DynamicMALibrary "DynamicMA"
Dynamic Moving Averages Library
Introduction
The Dynamic Moving Averages Library is a specialized collection of custom built functions designed to calculate moving averages dynamically, beginning from the first available bar. Unlike standard moving averages, which rely on fixed length lookbacks, this library ensures that indicators remain fully functional from the very first data point, making it an essential tool for analysing assets with short time series or limited historical data.
This approach allows traders and developers to build robust indicators that do not require a preset amount of historical data before generating meaningful outputs. It is particularly advantageous for:
Newly listed assets with minimal price history.
High-timeframe trading, where large lookback periods can lead to delayed or missing data.
By eliminating the constraints of fixed lookback periods, this library enables the seamless construction of trend indicators, smoothing functions, and hybrid models that adapt instantly to market conditions.
Comprehensive Set of Custom Moving Averages
The library includes a wide range of custom dynamic moving averages, each designed for specific analytical use cases:
SMA (Simple Moving Average) – The fundamental moving average, dynamically computed.
EMA (Exponential Moving Average) – Adaptive smoothing for better trend tracking.
DEMA (Double Exponential Moving Average) – Faster trend detection with reduced lag.
TEMA (Triple Exponential Moving Average) – Even more responsive than DEMA.
WMA (Weighted Moving Average) – Emphasizes recent price action while reducing noise.
VWMA (Volume Weighted Moving Average) – Accounts for volume to give more weight to high-volume periods.
HMA (Hull Moving Average) – A superior smoothing method with low lag.
SMMA (Smoothed Moving Average) – A hybrid approach between SMA and EMA.
LSMA (Least Squares Moving Average) – Uses linear regression for trend detection.
RMA (Relative Moving Average) – Used in RSI-based calculations for smooth momentum readings.
ALMA (Arnaud Legoux Moving Average) – A Gaussian-weighted MA for superior signal clarity.
Hyperbolic MA (HyperMA) – A mathematically optimized averaging method with dynamic weighting.
Each function dynamically adjusts its calculation length to match the available bar count, ensuring instant functionality on all assets.
Fully Optimized for Pine Script v6
This library is built on Pine Script v6, ensuring compatibility with modern TradingView indicators and scripts. It includes exportable functions for seamless integration into custom indicators, making it easy to develop trend-following models, volatility filters, and adaptive risk-management systems.
Why Use Dynamic Moving Averages?
Traditional moving averages suffer from a common limitation: they require a fixed historical window to generate meaningful values. This poses several problems:
New Assets Have No Historical Data - If an asset has only been trading for a short period, traditional moving averages may not be able to generate valid signals.
High Timeframes Require Massive Lookbacks - On 1W or 1M charts, a 200-period SMA would require 200 weeks or months of data, making it unusable on newer assets.
Delayed Signal Initialization - Standard indicators often take dozens of bars to stabilize, reducing effectiveness when trading new trends.
The Dynamic Moving Averages Library eliminates these issues by ensuring that every function:
Starts calculation from bar one, using available data instead of waiting for a lookback period.
Adapts dynamically across timeframes, making it equally effective on low or high timeframes.
Allows smoother, more responsive trend tracking, particularly useful for volatile or low-liquidity assets.
This flexibility makes it indispensable for custom script developers, quantitative analysts, and discretionary traders looking to build more adaptive and resilient indicators.
Final Summary
The Dynamic Moving Averages Library is a versatile and powerful set of functions designed to overcome the limitations of fixed-lookback indicators. By dynamically adjusting the calculation length from the first bar, this library ensures that moving averages remain fully functional across all timeframes and asset types, making it an essential tool for traders and developers alike.
With built-in adaptability, low-lag smoothing, and support for multiple moving average types, this library unlocks new possibilities for quantitative trading and strategy development - especially for assets with short price histories or those traded on higher timeframes.
For traders looking to enhance signal reliability, minimize lag, and build adaptable trading systems, the Dynamic Moving Averages Library provides an efficient and flexible solution.
SMA(sourceData, maxLength)
Dynamic SMA
Parameters:
sourceData (float)
maxLength (int)
EMA(src, length)
Dynamic EMA
Parameters:
src (float)
length (int)
DEMA(src, length)
Dynamic DEMA
Parameters:
src (float)
length (int)
TEMA(src, length)
Dynamic TEMA
Parameters:
src (float)
length (int)
WMA(src, length)
Dynamic WMA
Parameters:
src (float)
length (int)
HMA(src, length)
Dynamic HMA
Parameters:
src (float)
length (int)
VWMA(src, volsrc, length)
Dynamic VWMA
Parameters:
src (float)
volsrc (float)
length (int)
SMMA(src, length)
Dynamic SMMA
Parameters:
src (float)
length (int)
LSMA(src, length, offset)
Dynamic LSMA
Parameters:
src (float)
length (int)
offset (int)
RMA(src, length)
Dynamic RMA
Parameters:
src (float)
length (int)
ALMA(src, length, offset_sigma, sigma)
Dynamic ALMA
Parameters:
src (float)
length (int)
offset_sigma (float)
sigma (float)
HyperMA(src, length)
Dynamic HyperbolicMA
Parameters:
src (float)
length (int)
Moving_average
ArrayMovingAveragesLibrary "ArrayMovingAverages"
This library adds several moving average methods to arrays, so you can call, eg.:
myArray.ema(3)
method emaArray(id, length)
Calculate Exponential Moving Average (EMA) for Arrays
Namespace types: array
Parameters:
id (array) : (array) Input array
length (int) : (int) Length of the EMA
Returns: (array) Array of EMA values
method ema(id, length)
Get the last value of the EMA array
Namespace types: array
Parameters:
id (array) : (array) Input array
length (int) : (int) Length of the EMA
Returns: (float) Last EMA value or na if empty
method rmaArray(id, length)
Calculate Rolling Moving Average (RMA) for Arrays
Namespace types: array
Parameters:
id (array) : (array) Input array
length (int) : (int) Length of the RMA
Returns: (array) Array of RMA values
method rma(id, length)
Get the last value of the RMA array
Namespace types: array
Parameters:
id (array) : (array) Input array
length (int) : (int) Length of the RMA
Returns: (float) Last RMA value or na if empty
method smaArray(id, windowSize)
Calculate Simple Moving Average (SMA) for Arrays
Namespace types: array
Parameters:
id (array) : (array) Input array
windowSize (int) : (int) Window size for calculation, defaults to array size
Returns: (array) Array of SMA values
method sma(id, windowSize)
Get the last value of the SMA array
Namespace types: array
Parameters:
id (array) : (array) Input array
windowSize (int) : (int) Window size for calculation, defaults to array size
Returns: (float) Last SMA value or na if empty
method wmaArray(id, windowSize)
Calculate Weighted Moving Average (WMA) for Arrays
Namespace types: array
Parameters:
id (array) : (array) Input array
windowSize (int) : (int) Window size for calculation, defaults to array size
Returns: (array) Array of WMA values
method wma(id, windowSize)
Get the last value of the WMA array
Namespace types: array
Parameters:
id (array) : (array) Input array
windowSize (int) : (int) Window size for calculation, defaults to array size
Returns: (float) Last WMA value or na if empty
ToolsLibrary "Tools"
Common tools
movingAverage(maType, maSource, maLength)
dynamically returns MA
Parameters:
maType (string) : ma type
maSource (float) : ma source
maLength (simple int) : ma length
Returns: ta.{sma,rma,ema,wma,vwma,hma}
HTFMAs█ OVERVIEW
Contains a type HTFMA used to return data on six moving averages from a higher timeframe.
Several types of MA's are supported.
█ HOW TO USE
Please see instructions in the code (in library description). (Important: first fold all sections of the script: press Cmd + K then Cmd + - (for Windows Ctrl + K then Ctrl + -)
█ FULL LIST OF FUNCTIONS AND PARAMETERS
method getMaType(this)
Enumerator function, given a key returns `enum MaTypes` value
Namespace types: series string, simple string, input string, const string
Parameters:
this (string)
method init(this, enableAll, ma1Enabled, ma1MaType, ma1Src, ma1Prd, ma2Enabled, ma2MaType, ma2Src, ma2Prd, ma3Enabled, ma3MaType, ma3Src, ma3Prd, ma4Enabled, ma4MaType, ma4Src, ma4Prd, ma5Enabled, ma5MaType, ma5Src, ma5Prd, ma6Enabled, ma6MaType, ma6Src, ma6Prd)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs)
enableAll (simple MaEnable)
ma1Enabled (bool)
ma1MaType (series MaTypes)
ma1Src (string)
ma1Prd (int)
ma2Enabled (bool)
ma2MaType (series MaTypes)
ma2Src (string)
ma2Prd (int)
ma3Enabled (bool)
ma3MaType (series MaTypes)
ma3Src (string)
ma3Prd (int)
ma4Enabled (bool)
ma4MaType (series MaTypes)
ma4Src (string)
ma4Prd (int)
ma5Enabled (bool)
ma5MaType (series MaTypes)
ma5Src (string)
ma5Prd (int)
ma6Enabled (bool)
ma6MaType (series MaTypes)
ma6Src (string)
ma6Prd (int)
method init(this, enableAll, tf, rngAtrQ, showRecentBars, lblsOffset, lblsShow, lnOffset, lblSize, lblStyle, smoothen, ma1lnClr, ma1lnWidth, ma1lnStyle, ma2lnClr, ma2lnWidth, ma2lnStyle, ma3lnClr, ma3lnWidth, ma3lnStyle, ma4lnClr, ma4lnWidth, ma4lnStyle, ma5lnClr, ma5lnWidth, ma5lnStyle, ma6lnClr, ma6lnWidth, ma6lnStyle, ma1ShowHistory, ma2ShowHistory, ma3ShowHistory, ma4ShowHistory, ma5ShowHistory, ma6ShowHistory, ma1ShowLabel, ma2ShowLabel, ma3ShowLabel, ma4ShowLabel, ma5ShowLabel, ma6ShowLabel)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
enableAll (series MaEnable)
tf (string)
rngAtrQ (int)
showRecentBars (int)
lblsOffset (int)
lblsShow (bool)
lnOffset (int)
lblSize (string)
lblStyle (string)
smoothen (bool)
ma1lnClr (color)
ma1lnWidth (int)
ma1lnStyle (string)
ma2lnClr (color)
ma2lnWidth (int)
ma2lnStyle (string)
ma3lnClr (color)
ma3lnWidth (int)
ma3lnStyle (string)
ma4lnClr (color)
ma4lnWidth (int)
ma4lnStyle (string)
ma5lnClr (color)
ma5lnWidth (int)
ma5lnStyle (string)
ma6lnClr (color)
ma6lnWidth (int)
ma6lnStyle (string)
ma1ShowHistory (bool)
ma2ShowHistory (bool)
ma3ShowHistory (bool)
ma4ShowHistory (bool)
ma5ShowHistory (bool)
ma6ShowHistory (bool)
ma1ShowLabel (bool)
ma2ShowLabel (bool)
ma3ShowLabel (bool)
ma4ShowLabel (bool)
ma5ShowLabel (bool)
ma6ShowLabel (bool)
method get(this, id)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs)
id (int)
method set(this, id, prop, val)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs)
id (int)
prop (string)
val (string)
method set(this, id, prop, val)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
id (int)
prop (string)
val (string)
method htfUpdateTuple(rsParams, repaint)
Namespace types: RsParamsMAs
Parameters:
rsParams (RsParamsMAs)
repaint (bool)
method clear(this)
Namespace types: MaDrawing
Parameters:
this (MaDrawing)
method importRsRetTuple(this, htfBi, ma1, ma2, ma3, ma4, ma5, ma6)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
htfBi (int)
ma1 (float)
ma2 (float)
ma3 (float)
ma4 (float)
ma5 (float)
ma6 (float)
method getDrw(this, id)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
id (int)
method setDrwProp(this, id, prop, val)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
id (int)
prop (string)
val (string)
method initDrawings(this, rsPrms, dispBandWidth)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
rsPrms (RsParamsMAs)
dispBandWidth (float)
method updateDrawings(this, rsPrms, dispBandWidth)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
rsPrms (RsParamsMAs)
dispBandWidth (float)
method update(this)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps0 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps1 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps2 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps3 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps4 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps5 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `RsParamsMAs` child `RsMaCalcParams` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (RsParamsMAs) Target object to import prop values to.
oCfg (objProps6 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs)
oCfg (objProps7 type from moebius1977/CSVParser/1)
maCount (int)
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: RsParamsMAs
Parameters:
this (RsParamsMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps8 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps0 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps1 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps2 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps3 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps4 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps5 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Imports HTF MAs settings from objProps (of any level) into `HTFMAs` child `MaDrawing` objects (into the first first `maCount` of them)
Namespace types: HTFMAs
Parameters:
this (HTFMAs) : (HTFMAs) Target object to import prop values to.
oCfg (objProps6 type from moebius1977/CSVParser/1) : (CSVP.objProps) (one of objProps types) an objProps, ... opjProps8 containing properties' values in a child objProps objects
maCount (int) : (int) Number of tgtObj's RsMaCalcParams childs of tgtObj to set (1 to 6, starting from 1)
Returns: this
method importConfig(this, oCfg, maCount)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
oCfg (objProps7 type from moebius1977/CSVParser/1)
maCount (int)
method importConfig(this, oCfg, maCount)
Namespace types: HTFMAs
Parameters:
this (HTFMAs)
oCfg (objProps8 type from moebius1977/CSVParser/1)
maCount (int)
method newRsParamsMAs(this)
Namespace types: LO
Parameters:
this (LO)
method newHTFMAs(this)
Namespace types: LO
Parameters:
this (LO)
RsMaCalcParams
Parameters of one MA (only calculation params needed within req.sec(), visual parameters are within htfMAs type)
Fields:
enabled (series bool)
maType (series MaTypes) : MA type options: SMA / EMA / WMA / ...
src (series string)
prd (series int) : MA period
RsParamsMAs
Collection of parameters of 6 MAs. Used to pass params to req.sec()
Fields:
ma1CalcParams (RsMaCalcParams)
ma2CalcParams (RsMaCalcParams)
ma3CalcParams (RsMaCalcParams)
ma4CalcParams (RsMaCalcParams)
ma5CalcParams (RsMaCalcParams)
ma6CalcParams (RsMaCalcParams)
RsReturnMAs
Used to return data from req.sec().
Fields:
htfBi (series int)
ma1 (series float)
ma2 (series float)
ma3 (series float)
ma4 (series float)
ma5 (series float)
ma6 (series float)
MaDrawing
MA's plot parameters plus drawing objects for MA's current level (line and label).
Fields:
lnClr (series color) : (color) MA plot line color (like in plot())
lnWidth (series int) : (int) MA plot line width (like in plot())
lnStyle (series string) : (string) MA plot line style (like in plot())
showHistory (series bool) : (bool) Whether to plot the MA on historical bars or only show current level to the right of the latest bar.
showLabel (series bool) : (bool) Whether to show the name of the MA to the right of the MA's level
ln (series line) : (line) line to show MA"s current level
lbl (series label) : (label) label showing MA's name
HTFMAs
Contains data and drawing parameters for MA's of one timeframe (MA calculation parameters for MA's of one timeframe are in a separate object RsParamsMAs)
Fields:
rsRet (RsReturnMAs) : (RsReturnMAs) Contains data returned from req.sec(). Is set to na in between HTF bar changes if smoothing is enabled.
rsRetLast (RsReturnMAs) : (RsReturnMAs) Contains a copy of data returned from req.sec() in case rsRet is set to na for smoothing.
rsRetNaObj (RsReturnMAs) : (RsReturnMAs) An empty object as `na` placeholder
ma1Drawing (MaDrawing) : (MaDrawing) MA drawing properties
ma2Drawing (MaDrawing) : (MaDrawing) MA drawing properties
ma3Drawing (MaDrawing) : (MaDrawing) MA drawing properties
ma4Drawing (MaDrawing) : (MaDrawing) MA drawing properties
ma5Drawing (MaDrawing) : (MaDrawing) MA drawing properties
ma6Drawing (MaDrawing) : (MaDrawing) MA drawing properties
enabled (series bool) : (bool ) Enables/disables all of the MAs of one timeframe.
tf (series string) : (string) Timeframe
showHistory (series bool) : (bool ) Plot MA line on historical bars
rngAtrQ (series int) : (int ) A multiplier for atr(14). Determines a range within which the MA's will be plotted. MA's too far away will not be plotted.
showRecentBars (series int) : (int ) Only plot MA on these recent bars
smoothen (series bool) : (bool ) Smoothen MA plot. If false the same HTF value is returned on all chart bars within a HTF bar (intrabars), so the plot looks like steps.
lblsOffset (series int) : (int ) Show MA name this number of bars to the right off last bar.
lblsShow (series bool) : (bool ) Show MA name
lnOffset (series int) : (int ) Start line showing current level of the MA this number of bars to the right off the last bar.
lblSize (series string) : (string) Label size
lblStyle (series string) : (string) Label style
lblTxtAlign (series string) : (string) Label text align
bPopupLabel (series bool) : (bool ) Show current MA value as a tooltip to MA's name.
LO
LO Library object, whose only purpose is to serve as a shorthand for library name in script code.
Fields:
dummy (series string)
lib_no_delayLibrary "lib_no_delay"
This library contains modifications to standard functions that return na before reaching the bar of their 'length' parameter.
That is because they do not compromise speed at current time for correct results in the past. This is good for live trading in short timeframes but killing applications on Monthly / Weekly timeframes if instruments, like in crypto, do not have extensive history (why would you even trade the monthly on a meme coin ... not my decision).
Also, some functions rely on source (value at previous bar), which is not available on bar 1 and therefore cascading to a na value up to the last bar ... which in turn leads to a non displaying indicator and waste of time debugging this)
Anyway ... there you go, let me know if I should add more functions.
sma(source, length)
Parameters:
source (float) : Series of values to process.
length (simple int) : Number of bars (length).
Returns: Simple moving average of source for length bars back.
ema(source, length)
Parameters:
source (float) : Series of values to process.
length (simple int) : Number of bars (length).
Returns: (float) The exponentially weighted moving average of the source.
rma(source, length)
Parameters:
source (float) : Series of values to process.
length (simple int) : Number of bars (length).
Returns: Exponential moving average of source with alpha = 1 / length.
atr(length)
Function atr (average true range) returns the RMA of true range. True range is max(high - low, abs(high - close ), abs(low - close )). This adapted version extends ta.atr to start without delay at first bar and deliver usable data instead of na by averaging ta.tr(true) via manual SMA.
Parameters:
length (simple int) : Number of bars back (length).
Returns: Average true range.
rsi(source, length)
Relative strength index. It is calculated using the ta.rma() of upward and downward changes of source over the last length bars. This adapted version extends ta.rsi to start without delay at first bar and deliver usable data instead of na.
Parameters:
source (float) : Series of values to process.
length (simple int) : Number of bars back (length).
Returns: Relative Strength Index.
Moving point of controlLibrary "moving_poc"
method getMovingPoc(averagePriceByVolumeHistory, ltfVolumeSerie, ltfPriceSerie, nbBarsToLookback)
Volume point of control (PoC) extracted from lower time frame data and previous time period
Namespace types: array
Parameters:
averagePriceByVolumeHistory (array) : An array of float to record previous PoC average
ltfVolumeSerie (array) : Source of volume for the lower timeframe (ltf)
ltfPriceSerie (array) : Source of price for the lower timeframe
nbBarsToLookback (int) : A number of bars determining the lookback period of this PoC
Returns: Serie of PoC
series_collectionLibrary "series_collection"
A personal collection of commonly used series types like moving averages that are supported directly by
the pinescript library ('ALMA', 'DEMA', 'EMA', 'HMA', 'RMA', 'SMA', 'SWMA', 'VWMA', 'WMA'), highest and lowest source,
median and pivots. One single function (with overloads) that can be configured easily by the user input and can be
used as a core piece of functionality for many user cases. This library was created to abstract away and re-use this
commonly used functionality in my "Two MA Signal Indicator" script and the "Template Trailing Strategy" script. Both
of them use the "two_ma_logic" for defining entry and exit signals. While this piece of work does not contain any
novel mathematical expressions and just adds a convinient (and configurable) way to do things, I hope that might add
value to other scripts as well and future projects.
cust_series(length, seriesType, source)
cust_series - Calculate the custom series of the given source for the given length and type
Parameters:
length (simple int) : - The length of the custom series
seriesType (simple string) : - The type of the custom series
source (float) : - The source of the values
Returns: - The resulting value of the calculations of the custom series
cust_series(length, seriesType, source)
cust_series - Calculate the custom series of the given source for the given length and type
Parameters:
length (simple float) : - The length of the custom series (ceiled)
seriesType (simple string) : - The type of the custom series
source (float) : - The source of the values
Returns: - The resulting value of the calculations of the custom series
Extended Moving Average (MA) LibraryThis Extended Moving Average Library is a sophisticated and comprehensive tool for traders seeking to expand their arsenal of moving averages for more nuanced and detailed technical analysis.
The library contains various types of moving averages, each with two versions - one that accepts a simple constant length parameter and another that accepts a series or changing length parameter.
This makes the library highly versatile and suitable for a wide range of strategies and trading styles.
Moving Averages Included:
Simple Moving Average (SMA): This is the most basic type of moving average. It calculates the average of a selected range of prices, typically closing prices, by the number of periods in that range.
Exponential Moving Average (EMA): This type of moving average gives more weight to the latest data and is thus more responsive to new price information. This can help traders to react faster to recent price changes.
Double Exponential Moving Average (DEMA): This is a composite of a single exponential moving average, a double exponential moving average, and an exponential moving average of a triple exponential moving average. It aims to eliminate lag, which is a key drawback of using moving averages.
Jurik Moving Average (JMA): This is a versatile and responsive moving average that can be adjusted for market speed. It is designed to stay balanced and responsive, regardless of how long or short it is.
Kaufman's Adaptive Moving Average (KAMA): This moving average is designed to account for market noise or volatility. KAMA will closely follow prices when the price swings are relatively small and the noise is low.
Smoothed Moving Average (SMMA): This type of moving average applies equal weighting to all observations and smooths out the data.
Triangular Moving Average (TMA): This is a double smoothed simple moving average, calculated by averaging the simple moving averages of a dataset.
True Strength Force (TSF): This is a moving average of the linear regression line, a statistical tool used to predict future values from past values.
Volume Moving Average (VMA): This is a simple moving average of a volume, which can help to identify trends in volume.
Volume Adjusted Moving Average (VAMA): This moving average adjusts for volume and can be more responsive to volume changes.
Zero Lag Exponential Moving Average (ZLEMA): This type of moving average aims to eliminate the lag in traditional EMAs, making it more responsive to recent price changes.
Selector: The selector function allows users to easily select and apply any of the moving averages included in the library inside their strategy.
This library provides a broad selection of moving averages to choose from, allowing you to experiment with different types and find the one that best suits your trading strategy.
By providing both simple and series versions for each moving average, this library offers great flexibility, enabling users to pass both constant and changing length parameters as needed.
f_maSelectLibrary "f_maSelect"
Easy to use drop-in facade function to lots of different moving average calculations, including some that are not natively available in PineScript v5 such as Zero-Lag EMA. Simply call f_maSelect(series float serie, simple string ma_type="sma", ma_length=14) instead of a ta.*ma() call and you get access to all MAs offered by PineScript and more.
zema(src, len)
Zero-lag EMA (ZLMA)
Parameters:
src : Input series
len : Lookback period
Returns: Series smoothed with ZLMA
approximate_sma(x, ma_length)
Approximate Standard Moving Average, which substracts the average instead of popping the oldest element, hence losing the base frequency and is why it is approximative. For some reason, this appears to give the same results as a standard RMA
Parameters:
x : Input series.
ma_length : Lookback period.
Returns: Approximate SMA series.
f_maSelect(serie, ma_type, ma_length)
Generalized moving average selector
Parameters:
serie : Input series
ma_type : String describing which moving average to use
ma_length : Lookback period
Returns: Serie smoothed with the selected moving average.
generalized_dev(src, length, avg, lmode)
Generalized deviation calculation: Whereas other Bollinger Bands often just change the basis but not the stdev calculation, the correct way to change the basis is to also change it inside the stdev calculation.
Parameters:
src : Series to use (default: close)
length : Lookback period
avg : Average basis to use to calculate the standard deviation
lmode : L1 or L2 regularization? (ie, lmode=1 uses abs() to cutoff negative values hence it calculates the Mean Absolute Deviation as does the ta.dev(), lmode=2 uses sum of squares hence it calculates the true Standard Deviation as the ta.stdev() function does). See also the research works of everget:
Returns: stdev Standard deviation series
generalized_dev_discount(src, length, avg, lmode, temporal_discount)
Standard deviation calculation but with different probabilities assigned to each bar, with newer bars having more weights en.wikipedia.org
Parameters:
src : Series to use (default: close)
length : Lookback period
avg : Average basis to use to calculate the standard deviation
lmode : L1 or L2 regularization? (ie, lmode=1 uses abs() to cutoff negative values hence it calculates the Mean Absolute Deviation as does the ta.dev(), lmode=2 uses sum of squares hence it calculates the true Standard Deviation as the ta.stdev() function does). See also the research works of everget:
temporal_discount : Probabilistic gamma factor to discount old values in favor of new ones, higher value = more weight to newer bars
Returns: stdev Standard deviation series
median_absdev(src, length, median)
Median Absolute Deviation
Parameters:
src : Input series
length : Lookback period
median : Median already calculated on the input series
Returns: mad, the median absolute deviation value
Library_SmoothersLibrary "Library_Smoothers"
CorrectedMA(Src, Len)
CorrectedMA The strengths of the corrected Average (CA) is that the current value of the time series must exceed a the current volatility-dependent threshold, so that the filter increases or falls, avoiding false signals when the trend is in a weak phase.
Parameters:
Src
Len
Returns: The Corrected source.
EHMA(src, len)
EMA Exponential Moving Average.
Parameters:
src : Source to act upon
len
Returns: EMA of source
FRAMA(src, len, FC, SC)
FRAMA Fractal Adaptive Moving Average
Parameters:
src : Source to act upon
len : Length of moving average
FC : Fast moving average
SC : Slow moving average
Returns: FRAMA of source
Jurik(src, length, phase, power)
Jurik A low lag filter
Parameters:
src : Source
length : Length for smoothing
phase : Phase range is ±100
power : Mathematical power to use. Doesn't need to be whole numbers
Returns: Jurik of source
SMMA(src, len)
SMMA Smoothed moving average. Think of the SMMA as a hybrid of its better-known siblings — the simple moving average (SMA) and the exponential moving average (EMA).
Parameters:
src : Source
len
Returns: SMMA of source
SuperSmoother(src, len)
SuperSmoother
Parameters:
src : Source to smooth
len
Returns: SuperSmoother of the source
TMA(src, len)
TMA Triangular Moving Average
Parameters:
src : Source
len
Returns: TMA of source
TSF(src, len)
TSF Time Series Forecast. Uses linear regression.
Parameters:
src : Source
len
Returns: TSF of source
VIDYA(src, len)
VIDYA Chande's Variable Index Dynamic Average. See www.fxcorporate.com
Parameters:
src : Source
len
Returns: VIDYA of source
VAWMA(src, len, startingWeight, volumeDefault)
VAWMA = VWMA and WMA combined. Simply put, this attempts to determine the average price per share over time weighted heavier for recent values. Uses a triangular algorithm to taper off values in the past (same as WMA does).
Parameters:
src : Source
len : Length
startingWeight
volumeDefault : The default value to use when a chart has no volume.
Returns: The VAWMA of the source.
WWMA(src, len)
WWMA Welles Wilder Moving Average
Parameters:
src : Source
len
Returns: The WWMA of the source
ZLEMA(src, len)
ZLEMA Zero Lag Expotential Moving Average
Parameters:
src : Source
len
Returns: The ZLEMA of the source
SmootherType(mode, src, len, fastMA, slowMA, offset, phase, power, startingWeight, volumeDefault, Corrected)
Performs the specified moving average
Parameters:
mode : Name of moving average
src : the source to apply the MA type
len
fastMA : FRAMA fast moving average
slowMA : FRAMA slow moving average
offset : Linear regression offset
phase : Jurik phase
power : Jurik power
startingWeight : VAWMA starting weight
volumeDefault : VAWMA default volume
Corrected
Returns: The MA smoothed source
