Cluster Pattern Frequency

# Cluster Pattern Frequency - Eight sequences and their statistics

*Category: Pattern Recognition | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1*

## Short description

> Encodes every three bar sequence into one of eight possible configurations and measures the historical frequency of it being followed by an upward move.

## Full description

### Overview

Every three bar sequence can be encoded as a three digit binary number, using simply the sign of each bar: eight possible configurations in all, from three bearish bars to three bullish ones. This indicator identifies the current configuration, searches history for every time the same one occurred, and measures what followed: what percentage of those cases was followed by an upward move within the chosen horizon. The result is not a forecast but a frequency observed on this specific instrument. On many markets it will come out near fifty per cent, and that is itself valuable information: it means that sequence has no predictive value, and anyone trading it is betting on a regularity that does not exist.

### How the calculation works

1. Each bar contributes one bit: one if the close exceeds the open, zero otherwise.
2. The most significant bit is the oldest bar of the triple, so the code reads the sequence in chronological order.
3. The outcome of every past bar is the change realized within the chosen horizon.
4. The historical case search starts InpHorizon bars back: only those cases have a fully observed outcome.
5. This constraint guarantees no future information ever enters the value shown on the current bar.
6. If fewer than InpMinCases cases are found the frequency is not shown: too small a sample is unreliable.

### How to use it

- Always look first at the case count line: a frequency computed on few cases has no value.
- Frequencies near fifty per cent mean that sequence has no predictive value on this market.
- Use the frequency to size the position, not to decide whether to enter: sixty per cent still leaves forty per cent of contrary cases.
- Comparing frequencies across instruments reveals which markets have short term regularities and which do not.
- Increase the horizon to measure slower effects, knowing the usable cases decrease.

### Who it is for and on which timeframes

It targets quantitatively minded traders who can tell an observed frequency from a forecast, a distinction essential to using it correctly. It works from M30 to D1. Its most honest use is precisely to verify that bar sequences have no predictive power on most markets: it is a tool serving as much to find regularities as to disprove supposed ones. It requires deep history to produce meaningful samples.

### Practical example of reading a signal

On EURUSD H4 the current sequence is three consecutive bearish bars, code zero. The indicator finds sixty one identical cases over the last five hundred bars. Of these, in thirty one price rose over the following three bars: the frequency is fifty point eight per cent, practically identical to a coin flip. The histogram stays grey. The correct conclusion is not that the pattern is weak, but that it does not exist at all: on that market three bearish bars say nothing about what comes next. A trader with a strategy based on that sequence has just discovered, in thirty seconds, that it has no foundation.

## Input parameters

| Parameter | Default | Description |
|---|---|---|
| `InpLookback` | 500 | History searched for similar cases. The wider it is the more cases are found, but computational cost grows. Internally capped at 3000. |
| `InpHorizon` | 3 | Bars within which the outcome is measured. It defines which effect is being sought: immediate or longer term. |
| `InpMinCases` | 15 | Minimum cases for the frequency to be shown. Below this threshold the value stays neutral. |
| `InpEdgeLevel` | 60.0 | Frequency beyond which the case is deemed notable and the histogram is coloured. |

## Advantages / strengths

- It replaces a belief with a measure verifiable on the instrument real data.
- It explicitly shows the sample size, allowing the reliability of every value to be judged.
- The eight configuration encoding exhaustively covers every possible three bar sequence.
- No repaint: the search uses only cases whose outcome is already fully observed.

## Limitations and warnings

- A historical frequency is not a future probability and must not be used as one.
- The encoding uses only the sign of the bars and completely ignores their size.
- On many markets all eight configurations come out near fifty per cent, and the indicator stays grey throughout.
- Searching hundreds of bars on every bar carries a substantial computational cost.

**No repaint:** values printed on a closed bar are never modified afterwards.

**Disclaimer.** This product is a technical analysis tool, not an automated trading system, and it offers no profit guarantee whatsoever. Financial markets carry the risk of total loss of the invested capital. Past performance is not indicative of future results. Every signal must be confirmed with your own analysis, a money management plan and prior testing on a demo account. The author is not responsible for trading decisions taken on the basis of this indicator.

## Suggested tags / keywords for MQL5

`pattern`, `frequency`, `statistics`, `backtest`, `sequence`, `probability`, `no repaint`, `validation`
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A powerful oscillator that provide Buy and Sell signals by calculating the investor liquidity. The more liquidity the more buy possibilities. The less liquidity the more sell possibilities. Please download the demo and run a backtest! HOW IT WORKS: The oscillator will put buy and sell arrow on the chart in runtime only . Top value is 95 to 100 -> Investors are ready to buy and you should follow. Bottom value is 5 to 0 -> Investors are ready to sell and you should follow. Alert + sound will appe
Showing like in the picture or in the logo  multiple pair, multiple timeframes, multiple indicators in the same time , allowing you to click and go straight on that pair. The indicator will change like a Carosello every 3 seconds and will show you the indicator values also by background color to check in a very fast way if its oversold or overbought . Feel free to ask for adding new pair or indicator , i will update it for free. Pair managed: EURUSD, GBPUSD, USDJPY, AUDUSD, USDCHF. Indicator man
# Adaptive Slope Ribbon - ATR-normalised regression slope ribbon *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Five linear regression slopes over growing horizons, normalised in ATR units and comparable across instruments. The histogram shows the mean slope coloured by the level of agreement between time scales. ## Fu
# Fractal Trend Channel - Structural channel from confirmed swings *Category: Trend | Difficulty: beginner | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Step channel built from the last confirmed fractal swings, with a midline coloured by market structure: higher highs and lows, lower highs and lows, or mixed structure. ### Overview Reading structure through
# Volatility Adaptive MA - Variable speed moving average *Category: Trend | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4* ## Short description > A moving average whose smoothing factor is driven by the ratio between short and long term volatility: it accelerates during breakouts and slows down in compressed phases, cutting false crossovers. ### Overview Eve
# Trend Persistence Index - Persistence versus randomness *Category: Trend | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Compares the direction changes actually observed with those expected from a purely random series. Above zero the market persists in one direction, below zero it keeps flipping. ### Overview In a random walk the sign of the
# Kalman Trend Filter - Level and velocity Kalman filter *Category: Trend | Difficulty: advanced | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > A two state Kalman filter that simultaneously estimates price level and velocity. The gain self-adjusts: it trusts the model when data are consistent and re-adapts immediately to shocks. ### Overview The Kalman filter
# Multi Scale Trend Agreement - Consensus across eight horizons *Category: Trend | Difficulty: beginner | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4, D1* ## Short description > Checks price position against its own average on eight geometrically spaced scales and condenses the result into a single score from -100 to +100. ### Overview A trend worth the name is recognised from whatev
# Directional Efficiency - Net path versus gross path *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Signed ratio between the net distance travelled by price and the gross path actually covered. It separates straight trends from disorderly advances that burn capital. ### Overview Two markets can rise by the same amoun
# Trend Age Counter - Regime age versus typical duration *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Counts how many bars the current regime has lasted and compares it with the average duration of all past regimes on the same instrument. It measures trend maturity, not strength. ### Overview Every trend indicator answer
# Regression Confidence Baseline - Bands on residual error *Category: Trend | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Linear regression baseline with bands built on the residual standard error instead of the price standard deviation. Bands widen when the move loses order, not when price runs. ### Overview Classic volatility band
# Trend Exhaustion Meter - Composite exhaustion score *Category: Trend | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > A 0 to 100 score combining stretch from the mean, directional saturation and momentum fade. It measures the continuation risk of a move, not its reversal. ### Overview No single symptom says a trend is about to end, but when se
# Normalized Momentum Z - Momentum in standard scores *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Standardises momentum against its own recent historical distribution and returns a z score. A value of +2 marks a thrust stronger than roughly 97 per cent of the instrument recent moves. ### Overview Raw momentum ha
# Momentum Curvature - Acceleration versus velocity *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Measures price acceleration, the second derivative of the smoothed series, and compares it with velocity. It detects loss of thrust before direction changes. ### Overview Anyone who drives knows the brake pedal acts o
# Rate Of Change Spectrum - Which horizon is driving *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Standardises the rate of change over six horizons and identifies which one is driving the move. It shows the dominant scale score and its rank. ### Overview Knowing the market is rising tells you little. Knowing whether it ri
# Impulse Strength Gauge - Movement weighted by volume *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4* ## Short description > Weights every bar by combining body size in ATR units with volume relative to its average, then accumulates the contributions. It separates wide but empty bars from genuinely supported impulses. ### Overview A wide
# Dual Horizon Momentum Delta - Short versus long, time corrected *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Compares momentum on two horizons after normalising them by the square root of time, a correction without which the long horizon would always look larger by pure construction. ### Overview Directly comparing
# Impulse Retrace Ratio - Impulse size versus retracement size *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Groups consecutive same sign changes into runs and compares the average size of bullish runs with that of bearish ones. It measures whether impulses are larger, not more numerous. ### Overview A healthy upt
# Momentum Thrust Counter - Counting thrusts beyond threshold *Category: Momentum | Difficulty: beginner | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Counts bars moving beyond an ATR multiple and reports the net balance. The total line separates calm from battle, both of which show a balance near zero. ### Overview Most bars on a chart carry no information: t
# Momentum Divergence Scanner - Divergences without repaint *Category: Momentum | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Flags price to momentum divergences using confirmed swings only. The arrow appears on confirmation and is never withdrawn, unlike almost every other divergence indicator. ### Overview Almost every divergence
# Elastic Momentum Band - Momentum driven asymmetric channel *Category: Momentum | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4* ## Short description > A channel deforming with momentum: the band favouring the move draws closer to the average, the opposite one moves away. It makes breaks in direction easier and counter breaks more selective. ### Overview A symm
# Momentum Entropy Filter - Order versus randomness in thrusts *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Computes the Shannon entropy of the recent momentum distribution and converts it into an order score from 0 to 100. It separates markets with recurring structure from those without regularity. ### Overview Shannon e
# Realized Volatility Cone - Historical volatility percentiles *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Draws realized volatility together with the percentiles of its own historical distribution. It tells whether the current level is high or low for that specific instrument. ### Overview Knowing that realized vo
# Volatility Forecast EWMA - Forecasting the next bar *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Estimates next bar volatility with an EWMA model on variance, the same scheme used in portfolio risk management, alongside the volatility actually observed. ### Overview Every volatility indicator looks backwards and
# Volatility Regime Classifier - Classification with hysteresis *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Classifies volatility into four regimes using a hysteresis state machine, eliminating the constant flipping typical of fixed thresholds. The active threshold is drawn. ### Overview Classifying volatility
# Garman Klass Volatility - An estimator using the whole OHLC *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > A volatility estimator using open, high, low and close instead of closes only. Its ratio to the classic estimate separates intra-bar movement from close-to-close movement. ### Overview The standard deviation o
# Overnight Gap Risk - The risk stops cannot cover *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Stocks | Suggested timeframes: H1, H4, D1* ## Short description > Splits each bar change into gap and intra-bar movement, and reports the share of risk attributable to gaps, the part no stop can protect against. ### Overview The risk of a position held past the close is not the same as that of the same position closed intraday, and the dif
# Volatility Breakout Projection - Levels projected from the open *Category: Volatility | Difficulty: beginner | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1* ## Short description > Anchors a reference to each session open and projects two pairs of levels computed as fractions of the average daily range. Levels stay fixed for the whole session. ### Overview If an instrument covers on ave
# Compression Expansion Detector - Squeeze and release *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Measures how far short term volatility has narrowed relative to the reference, counts how many bars the compression has lasted and highlights the bars following the release. ### Overview Volatility is not stable:
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