Kalman Sigmoid Z-score | SurgeQuantTitle: Kalman Sigmoid Z-score Indicator
The Kalman Sigmoid Z-score indicator is a sophisticated tool designed to identify market momentum and potential trend changes using a combination of Kalman filtering, sigmoid-weighted averaging, and Z-score calculations. By processing price data through a Kalman filter and applying adaptive sigmoid weighting, this indicator provides clear visual signals for bullish and bearish market conditions. The Z-score output and price bars are dynamically colored to highlight momentum shifts, aiding traders in identifying potential trading opportunities.
How It Works
Kalman Filter Calculation
Computes a smoothed price series using a Kalman filter based on a user-selected price source (Close, High, Low, or Open) with configurable parameters for process noise, measurement noise, and filter order (default: 3).
The Kalman filter reduces noise in the price data, providing a stable foundation for further analysis.
Sigmoid-Weighted Averaging
Applies a sigmoid function to calculate adaptive weights based on price comparisons over a user-defined lookback period (default: 10).
Weights are adjusted dynamically using a volatility ratio (standard deviation over ATR) to account for market conditions, enhancing signal reliability.
Z-score Calculation
Calculates the Z-score of the Kalman-filtered price relative to a sigmoid-weighted moving average over a user-defined period (default: 20).
Bullish Signal: Triggered when the Z-score crosses above 0, indicating potential upward momentum.
Bearish Signal: Triggered when the Z-score crosses below 0, indicating potential downward momentum.
Visual Representation
The indicator provides a clear and customizable visual interface:
Z-score Histogram: Displayed as colored columns, with distinct colors for bullish (Z-score > 0) and bearish (Z-score < 0) conditions.
Bright green (#4DFFBE) for rising Z-score above 0.
Light green (#56DFCF) for falling Z-score above 0.
Dark purple (#AE75DA) for falling Z-score below 0.
Light purple (#4D2D8C) for rising Z-score below 0.
Price Bar Coloring: Synchronizes with the Z-score colors to reflect momentum on the main chart.
Reference Line: A zero line is plotted on the Z-score panel for easy reference.
Customization & Parameters
The Kalman Sigmoid Z-score indicator offers flexible parameters to suit various trading styles:
Source: Select the input price (default: Close; options: Close, High, Low, Open).
Lookback Period: Set the period for sigmoid weight calculations (default: 10).
Volatility Period: Adjust the period for volatility ratio calculation (default: 30).
Base Steepness: Control the sigmoid function’s sensitivity (default: 5).
Base Midpoint: Set the sigmoid function’s midpoint (default: 0.01).
Z-score Period: Define the period for Z-score calculation (default: 20).
Kalman Parameters:
Process Noise (default: 0.01).
Measurement Noise (default: 3).
Filter Order (default: 3).
Color Settings: Predefined colors with distinct shades for bullish and bearish states, ensuring clear visual differentiation.
Trading Applications
This indicator is versatile and can be applied across various markets and strategies:
Momentum Trading: Highlights strong bullish or bearish momentum for potential entry or exit points based on Z-score crossings.
Trend Confirmation: Use bar coloring to confirm Z-score signals with price action on the main chart.
Reversal Detection: Identify potential reversals when the Z-score crosses the zero line.
Scalping and Swing Trading: Adjust parameters (e.g., lookback, Z-score period) to suit short-term or longer-term strategies.
Final Note
The Kalman Sigmoid Z-score indicator is a powerful tool for traders seeking to leverage advanced filtering and statistical analysis for momentum and trend-based opportunities. Its combination of Kalman-filtered price smoothing, sigmoid-weighted averaging, dynamic Z-score signals, and synchronized bar coloring offers a robust framework for informed trading decisions. As with all indicators, backtest thoroughly and integrate into a comprehensive trading strategy for optimal results. This indicator is provided for educational and informational purposes and should not be considered financial advice.
Ciclos
Custom Time Range HighlightThis indicator highlights specific time ranges on your TradingView chart with customizable background colors and labels, making it easier to identify key trading sessions and ICT (Inner Circle Trader) Killzones. It is designed for traders who want to mark important market hours, such as major sessions (Asia, New York, London) or high-volatility Killzones, with full control over activation, timing, colors, and transparency.
Features
Customizable Time Ranges: Define up to 9 different time ranges, including one custom range, three major market sessions (Asia, New York, London), and five ICT Killzones (Asia, NY Open, NY Close, London Open, London Close).
Individual Activation: Enable or disable each time range independently via checkboxes in the settings. By default, only the ICT Killzones are active.
Custom Colors and Transparency: Set unique background and label colors for each range, with adjustable transparency for both.
Labeled Time Ranges: Each active range is marked with a customizable label at the start of the period, displayed above the chart for easy identification.
Priority Handling: If multiple ranges overlap, the range with the higher number (e.g., Asia Killzone over Custom Range) determines the background color.
CET Time Zone: Time ranges are based on Central European Time (CET, Europe/Vienna). Adjust the hours and minutes to match your trading needs.
Settings
The indicator settings are organized into three groups for clarity:
Custom Range: A flexible range (default: 15:30–18:00 CET) for user-defined periods.
Session - Asia, NY, London: Major market sessions (Asia: 01:00–10:00, New York: 14:00–23:00, London: 09:00–18:00 CET).
ICT Killzones - Asia, NY, London: High-volatility periods (NY Open: 13:00–16:00, NY Close: 20:00–23:00, London Open: 08:00–11:00, London Close: 16:00–18:00, Asia: 02:00–05:00 CET).
For each range, you can:
Toggle activation (default: only ICT Killzones enabled).
Adjust start and end times (hours and minutes).
Customize the label text.
Choose background and label colors with transparency levels (0–100).
How to Use
Add the indicator to your chart.
Open the settings to enable/disable specific ranges, adjust their times, or customize colors and labels.
The chart will highlight active time ranges with the selected background colors and display labels at the start of each range.
Use it to focus on key trading periods, such as ICT Killzones for high-probability setups or major sessions for market analysis.
Notes
Ensure your time ranges align with your trading instrument’s session times.
Overlapping ranges prioritize higher-numbered ranges (e.g., Asia Killzone overrides London Session).
Ideal for day traders, scalpers, or ICT strategy followers who need clear visual cues for specific market hours.
Feedback
If you have suggestions for improvements or need help with customization, feel free to leave a comment or contact the author!
NDOG & NWOG - Liquidity + Sunday Box rroielDescription:
This script combines NDOG & NWOG liquidity levels with a Sunday Box framework to provide traders with structured levels for weekly bias, liquidity mapping, and potential entry/exit zones.
Features:
• Automatic plotting of NDOG & NWOG liquidity zones.
• Sunday Box (weekly open range) drawn to define structure and bias.
• Highlights liquidity sweeps and retests for trade confirmation.
• Configurable settings for box time, liquidity range, and display options.
• Built to support ROI/EL strategies by aligning liquidity with weekly key levels.
Use Case:
Helps traders identify where price is likely to react by combining liquidity-based zones with the Sunday box framework. Designed for clarity, confluence, and efficiency in execution.
Highlight Specific Time CandleThis is a simple Pine Script tool that marks candles occurring at a chosen time of the day. You can set the hour and minute (in 24-hour format) from the inputs, and whenever a candle’s timestamp matches that time, the indicator highlights it with a symbol above the bar and an optional background colour.
This is useful for:
Identifying key intraday times (e.g., market open, midday, closing).
Spotting how price reacts at scheduled events (economic data releases, news times).
HTF Power of Three+ Limitless by Supreme
HTF Power of Three+ Limitless by Supreme
This indicator provides a high fidelity lens into the market's fundamental fractal rhythm.
For the professional trader who understands every candle is a story of accumulation manipulation and distribution this tool transcends the limitations of linear time analysis.
It offers an institutional grade panoramic dashboard of the Power of Three archetype operating seamlessly across any timeframe without constraint.
The core limitation of standard chart analysis is the boundary between timeframes.
This tool dissolves these walls presenting a fluid four dimensional view of market dynamics directly on your chart.
It transforms your perception by offering a continuous unbroken context of the higher timeframe narrative that governs all lower timeframe price action.
This is not merely another visualization tool.
It is a complete solution to the problem of temporal dissonance that plagues most traders.
The standard chart presents a flat fragmented reality.
You are forced to switch between timeframes losing your place and breaking your cognitive flow.
This constant friction degrades the quality of analysis and leads to missed opportunities or flawed execution.
The market is a fractal an infinitely repeating pattern across all scales of time.
Lower timeframe price movements are not random events.
They are the direct consequence of the objectives being pursued on higher timeframes.
To trade without this higher timeframe context is to navigate a storm without a compass guided only by the immediate chaotic waves.
This indicator provides that compass.
The Power of Three is the narrative structure embedded within every candle.
This concept posits that smart money engineers price through a deliberate three phase process.
First is the accumulation phase.
This is a period of relative equilibrium typically around the opening price where large institutions quietly build their positions.
It is the balance before the imbalance the coiling of a spring.
Second is the manipulation phase.
This is the critical judas swing or stop hunt designed to engineer liquidity.
Price is intentionally driven against the true intended direction to trip stop loss orders from breakout traders and induce uninformed participants to take the wrong side of the market.
Their selling becomes the liquidity for institutions to buy at better prices and vice versa.
Third is the distribution phase.
This is the true expansion move where price travels rapidly in the direction of institutional intent.
This is the clean efficient price leg that most trend following systems attempt to capture often after the most advantageous entry point has passed.
Understanding this three part structure is the key to aligning your trades with smart money flow.
This tool makes that entire process visible.
The current live higher timeframe candle is projected onto your chart as it forms.
This is not a static snapshot but a living representation of the ongoing campaign.
Every tick on your lower timeframe chart now has context.
You can see precisely if price is in the initial accumulation phase giving you time to prepare.
You can identify the manipulation phase as it happens allowing you to avoid being trapped or to position yourself for the reversal.
You can confirm the beginning of the distribution phase providing the confidence to engage with the true market move.
The indicator also displays the three previously completed higher timeframe candles.
This is not just historical data.
It is the immediate narrative context.
These three candles reveal the established order flow and the key price levels that matter.
The highs and lows of these candles are not arbitrary points.
They are institutional reference points magnets for liquidity and critical levels for targeting or invalidation.
A manipulation move will often seek the high or low of the previous candle before reversing.
The expansion move will often target the liquidity resting beyond a high or low from two candles prior.
This four candle panoramic view allows for sophisticated narrative construction.
You can build a high probability thesis for the trading session based on the interrelationship of these candles.
For example after a series of strong bullish higher timeframe closes a brief manipulative dip below the prior candle's open becomes a very high probability long entry.
Conversely a failure to expand above the previous candle's high after a strong run may signal exhaustion and an impending reversal.
The tool's architecture is built on a state of the art non redrawing framework.
All visual elements are created once and only their parameters are updated.
This eliminates redraw lag entirely ensuring a fluid instantaneous and seamless experience.
Your analytical environment will remain sharp responsive and completely unburdened even during extreme market volatility.
The engine is unbound by time.
Its logic is perfectly fractal.
A scalper on a one minute chart using a fifteen minute context gains the same clarity and follows the same principles as a swing trader on a daily chart using a weekly context.
The pattern is universal.
This tool makes its application universally accessible.
This is for the trader who is no longer satisfied with looking at the market through a keyhole.
It is for the analyst who demands a complete limitless and flawlessly performing view of the price delivery process.
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By installing this indicator you move from a fragmented view of price to a holistic four dimensional understanding of the market.
You achieve temporal coherence seeing the cause on the higher timeframe and the effect on the lower timeframe as a single unified process.
You begin to operate without the constraints of conventional charting.
VersaillesVersailles Trading System User Manual
System functions
Main line (blue): represents the average cost line
Channel strip (green): normal price fluctuation range
EMA200 (yellow): 200 day moving average, used to determine long-term trends
Simple usage
Long signal (buy)
The price is above the blue line of the main line
The price is above the yellow EMA200
Price hits the green channel and rebounds below the track
Short selling signal (sell)
The price is below the blue line of the main line
The price is below the yellow EMA200
The price has hit the green channel and fallen back
Setting instructions
Anchoring period: usually select "Session" (calculated on a daily basis)
Display EMA200: Turn on the switch and select yellow color
Channel multiplier: Use the default 1.0
Usage Tips
Long above the blue line (main line) and short below it
The yellow line (EMA200) is a trend direction reference
The boundary of the green channel is the support resistance level
Breaking through the outer edge of the price channel may lead to a major market trend
Precautions
The effect is better when the trend is obvious
Less trading in volatile market conditions
More accurate based on trading volume
Set stop loss before operation
In summary, go long above the blue and yellow lines, go short below them, and find buying and selling points along the green channel boundary.
humblebragVersailles Trading System User Manual
System functions
Main line (blue): Volume weighted average price, representing the average cost line
Channel strip (green): normal price fluctuation range
EMA200 (yellow): 200 day moving average, used to determine long-term trends
Simple usage
Long signal (buy)
The price is above the blue line of the main line
The price is above the yellow EMA200
Price hits the green channel and rebounds below the track
Short selling signal (sell)
The price is below the blue line of the main line
The price is below the yellow EMA200
The price has hit the green channel and fallen back
Setting instructions
Anchoring period: usually select "Session" (calculated on a daily basis)
Display EMA200: Turn on the switch and select yellow color
Channel multiplier: Use the default 1.0
Usage Tips
Long above the blue line (main line) and short below it
The yellow line (EMA200) is a trend direction reference
The boundary of the green channel is the support resistance level
Breaking through the outer edge of the price channel may lead to a major market trend
Precautions
The effect is better when the trend is obvious
Less trading in volatile market conditions
More accurate based on trading volume
Set stop loss before operation
In summary, go long above the blue and yellow lines, go short below them, and find buying and selling points along the green channel boundary.
Ajay Auto Pre-Market Gap + 3PM Signal (NIFTY/BANKNIFTY/SENSEX)Ajay Auto Pre-Market Gap + 3PM Signal (NIFTY/BANKNIFTY/SENSEX)
Sequential SMT (QT)Sequential SMT (Quarterly Theory)
Price Divergences Between Correlated Asset Pairs Across Time Quarters
This indicator identifies Sequential SMT patterns - divergences between correlated assets across consecutive time periods. When price action diverges between traditionally correlated pairs, it may signal potential reversals or distribution phases.
How It Works
The indicator divides the trading day into specific time quarters and analyzes price extremes within each period. It compares consecutive quarters to detect divergences:
Bullish Pattern: One asset makes a lower low while its correlated pair makes a higher/equal low
Bearish Pattern: One asset makes a higher high while its correlated pair makes a lower/equal high
This implementation enhances standard divergence detection by:
Analyzing multiple timeframe cycles simultaneously (dual-cycle approach)
Using both wick and body-based analysis for hidden divergences
Incorporating True Open levels as confluence filters
Providing visual quarter/cycle boundaries for context
Key Features
Dual-Cycle Detection
M5 Timeframe: Tracks Daily Cycles (6h) AND 90-minute quarters simultaneously
M1 Timeframe: Tracks 90-minute cycles AND 22.5-minute quarters simultaneously
Both cycle types run concurrently for multiple confluence levels
Divergence Analysis
Standard Patterns: Identifies divergences using full candle ranges
Hidden Patterns: Body-only analysis for concealed divergence detection
5 Configurable Correlation Pairs
Pre-configured with major correlations:
BTC/ETH (Cryptocurrency pairs)
NQ/ES (Index futures)
EUR/GBP (Forex majors)
Gold/Silver (Precious metals)
Custom pair slot
Visual Components
Quarter Boxes: Color-coded Q1-Q4 periods showing price ranges
Cycle Frames: Larger timeframe boundaries for context
SSMT Lines: Connect divergence points between quarters
True Opens: TDO (daily) and TSO (session) reference levels
Dual Labels: Period identification for each timeframe
Trading Application
This indicator is designed to identify divergence patterns that may precede reversals:
Signals are strongest when divergences occur near True Open levels
Multiple timeframe confluence increases signal reliability
Best used in conjunction with other technical analysis methods
The indicator is particularly useful for traders who:
Trade correlated asset pairs
Focus on intraday reversals
Use time-based market structure analysis
Combine multiple confluence factors for entries
Customization
Toggle individual components, adjust colors, control visual density. Configure correlation pairs to match your trading instruments. Debug panel available for detailed analysis.
Important Note
This indicator identifies divergence patterns based on mathematical relationships between correlated assets. Like all technical indicators, it should be used as part of a comprehensive trading approach with proper risk management.
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Based on time-quarter analysis and correlation divergence concepts. Designed to help identify potential reversal zones through systematic divergence detection across multiple time cycles.
Gann Square NumberFor Backteting Purpose Only,
Its Important date is High and low is very imporatnt and if breck any side most problebly movenebt will get so this type of trade will getting from this indicator,
just for education purpose only its not any trade recommadatio
Cube NumberFor Backteting Purpose Only,
Its Important date is High and low is very imporatnt and if breck any side most problebly movenebt will get so this type of trade will getting from this indicator,
just for education purpose only its not any trade recommadatio
HMS Jupiter&Venus (2020–2025) with levelsFor Backteting Purpose Only,
Its Important date is High and low is very imporatnt and if breck any side most problebly movenebt will get so this type of trade will getting from this indicator,
just for education purpose only its not any trade recommadatio
HMS Reversal day(2022–2026) with levelsFor Backteting Purpose Only,
Its Important date is High and low is very imporatnt and if breck any side most problebly movenebt will get so this type of trade will getting from this indicator,
just for education purpose only its not any trade recommadatio
HMS Panchak (2023–2025) with levelsFor Backteting Purpose Only,
Its Important date is High and low is very imporatnt and if breck any side most problebly movenebt will get so this type of trade will getting from this indicator,
just for education purpose only its not any trade recommadatio
HMS Amavsya Dates (2020–2030) with levelsFor Backteting Purpose Only,
Its Important date is High and low is very imporatnt and if breck any side most problebly movenebt will get so this type of trade will getting from this indicator,
just for education purpose only its not any trade recommadation.
HMS Purnima Dates (2020–2030) with levelsFor Backteting Purpose Only,
Its Important date is High and low is very imporatnt and if breck any side most problebly movenebt will get so this type of trade will getting from this indicator,
just for education purpose only its not any trade recommadatio
HOPE(EMA) ROPE(IC)Confucius say: Man at end of rope finds hope; man drunk on hope soon finds rope
-HaggisZero
TradeX ORB SniperTradeX ORB Sniper — Multi-Range Opening Breakout Framework
This invite-only script is a structured Opening Range Breakout (ORB) tool designed to map price interaction with multiple predefined ranges. It is not a collection of generic settings — all versions and filters are coded in-house and connected through a shared logic engine.
Purpose & Core Design
The ORB Sniper provides four internally coded modes, each referencing a distinct opening range. Depending on market context, ranges may include:
Pre-market session range
5-minute opening range
15-minute opening range
Volume-adaptive range variations
Each mode ensures consistent logic across timeframes, allowing traders to analyze breakout dynamics in a rule-based framework.
Breakout Highlighting
When price closes above or below the active range, the script highlights that candle in gold/yellow (“Get Ready Candle”). This highlight is informational only, serving as a visual marker of when price has left the defined range.
Zone Projection & Box Mapping
To help visualize breakout dynamics, the script plots risk and reward boxes:
Risk Box — initial region mapped from the selected range
Reward Box — projected continuation area based on range displacement
These elements are configurable, giving traders flexibility in how the breakout context is displayed.
Custom Visual Inputs
Users can adjust all visual components directly from the settings panel:
ORB Mode — toggle between V1–V4 range types
Risk Box Color — customize the risk region’s display
Reward Box Color — adjust continuation box visuals
Get Ready Candle Color — select the breakout candle highlight color
Inputs in Status Line — optional summary display at the top of the chart
This ensures the framework is adaptable to any chart theme or personal preference.
Development Process
The ORB Sniper was first modeled in Python, where volume, volatility, and technical variations were looped through to refine range definitions. The most effective rules were then coded into Pine Script, creating a streamlined, repeatable breakout framework.
Disclaimer
This is an original, closed-source TradeX Labs tool. It references known concepts (opening ranges, volume dynamics) within a proprietary rule-based framework. It is intended for visual analysis only and does not provide trade signals or guarantee results. Default settings are for illustration; traders should adjust configuration to their instrument and timeframe.
Multi-RSI with Stochastic Oscillator - flack0xA sophisticated momentum analysis tool combining 4 customizable RSI oscillators with an innovative Close/Close Stochastic implementation. Designed for traders seeking comprehensive momentum insights across multiple timeframes in a single, organized indicator.
Key Features:
4 Independent RSI Oscillators with default periods: 2, 3, 9, 27
Innovative Close/Close Stochastic - Compares closing prices to closing price ranges (not high/low)
Complete Customization - Individual control over periods, colors, line widths, and visibility
Reference Levels - Customizable overbought (70), oversold (30), and midline (50) levels
Smart Alert System - Crossover notifications for key momentum shifts
Unique Close/Close Stochastic Methodology:
Unlike traditional Stochastic oscillators that use high/low ranges.
Benefits of Close/Close Approach:
Eliminates Gap Noise - Ignores overnight gaps and intraday wicks
Smoother Signals - Reduces whipsaws common in traditional Stochastic
Position-Relevant - Focuses on actual settlement prices traders care about
Cleaner Momentum Reading - Pure closing price momentum without intraday volatility
Fibonacci Momentum CascadeThe Foundation: FMC Indicator:
The Fibonacci Momentum Cascade (FMC) is an AI-enhanced technical indicator that automates Fibonacci analysis, removing the guesswork and doubt that plagues manual drawing. Instead of relying on subjective human input, the FMC uses a proprietary Momentum Cascade Engine™ that constantly analyzes market strength to detect significant shifts in buying and selling pressure. When confirmed, it automatically identifies the most relevant market trend, cascades fresh Fibonacci levels, and grades potential technical setups. It features 100% automated swings, adaptive real-time analysis, and professional setup grading with Primary Setups (▲P / ▼P) for A+ formations and Secondary Setups (▲S / ▼S) for supplementary patterns.
The Adaptive Edge: AI Co-Pilot:
Our AI analyzes multiple data sources including market sentiment, technical patterns, fundamental factors, and news events to generate comprehensive market insights. It also fine-tunes the FMC indicator inputs for today's market, outputting personalized settings optimized for multiple timeframes (1d, 4h, 1h, 15m, 5m) — removing guesswork and maximizing precision for your asset.
The Force Multiplier: The Hub:
The Hub is our community intelligence platform where users share market analyses and insights. When you or others request AI analyses, they become available in The Hub for everyone to access without using credits. This creates a growing library of market insights across all asset classes. You can browse community analyses, discover trending assets, and benefit from the collective wisdom of experienced traders—essentially getting free analyses beyond your monthly credits.
Global Liquidity Proxy vs BitcoinGlobal Liquidity Proxy vs Bitcoin. Helps to understand the cycles with liquidty.
