Q-jddlmZddlmZmZddlmZmZmZddl m Z ddl m Z m Z mZmZdededed efd Z ddeded ed ed edededefdZy ))nan) DataFrameSeries)DictLikeIntIntFloat)ema)non_zero_rangev_offset v_pos_defaultv_seriescloseseed tc_lengthfactorc |j|j}t|j|j|}t |}dg|zdg|z}}dg|zdg|z} } t d|D]+} |j | dkDr6d|j | |j | z |j | z z|| <n || dz || <t|| dz ||| || dz z zzd|| <| |kr#t|d| dz} t|d| dz} n.t|| |z dz| dz} t|| |z dz| dz} | | z dkDr| | z nd}|dkDrd|| | z |z z| | <n | | dz | | <t| | dz || | | | dz z zzd| | <.t||j}t| |j}||fS)Nrdindex) rollingminr maxlenrangeilocroundrr)rrrr lowest_xmacd xmacd_rangemstoch1pfstoch2pffi lowest_pf highest_pfpf_range pf_series pff_seriess d/Users/jameslopez/projects/TradingBot25/.venv/lib/python3.12/site-packages/pandas_ta/momentum/stc.py schaff_tcr-s'<< *..0L i!8! MK D Aq1#'BF#'A37CF 1a[   Q ! # ! |/@/@/C C{GWGWXYGZZ[F1Iq1u F1IbQi6VAYAE-B#CDaH1 y=Bt!H IR1XJBq9}q0Q78IRI  1!a%89J.8)-Ca-G: )Q a<1 1X=>F1Iq1u F1Is1q5zVvay3q1u:/E%FGKA7:r-I5;;/J y  Nfastslowoffsetkwargsreturnc \t|d}t|d}t|d}||kr||}}t|||}t||}|yt|d}t|}|j dd}|j dd} |j d d} t |t r5t | t r%| s#t||}t| |} || y|| z } nAt | t rt| |} | y| } nt|| } t|| } | | z } t|| ||\}}t|d|d z t ||j }t | |j }t ||j }t|jd|d z |d k7r3|j|}|j|}|j|}d|vrB|j|dd|j|dd|j|ddd|d|d|d|}d||_d||_d||_dx|_x|_|_|j||j||j|i}t!||j }d||_|j|_|S)aSchaff Trend Cycle This indicator is an evolved MACD with additional smoothing. Sources: * [rengel8](https://github.com/rengel8) * [prorealcode](https://www.prorealcode.com/prorealtime-indicators/schaff-trend-cycle2/) Parameters: close (Series): ```close``` Series tc_length (int): TC period. (Adjust to the half of cycle) Default: ```10``` fast (int): Fast MA period. Default: ```12``` slow (int): Slow MA period. Default: ```26``` factor (float): Smoothing factor for last stoch. calculation. Default: ```0.5``` offset (int): How many bars to shift the results. Default: ```0`` Other Parameters: ma1 (Series): User chosen MA. Default: ```False``` ma2 (Series): User chosen MA. Default: ```False``` osc (Series): User chosen oscillator. Default: ```False``` fillna (value): ```pd.DataFrame.fillna(value)``` Returns: (DataFrame): 3 columns Note: Can also seed STC with two MAs, ```ma1``` and ```ma2```, or an oscillator ```osc```. * ```ma1``` and ```ma2``` are **both** required if this option is used.  Ng?ma1Fma2osc)lengthrrrfillnaT)inplace_STCSTCmacdSTCstochmomentum)r rr r pop isinstancerr r-rrrshiftr<namecategoryr)rrr/r0rr1r2_lengthr8r9r:rfastmaslowmar%r#stcmacdstoch_propsdatadfs r,rKrK;sL r "D r "Di,I d{4d)T4(G UG $E } 63 'F f F **UE "C **UE "C **UE "C#v:c6#:3sG$sG$ ;#+ Sy C sG$ ; U4(U4(tY7GCB|!  EKK (C $ekk *D 2U[[ )E CHH\gk{iizz&! F#6 6(#T 2 F8$d 3 VH%t 4 1TF!D66( 3FVH~CH&"DIF8$EJ4>>CL>4=5> # 4 E D 4u{{ +BF8nBG,,BK Ir.)NNNNN)numpyrpandasrrpandas_ta._typingrrrpandas_ta.overlapr pandas_ta.utilsr r r r intr-rKr.r,rXs$55!)!V)!6)!c)!8)!Z%);?t t!t tt08t t#+t tr.