Mulakan

Penunjuk dan strategi

Pring Special K|a2m# 📈 Pring Special K | a2m The **Pring Special K (PSK)** is a momentum indicator developed by **Martin Pring**, designed to capture both short-term and long-term market cycles in one oscillator. This version includes **customizable smoothing** and **Bollinger Bands** for enhanced visualization of momentum shifts. --- ## 🏷️ Tagline **“Multi-cycle momentum oscillator with smoothing & Bollinger Bands for trend confirmation and early reversals.”** --- ## 📄 Short Description The Pring Special K blends **short-term and long-term ROC cycles** into one powerful momentum oscillator. This version adds **SMA, EMA, WMA, RMA, VWMA smoothing options** and optional **Bollinger Bands**. Use it to: - Confirm **long-term trends** - Spot **early reversals** - Identify **divergences around the zero line** --- ## ⚙️ Features ✅ **Core PSK Calculation** (Martin Pring’s weighted ROC methodology) ✅ **Momentum Color-Coding** → Green (bullish) / Red (bearish) ✅ **Smoothing Options** → SMA, EMA, WMA, SMMA (RMA), VWMA ✅ **Optional Bollinger Bands** (with adjustable length & StdDev multiplier) ✅ **Zero Line Reference** for trend confirmation --- ## 🎛️ User Inputs - **Source** → Default: `close` - **Type** → `"None"`, `"SMA"`, `"SMA + Bollinger Bands"`, `"EMA"`, `"SMMA (RMA)"`, `"WMA"`, `"VWMA"` - **Length** → Default: `20` - **BB StdDev** → Default: `2.0` (active only with SMA + Bollinger Bands) --- ## 📊 How to Use 1. **Trend Identification** - PSK rising above 0 → Long-term uptrend - PSK falling below 0 → Long-term downtrend 2. **Momentum Shifts** - Watch PSK crossing its **smoothing MA** for entry/exit signals. - Bollinger Bands help spot **momentum extensions** or **contractions**. 3. **Divergences** - Compare PSK vs. price swings to catch early **trend reversals**. --- ## 🖼️ Visual Guide - **Green PSK Line** → Bullish momentum - **Red PSK Line** → Bearish momentum - **Blue Line** → Smoothing MA - **Shaded Green Bands** → Bollinger Bands (if enabled) - **Gray Dotted Line** → Zero momentum baseline ---
Penunjuk Pine Script®
oleh ask2maniish
Donchian Squeeze Oscillator# Donchian Squeeze Oscillator (DSO) - User Guide ## Overview The Donchian Squeeze Oscillator is a technical indicator designed to identify periods of low volatility (squeeze) and high volatility (expansion) in financial markets by measuring the distance between Donchian Channel bands. The indicator normalizes this measurement to a 0-100 scale, making it easy to interpret across different timeframes and instruments. ## How It Works The DSO calculates the width of Donchian Channels as a percentage of the middle line, smooths this data, and then normalizes it using historical highs and lows over a specified lookback period. The result is inverted so that: - **High values (80+)** = Narrow channels = Low volatility = Squeeze - **Low values (20-)** = Wide channels = High volatility = Expansion ## Key Parameters ### Core Settings - **Donchian Channel Period (20)**: The number of bars used to calculate the highest high and lowest low for the Donchian Channels - **Smoothing Period (5)**: Applies moving average smoothing to reduce noise in the oscillator - **Normalization Lookback (200)**: Historical period used to normalize the oscillator between 0-100 ### Threshold Levels - **Over Squeeze (80)**: Values above this level indicate strong squeeze conditions - **Over Expansion (20)**: Values below this level indicate strong expansion conditions ## Reading the Indicator ### Color Coding - **Red Line**: Squeeze condition (above 80 threshold) - Markets are consolidating - **Orange Line**: Neutral/trending condition with upward momentum - **Green Line**: Expansion condition or downward momentum ### Visual Elements - **Red Dashed Line (80)**: Squeeze threshold - potential breakout zone - **Gray Dotted Line (50)**: Middle line - neutral zone - **Green Dashed Line (20)**: Expansion threshold - high volatility zone - **Red Background**: Highlights active squeeze periods ## Trading Applications ### 1. Breakout Trading - **Setup**: Wait for DSO to reach 80+ (squeeze zone) - **Entry**: Look for breakouts when DSO starts declining from squeeze levels - **Logic**: Prolonged low volatility often precedes significant price movements ### 2. Volatility Cycle Trading - **Squeeze Phase**: DSO > 80 - Prepare for potential breakout - **Breakout Phase**: DSO declining from 80 - Trade the direction of breakout - **Expansion Phase**: DSO < 20 - Expect trend continuation or reversal ### 3. Trend Confirmation - **Orange Color**: Suggests bullish momentum during expansion - **Green Color**: Suggests bearish momentum or consolidation - Use in conjunction with price action for trend confirmation ## Best Practices ### Timeframe Selection - **Higher Timeframes (Daily, 4H)**: More reliable signals, fewer false breakouts - **Lower Timeframes (1H, 15M)**: More frequent signals but higher noise - **Multi-timeframe Analysis**: Confirm squeeze on higher TF, enter on lower TF ### Parameter Optimization - **Volatile Markets**: Increase Donchian period (25-30) and smoothing (7-10) - **Range-bound Markets**: Decrease Donchian period (15-20) for more sensitivity - **Trending Markets**: Use longer normalization lookback (300-400) ### Signal Confirmation Always combine DSO signals with: - **Price Action**: Support/resistance levels, chart patterns - **Volume**: Confirm breakouts with increasing volume - **Other Indicators**: RSI, MACD, or momentum oscillators ## Alert System The indicator includes built-in alerts for: - **Squeeze Started**: When DSO crosses above the squeeze threshold - **Expansion Started**: When DSO crosses below the expansion threshold ## Common Pitfalls to Avoid 1. **False Breakouts**: Don't trade every squeeze - wait for confirmation 2. **Parameter Over-optimization**: Stick to default settings initially 3. **Ignoring Market Context**: Consider overall market conditions and news 4. **Single Indicator Reliance**: Always use additional confirmation tools ## Advanced Tips - Monitor squeeze duration - longer squeezes often lead to bigger moves - Look for squeeze patterns at key support/resistance levels - Use DSO divergences with price for potential reversal signals - Combine with Bollinger Band squeezes for enhanced accuracy ## Conclusion The Donchian Squeeze Oscillator is a powerful tool for identifying volatility cycles and potential breakout opportunities. Like all technical indicators, it should be used as part of a comprehensive trading strategy rather than as a standalone signal generator. Practice with the indicator on historical data before implementing it in live trading to understand its behavior in different market conditions.
Penunjuk Pine Script®
oleh cgrmetin
Trend Display Table (with Change Alerts)📌 Indicator: Trend Display Table (with Change Alerts) This indicator helps identify trend direction based on a 15-minute 20 SMA compared against a 10 EMA applied to that SMA. Trend Logic: Bullish → 20 SMA crosses above 10 EMA (on SMA values) Bearish → 20 SMA crosses below 10 EMA (on SMA values) Neutral → No crossover (trend continues from previous state) Display: A compact trend table appears on the chart (top-right), showing the current trend with customizable colors, font size, and background. Alerts: Alerts are triggered only when the trend changes (from Bullish → Bearish or Bearish → Bullish). This prevents repeated alerts on every bar. ✅ Useful for: Confirming higher timeframe trend bias Filtering trades in choppy markets Getting notified instantly when the trend flips
Penunjuk Pine Script®
oleh rishabh22rathi
Realized Volatility (StdDev of Returns, %)Realized Volatility (StdDev of Returns, %) This indicator measures realized (historical) volatility by calculating the standard deviation of log returns over a user-defined lookback period. It helps traders and analysts observe how much the price has varied in the past, expressed as a percentage. How it works: Computes close-to-close logarithmic returns. Calculates the standard deviation of these returns over the selected lookback window. Provides three volatility measures: Daily Volatility (%): Standard deviation over the chosen period. Annualized Volatility (%): Scaled using the square root of the number of trading days per year (default = 250). Horizon Volatility (%): Scaled to a custom horizon (default = 5 days, useful for short-term views). Inputs: Lookback Period: Number of bars used for volatility calculation. Trading Days per Year: Used for annualizing volatility. Horizon (days): Adjusts volatility to a shorter or longer time frame. Notes: This is a statistical measure of past volatility, not a forecasting tool. If you change the scale to logarithmic, the indicator readibility improves. It should be used for analysis in combination with other tools and not as a standalone signal.
Penunjuk Pine Script®
oleh risk_alpha
Alexmoku Genesis v0.2.6 — Runtime BulletproofAlexmoku Genesis v0.2.6 – Reinventing Ichimoku with Precision and Intelligence Built by Alex • Engineered for traders who demand more than lagging clouds 🔬 Overview Alexmoku Genesis is a ground-up reimagining of the traditional Ichimoku system — retaining its philosophical foundations of harmony, balance, and structure, while infusing it with modern logic, advanced volatility modeling, and AI-aligned signal classification. This is not your grandfather’s Ichimoku. Genesis transforms it into a forward-sensing, volatility-aware system that adapts in real time and guides discretionary and algorithmic traders alike with smarter signals, predictive structure, and built-in trade intelligence. ⚙️ Core Enhancements 📐 Volatility-Responsive Smoothing Tenkan-sen and Kijun-sen lengths are dynamically adjusted based on recent price volatility (ATR-based). Prevents overreaction in choppy markets and improves responsiveness during strong trends. 🌀 Adaptive Cloud Projection Span A and Span B are still projected 52 periods forward — but cloud width adapts to market rhythm, not just static values. 🕵️ Enhanced Chikou Span (CKS+) Chikou logic is upgraded to emphasize structure interaction, not just simple price overlay. Useful for identifying support/resistance echoes and divergence validation. 🌐 Multi-Timeframe Cloud Awareness (Genesis Core) Internal alignment checks between higher and lower timeframe Kumo positioning. Future module support for overlaying MTF clouds. 🔖 Signal Classifier Engine (Experimental) Each major structure event is tagged with signal intent: 📦 prep 🚀 launch 🔁 reversion 🪤 trap Enables faster discretionary reads or future automation. 🧠 Trust Score Logic (Coming soon) Future versions will assign numerical trust scores (1–10) to trade setups based on confluence. 🧰 Settings 🔧 Volatility Scaling Factor – Adjusts how reactive the indicator is to volatility. Default: 300. 🌫 Displacement (Kumo) – Cloud projection forward. Default (and required): 52. ⛅ Cloud Display Toggle – Show/hide Kumo visuals without affecting logic. ⚡️ Future expansion modules already scaffolded (MTF overlays, color-coded signal classifiers, Trust Score engine, etc.) 🧘 Philosophy Behind the System "This isn’t just about catching runners — it’s about becoming the kind of person who can trade with clarity, peace, and precision." Alexmoku Genesis reflects the W.E.A.L.T.H. System's holistic philosophy: Wealth Engineered Algorithmic Leveraged Trading Holistically Trading isn't just a strategy. It's a mirror. Genesis is designed to train both your execution and your awareness. ⚠️ Disclaimer This tool is designed for experienced technical traders and is still in active development. Use judgment and proper risk management. This is not financial advice.
Penunjuk Pine Script®
oleh Alex_A74
Clean Volume Bars (Green/Red + Above Avg Highlight)📊 Clean Volume Bars (Green/Red + Above Avg Highlight) This script provides a clearer view of market volume by combining standard green/red volume bars with dynamic highlights for above-average activity. Features: ✅ Green / Red Volume Bars – standard visualization: Green when the candle closes higher than it opened Red when the candle closes lower than it opened ✅ Average Volume Line – a simple moving average (default 20 periods) to track relative volume. ✅ Above Average Highlights – bars that exceed the average volume are emphasized: White for above-average bullish volume Black for above-average bearish volume How to Use: Look for white volume spikes during up candles → potential strong bullish activity. Watch for black volume spikes during down candles → potential strong bearish pressure. Combine with price action, trend, or other indicators for confluence (this is not a standalone trading system).
Penunjuk Pine Script®
oleh melospoker80
Fibonacci Zone + EMA RibbonThis script combines two well-known concepts into a single indicator: the Fibonacci Zone and the EMA Ribbon. The Fibonacci Zone highlights potential support and resistance levels derived from recent price ranges, helping traders identify key breakout or reversal areas. The EMA Ribbon overlays multiple exponential moving averages, providing a clear visual representation of market trend and momentum. Together, these two tools allow traders to assess both dynamic support/resistance and trend direction at a glance, making it easier to spot confluence zones and high-probability trading opportunities. This indicator can be effectively applied on shorter timeframes such as 5m, 15m, or 30m for active trading. For additional confirmation of medium- to long-term trend direction, it is recommended to complement it with the 20-period SMA from the 4H timeframe.
Penunjuk Pine Script®
oleh Lucky_Turtle
Inside Candle DivergenceStudy Material: Inside Candle Divergence Indicator (aiTrendview) 1. Introduction The Inside Candle Divergence Indicator is a custom tool built on TradingView using Pine Script. It is designed to help traders identify potential reversal points or trend continuations using a mix of candlestick analysis, RSI (Relative Strength Index), VWAP (Volume Weighted Average Price), Pivot Points, and Volume analytics. The tool also provides a dashboard table on the chart, summarizing all key values in a single glance for traders and analysts. This indicator is not just a signal generator but also an educational framework—explaining how different concepts in technical analysis combine to build a systematic approach for market entries and exits. ________________________________________ 2. Core Concepts Behind the Tool A. Inside Candle Pattern An Inside Candle forms when the current candle’s high is lower than or equal to the previous candle’s high, and the low is higher than or equal to the previous candle’s low. • This means the entire price action of the current candle is "inside" the range of the previous candle. • A bullish inside candle occurs when the close is higher than the open. • A bearish inside candle occurs when the close is lower than the open. This pattern shows market indecision but also sets up potential breakouts or trend reversals. ________________________________________ B. RSI (Relative Strength Index) The indicator calculates RSI using the formula from the ta.rsi() function in TradingView. RSI helps measure momentum in the market. • A low RSI (below 25) signals an oversold zone → possible buy. • A high RSI (above 75) signals an overbought zone → possible sell. By combining RSI with the Inside Candle, the indicator ensures that signals are triggered only when momentum and price patterns confirm each other. ________________________________________ C. Buy & Sell Signals • Buy Signal: Triggered when RSI < Buy Level (default 25) and a bullish inside candle forms. • Sell Signal: Triggered when RSI > Sell Level (default 75) and a bearish inside candle forms. When triggered, the chart displays a BUY (green label below candle) or SELL (red label above candle) marker. The indicator also saves the entry price and signal bar for future reference inside the dashboard. ________________________________________ D. VWAP (Volume Weighted Average Price) VWAP is calculated using the typical price (H+L+C)/3 and weighting it by volume. • VWAP shows the average trading price weighted by volume, widely used by institutions. • The tool calculates the distance of price from VWAP in % terms. • If price is far above VWAP, the market may be overheated (overbought). If far below, it may be undervalued (oversold). ________________________________________ E. Volume Analysis The tool splits volume into Buy Volume and Sell Volume: • Buy Volume: If close > open. • Sell Volume: If close ≤ open. • Cumulative totals are maintained, and percentages are calculated to show what proportion of total market volume is bullish vs bearish. • A progress bar style visual (using blocks █) shows the dominance of buyers or sellers. This allows traders to quickly measure whether buyers or sellers are controlling the market trend. ________________________________________ F. Daily Pivot Points Pivot Points are calculated using the previous day’s high, low, and close: • Pivot = (High + Low + Close) / 3 • R1, S1, R2, S2, R3, S3 levels are derived from this pivot. • These levels act as support and resistance zones. The script plots Pivot, R1, and S1 lines on the chart for easy reference. ________________________________________ G. Trend Direction The indicator checks where the price is compared to R1 and S1: • If price > R1 → Bullish Trend • If price < S1 → Bearish Trend • Otherwise → Neutral Trend The trend direction is displayed in the dashboard with arrows (↑, ↓, →). ________________________________________ H. Price Change Calculation The tool calculates: • Price Change = Current Close – Previous Close • Percentage Change = (Change / Previous Close) × 100 • Displays ▲ (green upward) or ▼ (red downward) with the exact percentage. This gives traders a quick snapshot of intraday price movement. ________________________________________ I. Dashboard Table One of the most powerful features is the real-time dashboard table shown on the chart. It contains: 1. Symbol & Price Info (Current ticker, price, change %) 2. RSI Reading (with color coding: green for oversold, red for overbought) 3. VWAP and Distance from VWAP 4. Volume Analysis with Progress Bar (Buy vs Sell %) 5. Pivot Levels (Pivot, R1, S1) 6. Trend Direction (Bullish, Bearish, Neutral) 7. Signal Status (Last Buy/Sell signal with entry price) This reduces the need for multiple indicators and gives traders a command-center view directly on the chart. ________________________________________ J. Alerts The tool generates alerts whenever a Buy or Sell condition is met. Traders can set up TradingView alerts to be notified instantly when: • Buy Signal Alert → RSI oversold + Bullish inside candle • Sell Signal Alert → RSI overbought + Bearish inside candle This ensures no opportunity is missed even if you’re not actively monitoring the chart. ________________________________________ K. Background Highlights The chart background also changes faintly (light green or light red) when a Buy or Sell condition is triggered. This gives traders visual confirmation along with signals and alerts. ________________________________________ 3. Practical Use of This Tool • Scalpers & Intraday Traders can use it for quick momentum-based entries. • Swing Traders can use the RSI + Inside Candle + Pivot Points to find medium-term reversals. • Analysts can use the dashboard for real-time summaries in reports. • Volume Analysis helps understand institutional activity. Remember: This is not a standalone holy grail. It must be used with proper risk management and confirmation from higher timeframes. ________________________________________ 4. Strict Disclaimer (aiTrendview) ⚠️ Disclaimer from aiTrendview: This indicator is designed for educational and analytical purposes only. It is not financial advice or a guaranteed trading strategy. Markets are inherently risky and unpredictable; past performance of indicators does not ensure future results. Trading involves risk of financial loss, and traders must use proper risk management, stop-loss, and independent judgment. aiTrendview strictly follows TradingView.com rules and compliance guidelines. Any misuse of this tool, its code, or analytical features for unauthorized commercial purposes, false promises, or misleading activities is strictly discouraged. The creators of this script and aiTrendview will not be responsible for any losses, damages, or misuse arising from its application. Always trade responsibly and only with money you can afford to lose. ________________________________________
Penunjuk Pine Script®
oleh aiTrendview-Charting-System
Adaptive Square Levels (Prev + Curr Month, Big Labels)Title: 🔢 Adaptive Square Levels — Monthly Precision Trendlines Description: The Adaptive Square Levels indicator dynamically plots mathematical square number levels based on the first trading day’s open of each month. 📌 Key Features: Plots horizontal trendlines aligned with the nearest square number to the monthly open. Automatically generates ±10 additional square levels above and below that anchor. Shows current month and previous month levels only, keeping the chart clean. Special highlight: levels that are squares of multiples of 3 (9, 36, 81…) appear in orange for easy recognition. The nearest square line is bold and labeled with a ★ star, making it instantly stand out. Labels use large fonts, ensuring values are clearly visible alongside price scale. 📊 How It Works: At the first bar of each new month, the script locks the opening price. It finds the nearest perfect square to that open. The indicator then plots horizontal levels extending across the month (finite lines, not rays). At month change, previous month levels are fixed and new levels start fresh. ⚡ Use Cases: Identify natural mathematical zones of support/resistance. Compare current vs. previous month’s adaptive levels. Use as confluence with price action or other technical tools. ⚠️ Disclaimer: This script is for educational and analytical purposes only. It is not financial advice. Trading involves risk, and past levels or patterns do not guarantee future performance. Always use with proper risk management.
Penunjuk Pine Script®
oleh civiljeeva
3
Mikula's Master 360° Square of 12Mikula’s Master 360° Square of 12 An educational W. D. Gann study indicator for price and time. Anchor a compact Square of 12 table to a start point you choose. Begin from a bar’s High or Low (or set a manual start price). From that anchor you can progress or regress the table to study how price steps through cycles in either direction. What you’re looking at : Zodiac rail (far left): the twelve signs. Degree rail: 24 rows in 15° steps from 15° up to 360°/0°. Transit rail and Natal rail: track one planet per rail. Each planet is placed at its current row (℞ shown when retrograde). As longitude advances, the planet climbs bottom → top, then wraps to the bottom at the next sign; during retrograde it steps downward. Hover a planet’s cell to see a tooltip with its exact longitude and sign (e.g., 152.4° ♌︎). The linked price cell in the grid moves with the planet’s row so you can follow a planet’s path through the zodiac as a path through price. Price grid (right): the 12×24 Square of 12. Each column is a cycle; cells are stepped price levels from your start price using your increment. Bottom rail: shows the current square number and labels the twelve columns in that square. How the square is read The square always begins at the bottom left. Read each column bottom → top. At the top, return to the bottom of the next column and read up again. One square contains twelve cycles. Because the anchor can be a High or a Low, you can progress the table upward from the anchor or regress it downward while keeping the same bottom-to-top reading order. Iterate Square (shifting) Iterate Square shifts the entire 12×24 grid to the next set of twelve cycles. Square 1 shows cycles 1–12; Square 2 shows 13–24; Square 3 shows 25–36, etc. Visibility rules Pivot cells are table-bound. If you shift the square beyond those prices, their highlights won’t appear in the table. A/B levels and Transit/Natal planetary lines are chart overlays and can remain visible on the table as you shift the square. Quick use Choose an anchor (date/time + High/Low) or enable a manual start price . Set the increment. If you anchored with a Low and want the table to step downward from there, use a negative value. Optional: pick Transit and Natal planets (one per rail), toggle their plots, and hover their cells for longitude/sign. Optional: turn on A/B levels to display repeating bands from the start price. Optional: enable swing pivots to tint matching cells after the anchor. Use Iterate Square to shift to later squares of twelve cycles. Examples These are exploratory examples to spark ideas: Overview layout (zodiac & degree rails, Transit/Natal rails, price grid) A-levels plotted, pivots tinted on the table, real-time price highlighted Drawing angles from the anchor using price & time read from the table Using a TradingView Gann box along the A-levels to study reactions Attribution & originality This script is an original implementation (no external code copied). Conceptual credit to Patrick Mikula, whose discussion of the Master 360° Square of 12 inspired this study’s presentation. Further reading (neutral pointers) Patrick Mikula, Gann’s Scientific Methods Unveiled, Vol. 2, “W. D. Gann’s Use of the Circle Chart.” W. D. Gann’s Original Commodity Course (as provided by WDGAN.com). No affiliation implied. License CC BY-NC-SA 4.0 (non-commercial; please attribute @Javonnii and link the original). Dependency AstroLib by @BarefootJoey Disclaimer Educational use only; not financial advice.
Penunjuk Pine Script®
oleh Javonnii
6
Stacked Order Blocks & Breaker Blocks [FREE] [Extended]BASED ON LOGIC FROM "Order Blocks and Breaker Blocks This indicator builds directly on the LuxAlgo Order Blocks & Breaker Blocks concept and adds a powerful new feature: stacked intersection highlighting. Order Blocks (OBs) and Breaker Blocks are detected with the original LuxAlgo swing-based logic for reliability. Blocks automatically extend to the right until invalidated, with breaker transitions marked clearly. Intersection Zones: when multiple OBs and/or Breakers overlap, the shared price-time region is highlighted. These stacked zones represent areas of especially strong supply/demand confluence. Customizable highlight styling: Choose different colors for OB vs Breaker intersections. Adjust transparency and maximum highlights displayed. Optionally draw a center line through the overlap mid-price. Toggle visibility so you can display only intersections, or both intersections and the underlying blocks. Supports both bullish and bearish block filtering for overlap detection. This tool is designed to help traders quickly identify high-probability confluence zones where multiple institutional footprints align.
Penunjuk Pine Script®
oleh mqsxn
2
EMA Oscillator [Alpha Extract]A precision mean reversion analysis tool that combines advanced Z-score methodology with dual threshold systems to identify extreme price deviations from trend equilibrium. Utilizing sophisticated statistical normalization and adaptive percentage-based thresholds, this indicator provides high-probability reversal signals based on standard deviation analysis and dynamic range calculations with institutional-grade accuracy for systematic counter-trend trading opportunities. 🔶 Advanced Statistical Normalization Calculates normalized distance between price and exponential moving average using rolling standard deviation methodology for consistent interpretation across timeframes. The system applies Z-score transformation to quantify price displacement significance, ensuring statistical validity regardless of market volatility conditions. // Core EMA and Oscillator Calculation ema_values = ta.ema(close, ema_period) oscillator_values = close - ema_values rolling_std = ta.stdev(oscillator_values, ema_period) z_score = oscillator_values / rolling_std 🔶 Dual Threshold System Implements both statistical significance thresholds (±1σ, ±2σ, ±3σ) and percentage-based dynamic thresholds calculated from recent oscillator range extremes. This hybrid approach ensures consistent probability-based signals while adapting to varying market volatility regimes and maintaining signal relevance during structural market changes. // Statistical Thresholds mild_threshold = 1.0 // ±1σ (68% confidence) moderate_threshold = 2.0 // ±2σ (95% confidence) extreme_threshold = 3.0 // ±3σ (99.7% confidence) // Percentage-Based Dynamic Thresholds osc_high = ta.highest(math.abs(z_score), lookback_period) mild_pct_thresh = osc_high * (mild_pct / 100.0) moderate_pct_thresh = osc_high * (moderate_pct / 100.0) extreme_pct_thresh = osc_high * (extreme_pct / 100.0) 🔶 Signal Generation Framework Triggers buy/sell alerts when Z-score crosses extreme threshold boundaries, indicating statistically significant price deviations with high mean reversion probability. The system generates continuation signals at moderate levels and reversal signals at extreme boundaries with comprehensive alert integration. // Extreme Signal Detection sell_signal = ta.crossover(z_score, selected_extreme) buy_signal = ta.crossunder(z_score, -selected_extreme) // Dynamic Color Coding signal_color = z_score >= selected_extreme ? #ff0303 : // Extremely Overbought z_score >= selected_moderate ? #ff6a6a : // Overbought z_score >= selected_mild ? #b86456 : // Mildly Overbought z_score > -selected_mild ? #a1a1a1 : // Neutral z_score > -selected_moderate ? #01b844 : // Mildly Oversold z_score > -selected_extreme ? #00ff66 : // Oversold #00ff66 // Extremely Oversold 🔶 Visual Structure Analysis Provides a six-tier color gradient system with dynamic background zones indicating mild, moderate, and extreme conditions. The histogram visualization displays Z-score intensity with threshold reference lines and zero-line equilibrium context for precise mean reversion timing. snapshot 4H 1D 🔶 Adaptive Threshold Selection Features intelligent threshold switching between statistical significance levels and percentage-based dynamic ranges. The percentage system automatically adjusts to current volatility conditions using configurable lookback periods, while statistical thresholds maintain consistent probability-based signal generation across market cycles. 🔶 Performance Optimization Utilizes efficient rolling calculations with configurable EMA periods and threshold parameters for optimal performance across all timeframes. The system includes comprehensive alert functionality with customizable notification preferences and visual signal overlay options. 🔶 Market Oscillator Interpretation Z-score > +3σ indicates statistically significant overbought conditions with high reversal probability, while Z-score < -3σ signals extreme oversold levels suitable for counter-trend entries. Moderate thresholds (±2σ) capture 95% of normal price distributions, making breaches statistically significant for systematic trading approaches. snapshot 🔶 Intelligent Signal Management Automatic signal filtering prevents false alerts through extreme threshold crossover requirements, while maintaining sensitivity to genuine statistical deviations. The dual threshold system provides both conservative statistical approaches and adaptive market condition responses for varying trading styles. Why Choose EMA Oscillator ? This indicator provides traders with statistically-grounded mean reversion analysis through sophisticated Z-score normalization methodology. By combining traditional statistical significance thresholds with adaptive percentage-based extremes, it maintains effectiveness across varying market conditions while delivering high-probability reversal signals based on quantifiable price displacement from trend equilibrium, enabling systematic counter-trend trading approaches with defined statistical confidence levels and comprehensive risk management parameters.
Penunjuk Pine Script®
oleh AlphaExtract