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Higher Highs & Lower Lows Stochastics - Vitali ApirineThis is my modified "Higher Highs & Lower Lows Stochastics" employing PSv4.0, originally formulated by Vitali Apirine for TASC - February 2016 Traders Tips. Reading through a TASC magazine of mine, behold, I found a little known indicator that I can't find anywhere on all of Tradingview. That was a tragedy I felt I had to resolve... This indicator is best described as a dual momentum indicator, being helpful with anticipating reversals, spotting emerging trends, and defining correction periods. I felt it worthy of justice to unveil this for all TV members to utilize and also learn from. It's uniqueness is beyond past due for the honor it deserves on Tradingview.
As always, I have included advanced Pine programming techniques that conform to proper "Pine Etiquette". For those of you who are newcomers to Pine Script, this code release may also help you comprehend the "Power of Pine" by employing advanced programming techniques while exhibiting code utilization in a most effective manner. This script's uniqueness displays that we can now override built-in Pine functions. Firstly, you may have noticed that I replaced ema(), sma(), highest(), and lowest(). If you weren't aware of this Pine capability, well, here is a prime example... Now you know! Just heed caution when doing so to ensure your replacement algorithms are 100% sound. Lastly, I also added an additional "Median" line where the companion stochastics seemingly appear to gravitate within a central zone.
NOTICE: You may have observed, there is highest(), lowest(), ema(), and sma() custom functions overwriting Pine built-ins, some of which are audaciously used in ternary. "IF" you are planning to use Pine Script v4.0 functions in ternary, be forewarned, they WILL NOT operate as expected in most scenarios. The reason why I legitimately used them here in ternary is because they are ONLY manually controlled by an input(). If these were dynamically controlled with bar-to-bar dynamic conditional logic, you would most certainly run into serious unexpected programming issues, potentially resulting in hours of frustrations and guaranteed loss of hair. That's my lesson for this release, so never ever forget this when utilizing the full potential of the "Power of Pine". For more information concerning these potential dilemmas, please consult "Execution of Pine functions and historical context inside function blocks" in the "Pine Script v4 User Manual".
Features List Includes:
Dark Background - Easily disabled in indicator Settings->Style for "Light" charts or with Pine commenting
AND much, much more... You have the source!
The comments section below is solely just for commenting and other remarks, ideas, compliments, etc... regarding only this indicator, not others. When available time provides itself, I will consider your inquiries, thoughts, and concepts presented below in the comments section, should you have any questions or comments regarding this indicator. When my indicators achieve more prevalent use by TV members, I may implement more ideas when they present themselves as worthy additions. As always, "Like" it if you simply just like it with a proper thumbs up, and also return to my scripts list occasionally for additional postings. Have a profitable future everyone! Penunjuk

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Point and Figure (PnF) MomentumThis is live and non-repainting Point and Figure Chart Momentum tool. The script has it’s own P&F engine and not using integrated function of Trading View.
Point and Figure method is over 150 years old. It consist of columns that represent filtered price movements. Time is not a factor on P&F chart but as you can see with this script P&F chart created on time chart.
P&F chart provide several advantages, some of them are filtering insignificant price movements and noise, focusing on important price movements and making support/resistance levels much easier to identify.
Momentum indicator measures the rate of change or speed of price movement. It compares the current price with the previous price from a number of periods ago. By analysing the rate of change , possible to gauge the strength or “momentum”. By using this script we get Point and Figure chart momentum.
If you are new to Point & Figure Chart then you better get some information about it before using this tool. There are very good web sites and books. Please PM me if you need help about resources.
Options in the Script
Box size is one of the most important part of Point and Figure Charting. Chart price movement sensitivity is determined by the Point and Figure scale. Large box sizes see little movement across a specific price region, small box sizes see greater price movement on P&F chart. There are four different box scaling with this tool: Traditional, Percentage, Dynamic (ATR), or User-Defined
4 different methods for Box size can be used in this tool.
User Defined: The box size is set by user. A larger box size will result in more filtered price movements and fewer reversals. A smaller box size will result in less filtered price movements and more reversals.
ATR: Box size is dynamically calculated by using ATR, default period is 20.
Percentage: uses box sizes that are a fixed percentage of the stock's price. If percentage is 1 and stock’s price is $100 then box size will be $1
Traditional: uses a predefined table of price ranges to determine what the box size should be.
Price Range Box Size
Under 0.25 0.0625
0.25 to 1.00 0.125
1.00 to 5.00 0.25
5.00 to 20.00 0.50
20.00 to 100 1.0
100 to 200 2.0
200 to 500 4.0
500 to 1000 5.0
1000 to 25000 50.0
25000 and up 500.0
Default value is “ATR”, you may use one of these scaling method that suits your trading strategy.
If ATR or Percentage is chosen then there is rounding algorithm according to mintick value of the security. For example if mintick value is 0.001 and box size (ATR/Percentage) is 0.00124 then box size becomes 0.001.
And also while using dynamic box size (ATR or Percentage), box size changes only when closing price changed.
Reversal : It is the number of boxes required to change from a column of Xs to a column of Os or from a column of Os to a column of Xs. Default value is 3 (most used). For example if you choose reversal = 2 then you get the chart similar to Renko chart.
Source: Closing price or High-Low prices can be chosen as data source for P&F charting.
There is 2 options for P&F Momentum
Length: Length for the P&F Momentum, default value is 10
Display as: there are two options and can display as “Histogram” or “Line”
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ANN MACD Future Forecast (SPY 1D) NOTE : Deep learning was conducted in a narrow sample set for testing purposes. So this script is Experimental .
This system is based on the following article and is inspired by an external program:
hackernoon.com
None of the artificial neural networks in Tradingview work and are not based on completely correct logic. Unlike others in this system:
IMPORTANT NOTE: If the tangent activation function is used, the input data must also have tangent values (compared to the previous values of 1 bar).
Inputs were prepared according to this judgment.
1. The tangent function which is the activation function is written correctly. (The tangent function in the article: ActivationFunctionTanh (v) => (1 - exp (-2 * v)) / (1 + exp (-2 * v)))
2. Missing bias parts in the formulas were added.
3. The output function is taken from the next day (historical), so that the next bar can be predicted, which is the truth.
4.The forecast value of the next bar is subtracted from the current bar change and the market direction is determined.
5.When the future forecast and the current close are added together, the resulting data is called seed.
The seed carries data both from the present and from yesterday and from the future.
6.And this seed was subjected to the MACD method.
Thus, due to exponential averages, more importance will be given to recent developments and
The acceleration situations will show us the direction.
However, a short position should be taken for crossover and a long position for crossunder .
Because the predicted values work in reverse.Even though we use the same period (9,12,26) it is much faster!
7. There is no future code that can cause Repaint.
However, the color after closing should be checked.
The system is completely correct.
However, a very narrow sample was selected.
100 data: Tangent diffs ; volume change, bollinger bands values changes (Upband , Midband , Lowband) and LazyBear's Squeeze Momentum Indicator (SQZMOM_LB) change and the next bar data (historical) price change were put into the deep learning test.
IMPORTANT NOTE : The larger the sample set and the more effective dependent variables, the higher the hit rate of the deep learning test!
EDIT : This code is open source under the MIT License. If you have any improvements or corrections to suggest, please send me a pull request via the github repository github.com
Stay tuned. Best regards!
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