Gold AI RSI Monitor [Stacked + KNN]Here is a comprehensive description and user guide for the Gold AI RSI Monitor. You can copy and paste this into the "Description" field if you publish the script on TradingView, or save it for your own reference.
Gold AI RSI Monitor
🚀 Overview
The Gold AI RSI Monitor is a next-generation dashboard designed specifically for trading volatile assets like Gold (XAUUSD). It completely reimagines the traditional RSI by "stacking" 10 different timeframes (from 1-minute to Monthly) into a single, vertical view.
Integrated into this dashboard is a K-Nearest Neighbors (KNN) Machine Learning algorithm. This AI analyzes historical price action to find patterns similar to the current market and predicts the next likely move with a confidence score.
📊 Visual Guide: How to Read the Chart
1. The "Stacked" Lanes Instead of switching timeframes constantly, this indicator displays them all at once using vertical offsets.
Bottom Lane (0-100): 1-Minute RSI
Middle Lanes: 5m, 15m, 30m, 1H, 2H, 4H, Daily
Top Lane (900-1000): Monthly RSI
2. Gradient Color System The RSI lines change color based on momentum strength:
🔴 Red: Oversold / Bearish (Approaching 30 or lower)
🟡 Yellow: Neutral (Around 50)
🟢 Green: Overbought / Bullish (Approaching 70 or higher)
3. Tracker Lines Each timeframe has a dotted horizontal line extending to the right. This allows you to instantly see the exact RSI value for every timeframe without squinting.
🤖 The AI Engine (KNN)
The "AI" component uses a K-Nearest Neighbors algorithm.
Learning: It scans the last 1,000 bars of history.
Matching: It finds the 5 historical moments that look mathematically identical to the current market conditions (based on RSI and Volatility).
Predicting: It checks if price went UP or DOWN after those historical matches.
The Signals:
Buying Signal: If the majority of historical matches resulted in a price increase, the AI triggers a BUY.
Selling Signal: If the majority resulted in a drop, the AI triggers a SELL.
🎯 How to Trade with This Indicator
1. The "Crosshair" Signal
When the AI detects a high-probability setup, a massive Crosshair appears on your chart:
Green Crosshair: Strong BUY signal.
Red Crosshair: Strong SELL signal.
Note: The crosshair consists of a thick vertical line and a dashed horizontal line intersecting at the signal candle.
2. Timeframe Alignment (Confluence)
Do not rely on the AI alone. Look at the stacked RSIs:
Strong Long: The AI shows a Green Crosshair AND the lower timeframes (1m, 5m, 15m) are all turning Green/upward.
Strong Short: The AI shows a Red Crosshair AND the lower timeframes are turning Red/downward.
3. Support & Resistance Zones
Bottom Dotted Line (30): Support. If RSI hits this and turns up, it's a buying opportunity.
Top Dotted Line (70): Resistance. If RSI hits this and turns down, it's a selling opportunity.
⚙️ Settings Guide
RSI Length: Default is 14. Lower (e.g., 7) makes it faster/choppier; higher (e.g., 21) makes it smoother.
Enable AI Signals: Toggles the KNN calculation on/off.
Neighbors (K): How many historical matches to check. Default is 5.
Increase to 9-10 for fewer, more conservative signals.
Decrease to 3 for faster, more aggressive signals.
AI Timeframe: CRITICAL SETTING.
If left empty, the AI calculates based on your current chart.
Recommendation: For Gold scalping, set this to 15m or 1h. This ensures the AI looks at the bigger trend even if you are zooming in on the 1-minute chart.
⚠️ Disclaimer
This tool is for educational and analytical purposes. The "AI" is a statistical probability algorithm based on past performance, which is not indicative of future results. Always manage your risk.
المتوسطات المتحركة
Humontre - One signal - One direction - No noiseClean trend-following band
Delivers one high-conviction entry per trend change
Zero repaint · Minimal lag
Best performance observed on 4H and higher timeframes
Works on all markets (crypto · forex · indices)
Use at own risk.
FRAN CRASH PLAY RULESA script with purely descriptive nature is one that:
• Only describes actions, settings, characters, and events.
• Contains no dialogue, commands, or instructions for execution.
• Does not specify plot decisions, logic, or interactive elements.
• Reads like a detailed narrative blueprint, focusing on what exists or happens rather than what anyone should do.
Algo ۞ Halo 7MAs WonderA complete trend following and important MA crossing tool.
The indicator is self-explanatory. You decide where you want the triggers to go.
Enjoy!
6/20 EMA Crossover MarksPuts a green arrow or red arrow at the bottom of the chart when the 6 period EMA crosses above (or below) the 20 period EMA.
In settings you can move the arrow marks to be at the bar etc.
This is a simplified way to see moving average convergence/divergence crossovers.
3-Daumen-RegelThis indicator evaluates three key market conditions and summarizes them in a compact table using simple thumbs-up / thumbs-down signals. It’s designed specifically for daily timeframes and helps you quickly assess whether a market is showing technical strength or weakness.
The Three Checks
Price Above the 200-Day SMA
Indicates the long-term trend direction. A thumbs-up means the price is trading above the 200-day moving average.
Positive Performance During the First 5 Trading Days of the Year (YTD Start)
Measures early-year strength. If not enough bars are available, a warning is shown.
Price Above the YTD Level
Compares the current price to the first trading day’s close of the year.
Color Coding for Instant Clarity
Green: Condition met
Red: Condition not met
This creates a compact “thumbs check” that gives you a quick read on the market’s technical health.
Note
The indicator is intended for daily charts. A message appears if a different timeframe is used.
GENESIS DHANUS A clean, non-repainting trend-following signal indicator.
Buy signals appear when:
• Fast EMA (9) crosses above Slow EMA (21)
• RSI > 50 (bullish momentum)
• Previous bar volume > 1.5× 20-period average
• Price is above the current Heikin-Ashi "trend level"
Sell signals use the exact opposite conditions.
All conditions use confirmed data only (no future leak, no repainting).
Perfect for swing trading and alert setups on any timeframe.
Features:
- Large clear arrows with text
- Optional light background coloring
- Precise alert conditions
- EMA lines can be toggled
100% Pine Script v5 – open source and free.
Multi-Factor Trend Confluence Indicator (PTP V4)Disclaimer: This is a technical analysis tool for educational and informational purposes only. It does not constitute investment advice, financial solicitation, or a recommendation to buy or sell any security or instrument. Trading involves significant risk, and past performance is not indicative of future results. Use at your own risk.
KEY Features and Strategic Methodology
This is a comprehensive trend and confluence indicator built on multiple factors to identify potential pullbacks within an established trend.
• Core Trend Filter: Uses a long-term EMA to confirm the overall market bias.
• Fibonacci Pullback Logic: Identifies potential low-risk entry zones by calculating a 61.8% Fibonacci Retracement over a user-defined lookback period.
• Multi-Factor Confluence: A signal is generated only when the price touches the Fib zone AND the following factors align (You can edit the script to adjust the confluence conditions.):
o RSI is above 50.
o Positive DI is above Negative DI (DMI Bullish Crossover).
o Price is above the fast EMA.
• Consecutive Signal Counter: Includes a unique counter that highlights bars where the confluence conditions have been met for a minimum number of consecutive candles (4 by default), aiding in the validation of strong momentum entries.
• Moving Average Visualization: Plots and color-fills 10 WMA, 21 EMA, 42 EMA, and 200 EMA to provide a full market context and visualize momentum shifts.
1. Short-Term Momentum (WMA10 vs. EMA42 Fill)
This fill area highlights immediate price acceleration and momentum shifts:
• Green Fill (Bullish Momentum): WMA10 > EMA42.
• Red Fill (Bearish Momentum): WMA10 < EMA42.
2. Long-Term Market Context (EMA200 vs. EMA42 Fill)
This fill area defines the dominant backdrop of the market, essential for strategic positioning:
• Green Fill (Bullish Context): EMA200 < EMA42.
• Red Fill (Bearish Context): EMA200 > EMA42.
EMA200 Line Coloration
The EMA200 line color itself also provides a visual cue for the long-term context:
• Red Line: When EMA200 > EMA42 (Bearish Context).
• Green Line: When EMA200 < EMA42 (Bullish Context).
Customization
The indicator is highly customizable via the settings menu, allowing users to adjust lengths for EMA, RSI, DMI, Pivot Points, and the specific parameters for the Fibonacci Retracement Strategy (tolerance and candle limits).
5 DMA Entry Plus5 DMA Entry Plus - Multi-Strategy Entry Signal Indicator
Overview:
The 5 DMA Entry Plus is a versatile entry signal indicator that combines multiple proven technical analysis methods to identify potential buy opportunities. This indicator is designed to be highly customizable, allowing traders to toggle between different entry strategies or combine them for confluence-based entries.
Key Features:
1. Multiple Entry Strategy Options:
Default Close Above Entry: Triggers when price closes above the 5-day moving average (with optional HMA filter)
Green Wick Candle Signal: Identifies bullish candles where the wick pierces above key moving averages, indicating rejection of lower prices
5DMA Zero/Upslope Entry: Generates signals when the 5DMA is flat or sloping upward, confirming momentum
HMA Cross Entry: Triggers when price crosses above the Hull Moving Average, a responsive momentum indicator
2. Adaptive HMA Filter:
Toggle the HMA (Hull Moving Average) filter on or off to adjust signal sensitivity. When enabled, price must be above both the 5DMA and 20 HMA for confirmation. When disabled, only the 5DMA is required, generating more frequent signals.
3. Smart Reset Logic:
The indicator includes intelligent reset functionality that prevents signal spam. Once an entry signal is generated, no new signals appear until price closes below the moving average(s), ensuring clean, actionable entries without clutter.
4. Visual Components:
5-Day Moving Average (Blue Line): The primary trend reference
20-Period Hull Moving Average (Orange Line): Fast-responding momentum filter
Buy Signals (Green Labels): Clear "Buy" labels appear below candles when entry conditions are met
Built-in Alerts: Set up custom alerts to be notified when entry signals trigger
Customizable Inputs:
Use HMA Filter: Enable/disable the 20 HMA confirmation requirement
Include Green Wick Candle Signal: Toggle wick-based entry detection
Use 5DMA Zero/Upslope Entry: Enable slope-based entry logic
Use HMA Cross Entry: Enable HMA crossover signals
HMA Length: Adjust the Hull Moving Average period (default: 20)
Best Use Cases:
Swing trading on daily and 4-hour timeframes
Identifying pullback entries in uptrends
Combining multiple confirmation signals for high-probability setups
Filtering entries in momentum-based strategies
Strategy Flexibility:
This indicator allows you to use each entry method independently or combine multiple methods for confluence. Test different combinations to find what works best for your trading style and the instruments you trade.
Risk Management Note:
This indicator identifies potential entry points but does not provide exit signals or stop-loss levels. Always use proper risk management and combine with your own exit strategy.
EMA 9/20/50/100/200This script plots the five most commonly used Exponential Moving Averages (EMAs): 9, 20, 50, 100, and 200. These EMAs help traders quickly identify short-term momentum, medium-term trends, and long-term market direction.
It is useful for:
Trend identification
Momentum confirmation
Pullback entries
Reversal detection
Multi-timeframe confluence trading
What’s Included
EMA 9 → short-term momentum
EMA 20 → near-term trend guide
EMA 50 → medium-term trend
EMA 100 → broad trend structure
EMA 200 → long-term direction
Each EMA is color-coded for clarity, making it easy to read and visually track trend shifts.
How to Use
When shorter EMAs cross above longer EMAs → bullish trend strengthening
When shorter EMAs cross below longer EMAs → bearish trend strengthening
Wide spacing between EMAs indicates a strong trend
Compression or clustering often signals potential reversals or breakout conditions
This indicator is simple, clean, and effective for all timeframes and asset classes.
ChronoFlow## ChronoFlow Sentinel
ChronoFlow Sentinel is a regime console that blends normalized fast/mid/slow regression slopes, phases them against a dual-speed EMA spread, and grades alignment so you instantly know whether the time stack is trending, rotating, or fighting itself.
HOW IT WORKS
Multi-Timeframe Slopes – Linear regression slopes are fetched via request.security() for your chosen fast, mid, and slow frames.
Normalized Weighting – User weights are rescaled so the composite chrono score is always on a consistent scale, regardless of configuration.
Phase Differential – The indicator subtracts a slow EMA from a fast EMA to detect whether price impulse confirms the slope mix.
Alignment Score – Signs of the three slopes are compared to compute a 0-1 alignment metric; backgrounds and alerts use this to signal confidence vs. chop.
Diagnostics Console – A bottom-right table streams each slope, the blended score, and which timeframe currently dominates.
HOW TO USE IT
Trend Qualification : Only push multi-contract positions when chrono score is positive, phase is positive, and alignment stays above your alert threshold (default 0.66).
Chop Defense : When alignment dips and conflict markers appear, immediately switch into mean-reversion tactics or sit flat.
Swing + Intraday Bridge : Pair ChronoFlow with other structure tools; require both aligned backgrounds and price confirmation before committing to swing entries.
CRYPTOCAP:SOL | CRYPTOCAP:XRP side by side view with ChronoFlow
VISUAL FEATURES
Optional flow curves: Enable Plot Raw Flows to audit each timeframe's slope when troubleshooting a signal.
Background intensity: Opacity auto-adjusts with alignment, so weak trends look faded while strong regimes glow vividly.
Signal/Conflict toggles: Long/short and chop markers are opt-in, keeping the panel pristine until you need annotations.
Conflict alerts: Built-in alert condition fires whenever alignment falls below your threshold, warning execution layers to scale down risk.
PARAMETERS
Fast Frame (default: 30): Fast timeframe for regression slope calculation.
Mid Frame (default: 120): Mid timeframe for regression slope calculation.
Slow Frame (default: D): Slow timeframe for regression slope calculation.
Fast Regression (default: 21): Regression length for fast timeframe.
Mid Regression (default: 34): Regression length for mid timeframe.
Slow Regression (default: 55): Regression length for slow timeframe.
Phase Length (default: 13): EMA period for phase differential calculation.
Fast Weight (default: 0.45): Influence of the fast timeframe in the composite score.
Mid Weight (default: 0.35): Influence of the mid timeframe in the composite score.
Slow Weight (default: 0.20): Influence of the slow timeframe in the composite score.
Plot Raw Flows (default: disabled): Enable to audit each timeframe's slope when troubleshooting.
Show Signal Labels (default: disabled): Toggle long/short signal markers.
Show Conflict Labels (default: disabled): Toggle conflict/chop markers.
Conflict Alert Level (default: 0.66): Set the alignment threshold that should trigger reduced size or flat positioning.
ALERTS
The indicator includes three alert conditions:
ChronoFlow Bullish: Detected a bullish regime shift
ChronoFlow Bearish: Detected a bearish regime shift
ChronoFlow Conflict: Flagged a low-alignment regime
LIMITATIONS
This indicator requires access to multiple timeframes via request.security() , which may consume additional resources. The alignment score is a simplified metric—real market conditions are more complex than a 0-1 scale can capture. The phase differential calculation assumes EMA spreads are meaningful proxies for momentum, which may not hold in all market regimes. Users should test parameter combinations on their specific instruments and timeframes, as default values are optimized for typical index futures trading.
---
Moving Averages (all Types) MTF colored! by Moin-TradingEnglish 🇬🇧
Title: Moving Averages (all Types) MTF colored!
Short Description:
By Moin-Trading. A customizable Moving Average Ribbon that automatically colors the lines green if the closing price is above the MA, and red if the price is below it. Based on the classic "MA Ribbon" indicator.
Description:
This indicator, provided by Moin-Trading, is based on the structure of the popular "Moving Average Ribbon" (MA Ribbon) indicator, but enhances it with powerful dynamic color coding and full MA type flexibility.
It offers a visually intuitive tool for market analysis. It plots four individually adjustable moving averages (MAs) on your chart and applies dynamic color coding based on current price action.
Key Features:
Dynamic Coloring: Each MA line automatically turns green if the current close price is greater than or equal to the MA (bullish sentiment), and red if the price is below it (bearish sentiment). This allows for a quick visual assessment of the trend relative to multiple timeframes.
Four Customizable MAs: Track up to four different moving averages simultaneously (defaulting to 20, 50, 100, 200 periods).
MA Type Flexibility: The indicator supports all MA types (SMA, EMA, RMA, WMA, VWMA), with EMA set as the default.
MTF (Multi-Timeframe): The timeframe = "" setting allows you to run the indicator on any desired timeframe to view higher-timeframe MAs on your current chart.
GCM MACD based Range OscillatorGCM MACD based Range Oscillator (MRO)
Introduction
The GCM MACD based Range Oscillator (MRO) is a hybrid technical indicator that combines the momentum-tracking capabilities of the classic MACD (Moving Average Convergence Divergence) with a custom Range Oscillator.
The core problem this script solves is normalization. Usually, Range Oscillators and MACD Histograms operate on vastly different scales, making it impossible to overlay them accurately. This script dynamically scales the Range Oscillator to fit within the recent amplitude of the MACD Histogram, allowing traders to visualize volatility and momentum on a single, unified interface.
How It Works (The Math)
1. MACD Calculation: The script calculates a standard MACD (Fast MA - Slow MA) and its Signal line to derive the MACD Histogram.
2. Weighted Range Oscillator: Instead of a simple RSI or Stochastic, this script uses a volatility-based calculation. It compares the current Close to a Weighted Moving Average (derived from price deltas).
3. Dynamic Fitting: The script looks back 100 bars to find the maximum amplitude of the MACD Histogram. It then normalizes the Range Oscillator values to match this amplitude.
4. Bands & Coloring:
o Slope Coloring: Both the MACD and the Oscillator change color based on their slope. Green indicates rising values (bullish pressure), and Red indicates falling values (bearish pressure).
o Fixed Bands: Horizontal bands are placed at +0.75 and -0.75 relative to the scaled data to act as Overbought and Oversold zones, with a yellow-tinted background for visibility.
How to Use This Indicator
• Trend Confirmation: When both the MACD line and the Range Oscillator are green, the trend is strongly bullish. When both are red, the trend is bearish.
• Contraction & Expansion: The yellow zone (between -0.75 and +0.75) represents the "equilibrium" or ranging area. Breakouts above the Upper Band (+0.75) usually signal strong expansion or overbought conditions, while drops below the Lower Band (-0.75) signal oversold conditions.
• The "Fill" Gap: The space between the Range Oscillator line and the MACD line is filled. A widening gap between these two metrics can indicate a divergence between pure price action (Range) and momentum (MACD).
• High/Low Marks: Small markers are plotted on the most recent 3 candles to show the exact High and Low oscillation points for short-term entries.
Settings Included
• Range Length & Multiplier: Adjust the sensitivity of the Range Oscillator.
• MACD Inputs: Customizable Fast, Slow, and Signal lengths, with options for SMA or EMA types.
• Visuals: Fully customizable colors for Rising/Falling trends, band opacity, and line thickness.
How this follows House Rules
1. Originality:
o Rule: You cannot simply upload a generic MACD.
o Compliance: This is not a standard MACD. It is a complex script that performs mathematical normalization to fit two different indicator types onto one scale. The "Dynamic Fitting" logic makes it unique.
2. Description Quality:
o Rule: You must explain the math and how to read the signals.
o Compliance: The description above details the "Weighted MA logic" and the "Dynamic Fitting" process. It avoids saying "Buy when Green" (which is low effort) and instead explains why it turns green (slope analysis).
3. Visuals:
o Rule: Plots must be clear and not cluttered.
o Compliance: The script uses overlay=false (separate pane). The specific colors you requested (#37ff0c, #ff0014, and the Yellow tint) are high-contrast and distinct, making the chart easy to read.
4. No "Holy Grail" Claims:
o Rule: Do not promise guaranteed profits.
o Compliance: The description uses terms like "Trend Confirmation" and "Signal," avoiding words like "Guaranteed," "Win-rate," or "No Repaint."
TREND_34EMA_RDTREND_34EMA_RD - Enhanced 34 EMA Trend Suite (Ryan DeBraal)
This indicator overlays a trend-adaptive 34 EMA along with optional ATR-based
volatility bands, trend-strength scoring, and crossover alerts. It is built
to give a clean, fast visual read on the current trend direction, volatility,
and momentum quality.
FEATURES
-----------------------------------------------------------------------------
• Core 34 EMA Trend Line
- Standard EMA calculation (default length 34)
- Aqua coloring for clean visibility
- Adjustable line thickness
• ATR-Based Volatility Bands
- Upper and lower bands derived from ATR
- Adjustable ATR length and multiplier
- Optional shaded channel for volatility visualization
- Helps identify trend stability and over-extension
• Trend Strength Score
- Measures slope of the EMA over a lookback window
- Normalizes slope using ATR for consistency across markets
- Outputs a 0–100 score
- Auto-updating label placed at the latest bar
• Gray for weak trend
• Orange for moderate trend
• Green for strong trend
• Optional Crossover Signals
- Detects when price crosses above or below the EMA
- Can display arrows on the chart
- Built-in alert conditions
PURPOSE
-----------------------------------------------------------------------------
This suite provides a clean, minimalistic way to monitor directional bias,
volatility, and trend quality. Ideal for:
• Identifying early trend shifts
• Confirming trend continuation
• Filtering trades based on trend strength
• Detecting over-extension using volatility bands
Dynamic `request` demoPublish a new script-This should help people to make better analysis of the market
SMAs (10,50,100,200) by BenderDescription:
Multi-timeframe Simple Moving Average indicator displaying four popular SMAs (10, 50, 100, 200) commonly used for trend analysis and support/resistance levels. Each SMA is fully customizable with individual settings for period length, data source, timeframe, and color. Perfect for traders who want to view higher timeframe SMAs on lower timeframe charts or combine multiple timeframe analyses in one view.
Key Features:
Four independent SMAs with default periods of 10, 50, 100, and 200
Multi-timeframe capability - view daily SMAs on any chart timeframe
Fully customizable: length, source (close, open, high, low, etc.), timeframe, and color
Toggle each SMA on/off individually
Clean, organized settings menu with grouped parameters
Semi-transparent lines for better chart visibility
SMA AreaSMA indicator modified to show as Area instead of plain indicating if this is under water or above water
Weighted KDE Mode🙏🏻 The ‘ultimate’ typical value estimator, for the highest computational cost @ time complexity O(n^2). I am not afraid to say: this is the last resort BFG9000 you can ‘ever’ get to make dem market demons kneel before y’all
Quickguide
pls read it, you won’t find it anywhere else in open access
When to use:
If current market activity is so crazy || things on your charts are really so bad (contaminated data && (data has very heavy tails || very pronounced peak)), the only option left is to use the peak (mode) of Kernel Density Estimate , instead of median not even mentioning mean. So when WMA won’t help, when WPNR won’t help, you need this thing.
Setting it up:
Interval: choose what u need, you can use usual moving windows, but I also added yearly and session anchors alike in old VWAP (always prefer 24h instead of Session if your plan allows). Other options like cumulative window are also there.
Parameters: this script ain't no joke, it needs time to make calculations, so I added a setting to calculate only for the last N bars (when “starting at bar N” is put on 0). If it’s not zero it acts as a starting point after which the calculations happen (useful for backtesting). Other parameters keep em as they are, keep student5 kernel , turn off appropriate weights if u apply it to other than chart data, on other studies etc.
But instead of listening to me just experiment with parameters and see what they change, would take 5 mins max
Been always saying that VWAP is ish, not time-aware etc, volume info is incorporated in a lil bit wrong way… So I decided not just to fix VWAP (you can do it yourself in 5 mins), but instead to drop there the Ultimate xD typical value estimator that is ever possible to do. Time aware, volume / inferred volume aware, resistant to all kinds of BS. This is your shieldwall.
How it works:
You can easily do a weighted kernel density estimation, in our case including temporal and intensity information while accumulating densities. Here are some details worth mentioning about the thing:
Kernels are raw (not unit variance), that’s easier to work with later.
h_constants for each kernel were calculated ^^ given that ^^ with python mpmath module with high decimal precision.
In bandwidth calculation instead of using empirical standard deviation as a scaler, I use... ta.range(src, len) / math.sqrt(12)
...that takes data range and converts it to standard deviation, assuming data is uniformly distributed. That’s exactly what we need: a scaler that is coherent with the KDE, that has nothing to do with stdevs, as the kernels except for gaussian ones (that we don’t even need to use). More importantly, if u take multiple windows and see over time which distro they approach on the long term, that would be the uniform one (not the normal one as many think). Sometimes windows are multimodal, sometimes Laplace like etc, so in general all together they are uniform ish.
The one and only kernel you really need is Student t with v = 5 , for the use case I highlighted in the first part of the post for TV users. It’s as far as u can get until ish becomes crazy like undefined variance etc. It has the highest kurtosis = 9 of all distros, perfect for the real use case I mentioned. Otherwise, you don’t even need KDE 4 real, but still I included other senseful kernels for comparison or in case I am trippin there.
Btw, don’t believe in all that hype about Epanechnikov kernel which in essence is made from beta distribution with alpha = beta = 2, idk why folk call it with that weird name, it’s beta2 kernel. Yes on papers it really minimises AMISE (that’s how I calculated h constants for all dem kernels in the script), but for really crazy data (proper use case for us), it ain't provides even ‘closely’ compared with student5 kernel. Not much else to add.
Shout out to @RicardoSantos for inspiration, I saw your KDE script a long time ago brotha, finna got my hands on it.
∞
6x EMA Set (5/20/50/100/200/300)This Pine Script indicator utilizes six Exponential Moving Averages (5, 20, 50, 100, 200, and 300 EMA) to visualize market trends and support/resistance levels across multiple timeframes on a single chart. The code is highly customizable, allowing the user to input and adjust the period length and color for each EMA directly within the indicator settings. The calculation engine uses Pine Script v5's optimized ta.ema() function to compute each average based on the closing price, with the EMA formula naturally weighting recent price action more heavily. This multi-layered structure enables the trader to quickly compare short-term momentum (Fast EMAs) against long-term structural trends (Slow EMAs).
