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nubra_talib_z

TA-Lib helper functions built on Nubra historical data.

Fork of nubra-talib by Akshay N (MIT), with a fix for the _get_attr dict-key shadowing bug that broke to_ohlcv_df on plain-dict payloads.

Install

pip install nubra-talib-z

Usage

from nubra_python_sdk.marketdata.market_data import MarketData
from nubra_python_sdk.start_sdk import InitNubraSdk, NubraEnv

from nubra_talib_z import to_ohlcv_df, to_ist, add_talib, add_basics


def main():
    # Initialize the Nubra SDK client
    # Use NubraEnv.UAT for testing or NubraEnv.PROD for production
    nubra = InitNubraSdk(NubraEnv.PROD)

    # Initialize MarketData with the client
    md_instance = MarketData(nubra)

    result = md_instance.historical_data({
        "exchange": "NSE",
        "type": "STOCK",
        "values": ["ASHOKLEY", "TMPV"],
        "fields": ["close", "high", "low", "open", "cumulative_volume"],
        "startDate": "2026-01-01T11:01:57.000Z",
        "endDate": "2026-02-16T06:13:57.000Z",
        "interval": "3m",
        "intraDay": False,
        "realTime": False,
    })

    # By default, datetime is converted to IST and prices to rupees
    df = to_ohlcv_df(result, symbol="ASHOKLEY", interval="3m")

    df = add_talib(
        df,
        funcs={
            "RSI": {"timeperiod": 14},
            "EMA": {"timeperiod": 21},
            "CCI": {"timeperiod": 14},
            # "MACD": {"fastperiod": 12, "slowperiod": 26, "signalperiod": 9},
        },
    )

    # df = add_basics(df)

    print(df.tail())


if __name__ == "__main__":
    main()

Indicator Groups

  • Cycle Indicators
  • Math Operators
  • Math Transform
  • Momentum Indicators
  • Overlap Studies
  • Pattern Recognition
  • Price Transform
  • Statistic Functions
  • Volatility Indicators
  • Volume Indicators

Cycle Indicators

Type Description Code Line
HT_DCPERIOD Hilbert Transform - Dominant Cycle Period "HT_DCPERIOD": {}
HT_DCPHASE Hilbert Transform - Dominant Cycle Phase "HT_DCPHASE": {}
HT_PHASOR Hilbert Transform - Phasor Components "HT_PHASOR": {}
HT_SINE Hilbert Transform - SineWave "HT_SINE": {}
HT_TRENDMODE Hilbert Transform - Trend vs Cycle Mode "HT_TRENDMODE": {}

Math Operators

Type Description Code Line
ADD Vector Arithmetic Add "ADD": {}
DIV Vector Arithmetic Div "DIV": {}
MAX Highest value over a specified period "MAX": {"timeperiod": 30}
MAXINDEX Index of highest value over a specified period "MAXINDEX": {"timeperiod": 30}
MIN Lowest value over a specified period "MIN": {"timeperiod": 30}
MININDEX Index of lowest value over a specified period "MININDEX": {"timeperiod": 30}
MINMAX Lowest and highest values over a specified period "MINMAX": {"timeperiod": 30}
MINMAXINDEX Indexes of lowest and highest values over a specified period "MINMAXINDEX": {"timeperiod": 30}
MULT Vector Arithmetic Mult "MULT": {}
SUB Vector Arithmetic Subtraction "SUB": {}
SUM Summation "SUM": {"timeperiod": 30}

Math Transform

Type Description Code Line
ACOS Vector Trigonometric ACos "ACOS": {}
ASIN Vector Trigonometric ASin "ASIN": {}
ATAN Vector Trigonometric ATan "ATAN": {}
CEIL Vector Ceil "CEIL": {}
COS Vector Trigonometric Cos "COS": {}
COSH Vector Trigonometric Cosh "COSH": {}
EXP Vector Arithmetic Exp "EXP": {}
FLOOR Vector Floor "FLOOR": {}
LN Vector Log Natural "LN": {}
LOG10 Vector Log10 "LOG10": {}
SIN Vector Trigonometric Sin "SIN": {}
SINH Vector Trigonometric Sinh "SINH": {}
SQRT Vector Square Root "SQRT": {}
TAN Vector Trigonometric Tan "TAN": {}
TANH Vector Trigonometric Tanh "TANH": {}

Momentum Indicators

Type Description Code Line
ADX Average Directional Movement Index "ADX": {"timeperiod": 14}
ADXR Average Directional Movement Index Rating "ADXR": {"timeperiod": 14}
APO Absolute Price Oscillator "APO": {"fastperiod": 12, "slowperiod": 26, "matype": 0}
AROON Aroon "AROON": {"timeperiod": 14}
AROONOSC Aroon Oscillator "AROONOSC": {"timeperiod": 14}
BOP Balance Of Power "BOP": {}
CCI Commodity Channel Index "CCI": {"timeperiod": 14}
CMO Chande Momentum Oscillator "CMO": {"timeperiod": 14}
DX Directional Movement Index "DX": {"timeperiod": 14}
MACD Moving Average Convergence/Divergence "MACD": {"fastperiod": 12, "slowperiod": 26, "signalperiod": 9}
MACDEXT MACD with controllable MA type "MACDEXT": {"fastperiod": 12, "fastmatype": 0, "slowperiod": 26, "slowmatype": 0, "signalperiod": 9, "signalmatype": 0}
MACDFIX Moving Average Convergence/Divergence Fix 12/26 "MACDFIX": {"signalperiod": 9}
MFI Money Flow Index "MFI": {"timeperiod": 14}
MINUS_DI Minus Directional Indicator "MINUS_DI": {"timeperiod": 14}
MINUS_DM Minus Directional Movement "MINUS_DM": {"timeperiod": 14}
MOM Momentum "MOM": {"timeperiod": 10}
PLUS_DI Plus Directional Indicator "PLUS_DI": {"timeperiod": 14}
PLUS_DM Plus Directional Movement "PLUS_DM": {"timeperiod": 14}
PPO Percentage Price Oscillator "PPO": {"fastperiod": 12, "slowperiod": 26, "matype": 0}
ROC Rate of change : ((price/prevPrice)-1)*100 "ROC": {"timeperiod": 10}
ROCP Rate of change Percentage: (price-prevPrice)/prevPrice "ROCP": {"timeperiod": 10}
ROCR Rate of change ratio: (price/prevPrice) "ROCR": {"timeperiod": 10}
ROCR100 Rate of change ratio 100 scale: (price/prevPrice)*100 "ROCR100": {"timeperiod": 10}
RSI Relative Strength Index "RSI": {"timeperiod": 14}
STOCH Stochastic "STOCH": {"fastk_period": 5, "slowk_period": 3, "slowk_matype": 0, "slowd_period": 3, "slowd_matype": 0}
STOCHF Stochastic Fast "STOCHF": {"fastk_period": 5, "fastd_period": 3, "fastd_matype": 0}
STOCHRSI Stochastic Relative Strength Index "STOCHRSI": {"timeperiod": 14, "fastk_period": 5, "fastd_period": 3, "fastd_matype": 0}
TRIX 1-day Rate-Of-Change (ROC) of a Triple Smooth EMA "TRIX": {"timeperiod": 30}
ULTOSC Ultimate Oscillator "ULTOSC": {"timeperiod1": 7, "timeperiod2": 14, "timeperiod3": 28}
WILLR Williams' %R "WILLR": {"timeperiod": 14}

Overlap Studies

Type Description Code Line
BBANDS Bollinger Bands "BBANDS": {"timeperiod": 5, "nbdevup": 2.0, "nbdevdn": 2.0, "matype": 0}
DEMA Double Exponential Moving Average "DEMA": {"timeperiod": 30}
EMA Exponential Moving Average "EMA": {"timeperiod": 30}
HT_TRENDLINE Hilbert Transform - Instantaneous Trendline "HT_TRENDLINE": {}
KAMA Kaufman Adaptive Moving Average "KAMA": {"timeperiod": 30}
MA Moving average "MA": {"timeperiod": 30, "matype": 0}
MAMA MESA Adaptive Moving Average "MAMA": {"fastlimit": 0.5, "slowlimit": 0.05}
MAVP Moving average with variable period "MAVP": {"minperiod": 2, "maxperiod": 30, "matype": 0}
MIDPOINT MidPoint over period "MIDPOINT": {"timeperiod": 14}
MIDPRICE Midpoint Price over period "MIDPRICE": {"timeperiod": 14}
SAR Parabolic SAR "SAR": {"acceleration": 0.02, "maximum": 0.2}
SAREXT Parabolic SAR - Extended "SAREXT": {"startvalue": 0.0, "offsetonreverse": 0.0, "accelerationinitlong": 0.02, "accelerationlong": 0.02, "accelerationmaxlong": 0.2, "accelerationinitshort": 0.02, "accelerationshort": 0.02, "accelerationmaxshort": 0.2}
SMA Simple Moving Average "SMA": {"timeperiod": 30}
T3 Triple Exponential Moving Average (T3) "T3": {"timeperiod": 5, "vfactor": 0.7}
TEMA Triple Exponential Moving Average "TEMA": {"timeperiod": 30}
TRIMA Triangular Moving Average "TRIMA": {"timeperiod": 30}
WMA Weighted Moving Average "WMA": {"timeperiod": 30}

Pattern Recognition

Type Description Code Line
CDL2CROWS Two Crows "CDL2CROWS": {}
CDL3BLACKCROWS Three Black Crows "CDL3BLACKCROWS": {}
CDL3INSIDE Three Inside Up/Down "CDL3INSIDE": {}
CDL3LINESTRIKE Three-Line Strike "CDL3LINESTRIKE": {}
CDL3OUTSIDE Three Outside Up/Down "CDL3OUTSIDE": {}
CDL3STARSINSOUTH Three Stars In The South "CDL3STARSINSOUTH": {}
CDL3WHITESOLDIERS Three Advancing White Soldiers "CDL3WHITESOLDIERS": {}
CDLABANDONEDBABY Abandoned Baby "CDLABANDONEDBABY": {"penetration": 0.3}
CDLADVANCEBLOCK Advance Block "CDLADVANCEBLOCK": {}
CDLBELTHOLD Belt-hold "CDLBELTHOLD": {}
CDLBREAKAWAY Breakaway "CDLBREAKAWAY": {}
CDLCLOSINGMARUBOZU Closing Marubozu "CDLCLOSINGMARUBOZU": {}
CDLCONCEALBABYSWALL Concealing Baby Swallow "CDLCONCEALBABYSWALL": {}
CDLCOUNTERATTACK Counterattack "CDLCOUNTERATTACK": {}
CDLDARKCLOUDCOVER Dark Cloud Cover "CDLDARKCLOUDCOVER": {"penetration": 0.5}
CDLDOJI Doji "CDLDOJI": {}
CDLDOJISTAR Doji Star "CDLDOJISTAR": {}
CDLDRAGONFLYDOJI Dragonfly Doji "CDLDRAGONFLYDOJI": {}
CDLENGULFING Engulfing Pattern "CDLENGULFING": {}
CDLEVENINGDOJISTAR Evening Doji Star "CDLEVENINGDOJISTAR": {"penetration": 0.3}
CDLEVENINGSTAR Evening Star "CDLEVENINGSTAR": {"penetration": 0.3}
CDLGAPSIDESIDEWHITE Up/Down-gap side-by-side white lines "CDLGAPSIDESIDEWHITE": {}
CDLGRAVESTONEDOJI Gravestone Doji "CDLGRAVESTONEDOJI": {}
CDLHAMMER Hammer "CDLHAMMER": {}
CDLHANGINGMAN Hanging Man "CDLHANGINGMAN": {}
CDLHARAMI Harami Pattern "CDLHARAMI": {}
CDLHARAMICROSS Harami Cross Pattern "CDLHARAMICROSS": {}
CDLHIGHWAVE High-Wave Candle "CDLHIGHWAVE": {}
CDLHIKKAKE Hikkake Pattern "CDLHIKKAKE": {}
CDLHIKKAKEMOD Modified Hikkake Pattern "CDLHIKKAKEMOD": {}
CDLHOMINGPIGEON Homing Pigeon "CDLHOMINGPIGEON": {}
CDLIDENTICAL3CROWS Identical Three Crows "CDLIDENTICAL3CROWS": {}
CDLINNECK In-Neck Pattern "CDLINNECK": {}
CDLINVERTEDHAMMER Inverted Hammer "CDLINVERTEDHAMMER": {}
CDLKICKING Kicking "CDLKICKING": {}
CDLKICKINGBYLENGTH Kicking - bull/bear determined by the longer marubozu "CDLKICKINGBYLENGTH": {}
CDLLADDERBOTTOM Ladder Bottom "CDLLADDERBOTTOM": {}
CDLLONGLEGGEDDOJI Long Legged Doji "CDLLONGLEGGEDDOJI": {}
CDLLONGLINE Long Line Candle "CDLLONGLINE": {}
CDLMARUBOZU Marubozu "CDLMARUBOZU": {}
CDLMATCHINGLOW Matching Low "CDLMATCHINGLOW": {}
CDLMATHOLD Mat Hold "CDLMATHOLD": {"penetration": 0.5}
CDLMORNINGDOJISTAR Morning Doji Star "CDLMORNINGDOJISTAR": {"penetration": 0.3}
CDLMORNINGSTAR Morning Star "CDLMORNINGSTAR": {"penetration": 0.3}
CDLONNECK On-Neck Pattern "CDLONNECK": {}
CDLPIERCING Piercing Pattern "CDLPIERCING": {}
CDLRICKSHAWMAN Rickshaw Man "CDLRICKSHAWMAN": {}
CDLRISEFALL3METHODS Rising/Falling Three Methods "CDLRISEFALL3METHODS": {}
CDLSEPARATINGLINES Separating Lines "CDLSEPARATINGLINES": {}
CDLSHOOTINGSTAR Shooting Star "CDLSHOOTINGSTAR": {}
CDLSHORTLINE Short Line Candle "CDLSHORTLINE": {}
CDLSPINNINGTOP Spinning Top "CDLSPINNINGTOP": {}
CDLSTALLEDPATTERN Stalled Pattern "CDLSTALLEDPATTERN": {}
CDLSTICKSANDWICH Stick Sandwich "CDLSTICKSANDWICH": {}
CDLTAKURI Takuri (Dragonfly Doji with very long lower shadow) "CDLTAKURI": {}
CDLTASUKIGAP Tasuki Gap "CDLTASUKIGAP": {}
CDLTHRUSTING Thrusting Pattern "CDLTHRUSTING": {}
CDLTRISTAR Tristar Pattern "CDLTRISTAR": {}
CDLUNIQUE3RIVER Unique 3 River "CDLUNIQUE3RIVER": {}
CDLUPSIDEGAP2CROWS Upside Gap Two Crows "CDLUPSIDEGAP2CROWS": {}
CDLXSIDEGAP3METHODS Upside/Downside Gap Three Methods "CDLXSIDEGAP3METHODS": {}

Price Transform

Type Description Code Line
AVGPRICE Average Price "AVGPRICE": {}
MEDPRICE Median Price "MEDPRICE": {}
TYPPRICE Typical Price "TYPPRICE": {}
WCLPRICE Weighted Close Price "WCLPRICE": {}

Statistic Functions

Type Description Code Line
BETA Beta "BETA": {"timeperiod": 5}
CORREL Pearson's Correlation Coefficient (r) "CORREL": {"timeperiod": 30}
LINEARREG Linear Regression "LINEARREG": {"timeperiod": 14}
LINEARREG_ANGLE Linear Regression Angle "LINEARREG_ANGLE": {"timeperiod": 14}
LINEARREG_INTERCEPT Linear Regression Intercept "LINEARREG_INTERCEPT": {"timeperiod": 14}
LINEARREG_SLOPE Linear Regression Slope "LINEARREG_SLOPE": {"timeperiod": 14}
STDDEV Standard Deviation "STDDEV": {"timeperiod": 5, "nbdev": 1.0}
TSF Time Series Forecast "TSF": {"timeperiod": 14}
VAR Variance "VAR": {"timeperiod": 5, "nbdev": 1.0}

Volatility Indicators

Type Description Code Line
ATR Average True Range "ATR": {"timeperiod": 14}
NATR Normalized Average True Range "NATR": {"timeperiod": 14}
TRANGE True Range "TRANGE": {}

Volume Indicators

Type Description Code Line
AD Chaikin A/D Line "AD": {}
ADOSC Chaikin A/D Oscillator "ADOSC": {"fastperiod": 3, "slowperiod": 10}
OBV On Balance Volume "OBV": {}

Metadata

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