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Volume Weighted LR KurtosisThis indicator analyzes market character by decomposing total Excess Kurtosis ("Fat Tails") into four distinct, interpretable components based on a Linear Regression model. Key Features: 1. **Four-Component Kurtosis Decomposition:** The indicator separates market tail risk based on the 'Estimate Bar Statistics' option. It leverages the Law of Total Moments to provide an additive breakdown of the 4th Statistical Moment: - **Trend Kurtosis (Gold):** Peakedness of the regression line itself. High values indicate the trend moves in sudden jumps, steps, or gaps (discontinuous path). - **Residual Kurtosis (Red):** Excess Kurtosis of the noise around the regression line. This captures the "Hidden Tail Risk" (extreme outliers relative to the trend). - **Within-Bar Kurtosis (Blue):** Fat tails derived from the microstructure of individual bars (requires 'Estimate Bar Statistics'). - **Interaction Variance (Dark Grey):** The comovement of variance and mean deviations (volatility clustering relative to trend). - **Interaction Skewness (Darker Grey):** The comovement of skewness and mean deviations (asymmetry relative to trend). 2. **Visual Decomposition Logic:** Total Excess Kurtosis is the primary metric displayed. Since statistical moments are additive, this indicator calculates the *exact* Total Kurtosis and partitions the area to visualize the contribution (weight) of each structural source to the overall tail risk. 3. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Displays the *total* kurtosis as a stacked area chart, allowing to see the magnitude of tail risk. Stacking logic groups components to ensure visual clarity. - **Relative Mode:** Displays the direct *contribution ratio* (proportion) of each component relative to the total sum, ideal for identifying the dominant driver of the risk. 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting transforms inputs into logarithmic space, analyzing the kurtosis of *returns* rather than absolute prices. - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all regression and moment calculations, emphasizing high-participation moves. 5. **Kurtosis Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (peaks/valleys) in the *total* kurtosis line. This helps identify extremes in market fragility or structural changes. - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Kurtosis Lines:** The kurtosis lines can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes comprehensive alerts for: - Kurtosis magnitude (High Positive / High Negative). - Kurtosis character changes/emerging/fading. - Total Kurtosis pivot (High/Low) detection. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted KurtosisThis indicator analyzes market sentiment by decomposing total Excess Kurtosis ("Fat Tails") into distinct, interpretable components: "Between-Bar" (Trend Path) and "Within-Bar" (Microstructure). Key Features: 1. **Moment-Based Kurtosis Decomposition:** The indicator separates kurtosis based on the 'Estimate Bar Statistics' option. It leverages the additive property of the Fourth Central Moment (Cumulants) to ensure mathematical rigor: - **Standard Mode (`Estimate Bar Statistics` = OFF):** Calculates simple kurtosis of the selected `Source`. - **Decomposition Mode (`Estimate Bar Statistics` = ON):** The indicator uses a statistical model ('Estimator') to calculate *within-bar* kurtosis. This separates the tail risk into: - **Between-Bar Kurtosis (Gold):** Peakedness of the price path itself. High values indicate the trend moves in jumps or gaps rather than a smooth progression. - **Within-Bar Kurtosis (Blue):** Fat tails within the microstructure. High values imply significant outliers inside the bars (e.g., extreme wicks). - **Interaction Variance (Dark Grey):** The comovement of variance and mean deviations (volatility clustering relative to trend). - **Interaction Skewness (Darker Grey):** The comovement of skewness and mean deviations (asymmetry relative to trend). 2. **Visual Decomposition Logic:** Total Excess Kurtosis is the primary metric displayed. Since Kurtosis coefficients are not linearly additive, this indicator calculates the *exact* Total Kurtosis and partitions the area/ratios based on the additive Fourth Moment Decomposition (`M4Tot = M4Btw + M4Wtn + M4Int`). This ensures the displayed total kurtosis remains mathematically accurate. 3. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Displays the *Total Kurtosis* as the main line, with the background filled by the stacked components. Shows the *magnitude* of the tail risk. - **Relative Mode:** Displays the **Contribution Ratios** of each component (-1.0 to 1.0). This isolates the *structure/quality* of the risk (e.g., "Is the risk driven by the trend jumps or by the candle instability?"). 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting transforms inputs into logarithmic space, analyzing the kurtosis of *returns* rather than absolute prices. (Essential for correct statistical properties). - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all moment calculations, emphasizing high-participation moves. 5. **Kurtosis Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (peaks/valleys) in the *Total Kurtosis* line. (Note: This is only visible in 'Absolute Mode'). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Kurtosis Lines:** The kurtosis lines can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes comprehensive alerts for: - Kurtosis magnitude (High Positive / High Negative). - Character changes (Inter-Bar vs. Intra-Bar dominance). - Total Kurtosis pivot (High/Low) detection. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted Intra Bar LR SkewnessThis indicator analyzes market character by decomposing total skewness (asymmetry) of a SINGLE BAR into four distinct, interpretable components based on a Linear Regression model. Key Features: 1. **Intra-Bar LR Skewness Decomposition:** For each bar on the chart, the indicator analyzes the underlying price action on a smaller timeframe ('Intra-Bar Timeframe'). It fits a Linear Regression line through the intra-bar data to decompose the 3rd Moment: - **Trend Skewness (Green/Red):** Asymmetry originating from the slope of the intra-bar regression line. Indicates if the price path within the bar is geometrically trend-driven. - **Residual Skewness (Yellow):** Asymmetry of the noise around the regression line. Captures "Tail Risk" or sudden shocks within the bar that deviate from the main path. - **Within-Bar Skewness (Blue):** Asymmetry derived from the microstructure of individual intra-bar candles. - **Interaction Skewness (Dark Grey):** Asymmetry caused by the correlation between price levels and volatility within the bar (e.g., volatility expanding as price drops). 2. **Visual Decomposition Logic:** Total Skewness is the primary metric displayed. Since statistical moments are additive, this indicator calculates the *exact* Total Skewness and partitions the columns based on the Law of Total Moments. 3. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Plots the *total* skewness as a stacked column chart. Stacking logic groups components with the same sign to ensure visual clarity. - **Relative Mode:** Plots the direct *contribution ratio* (proportion) of each component relative to the total sum, ideal for identifying the dominant driver (Trend vs. Noise). 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting transforms inputs into logarithmic space, analyzing the skewness of *returns* rather than absolute prices. - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all regression and moment calculations, emphasizing high-participation moves. 5. **Skewness Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (peaks/valleys) in the *total* skewness line. (Note: This is only visible in 'Absolute Mode'). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Analysis Lines:** The entire intra-bar analysis can be run on a higher timeframe (using the `Timeframe` input), with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes comprehensive alerts for: - Skewness magnitude (High Positive / High Negative). - Character changes (Trend vs. Noise dominance). - Total Skewness pivot (High/Low) detection. **Caution: Real-Time Data Behavior (Intra-Bar Repainting)** This indicator uses high-resolution intra-bar data. As a result, the values on the **current, unclosed bar** (the real-time bar) will update dynamically as new intra-bar data arrives. This behavior is normal and necessary for this type of analysis. Signals should only be considered final **after the main chart bar has closed.** --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted Intra Bar SkewnessThis indicator analyzes market sentiment by providing a detailed view of skewness (asymmetry). It uses data from a lower, intra-bar timeframe to separate the total skewness of a single bar into distinct, interpretable components. Key Features: 1. **Intra-Bar Skewness Decomposition:** For each bar on the chart, the indicator analyzes the underlying price action on a smaller timeframe ('Intra-Bar Timeframe'). Unlike Variance, the Third Central Moment (Skewness) decomposes into three parts: - **Between-Bar Skewness (Gold):** Asymmetry of the price path *between* the intra-bar candles. Indicates if the macro movements within the bar accelerated in one direction. - **Within-Bar Skewness (Blue):** Asymmetry of the microstructure (wicks vs. tails) *inside* the intra-bar candles. - **Interaction Skewness (Grey):** The component arising from the comovement of local means and local variances (e.g., does volatility increase when price drops?). 2. **Visual Decomposition Logic:** Total Skewness is the primary metric displayed. Since Skewness coefficients are not linearly additive, this indicator calculates the *exact* Total Skewness and partitions the columns based on the additive Third Moment Decomposition (`M3Tot = M3Btw + M3Wtn + M3Int`). 3. **Dual Display Modes:** The indicator offers two modes to visualize this information: - **Absolute Mode:** Plots the *total* skewness as a stacked column chart, showing the *absolute magnitude* of asymmetry and the contribution of each component. - **Relative Mode:** Plots the components as a 100% stacked column chart (scaled from 0 to 1), focusing purely on the *energy ratio* of the components. 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting calculates an **Exponential Regression Curve** (log-space), making the analysis suitable for comparing assets with different scales (e.g., BTC vs EURUSD). - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all mean and moment calculations. 5. **Skewness Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (highs and lows) in the *total* skewness line. (Note: This is only visible in 'Absolute Mode'). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Analysis Lines:** The entire intra-bar analysis can be run on a higher timeframe (using the `Timeframe` input), with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes alerts for: - Skewness magnitude (High Positive / High Negative). - Skewness character changes/emerging/fading. - Total Skewness pivot (High/Low) detection. **Caution: Real-Time Data Behavior (Intra-Bar Repainting)** This indicator uses high-resolution intra-bar data. As a result, the values on the **current, unclosed bar** (the real-time bar) will update dynamically as new intra-bar data arrives. This behavior is normal and necessary for this type of analysis. Signals should only be considered final **after the main chart bar has closed.** --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted LR SkewnessThis indicator analyzes market character by decomposing total skewness (asymmetry) into four distinct, interpretable components based on a Linear Regression model. Key Features: 1. **Four-Component Skewness Decomposition:** The indicator separates market asymmetry based on the 'Estimate Bar Statistics' option. It leverages the Law of Total Moments to provide an additive breakdown of the 3rd Statistical Moment: - **Trend Skewness (Green/Red):** Asymmetry originating from the slope of the regression line itself. Indicates if the trend path is geometrically skewed. - **Residual Skewness (Yellow):** Asymmetry of the noise around the regression line. Captures "Tail Risk" (e.g., sudden spikes against the trend). - **Within-Bar Skewness (Blue):** Asymmetry derived from the microstructure of individual bars (requires 'Estimate Bar Statistics'). - **Interaction Skewness (Dark Grey):** Asymmetry caused by the correlation between price levels and volatility (e.g., volatility expanding as price moves in one direction). *Dominance of this component indicates an unstable, emotional market.* 2. **Visual Decomposition Logic:** Total Skewness is the primary metric displayed. Since statistical moments are additive, this indicator calculates the *exact* Total Skewness and partitions the area to visualize the contribution (weight) of each structural source to the overall market bias. 3. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Displays the *total* skewness as a stacked area chart, allowing to see the magnitude of tail risk. Stacking logic groups components with the same sign to ensure visual clarity. - **Relative Mode:** Displays the direct *contribution ratio* (proportion) of each component relative to the total sum, ideal for identifying the dominant driver of asymmetry. 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting transforms inputs into logarithmic space, analyzing the skewness of *returns* rather than absolute prices. - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all regression and moment calculations, emphasizing high-participation moves. 5. **Skewness Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (peaks/valleys) in the *total* skewness line. This helps identify extremes in market sentiment or structural bias. - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Skewness Lines:** The skewness lines can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes comprehensive alerts for: - Skewness magnitude (High Positive / High Negative). - Skewness character changes/emerging/fading. - Total Skewness pivot (High/Low) detection. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted SkewnessThis indicator analyzes market sentiment by decomposing total skewness (asymmetry) into two distinct, interpretable components: "Between-Bar" (Inter-Bar) and "Within-Bar" (Intra-Bar) skewness. Key Features: 1. **Moment-Based Skewness decomposition:** The indicator separates skewness based on the 'Estimate Bar Statistics' option. It leverages the additive property of the Third Central Moment to ensure mathematical rigor: - **Standard Mode (`Estimate Bar Statistics` = OFF):** Calculates simple skewness of the selected `Source`. - **Decomposition Mode (`Estimate Bar Statistics` = ON):** The indicator uses a statistical model ('Estimator') to calculate *within-bar* skewness. This separates the asymmetry into: - **Between-Bar Skewness (Gold):** Asymmetry of the price path itself. A positive value indicates that the trend moves more aggressively upwards than downwards. - **Within-Bar Skewness (Blue):** Asymmetry of the microstructure (wicks vs. tails). A positive value implies strong buying pressure within the bars (long tails). 2. **Visual Decomposition Logic:** Total Skewness is the primary metric displayed. Since Skewness coefficients are not linearly additive, this indicator calculates the *exact* Total Skewness and partitions the area/ratios based on the additive Third Moment Decomposition (`M3Tot = M3Btw + M3Wtn`). This ensures the displayed total skewness remains mathematically accurate. 3. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Displays the *Total Skewness* as the main line, with the background filled by the stacked components. Shows the *magnitude* and direction of the tail risk. - **Relative Mode:** Displays the **Contribution Ratios** of each component (-1.0 to 1.0). This isolates the *structure/quality* of the asymmetry (e.g., "Is the skewness driven by the trend or by the candle shapes?"). 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting transforms inputs into logarithmic space, analyzing the skewness of *returns* rather than absolute prices. (Essential for correct statistical properties). - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all moment calculations, emphasizing high-participation moves. 5. **Skewness Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (peaks/valleys) in the *Total Skewness* line. (Note: This is only visible in 'Absolute Mode'). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Skewness Lines:** The skewness lines can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes comprehensive alerts for: - Skewness magnitude (High Positive / High Negative). - Character changes (Inter-Bar vs. Intra-Bar dominance). - Total Skewness pivot (High/Low) detection. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted Intra Bar LR CorrelationThis indicator analyzes market character by providing a detailed view of correlation. It applies a Linear Regression model to intra-bar price action, dissecting the total correlation of each bar into three distinct components. Key Features: 1. **Three-Component Correlation Decomposition:** The indicator separates correlation based on the 'Estimate Bar Statistics' option. - **Standard Mode (`Estimate Bar Statistics` = OFF):** Calculates correlation based on the selected `Source` (this results mainly in 'Trend' and 'Residual' correlation). - **Decomposition Mode (`Estimate Bar Statistics` = ON):** The indicator uses a statistical model ('Estimator') to calculate *within-bar* correlation. (Assumption: In this mode, the `Source` input is **ignored**, and an estimated mean for each bar is used instead). This separates correlation into: - **Trend Correlation (Green/Red):** Correlation explained by the regression's slope (Directional Alignment). - **Residual Correlation (Yellow):** Correlation from price oscillating around the regression line (Mean-Reversion/Cointegration). - **Within-Bar Correlation (Blue):** Correlation from the high-low range of each bar (Microstructure/Noise). 2. **Visual Decomposition Logic:** Total Correlation is the primary metric displayed. Since Correlation Coefficients are not linearly additive, this indicator plots the *exact* Total Correlation and partitions the area underneath based on the Covariance Ratio. This ensures the displayed total correlation remains mathematically accurate while showing relative composition. 3. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Displays the *total* correlation as a stacked area chart, partitioned by the ratio of the three components. - **Relative Mode:** Displays the direct *energy ratio* (proportion) of each component relative to the total (0-1), ideal for identifying the dominant market character. 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting calculates an **Exponential Regression Curve** (log-space), making the analysis suitable for growth assets. - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all regression and correlation calculations. 5. **Correlation Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (highs and lows) in the *total* correlation line. (Note: This is only visible in 'Absolute Mode'). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Correlation Lines:** The correlation lines can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes comprehensive alerts for: - Correlation magnitude (High Positive / High Inverse). - Correlation character changes/emerging/fading. - Total Correlation pivot (High/Low) detection. **Caution! Real-Time Data Behavior (Intra-Bar Repainting)** This indicator uses high-resolution intra-bar data. As a result, the values on the **current, unclosed bar** (the real-time bar) will update dynamically as new intra-bar data arrives. This behavior is normal and necessary for this type of analysis. Signals should only be considered final **after the main chart bar has closed.** --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted Intra Bar CorrelationThis indicator analyzes market character by providing a detailed view of correlation. It uses data from a lower, intra-bar timeframe to separate the total correlation of a single bar into two distinct components. Key Features: 1. **Intra-Bar Correlation Decomposition:** For each bar on the chart, the indicator analyzes the underlying price action on a smaller timeframe ('Intra-Bar Timeframe') and quantifies two types of correlation: - **Between-Bar Correlation (Directional):** Calculated from price movements *between* the intra-bar candles. This component represents the **macro-movement** correlation within the main bar. - **Within-Bar Correlation (Non-Directional):** Calculated from price fluctuations *inside* each intra-bar candle. This component represents the **microstructure/noise** correlation. 2. **Visual Decomposition Logic:** Total Correlation is the primary metric displayed. Since Correlation Coefficients are not linearly additive, this indicator plots the *exact* Total Correlation and partitions the area underneath based on the Covariance Ratio. This ensures the displayed total correlation remains mathematically accurate while showing relative composition. 3. **Dual Display Modes:** The indicator offers two modes to visualize this information: - **Absolute Mode:** Plots the *total* correlation as a stacked column chart, showing the *absolute magnitude* of correlation and the contribution of each component. - **Relative Mode:** Plots the components as a 100% stacked column chart (scaled from 0 to 1), focusing purely on the *energy ratio* of 'between-bar' (macro) and 'within-bar' (micro) correlation. 4. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting calculates an **Exponential Regression Curve** (log-space), making the analysis suitable for comparing assets with different scales (e.g., BTC vs EURUSD). - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all mean and covariance calculations. 5. **Correlation Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (highs and lows) in the *total* correlation line. (Note: This is only visible in 'Absolute Mode'). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 6. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 7. **Multi-Timeframe (MTF) Capability:** - **MTF Analysis Lines:** The entire intra-bar analysis can be run on a higher timeframe (using the `Timeframe` input), with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 8. **Integrated Alerts:** Includes alerts for: - Correlation magnitude (High Positive / High Inverse). - Correlation character changes/emerging/fading. - Total Correlation pivot (High/Low) detection. **Caution: Real-Time Data Behavior (Intra-Bar Repainting)** This indicator uses high-resolution intra-bar data. As a result, the values on the **current, unclosed bar** (the real-time bar) will update dynamically as new intra-bar data arrives. This behavior is normal and necessary for this type of analysis. Signals should only be considered final **after the main chart bar has closed.** --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted LR CorrelationThis indicator analyzes the structural relationship between two assets by decomposing the Total Correlation into three distinct, interpretable components using a Weighted Linear Regression model and a Hybrid Copula Estimator. Key Features: 1. **Hybrid Copula Estimator:** Unlike standard correlation, which often fails on High/Low range data, this indicator fuses two metrics to ensure mathematical rigor: - **Magnitude:** Derived from Rogers-Satchell Volatility (robust to trend). - **Direction:** Derived from Log-Returns. This allows for precise correlation estimates even on intra-bar data. 2. **Three-Component Correlation Decomposition:** The indicator separates correlation based on the 'Estimate Bar Statistics' option. - **Standard Mode (`Estimate Bar Statistics` = OFF):** Calculates correlation based on the selected `Source`. - **Decomposition Mode (`Estimate Bar Statistics` = ON):** The indicator uses a statistical model ('Estimator') to calculate *within-bar* correlation. This separates the relationship into: - **Trend Correlation (Green/Red):** Correlation of the regression slopes. Indicates if assets are trending in the same direction. - **Residual Correlation (Yellow):** Correlation of the noise around the trend (Cointegration). Indicates if assets mean-revert together, even if trends differ. - **Within-Bar Correlation (Blue):** Correlation of the microstructure (intra-bar volatility). 3. **Visual Decomposition Logic:** Total Correlation is the primary metric displayed. Since Correlation Coefficients are not linearly additive, this indicator calculates the *exact* Total Correlation and partitions the area/ratios based on the additive Covariance Decomposition. This ensures the displayed total correlation remains mathematically accurate. 4. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Displays the *Total Correlation* as the main line, with the background filled by the stacked components (Trend, Residual, Within). Shows the *magnitude* of the relationship. - **Relative Mode:** Displays the **Energy Ratios** (-1.0 to 1.0) of each component using L1-Normalization. This isolates the *structure/quality* of the relationship (e.g., "Is the correlation driven by Trend or just by Noise?"). 5. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting calculates an **Exponential Regression Curve** (log-space), creating a constant percentage variance environment. Essential for comparing assets with different scales (e.g., BTC vs EURUSD). - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all regression and covariance calculations. 6. **Correlation Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (highs and lows) in the *Total Correlation* line. - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 7. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 8. **Multi-Timeframe (MTF) Capability:** - **MTF Correlation Lines:** The correlation lines can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 9. **Integrated Alerts:** Includes comprehensive alerts for: - Correlation magnitude (High Positive / High Inverse). - Correlation character changes/emerging/fading. - Total Correlation pivot (High/Low) detection. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted CorrelationThis indicator analyzes the structural relationship between two assets by decomposing the Total Correlation into two distinct, interpretable components: "Between-Bar" (Inter-Bar) and "Within-Bar" (Intra-Bar) correlation. Key Features: 1. **Hybrid Copula Estimator:** Unlike standard correlation, which often fails on High/Low range data, this indicator fuses two metrics to ensure mathematical rigor: - **Magnitude:** Derived from Rogers-Satchell Volatility. - **Direction:** Derived from Log-Returns. This allows for precise correlation estimates even on intra-bar data. 2. **Two-Component Correlation Decomposition:** The indicator separates correlation based on the 'Estimate Bar Statistics' option. - **Standard Mode (`Estimate Bar Statistics` = OFF):** Calculates correlation based on the selected `Source` (Close-to-Close). - **Decomposition Mode (`Estimate Bar Statistics` = ON):** The indicator uses a statistical model ('Estimator') to calculate *within-bar* correlation. This separates the relationship into: - **Between-Bar Correlation (Green/Red):** Correlation of the price paths (means). Indicates if the macro movements of the assets are aligned (Inter-Bar correlation). - **Within-Bar Correlation (Blue):** Correlation of the microstructure (Intra-Bar volatility/noise). 3. **Visual Decomposition Logic:** Total Correlation is the primary metric displayed. Since Correlation Coefficients are not linearly additive, this indicator calculates the *exact* Total Correlation and partitions the area/ratios based on the additive Covariance Decomposition (`CovTot = CovBtw + CovWtn`). This ensures the displayed total correlation remains mathematically accurate. 4. **Dual Display Modes:** The indicator offers two modes to visualize this decomposition: - **Absolute Mode:** Displays the *Total Correlation* as the main line, with the background filled by the stacked components (Between vs. Within). Shows the *magnitude* of the relationship. - **Relative Mode:** Displays the **Energy Ratios** (-1.0 to 1.0) of each component using L1-Normalization. This isolates the *structure/quality* of the relationship (e.g., "Is the correlation driven by price movement or just by volatility coupling?"). 5. **Calculation Options:** - **Normalization:** An optional 'Normalize' setting calculates an **Exponential Regression Curve** (log-space), creating a constant percentage variance environment. Essential for comparing assets with different scales (e.g., BTC vs EURUSD). - **Volume Weighting:** An option (`Volume weighted`) applies volume weighting to all mean and covariance calculations. 6. **Correlation Cycle Analysis:** - **Pivot Detection:** Includes a built-in pivot detector that identifies significant turning points (highs and lows) in the *Total Correlation* line. (Note: This is only visible in 'Absolute Mode'). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library. 7. **Note on Confirmation (Lag):** Pivot signals are confirmed using a lookback method. A pivot is only plotted *after* the `Pivot Right Bars` input has passed, which introduces an inherent lag. 8. **Multi-Timeframe (MTF) Capability:** - **MTF Correlation Lines:** The correlation lines can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Pivot detection (`Calculate Pivots`) is **disabled** if a Higher Timeframe (HTF) is selected. 9. **Integrated Alerts:** Includes comprehensive alerts for: - Correlation magnitude (High Positive / High Inverse). - Character changes (Inter-Bar vs. Intra-Bar dominance). - Total Correlation pivot (High/Low) detection. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted LR Z ScoreThis indicator calculates the Volume Weighted Linear Regression Z-Score (VWLRZS). Unlike a standard Z-Score which measures deviation from a static mean, this oscillator measures the statistical distance of price from a dynamic Volume-Weighted Linear Regression Line (Analysis of Residuals). Key Features: 1. **Volatility Decomposition:** The indicator separates volatility based on the 'Estimate Bar Statistics' option. - **Standard Mode (`Estimate Bar Statistics` = OFF):** Calculates standard Regression Residuals using the selected `Source` for both the regression line (baseline) and the signal. - **Decomposition Mode (`Estimate Bar Statistics` = ON):** Uses a hybrid statistical approach: a) **The Model (Baseline):** Uses an estimator to calculate the 'within-bar' mean and fits the Linear Regression through these statistical centers. This creates a stable, trend-following expectation model. b) **The Signal (Observation):** Compares the actual `Source` (e.g., Close) against this regression line. (Result: A Z-Score that measures deviations from the current trend slope rather than a flat average). 2. **Visual Decomposition Logic:** Total Standard Deviation (of Residuals) is the primary metric displayed. Since Standard Deviations are not linearly additive (sqrt(a+b) != sqrt(a)+sqrt(b)), this indicator calculates the *exact* Total Z-Score and partitions the area underneath based on the Variance Ratio. This ensures the displayed total volatility remains mathematically accurate while showing relative composition. 3. **Normalization (Exponential Regression):** Includes an optional 'Normalize' mode. When enabled, the indicator calculates the Linear Regression on logarithmic data. Mathematically, this transforms the baseline into an **Exponential Regression Curve**, making it ideal for analyzing assets with compounding growth characteristics (constant percentage trend). 4. **Full Divergence Suite (Class A, B, C):** The indicator's primary feature is its integrated divergence engine. It automatically detects and plots all three major divergence classes between price and the Z-Score: - Regular (A): Signals potential trend exhaustion and reversals. - Hidden (B): Signals potential trend continuations during pullbacks. - Exaggerated (C): Signals weakness at double tops/bottoms. 5. **Divergence Filtering and Visualization:** - **Price Tolerance Filter:** Divergence detection is enhanced with a percentage-based price tolerance (`pivPrcTol`) to filter out insignificant market noise, leading to more robust signals. - **Persistent Visualization:** Divergence markers are plotted for the entire duration of the signal and are visually anchored to the oscillator level of the confirming pivot. - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library 6. **Note on Confirmation (Lag):** Divergence signals rely on a pivot confirmation method to ensure they do not repaint. - The **Start** of a divergence is only detected *after* the confirming pivot is fully formed (a delay based on `Pivot Right Bars`). - The **End** of a divergence is detected either instantly (if the signal is invalidated by price action) or with a delay (when a new, non-divergent pivot is confirmed). 7. **Multi-Timeframe (MTF) Capability:** - **MTF Calculation:** The Z-Score line *itself* can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Divergence detection engine (`pivDiv`) is designed for the active timeframe. Using it in MTF mode is not recommended as step-data can lead to inaccurate pivot detection. 8. **Integrated Alerts:** Includes a comprehensive set of built-in alerts for the Z-Score crossing the neutral line, the configured Threshold levels, and the start/end of all divergence types. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Weighted Z ScoreThis indicator calculates the Volume Weighted Z-Score (VWZS), a statistical oscillator that measures the number of standard deviations the price is removed from its mean. It combines robust volatility decomposition with advanced divergence detection. Key Features: 1. **Volatility Decomposition:** The indicator separates volatility based on the 'Estimate Bar Statistics' option. - **Standard Mode (`Estimate Bar Statistics` = OFF):** Calculates a simple (Volume-Weighted) Standard Deviation using the selected `Source` for both the baseline and the signal. - **Decomposition Mode (`Estimate Bar Statistics` = ON):** Uses a hybrid statistical approach: a) **The Model (Baseline):** Uses an estimator to calculate the 'within-bar' mean and volatility. This creates a stable, mathematically idealized expectation value (mu). b) **The Signal (Observation):** Compares the actual `Source` (e.g., Close) against this statistical baseline. (Result: A Z-Score that combines a noise-filtered trend baseline with a highly reactive price signal). 2. **Visual Decomposition Logic:** Total Standard Deviation is the primary metric displayed. Since Standard Deviations are not linearly additive (sqrt(a+b) != sqrt(a)+sqrt(b)), this indicator plots the *exact* Total StdDev and partitions the area underneath based on the Variance Ratio. This ensures the displayed total volatility remains mathematically accurate while showing relative composition. 3. **Normalization (Geometric Average):** Includes an optional 'Normalize' mode. When enabled, the indicator uses a Geometric Moving Average (GMA) as its baseline and applies a statistical correction for the log-normal distribution ensuring symmetry between upside and downside movements. 4. **Full Divergence Suite (Class A, B, C):** The indicator's primary feature is its integrated divergence engine. It automatically detects and plots all three major divergence classes between price and the Z-Score: - Regular (A): Signals potential trend exhaustion and reversals. - Hidden (B): Signals potential trend continuations during pullbacks. - Exaggerated (C): Signals weakness at double tops/bottoms. 5. **Divergence Filtering and Visualization:** - **Price Tolerance Filter:** Divergence detection is enhanced with a percentage-based price tolerance (`pivPrcTol`) to filter out insignificant market noise, leading to more robust signals. - **Persistent Visualization:** Divergence markers are plotted for the entire duration of the signal and are visually anchored to the oscillator level of the confirming pivot. - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library 6. **Note on Confirmation (Lag):** Divergence signals rely on a pivot confirmation method to ensure they do not repaint. - The **Start** of a divergence is only detected *after* the confirming pivot is fully formed (a delay based on `Pivot Right Bars`). - The **End** of a divergence is detected either instantly (if the signal is invalidated by price action) or with a delay (when a new, non-divergent pivot is confirmed). 7. **Multi-Timeframe (MTF) Capability:** - **MTF Calculation:** The Z-Score line *itself* can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Divergence detection engine (`pivDiv`) is designed for the active timeframe. Using it in MTF mode is not recommended as step-data can lead to inaccurate pivot detection. 8. **Integrated Alerts:** Includes a comprehensive set of built-in alerts for the Z-Score crossing the neutral line, the configured Threshold levels, and the start/end of all divergence types. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Ease of MovementThis indicator provides an implementation of the Ease of Movement (EOM) indicator, enhanced with a built-in divergence detection engine. The EOM highlights the relationship between volume and price change. High positive values indicate that the price is increasing with low resistance (ease), while low negative values indicate the price is dropping with ease. Key Features: 1. **Full Divergence Suite (Class A, B, C):** The primary feature is the integrated divergence engine. It automatically detects and plots all three major types of divergences: - Regular (A): Signals potential trend reversals (e.g., price rising but "ease" of movement is diminishing). - Hidden (B): Signals potential trend continuations. - Exaggerated (C): Signals weakness at double tops/bottoms. 2. **Divergence Filtering and Visualization:** - **Price Tolerance Filter:** Divergence detection is enhanced with a percentage-based price tolerance (`pivPrcTol`) to filter out insignificant market noise, leading to more robust signals. - **Persistent Visualization:** Divergence markers are plotted for the entire duration of the signal and are visually anchored to the EOM level of the confirming pivot. - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library 3. **Customizable Signal Line:** Includes an optional moving average of the EOM, which serves as a signal line. The type of MA (`Signal Smoothing`) and its length can be customized. This signal line can also be optionally volume-weighted (`Volume weighted`). 4. **Note on Confirmation (Lag):** Divergence signals rely on a pivot confirmation method to ensure they do not repaint. - The **Start** of a divergence is only detected *after* the confirming pivot is fully formed (a delay based on `Pivot Right Bars`). - The **End** of a divergence is detected either instantly (if the signal is invalidated by price action) or with a delay (when a new, non-divergent pivot is confirmed). 5. **Multi-Timeframe (MTF) Capability:** - **MTF EOM & Signal Lines:** The EOM and its signal line can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Divergence detection engine (`pivDiv`) is **disabled** if a timeframe other than the chart's timeframe is selected. Divergences are only calculated on the active chart timeframe. 6. **Integrated Alerts:** Includes comprehensive alerts for: - The *start* and *end* of all divergence types. - The EOM crossing its signal line. - The EOM crossing the zero line. --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Volume Price TrendThis indicator provides an implementation of the Volume Price Trend (VPT) momentum indicator, enhanced with a built-in divergence detection engine. Key Features: 1. **Full Divergence Suite (Class A, B, C):** The primary feature is the integrated divergence engine. It automatically detects and plots all three major types of divergences: - Regular (A): Signals potential trend reversals. - Hidden (B): Signals potential trend continuations. - Exaggerated (C): Signals weakness at double tops/bottoms. 2. **Divergence Filtering and Visualization:** - **Price Tolerance Filter:** Divergence detection is enhanced with a percentage-based price tolerance (`pivPrcTol`) to filter out insignificant market noise, leading to more robust signals. - **Persistent Visualization:** Divergence markers are plotted for the entire duration of the signal and are visually anchored to the VPT level of the confirming pivot. - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library 3. **Note on Confirmation (Lag):** Divergence signals rely on a pivot confirmation method to ensure they do not repaint. - The **Start** of a divergence is only detected *after* the confirming pivot is fully formed (a delay based on `Pivot Right Bars`). - The **End** of a divergence is detected either instantly (if the signal is invalidated by price action) or with a delay (when a new, non-divergent pivot is confirmed). 4. **Multi-Timeframe (MTF) Capability:** - **MTF VPT Line:** The VPT line *itself* can be calculated on a higher timeframe, with standard options to handle gaps (`Fill Gaps`) and prevent repainting (`Wait for...`). - **Limitation:** The Divergence detection engine (`pivDiv`) is **disabled** if a timeframe other than the chart's timeframe is selected. Divergences are only calculated on the active chart timeframe. 5. **Integrated Alerts:** Includes comprehensive alerts that trigger on the *start* and *end* of all divergence types (e.g., "Regular Bullish Started", "Regular Bullish Ended"). --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
Market Structure Event TrendThis indicator identifies and visualizes advanced market structure concepts (SMC) alongside classic price action analysis. It combines robust, non-repainting pivot detection with a sophisticated engine that tracks dual-layer trend states, structural breaks (BOS/CHoCH), and supply/demand zones (Order Blocks). Key Features: 1. **Non-Repainting Pivot Detection:** - Uses a standard lookback method (`left` and `right` bars) to identify historical pivot points. - **Note on Confirmation:** Pivots are only confirmed *after* the `Pivot Right Bars` input has passed. This is essential for ensuring the signal is non-repainting, but it introduces an inherent lag. - Automatically classifies the sequence of pivots according to Dow Theory: Higher Highs (HH), Higher Lows (HL), Lower Highs (LH), and Lower Lows (LL). - **Flexible Pivot Algorithms:** Supports various underlying mathematical models for pivot detection provided by the core library 2. **Smart Money Concepts (SMC) Engine:** - **Dual-Layer Structure:** The engine distinguishes between significant **Major Structure** (Swing Points) and internal **Minor Structure** (Sub-Structure). This allows traders to separate the overarching trend from immediate order flow. - **Event Detection:** Automatically identifies and visualizes key events: - **BOS (Break of Structure):** Signals trend continuation when a validated High/Low is broken in the direction of the trend. - **CHoCH (Change of Character):** Signals a potential trend reversal when a significant structural level is breached against the trend. - **Pivot Classification:** Applies classic labels (HH, HL, LH, LL) while also detecting Equal Highs (EH) and Equal Lows (EL) based on a user-defined price tolerance. 3. **Automated Order Blocks:** - Identifies potential Supply and Demand zones (Order Blocks) formed at the precise origin of a structural break. - **Mitigation Tracking:** The indicator monitors price action in real-time and automatically removes or updates Order Blocks once they have been mitigated (tested/broken) by the price. - **Scope Awareness:** Distinguishes between Major Order Blocks (Swing origin) and Minor Order Blocks (Internal flow origin). 4. **Trend State Visualization & Dynamic S/R:** - A robust state machine analyzes the sequence of events to determine the current market trend (Bullish, Bearish, or Neutral) for both Major and Minor scopes. - **Dynamic Step-Lines:** Visualizes the trend structure directly on the chart, creating a "staircase" effect that highlights trailing stop levels. - **Extended Pivot Lines:** Extends dynamic horizontal lines from confirmed pivots that act as Support/Resistance and automatically terminate upon a structural break. 5. **Full Customization & Alerts:** - **Display Options:** Granular control over the visibility of Events, Labels, Symbols, and Lines. Supports "Relative" vs "Absolute" price change display. - **Visual Styling:** Extensive color customization for Bullish/Bearish scenarios and Major/Minor hierarchy. - **Comprehensive Alerts:** Set up precise alerts for: - New Pivot formations (e.g., "Pivot Higher High"). - Structural Events (e.g., "Major Bullish BOS detected"). - Trend State Changes (e.g., "Major Trend changed to Bullish", "Minor Trend no longer Bearish"). --- **DISCLAIMER** 1. **For Informational/Educational Use Only:** This indicator is provided for informational and educational purposes only. It does not constitute financial, investment, or trading advice, nor is it a recommendation to buy or sell any asset. 2. **Use at Your Own Risk:** All trading decisions you make based on the information or signals generated by this indicator are made solely at your own risk. 3. **No Guarantee of Performance:** Past performance is not an indicator of future results. The author makes no guarantee regarding the accuracy of the signals or future profitability. 4. **No Liability:** The author shall not be held liable for any financial losses or damages incurred directly or indirectly from the use of this indicator. 5. **Signals Are Not Recommendations:** The alerts and visual signals (e.g., crossovers) generated by this tool are not direct recommendations to buy or sell. They are technical observations for your own analysis and consideration.
Penunjuk Pine Script®
oleh AustrianTradingMachine
2
Multi-Indicator Scoring System# Multi-Indicator Scoring System ## Overview This indicator combines five technical analysis tools (RSI, MACD, EMA trends, and Volume) into a single unified scoring system that generates clear BUY and SELL signals. Instead of analyzing multiple indicators separately and dealing with conflicting signals, this script calculates one comprehensive 0-100% score that shows current market strength at a glance. ## Purpose and Originality **Problem it solves:** Traders using multiple indicators individually often face contradictory signals. For example, RSI might show oversold conditions while MACD indicates bearish momentum, or price is above EMA but volume is weak. This creates confusion and leads to poor trading decisions or missed opportunities. **Solution:** This script uses a weighted scoring algorithm that only generates signals when multiple technical components mathematically agree. Each indicator contributes weighted points based on its reliability in crypto markets, and the combined score filters out noise by requiring multi-indicator confirmation before triggering a signal. **What makes it original:** Unlike simple indicator overlays that just display multiple tools side-by-side, this script: - Uses a mathematically weighted scoring system where each component has justified importance - Requires conditional alignment—signals only appear when components agree, not just individual crossovers - Normalizes complex multi-indicator data into one intuitive percentage - Includes built-in volume confirmation to filter low-conviction setups This approach mirrors professional algorithmic trading systems that use multi-factor quantitative models. ## How Components Work Together The script analyzes five technical components and assigns weighted points to each: ### 1. RSI (Relative Strength Index) - Weight: 25 points - **Period:** 14 - **Function:** Identifies overbought and oversold conditions - **Scoring logic:** - RSI < 30 (oversold) → +25 points (bullish reversal signal) - RSI > 70 (overbought) → -25 points (bearish reversal signal) - RSI between 30-70 → 0 points (neutral) - **Why 25 points:** RSI is highly reliable for detecting potential reversal zones in cryptocurrency markets ### 2. MACD (Moving Average Convergence Divergence) - Weight: 25 points - **Parameters:** Fast=12, Slow=26, Signal=9 - **Function:** Detects momentum shifts and trend changes - **Scoring logic:** - MACD line > Signal line → +25 points (bullish momentum) - MACD line < Signal line → -25 points (bearish momentum) - **Why 25 points:** MACD is the gold standard for momentum confirmation across timeframes ### 3. EMA Short-Term Trend (21 vs 50) - Weight: 25 points - **Function:** Confirms immediate trend direction - **Calculation:** Compares EMA 21 to EMA 50, plus price position relative to EMA 21 - **Scoring logic:** - EMA 21 > EMA 50 AND Price > EMA 21 → +25 points (strong uptrend) - EMA 21 < EMA 50 AND Price < EMA 21 → -25 points (strong downtrend) - Mixed conditions → 0 points (no clear trend) - **Why 25 points:** Short-term trend alignment is critical for accurate entry timing ### 4. EMA Long-Term Context (200) - Weight: 15 points - **Function:** Validates overall market structure - **Calculation:** Price position relative to 200-period EMA - **Scoring logic:** - Price > EMA 200 → +15 points (bull market context) - Price < EMA 200 → -15 points (bear market context) - **Why 15 points:** Lower weight because long-term trend changes more slowly ### 5. Volume Confirmation - Weight: 10 points (Bonus) - **Function:** Confirms genuine market interest versus noise - **Calculation:** Current volume compared to 20-period SMA - **Scoring logic:** - Volume > 1.5× average → +10 bonus points - Volume ≤ 1.5× average → 0 bonus points - **Why 10 points:** Volume adds conviction but shouldn't override technical setup ### Score Aggregation Formula **Why these thresholds?** Backtesting on BTC/ETH showed optimal risk/reward at 65/35 levels. Lower thresholds (50%) produce too many false signals, while higher thresholds (80%) miss opportunities. The 65/35 balance provides good sensitivity with acceptable accuracy. ## How to Use This Indicator ### Visual Components **On Chart:** - **Green triangle (▲) below candle** = BUY signal (score crossed above 65%) - **Red triangle (▼) above candle** = SELL signal (score crossed below 35%) - Clean display with no background colors or extra lines **Dashboard Table (top-right corner):** - **Header:** "CRYPTO SIGNAL" - **SCORE:** Current percentage (0-100%) - Green color = Bullish zone (65%+) - Red color = Bearish zone (35%-) - Orange color = Neutral zone (36-64%) - **SIGNAL:** Current status (BUY/SELL/WAIT) ### Interpreting the Score - **70-100% (Strong Bullish):** All or most indicators agree market is going up. Consider long positions. - **65-69% (BUY Signal Zone):** Enough confirmation for entry. BUY signals trigger here. - **36-64% (Neutral Zone):** No clear direction. Wait for clearer setup or maintain existing positions. - **31-35% (SELL Signal Zone):** Enough confirmation for exit. SELL signals trigger here. - **0-30% (Strong Bearish):** All or most indicators agree market is going down. Avoid longs or consider shorts. ### Step-by-Step Usage 1. **Add to chart:** Click "Add to favorites" then add from your indicators list 2. **Check the score:** Look at the dashboard table in the top-right corner 3. **Wait for signals:** - Green triangle appears = Consider buying - Red triangle appears = Consider selling - No triangle = Wait patiently for clearer setup 4. **Confirm with price action:** Best results when signals appear at support/resistance levels 5. **Use risk management:** Always set stop losses (3-5% below entry for longs) 6. **Set alerts (optional):** Right-click indicator → "Add alert" → Choose "BUY Signal" or "SELL Signal" ### Best Practices **Recommended Timeframes:** - **4-Hour (4H):** Best for swing trading, optimal signal frequency (3-7 per month), lowest false signal rate - **Daily (1D):** Best for position trading, very high reliability, ideal for patient traders - **1-Hour (1H):** More signals but noisier, only for experienced traders - **Below 15 minutes:** Not recommended, too many false signals **Recommended Markets:** - Bitcoin (BTCUSDT, BTCUSD) - Most reliable - Ethereum (ETHUSDT, ETHUSD) - Excellent results - Major altcoins (SOL, XRP, ADA, etc.) - Works well on top 20 by market cap **Risk Management:** - Position size: Risk only 1-2% of account per trade - Stop loss: Place 3-5% below entry (BUY) or above entry (SELL) - Take profit: Target 2-3× your risk distance - Trail stops: Move to breakeven after 1:1 profit achieved **Advanced Tips:** - Combine signals with support/resistance levels for higher probability setups - Check multiple timeframes: if 4H and 1D both show BUY, signal is stronger - Wait for candle close before acting on signals - Ignore signals against the higher timeframe trend direction - Only trade signals accompanied by volume spikes (check dashboard) ## Default Settings The indicator uses pre-optimized parameters based on backtesting: - RSI Period: 14 - MACD: 12, 26, 9 - EMA Short-term: 21, 50 - EMA Long-term: 200 - Volume threshold: 1.5× average - Signal thresholds: BUY ≥65%, SELL ≤35% These settings are designed for cryptocurrency markets on 4H and 1D timeframes and do not require adjustment for most users. ## Limitations and Disclaimers **What this indicator CANNOT do:** - Predict black swan events (exchange hacks, major regulations, etc.) - Work effectively during extreme market manipulation - Replace proper risk management and stop losses - Guarantee profits (no indicator can) - Account for fundamental news (Fed decisions, major announcements) **When signals may be less reliable:** - Low volume periods (weekends, holidays) - High-impact news events - Extreme volatility (>10% daily price moves) - Prolonged sideways/ranging markets **Important warnings:** - This is a technical analysis tool, not financial advice - Past performance does not guarantee future results - Always use stop losses to protect capital - Test the indicator with small positions first - Do your own research before trading ## Technical Specifications - **Pine Script Version:** v5 - **Type:** Overlay indicator - **Signals:** Non-repainting (confirmed at candle close only) - **Calculation frequency:** Every bar recalculates based on current values - **Alerts:** Available for BUY and SELL threshold crossings - **Resource usage:** Optimized for efficient runtime performance ## Additional Notes - Signals appear only once when threshold is crossed (no repeated signals during same trend) - Volume filter helps eliminate low-conviction signals - Works on any cryptocurrency pair with sufficient liquidity - Can be combined with other indicators for additional confirmation - Suitable for both beginners (simple visual signals) and experienced traders (customizable for deeper analysis) --- **This indicator provides educational value by demonstrating how multi-indicator confirmation systems work and how weighted scoring can reduce false signals compared to using individual indicators alone.**
Penunjuk Pine Script®
oleh Golkar22
AI-Enhanced MSS HunterAI-Enhanced MSS Hunter This indicator is a hybrid trading system that merges Mechanical Price Action (ICT Concepts) with Statistical Machine Learning (K-Nearest Neighbors). It is designed to assist traders in identifying high-probability reversals after liquidity sweeps, as well as trend-continuation entries during specific "Kill Zone" sessions. How It Works The script operates on a strict 3-step validation process to filter out false signals during choppy market conditions. 1. Liquidity Sweep (The Trigger) The system automatically plots the Previous Day High (PDH) and Previous Day Low (PDL). The logic begins only when price "sweeps" (breaks) one of these key levels. State Persistence: Once a level is swept, the system remembers this event for the remainder of the session (or until a signal fires), waiting for the market to reverse. 2. Market Structure Shift (The Setup) After a sweep, the indicator hunts for a Market Structure Shift (MSS). It tracks dynamic Swing Highs and Swing Lows. A signal is prepared only if price breaks a recent structural swing point in the opposite direction of the sweep (e.g., Sweep PDL -> Break Swing High). 3. AI / Machine Learning Filter (The Confirmation) To reduce false positives, the signal must be confirmed by a K-Nearest Neighbors (KNN) algorithm. The Logic: The script analyzes the current values of RSI (14), CCI (14), and ROC (10). The Comparison: It looks back at the last ~1,000 bars of history to find similar market conditions (neighbors). The Prediction: If the majority of those historical "neighbors" resulted in a favorable move, the AI confirms the trade. If historical data suggests chop or reversal, the signal is blocked. Key Features 🎯 Primary Reversal Signals (Circles) Green Circle: Price swept PDL + Bullish MSS + AI Confirmation. Red Circle: Price swept PDH + Bearish MSS + AI Confirmation. ♻️ Golden Zone Re-Entries (Triangles) Once a Primary Signal is active, the script tracks the new trend leg. It automatically draws a dynamic Golden Zone (0.5 – 0.618 Fibonacci Retracement). If price pulls back into this zone and forms a new MSS, a Re-Entry Triangle is plotted. Invalidation: If the pullback breaks the original setup's low/high, the zone is removed to prevent bad trades. ⏰ Kill Zone Time Filters Signals are filtered by time to ensure you are trading during high-volume sessions. Default AM Session: 08:30 – 10:00 (New York Time) Default PM Session: 14:00 – 15:00 (New York Time) Fully customizable in settings. Settings Guide Key Levels: Toggle PDH/PDL lines and customize colors. Kill Zones: Enable/Disable time filtering and highlight background colors. AI Settings: K-Nearest Neighbors (k): Number of historical neighbors to compare (Default: 5). Training Window: How far back the AI looks for patterns (Default: 1000 bars). Visuals: Turn on/off the Golden Zone fib clouds or text labels. Disclaimer This tool is for educational purposes only. The "AI" component is a statistical classification algorithm based on historical momentum and does not guarantee future results. Always manage risk and use this indicator as part of a comprehensive trading plan.
Penunjuk Pine Script®
oleh DivergentTrades
Auto Fibonacci Lines Depending on ZigZag %In the world of technical analysis, few tools are as powerful—or as misused—as Fibonacci Retracements. The Auto Fibonacci Lines Depending on ZigZag % is not just an indicator; it is a complete, automated trading system designed to eliminate subjectivity and bring institutional-grade precision to your charts. This script automates the identification of significant market structures using a ZigZag algorithm. Once a market swing is mathematically confirmed (based on your deviation settings), it instantly projects a complete suite of Retracement and Extension levels. This allows you to stop guessing where to draw your lines and start focusing on price action. 🧠 The Logic Behind the Indicator Understanding how your tools work is the first step to trusting them. This script operates on a three-step logic loop: ZigZag Identification: The script continuously monitors price action relative to the last known pivot point. It uses a user-defined Deviation % to filter out market noise. A new "Leg" is only confirmed when price reverses by this specific percentage. This ensures that the Fibonacci lines are only drawn on significant market moves, not random chop. Automated Anchor Points: Once a downward trend is confirmed (e.g., price drops 30% from the top), the script automatically anchors the Fibonacci tool to the Swing High (Start) and the Swing Low (End). It does this without you needing to click or drag anything. Dynamic Cleanup: Markets evolve. A key feature of this script is its self-cleaning mechanism. As soon as a new trend leg is confirmed, the script automatically deletes the old, invalidated Fibonacci lines and draws a fresh set for the new structure. This keeps your chart clean and focused on the now. 🎓 How to Trade This System This indicator is color-coded to simplify your decision-making process. It moves beyond standard "rainbow" charts by categorizing price levels into three distinct actionable zones. 1. The "Reload Zone" (White Lines: 0.618 - 0.786) ⚪ Role: High-Probability Support / Entry In institutional trading, the 0.618 (Golden Ratio) to 0.786 region is often where algorithms step in to defend a trend. Why it works : This is the "discount" area where smart money re-accumulates positions before the next leg up. 2. The "Decision Wall" (Blue Lines: 1.382 - 1.5) 🔵 Role: Strong Resistance / Trend Check This is a unique feature of this suite. The 1.382 and 1.5 levels often act as a "ceiling" for weak breakouts. Strategy : If you entered in the White Zone, the Blue Zone is your first major hurdle. If price stalls here, consider securing partial profits. Warning : A rejection from the Blue Lines often leads to a double-top formation. However, a clean break above the Blue Lines usually signals a parabolic move is beginning. 3. The "Extension Zone" (Yellow, Red, Purple > 1.618) 🟡🔴 Role : Take Profit / Exhaustion Levels above 1.5 (starting with the 1.618 Golden Extension) are statistical extremes. Strategy : These are Strict Take Profit levels. Do not FOMO (Fear Of Missing Out) into new long positions here. The probability of a reversal increases drastically as price climbs through these levels (2.618, 3.618, 4.618). 📐 The Mathematical Edge: Logarithmic vs. Linear One of the most critical features of this script is the ability to toggle between Logarithmic and Linear calculations. Why use Logarithmic? If you are trading Crypto (Bitcoin, Altcoins) or high-growth Tech Stocks, linear Fibonacci levels are mathematically incorrect over large moves. A 50% drop from $100 is different than a 50% drop from $10. This script calculates the percentage difference (Log Scale), ensuring your targets are accurate even during 100%+ parabolic runs. Why use Linear? For mature markets like Forex (EURUSD) or Indices (SPX500) where volatility is lower, Linear scaling is the industry standard. 🛠️ Configuration & Best Practices Deviation % : This is the heartbeat of the indicator. Swing Trading : Set to 20-30%. This filters out noise and only draws Fibs on major macro moves. Scalping : Set to 3-5%. This will catch smaller intraday waves. Text Place : Keeps your chart clean by pushing labels to the right, ensuring they don't overlap with the current price action. 👤 Who Is This Indicator For? The Disciplined Trader : Who wants to remove emotional bias from their charting. The Crypto Investor : Who needs accurate Logarithmic targets for long-term holding. The Confluence Trader : Who combines these automated levels with Order Blocks, RSI, or Volume to find the perfect entry. ⚠️ RISK DISCLAIMER & TERMS OF USE For Educational Purposes Only: This script and the strategies described herein are provided strictly for educational and informational purposes. They do not constitute financial, investment, or trading advice. The "Auto Fibonacci Lines" indicator is a tool for technical analysis and should not be used as the sole basis for any trading decision. No Guarantees: Past performance of any trading system or methodology is not necessarily indicative of future results. Financial markets are inherently volatile, and trading involves a high level of risk. You could lose some or all of your capital. User Responsibility: By using this script, you acknowledge that you are solely responsible for your own trading decisions and risk management. The author assumes no liability for any losses or damages resulting from the use of this tool or the information provided. Always consult with a qualified financial advisor before making investment decisions.
Penunjuk Pine Script®
oleh abgthecoder
High Volume Footprint BreakoutThe High Volume Footprint Breakout indicator brings institutional-grade Order Flow analysis to your standard TradingView charts. By looking inside the candles using intrabar data, this tool identifies specific price levels where massive, aggressive buying or selling volume has occurred. Unlike standard Volume Profiles which show volume over a long period, this indicator isolates specific moments of high-intensity participation. It draws extended support and resistance lines from these "High Volume Nodes," helping you identify where institutions have stepped in and where trapped traders might exist. Why Use This Indicator? Standard candlestick charts show you where price went, but they hide how it got there. A candle might look normal, but inside that candle, there could be a massive battle between buyers and sellers at a specific price level. Reveal Hidden Liquidity : Find the exact price levels that defended a move. Filter the Noise : Instead of showing every volume node, this script only highlights Breakout Levels —areas where the single-price volume exceeded a historical maximum (e.g., the highest volume node in the last 20 bars). No External Tools Needed : Replicates the logic of professional Footprint/Order Flow software using native TradingView data. How It Works (The Logic) This script uses a strict algorithm to reconstruct a virtual "Footprint" of the market: Intrabar Analysis : It accesses lower timeframe data (e.g., 1-minute data inside a Daily bar) to analyze price action at a granular level. Volume Categorization : It separates volume into Buy Volume (Aggressive Buyers) and Sell Volume (Aggressive Sellers) based on price movement logic. Volume Distribution : To ensure accuracy, it distributes the volume of intrabar candles across their High-Low range, preventing artificial volume spikes on single ticks. Breakout Detection : It compares the highest volume node of the current bar against the highest nodes of the previous X bars. If the current volume is a new local record, a line is drawn. How to Trade This Indicator 1. The Standard Rejection (Trend Continuation) Green Lines (Aggressive Buyers) : These levels represent areas where buyers stepped in with massive force. In an uptrend, expect price to bounce off these lines. Treat them as Support. Red Lines (Aggressive Sellers) : These levels represent areas where sellers unloaded heavy positions. In a downtrend, expect price to reject these lines. Treat them as Resistance. 2. The "Flip" Setup (Trapped Traders) This is an advanced Order Flow concept. When the market disrespects a high-volume level, it creates "Trapped Traders." Red Line Acting as Support : If price breaks above a Red (Sell) line and holds, the aggressive sellers at that level are now trapped underwater. When price returns to this line, these sellers often buy to close their positions at breakeven, fueling a bounce. Green Line Acting as Resistance : If price breaks below a Green (Buy) line, the aggressive buyers are trapped. When price rallies back to this line, they often sell to exit, creating resistance. Settings & Configuration Auto-Select Intrabar Timeframe : Enabled (Recommended) : Automatically selects the best resolution (1-min for Intraday/Daily, 60-min for Weekly/Monthly) to match the "Volume Data Source" standards. Disabled : Allows you to manually force a specific intrabar resolution. Breakout Lookback Period : Determines how significant a volume spike must be to trigger a line. (Default: 20). Higher values = fewer, stronger lines. Max Visible Lines : Limits the number of lines on the chart to keep your workspace clean. Label Offset : Adjusts how far to the right the text labels appear, allowing you to position them perfectly for your screen setup. Who Should Use This? Order Flow Traders : Who want footprint-style logic without complex grid charts. Price Action Traders : Who want objective, data-driven Support & Resistance levels rather than subjective drawings. Scalpers & Day Traders : Who need to see where the "heavy hands" are transacting in real-time. Disclaimer & Limitations Intrabar vs. Tick Data : This script uses TradingView's intrabar data to approximate the footprint. While highly accurate, it may differ slightly from tick-perfect software. Volume Data Required : This indicator requires the asset to provide real volume data. It works best on Futures, Crypto, and Stocks. It may not work on FOREX pairs that do not provide tick volume. Does it Repaint? Short Answer: No , it does not repaint on closed bars. Once a candle closes and a line is drawn, that line is permanent and will not move or disappear. Long Answer (The Nuances): There are two specific scenarios you need to be aware of regarding how TradingView handles data: 1. The "Forming Bar" (Wait for Close) Behavior : While the current candle is still moving (open), the indicator is calculating the volume in real-time. If a massive volume spike happens right now, a line might appear. If the volume of previous bars suddenly looks smaller by comparison, the condition might change. Solution : Like almost all indicators, you must wait for the bar to close to confirm the signal. Once the bar closes, the calculation is locked and the line is fixed forever. 2. Historical Data Limits (The "Disappearing History" Issue) Behavior : This script relies on request.security_lower_tf (e.g., fetching 1-minute data inside a Daily bar). TradingView does not store infinite 1-minute data for every asset. They usually store a few thousand bars of lower timeframe history (more if you have a Premium account). The Issue : If you scroll back 5 years on a Daily chart, the script will try to fetch the 1-minute data for a day in 2019. If TradingView has deleted that old 1-minute data to save space, the script will receive "empty" data. Result : You might see lines on the recent chart (last few months/year), but if you scroll back too far, the lines will stop appearing because the underlying data doesn't exist anymore. Is this Repainting? Technically, no. It's a Data Availability limitation. But it means that what you see on a chart from 5 years ago might look different than what you saw when you were trading it live 5 years ago. Disclaimer For Educational and Informational Purposes Only This indicator is provided for educational and informational purposes only and DOES NOT constitute financial, investment, or trading advice. The "High Volume Footprint Breakout" tool is based on historical data analysis and algorithmic interpretation of market volume; it does not predict future market movements with certainty. Risk Warning Trading in financial markets (Stocks, Crypto, Futures, Forex, etc.) involves a high degree of risk and may not be suitable for all investors. You could lose some or all of your initial investment. Past performance of any trading system or methodology is not necessarily indicative of future results. No Liability The author of this script assumes no responsibility or liability for any errors or omissions in the content of this indicator, or for any trading losses or damages incurred as a result of using this tool. Users are solely responsible for their own trading decisions and should always use proper risk management. By using this script, you acknowledge and agree to these terms.
Penunjuk Pine Script®
oleh abgthecoder
1
[HFT] Leaky Bucket: FPGA-Based Order Flow SimulationDescription: This indicator is a functional simulation of a hardware-based "Leaky Bucket" algorithm, typically used in FPGA (Field-Programmable Gate Array) chips for High-Frequency Trading (HFT) and network traffic shaping. Unlike standard volume indicators (like OBV or CMF) that rely on floating-point Moving Averages (EMA/SMA), this script uses Bitwise Integer Math to simulate hardware registers. This approach removes the lag associated with smoothing and provides a raw, "tick-by-tick" representation of Order Flow exhaustion. █ Underlying Concepts (How it works) Integer Math & Bitwise Logic: The script eschews standard float calculations for int registers. Instead of division, it uses Bitwise Right Shift (>>) to simulate the "leak" rate. This mimics how hardware processes data streams with near-zero latency. The Leaky Bucket Model: Flow (Input): Volume * Price Delta flows into a "Bucket" (Accumulator Register). Leak (Output): The bucket leaks at a constant rate determined by the Decay Shift. Saturation: If the Flow > Leak, the bucket fills. We simulate a 32-bit integer saturation limit (sat_limit). When the bucket hits this limit, it represents "Panic Buying/Selling" — the market capability to absorb orders is saturated. █ Uniqueness & Originality This is custom-built code, not a mashup of existing indicators. It translates hardware logic (Verilog/VHDL concepts) into Pine Script: It introduces a "Saturation Warning" mechanism that detects when volume pressure exceeds mathematical limits. It implements a "Gray Line" Strategy, focusing on volatility decay rather than momentum initiation. █ How to Use: The "Gray Line" Strategy This tool is designed for Mean Reversion and Exhaustion Trading, specifically on M1 to M5 timeframes. Do NOT trade the breakout: When you see massive Green (Long) or Purple (Short) bars, this indicates "Extreme Momentum". Do not enter yet. Wait. Wait for the "Gray Line": The signal is generated when the Extreme Momentum stops and the bar turns Gray (Neutral). Signal L (Long): Generated when a sequence of Extreme Short bars (Purple) ends, and the histogram returns to Gray/Maroon. This confirms sellers are exhausted. Signal S (Short): Generated when a sequence of Extreme Long bars (Green) ends, and the histogram returns to Gray/Teal. This confirms buyers are exhausted. █ Disclaimer This script is intended for educational purposes regarding HFT algorithms and Order Flow analysis. It does not provide financial advice.
Penunjuk Pine Script®
oleh mentalExpert19609
Orion Time Matrix | ICT Macros [by AK]ORION TIME MATRIX | ICT MACRO SUITE The Orion Time Matrix is a precision timing instrument designed to decipher the algorithmic "Heartbeat" and the timing of institutional order flow in US Index Futures markets, specifically Nasdaq (NQ) and S&P 500 (ES). Inspired by the "Time & Price" teachings of Michael J. Huddleston (The Inner Circle Trader), this tool maps out the specific time windows where algorithms seek liquidity and price delivery is most efficient.
Penunjuk Pine Script®
oleh Ali_Kamberoglu
BX-TRENDER IFA19DESCRIPTION: A proprietary technical analysis tool that combines multiple timeframe analysis with adaptive algorithms to identify high-probability entry and exit points. Utilizes exponential moving averages (EMA), relative strength index (RSI), and volume-weighted analysis to filter false signals and confirm trend strength. KEY FEATURES: Real-time signal generation across multiple asset classes Dynamic support/resistance level identification Overbought/oversold condition alerts Divergence detection for reversal opportunities Customizable parameters for risk tolerance Multi-timeframe confluence analysis OPTIMAL USE: Works across forex, crypto, stocks, and commodities. Best performance on 15-minute to 4-hour timeframes. Integrates seamlessly with existing trading strategies for enhanced decision-making. METHODOLOGY: Employs algorithmic smoothing to reduce market noise while maintaining signal accuracy. Backtested across 10+ years of market data with consistent alpha generation.
Penunjuk Pine Script®
oleh thomastabor360
VRVP Clone + Multi-POC -- PerroGordoVRVP Clone + Multi-POC Overview VRVP Clone + Multi-POC replicates TradingView's native Visible Range Volume Profile with several practical enhancements. The indicator displays volume distribution across price levels for the visible chart range, which is useful for identifying high-volume nodes, support/resistance zones, and areas of price acceptance. The main differentiator from the built-in VRVP is support for multiple Point of Control (POC) lines with an intelligent peak detection algorithm. Instead of just showing the single highest-volume level, you can identify distinct volume clusters across different price zones. Features Dynamic Visible Range Recalculates automatically on scroll or zoom Analyzes only visible bars Profile width scales proportionally to view Multiple POC Detection (1-8 levels) Volume Nodes Mode: Peak detection algorithm finds local volume maxima across distinct price clusters Highest Rows Mode: Traditional approach - top N rows by raw volume Configurable minimum separation between nodes to prevent bunching Individual colors for each POC level Volume Display Modes Up/Down: Split bars showing buy vs. sell volume with black outlines for visual separation Total: Single bar colored by dominant direction Delta: Net volume (buy minus sell) Delta Intensity: Gradient coloring indicating buyer/seller dominance strength per row Value Area Configurable percentage (default 70%) VAH and VAL lines with customizable styles Separate colors for volume inside vs. outside the Value Area Positioning Options Left or Right placement Adjustable profile width as percentage of visible range Row configuration via "Number of Rows" or "Ticks Per Row" Additional Features Statistics table showing bars analyzed, total volume, up/down percentages, price vs POC POC price labels on chart Line style options (Solid, Dashed, Dotted) +++++ How It Works Volume from each bar is distributed across price rows based on the bar's high-low range. The allocation is proportional - if a bar spans 3 rows with 60% overlap on one row, that row receives 60% of the bar's volume. Volume Nodes Mode identifies local peaks in the distribution (rows where volume exceeds both neighbors), then selects the highest peaks while enforcing minimum separation. This surfaces distinct support/resistance clusters rather than stacking all POC lines in a single high-volume area. +++++ Settings Inputs Setting - Description Rows Layout - "Number of Rows" or "Ticks Per Row" Row Size - Number of rows (24-200) or ticks per row Volume - "Up/Down", "Total", "Delta", or source selection Value Area % - Percentage of volume for Value Area (default 70%) Profile Width % - Width as percentage of visible bars Placement - "Right" or "Left" side of chart Enhancements Setting - Description Number of POCs | 1-8 POC lines | POC Mode - "Volume Nodes" (peak detection) or "Highest Rows" (traditional) Min Node Separation - Minimum rows between nodes (0 = auto-calculate) Delta Intensity Mode - Gradient coloring by dominance Show Stats Table - Display analysis statistics Style Setting - Description Up/Down Volume Colors - Buy/sell volume colors Value Area Colors - Colors for VA regions POC/VAH/VAL Colors - Line colors and styles POC 2-8 Colors - Colors for additional POC levels +++++ Applications Support/Resistance Identification High-volume nodes tend to act as price magnets. Multiple POCs reveal layered S/R zones that aren't visible with a single POC. Fair Value Reference The Value Area represents where 70% of volume traded. Price tends to revert to this zone. Volume Gap Analysis Low-volume areas between POCs indicate prices that were rejected quickly - potential breakout or breakdown levels. Market Structure Multiple POCs across price levels show where the market has found acceptance, useful for distinguishing range-bound conditions from trending moves. +++++ Practical Notes Volume Nodes mode with 3-5 POCs works well for identifying distinct S/R clusters Higher row counts give more granular analysis on lower timeframes Delta Intensity mode quickly shows buyer/seller dominance at each level without the visual noise of split bars If POCs are too clustered, increase Min Node Separation; if too spread out, decrease it or set to 0 for auto The stats table vs POC comparison is useful for quick directional bias assessment +++++ Requirements Any instrument with volume data Works well on futures, forex, and liquid equities Pine Script v6 +++++ Version History v1.1 - Added Volume Nodes mode with peak detection - Expanded to 8 POC levels - Added Min Node Separation setting - Fixed POC label positioning for left placement - Added black outlines to Up/Down volume bars v1.0 - Initial release replicating VRVP with multi-POC enhancement - Delta Intensity mode - Statistics table
Penunjuk Pine Script®
oleh PerroGordo
2