Liquidity Weighted Moving Averages [AlgoAlpha]Description:
The Liquidity Weighted Moving Averages by AlgoAlpha is a unique approach to identifying underlying trends in the market by looking at candle bars with the highest level of liquidity. This script offers a modified version of the classical MA crossover indicator that aims to be less noisy by using liquidity to determine the true fair value of price and where it should place more emphasis on when calculating the average.
Rationale:
It is common knowledge that liquidity makes it harder for market participants to move the price of assets, using this logic, we can determine the coincident liquidity of each bar by looking at the volume divided by the distance between the opening and closing price of that bar. If there is a higher volume but the opening and closing prices are near each other, this means that there was a high level of liquidity in that bar. We then use standard deviations to filter out high spikes of liquidity and record the closing prices on those bars. An average is then applied to these recorded prices only instead of taking the average of every single bar to avoid including outliers in the data processing.
Key features:
Customizable:
Fast Length - the period of the fast-moving average
Slow Length - the period of the slow-moving average
Outlier Threshold Length - the period of the outlier processing algorithm to detect spikes in liquidity
Significant Noise reduction from outliers:
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TTP Green/Red Consecutive CandlesThis indicator counts consecutive green/red candles offering some basic statistics and signals/alerts.
Features
- Counts consecutive green/red candles in an oscillator chart
- Moving average of the counting helps spotting when the consecutive candles are away from the mean. MA length and multiplier to adjust the signal sensitivity.
- Thresholds can be set to backtest and send alerts on any number of arbitrary consecutive candles of the same color.
- All time highs: the indicator keeps track of when the maximum has been reached
- Distribution data: the number of times each number of consecutive color candles has been reached is offered
Signals
- Threshold signal triggers when the number of candles of the same color is above the specified threshold.
- MA cross signal triggers when the number of candles of the same color is above the MA.
CANDLE FILTER Todays scripts is based on my Pullback And Rally Candles with other meaningful candles such as Hammers and Dojis.
You can choose which Candles to show on the cart and if you want to candles to appear above or below a moving average.
If you follow my work, you may recognise some of these candles which I'm about to show you however these candles are 1) more refined and 2) has moving average filters.
Ive included a D,6H,1H Candle in this script as on different timeframes - each swing low on average has a different amount of bars within the swing low / swing high so the DPB and RD will only work on the Daily
//Pullback candle
This candle is very powerful when used with simple Price Action such as Market Structure//Demand zones and support zones. (((((WORKS BEST IN UPTRENDS AND BOTTOM OF RANGES)))))
Ive included a D,6H,1H Pullback Candle in this script as on different timeframes - each swing low on average has a different amount of bars within the swing low so the DPB will only work on the Daily
//DAILY PULLBACK (Swing Traders)
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//4H PULLBACK (Swing Traders)
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- this signal will produce more signals due to the swing low filter on the 4H
//1H PULLBACK
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- this signal has been refined due to too many candle displaying in weak areas
!!!IF YOU DONT WANT TO USE PULLBACKS DURING DOWNTRENDS THEN USE THE EMA FILTER TO TURN OFF THE PULLBACKS WHEN PRICE IS BELOW THE MOVING AVERAGE!!!
//Rally candle (My personal Favourite) (((((WORKS BEST IN DOWNTRENDS AND TOP OF RANGES)))))
This candle is very powerful when used with simple Price Action such as Market Structure//Supply zones and Resistance zones.
//DAILY RALLY(Swing Traders)
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//4H RALLY(Swing Traders)
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- this signal will produce more signals due to the swing high filter on the 4H
!!!IF YOU DONT WANT TO USE RALLIES DURING UPTRENDSTHEN USE THE EMA FILTER TO TURN OFF THE RALLIES WHEN PRICE IS ABOVE THE MOVING AVERAGE!!!
//POWERFUL DOJIS (INDECISION)
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We look for indecision in key areas to see if momentum is shifting. When combined with Pullbacks or Rallys - this will enhance the odds of a probably area.
//HAMMERS
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//MOVING AVERAGES
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Short EMA = 50
Long EMA = 200
This filter can be used when the market is trending - look out for rejections off the moving averages
Also you can chance the Short And Long EMA to choose which MA cross you want to use
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ALSO ALL THE CANDLES HAVE A ALERT CONDITIONS WHICH YOU CAN ACCESS - THIS WILL ALERT ANY CANDLE YOU CHOOSE
Please leave a like/comment on this post as this is much appreciated....
Acrypto - Weighted StrategyHello traders!
I have been developing a fully customizable algo over the last year. The algorithm is based on a set of different strategies, each with its own weight (weighted strategy). The set of strategies that I currently use are 5:
MACD
Stochastic RSI
RSI
Supertrend
MA crossover
Moreover, the algo includes STOP losses criteria and a taking profit strategy. The algo must be optimized for the desired asset to achieves its full potential. The 1H and 4H dataframe give good results. The algo has been tested for several asset (same dataframe, different optimization values).
Important note:
Backtest the algorithm with different data stamps to avoid overfitting results
Best,
Alberto
Configurable Multi MA Crossover Voting SystemThis strategy goes long when all fast moving averages that you have defined are above their counterpart slow moving averages.
Long position is closed when profit or loss target is hit and at least one of the fast moving averages is below its counterpart slow moving average.
The format of the config is simple. The format is : FASTxSLOW,FASTxSLOW,...
Example : If you want 2 moving averages fast=9,slow=14 and fast=20,slow=50 you define it like this : 9x14,20x50
Another example : 5x10,10x15,15x20 => means 3 moving average setups : first wih fast=5/slow=10, second with fast=10/slow=15, last with fast=15/slow=20
You can chose the type of moving average : SMA, WMA, VWMA (i got issues with EMA/RMA so i removed them)
You can chose the source of the moving average : high, close, hl2 etc.
You can chose the period on which ATR is calculated and ATR profit/loss factors.
Profit is calculated like : buy_price + atr_factor*atr
Loss is calculated like : buy_price - atr_factor*atr
Performance in backtest is variable depending on the timeframe, the options and the market.
Performance in backtest suggests it works better for higher timeframes like 1d, 4h etc.
Disclaimer
Please remember that past performance may not be indicative of future results.
Due to various factors, including changing market conditions, the strategy may no longer perform as well as in historical backtesting.
This post and the script don’t provide any financial advice.
Financial Astrology Crypto ML Daily TrendThis daily trend indicator is based on financial astrology cycles detected with advanced machine learning techniques for the crypto-currencies research portfolio: ADA, BAT, BNB, BTC, DASH, EOS, ETC, ETH, LINK, LTC, XLM, XMR, XRP, ZEC and ZRX. The daily price trend is forecasted through this planets cycles (angular aspects, speed, declination), fast ones are based on Moon, Mercury, Venus and Sun and Mid term cycles are based on Mars, Vesta and Ceres. The combination of all this cycles produce a daily price trend prediction that is encoded into a PineScript array using binary format "0 or 1" that represent sell and buy signals respectively. The indicator provides signals since 2021-01-01 to 2022-12-31, the past months signals purpose is to support backtesting of the indicator combined with other technical indicator entries like MAs, RSI or Stochastic. For future predictions besides 2022 a machine learning models re-train phase will be required.
The resolution of this indicator is 1D, you can tune a parameter where you can determine how many future bars of daily trend are plotted and adjust an hours shift to anticipate future signals into current bar in order to produce a leading indicator effect to anticipate the trend changes with some hours of anticipation. Combined with technical analysis indicators this daily trend is very powerful because can help to produce approximately 60% of profitable signals based on the backtesting results. You can look at our open source Github repositories to validate accuracy using the backtesting strategies we have implemented in Jesse Crypto Trading Framework as proof of concept of the predictive potential of this indicator. Alternatively, we have implemented a PineScript strategy that use this indicator, just consider that we are pending to do signals update to the period July 2021 to December 2022: This strategy have accumulated more than 110 likes and many traders have validated the predictive power of Financial Astrology.
DISCLAIMER: This indicator is experimental and don’t provide financial or investment advice, the main purpose is to demonstrate the predictive power of financial astrology. Any allocation of funds following the documented machine learning model prediction is a high-risk endeavour and it’s the users responsibility to practice healthy risk management according to your situation.
Financial Astrology Mercury LongitudeMercury energy influence the mind, the intellect and mental temperament, in mundane astrology is well know that rules: news, science, debating, trading, commerce, contracts. telecommunication, short-distance travels, among others. W. D. Gann discovered that the Mercury speed phases (stationary, retrograde, direct) transitions was very relevant as trading signals, he used the Sun conjunction retrograde Mercury to confirm the formation of top and bottoms that seems to be a relevant leading indicator in multiples markets.
As part of the Financial Astrology Research Group experiments, we created hundreds of machine learning models that try to predict daily trend direction for a research portfolio of 10 crypto-currencies and is confirmed that including the Mercury speed and aspects features (variables) in the models increase the accuracy in a consistent manner. Therefore, there is enough evidence that Mercury is one of the most powerful mid term trading cycles.
This is the first open source PIneScript indicator that is able to plot the Mercury Tropical Longitude for the years 2010-2030, we publish as open source in order to support and simplify the research of the amazing astro-traders community at TradingView that have been working manually with annotations and lines to represent the Mercury longitude zodiac signs entries and the speed phases transitions. That manual work is over. Let's move faster in our cycles research!
We encourage all astro traders to continue researching and sharing your ideas of astro cycles trading strategies with us and contribute your experiments at our Github Financial Stats exploration project
so we can improve the cosmic energy models that influence traders behaviours.
Note: The Mercury longitude is based on an ephemeris array that covers years 2010 to 2030, prior or after this years the longitude is not available, this daily ephemeris are based on UTC time so in order to align properly with the price bars times you should set UTC as your chart reference timezone.
Others astro trading indicators from Financial Astrology Research Group:
buy down and sell high trend 200 sma and ma cross this indicator showing you when have to buy down and sell high and also can see the market trend is being above or below
I'm sorry if there is an error
Morun Astro Trend MAs cross StrategyAstrology machine learning cycles indicator signals with technical MAs indicators strategy, based on signals index of Github project github.com
MarketVision AWith Special Thanks to Everyone who has gone before me, and who have both allowed me and given me Permission to bring my version of Market Cipher to the World
Especially LazyBear for his amazing Wave Trend Oscillator and for Aevir, falconCoin, vumanchu, Crypto_Spike and others who have freely brought MarketCipher to the Tradingview Community and Also JustUncleL for his Multiple MA Variations / types
MarketVision A - My take on MarketCipher A / Market Cipher A But with a few Additions
A Combination of;
Different Types of Moving Averages including a Ribbon which can be switched off
MA Cross Over Signals &
Signals Obtained from Wave Trend and Trend Meter
Lots Of Alerts
Use Stand Alone or In Combination with MarketVision B Aswell As Support and Resistance
PS All the Signals are defined in the menu
Relative strength DivergenceThe following indicator uses relative comparison of two assets by the formula n/s3, where n is the t asset on the screen while s3 the underlying assets it is being compared to. The usefulness of the indicator is to primarily compare the assets being traded like BTC (most prominent crypto with largest market cap), with some other crypto like TRX(this has a relatively smaller market cap). Since we get a broader market view through relative comparison of the two assets, the most important function is to find the edge through divergences. Just like RSI the divergences rules would be the same and most important trades would be trades in the direction of the trend along accompanies by divergences that are in line with the trend. Simple divergences work for the best trades with default settings. Although BTCUSD is the default asset to compare with it can be switched with any other asset as well, but it is very much preferred that one uses some type of index as the base asset for comparison. Other than that for simple trading the trend MA crossover can also be used as a signal for simple trend following.
Example - MA-Cross Retracement DetectionThe retracement tracker function(s) in this script outline how to:
Track conditions using "toggle" booleans.
Use multiple coinciding conditions to trigger an event just once.
What is a retracement?
"Retracements are temporary price reversals that take place within a
larger trend. The key here is that these price reversals are temporary
and do not indicate a change in the larger trend."
Quote Source: www.investopedia.com
Flunki TWAP minus MTF TWAP Oscillator
Heys,
Herewith a another simple oscillator that show the difference in price between a selectable timeframe TWAP and another alternative selectable timeframe TWAP
This is shown as a histogram.
Use numeric TWAP values for minutes (30, 60 ,720 whatever) and D, 3D, W, M for higher values
There is also a global timeframe which will set the timeframe for a global alternate timeframe (instead of current chart resolution)
On top of that is a Moving Average of the histogram value, shown as a blue / red line with an option to highlight this MA crossing zero, and an option to colour bars to this line.
Simple idea : Code open
Enjoy !
[ALERTS] MA Cross HildiIch habe nur einige Modifikationen vorgenommen, so dass es meinen Bedürfnissen gerecht wird. Das Skript dient lediglich dazu die gleiche Einstellungen auf mehreren Konten nutzen zu können. Allein die Farbe und die Symbole habe ich noch nicht Automatisiert übertragen.
mfg Hildi Channel
Strategy Template[Benson]A strategy template with following user inputs:
1. backtest start date
2. tp% and stop loss%
3. trail stop price and trail stop offset
The long and short condition is ma crossover and corssunder by default.
You can change the logic with your own.
Percent Trailing Stop (%) - For Study Scripts===========
Percent Trailing Stop (%) - { FOR STUDY SCRIPTS }
===========
Wow - this is an example of how to implement Alerts relating to a Trailing Stop (%) within your Study Script. It's taken a bit of effort to get this working but I think we got there!
Alerts include Open Long/Short, Trailing Stop Hit, and (the most important one) Movement of Trailing Stop! <- this is actually really quite good, by the way! :)
You can ignore the actual entry/exit orders - they're based on a simple MA cross and are therefore NOT relevant, NOT profitable and NOT recommended!
You should be using this code as a way of adding a Trailing Stop to your own scripts - hope it helps!
Set your "Open Long/Short" Alert to "Once per Bar Close" - Set your "Trailing Stop Hit" Alert to "Once per Bar" - Set your "Move TSL" Alert to "Once per Bar Close". - You're all done! Enjoy.
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Good Luck and Happy Trading!
Fixed Percent Stop Loss & Take Profit % - For Study Scripts===========
Fixed Percent Stop Loss & Take Profit % - { FOR STUDY SCRIPTS! }
===========
A neat example of how to set up Fixed Stops and Take Profit as a percent of the entry price - This is for setting Alerts within your own Study Script for when either your SL or TP get hit.
Yup, that's about it!
You can ignore the actual entry/exit orders - they're based on a simple MA cross and are therefore NOT relevant, NOT profitable and NOT recommended!
You should be using this code as a way of adding Stops and Takes to your own scripts - hope it helps!
Set your "Open Long/Short" Alerts to be triggered "Once per Bar Close" - Set your "SL/TP" Alerts to trigger "Once per Bar".
--
We wrote this with a bit of a rush on! ~ If you spot any mistakes/bugs just let us know and we'll get round to them asap!
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Good Luck and Happy Trading!
Fixed Percent Stop Loss & Take Profit %===========
Fixed Percent Stop Loss & Take Profit %
===========
A neat example of how to set up Fixed Stops and Take Profit as a percent of the entry price.
Yup, that's about it!
You can ignore the actual entry/exit orders - they're based on a simple MA cross and are therefore NOT relevant, NOT really profitable and NOT recommended!
You should be using this code as a way of adding Stops and Takes to your own scripts - hope it helps!
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Good Luck and Happy Trading!
Instantaneous Trendline Strategy [ChuckBanger]Based on Instantaneous Trendline, by John Ehlers , identifies the market trend by doing removing cycle component. I think, this simplicity is what makes it attractive :) To understand Ehlers's thought process behind this, refer to the PDF linked below.
There are atleast 6 variations of this ITrend. This version is from his early presentations. You can find it here: www.mesasoftware.com
This is better then a regular MA cross over strategy
PtahX EMA/ATR StrategyPtahX EMA/ATR Strategy Public Release
written October 2019
EMA Strategy with ATR & "Fear Factor" built in
* modifications welcome
* please let me know if you improve it so I can continue to learn :)
* use at your own risk - I'm a new programmer and still learning
* Best of luck on your trades!!
// Take Profit (TP) option based on ATR or MA Crossover
McGruff Heikin Ashi MA Strategy (With Fill)A simple MA Cross strategy intended to be used with Heikin-Ashi candles.
