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= Probability Zone Analysis = | |||
== Purpose == | |||
'''"Where is price in the range & what are the odds of continuation?"''' | |||
# Divides price range into halves and thirds | |||
# Calculates continuation probability based on zone | |||
# Detects Three-Finger Spread (profit-taking pressure) | |||
# Identifies crash bars (structural breaks) | |||
# Filters signals based on zone probability | |||
---- | |||
== Trading Market Principle == | |||
'''"Trade with the odds. Top third after pullback = 80% continuation. Bottom third = 15%."''' | |||
* Price in top third = high probability of new high (80%) → favor LONG | |||
* Price in bottom third = low probability of new high (15%) → favor SHORT | |||
* Three-finger spread = profit-taking imminent → avoid new positions | |||
* Crash bar = structural break → short the bounce | |||
* Sideways market = mean reversion → opposite logic applies | |||
---- | |||
=== The Asymmetric Probability Edge === | |||
When odds are low on one outcome, '''the opposite side usually carries high odds''': | |||
* If new high probability drops to 15%, then '''85% odds favor reversal''' | |||
* We position ourselves on the high-probability side | |||
== Probability Zones == | |||
Divide recent swing range into zones: | |||
<pre> | |||
┌───────────────────────────────────────┐ ← Swing High | |||
│ │ | |||
│ TOP THIRD (80%) │ ← 80% continuation probability | |||
│ (Above 66% of range) │ | |||
├───────────────────────────────────────┤ | |||
│ │ | |||
│ TOP HALF (65%) │ ← 65% continuation probability | |||
│ (50% - 66% of range) │ | |||
├───────────────────────────────────────┤ ← 50% Line | |||
│ │ | |||
│ BOTTOM HALF (35%) │ ← 35% continuation probability | |||
│ (33% - 50% of range) │ | |||
├───────────────────────────────────────┤ | |||
│ │ | |||
│ BOTTOM THIRD (15%) │ ← Only 15% continuation (85% DOWN) | |||
│ (Below 33% of range) │ | |||
│ │ | |||
└───────────────────────────────────────┘ ← Swing Low | |||
</pre> | |||
{| class="wikitable" | |||
|- | |||
! Zone !! Range Position !! Continuation Prob !! Trading Implication | |||
|- | |||
| Top Third || ≥ 66% || 80% || Strong LONG zone after pullback | |||
|- | |||
| Top Half || 50% - 66% || 65% || OK for LONG with confirmation | |||
|- | |||
| Bottom Half || 33% - 50% || 35% || Cautious LONG, watch for confirmation | |||
|- | |||
| Bottom Third || < 33% || 15% || Avoid LONG (85% chance of lower) | |||
|} | |||
---- | |||
== Three-Finger Spread == | |||
Detects large separation between Price, 21 MA, and 200 MA: | |||
<pre> | |||
BULLISH THREE-FINGER SPREAD: | |||
Price >> 21 MA >> 200 MA (large gaps) | |||
Interpretation: | |||
- Many traders with unrealized profits | |||
- Any red bar can trigger mass profit-taking | |||
- Creates fast, violent declines | |||
- AVOID LONGS in this condition | |||
BEARISH THREE-FINGER SPREAD: | |||
Price << 21 MA << 200 MA (large gaps) | |||
Interpretation: | |||
- Many traders with unrealized losses | |||
- Potential for short squeeze | |||
- AVOID SHORTS in this condition | |||
</pre> | |||
'''Detection Threshold:''' 2% minimum spread between each level | |||
---- | |||
== Crash Bar Detection == | |||
Identifies structural breaks (crash bars): | |||
<pre> | |||
Crash Bar Criteria: | |||
1. Range ≥ 2× average range of prior 10 bars | |||
2. Close near extreme (within 30% of high/low) | |||
3. Fast, violent, elongated movement | |||
IF crash bar detected: | |||
- Block LONG signals | |||
- Allow SHORT signals with 1.5x strength | |||
Post-Crash (within 5 bars): | |||
- Bounce to top zone = prime SHORT entry | |||
- Block LONG signals | |||
</pre> | |||
---- | |||
== Pullback Classification == | |||
Classifies pullbacks as healthy or collapse: | |||
{| class="wikitable" | |||
|- | |||
! Type !! Criteria !! Trading Action | |||
|- | |||
| HEALTHY_PULLBACK || ≤ 50% retracement, 45-degree drift || Good entry opportunity | |||
|- | |||
| COLLAPSE || ≥ 60% retracement, vertical drop || Avoid buying the dip | |||
|- | |||
| BOUNCE || Between healthy and collapse || Short opportunity in downtrend | |||
|- | |||
| NO_PULLBACK || < 10% retracement || Price at highs, wait for pullback | |||
|} | |||
---- | |||
== Signal Filtering Logic == | |||
=== Trending Market === | |||
<pre> | |||
UPTREND: | |||
Top Third: LONG ✓ (80% odds), SHORT ✗ | |||
Top Half: LONG ✓ (65% odds), SHORT ✗ | |||
Bottom Half: LONG ⚠ (35% odds, reduced strength), SHORT ✗ | |||
Bottom Third: LONG ✗ (15% odds), SHORT ✓ (trend break signal) | |||
DOWNTREND: | |||
Bottom Third: SHORT ✓, LONG ✗ | |||
Top Third: SHORT ✓ (bounce entry), LONG ✗ | |||
</pre> | |||
=== Sideways/Creeper Market === | |||
Mean reversion logic (opposite of trending): | |||
<pre> | |||
SIDEWAYS: | |||
Top Third: LONG needs confirmation, SHORT ✓ | |||
Top Half: LONG needs confirmation, SHORT ✓ | |||
Bottom Half: LONG needs confirmation, SHORT ✓ | |||
Bottom Third: LONG ✓ (85% reversal up), SHORT ✗ | |||
</pre> | |||
---- | |||
== Configuration == | |||
{| class="wikitable" | |||
|- | |||
! Parameter !! Value !! Description | |||
|- | |||
| <code>top_third_threshold</code> || 0.66 || Above 66% = top third | |||
|- | |||
| <code>bottom_third_threshold</code> || 0.33 || Below 33% = bottom third | |||
|- | |||
| <code>top_third_probability</code> || 0.80 || 80% continuation | |||
|- | |||
| <code>bottom_third_probability</code> || 0.15 || 15% continuation | |||
|- | |||
| <code>swing_lookback_bars</code> || 20 || Bars for swing detection | |||
|- | |||
| <code>three_finger_min_spread_pct</code> || 0.02 || 2% minimum spread | |||
|- | |||
| <code>crash_bar_multiplier</code> || 2.0 || Bar 2x average = crash | |||
|- | |||
| <code>crash_bar_close_threshold</code> || 0.30 || Close within 30% of extreme | |||
|- | |||
| <code>healthy_pullback_max_depth</code> || 0.50 || Max 50% for healthy | |||
|- | |||
| <code>collapse_min_depth</code> || 0.60 || Min 60% for collapse | |||
|} | |||
---- | |||
== Output == | |||
'''ProbabilityZoneResult:''' | |||
{| class="wikitable" | |||
|- | |||
! Field !! Type !! Description | |||
|- | |||
| <code>zone</code> || Enum || TOP_THIRD, TOP_HALF, BOTTOM_HALF, BOTTOM_THIRD | |||
|- | |||
| <code>zone_position_pct</code> || float || 0-100, where in range | |||
|- | |||
| <code>continuation_probability</code> || float || 0.15 - 0.80 | |||
|- | |||
| <code>swing_high</code> || float || Recent swing high | |||
|- | |||
| <code>swing_low</code> || float || Recent swing low | |||
|- | |||
| <code>has_three_finger_spread</code> || bool || Large MA spread detected | |||
|- | |||
| <code>ma_structure</code> || Enum || UPTREND, DOWNTREND, SIDEWAYS, THREE_FINGER_* | |||
|- | |||
| <code>pullback_type</code> || Enum || HEALTHY, COLLAPSE, BOUNCE, NO_PULLBACK | |||
|- | |||
| <code>is_crash_bar</code> || bool || Crash bar detected | |||
|- | |||
| <code>crash_bar_magnitude</code> || float || How many times larger than average | |||
|- | |||
| <code>allows_long</code> || bool || Should LONG be allowed? | |||
|- | |||
| <code>allows_short</code> || bool || Should SHORT be allowed? | |||
|- | |||
| <code>signal_strength_modifier</code> || float || 0.5 - 1.5 multiplier | |||
|} | |||
---- | |||
== Dependencies == | |||
'''Used By:''' | |||
* [[Component:Signal_Generation|signal_generation_trade_management.py]] - Gate 4: Probability Zone Filter | |||
'''Provides:''' | |||
* Zone classification for signal filtering | |||
* Continuation probability for strength adjustment | |||
---- | |||
== Quick Reference == | |||
{| class="wikitable" | |||
|- | |||
! Condition !! LONG !! SHORT !! Reason | |||
|- | |||
| Top third, uptrend || ✓ Strong || ✗ Block || 80% continuation | |||
|- | |||
| Bottom third, uptrend || ✗ Block || ✓ Allow || 85% down probability | |||
|- | |||
| Three-finger spread (bull) || ✗ Block || ✓ Allow || Profit-taking imminent | |||
|- | |||
| Three-finger spread (bear) || ✓ Allow || ✗ Block || Potential reversal | |||
|- | |||
| Crash bar detected || ✗ Block || ✓ Strong || Structural break | |||
|- | |||
| Post-crash bounce to top || ✗ Block || ✓ Strong || Bounce short opportunity | |||
|- | |||
| Collapse detected || ✗ Block || ✓ Allow || Not healthy pullback | |||
|- | |||
| Sideways, top third || Needs confirm || ✓ Allow || Mean reversion | |||
|- | |||
| Sideways, bottom third || ✓ Strong || ✗ Block || 85% reversal up | |||
|} | |||
Latest revision as of 11:15, 16 January 2026
Probability Zone Analysis
[edit]Purpose
[edit]"Where is price in the range & what are the odds of continuation?"
- Divides price range into halves and thirds
- Calculates continuation probability based on zone
- Detects Three-Finger Spread (profit-taking pressure)
- Identifies crash bars (structural breaks)
- Filters signals based on zone probability
Trading Market Principle
[edit]"Trade with the odds. Top third after pullback = 80% continuation. Bottom third = 15%."
- Price in top third = high probability of new high (80%) → favor LONG
- Price in bottom third = low probability of new high (15%) → favor SHORT
- Three-finger spread = profit-taking imminent → avoid new positions
- Crash bar = structural break → short the bounce
- Sideways market = mean reversion → opposite logic applies
The Asymmetric Probability Edge
[edit]When odds are low on one outcome, the opposite side usually carries high odds:
- If new high probability drops to 15%, then 85% odds favor reversal
- We position ourselves on the high-probability side
Probability Zones
[edit]Divide recent swing range into zones:
┌───────────────────────────────────────┐ ← Swing High
│ │
│ TOP THIRD (80%) │ ← 80% continuation probability
│ (Above 66% of range) │
├───────────────────────────────────────┤
│ │
│ TOP HALF (65%) │ ← 65% continuation probability
│ (50% - 66% of range) │
├───────────────────────────────────────┤ ← 50% Line
│ │
│ BOTTOM HALF (35%) │ ← 35% continuation probability
│ (33% - 50% of range) │
├───────────────────────────────────────┤
│ │
│ BOTTOM THIRD (15%) │ ← Only 15% continuation (85% DOWN)
│ (Below 33% of range) │
│ │
└───────────────────────────────────────┘ ← Swing Low
| Zone | Range Position | Continuation Prob | Trading Implication |
|---|---|---|---|
| Top Third | ≥ 66% | 80% | Strong LONG zone after pullback |
| Top Half | 50% - 66% | 65% | OK for LONG with confirmation |
| Bottom Half | 33% - 50% | 35% | Cautious LONG, watch for confirmation |
| Bottom Third | < 33% | 15% | Avoid LONG (85% chance of lower) |
Three-Finger Spread
[edit]Detects large separation between Price, 21 MA, and 200 MA:
BULLISH THREE-FINGER SPREAD:
Price >> 21 MA >> 200 MA (large gaps)
Interpretation:
- Many traders with unrealized profits
- Any red bar can trigger mass profit-taking
- Creates fast, violent declines
- AVOID LONGS in this condition
BEARISH THREE-FINGER SPREAD:
Price << 21 MA << 200 MA (large gaps)
Interpretation:
- Many traders with unrealized losses
- Potential for short squeeze
- AVOID SHORTS in this condition
Detection Threshold: 2% minimum spread between each level
Crash Bar Detection
[edit]Identifies structural breaks (crash bars):
Crash Bar Criteria:
1. Range ≥ 2× average range of prior 10 bars
2. Close near extreme (within 30% of high/low)
3. Fast, violent, elongated movement
IF crash bar detected:
- Block LONG signals
- Allow SHORT signals with 1.5x strength
Post-Crash (within 5 bars):
- Bounce to top zone = prime SHORT entry
- Block LONG signals
Pullback Classification
[edit]Classifies pullbacks as healthy or collapse:
| Type | Criteria | Trading Action |
|---|---|---|
| HEALTHY_PULLBACK | ≤ 50% retracement, 45-degree drift | Good entry opportunity |
| COLLAPSE | ≥ 60% retracement, vertical drop | Avoid buying the dip |
| BOUNCE | Between healthy and collapse | Short opportunity in downtrend |
| NO_PULLBACK | < 10% retracement | Price at highs, wait for pullback |
Signal Filtering Logic
[edit]Trending Market
[edit]UPTREND:
Top Third: LONG ✓ (80% odds), SHORT ✗
Top Half: LONG ✓ (65% odds), SHORT ✗
Bottom Half: LONG ⚠ (35% odds, reduced strength), SHORT ✗
Bottom Third: LONG ✗ (15% odds), SHORT ✓ (trend break signal)
DOWNTREND:
Bottom Third: SHORT ✓, LONG ✗
Top Third: SHORT ✓ (bounce entry), LONG ✗
Sideways/Creeper Market
[edit]Mean reversion logic (opposite of trending):
SIDEWAYS:
Top Third: LONG needs confirmation, SHORT ✓
Top Half: LONG needs confirmation, SHORT ✓
Bottom Half: LONG needs confirmation, SHORT ✓
Bottom Third: LONG ✓ (85% reversal up), SHORT ✗
Configuration
[edit]| Parameter | Value | Description |
|---|---|---|
top_third_threshold |
0.66 | Above 66% = top third |
bottom_third_threshold |
0.33 | Below 33% = bottom third |
top_third_probability |
0.80 | 80% continuation |
bottom_third_probability |
0.15 | 15% continuation |
swing_lookback_bars |
20 | Bars for swing detection |
three_finger_min_spread_pct |
0.02 | 2% minimum spread |
crash_bar_multiplier |
2.0 | Bar 2x average = crash |
crash_bar_close_threshold |
0.30 | Close within 30% of extreme |
healthy_pullback_max_depth |
0.50 | Max 50% for healthy |
collapse_min_depth |
0.60 | Min 60% for collapse |
Output
[edit]ProbabilityZoneResult:
| Field | Type | Description |
|---|---|---|
zone |
Enum | TOP_THIRD, TOP_HALF, BOTTOM_HALF, BOTTOM_THIRD |
zone_position_pct |
float | 0-100, where in range |
continuation_probability |
float | 0.15 - 0.80 |
swing_high |
float | Recent swing high |
swing_low |
float | Recent swing low |
has_three_finger_spread |
bool | Large MA spread detected |
ma_structure |
Enum | UPTREND, DOWNTREND, SIDEWAYS, THREE_FINGER_* |
pullback_type |
Enum | HEALTHY, COLLAPSE, BOUNCE, NO_PULLBACK |
is_crash_bar |
bool | Crash bar detected |
crash_bar_magnitude |
float | How many times larger than average |
allows_long |
bool | Should LONG be allowed? |
allows_short |
bool | Should SHORT be allowed? |
signal_strength_modifier |
float | 0.5 - 1.5 multiplier |
Dependencies
[edit]Used By:
- signal_generation_trade_management.py - Gate 4: Probability Zone Filter
Provides:
- Zone classification for signal filtering
- Continuation probability for strength adjustment
Quick Reference
[edit]| Condition | LONG | SHORT | Reason |
|---|---|---|---|
| Top third, uptrend | ✓ Strong | ✗ Block | 80% continuation |
| Bottom third, uptrend | ✗ Block | ✓ Allow | 85% down probability |
| Three-finger spread (bull) | ✗ Block | ✓ Allow | Profit-taking imminent |
| Three-finger spread (bear) | ✓ Allow | ✗ Block | Potential reversal |
| Crash bar detected | ✗ Block | ✓ Strong | Structural break |
| Post-crash bounce to top | ✗ Block | ✓ Strong | Bounce short opportunity |
| Collapse detected | ✗ Block | ✓ Allow | Not healthy pullback |
| Sideways, top third | Needs confirm | ✓ Allow | Mean reversion |
| Sideways, bottom third | ✓ Strong | ✗ Block | 85% reversal up |