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SessionStat+ [JJumbo]Introduction The SessionStat+ indicator is a sophisticated and dynamic tool crafted for TradingView, designed to empower traders with precise, data-driven insights into price movements across customizable trading sessions and timeframes. Tailored for day traders, swing traders, and market analysts, this script generates critical pivot points—such as highs, lows, and projections—by analyzing historical price ranges, enabling traders to anticipate key support, resistance, and breakout levels with confidence. Whether you’re targeting the volatility of the New York session, tracking the daily range during Regular Trading Hours, or analyzing custom sessions like the Asia market, SessionStat+ delivers actionable intelligence to align with your trading strategy. Its intuitive interface, robust customization options, and rich visualizations make it an essential tool for navigating diverse markets, from stocks and forex to cryptocurrencies. Key features: Algorithmic Calculations of Price: Leverage algorithmic theory to measure price movements with precision. This tool calculates average session high and low price levels as well as maximum expansions, providing traders with actionable insights based on historical data. Four custom Sessions Times and Five Time-Frame Fixed sessions: Customize up to four Time ranges to focus on specific trading sessions. This allows traders to align their analysis with the operational hours and favourite session, such as 9am to 12pm, capturing the most relevant price movements. Traders can also create unique sessions based on their trading Time to study market behaviour when they usually operate in the markets – unlocking a level of understanding towards their personal backtested model and strategies. The non custom session feature allows you to display time-frame fixed time ranges such as weekly, daily, 4 hour, 1 hour, 15 minutes. Custom Calculation lookback and type of average: The sample size of the sessions can be set to a number up to 1000 – the default is 60. This allows traders to adjust the depth of historical data based on the time frame used in their analysis, balancing detail and performance. Max Expansion Projections: The projections are based on the average high and low and function as max expansion out side of the statistical range, fully customizable, helping traders catch bigger moves in volatile markets. Additional inputs: User Guidance Custom Appearance: Adjust the style of session lines with options like dotted, solid, and various colors. This helps traders visually distinguish between different types of market activities (e.g., Open, Manipulation, Distribution) on their charts. Lookback Periods: Option to show available lookback periods for a deeper historical analysis, providing context and historical benchmarks for current market conditions. Extended Visualization: Pre-extend lines until session close or extend until day end for better visualization of market phases. This helps traders see the continuation of trends and market behaviours beyond the immediate session. Terms & Conditions Our charting tools are products provided for informational and educational purposes only and do not constitute financial, investment, or trading advice. Our charting tools are not designed to predict market movements or provide specific recommendations. Users should be aware that past performance is not indicative of future results and should not be relied upon for making financial decisions. By using our charting tools, the purchaser agrees that the seller and the creator are not responsible for any decisions made based on the information provided by these charting tools. The purchaser assumes full responsibility and liability for any actions taken and the consequences thereof, including any loss of money or investments that may occur as a result of using these products. Hence, by purchasing these charting tools, the customer accepts and acknowledges that the seller and the creator are not liable nor responsible for any unwanted outcome that arises from the development, the sale, or the use of these products. We hold no reimbursement, refund, or chargeback policy. Once these Terms and Conditions are accepted by the Customer, before purchase, no reimbursements, refunds or chargebacks will be provided under any circumstances. By continuing to use these charting tools, the user acknowledges and agrees to the Terms and Conditions outlined in this legal disclaimer.
Pine Script® indicator
by JJumbooo
ML Compressor Enhanced Trading Indicator# 🤖 ML Enhanced Trading Indicator - Advanced Market Analysis ## 📊 Overview This is a comprehensive Machine Learning Enhanced Trading Indicator that combines multiple advanced analytical techniques to provide high-probability trading signals. The indicator uses artificial intelligence, pattern recognition, anomaly detection, and traditional technical analysis to identify optimal entry and exit points in the market. ## 🚀 Key Features ### 🧠 **Machine Learning Core** - **Advanced Pattern Recognition**: Uses cosine similarity, Pearson correlation, and Spearman rank correlation to identify historical patterns - **AI-Powered Predictions**: Implements multiple correlation methods to forecast price movements - **Anomaly Detection**: Z-score based detection system for unusual market activities - **Signal Confidence Scoring**: Reliability assessment for each trading signal ### 📈 **Technical Analysis Integration** - **Multi-Timeframe RSI Analysis**: 14 and 21-period RSI with oversold/overbought detection - **MACD Momentum**: Enhanced MACD histogram analysis for trend confirmation - **Bollinger Bands Position**: Dynamic position tracking within BB channels - **Volume Analysis**: Spike and dry volume detection with ratio calculations - **Trend Strength Measurement**: EMA-based trend power analysis ### 🎯 **Perfect Zone Detection** - **Ideal Buy Zone**: Identifies perfect buying opportunities when 7 conditions align: - ML Score ≥ 0.60 - Bottom proximity detection - RSI in 20-35 range - Volume spike confirmation - Positive price anomaly - Bullish pattern match - Positive MACD momentum ### 📊 **Comprehensive Display Table** - **Real-time ML Analysis**: Complete breakdown of all indicators - **Perfect Buy Conditions Tracker**: Visual checklist with completion percentage - **Performance Metrics**: Win rate tracking and P&L analysis - **Signal Strength Indicators**: Confidence levels for each signal ## 🔧 **Customizable Parameters** ### **ML Settings** - **ML Lookback Period**: 20-500 bars (default: 100) - **Anomaly Threshold**: 1.0-5.0 sensitivity (default: 2.0) - **Pattern Similarity**: 0.5-0.99 matching threshold (default: 0.80) - **AI Lookback Period**: 20-200 bars (default: 50) ### **AI Prediction Models** - **Correlation Methods**: Spearman, Pearson, Cosine Similarity - **Forecast Length**: 15-250 bars (default: 50) - **Similarity Type**: Price or %Change analysis ### **Visual Options** - **Table Position**: Top/Bottom Left/Right positioning - **Table Size**: Small, Normal, Large options - **Signal Display**: Toggle buy/sell signals on/off - **AI Visualization**: Optional prediction paths and ZigZag ## 📋 **How to Use** ### **For Beginners** 1. Add the indicator to your chart 2. Look for "PERFECT BUY" signals in the table 3. Wait for completion percentage ≥ 85% for highest probability trades 4. Use the background color changes as visual confirmation ### **For Advanced Traders** 1. Analyze individual ML components in the detailed table 2. Monitor anomaly detection for unusual market conditions 3. Use pattern confidence levels for trade timing 4. Combine with your existing strategy for confirmation ### **Signal Interpretation** - **🟢 PERFECT BUY**: All 7 conditions met - highest probability reversal - **🟡 NEAR BOTTOM**: Close to ideal conditions - monitor closely - **🔴 NOT READY**: Wait for better setup - **Strong Buy/Sell Signals**: ML score-based entries with high confidence ## ⚠️ **Important Notes** ### **Risk Management** - This indicator provides analysis and signals, not guaranteed outcomes - Always use proper risk management and position sizing - Consider market conditions and fundamental factors - Backtest the strategy on your preferred timeframes and assets ### **Best Practices** - Use multiple timeframe analysis for confirmation - Combine with support/resistance levels - Monitor volume confirmation for all signals - Set appropriate stop-losses and profit targets ### **Performance Tracking** - The indicator tracks its own performance with win rate calculations - Monitor the "AI Prediction" accuracy percentage - Use the P&L tracking to assess signal quality over time ## 🔄 **Updates and Improvements** This indicator is continuously evolving with: - Enhanced machine learning algorithms - Improved pattern recognition capabilities - Additional correlation methods for better accuracy - Performance optimization for faster calculations - New visualization features based on user feedback ## 📚 **Technical Details** ### **Machine Learning Implementation** - **Pattern Matching**: 20-bar normalized price patterns with historical comparison - **Correlation Analysis**: Mathematical similarity scoring between current and historical patterns - **Anomaly Detection**: Statistical Z-score analysis across price, volume, and RSI - **Signal Weighting**: Multi-factor scoring system with optimized weights ### **Algorithm Components** 1. **Feature Extraction**: Price, volume, momentum, volatility, and trend features 2. **Pattern Recognition**: Historical pattern database with similarity matching 3. **Anomaly Detection**: Multi-dimensional Z-score threshold analysis 4. **Signal Generation**: Weighted scoring system with confidence intervals 5. **Performance Tracking**: Real-time win rate and accuracy monitoring ### **Calculation Methods** - **Trend Strength**: (EMA8 - EMA21) / EMA21 * 100 - **Volume Ratio**: Current Volume / 20-period SMA Volume - **BB Position**: (Close - BB_Lower) / (BB_Upper - BB_Lower) - **Anomaly Score**: Average of normalized Z-scores for price, volume, and RSI ## 🎨 **Visual Elements** ### **Background Colors** - **Light Green**: Perfect buy zone detected - **Light Red**: Perfect sell zone detected - **Light Blue**: Near bottom proximity - **Green/Red Transparency**: Price anomaly detection ### **Signal Shapes** - **Green Triangle Up**: Strong buy signal - **Red Triangle Down**: Strong sell signal - **Aqua Diamond**: Perfect buy zone entry - **Purple Diamond**: Perfect sell zone entry ### **Table Information** - **ML Complete Analysis**: 16 comprehensive metrics - **Perfect Buy Conditions**: 7-point checklist with status indicators - **Real-time Values**: Live updating of all calculations - **Color-coded Status**: Green (good), Yellow (moderate), Red (caution) ## 🔍 **Troubleshooting** ### **Common Issues** - **Table Not Showing**: Enable "Show ML Table" in settings - **No Signals Appearing**: Check "Show Buy/Sell Signals" option - **Performance Issues**: Reduce ML Lookback Period for faster calculation - **Too Many/Few Signals**: Adjust Anomaly Threshold sensitivity ### **Optimization Tips** - **For Day Trading**: Use lower timeframes (1m, 5m, 15m) with reduced lookback periods - **For Swing Trading**: Use higher timeframes (1h, 4h, 1D) with standard settings - **For Scalping**: Enable only strong signals and reduce pattern similarity threshold - **For Long-term**: Increase all lookback periods and use daily/weekly timeframes ## 📖 **Disclaimer** This indicator is for educational and informational purposes only. It should not be considered as financial advice. Trading involves substantial risk of loss and is not suitable for all investors. Past performance does not guarantee future results. ### **Risk Warning** - All trading involves risk of substantial losses - Never risk more than you can afford to lose - This indicator does not guarantee profitable trades - Always use proper risk management techniques - Consider consulting with a financial advisor ### **Liability** The creator of this indicator is not responsible for any losses incurred from its use. Users should thoroughly test and understand the indicator before using it with real money. ### **Feature Requests** - Suggest improvements through TradingView comments - Report bugs with detailed descriptions - Share successful strategies using the indicator - Contribute to community discussions ## 🏆 **Credits and Acknowledgments** This indicator builds upon various open-source libraries and mathematical concepts: - TradingView ZigZag library for visualization - Statistical correlation methods from academic research - Machine learning concepts adapted for financial markets - Community feedback and testing contributions ## 📈 **Performance Metrics** The indicator includes built-in performance tracking: - **Win Rate Calculation**: Percentage of profitable signals - **Signal Accuracy**: ML prediction vs actual price movement - **Drawdown Tracking**: Current unrealized P&L from last signal - **Completion Percentage**: How many perfect conditions are met ## 🔬 **Mathematical Foundation** ### **Correlation Calculations** - **Pearson**: Measures linear correlation between patterns - **Spearman**: Rank-based correlation for non-linear relationships - **Cosine Similarity**: Vector-based similarity for pattern matching ### **Statistical Methods** - **Z-Score**: (Value - Mean) / Standard Deviation - **Pattern Normalization**: Price / Price - **Volatility Percentile**: Historical ranking of current volatility - **Momentum Calculation**: Price change over multiple periods ## 🎯 **Trading Strategies** ### **Conservative Approach** - Wait for Perfect Buy Zone (85%+ completion) - Use higher timeframes for confirmation - Set stop-loss at recent swing low - Take profits at resistance levels ### **Aggressive Approach** - Trade on Strong Buy/Sell signals - Use lower completion thresholds (70%+) - Tighter stop-losses with faster exits - Higher position sizes with confirmed trends ### **Hybrid Strategy** - Combine with other indicators for confirmation - Use different settings for different market conditions - Scale in/out based on signal strength - Adjust parameters based on market volatility
Pine Script® indicator
by CasperFxPro
1
Liquidation Heatmap Proxy [victhoreb]Author: victhoreb This script was inspired by the Coinglass indicator: www.coinglass.com It divides each bar into subbars determined by the intrabar period. For each bar, it considers subbars with a positive OID (open interest delta) (if the user sets "Filter by Signal" to true, it only considers subbars with OID > 0 from a main bar that had a peak in open interest). In these subbars, it considers opened long/short positions based on the intrabar price movement and the dispersion factor (which becomes completely unnecessary if the user is using Intrabar Resolution in ticks; in this case, set the dispersion factor = 0). After determining the opened long and short positions, it determines, based on the user-selected leverages, the liquidation level for each position. The width of each level is given by syminfo.mintick * scale. The script uses the intrabar OID from the previous step to store an estimate of the number of contracts to be liquidated at each level. This estimate is used to color the levels by order of magnitude. If there is a subsequent increase in liquidations at a pre-existing level, the script accumulates the estimated number of contracts to be liquidated and repaints the level. A note about a visual limitation of the script is important: in Coinglass' version, when there is a subsequent increase in liquidations at a pre-existing level, Coinglass paints the level a brighter color ONLY from the moment of the increase—however, this script does not do this; it repaints the entire level with the brighter color. Note: While accurate, this script is only a proxy. Use at your own risk. This script has alerts for when there is liquidation in the long or short direction.
Pine Script® indicator
by victhoreb
3
ADR/ATR Session by LK## **Features** 1. **Custom ADR & ATR Calculation** * Calculates **Average Daily Range (ADR)** and **Average True Range (ATR)** separately for: * **Session timeframe** (default H4 / 06:00–13:00) * **Daily timeframe** * Independent smoothing method selection (**SMA, EMA, RMA, WMA**) for H4 ADR, H4 ATR, Daily ADR, and Daily ATR. 2. **Percentage Metrics** * % of ADR / ATR covered by the **current H4 bar**. * ADR / ATR expressed as a percentage of the **current price**. * % of ADR already reached for the **current day**. * % of Daily ATR vs current day’s True Range. 3. **Dynamic Chart Lines** * Draws **3 lines for H4**: Session Open, ADR High, ADR Low. * Draws **3 lines for Daily**: Daily Open, ADR High, ADR Low. * Lines **extend to the right** so they stay visible across the chart. * Colors and widths are fully customizable. 4. **Real-Time Data Table** * Compact table displaying all ADR/ATR values and percentages. * Adjustable table font size (**tiny, small, normal, large, huge**). * Transparent background option for minimal chart obstruction. 5. **Flexible Session Settings** * Select session start and end time in hours/minutes. * Choose session timezone (chart timezone or major financial centers). * Toggle H4 lines, Daily lines separately. 6. **Lookahead Control** * Option to wait for higher-timeframe candle close before updating values (more accurate, less repainting). --- ## **How to Use** ### **1. Adding the Indicator** * Copy and paste the Pine Script into TradingView’s Pine Editor. * Click **“Add to chart”**. * Make sure your chart supports the higher timeframes you choose (e.g., H4 and Daily). ### **2. Setting Your Session** * **Session Start Hour** & **End Hour** → Defines the intraday session to measure ADR/ATR (default: 06:00–13:00). * **Session Timezone** → Pick “Chart” or a major financial center (e.g., New York, London, Tokyo). ### **3. Choosing Smoothing Methods** * For each ADR/ATR (H4 and Daily), choose: * SMA (Simple) * EMA (Exponential) * RMA (Wilder’s smoothing) * WMA (Weighted) ### **4. Adjusting Chart Display** * **Show H4 Lines** → Displays session open and ADR High/Low for the current H4 session. * **Show Daily Lines** → Displays daily open and ADR High/Low. * Customize line colors and widths. ### **5. Reading the Table** * **H4 Section** * ADR / ATR values for the selected session. * % of ADR/ATR covered by the **current H4 bar**. * ADR/ATR as % of the current price. * **Daily Section** * ADR / ATR for the daily timeframe. * % of ADR already covered by today’s range. * ADR/ATR as % of price. ### **6. Pro Tips** * Use **H4 ADR %** to gauge intraday exhaustion — if current range is near 100%, market may slow or reverse. * Use **Daily ADR %** for swing trade context — if a day has moved beyond its ADR, expect lower continuation probability. * Combine with support/resistance to identify high-probability reversal zones.
Pine Script® indicator
by kimngan894923
Cycle Phase & ETA Tracker [Robust v4] Cycle Phase & ETA Tracker Description The Cycle Phase & ETA Tracker is a powerful tool for analyzing market cycles and predicting the completion of the current cycle (Estimated Time of Arrival, or ETA). It visualizes the cycle phase (0–100%) using a smoothed signal and displays the forecasted completion date with an optional confidence band based on cycle length variability. Ideal for traders looking to time their trades based on cyclical patterns, this indicator offers flexible settings for robust cycle analysis. Key Features Cycle Phase Visualization: Tracks the current cycle phase (0–100%) with color-coded zones: green (0–33%), blue (33–66%), orange (66–100%). ETA Forecast: Shows a vertical line and label indicating the estimated date of cycle completion. Confidence Band (±σ): Displays a band around the ETA to reflect uncertainty, calculated using the standard deviation of cycle lengths. Multiple Averaging Methods: Choose from three methods to calculate average cycle length: Median (Robust): Uses the median for resilience against outliers. Weighted Mean: Prioritizes recent cycles with linear or quadratic weights. Simple Mean: Applies equal weights to all cycles. Adaptive Cycle Length: Automatically adjusts cycle length based on the timeframe or allows a fixed length. Debug Histogram: Optionally displays the smoothed signal for diagnostic purposes. Setup and Usage Add the Indicator: Search for "Cycle Phase & ETA Tracker " in TradingView’s indicator library and apply it to your chart. Configure Parameters: Core Settings: Track Last N Cycles: Sets the number of recent cycles used to calculate the average cycle length (default: 20). Higher values provide stability but may lag market shifts. Source: Selects the data source for analysis (e.g., close, open, high; default: close price). Use Adaptive Cycle Length?: Enables automatic cycle length adjustment based on timeframe (e.g., shorter for intraday, longer for daily) or uses a fixed length if disabled. Fixed Cycle Length: Defines the cycle length in bars when adaptive mode is off (default: 14). Smaller values increase sensitivity to short-term cycles. Show Debug Histogram: Enables a histogram of the smoothed signal for debugging signal behavior. Cycle Length Estimation: Average Mode: Selects the method for calculating average cycle length: "Median (Robust)", "Weighted Mean", or "Simple Mean". Weights (for Weighted Mean): For "Weighted Mean", chooses "linear" (moderate emphasis on recent cycles) or "quadratic" (strong emphasis on recent cycles). ETA Visualization: Show ETA Line & Label: Toggles the display of the ETA line and date label. Show ETA Confidence Band (±σ): Toggles the confidence band around the ETA, showing the uncertainty range. Band Transparency: Adjusts the transparency of the confidence band (0 = fully transparent, 100 = fully opaque; default: 85). ETA Color: Sets the color for the ETA line, label, and confidence band (default: orange). Interpretation: The cycle phase (0–100%) indicates progress: green for the start, blue for the middle, and orange for the end of the cycle. The ETA line and label show the predicted cycle completion date. The confidence band reflects the uncertainty range (±1 standard deviation) of the ETA. If a warning "Insufficient cycles for ETA" appears, wait for the indicator to collect at least 3 cycles. Limitations Requires at least 3 cycles for reliable ETA and confidence band calculations. On low timeframes or low-volatility markets, zero-crossings may be infrequent, delaying ETA updates. Accuracy depends on proper cycle length settings (adaptive or fixed). Notes Test the indicator across different assets and timeframes to optimize settings. Use the debug histogram to troubleshoot if the ETA appears inaccurate. For feedback or suggestions, contact the author via TradingView. Cycle Phase & ETA Tracker Описание Индикатор Cycle Phase & ETA Tracker предназначен для анализа рыночных циклов и прогнозирования времени завершения текущего цикла (ETA — Estimated Time of Arrival). Он отслеживает фазы цикла (0–100%) на основе сглаженного сигнала и отображает предполагаемую дату завершения цикла с опциональной доверительной полосой, основанной на стандартном отклонении длин циклов. Индикатор идеально подходит для трейдеров, которые хотят выявлять циклические закономерности и планировать свои действия на основе прогнозируемого времени. Ключевые особенности Фазы цикла: Визуализирует текущую фазу цикла (0–100%) с цветовой кодировкой: зеленый (0–33%), синий (33–66%), оранжевый (66–100%). Прогноз ETA: Показывает вертикальную линию и метку с предполагаемой датой завершения цикла. Доверительная полоса (±σ): Отображает зону неопределенности вокруг ETA, основанную на стандартном отклонении длин циклов. Гибкие методы усреднения: Поддерживает три метода расчета средней длины цикла: Median (Robust): Медиана, устойчивая к выбросам. Weighted Mean: Взвешенное среднее, где недавние циклы имеют больший вес (линейный или квадратичный). Simple Mean: Простое среднее с равными весами. Адаптивная длина цикла: Автоматически подстраивает длину цикла под таймфрейм или позволяет задать фиксированную длину. Отладочная гистограмма: Опционально отображает сглаженный сигнал для анализа. Настройка и использование Добавьте индикатор: Найдите "Cycle Phase & ETA Tracker " в библиотеке индикаторов TradingView и добавьте его на график. Настройте параметры: Core Settings: Track Last N Cycles: Количество последних циклов для расчета средней длины (по умолчанию 20). Большие значения дают более стабильные результаты, но могут запаздывать. Source: Источник данных (по умолчанию цена закрытия). Use Adaptive Cycle Length?: Включите для автоматической настройки длины цикла по таймфрейму или отключите для использования фиксированной длины. Fixed Cycle Length: Длина цикла в барах, если адаптивная длина отключена (по умолчанию 14). Show Debug Histogram: Включите для отображения сглаженного сигнала (полезно для отладки). Cycle Length Estimation: Average Mode: Выберите метод усреднения: "Median (Robust)", "Weighted Mean" или "Simple Mean". Weights (for Weighted Mean): Для режима "Weighted Mean" выберите "linear" (умеренный вес для новых циклов) или "quadratic" (сильный вес для новых циклов). ETA Visualization: Show ETA Line & Label: Включите для отображения линии и метки ETA. Show ETA Confidence Band (±σ): Включите для отображения доверительной полосы. Band Transparency: Прозрачность полосы (0 — полностью прозрачная, 100 — полностью непрозрачная, по умолчанию 85). ETA Color: Цвет для линии, метки и полосы (по умолчанию оранжевый). Интерпретация: Фаза цикла (0–100%) показывает прогресс текущего цикла: зеленый — начало, синий — середина, оранжевый — конец. Линия и метка ETA указывают предполагаемую дату завершения цикла. Доверительная полоса показывает диапазон неопределенности (±1 стандартное отклонение). Если отображается предупреждение "Insufficient cycles for ETA", дождитесь, пока индикатор соберет минимум 3 цикла. Ограничения Требуется минимум 3 цикла для надежного расчета ETA и доверительной полосы. На низких таймфреймах или рынках с низкой волатильностью пересечения нуля могут быть редкими, что замедляет обновление ETA. Эффективность зависит от правильной настройки длины цикла (fixedL или адаптивной). Примечания Протестируйте индикатор на разных таймфреймах и активах, чтобы подобрать оптимальные параметры. Используйте отладочную гистограмму для анализа сигнала, если ETA кажется неточным. Для вопросов или предложений по улучшению свяжитесь через TradingView.
Pine Script® indicator
by Goldman_Gleb
SESSIONS Golden Team TradingView wants indicator descriptions to be: Ad-free (no brand promotion, contact info, Telegram, etc.) Self-contained (fully explains the script without requiring external links or references) Detailed but neutral (explain what it does, how it works in general terms, and how to use it). Here’s a compliant rewrite for your SESSIONS Golden Team indicator that should avoid bans: SESSIONS — Multi-Session Forex Box & Range Analysis This indicator displays the major Forex market sessions — London, New York, Tokyo, Sydney, and Frankfurt — directly on the chart. Each session is shown as a customizable colored box with optional Fibonacci levels and opening range markers. It also calculates and displays the average pip range of each session over a user-defined number of past days, allowing traders to analyze volatility patterns for each trading period. Key Features: Configurable session times and time zones Individual on/off toggle for each session Custom colors, box transparency, and border styles Optional Opening Range and Fibonacci retracement levels for each session Average pip range table for quick volatility reference Works on any intraday timeframe How It Works: The script identifies the start and end times of each session based on user settings. A box is drawn around the high/low of the session period. At the end of each session, the pip range is recorded, and an average is calculated over the last N sessions (default: 20). The results are displayed in a statistics table showing average pips and whether the session is currently active. Suggested Use: Identify high-volatility sessions for breakout trading Filter trades to active trading hours Study historical volatility to refine entry timing
Pine Script® indicator
by GoldenCryptoSignals
Entropy (Fiedor/Kontoyiannis) - Part 2 of Fiedor's TheoryThis indicator estimates the Shannon entropy of a price series using a Markov chain model of binary returns, following the approach of Fiedor (2014) and Kontoyiannis (1997). % of Max shows current entropy as a percentage of its theoretical maximum (1 bit for binary up/down moves). Percentile ranks the current entropy against historical values in the chosen lookback window. High entropy suggests price movement is less predictable by frequentist models; low entropy implies more structure and predictability. Use this as an informational oscillator, not a trading signal. This is a visualization of Part 1 of Fiedor's Theory. The same entropy logic is already embedded in Part 1 however the second pane is a nice reminder of why it works.
Pine Script® indicator
by Faduzzle
MACD by Joshfree macd MT5🔍 Meaning of Each Component Fast EMA Uses fast_length (e.g., 15) Reacts quickly to recent price changes Slow EMA Uses slow_length (e.g., 25) Smoother and represents the bigger trend MACD Line Formula: Fast EMA − Slow EMA Shows market momentum; positive = bullish, negative = bearish Signal Line EMA of the MACD Line (e.g., 9 periods) Smooths the MACD Line, easier to read for crossovers Histogram Formula: MACD Line − Signal Line Positive histogram → MACD above Signal → bullish momentum Negative histogram → MACD below Signal → bearish momentum Why This Script Matches MT5 MT5 uses EMA for both MACD and Signal calculations This script also uses ta.ema() for both, matching MT5 exactly Displays only the Signal Line (red) + Histogram, no MACD Line → same as MT5 mobile view you showed ความหมายของแต่ละส่วน EMA เร็ว (fast EMA) ใช้ fast_length (เช่น 15) เคลื่อนไหวเร็ว ตอบสนองต่อราคาล่าสุดได้ไว EMA ช้า (slow EMA) ใช้ slow_length (เช่น 25) เคลื่อนไหวช้ากว่า ให้ภาพแนวโน้มใหญ่ MACD Line = EMA เร็ว − EMA ช้า บอกโมเมนตัมของตลาด ถ้าค่าบวก = ขาขึ้น, ค่าลบ = ขาลง Signal Line = EMA ของ MACD Line (เช่น 9 แท่ง) ทำให้เส้นเรียบขึ้น เหมาะใช้ดูจังหวะตัดกัน Histogram = MACD Line − Signal Line ถ้า Histogram > 0 → MACD เหนือ Signal = โมเมนตัมบวก ถ้า Histogram < 0 → MACD ต่ำกว่า Signal = โมเมนตัมลบ
Pine Script® indicator
by JOSHSniper4569
Binance Funding Rates [vichtoreb]Source: www.binance.com The funding rate has two components: the interest rate and the average Premium Index. Binance furnishes the Premium Index data for crypto assets on the TradingView platform. This script uses that data to calculate the funding rate. Binance updates the Premium Index every 5 seconds. The average Premium Index (denoted **P\_avg**) is the time-weighted average of all Premium Index data points: P_avg = wma(Premium Index, n) where **n** is the averaging length. At each change time—8:00 PM, 4:00 AM, and 12:00 PM (UTC-4)—Binance sets P_avg = wma(Premium Index, 5 760) This is the weighted moving average of the last 8 hours because 5 760 × 5 s = 8 h. Binance then calculates the new funding rate: Funding Rate = P_avg + clamp(interest rate − P_avg, −0.05 %, 0.05 %) This value updates only at those change times (8:00 PM, 4:00 AM, and 12:00 PM, UTC-4). **Indicator precision** TradingView limits historical requests to 5 000 candles. To match Binance exactly, 5 760 candles are required. As a workaround, the script samples the Premium Index every *resolution* seconds (or minutes), where *resolution* is the indicator’s timeframe input. If it weren't for this limitation, setting resolution = 5 sec, we would get EXACTLY the same result as the official one **Interest rate** On Binance Futures, the interest rate is 0.03 % per day by default (0.01 % per funding interval, as funding occurs every 8 hours). This does not apply to certain contracts, such as ETH/BTC, for which the interest rate is 0 %. **Estimate line** If the “show estimate” input is enabled, the indicator plots wma(Premium Index, n) + clamp(interest rate − P_avg, −0.05 %, 0.05 %) with **n** equal to the number of bars that have elapsed since the last funding-rate change.
Pine Script® indicator
by victhoreb
Josh Sniper Laos📌 Josh Sniper Laos – เหมาะกับใคร และทำไมต้องใช้ตัวนี้ ถ้าคุณ… เบื่อกับอินดี้ที่สัญญาณหลอกเยอะ เข้าก็ผิด ออกก็ช้า อยากเห็นภาพแนวโน้ม, จุดเข้าออก และความเสี่ยง ในหน้าจอเดียว อยากมีระบบที่คัดกรองสัญญาณให้เหลือเฉพาะจังหวะที่ “คุ้มเสี่ยง” เท่านั้น ต้องการอินดี้ที่สามารถใช้ได้ทั้ง Swing, Day Trade หรือแม้แต่ Scalping Josh Sniper Laos ถูกออกแบบมาเพื่อคุณ นี่ไม่ใช่อินดี้ที่เน้น “ยิงทุกลูก” แต่มันเน้น “เลือกยิงเฉพาะเป้าหมายใหญ่” คุณจะเห็นแนวโน้มหลัก โซนราคา จุดเข้า จุดออก และระดับความเสี่ยง ชัดเจนตั้งแต่แรกที่มองกราฟ ไม่ต้องสลับอินดี้หลายตัว ไม่ต้องเดาสุ่ม ว่าเมื่อไหร่ควรเข้า-ออก จุดเด่นที่ทำให้แตกต่าง รวมการดูแนวโน้ม, จังหวะเข้า, จังหวะออก, และการประเมินความเสี่ยงในเครื่องมือเดียว กรองสัญญาณหลอกด้วยระบบตรวจจับความผันผวนและโครงสร้างราคา ออกแบบให้ใช้งานง่าย ปรับค่าได้ตามสไตล์ของคุณ ถ้าคุณต้องการ “เครื่องมือช่วยตัดสินใจ” ที่ให้ทั้งมุมมองภาพรวมและจังหวะเข้าออกอย่างมั่นใจ นี่คือตัวเดียวที่คุณต้องมีบนกราฟของคุณ 📌 Josh Sniper Laos – Who It’s For & Why You Need It If you’re… Tired of indicators that throw false signals and leave you entering late or exiting too soon Looking for trend direction, entry/exit points, and risk level all in one clean chart Wanting a system that filters out noise and focuses only on high-probability opportunities Trading Swing, Day Trade, or even Scalping and need adaptable tools Josh Sniper Laos was built for you. This isn’t just another “signal spam” tool — it’s a precision sniper system. You’ll see the main trend, price zones, entry and exit levels, and risk levels at a glance, without flipping between multiple indicators or second-guessing your trades. What Makes It Different Combines trend analysis, entry timing, exit signals, and risk assessment in one tool Filters out low-quality setups with volatility and price structure detection Fully customizable to fit your trading style and risk tolerance If you want a decision-making edge that shows you the big picture and the exact moments to act with confidence, this is the one indicator you’ll want to keep on your chart — trade after trade.
Pine Script® indicator
by JOSHSniper4569
Latent Regime Informed Monte Carlo ForecastThis script uses a Monte Carlo simulation to forecast where price might be a set number of bars into the future (default 6 bars ahead). It generates hundreds of possible future price paths based on an average move (drift) and random shocks (volatility). The result is a distribution of outcomes, displayed as probability zones: the median (most likely), inner bands (50% confidence), and wider bands (80% and 95% confidence). Due to the randomness assumption in Monte Carlo simulations, the paths are not very important so to minimize cluttering on the graphs we only plot bands. These zones help you visualize uncertainty, set stops and targets based on probabilities, and spot when market behavior changes. The accuracy of any Monte Carlo forecast depends heavily on how well you estimate trend and volatility. By default and no prior information the Monte Carlo simulation gives you a parabolic forecast that assumes absolute randomness. This is where the Kalman filter comes in. The filter (derived from control theory) aims to detect latent (unobservable) traits about the system by continuously updating its transition probabilities to better understand how the latent traits affect the observable measurement (price). With each new observable state we get better and better transition probabilities and enhances our understanding about the latent and unobservable market characteristics like trend and volatility. Both crucial measurements for short term market sentiment. Extracting these measurements for market sentiment informs us how to better parametrize the Monte Carlo simulation for a better forecast. Each bar, the KF updates its estimates based on how close its last prediction was to reality. In calm periods, it holds estimates steady; in volatile periods, it adapts quickly. This gives you real-time, low-lag measurements of both trend and volatility. By feeding these adaptive estimates into the Monte Carlo simulation, the forecast becomes much more responsive to current market conditions. In trends, the predicted paths tilt toward the direction of movement; in choppy markets, they spread wider but stay centered; when volatility spikes, the probability zones expand immediately. The result is a dynamic forecast tool that adjusts on every bar, giving you a clearer, probability-based picture of where the market could go next. This is my very first script and I would love feedback/ideas for different topics. My background is in economics/mathematics and interests lie in time series analysis/exploring financial features for DS
Pine Script® indicator
by Faduzzle
Adaptive Correlation Engine (ACE)🧠 Adaptive Correlation Engine (ACE) Quantify inter-asset relationships with adaptive lag detection and actionable insights. 📌 What is ACE? The Adaptive Correlation Engine (ACE) is a precision tool for seeking to uncover meaningful relationships between two assets — not just raw correlation, but also lag dynamics, leader detection, and alignment vs. divergence classification. Unlike static correlation tools, ACE intelligently scans multiple lag windows to find: ✅ The maximum correlation between the base asset and a comparison symbol ⏱️ The optimal lag (if any) at which the correlation is strongest 🧭 Whether the assets are Aligned (positive correlation) or Divergent (inverse) 🔁 Which symbol is leading, and by how many bars 📈 Actionable signal strength based on a user-defined correlation threshold ⚙️ How It Works Correlation Scan: For each bar, ACE checks the correlation between the charted asset (close) and a lagged version of the comparison asset across a sliding window of lookback periods. Lag Optimization: The engine searches from lag 0 up to your specified Max Lag to find where the correlation (positive or negative) is most significant. Relationship Classification: The indicator classifies the relationship as: Aligned: Positive correlation above the threshold Divergent: Negative correlation above the threshold Synchronous: No lag detected Low Signal: Correlation is weak or noisy Visual & Tabular Insights: ACE plots the highest detected correlation on the chart and shows an insight table displaying: - Correlation value - Detected lag - Direction type (aligned/divergent) - Leading asset - Suggested action (e.g., “Likely continuation” or “Possible mean reversion”) 💡 How to Use It Use ACE to identify leadership patterns between assets (e.g., ETH leads altcoins, SPX leads crypto, etc.) Spot potential lagging trade setups where one asset’s move may soon echo in another Confirm or challenge correlation-based trading assumptions with data Combine with technical indicators or price action to time entries and exits more confidently 🔔 Alerts Built-in alerts notify you when correlation strength crosses your actionable threshold, classified by alignment or divergence. 🛠️ Inputs Compare Symbol: The asset to compare against (e.g., INDEX:ETHUSD) Correlation Lookback: Rolling window for calculating correlation Max Lag Bars: Maximum lag shift to test Minimum Actionable Correlation: Signal threshold for trade-worthy insights ⚠️ Disclaimer This tool is for research and informational purposes only. It does not constitute financial advice or a trading signal. Always perform your own due diligence and consult a financial advisor before making investment decisions.
Pine Script® indicator
by RWCS_LTD
OMU_CJ CombinedThis script is a custom technical analysis tool designed for TradingView, built on Pine Script v6. It combines multiple indicators and logic to provide clear buy and sell signals, optimized for intraday and swing trading. The strategy includes dynamic trend detection, volatility filters, and adjustable parameters for better adaptability to different market conditions. Traders can use it to identify potential entry and exit points with improved accuracy. Key Features: Multi-indicator signal confirmation Adjustable settings for different timeframes Visual buy/sell markers on the chart Works on all major asset classes (stocks, crypto, forex, indices) Optimized for both short-term and long-term trading strategies Disclaimer: This script is for educational purposes only and should not be considered as financial advice. Always do your own research before trading.
Pine Script® indicator
by Omu_the_scalper
CCI指标（增强版）这是CCI指标增强版，优化的参数设置，可以帮助我们过滤掉很多无效信号干扰，让你做交易更顺势，针对不同的品种和市场特征，我们还可以调节参数，以适应市场交易需求！祝你好运！ 更多交流，请见地球号（WX号）：UUW3498 CCI Enhanced Indicator Optimized parameter settings help filter out market noise and false signals, enabling more trend-aligned trading decisions. Adjustable parameters accommodate diverse instruments and market conditions to meet specific trading requirements. Best of luck! For further discussion: WeChat ID: UUW3498
Pine Script® indicator
by FLINT20210921
Position Size 📐 DT/ST (Today's Open)💡 Purpose: This indicator automatically calculates intraday (DT) and swing trading (ST) position sizes based on your account capital, risk per trade, and stop-loss percentage, using today’s daily open price as the entry price reference. ⚙️ Main Functionalities: Dynamic Position Sizing Calculates Full size position based on the maximum risk you allow per trade. Breaks it down into ¼ Size, ⅓ Size, and ½ Size positions for flexible scaling. Two Distinct Trading Styles: DT (Day Trading) – Uses your specified intraday stop-loss % (default: 2%). ST (Swing Trading) – Uses your specified swing stop-loss % (default: 10%). Lot Size Rounding Automatically rounds quantities to a chosen lot size (e.g., 1 for cash equity or futures lot size for derivatives). Customizable Table Position Display the table anywhere on your chart: Top Right, Top Left, Bottom Right, or Bottom Left. Optimized for Dark or Light Themes Yellow header with black text for visibility. Blue row labels for strategy type. Grey background with white text for calculated values. Live Market Adaptation All values update in real-time as today’s daily open price changes (on new daily candles). Works for any symbol, asset class, or time frame. 🧮 Formula: Position Size (Full) = Max Risk ₹ / (Price × StopLoss%) ¼, ⅓, and ½ Sizes = Scaled from Full size 📌 Ideal For: Traders who want quick, ready-to-use position sizes right on their chart. Those who follow fixed risk-per-trade and need fast decision-making without manual calculations.
Pine Script® indicator
by varshashoots
Leader-Lagger DashboardSummary: The ultimate frustration for a trader: being right on the idea, but wrong on the asset. You correctly predict a market move, develop a solid bullish or bearish thesis, but the instrument you choose fails to follow through. Meanwhile, a correlated asset makes the exact move you anticipated, leaving you with a losing trade or a missed opportunity. This common pitfall is precisely what the Leader/Lagger Dashboard is designed to solve. The Solution: Instant Clarity on Relative Strength The Leader/Lagger Dashboard provides a clear, real-time verdict on the relative strength between two correlated assets, such as ES (S&P 500 futures) and NQ (Nasdaq 100 futures). By instantly identifying the Leader (the stronger asset) and the Lagger (the weaker asset), it empowers you to focus your capital on the instrument with the highest probability of performing in line with your market view. As shown in the example image, if your idea is to short the market, choosing the "Weak" asset (ES) results in a winning trade, while shorting the "Strong" asset (NQ) would have failed. This tool helps you make that critical distinction before you enter. How It Works The engine at the core of this dashboard analyzes the price action of two assets on a higher timeframe (defaulting to 90 minutes). It measures how the current bar's high and low are performing relative to the previous bar's range for each asset. By comparing these normalized values, it generates a score to determine which asset is exhibiting stronger momentum (the Leader) and which is showing weakness (the Lagger). A tie-breaking mechanism using a lower timeframe ensures you always have a decisive verdict. How to Use It The principle is simple: Go long the leader, and short the lagger. If you are Bullish: Look for the asset marked "Strong." This is the instrument most likely to lead the upward move. If you are Bearish: Look for the asset marked "Weak." This is the instrument most likely to lead the downward move. By aligning your trade execution with the market's internal momentum, you dramatically increase your odds of success and avoid the frustration of trading against underlying strength or weakness. Key Features Instant Verdict: A simple on-chart table displays a "Strong" or "Weak" verdict for each asset. Focus on the Leader: Easily identify which asset is leading the move to align your trades with momentum. Avoid the Lagger: Steer clear of the weaker asset that might chop around or reverse, even if your directional bias is correct. Fully Customizable: Change the two assets to any symbols you trade (e.g., GOLD vs. SILVER, EURUSD vs. GBPUSD). Adjustable Display: Control the table's position and font size to perfectly fit your chart layout. The table is designed to be visible on lower timeframes (5-minutes and under) to assist with day trading execution. This tool is designed to be a crucial part of your decision-making process, providing an objective layer of confirmation for your trading ideas. so Stop guessing and start trading the right asset. As always, use this indicator in conjunction with your own complete analysis and risk management strategy.
Pine Script® indicator
by traderprimez
Mayer Multiple Z-ScoreMayer Multiple is a ratio between the current Market Price and its 200 days moving average. Being a lagging indicator it shows periods of relative value for the asset but does not have much predictive power. It is worth noting that the indicator relies on a fairly responsive moving average on the scale of a Bitcoin market cycle and as such may be best suited for the swing traders to find zones where price is overbought and oversold within a market cycle. Added the Z-Score metric for easy classification of the value of Bitcoin according to this indicator. Customizable thresholds from Z-Score calculation as the metric suffers alpha decay / compression. Created for TRW
Pine Script® indicator
by Commandoum
SMC Structure IndicatorTitle: SMC Structures Indicator Description: The SMC Structures indicator is a powerful tool designed to identify and visualize key structural elements in price action, based on the principles of Smart Money Concepts (SMC). This indicator helps traders identify potential areas of support, resistance, and price reversals by highlighting significant market structures. Key Features: Structure Identification: The indicator automatically detects and marks important high and low structures in the market. Break of Structure (BOS) Detection: It identifies and labels instances where previous structures are broken, indicating potential trend changes or continuations. Change of Character (CHoCH) Detection: The indicator recognizes and marks Changes of Character, which are significant shifts in market behavior. Customizable Visuals: Users can personalize the appearance of BOS and CHoCH markings, including colors, line styles, and widths. Current Structure Display: The indicator can optionally show the current active structure, helping traders understand the immediate market context. Historical Structure Tracking: Users can specify the number of historical structure breaks to display, allowing for a cleaner chart while maintaining relevant information. Flexible Break Confirmation: The indicator offers the option to confirm structure breaks using either the candle body or wick, accommodating different trading styles. Technical Details: The indicator uses advanced algorithms to identify significant price structures based on local highs and lows. It employs a lookback period of 10 bars for structure detection, ensuring relevance to current market conditions. The code includes safeguards to handle different market phases and avoid false signals during ranging periods. Customization Options: Colors for Bullish and Bearish BOS and CHoCH markings Line styles and widths for all structure markings Number of historical breaks to display Option to show or hide the current active structure Choice between candle body or wick for structure break confirmation Use Cases: Trend Analysis: Identify the start of new trends or potential trend reversals. Support and Resistance: Pinpoint key levels where price may react. Trade Entry and Exit: Use structure breaks as potential entry or exit signals. Market Context: Understand the broader market structure to make informed trading decisions.
Pine Script® indicator
by kylemorton494
TCP | Market Session | Session Analyzer📌 TCP | Market Session Indicator | Crypto Version A powerful, real-time market session visualization tool tailored for crypto traders. Track the heartbeat of Asia, Europe, and US trading hours directly on your chart with live session boxes, behavioral analysis, liquidity grab detection, and countdown timers. Know when the action starts, how the market behaves, and where the traps lie. 🔰 Introduction: Trade the Right Hours with the Right Tools Time matters in trading. Most significant moves happen during key sessions—and knowing when and how each session unfolds can give you a sharp edge. The TCP Market Session Indicator, developed by Trade City Pro (TCP), puts professional session tracking and behavioral insights at your fingertips. Whether you're a scalper or swing trader, this indicator gives you the timing context to enter and exit trades with greater confidence and clarity. 🕒 Core Features • Live Session Boxes : Highlight active ranges during Asia, Europe, and US sessions with dynamic high/low updates. • Session Start/End Labels : Know exactly when each session begins and ends plotted clearly on your chart with context. • Session Behavior Analysis : At the end of each session, the indicator classifies the price action as: - Trend Up - Trend Down - Consolidation - Manipulation • Liquidity Grab Detection: Automatically detects possible stop hunts (fake breakouts) and marks them on the chart with precision filters (volume, ATR, reversal). • Session Countdown Table: A live dashboard showing: - Current active session - Time left in session - Upcoming session and how many minutes until it starts - Utility time converter (e.g. 90 min = 01:30) • Vertical Session Lines: Visualize past and upcoming session boundaries with customizable history and future range. • Multi-Day Support: Draw session ranges for previous, current, and future days for better backtesting and forecasting. ⚙️ Settings Panel Customize everything to fit your trading style and schedule: • Session Time Settings: Set the opening and closing time for each session manually using UTC-based minute inputs. → For example, enter Asia Start: 0, Asia End: 480 for 00:00–08:00 UTC. This gives full flexibility to adjust session hours to match your preferred market behavior. • Enable or Disable Elements: Toggle the visibility of each session (Asia, Europe, US), as well as: - Session Boxes - Countdown Table - Session Lines - Liquidity Grab Labels • Timezone Selection: Choose between using UTC or your chart’s local timezone for session calculations. • Customization Options: Select number of past and future days to draw session data Adjust vertical line transparency Fine-tune label offset and spacing for clean layout 📊 Smart Session Boxes Each session box tracks high, low, open, and close in real time, providing visual clarity on market structure. Once a session ends, the box closes, and the behavior type is saved and labeled ideal for spotting patterns across sessions. • Asia: Green Box • Europe: Orange Box • US: Blue Box 💡 Why Use This Tool? • Perfect Timing: Don’t get chopped in low-liquidity hours. Focus on sessions where volume and volatility align. • Pattern Recognition: Study how price behaves session-to-session to build better strategies. • Trap Detection: Spot manipulation moves (liquidity grabs) early and avoid common retail pitfalls. • Macro Session Mapping: Use as a foundational layer to align trades with market structure and news cycles. 🔍 Example Use Case You're watching BTC at 12:45 UTC. The indicator tells you: The Asia session just ended (label shows “Asia Session End: Trend Up”) Europe session starts in 15 minutes A liquidity grab just triggered at the previous high—label confirmed Now you know who’s active, what the market just did, and what’s about to start—all in one glance. ✅ Why Traders Trust It • Visual & Intuitive: Fully chart-based, no clutter, no guessing • Crypto-Focused: Designed specifically for 24/7 crypto markets (not outdated forex models) • Non-Repainting: All labels and boxes stay as printed—no tricks • Reliable: Tested across multiple exchanges, pairs, and timeframes 🧩 Built by Trade City Pro (TCP) The TCP Market Session Indicator is part of a suite of professional tools used by over 150,000 traders. It’s coded in Pine Script v6 for full compatibility with TradingView’s latest capabilities. 🔗 Resources • Tutorial: Learn how to analyze sessions like a pro in our TradingView guide: "TradeCityPro Academy: Session Mapping & Liquidity Traps" • More Tools: Explore our full library of indicators on
Pine Script® indicator
by tradecitypro
41
Volume Statistics - IntraweekVolume Statistics - Intraweek: For Orderflow Traders This tool is designed for traders using volume footprint charts and orderflow methods. Why it matters: In orderflow trading, you care about the quality of volume behind each move. You’re not just watching price; you’re watching how much aggression is behind that price move. That’s where this indicator helps. What to look at: * Current Volume shows you how much volume is trading right now. * Central Volume (median or average over 24h or 7D) gives you a baseline for what's normal volume VS abnormal volume. * The Diff vs Central tells you immediately if current volume is above or below normal. How this helps: * If volume is above normal, it suggested elevated levels of buyer or seller aggression. Look for strong follow-through or continuation. * If volume is below normal, it may signal low interest, passive participation, a lack of conviction, or a fake move. * Use this context to decide if what you're seeing in the footprint (imbalances, absorption, traps) is actually worth acting on. Extra context: * The highest and lowest volume levels and their timestamps help you spot prior key reactions. * Second and third highest bars help you see other major effort points in the recent window. Comment with any suggestions on how to improve this indicator.
Pine Script® indicator
by Witnessing_Soul
4