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Nadaraya-Watson: Rational Quadratic Kernel (Opening Gap Shift)What we did to fix it: We didn't throw out the old data (that made it too jumpy early in the day). Instead, we "tricked" the kernel by shifting all the previous day's prices up or down by the exact gap amount (e.g., if it gapped up 50 points, add 50 to every old price point). This makes the history "line up" with the new day's starting level. Created so with a fresh session the Nadaraya-Watson Regression Kernel is relevant from the get go - no catch up on opening gaps. All credit to jdehorty his full description is below. What is Nadaraya–Watson Regression? Nadaraya–Watson Regression is a type of Kernel Regression, which is a non-parametric method for estimating the curve of best fit for a dataset. Unlike Linear Regression or Polynomial Regression, Kernel Regression does not assume any underlying distribution of the data. For estimation, it uses a kernel function, which is a weighting function that assigns a weight to each data point based on how close it is to the current point. The computed weights are then used to calculate the weighted average of the data points. How is this different from using a Moving Average? A Simple Moving Average is actually a special type of Kernel Regression that uses a Uniform (Retangular) Kernel function. This means that all data points in the specified lookback window are weighted equally. In contrast, the Rational Quadratic Kernel function used in this indicator assigns a higher weight to data points that are closer to the current point. This means that the indicator will react more quickly to changes in the data. Why use the Rational Quadratic Kernel over the Gaussian Kernel? The Gaussian Kernel is one of the most commonly used Kernel functions and is used extensively in many Machine Learning algorithms due to its general applicability across a wide variety of datasets. The Rational Quadratic Kernel can be thought of as a Gaussian Kernel on steroids; it is equivalent to adding together many Gaussian Kernels of differing length scales. This allows the user even more freedom to tune the indicator to their specific needs. The formula for the Rational Quadratic function is: K(x, x') = (1 + ||x - x'||^2 / (2 * alpha * h^2))^(-alpha) where x and x' data are points, alpha is a hyperparameter that controls the smoothness (i.e. overall "wiggle") of the curve, and h is the band length of the kernel. Does this Indicator Repaint? No, this indicator has been intentionally designed to NOT repaint. This means that once a bar has closed, the indicator will never change the values in its plot. This is useful for backtesting and for trading strategies that require a non-repainting indicator. Settings: Bandwidth. This is the number of bars that the indicator will use as a lookback window. Relative Weighting Parameter. The alpha parameter for the Rational Quadratic Kernel function. This is a hyperparameter that controls the smoothness of the curve. A lower value of alpha will result in a smoother, more stretched-out curve, while a lower value will result in a more wiggly curve with a tighter fit to the data. As this parameter approaches 0, the longer time frames will exert more influence on the estimation, and as it approaches infinity, the curve will become identical to the one produced by the Gaussian Kernel. Color Smoothing. Toggles the mechanism for coloring the estimation plot between rate of change and cross over modes.
Pine Script®指標
由Maximilianned提供
Previous Day OHLC with Fib LevelThe Previous Day OHLC indicator is designed to help traders identify key price levels from the previous trading session. These levels often act as important zones of support, resistance, and market reaction points during the current day’s price action. This indicator automatically plots the Previous Day’s Open, High, Low, and Close on any intraday timeframe, making it a powerful tool for day traders, scalpers, and swing traders who rely on market structure and session behavior.
Pine Script®指標
由Rachoti提供
Fibonacci Pullback to 50MA Buy Signal// === CONDITIONS FOR BUY SIGNAL === // 1. Price must be inside the fib pullback zone inFibZone = low <= fib50 and low >= fib618 // 2. Price must touch or approach the 50MA touchMA = low <= ma50 * 1.002 and low >= ma50 * 0.998 // within 0.2% // 3. Optional confirmation – bullish candle reversalCandle = close > open // FINAL BUY SIGNAL CONDITION buySignal = inFibZone and touchMA and reversalCandle // === MARK BUY SIGNAL === plotshape(buySignal, style=shape.labelup, color=color.lime, size=size.large, location=location.belowbar, text="BUY Fib + 50MA")
Pine Script®指標
由abr2168提供
PLANBXPRESS ENTRYThe Combined Signal + Auto Day Plan + Volume indicator merges multiple professional trading concepts into one visual tool — helping traders identify momentum shifts, entry zones, and daily trading plans with volume confirmation. It automatically detects trend direction, generates dynamic take-profit & stop-loss levels, and overlays key daily reference points such as VWAP, pivot, support, and resistance zones based on ATR and trend context. ⚙️ Main Components 1️⃣ Signal System Detects trend bias using SMA-based logic. Generates entry price, TP1–TP3, and SL dynamically from recent impulse ranges. Updates signals automatically when trend bias changes or previous targets are hit. Visual levels are drawn directly on the chart. 2️⃣ Volume Analysis Compares current volume against a moving average (SMA). Classifies volume as: 🟢 Strong (above 1.5× average) 🟡 Average 🔴 Weak (below 0.8× average) Displays the current volume strength and trend bias in an on-chart table. 3️⃣ Auto Day Plan Uses multi-timeframe ATR calculations to define: Support / Resistance zones Pivot & Balance areas Daily VWAP Auto Targets (ATR-based expansion levels) Adapts automatically to selected base timeframe (1H, 4H, or Daily). 4️⃣ Trend Context Dual EMA system (50 & 200) to confirm bullish/bearish structure. Aligns expected direction with VWAP & pivot location for context-aware bias. 🎯 What You Get on Chart 📈 Automatic LONG/SHORT signals 🎯 TP1, TP2, TP3, and SL levels 📊 Volume strength meter 🧭 VWAP, pivot, support/resistance & balance zones 🎨 Clean visual layout for intraday and swing traders 🧩 Inputs Parameter Description lenImpulse Impulse range length smaLen SMA length for trend bias levelRatio SL/TP ratio multiplier volLen Volume SMA length baseTF Base timeframe for zones/VWAP atrMult1 / atrMult2 ATR multipliers for target levels fwdBars Extension range for future projection 💡 How to Use Add the script to your chart and choose your preferred timeframe. Observe signal direction (📈 LONG / 📉 SHORT) and TP/SL levels. Confirm entries when: Trend aligns with VWAP direction, and Volume category shows Strong or Average. Use Auto Day Plan levels (pivot, balance, VWAP) as intraday reaction zones.
Pine Script®指標
由planbxpress提供
1
Vertical Lines on Selected DatesThis Pine Script indicator allows a user to place vertical lines on a chart at specific dates and times. It provides three separate input sections, each dedicated to one targeted date. For each of the three dates, the user can select the exact timestamp and customize the line’s color, width, and style directly from the indicator’s settings panel. Behind the scenes, the script converts the selected visual style (solid, dashed, or dotted) into the appropriate internal line style using a helper function. When the live chart time crosses each chosen timestamp, the script detects that crossover and draws a vertical line on that exact bar. The line extends both upward to the high and downward to the low of the chart, creating a full-height marker. Overall, the indicator functions as a simple visual marking tool for highlighting important moments in time—such as events, sessions, or personal reminders—without affecting any price analysis. The flexibility of color, width, and style allows each vertical line to stand out uniquely, and because the script uses detection logic on a per-bar basis, each line is drawn only once at the appropriate moment.
Pine Script®指標
由Voltaire000提供
Range Oascilator + LessDivergences + MACD+StochRSIRange Oscillator + EMA Filter Calculates a custom oscillator based on the highest high and lowest low over a chosen period. Generates BUY signals when the oscillator crosses up from the oversold zone and price is above the EMA. Generates SELL signals when the oscillator crosses down from the overbought zone and price is below the EMA. MACD (3‑10‑16 EMA Settings) Uses fast EMA = 3, slow EMA = 10, signal EMA = 16. Detects bullish and bearish crossovers. These crossovers only trigger a single unified buy/sell signal if they coincide with Stochastic RSI being in oversold (for buy) or overbought (for sell) zones. Stochastic RSI Standard calculation with %K and %D smoothing. Defines oversold (<20) and overbought (>80) zones. Used both for divergence detection and as a filter for MACD signals. Divergence Detection RSI Divergence: Price makes a lower low but RSI makes a higher low (bullish), or price makes a higher high but RSI makes a lower high (bearish). MACD Histogram Divergence: Price makes a lower low but MACD histogram makes a higher low (bullish), or price makes a higher high but MACD histogram makes a lower high (bearish). Stochastic RSI Divergence: Similar logic applied to %K line. Divergences are flagged only once per pivot to avoid repetitive signals. Visuals EMA plotted on chart. BUY/SELL signals shown as triangles above/below bars. Divergences shown as labels (e.g., “RSI BullDiv”, “MACD BearDiv”). Unified MACD+Stoch RSI signals shown in distinct colors (lime for buy, orange for sell).
Pine Script®指標
由hakantugurlu77提供
CyberFX Round NumbersThis is a traditional Round Numbers indicators. As all know RND # are psychological levels that represents Support and Resistance. Of course they are not exact science but in general they can give us a possible level where maybe the price move will be rejected. One other thing I have been using in my strategy is no matter what the time frame I am trading I always check the Daily trend. We know that the banks and financial institutions are always looking for the high TFs trend for long investments so, on my understand, the Daily trend will affect the lower TFs in one way or other so I decided to add this option into this indicator. Also to avoid an over crowed chart with many lines around I added the option to Show/Hide the RND# so during the analysis I can check the RND# levels. The Daily Trend is based on a SMA(200).
Pine Script®指標
由cyberFX2019提供
Sani Momentum Target System [wjdtks255]Sani Momentum Target System Explanation & Trading Method The Sani Momentum Target System is a momentum-based trading indicator that helps traders identify trend changes and determine precise entry points, stop-loss levels, and multiple profit targets. Key Features: Smoothed Price Calculation: Utilizes a glide-like smoothing function to reduce noise in price data. Moving Averages: Calculates fast and slow EMAs on the smoothed price; the difference creates an oscillator. Signal Line: A simple moving average smooths the oscillator to generate a signal line. Trend Signals: Buy signal when oscillator crosses above the signal line. Sell signal when oscillator crosses below the signal line. Entry, Stop Loss, Target Levels: Entry price is set at current close on signal. Stop loss is set by multiplying ATR by 2 against trend direction. Three take profit targets (T1, T2, T3) are set by user-defined multiples of ATR. Visual Display: Includes colored horizontal lines and labels for entry, stop loss, and targets. Bars are colored by trend direction, and triangular markers show buy/sell signals. How To Use This Indicator: Entry: Place trades in the direction of the signal (long on buy, short on sell). Stop Loss: Use the ATR-based stop loss line to minimize downside risk. Profit Taking: Scale out profits or exit trades at target levels T1, T2, and T3. Trend Confirmation: Confirm with oscillator trend direction before entry to avoid false signals. Parameter Adjustment: Modify smoothing lengths, ATR period, and target multipliers to fit your trading style and timeframe. Final Notes: This indicator streamlines momentum trading by providing clear price targets and risk levels visually. Always backtest strategies and apply proper risk management. Suitable across asset classes: stocks, forex, cryptocurrencies. If you want detailed guidance or customization, feel free to ask!
Pine Script®指標
由wjdtks255提供