/Indicators

Technical indicators for cryptocurrencies, stocks and forex. To work with historical and real price data. One of the most efficient Javascript library implementations. The library has such indicators as: Relative Strength Index (RSI), Moving Average C / D (MACD), Average Directional Index (ADX), Stochastic Oscillator, Bollinger Bands, Average True

Primary LanguageTypeScript

npm npm NPM GitNFT

Streaming Technical Indicators

High performance for you trading application

The main feature of these indicators is their continuous operation, which means that you can use them both for real trading and for teaching trading strategies on history, since this is a passage from the beginning to the end of the stream of candles. This approach allows you to reduce the number of necessary calculations by tens of times and is the most optimal in terms of performance.

Features

  • High performance
  • Easy to use with candles streaming
  • Minimal state for calculation
  • Moment value (possible to calculate every tick)
  • Typescript
  • Unit Tested / Cross SDK Validated

Available Indicators

  • Accelerator Oscillator (AO).
  • Average True Range (ATR)
  • Awesome Oscillator (AC).
  • Average Directional Index (ADX).
  • Bollinger Bands (BB).
  • Chaikin Oscillator
  • Commodity Channel Index (CCI).
  • Connor's RSI (CRSI)
  • Donchian channels (DC).
  • Exponential Moving Average (EMA).
  • Exponential Weighted Moving Average (EWMA).
  • Linearly weighted moving average (LWMA).
  • Moving Average Convergence Divergence (MACD).
  • Pivot Point Levels (classic / woodie /camarilla / fibonacci).
  • Rate of Change (ROC).
  • Relative Strength Index (RSI).
  • Simple Moving Average (SMA).
  • Smoothed Moving Average (SMMA).
  • SuperTrend MTF (ST MTF).
  • Stochastic Oscillator (KD)
  • Wilder's Smoothed Moving Average (WEMA)
  • Welles Wilder's Smoothing Average (WWS)
  • Weighted moving average (WMA)
  • Parabolic Stop And Reverse (PSAR)
  • Volume Profile

Candles

  • Heiken Ashi.

Utils

  • Standard Deviation (SD).
  • Correlation.
  • Circullar buffer. This is simple streaming array for pop and push (performance optimized).
  • Sampler. This is sample creator, for indicators like SMA, for easy getting SMA(SMA(SMA(SMA())) some sampled x-times values.
  • UniLevel. Dynamic levels for single number value 0 balanced (values between -N and +N).

Next value (indicator.nextValue)

This method allows you to get the current value of the indicator, usually performed according to the data of a closed candle. The method call affects all subsequent calculations of the indicator readings.

Moment value (indicator.momentValue)

The method of calculating the instantaneous value of the indicator allows you to obtain information about the indicator readings in real time, without affecting future readings. This allows you to work with the indicator inside the candle.

Download

Releases are available under Node Package Manager (npm):

npm install @debut/indicators

Example with Simple Moving Average

import { SMA } from '@debut/indicators';
const sma = new SMA(4); // Create SMA with 4 period

// SMA workflow
//=> [ '2.50', '3.50', '4.50', '5.50', '6.50', '7.50' ]
//=>   │       │       │       │       │       └─(6+7+8+9)/4
//=>   │       │       │       │       └─(5+6+7+8)/4
//=>   │       │       │       └─(4+5+6+7)/4
//=>   │       │       └─(3+4+5+6)/4
//=>   │       └─(2+3+4+5)/4
//=>   └─(1+2+3+4)/4

sma.nextValue(1); // undefined
sma.nextValue(2); // undefined
sma.nextValue(3); // undefined
sma.nextValue(4); // 2.50
sma.nextValue(5); // 3.50
sma.nextValue(6); // 4.50
sma.nextValue(7); // 5.50
sma.momentValue(8); // 6.50
sma.nextValue(8); // 6.50
sma.momentValue(9); // 7.50
sma.nextValue(9); // 7.50

Extra custom indicators

  • MOVE (direction move with power no less than p)
  • WAVE (directional move with bearish or bullish candle series and power p)
Indicator @debut/indicators (ops/sec) technicalindicators (ops/sec) trading-signals (ops/sec) ta.js (ops/sec)
AwesomeOscillator 458,936 13,517 732 x
ATR 720,049 85,709 1,400 x
Bollinger Bands 273,562 6,588 62.93 x
CCI 235,552 9,268 x x
EMA 2,451,966 322,287 4.90 740,489
MACD 1,146,681 48,323 2.10 x
ROC 2,256,411 49,253 617 x
RSI 1,207,454 21,272 148 x
SMA 2,034,006 45,479 1,506 1,670
Stochastic 189,514 20,914 197 x
WEMA 937,491 296,787 x x
PSAR 1,084,123 166,158 x x
ADX 356,637 26,581 x x
WMA 97,807 22,617 x x