\n",
+ "
\r\n",
+ "\r\n",
+ "\n",
+ " \n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
diff --git a/docs/readme.md b/docs/readme.md
index 1f973337..ce7c2fcf 100644
--- a/docs/readme.md
+++ b/docs/readme.md
@@ -37,90 +37,90 @@ See [Getting Started](https://github.com/mihakralj/QuanTAlib/blob/main/Docs/gett
| **BASIC TRANSFORMS** | **QuanTAlib** | **TA-LIB** | **Skender** |
|--|:--:|:--:|:--:|
-| ✔️ OC2 - (Open+Close)/2 |️ `.OC2` || ️`GetBaseQuote` |
-| ⭐ HL2 - Median Price | `.HL2` | `MEDPRICE` | ️`GetBaseQuote` |
-| ⭐ HLC3 - Typical Price | `.HLC3` | `TYPPRICE` ||
+| ✔️ OC2 - (Open+Close)/2 |️ `.OC2` || ️GetBaseQuote |
+| ⭐ HL2 - Median Price | `.HL2` | MEDPRICE | ️GetBaseQuote |
+| ⭐ HLC3 - Typical Price | `.HLC3` | TYPPRICE ||
| ✔️ OHL3 - (Open+High+Low)/3 | `.OHL3` |||
-| ⭐ OHLC4 - Average Price | `.OHLC4` | `AVGPRICE` |️ `GetBaseQuote` |
-| ⭐ HLCC4 - Weighted Price | `.HLCC4` | `WCLPRICE` ||
-| ⭐ MAX - Max value | `MAX_Series` | `MAX` ||
-| ⭐ MIN - Min value | `MIN_Series` | `MIN` ||
-| ⛔ MID - Midpoint value || `MIDPOINT` ||
-| ⛔ MIDP - Midpoint price || `MIDPRICE` ||
-| ⛔ SUM - Summation || `SUM` ||
-| ⭐ ADD - Addition | `ADD_Series` | `ADD` ||
-| ⭐ SUB - Subtraction | `SUB_Series` | `SUB` ||
-| ⭐ MUL - Multiplication | `MUL_Series` | `MUL` ||
-| ⭐ DIV - Division | `DIV_Series` | `DIV` ||
+| ⭐ OHLC4 - Average Price | `.OHLC4` | AVGPRICE |️ GetBaseQuote |
+| ⭐ HLCC4 - Weighted Price | `.HLCC4` | WCLPRICE ||
+| ⭐ MAX - Max value | `MAX_Series` | MAX ||
+| ⭐ MIN - Min value | `MIN_Series` | MIN ||
+| ⛔ MID - Midpoint value || MIDPOINT ||
+| ⛔ MIDP - Midpoint price || MIDPRICE ||
+| ⛔ SUM - Summation || SUM ||
+| ⭐ ADD - Addition | `ADD_Series` | ADD ||
+| ⭐ SUB - Subtraction | `SUB_Series` | SUB ||
+| ⭐ MUL - Multiplication | `MUL_Series` | MUL ||
+| ⭐ DIV - Division | `DIV_Series` | DIV ||
|||||
| **STATISTICS & NUMERICAL ANALYSIS** | **QuanTAlib** | **TA-LIB** | **Skender** |
-| ✔️ BIAS - Bias | BIAS_Series |||
+| ✔️ BIAS - Bias | `BIAS_Series` |||
| ⛔ CORREL - Pearson's Correlation Coefficient || CORREL | GetCorrelation |
| ⛔ COVAR - Covariance ||| GetCorrelation |
-| ✔️ ENTP - Entropy | ENTP_Series |||
-| ✔️ KURT - Kurtosis | KURT_Series |||
-| ⭐ LINREG - Linear Regression | LINREG_Series || GetSlope |
-| ⭐ MAD - Mean Absolute Deviation | MAD_Series || GetSma |
-| ⭐ MAPE - Mean Absolute Percent Error | MAPE_Series || GetSma |
-| ✔️ MED - Median value | MED_Series |||
-| ✔️ MSE - Mean Squared Error | MSE_Series || GetSma |
+| ✔️ ENTP - Entropy | `ENTP_Series` |||
+| ✔️ KURT - Kurtosis | `KURT_Series` |||
+| ⭐ LINREG - Linear Regression | `LINREG_Series` || GetSlope |
+| ⭐ MAD - Mean Absolute Deviation | `MAD_Series` || GetSma |
+| ⭐ MAPE - Mean Absolute Percent Error | `MAPE_Series` || GetSma |
+| ✔️ MED - Median value | `MED_Series` |||
+| ✔️ MSE - Mean Squared Error | `MSE_Series` || GetSma |
| ⛔ SKEW - Skewness ||||
-| ⭐ SDEV - Standard Deviation (Volatility) | SDEV_Series | STDDEV ||
-| ✔️ SSDEV - Sample Standard Deviation | SSDEV_Series |||
-| ✔️ SMAPE - Symmetric Mean Absolute Percent Error | SMAPE_Series |||
-| ✔️ VAR - Population Variance | VAR_Series | VAR ||
-| ✔️ SVAR - Sample Variance | SVAR_Series |||
+| ⭐ SDEV - Standard Deviation (Volatility) | `SDEV_Series` | STDDEV ||
+| ✔️ SSDEV - Sample Standard Deviation | `SSDEV_Series` |||
+| ✔️ SMAPE - Symmetric Mean Absolute Percent Error | `SMAPE_Series` |||
+| ✔️ VAR - Population Variance | `VAR_Series` | VAR ||
+| ✔️ SVAR - Sample Variance | `SVAR_Series` |||
| ⛔ QUANT - Quantile ||||
-| ✔️ WMAPE - Weighted Mean Absolute Percent Error | WMAPE_Series |||
+| ✔️ WMAPE - Weighted Mean Absolute Percent Error | `WMAPE_Series` |||
| ⛔ ZSCORE - Number of standard deviations from mean ||||
|||||
| **TREND INDICATORS & AVERAGES** | **QuanTAlib** | **TA-LIB** | **Skender** |
| ⛔ AFIRMA - Autoregressive Finite Impulse Response Moving Average ||||
-| ⭐ ALMA - Arnaud Legoux Moving Average | ALMA_Series || GetAlma |
+| ⭐ ALMA - Arnaud Legoux Moving Average | `ALMA_Series` || GetAlma |
| ⛔ ARIMA - Autoregressive Integrated Moving Average ||||
-| ⭐ DEMA - Double EMA Average | DEMA_Series | DEMA | GetDema |
-| ⭐ EMA - Exponential Moving Average | EMA_Series || GetEma |
+| ⭐ DEMA - Double EMA Average | `DEMA_Series` | DEMA | GetDema |
+| ⭐ EMA - Exponential Moving Average | `EMA_Series` || GetEma |
| ⛔ EPMA - Endpoint Moving Average ||| GetEpma |
| ⛔ FRAMA - Fractal Adaptive Moving Average ||||
| ⛔ FWMA - Fibonacci's Weighted Moving Average ||||
| ⛔ HILO - Gann High-Low Activator ||||
-| ✔️ HEMA - Hull/EMA Average | HEMA_Series |||
+| ✔️ HEMA - Hull/EMA Average | `HEMA_Series` |||
| ⛔ Hilbert Transform Instantaneous Trendline || HT_TRENDLINE | GetHtTrendline |
-| ⭐ HMA - Hull Moving Average | HMA_Series || GetHma |
+| ⭐ HMA - Hull Moving Average | `HMA_Series` || GetHma |
| ⛔ HWMA - Holt-Winter Moving Average ||||
-| ✔️ JMA - Jurik Moving Average | JMA_Series |||
-| ⭐ KAMA - Kaufman's Adaptive Moving Average | KAMA_Series | KAMA | GetKama |
+| ✔️ JMA - Jurik Moving Average | `JMA_Series` |||
+| ⭐ KAMA - Kaufman's Adaptive Moving Average | `KAMA_Series` | KAMA | GetKama |
| ⛔ KDJ - KDJ Indicator (trend reversal) ||||
| ⛔ LSMA - Least Squares Moving Average ||||
-| ⭐ MACD - Moving Average Convergence/Divergence | MACD_Series | MACD | GetMacd |
+| ⭐ MACD - Moving Average Convergence/Divergence | `MACD_Series` | MACD | GetMacd |
| ⛔ MAMA - MESA Adaptive Moving Average || MAMA | GetMama |
| ⛔ MCGD - McGinley Dynamic ||||
| ⛔ MMA - Modified Moving Average ||||
| ⛔ PPMA - Pivot Point Moving Average ||||
| ⛔ PWMA - Pascal's Weighted Moving Average ||||
-| ✔️ RMA - WildeR's Moving Average | RMA__Series |||
+| ✔️ RMA - WildeR's Moving Average | `RMA_Series` |||
| ⛔ SINWMA - Sine Weighted Moving Average ||||
-| ⭐ SMA - Simple Moving Average | SMA_Series |||
-| ⭐ SMMA - Smoothed Moving Average | SMMA_Series |||
+| ⭐ SMA - Simple Moving Average | `SMA_Series` | SMA | GetSma |
+| ⭐ SMMA - Smoothed Moving Average | `SMMA_Series` |||
| ⛔ SSF - Ehler's Super Smoother Filter ||||
| ⛔ SUP - Supertrend ||||
| ⛔ SWMA - Symmetric Weighted Moving Average ||||
| ⛔ T3 - Tillson T3 Moving Average || T3 | GetT3 |
-| ⭐ TEMA - Triple EMA Average | TEMA_Series | TEMA | GetTema |
-| ⛔ TRIMA - Triangular Moving Average || TRIMA ||
+| ⭐ TEMA - Triple EMA Average | `TEMA_Series` | TEMA | GetTema |
+| ⭐ TRIMA - Triangular Moving Average | `TRIMA_Series` | TRIMA ||
| ⛔ TSF - Time Series Forecast || TSF ||
| ⛔ VIDYA - Variable Index Dynamic Average ||||
| ⛔ VOR - Vortex Indicator ||||
-| ⭐ WMA - Weighted Moving Average | WMA_Series | WMA | GetWma |
-| ✔️ ZLEMA - Zero Lag EMA Average | ZLEMA_Series |||
+| ⭐ WMA - Weighted Moving Average | `WMA_Series` | WMA | GetWma |
+| ✔️ ZLEMA - Zero Lag EMA Average | `ZLEMA_Series` |||
|||||
| **VOLATILITY INDICATORS** | **QuanTAlib** | **TA-LIB** | **Skender** |
-| ⭐ ADL - Chaikin Accumulation Distribution Line | ADL_Series | AD | GetAdl |
-| ⭐ ADOSC - Chaikin Accumulation Distribution Oscillator | ADOSC_Series | ADOSC| GetAdl |
-| ⭐ ATR - Average True Range | ATR_Series | ATR | GetAtr |
-| ⭐ ATRP - Average True Range Percent | ATRP_Series || GetAtr |
+| ⭐ ADL - Chaikin Accumulation Distribution Line | `ADL_Series` | AD | GetAdl |
+| ⭐ ADOSC - Chaikin Accumulation Distribution Oscillator | `ADOSC_Series` | ADOSC| GetAdl |
+| ⭐ ATR - Average True Range | `ATR_Series` | ATR | GetAtr |
+| ⭐ ATRP - Average True Range Percent | `ATRP_Series` || GetAtr |
| ⛔ BETA - Beta coefficient || BETA | GetBeta |
-| ⭐ BBANDS - Bollinger Bands® | BBANDS_Series | BBANDS | GetBollingerBands |
+| ⭐ BBANDS - Bollinger Bands® | `BBANDS_Series` | BBANDS | GetBollingerBands |
| ⛔ CHAND - Chandelier Exit ||| GetChandelier |
| ⛔ CRSI - Connor RSI ||| GetConnorsRsi |
| ⛔ DON - Donchian Channels ||| GetDonchian |
@@ -130,11 +130,11 @@ See [Getting Started](https://github.com/mihakralj/QuanTAlib/blob/main/Docs/gett
| ⛔ KEL - Keltner Channels ||| GetKeltner |
| ⛔ NATR - Normalized Average True Range || NATR | GetAtr |
| ⛔ CHN - Price Channel Indicator ||||
-| ⭐ RSI - Relative Strength Index | RSI_Series | RSI | GetRsi |
+| ⭐ RSI - Relative Strength Index | `RSI_Series` | RSI | GetRsi |
| ⛔ SAR - Parabolic Stop and Reverse || SAR | GetParabolicSar |
| ⛔ SRSI - Stochastic RSI || STOCHRSI | GetStochRsi |
| ⛔ STARC - Starc Bands ||||
-| ⭐ TR - True Range | TR_Series | TRANGE | GetTr |
+| ⭐ TR - True Range | `TR_Series` | TRANGE | GetTr |
| ⛔ UI - Ulcer Index ||||
| ⛔ VSTOP - Volatility Stop ||||
|||||
@@ -146,7 +146,7 @@ See [Getting Started](https://github.com/mihakralj/QuanTAlib/blob/main/Docs/gett
| ⛔ APO - Absolute Price Oscillator || APO ||
| ⛔ AROON - Aroon oscillator || AROON | GetAroon |
| ⛔ BOP - Balance of Power || BOP | GetBop |
-| ⭐ CCI - Commodity Channel Index | CCI_Series | CCI | GetCci |
+| ⭐ CCI - Commodity Channel Index | `CCI_Series` | CCI | GetCci |
| ⛔ CFO - Chande Forcast Oscillator ||||
| ⛔ CMO - Chande Momentum Oscillator || CMO | GetCmo |
| ⛔ COG - Center of Gravity ||||
@@ -181,7 +181,7 @@ See [Getting Started](https://github.com/mihakralj/QuanTAlib/blob/main/Docs/gett
| ⛔ AOBV - Archer On-Balance Volume ||||
| ⛔ CMF - Chaikin Money Flow ||||
| ⛔ EOM - Ease of Movement ||||
-| ⛔ OBV - On-Balance Volume || OBV | GetObv |
+| ⭐ OBV - On-Balance Volume | `OBV_Series` | OBV | GetObv |
| ⛔ PRS - Price Relative Strength |||
| ⛔ PVOL - Price-Volume ||||
| ⛔ PVO - Percentage Volume Oscillator ||||