DB KCBB%D Wave SignalsDB KCBB%D Wave Signals
What does the indicator do?
This indicator is a version of my DB KCBB%D indicator updated with signal detection. It results from weeks of analysis of the KCBB%D waves for patterns. I'm releasing it publicly to help those who like the KCBB%D indicator but desire a version with signals built into it.
The indicator plots the percent difference between the low and high prices against a combined Kelpler Channel Bollinger Bands for the current timeframe. The low percent difference and the high percent difference each have their own waves plotted. A mirror mode default allows both waves to be visualized in a mirrored plot that clearly shows when outer bands are present and when they swap. Each percent difference band is displayed with a 1 bar lookback to visualize local tops/bottoms.
The overall trend is displayed using two sets of green/red colors on the percent difference waves so that each wave is recognizable, but the overall price trend is visible. A fast 3 SMA is taken of each percent difference wave to obtain the overall trend and then averaged together. The trend is then calculated based on direction from the previous bar period.
How should this indicator be used?
By default, the indicator will display in a mirror mode which will display both the low and high percent change waves mirrored to allow for the most pattern recognition possible. You will notice the percent difference waves swap from inner to outer, showing the overall market direction for that timeframe. When each percent difference wave interacts with the zero line, it indicates either buys or sells opportunities depending on which band is on the inside. When the inner wave crosses zero, special attention should be paid to the outer wave to know if it's a significant move. Likewise, when the outer wave peaks, it can indicate buy or sell opportunities depending on which wave is on the outside.
A zero line and other lines are displayed from the highest of the high percent difference wave over a long period of time. The lines can measure movement and possible oversold/overbought locations or large volatility . You can also use the lines for crossing points for either wave as alerts to know when to buy or sell zones are happening.
When individual percent difference waves are designed to be reviewed without mirroring, the mirror checkbox can be unchecked in the settings. Doing so will display both the high and low percent difference waves separately. Using this display, you can more cleanly review how each wave interacts with various line levels.
For those who desire to only have half of the mirror or one set of waves inverted against each other, check the "mirrored" and the "mirrored flipped" checkboxes in the settings. Doing so will display the top half of the mirror indicator, which is the low percent difference wave with the high percent difference wave inverted.
The indicator will also change the background color of its own pane to indicate possible buy/sell periods (work in progress).
Does the indicator include any alerts?
Yes, they are a work in progress but starting out with this release, we have:
NOTE: This is an initial release version of this indicator. Please do not use these alerts with bots yet, as they will repaint in real-time.
NOTE: A later release may happen that will delay firing the events until 1/2 of the current bar time has passed.
NOTE: As with any indicator, watch your upper timeframe waves first before zooming into lower.
DB KCBB%D Buy Signal
DB KCBB%D Buy Warning Signal
DB KCBB%D Sell Signal
DB KCBB%D Sell Warning Signal
DB KCBB%D Death Cross Sell Signal
DB KCBB%D Trend Up Alert
DB KCBB%D Trend Down Alert
Use at your own risk and do your own diligence.
Enjoy!
ابحث في النصوص البرمجية عن "Pattern recognition"
DB KCBB%D WavesDB KCBB%D Waves
What does the indicator do?
The indicator plots the percent difference between the low and high prices against a combined Kelpler Channel Bollinger Bands for the current timeframe. The low percent difference and the high percent difference each have their own waves plotted. A mirror mode default allows both waves to be visualized in a mirrored plot that clearly shows when outer bands are present and when they swap. Each percent difference band is displayed with a 1 bar lookback to visualize local tops/bottoms.
The overall trend is displayed using two sets of green/red colors on the percent difference waves so that each wave is recognizable, but the overall price trend is visible. A fast 3 SMA is taken of each percent difference wave to obtain the overall trend and then averaged together. The trend is then calculated based on direction from the previous bar period.
How should this indicator be used?
By default, the indicator will display in a mirror mode which will display both the low and high percent change waves mirrored to allow for the most pattern recognition possible. You will notice the percent difference waves swap from inner to outer, showing the overall market direction for that timeframe. When each percent difference wave interacts with the zero line, it indicates either buys or sells opportunities depending on which band is on the inside. When the inner wave crosses zero, special attention should be paid to the outer wave to know if it's a significant move. Likewise, when the outer wave peaks, it can indicate buy or sell opportunities depending on which wave is on the outside.
A zero line and other lines are displayed from the highest of the high percent difference wave over a long period of time. The lines can measure movement and possible oversold/overbought locations or large volatility. You can also use the lines for crossing points for either wave as alerts to know when to buy or sell zones are happening.
When individual percent difference waves are designed to be reviewed without mirroring, the mirror checkbox can be unchecked in the settings. Doing so will display both the high and low percent difference waves separately. Using this display, you can more cleanly review how each wave interacts with various line levels.
For those who desire to only have half of the mirror or one set of waves inverted against each other, check the "mirrored" and the "mirrored flipped" checkboxes in the settings. Doing so will display the top half of the mirror indicator, which is the low percent difference wave with the high percent difference wave inverted.
The indicator will also change the background color of its own pane to indicate possible buy/sell periods (work in progress).
Does the indicator include any alerts?
Yes, they are a work in progress but starting out with this release, we have:
NOTE: This is an initial release version of this indicator. Please do not use these alerts with bots yet, as they will repaint in real-time.
NOTE: A later release may happen that will delay firing the events until 1/2 of the current bar time has passed.
NOTE: As with any indicator watch your upper timeframe waves first before zooming into lower.
DB KCBB%D Buy Zone Alert
DB KCBB%D MEDIUM Buy Alert
DB KCBB%D STRONG Buy Alert
DB KCBB%D Sell Alert
DB KCBB%D STRONG Sell Alert
DB KCBB%D Trend Up Alert
DB KCBB%D Trend Down Alert
Use at your own risk and do your own diligence.
Enjoy!
1+KillZoneLiteRemove plot line for a better view. I've made this to work on "US30 Global Prime" probably works on other pairs the codes left open to mod.
This Indicator shows 3 sessions to help you focus on timing. This will help you with learning pattern recognition aswell.
1. Gray zone is spreads. The gray zone will show up 30 min before spreads open up.
2. Blue is new york
3. Red is london reversal zone.
4. Look between the zones and also how price reacts within the zones and at what time.
5. This indicator also prints the sessions 1 day in advance to help with back testing aswell.
MACD-V Volatility Normalized MomentumFull Credit to Alex Spiroglou, DipTA(ATAA), CFTe, and author of the MACD-V.
papers.ssrn.com
Alex recently received the CMT Dow Award for his work to improve on the classic MACD indicator. The MACD-V tackles some obvious challenges with the classic MACD indicator, which is normally an unbounded indicator and inconsistent between different symbols and markets.
"Our goal is to improve an existing tool (MACD), so that - by eliminating its shortcomings - we will be creating a unique type of hybrid 'boundless oscillator', that opens the doors for several pattern recognition opportunities which would not be definable using the classic MACD."
When the oversold/overbought range of 150 and -150 was determined, Alex tested where 95% of the data fell within the bands using the S&P price history as reference. Users are encouraged to find ranges relevant to the securities/instruments they are analyzing.
Enjoy!
Wedge and Flag Finder (Multi - zigzag)Here is a small attempt to automatically identify wedges and flags.
Tradingview standard wedge checks for only 4 pivots. In this version, I have considered 5 pivots instead - which can help reduce noise as 4 pivots forming wedge can be quite common. In future, will also try to add more pivots in pattern recognition to make the signal more accurate.
If wedge comes with a tail, then it is marked as flag :)
Settings are quite simple and they are as shown below
FunctionPatternDecompositionLibrary "FunctionPatternDecomposition"
Methods for decomposing price into common grid/matrix patterns.
series_to_array(source, length) Helper for converting series to array.
Parameters:
source : float, data series.
length : int, size.
Returns: float array.
smooth_data_2d(data, rate) Smooth data sample into 2d points.
Parameters:
data : float array, source data.
rate : float, default=0.25, the rate of smoothness to apply.
Returns: tuple with 2 float arrays.
thin_points(data_x, data_y, rate) Thin the number of points.
Parameters:
data_x : float array, points x value.
data_y : float array, points y value.
rate : float, default=2.0, minimum threshold rate of sample stdev to accept points.
Returns: tuple with 2 float arrays.
extract_point_direction(data_x, data_y) Extract the direction each point faces.
Parameters:
data_x : float array, points x value.
data_y : float array, points y value.
Returns: float array.
find_corners(data_x, data_y, rate) ...
Parameters:
data_x : float array, points x value.
data_y : float array, points y value.
rate : float, minimum threshold rate of data y stdev.
Returns: tuple with 2 float arrays.
grid_coordinates(data_x, data_y, m_size) transforms points data to a constrained sized matrix format.
Parameters:
data_x : float array, points x value.
data_y : float array, points y value.
m_size : int, default=10, size of the matrix.
Returns: flat 2d pseudo matrix.
Advanced Bollinger Bands StrategyAdvanced Bollinger Bands Strategy
Why is it an advanced Bollinger Bands Strategy?
The purpose of Bollinger Bands is to provide a relative definition of high and low prices of a market. By definition, prices are high at the upper band and low at the lower band. This definition can aid in rigorous pattern recognition and is useful in comparing price action to the action of indicators to arrive at systematic trading decisions. Adding a Moving Average filter which only allows trades if MA and Price are outside of the BB increases the probability of profitable trades with the sacrifice of a lower trade-frequency.
Inputs for Bollinger Bands
-> BB Source
-> BB Length
-> BB Multiplier
-> Moving Average Period
-> Moving Average Source
-> Strategy Condition Options:
-> Exit Trades if Price crosses Basis Line
-> Enable Moving Average Filter
function: Array DownsamplingA low cost function to down sample a array.
specially useful for pattern recognition algorithms.
Regularized MomentumThis is a 1 bar momentum using a regularized ema (Chris Satchwell, Pattern Recognition And Trading Decisions pag.192) with a limit lambda (John F. Ehlers Cybernetic Analysis for Stocks and Futures pag.188), some say that is better than macd.
[RS]Simple ZigZag V3EXPERIMENTAL:
optional:
custom timeframe
custom fib ab_extension/bc_retrace zone
Display base zigzag
Display zigzag
Display Tops and Bottoms Lines
Display Fib. Ret./Ext.
Display Pattern Recognition
[RS]ZigZag (MA, Pattern Recognition) V2EXPERIMENTAL:
Best method so far to draw the zigzag.
Multi time frame options
