alternative-data

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Use when subscribing to a QuantConnect/LEAN alternative-data class via `AddData<AltClass>(symbol)` and reading the result from `slice` in `OnData`. Triggers — "is this dataset a list or single point per bar", "why does iterating slice[dataset_symbol] fail", "why does .property error on a Quiver/RegAlytics/EODHDEconomicEvents value", missing-attribute errors after `slice[_datasetSymbol]`. Skip when — the dataset is a universe (use alternative-data-universes), Morningstar fundamentals, ETF constituents, or the price feed comes through `AddEquity` / `AddOption` instead of `AddData`.

QuantConnect By QuantConnect schedule Updated 5/19/2026

name: alternative-data description: Use when subscribing to a QuantConnect/LEAN alternative-data class via AddData<AltClass>(symbol) and reading the result from slice in OnData. Triggers — "is this dataset a list or single point per bar", "why does iterating slice[dataset_symbol] fail", "why does .property error on a Quiver/RegAlytics/EODHDEconomicEvents value", missing-attribute errors after slice[_datasetSymbol]. Skip when — the dataset is a universe (use alternative-data-universes), Morningstar fundamentals, ETF constituents, or the price feed comes through AddEquity / AddOption instead of AddData.

Alternative Data Classes

Subscribe with AddData<AltClass>(symbol) and read from slice in OnData. Indexing slice[_datasetSymbol] returns either a single data point or a list of data points per bar — see the tables below.

Single Data Point

Indexing slice[_datasetSymbol] returns a single object; read properties directly.

public override void OnData(Slice slice)
{
    if (slice.ContainsKey(_datasetSymbol))
    {
        var dataPoint = slice[_datasetSymbol];
        Log($"{dataPoint.<Property>}");
    }
}
Class Dataset Properties
BenzingaNews Benzinga News Feed Id, Author, CreatedAt, UpdatedAt, Title, Teaser, Contents, Categories, Symbols, Tags
BitcoinMetadata Bitcoin Metadata Difficulty, MyWalletNumberofUsers, AverageBlockSize, BlockchainSize, MedianTransactionConfirmationTime, MinersRevenue, HashRate, CostPerTransaction, CostPercentofTransactionVolume, EstimatedTransactionVolumeUSD, EstimatedTransactionVolume, TotalOutputVolume, NumberofTransactionperBlock, NumberofUniqueBitcoinAddressesUsed, NumberofTransactionsExcludingPopularAddresses, TotalNumberofTransactions, NumberofTransactions, TotalTransactionFeesUSD, TotalTransactionFees, MarketCapitalization, TotalBitcoins, MyWalletNumberofTransactionPerDay, MyWalletTransactionVolume
BrainCompanyFilingLanguageMetrics10K Brain Language Metrics on Company Filings ReportDate, ReportCategory, ReportPeriod, PreviousReportDate, PreviousReportCategory, PreviousReportPeriod, ReportSentiment, RiskFactorsStatementSentiment, ManagementDiscussionAnalyasisOfFinancialConditionAndResultsOfOperations
BrainCompanyFilingLanguageMetricsAll Brain Language Metrics on Company Filings ReportDate, ReportCategory, ReportPeriod, PreviousReportDate, PreviousReportCategory, PreviousReportPeriod, ReportSentiment, RiskFactorsStatementSentiment, ManagementDiscussionAnalyasisOfFinancialConditionAndResultsOfOperations
BrainStockRanking10Day Brain ML Stock Ranking Rank
BrainStockRanking21Day Brain ML Stock Ranking Rank
BrainStockRanking2Day Brain ML Stock Ranking Rank
BrainStockRanking3Day Brain ML Stock Ranking Rank
BrainStockRanking5Day Brain ML Stock Ranking Rank
BrainSentimentIndicator30Day Brain Sentiment Indicator TotalArticleMentions, SentimentalArticleMentions, Sentiment, TotalBuzzVolume, SentimentalBuzzVolume
BrainSentimentIndicator7Day Brain Sentiment Indicator TotalArticleMentions, SentimentalArticleMentions, Sentiment, TotalBuzzVolume, SentimentalBuzzVolume
BrainWikipediaPageViews Brain Wikipedia Page Views NumberViews1, Buzz1, NumberViews7, Buzz7, NumberViews30, Buzz30
KavoutCompositeFactorBundle Composite Factor Bundle Growth, ValueFactor, Quality, Momentum, LowVolatility
SmartInsiderIntention Corporate Buybacks Execution, ExecutionEntity, ExecutionHolding, Amount, ValueCurrency, AmountValue, Percentage, AuthorizationStartDate, AuthorizationEndDate, PriceCurrency, MinimumPrice, MaximumPrice, NoteText, TransactionID, EventType, LastUpdate, LastIDsUpdate, ISIN, USDMarketCap, CompanyID, ICBIndustry, ICBSuperSector, ICBSector, ICBSubSector, ICBCode, CompanyName, PreviousResultsAnnouncementDate, NextResultsAnnouncementsDate, NextCloseBegin, LastCloseEnded, SecurityDescription, TickerCountry, TickerSymbol, AnnouncementDate, TimeReleased, TimeProcessed, TimeReleasedUtc, TimeProcessedUtc, AnnouncedIn
SmartInsiderTransaction Corporate Buybacks BuybackDate, Execution, ExecutionEntity, ExecutionHolding, Currency, ExecutionPrice, Amount, GBPValue, EURValue, USDValue, NoteText, BuybackPercentage, VolumePercentage, ConversionRate, AmountAdjustedFactor, PriceAdjustedFactor, TreasuryHolding, TransactionID, EventType, LastUpdate, LastIDsUpdate, ISIN, USDMarketCap, CompanyID, ICBIndustry, ICBSuperSector, ICBSector, ICBSubSector, ICBCode, CompanyName, PreviousResultsAnnouncementDate, NextResultsAnnouncementsDate, NextCloseBegin, LastCloseEnded, SecurityDescription, TickerCountry, TickerSymbol, AnnouncementDate, TimeReleased, TimeProcessed, TimeReleasedUtc, TimeProcessedUtc, AnnouncedIn
ExtractAlphaCrossAssetModel Cross Asset Model Spread, Skew, VolumeComponent, Score, ScoreSlow
CoinGecko Crypto Market Cap Coin, Volume, MarketCap
NasdaqCustomColumns Data Link Value
NasdaqDataLink Data Link Period
EstimizeConsensus Estimize Id, Source, Type, Mean, High, Low, StandardDeviation, Count, UpdatedAt, FiscalYear, FiscalQuarter
EstimizeEstimate Estimize Id, Ticker, FiscalYear, FiscalQuarter, CreatedAt, Eps, Revenue, UserName, AnalystId, Flagged
EstimizeRelease Estimize Id, FiscalYear, FiscalQuarter, ReleaseDate, Eps, Revenue, WallStreetEpsEstimate, WallStreetRevenueEstimate, ConsensusEpsEstimate, ConsensusRevenueEstimate, ConsensusWeightedEpsEstimate, ConsensusWeightedRevenueEstimate
FearGreedIndex Fear and Greed Spx, SpxSma, MarketMomentum, StocksAtYearlyHighs, StocksAtYearlyLows, TotalForStrength, NetYearlyHighsAndLows, StockPriceStrength, StocksUpDaily, StocksDownDaily, TotalForBreadth, McClellanSummationIndex, StockPriceBreadth, PutCallRatioDaily, PutCallRatioSma, PutCallRatioNormalized, Vix, VixSma, MarketVolatility, StockReturns, BondReturns, StockBondReturnDifference, SafeHavenDemand, JunkBondYield, InvestmentGradeBondYield, BondYieldSpread, JunkBondDemand, QCIndex, CNNIndex
QuiverInsiderTrading Insider Trading Date, FileDate, TransactionCode, PricePerShare, Shares, SharesOwnedFollowing, AcquiredDisposedCode, DirectOrIndirectOwnership, Name, OfficerTitle, IsDirector, IsOfficer, IsTenPercentOwner, IsOther
ExtractAlphaTacticalModel Tactical Reversal, FactorMomentum, LiquidityShock, Seasonality, Score
TiingoNews Tiingo News Feed Source, CrawlDate, Url, PublishedDate, Tags, Description, Title, ArticleID, Symbols
EODHDUpcomingDividends Upcoming Dividends DividendDate, DeclarationDate, ReportDate, PaymentDate, Dividend
EODHDUpcomingEarnings Upcoming Earnings ReportDate, ReportTime, Estimate
EODHDUpcomingIPOs Upcoming IPOs Name, Exchange, IpoDate, FilingDate, AmendedDate, LowestPrice, HighestPrice, OfferPrice, Shares, DealType
EODHDUpcomingSplits Upcoming Splits SplitDate, Optionable, SplitFactor
BLSEconomicSurveysCes US Bureau of Labor Statistics (BLS) Value
BLSEconomicSurveysCpi US Bureau of Labor Statistics (BLS) Value
BLSEconomicSurveysJolts US Bureau of Labor Statistics (BLS) Value
BLSEconomicSurveysPpi US Bureau of Labor Statistics (BLS) Value
USEnergy US Energy Information Administration (EIA) Value
Fred US Federal Reserve (FRED) Value
QuiverGovernmentContract US Government Contracts Description, Agency, Amount
SECReport10K US SEC Filings Report
SECReport10Q US SEC Filings Report
SECReport8K US SEC Filings Report
USTreasuryYieldCurveRate US Treasury Yield Curve OneMonth, TwoMonth, ThreeMonth, SixMonth, OneYear, TwoYear, ThreeYear, FiveYear, SevenYear, TenYear, TwentyYear, ThirtyYear
VIXCentralContango VIX Central Contango FrontMonth, F1, F2, F3, F4, F5, F6, F7, F8, F9, F10, F11, F12, Contango_F2_Minus_F1, Contango_F7_Minus_F4, Contango_F7_Minus_F4_Div_3, Period

List Type

Indexing slice[_datasetSymbol] returns the listed outer class; iterate it and read properties off each element.

public override void OnData(Slice slice)
{
    if (slice.ContainsKey(_datasetSymbol))
    {
        foreach (var dataPoint in slice[_datasetSymbol])
        {
            Log($"{dataPoint.<Property>}");
        }
    }
}
Class Dataset Properties
QuiverCNBCs->QuiverCNBC CNBC Trading Notes, Direction, Traders, AdviceDate
QuiverLobbyings->QuiverLobbying Corporate Lobbying Client, Issue, SpecificIssue, Amount
EODHDEconomicEvents->EODHDEconomicEvent Economic Events EventType, EventPeriod, Country, EventTime, Previous, Estimate
EODHDMacroIndicators->EODHDMacroIndicator Macroeconomics Indicators Indicator, Country, Frequency
ExtractAlphaTrueBeats->ExtractAlphaTrueBeat True Beats FiscalPeriod, EarningsMetric, AnalystEstimatesCount, TrueBeat, ExpertBeat, TrendBeat, ManagementBeat
QuiverCongress->QuiverCongressDataPoint US Congress Trading RecordDate, UpdatedAt, ReportDate, TransactionDate, Representative, Transaction, Amount, MaximumAmount, House, Party, District, State
RegalyticsRegulatoryArticles->RegalyticsRegulatoryArticle US Regulatory Alerts - Financial Sector Id, Title, Summary, Status, Classification, FilingType, InFederalRegister, FederalRegisterNumber, DocketFileNumber, SecReleaseNumber, ProposedCommentsDueDate, OriginalPublicationDate, FederalRegisterPublicationDate, RuleEffectiveDate, SourcedAt, LatestUpdate, AlertType, States, Agencies, Sector, AnnouncementUrl, CreatedAt
USDAFruitAndVegetables->USDAFruitAndVegetable USDA Fruit And Vegetables Form, AverageRetailPrice, Unit, PreparationYieldFactor, CupEquivalentSize, CupEquivalentUnit, PricePerCupEquivalent

Common mistakes

  • Iterating a single-point class — that index returns one object; read .Property directly.
  • Reading .Property on a list-class index — iterate first, then read each element.
  • Skipping the slice.ContainsKey guard — alt-data only lands when there's an event, so the slice may not carry the symbol every bar.
  • Two list-class wrappers iterate through a sub-attribute, not the value itself: USDAFruitAndVegetables (collection.Data) and EODHDEconomicEvents (slice.Get<EODHDEconomicEvents>().TryGetValue(symbol, out var events)).
Install via CLI
npx skills add https://github.com/QuantConnect/Documentation --skill alternative-data
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