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ALT FINAL ABCD PRO V62. Key Improvements and Performance Optimization of Version v6 Faster Large-Scale Computation: The v6 engine processes large-scale computations more quickly and minimizes delays that occur when pulling Bitcoin and dominance data simultaneously. Enhanced Repainting: By using the f_secure_data function to check Bitcoin trends, I eliminated 'future reference errors' at the source, ensuring that backtest returns match actual trading results. Automation of Risk-Reward (R:R): Utilizing ATR multiples, I configured the stop loss to be short (0.8x) and the take profit to be long (1.5x), allowing for automatic responses to the volatility of altcoins. 3. Supplementary Guide for Trading Altcoins Meaning of VWAP Sweep: In the crypto market, when the price briefly dips below the VWAP and then recovers, it is interpreted as a signal that institutions are absorbing the stop-loss volumes of retail investors. This indicator captures that moment and helps traders enter at the most favorable price level. Utilizing the Dominance Filter: An altcoin buying signal occurs only when Bitcoin's dominance is below the moving average. This mechanism ensures trading only in 'tailwind' situations where the flow of funds is directed towards altcoins. Time Zone Focus: The U.S. session (22:30–01:30), marked in orange, is when global liquidity is at its highest. Outside of this time frame, the reliability of patterns decreases, so it is recommended to refrain from trading as much as possible.
Pine Script® strategy
by minovsajh
Adaptive Pullbacks ML v2.5Adaptive Pullbacks ML - Context-Aware Trend Trading Overview Adaptive Pullbacks ML is a sophisticated trend-following tool that solves the biggest problem in pullback trading: "Is this a dip to buy, or the start of a reversal?" Unlike standard indicators that use fixed percentages or static moving averages, this script uses a 5-Dimensional k-Nearest Neighbors (k-NN) machine learning engine to learn the specific characteristics of successful pullbacks for the asset you are trading. The 5-Dimensional ML Engine The market is dynamic. A pullback depth that works in a low-volatility lunch session might fail during a high-volatility news event. This indicator tracks 5 key dimensions for every pullback: Depth (ATR Normalized): How deep is the pullback relative to volatility? Trend Slope: Is the trend steep (parabolic) or flat (grinding)? ADX: How strong is the directional energy? VWAP Distance: Is price extended or close to value? Time of Day: Is this a morning drive or an afternoon fade? When a new pullback occurs, the k-NN engine finds the 5 most similar historical events across these dimensions and predicts the probability of success. Core Features 1. Fractal Normalization The indicator speaks the language of ATR (Average True Range). It doesn't care if you trade the 15-second chart or the Daily chart. A "1.5 ATR Pullback" is a statistically comparable event across all timeframes, allowing for robust, scale-invariant analysis. 2. HTF Stats Bridge (Higher Timeframe Data) You can trade on lower timeframes (e.g., 1-minute) while using statistics derived from higher timeframes (e.g., 15-minute). This ensures your signals are based on significant market structure, not microstructure noise. 3. Smart Zones The indicator plots dynamic "Value Zones" based on learning: Cyan Zone (Avg Depth): The "Sweet Spot". High probability bounce area. Yellow Zone (Sigma): The "Extension". Price is stretching elastic limits. Red Zone (Deep): The "Danger/Opportunity". Statistical anomaly. 4. PQS & k-NN Filters Two layers of filtering protect your capital: PQS (Probability Qualification Score): Based on raw win-rate of the zone. k-NN Probability: Based on similarity to past winners. Settings Guide Stats Timeframe: The timeframe to learn from (Leave empty for Chart). Trend/Trigger Settings: Define what constitutes a trend for your strategy. k-Neighbors: Number of historical twins to compare (Default: 5). Min PQS / k-NN: Thresholds for filtering weak signals. Disclaimer: This tool is for educational purposes. Past performance of the k-NN engine does not guarantee future results.
Pine Script® indicator
by Selfsimilarity
1
Weekly IR Breakout SignalsInspired by XO (@Trader_XO) on CT for his trading strategy and special thanks to REBO (@@R3BOOO) for putting it together in a cheat sheet and sharing it contact me on X: @neuromancer0x ------------------------------------------- Timeframe Recommendations: 1H chart - Day trading (5-10 signals/month) 4H chart - Swing trading (2-5 signals/month) ⭐ Best Daily chart - Position trading (1-2 signals/month) ------------------------------------------- When Signals Appear: Monday: No signals (just setting up IR) Tuesday-Friday: Watch for breakouts Max 1 LONG + 1 SHORT per week (indicator enforces this) ------------------------------------------- Risk Management: Risk 0.5-1% per trade Never risk more than 2% in one day If 2 losses in a row → reduce size or pause ------------------------------------------- 🔔 Setting Up Alerts Click "Create Alert" (⏰ icon) Condition: Select "🟢 LONG Entry" or "🔴 SHORT Entry" Alert name: "Weekly IR Signal" Set to: "Once Per Bar Close" Send to: Phone/Email/App
Pine Script® indicator
by bitsguy78
Adaptive ML VWAP v1.0Overview Adaptive ML VWAP is a next-generation "Smart Indicator" that moves beyond static deviations (Standard Deviation). Instead of assuming market volatility is distributed normally (Bell Curve), this indicator uses a k-Nearest Neighbors (k-NN) machine learning engine to learn the specific volatility behavior of the asset you are trading. It answers the question: "When price extends away from VWAP, how far does it actually go before reversing?" The Adaptive ML Engine This script features a 5-Dimensional ML Engine that tracks every major extension or pullback event. It records: Deviation Depth (Normalized to ATR) Trend Slope (Is the trend steep or flat?) ADX (Trend Strength) VWAP Deviation (Relative Position) Time of Day (Session Context) When a new setup occurs, the k-NN engine instantly searches its memory for the 5 most similar historical events and calculates the probability of success based on what happened last time. Two Strategy Modes You can toggle the logic to suit your trading style: 1. Mean Reversion Mode (Default) "Fade The Move" Goal: Catch price at an exhaustion point returning to VWAP. Signal: Triggers when price touches a Smart Band and reverses back toward the center. k-NN Learning: Learns which conditions favor a snap-back. Best For: Ranging markets, Lunch hours, Choppy sessions. 2. Trend Following Mode "Ride The Move" Goal: Catch breakouts that are launching away from value. Signal: Triggers when price breaks out of the Inner Band (1.0). k-NN Learning: Learns which breakouts tend to extend to the Outer Bands. Best For: Morning Drives, News Events, Strong Trends. Visual Guide The indicator uses a Dynamic Gradient system to visualize risk/reward: Cyan Mist (0.5 - 1.0): The Value Zone. Noise area. Safe for trend entries. Deep Cyan (1.0 - 2.0): The Trend Zone. Price is moving proactively. Orange Glow (2.0 - 3.0): The Danger Zone. Price is statistically overextended. Reversals are highly probable here. "Fractal" Math Unlike standard indicators that break when you change timeframes, Adaptive ML VWAP uses Fractal Normalization. A "2.0 Band" on a 15-second chart means the same statistical extreme as a "2.0 Band" on a 4-hour chart. Auto-Adaptive Lookback: The indicator automatically boosts the ML memory (Lookback) on lower timeframes (seconds/minutes) where more noise requires larger sample sizes, ensuring robust predictions without manual tweaking. Settings Auto-Adapting Lookback: (Default: True) automatically increases Lookback to 100+ for seconds charts and 50+ for minute charts. Lookback (Events): Manual override base value (Default: 100). Strategy Mode: Toggle between Mean Reversion and Trend Following. k-Neighbors: The number of similar past events to structurally compare (Default: 5). Disclaimer: This tool is for educational purposes. Machine learning performance is dependent on market conditions and historical recursion.
Pine Script® indicator
by Selfsimilarity
MTT Liquidity Transmission Z-ScoreUnderstanding the Liquidity Transmission Indicator This indicator is a multi-asset dashboard designed to reveal the "invisible" plumbing of the financial markets. By normalizing four distinct macro drivers into Z-scores, it allows you to compare disparate data points—interest rates, volatility, and equity ratios—on a single unified scale (typically ranging from -3 to +3). How to Interpret the Data Expansion (Positive Z-Scores): When the lines move above the zero median, it signals easing conditions. For example, a rising US Policy Impulse suggests falling yields and a more accommodative Fed, providing a "tailwind" for risk assets. Contraction (Negative Z-Scores): When lines drop below zero, liquidity is tightening. A plummeting Credit Transmission line indicates widening corporate spreads, suggesting that banks are less willing to lend, which often precedes market corrections. The "Confluence" Signal: The strongest trading environments occur when all four lines align. If Speculative Excess and International Impulse are both surging alongside US policy, you are witnessing a global "Risk-On" regime. Trading Application Watch for divergences. If the S&P 500 is making new highs but the Liquidity Transmission lines are trending lower (becoming "overbought" or exhausted), the market is likely running on fumes. Conversely, look for "oversold" bounces from the -2.0 level as potential entry points for a mean-reversion swing trade.
Pine Script® indicator
by mad_tom_trading
2
VWAP Tension Bands + Osc Sigma Gap [MAXmks]Hello Traders, This indicator started as an accident. I was building a different tool — a multi-metric dashboard — and added VWAP deviation as one of the components. I expected it to help catch falling knives. It didn't. But I noticed something else. During cooling-off periods — when volatility fades and price just sits there, not really going anywhere — VWAP deviation on lower timeframes would start climbing quietly. And more often than not, a pullback followed. Sometimes a liquidity sweep first, then a pullback. I watched this pattern for months before deciding to build a dedicated tool around it, adding oscillator confirmation to filter the noise. This is that tool. The core idea Markets act like a rubber band around VWAP — the further price stretches, the higher the tension. But raw deviation isn't enough. The real question: is momentum confirming the stretch, or lagging behind? The σ-Gap captures when these two disagree — price pushed hard, but internals haven't caught up. That's where mean-reversion setups tend to appear. The indicator tracks VWAP deviation across 2m / 5m / 15m simultaneously and compares it against a composite of momentum oscillators (Williams %R, CVD-based metrics). Signals require multi-timeframe consensus — no single timeframe can trigger alone. Adaptive thresholds What counts as "extreme" isn't fixed. Distance is measured in standard deviations (σ) , not pips or percentages — so the indicator adapts to volatility automatically. Thresholds scale with regime and historical distribution, adjusting to current market conditions in real time. Two modes Standard — adaptive thresholds, more signals. Good for active sessions and exploration. High Precision — adds divergence confirmation from multiple oscillators (MFI, Delta RSI, CVD Z-Score). Fewer signals, higher selectivity. Extreme Tension When σ-Gap exceeds 1.6× the threshold, the indicator can fire without full confirmation. Rare, but these are the "overstretched" moments worth watching. Filters (so you don't trade ghosts) RVOL filter blocks signals during low activity. Session close filter avoids entries near VWAP reset. 24h volume filter skips illiquid instruments. Cooldown prevents signal clustering in the same direction. Best use case Built for short-term mean-reversion — quick snapback plays on 5m–15m charts where price overextends and reverts within a few candles. The engine is optimized for this rhythm, not for trend-following or swings. On-chart Tension Bands show dynamic threshold zones around VWAP. Signals are non-repainting and confirmed on bar close. Compact HUD displays all metrics, filter states, and signal status in real time. Alerts Pre-signal alerts when conditions start forming. Confirmed signal alerts with full breakdown: VWAP deviation values, σ-Gap readings, divergences detected, current mode. Volume matters This is a VWAP-based indicator. No volume data = no signal. If your instrument shows "No Volume" in the dashboard, switch to a data feed that provides it (crypto spot, futures, stocks with real volume). A note on expectations I use this logic in my own research and it has shown useful results for me in my backtesting scenarios. But this is an indicator for analysis , not a magic button. Your execution, fees, slippage, and market regime all matter. Treat signals as context, not commands. DYOR. Feedback welcome. For educational and analysis purposes only. Not financial advice.
Pine Script® indicator
by MAXmks
Flexible Moving Average SuiteFlexible Moving Average Suite is a customizable moving average indicator that allows traders to configure up to 4 independent moving average lines with full control over calculation method, period, source, color, and line width. Key Features: Dual Calculation Methods: Choose between Simple Moving Average (SMA) or Exponential Moving Average (EMA) for each line independently Full Customization: Adjust period length (1-∞), data source (close, open, high, low, etc.), color, and line width for each MA Individual Toggle Controls: Show or hide each moving average line as needed Default Configuration: Pre-configured with commonly used Fibonacci-based periods (5, 13, 21, 34) for quick start Clean Visualization: Professional color scheme with distinct colors for easy identification How to Use: Add the indicator to your chart Open Settings → "均线系统设置" (Moving Average Settings) For each MA line (MA1-MA4): Toggle visibility on/off Select calculation type (SMA/EMA) Choose data source (default: close) Set period length Adjust line width Pick your preferred color Click "OK" to apply changes Best Practices: Use multiple timeframes to identify trend alignment Shorter periods (5-13) respond quickly to price changes, suitable for entry signals Longer periods (21-34+) help identify major trend direction Color-code your MAs consistently across charts for better visual recognition Combine with price action and volume for confirmation Technical Details: Written in Pine Script v6 Overlay indicator (displays on price chart) Lightweight and efficient Open source under Mozilla Public License 2.0 No repainting Default Settings: MA1: EMA(5) - Yellow (#f6c309) MA2: EMA(13) - Orange (#fb9800) MA3: EMA(21) - Deep Orange (#fb6500) MA4: EMA(34) - Red (#f60c0c) This indicator is ideal for traders who need a simple, reliable, and highly customizable moving average solution without unnecessary complexity. 中文说明 (Chinese Description) 灵活均线系统 是一个可定制的移动平均线指标，允许交易者配置最多4条独立的移动平均线，并完全控制计算方法、周期、数据源、颜色和线宽。 主要特点： 双重计算方法： 每条线可独立选择简单移动平均线（SMA）或指数移动平均线（EMA） 完全自定义： 为每条MA调整周期长度（1-∞）、数据源（收盘、开盘、最高、最低等）、颜色和线宽 独立开关控制： 根据需要显示或隐藏每条移动平均线 默认配置： 预配置常用的斐波那契周期（5、13、21、34）以便快速开始 清晰可视化： 专业配色方案，不同颜色便于识别 使用方法： 将指标添加到图表 打开设置 → "均线系统设置" 对于每条MA线（MA1-MA4）： 切换显示/隐藏 选择计算类型（SMA/EMA） 选择数据源（默认：收盘价） 设置周期长度 调整线宽 选择您喜欢的颜色 点击"确定"应用更改 最佳实践： 使用多个时间周期识别趋势一致性 较短周期（5-13）快速响应价格变化，适合入场信号 较长周期（21-34+）帮助识别主要趋势方向 在不同图表上一致地为MA配色，以获得更好的视觉识别 结合价格行为和成交量进行确认 技术详情： 使用Pine Script v6编写 覆盖指标（显示在价格图表上） 轻量高效 Mozilla Public License 2.0开源 不会重绘 默认设置： MA1: EMA(5) - 黄色 (#f6c309) MA2: EMA(13) - 橙色 (#fb9800) MA3: EMA(21) - 深橙色 (#fb6500) MA4: EMA(34) - 红色 (#f60c0c) 该指标非常适合需要简单、可靠且高度可定制的移动平均线解决方案的交易者。
Pine Script® indicator
by riyue
Ichimoku Cloud Laboratory [DAFE]Ichimoku Cloud Laboratory : The Ultimate All-In-One Trend & Equilibrium Engine 50+ Cloud Engines. Multi-Cloud Architecture. Advanced Signal Filtering. This is Not Just Ichimoku. This is the Evolution of Market Equilibrium. █ PHILOSOPHY: BEYOND THE CLOUD, INTO THE LABORATORY The Ichimoku Kinko Hyo is more than an indicator; it is a complete trading philosophy, a masterpiece of market analysis that provides an "at-a-glance" view of trend, momentum, and equilibrium. However, its core calculation—the simple midpoint of the high and low—was conceived in a pre-computer era. While brilliant, it is blind to the modern market's most critical force: the nuanced character of volume, volatility, and microstructure. The Ichimoku Cloud Laboratory was not created to be another Ichimoku clone. It was engineered to be the definitive evolution of Goichi Hosoda's original vision. This is not just an indicator; it is a powerful, interactive research environment. It is a laboratory where you, the trader, can move beyond the static "one-size-fits-all" approach and forge an Ichimoku system that is perfectly synchronized with the unique physics of your market, timeframe, and analytical style. We have deconstructed the very DNA of the Cloud, replacing its rigid 1930s-era calculation with a library of over 50 distinct, mathematically diverse calculation engines . From classical moving averages and advanced DSP filters to proprietary DAFE quantum models, this suite provides an unparalleled arsenal for visualizing the true, underlying architecture of market equilibrium. █ WHAT MAKES THIS A "LABORATORY"? THE CORE INNOVATIONS This tool stands in a class of its own. It is a collection of what could be 50 separate indicators, all seamlessly integrated into one powerful, unified engine. The 50+ Algorithm Engine: This is the heart of the Laboratory. You are no longer bound by the simple Donchian midpoint. You can now swap the core calculation engine of the Tenkan-sen, Kijun-sen, and Senkou Span B with any of over 50 algorithms. Want a zero-lag, Hull MA-based cloud? A volume-weighted cloud that gravitates towards liquidity? A cloud that adapts its speed based on market entropy? You now have the power to construct it. Multi-Cloud Architecture: This revolutionary feature allows you to stack up to three layers of the Ichimoku cloud on your chart, each calculated with a progressively longer timeframe multiplier. This transforms the flat, two-dimensional cloud into a rich, three-dimensional "heatmap" of support and resistance. You can instantly see the alignment (or conflict) between the short-term, medium-term, and long-term trends. Advanced Signal Logic & Filtering: Go beyond the simple TK Cross. The Laboratory includes eight distinct, built-in signal strategies, from the classic "Kumo Breakout" to the high-conviction "Perfect Order." Crucially, you can then fortify these signals with a professional-grade filter module, requiring confirmation from Volume, ATR (volatility), or ADX (trend strength) before a signal is even considered valid. Proprietary DAFE Engines: The crown jewels of the Laboratory. These are custom-built, proprietary algorithms you will not find anywhere else, designed to infuse the cloud with modern quantitative analysis: DAFE Flux Reactor: A cloud that breathes with volatility, automatically tightening in squeezes and expanding in trends. DAFE Tensor Cloud: Uses a 4-dimensional average (OHLC) to create a cloud that tracks the "true" center of price action. DAFE Quantum Step: A noise-canceling cloud that only moves when price exceeds a volatility-based threshold. DAFE Gravity Well: A volume-weighted cloud that is magnetically pulled towards high-liquidity zones. Integrated Performance Engine & Dashboard: How do you know which of the 50+ engines is best? You test it. The built-in Performance Dashboard tracks every trade generated by your chosen configuration, while the main dashboard provides a comprehensive, at-a-glance summary of the entire Ichimoku system's current state. █ A GUIDED TOUR OF THE ALGORITHMIC CORE This is your library of mathematical DNA. The 50+ engines are your tools to build the perfect cloud. THE ENGINE FAMILIES The Classics (Hull MA, ZLEMA, KAMA, VIDYA): Replace the choppy Donchian midpoint with smooth, low-lag, or adaptive moving averages to create a more responsive and readable cloud. The DSP & Quantitative Masters (SuperSmoother, Kalman, Gaussian, Laguerre): Employ advanced digital signal processing and statistical filtering to construct a cloud that is surgically precise in its separation of trend "signal" from market "noise." The Volume-Based (VWMA, VWAP, Money Flow Weighted): Build a cloud that is not just based on price, but is weighted by participation. This creates a cloud that automatically respects high-liquidity zones as stronger levels of support and resistance. The Adaptive Geniuses (ATR-Scaled, Volatility-Modulated, Efficiency Ratio, Entropy): These are "smart" engines that analyze the market's character—its volatility, trendiness, or disorder—and adapt the cloud's calculation in real-time. The result is a cloud that is stable in chop and dynamic in trends. The DAFE Proprietary Engines: The pinnacle of cloud engineering. These exclusive algorithms allow you to build clouds based on principles of physics, institutional analysis, and quantum mechanics, creating a truly next-generation analytical tool. █ STRATEGIC APPLICATION: FROM SIGNALS TO STRUCTURE The Laboratory transforms Ichimoku from a simple signal generator into a complete market structure framework. The Signal Logic: You are not limited to one strategy. TK Cross: For classic momentum signals. Kumo Breakout: For pure price action breakout strategies. Perfect Order: The ultimate filter. By requiring Price > Cloud > Tenkan > Kijun, you filter for only the strongest, most established trends, eliminating the majority of false signals. Cloud Twist: A forward-looking, predictive signal. The twist of the future cloud often pinpoints the exact timing of a potential trend reversal. The Multi-Cloud Strategy: This is the professional's view. By enabling 3 Cloud Layers, you can see the market's fractal nature. Layer 1 (Standard): Your short-term operational trend. Layer 2 (e.g., 2x Periods): Your medium-term structural trend. Layer 3 (e.g., 3x Periods): Your long-term macro trend. The Strategy: Wait for price to pull back into the space between the 2nd and 3rd cloud layers—the "macro support/resistance zone"—and then take a signal from the 1st layer in the direction of the overall trend. This is a high-probability institutional setup. █ THE MASTER DASHBOARD: YOUR "AT-A-GLANCE" COMMAND CENTER The dashboard provides a comprehensive, real-time summary of the entire Ichimoku system's state. Engine & Periods: Instantly confirm which of the 50+ engines and period settings are active. Status Readout: Get an immediate, color-coded verdict on the three core Ichimoku components: Price vs. Cloud, the TK Cross, and the Future Cloud bias. Momentum & Strength Gauge: A proprietary score that quantifies the overall bullish or bearish momentum of the system, and a "Strength" bar that visualizes the conviction of the current alignment. Performance Data: If enabled, the dashboard will display your strategy's key performance metrics, including Win Rate, Profit Factor, and Net P&L. █ DEVELOPMENT PHILOSOPHY The Ichimoku Cloud Laboratory was born from a deep respect for Goichi Hosoda's original work and a relentless desire to push it into the 21st century. We believe that in modern markets, static tools are obsolete. The future of trading lies in adaptation, customization, and multi-dimensional analysis. This tool is for the serious trader, the systems thinker, the architect—the individual who is not content with a black box, but who seeks to understand, test, and refine their edge with surgical precision. The Ichimoku Laboratory is designed to be the ultimate tool for that reaction, providing a crystal-clear, multi-layered view of what the market is telling you—not just through price, but through the very fabric of its equilibrium. █ DISCLAIMER AND BEST PRACTICES THIS IS AN ADVANCED ANALYTICAL TOOL: This indicator provides a sophisticated market structure and signal framework. It must be integrated into a complete trading plan that includes your own analysis and risk management. RISK MANAGEMENT IS PARAMOUNT: All trading involves substantial risk. Never risk more capital than you are prepared to lose. START WITH A ROBUST BASE: Begin with the "Traditional" preset and the "Standard Donchian" engine to master the classic feel. Then, experiment with a low-lag engine like the "Hull Moving Average" to see the immediate benefit of a smoother, more responsive cloud. USE CONFLUENCE: The highest probability signals come from confluence. A "TK Cross" buy signal that occurs above a bullish "Multi-Cloud" structure, confirmed by a "Perfect Order" and high volume, is an A++ setup. "The essence of success in the market is not forecasting, but reacting to what the market is telling you right now." — J. Welles Wilder Jr. Taking you to school. - Dskyz, Trade with Anticipation. Trade with Strength. Trade with RSI: Evolved
Pine Script® indicator
by DskyzInvestments
1