Files
wickra/bindings/python/python/wickra/__init__.py
T
kingchenc 82d7479011 fix: de-duplicate four indicators by correcting their definitions (#300)
* fix(core): de-duplicate 3 indicators by correcting their definitions

Behavioral audit found these computed identically to another indicator:

- AverageDrawdown was the mean per-bar under-water fraction = PainIndex.
  Now the conventional average drawdown: mean of the maximum depths of the
  distinct drawdown episodes in the window.
- IntradayIntensity was a cumulative line = the A/D Line (Adl); its normalized
  form is the Chaikin Money Flow (Cmf). Now the raw per-bar Bostian intensity
  volume*(2c-h-l)/(h-l), distinct from both.
- AwesomeOscillatorHistogram was AO - SMA(AO, n) = AcceleratorOscillator. Now
  the AO momentum AO[t] - AO[t-lookback] (the histogram delta); the 3rd
  parameter is reinterpreted from sma_period to lookback (default 1).

Constructor signatures are unchanged, so the bindings keep their API. Core
unit tests rewritten with the new reference values; workspace tests + clippy
green. Binding value-tests and deep-dive docs are updated separately.

* fix(core): redefine AdOscillator as the A/D Oscillator (was a Wad duplicate)

AdOscillator computed the cumulative volume-free Williams A/D line, identical
to the Wad indicator. Redefine it as the Williams A/D *Oscillator*: the same
line minus its 13-bar SMA, so it oscillates around zero (mean-reverting) while
Wad stays the drifting cumulative line for divergence analysis. The canonical
name AdOscillator is now accurate; the trait name() becomes "ADOSC".

Constructor stays no-arg (internal 13-bar signal). Unit tests rewritten and
cross-checked against Wad - SMA(Wad, 13). The native bindings' "WilliamsAD"
alias is renamed to "ADOSC" separately.

* fix(bindings): rename WilliamsAD alias to ADOSC and update value tests

Follows the core de-duplication: the native bindings exposed the Williams A/D
line as 'WilliamsAD', which is now the A/D Oscillator. Rename the Python /
Node.js / WASM alias to 'ADOSC' (regenerated node index.js / index.d.ts) and
update the binding value-tests for the four redefined indicators
(AverageDrawdown episode mean, AwesomeOscillatorHistogram momentum warmup,
the Wad-line reference test now uses ta.Wad()). Python suite and node suite
both pass (pytest all green, node 584/584).

* docs: record indicator de-duplication in README and CHANGELOG

README volume family: 'Williams A/D' -> 'Williams A/D Oscillator', 'Intraday
Intensity Index' -> 'Intraday Intensity'. CHANGELOG [Unreleased] documents the
four redefinitions and the native WilliamsAD -> ADOSC rename as breaking.

* test(core): cover Default impl and drop dead match arm

Codecov flagged AdOscillator::default() (never exercised) and the unreachable
_ => panic!() arm in the AwesomeOscillatorHistogram test. Exercise Default in
the accessors test and rewrite the histogram check as an if-let, removing the
dead arm.
2026-06-15 03:41:15 +02:00

1113 lines
21 KiB
Python

"""Wickra: streaming-first technical indicators.
Every indicator is available both in streaming mode (call ``update(value)`` per
new data point) and batch mode (call ``batch(numpy_array)`` over a full series).
Warmup positions in batch output are returned as ``NaN`` so the shape always
matches the input.
Example::
import numpy as np
import wickra as ta
prices = np.linspace(100, 200, 1000)
rsi = ta.RSI(14)
values = rsi.batch(prices) # numpy array, NaN during warmup
# Or streaming:
rsi = ta.RSI(14)
for p in prices:
v = rsi.update(p) # None during warmup, then float
"""
from __future__ import annotations
from ._wickra import (
__version__,
M2Measure,
UpsidePotentialRatio,
GainToPainRatio,
CommonSenseRatio,
KRatio,
TailRatio,
MartinRatio,
BurkeRatio,
SterlingRatio,
AUTOCORRPGRAM,
EVENBETTERSINE,
BANDPASS,
ADAPTIVECCI,
UNIVERSALOSC,
ADAPTIVERSI,
CTI,
TRENDFLEX,
REFLEX,
HIGHPASS,
SAMPLEENT,
SHANNONENT,
ROLLINGMINMAX,
JARQUEBERA,
TimeBasedStop,
ProjectionOscillator,
VolatilityCone,
VolatilityRatio,
BipowerVariation,
VolatilityOfVolatility,
Garch11,
EwmaVolatility,
PpoHistogram,
MacdHistogram,
TsfOscillator,
Qstick,
GatorOscillator,
KasePermissionStochastic,
WAVE_PM,
POLARIZED_FRACTAL_EFFICIENCY,
TREND_STRENGTH_INDEX,
TTM_TREND,
QQE,
IMI,
ElderRay,
DerivativeOscillator,
RMI,
StochasticCCI,
DynamicMomentumIndex,
RSX,
FisherRSI,
DisparityIndex,
HoltWinters,
GD,
AdaptiveLaguerre,
MedianMA,
EHMA,
GMA,
SWMA,
Expectancy,
WinRate,
RegimeLabel,
JumpIndicator,
TrendLabel,
HighLowRange,
WickRatio,
BodySizePct,
CloseVsOpen,
RollingQuantile,
RollingPercentileRank,
RollingIqr,
RealizedVolatility,
LogReturn,
TSF,
LINEARREG_INTERCEPT,
ROCR100,
ROCR,
ROCP,
AVGPRICE,
MIDPOINT,
MIDPRICE,
DX,
MINUS_DI,
PLUS_DI,
# Trend
SMA,
EMA,
WMA,
DEMA,
TEMA,
HMA,
KAMA,
SMMA,
TRIMA,
ZLEMA,
T3,
VWMA,
ALMA,
McGinleyDynamic,
FRAMA,
VIDYA,
JMA,
Alligator,
EVWMA,
# Momentum
RSI,
AnchoredRSI,
MACD,
MACDFIX,
MACDEXT,
Stochastic,
CCI,
ROC,
WilliamsR,
ADX,
ADXR,
PLUS_DM,
MINUS_DM,
MFI,
TRIX,
AwesomeOscillator,
Aroon,
MOM,
CMO,
TSI,
PMO,
TII,
KST,
StochRSI,
UltimateOscillator,
RVI,
PGO,
KST,
SMI,
LaguerreRSI,
ConnorsRSI,
Inertia,
APO,
AwesomeOscillatorHistogram,
CFO,
ZeroLagMACD,
ElderImpulse,
STC,
PPO,
DPO,
Coppock,
AroonOscillator,
Vortex,
RWI,
WaveTrend,
MassIndex,
AcceleratorOscillator,
BalanceOfPower,
ChoppinessIndex,
VerticalHorizontalFilter,
# Volatility
BollingerBands,
ATR,
Keltner,
Donchian,
PSAR,
SAREXT,
NATR,
StdDev,
UlcerIndex,
HistoricalVolatility,
BollingerBandwidth,
PercentB,
# Trailing Stops
ModifiedMaStop,
Nrtr,
AtrRatchet,
ElderSafeZone,
SuperTrend,
ChandelierExit,
ChandeKrollStop,
AtrTrailingStop,
HiLoActivator,
VoltyStop,
YoyoExit,
DonchianStop,
PercentageTrailingStop,
StepTrailingStop,
RenkoTrailingStop,
KaseDevStop,
TrueRange,
ChaikinVolatility,
RVIVolatility,
ParkinsonVolatility,
GarmanKlassVolatility,
RogersSatchellVolatility,
YangZhangVolatility,
# Volume
VolumeWeightedMacd,
BetterVolume,
IntradayIntensity,
TradeVolumeIndex,
TwiggsMoneyFlow,
Wad,
VolumeRsi,
OBV,
VWAP,
RollingVWAP,
ADL,
VolumePriceTrend,
ChaikinMoneyFlow,
ChaikinOscillator,
ForceIndex,
KVO,
VolumeOscillator,
NVI,
PVI,
ADOSC,
AnchoredVWAP,
DemandIndex,
TSV,
VZO,
MarketFacilitationIndex,
EaseOfMovement,
# Statistics
KendallTau,
SpreadBollingerBands,
KalmanHedgeRatio,
GrangerCausality,
VarianceRatio,
BetaNeutralSpread,
DistanceSsd,
SpreadHurst,
OuHalfLife,
RollingCovariance,
RollingCorrelation,
TypicalPrice,
MedianPrice,
WeightedClose,
LinearRegression,
LinRegSlope,
ZScore,
LinRegAngle,
Variance,
CoefficientOfVariation,
Skewness,
Kurtosis,
StandardError,
DetrendedStdDev,
RSquared,
Autocorrelation,
MedianAbsoluteDeviation,
HurstExponent,
PearsonCorrelation,
Beta,
PairwiseBeta,
SpreadAr1Coefficient,
PairSpreadZScore,
LeadLagCrossCorrelation,
Cointegration,
RelativeStrengthAB,
SpearmanCorrelation,
# Ehlers / Cycle
SuperSmoother,
FisherTransform,
InverseFisherTransform,
Decycler,
DecyclerOscillator,
RoofingFilter,
CenterOfGravity,
CyberneticCycle,
InstantaneousTrendline,
EhlersStochastic,
EmpiricalModeDecomposition,
HilbertDominantCycle,
HT_DCPHASE,
HT_PHASOR,
HT_TRENDMODE,
AdaptiveCycle,
SineWave,
MAMA,
FAMA,
# Bands & Channels
ProjectionBands,
MedianChannel,
BomarBands,
QuartileBands,
MaEnvelope,
AccelerationBands,
StarcBands,
AtrBands,
HurstChannel,
LinRegChannel,
StandardErrorBands,
DoubleBollinger,
TtmSqueeze,
FractalChaosBands,
VwapStdDevBands,
# Pivots & S/R
PivotReversal,
VolumeWeightedSr,
AndrewsPitchfork,
MurreyMathLines,
CentralPivotRange,
ClassicPivots,
FibonacciPivots,
Camarilla,
WoodiePivots,
DemarkPivots,
WilliamsFractals,
ZigZag,
# DeMark
TDMovingAverage,
TDDWave,
TDTrap,
TDPropulsion,
TDClopwin,
TDClop,
TDCamouflage,
TDSetup,
TDSequential,
TDDeMarker,
TDREI,
TDPressure,
TDCombo,
TDCountdown,
TDLines,
TDRangeProjection,
TDDifferential,
TDOpen,
TDRiskLevel,
# Ichimoku & alternative charts
Ichimoku,
HeikinAshi,
SmoothedHeikinAshi,
HeikinAshiOscillator,
ThreeLineBreak,
Equivolume,
CandleVolume,
# Market Profile
CompositeProfile,
HighLowVolumeNodes,
ProfileShape,
SinglePrints,
NakedPoc,
ValueArea,
VolumeProfile,
TpoProfile,
InitialBalance,
OpeningRange,
# Alt-Chart Bars
ThreeLineBreakBars,
RunBars,
ImbalanceBars,
DollarBars,
VolumeBars,
TickBars,
RangeBars,
RenkoBars,
KagiBars,
PointAndFigureBars,
# Candlestick patterns
TowerTopBottom,
HaramiCross,
Tristar,
FryPanBottom,
DumplingTop,
NewPriceLines,
Doji,
Hammer,
InvertedHammer,
HangingMan,
ShootingStar,
Engulfing,
Harami,
MorningEveningStar,
ThreeSoldiersOrCrows,
PiercingDarkCloud,
Marubozu,
Tweezer,
SpinningTop,
ThreeInside,
ThreeOutside,
TwoCrows,
UpsideGapTwoCrows,
IdenticalThreeCrows,
ThreeLineStrike,
ThreeStarsInSouth,
AbandonedBaby,
AdvanceBlock,
BeltHold,
Breakaway,
Counterattack,
DojiStar,
DragonflyDoji,
GravestoneDoji,
LongLeggedDoji,
RickshawMan,
EveningDojiStar,
MorningDojiStar,
GapSideBySideWhite,
HighWave,
Hikkake,
HikkakeModified,
HomingPigeon,
OnNeck,
InNeck,
Thrusting,
SeparatingLines,
Kicking,
KickingByLength,
LadderBottom,
MatHold,
MatchingLow,
LongLine,
ShortLine,
RisingThreeMethods,
FallingThreeMethods,
UpsideGapThreeMethods,
DownsideGapThreeMethods,
StalledPattern,
StickSandwich,
Takuri,
ClosingMarubozu,
OpeningMarubozu,
TasukiGap,
UniqueThreeRiver,
ConcealingBabySwallow,
# Chart patterns
CupAndHandle,
RectangleRange,
FlagPennant,
Wedge,
Triangle,
HeadAndShoulders,
TripleTopBottom,
DoubleTopBottom,
# Harmonic patterns
ThreeDrives,
Cypher,
Shark,
Crab,
Bat,
Butterfly,
Gartley,
Abcd,
# Fibonacci
FibTimeZones,
FibChannel,
FibArcs,
FibFan,
FibConfluence,
GoldenPocket,
AutoFib,
FibProjection,
FibExtension,
FibRetracement,
# Microstructure: order book
OrderFlowImbalance,
OrderBookImbalanceTop1,
OrderBookImbalanceTopN,
OrderBookImbalanceFull,
Microprice,
QuotedSpread,
DepthSlope,
# Microstructure: trade flow
Pin,
TradeSignAutocorrelation,
RollMeasure,
AmihudIlliquidity,
Vpin,
SignedVolume,
CumulativeVolumeDelta,
TradeImbalance,
# Microstructure: price impact
HasbrouckInformationShare,
EffectiveSpread,
RealizedSpread,
KylesLambda,
# Microstructure: footprint
Footprint,
# Derivatives
OpenInterestMomentum,
FundingImpliedApr,
PerpetualPremiumIndex,
OiToVolumeRatio,
EstimatedLeverageRatio,
FundingRate,
FundingRateMean,
FundingRateZScore,
FundingBasis,
OpenInterestDelta,
OIPriceDivergence,
OIWeighted,
LongShortRatio,
TakerBuySellRatio,
LiquidationFeatures,
TermStructureBasis,
CalendarSpread,
# Market Breadth
TickIndex,
AbsoluteBreadthIndex,
CumulativeVolumeIndex,
BullishPercentIndex,
UpDownVolumeRatio,
PercentAboveMa,
HighLowIndex,
NewHighsNewLows,
BreadthThrust,
Trin,
McClellanSummationIndex,
McClellanOscillator,
AdVolumeLine,
AdvanceDeclineRatio,
AdvanceDecline,
# Risk / Performance
SharpeRatio,
SortinoRatio,
CalmarRatio,
OmegaRatio,
MaxDrawdown,
AverageDrawdown,
DrawdownDuration,
PainIndex,
ValueAtRisk,
ConditionalValueAtRisk,
ProfitFactor,
GainLossRatio,
RecoveryFactor,
KellyCriterion,
TreynorRatio,
InformationRatio,
Alpha,
# Seasonality & Session
SessionVwap,
SessionHighLow,
SessionRange,
AverageDailyRange,
OvernightGap,
OvernightIntradayReturn,
TurnOfMonth,
SeasonalZScore,
TimeOfDayReturnProfile,
DayOfWeekProfile,
IntradayVolatilityProfile,
VolumeByTimeProfile,
)
__all__ = [
"M2Measure",
"UpsidePotentialRatio",
"GainToPainRatio",
"CommonSenseRatio",
"KRatio",
"TailRatio",
"MartinRatio",
"BurkeRatio",
"SterlingRatio",
"AUTOCORRPGRAM",
"EVENBETTERSINE",
"BANDPASS",
"ADAPTIVECCI",
"UNIVERSALOSC",
"ADAPTIVERSI",
"CTI",
"TRENDFLEX",
"REFLEX",
"HIGHPASS",
"SAMPLEENT",
"SHANNONENT",
"ROLLINGMINMAX",
"JARQUEBERA",
"TimeBasedStop",
"ProjectionOscillator",
"VolatilityCone",
"VolatilityRatio",
"BipowerVariation",
"VolatilityOfVolatility",
"Garch11",
"EwmaVolatility",
"PpoHistogram",
"MacdHistogram",
"TsfOscillator",
"Qstick",
"GatorOscillator",
"KasePermissionStochastic",
"WAVE_PM",
"POLARIZED_FRACTAL_EFFICIENCY",
"TREND_STRENGTH_INDEX",
"TTM_TREND",
"QQE",
"IMI",
"ElderRay",
"DerivativeOscillator",
"RMI",
"StochasticCCI",
"DynamicMomentumIndex",
"RSX",
"FisherRSI",
"DisparityIndex",
"HoltWinters",
"GD",
"AdaptiveLaguerre",
"MedianMA",
"EHMA",
"GMA",
"SWMA",
"Expectancy",
"WinRate",
"RegimeLabel",
"JumpIndicator",
"TrendLabel",
"HighLowRange",
"WickRatio",
"BodySizePct",
"CloseVsOpen",
"RollingQuantile",
"RollingPercentileRank",
"RollingIqr",
"RealizedVolatility",
"LogReturn",
"TSF",
"LINEARREG_INTERCEPT",
"ROCR100",
"ROCR",
"ROCP",
"AVGPRICE",
"MIDPOINT",
"MIDPRICE",
"DX",
"MINUS_DI",
"PLUS_DI",
"__version__",
# Trend
"SMA",
"EMA",
"WMA",
"DEMA",
"TEMA",
"HMA",
"KAMA",
"SMMA",
"TRIMA",
"ZLEMA",
"T3",
"VWMA",
"ALMA",
"McGinleyDynamic",
"FRAMA",
"VIDYA",
"JMA",
"Alligator",
"EVWMA",
# Momentum
"RSI",
"AnchoredRSI",
"MACD",
"MACDFIX",
"MACDEXT",
"Stochastic",
"CCI",
"ROC",
"WilliamsR",
"ADX",
"ADXR",
"PLUS_DM",
"MINUS_DM",
"MFI",
"TRIX",
"AwesomeOscillator",
"Aroon",
"MOM",
"CMO",
"TSI",
"PMO",
"TII",
"KST",
"StochRSI",
"UltimateOscillator",
"RVI",
"PGO",
"KST",
"SMI",
"LaguerreRSI",
"ConnorsRSI",
"Inertia",
"APO",
"AwesomeOscillatorHistogram",
"CFO",
"ZeroLagMACD",
"ElderImpulse",
"STC",
"PPO",
"DPO",
"Coppock",
"AroonOscillator",
"Vortex",
"RWI",
"WaveTrend",
"MassIndex",
"AcceleratorOscillator",
"BalanceOfPower",
"ChoppinessIndex",
"VerticalHorizontalFilter",
# Volatility
"BollingerBands",
"ATR",
"Keltner",
"Donchian",
"PSAR",
"SAREXT",
"NATR",
"StdDev",
"UlcerIndex",
"HistoricalVolatility",
"BollingerBandwidth",
"PercentB",
# Trailing Stops
"ModifiedMaStop",
"Nrtr",
"AtrRatchet",
"ElderSafeZone",
"SuperTrend",
"ChandelierExit",
"ChandeKrollStop",
"AtrTrailingStop",
"HiLoActivator",
"VoltyStop",
"YoyoExit",
"DonchianStop",
"PercentageTrailingStop",
"StepTrailingStop",
"RenkoTrailingStop",
"KaseDevStop",
"TrueRange",
"ChaikinVolatility",
"RVIVolatility",
"ParkinsonVolatility",
"GarmanKlassVolatility",
"RogersSatchellVolatility",
"YangZhangVolatility",
# Volume
"VolumeWeightedMacd",
"BetterVolume",
"IntradayIntensity",
"TradeVolumeIndex",
"TwiggsMoneyFlow",
"Wad",
"VolumeRsi",
"OBV",
"VWAP",
"RollingVWAP",
"ADL",
"VolumePriceTrend",
"ChaikinMoneyFlow",
"ChaikinOscillator",
"ForceIndex",
"KVO",
"VolumeOscillator",
"NVI",
"PVI",
"ADOSC",
"AnchoredVWAP",
"DemandIndex",
"TSV",
"VZO",
"MarketFacilitationIndex",
"EaseOfMovement",
# Statistics
"KendallTau",
"SpreadBollingerBands",
"KalmanHedgeRatio",
"GrangerCausality",
"VarianceRatio",
"BetaNeutralSpread",
"DistanceSsd",
"SpreadHurst",
"OuHalfLife",
"RollingCovariance",
"RollingCorrelation",
"TypicalPrice",
"MedianPrice",
"WeightedClose",
"LinearRegression",
"LinRegSlope",
"ZScore",
"LinRegAngle",
"Variance",
"CoefficientOfVariation",
"Skewness",
"Kurtosis",
"StandardError",
"DetrendedStdDev",
"RSquared",
"Autocorrelation",
"MedianAbsoluteDeviation",
"HurstExponent",
"PearsonCorrelation",
"Beta",
"PairwiseBeta",
"SpreadAr1Coefficient",
"PairSpreadZScore",
"LeadLagCrossCorrelation",
"Cointegration",
"RelativeStrengthAB",
"SpearmanCorrelation",
# Ehlers / Cycle
"SuperSmoother",
"FisherTransform",
"InverseFisherTransform",
"Decycler",
"DecyclerOscillator",
"RoofingFilter",
"CenterOfGravity",
"CyberneticCycle",
"InstantaneousTrendline",
"EhlersStochastic",
"EmpiricalModeDecomposition",
"HilbertDominantCycle",
"HT_DCPHASE",
"HT_PHASOR",
"HT_TRENDMODE",
"AdaptiveCycle",
"SineWave",
"MAMA",
"FAMA",
# Bands & Channels
"ProjectionBands",
"MedianChannel",
"BomarBands",
"QuartileBands",
"MaEnvelope",
"AccelerationBands",
"StarcBands",
"AtrBands",
"HurstChannel",
"LinRegChannel",
"StandardErrorBands",
"DoubleBollinger",
"TtmSqueeze",
"FractalChaosBands",
"VwapStdDevBands",
# Pivots & S/R
"PivotReversal",
"VolumeWeightedSr",
"AndrewsPitchfork",
"MurreyMathLines",
"CentralPivotRange",
"ClassicPivots",
"FibonacciPivots",
"Camarilla",
"WoodiePivots",
"DemarkPivots",
"WilliamsFractals",
"ZigZag",
# DeMark
"TDMovingAverage",
"TDDWave",
"TDTrap",
"TDPropulsion",
"TDClopwin",
"TDClop",
"TDCamouflage",
"TDSetup",
"TDSequential",
"TDDeMarker",
"TDREI",
"TDPressure",
"TDCombo",
"TDCountdown",
"TDLines",
"TDRangeProjection",
"TDDifferential",
"TDOpen",
"TDRiskLevel",
# Ichimoku & alternative charts
"Ichimoku",
"HeikinAshi",
"SmoothedHeikinAshi",
"HeikinAshiOscillator",
"ThreeLineBreak",
"Equivolume",
"CandleVolume",
# Market Profile
"CompositeProfile",
"HighLowVolumeNodes",
"ProfileShape",
"SinglePrints",
"NakedPoc",
"ValueArea",
"VolumeProfile",
"TpoProfile",
"InitialBalance",
"OpeningRange",
# Alt-Chart Bars
"ThreeLineBreakBars",
"RunBars",
"ImbalanceBars",
"DollarBars",
"VolumeBars",
"TickBars",
"RangeBars",
"RenkoBars",
"KagiBars",
"PointAndFigureBars",
# Candlestick patterns
"TowerTopBottom",
"HaramiCross",
"Tristar",
"FryPanBottom",
"DumplingTop",
"NewPriceLines",
"Doji",
"Hammer",
"InvertedHammer",
"HangingMan",
"ShootingStar",
"Engulfing",
"Harami",
"MorningEveningStar",
"ThreeSoldiersOrCrows",
"PiercingDarkCloud",
"Marubozu",
"Tweezer",
"SpinningTop",
"ThreeInside",
"ThreeOutside",
"TwoCrows",
"UpsideGapTwoCrows",
"IdenticalThreeCrows",
"ThreeLineStrike",
"ThreeStarsInSouth",
"AbandonedBaby",
"AdvanceBlock",
"BeltHold",
"Breakaway",
"Counterattack",
"DojiStar",
"DragonflyDoji",
"GravestoneDoji",
"LongLeggedDoji",
"RickshawMan",
"EveningDojiStar",
"MorningDojiStar",
"GapSideBySideWhite",
"HighWave",
"Hikkake",
"HikkakeModified",
"HomingPigeon",
"OnNeck",
"InNeck",
"Thrusting",
"SeparatingLines",
"Kicking",
"KickingByLength",
"LadderBottom",
"MatHold",
"MatchingLow",
"LongLine",
"ShortLine",
"RisingThreeMethods",
"FallingThreeMethods",
"UpsideGapThreeMethods",
"DownsideGapThreeMethods",
"StalledPattern",
"StickSandwich",
"Takuri",
"ClosingMarubozu",
"OpeningMarubozu",
"TasukiGap",
"UniqueThreeRiver",
"ConcealingBabySwallow",
# Chart patterns
"CupAndHandle",
"RectangleRange",
"FlagPennant",
"Wedge",
"Triangle",
"HeadAndShoulders",
"TripleTopBottom",
"DoubleTopBottom",
# Harmonic patterns
"ThreeDrives",
"Cypher",
"Shark",
"Crab",
"Bat",
"Butterfly",
"Gartley",
"Abcd",
# Fibonacci
"FibTimeZones",
"FibChannel",
"FibArcs",
"FibFan",
"FibConfluence",
"GoldenPocket",
"AutoFib",
"FibProjection",
"FibExtension",
"FibRetracement",
# Microstructure: order book
"OrderFlowImbalance",
"OrderBookImbalanceTop1",
"OrderBookImbalanceTopN",
"OrderBookImbalanceFull",
"Microprice",
"QuotedSpread",
"DepthSlope",
# Microstructure: trade flow
"Pin",
"TradeSignAutocorrelation",
"RollMeasure",
"AmihudIlliquidity",
"Vpin",
"SignedVolume",
"CumulativeVolumeDelta",
"TradeImbalance",
# Microstructure: price impact
"HasbrouckInformationShare",
"EffectiveSpread",
"RealizedSpread",
"KylesLambda",
# Microstructure: footprint
"Footprint",
# Derivatives
"OpenInterestMomentum",
"FundingImpliedApr",
"PerpetualPremiumIndex",
"OiToVolumeRatio",
"EstimatedLeverageRatio",
"FundingRate",
"FundingRateMean",
"FundingRateZScore",
"FundingBasis",
"OpenInterestDelta",
"OIPriceDivergence",
"OIWeighted",
"LongShortRatio",
"TakerBuySellRatio",
"LiquidationFeatures",
"TermStructureBasis",
"CalendarSpread",
# Market Breadth
"TickIndex",
"AbsoluteBreadthIndex",
"CumulativeVolumeIndex",
"BullishPercentIndex",
"UpDownVolumeRatio",
"PercentAboveMa",
"HighLowIndex",
"NewHighsNewLows",
"BreadthThrust",
"Trin",
"McClellanSummationIndex",
"McClellanOscillator",
"AdVolumeLine",
"AdvanceDeclineRatio",
"AdvanceDecline",
# Risk / Performance
"SharpeRatio",
"SortinoRatio",
"CalmarRatio",
"OmegaRatio",
"MaxDrawdown",
"AverageDrawdown",
"DrawdownDuration",
"PainIndex",
"ValueAtRisk",
"ConditionalValueAtRisk",
"ProfitFactor",
"GainLossRatio",
"RecoveryFactor",
"KellyCriterion",
"TreynorRatio",
"InformationRatio",
"Alpha",
# Seasonality & Session
"SessionVwap",
"SessionHighLow",
"SessionRange",
"AverageDailyRange",
"OvernightGap",
"OvernightIntradayReturn",
"TurnOfMonth",
"SeasonalZScore",
"TimeOfDayReturnProfile",
"DayOfWeekProfile",
"IntradayVolatilityProfile",
"VolumeByTimeProfile",
]