Volume Pressure Analysis - OverlayVolume Pressure Analysis is designed to show effort required to move price. This script is the overlay version that displays signals on the candles as well as changes the bar colors. Yellow arrows signal pressure in that direction and excessive amounts of volume is required to move price. These signals can lead to reversal/pivot points as price action struggles to continue its trend. Red and teal arrows indicate free flowing price action where very little effort or volume is needed to push price. These signals can confirm the beginning or continuation of a trend and is the natural direction the chart wants to travel at that time. For more information please check out the main Volume Pressure Analysis indicator.
Indicatore volume
Accumulation/Distribution %This script takes the signal from the Accumulation Distribution indicator invented by Larry Williams and normalizes it such that it becomes an oscillator about a zero line as described by John Bollinger in his book Bollinger on Bollinger Bands . The purpose of the indicator is to serve as a volume-based confirmation of signals given by other indicators, typically Bollinger Bands paired with a momentum indicator . In the example shown, Bollinger Bands are paired with Bollinger Bands %B and the Bollinger Bands %B indicator is interpreted similar to the Relative Strength Index ( RSI ) which is a momentum indicator .
The AD% indicator is colorized such that positive readings are green and negative readings are red. The readings become darker when approaching the zero line. The colorization is also displayed on the price chart. The chart type needs to be set to "bars" for price colorization to work properly.
The formula for this indicator is presented in the John Bollinger book as follows:
10-day sum of /10-sum of volume
How to use (my take on a strategy from the book):
1. Look for %B readings that are oversold or overbought (less than 0.00 or greater than 1.00)
2. Check for bearish divergence or bullish convergence of price and %B as shown on the chart
3. Verify divergence or convergence with AD%
4. Note previous trending/crossover behavior of AD% and %B and compare to situation being analyzed
5. A conservative trader may consider buying/selling on a close beyond the 20-day moving average and an AD% zero line crossover (color change)
6. An aggressive trader may consider buying/selling on a color change alone, on a breakdown of %B, or some other signal(s).
Securities behave differently from one another and this strategy doesn't work for all of them. As with any strategy, check past performance to make sure this approach is a good fit. Bandwidth ( volatility ) squeeze is another strategy which seems to work well for this security. For that reason, it was used to demonstrate buy signals, but squeezes aren't always so predictable. AD% may be useful for determining which direction a squeeze will resolve itself, as was the case here. Further information on volatility squeeze trading can be found in the John Bollinger book Bollinger on Bollinger Bands or online.
The default TradingView Accumulation Distribution indicator does not incorporate opening price. The formula used for this indicator does, so there are multiple versions of the A/D formula.
Despite the buy signal indicated, I'm not going long Hecla Mining here and I don't recommend it. I'd need to do further DD before doing so.
Please feel free to ask questions.
Unusual Time Frame VolumeThis script plots the ratio of each volume bar to the average daily volume of that specific bar (at that specific time of day).
You can see what the volume at the 09:30 (or whenever) bar looks like compared to the average volume at the same time during the previous X number of days.
The output can be read like a normal volume chart; however, you can see at a glance whether these is more volume than "normal" for that time of day.
A value of "2" would be 2x the "normal" volume; a value of "0.5" would be half.
Thus, if bars exceed the value of "1", you know that there is more volume than normal.
If the bar exceeds an adjustable threshold, it will change the color of the bar to yellow; otherwise it will be orange for values exceeding "1".
As a consequence to this approach, the plot is effectively normalized such that it obviates the need to scale up or down as volume changes throughout the day.
Notes:
If the settings are not set appropriately for your mode and time frame, the output will be incorrect/invalid!
Make sure you set the "Asset Mode" and "Time Frame (minutes)" to values that match your asset and chart setting. For example, if you are trading Futures on a 2m chart, set the Asset Mode to Futures and Time Frame to 2m. If you are trading crypto on a 5m chart, set the Asset Mode to 24/7 and Time Frame to 5m.
If you choose a "Look-back (Days)" setting that is too far back given the time frame, the script will produce an error. I suggest playing with settings from 1 (compares volume to the previous day's volume) to the highest number that doesn't break the script. For example, at a 2m time frame, the maximum look-back will be 6-7 depending on which mode you are using. Longer time frames allow larger look-back values. I find that the default value (6 Days) does a decent job in general.
On Balance Volume - Color Packed Patch'emOBV is provided as a built-in by TradingView.
This contribution grew out of reading about trend discovery, and since the library kept on this end was lacking in a volume-centric indicator, it looked like a good time to play around.
This approach isn't all that much different than many others with the possible exception of its color scheme.
Should you decide to use the script, it might be worth your while to work with the logic of color and line, to produce alerts.
Enjoy.
Realtime Volume Bars w Market Buy/Sell/Neutral split & Mkt Delta
What is it?
A tool that shows Real-time Volume bars split into 3 components: (1) Market Buy Volume - i.e., the volume that got transacted on upticks; (2) Market Sell Volume - i.e., the volume that got transacted on downticks;
and, (3) Neutral Volume - i.e., the volume that got transacted without a change in price. (This feature can be turned off if you want normal volume bars).
Market delta (i.e., Market Buy Volume - Market Sell Volume) is also displayed above each volume bar. (On by default; can be switched off from Settings)
The split and Market Delta data are ONLY AVAILABLE FOR REAL-TIME BARS. Historical bars are shown just like regular ones. The dotted line marks the start of real-time data (i.e., the bar from which the indicator started collecting and displaying data). You will see accurate data for bars to the right of this line. The longer you keep a chart open with the study enabled, the more data it collects and displays, and the better your analysis can potentially be.
Note that the data gets reset every time any of the options is changed, the market is switched, the browser is refreshed, or the script is reloaded
DATA ISN'T STORED. I.e., every time a new symbol is loaded, the previous symbol's data is lost. So if you intend to monitor a symbol, you would need to keep it loaded all the time.
Who is it for?
For traders who are used to analyzing buy/sell activity using market buy/sell volume and market delta information
Although you can use this independently as well, use it in conjunction with "Market Delta Volume for Realtime Bars" indicator to get a better visual representation of the numbers.
Market Delta Volume for Realtime BarsWhat is it?
Market Delta Volume Tool for real-time bars
A market delta tool that shows, (1) the volume that got transacted on upticks - or the market buy volume; (2) the volume that got transacted on downticks - or the market sell volume (3) the market delta volume (i.e., market buy volume - market sell volume); (4) the total volume (market buy volume + market sell volume + neutral volume); and (4) the volume that got transacted without a change in price - or the neutral volume (total volume = market buy volume + market sell volume + neutral volume)
NOTE: THIS WORKS ONLY ON REAL-TIME BARS, NOT ON HISTORICAL BARS! The dotted line marks the start of real-time data (i.e., the bar from which the indicator started collecting and displaying data). You will see accurate data only for bars to the right of this line.
The longer you keep a chart open with the study enabled, the more data it collects and displays and the better your analysis can potentially be.
Note that the data gets reset every time any of the options is changed, the market is switched, the browser is refreshed, or the script is reloaded.
DATA ISN'T STORED. I.e., every time a new symbol is loaded/or the same symbol is reloaded, data gets refreshed.
Who is it for?
For traders who are used to analyzing buy/sell activity using market delta information. Especially, short-term trader/scalpers who are used to keeping the same chart open through the trading session.
Also for traders to see and study how anomalies in volume can give clues to buyer/seller absorption, initiative buying/selling etc.
Can be used to better understand VSA as well, although not necessary.
Essentially, this gives real-time delta volume information; use it however you see fit.
Volume PlusVolume plus provides volume insights to identify increase or decrease in relative volume or sudden volume expansion that exceeds the average. Based on the period selected the script displays the color code.
Features
1. Two different sensitivity levels can be selected for volumes and coloring.
2. Whenever the volume is higher than the selected SMA, volume bars will change color.
3. Can Plot 20 SMA (can be changed)
Time Segmented Volume BandsTime Segmented Volume Bands
This time I took as a basis TSV - Time Segmented Volume, a rather rare one, almost never mentioned on TradingView.
TSV is a leading indicator because its movement is based on both the movement of the stock price and its volume. Ideal entry and exit points are usually found when a stock moves through a baseline. This indicator is similar to the more well-known balance volume (OBV) because it measures the amount of money flowing in or out of a particular stock.
What is their main difference between TSV and OBV?
Time Segmented Volume is used to eliminate distortions of the standard volume graph. OBV is based on cumulative total volume, while TSV compares the current time period with the previous one, without a subtotal.
What I added on my own script
Bands, similar to Bollinger. The main idea is to have an idea of the average inflow and outflow of volumes from / to shares for a particular period. We have an opportunity to estimate how much the current volumes differ from the average for 60 days (all values can be flexibly adjusted).
Excess markers by the current average volume (sensitivity can be adjusted separately).
A table that calculates the total sentiment (force) of volume on average for N periods in comparison with the current one.
Sell/buy markers
How to read a TSV graph
The main graph is a histogram. Green bars mean an inflow of volume, red bars mean an outflow. When the red volume crosses the baseline zero, it is considered a buy signal (in the classic TSV version). A similar sell signal - just the opposite. I highlight them with a colored background fill.
It is especially important to find divergences on the chart. For example, when the volume peaks getting lower but the price rises (short).
The yellow line is the average TSV for 7 periods. Just a smoother lagging line.
Blue stripes. Above - the average inflow of volumes over N periods (44 days). Below - the average outflow.
Markers are additional buy / sell signals generated when the current TSV value exceeds the average for N periods. In the script settings, you can choose how many percent deviations from the average should occur in order to count it as a strong signal (by default, an excess of 180% for selling, 100% for buying). The main idea of the marker is to catch a better price than with the standard TSV logic (take at the intersection of the zero line). The marker can serve as both an assistant and drive into a trap. If you are not very confident, then it is better to adhere to standard practice, and set the excess of markers to completely abnormal situations, so that it triggers less often.
Colored background - a classic buy or sell zone (when crossing the TSV baseline).
Table - you can configure its presence and size in the settings. On it you can estimate the sentiment of the movement of money for the last N periods. Pay particular attention to the % value in parentheses. It shows the strength of the trend in volumes over N periods.
The basic rule, as with any trend indicator: do not trade against the trend. A sell signal in a constantly rising channel is not a short signal. This is a signal for a possible fixation of a part of the position. No more.
How do I use this indicator?
For starters, I never make decisions purely based on an indicator. TSV plays the role of a clearer visualization of volumes for me. If I see that the volumes are fading away (thin market), then I try not to enter the trade. For the last two weeks, while picking charts, I completely abandoned standard volume bars in favor of TSV due to it's greater informative.
Banknifty Weighted volume by AkramulBanknifty Weighted volume as per share ratio.
HDFC Bank – 27.56%
ICICI Bank – 22.91%
State Bank of India (SBI) – 12.42%
Kotak Mahindra Bank – 11.77%
Axis Bank – 11.49%
IndusInd Bank – 5.20%
AU Small Finance Bank Ltd. – 2.35%
Bandhan Bank – 1.73%
Federal Bank – 1.53%
IDFC First Bank Ltd. – 1.22%
Punjab National Bank (PNB)- 1.03%
RBL Bank – 0.79%
and moving average plotted on volume
Volume Average / Current Volume / ATR On ChartSimple Study to display volume data and atr value on the chart. It will display the relative volume in percentage, an average volume and the current volume and ATR value for the time resolution.
Thank you to @PriceCatch for the ATR code
Aggregated Volume Colored (Bitcoin, ETH, Altcoins, everything)BITSTAMP:BTCUSD
This indicator aggregates trading volume data of up to 10 symbols and can display the individual data by color.
It is useful for assets which are traded on multiple exchanges, like cryptocurrencies, commodities, forex and derivatives showing you what is happening across the market and on the individual exchanges to give you beter insights.
You can change the symbols from which the indicator gathers data in the settings under inputs, just like the colors, and you can add a moving average.
By default trading volume is aggregated from the following symbols:
Binance, BTC /USDT
Binance, BTC /BUSD
Bingbon, BTC /USD
Huobi, BTC /USDT
OkeX, BTC /USDT
Coinbase, BTC /USD
Bitfinex, BTC /USD
Gemini, BTC /USD
Kraken, XBT/USD
Bitstamp, BTC /USD
Timeweighted Colored VWAP with SlopeHey, traders!
This script calculates the VWAP's change rate against ATR in a number of k-lines. It controls the VWAP line's color based on the average change rate, and it changes its color in a time-weighted way.
1. Calculating vwapValue's rate of change
2. Controlling Line's color based on the average change rate against ATR
3. Calculating average change rate in the past k-lines
K线的数量：计算多少根K线的VWAP值的变化率的平均值，相当于用K线的数量来时间加权
变化率阈值：线条颜色变化的阈值，VWAP值的变化率比这个大或者小时改变颜色，否则延续原来的颜色
Good luck with your trading!
SVA - Simple Volume Analyzer, by BlueJayBird [bjb] ENGLISH & SPANISH
------------------------------------- ENSLIGH
The idea was initially inspired in the concepts shared by @LazyBear on his indicator "Better Volume Indicator" (). But I found it somewhat complicated and dull. So I came up with this.
Concept:
It changes the color of volume bars based on surrounding volume changes.
Volume changes are plotted as volume MAs lines in the volume pane.
Whenever the volume is higher than these MAs, the bar changes color.
For this reason, the bar color change is RELATIVE TO the surroundings, because the color change depends on how far the MA has been extended due to sudden (or not) changes in the volume.
BAR COLORS:
Weak Green and Red: Low volume. The calm before or after the storm.
Normal Green and Red: Mid volume. Still low volume, you may get bored.
Yellow: High volume. Players are playing hard and harder.
White: Ultra-High Volume. The elephants stepped in.
NOTES:
SVA works better at lower timeframes. Though as far as I can tell, it works pretty well as far as 1D timeframe.
------------------------------------- SPANISH
La idea estuvo inicialmente inspirada en los conceptos expuestos por @LazyBear en su indicador "Better Volume Indicator" (). Pero lo encontré un poco complicado y falto de claridad. Así que me inventé este.
Conceptp:
Cambia el color de las barras basándose en los últimos cambios de volumen.
Los cambios de volumen son ploteados como lineas de medias móviles (MAs, es decir "Moving Averages") en la sección del volumen (chart pane).
En cualquier momento que el volumen es mayor que estos MAs, el color de las barras cambia.
Por esta razon, el cambio de color de las barras es RELATIVO a lo que está sucediendo alrededor, ya que el cambio de color depende de qué tan lejos el MA se haya extendido por causa de los últimos cambios (o no) de volumen.
BAR COLORS:
Verde y rojo apagados: Volumen bajo (Low Volume). La calma antes de la tormenta.
Verde y rojo normales: Volumen medio (Mid volume). Volumen todavía bajo. Es posible que te aburras.
Amarillo: Volumen alto (High Volume). Los jugadores están jugando duro.
Blanco: Volumen ultra-alto (Ultra-High Volume). Los elefantes entran a la cancha.
NOTAS:
SVA funciona mejor en temporalidades menores. Pero por lo que he visto, funciona bien hasta la temporalidad de 1D.
Kifier's ALT-COIN Failed Volume PressureGeneral Idea:
The basic idea is really simple - to detect during a bull-run, good mid-run entries or even predicting the start of a run, and the overcoming of the sell pressure, and I got this idea very naturally while looking back at my entries with ADA 6 months back. The indicator simply detects for you and alerts where volume reaches high reds but the actual price of the asset does not close lower than the previous open. This essentially shows a rejection of the selling pressure, and usually if either in a stagnant or bullish trend will just result in a bullish trend. It’s also great to detect entries into a bull-run mid way, which can happen quite often with cryptos. Due to the reliance of volume in this one, it’s probably best to stick with mid to low cap alt-coins, as BTC and even ETH at this point have a more complicated price action trends.
Usage:
It’s built ideally for long-term timeframes, so 1D is the minimum in my opinion, and it should be used in combination with other indicators to confirm entries and market conditions, plus fundamental analysis is VERY important when it comes to trading with volume as a leading indicator in lower cap alt-coins.
Structure:
The blue line is an average of the volume over a period while the yellow is the current volume, this makes it easy when a volume anomaly occurs and essentially a massive sell-off.
The green/red lines at the bottom unimaginatively is just a simple trend indicator based of two EMAs.
I also want to attempt to make a version for smaller time-frames as well, which needs to also account for market noise and a better trend detection but that’s for a future time.
It’d be great to hear feedback and even ideas on beneficial changes!
KINSKI Volume Regression TrendRegression trends are typically used to determine when a price is unusually far from its baseline. The script calculates the linear regression of volume and price to determine the trend direction and strength. This can be used to determine the volume support for upward/downward trends.
As a special feature, this indicator allows you to choose from three (as of 07/20/2021) templates with special presets.
The following templates are available:
"Precise" (Period: 4, Smoothing Factor Type: "DISABLED", Smoothing Factor Length = 1).
"Smooth" (Period: 4, Smoothing Factor Type: "RMA", Smoothing Factor Length = 2)
"Long Term (Period: 20, Smoothing Factor Type: "DISABLED", Smoothing Factor Length = 1)
In the selection for templates, the option "DISABLED" can also be selected. Then the user-defined settings selectable under it take effect. There are the following setting options.
"Length": Adjustable period
"Smoothing Factor: Type": Type of moving average
"Smoothing Factor: Length": Adjustable period
Other setting options are:
Color codes: The color codes are explained in the settings
Display types: "Columns", "Histogram", "Area", "Line", "Stepline"
DAYOFWEEK performance1 -Objective
"What is the ''best'' day to trade .. Monday, Tuesday...."
This script aims to determine if there are different results depending on the day of the week.
The way it works is by dividing data by day of the week (Monday, Tuesday, Wednesday ... ) and perform calculations for each day of the week.
1 - Objective
2 - Features
3 - How to use (Examples)
4 - Inputs
5 - Limitations
6 - Notes
7 - Final Tooughs
2 - Features
AVG OPEN-CLOSE
Calculate de Percentage change from day open to close
Green % (O-C)
Percentage of days green (open to close)
Average Change
Absolute day change (O-C)
AVG PrevD. Close-Close
Percentage change from the previous day close to the day of the week close
(Example: Monday (C-C) = Friday Close to Monday close
Tuesday (C-C) = Monday C. to Tuesday C.
Green % (C1-C)
Percentage of days green (open to close)
AVG Volume
Day of the week Average Volume
Notes:
*Mon(Nº) - Nº = Number days is currently calculated
Example: Monday (12) calculation based on the last 12 Mondays. Note: Discrepancies in numbers example Monday (12) - Friday (11) depend on the initial/end date or the market was closed (Holidays).
3 - How to use (Examples)
For the following example, NASDAQ:AAPL from 1 Jan 21 to 1 Jul 21 the results are following.
The highest probability of a Close being higher than the Open is Monday with 52.17 % and the Lowest Tuesday with 38.46 %. Meaning that there's a higher chance (for NASDAQ:AAPL ) of closing at a higher value on Monday while the highest chance of closing is lower is Tuesday. With an average gain on Tuesday of 0.21%
Long - The best day to buy (long) at open (on average) is Monday with a 52.2% probability of closing higher
Short - The best day to sell (short) at open (on average) is Tuesday with a 38.5% probability of closing higher (better chance of closing lower)
Since the values change from ticker to ticker, there is a substantial change in the percentages and days of the week. For example let's compare the previous example ( NASDAQ:AAPL ) to NYSE:GM (same settings)
For the same period, there is a substantial difference where there is a 62.5% probability Friday to close higher than the open, while Tuesday there is only a 28% probability.
With an average gain of 0.59% on Friday and an average loss of -0.34%
Also, the size of the table (number of days ) depends if the ticker is traded or not on that day as an example COINBASE:BTCUSD
4 - Inputs
DATE RANGE
Initial Date - Date from which the script will start the calculation.
End Date - Date to which the script will calculate.
TABLE SETTINGS
Text Color - Color of the displayed text
Cell Color - Background color of table cells
Header Color - Color of the column and row names
Table Location - Change the position where the table is located.
Table Size - Changes text size and by consequence the size of the table
5 - LIMITATIONS
The code determines average values based on the stored data, therefore, the range (Initial data) is limited to the first bar time.
As a consequence the lower the timeframe the shorter the initial date can be and fewer weeks can be calculated. To warn about this limitation there's a warning text that appears in case the initial date exceeds the bar limit.
Example with initial date 1 Jan 2021 and end date 18 Jul 2021 in 5m and 10 m timeframe:
6 - Notes and Disclosers
The script can be moved around to a new pane if need. -> Object Tree > Right Click Script > Move To > New pane
The code has not been tested in higher subscriptions tiers that allow for more bars and as a consequence more data, but as far I can tell, it should work without problems and should be in fact better at lower timeframes since it allows more weeks.
The values displayed represent previous data and at no point is guaranteed future values
7 - Final Tooughs
This script was quite fun to work on since it analysis behavioral patterns (since from an abstract point a Tuesday is no different than a Thursday), but after analyzing multiple tickers there are some days that tend to close higher than the open.
PS: If you find any mistake ex: code/misspelling please comment.
VOLUME HIGHLIGHTER PANEL (CUSTOM) [MaestroTrader]█ OVERVIEW
Volume highlighter panel provides volume insights to identify gradual increase or drop in volume or sudden volume urge that exceeds daily threshold.
It helps to determine the price behavior of the underlying Index/stock to make informed decisions while trading.
█ FEATURES
a) Displays Live SMA (20) Volume with color code. SMA Cells turns green if consecutive bar volume increases.
b) Live Volume Cell in table turns green if the volume is above average and turns red vice versa.
c) Threshold volume label appears when volume crosses the daily threshold limit.
Differences with the built-in version
This variation displays volume panel with additional volume insights for quick entry/exits.
█ SETTINGS
• Highlight Panel a) Configure Daily Volume Threshold b) configure Market session time c) Toggle highlighter on/Off d) Toggle Time on/Off (off) displays for whole period
• Volume Panel a) Configure SMA b) configure volume bar criteria c) configure Panel Display Location d) Toggle Volume Panel on/Off
█ IMPORTANT
Price always moves from trending to trading phase. Volume in Trending phase is generally high compared to volume in sideways phase. You need to identify the right volume threshold in each of the trading phases and change the settings accordingly.
█ BANKNIFTY /NIFTY VOLUME SETTINGS
BANKNIFTY - 3 MIN -50K volume
NIFTY - 3 MIN 125 K volume
Thanks to OSPL Siva for Nifty/Bank Nifty volumes. These volumes differ from trending phase & consolidation phase so adjust the threshold settings accordingly.
█ THANKS
Thanks a lot to Pine Team for this new great feature table & ‘ format. Volume ’ ! Thanks to @author=LucF, for the 'volume' logic.
█ DISCLIAMER
Indicator is built for educational purposes. Please test it thoroughly before you start using it.
You are free to use the code, please share the credit for reuse.
Hope - All these features help you get quick insights of the price movement to take the informed trades.
Happy Trading !!
Net VolumeNet Volume, or NV in short, is a cumulative volume indicator similar to OBV and A/D. Though it might look similar to these two indicators (especially A/D), rest assured it's better and more accurate than both. What it basically does, is dividing the volume session into buyers and sellers volumes; then subtracts former from the latter and adds the result to previous session's net volume (In the script, these two intermediate volumes are not calculated and only the subtraction is formulated in an integrated form).
Another important difference between NV and A/D indicator, is that it brings price gaps into account. That's why it requires next session's open price to calculate current session's NV. What it actually mean is that the price gap, in either direction, is the result of the traders' efforts in respective direction in previous session, as if the current session closes where next session opens.
BankNifty - VWAP + StdDev Bands- By Default the script draws Daily VWAP for Bank Nifty based on Futures Volume or underlying Index Stocks based on user input
- Optionally one may Anchor it to Week/Month etc or anchor it from a particular Time.
- It also draws 3 Standard Deviation Bands from the VWAP based on User Input.
- Optionally draws Previous VWAP Close for and Bullish or Bearish Move.
- It works with NIFTY 50 as well but only using Futures Volume(Pine limitation to number of security calls) . Please change the Symbol and Futures Volume symbol to "NSE:NIFTY" and "NSE:NIFTY1!" NSE:BANKNIFTY NSE:NIFTY
Cumulative Volume DeltaA Cumulative Volume Delt a approach based on the Bull and Bear Balance Indicator by Vadim Gimelfarb published in the October 2003 issue of the S&C Magazine.
Adjust the length of the moving average according to your needs (Symbol, Timeframe, etc.)
nonoiraq indicator it's very strong i edit this indicator to connect it with my bot to auto trading and he take the info from the volume, so when he is give me a single the bot take just 0.50% to 1% for 3 - 5 trade in day and this perfect, if u use a manual trading this indicator can reach to from 10% to 80% in some point .
the indicator have 3 line
(Red , Purple, Yellow)
1- The yellow line it's high sensitivity this mean it's when rich to the -3 or 3 you can open the order when the bar is close and the signal be sure
and u need to watch the your order because in some case he is reach to 0.30% to 2% and the price reflected to loss and when you wait the price reflected to but my advice you take profit and close the order directly.
2- The purple circles it's medium sensitivity this mean when the purple hit the 2.5 or 3 from down or up in indicator with yellow line you open the order when bar close and the signal is be sure , like example in the photo
3- The red circles it's low sensitivity and this one when reach to 3.0 with any line (yellow or purple) you open directly short or long , like the example in the photo
i am sorry for my english it's not very good
please support me to share other idea or script
Weighted Harrell-Davis Quantile Estimator with AbsoluteDeviation
QUANTILE ESTIMATORS
Weighted Harrell-Davis Quantile Estimator with Absolute Deviation Fences.
DISCLAIMER:
The Following indicator/code IS NOT intended to be a formal investment advice or recommendation by the author, nor should be construed as such. Users will be fully responsible by their use regarding their own trading vehicles/assets.
The following indicator was made for NON LUCRATIVE ACTIVITIES and must remain as is, following TradingView's regulations. Use of indicator and their code are published for work and knowledge sharing. All access granted over it, their use, copy or re-use should mention authorship(s) and origin(s).
WARNING NOTICE!
THE INCLUDED FUNCTION MUST BE CONSIDERED FOR TESTING. The models included in the indicator have been taken from open sources on the web and some of them has been modified by the author, problems could occur at diverse data sceneries, compiler version, or any other externality.
Purpose:
Weighted Quantiles or <> are quite difficult to find on must systems, also it's non-weighted approach are rarely used to estimate the location parameter of price distribution WICH IS NOT NORMAL, all this in favour of it's non-robust counterpart, the Arithmetic rolling Mean or <> and it's weighted variants like the WMA, VWAP, etc.
Also, a big drawback from this is that must statistics derived from Normal-Distribution parameter location (the Mean) definitely will not fit for an efficient, nor robust estimation for price distributions, so their moments like the standard deviation, kurtosis, skewness, etc. will not be the better tools to build derived algorithms or technical indicators among price/volume.
In an effort searching better statistical tools for price distributions, I found the excellent work of Andrey Akinshin that took me to port some of their Math research contributions for the compute benchmarking field , and bring it here at the TradingView ecosystem to take a shot at the price distribution crazy fields. For a better detail of what the weighted Harrell-Davis Quantile Estimator can do, who better than drink directly from the source at References:
References:
Weighted Quantile Estimators.
DoubleMAD outlier detector based on the Harrell-Davis quantile estimator.
Unbiased median absolute deviation based on the Harrell-Davis quantile estimator.
Quantile confidence intervals for weighted samples.
Licensing:
This work is licensed under a Attribution-NonCommercial-ShareAlike 4.0 International Copyright (c) 2021 (CC BY-NC-SA 4.0)
Copyright's & Mentions:
The Gamma Functions & Beta Probability Density Functions C# implementations by the Math.NET Numerics, part of the Math.NET Project.
The Regularized Incomplete (Left) Beta Function C# implementation by the SAMTools, htslib project.
The Weighted Harrell-Davis Quantile estimator ; C# & R implementations by Andrey Akinshin.
External PineScript code, methods, support & consultancy by @PineCoders staff with special mention for:
+ "ma sorter ('sort by array' example)- JD" by @Duyck.
+ Porting, mods, compilation and debugging for this script by @XeL_Arjona for the TradingView's @PineCoders community.
Aggregated VolumeBITSTAMP:BTCUSD
This indicator aggregates trading volume data of assets which are traded on multiple exchanges (like cryptocurrencies, commodities, forex and derivatives) to give you better insights on the markets.
You can change the markets from which the indicator gathers data in the settings under inputs.
By default, data is aggregated from the following markets:
Binance, BTC /USDT
Binance, BTC /BUSD
Bitfinex, BTC /USD
Coinbase, BTC /USD
Bingbon, BTC /USD
Bitstamp , BTC /USD
Kraken, XBT/USD
Gemini, BTC /USD
OkeX, BTC /USDT
Huobi, BTC /USDT
