balance_Loan_Indicator: string
HLTV_Refinance_Option_Indicator: string
Payment_Deferral_Modification_Event_Indicator: string
Servicer_Name: string
Current_Interest_Rate: double
Current_Actual_UPB: double
Remaining_Months_to_Legal_Maturity: int32
Remaining_Months_To_Maturity: int32
Current_Loan_Delinquency_Status: string
Modification_Flag: string
Borrower_Assistance_Plan: string
Alternative_Delinquency_Resolution: string
to
{'Loan_Identifier': Value('string'), 'Monthly_Reporting_Period': Value('date32'), 'Channel': Value('string'), 'Seller_Name': Value('string'), 'Original_Interest_Rate': Value('float64'), 'Original_UPB': Value('float64'), 'Original_Loan_Term': Value('int32'), 'Origination_Date': Value('timestamp[us]'), 'First_Payment_Date': Value('timestamp[us]'), 'Loan_Age': Value('int64'), 'Maturity_Date': Value('timestamp[us]'), 'Original_Loan_to_Value_Ratio_LTV': Value('int32'), 'Original_Combined_Loan_to_Value_Ratio_CLTV': Value('int32'), 'Number_of_Borrowers': Value('int32'), 'Debt_To_Income_DTI': Value('int32'), 'Borrower_Credit_Score_at_Origination': Value('int32'), 'Co_Borrower_Credit_Score_at_Origination': Value('int32'), 'has_coborrower': Value('int32'), 'First_Time_Home_Buyer_Indicator': Value('string'), 'Loan_Purpose': Value('string'), 'Property_Type': Value('string'), 'Number_of_Units': Value('int32'), 'Occupancy_Status': Value('string'), 'Property_State': Value('string'), 'MSA_or_MSDA': Value('string'), 'Zip_Code_Short': Value('string'), 'Mortgage_Insurance_Percentage': Value('float64'), 'Amortization_Type': Value('string'), 'Prepayment_Penalty_Indicator': Value('string'), 'Interest_Only_Loan_Indicator': Value('string'), 'Loan_Payment_History': Value('string'), 'Total_Principal_Current': Value('float32'), 'Mortgage_Insurance_Type': Value('int32'), 'Servicing_Activity_Indicator': Value('string'), 'Special_Eligibility_Program': Value('string'), 'Relocation_Mortgage_Indicator': Value('string'), 'Property_Valuation_Method': Value('string'), 'High_Balance_Loan_Indicator': Value('string'), 'HLTV_Refinance_Option_Indicator': Value('string'), 'Payment_Deferral_Modification_Event_Indicator': Value('string'), 'locf_Servicer_Name': Value('string'), 'locf_Current_Interest_Rate': Value('float64'), 'locf_Current_Actual_UPB': Value('float64'), 'locf_Remaining_Months_to_Legal_Maturity': Value('int32'), 'locf_Remaining_Months_To_Maturity': Value('int32'), 'locf_Current_Loan_Delinquency_Status': Value('string'), 'locf_Modification_Flag': Value('string'), 'locf_Borrower_Assistance_Plan': Value('string'), 'locf_Alternative_Delinquency_Resolution': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2543, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2060, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2083, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 544, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 383, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/parquet/parquet.py", line 180, in _generate_tables
                  yield Key(file_idx, batch_idx), self._cast_table(pa_table)
                                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/parquet/parquet.py", line 143, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Loan_Identifier: string
              Monthly_Reporting_Period: date32[day]
              Channel: string
              Seller_Name: string
              Original_Interest_Rate: double
              Original_UPB: double
              Original_Loan_Term: int32
              Origination_Date: timestamp[us]
              First_Payment_Date: timestamp[us]
              Loan_Age: int64
              Maturity_Date: timestamp[us]
              Original_Loan_to_Value_Ratio_LTV: int32
              Original_Combined_Loan_to_Value_Ratio_CLTV: int32
              Number_of_Borrowers: int32
              Debt_To_Income_DTI: int32
              Borrower_Credit_Score_at_Origination: int32
              Co_Borrower_Credit_Score_at_Origination: int32
              has_coborrower: int32
              First_Time_Home_Buyer_Indicator: string
              Loan_Purpose: string
              Property_Type: string
              Number_of_Units: int32
              Occupancy_Status: string
              Property_State: string
              MSA_or_MSDA: string
              Zip_Code_Short: string
              Mortgage_Insurance_Percentage: double
              Amortization_Type: string
              Prepayment_Penalty_Indicator: string
              Interest_Only_Loan_Indicator: string
              Loan_Payment_History: string
              Total_Principal_Current: float
              Mortgage_Insurance_Type: int32
              Servicing_Activity_Indicator: string
              Special_Eligibility_Program: string
              Relocation_Mortgage_Indicator: string
              Property_Valuation_Method: string
              High_Balance_Loan_Indicator: string
              HLTV_Refinance_Option_Indicator: string
              Payment_Deferral_Modification_Event_Indicator: string
              Servicer_Name: string
              Current_Interest_Rate: double
              Current_Actual_UPB: double
              Remaining_Months_to_Legal_Maturity: int32
              Remaining_Months_To_Maturity: int32
              Current_Loan_Delinquency_Status: string
              Modification_Flag: string
              Borrower_Assistance_Plan: string
              Alternative_Delinquency_Resolution: string
              to
              {'Loan_Identifier': Value('string'), 'Monthly_Reporting_Period': Value('date32'), 'Channel': Value('string'), 'Seller_Name': Value('string'), 'Original_Interest_Rate': Value('float64'), 'Original_UPB': Value('float64'), 'Original_Loan_Term': Value('int32'), 'Origination_Date': Value('timestamp[us]'), 'First_Payment_Date': Value('timestamp[us]'), 'Loan_Age': Value('int64'), 'Maturity_Date': Value('timestamp[us]'), 'Original_Loan_to_Value_Ratio_LTV': Value('int32'), 'Original_Combined_Loan_to_Value_Ratio_CLTV': Value('int32'), 'Number_of_Borrowers': Value('int32'), 'Debt_To_Income_DTI': Value('int32'), 'Borrower_Credit_Score_at_Origination': Value('int32'), 'Co_Borrower_Credit_Score_at_Origination': Value('int32'), 'has_coborrower': Value('int32'), 'First_Time_Home_Buyer_Indicator': Value('string'), 'Loan_Purpose': Value('string'), 'Property_Type': Value('string'), 'Number_of_Units': Value('int32'), 'Occupancy_Status': Value('string'), 'Property_State': Value('string'), 'MSA_or_MSDA': Value('string'), 'Zip_Code_Short': Value('string'), 'Mortgage_Insurance_Percentage': Value('float64'), 'Amortization_Type': Value('string'), 'Prepayment_Penalty_Indicator': Value('string'), 'Interest_Only_Loan_Indicator': Value('string'), 'Loan_Payment_History': Value('string'), 'Total_Principal_Current': Value('float32'), 'Mortgage_Insurance_Type': Value('int32'), 'Servicing_Activity_Indicator': Value('string'), 'Special_Eligibility_Program': Value('string'), 'Relocation_Mortgage_Indicator': Value('string'), 'Property_Valuation_Method': Value('string'), 'High_Balance_Loan_Indicator': Value('string'), 'HLTV_Refinance_Option_Indicator': Value('string'), 'Payment_Deferral_Modification_Event_Indicator': Value('string'), 'locf_Servicer_Name': Value('string'), 'locf_Current_Interest_Rate': Value('float64'), 'locf_Current_Actual_UPB': Value('float64'), 'locf_Remaining_Months_to_Legal_Maturity': Value('int32'), 'locf_Remaining_Months_To_Maturity': Value('int32'), 'locf_Current_Loan_Delinquency_Status': Value('string'), 'locf_Modification_Flag': Value('string'), 'locf_Borrower_Assistance_Plan': Value('string'), 'locf_Alternative_Delinquency_Resolution': Value('string')}
              because column names don't match

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Fannie Mae Processed (Parquet)

Dataset respaldado desde Runpod.

  • Formato principal: Parquet
  • Ruta de archivos para el visor: loans_locf_parquet/Property_State=/final/.parquet
  • Nota: la carga excluye temporalmente Property_State=CA.
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