Intelligent Support & Resistance Lines (MTF)This script automatically detects and updates key Support & Resistance (S/R) levels using a higher timeframe (MTF) approach. By leveraging volume confirmation, levels are only identified when significant volume (relative to the SMA of volume) appears. Each level is drawn horizontally in real time, and whenever the market breaks above a resistance level (and retests it), the script automatically converts that resistance into support. The opposite occurs if the market breaks below a support level.
Key Features:
Multi-Timeframe (MTF) Data
Select a higher timeframe for more robust S/R calculations.
The script fetches High, Low, Volume, and SMA of Volume from the chosen timeframe.
Automatic Role Reversal
Resistance becomes Support if a breakout retest occurs.
Support becomes Resistance if a breakdown retest occurs.
Dynamic Line Width & Labeling
Each S/R line’s thickness increases with additional touches, making frequently tested levels easier to spot.
Labels automatically display the number of touches (e.g., “R 3” or “S 2”) and can have adjustable text size.
Volume Threshold
Only significant pivots (where volume exceeds a specified multiplier of average volume) are plotted, reducing noise.
Horizontal Offset for Clarity
Lines are drawn with timestamps instead of bar_index, ensuring that old levels remain visible without chart limitations.
Adjustable Maximum Levels
Maintain a clean chart by limiting how many S/R lines remain at once.
How It Works:
Pivot Detection: The script identifies swing highs and lows from the higher timeframe (timeframeSR).
Volume Check: Only pivots with volume ≥ (SMA Volume * volumeThreshold) qualify.
Line Creation & Updates: New lines are drawn at these pivots, labeled “R #” or “S #,” indicating how many times they’ve been touched.
Role Reversal: If price breaks above a resistance and retests it from above, that line is removed from the resistance array and re-created in the support array (and vice versa).
Inputs:
Timeframe for S/R: Choose the higher timeframe for S/R calculations.
Swing Length: Number of bars to consider in a pivot calculation.
Minimum Touches: Minimum required touches before drawing or updating a level.
Volume Threshold (Multiplier): Determines how much volume (relative to SMA) is needed to confirm a pivot.
Maximum Number of Levels: Caps how many S/R lines can be shown at once.
Color for Resistance & Color for Support: Customize your preferred colors for lines and labels.
Label Size: Select from "tiny", "small", "normal", "large", or "huge" to resize the labels.
Disclaimer:
This script is intended for educational purposes and should not be interpreted as financial or investment advice. Always conduct your own research or consult a qualified professional before making trading decisions.
在腳本中搜尋"mtf"
Sri Yantra MTF - AynetSri Yantra MTF - Aynet Script Overview
This Pine Script generates a Sri Yantra-inspired geometric pattern overlay on price charts. The pattern is dynamically updated based on multi-timeframe (MTF) inputs, utilizing high and low price ranges, and adjusting its size relative to a chosen multiplier.
The Sri Yantra is a sacred geometric figure used in various spiritual and mathematical contexts, symbolizing the interconnectedness of the universe. Here, it is applied to visualize structured price levels.
Scientific and Technical Explanation
Multi-Timeframe Integration:
Base Timeframe (baseRes): This is the primary timeframe for the analysis. The opening price and ATR (Average True Range) are calculated from this timeframe.
Pattern Timeframe (patternRes): Defines the granularity of the pattern. It ensures synchronization with price movements on specific time intervals.
Geometric Construction:
ATR-Based Scaling: The script uses ATR as a volatility measure to dynamically size the geometric pattern. The sizeMult input scales the pattern relative to price volatility.
Pattern Width (barOffset): Defines the horizontal extent of the pattern in terms of bars. This ensures the pattern is aligned with price movements and scales appropriately.
Sri Yantra-Like Geometry:
Outer Square: A bounding box is drawn around the price level.
Triangles: Multiple layers of triangles (primary, secondary, and tertiary) are calculated and drawn to mimic the structure of the Sri Yantra. These triangles converge and diverge based on price levels.
Horizontal Lines: Added at key levels to provide additional structure and aesthetic alignment.
Dynamic Updates:
The pattern recalculates and redraws itself on the last bar of the selected timeframe, ensuring it adapts to real-time price data.
A built-in check identifies new bars in the chosen timeframe (patternRes), ensuring accurate updates.
Information Table:
Displays the selected base and pattern timeframes in a table format on the top-right corner of the chart.
Allows traders to see the active settings for quick adjustments.
Key Inputs
Style Settings:
Pattern Color: Customize the color of the geometric patterns.
Size Multiplier (sizeMult): Adjusts the size of the pattern relative to price movements.
Line Width: Controls the thickness of the geometric lines.
Timeframe Settings:
Base Resolution (baseRes): Timeframe for calculating the pattern's anchor (default: daily).
Pattern Resolution (patternRes): Timeframe granularity for the pattern’s formation.
Geometric Adjustments:
Pattern Width (barOffset): Horizontal width in bars.
ATR Multiplier (rangeSize): Vertical size adjustment based on price volatility.
Scientific Concepts
Volatility Representation:
ATR (Average True Range): A standard measure of market volatility, representing the average range of price movements over a defined period. Here, ATR adjusts the vertical height of the geometric figures.
Geometric Symmetry:
The script emulates symmetry similar to the Sri Yantra, aligning with the principles of sacred geometry, which often appear in nature and mathematical constructs. Symmetry in financial data visualizations can aid in intuitive interpretation of price movements.
Multi-Timeframe Fusion:
Synchronizing patterns with multiple timeframes enhances the relevance of overlays for different trading strategies. For example, daily trends combined with hourly patterns can help traders optimize entries and exits.
Visual Features
Outer Square:
Drawn to encapsulate the geometric structure.
Represents the broader context of price levels.
Triangles:
Three layers of interlocking triangles create a fractal pattern, providing a visual alignment to price dynamics.
Horizontal Lines:
Emphasize critical levels within the pattern, offering visual cues for potential support or resistance areas.
Information Table:
Displays the active timeframe settings, helping traders quickly verify configurations.
Applications
Trend Visualization:
Patterns overlay on price movements provide a clearer view of trend direction and potential reversals.
Volatility Mapping:
ATR-based scaling ensures the pattern adjusts to varying market conditions, making it suitable for different asset classes and trading strategies.
Multi-Timeframe Analysis:
Integrates higher and lower timeframes, enabling traders to spot confluences between short-term and long-term price levels.
Potential Enhancements
Add Fibonacci Levels: Overlay Fibonacci retracements within the pattern for deeper price level insights.
Dynamic Alerts: Include alert conditions when price intersects key geometric lines.
Custom Labels: Add text descriptions for critical intersections or triangle centers.
This script is a unique blend of technical analysis and sacred geometry, providing traders with an innovative way to visualize market dynamics.
Support and Resistance MTF [Cometreon]The Support and Resistance MTF elevates your technical analysis by automatically identifying and plotting critical support and resistance levels across any symbol and timeframe—even higher ones. Powered by advanced algorithms, this tool continuously analyzes market structure and updates in real time, saving you hours of manual analysis.
If you're looking for a smart, dynamic, and highly customizable S&R solution, this is the tool for you.
🔷 Key Features & Improvements
🟩 Automatic Level Detection
The indicator automatically plots all support and resistance levels, providing a clear map of key points on the chart.
🟩 Historical Level Display
Shows historical support and resistance levels, providing a comprehensive view of the market over time.
🟩 Dynamic Trend Creation
Automatically identifies and updates trends based on levels, simplifying the understanding of market directions.
🟩 Automatic Fibonacci
Generates Fibonacci levels based on the last two support and resistance levels, offering additional reference points for potential price retracements or extensions.
🟩 Customizable Alerts
Offers a series of configurable alerts to keep you informed about breakouts, new confirmed levels, and price bounces on active levels.
🔷 Technical Details and Customizable Inputs
1️⃣ Line Types - Select the type of lines to display: active, broken, both, or none.
2️⃣ Left Length - Determines the number of candles to calculate the previous high or low point.
3️⃣ Right Length - Defines the number of candles needed to confirm a level as Support or Resistance.
4️⃣ Timeframe - You can modify the timeframe of supports and resistances to view levels of a higher timeframe. It's also possible to add additional support and resistance levels using a second timeframe.
5️⃣ Breakout Source - Change the source needed to break support and resistance levels between Close or High/Low.
6️⃣ Delete at Timeframe - Allows removing levels based on the current chart resource instead of using that of the higher timeframe.
7️⃣ Session Range - Choose a period of distance from the last candle to define how far back in the past the indicator should look for Supports or Resistances.
8️⃣ Style Valid Level - Customize the appearance of active levels, including the color of the level itself, Liquidity fill, text color, line style and thickness, extension, as well as the size, position, and values to display in the level text.
9️⃣ Liquidity - This option displays the liquidity associated with each support and resistance level, with three modes: "Wick" which goes from the high/low to the upper/lower body, "Body" instead goes from the level to the lower/upper body of the candle and "Full Range" which extends from the high to the low of the candle.
1️⃣0️⃣ Style Break Level - Allows modifying color, style, and thickness of lines, as well as text width, for two types of breakouts: "MSS" and "BOS".
" MSS " stands for " Market Structure Switch " and indicates a level breakout opposite to the previous breakout, signaling a trend reversal.
" BOS ", on the other hand, means " Break of Structure" and occurs when a level is broken in the same direction as the previous one, confirming trend continuation.
1️⃣1️⃣ Fibonacci Trend Line - Add up to 8 Fibonacci levels based on the last two identified support and resistance levels. Customize the different levels by modifying colors, thickness, style, and extension of lines. You also have the option to add a transparent background between each level.
1️⃣2️⃣ Use Only Confirmed Levels - Activate this option if you want the system to use only the last two confirmed levels, excluding potential levels not yet confirmed.
1️⃣3️⃣ Reverse - Used to reverse the direction of Fibonacci lines.
1️⃣4️⃣ Use Higher / Lower - This option allows using the currently active maximum and minimum levels of Support and Resistance. The indicator will update each Support level until it encounters another active Resistance, and vice versa.
1️⃣5️⃣ Trend Style - Activate/deactivate two types of indicator Trends: "Bar Color" based on level breakouts and "Background Color" based on the last active unconfirmed level.
1️⃣6️⃣ Signal Style - Activate or deactivate the various breakout and bounce signals. Bounces present three options:
Total Rejection(TR) : occurs when the price exceeds the high or low and closes below the liquidity level.
Internal Rejection(IR) : the price closes in the liquidity zone.
Liquidity Rejection(LR) : the price does not exceed the high or low, but only the liquidity level, closing below it.
1️⃣7️⃣ Customized Alerts - Set alerts to be notified in case of breakouts, bounces, or formation of new levels.
These options allow you to optimize the indicator for different trading styles and market conditions, ensuring accurate and tailored technical analysis.
🔍 How to Use Support and Resistance MTF Pro
📌 Using Critical Levels
Consider all levels on the chart as "magnetic points" for the price. These represent critical areas where the market tends to react.
📈 Signal Interpretation
Use the indicator's signals to interpret market movements. A level breakout can indicate a trend reversal or continuation. Bounces can suggest the holding of a level or signal a possible breakout.
🛠 Strategy Integration
Leverage the trend of support and resistance levels, breakouts, and bounces as key elements to develop and refine your trading strategies.
☄️ Support and Resistance simplifies your market analysis, saving you time and improving the accuracy of your decisions. Thanks to clearly visualized and customizable levels, you'll have a clearer and more immediate view of market dynamics.
Don't wait any longer: discover how Support and Resistance can enhance your market analysis, offering you clear indications for faster and more precise trading decisions.
TrendLines MTF [Cometreon]TrendLines MTF is a next-generation indicator designed to automatically detect and plot all relevant trendlines across any symbol and timeframe—including higher ones. Using advanced algorithms, it constantly scans price action and updates the chart in real-time, offering a fast, precise, and dynamic view of market structure.
This tool streamlines market analysis and boosts decision-making by eliminating the need for manual trendline drawing.
🔷 Key Features
🟩 Automatic Plotting
The indicator automatically draws and updates trendlines, providing a real-time overview of market trends.
🟩 Breakout and Bounce Signaling
Provides immediate notifications when a trendline is broken or the price bounces off it, allowing traders to react promptly to market changes.
🟩 Customization
Offers the ability to modify length, touches, colors, and line style to suit individual preferences.
🟩 Information Table
Includes a detailed table showing the values of all active trendlines, facilitating the monitoring of key market points.
🟩 Configurable Alerts
Allows setting custom alerts for breakouts, bounces, or creation of new trendlines.
🔷 Technical Details and Customizable Inputs
Trendline offers a range of customizable inputs that allow adapting the indicator to specific needs:
1️⃣ Trendline Type - Select between active trendlines, broken ones, both, or none.
2️⃣ Left and Right Length - Defines the extension of maximum and minimum points to identify Trendlines.
3️⃣ Timeframe - You can also modify the timeframe of Trendlines to display a higher timeframe.
4️⃣ Confirm at Timeframe - Allows you to confirm the Trendlines using the chart's timeframe instead of the selected one. This checks whether a candle has already broken the line previously.
5️⃣ Delete at Timeframe - Input to remove trendlines based on breakouts with chart candles, instead of using candles of a higher timeframe.
6️⃣ Touch Need - Sets the number of touches needed to confirm a Trendline.
7️⃣ Max Trend Line for Level - Limits the maximum number of Trendlines in a single level.
8️⃣ Extended Line After Break - Option to extend broken Trendlines by a specific value.
9️⃣ Session Range - The "Session Range" offers two options: select a specific date or a period relative to the last candle. The input allows choosing between "Choose" and "Pick Up".
With "Choose", you select a relative period, with two modes:
Last : shows the trendlines of the selected period, compatible with Replay.
Real Time : displays all TrendLines, searching from the last selected period.
Example: "1 Month" with "Last" shows the TrendLines from the previous month, while "Real Time" searches without time limits but uses the values from the last month. This allows defining the search depth of the indicator, crucial for computing power. In case of issues, use "Auto".
1️⃣0️⃣ Trendlines Style - Modify the style for each type of Trendlines (Valid, Break) including color, style, and line thickness.
1️⃣1️⃣ Trends Trendlines - Enable/disable two different trends:
Trend Bar Color : based on TrendLines breakouts. Breaking a bearish TrendLine results in a bullish trend, vice versa for breaking a bullish TrendLine.
Trend Background : based on the number of active TrendLines. For example, if the number of bullish TrendLines is greater than the "Strength", the trend will be bullish.
1️⃣2️⃣ Signal Style - You can enable or disable breakout and bounce signals, with customizable colors for each signal type.
1️⃣3️⃣ Alert - Set notifications for breakouts, bounces, or formation of new Trendlines.
1️⃣4️⃣ Table - Customize the table showing the values of all active trendlines, facilitating the monitoring of key market points. You can modify the appearance of the table, changing the color of cells and text.
These options allow you to optimize the indicator for different trading styles and market conditions, ensuring precise and personalized technical analysis.
🔍 How to Use Trendlines MTF
📌 Market Analysis
Use the displayed Trendlines as critical indicators of market dynamics to make informed trading decisions.
📈 Signal Interpretation
Leverage Trendline breakouts and bounces to identify potential trend changes and trading opportunities.
🛠 Strategy Integration
Use Trendlines and generated signals as a basis for creating personalized and innovative trading strategies.
☄️ With Trendlines, you can simplify your market analysis, saving time and improving the accuracy of your decisions with clearly visualized and customizable Trendlines.
Don't waste any more time and visit the link to get access to all Cometreon indicators.
Options Series - MTF 1 and 3 Minute
Objective:
The indicator is named "Options Series - MTF 1 and 3 Minute", suggesting it's designed to analyze options series with multiple time frames (MTF), particularly focusing on 1-minute and 3-minute intervals.
OHLC Values Of Candle:
The code fetches the Open, High, Low, and Close (OHLC) values of the current candle for the specified ticker and timeframes (current, 1 minute, and 3 minutes). Additionally, it calculates the 200-period Simple Moving Average (SMA) of the closing prices for each timeframe.
Bull vs. Bear Condition:
It defines conditions for Bullish and Bearish scenarios based on comparing the current close price with the previous 200-period SMA close price for both 1-minute and 3-minute timeframes. If the current close price is higher than the previous 200-period SMA close price, it's considered Bullish, and if it's lower, it's considered Bearish.
Final Color Condition and Plot:
It determines the color of the candlestick based on the Bullish or Bearish condition. If the conditions for a Bullish scenario are met, the candlestick color is set to green (GreenColorCandle). If the conditions for a Bearish scenario are met, the candlestick color is set to red (RedColorCandle). If neither condition is met (i.e., the candle is neither Bullish nor Bearish), the color remains gray.
The code then plots the 200-period SMA values for both 1-minute and 3-minute timeframes and colors them based on the candlestick color. It also colors the bars based on the candlestick color.
Insights:
This indicator focuses on comparing current close prices with the 200-period SMA close prices to determine market sentiment (Bullish or Bearish).
It utilizes multiple time frames (1 minute and 3 minutes) to provide a broader perspective on market movements.
The color-coded candlesticks and bars make it visually easy to identify Bullish and Bearish trends.
This indicator can be used as part trading based on the identified market sentiment.
ICT - MTF Bias ProbabilityThe ICT - MTF Bias Probability Statistics is a sophisticated trading tool designed to help traders identify and leverage market bias across multiple timeframes. By analyzing price actions relative to key levels, such as the previous day's high and low, this indicator provides a clear directional bias—bullish, bearish, or neutral—based on specific market conditions.
Key Features
1. Multi-Timeframe Analysis
- The indicator evaluates price movements on various timeframes, including 15-minute, 1-hour, 4-hour, daily, and weekly charts.
- It determines the bias for each timeframe, helping traders understand the broader market context.
2. Bias Determination
- A bullish bias is established when the current price closes above the previous day’s high, while a bearish bias is indicated by a close below the previous day’s low.
- Additional conditions consider price wicks and closings within the previous day's range to refine the bias determination.
3. Advanced Probability Calculations
- The indicator employs a unique probability calculation that factors in proximity to key levels, price momentum, volatility, and time decay.
- These probabilities give traders an edge by quantifying the likelihood of the market reaching the previous day’s high or low, depending on the bias.
4. Visual Table Display
- A table is displayed on the chart, summarizing the bias and probability for each timeframe, alongside an overall market bias.
- This feature allows traders to quickly assess market conditions and make informed decisions.
5. Ideal Trade Levels
- For traders looking to optimize entry points, the indicator suggests ideal buy and sell levels based on New York midnight open prices, adjusted according to the overall bias.
The ICT - MTF Bias Probability Statistics is a powerful tool for traders who want to align their strategies with higher timeframe market trends while leveraging advanced probability analysis to improve decision-making.
Support and Resistance Zones (MTF)Support and Resistance Zones (MTF) is a multi-timeframe indicator that identifies support and resistance zones and is highly customizable for precise market analysis. Users can adjust various inputs to adapt the zones to price action, highlighting the most significant and probable zones.
█ USAGE & KEY FEAUTURES
1. Look Back Bars: This setting defines the maximum number of bars that can display a zone, removing old ones that are no longer significant. For example, in the 4-hour FX:GBPUSD chart below, only zones from the last 1000 bars are plotted. This helps reduce noise and eliminate unnecessary zones that could lead to incorrect market analysis.
2. Ranging Periods: On lower timeframes, such as a 1-minute chart, overplotting can become more problematic. As shown in the image below, there are many insignificant zones when the market trends upwards. In such cases, retaining zones only where the market is ranging helps identify potential reversal points and entry opportunities.
By focusing on the last 400 bars in a ranging phase, the market structure and key support and resistance areas become clearer, aiding in potential trade setups. Additionally, the " Plot Zone Touches " feature shows where and how many times each zone has been touched, emphasizing zones with multiple price respects.
In fact, users can remove zones of a specific length that have fewer touches than a set amount (" Minimum Zone Touches "). This feature helps eliminate unnecessary zones from the chart.
3. Plotting Zone Breakouts: Zones can be plotted with breakouts labels and even deleted if broken more than a specified number of times enabling the " Cut On Breakouts " feature. For example, zones broken more than two times and by more than two consecutive bars were removed in the image below. The " Breakout Consecutive Bars " setting helps identify fakeouts by allowing the user to set how many consecutive bars must break the zone to define a breakout.
4. Wick Cleaner: This feature deletes zones formed above or below a wick percentage level, depending on whether it is a support or resistance zone. Without this input, charts could have zones formed from long wicks, as shown below.
5. Other User Inputs:
• Delete Overlapped Zones: Removes zones with a specific percentage of their body inside another zone. If this number is negative, zones that are too close to each other will be deleted.
• Change Color On Breakouts: Changes the zone color when the price is above or below it.
• ATR Multiplier: Adjusts the zone width.
█ CONCLUSION
The primary objective of this indicator is to plot key support and resistance zones while minimizing noise from unnecessary zones. As mentioned at the beginning, this indicator is highly customizable, so feel free to experiment with different settings to optimize its performance.
█ IMPORTANT
This indicator is currently not available for multi-timeframe (MTF) market analysis but will be in the near future.
Stay tuned, and I hope you like it. Please share any comments below. Have a great trading experience!
Ripster MTF CloudsDescription:
MTF EMA Cloud By Ripster
EMA Cloud System is a Trading System Invented by Ripster where areas are shaded between two desired EMAs. The concept implies the EMA cloud area serves as support or resistance for Intraday & Swing Trading. This can be utilized effectively on 10 Min for day trading and 1Hr/Daily for Swings. Ripster himself utilizes various combinations of the 5-12, 34-50, 8-9, 20-21 EMA clouds but the possibilities are endless to find what works best for you.
“Ideally, 5-12 or 5-13 EMA cloud acts as a fluid trendline for day trades. 8-9 EMA Clouds can be used as pullback Levels –(optional). Additionally, a high level price over or under 34-50 EMA clouds confirms either bullish or bearish bias on the price action for any timeframe” – Ripster
This indicator is an extension of the Ripster EMA Clouds. It allows you to visualize Exponential Moving Average (EMA) clouds from any time frame on your current chart, regardless of the chart's own time frame. This functionality is especially useful for traders who want to monitor higher time frame trends and support/resistance levels while trading on lower time frames.
What does this code do?
The Ripster MTF Clouds indicator displays two sets of EMA clouds. Each set consists of a short EMA and a long EMA. By default, the indicator uses Daily 20/21 and 50/55 EMAs, but you can customize these settings to fit your trading strategy. The EMAs are plotted on your chart along with their corresponding clouds, colored for easy differentiation:
EMA 1 (default 50/55): Plotted in blue.
EMA 2 (default 20/21): Plotted in teal.
The indicator uses the security function to fetch EMA values from higher time frames and plots them on your current chart, allowing you to see how these higher time frame EMAs interact with your current time frame's price action.
How to use this indicator:
Adjust Resolution:
Set the "Resolution" input to the time frame from which you want to fetch EMA values. For example, set it to "1H" if you want to see 1-hour EMAs on your current chart.
Customize EMAs:
Modify the "EMA 1 Short Length" and "EMA 1 Long Length" inputs to change the default 50/55 EMAs.
Adjust the "EMA 2 Short Length" and "EMA 2 Long Length" inputs to change the default 20/21 EMAs.
Monitor Clouds:
The indicator fills the area between the short and long EMAs, creating a cloud that helps visualize the trend. A blue cloud indicates the area between the EMA 1 pair, while a teal cloud indicates the area between the EMA 2 pair.
Use Multiple Instances:
You can add multiple instances of this indicator to your chart to monitor multiple higher time frames simultaneously. For instance, one instance can show daily clouds while another shows hourly clouds.
Integration with Trading Strategy:
Use this indicator to identify higher time frame trends and support/resistance levels, which can help improve your trading decisions on lower time frames.
For example, you can go long when the stock is above the 50-55 EMA clouds and 20-21 EMA clouds with daily resolution on a 10-minute chart and short when it is below it.
Similarly, you can short a stock under the 1-hour 34/50 EMA clouds while still trading on a 10-minute chart.
F.B_Volume Weighted Average Price MTFThe F.B_Volume Weighted Average Price MTF (VWAP MTF) indicator calculates the volume-weighted average price of a security across different timeframes. The VWAP is a powerful indicator used by both institutional and retail traders to make better trading decisions.
Functionality:
Timeframe:
The indicator allows you to adjust the timeframe for the VWAP calculation via the settings. By default, the timeframe is set to weekly ("W").
Restart at new timeframe:
At each new period in the chosen timeframe, the VWAP calculations are reset, and a new VWAP is calculated.
VWAP Calculation:
The VWAP is calculated by the volume-weighted average of the typical prices (High, Low, and Close) of the security. This calculation takes into account the volume of each transaction to provide an accurate average price.
Visualization:
The VWAP is displayed as a line on the chart, and the color of the line changes depending on the price position relative to the VWAP:
Green: The current closing price is above the VWAP (bullish signal).
Red: The current closing price is below the VWAP (bearish signal).
Options:
Show barcolors:
This option allows you to display the colors of the candles based on their position relative to the VWAP (green for bullish, red for bearish).
Show previous VWAP close:
This option shows the closing value of the VWAP from the previous period to provide historical reference points.
Interpretation:
Bullish Signal:
If the current price is above the VWAP, this indicates that the market trend is upward, which could be considered a buying opportunity.
Bearish Signal:
If the current price is below the VWAP, this indicates that the market trend is downward, which could be considered a selling signal.
Supply & Demand (MTF) | Flux Charts💎 GENERAL OVERVIEW
Introducing our new Supply and Demand (MTF) Indicator! This new indicator renders Supply and Demand zones based on momentum candles. It can detect Supply and Demand zones across up to 3 diferent timeframes. It's capable of combining zones, retest & break labels and it's customizable with invalidation and style settings.
Features of the new Supply and Demand (MTF) Indicator:
Renders Supply and Demand Zones Across 3 Timeframes
Combination Of Overlapping Zones
Retest & Break Labels
Retest & Break Alerts
Enable / Disable Historic Zones
Visual Customizability
📌 HOW DOES IT WORK ?
Supply and Demand is a key concept in trading. It helps traders see the zones that market-makers buy & sell the asset in large amounts. It's detected by finding momentum candles (candles that have large bodies) in a row.
Momentum candles are defined to have a larger body than the average candle in the chart, and at least 4 of them in a row is required to draw a supply or demand zone. The zone is drawn from the high wick to low wick of two candles before the first momentum candle in the row.
Check this example :
These zones are usually where market makers trade the asset in larger amounts. Thus, they act as support & resistance zones by their nature. A retest of these zones can make the price bounce to the opposite direction, while a breakout usually means strong price action momentum is incoming in that direction. Supply zones indicate bearish momentum while demand zones indicate bullish momentum.
Check this example :
Here a Supply Zone (Bearish) forms. Then price comes back up to test the zone, and it fails to break. After the failed attemp, a stong bearish momentum takes the price back to a lower level. Then another test of the zone occurs and successfully breaks the zone this time. This breakout starts a bullish momentum that takes the price to a higher level.
🚩UNIQUENESS
This indicator provides Supply and Demand zones in your chart with pure simplicity. It supports up to 3 different timeframes as we believe supporting your trades with higher timeframes can improve your trading experience. It also gets rid of complexity by combining overlapping zones into a single zone, even if they are from different timeframes! You can also set-up alerts to get notified when a supply or demand zone is being retested, or is broken. Overall, this indicator is the ultimate kit for supply and demand zones.
⚙️SETTINGS
1. General Configuration
Max Distance To Last Bar -> The maximum distance that the indicator will render supply and demand zones from. Higher settings mean rendering older supply and demand zones.
Zone Invalidation -> Select between Wick & Close price for Supply and Demand Zone Invalidation.
Retests & Breaks -> Enable retest & break labels in your chart.
Show Historic Zones -> This will show historic supply & demand zones which are invalidated if enabled. You can disable this to only see active supply and demand zones for a simpler chart.
2. Timeframes
You can set up to 3 different timeframes and enable / disable them using the checkboxes in this section.
Trend Channels (MTF) | Flux Charts💎 GENERAL OVERVIEW
Introducing our new Trend Channels (MTF) indicator! Latest trends play an important role for traders and sometimes it can be hard to spot trends in other timeframes. This indicator can plot latest trend channels across different timeframes, so you can spot trends and their channels easier. More info about the process in the "How Does It Work" section.
Features of the new Trend Channels (MTF) indicator :
Plot Trend Channels Across Up To 3 Different Timeframes
Broad Customizability Of Trend Detection
Variety Of Trend Invalidation Options
High Visual Customizability
🚩UNIQUENESS
While the detection of trend channels is a common concept among traders, trend channels across different timeframes can be as crucial as the ones in the current timeframe. This indicator can find them from up to 3 different timeframes. While the general settings will perform well enough most of the time, the indicator also provides fine-tuning options for trend detection and trend invalidation for more experienced traders.
📌 HOW DOES IT WORK ?
Trend channels occur when the price of an asset starts making a strong movement in a bullish or a bearish direction. This indicator detects trend channels using the Simple Moving Average (SMA). When the slope of the SMA line exceeds the user-defined size, a trend channel will occur.
To understand how individual settings work, you can check the "⚙️SETTINGS" section.
⚙️SETTINGS
1. General Configuration
SMA Length -> Determines the length used in the SMA function. Higher values mean that an average of a longer timespan will be taken into account when spotting trends.
Slope Length -> Used while finding the slope of the trend channel. Check this example for slope length :
ATR Size -> This setting is taken into calculation while checking if a trend channel is worth plotting. The higher this setting is, the higher the slope of the trend channel must be to get rendered. You can take a look at the chart provided above for a visual explanation.
Channel Expander -> When a trend channel occurs, the top and the bottom of the channel are initally determined by the latest highest highs / lowest lows. This setting expands the channel vertically by X times Average True Range (ATR). Check this example :
Trend Invalidation -> The trend channel gets invalidated when the bar closes / wicks above the top of the channel, or below the bottom of the channel. With this setting, you can switch the behaviour between bar close / bar wick.
Avoid False Invalidation -> This setting makes it harder for trend channels to get invalidated to prevent false invalidations.
Retries : The trend channel will have 5 chances for invalidation. First 4 invalidations will not invalidate the channel. The trend channel will only invalidate once the 5th invalidation occur.
Volume : The bar that invalidates the trend channel must have a volume higher than 1.5x the average bar volume of the current chart. Otherwise the trend channel will not be invalidated.
None : The trend channel will invalidate at the first invalidation.
Heikin Ashi MTF Trend [Pt]█ Introduction
The Heikin Ashi MTF Trend indicator takes a simple approach to understand the trend by visualizing Heikin Ashi candle colors across multiple timeframes and representing it in a simple and visual manner. It utilizes the Heikin Ashi (HA) candles across four custom timeframes to detect trend shifts and strength. The indicator also offers alert conditions for potential bullish and bearish trend shifts.
█ Features
► Multiple Timeframes (MTF) Trend Detection: The script fetches HA data from four different timeframes. This multi-timeframe approach gives a holistic view of the market sentiment.
► Weighted Trend Score: The individual trend scores of the four timeframes are multiplied with their respective weights and summed up to provide a cumulative trend score that is used to determine bar colors and trend shifts.
► Visual Trend Depiction : It displays the trend using default green/red squares for each timeframe and a gradient-filled bar to represent the cumulative trend score.
► Trend Change Alerts: Users can set alerts for bullish and bearish trend shifts.
█ Alerts
◊ Bull Trend Signal Alert: Alert when there is a bullish trend shift.
◊ Bear Trend Signal Alert: Alert when there is a bearish trend shift.
█ Usage Tips
◊ The greater the discrepancy in the weights across the timeframes, the more emphasis is placed on the higher weighted timeframe.
◊ While the gradient bar provides a quick trend overview, it's essential to view the trend squares to understand the individual timeframe sentiments.
◊ Always consider using this tool in conjunction with other indicators or methods for confirmation and enhanced trading strategy.
Happy Trading~~
Regression Envelope MTFThe Regression Envelope MTF indicator is a technical analysis tool that uses linear regression to identify potential price reversal points in the market. The indicator plots a linear regression line based on the selected price source over a specified length, and adds and subtracts a multiple of the standard deviation to create upper and lower bands around the line.
One advantage of using linear regression over the traditional envelope indicator is that it takes into account the slope of the trend, rather than assuming that the trend is linear. This means that the bands will adapt to the slope of the trend, which can provide more accurate signals in trending markets.
Another advantage of using linear regression over a simple moving average (SMA) is that it is less sensitive to outliers. SMAs can be heavily influenced by extreme values in the data, which can result in false signals. Linear regression, on the other hand, is more robust to outliers, which can lead to more reliable signals.
Overall, the Regression Envelope MTF indicator can be a useful tool for traders and investors looking to identify potential price reversal points and generate trading signals. However, it should be used in conjunction with other technical analysis tools and with proper risk management strategies in place.
Detect BOS in Five Candles with MTF - Alert [MsF]Japanese below / 日本語説明は英文の後にあります。
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*This indicator is based on azmathshah's "Last Three Candles each of Two HTF".
It's a very cool indicator. thank you.
You can detect trend reversal with candlesticks.
It's MTF compatible and can display up to 2 sets of 5 candles of any time frame on the right side of the chart.
By displaying the candles of the upper time frame bars, you can check the trend change and measure the entry timing with the lower time frame bars.
There are two types of alerts.
"Liquidity Sweep": This is an alert when the upper beard (high) of ③ is touched with the next foot.
"Candle Close": An alert when the upper whisker (high) of ③ is exceeded by the closing price of the next bar (generally a strong signal)
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ローソク足でトレンド転換を検知するインジケーターです。
MTF対応となっておりチャートの右側に任意タイムフレームのローソク5本を最大2セット表示できます。
上位足のローソクを表示することにより、トレンド転換確認しながら、下位足でエントリータイミングを計ることができます。
アラートは2種類あります。
"Liquidity Sweep":③の上ヒゲ(high)を次の足でタッチした場合のアラートです
"Candle Close":③の上ヒゲ(high)を次の足の終値で上回った場合のアラートです(一般的には強力なシグナルとなります)
VWAP & Previous VWAP - MTF█ Volume Weighted Average Price & Previous Volume Weighted Average Price - Multi Timeframe
This script can display the daily, weekly, monthly, quarterly, yearly and rolling VWAP but also the previous ones.
█ Volume Weighted Average Price (VWAP)
The VWAP is a technical analysis tool used to measure the average price weighted by volume.
VWAP is typically used with intraday charts as a way to determine the general direction of intraday prices.
VWAP is similar to a moving average in that when price is above VWAP, prices are rising and when price is below VWAP, prices are falling.
VWAP is primarily used by technical analysts to identify market trends.
█ Rolling VWAP
The typical VWAP is designed to be used on intraday charts, as it resets at the beginning of the day.
Such VWAPs cannot be used on daily, weekly or monthly charts. Instead, this rolling VWAP uses a time period that automatically adjusts to the chart's timeframe.
You can thus use the rolling VWAP on any chart that includes volume information in its data feed.
Because the rolling VWAP uses a moving window, it does not exhibit the jumpiness of VWAP plots that reset.
For the version with standard deviation bands.
MTF VWAP & StDev Bands
Pivot mtf semaphore support&resistance [LM]Hello Traders,
I would like to introduce you pivot semaphore mtf support&resistance levels. The idea is the same as my other S/R scripts to have a look at the important levels. The Semaphore is used to spot future multi-level Supports and Resistance zones. It is also useful to spot HL or LL or HH or LH zones. The script is based on amazing work of @LucF so really big thanks for your work on mtf line offsetting.
It has three settings:
First two settings are for higher timeframes
Third setting is setting for pivots on current timeframe
!!!! Very important is there is limitation in pinescript how many candles you can look back(4999) if you choose timeframes that are very distant from each other there is a chance that those lines won't show up
Hopefully you will enjoy
Cheers, Lukas
Alternative MTF Table█ OVERVIEW
This indicator is an educational indicator which was stripped down from Regression Channel Alternative MTF to display 3 timeframes based on timeframe scenarios.
The timeframe scenarios are defined based on Position, Swing and Intraday Trader.
█ INSPIRATION
It is possible to use array.new_bool, array.indexof and switch to get this outcome. Credits to TradingView .
Heiken Ashi MTF Oracle [JoseMetal]============
ENGLISH
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- Description:
This indicator shows a 3 Multi Time Frame (MTF) Heiken Ashi candlestick oracle.
It shows 3 different lines with changes between bullish and bearish Heiken Ashi candlesticks for 3 automatic or custom timeframes.
It has alerts for LONG and SHORT (when all timeframes agree in the same candle).
- Visual:
Each line represents the color of the Heiken Ashi candlestick on a different timeframe, by default, green is bullis and red is bearish.
A square (configurable) shows the change between bullish and bearish.
When the combination of the 3 timeframes occur (3 bull or bear) the background is highlighted, after that as long as they agree the background will remain with that color.
- Customization:
As usual in my indicators, everything is customizable, timeframes are auto, but you can pick yours, colors, figures etc.
- Usage and recommendations:
Everything is good by default, it's recommended to use a x3 or x4 multiplier for the timeframes, example: 5 min, 15 min, 45 min or 5 min, 20 min and 60 min.
Personally, I use this in 1-3 min for scalping getting the very first time the 3 timeframes agree usually gives awesome entries.
Enjoy!
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ESPAÑOL
============
- Descripción:
Este indicador muestra un oráculo de velas Heiken Ashi en 3 temporalidades diferentes (MTF).
Muestra 3 líneas diferentes con cambios entre velas Heiken Ashi alcistas y bajistas para 3 marcos temporales automáticos o personalizados.
Tiene alertas para LONG y SHORT (cuando todas las temporalidades coinciden en la misma vela).
- Visual:
Cada línea representa el color de la vela Heiken Ashi en un marco temporal diferente, por defecto, el verde es alcista y el rojo es bajista.
Un cuadrado (configurable) muestra el cambio entre alcista y bajista.
Cuando se produce la combinación de los 3 temporalidades (3 alcistas o bajistas) el fondo se resalta, después mientras coincidan el fondo permanecerá con ese color.
- Personalización:
Como es habitual en mis indicadores, todo es personalizable, los marcos de tiempo son automáticos, pero puedes elegir los tuyos, colores, figuras, etc.
- Uso y recomendaciones:
Todo está bien por defecto, se recomienda usar un multiplicador x3 o x4 para las temporalidades, ejemplo: 5 min, 15 min, 45 min o 5 min, 20 min y 60 min.
Personalmente, uso éste indicador en 1-3 min para scalping, si entras la primera vez que las 3 temporalidades coinciden sueles coger un muy buen movimiento.
¡Que lo disfrutéis!
RSI5+RSI9+RSI14 EMA [MTF - Multi Time Frame] Zero54This indicator has a fast RSI (RSI 5). Slower RSI (RSI 9) and a smoothened RSI14 EMA. When both RSI5 and RSI9 are above the RSI14 EMA, then the trend is bullish. When both RSI5 and RSI9 are below the RSI14 EMA, then the trend is bearish. This indicator also shows you the trend in upto 6 time frames! This MTF analysis gives you the conviction to take or skip the trade. Inspired by the concept taught by @AsitPati
The numbers you see in the MTF grid is the RS14 EMA for the respective time frame.
Hope you find this useful. Comments and feedback welcome. Like this if you find this useful.
NSE:HINDUNILVR
Auto Harmonic Pattern Projections (MTF)Hello traders, I am excited to introduce to you the Auto Harmonic Pattern Projections indicator!
How does it work?
This indicator identifies harmonic patterns by analyzing Zigzag pivot points on the chart and checking if the XABC points form the required Fibonacci retracements/extensions for each particular pattern type.
If the values are within their acceptable ranges after the C point is formed, then the indicator automatically projects the D point which is based on the required XA retracement/extension of that pattern and verifies it is also within the acceptable BC projection range.
Features:
Automatically identifies and draws potential harmonic patterns in real time as soon as price breaks the B point of the pattern.
- This early projection of a harmonic pattern gives you more time to analyze the chart before the price reaches the pattern’s completion point (D), to help you determine the probability of that pattern succeeding or failing.
Multi-time frame (MTF) functionality lets you modify the Zigzag time frame to display patterns across multiple time frames without needing to change the chart time frame.
Alerts can be added for each type of pattern which will trigger upon price breaking the B point.
Individually select which types of harmonic patterns you would like displayed on the chart.
Customizable options for each pattern (see below)
List of supported harmonic patterns:
Bat Pattern
Alt Bat Pattern
Crab Pattern
Deep Crab Pattern
Butterfly Pattern
Gartley Pattern
Shark Pattern
More will be added in the future! Check for updates below
Pattern options:
Manually change the allowable ranges for each leg of the pattern, with tooltips for each pattern that provides users with the rules and criteria.
Adjust stop loss level for each pattern.
Change the color of the pattern’s lines, fills, and labels.
Display the BC Projection level which is automatically determined based on the Fibonacci extension closest to the projected D point.
Display the AB=CD level, 1.272AB=CD Extension, and/or 1.618 AB=CD Extension.
Display the Stop Loss Level and Take Profit Levels
Example of a Butterfly Harmonic found, with the 1.272AB=CD level enabled
Preview of the indicator’s settings:
How to Set Up Alerts
Select which patterns you would like to receive alerts on, by checking them off in indicator settings.
Once you have made selections, click OK then save your chart.
Right click on a harmonic pattern on the chart or click the ellipsis (3 dots) next to indicator name at top of chart then click “Add alert on MTF Auto Harmonic Pattern Projection”
You may remove the default Alert Name if you’d like, as the alert message is already built in which informs user of the type of pattern found on a particular symbol.
If you change any settings after alert has been created, you will have to remove the existing alert then re-add it following the steps above.
To gain access to this indicator, please send me a direct message for details
RSI MTF Ob+OsHello Traders,
This indicator use the same concept as my previous indicator "CCI MTF Ob+Os".
It is a simple "Relative Strength Index" ( RSI ) indicator with multi-timeframe (MTF) overbought and oversold level.
It can detect overbought and oversold level up to 5 timeframes, which help traders spot potential reversal point more easily.
There are options to select 1-5 timeframes to detect overbought and oversold.
Aqua Background is "Oversold" , looking for "Long".
Orange Background is "Overbought" , looking for "Short".
Have fun :)
Smarter SNR (Support and Ressistance, Trendline, MTF OSC)Built with love "Smarter SNR (Support and Ressistance, Trendline, MTF OSC) "
This indiator will show you Support & Ressistance, Good Trendline, and Multi-timeframe analyzing of Oscillator (Stochastic and RSI)
You can combine with your own strategy, or use this purely
DISCLAIMER :
Measure the risk first before use it in real market
Backtest The Strategy was very important, so you know the probability
Fundamentally Logical :
SNR -> Last 3 Zigzag Pivot
Trendline -> Using two last pivot for calculating the slope
Features :
1. SNR
2. Trendline
3. MTF Oscillator Analyzing
How to use it :
1. All Label, Table & Line can be turned on/off in settings
2. Pivot Period can be Adjusted in settings
3. All Label, Table & Line style can be adjusted in settings
Regards,
Hanabil
[Sextan] Your Indicator Source PINE v5 MTFLevel: 1
NOTE1: As requested, this is a multiple time frame(MTF) version of input signal source, which enable you to backtest any indicator/strategy MTF with "{Sextan} PINEv4 Sextans Backtest Framework". Courtesy of cheatcountry for his request.security() wrapper in PINE v5 to avoid repainting caused by request.security() function.
NOTE2: Many request this indicator template to support PINE v5. Now, here it is .This is ONLY an PINE v5 EXAMPLE on HOW-TO produce a customized "{Sextan} PINEv4 Sextans Backtest Framework" (for bactest framework it does not need to be written by PINE v5)intput signal source, you can define your own indicator in the highlighted area in compliance with the uniform format, which guarantee when you use "Indicator on Indicator" function, it would not produce any error.
I use two simple moving average crossings to produce long and short entry signal with SMA3 and SMA8 in the example.
Background
Backtesting of technical indicators and strategies is the most common way to understand a quantitative strategy. However, the complicated configuration and adaptation work of backtesting many quantitative tools makes many traders who do not understand the code daunted. Moreover, although I have written a lot of strategies, I am still not very satisfied with the backtest configuration and writing efficiency. Therefore, I have been thinking about how to build a backtesting framework that can quickly and easily evaluate the backtesting performance of any indicator with a "long/short entry" indicator, that is, a "simple backtesting tool for dummies". The performance requirements should be stable, and the operation should be simple and convenient. It is best to "copy", "paste", and "a few mouse clicks" to complete the quick backtest and evaluation of a new indicator.
Luckily, I recently realized that TradingView provides an "Indicator on Indicator" feature, which is the perfect foundation for doing "hot swap" backtesting. My basic idea is to use a two-layer design. The first layer is the technical indicator signal source that needs to be embedded, which is only used to provide buy and sell signals of custom strategies; the second layer is the trading system, which is used to receive the output signals of the first layer, and filter the signals according to the agreed specifications. , Take Profit, Stop Loss, draw buy and sell signals and cost lines, define and send custom buy and sell alert messages to mobile phones, social software or trading interfaces. In general, this two-layer design is a flexible combination of "death and alive", which can meet the needs of most traders to quickly evaluate the performance of a certain technical indicator. The first layer here is flexible. Users can insert their own strategy codes according to my template, and they can draw buy and sell signals and output them to the second layer. The second layer is fixed, and the overall framework is solidified to ensure the stability and unity of the trading system. It is convenient to compare different or similar strategies under the same conditions. Finally, all trading signals are drawn on the chart, and the output strategy returns. test report.
The main function:
The first layer: "{Sextan} Your Indicator Source", the script provides a template for personalized strategy input, and the signal and definition interfaces ensure full compatibility with the second layer. Backtesting is performed stably in the backtesting framework of the layer. The first layer of this script is also relatively simple: enter your script in the highlighted custom script area, and after ensuring the final buy and sell signals long = bool condition, short = bool condition, the design of the first layer is considered complete. Input it into the PINE script editor of TradingView, save it and add it to the chart, you can see the pulse sequence in yellow (buy) and purple (sell) on the sub-picture, corresponding to the main picture, you can subjectively judge that the quality of the trading point of the strategy is good Bad.
The second layer: "{Sextan} PINEv4 Sextans Backtest Framework". This script is the standardized trading system strategy execution and alarm, used to generate the final report of the strategy backtest and some key indicators that I have customized that I find useful, such as: winning rate , Odds, Winning Surface, Kelly Ratio, Take Profit and Stop Loss Thresholds, Trading Frequency, etc. are evaluated according to the Kelly formula. To use the second layer, first load it into the TrainingView chart, no markers will appear on the chart, since you have not specified any strategy source signals, click on the gear-shaped setting next to the "{Sextan} PINEv4 Sextans BTFW" header button, you can open the backtest settings, the first item is to select your custom strategy source. Because we have added the strategy source to the chart in the previous step, you can easily find an option "{Sextan} Your Indicator Source: Signal" at the bottom of the list, this is the strategy source input we need, select and confirm , you can see various markers on the main graph, and quickly generate a backtesting profit graph and a list of backtesting reports. You can generate files and download the backtesting reports locally. You can also click the gear on the backtest chart interface to customize some conditions of the backtest, including: initial capital amount, currency type, percentage of each order placed, amount of pyramid additions, commission fees, slippage, etc. configuration. Note: The configuration in the interface dialog overrides the same configuration implemented by the code in the backtest script.
How to output charts:
The first layer: "{Sextan} Your Indicator Source", the output of this script is the pulse value of yellow and purple, yellow +1 means buy, purple -1 means sell.
The second layer: PINEv4 Sextans Backtest Framework". The output of this script is a bit complicated. After all, it is the entire trading system with a lot of information:
1. Blue and red arrows. The blue upward arrow indicates long position, the red downward arrow indicates short position, and the horizontal bar at the end of the purple arrow indicates take profit or stop loss exit.
2. Red and green lines. This is the holding cost line of the strategy, green represents the cost of holding a long position, and red represents the cost of holding a short position. The cost line is a continuous solid line and the price action is relatively close.
3. Green and yellow long take profit and stop loss area and green and yellow long take profit and stop loss fork. Once a long position is held, there is a conditional order for take profit and stop loss. The green horizontal line is the long take profit ratio line, and the yellow is the long stop loss ratio line; the green cross indicates the long take profit price, and the yellow cross indicates the long position. Stop loss price. It's worth noting that the prongs and wires don't necessarily go together. Because of the optimization of the algorithm, for a strong market, the take profit will occur after breaking the take profit line, and the profit will not be taken until the price falls.
4. The purple and red short take profit and stop loss area and the purple red short stop loss fork. Once a short position is held, there will be a take profit and stop loss conditional order, the red is the short take profit ratio line, and the purple is the short stop loss ratio line; the red cross indicates the short take profit price, and the purple cross indicates the short stop loss price.
5. In addition to the above signs, there are also text and numbers indicating the profit and loss values of long and short positions. "L" means long; "S" means short; "XL" means close long; "XS" means close short.
TradingView Strategy Tester Panel:
The overview graph is an intuitive graph that plots the blue (gain) and red (loss) curves of all backtest periods together, and notes: the absolute value and percentage of net profit, the number of all closed positions, the winning percentage, the profit factor, The maximum trading loss, the absolute value and ratio of the average trading profit and loss, and the average number of K-lines held in all trades.
Another is the performance summary. This is to display all long and short statistical indicators of backtesting in the form of a list, such as: net profit, gross profit, Sharpe ratio, maximum position, commission, times of profit and loss, etc.
Finally, the transaction list is a table indexed by the transaction serial number, showing the signal direction, date and time, price, profit and loss, accumulated profit and loss, maximum transaction profit, transaction loss and other values.
Remarks
Finally, I will explain that this is just the beginning of this model. I will continue to optimize the trading system of the second layer. Various optimization feedback and suggestions are welcome. For valuable feedback, I am willing to provide some L4/L5 technical indicators as rewards for free subscription rights.