Uni Combined Oscillator (LOG + SQRT + STD) -> PROFABIGHI_CAPITAL

🌟 Overview

The Universal Combined Oscillator → PROFABIGHI_CAPITAL blends three advanced transformation methods—logarithmic for percentage-based momentum, square root for volatility-tempered signals, and standard deviation for statistical deviation scoring—to deliver a unified view of market momentum, extremes, and regime shifts. Traders can toggle individual oscillators or rely on the averaged signal for spotting overbought/oversold conditions, divergences, and trend biases with customizable normalization and smoothing.

⚙️ General Settings

– Lookback Length: Adjustable period for momentum calculations and normalization across all oscillators.
– Smoothing Length: Period to apply averaging for reducing signal noise.
– Smoothing Type: Selection of moving average styles like simple, exponential, weighted, or running for signal refinement.
– Z-Score Length: Period for computing statistical deviations to flag extremes.
– Show Z-Score: Toggle to overlay Z-score lines for overbought/oversold statistical insights.
– Normalization: Choice of scaling methods like range-based, deviation-based, or ranking for consistent comparisons.
– Source: Data input, such as closing prices, for all oscillator computations.

📐 SQRT Oscillator Settings

– SQRT Method: Transformation style for price shifts, volatility measures, range data, or blended components.
– Outlier Threshold: Level to detect and cap extreme values in square root signals for stability.

📊 STD Oscillator Settings

– Standard Score Length: Period for deviation-based scoring in the standard oscillator.
– Standard Score Method: Base input like prices, returns, volume, ranges, or a mix for scoring.
– Window Type: Calculation window as fixed rolling or growing expanding for context.
– Regime Threshold: Level to categorize market states as bullish, bearish, or neutral.

👁️ Display Options

– Show Average Oscillator: Enable the blended average line for overall signal clarity.
– Show LOG Oscillator: Activate logarithmic view for momentum on percentage scales.
– Show SQRT Oscillator: Turn on square root view for smoothed volatility insights.
– Show STD Oscillator: Enable deviation scoring for statistical market reads.
– Show Components: Reveal sub-plots within oscillators for deeper breakdown.
– Only Z-Score Mode: Restrict view to Z-score overlays for focused statistical analysis.

📊 Oscillator Components & Methods

The indicator processes signals through layered transformations:

LOG Oscillator: Applies logs to price changes, rate of change, and velocity for capturing proportional momentum.
SQRT Oscillator: Uses square roots on shifts, deviations, and ranges to dampen non-linear effects.
STD Oscillator: Scores deviations from means using price or volume metrics for outlier detection.
Normalization Techniques: Scales outputs to uniform ranges via min-max, standard deviations, or percentiles.
Volatility Adjustment: Incorporates average true range to adapt signals to market swings.
Z-Score Integration: Measures extremes statistically across all views for deviation alerts.

📈 Advanced Analysis Features

LOG Momentum System:

Change & Rate Detection: Tracks logarithmic accelerations in price action.
Velocity Blending: Averages momentum elements for smoother impulse reads.
Volatility Correction: Divides by range measures to balance in choppy conditions.

SQRT Transformation System:

Safe Root Handling: Manages negative inputs for reliable non-linear scaling.
Range & Deviation Metrics: Roots highs/lows and spreads for tempered volatility.
Outlier Safeguards: Caps extremes to avoid signal distortion.
Trend Bias Layer: Adjusts for directional lean using simple averages.

STD Scoring System:

Window Flexibility: Rolls or expands deviations for tailored historical views.
Fast/Slow Blends: Weights short and long scores for adaptive smoothing.
Regime Labeling: Classifies states by threshold crosses for bias confirmation.
Divergence Scanning: Compares price and score trends for reversal hints.

📏 Signal & Normalization Control

– Smoothing Application: Layers averages to filter noise across components.
– Scaling Choices: Aligns oscillators for seamless blending and Z-score use.
– Volatility Normalization: Scales by range for condition-aware strength.
– Average Blending: Equals parts from all for consensus signal.
– Ranking Position: Places current value in historical context for relativity.

📋 Analysis Framework

Signal Generation:

Overbought Cues: Lines crossing upper bounds or positive Z-scores for sell pressure.
Oversold Cues: Dips below lower bounds or negative Z-scores for buy opportunities.
Regime Changes: Shifts in scoring to flag bullish or bearish dominance.
Divergence Flags: Mismatches between price and oscillator for potential turns.

Z-Score Management:

Extreme Bounds: Positive or negative deviations for high-conviction extremes.
Capping Mechanisms: Limits outliers in root views for steady readings.
Meta Deviations: Layered scores for broader normalized insights.
Rank Validation: Historical placement to gauge signal potency.

Risk & Filter Integration:

Range Filters: Adjusts sensitivity to swings for balanced alerts.
Equal Weighting: Consensus from components for reliable averages.
Contextual Scaling: Ties to lookback for market-relative views.
Threshold Guards: Caps for uniform analysis without spikes.

🎨 Visual Features

– Oscillator Lines: Thick blues for mains, thins for subs and Z-overlays in varied hues.
– Z-Score Traces: Fine lines tracking deviations on selected plots.
– Background Shades: Faint reds for overbought, greens for oversold, blues/grays for regimes.
– Reference Levels: Dashed zero and dotted deviation lines, plus sigma bounds.
– Info Table: Top-right panel with live values, statuses, regimes, and params in color-coded rows.
– Component Traces: Optional thins revealing inner metrics on active oscillators.

🔍 Advanced Features

– Multi-Transformation Mix: Fuses log, root, and deviation for layered perspectives.
– Scaling Variety: From range to rank for custom oscillator harmony.
– State & Mismatch Logic: Boolean tags for regimes and turn signals.
– Live Recalcs: Bar-by-bar updates for Z and outlier checks.
– Array Storage: Holds history for ranks and growing windows.
– Range Adaptation: True range tweaks for varying conditions.
– Average Styles: Diverse smoothers for tuned signal flow.

🔔 Signal Alerts & Monitoring

– Upper Cross Alerts: Triggers on breaches of overbought or positive Z-levels.
– Lower Cross Alerts: Fires on drops below oversold or negative Z-levels.
– State Shifts: Notices entry into bullish, bearish, or neutral phases.
– Mismatch Warnings: Flags price-score drifts for reversal scans.
– Extreme Events: Special notices for root outliers.

By merging logarithmic, square root, and deviation methods with statistical overlays, the Universal Combined Oscillator → PROFABIGHI_CAPITAL equips traders with a versatile momentum dashboard, blending signals for precise extremes, regimes, and divergences in TradingView.

✅ Key Takeaways

– Fuses three oscillators for holistic momentum and volatility reads.
– Z-scores and regimes cut noise with stats-driven filters.
– Table and hues streamline live oversight.
– Toggles and scalers fit any trading approach.