From a097eb16cb785b762663900a22f934b63434b5cb Mon Sep 17 00:00:00 2001 From: Tapanhaz Date: Mon, 9 Dec 2024 11:16:11 +0530 Subject: [PATCH] Fix: correct typing hints for const double arrays --- talib/_ta_lib.pyi | 806 +++++++++++++++++++++++----------------------- 1 file changed, 402 insertions(+), 404 deletions(-) diff --git a/talib/_ta_lib.pyi b/talib/_ta_lib.pyi index 031bc725..33f0749c 100644 --- a/talib/_ta_lib.pyi +++ b/talib/_ta_lib.pyi @@ -1,8 +1,6 @@ import numpy as np -import polars as pl -import pandas as pd from enum import Enum -from typing import Tuple, Union +from typing import Tuple from numpy.typing import NDArray class MA_Type(Enum): @@ -19,7 +17,7 @@ class MA_Type(Enum): #Overlap Studies Functions def BBANDS( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 5, nbdevup: float= 2, nbdevdn: float= 2, @@ -27,36 +25,36 @@ def BBANDS( )-> Tuple[NDArray[np.float64], NDArray[np.float64], NDArray[np.float64]]: ... def DEMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def EMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... -def HT_TRENDLINE(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def HT_TRENDLINE(real: NDArray[np.float64])-> NDArray[np.float64]: ... def KAMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def MA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30, matype: MA_Type = MA_Type.SMA )-> NDArray[np.float64]: ... def MAMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], fastlimit: float= 0, slowlimit: float= 0 )-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... def MAVP( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], periods: float, minperiod: int= 2, maxperiod: int= 30, @@ -64,26 +62,26 @@ def MAVP( )-> NDArray[np.float64]: ... def MIDPOINT( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def MIDPRICE( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def SAR( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], acceleration: float= 0, maximum: float= 0 )-> NDArray[np.float64]: ... def SAREXT( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], startvalue: float= 0, offsetonreverse: float= 0, accelerationinitlong: float= 0, @@ -95,101 +93,101 @@ def SAREXT( )-> NDArray[np.float64]: ... def SMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def T3( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 5, vfactor: float= 0 )-> NDArray[np.float64]: ... def TEMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def TRIMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def WMA( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... #Momentum Indicator Functions def ADX( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def ADXR( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def APO( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], fastperiod: int= 12, slowperiod: int= 26, matype: MA_Type = MA_Type.SMA )-> NDArray[np.float64]: ... def AROON( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], timeperiod: int= 14 )-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... def AROONOSC( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def BOP( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CCI( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def CMO( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def DX( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def MACD( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], fastperiod: int= 12, slowperiod: int= 26, signalperiod: int= 9 )-> Tuple[NDArray[np.float64], NDArray[np.float64], NDArray[np.float64]]: ... def MACDEXT( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], fastperiod: int= 12, fastmatype: MA_Type = MA_Type.SMA, slowperiod: int= 26, @@ -199,85 +197,85 @@ def MACDEXT( )-> Tuple[NDArray[np.float64], NDArray[np.float64], NDArray[np.float64]]: ... def MACDFIX( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], signalperiod: int= 9 )-> Tuple[NDArray[np.float64], NDArray[np.float64], NDArray[np.float64]]: ... def MFI( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], - volume: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], + volume: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def MINUS_DI( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def MINUS_DM( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def MOM( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 10 )-> NDArray[np.float64]: ... def PLUS_DI( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def PLUS_DM( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def PPO( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], fastperiod: int= 12, slowperiod: int= 26, matype: MA_Type = MA_Type.SMA )-> NDArray[np.float64]: ... def ROC( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 10 )-> NDArray[np.float64]: ... def ROCP( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 10 )-> NDArray[np.float64]: ... def ROCR( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 10 )-> NDArray[np.float64]: ... def ROCR100( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 10 )-> NDArray[np.float64]: ... def RSI( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def STOCH( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], fastk_period: int= 5, slowk_period: int= 3, slowk_matype: MA_Type = MA_Type.SMA, @@ -286,16 +284,16 @@ def STOCH( )-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... def STOCHF( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], fastk_period: int= 5, fastd_period: int= 3, fastd_matype: MA_Type = MA_Type.SMA )-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... def STOCHRSI( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14, fastk_period: int= 5, fastd_period: int= 3, @@ -303,681 +301,681 @@ def STOCHRSI( )-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... def TRIX( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def ULTOSC( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod1: int= 7, timeperiod2: int= 14, timeperiod3: int= 28 )-> NDArray[np.float64]: ... def WILLR( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... #Volume Indicator Functions def AD( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], - volume: Union[NDArray[np.float64], pd.Series, pl.Series] + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], + volume: NDArray[np.float64] )-> NDArray[np.float64]: ... def ADOSC( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], - volume: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], + volume: NDArray[np.float64], fastperiod: int= 3, slowperiod: int= 10 )-> NDArray[np.float64]: ... def OBV( - close: Union[NDArray[np.float64], pd.Series, pl.Series], - volume: Union[NDArray[np.float64], pd.Series, pl.Series] + close: NDArray[np.float64], + volume: NDArray[np.float64] )-> NDArray[np.float64]: ... #Volatility Indicator Functions def ATR( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def NATR( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def TRANGE( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... # Price Transform Functions def AVGPRICE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def MEDPRICE( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series] + high: NDArray[np.float64], + low: NDArray[np.float64] )-> NDArray[np.float64]: ... def TYPPRICE( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def WCLPRICE( - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... # Cycle Indicator Functions -def HT_DCPERIOD(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def HT_DCPERIOD(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def HT_DCPHASE(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def HT_DCPHASE(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def HT_PHASOR(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... +def HT_PHASOR(real: NDArray[np.float64])-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... -def HT_SINE(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... +def HT_SINE(real: NDArray[np.float64])-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... -def HT_TRENDMODE(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... +def HT_TRENDMODE(real: NDArray[np.float64])-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... #Pattern Recognition Functions def CDL2CROWS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDL3BLACKCROWS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDL3INSIDE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDL3LINESTRIKE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDL3OUTSIDE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDL3STARSINSOUTH( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDL3WHITESOLDIERS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLABANDONEDBABY( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], penetration: float= 0 )-> NDArray[np.float64]: ... def CDLADVANCEBLOCK( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLBELTHOLD( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLBREAKAWAY( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLCLOSINGMARUBOZU( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLCONCEALBABYSWALL( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLCOUNTERATTACK( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLDARKCLOUDCOVER( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], penetration: float= 0 )-> NDArray[np.float64]: ... def CDLDOJI( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLDOJISTAR( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLDRAGONFLYDOJI( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLENGULFING( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLEVENINGDOJISTAR( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], penetration: float= 0 )-> NDArray[np.float64]: ... def CDLEVENINGSTAR( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], penetration: float= 0 )-> NDArray[np.float64]: ... def CDLGAPSIDESIDEWHITE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLGRAVESTONEDOJI( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHAMMER( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHANGINGMAN( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHARAMI( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHARAMICROSS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHIGHWAVE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHIKKAKE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHIKKAKEMOD( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLHOMINGPIGEON( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLIDENTICAL3CROWS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLINNECK( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLINVERTEDHAMMER( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLKICKING( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLKICKINGBYLENGTH( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLLADDERBOTTOM( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLLONGLEGGEDDOJI( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLLONGLINE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLMARUBOZU( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLMATCHINGLOW( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLMATHOLD( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], penetration: float= 0 )-> NDArray[np.float64]: ... def CDLMORNINGDOJISTAR( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], penetration: float= 0 )-> NDArray[np.float64]: ... def CDLMORNINGSTAR( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series], + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64], penetration: float= 0 )-> NDArray[np.float64]: ... def CDLONNECK( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLPIERCING( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLRICKSHAWMAN( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLRISEFALL3METHODS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLSEPARATINGLINES( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLSHOOTINGSTAR( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLSHORTLINE( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLSPINNINGTOP( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLSTALLEDPATTERN( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLSTICKSANDWICH( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLTAKURI( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLTASUKIGAP( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLTHRUSTING( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLTRISTAR( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLUNIQUE3RIVER( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLUPSIDEGAP2CROWS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... def CDLXSIDEGAP3METHODS( - open: Union[NDArray[np.float64], pd.Series, pl.Series], - high: Union[NDArray[np.float64], pd.Series, pl.Series], - low: Union[NDArray[np.float64], pd.Series, pl.Series], - close: Union[NDArray[np.float64], pd.Series, pl.Series] + open: NDArray[np.float64], + high: NDArray[np.float64], + low: NDArray[np.float64], + close: NDArray[np.float64] )-> NDArray[np.float64]: ... # Statistic Functions def BETA( - real0: Union[NDArray[np.float64], pd.Series, pl.Series], - real1: Union[NDArray[np.float64], pd.Series, pl.Series], + real0: NDArray[np.float64], + real1: NDArray[np.float64], timeperiod: int= 5 )-> NDArray[np.float64]: ... def CORREL( - real0: Union[NDArray[np.float64], pd.Series, pl.Series], - real1: Union[NDArray[np.float64], pd.Series, pl.Series], + real0: NDArray[np.float64], + real1: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def LINEARREG( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def LINEARREG_ANGLE( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def LINEARREG_INTERCEPT( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def LINEARREG_SLOPE( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def STDDEV( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 5, nbdev: float= 1 )-> NDArray[np.float64]: ... def TSF( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 14 )-> NDArray[np.float64]: ... def VAR( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 5, nbdev: float= 1 )-> NDArray[np.float64]: ... # Math Transform Functions -def ACOS(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def ACOS(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def ASIN(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def ASIN(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def ATAN(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def ATAN(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def CEIL(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def CEIL(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def COS(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def COS(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def COSH(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def COSH(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def EXP(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def EXP(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def FLOOR(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def FLOOR(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def LN(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def LN(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def LOG10(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def LOG10(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def SIN(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def SIN(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def SINH(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def SINH(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def SQRT(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def SQRT(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def TAN(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def TAN(real: NDArray[np.float64])-> NDArray[np.float64]: ... -def TANH(real: Union[NDArray[np.float64], pd.Series, pl.Series])-> NDArray[np.float64]: ... +def TANH(real: NDArray[np.float64])-> NDArray[np.float64]: ... #Math Operator Functions def ADD( - real0: Union[NDArray[np.float64], pd.Series, pl.Series], - real1: Union[NDArray[np.float64], pd.Series, pl.Series] + real0: NDArray[np.float64], + real1: NDArray[np.float64] )-> NDArray[np.float64]: ... def DIV( - real0: Union[NDArray[np.float64], pd.Series, pl.Series], - real1: Union[NDArray[np.float64], pd.Series, pl.Series] + real0: NDArray[np.float64], + real1: NDArray[np.float64] )-> NDArray[np.float64]: ... def MAX( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def MAXINDEX( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def MIN( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def MININDEX( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... def MINMAX( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... def MINMAXINDEX( - real: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> Tuple[NDArray[np.float64], NDArray[np.float64]]: ... def MULT( - real0: Union[NDArray[np.float64], pd.Series, pl.Series], - real1: Union[NDArray[np.float64], pd.Series, pl.Series] + real0: NDArray[np.float64], + real1: NDArray[np.float64] )-> NDArray[np.float64]: ... def SUB( - real0: Union[NDArray[np.float64], pd.Series, pl.Series], - real1: Union[NDArray[np.float64], pd.Series, pl.Series] + real0: NDArray[np.float64], + real1: NDArray[np.float64] )-> NDArray[np.float64]: ... def SUM( - real0: Union[NDArray[np.float64], pd.Series, pl.Series], + real: NDArray[np.float64], timeperiod: int= 30 )-> NDArray[np.float64]: ... \ No newline at end of file