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Validation Across TA Libraries

Indicator QuanTAlib TA-Lib Tulip Skender Ooples
Aberration Abber - - - -
Absolute Price Oscillator Apo ✔️ ✔️ - ✔️
Acceleration Bands Accbands - - -
Acceleration Oscillator Ac - - -
Accumulation/Distribution Line Adl ✔️ ✔️ ✔️ ✔️
Accumulation/Distribution Oscillator Adosc ✔️ ✔️ ✔️ ✔️
Adaptive Price Zone Apz - - -
Andrews' Pitchfork Apchannel - - - -
Archer Moving Averages Trends Amat - - - -
Archer On-Balance Volume Aobv - - - -
Arnaud Legoux Moving Average Alma - - ✔️ ✔️
Aroon Aroon ✔️ ✔️ ✔️ -
Aroon Oscillator AroonOsc ✔️ ✔️ ✔️ ⚠️
ATR Bands Atrbands - - -
Autoregressive FIR MA Afirma - - - -
Average Daily Range Adr - - - -
Average Directional Index Adx ✔️ ✔️ ✔️ ✔️
Average Directional Movement Rating Adxr ✔️ ✔️ - -
Average True Range Atr ✔️ ✔️ ✔️ ✔️
Average True Range Normalized [0,1] Atrn - - - -
Average True Range Percent Atrp - - - -
Awesome Oscillator Ao - ✔️ ✔️ ✔️
Balance of Power Bop ✔️ ✔️ ✔️ ✔️
Bessel Filter Bessel - - - -
Bessel-Weighted MA Bwma - - - -
Beta Coefficient Beta BETA - ✔️ -
Bias Bias - - - -
Bilateral Filter Bilateral - - - -
Blackman Window MA Blma - - - -
Bollinger %B Bbb - - -
Bollinger Band Squeeze Bbs - - - -
Bollinger Band Width Bbw - - -
Bollinger Band Width Normalized Bbwn - - - -
Bollinger Band Width Percentile Bbwp - - - -
Bollinger Bands Bbands BBANDS bbands BollingerBands
Butterworth Filter Butter - - - ✔️
Bollinger Band Squeeze Bbs - - - -
Bollinger Band Width Bbw - - -
Bollinger Band Width Normalized Bbwn - - - -
Bollinger Band Width Percentile Bbwp - - - -
Butterworth Filter Butter - - - -
Camarilla Pivot Points Pivotcam - - -
Chaikin Money Flow Cmf - - Cmf
Chaikin Volatility Cvi - cvi -
Chande Forecast Oscillator Cfo - - -
Chande Momentum Oscillator Cmo CMO cmo Cmo
Chebyshev Type I Filter Cheby1 - - - -
Chebyshev Type II Filter Cheby2 - - - -
Choppiness Index Chop - - Chop
Close-to-Close Volatility Ccv - - - -
Cointegration Cointegration - - - -
Commodity Channel Index Cci CCI cci Cci
Composite Fractal Behavior Cfb - - - -
Conditional Volatility Cv - - - -
Convolution Moving Average Conv ✔️ ✔️ ✔️ ✔️
Correlation Correlation CORREL - Correlation -
Cumulative Mean (Average) Cummean - - - -
Decay Min-Max Channel Decaychannel - - - -
DeMark Pivot Points Pivotdem - - -
Detrended Price Oscillator Dpo - dpo Dpo
Detrended Synthetic Price Dsp - - -
Deviation-Scaled MA Dsma - - -
Directional Movement Index Dx DX dx - -
Directional Movement Index (Jurik) Dmx - - - -
Dirty Data Detection Dirty - - - -
Donchian Channels Dchannel - - Donchian
Double Exponential Moving Average Dema ✔️ ✔️ ✔️ ✔️
Double Weighted Moving Average Dwma - - - -
Ease of Movement Eome - - -
Ehlers Autocorrelation Periodogram Eacp - - -
Ehlers Bandpass Filter Bpf - - -
Ehlers Center of Gravity Cg - - -
Ehlers Even Better Sinewave Ebsw - - -
Ehlers Fractal Adaptive MA Frama - - -
Ehlers Highpass Filter Hpf - - -
Ehlers Phasor Analysis Phasor - - - -
Ehlers Sine Wave Sine - - -
Ehlers SSF-Based Detrended Synthetic Price Ssfdsp - - - -
Ehlers Super Smooth Filter Ssf - - - ✔️
Ehlers Ultrasmooth Filter Usf - - - -
Elliptic (Cauer) Filter Elliptic - - -
Exponential Moving Average Ema ✔️ ✔️ ✔️ ✔️
Exponential Transformation Exp - - - -
Exponential Weighted MA Volatility Ewma - - - -
Extended Traditional Pivots Pivotext - - - -
Fibonacci Pivot Points Pivotfib - - -
Fisher Transform Fisher - fisher FisherTransform
Force Index Efi - - ForceIndex
Fractal Chaos Bands Fcb - - Fcb
Garman-Klass Volatility Gkv - - -
Gaussian Filter Gauss - - -
Gaussian-Weighted MA Gwma - - - -
Geometric Mean Geomean - - - -
Granger Causality Test Granger - - - -
Hamming Window MA Hamma - - -
Hann FIR Filter Hann - - - -
Hanning Window MA Hanma - - -
Harmonic Mean Harmean - - - -
High-Low Volatility Hlv - - - -
Highest value Highest - - - -
Hilbert Transform Dominant Cycle Period Ht_dcperiod HT_DCPERIOD - - -
Hilbert Transform Dominant Cycle Phase Ht_dcphase HT_DCPHASE - - -
Hilbert Transform Instantaneous Trend Htit ✔️ - ✔️ ✔️
Hilbert Transform Phasor Ht_phasor HT_PHASOR - - -
Hilbert Transform Sine Wave Ht_sine HT_SINE msw - -
Hilbert Transform Trend Mode Ht_trendmode HT_TRENDMODE - - -
Historical Volatility Hv - - -
Hodrick-Prescott Filter Hp - - - -
Holt Weighted MA Hwma - - -
Homodyne Discriminator Dominant Cycle Homod - - -
Huber Loss Huber - - - -
Hull Exponential MA Hema - - - -
Hull Moving Average Hma - ✔️ ✔️ ⚠️
Hurst Exponent Hurst - - Hurst
Ichimoku Cloud Ichimoku - - Ichimoku
Inertia Inertia - - -
Interquartile Range Iqr - - - -
Intraday Intensity Index Iii - - - -
Intraday Momentum Index Imi - - -
Jarque-Bera Test Jb - - - -
Jurik Moving Average Jma - - -
Jurik Volatility Jvolty - - - -
Jurik Volatility Bands Jbands - - - -
Jurik Volatility Normalized [0,1] Jvoltyn - - - -
Kalman Filter Kf - - -
Kaufman Adaptive Moving Average Kama ✔️ ✔️ ✔️ ✔️
KDJ Indicator Kdj - - - -
Keltner Channel Kchannel - - Keltner
Kendall Rank Correlation Kendall - - -
Klinger Volume Oscillator Kvo - kvo Kvo
Kurtosis Kurtosis - - -
Least Squares Moving Average Lsma LINEARREG - ✔️
Linear Regression LinReg LINEARREG linreg Slope ⚠️
Linear Transformation Linear - - - -
Linear Trend MA Ltma - - - -
LOESS/LOWESS Smoothing Loess - - - -
Logarithmic Transformation Log - - - -
Logistic Function Sigmoid - - - -
Lowest value Lowest - - - -
Lunar Phase Lunar - - - -
Mass Index Mass - mass -
McGinley Dynamic Mgdi - - ✔️ ✔️
Mean Absolute Error Mae - - - -
Mean Absolute Percentage Difference Mapd - - - -
Mean Absolute Percentage Error Mape - - - -
Mean Absolute Scaled Error Mase - - - -
Mean Error Me - - - -
Mean Percentage Error Mpe - - - -
Mean Squared Error Mse - - - -
Mean Squared Logarithmic Error Msle - - - -
MESA Adaptive Moving Average Mama MAMA - ✔️ ✔️
Min-Max Channel Mmchannel - - - -
Min-Max Scaling (Normalization) Normalize - - - -
Mode (Most Frequent) Mode - - - -
Modified MA Mma - - - -
Momentum Mom MOM mom -
Momentum change; 2nd derivative Accel - - - -
Money Flow Index Mfi MFI mfi Mfi
Moon Phase Moon - - - -
Moving Average Convergence/Divergence Macd ✔️ ✔️ ✔️
Moving Average Envelopes Maenv - - MaEnvelopes
Negative Volume Index Nvi - nvi -
Normalized Average True Range Natr NATR natr - -
Normalized Shannon Entropy Entropy - - - -
Notch Filter Notch - - - -
On Balance Volume Obv OBV obv Obv
Parabolic SAR Psar SAR psar ParabolicSar
Parkinson Volatility Pv - - - -
Pascal Weighted Moving Average Pwma - - - -
Percentage Change Change - - - -
Percentage Price Oscillator Ppo PPO ppo -
Percentage Volume Oscillator Pvo - - Pvo
Percentile Percentile - - - -
Pivot Points Pivot - - PivotPoints
Positive Volume Index Pvi - pvi -
Pretty Good Oscillator Pgo - - -
Price Channel Pchannel - - -
Price Momentum Oscillator Pmo - - Pmo
Price Relative Strength Prs - - Prs -
Price Volume Divergence Pvd - - - -
Price Volume Rank Pvr - - -
Price Volume Trend Pvt - - -
Qstick Indicator Qstick - - -
Quadruple Exponential MA Qema - - -
Quantile Quantile - - - -
Rate of acceleration; 3rd derivative Jolt - - - -
Rate of Change Roc ROC roc Roc
Rate of change; 1st derivative Slope LINEARREG_SLOPE linregslope Slope
Rate of Change Percentage Rocp ROCP - - -
Rate of Change Ratio Rocr ROCR rocr - -
Realized Volatility Rv - - - -
Rectified Linear Unit Relu - - - -
Recursive Gaussian MA Rgma - - - -
Regression Channels Regchannel - - - -
Regularized Exponential MA Rema - - -
Relative Absolute Error Rae - - - -
Relative Squared Error Rse - - - -
Relative Strength Index Rsi ✔️ ✔️ ✔️ ✔️
Relative Strength Quality Index Rsx - - -
Relative Volatility Index Rvi - - -
Renko - - - Renko -
Rogers-Satchell Volatility Rsv - - - -
Root Mean Squared Error Rmse - - - -
Root Mean Squared Logarithmic Error Rmsle - - - -
R-Squared RSquared - - RSquared
Savitzky-Golay Filter Sgf - - - -
Savitzky-Golay MA Sgma - - - -
Schaff Trend Cycle Stc - - Stc
Simple Moving Average Sma ✔️ ✔️ ✔️ ✔️
Sine-weighted MA Sinema - - -
Smoothed Moving Average Rma - wilders ✔️ ✔️
Solar Activity Cycle Solar - - - -
Spearman Rank Correlation Spearman - - -
Square Root Transformation Sqrt - - - -
Standard Deviation Channel Sdchannel - - -
Standardization (Z-score) Standardize - - -
Starc Bands Starc - - - -
Stochastic Fast Stochf STOCHF - -
Stochastic Momentum Index Smi - - Smi
Stochastic Oscillator Stoch STOCH stoch Stoch
Stochastic RSI Stochrsi STOCHRSI stochrsi StochRsi
Stoller Average Range Channel Starchannel - - -
Super Trend Bands Stbands - - - -
SuperTrend Super - - ✔️
Swing High/Low Detection Swings - - - -
Symmetric Mean Absolute Percentage Error Smape - - - -
T3 Moving Average T3 ✔️ - ✔️ ✔️
Theil Index Theil - - - -
Time Series Forecast Tsf TSF tsf -
Time Weighted Average Price Twap - - - -
Trade Volume Index Tvi - - -
Triangular Moving Average Trima ✔️ ✔️ ✔️
Triple Exponential Average Trix TRIX trix Trix
Triple Exponential Moving Average Tema ✔️ ✔️ ✔️
True Range Tr TRANGE tr Tr -
True Strength Index Tsi - - Tsi
TTM Trend Ttm - - - -
Two-Argument Arctangent Atan2 - - - -
Ulcer Index Ui - - UlcerIndex
Ultimate Bands Ubands - - -
Ultimate Channel Uchannel - - - -
Ultimate Oscillator Ultosc ULTOSC ultosc Ultimate
Variable Index Dynamic Average Vidya - vidya -
Velocity (Jurik) Vel - - - -
Volatility Adjusted Moving Average Vama - - -
Volatility of Volatility Vov - - - -
Volatility Ratio Vr - - -
Volume Accumulation Va - - -
Volume Force Vf - - - -
Volume Oscillator Vo - vosc - -
Volume Rate of Change Vroc - - - -
Volume Weighted Accumulation/Distribution Vwad - - - -
Volume Weighted Average Price Vwap - - Vwap
Volume Weighted Moving Average Vwma - vwma Vwma
Vortex Indicator Vortex - - Vortex
VWAP Bands Vwapbands - - - -
VWAP with Standard Deviation Bands Vwapsd - - - -
Weighted Moving Average Wma ✔️ ✔️ ✔️ ✔️
Wiener Filter Wiener - - - -
Williams %R Willr WILLR willr WilliamsR
Williams Accumulation/Distribution Wad - wad -
Williams Alligator Alligator - - Alligator
Williams Fractal Fractals - - Fractal
Woodie's Pivot Points Pivotwood - - -
Yang-Zhang Volatility Yzv - - - -
Yang-Zhang Volatility Adjusted MA Yzvama - - - -
Zero-Lag Double Exponential MA Zldema - - - -
Zero-Lag Exponential Moving Average Zlema - zlema -
Zero-Lag Triple Exponential MA Zltema - - -
ZigZag - - - ZigZag -
Z-score standardization Zscore - - -
Z-Test Ztest - - - -

Statistical Indicators

Indicator QuanTAlib MathNet TA-Lib Tulip Skender
Covariance Covariance - - - -
Median (Statistical) Median ✔️ - - -
Skewness Skew ✔️ - - -
Standard Deviation StdDev ✔️ ✔️ ✔️ ✔️
Variance Variance ✔️ ✔️ ✔️ ✔️