Advanced Indicators
TechKit includes 66 advanced indicators beyond the standard TA-Lib set.
Risk Metrics
Sortino Ratio
Function |
|
Formula |
Sortino = (mean_return - risk_free) / downside_std × √252 |
Value at Risk (VaR)
Function |
|
Description |
Historical VaR at specified confidence level |
Conditional VaR (CVaR / Expected Shortfall)
Function |
|
Description |
Expected loss beyond VaR threshold |
Maximum Drawdown
Function |
|
Formula |
MDD = (peak - trough) / peak |
Volatility Models
GARCH(1,1)
Function |
|
Formula |
σ²_t = ω + α × ε²_{t-1} + β × σ²_{t-1} |
EWMA Volatility
Function |
|
Formula |
σ²_t = λ × σ²_{t-1} + (1-λ) × r²_{t-1} |
Parkinson Volatility
Function |
|
Description |
High-low range based volatility estimator |
Garman-Klass Volatility
Function |
|
Description |
OHLC-based volatility estimator |
Harmonic Patterns
Gartley Pattern
Function |
|
Ratios |
XA → B: 0.618
AB → C: 0.382-0.886
BC → D: 1.27-1.618
XA → D: 0.786
|
Butterfly Pattern
Function |
|
Ratios |
XA → B: 0.786
AB → C: 0.382-0.886
BC → D: 1.618-2.618
XA → D: 1.27-1.618
|
Crab Pattern
Function |
|
Bat Pattern
Function |
|
Chart Pattern Recognition
Head and Shoulders
Function |
|
Description |
Detects head and shoulders top/bottom patterns |
Double Top/Bottom
Function |
|
Function |
|
Triangle Patterns
Function |
|
Types |
Ascending, Descending, Symmetrical |
Complete Advanced Indicator List
Category |
Indicators |
|---|---|
Risk Metrics |
SHARPE, SORTINO, VAR_HISTORICAL, CVAR, MAX_DRAWDOWN, CALMAR, OMEGA |
Volatility Models |
GARCH, EWMA_VOL, PARKINSON_VOL, GARMAN_KLASS_VOL, YANG_ZHANG_VOL |
Harmonic Patterns |
GARTLEY, BUTTERFLY, CRAB, BAT, SHARK, CYPHER |
Chart Patterns |
HEAD_SHOULDERS, DOUBLE_TOP, DOUBLE_BOTTOM, TRIANGLE, WEDGE, FLAG, PENNANT |
Support/Resistance |
PIVOT_POINTS, FIBONACCI_RETRACEMENT, SUPPORT_RESISTANCE |
Trend Analysis |
SUPERTREND, ICHIMOKU, VWAP, ANCHORED_VWAP |