Q-j ddlmZmZmZmZddlmZmZmZddl m Z m Z m Z ddl mZmZmZmZ ddede de d e d e d e d efd Zy))arangearraypolyfitstd) DataFrame DatetimeIndexSeries)DictLikeIntList)v_list v_lowerboundv_offsetv_seriesNcloselengthstdsddofoffsetkwargsreturnc d}| |j}n$t|dd}|j| d}|d|}t|d}|yt |gd}t |dkryt dt||d dDs|ddd }t|trd|cxkr|krnn t|nd }t|}|jx}}t|jtrt|}t|}t||d \} } t!| |z| z| } t#|| } t%|d | i| } |D]_}| || zz | |d|<| || zz| |d|<|x| |d|_| |d|_dx| |d|_| |d|_a|dk7r| j+|} d|vr| j-|dd|| _d| _| S)aTD Ameritrade's Think or Swim Standard Deviation All This indicator returns the standard deviation(s) over all the bars or the last ```n``` (length) bars. Sources: * [thinkorswim](https://tlc.thinkorswim.com/center/reference/thinkScript/Functions/Statistical/StDevAll) Parameters: close (Series): ```close``` Series length (int): Bars since current/last bar, Series[-1]. Default: ```None``` stds (list): List of standard deviations in increasing order from the central Linear Regression line. Default: ```[1,2,3]``` offset (int): Post shift. Default: ```0``` Other Parameters: fillna (value): ```pd.DataFrame.fillna(value)``` Returns: (DataFrame): 7+ columns Note: * TA Lib does not have a ```ddof``` parameter. * The divisor used in calculations is: ```N - ddof```, where ```N``` is the number of elements. To use ```ddof```, set ```talib=False```. Danger: Possible Data Leak TOS_STDEVALLN_)rrc3,K|] \}}||kyw)N).0ijs o/Users/jameslopez/projects/TradingBot25/.venv/lib/python3.12/site-packages/pandas_ta/statistics/tos_stdevall.py ztos_stdevall..=s5!4Aq1u!4sr)index)r_LR_L__U_ statisticsfillnaT)inplace)sizerilocrr minallzip isinstanceintrr'rrrrr rrnamecategoryshiftr,)rrrrrr_propsX src_indexmblrstdevdfr"s r$ tos_stdevallr@ s4FF ~fa, F78$81VH% UA E } $ "D 4yA~ 5T48!45 5DbDz"4-!t2Df2D3t9!D f FKKA %++}- 6Ne  1eQ DAq A  +B D !E vhcNB'y 9B  "QYfXS  "QYfXS EKHMfXS "R6(#aS(9%:%?JVVfXS &vhc!,=)>)G { XXf 6 &"D 1BGBK I)NNNN)numpyrrrrpandasrrr pandas_ta._typingr r r pandas_ta.utilsr rrrr@r rAr$rFss--3311DD "&#'W WW W W W#+W WrA