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CM EMA Crossover Price Probabilities custom

CM EMA Crossover Price Probabilities
This indicator combines Exponential Moving Average (EMA) crossovers with swing high/low detection to calculate and display the historical probability of price movements exceeding user-defined percentage thresholds. Unlike standard EMA crossover indicators, it quantifies the likelihood of specific price changes following bullish (fast EMA crossing above slow EMA) or bearish (fast EMA crossing below slow EMA) crossovers, providing traders with data-driven insights into potential price behavior.
How It Works:EMA Crossovers: Detects when the fast EMA crosses above (bullish) or below (bearish) the slow EMA, marking these events with chart labels.
Price Change Measurement: Measures the percentage price change from the crossover point to the next swing high (for bullish crossovers) or swing low (for bearish crossovers), using pivot point detection.
Probability Calculation: Analyses historical crossover data to compute the probability of price changes meeting or exceeding customizable percentage thresholds (e.g., 2.5%, 5%). Probabilities are displayed as labels on the last bar, showing both bullish and bearish outcomes.
Customization: Allows users to adjust EMA lengths, pivot lookback, historical data limit, and probability thresholds via inputs.
Inputs:Fast EMA Length (default: 20): Period for the fast EMA.
Slow EMA Length (default: 50): Period for the slow EMA.
Pivot Lookback (default: 15): Bars used to detect swing highs/lows.
Max Historical Crossovers (default: 100): Limits stored crossovers for performance.
Bin Thresholds (defaults: 2.5%, 4.6%, 8.4%, 21.0%, 100.0%): Five customizable percentage thresholds for probability calculations.
Usage:
Add the indicator to your chart and adjust inputs to match your trading style. Bullish and bearish crossover points are labeled on the chart, and probability labels appear in the top-right corner when sufficient data is available. Use these probabilities to assess the historical likelihood of price movements after EMA crossovers, aiding in trade planning or risk assessment.
Why It’s Useful:
By combining EMA crossovers with swing-based price change analysis, this indicator offers a unique perspective on market behaviour post-crossover. The customizable probability thresholds allow traders to focus on specific price movement targets, making it a versatile tool for studying trend strength and potential outcomes.
Notes:
Probabilities are based on historical data and do not predict future performance.
Set bin thresholds in ascending order for accurate probability calculations.
Designed for educational purposes to analyze EMA crossover patterns.
This indicator combines Exponential Moving Average (EMA) crossovers with swing high/low detection to calculate and display the historical probability of price movements exceeding user-defined percentage thresholds. Unlike standard EMA crossover indicators, it quantifies the likelihood of specific price changes following bullish (fast EMA crossing above slow EMA) or bearish (fast EMA crossing below slow EMA) crossovers, providing traders with data-driven insights into potential price behavior.
How It Works:EMA Crossovers: Detects when the fast EMA crosses above (bullish) or below (bearish) the slow EMA, marking these events with chart labels.
Price Change Measurement: Measures the percentage price change from the crossover point to the next swing high (for bullish crossovers) or swing low (for bearish crossovers), using pivot point detection.
Probability Calculation: Analyses historical crossover data to compute the probability of price changes meeting or exceeding customizable percentage thresholds (e.g., 2.5%, 5%). Probabilities are displayed as labels on the last bar, showing both bullish and bearish outcomes.
Customization: Allows users to adjust EMA lengths, pivot lookback, historical data limit, and probability thresholds via inputs.
Inputs:Fast EMA Length (default: 20): Period for the fast EMA.
Slow EMA Length (default: 50): Period for the slow EMA.
Pivot Lookback (default: 15): Bars used to detect swing highs/lows.
Max Historical Crossovers (default: 100): Limits stored crossovers for performance.
Bin Thresholds (defaults: 2.5%, 4.6%, 8.4%, 21.0%, 100.0%): Five customizable percentage thresholds for probability calculations.
Usage:
Add the indicator to your chart and adjust inputs to match your trading style. Bullish and bearish crossover points are labeled on the chart, and probability labels appear in the top-right corner when sufficient data is available. Use these probabilities to assess the historical likelihood of price movements after EMA crossovers, aiding in trade planning or risk assessment.
Why It’s Useful:
By combining EMA crossovers with swing-based price change analysis, this indicator offers a unique perspective on market behaviour post-crossover. The customizable probability thresholds allow traders to focus on specific price movement targets, making it a versatile tool for studying trend strength and potential outcomes.
Notes:
Probabilities are based on historical data and do not predict future performance.
Set bin thresholds in ascending order for accurate probability calculations.
Designed for educational purposes to analyze EMA crossover patterns.
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作者的说明
Please contact me by Direct Message for further information.
Thank you for your interest!!
提醒:在请求访问权限之前,请阅读仅限邀请脚本指南。
免责声明
这些信息和出版物并不意味着也不构成TradingView提供或认可的金融、投资、交易或其它类型的建议或背书。请在使用条款阅读更多信息。
仅限邀请脚本
只有经作者批准的用户才能访问此脚本。您需要申请并获得使用权限。该权限通常在付款后授予。如需了解更多详情,请按照以下作者的说明操作,或直接联系CryptoMainly。
除非您完全信任其作者并了解脚本的工作原理,否則TradingView不建议您付费或使用脚本。您还可以在我们的社区脚本中找到免费的开源替代方案。
作者的说明
Please contact me by Direct Message for further information.
Thank you for your interest!!
提醒:在请求访问权限之前,请阅读仅限邀请脚本指南。
免责声明
这些信息和出版物并不意味着也不构成TradingView提供或认可的金融、投资、交易或其它类型的建议或背书。请在使用条款阅读更多信息。