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Financials¶
Individual¶
p_balance_sheet¶
- Description: Retrieves balance sheet data for given symbol(s)
- Return:
pandas.DataFrame
- Arguments
Argument | Type | Default | Required | Options |
---|---|---|---|---|
frequency | str |
a |
optional | Annual - a Quarter - q |
trailing | bool |
True |
optional | True False |
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
df = aapl.p_balance_sheet()
df.head()
symbol | asOfDate | periodType | AccountsPayable | AccountsReceivable | AccumulatedDepreciation | AdditionalPaidInCapital | AllowanceForDoubtfulAccountsReceivable | AvailableForSaleSecurities | BuildingsAndImprovements | CapitalStock | CashAndCashEquivalents | CashCashEquivalentsAndShortTermInvestments | CashEquivalents | CashFinancial | CommercialPaper | CommonStock | CommonStockEquity | CurrentAccruedExpenses | CurrentAssets | CurrentDebt | CurrentDebtAndCapitalLeaseObligation | CurrentDeferredAssets | CurrentDeferredLiabilities | CurrentDeferredRevenue | CurrentDeferredTaxesAssets | CurrentLiabilities | CurrentNotesPayable | FinishedGoods | ForeignCurrencyTranslationAdjustments | GainsLossesNotAffectingRetainedEarnings | Goodwill | GoodwillAndOtherIntangibleAssets | GrossAccountsReceivable | GrossPPE | IncomeTaxPayable | Inventory | InvestedCapital | InvestmentinFinancialAssets | InvestmentsAndAdvances | LandAndImprovements | Leases | LongTermDebt | LongTermDebtAndCapitalLeaseObligation | MachineryFurnitureEquipment | NetDebt | NetPPE | NetTangibleAssets | NonCurrentDeferredAssets | NonCurrentDeferredLiabilities | NonCurrentDeferredRevenue | NonCurrentDeferredTaxesAssets | NonCurrentDeferredTaxesLiabilities | NonCurrentPrepaidAssets | OrdinarySharesNumber | OtherCurrentAssets | OtherCurrentBorrowings | OtherCurrentLiabilities | OtherEquityAdjustments | OtherEquityInterest | OtherIntangibleAssets | OtherNonCurrentAssets | OtherNonCurrentLiabilities | OtherPayable | OtherProperties | OtherReceivables | OtherShortTermInvestments | Payables | PayablesAndAccruedExpenses | PensionandOtherPostRetirementBenefitPlansCurrent | PreferredStock | PreferredStockEquity | PrepaidAssets | Properties | RawMaterials | Receivables | RetainedEarnings | ShareIssued | StockholdersEquity | TangibleBookValue | TotalAssets | TotalCapitalization | TotalDebt | TotalEquityGrossMinorityInterest | TotalLiabilitiesNetMinorityInterest | TotalNonCurrentAssets | TotalNonCurrentLiabilitiesNetMinorityInterest | TotalTaxPayable | TradeandOtherPayablesNonCurrent | WorkInProcess | WorkingCapital |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
aapl | 1985-09-30 00:00:00 | 12M | nan | nan | -8.52e+07 | nan | nan | nan | nan | nan | 3.37e+08 | 3.37e+08 | nan | nan | nan | nan | 5.505e+08 | nan | 8.221e+08 | nan | nan | nan | nan | nan | nan | 2.954e+08 | nan | nan | nan | nan | nan | nan | nan | 1.756e+08 | nan | 1.67e+08 | 5.505e+08 | nan | nan | nan | nan | nan | nan | nan | nan | 9.04e+07 | 5.505e+08 | nan | 9.03e+07 | nan | nan | 9.03e+07 | nan | 3.4636e+09 | 9.79e+07 | nan | nan | nan | 2.302e+08 | nan | 2.37e+07 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 2.202e+08 | 3.203e+08 | 3.4636e+09 | 5.505e+08 | 5.505e+08 | 9.362e+08 | 5.505e+08 | nan | 5.505e+08 | 3.857e+08 | 1.141e+08 | 9.03e+07 | nan | nan | nan | 5.267e+08 |
aapl | 1986-09-30 00:00:00 | 12M | nan | nan | -1.147e+08 | nan | nan | nan | nan | nan | 5.762e+08 | 5.762e+08 | nan | nan | nan | nan | 6.941e+08 | nan | 1.0409e+09 | nan | nan | nan | nan | nan | nan | 3.285e+08 | nan | nan | nan | nan | nan | nan | nan | 2.22e+08 | nan | 1.087e+08 | 6.941e+08 | nan | nan | nan | nan | nan | nan | nan | nan | 1.073e+08 | 6.941e+08 | nan | 1.375e+08 | nan | nan | 1.375e+08 | nan | 3.50717e+09 | 9.29e+07 | nan | nan | nan | 2.198e+08 | nan | 1.19e+07 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 2.631e+08 | 4.743e+08 | 3.50717e+09 | 6.941e+08 | 6.941e+08 | 1.1601e+09 | 6.941e+08 | nan | 6.941e+08 | 4.66e+08 | 1.192e+08 | 1.375e+08 | nan | nan | nan | 7.124e+08 |
aapl | 1987-09-30 00:00:00 | 12M | nan | nan | -1.587e+08 | nan | nan | nan | nan | nan | 5.651e+08 | 5.651e+08 | nan | nan | nan | nan | 8.365e+08 | nan | 1.3074e+09 | nan | nan | nan | nan | nan | nan | 4.787e+08 | nan | nan | nan | nan | nan | nan | nan | 2.891e+08 | nan | 2.258e+08 | 8.365e+08 | nan | nan | nan | nan | nan | nan | nan | nan | 1.304e+08 | 8.365e+08 | nan | 1.628e+08 | nan | nan | 1.628e+08 | nan | 3.53046e+09 | 1.109e+08 | nan | nan | nan | 2.634e+08 | nan | 4.01e+07 | -100000 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 4.056e+08 | 5.731e+08 | 3.53046e+09 | 8.365e+08 | 8.365e+08 | 1.4779e+09 | 8.365e+08 | nan | 8.365e+08 | 6.414e+08 | 1.705e+08 | 1.627e+08 | nan | nan | nan | 8.287e+08 |
aapl | 1988-09-30 00:00:00 | 12M | nan | nan | -2.13e+08 | nan | nan | nan | nan | nan | 5.457e+08 | 5.457e+08 | nan | nan | nan | nan | 1.0034e+09 | nan | 1.783e+09 | 1.279e+08 | 1.279e+08 | nan | nan | nan | nan | 8.271e+08 | nan | nan | nan | nan | nan | nan | nan | 4.204e+08 | nan | 4.615e+08 | 1.1313e+09 | nan | nan | nan | nan | nan | nan | nan | nan | 2.074e+08 | 1.0034e+09 | nan | 2.516e+08 | nan | nan | 2.516e+08 | nan | 3.4375e+09 | 1.37e+08 | nan | 6.992e+08 | nan | 2.269e+08 | nan | 9.17e+07 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 6.388e+08 | 7.765e+08 | 3.4375e+09 | 1.0034e+09 | 1.0034e+09 | 2.0821e+09 | 1.0034e+09 | 1.279e+08 | 1.0034e+09 | 1.0787e+09 | 2.991e+08 | 2.516e+08 | nan | nan | nan | 9.559e+08 |
aapl | 1989-09-30 00:00:00 | 12M | 3.342e+08 | nan | -3.091e+08 | nan | nan | nan | nan | nan | 4.383e+08 | 4.383e+08 | nan | nan | nan | nan | 1.4857e+09 | nan | 2.2944e+09 | 5.68e+07 | 5.68e+07 | nan | nan | nan | nan | 8.953e+08 | nan | nan | nan | nan | nan | nan | nan | 6.433e+08 | nan | 4.754e+08 | 1.5425e+09 | nan | nan | nan | nan | nan | nan | nan | nan | 3.342e+08 | 1.4857e+09 | nan | 3.629e+08 | nan | nan | 3.629e+08 | nan | 3.53556e+09 | 5.879e+08 | nan | 5.043e+08 | nan | 3.098e+08 | nan | 1.153e+08 | nan | nan | nan | nan | nan | 3.342e+08 | 3.342e+08 | nan | nan | nan | nan | nan | nan | 7.928e+08 | 1.1759e+09 | 3.53556e+09 | 1.4857e+09 | 1.4857e+09 | 2.7439e+09 | 1.4857e+09 | 5.68e+07 | 1.4857e+09 | 1.2582e+09 | 4.495e+08 | 3.629e+08 | nan | nan | nan | 1.3991e+09 |
p_cash_flow¶
- Description: Retrieves cash flow data for given symbol(s)
- Return:
pandas.DataFrame
- Arguments
Argument | Type | Default | Required | Options |
---|---|---|---|---|
frequency | str |
a |
optional | Annual - a Quarter - q |
trailing | bool |
True |
optional | True False |
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
df = aapl.p_cash_flow()
df.head()
symbol | asOfDate | periodType | BeginningCashPosition | CapitalExpenditure | CashDividendsPaid | CashFlowFromContinuingFinancingActivities | ChangeInAccountPayable | ChangeInCashSupplementalAsReported | ChangeInInventory | ChangeInWorkingCapital | ChangesInAccountReceivables | CommonStockIssuance | DeferredIncomeTax | DepreciationAndAmortization | EndCashPosition | FreeCashFlow | InvestingCashFlow | NetIncome | NetOtherFinancingCharges | NetOtherInvestingChanges | OperatingCashFlow | OtherNonCashItems | PurchaseOfBusiness | PurchaseOfInvestment | RepaymentOfDebt | RepurchaseOfCapitalStock | SaleOfInvestment | StockBasedCompensation |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
aapl | 1985-09-30 00:00:00 | 12M | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 6.12e+07 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
aapl | 1986-09-30 00:00:00 | 12M | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 1.54e+08 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
aapl | 1987-09-30 00:00:00 | 12M | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 2.175e+08 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
aapl | 1988-09-30 00:00:00 | 12M | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 4.003e+08 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
aapl | 1989-09-30 00:00:00 | 12M | 3.724e+08 | -2.39e+08 | -5.03e+07 | -3.83e+07 | nan | 6.59e+07 | -1.39e+07 | -1.09e+08 | nan | 9.6e+07 | 1.113e+08 | 1.248e+08 | 0 | 2.683e+08 | -4.031e+08 | 4.54e+08 | nan | 3.32e+07 | 5.073e+08 | 100000 | nan | -9.847e+08 | nan | -1.29e+07 | 7.874e+08 | nan |
p_income_statement¶
- Description: Retrieves income statement data for most recent four quarters or most recent four years as well as trailing 12 months.
- Return:
pandas.DataFrame
- Arguments
Argument | Type | Default | Required | Options |
---|---|---|---|---|
frequency | str |
a |
optional | Annual - a Quarter - q |
trailing | bool |
True |
optional | True False |
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
df = aapl.income_statement()
df.head()
symbol | asOfDate | periodType | BasicAverageShares | BasicEPS | CostOfRevenue | DepreciationAmortizationDepletionIncomeStatement | DepreciationAndAmortizationInIncomeStatement | DilutedAverageShares | DilutedEPS | DilutedNIAvailtoComStockholders | EBIT | EBITDA | EarningsFromEquityInterest | GainOnSaleOfSecurity | GrossProfit | InterestExpense | InterestExpenseNonOperating | InterestIncome | InterestIncomeNonOperating | NetIncome | NetIncomeCommonStockholders | NetIncomeContinuousOperations | NetIncomeExtraordinary | NetIncomeFromContinuingAndDiscontinuedOperation | NetIncomeFromContinuingOperationNetMinorityInterest | NetIncomeFromTaxLossCarryforward | NetIncomeIncludingNoncontrollingInterests | NetInterestIncome | NetNonOperatingInterestIncomeExpense | NormalizedEBITDA | NormalizedIncome | OperatingExpense | OperatingIncome | OperatingRevenue | OtherIncomeExpense | OtherNonOperatingIncomeExpenses | OtherOperatingExpenses | OtherSpecialCharges | PretaxIncome | ReconciledCostOfRevenue | ReconciledDepreciation | ResearchAndDevelopment | RestructuringAndMergernAcquisition | SellingGeneralAndAdministration | SpecialIncomeCharges | TaxEffectOfUnusualItems | TaxProvision | TaxRateForCalcs | TotalExpenses | TotalOperatingIncomeAsReported | TotalOtherFinanceCost | TotalRevenue | TotalUnusualItems | TotalUnusualItemsExcludingGoodwill |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
aapl | 1985-09-30 00:00:00 | 12M | 3.4272e+09 | 0.017857 | 1.076e+09 | 4.18e+07 | 4.18e+07 | 3.4272e+09 | 0.017857 | 6.12e+07 | 1.473e+08 | nan | nan | nan | 8.423e+08 | nan | nan | nan | nan | 6.12e+07 | 6.12e+07 | 6.12e+07 | nan | 6.12e+07 | 6.12e+07 | nan | 6.12e+07 | nan | nan | 2.163e+08 | 7.752e+07 | 6.95e+08 | 1.473e+08 | 1.9183e+09 | -2.72e+07 | nan | nan | nan | 1.2e+08 | 1.076e+09 | 4.18e+07 | nan | nan | 6.532e+08 | -2.72e+07 | -1.088e+07 | 5.88e+07 | 0.4 | 1.771e+09 | 1.473e+08 | nan | 1.9183e+09 | -2.72e+07 | -2.72e+07 |
aapl | 1986-09-30 00:00:00 | 12M | 3.59333e+09 | 0.042857 | 8.4e+08 | 5.11e+07 | 5.11e+07 | 3.59333e+09 | 0.042857 | 1.54e+08 | 2.735e+08 | nan | nan | nan | 1.0619e+09 | nan | nan | nan | nan | 1.54e+08 | 1.54e+08 | 1.54e+08 | nan | 1.54e+08 | 1.54e+08 | nan | 1.54e+08 | nan | nan | 2.884e+08 | 1.3228e+08 | 7.884e+08 | 2.735e+08 | 1.9019e+09 | 3.62e+07 | nan | nan | nan | 3.098e+08 | 8.4e+08 | 5.11e+07 | nan | nan | 7.373e+08 | 3.62e+07 | 1.448e+07 | 1.558e+08 | 0.4 | 1.6284e+09 | 2.735e+08 | nan | 1.9019e+09 | 3.62e+07 | 3.62e+07 |
aapl | 1987-09-30 00:00:00 | 12M | 3.66867e+09 | 0.059286 | 1.2257e+09 | 7.05e+07 | 7.05e+07 | 3.66867e+09 | 0.059286 | 2.175e+08 | 3.715e+08 | nan | nan | nan | 1.4354e+09 | nan | nan | nan | nan | 2.175e+08 | 2.175e+08 | 2.175e+08 | nan | 2.175e+08 | 2.175e+08 | nan | 2.175e+08 | nan | nan | 4.031e+08 | 1.9416e+08 | 1.0639e+09 | 3.715e+08 | 2.6611e+09 | 3.89e+07 | nan | nan | nan | 4.104e+08 | 1.2257e+09 | 7.05e+07 | nan | nan | 9.934e+08 | 3.89e+07 | 1.556e+07 | 1.929e+08 | 0.4 | 2.2896e+09 | 3.715e+08 | nan | 2.6611e+09 | 3.89e+07 | 3.89e+07 |
aapl | 1988-09-30 00:00:00 | 12M | 3.63909e+09 | 0.11 | 1.9132e+09 | 7.77e+07 | 7.77e+07 | 3.63909e+09 | 0.11 | 4.003e+08 | 6.203e+08 | nan | nan | nan | 2.1582e+09 | nan | nan | nan | nan | 4.003e+08 | 4.003e+08 | 4.003e+08 | nan | 4.003e+08 | 4.003e+08 | nan | 4.003e+08 | nan | nan | 6.622e+08 | 3.78461e+08 | 1.5379e+09 | 6.203e+08 | 4.0714e+09 | 3.58e+07 | nan | nan | nan | 6.562e+08 | 1.9132e+09 | 7.77e+07 | nan | nan | 1.4602e+09 | 3.58e+07 | 1.3961e+07 | 2.559e+08 | 0.389973 | 3.4511e+09 | 6.203e+08 | nan | 4.0714e+09 | 3.58e+07 | 3.58e+07 |
aapl | 1989-09-30 00:00:00 | 12M | 3.59096e+09 | 0.126429 | 2.57e+09 | 1.248e+08 | 1.248e+08 | 3.59096e+09 | 0.126429 | 4.54e+08 | 6.343e+08 | nan | nan | nan | 2.714e+09 | nan | nan | nan | nan | 4.54e+08 | 4.54e+08 | 4.54e+08 | nan | 4.54e+08 | 4.54e+08 | nan | 4.54e+08 | nan | nan | 6.491e+08 | 3.86903e+08 | 2.0797e+09 | 6.343e+08 | 5.284e+09 | 1.1e+08 | nan | nan | nan | 7.443e+08 | 2.57e+09 | 1.248e+08 | nan | nan | 1.9549e+09 | 1.1e+08 | 4.29034e+07 | 2.903e+08 | 0.390031 | 4.6497e+09 | 6.343e+08 | nan | 5.284e+09 | 1.1e+08 | 1.1e+08 |
p_valuation_measures¶
- Description: Retrieves valuation measures for given symbol(s)
- Return:
pandas.DataFrame
- Arguments:
Argument | Type | Default | Required | Options |
---|---|---|---|---|
frequency | str |
q |
optional | Annual - a Quarter - q Monthly - m |
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
df = aapl.p_valuation_measures()
df.head()
symbol | asOfDate | periodType | EnterpriseValue | EnterprisesValueEBITDARatio | EnterprisesValueRevenueRatio | ForwardPeRatio | MarketCap | PbRatio | PeRatio | PegRatio | PsRatio |
---|---|---|---|---|---|---|---|---|---|---|---|
aapl | 1985-09-30 00:00:00 | 3M | 6.37162e+08 | -0.468054 | 1.55519 | nan | 9.74162e+08 | 1.7696 | 15.7505 | nan | 0.502489 |
aapl | 1985-12-31 00:00:00 | 3M | 1.02207e+09 | 1.91435 | 1.91435 | nan | 1.35907e+09 | 2.4688 | 18.9658 | nan | 0.774886 |
aapl | 1986-03-31 00:00:00 | 3M | 1.43289e+09 | 3.50425 | 3.50425 | nan | 1.76989e+09 | 3.21505 | 19.0878 | nan | 1.02454 |
aapl | 1986-06-30 00:00:00 | 3M | 1.94685e+09 | 4.34274 | 4.34274 | nan | 2.28385e+09 | 4.14868 | 15.7348 | nan | 1.26824 |
aapl | 1986-09-30 00:00:00 | 3M | 1.52184e+09 | -1.3617 | 2.97932 | nan | 2.09804e+09 | 3.02267 | 13.9584 | nan | 1.13023 |
Multiple¶
p_all_financial_data¶
- Description: Retrieve all financial data, including income statement, balance sheet, cash flow, and valuation measures.
- Return:
pandas.DataFrame
- Arguments
Argument | Type | Default | Required | Options |
---|---|---|---|---|
frequency | str |
a |
optional | Annual - a Quarter - q |
Warning
No trailing twelve month (TTM) data will be returned with this method
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
aapl.p_all_financial_data()
symbol | asOfDate | periodType | AccountsPayable | AccountsReceivable | AccumulatedDepreciation | AdditionalPaidInCapital | AllowanceForDoubtfulAccountsReceivable | AvailableForSaleSecurities | BasicAverageShares | BasicEPS | BeginningCashPosition | BuildingsAndImprovements | CapitalExpenditure | CapitalStock | CashAndCashEquivalents | CashCashEquivalentsAndShortTermInvestments | CashDividendsPaid | CashEquivalents | CashFinancial | CashFlowFromContinuingFinancingActivities | ChangeInAccountPayable | ChangeInCashSupplementalAsReported | ChangeInInventory | ChangeInWorkingCapital | ChangesInAccountReceivables | CommercialPaper | CommonStock | CommonStockEquity | CommonStockIssuance | CostOfRevenue | CurrentAccruedExpenses | CurrentAssets | CurrentDebt | CurrentDebtAndCapitalLeaseObligation | CurrentDeferredAssets | CurrentDeferredLiabilities | CurrentDeferredRevenue | CurrentDeferredTaxesAssets | CurrentLiabilities | CurrentNotesPayable | DeferredIncomeTax | DepreciationAmortizationDepletionIncomeStatement | DepreciationAndAmortization | DepreciationAndAmortizationInIncomeStatement | DilutedAverageShares | DilutedEPS | DilutedNIAvailtoComStockholders | EBIT | EarningsFromEquityInterest | EndCashPosition | EnterpriseValue | EnterprisesValueEBITDARatio | EnterprisesValueRevenueRatio | FinishedGoods | ForeignCurrencyTranslationAdjustments | ForwardPeRatio | FreeCashFlow | GainOnSaleOfSecurity | GainsLossesNotAffectingRetainedEarnings | Goodwill | GoodwillAndOtherIntangibleAssets | GrossAccountsReceivable | GrossPPE | GrossProfit | IncomeTaxPayable | InterestExpense | InterestExpenseNonOperating | InterestIncome | InterestIncomeNonOperating | Inventory | InvestedCapital | InvestingCashFlow | InvestmentinFinancialAssets | InvestmentsAndAdvances | LandAndImprovements | Leases | LongTermDebt | LongTermDebtAndCapitalLeaseObligation | MachineryFurnitureEquipment | MarketCap | NetDebt | NetIncome | NetIncomeCommonStockholders | NetIncomeContinuousOperations | NetIncomeExtraordinary | NetIncomeFromContinuingAndDiscontinuedOperation | NetIncomeFromContinuingOperationNetMinorityInterest | NetIncomeFromTaxLossCarryforward | NetIncomeIncludingNoncontrollingInterests | NetInterestIncome | NetNonOperatingInterestIncomeExpense | NetOtherFinancingCharges | NetOtherInvestingChanges | NetPPE | NetTangibleAssets | NonCurrentDeferredAssets | NonCurrentDeferredLiabilities | NonCurrentDeferredRevenue | NonCurrentDeferredTaxesAssets | NonCurrentDeferredTaxesLiabilities | NonCurrentPrepaidAssets | NormalizedEBITDA | NormalizedIncome | OperatingCashFlow | OperatingExpense | OperatingIncome | OperatingRevenue | OrdinarySharesNumber | OtherCurrentAssets | OtherCurrentBorrowings | OtherCurrentLiabilities | OtherEquityAdjustments | OtherEquityInterest | OtherIncomeExpense | OtherIntangibleAssets | OtherNonCashItems | OtherNonCurrentAssets | OtherNonCurrentLiabilities | OtherNonOperatingIncomeExpenses | OtherOperatingExpenses | OtherPayable | OtherProperties | OtherReceivables | OtherShortTermInvestments | OtherSpecialCharges | Payables | PayablesAndAccruedExpenses | PbRatio | PeRatio | PegRatio | PensionandOtherPostRetirementBenefitPlansCurrent | PreferredStock | PreferredStockEquity | PrepaidAssets | PretaxIncome | Properties | PsRatio | PurchaseOfBusiness | PurchaseOfInvestment | RawMaterials | Receivables | ReconciledCostOfRevenue | ReconciledDepreciation | RepaymentOfDebt | RepurchaseOfCapitalStock | ResearchAndDevelopment | RestructuringAndMergernAcquisition | RetainedEarnings | SaleOfInvestment | SellingGeneralAndAdministration | ShareIssued | SpecialIncomeCharges | StockBasedCompensation | StockholdersEquity | TangibleBookValue | TaxEffectOfUnusualItems | TaxProvision | TaxRateForCalcs | TotalAssets | TotalCapitalization | TotalDebt | TotalEquityGrossMinorityInterest | TotalExpenses | TotalLiabilitiesNetMinorityInterest | TotalNonCurrentAssets | TotalNonCurrentLiabilitiesNetMinorityInterest | TotalOperatingIncomeAsReported | TotalOtherFinanceCost | TotalRevenue | TotalTaxPayable | TotalUnusualItems | TotalUnusualItemsExcludingGoodwill | TradeandOtherPayablesNonCurrent | WorkInProcess | WorkingCapital |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
aapl | 1985-09-30 00:00:00 | 12M | nan | nan | -8.52e+07 | nan | nan | nan | 3.4272e+09 | 0.017857 | nan | nan | nan | nan | 3.37e+08 | 3.37e+08 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 5.505e+08 | nan | 1.076e+09 | nan | 8.221e+08 | nan | nan | nan | nan | nan | nan | 2.954e+08 | nan | nan | 4.18e+07 | nan | 4.18e+07 | 3.4272e+09 | 0.017857 | 6.12e+07 | 1.473e+08 | nan | nan | 6.37162e+08 | 3.36945 | 0.332149 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 1.756e+08 | 8.423e+08 | nan | nan | nan | nan | nan | 1.67e+08 | 5.505e+08 | nan | nan | nan | nan | nan | nan | nan | nan | 9.74162e+08 | nan | 6.12e+07 | 6.12e+07 | 6.12e+07 | nan | 6.12e+07 | 6.12e+07 | nan | 6.12e+07 | nan | nan | nan | nan | 9.04e+07 | 5.505e+08 | nan | 9.03e+07 | nan | nan | 9.03e+07 | nan | 2.163e+08 | 7.752e+07 | nan | 6.95e+08 | 1.473e+08 | 1.9183e+09 | 3.4636e+09 | 9.79e+07 | nan | nan | nan | 2.302e+08 | -2.72e+07 | nan | nan | 2.37e+07 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 1.7696 | 15.7505 | nan | nan | nan | nan | nan | 1.2e+08 | nan | 0.502489 | nan | nan | nan | 2.202e+08 | 1.076e+09 | 4.18e+07 | nan | nan | nan | nan | 3.203e+08 | nan | 6.532e+08 | 3.4636e+09 | -2.72e+07 | nan | 5.505e+08 | 5.505e+08 | -1.088e+07 | 5.88e+07 | 0.4 | 9.362e+08 | 5.505e+08 | nan | 5.505e+08 | 1.771e+09 | 3.857e+08 | 1.141e+08 | 9.03e+07 | 1.473e+08 | nan | 1.9183e+09 | nan | -2.72e+07 | -2.72e+07 | nan | nan | 5.267e+08 |
aapl | 1986-09-30 00:00:00 | 12M | nan | nan | -1.147e+08 | nan | nan | nan | 3.59333e+09 | 0.042857 | nan | nan | nan | nan | 5.762e+08 | 5.762e+08 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 6.941e+08 | nan | 8.4e+08 | nan | 1.0409e+09 | nan | nan | nan | nan | nan | nan | 3.285e+08 | nan | nan | 5.11e+07 | nan | 5.11e+07 | 3.59333e+09 | 0.042857 | 1.54e+08 | 2.735e+08 | nan | nan | 1.52184e+09 | 4.68835 | 0.800167 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 2.22e+08 | 1.0619e+09 | nan | nan | nan | nan | nan | 1.087e+08 | 6.941e+08 | nan | nan | nan | nan | nan | nan | nan | nan | 2.09804e+09 | nan | 1.54e+08 | 1.54e+08 | 1.54e+08 | nan | 1.54e+08 | 1.54e+08 | nan | 1.54e+08 | nan | nan | nan | nan | 1.073e+08 | 6.941e+08 | nan | 1.375e+08 | nan | nan | 1.375e+08 | nan | 2.884e+08 | 1.3228e+08 | nan | 7.884e+08 | 2.735e+08 | 1.9019e+09 | 3.50717e+09 | 9.29e+07 | nan | nan | nan | 2.198e+08 | 3.62e+07 | nan | nan | 1.19e+07 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 3.02267 | 13.9584 | nan | nan | nan | nan | nan | 3.098e+08 | nan | 1.13023 | nan | nan | nan | 2.631e+08 | 8.4e+08 | 5.11e+07 | nan | nan | nan | nan | 4.743e+08 | nan | 7.373e+08 | 3.50717e+09 | 3.62e+07 | nan | 6.941e+08 | 6.941e+08 | 1.448e+07 | 1.558e+08 | 0.4 | 1.1601e+09 | 6.941e+08 | nan | 6.941e+08 | 1.6284e+09 | 4.66e+08 | 1.192e+08 | 1.375e+08 | 2.735e+08 | nan | 1.9019e+09 | nan | 3.62e+07 | 3.62e+07 | nan | nan | 7.124e+08 |
aapl | 1987-09-30 00:00:00 | 12M | nan | nan | -1.587e+08 | nan | nan | nan | 3.66867e+09 | 0.059286 | nan | nan | nan | nan | 5.651e+08 | 5.651e+08 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 8.365e+08 | nan | 1.2257e+09 | nan | 1.3074e+09 | nan | nan | nan | nan | nan | nan | 4.787e+08 | nan | nan | 7.05e+07 | nan | 7.05e+07 | 3.66867e+09 | 0.059286 | 2.175e+08 | 3.715e+08 | nan | nan | 6.55887e+09 | 14.8391 | 2.46472 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 2.891e+08 | 1.4354e+09 | nan | nan | nan | nan | nan | 2.258e+08 | 8.365e+08 | nan | nan | nan | nan | nan | nan | nan | nan | 7.12397e+09 | nan | 2.175e+08 | 2.175e+08 | 2.175e+08 | nan | 2.175e+08 | 2.175e+08 | nan | 2.175e+08 | nan | nan | nan | nan | 1.304e+08 | 8.365e+08 | nan | 1.628e+08 | nan | nan | 1.628e+08 | nan | 4.031e+08 | 1.9416e+08 | nan | 1.0639e+09 | 3.715e+08 | 2.6611e+09 | 3.53046e+09 | 1.109e+08 | nan | nan | nan | 2.634e+08 | 3.89e+07 | nan | nan | 4.01e+07 | -100000 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 8.5164 | 34.036 | nan | nan | nan | nan | nan | 4.104e+08 | nan | 2.78188 | nan | nan | nan | 4.056e+08 | 1.2257e+09 | 7.05e+07 | nan | nan | nan | nan | 5.731e+08 | nan | 9.934e+08 | 3.53046e+09 | 3.89e+07 | nan | 8.365e+08 | 8.365e+08 | 1.556e+07 | 1.929e+08 | 0.4 | 1.4779e+09 | 8.365e+08 | nan | 8.365e+08 | 2.2896e+09 | 6.414e+08 | 1.705e+08 | 1.627e+08 | 3.715e+08 | nan | 2.6611e+09 | nan | 3.89e+07 | 3.89e+07 | nan | nan | 8.287e+08 |
aapl | 1988-09-30 00:00:00 | 12M | nan | nan | -2.13e+08 | nan | nan | nan | 3.63909e+09 | 0.11 | nan | nan | nan | nan | 5.457e+08 | 5.457e+08 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 1.0034e+09 | nan | 1.9132e+09 | nan | 1.783e+09 | 1.279e+08 | 1.279e+08 | nan | nan | nan | nan | 8.271e+08 | nan | nan | 7.77e+07 | nan | 7.77e+07 | 3.63909e+09 | 0.11 | 4.003e+08 | 6.203e+08 | nan | nan | 4.89192e+09 | 7.00848 | 1.20153 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 4.204e+08 | 2.1582e+09 | nan | nan | nan | nan | nan | 4.615e+08 | 1.1313e+09 | nan | nan | nan | nan | nan | nan | nan | nan | 5.30972e+09 | nan | 4.003e+08 | 4.003e+08 | 4.003e+08 | nan | 4.003e+08 | 4.003e+08 | nan | 4.003e+08 | nan | nan | nan | nan | 2.074e+08 | 1.0034e+09 | nan | 2.516e+08 | nan | nan | 2.516e+08 | nan | 6.622e+08 | 3.78461e+08 | nan | 1.5379e+09 | 6.203e+08 | 4.0714e+09 | 3.4375e+09 | 1.37e+08 | nan | 6.992e+08 | nan | 2.269e+08 | 3.58e+07 | nan | nan | 9.17e+07 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 5.29172 | 14.0422 | nan | nan | nan | nan | nan | 6.562e+08 | nan | 1.38063 | nan | nan | nan | 6.388e+08 | 1.9132e+09 | 7.77e+07 | nan | nan | nan | nan | 7.765e+08 | nan | 1.4602e+09 | 3.4375e+09 | 3.58e+07 | nan | 1.0034e+09 | 1.0034e+09 | 1.3961e+07 | 2.559e+08 | 0.389973 | 2.0821e+09 | 1.0034e+09 | 1.279e+08 | 1.0034e+09 | 3.4511e+09 | 1.0787e+09 | 2.991e+08 | 2.516e+08 | 6.203e+08 | nan | 4.0714e+09 | nan | 3.58e+07 | 3.58e+07 | nan | nan | 9.559e+08 |
aapl | 1989-09-30 00:00:00 | 12M | 3.342e+08 | nan | -3.091e+08 | nan | nan | nan | 3.59096e+09 | 0.126429 | 3.724e+08 | nan | -2.39e+08 | nan | 4.383e+08 | 4.383e+08 | -5.03e+07 | nan | nan | -3.83e+07 | nan | 6.59e+07 | -1.39e+07 | -1.09e+08 | nan | nan | nan | 1.4857e+09 | 9.6e+07 | 2.57e+09 | nan | 2.2944e+09 | 5.68e+07 | 5.68e+07 | nan | nan | nan | nan | 8.953e+08 | nan | 1.113e+08 | 1.248e+08 | 1.248e+08 | 1.248e+08 | 3.59096e+09 | 0.126429 | 4.54e+08 | 6.343e+08 | nan | 0 | 5.20121e+09 | 6.85182 | 0.984333 | nan | nan | nan | 2.683e+08 | nan | nan | nan | nan | nan | 6.433e+08 | 2.714e+09 | nan | nan | nan | nan | nan | 4.754e+08 | 1.5425e+09 | -4.031e+08 | nan | nan | nan | nan | nan | nan | nan | 5.61901e+09 | nan | 4.54e+08 | 4.54e+08 | 4.54e+08 | nan | 4.54e+08 | 4.54e+08 | nan | 4.54e+08 | nan | nan | nan | 3.32e+07 | 3.342e+08 | 1.4857e+09 | nan | 3.629e+08 | nan | nan | 3.629e+08 | nan | 6.491e+08 | 3.86903e+08 | 5.073e+08 | 2.0797e+09 | 6.343e+08 | 5.284e+09 | 3.53556e+09 | 5.879e+08 | nan | 5.043e+08 | nan | 3.098e+08 | 1.1e+08 | nan | 100000 | 1.153e+08 | nan | nan | nan | nan | nan | nan | nan | nan | 3.342e+08 | 3.342e+08 | 5.59997 | 14.2628 | nan | nan | nan | nan | nan | 7.443e+08 | nan | 1.08872 | nan | -9.847e+08 | nan | 7.928e+08 | 2.57e+09 | 1.248e+08 | nan | -1.29e+07 | nan | nan | 1.1759e+09 | 7.874e+08 | 1.9549e+09 | 3.53556e+09 | 1.1e+08 | nan | 1.4857e+09 | 1.4857e+09 | 4.29034e+07 | 2.903e+08 | 0.390031 | 2.7439e+09 | 1.4857e+09 | 5.68e+07 | 1.4857e+09 | 4.6497e+09 | 1.2582e+09 | 4.495e+08 | 3.629e+08 | 6.343e+08 | nan | 5.284e+09 | nan | 1.1e+08 | 1.1e+08 | nan | nan | 1.3991e+09 |
p_get_financial_data¶
- Description: Obtain specific data from either cash flow, income statement, balance sheet, or valuation measures.
- Return:
pandas.DataFrame
- Arguments
Argument | Type | Default | Required | Options |
---|---|---|---|---|
types | list or str |
None |
Required | See options below |
frequency | str |
a |
optional | Annual - a Quarter - q |
trailing | bool |
True |
optional | True False |
Warning
If you try and use all of the options below AND trailing=True
, you will
receive an error because the requested URL will be too long
[
'AccountsPayable', 'AccountsReceivable', 'AccruedInterestReceivable',
'AccumulatedDepreciation', 'AdditionalPaidInCapital',
'AllowanceForDoubtfulAccountsReceivable', 'AssetsHeldForSaleCurrent',
'AvailableForSaleSecurities', 'BuildingsAndImprovements', 'CapitalLeaseObligations',
'CapitalStock', 'CashAndCashEquivalents', 'CashCashEquivalentsAndShortTermInvestments',
'CashEquivalents', 'CashFinancial', 'CommercialPaper', 'CommonStock',
'CommonStockEquity', 'ConstructionInProgress', 'CurrentAccruedExpenses',
'CurrentAssets', 'CurrentCapitalLeaseObligation', 'CurrentDebt',
'CurrentDebtAndCapitalLeaseObligation', 'CurrentDeferredAssets',
'CurrentDeferredLiabilities', 'CurrentDeferredRevenue', 'CurrentDeferredTaxesAssets',
'CurrentDeferredTaxesLiabilities', 'CurrentLiabilities', 'CurrentNotesPayable',
'CurrentProvisions', 'DefinedPensionBenefit', 'DerivativeProductLiabilities',
'DividendsPayable', 'DuefromRelatedPartiesCurrent', 'DuefromRelatedPartiesNonCurrent',
'DuetoRelatedPartiesCurrent', 'DuetoRelatedPartiesNonCurrent', 'EmployeeBenefits',
'FinancialAssets', 'FinancialAssetsDesignatedasFairValueThroughProfitorLossTotal',
'FinishedGoods', 'FixedAssetsRevaluationReserve', 'ForeignCurrencyTranslationAdjustments',
'GainsLossesNotAffectingRetainedEarnings', 'GeneralPartnershipCapital', 'Goodwill',
'GoodwillAndOtherIntangibleAssets', 'GrossAccountsReceivable', 'GrossPPE',
'HedgingAssetsCurrent', 'HeldToMaturitySecurities', 'IncomeTaxPayable',
'InterestPayable', 'InventoriesAdjustmentsAllowances', 'Inventory',
'InvestedCapital', 'InvestmentProperties', 'InvestmentinFinancialAssets',
'InvestmentsAndAdvances', 'InvestmentsInOtherVenturesUnderEquityMethod',
'InvestmentsinAssociatesatCost', 'InvestmentsinJointVenturesatCost',
'InvestmentsinSubsidiariesatCost', 'LandAndImprovements', 'Leases',
'LiabilitiesHeldforSaleNonCurrent', 'LimitedPartnershipCapital',
'LineOfCredit', 'LoansReceivable', 'LongTermCapitalLeaseObligation',
'LongTermDebt', 'LongTermDebtAndCapitalLeaseObligation', 'LongTermEquityInvestment',
'LongTermProvisions', 'MachineryFurnitureEquipment', 'MinimumPensionLiabilities',
'MinorityInterest', 'NetDebt', 'NetPPE', 'NetTangibleAssets', 'NonCurrentAccountsReceivable',
'NonCurrentAccruedExpenses', 'NonCurrentDeferredAssets', 'NonCurrentDeferredLiabilities',
'NonCurrentDeferredRevenue', 'NonCurrentDeferredTaxesAssets', 'NonCurrentDeferredTaxesLiabilities',
'NonCurrentNoteReceivables', 'NonCurrentPensionAndOtherPostretirementBenefitPlans',
'NonCurrentPrepaidAssets', 'NotesReceivable', 'OrdinarySharesNumber',
'OtherCapitalStock', 'OtherCurrentAssets', 'OtherCurrentBorrowings',
'OtherCurrentLiabilities', 'OtherEquityAdjustments', 'OtherEquityInterest',
'OtherIntangibleAssets', 'OtherInventories', 'OtherInvestments', 'OtherNonCurrentAssets',
'OtherNonCurrentLiabilities', 'OtherPayable', 'OtherProperties', 'OtherReceivables',
'OtherShortTermInvestments', 'Payables', 'PayablesAndAccruedExpenses',
'PensionandOtherPostRetirementBenefitPlansCurrent', 'PreferredSecuritiesOutsideStockEquity',
'PreferredSharesNumber', 'PreferredStock', 'PreferredStockEquity',
'PrepaidAssets', 'Properties', 'RawMaterials', 'Receivables',
'ReceivablesAdjustmentsAllowances', 'RestrictedCash', 'RestrictedCommonStock',
'RetainedEarnings', 'ShareIssued', 'StockholdersEquity', 'TangibleBookValue',
'TaxesReceivable', 'TotalAssets', 'TotalCapitalization', 'TotalDebt',
'TotalEquityGrossMinorityInterest', 'TotalLiabilitiesNetMinorityInterest',
'TotalNonCurrentAssets', 'TotalNonCurrentLiabilitiesNetMinorityInterest',
'TotalPartnershipCapital', 'TotalTaxPayable', 'TradeandOtherPayablesNonCurrent',
'TradingSecurities', 'TreasurySharesNumber', 'TreasuryStock', 'UnrealizedGainLoss',
'WorkInProcess', 'WorkingCapital'
]
[
'RepaymentOfDebt', 'RepurchaseOfCapitalStock', 'CashDividendsPaid',
'CommonStockIssuance', 'ChangeInWorkingCapital',
'CapitalExpenditure',
'CashFlowFromContinuingFinancingActivities', 'NetIncome',
'FreeCashFlow', 'ChangeInCashSupplementalAsReported',
'SaleOfInvestment', 'EndCashPosition', 'OperatingCashFlow',
'DeferredIncomeTax', 'NetOtherInvestingChanges',
'ChangeInAccountPayable', 'NetOtherFinancingCharges',
'PurchaseOfInvestment', 'ChangeInInventory',
'DepreciationAndAmortization', 'PurchaseOfBusiness',
'InvestingCashFlow', 'ChangesInAccountReceivables',
'StockBasedCompensation', 'OtherNonCashItems',
'BeginningCashPosition'
]
[
'Amortization', 'AmortizationOfIntangiblesIncomeStatement',
'AverageDilutionEarnings', 'BasicAccountingChange', 'BasicAverageShares',
'BasicContinuousOperations', 'BasicDiscontinuousOperations', 'BasicEPS',
'BasicEPSOtherGainsLosses', 'BasicExtraordinary', 'ContinuingAndDiscontinuedBasicEPS',
'ContinuingAndDiscontinuedDilutedEPS', 'CostOfRevenue', 'DepletionIncomeStatement',
'DepreciationAmortizationDepletionIncomeStatement', 'DepreciationAndAmortizationInIncomeStatement',
'DepreciationIncomeStatement', 'DilutedAccountingChange', 'DilutedAverageShares',
'DilutedContinuousOperations', 'DilutedDiscontinuousOperations', 'DilutedEPS',
'DilutedEPSOtherGainsLosses', 'DilutedExtraordinary', 'DilutedNIAvailtoComStockholders',
'DividendPerShare', 'EBIT', 'EBITDA', 'EarningsFromEquityInterest',
'EarningsFromEquityInterestNetOfTax', 'ExciseTaxes', 'GainOnSaleOfBusiness',
'GainOnSaleOfPPE', 'GainOnSaleOfSecurity', 'GeneralAndAdministrativeExpense',
'GrossProfit', 'ImpairmentOfCapitalAssets', 'InsuranceAndClaims',
'InterestExpense', 'InterestExpenseNonOperating', 'InterestIncome',
'InterestIncomeNonOperating', 'MinorityInterests', 'NetIncome', 'NetIncomeCommonStockholders',
'NetIncomeContinuousOperations', 'NetIncomeDiscontinuousOperations',
'NetIncomeExtraordinary', 'NetIncomeFromContinuingAndDiscontinuedOperation',
'NetIncomeFromContinuingOperationNetMinorityInterest', 'NetIncomeFromTaxLossCarryforward',
'NetIncomeIncludingNoncontrollingInterests', 'NetInterestIncome',
'NetNonOperatingInterestIncomeExpense', 'NormalizedBasicEPS', 'NormalizedDilutedEPS',
'NormalizedEBITDA', 'NormalizedIncome', 'OperatingExpense', 'OperatingIncome',
'OperatingRevenue', 'OtherGandA', 'OtherIncomeExpense', 'OtherNonOperatingIncomeExpenses',
'OtherOperatingExpenses', 'OtherSpecialCharges', 'OtherTaxes',
'OtherunderPreferredStockDividend', 'PreferredStockDividends',
'PretaxIncome', 'ProvisionForDoubtfulAccounts', 'ReconciledCostOfRevenue',
'ReconciledDepreciation', 'RentAndLandingFees', 'RentExpenseSupplemental',
'ReportedNormalizedBasicEPS', 'ReportedNormalizedDilutedEPS', 'ResearchAndDevelopment',
'RestructuringAndMergernAcquisition', 'SalariesAndWages', 'SecuritiesAmortization',
'SellingAndMarketingExpense', 'SellingGeneralAndAdministration', 'SpecialIncomeCharges',
'TaxEffectOfUnusualItems', 'TaxLossCarryforwardBasicEPS', 'TaxLossCarryforwardDilutedEPS',
'TaxProvision', 'TaxRateForCalcs', 'TotalExpenses', 'TotalOperatingIncomeAsReported',
'TotalOtherFinanceCost', 'TotalRevenue', 'TotalUnusualItems',
'TotalUnusualItemsExcludingGoodwill', 'WriteOff'
]
[
'ForwardPeRatio', 'PsRatio', 'PbRatio',
'EnterprisesValueEBITDARatio', 'EnterprisesValueRevenueRatio',
'PeRatio', 'MarketCap', 'EnterpriseValue', 'PegRatio'
]
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
types = ['TotalDebt', 'TotalAssets', 'EBIT', 'EBITDA', 'PeRatio']
aapl.p_get_financial_data(types, trailing=False)
symbol | asOfDate | periodType | EBIT | EBITDA | PeRatio | TotalAssets | TotalDebt |
---|---|---|---|---|---|---|---|
aapl | 1985-09-30 00:00:00 | 12M | 1.473e+08 | nan | 15.7505 | 9.362e+08 | nan |
aapl | 1986-09-30 00:00:00 | 12M | 2.735e+08 | nan | 13.9584 | 1.1601e+09 | nan |
aapl | 1987-09-30 00:00:00 | 12M | 3.715e+08 | nan | 34.036 | 1.4779e+09 | nan |
aapl | 1988-09-30 00:00:00 | 12M | 6.203e+08 | nan | 14.0422 | 2.0821e+09 | 1.279e+08 |
aapl | 1989-09-30 00:00:00 | 12M | 6.343e+08 | nan | 14.2628 | 2.7439e+09 | 5.68e+07 |
Miscellaneous¶
p_company_360¶
- Description: Retrieve data related to innovation, hiring, insider sentiment, developments, supply chain, sustainability, and company outlook for given symbol(s)
- Return:
dict
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
aapl.p_company_360
{
'aapl': {
'metaData': {
'symbol': 'aapl'
},
'innovations': {
'score': 94.0,
'text': 'Outperform',
'sectorAvg': 52.6145648312611
},
'sustainability': {
'totalScore': 64,
'totalScorePercentile': 83,
'environmentScore': 66,
'environmentScorePercentile': 85,
'socialScore': 66,
'socialScorePercentile': 70,
'governanceScore': 66,
'governanceScorePercentile': 89,
'controversyLevel': 2
},
'insiderSentiments': {
'vickersIndex': -57,
'vickersIndexChange': 0,
'sentimentText': 'Negative'
},
'significantDevelopments': [{
'id': 4252812,
'symbol': 'AAPL',
'date': '2020-07-30',
'headline': 'Apple Reports Q3 Earnings Of $2.58 Per Share'
}, {
'id': 4248528,
'symbol': 'AAPL',
'date': '2020-07-23',
'headline': 'Apple Faces Multi-State Consumer Protection Probe - Axios'
}, {
'id': 4246944,
'symbol': 'AAPL',
'date': '2020-07-21',
'headline': 'Apple To Become Carbon Neutral Across Manufacturing Supply Chain, Product Life Cycle By 2030'
}, {
'id': 4244661,
'symbol': 'AAPL',
'date': '2020-07-15',
'headline': 'TomTom Eyes Better Operational Revenues In H2 - Conf Call'
}, {
'id': 4241255,
'symbol': 'AAPL',
'date': '2020-07-07',
'headline': 'Apple Opts For OLED Screens For Entire 5G iPhone Range - Nikkei'
}],
'companySnapshot': {
'sectorInfo': 'Technology',
'company': {
'innovativeness': 0.9983,
'hiring': 0.9795,
'sustainability': 0.8240000000000001,
'insiderSentiments': 0.2217,
'earningsReports': 0.8340000000000001,
'dividends': 0.25
},
'sector': {
'innovativeness': 0.5,
'hiring': 0.5,
'sustainability': 0.5,
'insiderSentiments': 0.5,
'earningsReports': 0.5,
'dividends': 0.5
}
},
'hiring': [{
'month': 2,
'year': 2019,
'hiringChangePercent': -0.18330134,
'sectorAvgChangePercent': -0.21709615
}, {
'month': 3,
'year': 2019,
'hiringChangePercent': 0.89659226,
'sectorAvgChangePercent': 0.998416
}, {
'month': 4,
'year': 2019,
'hiringChangePercent': -0.19826518,
'sectorAvgChangePercent': -0.48218337
}, {
'month': 5,
'year': 2019,
'hiringChangePercent': -0.311051,
'sectorAvgChangePercent': -0.3965309
}, {
'month': 6,
'year': 2019,
'hiringChangePercent': -0.11497476,
'sectorAvgChangePercent': -0.13750465
}, {
'month': 7,
'year': 2019,
'hiringChangePercent': -0.20278834,
'sectorAvgChangePercent': -0.14868993
}, {
'month': 8,
'year': 2019,
'hiringChangePercent': 0.057233706,
'sectorAvgChangePercent': 0.18088417
}, {
'month': 9,
'year': 2019,
'hiringChangePercent': -0.25413534,
'sectorAvgChangePercent': -0.2411767
}, {
'month': 10,
'year': 2019,
'hiringChangePercent': 0.25705644,
'sectorAvgChangePercent': -0.03286806
}, {
'month': 11,
'year': 2019,
'hiringChangePercent': -0.21892542,
'sectorAvgChangePercent': -0.17327583
}, {
'month': 12,
'year': 2019,
'hiringChangePercent': 0.1550308,
'sectorAvgChangePercent': -0.012864476
}, {
'month': 1,
'year': 2020,
'hiringChangePercent': -0.13511111,
'sectorAvgChangePercent': -0.031074993
}, {
'month': 2,
'year': 2020,
'hiringChangePercent': -0.18602261,
'sectorAvgChangePercent': -0.1585546
}, {
'month': 3,
'year': 2020,
'hiringChangePercent': 0.24368687,
'sectorAvgChangePercent': 0.90801805
}, {
'month': 4,
'year': 2020,
'hiringChangePercent': -0.17766498,
'sectorAvgChangePercent': -0.59851396
}, {
'month': 5,
'year': 2020,
'hiringChangePercent': -0.24444444,
'sectorAvgChangePercent': -0.12799595
}, {
'month': 6,
'year': 2020,
'hiringChangePercent': 0.0,
'sectorAvgChangePercent': -0.04588681
}, {
'month': 7,
'year': 2020,
'hiringChangePercent': -0.6535948,
'sectorAvgChangePercent': -0.6510271
}],
'supplyChain': {
'topSuppliers': [{
'entityYName': 'POSCO',
'entityYTicker': 'PKXFF',
'relationToType': 'Supplier',
'exposureTotal': 0.016477,
'exposureFinancial': 0.000125,
'exposureMedia': 0.000301,
'exposureEconomic': 0.049003,
'economicValue': 8136720000.0
}, {
'entityYName': 'ENEOS Holdings, Inc.',
'entityYTicker': 'JXHGF',
'relationToType': 'Supplier',
'exposureTotal': 0.012025,
'exposureFinancial': 1.7e-05,
'exposureMedia': 0.00015,
'exposureEconomic': 0.035907,
'economicValue': 5962190000.0
}, {
'entityYName': 'Jabil Inc.',
'entityYTicker': 'JBL',
'relationToType': 'Supplier',
'exposureTotal': 0.018778,
'exposureFinancial': 0.020268,
'exposureMedia': 0.000902,
'exposureEconomic': 0.035164,
'economicValue': 5838770000.0
}, {
'entityYName': 'Quanta Computer Inc.',
'entityYTicker': '2382.TW',
'relationToType': 'Supplier',
'exposureTotal': 0.014186,
'exposureFinancial': 0.007526,
'exposureMedia': 0.001955,
'exposureEconomic': 0.033077,
'economicValue': 5492230000.0
}, {
'entityYName': 'Hon Hai Precision Industry Co., Ltd.',
'entityYTicker': 'HNHAF',
'relationToType': 'Supplier',
'exposureTotal': 0.012083,
'exposureFinancial': 0.003068,
'exposureMedia': 0.00015,
'exposureEconomic': 0.033029,
'economicValue': 5484340000.0
}],
'topCustomers': [{
'entityYName': 'Costco Wholesale Corporation',
'entityYTicker': 'COST',
'relationToType': 'Customer',
'exposureTotal': 0.034341,
'exposureFinancial': 0.018305,
'exposureMedia': 0.034568,
'exposureEconomic': 0.050148,
'economicValue': 10429790000.0
}, {
'entityYName': 'AT&T Inc.',
'entityYTicker': 'T',
'relationToType': 'Customer',
'exposureTotal': 0.078284,
'exposureFinancial': 0.032478,
'exposureMedia': 0.158848,
'exposureEconomic': 0.043524,
'economicValue': 9052120000.0
}, {
'entityYName': 'Cencosud S.A.',
'entityYTicker': 'CENCOSUD.SN',
'relationToType': 'Customer',
'exposureTotal': 0.012515,
'exposureFinancial': 0.000711,
'exposureMedia': 0.000823,
'exposureEconomic': 0.03601,
'economicValue': 7489330000.0
}, {
'entityYName': 'Vodafone Idea Limited',
'entityYTicker': 'IDEA.NS',
'relationToType': 'Customer',
'exposureTotal': 0.011229,
'exposureFinancial': 8.8e-05,
'exposureMedia': 0.000823,
'exposureEconomic': 0.032777,
'economicValue': 6816940000.0
}, {
'entityYName': 'Mazda Motor Corporation',
'entityYTicker': 'MZDAF',
'relationToType': 'Customer',
'exposureTotal': 0.011536,
'exposureFinancial': 0.000236,
'exposureMedia': 0.001646,
'exposureEconomic': 0.032727,
'economicValue': 6806610000.0
}],
'remainingSuppliers': 0,
'remainingCustomers': 0
},
'earnings': [{
'quarter': 'Q3',
'year': '2017',
'actual': 0.9,
'consensus': 0.96
}, {
'quarter': 'Q4',
'year': '2017',
'actual': 1.1,
'consensus': 1.04
}, {
'quarter': 'Q1',
'year': '2018',
'actual': 1.1,
'consensus': 1.1
}],
'dividend': {
'amount': 0.82,
'date': '2020-05-08',
'yield': 0.0101,
'sectorMedian': 0.0172,
'marketMedian': 0.0379
},
'companyOutlookSummary': {
'innovationTrend': 'trending up',
'innovationScore': 94.0,
'innovationPerformance': 'outperforming',
'hiringTrend': 'decreased',
'insiderSentiment': 'negative',
'topSupplier': 'POSCO',
'dividendsPerformance': 'lower'
}
}
}
p_corporate_events¶
- Description: Obtain significant corporate events related to given symbol(s)
- Return:
pandas.DataFrame
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
df = aapl.p_corporate_events
df.head()
id | significance | headline | description | parentTopics | |
---|---|---|---|---|---|
('aapl', Timestamp('2011-01-17 00:00:00')) | 2064853 | 1 | Apple Inc.'s Steve Jobs Takes Second Medical Leave-Reuters | Reuters reported that Apple Inc. Chief Executive Steve Jobs is taking medical leave for the second time in as many years, sending its shares tumbling as the unexpected news revived concerns over the long-term future of Apple. The news, which was disclosed early on a U.S. holiday when markets were closed, came nearly two years to the date after Jobs first took a six-month break to undergo a liver transplant. Unlike the previous announcement, Apple did not specify any timeline for Jobs to resume his duties. Jobs said Chief Operating Officer Tim Cook would take responsibility for day-to-day operations but he would continue to be Chief Executive and be involved in major strategic decisions. | Restructuring/Reorganization/Related |
('aapl', Timestamp('2011-08-24 00:00:00')) | 2389197 | 1 | Steve Jobs Resigns as CEO of Apple Inc.; Names Tim Cook As New CEO | Apple Inc.'s Board of Directors announced that Steve Jobs has resigned as Chief Executive Officer (CEO), and the Board has named Tim Cook, previously Apple's Chief Operating Officer, as the Company's new CEO. Jobs has been elected Chairman of the Board and Cook will join the Board, effective immediately. Jobs submitted his resignation to the Board on August 24, 2011, and recommended that the Board implement its succession plan and name Tim Cook as CEO. | Restructuring/Reorganization/Related |
('aapl', Timestamp('2011-10-05 00:00:00')) | 2410928 | 1 | Apple Inc.'s Steve Jobs Passes Away | Apple Inc. announced that Steve Jobs, Chairman of the Company, passed away. | Restructuring/Reorganization/Related |
('aapl', Timestamp('2011-11-15 00:00:00')) | 2435048 | 1 | Apple Inc. Names Arthur D. Levinson As Chairman Of Board | Apple Inc. announced that it named Arthur D. Levinson, Ph. D. as the Company’s non-executive Chairman of the Board. Levinson has been a co-lead director of Apple’s board since 2005, has served on all three board committees—audit and finance, nominating and corporate governance, and compensation—and will continue to serve on the audit committee. Apple also announced that Robert A. Iger, President and Chief Executive Officer of The Walt Disney Company, will join Apple’s board and will serve on the audit committee. | Restructuring/Reorganization/Related |
('aapl', Timestamp('2014-03-04 00:00:00')) | 2935872 | 2 | Apple Inc's Peter Oppenheimer to retire at the end of september | Apple Inc:Says that Peter Oppenheimer, its senior vice president and CFO, will retire at the end of September.Luca Maestri, Apple's vice president of Finance and corporate controller, will succeed Peter as CFO.Peter will transition the CFO role to Luca in June and the balance of his responsibilities over the remaining time allowing for a professional and seamless transition. | Restructuring/Reorganization/Related |
p_ideas¶
Tip
See Research
p_reports¶
Tip
See Research
p_value_analyzer_drilldown¶
- Description: Valuation metrics for given symbol(s)
- Return:
dict
aapl = Ticker('aapl', username='username@yahoo.com', password='password')
aapl.p_value_analyzer_drilldown
{
'aapl': {
'currentPrice': 425.04,
'revenue': 260174000000.0,
'epsGrowth': 11.02,
'peRatio': 28.5418,
'dps': 3.28,
'priceBookRatio': 21.010402,
'symbol': 'aapl',
'valuationDescription': 'Overvalued',
'valuationColor': 0.0,
'outlook': '-8%',
'currentFairValue': 146.5,
'timeSeries': [{
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualEps': [{
'basicNetEps': 2.201429,
'yoyPercentage': 66.022039,
'yoyPercentageFormatted': '66.02%'
}, {
'basicNetEps': 4.007143,
'yoyPercentage': 82.02463,
'yoyPercentageFormatted': '82.02%'
}, {
'basicNetEps': 6.38,
'yoyPercentage': 59.215681,
'yoyPercentageFormatted': '59.22%'
}, {
'basicNetEps': 5.72,
'yoyPercentage': -10.344828,
'yoyPercentageFormatted': '-10.34%'
}, {
'basicNetEps': 6.49,
'yoyPercentage': 13.461538,
'yoyPercentageFormatted': '13.46%'
}, {
'basicNetEps': 9.28,
'yoyPercentage': 42.989214,
'yoyPercentageFormatted': '42.99%'
}, {
'basicNetEps': 8.35,
'yoyPercentage': -10.021552,
'yoyPercentageFormatted': '-10.02%'
}, {
'basicNetEps': 9.27,
'yoyPercentage': 11.017964,
'yoyPercentageFormatted': '11.02%'
}, {
'basicNetEps': 12.01,
'yoyPercentage': 29.557713,
'yoyPercentageFormatted': '29.56%'
}, {
'basicNetEps': 11.97,
'yoyPercentage': -0.333056,
'yoyPercentageFormatted': '-0.33%'
}],
'type': 'annualEps'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualSharesOutstanding': [{
'sharesOutstanding': 6411790350
}, {
'sharesOutstanding': 6504939000
}, {
'sharesOutstanding': 6574456000
}, {
'sharesOutstanding': 6294491000
}, {
'sharesOutstanding': 5866161000
}, {
'sharesOutstanding': 5578753000
}, {
'sharesOutstanding': 5336166000
}, {
'sharesOutstanding': 5126201000
}, {
'sharesOutstanding': 4754986000
}, {
'sharesOutstanding': 4443236000
}],
'type': 'annualSharesOutstanding'
}, {
'timestamp': [20200930, 20210930, 20220930, 20230930, 20240930, 20250930],
'futureFairValue': [{
'fairValue': 146.5
}, {
'fairValue': 162.64
}, {
'fairValue': 180.56
}, {
'fairValue': 200.46
}, {
'fairValue': 222.55
}, {
'fairValue': 247.08
}],
'type': 'futureFairValue'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualLogEps': [{
'logEarningsPerShare': 0.0
}, {
'logEarningsPerShare': 0.598972
}, {
'logEarningsPerShare': 1.064061
}, {
'logEarningsPerShare': 0.954862
}, {
'logEarningsPerShare': 1.081156
}, {
'logEarningsPerShare': 1.438755
}, {
'logEarningsPerShare': 1.333155
}, {
'logEarningsPerShare': 1.437677
}, {
'logEarningsPerShare': 1.696633
}, {
'logEarningsPerShare': 1.693297
}],
'type': 'annualLogEps'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualPriceRange': [{
'priceHigh': 42.104244,
'priceLow': 25.81426
}, {
'priceHigh': 60.408511,
'priceLow': 39.681389
}, {
'priceHigh': 100.724185,
'priceLow': 50.605664
}, {
'priceHigh': 96.678475,
'priceLow': 55.014231
}, {
'priceHigh': 103.74,
'priceLow': 67.772932
}, {
'priceHigh': 134.54,
'priceLow': 92.0
}, {
'priceHigh': 123.82,
'priceLow': 89.47
}, {
'priceHigh': 164.94,
'priceLow': 104.08
}, {
'priceHigh': 229.67,
'priceLow': 150.24
}, {
'priceHigh': 233.47,
'priceLow': 142.0
}],
'type': 'annualPriceRange'
}, {
'timestamp': [20140930, 20141231, 20150331, 20150630, 20150930, 20151231, 20160331, 20160630, 20160930, 20161231, 20170331, 20170630, 20170930, 20171231, 20180331, 20180630, 20180930, 20181231, 20190331, 20190630, 20190930, 20191231, 20200331],
'quarterlyEps': [{
'basicNetEps': 1.43
}, {
'basicNetEps': 3.08
}, {
'basicNetEps': 2.34
}, {
'basicNetEps': 1.86
}, {
'basicNetEps': 1.97
}, {
'basicNetEps': 3.3
}, {
'basicNetEps': 1.91
}, {
'basicNetEps': 1.43
}, {
'basicNetEps': 1.68
}, {
'basicNetEps': 3.38
}, {
'basicNetEps': 2.11
}, {
'basicNetEps': 1.68
}, {
'basicNetEps': 2.08
}, {
'basicNetEps': 3.92
}, {
'basicNetEps': 2.75
}, {
'basicNetEps': 2.36
}, {
'basicNetEps': 2.94
}, {
'basicNetEps': 4.22
}, {
'basicNetEps': 2.47
}, {
'basicNetEps': 2.2
}, {
'basicNetEps': 3.05
}, {
'basicNetEps': 5.04
}, {
'basicNetEps': 2.58
}],
'type': 'quarterlyEps'
}, {
'timestamp': [20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualDebtToEquityRatio': [{
'debtToEquityRatio': 0.137273
}, {
'debtToEquityRatio': 0.316414
}, {
'debtToEquityRatio': 0.538964
}, {
'debtToEquityRatio': 0.678617
}, {
'debtToEquityRatio': 0.862981
}, {
'debtToEquityRatio': 1.068467
}, {
'debtToEquityRatio': 1.194048
}],
'type': 'annualDebtToEquityRatio'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualLogRevenue': [{
'logRevenue': 0.926689
}, {
'logRevenue': 1.433281
}, {
'logRevenue': 1.801954
}, {
'logRevenue': 1.889984
}, {
'logRevenue': 1.957212
}, {
'logRevenue': 2.202949
}, {
'logRevenue': 2.122452
}, {
'logRevenue': 2.18359
}, {
'logRevenue': 2.330819
}, {
'logRevenue': 2.310197
}],
'type': 'annualLogRevenue'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualCash': [{
'cash': 25620000000.0,
'cashFormatted': '25.62B'
}, {
'cash': 25952000000.0,
'cashFormatted': '25.95B'
}, {
'cash': 29129000000.0,
'cashFormatted': '29.13B'
}, {
'cash': 40546000000.0,
'cashFormatted': '40.55B'
}, {
'cash': 25077000000.0,
'cashFormatted': '25.08B'
}, {
'cash': 41601000000.0,
'cashFormatted': '41.60B'
}, {
'cash': 67155000000.0,
'cashFormatted': '67.16B'
}, {
'cash': 74181000000.0,
'cashFormatted': '74.18B'
}, {
'cash': 66301000000.0,
'cashFormatted': '66.30B'
}, {
'cash': 100557000000.0,
'cashFormatted': '100.56B'
}],
'type': 'annualCash'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualDps': [{
'dividendPerShare': 0.0
}, {
'dividendPerShare': 0.0
}, {
'dividendPerShare': 0.378571
}, {
'dividendPerShare': 1.628571
}, {
'dividendPerShare': 1.811429
}, {
'dividendPerShare': 1.98
}, {
'dividendPerShare': 2.18
}, {
'dividendPerShare': 2.4
}, {
'dividendPerShare': 2.72
}, {
'dividendPerShare': 3.0
}],
'type': 'annualDps'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualFairValue': [{
'fairValue': 24.268181
}, {
'fairValue': 44.174066
}, {
'fairValue': 70.33204
}, {
'fairValue': 63.056312
}, {
'fairValue': 71.544661
}, {
'fairValue': 102.301149
}, {
'fairValue': 92.048987
}, {
'fairValue': 102.190911
}, {
'fairValue': 132.396207
}, {
'fairValue': 131.955254
}],
'type': 'annualFairValue',
'futureTimestamp': [2020, 2021, 2022, 2023, 2024],
'futureAnnualFairValue': [{
'fairValue': 146.5
}, {
'fairValue': 162.64
}, {
'fairValue': 180.56
}, {
'fairValue': 200.46
}, {
'fairValue': 222.55
}]
}, {
'timestamp': [20140930, 20141231, 20150331, 20150630, 20150930, 20151231, 20160331, 20160630, 20160930, 20161231, 20170331, 20170630, 20170930, 20171231, 20180331, 20180630, 20180930, 20181231, 20190331, 20190630, 20190930, 20191231, 20200331],
'quarterlyAdjustedRevenue': [{
'adjustedRevenue': 2.618226
}, {
'adjustedRevenue': 4.636826
}, {
'adjustedRevenue': 3.881656
}, {
'adjustedRevenue': 3.319248
}, {
'adjustedRevenue': 3.446116
}, {
'adjustedRevenue': 5.076867
}, {
'adjustedRevenue': 3.885146
}, {
'adjustedRevenue': 3.255078
}, {
'adjustedRevenue': 3.600428
}, {
'adjustedRevenue': 6.021027
}, {
'adjustedRevenue': 4.06489
}, {
'adjustedRevenue': 3.489461
}, {
'adjustedRevenue': 4.04053
}, {
'adjustedRevenue': 6.785038
}, {
'adjustedRevenue': 4.698185
}, {
'adjustedRevenue': 4.093247
}, {
'adjustedRevenue': 4.833666
}, {
'adjustedRevenue': 6.478957
}, {
'adjustedRevenue': 4.458269
}, {
'adjustedRevenue': 4.135052
}, {
'adjustedRevenue': 4.921272
}, {
'adjustedRevenue': 7.056
}, {
'adjustedRevenue': 4.48117
}],
'type': 'quarterlyAdjustedRevenue'
}, {
'timestamp': [20101231, 20111231, 20121231, 20131231, 20141231, 20151231, 20161231, 20171231, 20181231, 20191231],
'annualRevenue': [{
'revenue': 65225000000.0,
'formatted': '65.22B',
'yoyPercentage': 52.021909,
'yoyPercentageFormatted': '52.02%'
}, {
'revenue': 108249000000.0,
'formatted': '108.25B',
'yoyPercentage': 65.962438,
'yoyPercentageFormatted': '65.96%'
}, {
'revenue': 156508000000.0,
'formatted': '156.51B',
'yoyPercentage': 44.581474,
'yoyPercentageFormatted': '44.58%'
}, {
'revenue': 170910000000.0,
'formatted': '170.91B',
'yoyPercentage': 9.202086,
'yoyPercentageFormatted': '9.20%'
}, {
'revenue': 182795000000.0,
'formatted': '182.79B',
'yoyPercentage': 6.953952,
'yoyPercentageFormatted': '6.95%'
}, {
'revenue': 233715000000.0,
'formatted': '233.72B',
'yoyPercentage': 27.856342,
'yoyPercentageFormatted': '27.86%'
}, {
'revenue': 215639000000.0,
'formatted': '215.64B',
'yoyPercentage': -7.734206,
'yoyPercentageFormatted': '-7.73%'
}, {
'revenue': 229234000000.0,
'formatted': '229.23B',
'yoyPercentage': 6.304518,
'yoyPercentageFormatted': '6.30%'
}, {
'revenue': 265595000000.0,
'formatted': '265.60B',
'yoyPercentage': 15.861958,
'yoyPercentageFormatted': '15.86%'
}, {
'revenue': 260174000000.0,
'formatted': '260.17B',
'yoyPercentage': -2.041078,
'yoyPercentageFormatted': '-2.04%'
}],
'type': 'annualRevenue'
}]
}
}