# Coverage of indicators | Indicator | QuanTAlib | TA-LIB | Skender | Pandas-TA | |--|:--:|:--:|:--:|:--:| | **Basics** ||||| | OC2 - (Open+Close)/2 |✔️|||✔️| | HL2 - (High+Low)/2 |✔️|||✔️| | HLC3 - Typical Price |✔️|||✔️| | OHL3 - (Open+High+Low)/3 |✔️|||✔️| | OHLC4 - (O+H+L+C)/4 |✔️|||✔️| | HLCC4 - Weighted Price |✔️||✔️|✔️| | ZL - Zero Lag - De-lagged price |✔️|||✔️| | ADD - Addition |✔️|✔️||| | SUB - Subtraction |✔️|✔️||| | MUL - Multiplication |✔️|✔️||| | DIV - Division |✔️|✔️||| |||||| | **Statistics** ||||| | BETA - Beta coefficient |||✔️|| | BIAS - Bias |✔️|||✔️| | ENTR - Entropy |✔️|||✔️| | KUR - Kurtosis |✔️|||✔️| | LINREG - Linear Regression |✔️|✔️|✔️|| | MAD - Mean Absolute Deviation |✔️||✔️|✔️| | MAPE - Mean Absolute Percent Error |✔️||✔️|| | MAX - Max value |✔️|✔️||| | MIN - Min value |✔️|✔️||| | MED - Median value |✔️|✔️||✔️| | MSE - Mean Squared Error |✔️||✔️|| | PSDEV - Population Standard Deviation |✔️|||| | PVAR - Population Variance |✔️|||| | QUANTILE ||||✔️| | SKEW - Skewness ||||✔️| | SMAPE - Symmetric Mean Absolute Percent Error |✔️|||| | SDEV - Sample Standard Deviation |✔️|✔️|✔️|✔️| | VAR - Sample Variance |✔️|||✔️| | WMAPE - Weighted Mean Absolute Percent Error |✔️|||| | ZSCORE |||✔️|✔️| |||||| | **Moving Averages** ||||| | AFIRMA - Autoregressive Finite Impulse Response Moving Average ||||| | ALMA - Arnaud Legoux Moving Average |✔️||✔️|✔️| | ARIMA - Autoregressive Integrated Moving Average ||||| | ATR - Average True Range |✔️|✔️|✔️|✔️| | ATRP - Average True Range Percent |✔️||✔️|| | DEMA - Double EMA |✔️|✔️|✔️|✔️| | EMA - Exponential Moving Average |✔️|✔️|✔️|✔️| | EPMA - Endpoint Moving Average |||✔️|| | FWMA - Fibonacci's Weighted Moving Average ||||✔️| | HEMA - Hull Exponential Moving Average |✔️|||| | HMA - Hull Moving Average |✔️||✔️|✔️| | HWMA - Holt-Winter Moving Average ||||✔️| | JMA - Jurik Moving Average |✔️|||✔️| | KAMA - Kaufman's Adaptive Moving Average |✔️|✔️|✔️|✔️| | LSMA - Least Squares Moving Average |||✔️|| | MACD - Moving Average Convergence/Divergence |✔️|✔️|✔️|✔️| | MAMA - MESA Adaptive Moving Average ||✔️|✔️|| | MMA - Modified Moving Average |||✔️|| | NATR - Normalized Average True Range ||✔️|✔️|✔️| | PPMA - Pivot Point Moving Average |||✔️|| | PWMA - Pascal's Weighted Moving Average ||||✔️| | RMA - WildeR's Moving Average |✔️|||✔️| | SINWMA - Sine Weighted Moving Average ||||✔️| | SMA - Simple Moving Average |✔️|✔️|✔️|✔️| | SMMA - Smoothed Moving Average |✔️||✔️|| | STOCH - Stochastic Oscillator ||✔️|✔️|✔️| | SSF - Ehler's Super Smoother Filter ||||✔️| | SUP - Supertrend |||✔️|✔️| | SWMA - Symmetric Weighted Moving Average ||||✔️| | T3 - Tillson T3 Moving Average ||✔️|✔️|✔️| | TEMA - Triple EMA |✔️|✔️|✔️|✔️| | TRIMA - Triangular Moving Average ||✔️||✔️| | VIDYA - Variable Index Dynamic Average ||||✔️| | VWAP - Volume Weighted Average Price |||✔️|✔️| | VWMA - Volume Weighted Moving Average |||✔️|✔️| | WMA - Weighted Moving Average |✔️|✔️|✔️|✔️| | ZLEMA - Zero Lag EMA |✔️|||✔️| |||||| | **Oscillators and Indices** ||||| | AC - Acceleration Oscillator ||||✔️| | AD - Chaikin Accumulation Distribution ||✔️|✔️|✔️| | ADOSC - Chaikin Accumulation Distribution Oscillator ||✔️|✔️|| | ADX - Average Directional Movement Index ||✔️|✔️|✔️| | ADXR - Average Directional Movement Index Rating ||✔️|✔️|| | AO - Awesome Oscillator |||✔️|✔️| | APO - Absolute Price Oscillator ||✔️||✔️| | AROON - Aroon oscillator ||✔️|✔️|✔️| | BBANDS - Bollinger Bands ||✔️|✔️|✔️| | BOP - Balance of Power ||✔️|✔️|✔️| | CCI - Commodity Channel Index |✔️|✔️|✔️|✔️| | CFO - Chande Forcast Oscillator ||||✔️| | CMF - Chaikin Money Flow |||✔️|✔️| | CMO - Chande Momentum Oscillator ||✔️||✔️| | COG - Center of Gravity ||||✔️| | CRSI - Connor RSI |||✔️|| | CTI - Ehler's Correlation Trend Indicator ||||✔️| | DMI - Directional Movement Index ||✔️|✔️|✔️| | EFI - Elder Ray's Force Index |||✔️|✔️| | GAT - Alligator oscillator |||✔️|| | KRI - Kairi Relative Index ||||| | KVO - Klinger Volume Oscillator |||✔️|✔️| | MFI - Money Flow Index ||✔️|✔️|✔️| | MOM - Momentum |||✔️|✔️| | NVI - Negative Volume Index ||||✔️| | PO - Price Oscillator ||||✔️| | PPO - Percentage Price Oscillator ||✔️||✔️| | PVI - Positive Volume Index ||||✔️| | RSI - Relative Strength Index |✔️|✔️|✔️|✔️| | RVGI - Relative Vigor Index ||||✔️| | SRSI - Stochastic RSI |||✔️|✔️| | TRIX - 1-day ROC of TEMA ||✔️|✔️|✔️| | TSI - True Strength Index |||✔️|✔️| | UI - Ulcer Index |||✔️|✔️| | UO - Ultimate Oscillator ||✔️|✔️|✔️| | WGAT - Williams Alligator |||✔️|| |||||| | **Volume** ||||| | AOBV - Archer On-Balance Volume ||||✔️| | OBV - On-Balance Volume ||✔️|✔️|✔️| | PRS - Price Relative Strength |||✔️|| | PVOL - Price-Volume ||||| | PVR - Price Volume Rank ||||✔️| | PVT - Price Volume Trend ||||✔️| | VP - Volume Profile ||||✔️| |||||| |**Unsorted**||||| | CHN - Price Channel |||✔️|| | COPPOCK - Coppock Curve ||||✔️| | CORREL - Pearson's Correlation Coefficient ||✔️|✔️|| | EOM - Ease of Movement ||||✔️| | HILO - Gann High-Low Activator ||||✔️| | HV - Historical Volatility |||✔️|| | HT - HT Trendline |||✔️|| | ICH - Ichimoku |||✔️|✔️| | MCGD - McGinley Dynamic ||||✔️| | ROC - Rate of Change ||✔️|✔️|✔️| | SAR - Parabolic Stop and Reverse ||✔️|✔️|✔️| | STC - Schaff Trend Cycle |||✔️|✔️| | TR - True Range ||✔️|✔️|✔️| | WILLR - Larry Williams' %R ||✔️|✔️|✔️| | HURST - Hurst Exponent |||✔️|| | VOR - Vortex Indicator |||✔️|✔️| | DON - Donchian Channels |||✔️|✔️| | FCB - Fractal Chaos Bands |||✔️|| | KEL - Keltner Channels |||✔️|✔️| | PVT - Pivot Points |||✔️|| | STARC - Starc Bands |||✔️|| | DPO - De-trended Price Oscillator |||✔️|✔️| | KDJ - KDJ Index |||✔️|✔️| | SMI - Stochastic Momentum Index |||✔️|✔️| | CHAND - Chandelier Exit |||✔️|| | VSTOP - Volatility Stop |||✔️|| | PVO - Percentage Volume Oscillator |||✔️|✔️| | Hilbert Transform Instantaneous Trendline ||||| | PMO - Price Momentum Oscillator |||✔️||