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This commit is contained in:
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-156
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✔️= Validation tests passed
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❌= Wrong implementation
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❌= Issue
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| **BASIC TRANSFORMS** | **QuanTAlib** | **TA-LIB** | **Skender** | **Pandas TA** | **Tulip** |
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|**BASIC TRANSFORMS**|**QuanTAlib**|**TA-LIB**|**Skender**|**Pandas TA**|**Tulip**|
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|--|:--:|:--:|:--:|:--:|:--:|
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| OC2 - (Open+Close)/2 |️ `.OC2` || CandlePart.OC2 ||
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| HL2 - Median Price | `.HL2` | MEDPRICE | CandlePart.HL2 | hl2 |
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| HLC3 - Typical Price | `.HLC3` | TYPPRICE | CandlePart.HLC3 | hlc3 |
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| OHL3 - (Open+High+Low)/3 | `.OHL3` || CandlePart.OHL3 ||
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| OHLC4 - Average Price | `.OHLC4` | AVGPRICE |️ CandlePart.OHLC4 | ohlc4 | avgprice |
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| HLCC4 - Weighted Price | `.HLCC4` | WCLPRICE | CandlePart.HLCC4 ||
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| MIDPOINT - Midpoint value | `MIDPOINT_Series` | MIDPOINT || midpoint |
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| MIDPRICE - Midpoint price | `MIDPRICE_Series` | MIDPRICE || midprice |
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| MAX - Max value | `MAX_Series` | MAX ||| max |
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| MIN - Min value | `MIN_Series` | MIN ||| min |
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| SUM - Summation | `SUM_Series` | SUM ||| sum |
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| ADD - Addition | `ADD_Series` | ADD ||| add |
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| SUB - Subtraction | `SUB_Series` | SUB ||| sub |
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| MUL - Multiplication | `MUL_Series` | MUL ||| mul |
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| DIV - Division | `DIV_Series` | DIV ||| div |
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|OC2 - (Open+Close)/2|️ `.OC2`||✔️CandlePart.OC2||
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|⭐HL2 - Median Price|`.HL2`|✔️MEDPRICE|✔️CandlePart.HL2|✔️hl2|✔️medprice|
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|⭐HLC3 - Typical Price|`.HLC3`|✔️TYPPRICE|✔️CandlePart.HLC3|✔️hlc3|✔️typprice|
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|OHL3 - (Open+High+Low)/3|`.OHL3`||✔️CandlePart.OHL3||
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|⭐OHLC4 - Average Price|`.OHLC4`|✔️AVGPRICE|️✔️CandlePart.OHLC4|✔️ohlc4|✔️avgprice|
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|HLCC4 - Weighted Price|`.HLCC4`|✔️WCLPRICE|||✔️wcprice|
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|MIDPOINT - Midpoint value|`MIDPOINT_Series`|✔️MIDPOINT||midpoint|
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|MIDPRICE - Midpoint price|`MIDPRICE_Series`|✔️MIDPRICE||midprice|
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|MAX - Max value|`MAX_Series`|✔️MAX|||❌max|
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|MIN - Min value|`MIN_Series`|✔️MIN|||❌min|
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|SUM - Summation|`SUM_Series`|✔️SUM|||❌sum|
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|ADD - Addition|`ADD_Series`|✔️ADD|||✔️add|
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|SUB - Subtraction|`SUB_Series`|✔️SUB|||✔️sub|
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|MUL - Multiplication|`MUL_Series`|✔️MUL|||✔️mul|
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|DIV - Division|`DIV_Series`|✔️DIV|||✔️div|
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| **STATISTICS & NUMERICAL ANALYSIS** |
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|**STATISTICS & NUMERICAL ANALYSIS**|
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| ⭐BIAS - Bias | `BIAS_Series` ||| ✔️bias |
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| CORR - Pearson's Correlation Coefficient | `CORR_Series` | CORREL | GetCorrelation ||
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| COVAR - Covariance | `COVAR_Series` || GetCorrelation ||
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| DECAY - Linear Decay ||||| decay |
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| EDECAY - Exponential Decay ||||| edecay |
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| ENTROPY - Entropy | `ENTROPY_Series` ||| entropy |
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| KURTOSIS - Kurtosis | `KURT_Series` ||| kurtosis |
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| LINREG - Linear Regression | `LINREG_Series` || GetSlope ||
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| MAD - Mean Absolute Deviation | `MAD_Series` || GetSma | mad |
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| MAPE - Mean Absolute Percent Error | `MAPE_Series` || GetSma ||
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| MED - Median value | `MED_Series` ||| median |
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| MSE - Mean Squared Error | `MSE_Series` || GetSma ||
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| SKEW - Skewness |||| skew |
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| SDEV - Standard Deviation (Volatility) | `SDEV_Series` | STDDEV | GetStdDev | stdev |
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| SSDEV - Sample Standard Deviation | `SSDEV_Series` ||| stdev |
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| SMAPE - Symmetric Mean Absolute Percent Error | `SMAPE_Series` ||||
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| VAR - Population Variance | `VAR_Series` | VAR || variance |
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| SVAR - Sample Variance | `SVAR_Series` ||| variance |
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| QUANTILE - Quantile |||| quantile |
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| WMAPE - Weighted Mean Absolute Percent Error | `WMAPE_Series` ||||
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| ZSCORE - Number of standard deviations from mean | `ZSCORE_Series` || GetStdDev | zscore |
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|BIAS - Bias|`BIAS_Series`|||✔️bias|
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|CORR - Pearson's Correlation Coefficient|`CORR_Series`|✔️CORREL|✔️GetCorrelation||
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|COVAR - Covariance|`COVAR_Series`||✔️GetCorrelation||
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|DECAY - Linear Decay|||||decay|
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|EDECAY - Exponential Decay|||||edecay|
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|ENTROPY - Entropy|`ENTROPY_Series`|||✔️entropy|
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|KURTOSIS - Kurtosis|`KURT_Series`|||✔️kurtosis|
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|LINREG - Linear Regression|`LINREG_Series`||✔️GetSlope||❌linreg|
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|MAD - Mean Absolute Deviation|`MAD_Series`||✔️GetSmaAnalysis|✔️mad|
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|MAPE - Mean Absolute Percent Error|`MAPE_Series`||✔️GetSmaAnalysis||
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|MEDIAN - Median value|`MEDIAN_Series`|||✔️median|
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|MSE - Mean Squared Error|`MSE_Series`||✔️GetSmaAnalysis||
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|SKEW - Skewness||||skew|
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|⭐SDEV - Standard Deviation (Volatility)|`SDEV_Series`|✔️STDDEV|✔️GetStdDev|✔️stdev|✔️stddev|
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|SSDEV - Sample Standard Deviation|`SSDEV_Series`|||✔️stdev|
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|SMAPE - Symmetric Mean Absolute Percent Error|`SMAPE_Series`||||
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|VAR - Population Variance|`VAR_Series`|✔️VAR||✔️variance|✔️var|
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|SVAR - Sample Variance|`SVAR_Series`|||✔️variance|
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|QUANTILE - Quantile||||quantile|
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|WMAPE - Weighted Mean Absolute Percent Error|`WMAPE_Series`||||
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|ZSCORE - Number of standard deviations from mean|`ZSCORE_Series`||✔️GetStdDev|✔️zscore|
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| **TREND INDICATORS & AVERAGES** |
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|**TREND INDICATORS & AVERAGES**|
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| AFIRMA - Autoregressive Finite Impulse Response Moving Average |||||
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| ALMA - Arnaud Legoux Moving Average | `ALMA_Series` || GetAlma | alma |
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| ARIMA - Autoregressive Integrated Moving Average |||||
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| ⭐DEMA - Double EMA Average | `DEMA_Series` | ✔️DEMA | ✔️GetDema | ✔️dema | ✔️dema |
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| ⭐EMA - Exponential Moving Average | `EMA_Series` | ✔️EMA | ✔️GetEma | ✔️ema | ✔️ema |
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| EPMA - Endpoint Moving Average ||| GetEpma ||
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| FRAMA - Fractal Adaptive Moving Average |||||
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| FWMA - Fibonacci's Weighted Moving Average |||| fwma |
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| HILO - Gann High-Low Activator |||| hilo |
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| HEMA - Hull/EMA Average | `HEMA_Series` ||||
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| Hilbert Transform Instantaneous Trendline || HT_TRENDLINE | GetHtTrendline ||
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| ⭐HMA - Hull Moving Average | `HMA_Series` || ✔️GetHma | ✔️hma | ✔️hma |
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| HWMA - Holt-Winter Moving Average |||| hwma |
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| JMA - Jurik Moving Average | `JMA_Series` ||| jma ||
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| KAMA - Kaufman's Adaptive Moving Average | `KAMA_Series` | KAMA | GetKama | kama | kama |
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| KDJ - KDJ Indicator (trend reversal) |||| kdj |
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| LSMA - Least Squares Moving Average |||||
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| MACD - Moving Average Convergence/Divergence | `MACD_Series` | MACD | GetMacd | macd |
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| MAMA - MESA Adaptive Moving Average | `MAMA_Series` | MAMA | GetMama ||
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| MCGD - McGinley Dynamic |||| mcgd |
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| MMA - Modified Moving Average |||||
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| PPMA - Pivot Point Moving Average |||||
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| PWMA - Pascal's Weighted Moving Average |||| pwma |
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| RMA - WildeR's Moving Average | `RMA_Series` ||| rma |
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| SINWMA - Sine Weighted Moving Average |||| sinwma |
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| ⭐[SMA - Simple Moving Average](SMA.md) | `SMA_Series` | ✔️SMA | ✔️GetSma | ✔️sma | ✔️sma |
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| SMMA - Smoothed Moving Average | `SMMA_Series` || GetSmma ||
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| SSF - Ehler's Super Smoother Filter |||| ssf |
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| SUPERTREND - Supertrend |||| supertrend |
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| SWMA - Symmetric Weighted Moving Average |||| swma |
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| T3 - Tillson T3 Moving Average | `T3_Series` | T3 | GetT3 | t3 |
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| TEMA - Triple EMA Average | `TEMA_Series` | TEMA | GetTema | tema |
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| TRIMA - Triangular Moving Average | `TRIMA_Series` | TRIMA || trima |
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| TSF - Time Series Forecast || TSF |||
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| VIDYA - Variable Index Dynamic Average |||| vidya |
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| VORTEX - Vortex Indicator |||| vortex |
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| WMA - Weighted Moving Average | `WMA_Series` | WMA | GetWma | wma |
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| ZLEMA - Zero Lag EMA Average | `ZLEMA_Series` ||| zlma |
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|AFIRMA - Autoregressive Finite Impulse Response Moving Average|||||
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|ALMA - Arnaud Legoux Moving Average|`ALMA_Series`||✔️GetAlma|alma|
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|DEMA - Double EMA Average|`DEMA_Series`|❌DEMA|❌GetDema|✔️dema|❌dema|
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|DWMA - Double WMA Average|`DWMA_Series`|||||
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|⭐EMA - Exponential Moving Average|`EMA_Series`|✔️EMA|✔️GetEma|✔️ema|✔️ema|
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|EPMA - Endpoint Moving Average|||GetEpma||
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|FRAMA - Fractal Adaptive Moving Average|||||
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|FWMA - Fibonacci's Weighted Moving Average||||fwma|
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|HILO - Gann High-Low Activator||||hilo|
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|HEMA - Hull/EMA Average|`HEMA_Series`||||
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|Hilbert Transform Instantaneous Trendline||HT_TRENDLINE|GetHtTrendline||
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|⭐HMA - Hull Moving Average|`HMA_Series`||✔️GetHma|✔️hma|✔️hma|
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|HWMA - Holt-Winter Moving Average||||hwma|
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|JMA - Jurik Moving Average|`JMA_Series`|||jma||
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|KAMA - Kaufman's Adaptive Moving Average|`KAMA_Series`|KAMA|❌GetKama|✔️kama|❌kama|
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|KDJ - KDJ Indicator (trend reversal)||||kdj|
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|LSMA - Least Squares Moving Average|||GetEpma||
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|MACD - Moving Average Convergence/Divergence|`MACD_Series`|❌MACD|❌GetMacd|macd|❌macd|
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|MAMA - MESA Adaptive Moving Average|`MAMA_Series`|✔️MAMA|✔️GetMama||
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|MCGD - McGinley Dynamic||||mcgd|
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|MMA - Modified Moving Average|||||
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|PPMA - Pivot Point Moving Average|||||
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|PWMA - Pascal's Weighted Moving Average||||pwma|
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|⭐RMA - WildeR's Moving Average|`RMA_Series`|||✔️rma|✔️rma|
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|SINWMA - Sine Weighted Moving Average||||sinwma|
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|⭐SMA - Simple Moving Average|`SMA_Series`|✔️SMA|✔️GetSma|✔️sma|✔️sma|
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|SMMA - Smoothed Moving Average|`SMMA_Series`||✔️GetSmma||
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|SSF - Ehler's Super Smoother Filter||||ssf|
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|SUPERTREND - Supertrend||||supertrend|
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|SWMA - Symmetric Weighted Moving Average||||swma|
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|T3 - Tillson T3 Moving Average|`T3_Series`|❌T3|❌GetT3|✔️t3|
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|TEMA - Triple EMA Average|`TEMA_Series`|✔️TEMA|✔️GetTema|✔️tema|❌tema|
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|⭐TRIMA - Triangular Moving Average|`TRIMA_Series`|✔️TRIMA||✔️trima|✔️trima|
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|TSF - Time Series Forecast||TSF|||
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|VIDYA - Variable Index Dynamic Average||||vidya|vidya|
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|VORTEX - Vortex Indicator||||vortex|
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|⭐WMA - Weighted Moving Average|`WMA_Series`|✔️WMA|✔️GetWma|✔️wma|✔️wma|
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|ZLEMA - Zero Lag EMA Average|`ZLEMA_Series`|||✔️zlma|❌zlema|
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| **VOLATILITY INDICATORS** |
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|**VOLATILITY INDICATORS**|
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| ⭐ADL - Chaikin Accumulation Distribution Line | `ADL_Series` | ✔️AD | ✔️GetAdl | ✔️ad | ✔️ad |
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| ⭐ADOSC - Chaikin Accumulation Distribution Oscillator | `ADOSC_Series` | ✔️ADOSC| | ✔️adosc | ✔️adosc |
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| ⭐ATR - Average True Range | `ATR_Series` | ✔️ATR | ✔️GetAtr | ✔️atr | ✔️atr |
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| ATRP - Average True Range Percent | `ATRP_Series` || GetAtr ||
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| BETA - Beta coefficient || BETA | GetBeta ||
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| BBANDS - Bollinger Bands® | `BBANDS_Series` | BBANDS | GetBollingerBands || bbands |
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| CHAND - Chandelier Exit ||| GetChandelier ||
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| CRSI - Connor RSI ||| GetConnorsRsi ||
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| CVI - Chaikins Volatility ||||| cvi |
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| DON - Donchian Channels ||| GetDonchian ||
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| FCB - Fractal Chaos Bands ||| GetFcb ||
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| FISHER - Fisher Transform ||| GetFcb || fisher |
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| HV - Historical Volatility |||||
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| ICH - Ichimoku ||| GetIchimoku ||
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| KEL - Keltner Channels ||| GetKeltner ||
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| NATR - Normalized Average True Range || NATR | GetAtr ||
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| CHN - Price Channel Indicator |||||
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| RSI - Relative Strength Index | `RSI_Series` | RSI | GetRsi | rsi |
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| SAR - Parabolic Stop and Reverse || SAR | GetParabolicSar ||
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| SRSI - Stochastic RSI || STOCHRSI | GetStochRsi ||
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| STARC - Starc Bands |||||
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| TR - True Range | `TR_Series` | TRANGE | GetTr | true_range |
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| UI - Ulcer Index |||||
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| VSTOP - Volatility Stop |||||
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|⭐ADL - Chaikin Accumulation Distribution Line|`ADL_Series`|✔️AD|✔️GetAdl|✔️ad|✔️ad|
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|⭐ADOSC - Chaikin Accumulation Distribution Oscillator|`ADOSC_Series`|✔️ADOSC||✔️adosc|✔️adosc|
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|ATR - Average True Range|`ATR_Series`|✔️ATR|❌GetAtr|✔️atr|✔️atr|
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|ATRP - Average True Range Percent|`ATRP_Series`||❌GetAtr||
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|BETA - Beta coefficient||BETA|GetBeta||
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|BBANDS - Bollinger Bands®|`BBANDS_Series`|✔️BBANDS|✔️GetBollingerBands||✔️bbands|
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|CHAND - Chandelier Exit|||GetChandelier||
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|CRSI - Connor RSI|||GetConnorsRsi||
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|CVI - Chaikins Volatility|||||cvi|
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|DON - Donchian Channels|||GetDonchian||
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|FCB - Fractal Chaos Bands|||GetFcb||
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|FISHER - Fisher Transform|||GetFcb||fisher|
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|HV - Historical Volatility|||||
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|ICH - Ichimoku|||GetIchimoku||
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|KEL - Keltner Channels|||GetKeltner||
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|NATR - Normalized Average True Range||NATR|GetAtr||
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|CHN - Price Channel Indicator|||||
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|RSI - Relative Strength Index|`RSI_Series`|✔️RSI|✔️GetRsi|✔️rsi|✔️rsi|
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|SAR - Parabolic Stop and Reverse||SAR|GetParabolicSar||
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|SRSI - Stochastic RSI||STOCHRSI|GetStochRsi||
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|STARC - Starc Bands|||||
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|TR - True Range|`TR_Series`|✔️TRANGE|✔️GetTr|✔️true_range|✔️tr|
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|UI - Ulcer Index|||||
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|VSTOP - Volatility Stop|||||
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| **MOMENTUM INDICATORS & OSCILLATORS** |
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|**MOMENTUM INDICATORS & OSCILLATORS**|
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| AC - Acceleration Oscillator |||||
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| ADX - Average Directional Movement Index || ADX | GetAdx || adx |
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| ADXR - Average Directional Movement Index Rating || ADXR | GetAdx || adxr |
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| AO - Awesome Oscillator ||| GetAwesome || ao |
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| APO - Absolute Price Oscillator || APO ||| apo |
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| AROON - Aroon oscillator || AROON | GetAroon || aroon |
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| BOP - Balance of Power || BOP | GetBop || bop |
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| CCI - Commodity Channel Index | `CCI_Series` | CCI | GetCci || cci |
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| CFO - Chande Forcast Oscillator |||||
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| CMO - Chande Momentum Oscillator | `CMO_Series` | ❌CMO | ❌GetCmo | ❌cmo | cmo |
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| COG - Center of Gravity |||||
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| COPPOCK - Coppock Curve |||||
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| CTI - Ehler's Correlation Trend Indicator |||||
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| DPO - Detrended Price Oscillator ||| GetDpo ||
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| DMI - Directional Movement Index || DX | GetAdx ||
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| EFI - Elder Ray's Force Index ||| GetElderRay ||
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| FOSC - Forecast oscillator ||||| fosc |
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| GAT - Alligator oscillator ||| GetGator ||
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| HURST - Hurst Exponent ||| GetHurst ||
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| KRI - Kairi Relative Index |||||
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| KVO - Klinger Volume Oscillator |||||
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| MFI - Money Flow Index || MFI | GetMfi ||
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| MOM - Momentum || MOM |||
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| NVI - Negative Volume Index |||||
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| PO - Price Oscillator |||||
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| PPO - Percentage Price Oscillator || PPO |||
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| PMO - Price Momentum Oscillator |||||
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| PVI - Positive Volume Index |||||
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| ROC - Rate of Change || MOM | GetRoc ||
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| RVGI - Relative Vigor Index |||||
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| SMI - Stochastic Momentum Index |||||
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| STC - Schaff Trend Cycle |||||
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| STOCH - Stochastic Oscillator || STOCH | GetStoch ||
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| TRIX - 1-day ROC of TEMA | TRIX | TRIX | GetTrix | trix |
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| TSI - True Strength Index |||||
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| UO - Ultimate Oscillator || ULTOSC | GetUltimate ||
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| WILLR - Larry Williams' %R || WILLR | GetWilliamsR ||
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| WGAT - Williams Alligator |||||
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|AC - Acceleration Oscillator|||||
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|ADX - Average Directional Movement Index||ADX|GetAdx||adx|
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|ADXR - Average Directional Movement Index Rating||ADXR|GetAdx||adxr|
|
||||
|AO - Awesome Oscillator|||GetAwesome||ao|
|
||||
|APO - Absolute Price Oscillator||APO|||apo|
|
||||
|AROON - Aroon oscillator||AROON|GetAroon||aroon|
|
||||
|BOP - Balance of Power||BOP|GetBop||bop|
|
||||
|CCI - Commodity Channel Index|`CCI_Series`|✔️CCI|✔️GetCci||❌cci|
|
||||
|CFO - Chande Forcast Oscillator|||||
|
||||
|CMO - Chande Momentum Oscillator|`CMO_Series`|❌CMO|✔️GetCmo|❌cmo|✔️cmo|
|
||||
|COG - Center of Gravity|||||
|
||||
|COPPOCK - Coppock Curve|||||
|
||||
|CTI - Ehler's Correlation Trend Indicator|||||
|
||||
|DPO - Detrended Price Oscillator|||GetDpo||
|
||||
|DMI - Directional Movement Index||DX|GetAdx||
|
||||
|EFI - Elder Ray's Force Index|||GetElderRay||
|
||||
|FOSC - Forecast oscillator|||||fosc|
|
||||
|GAT - Alligator oscillator|||GetGator||
|
||||
|HURST - Hurst Exponent|||GetHurst||
|
||||
|KRI - Kairi Relative Index|||||
|
||||
|KVO - Klinger Volume Oscillator||||||
|
||||
|MFI - Money Flow Index||MFI|GetMfi||
|
||||
|MOM - Momentum||MOM|||
|
||||
|NVI - Negative Volume Index|||||
|
||||
|PO - Price Oscillator|||||
|
||||
|PPO - Percentage Price Oscillator||PPO|||
|
||||
|PMO - Price Momentum Oscillator|||||
|
||||
|PVI - Positive Volume Index|||||
|
||||
|ROC - Rate of Change||MOM|GetRoc||
|
||||
|RVGI - Relative Vigor Index|||||
|
||||
|SMI - Stochastic Momentum Index|||||
|
||||
|STC - Schaff Trend Cycle|||||
|
||||
|STOCH - Stochastic Oscillator||STOCH|GetStoch||
|
||||
|TRIX - 1-day ROC of TEMA|`TRIX_Series`|❌TRIX|❌GetTrix|✔️trix|❌trix|
|
||||
|TSI - True Strength Index|||||
|
||||
|UO - Ultimate Oscillator||ULTOSC|GetUltimate||ultosc|
|
||||
|WILLR - Larry Williams' %R||WILLR|GetWilliamsR||willr|
|
||||
|WGAT - Williams Alligator|||||
|
||||
||||||
|
||||
| **VOLUME INDICATORS** |
|
||||
|**VOLUME INDICATORS**|
|
||||
||||||
|
||||
| AOBV - Archer On-Balance Volume |||||
|
||||
| CMF - Chaikin Money Flow |||||
|
||||
| EOM - Ease of Movement ||||| emv |
|
||||
| KVO - Klinger Volume Oscilaltor ||||| kvo |
|
||||
| OBV - On-Balance Volume | `OBV_Series` | OBV | GetObv ||
|
||||
| PRS - Price Relative Strength ||||
|
||||
| PVOL - Price-Volume |||||
|
||||
| PVO - Percentage Volume Oscillator |||||
|
||||
| PVR - Price Volume Rank |||||
|
||||
| PVT - Price Volume Trend |||||
|
||||
| VP - Volume Profile |||||
|
||||
| VWAP - Volume Weighted Average Price |||||
|
||||
| VWMA - Volume Weighted Moving Average |||||
|
||||
|AOBV - Archer On-Balance Volume|||||
|
||||
|CMF - Chaikin Money Flow|||||
|
||||
|EOM - Ease of Movement|||||emv|
|
||||
|KVO - Klinger Volume Oscilaltor|||||kvo|
|
||||
|OBV - On-Balance Volume|`OBV_Series`|✔️OBV|✔️GetObv|✔️obv|❌obv|
|
||||
|PRS - Price Relative Strength||||
|
||||
|PVOL - Price-Volume|||||
|
||||
|PVO - Percentage Volume Oscillator|||||
|
||||
|PVR - Price Volume Rank|||||
|
||||
|PVT - Price Volume Trend|||||
|
||||
|VP - Volume Profile|||||
|
||||
|VWAP - Volume Weighted Average Price|||||
|
||||
|VWMA - Volume Weighted Moving Average|||||vwma|
|
||||
|
||||
Reference in New Issue
Block a user