Moyennes mobiles
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.
Daily EMA TrendThis show whether price is above or below the set DAILY EMAs that you set. Default is 200, 100, 50 & 20.
CCI Threshold HistogramSynopsis
The Custom CCI Indicator by Simon20cent enhances traditional CCI analysis with adjustable smoothing and a momentum-based histogram. The histogram highlights key thresholds, turning green above +100 and red below –100 to clearly identify strong bullish or bearish momentum. Both the CCI and smoothed CCI lines can be toggled for a cleaner view, making this tool effective for spotting momentum shifts, breakout conditions, and potential entry zones with improved clarity.
TRPTRP (Trend Reversal Point) is a trend reversal identification system that combines trend structure, breakout confirmation, and state machine logic. Its core idea is that when the price consistently stays above the upper or lower bound of a trading range for a period of time, it can be considered that a market trend has formed, thus entering a sustained bullish or bearish state.
The indicator constructs the upper and lower boundaries of the trend by smoothing high and low prices (MAH and MAL), and then counts whether the price continuously breaks through these boundaries. When the bullish or bearish conditions are met consecutively, the state machine switches to the corresponding trend state and remains stable. This "persistence" design effectively filters noise and avoids false breakouts caused by short-term fluctuations.
TRP simultaneously plots LP (Bullish Low) and HP (Bearish High) to mark trend reversal points and structural confirmation positions, visually demonstrating the switching rhythm of bullish and bearish forces.
Vegas & DSLVegas & DSL is a trend identification indicator that combines a trend moving average structure with Dynamic State Logic (DSL). Based on the classic Vegas channel, it uses EMA13, EMA21, EMA144, and EMA169 to depict the short-to-medium-term and medium-to-long-term trend framework of the market. It also introduces high and low bands based on HMA (Hull Moving Average) to determine the strength or weakness of prices within a certain period.
The core of the indicator is the DSL state machine system: by detecting when the price continuously stays above the high or low band across several candlesticks, it generates a stable bullish or bearish state. When a bullish state is established, the system marks LP (low point support), representing sustained price strength; when a bearish state is established, it marks HP (high point resistance), reflecting the dominant downward trend. Because the states are "persistent," they do not frequently reverse due to short-term disturbances, making the trend signals smoother and more reliable.
Vegas Structure is responsible for depicting trend channels, while DSL is responsible for trend confirmation. The combination of the two can capture the start of a trend and filter out noise, making it a trend tracking and structure positioning tool suitable for both short-term and long-term trading.
MAVBThe VB indicator (Velocity of Breakout) is a quantitative trend analysis tool centered on the "speed of price change." Based on the two-dimensional relationship between time and price, it reveals the market's energy rhythm and trend state by studying the magnitude of price changes within a unit of time. Its theoretical basis stems from the Kostolany egg model: the market spends approximately 15% of its time in rapid, one-sided upward movement, 70% in sideways consolidation, and 15% in rapid decline. The core objective of VB is to identify areas of "fast price fluctuation" within these three market states to capture trading opportunities, while avoiding "slow" oscillating ranges, thereby improving operational efficiency and risk-reward ratio.
Structurally, VB consists of a main line and its smoothed line, combined with a zero axis and red/green bars, visually reflecting the trend direction and momentum changes of price movement. When the market enters the high-speed zone, it indicates accelerated trend and emerging opportunities; entering the low-speed zone suggests increased volatility and the need for cautious trading. Through trend segmentation, speed breakouts, and divergence confirmation, VB can effectively identify primary and secondary trends, assisting in trading decisions. It is applicable to various markets such as stocks, futures, and cryptocurrencies. It is a dynamic quantitative tool that connects the essence of price movement with the rhythm of trading, providing traders with a new perspective on trends from the speed dimension.
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.
SMA AreaSMA indicator modified to show as Area instead of plain indicating if this is under water or above water
AlphaTrend++ offset labelsAlphaTrend++
Overview
The AlphaTrend++ is an advanced Pine Script indicator designed to help traders identify buy and sell opportunities in trending and volatile markets. Building on trend-following principles, it uses a modified Average True Range (ATR) calculation combined with volume or momentum data to plot a dynamic trend line. The indicator overlays on the price chart, displaying a colored trend line, a filled trend zone, buy/sell signals, and optional stop-loss tick labels, making it ideal for day trading or swing trading, particularly in markets like futures (e.g., MES).
What It Does
This indicator generates buy and sell signals based on the direction and momentum of a custom trend line, filtered by optional time restrictions and signal frequency logic. The trend line adapts to price action and volatility, with a filled zone highlighting trend strength. Buy/sell signals are plotted as labels, and stop-loss distances are displayed in ticks (customizable for instruments like MES). The indicator supports standard chart types for realistic signal generation.
How It Works
The indicator employs the following components:
Trend Line Calculation: A dynamic trend line is calculated using ATR adjusted by a user-defined multiplier, combined with either Money Flow Index (MFI) or Relative Strength Index (RSI) depending on volume availability. The line tracks price movements, adjusting upward or downward based on trend direction and volatility.
Trend Zone: The area between the current trend line and its value two bars prior is filled, colored green for bullish trends (upward movement) or red for bearish trends (downward movement), providing a visual cue of trend strength.
Signal Generation: Buy signals occur when the trend line crosses above its value two bars ago, and sell signals occur when it crosses below, with optional filtering to reduce signal noise (based on bar timing logic). Signals can be restricted to a 9:00–15:00 UTC trading window.
Stop-Loss Ticks: For each signal, the indicator calculates the distance to the trend line (acting as a stop-loss level) in ticks, using a user-defined tick size (default 0.25 for MES). These are displayed as labels below/above the signal.
Time Filter: An optional filter limits signals to 9:00–15:00 UTC, aligning with active trading sessions like the US market open.
The indicator ensures compatibility with standard chart types (e.g., candlestick or bar charts) to avoid unrealistic results associated with non-standard types like Heikin Ashi or Renko.
How to Use It
Add to Chart: Apply the indicator to a candlestick or bar chart on TradingView.
Configure Settings:
Multiplier: Adjust the ATR multiplier (default 1.0) to control trend line sensitivity. Higher values widen the stop-loss distance.
Common Period: Set the ATR and MFI/RSI period (default 14) for trend calculations.
No Volume Data: Enable if volume data is unavailable (e.g., for certain forex pairs), switching from MFI to RSI.
Tick Size: Set the tick size for stop-loss calculations (default 0.25 for MES futures).
Show Buy/Sell Signals: Toggle signal labels (default enabled).
Show Stop Loss Ticks: Toggle stop-loss tick labels (default enabled).
Use Time Filter: Restrict signals to 9:00–15:00 UTC (default disabled).
Use Filtered Signals: Enable to reduce signal frequency using bar timing logic (default enabled).
Interpret Signals:
Buy Signal: A blue “BUY” label below the bar indicates a potential long entry (trend line crossover, passing filters).
Sell Signal: A red “SELL” label above the bar indicates a potential short entry (trend line crossunder, passing filters).
Trend Zone: Green fill suggests bullish momentum; red fill suggests bearish momentum.
Stop-Loss Ticks: Gray labels show the stop-loss distance in ticks, helping with risk management.
Monitor Context: Use the trend line and filled zone to confirm the market’s direction before acting on signals.
Unique Features
Adaptive Trend Line: Combines ATR with MFI or RSI to create a responsive trend line that adjusts to volatility and market conditions.
Tick-Based Stop-Loss: Displays stop-loss distances in ticks, customizable for specific instruments, aiding precise risk management.
Signal Filtering: Optional bar timing logic reduces false signals, improving reliability in choppy markets.
Trend Zone Visualization: The filled zone between trend line values enhances trend clarity, making it easier to assess momentum.
Time-Restricted Trading: Optional 9:00–15:00 UTC filter aligns signals with high-liquidity sessions.
Notes
Use on standard candlestick or bar charts to ensure accurate signals.
Test the indicator on a demo account to optimize settings for your market and timeframe.
Combine with other analysis (e.g., support/resistance, volume spikes) for better decision-making.
The indicator is not a standalone system; use it as part of a broader trading strategy.
Limitations
Signals may lag in highly volatile or low-liquidity markets due to ATR-based calculations.
The 9:00–15:00 UTC time filter may not suit all markets; disable it for 24-hour assets like forex or crypto.
Stop-loss tick calculations assume consistent tick sizes; verify compatibility with your instrument.
This indicator is designed for traders seeking a robust, trend-following tool with customizable risk management and signal filtering, optimized for active trading sessions.
This update enhances label customization, clarity, and signal usability while preserving all existing AlphaTrend++ logic. The goal is to improve readability during live trading and allow traders to personalize the visual footprint of entries and stop-loss levels.
Improvements
• Cleaner Label Placement
Labels now maintain consistent spacing from the candle, regardless of volatility or ATR expansion.
• Enhanced Visual Structure
BUY/SELL signals remain bold and clear, while SL ticks use a more compact and optional sizing scheme.
• Better User Control
New UI inputs:
Entry Label Size
SL Label Size
SL Label Offset (Ticks)nces.
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.
HTF Candle overlayOverview
This Pine Script indicator overlays three separate Mini Charts onto the right side of your main chart area. These mini charts display price action from Higher Timeframes (HTF), allowing traders to monitor multi-timeframe market structure and trends without switching screens. Each mini chart is overlaid with up to 5 customizable EMA (Exponential Moving Average) Clouds.
Key Features
1. Three Independent Mini Charts
Users can select three distinct higher timeframes (e.g., 1 Hour, 4 Hours, 1 Day).
The script automatically checks to ensure the selected timeframe is higher than the current chart's timeframe.
Displays up to 10 historical candles per mini chart (limited to optimize Pine Script drawing resources).
2. Smart Data Handling (RTH vs. ETH)
Daily, Weekly, Monthly: For timeframes of 1 Day or higher, the script forces Regular Trading Hours (RTH) data. This ensures daily candles look standard and aren't distorted by pre/post-market low volume ticks.
Intraday (e.g., 1H, 4H): For timeframes below 1 Day, the script uses Extended Trading Hours (ETH) data, ensuring you see the full picture of pre-market and after-hours moves.
Ticker Cleaning: The script automatically sanitizes ticker IDs to prevent "Symbol Resolve Errors" when used on charts with complex session settings.
3. Comprehensive EMA Clouds
5 Customizable Clouds: Each mini chart can display up to 5 different EMA Clouds (pairs of Short and Long Moving Averages).
Full Color Control: Users can individually customize:
Line Colors: Distinct colors for Short and Long EMA lines.
Cloud Fill: Distinct colors and transparency for Bullish and Bearish trends.
Toggle Visibility: Each of the 5 clouds can be turned On or Off via settings.
Source Selection: Users can calculate EMAs based on Close, Open, High, Low, HL2, HLC3, or OHLC4.
4. Custom Visuals & Positioning
Candle Aesthetics: Users can define Bull/Bear candle colors, transparency, and Candle Width (thickness).
Positioning:
Horizontal Offset: Shift the entire dashboard left or right to avoid overlapping with current price action.
Spacing: Adjust the gap between the three mini charts.
Assistance Lines: Optional Support/Resistance lines (Fibonacci or Range High/Low) can be drawn extending from the mini charts.
How it Works (Technical Summary)
The script utilizes request.security to fetch OHLC data and Moving Average data from the specified higher timeframes. It stores this data in Matrices and Arrays to manage history. It then uses Pine Script's line.new and label.new functions to manually draw the candles and EMA lines onto the main chart canvas, relative to the current bar_index. It includes logic to handle dynamic array resizing and garbage collection to stay within Pine Script's execution limits.
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.
Daily MA Rank LadderThis script plots six daily moving averages on any timeframe and tracks them in a live ladder in the top right of the chart. All moving averages are calculated from the daily close, no matter which timeframe you are looking at.
Included moving averages
• SMA 200 based on daily close
• SMA 100 based on daily close
• SMA 50 based on daily close
• EMA 20 based on daily close
• EMA 10 based on daily close
• EMA 5 based on daily close
The table shows
• Current price and all six daily moving averages
• Levels sorted from high to low so price walks up the ladder as it breaks each average
• A direction column with arrows based on change versus the previous daily value
• Double arrow when the move is at least 5 percent
• Single arrow when the move is smaller than 5 percent
Use it to see at a glance where price sits relative to the 200, 100, 50 SMA and the 20, 10, 5 EMA and how fast each level is moving.
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!
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.
Volume Trabar Rank PRO🔑 Key Concept
The indicator uses a rank-based system that counts the number of timeframe periods (lengths) where price has exceeded standard deviation thresholds. The higher the absolute rank value, the more extreme the market condition — indicating stronger potential reversal zones.
⚙️ How The Indicator Works
The indicator operates on a unique multi-length Bollinger Band analysis system:
📏 Multiple Length Analysis
📊 Rank Calculation
Counts how many bands the price has broken through to generate a rank value from -18 to +18
🎨 Visual Coding
Color-coded histogram and threshold lines for quick visual interpretation
Ranking System Explained :
Rank Value Signal Strength Typical Action
+8 to +18 Very Strong Consider Selling / Taking Profit
+7 Strong Watch for reversal signals
+4 to +6 Moderate Caution for new longs
+1 to +3 Weak Monitor market conditions
0 Neutral No extreme condition
-1 to -3 Weak Monitor market conditions
-4 to -6 Moderate Look for entry opportunities
-7 Strong Strong buy signal
-8 to -18 Very Strong High probability buy zone
Advanced Features
✅Filter #1: Volume Weighting
✅Filter #2: Outlier Filtering (IQR)
✅Filter #3: Anti-Repaint Logic
⏰ Multi-Timeframe Analysis
The indicator can simultaneously monitor up to 4 different timeframes (default: 1m, 5m, 15m, 30m), allowing traders to:
Identify confluence zones where multiple timeframes show the same signal
Spot divergences between timeframes for better timing
Generate "READY" signals when all MTF conditions align
🎯 MTF Ready Signal
READY BUY: Triggers when MTF #1, #2, and #3 all show oversold ranks ≤ -5
READY SELL: Triggers when MTF #1, #2, and #3 all show overbought ranks ≥ +5
These signals indicate strong multi-timeframe alignment, providing high-probability trading opportunities.
You can see here :
🛠️ How This Indicator Was Created
Accuracy Improvements (v3.0)
Volume Weighting: Replaced SMA with VWMA for better accuracy
Outlier Filtering: Added IQR-based filtering to remove false signals from price spikes
✨ Key Advantages
🚫 No Repainting
Anti-repaint logic ensures signals don't disappear or change after bar closure, providing reliable backtesting and live trading signals.
📊 Multi-Timeframe
Simultaneously monitor up to 4 timeframes, identifying confluence and divergence for better timing and higher probability trades.
🎯 Volume-Weighted
Uses actual volume data to weight calculations, making signals more representative of true market sentiment and participation.
🔬 Outlier Filtered
IQR-based filtering removes false signals from flash crashes, spikes, and other anomalous price action that doesn't represent real conditions.
⚡ Performance Optimized
Carefully tuned to balance accuracy with speed. Default settings optimize for the top 10% extreme conditions without lag.
🎨 Highly Customizable
Over 30 input parameters allow complete customization of lengths, thresholds, colors, and display options to match your trading style.
I just also add :
5M SCALPING OPTIMAL SETTINGS
Alert 🔥 Extreme Signal (Buy/Sell) - Priority HIGH and ⭐ Mid-Term Signal (Buy/Sell) - Priority NORMAL
MTF Blending Options ( 8 Blending Modes )
Rank Occurrences Table.
Bull and Bear divergence
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To get access to this script you have to be a member, or DM on TradingView.
investXperts + position sizerThis exclusive invite-only script combines a clean, structured trend-following system with a fully automated, candle-based position sizer for the Micro Gold Future (MGC). It is designed for traders who demand high precision, full transparency, and disciplined risk control in their intraday trading.
The integrated trend filter, based on the 20, 50, and 200 EMAs, identifies clear directional phases and visually removes noise from the chart. Building on this foundation, the script generates automatic long and short signals that only appear when the candle touches either the EMA20 or EMA50, volume exceeds the 5-period SMA, the candle structure confirms direction, and the market is aligned with the prevailing trend. To further enhance clarity, the background color adjusts to the current trend direction, making market conditions instantly recognizable.
Complementing the entry logic, the built-in position sizer calculates the exact position size for MGC in real time, based on the actual candle range. It determines the number of ticks, the dollar risk per contract, and the precise number of contracts that can be traded, with an optional calculation of the previous candle as well. This removes the need for manual calculations and ensures that position sizing adjusts dynamically to market volatility.
This script is part of the IX system and provides a professional, clean, and practical presentation for traders who aim to operate consistently and make well-structured decisions. Access is restricted to selected users and represents a high-quality, private component of the InvestXperts workflow.
Trend Composite (Auto 125d + Daily Overlay)Arthur Hill’s Trend Composite is a multi-factor trend indicator designed to quantify the overall trend strength of any market. Instead of relying on a single moving average or MACD signal, the Trend Composite combines five proven long-term trend measures into one clear score.
The indicator outputs a value from –5 to +5, where:
+5 → Strong uptrend
0 → Neutral / transition zone
–5 → Strong downtrend
A higher score means more trend components are aligned bullishly. A lower score means multiple trend components are pointing bearish.
The Trend Composite evaluates:
Price vs 100-day SMA
Price vs 200-day SMA
50-day SMA vs 200-day SMA
Slope of the 200-day SMA
MACD line vs Signal line
Each component votes +1 (bullish) or –1 (bearish), and the sum becomes the Trend Composite score.
Why This Indicator Works
Trend signals by themselves can be noisy or lagging. When you combine multiple uncorrelated trend measures, you remove false positives and get a cleaner picture of market direction. The result is a powerful, balanced trend filter that works across stocks, crypto, forex, indices, and commodities.
How Traders Use It
Trend filter for long trades: Only trade long when the score is ≥ +3
Avoid chop: Stay out when the score is between –2 and +2
Short setups: Look for –3 or lower
Watchlist ranking: Sort symbols by composite score to find the strongest trends
Stage analysis: Helps identify clear Stage 2 uptrends and Stage 4 downtrends
This makes it ideal for systematic traders, swing traders, trend followers, and anyone building rule-based strategies.
Notes
This is not a buy/sell signal on its own — it’s a trend framework. Combine it with volume patterns, relative strength, volatility contraction, or your preferred entry setup for best results.
VWAP and EMA Crossover VWAP & EMA-21 Crossover Indicator
The VWAP & EMA-21 Crossover Indicator is a momentum-based trend tool that combines the institutional strength of VWAP with the responsiveness of the 21-period Exponential Moving Average. It is designed for intraday traders who rely on clean and high-probability trend confirmation.
Key Features
Plots real-time VWAP as the institutional fair-value benchmark
Plots EMA-21 for fast trend detection
Generates Buy & Sell signals based on VWAP and EMA-21 alignment
Alerts for bullish and bearish crossovers
Suitable for stocks, indices, crypto, forex, and futures
How Signals Work
Buy Signal: Triggered when price moves above VWAP and crosses above EMA-21, indicating bullish momentum.
Sell Signal: Triggered when price moves below VWAP and crosses below EMA-21, confirming bearish momentum.
Best Use-Cases
Scalping and intraday trading (1m–30m charts)
Trend continuation and breakout confirmation
Filtering trades using VWAP’s institutional bias
Spotting early momentum shifts with EMA-21
Why this Indicator Works
VWAP identifies where institutional traders see fair value, while EMA-21 captures short-term trend direction. When both align, the indicator highlights clean, high-probability trading opportunities and filters out low-quality setups.
Conclusion
The VWAP & EMA-21 Crossover Indicator is ideal for traders seeking a simple yet powerful signal system that blends institutional volume logic with fast trend confirmation. Perfect for day traders, scalpers, and momentum-based strategies.
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.
∞
Multi‑Timeframe Bias & Adaptive MA SuiteThis indicator combines multi‑type moving averages, Bollinger Bands, and a multi‑timeframe bias dashboard into one powerful tool. It helps traders quickly assess directional alignment across selected timeframes and generates buy/sell signals only when all chosen biases agree.
Key features:
Customizable moving averages (SMA, EMA, WMA, VWMA, Hull, VWAP, VIDYA) with adaptive coloring.
Bollinger Bands overlay for volatility and breakout detection.
Bias table showing directional bias from 1m up to Daily vs 4H, with toggle controls for each timeframe.
Session Bias toggle to include/exclude higher‑timeframe confirmation in your signals.
Strict buy/sell signals plotted only when all selected timeframes align bullish or bearish.
Alert conditions for automated notifications when signals trigger.
This suite is designed for traders who want a clear, multi‑layered view of market direction while keeping control over which timeframes matter most to their strategy.
