Notebook

Example returns factor

In [1]:
# Import things needed to use pipeline
from quantopian.pipeline import Pipeline, CustomFactor
from quantopian.research import run_pipeline

from  quantopian.pipeline.filters import StaticAssets
from  quantopian.pipeline.factors import AverageDollarVolume, DailyReturns


# Import a dataset to use
from quantopian.pipeline.data import Fundamentals  
from quantopian.pipeline.data import morningstar as morningstar
from quantopian.pipeline.data.builtin import USEquityPricing 

# Import numpy and pandas because they rock
import numpy as np
import pandas as pd
In [2]:
help(Fundamentals)
Help on class Fundamentals in module qexec.algo.fundamentals.pipeline._dataset:

class Fundamentals(zipline.pipeline.data.dataset.DataSet)
 |  Method resolution order:
 |      Fundamentals
 |      zipline.pipeline.data.dataset.DataSet
 |      __builtin__.object
 |  
 |  Methods defined here:
 |  
 |  accession_number = Fundamentals.accession_number::object
 |  accession_number_asof_date = Fundamentals.accession_number_asof_date::datetime64[ns]
 |  accession_number_earnings_reports = Fundamentals.accession_number_earnings_reports::object
 |  accession_number_earnings_reports_asof_date = Fundamentals.accession_number_earnings_reports_asof_date::datetime64[ns]
 |  accounts_payable = Fundamentals.accounts_payable::float64
 |  accounts_payable_asof_date = Fundamentals.accounts_payable_asof_date::datetime64[ns]
 |  accounts_receivable = Fundamentals.accounts_receivable::float64
 |  accounts_receivable_asof_date = Fundamentals.accounts_receivable_asof_date::datetime64[ns]
 |  accretion_on_preferred_stock = Fundamentals.accretion_on_preferred_stock::float64
 |  accretion_on_preferred_stock_asof_date = Fundamentals.accretion_on_preferred_stock_asof_date::datetime64[ns]
 |  accrued_interest_receivable = Fundamentals.accrued_interest_receivable::float64
 |  accrued_interest_receivable_asof_date = Fundamentals.accrued_interest_receivable_asof_date::datetime64[ns]
 |  accrued_investment_income = Fundamentals.accrued_investment_income::float64
 |  accrued_investment_income_asof_date = Fundamentals.accrued_investment_income_asof_date::datetime64[ns]
 |  accrued_liabilities_total = Fundamentals.accrued_liabilities_total::float64
 |  accrued_liabilities_total_asof_date = Fundamentals.accrued_liabilities_total_asof_date::datetime64[ns]
 |  accrued_preferred_stock_dividends = Fundamentals.accrued_preferred_stock_dividends::float64
 |  accrued_preferred_stock_dividends_asof_date = Fundamentals.accrued_preferred_stock_dividends_asof_date::datetime64[ns]
 |  accruedand_deferred_income = Fundamentals.accruedand_deferred_income::float64
 |  accruedand_deferred_income_asof_date = Fundamentals.accruedand_deferred_income_asof_date::datetime64[ns]
 |  accruedand_deferred_income_current = Fundamentals.accruedand_deferred_income_current::float64
 |  accruedand_deferred_income_current_asof_date = Fundamentals.accruedand_deferred_income_current_asof_date::datetime64[ns]
 |  accruedand_deferred_income_non_current = Fundamentals.accruedand_deferred_income_non_current::float64
 |  accruedand_deferred_income_non_current_asof_date = Fundamentals.accruedand_deferred_income_non_current_asof_date::datetime64[ns]
 |  accumulated_depreciation = Fundamentals.accumulated_depreciation::float64
 |  accumulated_depreciation_asof_date = Fundamentals.accumulated_depreciation_asof_date::datetime64[ns]
 |  acquired_in_process_rn_d = Fundamentals.acquired_in_process_rn_d::float64
 |  acquired_in_process_rn_d_asof_date = Fundamentals.acquired_in_process_rn_d_asof_date::datetime64[ns]
 |  acquired_in_process_rn_d_income = Fundamentals.acquired_in_process_rn_d_income::float64
 |  acquired_in_process_rn_d_income_asof_date = Fundamentals.acquired_in_process_rn_d_income_asof_date::datetime64[ns]
 |  acquiredin_process_rn_d_income_banks = Fundamentals.acquiredin_process_rn_d_income_banks::float64
 |  acquiredin_process_rn_d_income_banks_asof_date = Fundamentals.acquiredin_process_rn_d_income_banks_asof_date::datetime64[ns]
 |  acquisition_expense = Fundamentals.acquisition_expense::float64
 |  acquisition_expense_asof_date = Fundamentals.acquisition_expense_asof_date::datetime64[ns]
 |  actual_forward_dividend = Fundamentals.actual_forward_dividend::float64
 |  actual_forward_dividend_asof_date = Fundamentals.actual_forward_dividend_asof_date::datetime64[ns]
 |  actual_trailing_dividend = Fundamentals.actual_trailing_dividend::float64
 |  actual_trailing_dividend_asof_date = Fundamentals.actual_trailing_dividend_asof_date::datetime64[ns]
 |  additional_paid_in_capital = Fundamentals.additional_paid_in_capital::float64
 |  additional_paid_in_capital_asof_date = Fundamentals.additional_paid_in_capital_asof_date::datetime64[ns]
 |  adjusted_geography_segment_data = Fundamentals.adjusted_geography_segment_data::float64
 |  adjusted_geography_segment_data_asof_date = Fundamentals.adjusted_geography_segment_data_asof_date::datetime64[ns]
 |  adjustmentsfor_undistributed_profitsof_associates = Fundamentals.adjustmentsfor_undistributed_profitsof_associates::float64
 |  adjustmentsfor_undistributed_profitsof_associates_asof_date = Fundamentals.adjustmentsfor_undistributed_profitsof_associates_asof_date::datetime64[ns]
 |  administrative_expense = Fundamentals.administrative_expense::float64
 |  administrative_expense_asof_date = Fundamentals.administrative_expense_asof_date::datetime64[ns]
 |  advance_from_federal_home_loan_banks = Fundamentals.advance_from_federal_home_loan_banks::float64
 |  advance_from_federal_home_loan_banks_asof_date = Fundamentals.advance_from_federal_home_loan_banks_asof_date::datetime64[ns]
 |  advancesfrom_central_banks = Fundamentals.advancesfrom_central_banks::float64
 |  advancesfrom_central_banks_asof_date = Fundamentals.advancesfrom_central_banks_asof_date::datetime64[ns]
 |  advisor = Fundamentals.advisor::object
 |  advisor_asof_date = Fundamentals.advisor_asof_date::datetime64[ns]
 |  advisor_language_code = Fundamentals.advisor_language_code::object
 |  advisor_language_code_asof_date = Fundamentals.advisor_language_code_asof_date::datetime64[ns]
 |  agency_fees = Fundamentals.agency_fees::float64
 |  agency_fees_and_commissions = Fundamentals.agency_fees_and_commissions::float64
 |  agency_fees_and_commissions_asof_date = Fundamentals.agency_fees_and_commissions_asof_date::datetime64[ns]
 |  agency_fees_asof_date = Fundamentals.agency_fees_asof_date::datetime64[ns]
 |  all_taxes_paid = Fundamentals.all_taxes_paid::float64
 |  all_taxes_paid_asof_date = Fundamentals.all_taxes_paid_asof_date::datetime64[ns]
 |  allowance_for_doubtful_accounts_receivable = Fundamentals.allowance_for_doubtful_accounts_receivable::float64
 |  allowance_for_doubtful_accounts_receivable_asof_date = Fundamentals.allowance_for_doubtful_accounts_receivable_asof_date::datetime64[ns]
 |  allowance_for_funds_construction = Fundamentals.allowance_for_funds_construction::float64
 |  allowance_for_funds_construction_asof_date = Fundamentals.allowance_for_funds_construction_asof_date::datetime64[ns]
 |  allowance_for_loans_and_lease_losses = Fundamentals.allowance_for_loans_and_lease_losses::float64
 |  allowance_for_loans_and_lease_losses_asof_date = Fundamentals.allowance_for_loans_and_lease_losses_asof_date::datetime64[ns]
 |  allowance_for_notes_receivable = Fundamentals.allowance_for_notes_receivable::float64
 |  allowance_for_notes_receivable_asof_date = Fundamentals.allowance_for_notes_receivable_asof_date::datetime64[ns]
 |  allowances_for_construction = Fundamentals.allowances_for_construction::float64
 |  allowances_for_construction_asof_date = Fundamentals.allowances_for_construction_asof_date::datetime64[ns]
 |  amortization_cash_flow_statement = Fundamentals.amortization_cash_flow_statement::float64
 |  amortization_cash_flow_statement_asof_date = Fundamentals.amortization_cash_flow_statement_asof_date::datetime64[ns]
 |  amortization_income_statement = Fundamentals.amortization_income_statement::float64
 |  amortization_income_statement_asof_date = Fundamentals.amortization_income_statement_asof_date::datetime64[ns]
 |  amortization_of_deferred_acquisition_costs = Fundamentals.amortization_of_deferred_acquisition_costs::float64
 |  amortization_of_deferred_acquisition_costs_asof_date = Fundamentals.amortization_of_deferred_acquisition_costs_asof_date::datetime64[ns]
 |  amortization_of_financing_costs_and_discounts = Fundamentals.amortization_of_financing_costs_and_discounts::float64
 |  amortization_of_financing_costs_and_discounts_asof_date = Fundamentals.amortization_of_financing_costs_and_discounts_asof_date::datetime64[ns]
 |  amortization_of_intangibles_cash_flow_statement = Fundamentals.amortization_of_intangibles_cash_flow_statement::float64
 |  amortization_of_intangibles_cash_flow_statement_asof_date = Fundamentals.amortization_of_intangibles_cash_flow_statement_asof_date::datetime64[ns]
 |  amortization_of_intangibles_income_statement = Fundamentals.amortization_of_intangibles_income_statement::float64
 |  amortization_of_intangibles_income_statement_asof_date = Fundamentals.amortization_of_intangibles_income_statement_asof_date::datetime64[ns]
 |  amortization_of_securities = Fundamentals.amortization_of_securities::float64
 |  amortization_of_securities_asof_date = Fundamentals.amortization_of_securities_asof_date::datetime64[ns]
 |  asset_impairment_charge = Fundamentals.asset_impairment_charge::float64
 |  asset_impairment_charge_asof_date = Fundamentals.asset_impairment_charge_asof_date::datetime64[ns]
 |  assets_held_for_sale = Fundamentals.assets_held_for_sale::float64
 |  assets_held_for_sale_asof_date = Fundamentals.assets_held_for_sale_asof_date::datetime64[ns]
 |  assets_held_for_sale_current = Fundamentals.assets_held_for_sale_current::float64
 |  assets_held_for_sale_current_asof_date = Fundamentals.assets_held_for_sale_current_asof_date::datetime64[ns]
 |  assets_held_for_sale_non_current = Fundamentals.assets_held_for_sale_non_current::float64
 |  assets_held_for_sale_non_current_asof_date = Fundamentals.assets_held_for_sale_non_current_asof_date::datetime64[ns]
 |  assets_of_discontinued_operations = Fundamentals.assets_of_discontinued_operations::float64
 |  assets_of_discontinued_operations_asof_date = Fundamentals.assets_of_discontinued_operations_asof_date::datetime64[ns]
 |  assets_turnover = Fundamentals.assets_turnover::float64
 |  assets_turnover_asof_date = Fundamentals.assets_turnover_asof_date::datetime64[ns]
 |  auditor = Fundamentals.auditor::object
 |  auditor_asof_date = Fundamentals.auditor_asof_date::datetime64[ns]
 |  auditor_language_code = Fundamentals.auditor_language_code::object
 |  auditor_language_code_asof_date = Fundamentals.auditor_language_code_asof_date::datetime64[ns]
 |  available_for_sale_securities = Fundamentals.available_for_sale_securities::float64
 |  available_for_sale_securities_asof_date = Fundamentals.available_for_sale_securities_asof_date::datetime64[ns]
 |  avg5_yrs_roic = Fundamentals.avg5_yrs_roic::float64
 |  avg5_yrs_roic_asof_date = Fundamentals.avg5_yrs_roic_asof_date::datetime64[ns]
 |  bank_acceptance_executed_and_outstanding = Fundamentals.bank_acceptance_executed_and_outstanding::float64
 |  bank_acceptance_executed_and_outstanding_asof_date = Fundamentals.bank_acceptance_executed_and_outstanding_asof_date::datetime64[ns]
 |  bank_indebtedness = Fundamentals.bank_indebtedness::float64
 |  bank_indebtedness_asof_date = Fundamentals.bank_indebtedness_asof_date::datetime64[ns]
 |  bank_loan = Fundamentals.bank_loan::float64
 |  bank_loan_asof_date = Fundamentals.bank_loan_asof_date::datetime64[ns]
 |  bank_loans_current = Fundamentals.bank_loans_current::float64
 |  bank_loans_current_asof_date = Fundamentals.bank_loans_current_asof_date::datetime64[ns]
 |  bank_loans_non_current = Fundamentals.bank_loans_non_current::float64
 |  bank_loans_non_current_asof_date = Fundamentals.bank_loans_non_current_asof_date::datetime64[ns]
 |  bank_loans_total = Fundamentals.bank_loans_total::float64
 |  bank_loans_total_asof_date = Fundamentals.bank_loans_total_asof_date::datetime64[ns]
 |  bank_owned_life_insurance = Fundamentals.bank_owned_life_insurance::float64
 |  bank_owned_life_insurance_asof_date = Fundamentals.bank_owned_life_insurance_asof_date::datetime64[ns]
 |  basic_accounting_change_earnings_reports = Fundamentals.basic_accounting_change_earnings_reports::float64
 |  basic_accounting_change_earnings_reports_asof_date = Fundamentals.basic_accounting_change_earnings_reports_asof_date::datetime64[ns]
 |  basic_average_shares_earnings_reports = Fundamentals.basic_average_shares_earnings_reports::float64
 |  basic_average_shares_earnings_reports_asof_date = Fundamentals.basic_average_shares_earnings_reports_asof_date::datetime64[ns]
 |  basic_continuous_operations_earnings_reports = Fundamentals.basic_continuous_operations_earnings_reports::float64
 |  basic_continuous_operations_earnings_reports_asof_date = Fundamentals.basic_continuous_operations_earnings_reports_asof_date::datetime64[ns]
 |  basic_discontinuous_operations_earnings_reports = Fundamentals.basic_discontinuous_operations_earnings_reports::float64
 |  basic_discontinuous_operations_earnings_reports_asof_date = Fundamentals.basic_discontinuous_operations_earnings_reports_asof_date::datetime64[ns]
 |  basic_eps_earnings_reports = Fundamentals.basic_eps_earnings_reports::float64
 |  basic_eps_earnings_reports_asof_date = Fundamentals.basic_eps_earnings_reports_asof_date::datetime64[ns]
 |  basic_eps_other_gains_losses_earnings_reports = Fundamentals.basic_eps_other_gains_losses_earnings_reports::float64
 |  basic_eps_other_gains_losses_earnings_reports_asof_date = Fundamentals.basic_eps_other_gains_losses_earnings_reports_asof_date::datetime64[ns]
 |  basic_extraordinary_earnings_reports = Fundamentals.basic_extraordinary_earnings_reports::float64
 |  basic_extraordinary_earnings_reports_asof_date = Fundamentals.basic_extraordinary_earnings_reports_asof_date::datetime64[ns]
 |  beginning_cash_position = Fundamentals.beginning_cash_position::float64
 |  beginning_cash_position_asof_date = Fundamentals.beginning_cash_position_asof_date::datetime64[ns]
 |  biological_assets = Fundamentals.biological_assets::float64
 |  biological_assets_asof_date = Fundamentals.biological_assets_asof_date::datetime64[ns]
 |  book_value_per_share = Fundamentals.book_value_per_share::float64
 |  book_value_per_share_asof_date = Fundamentals.book_value_per_share_asof_date::datetime64[ns]
 |  book_value_per_share_growth = Fundamentals.book_value_per_share_growth::float64
 |  book_value_per_share_growth_asof_date = Fundamentals.book_value_per_share_growth_asof_date::datetime64[ns]
 |  book_value_yield = Fundamentals.book_value_yield::float64
 |  book_value_yield_asof_date = Fundamentals.book_value_yield_asof_date::datetime64[ns]
 |  bs_file_date = Fundamentals.bs_file_date::datetime64[ns]
 |  bs_file_date_asof_date = Fundamentals.bs_file_date_asof_date::datetime64[ns]
 |  buildings_and_improvements = Fundamentals.buildings_and_improvements::float64
 |  buildings_and_improvements_asof_date = Fundamentals.buildings_and_improvements_asof_date::datetime64[ns]
 |  business_country_id = Fundamentals.business_country_id::object
 |  business_country_id_asof_date = Fundamentals.business_country_id_asof_date::datetime64[ns]
 |  buy_back_yield = Fundamentals.buy_back_yield::float64
 |  buy_back_yield_asof_date = Fundamentals.buy_back_yield_asof_date::datetime64[ns]
 |  calls_maturities_of_maturity_securities = Fundamentals.calls_maturities_of_maturity_securities::float64
 |  calls_maturities_of_maturity_securities_asof_date = Fundamentals.calls_maturities_of_maturity_securities_asof_date::datetime64[ns]
 |  cannaics = Fundamentals.cannaics::int64
 |  cannaics_asof_date = Fundamentals.cannaics_asof_date::datetime64[ns]
 |  cap_ex_growth = Fundamentals.cap_ex_growth::float64
 |  cap_ex_growth_asof_date = Fundamentals.cap_ex_growth_asof_date::datetime64[ns]
 |  cap_ex_reported = Fundamentals.cap_ex_reported::float64
 |  cap_ex_reported_asof_date = Fundamentals.cap_ex_reported_asof_date::datetime64[ns]
 |  cap_ex_sales_ratio = Fundamentals.cap_ex_sales_ratio::float64
 |  cap_ex_sales_ratio_asof_date = Fundamentals.cap_ex_sales_ratio_asof_date::datetime64[ns]
 |  cape_ratio = Fundamentals.cape_ratio::float64
 |  cape_ratio_asof_date = Fundamentals.cape_ratio_asof_date::datetime64[ns]
 |  capital_expenditure = Fundamentals.capital_expenditure::float64
 |  capital_expenditure_annual5_yr_growth = Fundamentals.capital_expenditure_annual5_yr_growth::float64
 |  capital_expenditure_annual5_yr_growth_asof_date = Fundamentals.capital_expenditure_annual5_yr_growth_asof_date::datetime64[ns]
 |  capital_expenditure_asof_date = Fundamentals.capital_expenditure_asof_date::datetime64[ns]
 |  capital_expenditureto_ebitda = Fundamentals.capital_expenditureto_ebitda::float64
 |  capital_expenditureto_ebitda_asof_date = Fundamentals.capital_expenditureto_ebitda_asof_date::datetime64[ns]
 |  capital_lease_obligations = Fundamentals.capital_lease_obligations::float64
 |  capital_lease_obligations_asof_date = Fundamentals.capital_lease_obligations_asof_date::datetime64[ns]
 |  capital_stock = Fundamentals.capital_stock::float64
 |  capital_stock_asof_date = Fundamentals.capital_stock_asof_date::datetime64[ns]
 |  capitaln_business_taxes = Fundamentals.capitaln_business_taxes::float64
 |  capitaln_business_taxes_asof_date = Fundamentals.capitaln_business_taxes_asof_date::datetime64[ns]
 |  cash = Fundamentals.cash::float64
 |  cash_advancesand_loans_madeto_other_parties = Fundamentals.cash_advancesand_loans_madeto_other_parties::float64
 |  cash_advancesand_loans_madeto_other_parties_asof_date = Fundamentals.cash_advancesand_loans_madeto_other_parties_asof_date::datetime64[ns]
 |  cash_and_cash_equivalents = Fundamentals.cash_and_cash_equivalents::float64
 |  cash_and_cash_equivalents_asof_date = Fundamentals.cash_and_cash_equivalents_asof_date::datetime64[ns]
 |  cash_and_due_from_banks = Fundamentals.cash_and_due_from_banks::float64
 |  cash_and_due_from_banks_asof_date = Fundamentals.cash_and_due_from_banks_asof_date::datetime64[ns]
 |  cash_asof_date = Fundamentals.cash_asof_date::datetime64[ns]
 |  cash_cash_equivalents_and_federal_funds_sold = Fundamentals.cash_cash_equivalents_and_federal_funds_sold::float64
 |  cash_cash_equivalents_and_federal_funds_sold_asof_date = Fundamentals.cash_cash_equivalents_and_federal_funds_sold_asof_date::datetime64[ns]
 |  cash_cash_equivalents_and_marketable_securities = Fundamentals.cash_cash_equivalents_and_marketable_securities::float64
 |  cash_cash_equivalents_and_marketable_securities_asof_date = Fundamentals.cash_cash_equivalents_and_marketable_securities_asof_date::datetime64[ns]
 |  cash_conversion_cycle = Fundamentals.cash_conversion_cycle::float64
 |  cash_conversion_cycle_asof_date = Fundamentals.cash_conversion_cycle_asof_date::datetime64[ns]
 |  cash_dividends_for_minorities = Fundamentals.cash_dividends_for_minorities::float64
 |  cash_dividends_for_minorities_asof_date = Fundamentals.cash_dividends_for_minorities_asof_date::datetime64[ns]
 |  cash_dividends_paid = Fundamentals.cash_dividends_paid::float64
 |  cash_dividends_paid_asof_date = Fundamentals.cash_dividends_paid_asof_date::datetime64[ns]
 |  cash_equivalents = Fundamentals.cash_equivalents::float64
 |  cash_equivalents_asof_date = Fundamentals.cash_equivalents_asof_date::datetime64[ns]
 |  cash_flow_from_continuing_financing_activities = Fundamentals.cash_flow_from_continuing_financing_activities::float64
 |  cash_flow_from_continuing_financing_activities_asof_date = Fundamentals.cash_flow_from_continuing_financing_activities_asof_date::datetime64[ns]
 |  cash_flow_from_continuing_investing_activities = Fundamentals.cash_flow_from_continuing_investing_activities::float64
 |  cash_flow_from_continuing_investing_activities_asof_date = Fundamentals.cash_flow_from_continuing_investing_activities_asof_date::datetime64[ns]
 |  cash_flow_from_continuing_operating_activities = Fundamentals.cash_flow_from_continuing_operating_activities::float64
 |  cash_flow_from_continuing_operating_activities_asof_date = Fundamentals.cash_flow_from_continuing_operating_activities_asof_date::datetime64[ns]
 |  cash_flow_from_discontinued_operation = Fundamentals.cash_flow_from_discontinued_operation::float64
 |  cash_flow_from_discontinued_operation_asof_date = Fundamentals.cash_flow_from_discontinued_operation_asof_date::datetime64[ns]
 |  cash_flowfrom_financing_growth = Fundamentals.cash_flowfrom_financing_growth::float64
 |  cash_flowfrom_financing_growth_asof_date = Fundamentals.cash_flowfrom_financing_growth_asof_date::datetime64[ns]
 |  cash_flowfrom_investing_growth = Fundamentals.cash_flowfrom_investing_growth::float64
 |  cash_flowfrom_investing_growth_asof_date = Fundamentals.cash_flowfrom_investing_growth_asof_date::datetime64[ns]
 |  cash_flowsfromusedin_operating_activities_direct = Fundamentals.cash_flowsfromusedin_operating_activities_direct::float64
 |  cash_flowsfromusedin_operating_activities_direct_asof_date = Fundamentals.cash_flowsfromusedin_operating_activities_direct_asof_date::datetime64[ns]
 |  cash_from_discontinued_financing_activities = Fundamentals.cash_from_discontinued_financing_activities::float64
 |  cash_from_discontinued_financing_activities_asof_date = Fundamentals.cash_from_discontinued_financing_activities_asof_date::datetime64[ns]
 |  cash_from_discontinued_investing_activities = Fundamentals.cash_from_discontinued_investing_activities::float64
 |  cash_from_discontinued_investing_activities_asof_date = Fundamentals.cash_from_discontinued_investing_activities_asof_date::datetime64[ns]
 |  cash_from_discontinued_operating_activities = Fundamentals.cash_from_discontinued_operating_activities::float64
 |  cash_from_discontinued_operating_activities_asof_date = Fundamentals.cash_from_discontinued_operating_activities_asof_date::datetime64[ns]
 |  cash_generatedfrom_operating_activities = Fundamentals.cash_generatedfrom_operating_activities::float64
 |  cash_generatedfrom_operating_activities_asof_date = Fundamentals.cash_generatedfrom_operating_activities_asof_date::datetime64[ns]
 |  cash_paidfor_insurance_activities = Fundamentals.cash_paidfor_insurance_activities::float64
 |  cash_paidfor_insurance_activities_asof_date = Fundamentals.cash_paidfor_insurance_activities_asof_date::datetime64[ns]
 |  cash_paidto_reinsurers = Fundamentals.cash_paidto_reinsurers::float64
 |  cash_paidto_reinsurers_asof_date = Fundamentals.cash_paidto_reinsurers_asof_date::datetime64[ns]
 |  cash_paymentsfor_borrowings = Fundamentals.cash_paymentsfor_borrowings::float64
 |  cash_paymentsfor_borrowings_asof_date = Fundamentals.cash_paymentsfor_borrowings_asof_date::datetime64[ns]
 |  cash_paymentsfor_depositsby_banksand_customers = Fundamentals.cash_paymentsfor_depositsby_banksand_customers::float64
 |  cash_paymentsfor_depositsby_banksand_customers_asof_date = Fundamentals.cash_paymentsfor_depositsby_banksand_customers_asof_date::datetime64[ns]
 |  cash_paymentsfor_loans = Fundamentals.cash_paymentsfor_loans::float64
 |  cash_paymentsfor_loans_asof_date = Fundamentals.cash_paymentsfor_loans_asof_date::datetime64[ns]
 |  cash_ratio = Fundamentals.cash_ratio::float64
 |  cash_ratio_asof_date = Fundamentals.cash_ratio_asof_date::datetime64[ns]
 |  cash_ratio_growth = Fundamentals.cash_ratio_growth::float64
 |  cash_ratio_growth_asof_date = Fundamentals.cash_ratio_growth_asof_date::datetime64[ns]
 |  cash_receiptsfrom_borrowings = Fundamentals.cash_receiptsfrom_borrowings::float64
 |  cash_receiptsfrom_borrowings_asof_date = Fundamentals.cash_receiptsfrom_borrowings_asof_date::datetime64[ns]
 |  cash_receiptsfrom_decreasein_assets = Fundamentals.cash_receiptsfrom_decreasein_assets::float64
 |  cash_receiptsfrom_decreasein_assets_asof_date = Fundamentals.cash_receiptsfrom_decreasein_assets_asof_date::datetime64[ns]
 |  cash_receiptsfrom_depositsby_banksand_customers = Fundamentals.cash_receiptsfrom_depositsby_banksand_customers::float64
 |  cash_receiptsfrom_depositsby_banksand_customers_asof_date = Fundamentals.cash_receiptsfrom_depositsby_banksand_customers_asof_date::datetime64[ns]
 |  cash_receiptsfrom_feesand_commissions = Fundamentals.cash_receiptsfrom_feesand_commissions::float64
 |  cash_receiptsfrom_feesand_commissions_asof_date = Fundamentals.cash_receiptsfrom_feesand_commissions_asof_date::datetime64[ns]
 |  cash_receiptsfrom_loans = Fundamentals.cash_receiptsfrom_loans::float64
 |  cash_receiptsfrom_loans_asof_date = Fundamentals.cash_receiptsfrom_loans_asof_date::datetime64[ns]
 |  cash_receiptsfrom_paymentsfor_financial_derivative_contracts = Fundamentals.cash_receiptsfrom_paymentsfor_financial_derivative_contracts::float64
 |  cash_receiptsfrom_paymentsfor_financial_derivative_contracts_asof_date = Fundamentals.cash_receiptsfrom_paymentsfor_financial_derivative_contracts_asof_date::datetime64[ns]
 |  cash_receiptsfrom_repaymentof_advancesand_loans_madeto_other_parties = Fundamentals.cash_receiptsfrom_repaymentof_advancesand_loans_madeto_other_parties::float64
 |  cash_receiptsfrom_repaymentof_advancesand_loans_madeto_other_parties_asof_date = Fundamentals.cash_receiptsfrom_repaymentof_advan...ns_madeto_other_parties_asof_date::datetime64[ns]
 |  cash_receiptsfrom_securities_related_activities = Fundamentals.cash_receiptsfrom_securities_related_activities::float64
 |  cash_receiptsfrom_securities_related_activities_asof_date = Fundamentals.cash_receiptsfrom_securities_related_activities_asof_date::datetime64[ns]
 |  cash_receiptsfrom_tax_refunds = Fundamentals.cash_receiptsfrom_tax_refunds::float64
 |  cash_receiptsfrom_tax_refunds_asof_date = Fundamentals.cash_receiptsfrom_tax_refunds_asof_date::datetime64[ns]
 |  cash_receivedfrom_insurance_activities = Fundamentals.cash_receivedfrom_insurance_activities::float64
 |  cash_receivedfrom_insurance_activities_asof_date = Fundamentals.cash_receivedfrom_insurance_activities_asof_date::datetime64[ns]
 |  cash_restricted_or_pledged = Fundamentals.cash_restricted_or_pledged::float64
 |  cash_restricted_or_pledged_asof_date = Fundamentals.cash_restricted_or_pledged_asof_date::datetime64[ns]
 |  cash_return = Fundamentals.cash_return::float64
 |  cash_return_asof_date = Fundamentals.cash_return_asof_date::datetime64[ns]
 |  cash_value_of_life_insurance = Fundamentals.cash_value_of_life_insurance::float64
 |  cash_value_of_life_insurance_asof_date = Fundamentals.cash_value_of_life_insurance_asof_date::datetime64[ns]
 |  cashand_balanceswith_central_banks = Fundamentals.cashand_balanceswith_central_banks::float64
 |  cashand_balanceswith_central_banks_asof_date = Fundamentals.cashand_balanceswith_central_banks_asof_date::datetime64[ns]
 |  cashto_total_assets = Fundamentals.cashto_total_assets::float64
 |  cashto_total_assets_asof_date = Fundamentals.cashto_total_assets_asof_date::datetime64[ns]
 |  casualty_claims = Fundamentals.casualty_claims::float64
 |  casualty_claims_asof_date = Fundamentals.casualty_claims_asof_date::datetime64[ns]
 |  ceded_premiums = Fundamentals.ceded_premiums::float64
 |  ceded_premiums_asof_date = Fundamentals.ceded_premiums_asof_date::datetime64[ns]
 |  ceded_unearned_premiums = Fundamentals.ceded_unearned_premiums::float64
 |  ceded_unearned_premiums_asof_date = Fundamentals.ceded_unearned_premiums_asof_date::datetime64[ns]
 |  cf_file_date = Fundamentals.cf_file_date::datetime64[ns]
 |  cf_file_date_asof_date = Fundamentals.cf_file_date_asof_date::datetime64[ns]
 |  cf_yield = Fundamentals.cf_yield::float64
 |  cf_yield_asof_date = Fundamentals.cf_yield_asof_date::datetime64[ns]
 |  cfo_growth = Fundamentals.cfo_growth::float64
 |  cfo_growth_asof_date = Fundamentals.cfo_growth_asof_date::datetime64[ns]
 |  cfo_per_share = Fundamentals.cfo_per_share::float64
 |  cfo_per_share_asof_date = Fundamentals.cfo_per_share_asof_date::datetime64[ns]
 |  change_in_account_payable = Fundamentals.change_in_account_payable::float64
 |  change_in_account_payable_asof_date = Fundamentals.change_in_account_payable_asof_date::datetime64[ns]
 |  change_in_accrued_expense = Fundamentals.change_in_accrued_expense::float64
 |  change_in_accrued_expense_asof_date = Fundamentals.change_in_accrued_expense_asof_date::datetime64[ns]
 |  change_in_accrued_investment_income = Fundamentals.change_in_accrued_investment_income::float64
 |  change_in_accrued_investment_income_asof_date = Fundamentals.change_in_accrued_investment_income_asof_date::datetime64[ns]
 |  change_in_deferred_acquisition_costs = Fundamentals.change_in_deferred_acquisition_costs::float64
 |  change_in_deferred_acquisition_costs_asof_date = Fundamentals.change_in_deferred_acquisition_costs_asof_date::datetime64[ns]
 |  change_in_deferred_charges = Fundamentals.change_in_deferred_charges::float64
 |  change_in_deferred_charges_asof_date = Fundamentals.change_in_deferred_charges_asof_date::datetime64[ns]
 |  change_in_dividend_payable = Fundamentals.change_in_dividend_payable::float64
 |  change_in_dividend_payable_asof_date = Fundamentals.change_in_dividend_payable_asof_date::datetime64[ns]
 |  change_in_federal_funds_and_securities_sold_for_repurchase = Fundamentals.change_in_federal_funds_and_securities_sold_for_repurchase::float64
 |  change_in_federal_funds_and_securities_sold_for_repurchase_asof_date = Fundamentals.change_in_federal_funds_and_securities_sold_for_repurchase_asof_date::datetime64[ns]
 |  change_in_funds_withheld = Fundamentals.change_in_funds_withheld::float64
 |  change_in_funds_withheld_asof_date = Fundamentals.change_in_funds_withheld_asof_date::datetime64[ns]
 |  change_in_income_tax_payable = Fundamentals.change_in_income_tax_payable::float64
 |  change_in_income_tax_payable_asof_date = Fundamentals.change_in_income_tax_payable_asof_date::datetime64[ns]
 |  change_in_interest_payable = Fundamentals.change_in_interest_payable::float64
 |  change_in_interest_payable_asof_date = Fundamentals.change_in_interest_payable_asof_date::datetime64[ns]
 |  change_in_inventory = Fundamentals.change_in_inventory::float64
 |  change_in_inventory_asof_date = Fundamentals.change_in_inventory_asof_date::datetime64[ns]
 |  change_in_loans = Fundamentals.change_in_loans::float64
 |  change_in_loans_asof_date = Fundamentals.change_in_loans_asof_date::datetime64[ns]
 |  change_in_loss_and_loss_adjustment_expense_reserves = Fundamentals.change_in_loss_and_loss_adjustment_expense_reserves::float64
 |  change_in_loss_and_loss_adjustment_expense_reserves_asof_date = Fundamentals.change_in_loss_and_loss_adjustment_expense_reserves_asof_date::datetime64[ns]
 |  change_in_other_current_assets = Fundamentals.change_in_other_current_assets::float64
 |  change_in_other_current_assets_asof_date = Fundamentals.change_in_other_current_assets_asof_date::datetime64[ns]
 |  change_in_other_current_liabilities = Fundamentals.change_in_other_current_liabilities::float64
 |  change_in_other_current_liabilities_asof_date = Fundamentals.change_in_other_current_liabilities_asof_date::datetime64[ns]
 |  change_in_other_working_capital = Fundamentals.change_in_other_working_capital::float64
 |  change_in_other_working_capital_asof_date = Fundamentals.change_in_other_working_capital_asof_date::datetime64[ns]
 |  change_in_payable = Fundamentals.change_in_payable::float64
 |  change_in_payable_asof_date = Fundamentals.change_in_payable_asof_date::datetime64[ns]
 |  change_in_payables_and_accrued_expense = Fundamentals.change_in_payables_and_accrued_expense::float64
 |  change_in_payables_and_accrued_expense_asof_date = Fundamentals.change_in_payables_and_accrued_expense_asof_date::datetime64[ns]
 |  change_in_premiums_receivable = Fundamentals.change_in_premiums_receivable::float64
 |  change_in_premiums_receivable_asof_date = Fundamentals.change_in_premiums_receivable_asof_date::datetime64[ns]
 |  change_in_prepaid_assets = Fundamentals.change_in_prepaid_assets::float64
 |  change_in_prepaid_assets_asof_date = Fundamentals.change_in_prepaid_assets_asof_date::datetime64[ns]
 |  change_in_prepaid_reinsurance_premiums = Fundamentals.change_in_prepaid_reinsurance_premiums::float64
 |  change_in_prepaid_reinsurance_premiums_asof_date = Fundamentals.change_in_prepaid_reinsurance_premiums_asof_date::datetime64[ns]
 |  change_in_receivables = Fundamentals.change_in_receivables::float64
 |  change_in_receivables_asof_date = Fundamentals.change_in_receivables_asof_date::datetime64[ns]
 |  change_in_reinsurance_receivable_on_paid_losses = Fundamentals.change_in_reinsurance_receivable_on_paid_losses::float64
 |  change_in_reinsurance_receivable_on_paid_losses_asof_date = Fundamentals.change_in_reinsurance_receivable_on_paid_losses_asof_date::datetime64[ns]
 |  change_in_reinsurance_recoverable_on_paid_and_unpaid_losses = Fundamentals.change_in_reinsurance_recoverable_on_paid_and_unpaid_losses::float64
 |  change_in_reinsurance_recoverable_on_paid_and_unpaid_losses_asof_date = Fundamentals.change_in_reinsurance_recoverable_on_paid_and_unpaid_losses_asof_date::datetime64[ns]
 |  change_in_reinsurance_recoverable_on_unpaid_losses = Fundamentals.change_in_reinsurance_recoverable_on_unpaid_losses::float64
 |  change_in_reinsurance_recoverable_on_unpaid_losses_asof_date = Fundamentals.change_in_reinsurance_recoverable_on_unpaid_losses_asof_date::datetime64[ns]
 |  change_in_restricted_cash = Fundamentals.change_in_restricted_cash::float64
 |  change_in_restricted_cash_asof_date = Fundamentals.change_in_restricted_cash_asof_date::datetime64[ns]
 |  change_in_tax_payable = Fundamentals.change_in_tax_payable::float64
 |  change_in_tax_payable_asof_date = Fundamentals.change_in_tax_payable_asof_date::datetime64[ns]
 |  change_in_trading_account_securities = Fundamentals.change_in_trading_account_securities::float64
 |  change_in_trading_account_securities_asof_date = Fundamentals.change_in_trading_account_securities_asof_date::datetime64[ns]
 |  change_in_unearned_premiums = Fundamentals.change_in_unearned_premiums::float64
 |  change_in_unearned_premiums_asof_date = Fundamentals.change_in_unearned_premiums_asof_date::datetime64[ns]
 |  change_in_unearned_premiums_ceded = Fundamentals.change_in_unearned_premiums_ceded::float64
 |  change_in_unearned_premiums_ceded_asof_date = Fundamentals.change_in_unearned_premiums_ceded_asof_date::datetime64[ns]
 |  change_in_working_capital = Fundamentals.change_in_working_capital::float64
 |  change_in_working_capital_asof_date = Fundamentals.change_in_working_capital_asof_date::datetime64[ns]
 |  changein_accrued_income = Fundamentals.changein_accrued_income::float64
 |  changein_accrued_income_asof_date = Fundamentals.changein_accrued_income_asof_date::datetime64[ns]
 |  changein_deferred_income = Fundamentals.changein_deferred_income::float64
 |  changein_deferred_income_asof_date = Fundamentals.changein_deferred_income_asof_date::datetime64[ns]
 |  changein_insurance_contract_assets = Fundamentals.changein_insurance_contract_assets::float64
 |  changein_insurance_contract_assets_asof_date = Fundamentals.changein_insurance_contract_assets_asof_date::datetime64[ns]
 |  changein_investment_contract = Fundamentals.changein_investment_contract::float64
 |  changein_investment_contract_asof_date = Fundamentals.changein_investment_contract_asof_date::datetime64[ns]
 |  changein_reinsurance_receivables = Fundamentals.changein_reinsurance_receivables::float64
 |  changein_reinsurance_receivables_asof_date = Fundamentals.changein_reinsurance_receivables_asof_date::datetime64[ns]
 |  changein_the_gross_provisionfor_unearned_premiums = Fundamentals.changein_the_gross_provisionfor_unearned_premiums::float64
 |  changein_the_gross_provisionfor_unearned_premiums_asof_date = Fundamentals.changein_the_gross_provisionfor_unearned_premiums_asof_date::datetime64[ns]
 |  changein_the_gross_provisionfor_unearned_premiums_reinsurers_share = Fundamentals.changein_the_gross_provisionfor_unearned_premiums_reinsurers_share::float64
 |  changein_the_gross_provisionfor_unearned_premiums_reinsurers_share_asof_date = Fundamentals.changein_the_gross_provisionfor_une...emiums_reinsurers_share_asof_date::datetime64[ns]
 |  changes_in_account_receivables = Fundamentals.changes_in_account_receivables::float64
 |  changes_in_account_receivables_asof_date = Fundamentals.changes_in_account_receivables_asof_date::datetime64[ns]
 |  changes_in_cash = Fundamentals.changes_in_cash::float64
 |  changes_in_cash_asof_date = Fundamentals.changes_in_cash_asof_date::datetime64[ns]
 |  changesin_inventoriesof_finished_goodsand_workin_progress = Fundamentals.changesin_inventoriesof_finished_goodsand_workin_progress::float64
 |  changesin_inventoriesof_finished_goodsand_workin_progress_asof_date = Fundamentals.changesin_inventoriesof_finished_goodsand_workin_progress_asof_date::datetime64[ns]
 |  cik = Fundamentals.cik::object
 |  cik_asof_date = Fundamentals.cik_asof_date::datetime64[ns]
 |  claims_outstanding = Fundamentals.claims_outstanding::float64
 |  claims_outstanding_asof_date = Fundamentals.claims_outstanding_asof_date::datetime64[ns]
 |  claims_paid = Fundamentals.claims_paid::float64
 |  claims_paid_asof_date = Fundamentals.claims_paid_asof_date::datetime64[ns]
 |  claimsand_changein_insurance_liabilities = Fundamentals.claimsand_changein_insurance_liabilities::float64
 |  claimsand_changein_insurance_liabilities_asof_date = Fundamentals.claimsand_changein_insurance_liabilities_asof_date::datetime64[ns]
 |  claimsand_paid_incurred = Fundamentals.claimsand_paid_incurred::float64
 |  claimsand_paid_incurred_asof_date = Fundamentals.claimsand_paid_incurred_asof_date::datetime64[ns]
 |  classesof_cash_payments = Fundamentals.classesof_cash_payments::float64
 |  classesof_cash_payments_asof_date = Fundamentals.classesof_cash_payments_asof_date::datetime64[ns]
 |  classesof_cash_receiptsfrom_operating_activities = Fundamentals.classesof_cash_receiptsfrom_operating_activities::float64
 |  classesof_cash_receiptsfrom_operating_activities_asof_date = Fundamentals.classesof_cash_receiptsfrom_operating_activities_asof_date::datetime64[ns]
 |  com_tre_sha_num = Fundamentals.com_tre_sha_num::float64
 |  com_tre_sha_num_asof_date = Fundamentals.com_tre_sha_num_asof_date::datetime64[ns]
 |  commercial_loan = Fundamentals.commercial_loan::float64
 |  commercial_loan_asof_date = Fundamentals.commercial_loan_asof_date::datetime64[ns]
 |  commercial_paper = Fundamentals.commercial_paper::float64
 |  commercial_paper_asof_date = Fundamentals.commercial_paper_asof_date::datetime64[ns]
 |  commission_expenses = Fundamentals.commission_expenses::float64
 |  commission_expenses_asof_date = Fundamentals.commission_expenses_asof_date::datetime64[ns]
 |  commission_paid = Fundamentals.commission_paid::float64
 |  commission_paid_asof_date = Fundamentals.commission_paid_asof_date::datetime64[ns]
 |  commission_revenue = Fundamentals.commission_revenue::float64
 |  commission_revenue_asof_date = Fundamentals.commission_revenue_asof_date::datetime64[ns]
 |  common_equity_to_assets = Fundamentals.common_equity_to_assets::float64
 |  common_equity_to_assets_asof_date = Fundamentals.common_equity_to_assets_asof_date::datetime64[ns]
 |  common_share_sub_type = Fundamentals.common_share_sub_type::object
 |  common_share_sub_type_asof_date = Fundamentals.common_share_sub_type_asof_date::datetime64[ns]
 |  common_stock = Fundamentals.common_stock::float64
 |  common_stock_asof_date = Fundamentals.common_stock_asof_date::datetime64[ns]
 |  common_stock_dividend_paid = Fundamentals.common_stock_dividend_paid::float64
 |  common_stock_dividend_paid_asof_date = Fundamentals.common_stock_dividend_paid_asof_date::datetime64[ns]
 |  common_stock_equity = Fundamentals.common_stock_equity::float64
 |  common_stock_equity_asof_date = Fundamentals.common_stock_equity_asof_date::datetime64[ns]
 |  common_stock_issuance = Fundamentals.common_stock_issuance::float64
 |  common_stock_issuance_asof_date = Fundamentals.common_stock_issuance_asof_date::datetime64[ns]
 |  common_stock_payments = Fundamentals.common_stock_payments::float64
 |  common_stock_payments_asof_date = Fundamentals.common_stock_payments_asof_date::datetime64[ns]
 |  common_stocks_available_for_sale = Fundamentals.common_stocks_available_for_sale::float64
 |  common_stocks_available_for_sale_asof_date = Fundamentals.common_stocks_available_for_sale_asof_date::datetime64[ns]
 |  common_utility_plant = Fundamentals.common_utility_plant::float64
 |  common_utility_plant_asof_date = Fundamentals.common_utility_plant_asof_date::datetime64[ns]
 |  company_status = Fundamentals.company_status::object
 |  company_status_asof_date = Fundamentals.company_status_asof_date::datetime64[ns]
 |  construction_grants = Fundamentals.construction_grants::float64
 |  construction_grants_asof_date = Fundamentals.construction_grants_asof_date::datetime64[ns]
 |  construction_in_progress = Fundamentals.construction_in_progress::float64
 |  construction_in_progress_asof_date = Fundamentals.construction_in_progress_asof_date::datetime64[ns]
 |  consumer_loan = Fundamentals.consumer_loan::float64
 |  consumer_loan_asof_date = Fundamentals.consumer_loan_asof_date::datetime64[ns]
 |  contact_email = Fundamentals.contact_email::object
 |  contact_email_asof_date = Fundamentals.contact_email_asof_date::datetime64[ns]
 |  continuing_and_discontinued_basic_eps_earnings_reports = Fundamentals.continuing_and_discontinued_basic_eps_earnings_reports::float64
 |  continuing_and_discontinued_basic_eps_earnings_reports_asof_date = Fundamentals.continuing_and_discontinued_basic_eps_earnings_reports_asof_date::datetime64[ns]
 |  continuing_and_discontinued_diluted_eps_earnings_reports = Fundamentals.continuing_and_discontinued_diluted_eps_earnings_reports::float64
 |  continuing_and_discontinued_diluted_eps_earnings_reports_asof_date = Fundamentals.continuing_and_discontinued_diluted_eps_earnings_reports_asof_date::datetime64[ns]
 |  conversion_ratio = Fundamentals.conversion_ratio::float64
 |  conversion_ratio_asof_date = Fundamentals.conversion_ratio_asof_date::datetime64[ns]
 |  convertible_loans_current = Fundamentals.convertible_loans_current::float64
 |  convertible_loans_current_asof_date = Fundamentals.convertible_loans_current_asof_date::datetime64[ns]
 |  convertible_loans_non_current = Fundamentals.convertible_loans_non_current::float64
 |  convertible_loans_non_current_asof_date = Fundamentals.convertible_loans_non_current_asof_date::datetime64[ns]
 |  cooperatives_share_capital_repayableon_demand = Fundamentals.cooperatives_share_capital_repayableon_demand::float64
 |  cooperatives_share_capital_repayableon_demand_asof_date = Fundamentals.cooperatives_share_capital_repayableon_demand_asof_date::datetime64[ns]
 |  cost_of_revenue = Fundamentals.cost_of_revenue::float64
 |  cost_of_revenue_asof_date = Fundamentals.cost_of_revenue_asof_date::datetime64[ns]
 |  country_id = Fundamentals.country_id::object
 |  country_id_asof_date = Fundamentals.country_id_asof_date::datetime64[ns]
 |  credit_card = Fundamentals.credit_card::float64
 |  credit_card_asof_date = Fundamentals.credit_card_asof_date::datetime64[ns]
 |  credit_losses_provision = Fundamentals.credit_losses_provision::float64
 |  credit_losses_provision_asof_date = Fundamentals.credit_losses_provision_asof_date::datetime64[ns]
 |  credit_risk_provisions = Fundamentals.credit_risk_provisions::float64
 |  credit_risk_provisions_asof_date = Fundamentals.credit_risk_provisions_asof_date::datetime64[ns]
 |  cumulative_effect_of_accounting_change_cash_flow_statement = Fundamentals.cumulative_effect_of_accounting_change_cash_flow_statement::float64
 |  cumulative_effect_of_accounting_change_cash_flow_statement_asof_date = Fundamentals.cumulative_effect_of_accounting_change_cash_flow_statement_asof_date::datetime64[ns]
 |  cumulative_effect_of_accounting_change_income_statement = Fundamentals.cumulative_effect_of_accounting_change_income_statement::float64
 |  cumulative_effect_of_accounting_change_income_statement_asof_date = Fundamentals.cumulative_effect_of_accounting_change_income_statement_asof_date::datetime64[ns]
 |  currency_id = Fundamentals.currency_id::object
 |  currency_id_asof_date = Fundamentals.currency_id_asof_date::datetime64[ns]
 |  current_accrued_expenses = Fundamentals.current_accrued_expenses::float64
 |  current_accrued_expenses_asof_date = Fundamentals.current_accrued_expenses_asof_date::datetime64[ns]
 |  current_assets = Fundamentals.current_assets::float64
 |  current_assets_asof_date = Fundamentals.current_assets_asof_date::datetime64[ns]
 |  current_capital_lease_obligation = Fundamentals.current_capital_lease_obligation::float64
 |  current_capital_lease_obligation_asof_date = Fundamentals.current_capital_lease_obligation_asof_date::datetime64[ns]
 |  current_debt = Fundamentals.current_debt::float64
 |  current_debt_and_capital_lease_obligation = Fundamentals.current_debt_and_capital_lease_obligation::float64
 |  current_debt_and_capital_lease_obligation_asof_date = Fundamentals.current_debt_and_capital_lease_obligation_asof_date::datetime64[ns]
 |  current_debt_asof_date = Fundamentals.current_debt_asof_date::datetime64[ns]
 |  current_deferred_assets = Fundamentals.current_deferred_assets::float64
 |  current_deferred_assets_asof_date = Fundamentals.current_deferred_assets_asof_date::datetime64[ns]
 |  current_deferred_liabilities = Fundamentals.current_deferred_liabilities::float64
 |  current_deferred_liabilities_asof_date = Fundamentals.current_deferred_liabilities_asof_date::datetime64[ns]
 |  current_deferred_revenue = Fundamentals.current_deferred_revenue::float64
 |  current_deferred_revenue_asof_date = Fundamentals.current_deferred_revenue_asof_date::datetime64[ns]
 |  current_deferred_taxes_assets = Fundamentals.current_deferred_taxes_assets::float64
 |  current_deferred_taxes_assets_asof_date = Fundamentals.current_deferred_taxes_assets_asof_date::datetime64[ns]
 |  current_deferred_taxes_liabilities = Fundamentals.current_deferred_taxes_liabilities::float64
 |  current_deferred_taxes_liabilities_asof_date = Fundamentals.current_deferred_taxes_liabilities_asof_date::datetime64[ns]
 |  current_liabilities = Fundamentals.current_liabilities::float64
 |  current_liabilities_asof_date = Fundamentals.current_liabilities_asof_date::datetime64[ns]
 |  current_notes_payable = Fundamentals.current_notes_payable::float64
 |  current_notes_payable_asof_date = Fundamentals.current_notes_payable_asof_date::datetime64[ns]
 |  current_provisions = Fundamentals.current_provisions::float64
 |  current_provisions_asof_date = Fundamentals.current_provisions_asof_date::datetime64[ns]
 |  current_ratio = Fundamentals.current_ratio::float64
 |  current_ratio_asof_date = Fundamentals.current_ratio_asof_date::datetime64[ns]
 |  current_ratio_growth = Fundamentals.current_ratio_growth::float64
 |  current_ratio_growth_asof_date = Fundamentals.current_ratio_growth_asof_date::datetime64[ns]
 |  customer_acceptances = Fundamentals.customer_acceptances::float64
 |  customer_acceptances_asof_date = Fundamentals.customer_acceptances_asof_date::datetime64[ns]
 |  customer_accounts = Fundamentals.customer_accounts::float64
 |  customer_accounts_asof_date = Fundamentals.customer_accounts_asof_date::datetime64[ns]
 |  days_in_inventory = Fundamentals.days_in_inventory::float64
 |  days_in_inventory_asof_date = Fundamentals.days_in_inventory_asof_date::datetime64[ns]
 |  days_in_payment = Fundamentals.days_in_payment::float64
 |  days_in_payment_asof_date = Fundamentals.days_in_payment_asof_date::datetime64[ns]
 |  days_in_sales = Fundamentals.days_in_sales::float64
 |  days_in_sales_asof_date = Fundamentals.days_in_sales_asof_date::datetime64[ns]
 |  debt_securities = Fundamentals.debt_securities::float64
 |  debt_securities_asof_date = Fundamentals.debt_securities_asof_date::datetime64[ns]
 |  debt_securitiesin_issue = Fundamentals.debt_securitiesin_issue::float64
 |  debt_securitiesin_issue_asof_date = Fundamentals.debt_securitiesin_issue_asof_date::datetime64[ns]
 |  debt_total = Fundamentals.debt_total::float64
 |  debt_total_asof_date = Fundamentals.debt_total_asof_date::datetime64[ns]
 |  debtto_assets = Fundamentals.debtto_assets::float64
 |  debtto_assets_asof_date = Fundamentals.debtto_assets_asof_date::datetime64[ns]
 |  decreasein_interest_bearing_depositsin_bank = Fundamentals.decreasein_interest_bearing_depositsin_bank::float64
 |  decreasein_interest_bearing_depositsin_bank_asof_date = Fundamentals.decreasein_interest_bearing_depositsin_bank_asof_date::datetime64[ns]
 |  deferred_acquisition_costs = Fundamentals.deferred_acquisition_costs::float64
 |  deferred_acquisition_costs_asof_date = Fundamentals.deferred_acquisition_costs_asof_date::datetime64[ns]
 |  deferred_assets = Fundamentals.deferred_assets::float64
 |  deferred_assets_asof_date = Fundamentals.deferred_assets_asof_date::datetime64[ns]
 |  deferred_cost_current = Fundamentals.deferred_cost_current::float64
 |  deferred_cost_current_asof_date = Fundamentals.deferred_cost_current_asof_date::datetime64[ns]
 |  deferred_costs = Fundamentals.deferred_costs::float64
 |  deferred_costs_asof_date = Fundamentals.deferred_costs_asof_date::datetime64[ns]
 |  deferred_financing_costs = Fundamentals.deferred_financing_costs::float64
 |  deferred_financing_costs_asof_date = Fundamentals.deferred_financing_costs_asof_date::datetime64[ns]
 |  deferred_income_tax = Fundamentals.deferred_income_tax::float64
 |  deferred_income_tax_asof_date = Fundamentals.deferred_income_tax_asof_date::datetime64[ns]
 |  deferred_policy_acquisition_costs = Fundamentals.deferred_policy_acquisition_costs::float64
 |  deferred_policy_acquisition_costs_asof_date = Fundamentals.deferred_policy_acquisition_costs_asof_date::datetime64[ns]
 |  deferred_tax = Fundamentals.deferred_tax::float64
 |  deferred_tax_asof_date = Fundamentals.deferred_tax_asof_date::datetime64[ns]
 |  deferred_tax_assets = Fundamentals.deferred_tax_assets::float64
 |  deferred_tax_assets_asof_date = Fundamentals.deferred_tax_assets_asof_date::datetime64[ns]
 |  deferred_tax_liabilities_total = Fundamentals.deferred_tax_liabilities_total::float64
 |  deferred_tax_liabilities_total_asof_date = Fundamentals.deferred_tax_liabilities_total_asof_date::datetime64[ns]
 |  defined_pension_benefit = Fundamentals.defined_pension_benefit::float64
 |  defined_pension_benefit_asof_date = Fundamentals.defined_pension_benefit_asof_date::datetime64[ns]
 |  delisting_date = Fundamentals.delisting_date::datetime64[ns]
 |  delisting_date_asof_date = Fundamentals.delisting_date_asof_date::datetime64[ns]
 |  delisting_reason = Fundamentals.delisting_reason::object
 |  delisting_reason_asof_date = Fundamentals.delisting_reason_asof_date::datetime64[ns]
 |  depletion_cash_flow_statement = Fundamentals.depletion_cash_flow_statement::float64
 |  depletion_cash_flow_statement_asof_date = Fundamentals.depletion_cash_flow_statement_asof_date::datetime64[ns]
 |  depletion_income_statement = Fundamentals.depletion_income_statement::float64
 |  depletion_income_statement_asof_date = Fundamentals.depletion_income_statement_asof_date::datetime64[ns]
 |  depositary_receipt_ratio = Fundamentals.depositary_receipt_ratio::float64
 |  depositary_receipt_ratio_asof_date = Fundamentals.depositary_receipt_ratio_asof_date::datetime64[ns]
 |  deposits_madeunder_assumed_reinsurance_contract = Fundamentals.deposits_madeunder_assumed_reinsurance_contract::float64
 |  deposits_madeunder_assumed_reinsurance_contract_asof_date = Fundamentals.deposits_madeunder_assumed_reinsurance_contract_asof_date::datetime64[ns]
 |  deposits_receivedunder_ceded_insurance_contract = Fundamentals.deposits_receivedunder_ceded_insurance_contract::float64
 |  deposits_receivedunder_ceded_insurance_contract_asof_date = Fundamentals.deposits_receivedunder_ceded_insurance_contract_asof_date::datetime64[ns]
 |  depositsby_bank = Fundamentals.depositsby_bank::float64
 |  depositsby_bank_asof_date = Fundamentals.depositsby_bank_asof_date::datetime64[ns]
 |  depreciation_amortization_depletion_cash_flow_statement = Fundamentals.depreciation_amortization_depletion_cash_flow_statement::float64
 |  depreciation_amortization_depletion_cash_flow_statement_asof_date = Fundamentals.depreciation_amortization_depletion_cash_flow_statement_asof_date::datetime64[ns]
 |  depreciation_amortization_depletion_income_statement = Fundamentals.depreciation_amortization_depletion_income_statement::float64
 |  depreciation_amortization_depletion_income_statement_asof_date = Fundamentals.depreciation_amortization_depletion_income_statement_asof_date::datetime64[ns]
 |  depreciation_and_amortization_cash_flow_statement = Fundamentals.depreciation_and_amortization_cash_flow_statement::float64
 |  depreciation_and_amortization_cash_flow_statement_asof_date = Fundamentals.depreciation_and_amortization_cash_flow_statement_asof_date::datetime64[ns]
 |  depreciation_and_amortization_income_statement = Fundamentals.depreciation_and_amortization_income_statement::float64
 |  depreciation_and_amortization_income_statement_asof_date = Fundamentals.depreciation_and_amortization_income_statement_asof_date::datetime64[ns]
 |  depreciation_cash_flow_statement = Fundamentals.depreciation_cash_flow_statement::float64
 |  depreciation_cash_flow_statement_asof_date = Fundamentals.depreciation_cash_flow_statement_asof_date::datetime64[ns]
 |  depreciation_income_statement = Fundamentals.depreciation_income_statement::float64
 |  depreciation_income_statement_asof_date = Fundamentals.depreciation_income_statement_asof_date::datetime64[ns]
 |  derivative_assets = Fundamentals.derivative_assets::float64
 |  derivative_assets_asof_date = Fundamentals.derivative_assets_asof_date::datetime64[ns]
 |  derivative_product_liabilities = Fundamentals.derivative_product_liabilities::float64
 |  derivative_product_liabilities_asof_date = Fundamentals.derivative_product_liabilities_asof_date::datetime64[ns]
 |  development_expense = Fundamentals.development_expense::float64
 |  development_expense_asof_date = Fundamentals.development_expense_asof_date::datetime64[ns]
 |  diluted_accounting_change_earnings_reports = Fundamentals.diluted_accounting_change_earnings_reports::float64
 |  diluted_accounting_change_earnings_reports_asof_date = Fundamentals.diluted_accounting_change_earnings_reports_asof_date::datetime64[ns]
 |  diluted_average_shares_earnings_reports = Fundamentals.diluted_average_shares_earnings_reports::float64
 |  diluted_average_shares_earnings_reports_asof_date = Fundamentals.diluted_average_shares_earnings_reports_asof_date::datetime64[ns]
 |  diluted_cont_eps_growth = Fundamentals.diluted_cont_eps_growth::float64
 |  diluted_cont_eps_growth_asof_date = Fundamentals.diluted_cont_eps_growth_asof_date::datetime64[ns]
 |  diluted_continuous_operations_earnings_reports = Fundamentals.diluted_continuous_operations_earnings_reports::float64
 |  diluted_continuous_operations_earnings_reports_asof_date = Fundamentals.diluted_continuous_operations_earnings_reports_asof_date::datetime64[ns]
 |  diluted_discontinuous_operations_earnings_reports = Fundamentals.diluted_discontinuous_operations_earnings_reports::float64
 |  diluted_discontinuous_operations_earnings_reports_asof_date = Fundamentals.diluted_discontinuous_operations_earnings_reports_asof_date::datetime64[ns]
 |  diluted_eps_earnings_reports = Fundamentals.diluted_eps_earnings_reports::float64
 |  diluted_eps_earnings_reports_asof_date = Fundamentals.diluted_eps_earnings_reports_asof_date::datetime64[ns]
 |  diluted_eps_growth = Fundamentals.diluted_eps_growth::float64
 |  diluted_eps_growth_asof_date = Fundamentals.diluted_eps_growth_asof_date::datetime64[ns]
 |  diluted_eps_other_gains_losses_earnings_reports = Fundamentals.diluted_eps_other_gains_losses_earnings_reports::float64
 |  diluted_eps_other_gains_losses_earnings_reports_asof_date = Fundamentals.diluted_eps_other_gains_losses_earnings_reports_asof_date::datetime64[ns]
 |  diluted_extraordinary_earnings_reports = Fundamentals.diluted_extraordinary_earnings_reports::float64
 |  diluted_extraordinary_earnings_reports_asof_date = Fundamentals.diluted_extraordinary_earnings_reports_asof_date::datetime64[ns]
 |  diluted_ni_availto_com_stockholders = Fundamentals.diluted_ni_availto_com_stockholders::float64
 |  diluted_ni_availto_com_stockholders_asof_date = Fundamentals.diluted_ni_availto_com_stockholders_asof_date::datetime64[ns]
 |  distribution_costs = Fundamentals.distribution_costs::float64
 |  distribution_costs_asof_date = Fundamentals.distribution_costs_asof_date::datetime64[ns]
 |  div_yield5_year = Fundamentals.div_yield5_year::float64
 |  div_yield5_year_asof_date = Fundamentals.div_yield5_year_asof_date::datetime64[ns]
 |  dividend_income = Fundamentals.dividend_income::float64
 |  dividend_income_asof_date = Fundamentals.dividend_income_asof_date::datetime64[ns]
 |  dividend_paid_cfo = Fundamentals.dividend_paid_cfo::float64
 |  dividend_paid_cfo_asof_date = Fundamentals.dividend_paid_cfo_asof_date::datetime64[ns]
 |  dividend_per_share_earnings_reports = Fundamentals.dividend_per_share_earnings_reports::float64
 |  dividend_per_share_earnings_reports_asof_date = Fundamentals.dividend_per_share_earnings_reports_asof_date::datetime64[ns]
 |  dividend_received_cfo = Fundamentals.dividend_received_cfo::float64
 |  dividend_received_cfo_asof_date = Fundamentals.dividend_received_cfo_asof_date::datetime64[ns]
 |  dividends_paid_direct = Fundamentals.dividends_paid_direct::float64
 |  dividends_paid_direct_asof_date = Fundamentals.dividends_paid_direct_asof_date::datetime64[ns]
 |  dividends_payable = Fundamentals.dividends_payable::float64
 |  dividends_payable_asof_date = Fundamentals.dividends_payable_asof_date::datetime64[ns]
 |  dividends_received_cfi = Fundamentals.dividends_received_cfi::float64
 |  dividends_received_cfi_asof_date = Fundamentals.dividends_received_cfi_asof_date::datetime64[ns]
 |  dividends_received_direct = Fundamentals.dividends_received_direct::float64
 |  dividends_received_direct_asof_date = Fundamentals.dividends_received_direct_asof_date::datetime64[ns]
 |  domestic_sales = Fundamentals.domestic_sales::float64
 |  domestic_sales_asof_date = Fundamentals.domestic_sales_asof_date::datetime64[ns]
 |  dps_growth = Fundamentals.dps_growth::float64
 |  dps_growth_asof_date = Fundamentals.dps_growth_asof_date::datetime64[ns]
 |  due_from_related_parties = Fundamentals.due_from_related_parties::float64
 |  due_from_related_parties_asof_date = Fundamentals.due_from_related_parties_asof_date::datetime64[ns]
 |  e_vto_ebit = Fundamentals.e_vto_ebit::float64
 |  e_vto_ebit_asof_date = Fundamentals.e_vto_ebit_asof_date::datetime64[ns]
 |  e_vto_fcf = Fundamentals.e_vto_fcf::float64
 |  e_vto_fcf_asof_date = Fundamentals.e_vto_fcf_asof_date::datetime64[ns]
 |  e_vto_pre_tax_income = Fundamentals.e_vto_pre_tax_income::float64
 |  e_vto_pre_tax_income_asof_date = Fundamentals.e_vto_pre_tax_income_asof_date::datetime64[ns]
 |  e_vto_revenue = Fundamentals.e_vto_revenue::float64
 |  e_vto_revenue_asof_date = Fundamentals.e_vto_revenue_asof_date::datetime64[ns]
 |  e_vto_total_assets = Fundamentals.e_vto_total_assets::float64
 |  e_vto_total_assets_asof_date = Fundamentals.e_vto_total_assets_asof_date::datetime64[ns]
 |  earning_loss_of_equity_investments = Fundamentals.earning_loss_of_equity_investments::float64
 |  earning_loss_of_equity_investments_asof_date = Fundamentals.earning_loss_of_equity_investments_asof_date::datetime64[ns]
 |  earning_yield = Fundamentals.earning_yield::float64
 |  earning_yield_asof_date = Fundamentals.earning_yield_asof_date::datetime64[ns]
 |  earnings_from_equity_interest = Fundamentals.earnings_from_equity_interest::float64
 |  earnings_from_equity_interest_asof_date = Fundamentals.earnings_from_equity_interest_asof_date::datetime64[ns]
 |  earnings_losses_from_equity_investments = Fundamentals.earnings_losses_from_equity_investments::float64
 |  earnings_losses_from_equity_investments_asof_date = Fundamentals.earnings_losses_from_equity_investments_asof_date::datetime64[ns]
 |  earningsfrom_equity_interest_net_of_tax = Fundamentals.earningsfrom_equity_interest_net_of_tax::float64
 |  earningsfrom_equity_interest_net_of_tax_asof_date = Fundamentals.earningsfrom_equity_interest_net_of_tax_asof_date::datetime64[ns]
 |  ebit = Fundamentals.ebit::float64
 |  ebit_asof_date = Fundamentals.ebit_asof_date::datetime64[ns]
 |  ebit_margin = Fundamentals.ebit_margin::float64
 |  ebit_margin_asof_date = Fundamentals.ebit_margin_asof_date::datetime64[ns]
 |  ebitda = Fundamentals.ebitda::float64
 |  ebitda_asof_date = Fundamentals.ebitda_asof_date::datetime64[ns]
 |  ebitda_growth = Fundamentals.ebitda_growth::float64
 |  ebitda_growth_asof_date = Fundamentals.ebitda_growth_asof_date::datetime64[ns]
 |  ebitda_margin = Fundamentals.ebitda_margin::float64
 |  ebitda_margin_asof_date = Fundamentals.ebitda_margin_asof_date::datetime64[ns]
 |  effect_of_exchange_rate_changes = Fundamentals.effect_of_exchange_rate_changes::float64
 |  effect_of_exchange_rate_changes_asof_date = Fundamentals.effect_of_exchange_rate_changes_asof_date::datetime64[ns]
 |  electric_revenue = Fundamentals.electric_revenue::float64
 |  electric_revenue_asof_date = Fundamentals.electric_revenue_asof_date::datetime64[ns]
 |  electric_utility_plant = Fundamentals.electric_utility_plant::float64
 |  electric_utility_plant_asof_date = Fundamentals.electric_utility_plant_asof_date::datetime64[ns]
 |  employee_benefits = Fundamentals.employee_benefits::float64
 |  employee_benefits_asof_date = Fundamentals.employee_benefits_asof_date::datetime64[ns]
 |  end_cash_position = Fundamentals.end_cash_position::float64
 |  end_cash_position_asof_date = Fundamentals.end_cash_position_asof_date::datetime64[ns]
 |  enterprise_value = Fundamentals.enterprise_value::float64
 |  enterprise_value_asof_date = Fundamentals.enterprise_value_asof_date::datetime64[ns]
 |  equipment = Fundamentals.equipment::float64
 |  equipment_asof_date = Fundamentals.equipment_asof_date::datetime64[ns]
 |  equity_attributable_to_owners_of_parent = Fundamentals.equity_attributable_to_owners_of_parent::float64
 |  equity_attributable_to_owners_of_parent_asof_date = Fundamentals.equity_attributable_to_owners_of_parent_asof_date::datetime64[ns]
 |  equity_investments = Fundamentals.equity_investments::float64
 |  equity_investments_asof_date = Fundamentals.equity_investments_asof_date::datetime64[ns]
 |  equity_per_share_growth = Fundamentals.equity_per_share_growth::float64
 |  equity_per_share_growth_asof_date = Fundamentals.equity_per_share_growth_asof_date::datetime64[ns]
 |  equity_shares_investments = Fundamentals.equity_shares_investments::float64
 |  equity_shares_investments_asof_date = Fundamentals.equity_shares_investments_asof_date::datetime64[ns]
 |  esop_debt_guarantee = Fundamentals.esop_debt_guarantee::float64
 |  esop_debt_guarantee_asof_date = Fundamentals.esop_debt_guarantee_asof_date::datetime64[ns]
 |  ev_to_ebit3_yr_avg = Fundamentals.ev_to_ebit3_yr_avg::float64
 |  ev_to_ebit3_yr_avg_asof_date = Fundamentals.ev_to_ebit3_yr_avg_asof_date::datetime64[ns]
 |  ev_to_ebit3_yr_avg_change = Fundamentals.ev_to_ebit3_yr_avg_change::float64
 |  ev_to_ebit3_yr_avg_change_asof_date = Fundamentals.ev_to_ebit3_yr_avg_change_asof_date::datetime64[ns]
 |  ev_to_ebitda = Fundamentals.ev_to_ebitda::float64
 |  ev_to_ebitda10_year_growth = Fundamentals.ev_to_ebitda10_year_growth::float64
 |  ev_to_ebitda10_year_growth_asof_date = Fundamentals.ev_to_ebitda10_year_growth_asof_date::datetime64[ns]
 |  ev_to_ebitda1_year_growth = Fundamentals.ev_to_ebitda1_year_growth::float64
 |  ev_to_ebitda1_year_growth_asof_date = Fundamentals.ev_to_ebitda1_year_growth_asof_date::datetime64[ns]
 |  ev_to_ebitda3_year_growth = Fundamentals.ev_to_ebitda3_year_growth::float64
 |  ev_to_ebitda3_year_growth_asof_date = Fundamentals.ev_to_ebitda3_year_growth_asof_date::datetime64[ns]
 |  ev_to_ebitda3_yr_avg = Fundamentals.ev_to_ebitda3_yr_avg::float64
 |  ev_to_ebitda3_yr_avg_asof_date = Fundamentals.ev_to_ebitda3_yr_avg_asof_date::datetime64[ns]
 |  ev_to_ebitda3_yr_avg_change = Fundamentals.ev_to_ebitda3_yr_avg_change::float64
 |  ev_to_ebitda3_yr_avg_change_asof_date = Fundamentals.ev_to_ebitda3_yr_avg_change_asof_date::datetime64[ns]
 |  ev_to_ebitda5_year_growth = Fundamentals.ev_to_ebitda5_year_growth::float64
 |  ev_to_ebitda5_year_growth_asof_date = Fundamentals.ev_to_ebitda5_year_growth_asof_date::datetime64[ns]
 |  ev_to_ebitda_asof_date = Fundamentals.ev_to_ebitda_asof_date::datetime64[ns]
 |  ev_to_fcf10_year_growth = Fundamentals.ev_to_fcf10_year_growth::float64
 |  ev_to_fcf10_year_growth_asof_date = Fundamentals.ev_to_fcf10_year_growth_asof_date::datetime64[ns]
 |  ev_to_fcf1_year_growth = Fundamentals.ev_to_fcf1_year_growth::float64
 |  ev_to_fcf1_year_growth_asof_date = Fundamentals.ev_to_fcf1_year_growth_asof_date::datetime64[ns]
 |  ev_to_fcf3_year_growth = Fundamentals.ev_to_fcf3_year_growth::float64
 |  ev_to_fcf3_year_growth_asof_date = Fundamentals.ev_to_fcf3_year_growth_asof_date::datetime64[ns]
 |  ev_to_fcf3_yr_avg = Fundamentals.ev_to_fcf3_yr_avg::float64
 |  ev_to_fcf3_yr_avg_asof_date = Fundamentals.ev_to_fcf3_yr_avg_asof_date::datetime64[ns]
 |  ev_to_fcf3_yr_avg_change = Fundamentals.ev_to_fcf3_yr_avg_change::float64
 |  ev_to_fcf3_yr_avg_change_asof_date = Fundamentals.ev_to_fcf3_yr_avg_change_asof_date::datetime64[ns]
 |  ev_to_fcf5_year_growth = Fundamentals.ev_to_fcf5_year_growth::float64
 |  ev_to_fcf5_year_growth_asof_date = Fundamentals.ev_to_fcf5_year_growth_asof_date::datetime64[ns]
 |  ev_to_forward_ebit = Fundamentals.ev_to_forward_ebit::float64
 |  ev_to_forward_ebit_asof_date = Fundamentals.ev_to_forward_ebit_asof_date::datetime64[ns]
 |  ev_to_forward_ebitda = Fundamentals.ev_to_forward_ebitda::float64
 |  ev_to_forward_ebitda_asof_date = Fundamentals.ev_to_forward_ebitda_asof_date::datetime64[ns]
 |  ev_to_forward_revenue = Fundamentals.ev_to_forward_revenue::float64
 |  ev_to_forward_revenue_asof_date = Fundamentals.ev_to_forward_revenue_asof_date::datetime64[ns]
 |  ev_to_revenue10_year_growth = Fundamentals.ev_to_revenue10_year_growth::float64
 |  ev_to_revenue10_year_growth_asof_date = Fundamentals.ev_to_revenue10_year_growth_asof_date::datetime64[ns]
 |  ev_to_revenue1_year_growth = Fundamentals.ev_to_revenue1_year_growth::float64
 |  ev_to_revenue1_year_growth_asof_date = Fundamentals.ev_to_revenue1_year_growth_asof_date::datetime64[ns]
 |  ev_to_revenue3_year_growth = Fundamentals.ev_to_revenue3_year_growth::float64
 |  ev_to_revenue3_year_growth_asof_date = Fundamentals.ev_to_revenue3_year_growth_asof_date::datetime64[ns]
 |  ev_to_revenue3_yr_avg = Fundamentals.ev_to_revenue3_yr_avg::float64
 |  ev_to_revenue3_yr_avg_asof_date = Fundamentals.ev_to_revenue3_yr_avg_asof_date::datetime64[ns]
 |  ev_to_revenue3_yr_avg_change = Fundamentals.ev_to_revenue3_yr_avg_change::float64
 |  ev_to_revenue3_yr_avg_change_asof_date = Fundamentals.ev_to_revenue3_yr_avg_change_asof_date::datetime64[ns]
 |  ev_to_revenue5_year_growth = Fundamentals.ev_to_revenue5_year_growth::float64
 |  ev_to_revenue5_year_growth_asof_date = Fundamentals.ev_to_revenue5_year_growth_asof_date::datetime64[ns]
 |  ev_to_total_assets10_year_growth = Fundamentals.ev_to_total_assets10_year_growth::float64
 |  ev_to_total_assets10_year_growth_asof_date = Fundamentals.ev_to_total_assets10_year_growth_asof_date::datetime64[ns]
 |  ev_to_total_assets1_year_growth = Fundamentals.ev_to_total_assets1_year_growth::float64
 |  ev_to_total_assets1_year_growth_asof_date = Fundamentals.ev_to_total_assets1_year_growth_asof_date::datetime64[ns]
 |  ev_to_total_assets3_year_growth = Fundamentals.ev_to_total_assets3_year_growth::float64
 |  ev_to_total_assets3_year_growth_asof_date = Fundamentals.ev_to_total_assets3_year_growth_asof_date::datetime64[ns]
 |  ev_to_total_assets3_yr_avg = Fundamentals.ev_to_total_assets3_yr_avg::float64
 |  ev_to_total_assets3_yr_avg_asof_date = Fundamentals.ev_to_total_assets3_yr_avg_asof_date::datetime64[ns]
 |  ev_to_total_assets3_yr_avg_change = Fundamentals.ev_to_total_assets3_yr_avg_change::float64
 |  ev_to_total_assets3_yr_avg_change_asof_date = Fundamentals.ev_to_total_assets3_yr_avg_change_asof_date::datetime64[ns]
 |  ev_to_total_assets5_year_growth = Fundamentals.ev_to_total_assets5_year_growth::float64
 |  ev_to_total_assets5_year_growth_asof_date = Fundamentals.ev_to_total_assets5_year_growth_asof_date::datetime64[ns]
 |  exceptional_items = Fundamentals.exceptional_items::float64
 |  exceptional_items_asof_date = Fundamentals.exceptional_items_asof_date::datetime64[ns]
 |  excess_tax_benefit_from_stock_based_compensation = Fundamentals.excess_tax_benefit_from_stock_based_compensation::float64
 |  excess_tax_benefit_from_stock_based_compensation_asof_date = Fundamentals.excess_tax_benefit_from_stock_based_compensation_asof_date::datetime64[ns]
 |  exchange_id = Fundamentals.exchange_id::object
 |  exchange_id_asof_date = Fundamentals.exchange_id_asof_date::datetime64[ns]
 |  exchange_sub_market_global_id = Fundamentals.exchange_sub_market_global_id::object
 |  exchange_sub_market_global_id_asof_date = Fundamentals.exchange_sub_market_global_id_asof_date::datetime64[ns]
 |  excise_taxes = Fundamentals.excise_taxes::float64
 |  excise_taxes_asof_date = Fundamentals.excise_taxes_asof_date::datetime64[ns]
 |  expected_dividend_growth_rate = Fundamentals.expected_dividend_growth_rate::float64
 |  expected_dividend_growth_rate_asof_date = Fundamentals.expected_dividend_growth_rate_asof_date::datetime64[ns]
 |  exploration_development_and_mineral_property_lease_expenses = Fundamentals.exploration_development_and_mineral_property_lease_expenses::float64
 |  exploration_development_and_mineral_property_lease_expenses_asof_date = Fundamentals.exploration_development_and_mineral_property_lease_expenses_asof_date::datetime64[ns]
 |  extraordinary_items = Fundamentals.extraordinary_items::float64
 |  extraordinary_items_asof_date = Fundamentals.extraordinary_items_asof_date::datetime64[ns]
 |  facilities_and_other = Fundamentals.facilities_and_other::float64
 |  facilities_and_other_asof_date = Fundamentals.facilities_and_other_asof_date::datetime64[ns]
 |  fc_fto_cfo = Fundamentals.fc_fto_cfo::float64
 |  fc_fto_cfo_asof_date = Fundamentals.fc_fto_cfo_asof_date::datetime64[ns]
 |  fcf_growth = Fundamentals.fcf_growth::float64
 |  fcf_growth_asof_date = Fundamentals.fcf_growth_asof_date::datetime64[ns]
 |  fcf_net_income_ratio = Fundamentals.fcf_net_income_ratio::float64
 |  fcf_net_income_ratio_asof_date = Fundamentals.fcf_net_income_ratio_asof_date::datetime64[ns]
 |  fcf_per_share = Fundamentals.fcf_per_share::float64
 |  fcf_per_share_asof_date = Fundamentals.fcf_per_share_asof_date::datetime64[ns]
 |  fcf_per_share_growth = Fundamentals.fcf_per_share_growth::float64
 |  fcf_per_share_growth_asof_date = Fundamentals.fcf_per_share_growth_asof_date::datetime64[ns]
 |  fcf_ratio = Fundamentals.fcf_ratio::float64
 |  fcf_ratio_asof_date = Fundamentals.fcf_ratio_asof_date::datetime64[ns]
 |  fcf_ratio_price_multiple_ratios = Fundamentals.fcf_ratio_price_multiple_ratios::float64
 |  fcf_ratio_price_multiple_ratios_asof_date = Fundamentals.fcf_ratio_price_multiple_ratios_asof_date::datetime64[ns]
 |  fcf_sales_ratio = Fundamentals.fcf_sales_ratio::float64
 |  fcf_sales_ratio_asof_date = Fundamentals.fcf_sales_ratio_asof_date::datetime64[ns]
 |  fcf_yield = Fundamentals.fcf_yield::float64
 |  fcf_yield_asof_date = Fundamentals.fcf_yield_asof_date::datetime64[ns]
 |  federal_funds_purchased = Fundamentals.federal_funds_purchased::float64
 |  federal_funds_purchased_and_securities_sold_under_agreement_to_repurchase = Fundamentals.federal_funds_purchased_and_securities_sold_under_agreement_to_repurchase::float64
 |  federal_funds_purchased_and_securities_sold_under_agreement_to_repurchase_asof_date = Fundamentals.federal_funds_purchased_and_securit...agreement_to_repurchase_asof_date::datetime64[ns]
 |  federal_funds_purchased_asof_date = Fundamentals.federal_funds_purchased_asof_date::datetime64[ns]
 |  federal_funds_sold = Fundamentals.federal_funds_sold::float64
 |  federal_funds_sold_and_securities_purchase_under_agreements_to_resell = Fundamentals.federal_funds_sold_and_securities_purchase_under_agreements_to_resell::float64
 |  federal_funds_sold_and_securities_purchase_under_agreements_to_resell_asof_date = Fundamentals.federal_funds_sold_and_securities_p...er_agreements_to_resell_asof_date::datetime64[ns]
 |  federal_funds_sold_asof_date = Fundamentals.federal_funds_sold_asof_date::datetime64[ns]
 |  federal_home_loan_bank_stock = Fundamentals.federal_home_loan_bank_stock::float64
 |  federal_home_loan_bank_stock_asof_date = Fundamentals.federal_home_loan_bank_stock_asof_date::datetime64[ns]
 |  fee_revenue_and_other_income = Fundamentals.fee_revenue_and_other_income::float64
 |  fee_revenue_and_other_income_asof_date = Fundamentals.fee_revenue_and_other_income_asof_date::datetime64[ns]
 |  fees = Fundamentals.fees::float64
 |  fees_and_commissions = Fundamentals.fees_and_commissions::float64
 |  fees_and_commissions_asof_date = Fundamentals.fees_and_commissions_asof_date::datetime64[ns]
 |  fees_asof_date = Fundamentals.fees_asof_date::datetime64[ns]
 |  feesand_commission_expense = Fundamentals.feesand_commission_expense::float64
 |  feesand_commission_expense_asof_date = Fundamentals.feesand_commission_expense_asof_date::datetime64[ns]
 |  feesand_commission_income = Fundamentals.feesand_commission_income::float64
 |  feesand_commission_income_asof_date = Fundamentals.feesand_commission_income_asof_date::datetime64[ns]
 |  ffo_per_share = Fundamentals.ffo_per_share::float64
 |  ffo_per_share_asof_date = Fundamentals.ffo_per_share_asof_date::datetime64[ns]
 |  file_date = Fundamentals.file_date::datetime64[ns]
 |  file_date_asof_date = Fundamentals.file_date_asof_date::datetime64[ns]
 |  file_date_earnings_reports = Fundamentals.file_date_earnings_reports::datetime64[ns]
 |  file_date_earnings_reports_asof_date = Fundamentals.file_date_earnings_reports_asof_date::datetime64[ns]
 |  finance_lease_receivables = Fundamentals.finance_lease_receivables::float64
 |  finance_lease_receivables_asof_date = Fundamentals.finance_lease_receivables_asof_date::datetime64[ns]
 |  finance_lease_receivables_current = Fundamentals.finance_lease_receivables_current::float64
 |  finance_lease_receivables_current_asof_date = Fundamentals.finance_lease_receivables_current_asof_date::datetime64[ns]
 |  finance_lease_receivables_non_current = Fundamentals.finance_lease_receivables_non_current::float64
 |  finance_lease_receivables_non_current_asof_date = Fundamentals.finance_lease_receivables_non_current_asof_date::datetime64[ns]
 |  financial_assets = Fundamentals.financial_assets::float64
 |  financial_assets_asof_date = Fundamentals.financial_assets_asof_date::datetime64[ns]
 |  financial_assets_designatedas_fair_value_through_profitor_loss_total = Fundamentals.financial_assets_designatedas_fair_value_through_profitor_loss_total::float64
 |  financial_assets_designatedas_fair_value_through_profitor_loss_total_asof_date = Fundamentals.financial_assets_designatedas_fair_...ugh_profitor_loss_total_asof_date::datetime64[ns]
 |  financial_health_grade = Fundamentals.financial_health_grade::object
 |  financial_health_grade_asof_date = Fundamentals.financial_health_grade_asof_date::datetime64[ns]
 |  financial_instruments_sold_under_agreements_to_repurchase = Fundamentals.financial_instruments_sold_under_agreements_to_repurchase::float64
 |  financial_instruments_sold_under_agreements_to_repurchase_asof_date = Fundamentals.financial_instruments_sold_under_agreements_to_repurchase_asof_date::datetime64[ns]
 |  financial_leverage = Fundamentals.financial_leverage::float64
 |  financial_leverage_asof_date = Fundamentals.financial_leverage_asof_date::datetime64[ns]
 |  financial_liabilities_current = Fundamentals.financial_liabilities_current::float64
 |  financial_liabilities_current_asof_date = Fundamentals.financial_liabilities_current_asof_date::datetime64[ns]
 |  financial_liabilities_designatedas_fair_value_through_profitor_loss_total = Fundamentals.financial_liabilities_designatedas_fair_value_through_profitor_loss_total::float64
 |  financial_liabilities_designatedas_fair_value_through_profitor_loss_total_asof_date = Fundamentals.financial_liabilities_designatedas_...ugh_profitor_loss_total_asof_date::datetime64[ns]
 |  financial_liabilities_measuredat_amortized_cost_total = Fundamentals.financial_liabilities_measuredat_amortized_cost_total::float64
 |  financial_liabilities_measuredat_amortized_cost_total_asof_date = Fundamentals.financial_liabilities_measuredat_amortized_cost_total_asof_date::datetime64[ns]
 |  financial_liabilities_non_current = Fundamentals.financial_liabilities_non_current::float64
 |  financial_liabilities_non_current_asof_date = Fundamentals.financial_liabilities_non_current_asof_date::datetime64[ns]
 |  financial_or_derivative_investment_current_liabilities = Fundamentals.financial_or_derivative_investment_current_liabilities::float64
 |  financial_or_derivative_investment_current_liabilities_asof_date = Fundamentals.financial_or_derivative_investment_current_liabilities_asof_date::datetime64[ns]
 |  financing_cash_flow = Fundamentals.financing_cash_flow::float64
 |  financing_cash_flow_asof_date = Fundamentals.financing_cash_flow_asof_date::datetime64[ns]
 |  finished_goods = Fundamentals.finished_goods::float64
 |  finished_goods_asof_date = Fundamentals.finished_goods_asof_date::datetime64[ns]
 |  fiscal_year_end = Fundamentals.fiscal_year_end::int64
 |  fiscal_year_end_asof_date = Fundamentals.fiscal_year_end_asof_date::datetime64[ns]
 |  fix_assets_turonver = Fundamentals.fix_assets_turonver::float64
 |  fix_assets_turonver_asof_date = Fundamentals.fix_assets_turonver_asof_date::datetime64[ns]
 |  fixed_maturities_available_for_sale = Fundamentals.fixed_maturities_available_for_sale::float64
 |  fixed_maturities_available_for_sale_asof_date = Fundamentals.fixed_maturities_available_for_sale_asof_date::datetime64[ns]
 |  fixed_maturities_held_to_maturity = Fundamentals.fixed_maturities_held_to_maturity::float64
 |  fixed_maturities_held_to_maturity_asof_date = Fundamentals.fixed_maturities_held_to_maturity_asof_date::datetime64[ns]
 |  fixed_maturities_trading = Fundamentals.fixed_maturities_trading::float64
 |  fixed_maturities_trading_asof_date = Fundamentals.fixed_maturities_trading_asof_date::datetime64[ns]
 |  fixed_maturity_investments = Fundamentals.fixed_maturity_investments::float64
 |  fixed_maturity_investments_asof_date = Fundamentals.fixed_maturity_investments_asof_date::datetime64[ns]
 |  flight_fleet_vehicle_and_related_equipments = Fundamentals.flight_fleet_vehicle_and_related_equipments::float64
 |  flight_fleet_vehicle_and_related_equipments_asof_date = Fundamentals.flight_fleet_vehicle_and_related_equipments_asof_date::datetime64[ns]
 |  foreclosed_assets = Fundamentals.foreclosed_assets::float64
 |  foreclosed_assets_asof_date = Fundamentals.foreclosed_assets_asof_date::datetime64[ns]
 |  foreign_component = Fundamentals.foreign_component::float64
 |  foreign_component_asof_date = Fundamentals.foreign_component_asof_date::datetime64[ns]
 |  foreign_currency_translation_adjustments = Fundamentals.foreign_currency_translation_adjustments::float64
 |  foreign_currency_translation_adjustments_asof_date = Fundamentals.foreign_currency_translation_adjustments_asof_date::datetime64[ns]
 |  foreign_exchange_trading_gains = Fundamentals.foreign_exchange_trading_gains::float64
 |  foreign_exchange_trading_gains_asof_date = Fundamentals.foreign_exchange_trading_gains_asof_date::datetime64[ns]
 |  foreign_sales = Fundamentals.foreign_sales::float64
 |  foreign_sales_asof_date = Fundamentals.foreign_sales_asof_date::datetime64[ns]
 |  form_type = Fundamentals.form_type::object
 |  form_type_asof_date = Fundamentals.form_type_asof_date::datetime64[ns]
 |  form_type_earnings_reports = Fundamentals.form_type_earnings_reports::object
 |  form_type_earnings_reports_asof_date = Fundamentals.form_type_earnings_reports_asof_date::datetime64[ns]
 |  forward_calculation_style = Fundamentals.forward_calculation_style::object
 |  forward_calculation_style_asof_date = Fundamentals.forward_calculation_style_asof_date::datetime64[ns]
 |  forward_dividend = Fundamentals.forward_dividend::float64
 |  forward_dividend_asof_date = Fundamentals.forward_dividend_asof_date::datetime64[ns]
 |  forward_dividend_yield = Fundamentals.forward_dividend_yield::float64
 |  forward_dividend_yield_asof_date = Fundamentals.forward_dividend_yield_asof_date::datetime64[ns]
 |  forward_earning_yield = Fundamentals.forward_earning_yield::float64
 |  forward_earning_yield_asof_date = Fundamentals.forward_earning_yield_asof_date::datetime64[ns]
 |  forward_pe_ratio = Fundamentals.forward_pe_ratio::float64
 |  forward_pe_ratio_asof_date = Fundamentals.forward_pe_ratio_asof_date::datetime64[ns]
 |  forward_roa = Fundamentals.forward_roa::float64
 |  forward_roa_asof_date = Fundamentals.forward_roa_asof_date::datetime64[ns]
 |  forward_roe = Fundamentals.forward_roe::float64
 |  forward_roe_asof_date = Fundamentals.forward_roe_asof_date::datetime64[ns]
 |  free_cash_flow = Fundamentals.free_cash_flow::float64
 |  free_cash_flow_asof_date = Fundamentals.free_cash_flow_asof_date::datetime64[ns]
 |  fuel = Fundamentals.fuel::float64
 |  fuel_and_natural_gas = Fundamentals.fuel_and_natural_gas::float64
 |  fuel_and_natural_gas_asof_date = Fundamentals.fuel_and_natural_gas_asof_date::datetime64[ns]
 |  fuel_and_purchase_power = Fundamentals.fuel_and_purchase_power::float64
 |  fuel_and_purchase_power_asof_date = Fundamentals.fuel_and_purchase_power_asof_date::datetime64[ns]
 |  fuel_asof_date = Fundamentals.fuel_asof_date::datetime64[ns]
 |  fund_from_operation = Fundamentals.fund_from_operation::float64
 |  fund_from_operation_asof_date = Fundamentals.fund_from_operation_asof_date::datetime64[ns]
 |  future_policy_benefits = Fundamentals.future_policy_benefits::float64
 |  future_policy_benefits_asof_date = Fundamentals.future_policy_benefits_asof_date::datetime64[ns]
 |  gain_loss_on_investment_securities = Fundamentals.gain_loss_on_investment_securities::float64
 |  gain_loss_on_investment_securities_asof_date = Fundamentals.gain_loss_on_investment_securities_asof_date::datetime64[ns]
 |  gain_loss_on_sale_of_business = Fundamentals.gain_loss_on_sale_of_business::float64
 |  gain_loss_on_sale_of_business_asof_date = Fundamentals.gain_loss_on_sale_of_business_asof_date::datetime64[ns]
 |  gain_loss_on_sale_of_ppe = Fundamentals.gain_loss_on_sale_of_ppe::float64
 |  gain_loss_on_sale_of_ppe_asof_date = Fundamentals.gain_loss_on_sale_of_ppe_asof_date::datetime64[ns]
 |  gain_losson_derecognitionof_available_for_sale_financial_assets = Fundamentals.gain_losson_derecognitionof_available_for_sale_financial_assets::float64
 |  gain_losson_derecognitionof_available_for_sale_financial_assets_asof_date = Fundamentals.gain_losson_derecognitionof_availab...r_sale_financial_assets_asof_date::datetime64[ns]
 |  gain_losson_derecognitionof_non_current_assets_not_heldfor_sale_total = Fundamentals.gain_losson_derecognitionof_non_current_assets_not_heldfor_sale_total::float64
 |  gain_losson_derecognitionof_non_current_assets_not_heldfor_sale_total_asof_date = Fundamentals.gain_losson_derecognitionof_non_cur..._not_heldfor_sale_total_asof_date::datetime64[ns]
 |  gain_losson_financial_instruments_designatedas_cash_flow_hedges = Fundamentals.gain_losson_financial_instruments_designatedas_cash_flow_hedges::float64
 |  gain_losson_financial_instruments_designatedas_cash_flow_hedges_asof_date = Fundamentals.gain_losson_financial_instruments_d...atedas_cash_flow_hedges_asof_date::datetime64[ns]
 |  gain_losson_saleof_assets = Fundamentals.gain_losson_saleof_assets::float64
 |  gain_losson_saleof_assets_asof_date = Fundamentals.gain_losson_saleof_assets_asof_date::datetime64[ns]
 |  gain_on_foreign_currency_exchange_from_borrowings_relating_to_interest_costs = Fundamentals.gain_on_foreign_currency_exchange_from_borrowings_relating_to_interest_costs::float64
 |  gain_on_foreign_currency_exchange_from_borrowings_relating_to_interest_costs_asof_date = Fundamentals.gain_on_foreign_currency_exchange_f...ating_to_interest_costs_asof_date::datetime64[ns]
 |  gain_on_sale_of_business = Fundamentals.gain_on_sale_of_business::float64
 |  gain_on_sale_of_business_asof_date = Fundamentals.gain_on_sale_of_business_asof_date::datetime64[ns]
 |  gain_on_sale_of_ppe = Fundamentals.gain_on_sale_of_ppe::float64
 |  gain_on_sale_of_ppe_asof_date = Fundamentals.gain_on_sale_of_ppe_asof_date::datetime64[ns]
 |  gain_on_sale_of_security = Fundamentals.gain_on_sale_of_security::float64
 |  gain_on_sale_of_security_asof_date = Fundamentals.gain_on_sale_of_security_asof_date::datetime64[ns]
 |  gainon_extinguishmentof_debt = Fundamentals.gainon_extinguishmentof_debt::float64
 |  gainon_extinguishmentof_debt_asof_date = Fundamentals.gainon_extinguishmentof_debt_asof_date::datetime64[ns]
 |  gainon_investment_properties = Fundamentals.gainon_investment_properties::float64
 |  gainon_investment_properties_asof_date = Fundamentals.gainon_investment_properties_asof_date::datetime64[ns]
 |  gainon_redemptionand_extinguishmentof_debt = Fundamentals.gainon_redemptionand_extinguishmentof_debt::float64
 |  gainon_redemptionand_extinguishmentof_debt_asof_date = Fundamentals.gainon_redemptionand_extinguishmentof_debt_asof_date::datetime64[ns]
 |  gainon_saleof_investment_property = Fundamentals.gainon_saleof_investment_property::float64
 |  gainon_saleof_investment_property_asof_date = Fundamentals.gainon_saleof_investment_property_asof_date::datetime64[ns]
 |  gainon_saleof_loans = Fundamentals.gainon_saleof_loans::float64
 |  gainon_saleof_loans_asof_date = Fundamentals.gainon_saleof_loans_asof_date::datetime64[ns]
 |  gains_loss_on_disposal_of_discontinued_operations = Fundamentals.gains_loss_on_disposal_of_discontinued_operations::float64
 |  gains_loss_on_disposal_of_discontinued_operations_asof_date = Fundamentals.gains_loss_on_disposal_of_discontinued_operations_asof_date::datetime64[ns]
 |  gains_losses_not_affecting_retained_earnings = Fundamentals.gains_losses_not_affecting_retained_earnings::float64
 |  gains_losses_not_affecting_retained_earnings_asof_date = Fundamentals.gains_losses_not_affecting_retained_earnings_asof_date::datetime64[ns]
 |  gas_revenue = Fundamentals.gas_revenue::float64
 |  gas_revenue_asof_date = Fundamentals.gas_revenue_asof_date::datetime64[ns]
 |  general_account_assets = Fundamentals.general_account_assets::float64
 |  general_account_assets_asof_date = Fundamentals.general_account_assets_asof_date::datetime64[ns]
 |  general_and_administrative_expense = Fundamentals.general_and_administrative_expense::float64
 |  general_and_administrative_expense_asof_date = Fundamentals.general_and_administrative_expense_asof_date::datetime64[ns]
 |  general_expense = Fundamentals.general_expense::float64
 |  general_expense_asof_date = Fundamentals.general_expense_asof_date::datetime64[ns]
 |  general_partnership_capital = Fundamentals.general_partnership_capital::float64
 |  general_partnership_capital_asof_date = Fundamentals.general_partnership_capital_asof_date::datetime64[ns]
 |  goodwill = Fundamentals.goodwill::float64
 |  goodwill_and_other_intangible_assets = Fundamentals.goodwill_and_other_intangible_assets::float64
 |  goodwill_and_other_intangible_assets_asof_date = Fundamentals.goodwill_and_other_intangible_assets_asof_date::datetime64[ns]
 |  goodwill_asof_date = Fundamentals.goodwill_asof_date::datetime64[ns]
 |  gross_accounts_receivable = Fundamentals.gross_accounts_receivable::float64
 |  gross_accounts_receivable_asof_date = Fundamentals.gross_accounts_receivable_asof_date::datetime64[ns]
 |  gross_dividend_payment = Fundamentals.gross_dividend_payment::float64
 |  gross_dividend_payment_asof_date = Fundamentals.gross_dividend_payment_asof_date::datetime64[ns]
 |  gross_loan = Fundamentals.gross_loan::float64
 |  gross_loan_asof_date = Fundamentals.gross_loan_asof_date::datetime64[ns]
 |  gross_margin = Fundamentals.gross_margin::float64
 |  gross_margin5_yr_avg = Fundamentals.gross_margin5_yr_avg::float64
 |  gross_margin5_yr_avg_asof_date = Fundamentals.gross_margin5_yr_avg_asof_date::datetime64[ns]
 |  gross_margin_asof_date = Fundamentals.gross_margin_asof_date::datetime64[ns]
 |  gross_notes_receivable = Fundamentals.gross_notes_receivable::float64
 |  gross_notes_receivable_asof_date = Fundamentals.gross_notes_receivable_asof_date::datetime64[ns]
 |  gross_ppe = Fundamentals.gross_ppe::float64
 |  gross_ppe_asof_date = Fundamentals.gross_ppe_asof_date::datetime64[ns]
 |  gross_premiums_written = Fundamentals.gross_premiums_written::float64
 |  gross_premiums_written_asof_date = Fundamentals.gross_premiums_written_asof_date::datetime64[ns]
 |  gross_profit = Fundamentals.gross_profit::float64
 |  gross_profit_annual5_yr_growth = Fundamentals.gross_profit_annual5_yr_growth::float64
 |  gross_profit_annual5_yr_growth_asof_date = Fundamentals.gross_profit_annual5_yr_growth_asof_date::datetime64[ns]
 |  gross_profit_asof_date = Fundamentals.gross_profit_asof_date::datetime64[ns]
 |  growth_grade = Fundamentals.growth_grade::object
 |  growth_grade_asof_date = Fundamentals.growth_grade_asof_date::datetime64[ns]
 |  growth_score = Fundamentals.growth_score::float64
 |  growth_score_asof_date = Fundamentals.growth_score_asof_date::datetime64[ns]
 |  guaranteed_investment_contract = Fundamentals.guaranteed_investment_contract::float64
 |  guaranteed_investment_contract_asof_date = Fundamentals.guaranteed_investment_contract_asof_date::datetime64[ns]
 |  headquarter_city = Fundamentals.headquarter_city::object
 |  headquarter_city_asof_date = Fundamentals.headquarter_city_asof_date::datetime64[ns]
 |  headquarter_country = Fundamentals.headquarter_country::object
 |  headquarter_country_asof_date = Fundamentals.headquarter_country_asof_date::datetime64[ns]
 |  headquarter_postal_code = Fundamentals.headquarter_postal_code::object
 |  headquarter_postal_code_asof_date = Fundamentals.headquarter_postal_code_asof_date::datetime64[ns]
 |  headquarter_province = Fundamentals.headquarter_province::object
 |  headquarter_province_asof_date = Fundamentals.headquarter_province_asof_date::datetime64[ns]
 |  hedging_assets_current = Fundamentals.hedging_assets_current::float64
 |  hedging_assets_current_asof_date = Fundamentals.hedging_assets_current_asof_date::datetime64[ns]
 |  hedging_assets_non_current = Fundamentals.hedging_assets_non_current::float64
 |  hedging_assets_non_current_asof_date = Fundamentals.hedging_assets_non_current_asof_date::datetime64[ns]
 |  hedging_liabilities_current = Fundamentals.hedging_liabilities_current::float64
 |  hedging_liabilities_current_asof_date = Fundamentals.hedging_liabilities_current_asof_date::datetime64[ns]
 |  hedging_liabilities_non_current = Fundamentals.hedging_liabilities_non_current::float64
 |  hedging_liabilities_non_current_asof_date = Fundamentals.hedging_liabilities_non_current_asof_date::datetime64[ns]
 |  held_to_maturity_securities = Fundamentals.held_to_maturity_securities::float64
 |  held_to_maturity_securities_asof_date = Fundamentals.held_to_maturity_securities_asof_date::datetime64[ns]
 |  impairment_loss_reversal_recognizedin_profitor_loss = Fundamentals.impairment_loss_reversal_recognizedin_profitor_loss::float64
 |  impairment_loss_reversal_recognizedin_profitor_loss_asof_date = Fundamentals.impairment_loss_reversal_recognizedin_profitor_loss_asof_date::datetime64[ns]
 |  impairment_losses_reversals_financial_instruments_net = Fundamentals.impairment_losses_reversals_financial_instruments_net::float64
 |  impairment_losses_reversals_financial_instruments_net_asof_date = Fundamentals.impairment_losses_reversals_financial_instruments_net_asof_date::datetime64[ns]
 |  impairment_of_capital_assets = Fundamentals.impairment_of_capital_assets::float64
 |  impairment_of_capital_assets_asof_date = Fundamentals.impairment_of_capital_assets_asof_date::datetime64[ns]
 |  impairmentof_capital_assets_income = Fundamentals.impairmentof_capital_assets_income::float64
 |  impairmentof_capital_assets_income_asof_date = Fundamentals.impairmentof_capital_assets_income_asof_date::datetime64[ns]
 |  income_tax_paid_supplemental_data = Fundamentals.income_tax_paid_supplemental_data::float64
 |  income_tax_paid_supplemental_data_asof_date = Fundamentals.income_tax_paid_supplemental_data_asof_date::datetime64[ns]
 |  income_tax_payable = Fundamentals.income_tax_payable::float64
 |  income_tax_payable_asof_date = Fundamentals.income_tax_payable_asof_date::datetime64[ns]
 |  income_taxes_refund_paid_cff = Fundamentals.income_taxes_refund_paid_cff::float64
 |  income_taxes_refund_paid_cff_asof_date = Fundamentals.income_taxes_refund_paid_cff_asof_date::datetime64[ns]
 |  income_taxes_refund_paid_cfi = Fundamentals.income_taxes_refund_paid_cfi::float64
 |  income_taxes_refund_paid_cfi_asof_date = Fundamentals.income_taxes_refund_paid_cfi_asof_date::datetime64[ns]
 |  incomefrom_associatesand_other_participating_interests = Fundamentals.incomefrom_associatesand_other_participating_interests::float64
 |  incomefrom_associatesand_other_participating_interests_asof_date = Fundamentals.incomefrom_associatesand_other_participating_interests_asof_date::datetime64[ns]
 |  incomefrom_sharesin_subsidiaries_group_undertakings = Fundamentals.incomefrom_sharesin_subsidiaries_group_undertakings::float64
 |  incomefrom_sharesin_subsidiaries_group_undertakings_asof_date = Fundamentals.incomefrom_sharesin_subsidiaries_group_undertakings_asof_date::datetime64[ns]
 |  increase_decrease_in_deposit = Fundamentals.increase_decrease_in_deposit::float64
 |  increase_decrease_in_deposit_asof_date = Fundamentals.increase_decrease_in_deposit_asof_date::datetime64[ns]
 |  increase_decrease_in_net_unearned_premium_reserves = Fundamentals.increase_decrease_in_net_unearned_premium_reserves::float64
 |  increase_decrease_in_net_unearned_premium_reserves_asof_date = Fundamentals.increase_decrease_in_net_unearned_premium_reserves_asof_date::datetime64[ns]
 |  increase_decreasein_lease_financing = Fundamentals.increase_decreasein_lease_financing::float64
 |  increase_decreasein_lease_financing_asof_date = Fundamentals.increase_decreasein_lease_financing_asof_date::datetime64[ns]
 |  increasein_interest_bearing_depositsin_bank = Fundamentals.increasein_interest_bearing_depositsin_bank::float64
 |  increasein_interest_bearing_depositsin_bank_asof_date = Fundamentals.increasein_interest_bearing_depositsin_bank_asof_date::datetime64[ns]
 |  increasein_lease_financing = Fundamentals.increasein_lease_financing::float64
 |  increasein_lease_financing_asof_date = Fundamentals.increasein_lease_financing_asof_date::datetime64[ns]
 |  industry_template_code = Fundamentals.industry_template_code::object
 |  industry_template_code_asof_date = Fundamentals.industry_template_code_asof_date::datetime64[ns]
 |  insurance_and_claims = Fundamentals.insurance_and_claims::float64
 |  insurance_and_claims_asof_date = Fundamentals.insurance_and_claims_asof_date::datetime64[ns]
 |  insurance_and_premiums = Fundamentals.insurance_and_premiums::float64
 |  insurance_and_premiums_asof_date = Fundamentals.insurance_and_premiums_asof_date::datetime64[ns]
 |  insurance_contract_assets = Fundamentals.insurance_contract_assets::float64
 |  insurance_contract_assets_asof_date = Fundamentals.insurance_contract_assets_asof_date::datetime64[ns]
 |  insurance_contract_liabilities = Fundamentals.insurance_contract_liabilities::float64
 |  insurance_contract_liabilities_asof_date = Fundamentals.insurance_contract_liabilities_asof_date::datetime64[ns]
 |  insurance_funds_non_current = Fundamentals.insurance_funds_non_current::float64
 |  insurance_funds_non_current_asof_date = Fundamentals.insurance_funds_non_current_asof_date::datetime64[ns]
 |  insurance_payables = Fundamentals.insurance_payables::float64
 |  insurance_payables_asof_date = Fundamentals.insurance_payables_asof_date::datetime64[ns]
 |  insurance_receivables = Fundamentals.insurance_receivables::float64
 |  insurance_receivables_asof_date = Fundamentals.insurance_receivables_asof_date::datetime64[ns]
 |  interest_bearing_borrowings_current = Fundamentals.interest_bearing_borrowings_current::float64
 |  interest_bearing_borrowings_current_asof_date = Fundamentals.interest_bearing_borrowings_current_asof_date::datetime64[ns]
 |  interest_bearing_borrowings_non_current = Fundamentals.interest_bearing_borrowings_non_current::float64
 |  interest_bearing_borrowings_non_current_asof_date = Fundamentals.interest_bearing_borrowings_non_current_asof_date::datetime64[ns]
 |  interest_bearing_borrowings_total = Fundamentals.interest_bearing_borrowings_total::float64
 |  interest_bearing_borrowings_total_asof_date = Fundamentals.interest_bearing_borrowings_total_asof_date::datetime64[ns]
 |  interest_bearing_deposits_assets = Fundamentals.interest_bearing_deposits_assets::float64
 |  interest_bearing_deposits_assets_asof_date = Fundamentals.interest_bearing_deposits_assets_asof_date::datetime64[ns]
 |  interest_bearing_deposits_liabilities = Fundamentals.interest_bearing_deposits_liabilities::float64
 |  interest_bearing_deposits_liabilities_asof_date = Fundamentals.interest_bearing_deposits_liabilities_asof_date::datetime64[ns]
 |  interest_coverage = Fundamentals.interest_coverage::float64
 |  interest_coverage_asof_date = Fundamentals.interest_coverage_asof_date::datetime64[ns]
 |  interest_credited_on_policyholder_deposits = Fundamentals.interest_credited_on_policyholder_deposits::float64
 |  interest_credited_on_policyholder_deposits_asof_date = Fundamentals.interest_credited_on_policyholder_deposits_asof_date::datetime64[ns]
 |  interest_expense = Fundamentals.interest_expense::float64
 |  interest_expense_asof_date = Fundamentals.interest_expense_asof_date::datetime64[ns]
 |  interest_expense_for_capitalized_lease_obligations = Fundamentals.interest_expense_for_capitalized_lease_obligations::float64
 |  interest_expense_for_capitalized_lease_obligations_asof_date = Fundamentals.interest_expense_for_capitalized_lease_obligations_asof_date::datetime64[ns]
 |  interest_expense_for_deposit = Fundamentals.interest_expense_for_deposit::float64
 |  interest_expense_for_deposit_asof_date = Fundamentals.interest_expense_for_deposit_asof_date::datetime64[ns]
 |  interest_expense_for_federal_funds_sold_and_securities_purchase_under_agreements_to_resell = Fundamentals.interest_expense_for_federal_funds_...ties_purchase_under_agreements_to_resell::float64
 |  interest_expense_for_federal_funds_sold_and_securities_purchase_under_agreements_to_resell_asof_date = Fundamentals.interest_expense_for_federal_funds_...er_agreements_to_resell_asof_date::datetime64[ns]
 |  interest_expense_for_long_term_debt = Fundamentals.interest_expense_for_long_term_debt::float64
 |  interest_expense_for_long_term_debt_and_capital_securities = Fundamentals.interest_expense_for_long_term_debt_and_capital_securities::float64
 |  interest_expense_for_long_term_debt_and_capital_securities_asof_date = Fundamentals.interest_expense_for_long_term_debt_and_capital_securities_asof_date::datetime64[ns]
 |  interest_expense_for_long_term_debt_asof_date = Fundamentals.interest_expense_for_long_term_debt_asof_date::datetime64[ns]
 |  interest_expense_for_short_term_debt = Fundamentals.interest_expense_for_short_term_debt::float64
 |  interest_expense_for_short_term_debt_asof_date = Fundamentals.interest_expense_for_short_term_debt_asof_date::datetime64[ns]
 |  interest_expense_non_operating = Fundamentals.interest_expense_non_operating::float64
 |  interest_expense_non_operating_asof_date = Fundamentals.interest_expense_non_operating_asof_date::datetime64[ns]
 |  interest_expense_operating = Fundamentals.interest_expense_operating::float64
 |  interest_expense_operating_asof_date = Fundamentals.interest_expense_operating_asof_date::datetime64[ns]
 |  interest_income = Fundamentals.interest_income::float64
 |  interest_income_after_provision_for_loan_loss = Fundamentals.interest_income_after_provision_for_loan_loss::float64
 |  interest_income_after_provision_for_loan_loss_asof_date = Fundamentals.interest_income_after_provision_for_loan_loss_asof_date::datetime64[ns]
 |  interest_income_asof_date = Fundamentals.interest_income_asof_date::datetime64[ns]
 |  interest_income_from_deposits = Fundamentals.interest_income_from_deposits::float64
 |  interest_income_from_deposits_asof_date = Fundamentals.interest_income_from_deposits_asof_date::datetime64[ns]
 |  interest_income_from_federal_funds_sold_and_securities_purchase_under_agreements_to_resell = Fundamentals.interest_income_from_federal_funds_...ties_purchase_under_agreements_to_resell::float64
 |  interest_income_from_federal_funds_sold_and_securities_purchase_under_agreements_to_resell_asof_date = Fundamentals.interest_income_from_federal_funds_...er_agreements_to_resell_asof_date::datetime64[ns]
 |  interest_income_from_interest_bearing_deposits = Fundamentals.interest_income_from_interest_bearing_deposits::float64
 |  interest_income_from_interest_bearing_deposits_asof_date = Fundamentals.interest_income_from_interest_bearing_deposits_asof_date::datetime64[ns]
 |  interest_income_from_investment_securities = Fundamentals.interest_income_from_investment_securities::float64
 |  interest_income_from_investment_securities_asof_date = Fundamentals.interest_income_from_investment_securities_asof_date::datetime64[ns]
 |  interest_income_from_leases = Fundamentals.interest_income_from_leases::float64
 |  interest_income_from_leases_asof_date = Fundamentals.interest_income_from_leases_asof_date::datetime64[ns]
 |  interest_income_from_loans = Fundamentals.interest_income_from_loans::float64
 |  interest_income_from_loans_and_lease = Fundamentals.interest_income_from_loans_and_lease::float64
 |  interest_income_from_loans_and_lease_asof_date = Fundamentals.interest_income_from_loans_and_lease_asof_date::datetime64[ns]
 |  interest_income_from_loans_asof_date = Fundamentals.interest_income_from_loans_asof_date::datetime64[ns]
 |  interest_income_from_other_money_market_investments = Fundamentals.interest_income_from_other_money_market_investments::float64
 |  interest_income_from_other_money_market_investments_asof_date = Fundamentals.interest_income_from_other_money_market_investments_asof_date::datetime64[ns]
 |  interest_income_from_securities = Fundamentals.interest_income_from_securities::float64
 |  interest_income_from_securities_asof_date = Fundamentals.interest_income_from_securities_asof_date::datetime64[ns]
 |  interest_income_from_trading_account_securities = Fundamentals.interest_income_from_trading_account_securities::float64
 |  interest_income_from_trading_account_securities_asof_date = Fundamentals.interest_income_from_trading_account_securities_asof_date::datetime64[ns]
 |  interest_income_non_operating = Fundamentals.interest_income_non_operating::float64
 |  interest_income_non_operating_asof_date = Fundamentals.interest_income_non_operating_asof_date::datetime64[ns]
 |  interest_income_operating = Fundamentals.interest_income_operating::float64
 |  interest_income_operating_asof_date = Fundamentals.interest_income_operating_asof_date::datetime64[ns]
 |  interest_income_other_operating_income = Fundamentals.interest_income_other_operating_income::float64
 |  interest_income_other_operating_income_asof_date = Fundamentals.interest_income_other_operating_income_asof_date::datetime64[ns]
 |  interest_paid_cff = Fundamentals.interest_paid_cff::float64
 |  interest_paid_cff_asof_date = Fundamentals.interest_paid_cff_asof_date::datetime64[ns]
 |  interest_paid_cfo = Fundamentals.interest_paid_cfo::float64
 |  interest_paid_cfo_asof_date = Fundamentals.interest_paid_cfo_asof_date::datetime64[ns]
 |  interest_paid_direct = Fundamentals.interest_paid_direct::float64
 |  interest_paid_direct_asof_date = Fundamentals.interest_paid_direct_asof_date::datetime64[ns]
 |  interest_paid_supplemental_data = Fundamentals.interest_paid_supplemental_data::float64
 |  interest_paid_supplemental_data_asof_date = Fundamentals.interest_paid_supplemental_data_asof_date::datetime64[ns]
 |  interest_payable = Fundamentals.interest_payable::float64
 |  interest_payable_asof_date = Fundamentals.interest_payable_asof_date::datetime64[ns]
 |  interest_received_cfi = Fundamentals.interest_received_cfi::float64
 |  interest_received_cfi_asof_date = Fundamentals.interest_received_cfi_asof_date::datetime64[ns]
 |  interest_received_cfo = Fundamentals.interest_received_cfo::float64
 |  interest_received_cfo_asof_date = Fundamentals.interest_received_cfo_asof_date::datetime64[ns]
 |  interest_received_direct = Fundamentals.interest_received_direct::float64
 |  interest_received_direct_asof_date = Fundamentals.interest_received_direct_asof_date::datetime64[ns]
 |  interestand_commission_paid = Fundamentals.interestand_commission_paid::float64
 |  interestand_commission_paid_asof_date = Fundamentals.interestand_commission_paid_asof_date::datetime64[ns]
 |  interestand_similar_income = Fundamentals.interestand_similar_income::float64
 |  interestand_similar_income_asof_date = Fundamentals.interestand_similar_income_asof_date::datetime64[ns]
 |  inventories_adjustments_allowances = Fundamentals.inventories_adjustments_allowances::float64
 |  inventories_adjustments_allowances_asof_date = Fundamentals.inventories_adjustments_allowances_asof_date::datetime64[ns]
 |  inventory = Fundamentals.inventory::float64
 |  inventory_asof_date = Fundamentals.inventory_asof_date::datetime64[ns]
 |  inventory_turnover = Fundamentals.inventory_turnover::float64
 |  inventory_turnover_asof_date = Fundamentals.inventory_turnover_asof_date::datetime64[ns]
 |  invested_capital = Fundamentals.invested_capital::float64
 |  invested_capital_asof_date = Fundamentals.invested_capital_asof_date::datetime64[ns]
 |  investing_cash_flow = Fundamentals.investing_cash_flow::float64
 |  investing_cash_flow_asof_date = Fundamentals.investing_cash_flow_asof_date::datetime64[ns]
 |  investment_banking_profit = Fundamentals.investment_banking_profit::float64
 |  investment_banking_profit_asof_date = Fundamentals.investment_banking_profit_asof_date::datetime64[ns]
 |  investment_contract_liabilities = Fundamentals.investment_contract_liabilities::float64
 |  investment_contract_liabilities_asof_date = Fundamentals.investment_contract_liabilities_asof_date::datetime64[ns]
 |  investment_contract_liabilities_incurred = Fundamentals.investment_contract_liabilities_incurred::float64
 |  investment_contract_liabilities_incurred_asof_date = Fundamentals.investment_contract_liabilities_incurred_asof_date::datetime64[ns]
 |  investment_id = Fundamentals.investment_id::object
 |  investment_id_asof_date = Fundamentals.investment_id_asof_date::datetime64[ns]
 |  investment_properties = Fundamentals.investment_properties::float64
 |  investment_properties_asof_date = Fundamentals.investment_properties_asof_date::datetime64[ns]
 |  investment_tax_credits = Fundamentals.investment_tax_credits::float64
 |  investment_tax_credits_asof_date = Fundamentals.investment_tax_credits_asof_date::datetime64[ns]
 |  investmentin_financial_assets = Fundamentals.investmentin_financial_assets::float64
 |  investmentin_financial_assets_asof_date = Fundamentals.investmentin_financial_assets_asof_date::datetime64[ns]
 |  investments_and_advances = Fundamentals.investments_and_advances::float64
 |  investments_and_advances_asof_date = Fundamentals.investments_and_advances_asof_date::datetime64[ns]
 |  investments_in_affiliates_subsidiaries_associates_and_joint_ventures = Fundamentals.investments_in_affiliates_subsidiaries_associates_and_joint_ventures::float64
 |  investments_in_affiliates_subsidiaries_associates_and_joint_ventures_asof_date = Fundamentals.investments_in_affiliates_subsidiar...ates_and_joint_ventures_asof_date::datetime64[ns]
 |  investments_in_other_ventures_under_equity_method = Fundamentals.investments_in_other_ventures_under_equity_method::float64
 |  investments_in_other_ventures_under_equity_method_asof_date = Fundamentals.investments_in_other_ventures_under_equity_method_asof_date::datetime64[ns]
 |  investments_in_variable_interest_entity = Fundamentals.investments_in_variable_interest_entity::float64
 |  investments_in_variable_interest_entity_asof_date = Fundamentals.investments_in_variable_interest_entity_asof_date::datetime64[ns]
 |  investmentsin_associatesat_cost = Fundamentals.investmentsin_associatesat_cost::float64
 |  investmentsin_associatesat_cost_asof_date = Fundamentals.investmentsin_associatesat_cost_asof_date::datetime64[ns]
 |  investmentsin_joint_venturesat_cost = Fundamentals.investmentsin_joint_venturesat_cost::float64
 |  investmentsin_joint_venturesat_cost_asof_date = Fundamentals.investmentsin_joint_venturesat_cost_asof_date::datetime64[ns]
 |  investmentsin_subsidiariesat_cost = Fundamentals.investmentsin_subsidiariesat_cost::float64
 |  investmentsin_subsidiariesat_cost_asof_date = Fundamentals.investmentsin_subsidiariesat_cost_asof_date::datetime64[ns]
 |  ipo_date = Fundamentals.ipo_date::datetime64[ns]
 |  ipo_date_asof_date = Fundamentals.ipo_date_asof_date::datetime64[ns]
 |  ipo_offer_price = Fundamentals.ipo_offer_price::float64
 |  ipo_offer_price_asof_date = Fundamentals.ipo_offer_price_asof_date::datetime64[ns]
 |  ipo_offer_price_range = Fundamentals.ipo_offer_price_range::object
 |  ipo_offer_price_range_asof_date = Fundamentals.ipo_offer_price_range_asof_date::datetime64[ns]
 |  is_depositary_receipt = Fundamentals.is_depositary_receipt::bool
 |  is_depositary_receipt_asof_date = Fundamentals.is_depositary_receipt_asof_date::datetime64[ns]
 |  is_direct_invest = Fundamentals.is_direct_invest::bool
 |  is_direct_invest_asof_date = Fundamentals.is_direct_invest_asof_date::datetime64[ns]
 |  is_dividend_reinvest = Fundamentals.is_dividend_reinvest::bool
 |  is_dividend_reinvest_asof_date = Fundamentals.is_dividend_reinvest_asof_date::datetime64[ns]
 |  is_file_date = Fundamentals.is_file_date::datetime64[ns]
 |  is_file_date_asof_date = Fundamentals.is_file_date_asof_date::datetime64[ns]
 |  is_limited_partnership = Fundamentals.is_limited_partnership::bool
 |  is_limited_partnership_asof_date = Fundamentals.is_limited_partnership_asof_date::datetime64[ns]
 |  is_primary_share = Fundamentals.is_primary_share::bool
 |  is_primary_share_asof_date = Fundamentals.is_primary_share_asof_date::datetime64[ns]
 |  is_reit = Fundamentals.is_reit::bool
 |  is_reit_asof_date = Fundamentals.is_reit_asof_date::datetime64[ns]
 |  issuance_of_capital_stock = Fundamentals.issuance_of_capital_stock::float64
 |  issuance_of_capital_stock_asof_date = Fundamentals.issuance_of_capital_stock_asof_date::datetime64[ns]
 |  issuance_of_debt = Fundamentals.issuance_of_debt::float64
 |  issuance_of_debt_asof_date = Fundamentals.issuance_of_debt_asof_date::datetime64[ns]
 |  issuance_paymentof_other_equity_instruments_net = Fundamentals.issuance_paymentof_other_equity_instruments_net::float64
 |  issuance_paymentof_other_equity_instruments_net_asof_date = Fundamentals.issuance_paymentof_other_equity_instruments_net_asof_date::datetime64[ns]
 |  issue_expenses = Fundamentals.issue_expenses::float64
 |  issue_expenses_asof_date = Fundamentals.issue_expenses_asof_date::datetime64[ns]
 |  land_and_improvements = Fundamentals.land_and_improvements::float64
 |  land_and_improvements_asof_date = Fundamentals.land_and_improvements_asof_date::datetime64[ns]
 |  leases = Fundamentals.leases::float64
 |  leases_asof_date = Fundamentals.leases_asof_date::datetime64[ns]
 |  legal_name = Fundamentals.legal_name::object
 |  legal_name_asof_date = Fundamentals.legal_name_asof_date::datetime64[ns]
 |  legal_name_language_code = Fundamentals.legal_name_language_code::object
 |  legal_name_language_code_asof_date = Fundamentals.legal_name_language_code_asof_date::datetime64[ns]
 |  liabilities_heldfor_sale_current = Fundamentals.liabilities_heldfor_sale_current::float64
 |  liabilities_heldfor_sale_current_asof_date = Fundamentals.liabilities_heldfor_sale_current_asof_date::datetime64[ns]
 |  liabilities_heldfor_sale_non_current = Fundamentals.liabilities_heldfor_sale_non_current::float64
 |  liabilities_heldfor_sale_non_current_asof_date = Fundamentals.liabilities_heldfor_sale_non_current_asof_date::datetime64[ns]
 |  liabilities_heldfor_sale_total = Fundamentals.liabilities_heldfor_sale_total::float64
 |  liabilities_heldfor_sale_total_asof_date = Fundamentals.liabilities_heldfor_sale_total_asof_date::datetime64[ns]
 |  liabilities_of_discontinued_operations = Fundamentals.liabilities_of_discontinued_operations::float64
 |  liabilities_of_discontinued_operations_asof_date = Fundamentals.liabilities_of_discontinued_operations_asof_date::datetime64[ns]
 |  life_annuity_premiums = Fundamentals.life_annuity_premiums::float64
 |  life_annuity_premiums_asof_date = Fundamentals.life_annuity_premiums_asof_date::datetime64[ns]
 |  limited_partnership = Fundamentals.limited_partnership::float64
 |  limited_partnership_asof_date = Fundamentals.limited_partnership_asof_date::datetime64[ns]
 |  limited_partnership_capital = Fundamentals.limited_partnership_capital::float64
 |  limited_partnership_capital_asof_date = Fundamentals.limited_partnership_capital_asof_date::datetime64[ns]
 |  line_of_credit = Fundamentals.line_of_credit::float64
 |  line_of_credit_asof_date = Fundamentals.line_of_credit_asof_date::datetime64[ns]
 |  loan_and_loan_receivables = Fundamentals.loan_and_loan_receivables::float64
 |  loan_and_loan_receivables_asof_date = Fundamentals.loan_and_loan_receivables_asof_date::datetime64[ns]
 |  loan_capital = Fundamentals.loan_capital::float64
 |  loan_capital_asof_date = Fundamentals.loan_capital_asof_date::datetime64[ns]
 |  loans_held_for_resell = Fundamentals.loans_held_for_resell::float64
 |  loans_held_for_resell_asof_date = Fundamentals.loans_held_for_resell_asof_date::datetime64[ns]
 |  loans_held_for_sale = Fundamentals.loans_held_for_sale::float64
 |  loans_held_for_sale_asof_date = Fundamentals.loans_held_for_sale_asof_date::datetime64[ns]
 |  loans_receivable = Fundamentals.loans_receivable::float64
 |  loans_receivable_asof_date = Fundamentals.loans_receivable_asof_date::datetime64[ns]
 |  loansand_advancesto_bank = Fundamentals.loansand_advancesto_bank::float64
 |  loansand_advancesto_bank_asof_date = Fundamentals.loansand_advancesto_bank_asof_date::datetime64[ns]
 |  loansand_advancesto_customer = Fundamentals.loansand_advancesto_customer::float64
 |  loansand_advancesto_customer_asof_date = Fundamentals.loansand_advancesto_customer_asof_date::datetime64[ns]
 |  long_term_capital_lease_obligation = Fundamentals.long_term_capital_lease_obligation::float64
 |  long_term_capital_lease_obligation_asof_date = Fundamentals.long_term_capital_lease_obligation_asof_date::datetime64[ns]
 |  long_term_contracts = Fundamentals.long_term_contracts::float64
 |  long_term_contracts_asof_date = Fundamentals.long_term_contracts_asof_date::datetime64[ns]
 |  long_term_debt = Fundamentals.long_term_debt::float64
 |  long_term_debt_and_capital_lease_obligation = Fundamentals.long_term_debt_and_capital_lease_obligation::float64
 |  long_term_debt_and_capital_lease_obligation_asof_date = Fundamentals.long_term_debt_and_capital_lease_obligation_asof_date::datetime64[ns]
 |  long_term_debt_asof_date = Fundamentals.long_term_debt_asof_date::datetime64[ns]
 |  long_term_debt_equity_ratio = Fundamentals.long_term_debt_equity_ratio::float64
 |  long_term_debt_equity_ratio_asof_date = Fundamentals.long_term_debt_equity_ratio_asof_date::datetime64[ns]
 |  long_term_debt_issuance = Fundamentals.long_term_debt_issuance::float64
 |  long_term_debt_issuance_asof_date = Fundamentals.long_term_debt_issuance_asof_date::datetime64[ns]
 |  long_term_debt_payments = Fundamentals.long_term_debt_payments::float64
 |  long_term_debt_payments_asof_date = Fundamentals.long_term_debt_payments_asof_date::datetime64[ns]
 |  long_term_debt_total_capital_ratio = Fundamentals.long_term_debt_total_capital_ratio::float64
 |  long_term_debt_total_capital_ratio_asof_date = Fundamentals.long_term_debt_total_capital_ratio_asof_date::datetime64[ns]
 |  long_term_investments = Fundamentals.long_term_investments::float64
 |  long_term_investments_asof_date = Fundamentals.long_term_investments_asof_date::datetime64[ns]
 |  long_term_provisions = Fundamentals.long_term_provisions::float64
 |  long_term_provisions_asof_date = Fundamentals.long_term_provisions_asof_date::datetime64[ns]
 |  loss_adjustment_expense = Fundamentals.loss_adjustment_expense::float64
 |  loss_adjustment_expense_asof_date = Fundamentals.loss_adjustment_expense_asof_date::datetime64[ns]
 |  loss_and_loss_adjustment_expected_incurred = Fundamentals.loss_and_loss_adjustment_expected_incurred::float64
 |  loss_and_loss_adjustment_expected_incurred_asof_date = Fundamentals.loss_and_loss_adjustment_expected_incurred_asof_date::datetime64[ns]
 |  losson_extinguishmentof_debt = Fundamentals.losson_extinguishmentof_debt::float64
 |  losson_extinguishmentof_debt_asof_date = Fundamentals.losson_extinguishmentof_debt_asof_date::datetime64[ns]
 |  machinery_furniture_equipment = Fundamentals.machinery_furniture_equipment::float64
 |  machinery_furniture_equipment_asof_date = Fundamentals.machinery_furniture_equipment_asof_date::datetime64[ns]
 |  maintenance_and_repairs = Fundamentals.maintenance_and_repairs::float64
 |  maintenance_and_repairs_asof_date = Fundamentals.maintenance_and_repairs_asof_date::datetime64[ns]
 |  market_cap = Fundamentals.market_cap::float64
 |  market_cap_asof_date = Fundamentals.market_cap_asof_date::datetime64[ns]
 |  marketing_expense = Fundamentals.marketing_expense::float64
 |  marketing_expense_asof_date = Fundamentals.marketing_expense_asof_date::datetime64[ns]
 |  materials_and_supplies = Fundamentals.materials_and_supplies::float64
 |  materials_and_supplies_asof_date = Fundamentals.materials_and_supplies_asof_date::datetime64[ns]
 |  mic = Fundamentals.mic::object
 |  mic_asof_date = Fundamentals.mic_asof_date::datetime64[ns]
 |  mineral_properties = Fundamentals.mineral_properties::float64
 |  mineral_properties_asof_date = Fundamentals.mineral_properties_asof_date::datetime64[ns]
 |  minimum_pension_liabilities = Fundamentals.minimum_pension_liabilities::float64
 |  minimum_pension_liabilities_asof_date = Fundamentals.minimum_pension_liabilities_asof_date::datetime64[ns]
 |  minority_interest_balance_sheet = Fundamentals.minority_interest_balance_sheet::float64
 |  minority_interest_balance_sheet_asof_date = Fundamentals.minority_interest_balance_sheet_asof_date::datetime64[ns]
 |  minority_interest_cash_flow_statement = Fundamentals.minority_interest_cash_flow_statement::float64
 |  minority_interest_cash_flow_statement_asof_date = Fundamentals.minority_interest_cash_flow_statement_asof_date::datetime64[ns]
 |  minority_interests = Fundamentals.minority_interests::float64
 |  minority_interests_asof_date = Fundamentals.minority_interests_asof_date::datetime64[ns]
 |  misc_other_special_charges = Fundamentals.misc_other_special_charges::float64
 |  misc_other_special_charges_asof_date = Fundamentals.misc_other_special_charges_asof_date::datetime64[ns]
 |  miscellaneous_other_operating_income = Fundamentals.miscellaneous_other_operating_income::float64
 |  miscellaneous_other_operating_income_asof_date = Fundamentals.miscellaneous_other_operating_income_asof_date::datetime64[ns]
 |  money_market_investments = Fundamentals.money_market_investments::float64
 |  money_market_investments_asof_date = Fundamentals.money_market_investments_asof_date::datetime64[ns]
 |  morningstar_economy_sphere_code = Fundamentals.morningstar_economy_sphere_code::int64
 |  morningstar_economy_sphere_code_asof_date = Fundamentals.morningstar_economy_sphere_code_asof_date::datetime64[ns]
 |  morningstar_industry_code = Fundamentals.morningstar_industry_code::int64
 |  morningstar_industry_code_asof_date = Fundamentals.morningstar_industry_code_asof_date::datetime64[ns]
 |  morningstar_industry_group_code = Fundamentals.morningstar_industry_group_code::int64
 |  morningstar_industry_group_code_asof_date = Fundamentals.morningstar_industry_group_code_asof_date::datetime64[ns]
 |  morningstar_sector_code = Fundamentals.morningstar_sector_code::int64
 |  morningstar_sector_code_asof_date = Fundamentals.morningstar_sector_code_asof_date::datetime64[ns]
 |  mortgage_and_consumerloans = Fundamentals.mortgage_and_consumerloans::float64
 |  mortgage_and_consumerloans_asof_date = Fundamentals.mortgage_and_consumerloans_asof_date::datetime64[ns]
 |  mortgage_loan = Fundamentals.mortgage_loan::float64
 |  mortgage_loan_asof_date = Fundamentals.mortgage_loan_asof_date::datetime64[ns]
 |  nace = Fundamentals.nace::float64
 |  nace_asof_date = Fundamentals.nace_asof_date::datetime64[ns]
 |  naics = Fundamentals.naics::int64
 |  naics_asof_date = Fundamentals.naics_asof_date::datetime64[ns]
 |  natural_gas_fuel_and_other = Fundamentals.natural_gas_fuel_and_other::float64
 |  natural_gas_fuel_and_other_asof_date = Fundamentals.natural_gas_fuel_and_other_asof_date::datetime64[ns]
 |  natural_resource_assets = Fundamentals.natural_resource_assets::float64
 |  natural_resource_assets_asof_date = Fundamentals.natural_resource_assets_asof_date::datetime64[ns]
 |  negative_goodwill_immediately_recognized = Fundamentals.negative_goodwill_immediately_recognized::float64
 |  negative_goodwill_immediately_recognized_asof_date = Fundamentals.negative_goodwill_immediately_recognized_asof_date::datetime64[ns]
 |  net_assets = Fundamentals.net_assets::float64
 |  net_assets_asof_date = Fundamentals.net_assets_asof_date::datetime64[ns]
 |  net_business_purchase_and_sale = Fundamentals.net_business_purchase_and_sale::float64
 |  net_business_purchase_and_sale_asof_date = Fundamentals.net_business_purchase_and_sale_asof_date::datetime64[ns]
 |  net_capital_expenditure_disposals = Fundamentals.net_capital_expenditure_disposals::float64
 |  net_capital_expenditure_disposals_asof_date = Fundamentals.net_capital_expenditure_disposals_asof_date::datetime64[ns]
 |  net_common_stock_issuance = Fundamentals.net_common_stock_issuance::float64
 |  net_common_stock_issuance_asof_date = Fundamentals.net_common_stock_issuance_asof_date::datetime64[ns]
 |  net_debt = Fundamentals.net_debt::float64
 |  net_debt_asof_date = Fundamentals.net_debt_asof_date::datetime64[ns]
 |  net_foreign_currency_exchange_gain_loss = Fundamentals.net_foreign_currency_exchange_gain_loss::float64
 |  net_foreign_currency_exchange_gain_loss_asof_date = Fundamentals.net_foreign_currency_exchange_gain_loss_asof_date::datetime64[ns]
 |  net_foreign_exchange_gain_loss = Fundamentals.net_foreign_exchange_gain_loss::float64
 |  net_foreign_exchange_gain_loss_asof_date = Fundamentals.net_foreign_exchange_gain_loss_asof_date::datetime64[ns]
 |  net_income_cash_flow_statement = Fundamentals.net_income_cash_flow_statement::float64
 |  net_income_cash_flow_statement_asof_date = Fundamentals.net_income_cash_flow_statement_asof_date::datetime64[ns]
 |  net_income_common_stockholders = Fundamentals.net_income_common_stockholders::float64
 |  net_income_common_stockholders_asof_date = Fundamentals.net_income_common_stockholders_asof_date::datetime64[ns]
 |  net_income_cont_ops_growth = Fundamentals.net_income_cont_ops_growth::float64
 |  net_income_cont_ops_growth_asof_date = Fundamentals.net_income_cont_ops_growth_asof_date::datetime64[ns]
 |  net_income_continuous_operations = Fundamentals.net_income_continuous_operations::float64
 |  net_income_continuous_operations_asof_date = Fundamentals.net_income_continuous_operations_asof_date::datetime64[ns]
 |  net_income_discontinuous_operations = Fundamentals.net_income_discontinuous_operations::float64
 |  net_income_discontinuous_operations_asof_date = Fundamentals.net_income_discontinuous_operations_asof_date::datetime64[ns]
 |  net_income_extraordinary = Fundamentals.net_income_extraordinary::float64
 |  net_income_extraordinary_asof_date = Fundamentals.net_income_extraordinary_asof_date::datetime64[ns]
 |  net_income_from_continuing_and_discontinued_operation = Fundamentals.net_income_from_continuing_and_discontinued_operation::float64
 |  net_income_from_continuing_and_discontinued_operation_asof_date = Fundamentals.net_income_from_continuing_and_discontinued_operation_asof_date::datetime64[ns]
 |  net_income_from_continuing_operation_net_minority_interest = Fundamentals.net_income_from_continuing_operation_net_minority_interest::float64
 |  net_income_from_continuing_operation_net_minority_interest_asof_date = Fundamentals.net_income_from_continuing_operation_net_minority_interest_asof_date::datetime64[ns]
 |  net_income_from_continuing_operations = Fundamentals.net_income_from_continuing_operations::float64
 |  net_income_from_continuing_operations_asof_date = Fundamentals.net_income_from_continuing_operations_asof_date::datetime64[ns]
 |  net_income_from_discontinued_operations = Fundamentals.net_income_from_discontinued_operations::float64
 |  net_income_from_discontinued_operations_asof_date = Fundamentals.net_income_from_discontinued_operations_asof_date::datetime64[ns]
 |  net_income_from_other_gains_losses = Fundamentals.net_income_from_other_gains_losses::float64
 |  net_income_from_other_gains_losses_asof_date = Fundamentals.net_income_from_other_gains_losses_asof_date::datetime64[ns]
 |  net_income_from_tax_loss_carryforward = Fundamentals.net_income_from_tax_loss_carryforward::float64
 |  net_income_from_tax_loss_carryforward_asof_date = Fundamentals.net_income_from_tax_loss_carryforward_asof_date::datetime64[ns]
 |  net_income_growth = Fundamentals.net_income_growth::float64
 |  net_income_growth_asof_date = Fundamentals.net_income_growth_asof_date::datetime64[ns]
 |  net_income_including_noncontrolling_interests = Fundamentals.net_income_including_noncontrolling_interests::float64
 |  net_income_including_noncontrolling_interests_asof_date = Fundamentals.net_income_including_noncontrolling_interests_asof_date::datetime64[ns]
 |  net_income_income_statement = Fundamentals.net_income_income_statement::float64
 |  net_income_income_statement_asof_date = Fundamentals.net_income_income_statement_asof_date::datetime64[ns]
 |  net_intangibles_purchase_and_sale = Fundamentals.net_intangibles_purchase_and_sale::float64
 |  net_intangibles_purchase_and_sale_asof_date = Fundamentals.net_intangibles_purchase_and_sale_asof_date::datetime64[ns]
 |  net_interest_income = Fundamentals.net_interest_income::float64
 |  net_interest_income_asof_date = Fundamentals.net_interest_income_asof_date::datetime64[ns]
 |  net_investment_income = Fundamentals.net_investment_income::float64
 |  net_investment_income_asof_date = Fundamentals.net_investment_income_asof_date::datetime64[ns]
 |  net_investment_purchase_and_sale = Fundamentals.net_investment_purchase_and_sale::float64
 |  net_investment_purchase_and_sale_asof_date = Fundamentals.net_investment_purchase_and_sale_asof_date::datetime64[ns]
 |  net_issuance_payments_of_debt = Fundamentals.net_issuance_payments_of_debt::float64
 |  net_issuance_payments_of_debt_asof_date = Fundamentals.net_issuance_payments_of_debt_asof_date::datetime64[ns]
 |  net_loan = Fundamentals.net_loan::float64
 |  net_loan_asof_date = Fundamentals.net_loan_asof_date::datetime64[ns]
 |  net_long_term_debt_issuance = Fundamentals.net_long_term_debt_issuance::float64
 |  net_long_term_debt_issuance_asof_date = Fundamentals.net_long_term_debt_issuance_asof_date::datetime64[ns]
 |  net_margin = Fundamentals.net_margin::float64
 |  net_margin_asof_date = Fundamentals.net_margin_asof_date::datetime64[ns]
 |  net_non_operating_interest_income_expense = Fundamentals.net_non_operating_interest_income_expense::float64
 |  net_non_operating_interest_income_expense_asof_date = Fundamentals.net_non_operating_interest_income_expense_asof_date::datetime64[ns]
 |  net_occupancy_expense = Fundamentals.net_occupancy_expense::float64
 |  net_occupancy_expense_asof_date = Fundamentals.net_occupancy_expense_asof_date::datetime64[ns]
 |  net_operating_interest_income_expense = Fundamentals.net_operating_interest_income_expense::float64
 |  net_operating_interest_income_expense_asof_date = Fundamentals.net_operating_interest_income_expense_asof_date::datetime64[ns]
 |  net_other_financing_charges = Fundamentals.net_other_financing_charges::float64
 |  net_other_financing_charges_asof_date = Fundamentals.net_other_financing_charges_asof_date::datetime64[ns]
 |  net_other_investing_changes = Fundamentals.net_other_investing_changes::float64
 |  net_other_investing_changes_asof_date = Fundamentals.net_other_investing_changes_asof_date::datetime64[ns]
 |  net_other_unrealized_gain_loss = Fundamentals.net_other_unrealized_gain_loss::float64
 |  net_other_unrealized_gain_loss_asof_date = Fundamentals.net_other_unrealized_gain_loss_asof_date::datetime64[ns]
 |  net_outward_loans = Fundamentals.net_outward_loans::float64
 |  net_outward_loans_asof_date = Fundamentals.net_outward_loans_asof_date::datetime64[ns]
 |  net_policyholder_benefits_and_claims = Fundamentals.net_policyholder_benefits_and_claims::float64
 |  net_policyholder_benefits_and_claims_asof_date = Fundamentals.net_policyholder_benefits_and_claims_asof_date::datetime64[ns]
 |  net_ppe = Fundamentals.net_ppe::float64
 |  net_ppe_asof_date = Fundamentals.net_ppe_asof_date::datetime64[ns]
 |  net_ppe_purchase_and_sale = Fundamentals.net_ppe_purchase_and_sale::float64
 |  net_ppe_purchase_and_sale_asof_date = Fundamentals.net_ppe_purchase_and_sale_asof_date::datetime64[ns]
 |  net_preferred_stock_issuance = Fundamentals.net_preferred_stock_issuance::float64
 |  net_preferred_stock_issuance_asof_date = Fundamentals.net_preferred_stock_issuance_asof_date::datetime64[ns]
 |  net_premiums_written = Fundamentals.net_premiums_written::float64
 |  net_premiums_written_asof_date = Fundamentals.net_premiums_written_asof_date::datetime64[ns]
 |  net_realized_gain_loss_on_investments = Fundamentals.net_realized_gain_loss_on_investments::float64
 |  net_realized_gain_loss_on_investments_asof_date = Fundamentals.net_realized_gain_loss_on_investments_asof_date::datetime64[ns]
 |  net_short_term_debt_issuance = Fundamentals.net_short_term_debt_issuance::float64
 |  net_short_term_debt_issuance_asof_date = Fundamentals.net_short_term_debt_issuance_asof_date::datetime64[ns]
 |  net_tangible_assets = Fundamentals.net_tangible_assets::float64
 |  net_tangible_assets_asof_date = Fundamentals.net_tangible_assets_asof_date::datetime64[ns]
 |  net_technology_purchase_and_sale = Fundamentals.net_technology_purchase_and_sale::float64
 |  net_technology_purchase_and_sale_asof_date = Fundamentals.net_technology_purchase_and_sale_asof_date::datetime64[ns]
 |  net_unrealized_gain_loss_foreign_currency = Fundamentals.net_unrealized_gain_loss_foreign_currency::float64
 |  net_unrealized_gain_loss_foreign_currency_asof_date = Fundamentals.net_unrealized_gain_loss_foreign_currency_asof_date::datetime64[ns]
 |  net_unrealized_gain_loss_investments = Fundamentals.net_unrealized_gain_loss_investments::float64
 |  net_unrealized_gain_loss_investments_asof_date = Fundamentals.net_unrealized_gain_loss_investments_asof_date::datetime64[ns]
 |  net_utility_plant = Fundamentals.net_utility_plant::float64
 |  net_utility_plant_asof_date = Fundamentals.net_utility_plant_asof_date::datetime64[ns]
 |  non_current_accounts_receivable = Fundamentals.non_current_accounts_receivable::float64
 |  non_current_accounts_receivable_asof_date = Fundamentals.non_current_accounts_receivable_asof_date::datetime64[ns]
 |  non_current_accrued_expenses = Fundamentals.non_current_accrued_expenses::float64
 |  non_current_accrued_expenses_asof_date = Fundamentals.non_current_accrued_expenses_asof_date::datetime64[ns]
 |  non_current_deferred_assets = Fundamentals.non_current_deferred_assets::float64
 |  non_current_deferred_assets_asof_date = Fundamentals.non_current_deferred_assets_asof_date::datetime64[ns]
 |  non_current_deferred_liabilities = Fundamentals.non_current_deferred_liabilities::float64
 |  non_current_deferred_liabilities_asof_date = Fundamentals.non_current_deferred_liabilities_asof_date::datetime64[ns]
 |  non_current_deferred_revenue = Fundamentals.non_current_deferred_revenue::float64
 |  non_current_deferred_revenue_asof_date = Fundamentals.non_current_deferred_revenue_asof_date::datetime64[ns]
 |  non_current_deferred_taxes_assets = Fundamentals.non_current_deferred_taxes_assets::float64
 |  non_current_deferred_taxes_assets_asof_date = Fundamentals.non_current_deferred_taxes_assets_asof_date::datetime64[ns]
 |  non_current_deferred_taxes_liabilities = Fundamentals.non_current_deferred_taxes_liabilities::float64
 |  non_current_deferred_taxes_liabilities_asof_date = Fundamentals.non_current_deferred_taxes_liabilities_asof_date::datetime64[ns]
 |  non_current_note_receivables = Fundamentals.non_current_note_receivables::float64
 |  non_current_note_receivables_asof_date = Fundamentals.non_current_note_receivables_asof_date::datetime64[ns]
 |  non_current_pension_and_other_postretirement_benefit_plans = Fundamentals.non_current_pension_and_other_postretirement_benefit_plans::float64
 |  non_current_pension_and_other_postretirement_benefit_plans_asof_date = Fundamentals.non_current_pension_and_other_postretirement_benefit_plans_asof_date::datetime64[ns]
 |  non_current_prepaid_assets = Fundamentals.non_current_prepaid_assets::float64
 |  non_current_prepaid_assets_asof_date = Fundamentals.non_current_prepaid_assets_asof_date::datetime64[ns]
 |  non_interest_bearing_borrowings_current = Fundamentals.non_interest_bearing_borrowings_current::float64
 |  non_interest_bearing_borrowings_current_asof_date = Fundamentals.non_interest_bearing_borrowings_current_asof_date::datetime64[ns]
 |  non_interest_bearing_borrowings_non_current = Fundamentals.non_interest_bearing_borrowings_non_current::float64
 |  non_interest_bearing_borrowings_non_current_asof_date = Fundamentals.non_interest_bearing_borrowings_non_current_asof_date::datetime64[ns]
 |  non_interest_bearing_deposits = Fundamentals.non_interest_bearing_deposits::float64
 |  non_interest_bearing_deposits_asof_date = Fundamentals.non_interest_bearing_deposits_asof_date::datetime64[ns]
 |  non_interest_expense = Fundamentals.non_interest_expense::float64
 |  non_interest_expense_asof_date = Fundamentals.non_interest_expense_asof_date::datetime64[ns]
 |  non_interest_income = Fundamentals.non_interest_income::float64
 |  non_interest_income_asof_date = Fundamentals.non_interest_income_asof_date::datetime64[ns]
 |  non_operating_expenses = Fundamentals.non_operating_expenses::float64
 |  non_operating_expenses_asof_date = Fundamentals.non_operating_expenses_asof_date::datetime64[ns]
 |  non_operating_income = Fundamentals.non_operating_income::float64
 |  non_operating_income_asof_date = Fundamentals.non_operating_income_asof_date::datetime64[ns]
 |  non_recurring_operation_expense = Fundamentals.non_recurring_operation_expense::float64
 |  non_recurring_operation_expense_asof_date = Fundamentals.non_recurring_operation_expense_asof_date::datetime64[ns]
 |  normalized_basic_eps_earnings_reports = Fundamentals.normalized_basic_eps_earnings_reports::float64
 |  normalized_basic_eps_earnings_reports_asof_date = Fundamentals.normalized_basic_eps_earnings_reports_asof_date::datetime64[ns]
 |  normalized_diluted_eps_earnings_reports = Fundamentals.normalized_diluted_eps_earnings_reports::float64
 |  normalized_diluted_eps_earnings_reports_asof_date = Fundamentals.normalized_diluted_eps_earnings_reports_asof_date::datetime64[ns]
 |  normalized_ebitda = Fundamentals.normalized_ebitda::float64
 |  normalized_ebitda_asof_date = Fundamentals.normalized_ebitda_asof_date::datetime64[ns]
 |  normalized_income = Fundamentals.normalized_income::float64
 |  normalized_income_asof_date = Fundamentals.normalized_income_asof_date::datetime64[ns]
 |  normalized_net_profit_margin = Fundamentals.normalized_net_profit_margin::float64
 |  normalized_net_profit_margin_asof_date = Fundamentals.normalized_net_profit_margin_asof_date::datetime64[ns]
 |  normalized_pe_ratio = Fundamentals.normalized_pe_ratio::float64
 |  normalized_pe_ratio_asof_date = Fundamentals.normalized_pe_ratio_asof_date::datetime64[ns]
 |  normalized_pe_ratio_price_multiple_ratios = Fundamentals.normalized_pe_ratio_price_multiple_ratios::float64
 |  normalized_pe_ratio_price_multiple_ratios_asof_date = Fundamentals.normalized_pe_ratio_price_multiple_ratios_asof_date::datetime64[ns]
 |  normalized_roic = Fundamentals.normalized_roic::float64
 |  normalized_roic_asof_date = Fundamentals.normalized_roic_asof_date::datetime64[ns]
 |  notes_receivable = Fundamentals.notes_receivable::float64
 |  notes_receivable_asof_date = Fundamentals.notes_receivable_asof_date::datetime64[ns]
 |  number_of_share_holders = Fundamentals.number_of_share_holders::float64
 |  number_of_share_holders_asof_date = Fundamentals.number_of_share_holders_asof_date::datetime64[ns]
 |  occupancy_and_equipment = Fundamentals.occupancy_and_equipment::float64
 |  occupancy_and_equipment_asof_date = Fundamentals.occupancy_and_equipment_asof_date::datetime64[ns]
 |  operating_cash_flow = Fundamentals.operating_cash_flow::float64
 |  operating_cash_flow_asof_date = Fundamentals.operating_cash_flow_asof_date::datetime64[ns]
 |  operating_expense = Fundamentals.operating_expense::float64
 |  operating_expense_asof_date = Fundamentals.operating_expense_asof_date::datetime64[ns]
 |  operating_gains_losses = Fundamentals.operating_gains_losses::float64
 |  operating_gains_losses_asof_date = Fundamentals.operating_gains_losses_asof_date::datetime64[ns]
 |  operating_income = Fundamentals.operating_income::float64
 |  operating_income_asof_date = Fundamentals.operating_income_asof_date::datetime64[ns]
 |  operating_income_segmentation = Fundamentals.operating_income_segmentation::float64
 |  operating_income_segmentation_asof_date = Fundamentals.operating_income_segmentation_asof_date::datetime64[ns]
 |  operating_revenue = Fundamentals.operating_revenue::float64
 |  operating_revenue_asof_date = Fundamentals.operating_revenue_asof_date::datetime64[ns]
 |  operating_revenue_segmentation = Fundamentals.operating_revenue_segmentation::float64
 |  operating_revenue_segmentation_asof_date = Fundamentals.operating_revenue_segmentation_asof_date::datetime64[ns]
 |  operating_taxesn_licenses = Fundamentals.operating_taxesn_licenses::float64
 |  operating_taxesn_licenses_asof_date = Fundamentals.operating_taxesn_licenses_asof_date::datetime64[ns]
 |  operation_and_maintenance = Fundamentals.operation_and_maintenance::float64
 |  operation_and_maintenance_asof_date = Fundamentals.operation_and_maintenance_asof_date::datetime64[ns]
 |  operation_income_growth = Fundamentals.operation_income_growth::float64
 |  operation_income_growth_asof_date = Fundamentals.operation_income_growth_asof_date::datetime64[ns]
 |  operation_margin = Fundamentals.operation_margin::float64
 |  operation_margin_asof_date = Fundamentals.operation_margin_asof_date::datetime64[ns]
 |  operation_revenue_growth3_month_avg = Fundamentals.operation_revenue_growth3_month_avg::float64
 |  operation_revenue_growth3_month_avg_asof_date = Fundamentals.operation_revenue_growth3_month_avg_asof_date::datetime64[ns]
 |  ordinary_shares_number = Fundamentals.ordinary_shares_number::float64
 |  ordinary_shares_number_asof_date = Fundamentals.ordinary_shares_number_asof_date::datetime64[ns]
 |  other_adjustmentsfor_which_cash_effects_are_investingor_financing_cash_flow = Fundamentals.other_adjustmentsfor_which_cash_effects_are_investingor_financing_cash_flow::float64
 |  other_adjustmentsfor_which_cash_effects_are_investingor_financing_cash_flow_asof_date = Fundamentals.other_adjustmentsfor_which_cash_eff...gor_financing_cash_flow_asof_date::datetime64[ns]
 |  other_assets = Fundamentals.other_assets::float64
 |  other_assets_asof_date = Fundamentals.other_assets_asof_date::datetime64[ns]
 |  other_capital_stock = Fundamentals.other_capital_stock::float64
 |  other_capital_stock_asof_date = Fundamentals.other_capital_stock_asof_date::datetime64[ns]
 |  other_cash_paymentsfrom_operating_activities = Fundamentals.other_cash_paymentsfrom_operating_activities::float64
 |  other_cash_paymentsfrom_operating_activities_asof_date = Fundamentals.other_cash_paymentsfrom_operating_activities_asof_date::datetime64[ns]
 |  other_cash_receiptsfrom_operating_activities = Fundamentals.other_cash_receiptsfrom_operating_activities::float64
 |  other_cash_receiptsfrom_operating_activities_asof_date = Fundamentals.other_cash_receiptsfrom_operating_activities_asof_date::datetime64[ns]
 |  other_current_assets = Fundamentals.other_current_assets::float64
 |  other_current_assets_asof_date = Fundamentals.other_current_assets_asof_date::datetime64[ns]
 |  other_current_borrowings = Fundamentals.other_current_borrowings::float64
 |  other_current_borrowings_asof_date = Fundamentals.other_current_borrowings_asof_date::datetime64[ns]
 |  other_current_liabilities = Fundamentals.other_current_liabilities::float64
 |  other_current_liabilities_asof_date = Fundamentals.other_current_liabilities_asof_date::datetime64[ns]
 |  other_customer_services = Fundamentals.other_customer_services::float64
 |  other_customer_services_asof_date = Fundamentals.other_customer_services_asof_date::datetime64[ns]
 |  other_deferred_costs = Fundamentals.other_deferred_costs::float64
 |  other_deferred_costs_asof_date = Fundamentals.other_deferred_costs_asof_date::datetime64[ns]
 |  other_deposits = Fundamentals.other_deposits::float64
 |  other_deposits_asof_date = Fundamentals.other_deposits_asof_date::datetime64[ns]
 |  other_equity_adjustments = Fundamentals.other_equity_adjustments::float64
 |  other_equity_adjustments_asof_date = Fundamentals.other_equity_adjustments_asof_date::datetime64[ns]
 |  other_equity_interest = Fundamentals.other_equity_interest::float64
 |  other_equity_interest_asof_date = Fundamentals.other_equity_interest_asof_date::datetime64[ns]
 |  other_financing = Fundamentals.other_financing::float64
 |  other_financing_asof_date = Fundamentals.other_financing_asof_date::datetime64[ns]
 |  other_gain_loss_from_disposition_of_discontinued_operations = Fundamentals.other_gain_loss_from_disposition_of_discontinued_operations::float64
 |  other_gain_loss_from_disposition_of_discontinued_operations_asof_date = Fundamentals.other_gain_loss_from_disposition_of_discontinued_operations_asof_date::datetime64[ns]
 |  other_impairment_of_capital_assets = Fundamentals.other_impairment_of_capital_assets::float64
 |  other_impairment_of_capital_assets_asof_date = Fundamentals.other_impairment_of_capital_assets_asof_date::datetime64[ns]
 |  other_income_expense = Fundamentals.other_income_expense::float64
 |  other_income_expense_asof_date = Fundamentals.other_income_expense_asof_date::datetime64[ns]
 |  other_intangible_assets = Fundamentals.other_intangible_assets::float64
 |  other_intangible_assets_asof_date = Fundamentals.other_intangible_assets_asof_date::datetime64[ns]
 |  other_interest_earning_assets = Fundamentals.other_interest_earning_assets::float64
 |  other_interest_earning_assets_asof_date = Fundamentals.other_interest_earning_assets_asof_date::datetime64[ns]
 |  other_interest_expense = Fundamentals.other_interest_expense::float64
 |  other_interest_expense_asof_date = Fundamentals.other_interest_expense_asof_date::datetime64[ns]
 |  other_interest_income = Fundamentals.other_interest_income::float64
 |  other_interest_income_asof_date = Fundamentals.other_interest_income_asof_date::datetime64[ns]
 |  other_inventories = Fundamentals.other_inventories::float64
 |  other_inventories_asof_date = Fundamentals.other_inventories_asof_date::datetime64[ns]
 |  other_invested_assets = Fundamentals.other_invested_assets::float64
 |  other_invested_assets_asof_date = Fundamentals.other_invested_assets_asof_date::datetime64[ns]
 |  other_investments = Fundamentals.other_investments::float64
 |  other_investments_asof_date = Fundamentals.other_investments_asof_date::datetime64[ns]
 |  other_liabilities = Fundamentals.other_liabilities::float64
 |  other_liabilities_asof_date = Fundamentals.other_liabilities_asof_date::datetime64[ns]
 |  other_loan_assets = Fundamentals.other_loan_assets::float64
 |  other_loan_assets_asof_date = Fundamentals.other_loan_assets_asof_date::datetime64[ns]
 |  other_loans_current = Fundamentals.other_loans_current::float64
 |  other_loans_current_asof_date = Fundamentals.other_loans_current_asof_date::datetime64[ns]
 |  other_loans_non_current = Fundamentals.other_loans_non_current::float64
 |  other_loans_non_current_asof_date = Fundamentals.other_loans_non_current_asof_date::datetime64[ns]
 |  other_loans_total = Fundamentals.other_loans_total::float64
 |  other_loans_total_asof_date = Fundamentals.other_loans_total_asof_date::datetime64[ns]
 |  other_non_cash_items = Fundamentals.other_non_cash_items::float64
 |  other_non_cash_items_asof_date = Fundamentals.other_non_cash_items_asof_date::datetime64[ns]
 |  other_non_current_assets = Fundamentals.other_non_current_assets::float64
 |  other_non_current_assets_asof_date = Fundamentals.other_non_current_assets_asof_date::datetime64[ns]
 |  other_non_current_liabilities = Fundamentals.other_non_current_liabilities::float64
 |  other_non_current_liabilities_asof_date = Fundamentals.other_non_current_liabilities_asof_date::datetime64[ns]
 |  other_non_interest_expense = Fundamentals.other_non_interest_expense::float64
 |  other_non_interest_expense_asof_date = Fundamentals.other_non_interest_expense_asof_date::datetime64[ns]
 |  other_non_interest_income = Fundamentals.other_non_interest_income::float64
 |  other_non_interest_income_asof_date = Fundamentals.other_non_interest_income_asof_date::datetime64[ns]
 |  other_non_operating_expenses = Fundamentals.other_non_operating_expenses::float64
 |  other_non_operating_expenses_asof_date = Fundamentals.other_non_operating_expenses_asof_date::datetime64[ns]
 |  other_non_operating_income = Fundamentals.other_non_operating_income::float64
 |  other_non_operating_income_asof_date = Fundamentals.other_non_operating_income_asof_date::datetime64[ns]
 |  other_non_operating_income_expenses = Fundamentals.other_non_operating_income_expenses::float64
 |  other_non_operating_income_expenses_asof_date = Fundamentals.other_non_operating_income_expenses_asof_date::datetime64[ns]
 |  other_operating_expenses = Fundamentals.other_operating_expenses::float64
 |  other_operating_expenses_asof_date = Fundamentals.other_operating_expenses_asof_date::datetime64[ns]
 |  other_operating_income_total = Fundamentals.other_operating_income_total::float64
 |  other_operating_income_total_asof_date = Fundamentals.other_operating_income_total_asof_date::datetime64[ns]
 |  other_operating_inflows_outflowsof_cash = Fundamentals.other_operating_inflows_outflowsof_cash::float64
 |  other_operating_inflows_outflowsof_cash_asof_date = Fundamentals.other_operating_inflows_outflowsof_cash_asof_date::datetime64[ns]
 |  other_operating_revenue = Fundamentals.other_operating_revenue::float64
 |  other_operating_revenue_asof_date = Fundamentals.other_operating_revenue_asof_date::datetime64[ns]
 |  other_payable = Fundamentals.other_payable::float64
 |  other_payable_asof_date = Fundamentals.other_payable_asof_date::datetime64[ns]
 |  other_properties = Fundamentals.other_properties::float64
 |  other_properties_asof_date = Fundamentals.other_properties_asof_date::datetime64[ns]
 |  other_real_estate_owned = Fundamentals.other_real_estate_owned::float64
 |  other_real_estate_owned_asof_date = Fundamentals.other_real_estate_owned_asof_date::datetime64[ns]
 |  other_receivables = Fundamentals.other_receivables::float64
 |  other_receivables_asof_date = Fundamentals.other_receivables_asof_date::datetime64[ns]
 |  other_reserves = Fundamentals.other_reserves::float64
 |  other_reserves_asof_date = Fundamentals.other_reserves_asof_date::datetime64[ns]
 |  other_short_term_investments = Fundamentals.other_short_term_investments::float64
 |  other_short_term_investments_asof_date = Fundamentals.other_short_term_investments_asof_date::datetime64[ns]
 |  other_special_charges = Fundamentals.other_special_charges::float64
 |  other_special_charges_asof_date = Fundamentals.other_special_charges_asof_date::datetime64[ns]
 |  other_staff_costs = Fundamentals.other_staff_costs::float64
 |  other_staff_costs_asof_date = Fundamentals.other_staff_costs_asof_date::datetime64[ns]
 |  other_taxes = Fundamentals.other_taxes::float64
 |  other_taxes_asof_date = Fundamentals.other_taxes_asof_date::datetime64[ns]
 |  other_underwriting_expenses_paid = Fundamentals.other_underwriting_expenses_paid::float64
 |  other_underwriting_expenses_paid_asof_date = Fundamentals.other_underwriting_expenses_paid_asof_date::datetime64[ns]
 |  other_write_down = Fundamentals.other_write_down::float64
 |  other_write_down_asof_date = Fundamentals.other_write_down_asof_date::datetime64[ns]
 |  other_write_off = Fundamentals.other_write_off::float64
 |  other_write_off_asof_date = Fundamentals.other_write_off_asof_date::datetime64[ns]
 |  otherunder_preferred_stock_dividend = Fundamentals.otherunder_preferred_stock_dividend::float64
 |  otherunder_preferred_stock_dividend_asof_date = Fundamentals.otherunder_preferred_stock_dividend_asof_date::datetime64[ns]
 |  p_cash_ratio3_yr_avg = Fundamentals.p_cash_ratio3_yr_avg::float64
 |  p_cash_ratio3_yr_avg_asof_date = Fundamentals.p_cash_ratio3_yr_avg_asof_date::datetime64[ns]
 |  participating_policyholder_equity = Fundamentals.participating_policyholder_equity::float64
 |  participating_policyholder_equity_asof_date = Fundamentals.participating_policyholder_equity_asof_date::datetime64[ns]
 |  patents = Fundamentals.patents::float64
 |  patents_asof_date = Fundamentals.patents_asof_date::datetime64[ns]
 |  payables = Fundamentals.payables::float64
 |  payables_and_accrued_expenses = Fundamentals.payables_and_accrued_expenses::float64
 |  payables_and_accrued_expenses_asof_date = Fundamentals.payables_and_accrued_expenses_asof_date::datetime64[ns]
 |  payables_asof_date = Fundamentals.payables_asof_date::datetime64[ns]
 |  payment_for_loans = Fundamentals.payment_for_loans::float64
 |  payment_for_loans_asof_date = Fundamentals.payment_for_loans_asof_date::datetime64[ns]
 |  payment_turnover = Fundamentals.payment_turnover::float64
 |  payment_turnover_asof_date = Fundamentals.payment_turnover_asof_date::datetime64[ns]
 |  paymentof_bills = Fundamentals.paymentof_bills::float64
 |  paymentof_bills_asof_date = Fundamentals.paymentof_bills_asof_date::datetime64[ns]
 |  paymentsfor_premiumsand_claims_annuitiesand_other_policy_benefits = Fundamentals.paymentsfor_premiumsand_claims_annuitiesand_other_policy_benefits::float64
 |  paymentsfor_premiumsand_claims_annuitiesand_other_policy_benefits_asof_date = Fundamentals.paymentsfor_premiumsand_claims_annu...d_other_policy_benefits_asof_date::datetime64[ns]
 |  paymentsof_other_equity_instruments = Fundamentals.paymentsof_other_equity_instruments::float64
 |  paymentsof_other_equity_instruments_asof_date = Fundamentals.paymentsof_other_equity_instruments_asof_date::datetime64[ns]
 |  paymentson_behalfof_employees = Fundamentals.paymentson_behalfof_employees::float64
 |  paymentson_behalfof_employees_asof_date = Fundamentals.paymentson_behalfof_employees_asof_date::datetime64[ns]
 |  paymentsto_acquire_held_to_maturity_investments = Fundamentals.paymentsto_acquire_held_to_maturity_investments::float64
 |  paymentsto_acquire_held_to_maturity_investments_asof_date = Fundamentals.paymentsto_acquire_held_to_maturity_investments_asof_date::datetime64[ns]
 |  paymentsto_suppliersfor_goodsand_services = Fundamentals.paymentsto_suppliersfor_goodsand_services::float64
 |  paymentsto_suppliersfor_goodsand_services_asof_date = Fundamentals.paymentsto_suppliersfor_goodsand_services_asof_date::datetime64[ns]
 |  payout_ratio = Fundamentals.payout_ratio::float64
 |  payout_ratio_asof_date = Fundamentals.payout_ratio_asof_date::datetime64[ns]
 |  pb_ratio = Fundamentals.pb_ratio::float64
 |  pb_ratio10_year_growth = Fundamentals.pb_ratio10_year_growth::float64
 |  pb_ratio10_year_growth_asof_date = Fundamentals.pb_ratio10_year_growth_asof_date::datetime64[ns]
 |  pb_ratio1_year_growth = Fundamentals.pb_ratio1_year_growth::float64
 |  pb_ratio1_year_growth_asof_date = Fundamentals.pb_ratio1_year_growth_asof_date::datetime64[ns]
 |  pb_ratio3_year_growth = Fundamentals.pb_ratio3_year_growth::float64
 |  pb_ratio3_year_growth_asof_date = Fundamentals.pb_ratio3_year_growth_asof_date::datetime64[ns]
 |  pb_ratio3_yr_avg = Fundamentals.pb_ratio3_yr_avg::float64
 |  pb_ratio3_yr_avg_asof_date = Fundamentals.pb_ratio3_yr_avg_asof_date::datetime64[ns]
 |  pb_ratio3_yr_avg_change = Fundamentals.pb_ratio3_yr_avg_change::float64
 |  pb_ratio3_yr_avg_change_asof_date = Fundamentals.pb_ratio3_yr_avg_change_asof_date::datetime64[ns]
 |  pb_ratio5_year_growth = Fundamentals.pb_ratio5_year_growth::float64
 |  pb_ratio5_year_growth_asof_date = Fundamentals.pb_ratio5_year_growth_asof_date::datetime64[ns]
 |  pb_ratio_asof_date = Fundamentals.pb_ratio_asof_date::datetime64[ns]
 |  pb_ratio_price_multiple_ratios = Fundamentals.pb_ratio_price_multiple_ratios::float64
 |  pb_ratio_price_multiple_ratios_asof_date = Fundamentals.pb_ratio_price_multiple_ratios_asof_date::datetime64[ns]
 |  pcf_ratio = Fundamentals.pcf_ratio::float64
 |  pcf_ratio_asof_date = Fundamentals.pcf_ratio_asof_date::datetime64[ns]
 |  pcf_ratio_price_multiple_ratios = Fundamentals.pcf_ratio_price_multiple_ratios::float64
 |  pcf_ratio_price_multiple_ratios_asof_date = Fundamentals.pcf_ratio_price_multiple_ratios_asof_date::datetime64[ns]
 |  pe_ratio = Fundamentals.pe_ratio::float64
 |  pe_ratio10_year_average = Fundamentals.pe_ratio10_year_average::float64
 |  pe_ratio10_year_average_asof_date = Fundamentals.pe_ratio10_year_average_asof_date::datetime64[ns]
 |  pe_ratio10_year_growth = Fundamentals.pe_ratio10_year_growth::float64
 |  pe_ratio10_year_growth_asof_date = Fundamentals.pe_ratio10_year_growth_asof_date::datetime64[ns]
 |  pe_ratio10_year_high = Fundamentals.pe_ratio10_year_high::float64
 |  pe_ratio10_year_high_asof_date = Fundamentals.pe_ratio10_year_high_asof_date::datetime64[ns]
 |  pe_ratio10_year_low = Fundamentals.pe_ratio10_year_low::float64
 |  pe_ratio10_year_low_asof_date = Fundamentals.pe_ratio10_year_low_asof_date::datetime64[ns]
 |  pe_ratio1_year_average = Fundamentals.pe_ratio1_year_average::float64
 |  pe_ratio1_year_average_asof_date = Fundamentals.pe_ratio1_year_average_asof_date::datetime64[ns]
 |  pe_ratio1_year_growth = Fundamentals.pe_ratio1_year_growth::float64
 |  pe_ratio1_year_growth_asof_date = Fundamentals.pe_ratio1_year_growth_asof_date::datetime64[ns]
 |  pe_ratio1_year_high = Fundamentals.pe_ratio1_year_high::float64
 |  pe_ratio1_year_high_asof_date = Fundamentals.pe_ratio1_year_high_asof_date::datetime64[ns]
 |  pe_ratio1_year_low = Fundamentals.pe_ratio1_year_low::float64
 |  pe_ratio1_year_low_asof_date = Fundamentals.pe_ratio1_year_low_asof_date::datetime64[ns]
 |  pe_ratio3_year_growth = Fundamentals.pe_ratio3_year_growth::float64
 |  pe_ratio3_year_growth_asof_date = Fundamentals.pe_ratio3_year_growth_asof_date::datetime64[ns]
 |  pe_ratio3_yr_avg = Fundamentals.pe_ratio3_yr_avg::float64
 |  pe_ratio3_yr_avg_asof_date = Fundamentals.pe_ratio3_yr_avg_asof_date::datetime64[ns]
 |  pe_ratio3_yr_avg_change = Fundamentals.pe_ratio3_yr_avg_change::float64
 |  pe_ratio3_yr_avg_change_asof_date = Fundamentals.pe_ratio3_yr_avg_change_asof_date::datetime64[ns]
 |  pe_ratio5_year_average = Fundamentals.pe_ratio5_year_average::float64
 |  pe_ratio5_year_average_asof_date = Fundamentals.pe_ratio5_year_average_asof_date::datetime64[ns]
 |  pe_ratio5_year_growth = Fundamentals.pe_ratio5_year_growth::float64
 |  pe_ratio5_year_growth_asof_date = Fundamentals.pe_ratio5_year_growth_asof_date::datetime64[ns]
 |  pe_ratio5_year_high = Fundamentals.pe_ratio5_year_high::float64
 |  pe_ratio5_year_high_asof_date = Fundamentals.pe_ratio5_year_high_asof_date::datetime64[ns]
 |  pe_ratio5_year_low = Fundamentals.pe_ratio5_year_low::float64
 |  pe_ratio5_year_low_asof_date = Fundamentals.pe_ratio5_year_low_asof_date::datetime64[ns]
 |  pe_ratio_asof_date = Fundamentals.pe_ratio_asof_date::datetime64[ns]
 |  pe_ratio_price_multiple_ratios = Fundamentals.pe_ratio_price_multiple_ratios::float64
 |  pe_ratio_price_multiple_ratios_asof_date = Fundamentals.pe_ratio_price_multiple_ratios_asof_date::datetime64[ns]
 |  peg_payback = Fundamentals.peg_payback::float64
 |  peg_payback_asof_date = Fundamentals.peg_payback_asof_date::datetime64[ns]
 |  peg_ratio = Fundamentals.peg_ratio::float64
 |  peg_ratio_asof_date = Fundamentals.peg_ratio_asof_date::datetime64[ns]
 |  pension_and_employee_benefit_expense = Fundamentals.pension_and_employee_benefit_expense::float64
 |  pension_and_employee_benefit_expense_asof_date = Fundamentals.pension_and_employee_benefit_expense_asof_date::datetime64[ns]
 |  pension_and_other_postretirement_benefit_plans_total = Fundamentals.pension_and_other_postretirement_benefit_plans_total::float64
 |  pension_and_other_postretirement_benefit_plans_total_asof_date = Fundamentals.pension_and_other_postretirement_benefit_plans_total_asof_date::datetime64[ns]
 |  pension_costs = Fundamentals.pension_costs::float64
 |  pension_costs_asof_date = Fundamentals.pension_costs_asof_date::datetime64[ns]
 |  pensionand_other_post_retirement_benefit_plans_current = Fundamentals.pensionand_other_post_retirement_benefit_plans_current::float64
 |  pensionand_other_post_retirement_benefit_plans_current_asof_date = Fundamentals.pensionand_other_post_retirement_benefit_plans_current_asof_date::datetime64[ns]
 |  period_ending_date = Fundamentals.period_ending_date::datetime64[ns]
 |  period_ending_date_asof_date = Fundamentals.period_ending_date_asof_date::datetime64[ns]
 |  period_ending_date_earnings_reports = Fundamentals.period_ending_date_earnings_reports::datetime64[ns]
 |  period_ending_date_earnings_reports_asof_date = Fundamentals.period_ending_date_earnings_reports_asof_date::datetime64[ns]
 |  pfcf_ratio10_year_growth = Fundamentals.pfcf_ratio10_year_growth::float64
 |  pfcf_ratio10_year_growth_asof_date = Fundamentals.pfcf_ratio10_year_growth_asof_date::datetime64[ns]
 |  pfcf_ratio1_year_growth = Fundamentals.pfcf_ratio1_year_growth::float64
 |  pfcf_ratio1_year_growth_asof_date = Fundamentals.pfcf_ratio1_year_growth_asof_date::datetime64[ns]
 |  pfcf_ratio3_year_growth = Fundamentals.pfcf_ratio3_year_growth::float64
 |  pfcf_ratio3_year_growth_asof_date = Fundamentals.pfcf_ratio3_year_growth_asof_date::datetime64[ns]
 |  pfcf_ratio3_yr_avg = Fundamentals.pfcf_ratio3_yr_avg::float64
 |  pfcf_ratio3_yr_avg_asof_date = Fundamentals.pfcf_ratio3_yr_avg_asof_date::datetime64[ns]
 |  pfcf_ratio3_yr_avg_change = Fundamentals.pfcf_ratio3_yr_avg_change::float64
 |  pfcf_ratio3_yr_avg_change_asof_date = Fundamentals.pfcf_ratio3_yr_avg_change_asof_date::datetime64[ns]
 |  pfcf_ratio5_year_growth = Fundamentals.pfcf_ratio5_year_growth::float64
 |  pfcf_ratio5_year_growth_asof_date = Fundamentals.pfcf_ratio5_year_growth_asof_date::datetime64[ns]
 |  placementwith_banksand_other_financial_institutions = Fundamentals.placementwith_banksand_other_financial_institutions::float64
 |  placementwith_banksand_other_financial_institutions_asof_date = Fundamentals.placementwith_banksand_other_financial_institutions_asof_date::datetime64[ns]
 |  policy_acquisition_expense = Fundamentals.policy_acquisition_expense::float64
 |  policy_acquisition_expense_asof_date = Fundamentals.policy_acquisition_expense_asof_date::datetime64[ns]
 |  policy_fees = Fundamentals.policy_fees::float64
 |  policy_fees_asof_date = Fundamentals.policy_fees_asof_date::datetime64[ns]
 |  policy_loans = Fundamentals.policy_loans::float64
 |  policy_loans_asof_date = Fundamentals.policy_loans_asof_date::datetime64[ns]
 |  policy_reserves_benefits = Fundamentals.policy_reserves_benefits::float64
 |  policy_reserves_benefits_asof_date = Fundamentals.policy_reserves_benefits_asof_date::datetime64[ns]
 |  policyholder_and_reinsurer_accounts = Fundamentals.policyholder_and_reinsurer_accounts::float64
 |  policyholder_and_reinsurer_accounts_asof_date = Fundamentals.policyholder_and_reinsurer_accounts_asof_date::datetime64[ns]
 |  policyholder_benefits_ceded = Fundamentals.policyholder_benefits_ceded::float64
 |  policyholder_benefits_ceded_asof_date = Fundamentals.policyholder_benefits_ceded_asof_date::datetime64[ns]
 |  policyholder_benefits_gross = Fundamentals.policyholder_benefits_gross::float64
 |  policyholder_benefits_gross_asof_date = Fundamentals.policyholder_benefits_gross_asof_date::datetime64[ns]
 |  policyholder_deposit_investment_received = Fundamentals.policyholder_deposit_investment_received::float64
 |  policyholder_deposit_investment_received_asof_date = Fundamentals.policyholder_deposit_investment_received_asof_date::datetime64[ns]
 |  policyholder_dividends = Fundamentals.policyholder_dividends::float64
 |  policyholder_dividends_asof_date = Fundamentals.policyholder_dividends_asof_date::datetime64[ns]
 |  policyholder_funds = Fundamentals.policyholder_funds::float64
 |  policyholder_funds_asof_date = Fundamentals.policyholder_funds_asof_date::datetime64[ns]
 |  policyholder_interest = Fundamentals.policyholder_interest::float64
 |  policyholder_interest_asof_date = Fundamentals.policyholder_interest_asof_date::datetime64[ns]
 |  post_tax_margin5_yr_avg = Fundamentals.post_tax_margin5_yr_avg::float64
 |  post_tax_margin5_yr_avg_asof_date = Fundamentals.post_tax_margin5_yr_avg_asof_date::datetime64[ns]
 |  pre_tax_margin5_yr_avg = Fundamentals.pre_tax_margin5_yr_avg::float64
 |  pre_tax_margin5_yr_avg_asof_date = Fundamentals.pre_tax_margin5_yr_avg_asof_date::datetime64[ns]
 |  pre_tre_sha_num = Fundamentals.pre_tre_sha_num::float64
 |  pre_tre_sha_num_asof_date = Fundamentals.pre_tre_sha_num_asof_date::datetime64[ns]
 |  preferred_securities_outside_stock_equity = Fundamentals.preferred_securities_outside_stock_equity::float64
 |  preferred_securities_outside_stock_equity_asof_date = Fundamentals.preferred_securities_outside_stock_equity_asof_date::datetime64[ns]
 |  preferred_shares_number = Fundamentals.preferred_shares_number::float64
 |  preferred_shares_number_asof_date = Fundamentals.preferred_shares_number_asof_date::datetime64[ns]
 |  preferred_stock = Fundamentals.preferred_stock::float64
 |  preferred_stock_asof_date = Fundamentals.preferred_stock_asof_date::datetime64[ns]
 |  preferred_stock_dividend_paid = Fundamentals.preferred_stock_dividend_paid::float64
 |  preferred_stock_dividend_paid_asof_date = Fundamentals.preferred_stock_dividend_paid_asof_date::datetime64[ns]
 |  preferred_stock_dividends = Fundamentals.preferred_stock_dividends::float64
 |  preferred_stock_dividends_asof_date = Fundamentals.preferred_stock_dividends_asof_date::datetime64[ns]
 |  preferred_stock_equity = Fundamentals.preferred_stock_equity::float64
 |  preferred_stock_equity_asof_date = Fundamentals.preferred_stock_equity_asof_date::datetime64[ns]
 |  preferred_stock_issuance = Fundamentals.preferred_stock_issuance::float64
 |  preferred_stock_issuance_asof_date = Fundamentals.preferred_stock_issuance_asof_date::datetime64[ns]
 |  preferred_stock_of_subsidiary = Fundamentals.preferred_stock_of_subsidiary::float64
 |  preferred_stock_of_subsidiary_asof_date = Fundamentals.preferred_stock_of_subsidiary_asof_date::datetime64[ns]
 |  preferred_stock_payments = Fundamentals.preferred_stock_payments::float64
 |  preferred_stock_payments_asof_date = Fundamentals.preferred_stock_payments_asof_date::datetime64[ns]
 |  preferred_stocks_available_for_sale = Fundamentals.preferred_stocks_available_for_sale::float64
 |  preferred_stocks_available_for_sale_asof_date = Fundamentals.preferred_stocks_available_for_sale_asof_date::datetime64[ns]
 |  premium_received = Fundamentals.premium_received::float64
 |  premium_received_asof_date = Fundamentals.premium_received_asof_date::datetime64[ns]
 |  premium_taxes_credit = Fundamentals.premium_taxes_credit::float64
 |  premium_taxes_credit_asof_date = Fundamentals.premium_taxes_credit_asof_date::datetime64[ns]
 |  premiums_receivable = Fundamentals.premiums_receivable::float64
 |  premiums_receivable_asof_date = Fundamentals.premiums_receivable_asof_date::datetime64[ns]
 |  prepaid_assets = Fundamentals.prepaid_assets::float64
 |  prepaid_assets_asof_date = Fundamentals.prepaid_assets_asof_date::datetime64[ns]
 |  prepaid_reinsurance_premiums = Fundamentals.prepaid_reinsurance_premiums::float64
 |  prepaid_reinsurance_premiums_asof_date = Fundamentals.prepaid_reinsurance_premiums_asof_date::datetime64[ns]
 |  pretax_income = Fundamentals.pretax_income::float64
 |  pretax_income_asof_date = Fundamentals.pretax_income_asof_date::datetime64[ns]
 |  pretax_margin = Fundamentals.pretax_margin::float64
 |  pretax_margin_asof_date = Fundamentals.pretax_margin_asof_date::datetime64[ns]
 |  price_change1_m = Fundamentals.price_change1_m::float64
 |  price_change1_m_asof_date = Fundamentals.price_change1_m_asof_date::datetime64[ns]
 |  priceto_cash_ratio = Fundamentals.priceto_cash_ratio::float64
 |  priceto_cash_ratio_asof_date = Fundamentals.priceto_cash_ratio_asof_date::datetime64[ns]
 |  priceto_ebitda = Fundamentals.priceto_ebitda::float64
 |  priceto_ebitda_asof_date = Fundamentals.priceto_ebitda_asof_date::datetime64[ns]
 |  priceto_ebitda_price_multiple_ratios = Fundamentals.priceto_ebitda_price_multiple_ratios::float64
 |  priceto_ebitda_price_multiple_ratios_asof_date = Fundamentals.priceto_ebitda_price_multiple_ratios_asof_date::datetime64[ns]
 |  primary_exchange_id = Fundamentals.primary_exchange_id::object
 |  primary_exchange_id_asof_date = Fundamentals.primary_exchange_id_asof_date::datetime64[ns]
 |  primary_mic = Fundamentals.primary_mic::object
 |  primary_mic_asof_date = Fundamentals.primary_mic_asof_date::datetime64[ns]
 |  primary_share_class_id = Fundamentals.primary_share_class_id::object
 |  primary_share_class_id_asof_date = Fundamentals.primary_share_class_id_asof_date::datetime64[ns]
 |  primary_symbol = Fundamentals.primary_symbol::object
 |  primary_symbol_asof_date = Fundamentals.primary_symbol_asof_date::datetime64[ns]
 |  principle_investment_gain_loss = Fundamentals.principle_investment_gain_loss::float64
 |  principle_investment_gain_loss_asof_date = Fundamentals.principle_investment_gain_loss_asof_date::datetime64[ns]
 |  principle_transaction_revenue = Fundamentals.principle_transaction_revenue::float64
 |  principle_transaction_revenue_asof_date = Fundamentals.principle_transaction_revenue_asof_date::datetime64[ns]
 |  proceeds_from_issuance_of_warrants = Fundamentals.proceeds_from_issuance_of_warrants::float64
 |  proceeds_from_issuance_of_warrants_asof_date = Fundamentals.proceeds_from_issuance_of_warrants_asof_date::datetime64[ns]
 |  proceeds_from_loans = Fundamentals.proceeds_from_loans::float64
 |  proceeds_from_loans_asof_date = Fundamentals.proceeds_from_loans_asof_date::datetime64[ns]
 |  proceeds_from_stock_option_exercised = Fundamentals.proceeds_from_stock_option_exercised::float64
 |  proceeds_from_stock_option_exercised_asof_date = Fundamentals.proceeds_from_stock_option_exercised_asof_date::datetime64[ns]
 |  proceeds_payment_federal_funds_sold_and_securities_purchased_under_agreement_to_resell = Fundamentals.proceeds_payment_federal_funds_sold...ties_purchased_under_agreement_to_resell::float64
 |  proceeds_payment_federal_funds_sold_and_securities_purchased_under_agreement_to_resell_asof_date = Fundamentals.proceeds_payment_federal_funds_sold...der_agreement_to_resell_asof_date::datetime64[ns]
 |  proceeds_payment_in_interest_bearing_deposits_in_bank = Fundamentals.proceeds_payment_in_interest_bearing_deposits_in_bank::float64
 |  proceeds_payment_in_interest_bearing_deposits_in_bank_asof_date = Fundamentals.proceeds_payment_in_interest_bearing_deposits_in_bank_asof_date::datetime64[ns]
 |  proceedsfrom_disposalof_held_to_maturity_investments = Fundamentals.proceedsfrom_disposalof_held_to_maturity_investments::float64
 |  proceedsfrom_disposalof_held_to_maturity_investments_asof_date = Fundamentals.proceedsfrom_disposalof_held_to_maturity_investments_asof_date::datetime64[ns]
 |  proceedsfrom_government_grants_cff = Fundamentals.proceedsfrom_government_grants_cff::float64
 |  proceedsfrom_government_grants_cff_asof_date = Fundamentals.proceedsfrom_government_grants_cff_asof_date::datetime64[ns]
 |  proceedsfrom_government_grants_cfi = Fundamentals.proceedsfrom_government_grants_cfi::float64
 |  proceedsfrom_government_grants_cfi_asof_date = Fundamentals.proceedsfrom_government_grants_cfi_asof_date::datetime64[ns]
 |  proceedsfrom_issuing_other_equity_instruments = Fundamentals.proceedsfrom_issuing_other_equity_instruments::float64
 |  proceedsfrom_issuing_other_equity_instruments_asof_date = Fundamentals.proceedsfrom_issuing_other_equity_instruments_asof_date::datetime64[ns]
 |  professional_expense_and_contract_services_expense = Fundamentals.professional_expense_and_contract_services_expense::float64
 |  professional_expense_and_contract_services_expense_asof_date = Fundamentals.professional_expense_and_contract_services_expense_asof_date::datetime64[ns]
 |  profit_margin5_yr_avg = Fundamentals.profit_margin5_yr_avg::float64
 |  profit_margin5_yr_avg_asof_date = Fundamentals.profit_margin5_yr_avg_asof_date::datetime64[ns]
 |  profitability_grade = Fundamentals.profitability_grade::object
 |  profitability_grade_asof_date = Fundamentals.profitability_grade_asof_date::datetime64[ns]
 |  profiton_disposals = Fundamentals.profiton_disposals::float64
 |  profiton_disposals_asof_date = Fundamentals.profiton_disposals_asof_date::datetime64[ns]
 |  promotion_and_advertising = Fundamentals.promotion_and_advertising::float64
 |  promotion_and_advertising_asof_date = Fundamentals.promotion_and_advertising_asof_date::datetime64[ns]
 |  properties = Fundamentals.properties::float64
 |  properties_asof_date = Fundamentals.properties_asof_date::datetime64[ns]
 |  property_casualty_premiums = Fundamentals.property_casualty_premiums::float64
 |  property_casualty_premiums_asof_date = Fundamentals.property_casualty_premiums_asof_date::datetime64[ns]
 |  property_liability_insurance_claims = Fundamentals.property_liability_insurance_claims::float64
 |  property_liability_insurance_claims_asof_date = Fundamentals.property_liability_insurance_claims_asof_date::datetime64[ns]
 |  provision_for_doubtful_accounts = Fundamentals.provision_for_doubtful_accounts::float64
 |  provision_for_doubtful_accounts_asof_date = Fundamentals.provision_for_doubtful_accounts_asof_date::datetime64[ns]
 |  provision_for_gain_loss_on_disposal = Fundamentals.provision_for_gain_loss_on_disposal::float64
 |  provision_for_gain_loss_on_disposal_asof_date = Fundamentals.provision_for_gain_loss_on_disposal_asof_date::datetime64[ns]
 |  provision_for_loan_lease_and_other_losses = Fundamentals.provision_for_loan_lease_and_other_losses::float64
 |  provision_for_loan_lease_and_other_losses_asof_date = Fundamentals.provision_for_loan_lease_and_other_losses_asof_date::datetime64[ns]
 |  provisionand_write_offof_assets = Fundamentals.provisionand_write_offof_assets::float64
 |  provisionand_write_offof_assets_asof_date = Fundamentals.provisionand_write_offof_assets_asof_date::datetime64[ns]
 |  provisions_total = Fundamentals.provisions_total::float64
 |  provisions_total_asof_date = Fundamentals.provisions_total_asof_date::datetime64[ns]
 |  ps_ratio = Fundamentals.ps_ratio::float64
 |  ps_ratio10_year_growth = Fundamentals.ps_ratio10_year_growth::float64
 |  ps_ratio10_year_growth_asof_date = Fundamentals.ps_ratio10_year_growth_asof_date::datetime64[ns]
 |  ps_ratio1_year_growth = Fundamentals.ps_ratio1_year_growth::float64
 |  ps_ratio1_year_growth_asof_date = Fundamentals.ps_ratio1_year_growth_asof_date::datetime64[ns]
 |  ps_ratio3_year_growth = Fundamentals.ps_ratio3_year_growth::float64
 |  ps_ratio3_year_growth_asof_date = Fundamentals.ps_ratio3_year_growth_asof_date::datetime64[ns]
 |  ps_ratio3_yr_avg = Fundamentals.ps_ratio3_yr_avg::float64
 |  ps_ratio3_yr_avg_asof_date = Fundamentals.ps_ratio3_yr_avg_asof_date::datetime64[ns]
 |  ps_ratio3_yr_avg_change = Fundamentals.ps_ratio3_yr_avg_change::float64
 |  ps_ratio3_yr_avg_change_asof_date = Fundamentals.ps_ratio3_yr_avg_change_asof_date::datetime64[ns]
 |  ps_ratio5_year_growth = Fundamentals.ps_ratio5_year_growth::float64
 |  ps_ratio5_year_growth_asof_date = Fundamentals.ps_ratio5_year_growth_asof_date::datetime64[ns]
 |  ps_ratio_asof_date = Fundamentals.ps_ratio_asof_date::datetime64[ns]
 |  ps_ratio_price_multiple_ratios = Fundamentals.ps_ratio_price_multiple_ratios::float64
 |  ps_ratio_price_multiple_ratios_asof_date = Fundamentals.ps_ratio_price_multiple_ratios_asof_date::datetime64[ns]
 |  purchase_of_business = Fundamentals.purchase_of_business::float64
 |  purchase_of_business_asof_date = Fundamentals.purchase_of_business_asof_date::datetime64[ns]
 |  purchase_of_equity_securities = Fundamentals.purchase_of_equity_securities::float64
 |  purchase_of_equity_securities_asof_date = Fundamentals.purchase_of_equity_securities_asof_date::datetime64[ns]
 |  purchase_of_fixed_maturity_securities = Fundamentals.purchase_of_fixed_maturity_securities::float64
 |  purchase_of_fixed_maturity_securities_asof_date = Fundamentals.purchase_of_fixed_maturity_securities_asof_date::datetime64[ns]
 |  purchase_of_intangibles = Fundamentals.purchase_of_intangibles::float64
 |  purchase_of_intangibles_asof_date = Fundamentals.purchase_of_intangibles_asof_date::datetime64[ns]
 |  purchase_of_investment = Fundamentals.purchase_of_investment::float64
 |  purchase_of_investment_asof_date = Fundamentals.purchase_of_investment_asof_date::datetime64[ns]
 |  purchase_of_long_term_investments = Fundamentals.purchase_of_long_term_investments::float64
 |  purchase_of_long_term_investments_asof_date = Fundamentals.purchase_of_long_term_investments_asof_date::datetime64[ns]
 |  purchase_of_ppe = Fundamentals.purchase_of_ppe::float64
 |  purchase_of_ppe_asof_date = Fundamentals.purchase_of_ppe_asof_date::datetime64[ns]
 |  purchase_of_short_term_investments = Fundamentals.purchase_of_short_term_investments::float64
 |  purchase_of_short_term_investments_asof_date = Fundamentals.purchase_of_short_term_investments_asof_date::datetime64[ns]
 |  purchase_of_technology = Fundamentals.purchase_of_technology::float64
 |  purchase_of_technology_asof_date = Fundamentals.purchase_of_technology_asof_date::datetime64[ns]
 |  purchased_components = Fundamentals.purchased_components::float64
 |  purchased_components_asof_date = Fundamentals.purchased_components_asof_date::datetime64[ns]
 |  purchased_transportation_services = Fundamentals.purchased_transportation_services::float64
 |  purchased_transportation_services_asof_date = Fundamentals.purchased_transportation_services_asof_date::datetime64[ns]
 |  purchaseof_joint_venture_associate = Fundamentals.purchaseof_joint_venture_associate::float64
 |  purchaseof_joint_venture_associate_asof_date = Fundamentals.purchaseof_joint_venture_associate_asof_date::datetime64[ns]
 |  purchaseof_subsidiaries = Fundamentals.purchaseof_subsidiaries::float64
 |  purchaseof_subsidiaries_asof_date = Fundamentals.purchaseof_subsidiaries_asof_date::datetime64[ns]
 |  quick_ratio = Fundamentals.quick_ratio::float64
 |  quick_ratio_asof_date = Fundamentals.quick_ratio_asof_date::datetime64[ns]
 |  ratio_pe5_year_average = Fundamentals.ratio_pe5_year_average::float64
 |  ratio_pe5_year_average_asof_date = Fundamentals.ratio_pe5_year_average_asof_date::datetime64[ns]
 |  raw_materials = Fundamentals.raw_materials::float64
 |  raw_materials_asof_date = Fundamentals.raw_materials_asof_date::datetime64[ns]
 |  real_estate = Fundamentals.real_estate::float64
 |  real_estate_and_real_estate_joint_ventures_held_for_investment = Fundamentals.real_estate_and_real_estate_joint_ventures_held_for_investment::float64
 |  real_estate_and_real_estate_joint_ventures_held_for_investment_asof_date = Fundamentals.real_estate_and_real_estate_joint_v...res_held_for_investment_asof_date::datetime64[ns]
 |  real_estate_asof_date = Fundamentals.real_estate_asof_date::datetime64[ns]
 |  real_estate_held_for_sale = Fundamentals.real_estate_held_for_sale::float64
 |  real_estate_held_for_sale_asof_date = Fundamentals.real_estate_held_for_sale_asof_date::datetime64[ns]
 |  realized_capital_gain = Fundamentals.realized_capital_gain::float64
 |  realized_capital_gain_asof_date = Fundamentals.realized_capital_gain_asof_date::datetime64[ns]
 |  realized_gain_loss_on_sale_of_loans_and_lease = Fundamentals.realized_gain_loss_on_sale_of_loans_and_lease::float64
 |  realized_gain_loss_on_sale_of_loans_and_lease_asof_date = Fundamentals.realized_gain_loss_on_sale_of_loans_and_lease_asof_date::datetime64[ns]
 |  receiptsfrom_customers = Fundamentals.receiptsfrom_customers::float64
 |  receiptsfrom_customers_asof_date = Fundamentals.receiptsfrom_customers_asof_date::datetime64[ns]
 |  receivable_turnover = Fundamentals.receivable_turnover::float64
 |  receivable_turnover_asof_date = Fundamentals.receivable_turnover_asof_date::datetime64[ns]
 |  receivables = Fundamentals.receivables::float64
 |  receivables_adjustments_allowances = Fundamentals.receivables_adjustments_allowances::float64
 |  receivables_adjustments_allowances_asof_date = Fundamentals.receivables_adjustments_allowances_asof_date::datetime64[ns]
 |  receivables_asof_date = Fundamentals.receivables_asof_date::datetime64[ns]
 |  reconciled_cost_of_revenue = Fundamentals.reconciled_cost_of_revenue::float64
 |  reconciled_cost_of_revenue_asof_date = Fundamentals.reconciled_cost_of_revenue_asof_date::datetime64[ns]
 |  reconciled_depreciation = Fundamentals.reconciled_depreciation::float64
 |  reconciled_depreciation_asof_date = Fundamentals.reconciled_depreciation_asof_date::datetime64[ns]
 |  redeemable_preferred_stock = Fundamentals.redeemable_preferred_stock::float64
 |  redeemable_preferred_stock_asof_date = Fundamentals.redeemable_preferred_stock_asof_date::datetime64[ns]
 |  regression_growth_operating_revenue5_years = Fundamentals.regression_growth_operating_revenue5_years::float64
 |  regression_growth_operating_revenue5_years_asof_date = Fundamentals.regression_growth_operating_revenue5_years_asof_date::datetime64[ns]
 |  regression_growthof_dividends5_years = Fundamentals.regression_growthof_dividends5_years::float64
 |  regression_growthof_dividends5_years_asof_date = Fundamentals.regression_growthof_dividends5_years_asof_date::datetime64[ns]
 |  regulatory_assets = Fundamentals.regulatory_assets::float64
 |  regulatory_assets_asof_date = Fundamentals.regulatory_assets_asof_date::datetime64[ns]
 |  regulatory_liabilities = Fundamentals.regulatory_liabilities::float64
 |  regulatory_liabilities_asof_date = Fundamentals.regulatory_liabilities_asof_date::datetime64[ns]
 |  reinsurance_assets = Fundamentals.reinsurance_assets::float64
 |  reinsurance_assets_asof_date = Fundamentals.reinsurance_assets_asof_date::datetime64[ns]
 |  reinsurance_balances_payable = Fundamentals.reinsurance_balances_payable::float64
 |  reinsurance_balances_payable_asof_date = Fundamentals.reinsurance_balances_payable_asof_date::datetime64[ns]
 |  reinsurance_receivables = Fundamentals.reinsurance_receivables::float64
 |  reinsurance_receivables_asof_date = Fundamentals.reinsurance_receivables_asof_date::datetime64[ns]
 |  reinsurance_recoverable = Fundamentals.reinsurance_recoverable::float64
 |  reinsurance_recoverable_asof_date = Fundamentals.reinsurance_recoverable_asof_date::datetime64[ns]
 |  reinsurance_recoverable_for_paid_losses = Fundamentals.reinsurance_recoverable_for_paid_losses::float64
 |  reinsurance_recoverable_for_paid_losses_asof_date = Fundamentals.reinsurance_recoverable_for_paid_losses_asof_date::datetime64[ns]
 |  reinsurance_recoverable_for_unpaid_losses = Fundamentals.reinsurance_recoverable_for_unpaid_losses::float64
 |  reinsurance_recoverable_for_unpaid_losses_asof_date = Fundamentals.reinsurance_recoverable_for_unpaid_losses_asof_date::datetime64[ns]
 |  reinsurance_recoveries_claimsand_benefits = Fundamentals.reinsurance_recoveries_claimsand_benefits::float64
 |  reinsurance_recoveries_claimsand_benefits_asof_date = Fundamentals.reinsurance_recoveries_claimsand_benefits_asof_date::datetime64[ns]
 |  reinsurance_recoveriesof_insurance_liabilities = Fundamentals.reinsurance_recoveriesof_insurance_liabilities::float64
 |  reinsurance_recoveriesof_insurance_liabilities_asof_date = Fundamentals.reinsurance_recoveriesof_insurance_liabilities_asof_date::datetime64[ns]
 |  reinsurance_recoveriesof_investment_contract = Fundamentals.reinsurance_recoveriesof_investment_contract::float64
 |  reinsurance_recoveriesof_investment_contract_asof_date = Fundamentals.reinsurance_recoveriesof_investment_contract_asof_date::datetime64[ns]
 |  reinsurance_shareof_insurance_contract = Fundamentals.reinsurance_shareof_insurance_contract::float64
 |  reinsurance_shareof_insurance_contract_asof_date = Fundamentals.reinsurance_shareof_insurance_contract_asof_date::datetime64[ns]
 |  reinsuranceand_other_recoveries_received = Fundamentals.reinsuranceand_other_recoveries_received::float64
 |  reinsuranceand_other_recoveries_received_asof_date = Fundamentals.reinsuranceand_other_recoveries_received_asof_date::datetime64[ns]
 |  rent_and_landing_fees = Fundamentals.rent_and_landing_fees::float64
 |  rent_and_landing_fees_asof_date = Fundamentals.rent_and_landing_fees_asof_date::datetime64[ns]
 |  reorganization_other_costs = Fundamentals.reorganization_other_costs::float64
 |  reorganization_other_costs_asof_date = Fundamentals.reorganization_other_costs_asof_date::datetime64[ns]
 |  repayment_of_debt = Fundamentals.repayment_of_debt::float64
 |  repayment_of_debt_asof_date = Fundamentals.repayment_of_debt_asof_date::datetime64[ns]
 |  repaymentin_lease_financing = Fundamentals.repaymentin_lease_financing::float64
 |  repaymentin_lease_financing_asof_date = Fundamentals.repaymentin_lease_financing_asof_date::datetime64[ns]
 |  report_style = Fundamentals.report_style::int64
 |  report_style_asof_date = Fundamentals.report_style_asof_date::datetime64[ns]
 |  repurchase_of_capital_stock = Fundamentals.repurchase_of_capital_stock::float64
 |  repurchase_of_capital_stock_asof_date = Fundamentals.repurchase_of_capital_stock_asof_date::datetime64[ns]
 |  research_and_development = Fundamentals.research_and_development::float64
 |  research_and_development_asof_date = Fundamentals.research_and_development_asof_date::datetime64[ns]
 |  research_expense = Fundamentals.research_expense::float64
 |  research_expense_asof_date = Fundamentals.research_expense_asof_date::datetime64[ns]
 |  restricted_cash = Fundamentals.restricted_cash::float64
 |  restricted_cash_and_cash_equivalents = Fundamentals.restricted_cash_and_cash_equivalents::float64
 |  restricted_cash_and_cash_equivalents_asof_date = Fundamentals.restricted_cash_and_cash_equivalents_asof_date::datetime64[ns]
 |  restricted_cash_and_investments = Fundamentals.restricted_cash_and_investments::float64
 |  restricted_cash_and_investments_asof_date = Fundamentals.restricted_cash_and_investments_asof_date::datetime64[ns]
 |  restricted_cash_asof_date = Fundamentals.restricted_cash_asof_date::datetime64[ns]
 |  restricted_common_stock = Fundamentals.restricted_common_stock::float64
 |  restricted_common_stock_asof_date = Fundamentals.restricted_common_stock_asof_date::datetime64[ns]
 |  restricted_investments = Fundamentals.restricted_investments::float64
 |  restricted_investments_asof_date = Fundamentals.restricted_investments_asof_date::datetime64[ns]
 |  restructring_and_mn_a_income = Fundamentals.restructring_and_mn_a_income::float64
 |  restructring_and_mn_a_income_asof_date = Fundamentals.restructring_and_mn_a_income_asof_date::datetime64[ns]
 |  restructuring_and_merger_and_acquisition_income = Fundamentals.restructuring_and_merger_and_acquisition_income::float64
 |  restructuring_and_merger_and_acquisition_income_asof_date = Fundamentals.restructuring_and_merger_and_acquisition_income_asof_date::datetime64[ns]
 |  restructuring_and_mergern_acquisition = Fundamentals.restructuring_and_mergern_acquisition::float64
 |  restructuring_and_mergern_acquisition_asof_date = Fundamentals.restructuring_and_mergern_acquisition_asof_date::datetime64[ns]
 |  retained_earnings = Fundamentals.retained_earnings::float64
 |  retained_earnings_asof_date = Fundamentals.retained_earnings_asof_date::datetime64[ns]
 |  revenue_growth = Fundamentals.revenue_growth::float64
 |  revenue_growth_asof_date = Fundamentals.revenue_growth_asof_date::datetime64[ns]
 |  revenues_cargo = Fundamentals.revenues_cargo::float64
 |  revenues_cargo_asof_date = Fundamentals.revenues_cargo_asof_date::datetime64[ns]
 |  revenues_passenger = Fundamentals.revenues_passenger::float64
 |  revenues_passenger_asof_date = Fundamentals.revenues_passenger_asof_date::datetime64[ns]
 |  roa = Fundamentals.roa::float64
 |  roa5_yr_avg = Fundamentals.roa5_yr_avg::float64
 |  roa5_yr_avg_asof_date = Fundamentals.roa5_yr_avg_asof_date::datetime64[ns]
 |  roa_asof_date = Fundamentals.roa_asof_date::datetime64[ns]
 |  roe = Fundamentals.roe::float64
 |  roe5_yr_avg = Fundamentals.roe5_yr_avg::float64
 |  roe5_yr_avg_asof_date = Fundamentals.roe5_yr_avg_asof_date::datetime64[ns]
 |  roe_asof_date = Fundamentals.roe_asof_date::datetime64[ns]
 |  roic = Fundamentals.roic::float64
 |  roic_asof_date = Fundamentals.roic_asof_date::datetime64[ns]
 |  salaries_and_wages = Fundamentals.salaries_and_wages::float64
 |  salaries_and_wages_asof_date = Fundamentals.salaries_and_wages_asof_date::datetime64[ns]
 |  sale_of_business = Fundamentals.sale_of_business::float64
 |  sale_of_business_asof_date = Fundamentals.sale_of_business_asof_date::datetime64[ns]
 |  sale_of_intangibles = Fundamentals.sale_of_intangibles::float64
 |  sale_of_intangibles_asof_date = Fundamentals.sale_of_intangibles_asof_date::datetime64[ns]
 |  sale_of_investment = Fundamentals.sale_of_investment::float64
 |  sale_of_investment_asof_date = Fundamentals.sale_of_investment_asof_date::datetime64[ns]
 |  sale_of_long_term_investments = Fundamentals.sale_of_long_term_investments::float64
 |  sale_of_long_term_investments_asof_date = Fundamentals.sale_of_long_term_investments_asof_date::datetime64[ns]
 |  sale_of_ppe = Fundamentals.sale_of_ppe::float64
 |  sale_of_ppe_asof_date = Fundamentals.sale_of_ppe_asof_date::datetime64[ns]
 |  sale_of_short_term_investments = Fundamentals.sale_of_short_term_investments::float64
 |  sale_of_short_term_investments_asof_date = Fundamentals.sale_of_short_term_investments_asof_date::datetime64[ns]
 |  sale_of_technology = Fundamentals.sale_of_technology::float64
 |  sale_of_technology_asof_date = Fundamentals.sale_of_technology_asof_date::datetime64[ns]
 |  saleof_joint_venture_associate = Fundamentals.saleof_joint_venture_associate::float64
 |  saleof_joint_venture_associate_asof_date = Fundamentals.saleof_joint_venture_associate_asof_date::datetime64[ns]
 |  saleof_subsidiaries = Fundamentals.saleof_subsidiaries::float64
 |  saleof_subsidiaries_asof_date = Fundamentals.saleof_subsidiaries_asof_date::datetime64[ns]
 |  sales_of_equity_securities = Fundamentals.sales_of_equity_securities::float64
 |  sales_of_equity_securities_asof_date = Fundamentals.sales_of_equity_securities_asof_date::datetime64[ns]
 |  sales_of_fixed_maturity_securities = Fundamentals.sales_of_fixed_maturity_securities::float64
 |  sales_of_fixed_maturity_securities_asof_date = Fundamentals.sales_of_fixed_maturity_securities_asof_date::datetime64[ns]
 |  sales_per_employee = Fundamentals.sales_per_employee::float64
 |  sales_per_employee_asof_date = Fundamentals.sales_per_employee_asof_date::datetime64[ns]
 |  sales_per_share = Fundamentals.sales_per_share::float64
 |  sales_per_share_asof_date = Fundamentals.sales_per_share_asof_date::datetime64[ns]
 |  sales_yield = Fundamentals.sales_yield::float64
 |  sales_yield_asof_date = Fundamentals.sales_yield_asof_date::datetime64[ns]
 |  securities_activities = Fundamentals.securities_activities::float64
 |  securities_activities_asof_date = Fundamentals.securities_activities_asof_date::datetime64[ns]
 |  securities_amortization = Fundamentals.securities_amortization::float64
 |  securities_amortization_asof_date = Fundamentals.securities_amortization_asof_date::datetime64[ns]
 |  securities_and_investments = Fundamentals.securities_and_investments::float64
 |  securities_and_investments_asof_date = Fundamentals.securities_and_investments_asof_date::datetime64[ns]
 |  securities_lending_collateral = Fundamentals.securities_lending_collateral::float64
 |  securities_lending_collateral_asof_date = Fundamentals.securities_lending_collateral_asof_date::datetime64[ns]
 |  securities_lending_payable = Fundamentals.securities_lending_payable::float64
 |  securities_lending_payable_asof_date = Fundamentals.securities_lending_payable_asof_date::datetime64[ns]
 |  securities_loaned = Fundamentals.securities_loaned::float64
 |  securities_loaned_asof_date = Fundamentals.securities_loaned_asof_date::datetime64[ns]
 |  security_agree_to_be_resell = Fundamentals.security_agree_to_be_resell::float64
 |  security_agree_to_be_resell_asof_date = Fundamentals.security_agree_to_be_resell_asof_date::datetime64[ns]
 |  security_borrowed = Fundamentals.security_borrowed::float64
 |  security_borrowed_asof_date = Fundamentals.security_borrowed_asof_date::datetime64[ns]
 |  security_sold_not_yet_repurchased = Fundamentals.security_sold_not_yet_repurchased::float64
 |  security_sold_not_yet_repurchased_asof_date = Fundamentals.security_sold_not_yet_repurchased_asof_date::datetime64[ns]
 |  security_type = Fundamentals.security_type::object
 |  security_type_asof_date = Fundamentals.security_type_asof_date::datetime64[ns]
 |  selling_and_marketing_expense = Fundamentals.selling_and_marketing_expense::float64
 |  selling_and_marketing_expense_asof_date = Fundamentals.selling_and_marketing_expense_asof_date::datetime64[ns]
 |  selling_expense = Fundamentals.selling_expense::float64
 |  selling_expense_asof_date = Fundamentals.selling_expense_asof_date::datetime64[ns]
 |  selling_general_and_administration = Fundamentals.selling_general_and_administration::float64
 |  selling_general_and_administration_asof_date = Fundamentals.selling_general_and_administration_asof_date::datetime64[ns]
 |  separate_account_assets = Fundamentals.separate_account_assets::float64
 |  separate_account_assets_asof_date = Fundamentals.separate_account_assets_asof_date::datetime64[ns]
 |  separate_account_business = Fundamentals.separate_account_business::float64
 |  separate_account_business_asof_date = Fundamentals.separate_account_business_asof_date::datetime64[ns]
 |  service_charge_on_depositor_accounts = Fundamentals.service_charge_on_depositor_accounts::float64
 |  service_charge_on_depositor_accounts_asof_date = Fundamentals.service_charge_on_depositor_accounts_asof_date::datetime64[ns]
 |  share_based_payments = Fundamentals.share_based_payments::float64
 |  share_based_payments_asof_date = Fundamentals.share_based_payments_asof_date::datetime64[ns]
 |  share_class_description = Fundamentals.share_class_description::object
 |  share_class_description_asof_date = Fundamentals.share_class_description_asof_date::datetime64[ns]
 |  share_class_level_shares_outstanding = Fundamentals.share_class_level_shares_outstanding::float64
 |  share_class_level_shares_outstanding_asof_date = Fundamentals.share_class_level_shares_outstanding_asof_date::datetime64[ns]
 |  share_class_status = Fundamentals.share_class_status::object
 |  share_class_status_asof_date = Fundamentals.share_class_status_asof_date::datetime64[ns]
 |  share_issued = Fundamentals.share_issued::float64
 |  share_issued_asof_date = Fundamentals.share_issued_asof_date::datetime64[ns]
 |  shareof_associates = Fundamentals.shareof_associates::float64
 |  shareof_associates_asof_date = Fundamentals.shareof_associates_asof_date::datetime64[ns]
 |  shareof_operating_profit_lossfrom_joint_ventures_and_associates = Fundamentals.shareof_operating_profit_lossfrom_joint_ventures_and_associates::float64
 |  shareof_operating_profit_lossfrom_joint_ventures_and_associates_asof_date = Fundamentals.shareof_operating_profit_lossfrom_j...ventures_and_associates_asof_date::datetime64[ns]
 |  shares_outstanding = Fundamentals.shares_outstanding::float64
 |  shares_outstanding_asof_date = Fundamentals.shares_outstanding_asof_date::datetime64[ns]
 |  shares_outstanding_with_balance_sheet_ending_date = Fundamentals.shares_outstanding_with_balance_sheet_ending_date::float64
 |  shares_outstanding_with_balance_sheet_ending_date_asof_date = Fundamentals.shares_outstanding_with_balance_sheet_ending_date_asof_date::datetime64[ns]
 |  short_description = Fundamentals.short_description::object
 |  short_description_asof_date = Fundamentals.short_description_asof_date::datetime64[ns]
 |  short_name = Fundamentals.short_name::object
 |  short_name_asof_date = Fundamentals.short_name_asof_date::datetime64[ns]
 |  short_term_debt_issuance = Fundamentals.short_term_debt_issuance::float64
 |  short_term_debt_issuance_asof_date = Fundamentals.short_term_debt_issuance_asof_date::datetime64[ns]
 |  short_term_debt_payments = Fundamentals.short_term_debt_payments::float64
 |  short_term_debt_payments_asof_date = Fundamentals.short_term_debt_payments_asof_date::datetime64[ns]
 |  short_term_investments_available_for_sale = Fundamentals.short_term_investments_available_for_sale::float64
 |  short_term_investments_available_for_sale_asof_date = Fundamentals.short_term_investments_available_for_sale_asof_date::datetime64[ns]
 |  short_term_investments_held_to_maturity = Fundamentals.short_term_investments_held_to_maturity::float64
 |  short_term_investments_held_to_maturity_asof_date = Fundamentals.short_term_investments_held_to_maturity_asof_date::datetime64[ns]
 |  short_term_investments_trading = Fundamentals.short_term_investments_trading::float64
 |  short_term_investments_trading_asof_date = Fundamentals.short_term_investments_trading_asof_date::datetime64[ns]
 |  sic = Fundamentals.sic::int64
 |  sic_asof_date = Fundamentals.sic_asof_date::datetime64[ns]
 |  size_score = Fundamentals.size_score::float64
 |  size_score_asof_date = Fundamentals.size_score_asof_date::datetime64[ns]
 |  social_security_costs = Fundamentals.social_security_costs::float64
 |  social_security_costs_asof_date = Fundamentals.social_security_costs_asof_date::datetime64[ns]
 |  special_charge = Fundamentals.special_charge::float64
 |  special_charge_asof_date = Fundamentals.special_charge_asof_date::datetime64[ns]
 |  special_income = Fundamentals.special_income::float64
 |  special_income_asof_date = Fundamentals.special_income_asof_date::datetime64[ns]
 |  special_income_charges = Fundamentals.special_income_charges::float64
 |  special_income_charges_asof_date = Fundamentals.special_income_charges_asof_date::datetime64[ns]
 |  staff_costs = Fundamentals.staff_costs::float64
 |  staff_costs_asof_date = Fundamentals.staff_costs_asof_date::datetime64[ns]
 |  standard_name = Fundamentals.standard_name::object
 |  standard_name_asof_date = Fundamentals.standard_name_asof_date::datetime64[ns]
 |  stock_based_compensation_cash_flow_statement = Fundamentals.stock_based_compensation_cash_flow_statement::float64
 |  stock_based_compensation_cash_flow_statement_asof_date = Fundamentals.stock_based_compensation_cash_flow_statement_asof_date::datetime64[ns]
 |  stock_based_compensation_income_statement = Fundamentals.stock_based_compensation_income_statement::float64
 |  stock_based_compensation_income_statement_asof_date = Fundamentals.stock_based_compensation_income_statement_asof_date::datetime64[ns]
 |  stock_type = Fundamentals.stock_type::int64
 |  stock_type_asof_date = Fundamentals.stock_type_asof_date::datetime64[ns]
 |  stockholders_equity = Fundamentals.stockholders_equity::float64
 |  stockholders_equity_asof_date = Fundamentals.stockholders_equity_asof_date::datetime64[ns]
 |  stockholders_equity_growth = Fundamentals.stockholders_equity_growth::float64
 |  stockholders_equity_growth_asof_date = Fundamentals.stockholders_equity_growth_asof_date::datetime64[ns]
 |  student_loan = Fundamentals.student_loan::float64
 |  student_loan_asof_date = Fundamentals.student_loan_asof_date::datetime64[ns]
 |  style_box = Fundamentals.style_box::int64
 |  style_box_asof_date = Fundamentals.style_box_asof_date::datetime64[ns]
 |  style_score = Fundamentals.style_score::float64
 |  style_score_asof_date = Fundamentals.style_score_asof_date::datetime64[ns]
 |  subordinated_liabilities = Fundamentals.subordinated_liabilities::float64
 |  subordinated_liabilities_asof_date = Fundamentals.subordinated_liabilities_asof_date::datetime64[ns]
 |  sustainable_growth_rate = Fundamentals.sustainable_growth_rate::float64
 |  sustainable_growth_rate_asof_date = Fundamentals.sustainable_growth_rate_asof_date::datetime64[ns]
 |  symbol = Fundamentals.symbol::object
 |  symbol_asof_date = Fundamentals.symbol_asof_date::datetime64[ns]
 |  tangible_book_value = Fundamentals.tangible_book_value::float64
 |  tangible_book_value_asof_date = Fundamentals.tangible_book_value_asof_date::datetime64[ns]
 |  tangible_book_value_per_share = Fundamentals.tangible_book_value_per_share::float64
 |  tangible_book_value_per_share_asof_date = Fundamentals.tangible_book_value_per_share_asof_date::datetime64[ns]
 |  tangible_bv_per_share3_yr_avg = Fundamentals.tangible_bv_per_share3_yr_avg::float64
 |  tangible_bv_per_share3_yr_avg_asof_date = Fundamentals.tangible_bv_per_share3_yr_avg_asof_date::datetime64[ns]
 |  tangible_bv_per_share5_yr_avg = Fundamentals.tangible_bv_per_share5_yr_avg::float64
 |  tangible_bv_per_share5_yr_avg_asof_date = Fundamentals.tangible_bv_per_share5_yr_avg_asof_date::datetime64[ns]
 |  tax_assets_total = Fundamentals.tax_assets_total::float64
 |  tax_assets_total_asof_date = Fundamentals.tax_assets_total_asof_date::datetime64[ns]
 |  tax_effect_of_unusual_items = Fundamentals.tax_effect_of_unusual_items::float64
 |  tax_effect_of_unusual_items_asof_date = Fundamentals.tax_effect_of_unusual_items_asof_date::datetime64[ns]
 |  tax_loss_carryforward_basic_eps_earnings_reports = Fundamentals.tax_loss_carryforward_basic_eps_earnings_reports::float64
 |  tax_loss_carryforward_basic_eps_earnings_reports_asof_date = Fundamentals.tax_loss_carryforward_basic_eps_earnings_reports_asof_date::datetime64[ns]
 |  tax_loss_carryforward_diluted_eps_earnings_reports = Fundamentals.tax_loss_carryforward_diluted_eps_earnings_reports::float64
 |  tax_loss_carryforward_diluted_eps_earnings_reports_asof_date = Fundamentals.tax_loss_carryforward_diluted_eps_earnings_reports_asof_date::datetime64[ns]
 |  tax_provision = Fundamentals.tax_provision::float64
 |  tax_provision_asof_date = Fundamentals.tax_provision_asof_date::datetime64[ns]
 |  tax_rate = Fundamentals.tax_rate::float64
 |  tax_rate_asof_date = Fundamentals.tax_rate_asof_date::datetime64[ns]
 |  tax_rate_for_calcs = Fundamentals.tax_rate_for_calcs::float64
 |  tax_rate_for_calcs_asof_date = Fundamentals.tax_rate_for_calcs_asof_date::datetime64[ns]
 |  taxes_assets_current = Fundamentals.taxes_assets_current::float64
 |  taxes_assets_current_asof_date = Fundamentals.taxes_assets_current_asof_date::datetime64[ns]
 |  taxes_receivable = Fundamentals.taxes_receivable::float64
 |  taxes_receivable_asof_date = Fundamentals.taxes_receivable_asof_date::datetime64[ns]
 |  taxes_refund_paid = Fundamentals.taxes_refund_paid::float64
 |  taxes_refund_paid_asof_date = Fundamentals.taxes_refund_paid_asof_date::datetime64[ns]
 |  taxes_refund_paid_direct = Fundamentals.taxes_refund_paid_direct::float64
 |  taxes_refund_paid_direct_asof_date = Fundamentals.taxes_refund_paid_direct_asof_date::datetime64[ns]
 |  time_deposits_placed_balance_sheet = Fundamentals.time_deposits_placed_balance_sheet::float64
 |  time_deposits_placed_balance_sheet_asof_date = Fundamentals.time_deposits_placed_balance_sheet_asof_date::datetime64[ns]
 |  time_deposits_placed_income_statement = Fundamentals.time_deposits_placed_income_statement::float64
 |  time_deposits_placed_income_statement_asof_date = Fundamentals.time_deposits_placed_income_statement_asof_date::datetime64[ns]
 |  total_adjustmentsfor_non_cash_items = Fundamentals.total_adjustmentsfor_non_cash_items::float64
 |  total_adjustmentsfor_non_cash_items_asof_date = Fundamentals.total_adjustmentsfor_non_cash_items_asof_date::datetime64[ns]
 |  total_asset_per_share = Fundamentals.total_asset_per_share::float64
 |  total_asset_per_share_asof_date = Fundamentals.total_asset_per_share_asof_date::datetime64[ns]
 |  total_assets = Fundamentals.total_assets::float64
 |  total_assets_asof_date = Fundamentals.total_assets_asof_date::datetime64[ns]
 |  total_assets_growth = Fundamentals.total_assets_growth::float64
 |  total_assets_growth_asof_date = Fundamentals.total_assets_growth_asof_date::datetime64[ns]
 |  total_assets_segmentation = Fundamentals.total_assets_segmentation::float64
 |  total_assets_segmentation_asof_date = Fundamentals.total_assets_segmentation_asof_date::datetime64[ns]
 |  total_capitalization = Fundamentals.total_capitalization::float64
 |  total_capitalization_asof_date = Fundamentals.total_capitalization_asof_date::datetime64[ns]
 |  total_debt = Fundamentals.total_debt::float64
 |  total_debt_asof_date = Fundamentals.total_debt_asof_date::datetime64[ns]
 |  total_debt_equity_ratio = Fundamentals.total_debt_equity_ratio::float64
 |  total_debt_equity_ratio_asof_date = Fundamentals.total_debt_equity_ratio_asof_date::datetime64[ns]
 |  total_debt_equity_ratio_growth = Fundamentals.total_debt_equity_ratio_growth::float64
 |  total_debt_equity_ratio_growth_asof_date = Fundamentals.total_debt_equity_ratio_growth_asof_date::datetime64[ns]
 |  total_deferred_credits_and_other_non_current_liabilities = Fundamentals.total_deferred_credits_and_other_non_current_liabilities::float64
 |  total_deferred_credits_and_other_non_current_liabilities_asof_date = Fundamentals.total_deferred_credits_and_other_non_current_liabilities_asof_date::datetime64[ns]
 |  total_deposits = Fundamentals.total_deposits::float64
 |  total_deposits_asof_date = Fundamentals.total_deposits_asof_date::datetime64[ns]
 |  total_dividend_paymentof_equity_shares = Fundamentals.total_dividend_paymentof_equity_shares::float64
 |  total_dividend_paymentof_equity_shares_asof_date = Fundamentals.total_dividend_paymentof_equity_shares_asof_date::datetime64[ns]
 |  total_dividend_paymentof_non_equity_shares = Fundamentals.total_dividend_paymentof_non_equity_shares::float64
 |  total_dividend_paymentof_non_equity_shares_asof_date = Fundamentals.total_dividend_paymentof_non_equity_shares_asof_date::datetime64[ns]
 |  total_dividend_per_share_earnings_reports = Fundamentals.total_dividend_per_share_earnings_reports::float64
 |  total_dividend_per_share_earnings_reports_asof_date = Fundamentals.total_dividend_per_share_earnings_reports_asof_date::datetime64[ns]
 |  total_employee_number = Fundamentals.total_employee_number::float64
 |  total_employee_number_asof_date = Fundamentals.total_employee_number_asof_date::datetime64[ns]
 |  total_equity = Fundamentals.total_equity::float64
 |  total_equity_asof_date = Fundamentals.total_equity_asof_date::datetime64[ns]
 |  total_equity_gross_minority_interest = Fundamentals.total_equity_gross_minority_interest::float64
 |  total_equity_gross_minority_interest_asof_date = Fundamentals.total_equity_gross_minority_interest_asof_date::datetime64[ns]
 |  total_expenses = Fundamentals.total_expenses::float64
 |  total_expenses_asof_date = Fundamentals.total_expenses_asof_date::datetime64[ns]
 |  total_investments = Fundamentals.total_investments::float64
 |  total_investments_asof_date = Fundamentals.total_investments_asof_date::datetime64[ns]
 |  total_liabilities = Fundamentals.total_liabilities::float64
 |  total_liabilities_asof_date = Fundamentals.total_liabilities_asof_date::datetime64[ns]
 |  total_liabilities_growth = Fundamentals.total_liabilities_growth::float64
 |  total_liabilities_growth_asof_date = Fundamentals.total_liabilities_growth_asof_date::datetime64[ns]
 |  total_liabilities_net_minority_interest = Fundamentals.total_liabilities_net_minority_interest::float64
 |  total_liabilities_net_minority_interest_asof_date = Fundamentals.total_liabilities_net_minority_interest_asof_date::datetime64[ns]
 |  total_money_market_investments = Fundamentals.total_money_market_investments::float64
 |  total_money_market_investments_asof_date = Fundamentals.total_money_market_investments_asof_date::datetime64[ns]
 |  total_non_current_assets = Fundamentals.total_non_current_assets::float64
 |  total_non_current_assets_asof_date = Fundamentals.total_non_current_assets_asof_date::datetime64[ns]
 |  total_non_current_liabilities = Fundamentals.total_non_current_liabilities::float64
 |  total_non_current_liabilities_asof_date = Fundamentals.total_non_current_liabilities_asof_date::datetime64[ns]
 |  total_non_current_liabilities_net_minority_interest = Fundamentals.total_non_current_liabilities_net_minority_interest::float64
 |  total_non_current_liabilities_net_minority_interest_asof_date = Fundamentals.total_non_current_liabilities_net_minority_interest_asof_date::datetime64[ns]
 |  total_other_finance_cost = Fundamentals.total_other_finance_cost::float64
 |  total_other_finance_cost_asof_date = Fundamentals.total_other_finance_cost_asof_date::datetime64[ns]
 |  total_partnership_capital = Fundamentals.total_partnership_capital::float64
 |  total_partnership_capital_asof_date = Fundamentals.total_partnership_capital_asof_date::datetime64[ns]
 |  total_premiums_earned = Fundamentals.total_premiums_earned::float64
 |  total_premiums_earned_asof_date = Fundamentals.total_premiums_earned_asof_date::datetime64[ns]
 |  total_revenue = Fundamentals.total_revenue::float64
 |  total_revenue_asof_date = Fundamentals.total_revenue_asof_date::datetime64[ns]
 |  total_tax_payable = Fundamentals.total_tax_payable::float64
 |  total_tax_payable_asof_date = Fundamentals.total_tax_payable_asof_date::datetime64[ns]
 |  total_unusual_items = Fundamentals.total_unusual_items::float64
 |  total_unusual_items_asof_date = Fundamentals.total_unusual_items_asof_date::datetime64[ns]
 |  total_unusual_items_excluding_goodwill = Fundamentals.total_unusual_items_excluding_goodwill::float64
 |  total_unusual_items_excluding_goodwill_asof_date = Fundamentals.total_unusual_items_excluding_goodwill_asof_date::datetime64[ns]
 |  total_yield = Fundamentals.total_yield::float64
 |  total_yield_asof_date = Fundamentals.total_yield_asof_date::datetime64[ns]
 |  trade_and_other_receivables_non_current = Fundamentals.trade_and_other_receivables_non_current::float64
 |  trade_and_other_receivables_non_current_asof_date = Fundamentals.trade_and_other_receivables_non_current_asof_date::datetime64[ns]
 |  tradeand_other_payables_non_current = Fundamentals.tradeand_other_payables_non_current::float64
 |  tradeand_other_payables_non_current_asof_date = Fundamentals.tradeand_other_payables_non_current_asof_date::datetime64[ns]
 |  trading_and_other_receivable = Fundamentals.trading_and_other_receivable::float64
 |  trading_and_other_receivable_asof_date = Fundamentals.trading_and_other_receivable_asof_date::datetime64[ns]
 |  trading_assets = Fundamentals.trading_assets::float64
 |  trading_assets_asof_date = Fundamentals.trading_assets_asof_date::datetime64[ns]
 |  trading_gain_loss = Fundamentals.trading_gain_loss::float64
 |  trading_gain_loss_asof_date = Fundamentals.trading_gain_loss_asof_date::datetime64[ns]
 |  trading_liabilities = Fundamentals.trading_liabilities::float64
 |  trading_liabilities_asof_date = Fundamentals.trading_liabilities_asof_date::datetime64[ns]
 |  trading_securities = Fundamentals.trading_securities::float64
 |  trading_securities_asof_date = Fundamentals.trading_securities_asof_date::datetime64[ns]
 |  tradingand_financial_liabilities = Fundamentals.tradingand_financial_liabilities::float64
 |  tradingand_financial_liabilities_asof_date = Fundamentals.tradingand_financial_liabilities_asof_date::datetime64[ns]
 |  trailing_calculation_style = Fundamentals.trailing_calculation_style::object
 |  trailing_calculation_style_asof_date = Fundamentals.trailing_calculation_style_asof_date::datetime64[ns]
 |  trailing_dividend_yield = Fundamentals.trailing_dividend_yield::float64
 |  trailing_dividend_yield_asof_date = Fundamentals.trailing_dividend_yield_asof_date::datetime64[ns]
 |  transportation_revenue = Fundamentals.transportation_revenue::float64
 |  transportation_revenue_asof_date = Fundamentals.transportation_revenue_asof_date::datetime64[ns]
 |  treasury_shares_number = Fundamentals.treasury_shares_number::float64
 |  treasury_shares_number_asof_date = Fundamentals.treasury_shares_number_asof_date::datetime64[ns]
 |  treasury_stock = Fundamentals.treasury_stock::float64
 |  treasury_stock_asof_date = Fundamentals.treasury_stock_asof_date::datetime64[ns]
 |  trust_feesby_commissions = Fundamentals.trust_feesby_commissions::float64
 |  trust_feesby_commissions_asof_date = Fundamentals.trust_feesby_commissions_asof_date::datetime64[ns]
 |  trust_preferred_securities_balance_sheet = Fundamentals.trust_preferred_securities_balance_sheet::float64
 |  trust_preferred_securities_balance_sheet_asof_date = Fundamentals.trust_preferred_securities_balance_sheet_asof_date::datetime64[ns]
 |  trust_preferred_securities_income_statement = Fundamentals.trust_preferred_securities_income_statement::float64
 |  trust_preferred_securities_income_statement_asof_date = Fundamentals.trust_preferred_securities_income_statement_asof_date::datetime64[ns]
 |  two_years_forward_earning_yield = Fundamentals.two_years_forward_earning_yield::float64
 |  two_years_forward_earning_yield_asof_date = Fundamentals.two_years_forward_earning_yield_asof_date::datetime64[ns]
 |  two_years_forward_pe_ratio = Fundamentals.two_years_forward_pe_ratio::float64
 |  two_years_forward_pe_ratio_asof_date = Fundamentals.two_years_forward_pe_ratio_asof_date::datetime64[ns]
 |  unallocated_surplus = Fundamentals.unallocated_surplus::float64
 |  unallocated_surplus_asof_date = Fundamentals.unallocated_surplus_asof_date::datetime64[ns]
 |  unbilled_receivables = Fundamentals.unbilled_receivables::float64
 |  unbilled_receivables_asof_date = Fundamentals.unbilled_receivables_asof_date::datetime64[ns]
 |  unclassified_current_assets = Fundamentals.unclassified_current_assets::float64
 |  unclassified_current_assets_asof_date = Fundamentals.unclassified_current_assets_asof_date::datetime64[ns]
 |  underwriting_expenses = Fundamentals.underwriting_expenses::float64
 |  underwriting_expenses_asof_date = Fundamentals.underwriting_expenses_asof_date::datetime64[ns]
 |  unearned_income = Fundamentals.unearned_income::float64
 |  unearned_income_asof_date = Fundamentals.unearned_income_asof_date::datetime64[ns]
 |  unearned_premiums = Fundamentals.unearned_premiums::float64
 |  unearned_premiums_asof_date = Fundamentals.unearned_premiums_asof_date::datetime64[ns]
 |  unpaid_loss_and_loss_reserve = Fundamentals.unpaid_loss_and_loss_reserve::float64
 |  unpaid_loss_and_loss_reserve_asof_date = Fundamentals.unpaid_loss_and_loss_reserve_asof_date::datetime64[ns]
 |  unrealized_gain_loss = Fundamentals.unrealized_gain_loss::float64
 |  unrealized_gain_loss_asof_date = Fundamentals.unrealized_gain_loss_asof_date::datetime64[ns]
 |  unrealized_gain_loss_on_investment_securities = Fundamentals.unrealized_gain_loss_on_investment_securities::float64
 |  unrealized_gain_loss_on_investment_securities_asof_date = Fundamentals.unrealized_gain_loss_on_investment_securities_asof_date::datetime64[ns]
 |  unrealized_gains_losses_on_derivatives = Fundamentals.unrealized_gains_losses_on_derivatives::float64
 |  unrealized_gains_losses_on_derivatives_asof_date = Fundamentals.unrealized_gains_losses_on_derivatives_asof_date::datetime64[ns]
 |  value_score = Fundamentals.value_score::float64
 |  value_score_asof_date = Fundamentals.value_score_asof_date::datetime64[ns]
 |  wagesand_salaries = Fundamentals.wagesand_salaries::float64
 |  wagesand_salaries_asof_date = Fundamentals.wagesand_salaries_asof_date::datetime64[ns]
 |  water_production = Fundamentals.water_production::float64
 |  water_production_asof_date = Fundamentals.water_production_asof_date::datetime64[ns]
 |  work_in_process = Fundamentals.work_in_process::float64
 |  work_in_process_asof_date = Fundamentals.work_in_process_asof_date::datetime64[ns]
 |  work_performedby_entityand_capitalized = Fundamentals.work_performedby_entityand_capitalized::float64
 |  work_performedby_entityand_capitalized_asof_date = Fundamentals.work_performedby_entityand_capitalized_asof_date::datetime64[ns]
 |  working_capital = Fundamentals.working_capital::float64
 |  working_capital_asof_date = Fundamentals.working_capital_asof_date::datetime64[ns]
 |  working_capital_per_share = Fundamentals.working_capital_per_share::float64
 |  working_capital_per_share3_yr_avg = Fundamentals.working_capital_per_share3_yr_avg::float64
 |  working_capital_per_share3_yr_avg_asof_date = Fundamentals.working_capital_per_share3_yr_avg_asof_date::datetime64[ns]
 |  working_capital_per_share5_yr_avg = Fundamentals.working_capital_per_share5_yr_avg::float64
 |  working_capital_per_share5_yr_avg_asof_date = Fundamentals.working_capital_per_share5_yr_avg_asof_date::datetime64[ns]
 |  working_capital_per_share_asof_date = Fundamentals.working_capital_per_share_asof_date::datetime64[ns]
 |  working_capital_turnover_ratio = Fundamentals.working_capital_turnover_ratio::float64
 |  working_capital_turnover_ratio_asof_date = Fundamentals.working_capital_turnover_ratio_asof_date::datetime64[ns]
 |  write_down = Fundamentals.write_down::float64
 |  write_down_asof_date = Fundamentals.write_down_asof_date::datetime64[ns]
 |  write_off = Fundamentals.write_off::float64
 |  write_off_asof_date = Fundamentals.write_off_asof_date::datetime64[ns]
 |  yearof_establishment = Fundamentals.yearof_establishment::object
 |  yearof_establishment_asof_date = Fundamentals.yearof_establishment_asof_date::datetime64[ns]
 |  ----------------------------------------------------------------------
 |  Data descriptors inherited from zipline.pipeline.data.dataset.DataSet:
 |  
 |  __dict__
 |      dictionary for instance variables (if defined)
 |  
 |  __weakref__
 |      list of weak references to the object (if defined)
 |  
 |  ----------------------------------------------------------------------
 |  Data and other attributes inherited from zipline.pipeline.data.dataset.DataSet:
 |  
 |  domain = None
 |  
 |  ndim = 2

In [3]:
class RateOfChangePercentage(CustomFactor):
    inputs = [USEquityPricing.close]
    window_length = 2

    def compute(self, today, assets, out, prices):
        out[:] = (prices[-1] / prices[-2]) -1
In [4]:
def make_pipeline():
    #Step1. get all NYSE stocks
    exchange = Fundamentals.exchange_id.latest
    nyse_filter = exchange.eq('NYS')

    #Step 2. Top 100 traded NYSE stocks by dollar volume
    dollar_volume = AverageDollarVolume(window_length=30)
    high_dollar_volume2 = dollar_volume.top(100)

    #Step 3. Create screen so that we can only have those top 100
    top_100 = high_dollar_volume2

    #step 4. Compute the returns over this period
    returns = RateOfChangePercentage(inputs=[USEquityPricing.close], window_length=2, mask=high_dollar_volume2)

    #Test and see what we get with built in Returns factor
    returns_built_in = DailyReturns(inputs=[USEquityPricing.close], window_length=2, mask=high_dollar_volume2)

    return Pipeline(columns={  
        'Stock': high_dollar_volume2,  
        'Daily Returns': returns,
        'returns_built_in': returns_built_in,
        },
        screen=top_100)
In [5]:
start = '2016-12-01'
end = '2016-12-31'
        
result_mean_reversion = run_pipeline(make_pipeline(), start, end)
result_mean_reversion
Out[5]:
Daily Returns Stock returns_built_in
2016-12-01 00:00:00+00:00 Equity(24 [AAPL]) -0.008434 True -0.008434
Equity(357 [TWX]) -0.010439 True -0.010439
Equity(368 [AMGN]) -0.013151 True -0.013151
Equity(698 [BA]) -0.006792 True -0.006792
Equity(700 [BAC]) 0.045241 True 0.045241
Equity(980 [BMY]) 0.001064 True 0.001064
Equity(1267 [CAT]) 0.017014 True 0.017014
Equity(1335 [C]) 0.015847 True 0.015847
Equity(1406 [CELG]) -0.029641 True -0.029641
Equity(1637 [CMCS_A]) -0.008839 True -0.008839
Equity(1900 [CSCO]) 0.000000 True 0.000000
Equity(2174 [DIA]) 0.000732 True 0.000732
Equity(2190 [DIS]) -0.005017 True -0.005017
Equity(3149 [GE]) -0.008693 True -0.008693
Equity(3212 [GILD]) -0.015759 True -0.015759
Equity(3496 [HD]) -0.001080 True -0.001080
Equity(3766 [IBM]) -0.007581 True -0.007581
Equity(3951 [INTC]) -0.016856 True -0.016856
Equity(4151 [JNJ]) -0.009919 True -0.009919
Equity(4283 [KO]) -0.019193 True -0.019193
Equity(4521 [LOW]) -0.002403 True -0.002403
Equity(4707 [MCD]) -0.011269 True -0.011269
Equity(4758 [MDT]) -0.005857 True -0.005857
Equity(4799 [CVS]) 0.013442 True 0.013442
Equity(5029 [MRK]) -0.015595 True -0.015595
Equity(5061 [MSFT]) -0.013748 True -0.013748
Equity(5121 [MU]) 0.005664 True 0.005664
Equity(5923 [PFE]) 0.007172 True 0.007172
Equity(5938 [PG]) -0.005187 True -0.005187
Equity(6295 [QCOM]) 0.020521 True 0.020521
... ... ... ... ...
2017-01-03 00:00:00+00:00 Equity(23921 [TLT]) 0.001513 True 0.001513
Equity(24705 [EEM]) -0.006809 True -0.006809
Equity(25006 [JPM]) 0.005239 True 0.005239
Equity(25485 [AGG]) 0.002133 True 0.002133
Equity(26401 [CRM]) -0.009689 True -0.009689
Equity(26578 [GOOG_L]) -0.012718 True -0.012718
Equity(26703 [FXI]) -0.002585 True -0.002585
Equity(26807 [GLD]) -0.006347 True -0.006347
Equity(27102 [VWO]) -0.005281 True -0.005281
Equity(28320 [USO]) 0.000000 True 0.000000
Equity(32133 [GDX]) -0.041322 True -0.041322
Equity(32278 [KRE]) 0.003976 True 0.003976
Equity(32279 [XOP]) -0.005282 True -0.005282
Equity(33655 [HYG]) 0.000578 True 0.000578
Equity(35175 [JNK]) 0.000687 True 0.000687
Equity(35920 [V]) -0.002170 True -0.002170
Equity(37515 [TNA]) -0.011220 True -0.011220
Equity(38054 [VXX]) 0.019584 True 0.019584
Equity(38650 [AVGO]) -0.017068 True -0.017068
Equity(38926 [GDXJ]) -0.054426 True -0.054426
Equity(39840 [TSLA]) -0.004333 True -0.004333
Equity(40107 [VOO]) -0.003690 True -0.003690
Equity(40430 [GM]) -0.008535 True -0.008535
Equity(40516 [XIV]) -0.019030 True -0.019030
Equity(40553 [NUGT]) -0.125888 True -0.125888
Equity(40554 [DUST]) 0.123234 True 0.123234
Equity(42950 [FB]) -0.010400 True -0.010400
Equity(43694 [ABBV]) -0.001912 True -0.001912
Equity(46631 [GOOG]) -0.013605 True -0.013605
Equity(47740 [BABA]) 0.005267 True 0.005267

2200 rows × 3 columns