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LSTM-Inspired BB Mean Reversion// ============================================================================ // BOLLINGER BANDS MEAN REVERSION STRATEGY // Based on LSTM Model True Positive Signal Characteristics // ============================================================================ // Model learned to identify: // 1. Price at/below Lower Bollinger Band (100% of TP signals) // 2. RSI < 30 (Oversold) (75% of TP signals) // 3. High volatility (wide BB bands) // 4. Below average volume (contrarian) // ============================================================================
Pine Script® 인디케이터
yellowpierid의
1
Ultimate Squeeze & BreakoutTitle: Ultimate Squeeze & Breakout Description: This indicator is a volatility analysis tool designed to identify periods of market compression ("The Squeeze") and validate subsequent breakouts using momentum logic. It builds upon the classic relation between Bollinger Bands and Keltner Channels but adds a directional filter to reduce false signals. The Problem It Solves: Standard squeeze indicators often signal a breakout the moment price exits the bands, even if the underlying trend is weak or flat. This can lead to entering "wicks" or fakeouts. This script solves this by requiring the Basis Line Slope to align with the breakout direction before generating a signal. How It Works: 1. Compression (The Setup) The script monitors the relationship between Bollinger Bands (Standard Deviation) and Keltner Channels (ATR). Red Cloud: When the Bollinger Bands contract completely inside the Keltner Channels, it indicates a critical drop in volatility. The market is coiling and storing energy. 2. The Momentum Filter (The Validation) Unlike basic squeeze indicators, a breakout is not signaled solely by price closing outside the bands. Logic: The script calculates the slope of the 20-period Basis Line (Simple Moving Average). Bullish Validation: Price > Upper Band AND Basis Line is sloping UP. Bearish Validation: Price < Lower Band AND Basis Line is sloping DOWN. Visual Guide: 🟥 Red Cloud: Squeeze ON. Volatility is compressed. Do not trade; wait for expansion. 🟣 Fuchsia Cloud: Bullish Breakout (Price released upward + Positive Momentum). 🔵 Blue Cloud: Bearish Breakout (Price released downward + Negative Momentum). ⬜ Gray/Green Cloud: Standard Trending phase (Volatility is normal). Features: Precision Inputs: Multipliers for Standard Deviation and ATR can be adjusted in 0.01 increments for fine-tuning sensitivity. Visual Toggles: Option to color the neutral trending cloud Green or Gray based on preference. Alerts: Built-in alerts for "Squeeze Started" and validated "Bullish/Bearish Breakouts." Credits: Core mechanics based on the TTM Squeeze concept popularized by John Carter. Momentum filtering logic added for enhanced signal reliability.
Pine Script® 인디케이터
tonngnh3의
Momentum Gamma StraddleExact definition of what that script does 1) Purpose The script is a decision aid for intraday expiry-day ATM straddle trades. It detects intraday structure breakouts and signals candidate long straddle entries for Nifty or Sensex using price structure, volume, RSI momentum, and a user-supplied combined ATM premium value (CE + PE). It draws support/resistance, shows an info box, and raises alerts. 2) Inputs the user can change Trading time window: startHour, startMin, endHour, endMin. Structure lookback: res_lookback (how many candles to use to compute resistance/support). Minimum candle body as fraction of candle range: min_body_pct. Volume multiplier threshold: vol_mult (breakout candle volume must exceed vol_mult * sma5). RSI length and thresholds: rsi_len, rsi_bull_thresh, rsi_bear_thresh. Combined premium source: choose Manual or Symbol. If Manual, set manual_combined. If Symbol, provide a TradingView symbol that returns CE+PE combined ATM premium. Combined premium acceptable band: min_combined_ok and max_combined_ok. Profit target percent and SL percent (target_pct and sl_pct). Misc pattern heuristics: min_res_hits (min tests of resistance inside lookback), low_slope_min (used to detect rising lows). Micro-confirmation toggle, micro timeframe, nonrepaint option, show_entry_label toggle (in the later fixed versions some of these were added, but the earlier fixed script had basic combined_symbol options and a lookahead fallback). 3) Data calculated on each bar Safety check hasEnough: true when bar_index >= res_lookback. resistance: the highest high over res_lookback bars. support: the lowest low over res_lookback bars. res_hits: count of bars within lookback whose high is within a tolerance of resistance. Tolerance is 10 percent of the range between resistance and support. low_slope: simple slope of lows over res_lookback bars. body_pct: the candle body as a fraction of its high-low range. strong_body true when body_pct >= min_body_pct. bull_breakout: true if hasEnough and current close > resistance and strong_body and res_hits >= min_res_hits. bear_breakout: true if hasEnough and current close < support and strong_body and res_hits >= min_res_hits. vol_sma5 and vol_ok: vol_ok true when current volume > vol_mult * vol_sma5. rsi and rsi checks: rsi_bull_ok true if rsi >= rsi_bull_thresh; rsi_bear_ok true if rsi <= rsi_bear_thresh. combined_premium: either the manual_combined input or the value read from combined_symbol via request.security. The script attempted a fallback to manual when the symbol was not valid. combined_ok: true if combined_premium lies between min_combined_ok and max_combined_ok. final signals: bull_signal when in_time_window and bull_breakout and vol_ok and rsi_bull_ok and combined_ok. bear_signal similar for bearish breakout. 4) Visual output and alerts Plots resistance and support lines on the chart. Plots a label shape "STRADDLE BUY" below the bar for bull_signal and above the bar for bear_signal. Creates an info label (on last bar) that shows TimeOK, VolOK and vol ratio, RSI, Combined premium and whether it is OK, ResHits and LowSlope. Sets two alertcondition events: "Bull Straddle BUY" and "Bear Straddle BUY" with a short candidate message. The alerts fire when the corresponding signal is true. 5) Execution assumptions you must follow manually The script does not place any orders or compute option strike-level prices or greeks. It only flags candidate entry bars. When combined_source is Manual you must type CE+PE yourself. The indicator will only accept the manual number and treat it as the combined premium. When combined_source is Symbol the script uses request.security to read that symbol. For historical bars the indicator may repaint depending on lookahead settings. The earlier fixed script attempted to use request.security inside a conditional which leads to runtime or compile errors. You experienced that exact error. 6) Known implementation caveats and bugs you encountered Pine typing issue with low_slope. The earlier version set low_slope = na without explicit type. That triggers the Pine error: "Value with NA type cannot be assigned to a variable that was defined without type keyword". This required changing to float low_slope = na. The earlier version attempted to call request.security() inside an if block or conditional. Pine prohibits request.security in conditional blocks unless allowed patterns are followed. That produced the error you saw: "Cannot use request.* call within loops or conditional structures" or similar. The correct pattern is to call request.security at top-level and decide later which value to use. If combined_symbol is invalid or not available on your TradingView subscription, request.security can return na and the script must fall back to manual value. The earlier fixed script attempted fallback but compiled errors prevented reliable behavior. The earlier script did not include micro-confirmation or advanced nonrepaint controls. Those were added in later versions. Because of that, the earlier script may have given signals that appear to repaint on historical bars or may have thrown errors when using combined_symbol. 7) Decision logic summary (exact) Only operate if current chart time is inside user set time window. Only consider trade candidates when enough history exists for res_lookback. Identify a resistance level as the highest high in the lookback. Count how many times that resistance was tested. Ensure the breakout candle has a strong body and volume spike. Ensure RSI is aligned with breakout direction. Require combined ATM premium to be inside a user preferred band. If combined_symbol is used the script tries to read that value and use it; otherwise it uses manual_combined input. If all the above conditions are true on a confirmed bar, the script plots a STRADDLE BUY label and triggers an alertcondition. 8) What the script does not do It does not calculate CE and PE prices by strike. It only consumes or accepts combined premium number. It does not compute greeks, IV, or OI. OI and IV checks must be done manually. It does not manage positions. No SL management or automatic exits are executed by the script. It does not simulate fills or account for bid/ask spreads or slippage. It cannot detect off-exchange block trades or read exchange-level auction states beyond raw volume bars. It may repaint historical labels if the combined_symbol was read with lookahead_on or the script used request.security in a way that repainted. The corrected final version uses nonrepaint options. 9) Manual checks you must always perform even when the script signals BUY Confirm the live combined ATM premium and the bid/ask for CE and PE. Check ATM IV and recent IV movement for a potential IV crush risk. Check option OI distribution and recent OI changes for strike pinning or large player exposure. Confirm CE and PE liquidity and depth. Wide spreads make fills unrealistic. Confirm there is no scheduled news or auction within the next few minutes. Confirm margin and position sizing fits your risk plan. 10) Quick testing checklist you can run now Add the script to a 5-minute chart with combined_source = Manual. Enter manual_combined equal to the real CE+PE at the moment you test. Set startHour and endHour so the in_time_window is true for current time. Look for STRADDLE BUY label on confirmed bars. Inspect the info box to see why it did or did not signal. If you set combined_source = Symbol, verify the symbol exists and that TradingView returns values for it. If you previously saw the request.security error, that was caused by placing the request inside a conditional. The correct behavior is to call request.security unconditionally at top-level like in the final fixed version.
Pine Script® 인디케이터
RAWGHAV의
VD FRFS PRO VD FRFS PRO This trader centric, multi-functional indicator built on **Pine Script™ v6** that seamlessly integrates four of the most critical price and volatility tools into a single overlay. Designed for day traders, swing traders, and institutional analysts, this tool provides a comprehensive view of volatility, trend, volume-based pricing, and structure, all without chart clutter. Overview & Concept The VD FRFS PRO is engineered for efficiency and clarity. Instead of layering four separate indicators, which can lead to performance issues and confusion, this script combines the calculations into one, allowing traders to execute complex technical analysis rapidly. It serves as a powerful foundation for strategies that require: 1. Volatility Assessment (Bollinger Bands) 2. Volume-Weighted Fair Value (VWAP) 3. Price Structure & Swings (Zig Zag) 4. Dynamic Trend Filtering (Configurable SMA) Customization & Settings All inputs are logically grouped for ease of use in the indicator's settings menu. Bollinger Bands BB Length: Period for the Basis SMA and StdDev calculation (default: 20). BB Source: Price series for the calculation (default: `close`). BB StdDev Multiplier: Multiplier for the Standard Deviation (default: 2.0). BB Offset: Shifts the bands horizontally (default: 0). VWAP Settings VWAP Source: Price series for the VWAP calculation (default: `hlc3`). Zig Zag Settings Zig Zag High/Low Length: Lookback period for determining swing points (default: 3). SMA Settings SMA Period: Lookback period for the configurable SMA (default: 20). Show SMA: Checkbox to toggle the visibility of this SMA (default: `true`). Disclaimer Feel free to reach out for suggestions and modification requests.
Pine Script® 인디케이터
vishaldhawan82의
11-MA Institutional System (ATR+HTF Filters)11-MA Institutional Trading System Analysis. This is a comprehensive Trading View Pine Script indicator that implements a sophisticated multi-timeframe moving average system with institutional-grade filters. Let me break down its key components and functionality: 🎯 Core Features 1. 11 Moving Average System. The indicator plots 11 customizable moving averages with different roles: MA1-MA4 (5, 8, 10, 12): Fast-moving averages for short-term trends MA5 (21 EMA): Short-term anchor - critical pivot point MA6 (34 EMA): Intermediate support/resistance MA7 (50 EMA): Medium-term bridge between short and long trends MA8-MA9 (89, 100): Transition zone indicators MA10-MA11 (150, 200): Long-term anchors for major trend identification Each MA is fully customizable: Type: SMA, EMA, WMA, TMA, RMA Color, width, and enable/disable toggle 📊 Signal Generation System Three Signal Tiers: Short-Term Signals (ST) Trigger: MA8 (EMA 8) crossing MA21 (EMA 21) Filters Applied: ✅ ATR-based post-cross confirmation (optional) ✅ Momentum confirmation (RSI > 50, MACD positive) ✅ Volume spike requirement ✅ HTF (Higher Timeframe) alignment ✅ Strong candle body ratio (>50%) ✅ Multi-MA confirmation (3+ MAs supporting direction) ✅ Price beyond MA21 with conviction ✅ Minimum bar spacing (prevents signal clustering) ✅ Consolidation filter ✅ Whipsaw protection (ATR-based price threshold) Medium-Term Signals (MT) Trigger: MA21 crossing MA50 Less strict filtering for swing trades Major Signals Golden Cross: MA50 crossing above MA200 (major bullish) Death Cross: MA50 crossing below MA200 (major bearish) 🔍 Advanced Filtering System1. ATR-Based ConfirmationPrice must move > (ATR × 0.25) beyond the MA after crossover This prevents false signals during low-volatility consolidation.2. Momentum Filters RSI (14) MACD Histogram Rate of Change (ROC) Composite momentum score (-3 to +3) 3. Volume Analysis Volume spike detection (2x MA) Volume classification: LOW, MED, HIGH, EXPL Directional volume confirmation 4. Higher Timeframe Alignment HTF1: 60-minute (default) HTF2: 4-hour (optional) HTF3: Daily (optional) Signals only trigger when current TF aligns with HTF trend 5. Market Structure Detection Break of Structure (BOS): Price breaking recent swing highs/lows Order Blocks (OB): Institutional demand/supply zones Fair Value Gaps (FVG): Imbalance areas for potential fills 📈 Comprehensive DashboardReal-Time Metrics Display: {scrollbar-width:none;-ms-overflow-style:none;-webkit-overflow-scrolling:touch;} ::-webkit-scrollbar{display:none}MetricDescriptionPriceCurrent close priceTimeframeCurrent chart timeframeSHORT/MEDIUM/MAJORTrend classification (🟢BULL/🔴BEAR/⚪NEUT)HTF TrendsHigher timeframe alignment indicatorsMomentumSTR↑/MOD↑/WK↑/WK↓/MOD↓/STR↓VolatilityLOW/MOD/HIGH/EXTR (based on ATR%)RSI(14)Color-coded: >70 red, <30 greenATR%Volatility as % of priceAdvanced Dashboard Features (Optional): Price Distance from Key MAs vs MA21, MA50, MA200 (percentage) Color-coded: green (above), red (below) MA Alignment Score Calculates % of MAs in proper order 🟢 for bullish alignment, 🔴 for bearish Trend Strength Based on separation between MA21 and MA200 NONE/WEAK/MODERATE/STRONG/EXTREME Consolidation Detection Identifies low-volatility ranges Prevents signals during sideways markets ⚙️ Customization OptionsFilter Toggles: ☑️ Require Momentum ☑️ Require Volume ☑️ Require HTF Alignment ☑️ Use ATR post-cross confirmation ☑️ Whipsaw filter Min bars between signals (default: 5) Dashboard Styling: 9 position options 6 text sizes Custom colors for header, rows, and text Toggle individual metrics on/off 🎨 Visual Elements Signal Labels: ST▲/ST▼ (green/red) - Short-term MT▲/MT▼ (blue/orange) - Medium-term GOLDEN CROSS / DEATH CROSS - Major signals Volume Spikes: Small labels showing volume class + direction Example: "HIGH🟢" or "EXPL🔴" Market Structure: Dashed lines for Break of Structure levels Automatic detection of swing highs/lows 🔔 Alert Conditions Pre-configured alerts for: Short-term bullish/bearish crosses Medium-term bullish/bearish crosses Golden Cross / Death Cross Volume spikes 💡 Key Strengths Institutional-Grade Filtering: Multiple confirmation layers reduce false signals Multi-Timeframe Analysis: Ensures alignment across timeframes Adaptive to Market Conditions: ATR-based thresholds adjust to volatility Comprehensive Dashboard: All critical metrics in one view Highly Customizable: 100+ input parameters Signal Quality Over Quantity: Strict filters prioritize high-probability setups ⚠️ Usage Recommendations Best for: Swing trading and position trading Timeframes: Works on all TFs, optimized for 15m-Daily Markets: Stocks, Forex, Crypto, Indices Signal Frequency: Conservative (quality over quantity) Combine with: Support/resistance, price action, risk management 🔧 Technical Implementation Notes Uses Pine Script v6 syntax Efficient calculation with minimal repainting Maximum 500 labels for performance Security function for HTF data (no lookahead bias) Array-based MA alignment calculation State variables to track signal spacing This is a professional-grade trading system that combines classical technical analysis (moving averages) with modern institutional concepts (market structure, order blocks, multi-timeframe alignment). The extensive filtering system is designed to eliminate noise and focus on high-probability trade setups.
Pine Script® 인디케이터
lohanineeraj의
CODEX OB + BBMA V1CODEX OB + BBMA is a multi-purpose Smart Money Concepts (SMC) indicator that automatically detects and visualizes key institutional trading elements such as Order Blocks, Fair Value Gaps, Rejection Blocks, Break of Structure, Pivots, High Volume Bars, and several qualitative SMC signals. In addition to SMC tools, this indicator also incorporates multi-timeframe BBMA logic, allowing traders to view higher-timeframe momentum, trend direction, and volatility envelopes directly from the current chart. This makes it easier to align SMC setups—like OB, FVG, and BOS—with BBMA structure such as MA touches, re-entry zones, extreme candles, and volatility expansions. This combination helps traders identify institutional footprints, multi-timeframe confluence, and displacement-based setups with high clarity.
Pine Script® 인디케이터
padencodex의
2
Ichimoku + VWAP + OBV + ATR Full System (NQ Daytrade)This script provides optimized scalping signals for BTC, designed mainly for the 15-minute timeframe. Long/short entries are generated using VWAP band position and trend confirmation logic. OBV momentum is used as a secondary filter to validate breakout or reversal conditions. Exit signals are displayed when volatility compression or mean-reversion conditions occur. Simple visual markers (triangles and circles) are included for easy decision-making. 롱/숏 삼각형 시그널 동그라미 청산 시그널 VWAP 밴드 기반 방향성 OBV 보조지표 이름 (Name) BTC Scalping Signal – VWAP + OBV 짧은 설명 (Short Description) VWAP 밴드와 OBV를 기반으로 방향성, 진입·청산 시그널을 제공하는 스캘핑 지표입니다. 긴 설명 (Long Description) 이 지표는 BTC 단기 스캘핑을 위해 설계된 것으로, 특히 15분봉 환경에 최적화되어 있습니다. VWAP 밴드의 위치와 추세 판별 로직을 기반으로 롱·숏 진입 신호를 제공합니다. OBV 모멘텀을 보조 필터로 사용하여 돌파 및 되돌림 가능성을 판단합니다. 시장 변동성이 축소되거나 평균회귀 신호가 감지될 때 청산 시그널을 표시합니다. 삼각형(진입), 원형(청산) 등 직관적 시각 요소를 통해 빠른 의사결정을 지원합니다.
Pine Script® 인디케이터
ninnikuya2294의
Shannon Entropy (Quant Lab)🟦 Shannon Entropy = The level of "order" or "chaos" in the market. This indicator gives you the answer to the question: "Is the market currently orderly and understandable, or is it random and chaotic?" No other classical indicator can accurately show this. The value of Entropy is between 0 and 1: ⸻ 🟩 1) Entropy = 0.0 – 0.3 → Structured, orderly, readable market During these periods, the price: • A trend forms • Ranges work clearly • Patterns (head & shoulders, flag, triangle) form smoothly • Systems like Z-score, VWAP, EMA work very cleanly • Data for modeling (algorithmic strategies, ML) is high quality Think of this region as follows: The market "works according to rules," it's easy to trade. ⸻ 🟧 2) Entropy = 0.3 – 0.7 → Normal behavior region In this region: • Neither too orderly nor too chaotic • Most systems operate at an average rate • We can say the market is healthy It is tradable; however, the conditions are not perfect. ⸻ 🟥 3) Entropy = 0.7 – 1.0 → Chaos / Noise / Manipulation region This is the MOST DANGEROUS REGION OF THE MARKET. What happens? • Prices jump randomly left and right. • Wicks increase excessively. • Fake breakouts multiply. • The win rate of strategies decreases. • Trend-following systems constantly generate "false signals." • Even mean-reversion systems are caught off guard. • ML models learn junk data during these periods. • Generally, news, liquidation cascades, and manipulation periods increase entropy. This period perfectly illustrates: "There is no logic in this market right now — it's moving randomly." Therefore, it's a period where you need to be very careful: Reduce position size. • Trade less. • Avoid unnecessary risks. • Tighten stop losses. • Don't use leverage. This is your risk alert panel. ⸻ 🔥 The real superpower Entropy gives you: Trend selection and system selection Entropy → Determines which strategy you will use. ✔ Low Entropy → Trend following or mean-reversion that works like a toy ✔ High Entropy → Even opening a trade is risky ✔ Normal Entropy → Most strategies work Building a strategy without this information is unprofessional. ⸻ 🧠 Critical summary (you can even copy and paste it as a description in TradingView): Low entropy → market is structured, patterns & trends are reliable High entropy → market is chaotic, noisy, unpredictable; avoid aggressive trading Entropy tells you if your strategy has a high chance or low chance of working ⸻ 🟦 Signals Entropy gives in practice: 🔹 Entropy is falling → The market is stabilizing → A major trend or strong move is approaching. 🔹 Entropy is rising → The market is becoming chaotic → Sudden spike, a period of trading in prayer mode, extra risk. 🔹 Low Entropy + VR > 1 + High ER → FULL TREND MARKET A true “trend paradise” period. 🔹 Low Entropy + VR < 1 + High FDI → RANGE MARKET A paradise of mean reversion. 🔹 High Entropy + High VoV → DANGEROUS PERIOD Big explosions, news, and liquidations happen here. ⸻ ⭐ IN SHORT: Entropy = an indicator of how randomly the market behaves. • 0–0.3 → regular, good, reliable market • 0.3–0.7 → normal market • 0.7–1.0 → chaotic, dangerous market It tells you at a glance whether you should trade during this period or not.
Pine Script® 인디케이터
akmans의
Lead/Lag Correlation (Quant Lab)How to use it? (Briefly) • otherSymbol: The asset you think could be the leader • Example: If you are on a BTC chart → BINANCE:ETHUSDT, TOTAL3, USDT.D etc. • lagBars: • If you say 5: You are looking to see if there is a correlation between the movement of the other instrument 5 bars ago and your current movement. • In other words, is the other one leading? • corr (green/red line): • Close to +1 → strong positive correlation • Close to -1 → strong negative correlation • Close to 0 → no correlation Lead/Lag interpretation: • If the correlation is high for a specific lagBars (e.g., 0.7+): ➜ The otherSymbol you chose could be a strong "leader" for your current chart. In other words, its movement 5 bars ago is now explaining yours.
Pine Script® 인디케이터
akmans의
Rolling Skewness & Kurtosis (Quant Lab)🔹 Skewness (Asymmetric Risk) • Skew > 0 (green) → Right tail heavier: • More frequent positive extreme movements • Higher probability of pump/sharp rally • Skew < 0 (red) → Left tail heavier: • Higher risk of crash, dump, liquidation • Skew ≈ 0 → Distribution is symmetrical, neither right nor left side is dominant 🔹 Excess Kurtosis (Intensity of Extreme Movements) • Kurt > 0 → Fat tails: • More extreme movements compared to a normal distribution • Increased risk of unexpected large spikes, flash moves • Kurt < 0 → Thin tail: • More “calm” distribution, fewer extreme movements This pair tells you: “Which direction could this instrument explode in right now? and has the intensity of extreme movements increased?”
Pine Script® 인디케이터
akmans의
Fractal Dimension (Katz, Quant Lab)This indicator estimates the Katz Fractal Dimension of the price series over a rolling window. It computes: • L = sum of absolute price changes within the window • d = maximum distance between any point and the first point in the window • n = window length Then applies Katz’s formula: FDI = ln(n) / (ln(n) + ln(d / L)) The resulting Fractal Dimension typically lies between 1.0 and 2.0: • FDI ≈ 1.0–1.3 → Strong, directional trend (low randomness) • FDI ≈ 1.3–1.5 → Mixed / transitional behavior • FDI ≈ 1.5–2.0 → Noisy, choppy, mean-reverting / range market
Pine Script® 인디케이터
akmans의
Variance Ratio & Efficiency Ratio (Quant Lab)1️⃣ Variance Ratio (VR) Formula: VR ≈ Var(q-step returns) / (q × Var(1-step returns)) Interpretation: • VR ≈ 1 → The market is like a random walk; neither trend nor mean-reversion is dominant. • VR > 1 → Trend behavior is dominant. • Trend-following systems (EMA, Supertrend, breakout) work better. • VR < 1 → Mean-reversion is dominant. • Range/reversal strategies (Z-score, Bollinger fade, RSI reversal) work better. In short: • VR > 1 → Trending market • VR < 1 → Mean-reverting market This tells you: “Should I build a trend system or a mean-reversion system for this instrument?” ⸻ 2️⃣ Efficiency Ratio (ER) Formula logic: ER = |Close_now – Close_n-bars-ago| / Σ|Close_i – Close_{i+1}| In other words: • Numerator → Net movement over N bars • Denominator → Total noise over N bars Interpretation: • ER ≈ 1 → The price has moved in almost a straight line in one direction. → The trend is very efficient, noise is low. • ER ≈ 0 → The price has fluctuated a lot but hasn't gone anywhere definitively. → A complete noise/range market. This tells you: “How clear is the trend in this last N bars, and how much noise is there?” ⸻ 🔥 The intelligence provided by both together: • VR > 1 and ER is high (0.6–1.0) → ➜ Strong, high-quality trend. Golden age for trend-following. • VR > 1 but ER is low (0.2–0.4) → ➜ Trend exists but there is a lot of noise, many fake movements. • VR < 1 and ER is low → ➜ Net range / sideways market. Ideal for mean-reversion.
Pine Script® 인디케이터
akmans의
Rolling Z-Score (Quant Lab)What does this Z-Score measure? • src (default = close) → the value of the series you selected • len → the window you are measuring based on the average of the last few bars • Z ≈ 0 → price close to the average • Z > 2 → price 2 standard deviations above the average (extremely positive deviation) • Z < -2 → 2 standard deviations below the average (extremely negative deviation) In modern mean-reversion strategies: • Z > +2 → short / take profit candidate • Z < –2 → long / dip buy candidate
Pine Script® 인디케이터
akmans의
Standard Deviation Levels with Settlement Price and VolatilityStandard Deviation Levels with Settlement Price and Volatility. This indicator plots the standard deviation levels based on the settlement price and the implied volatility. It works for all Equity Stocks and Futures. For Futures Symbol Volatility Symbol (Implied Volatility) NQ VXN ES VIX YM VXD RTY RVX CL OVX GC GVZ BTC DVOL The plot gives you an ideas that the price has what probability staying in the range of 1SD,2SD,3SD ( In normal distribution method) Please provide the feedback or comments if you find any improvements
Pine Script® 인디케이터
ASstocks의
In-Range Rolling SL In-Range Rolling SL Indicator Guide The In-Range Rolling SL indicator is a dynamic stop-loss system designed for intraday trading that identifies squeeze conditions and trade entry opportunities based on rolling price windows. Core Concept The indicator analyzes the highest high and lowest low over a defined lookback period (default: 2 candles) to establish an "in-range" zone. When price stays within this range without breaking either boundary, it creates a squeeze condition—signaling potential breakout opportunities. Trading Strategy Wait for the Squeeze Setup The most effective approach is to wait for the in-range stop-loss squeeze to form. This occurs when both the long SL (green line) and short SL (red line) are active simultaneously, indicated by the yellow status dot (🟡) in the indicator table. Analyze the wick high/close relationship against the in-range SL while price remains compressed—this setup identifies which side is more likely to break first. Entry Timing and Risk Management Long Entry: Enter when a candle closes above the in-range short SL (red line) without any wick above it. This "perfect breakout candle" confirms bullish momentum. Your entry should be around the region, with your stop-loss placed just below the top of the breakout candle's high. Short Entry: Enter when a candle closes below the in-range long SL (green line). The stop-loss for short trades should be set 34.26 points above your entry for appropriate risk protection. Risk-Reward Considerations If you enter at the low of a breakout candle, expect only 8.26 points of drawdown potential. However, if you accidentally go long and your stop gets hit, you'll experience the full in-range stop-loss distance as your loss. Advanced Techniques Failed Breakout Trap: If a follow-up candle doesn't make a higher high after the initial breakout, consider adding a "winner" for compensation rather than holding for a trap. When your buy-stop sits on top of the breakout candle high, this isn't a valid long trade setup. Flip Trade Opportunity: In-range stop-loss attempts to flip often provide ideal entry points. If the up candle doesn't break the previous low, this validates the long continuation. Long Scalp Trading: A failed long scalp can be traded if you missed the initial market open down-up-down trend. With a stop-loss of 34 points and potential profit exceeding 50 points, this provides favorable risk-reward ratios. Sustained Loss Management: Stop-loss for long positions should target 26 points maximum loss. The indicator automatically invalidates stop-losses when price violates them, keeping your chart clean for the next setup. ------------------------- In-Range Rolling SL Indicator Guide The In-Range Rolling SL indicator is a dynamic stop-loss system designed for intraday trading that identifies squeeze conditions and breakout opportunities based on rolling price windows. How the Indicator Works The indicator tracks the highest high and lowest low over your selected lookback period (default: 2 candles) to establish dynamic support and resistance levels. These levels create an "in-range" zone that adapts as new price action develops. Visual Components Green Line (Long SL): The rolling window's lowest low - your stop-loss level for long positions Red Line (Short SL): The rolling window's highest high - your stop-loss level for short positions Status Indicators: 🟡 Yellow: Squeeze condition (both SLs active) 🟢 Green: Long-only setup 🔴 Red: Short-only setup ⚪ White: Neutral (no active SLs) The Squeeze Setup Strategy Step 1: Wait for the Squeeze The most effective way to use the In-Range Rolling SL is to wait for the in-range stop-loss squeeze to form. During the squeeze, both the green and red lines are active, meaning price has stayed within the rolling window without breaking either boundary. This compression phase indicates that it's "go time" to prepare your trade. While in the squeeze, analyze the wick high/close relationship against the in-range SL levels. This analysis helps you determine which side is more likely to split when the breakout occurs. Step 2: Identify the Perfect Breakout Long Breakout: A perfect breakout candle should close above the in-range stop-loss high (red line) without any wick above it. This clean breakout demonstrates strong momentum and reduces the risk of a false breakout. Short Breakout: Look for a candle that closes below the in-range SL low (green line), indicating a short-side trade is coming up. Step 3: Entry Execution Long Entry: Your entry should be around the region of the breakout. Position your stop-loss just below the top of the breakout candle's high. This placement protects you from failed breakouts while giving the trade room to develop. Short Entry: Enter as the candle closes below the in-range SL low. The stop-loss for short-side trades is typically 34.26 points of potential loss based on the indicator's measurements. Risk-Reward Analysis Entry at Breakout Low If you enter here at the low of the breakout candle, you're looking at only 8.26 points of drawdown potential. This represents your best-case entry scenario. Accidental Wrong-Side Entry However, if you accidentally go long here and your stop gets hit, you'll experience the full in-range stop-loss distance as your loss. This emphasizes the importance of waiting for clear breakout confirmation. Long Scalp Opportunity A failed long scalp can be traded here if you missed the market open down-up-down trend. With a stop-loss of 34 points and potential profit greater than 50 points, this setup offers a favorable risk-reward ratio of approximately 1:1.5. Advanced Trade Management Failed Breakout Recognition Follow-Up Candle Validation: If a follow-up candle did not make a higher high than the breakout candle, this could be a trap. Your buy-stop on top of the breakout candle high is not a valid long trade setup in this scenario. Consider adding a "winner" for compensation rather than holding through the potential reversal. Flip Trade Opportunities In-range stop-loss tries to flip to the other side often provide excellent entries. If the up candle did not break the previous low, this validates the long continuation and suggests the squeeze is resolving to the upside. Sustained Position Management Stop-Loss Guidelines: Stop-loss for long positions should be 26 points of maximum loss. The indicator table displays the delta (Δ) showing your real-time distance to the active stop-loss, helping you manage risk dynamically. Entry Timing: Your entry should be around the region where the breakout confirms, rather than chasing price after a large move. In order to prepare your trade, position your stop-loss on top of the breakout candle's high for long trades. Practical Example from the Chart Looking at the MNQ1! chart, you can see multiple squeeze formations throughout the session. The most notable sequence shows: An initial downtrend creating a squeeze setup A perfect breakout candle closing above the red line without upper wick The subsequent candle validating the move Later, a failed breakout attempt that created a short opportunity Multiple flip attempts that provided re-entry points for scalpers The indicator's table in the top-right continuously updates with the current SL levels, gap size, candle size, and delta values - giving you all the information needed to assess each trade's risk-reward profile in real-time.
Pine Script® 인디케이터
DeLeBlanc의
SCOTTGO Advanced MACD🌟 Custom MACD: Enhanced Visuals & Crossover Signals This indicator is a highly customized version of the traditional Moving Average Convergence Divergence (MACD) oscillator, designed to provide clear, immediate visual confirmation of signal line crossovers and zero-line crossings. Core Features: MACD Crossover Shadow Fill: The area between the MACD line and the Signal line is filled with a customizable shadow. This instantly visualizes whether the MACD is above (bullish crossover) or below (bearish crossover) the Signal line. Signal Crossover Markers (Arrows & Dots): Crossover Dot: A small, configurable solid dot is plotted exactly at the point where the MACD and Signal lines intersect, providing pinpoint accuracy for the crossover event. Crossover Arrows: Customizable up (green) and down (red) arrows are plotted using a small numerical offset from the crossover point, ensuring visibility without cluttering the indicator lines. Zero-Line Crossing Markers: Distinct, small markers (circles/diamonds) are used to signal when the MACD line crosses the zero line, indicating a shift in momentum relative to the baseline. Customizable MA Type: The user can select either Exponential Moving Average (EMA) or Simple Moving Average (SMA) for both the MACD oscillator calculation and the signal line calculation. This indicator is ideal for traders who rely on MACD crossovers and require precise, configurable visual feedback directly on the chart.
Pine Script® 인디케이터
SCOTTGO의
Volatility Value BandsThis indicator is a modern adaptation of Mark Helweg's original Value Charts concept, focused on visually displaying volatility zones and "extreme value" areas directly on the price chart. It does not replicate the original work but draws inspiration from the logic of normalizing price by volatility to highlight statistically stretched regions. 1. Introduction This study displays three lines directly on the chart: - a central reference line (base), - an upper overvaluation band, - and a lower undervaluation band. The bands are calculated from the relationship between price, moving average, and volatility (via true range/ATR), following Mark Helweg's Value Charts concept but with a custom implementation and adjustable parameters for different assets and timeframes. This allows objectively visualizing when price is in a statistically extended region relative to its recent behavior. 2. Key Features - Volatility-normalized base The indicator converts price deviation into "value units" using a combination of moving average and smoothed volatility (true range/ATR), making levels comparable across different assets and time horizons. - Auto-adjusting limits (optional) An automatic mode can calculate upper and lower limits from recent value unit extremes, using a configurable sampling window and percentile, allowing bands to adapt to the current volatility regime without manual recalibration. - Direct plot on price chart The three lines (central, upper, and lower) are drawn directly on the main asset chart (`overlay`), making it easy to read context: it's clear when price "touches" or breaks the volatility bands without switching to a separate pane. - Flexible parameters Users can control: - base moving average period (length) - volatility factor (manual or automatic) - independent windows for volatility and limits calculation - limits mode (auto or manual) and percentile used This allows adapting behavior to different markets (stocks, indices, forex, crypto). 3. How to Use - Basic interpretation - When price approaches or exceeds the upper band, it indicates a statistically overvalued zone where the asset is stretched upward relative to recent volatility. - When price approaches or exceeds the lower band, it indicates a statistically undervalued zone. - The central line serves as a reference for recent "average value," derived from the base moving average. - Recommended initial setup - Choose the Value Chart period (e.g., 144 bars) for the base. - Enable automatic limits mode for coherent bands matching the asset's volatility. - Adjust the limits window and percentile for tighter bands (more signals) or wider bands (fewer but more extreme). - Best practices - Use bands as context filters, not standalone buy/sell signals. Combine with trend, market structure, or other confirmation indicators. - Avoid decisions solely because price touched a band; in strong trends, price can "walk the edge" for extended periods. - Always follow TradingView community rules when publishing: clearly state in the description that the study is "inspired by Mark Helweg's Value Charts concept," without claiming official status, reproducing proprietary code, or violating copyrights.
Pine Script® 인디케이터
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