Anomaly Detection with Standard Deviation [CHE]Anomaly Detection with Standard Deviation in Trading
Application for Traders
Traders can use this indicator to identify potential turning points in the market. Anomalies above the upper threshold may indicate overbought conditions, suggesting a possible reversal or sell opportunity. Conversely, anomalies below the lower threshold might signal oversold conditions, presenting a potential buying opportunity. By combining these signals with other technical analysis tools, traders can make more informed decisions and refine their trading strategies.
Introduction
Welcome to this presentation on Anomaly Detection using Standard Deviation in the context of trading. This method helps traders identify unusual price movements that may indicate potential trading opportunities. We will walk through the concept, explain how to set up the indicator, and discuss how traders can utilize it effectively.
Concept Overview
Anomaly Detection using Standard Deviation is a statistical method that identifies price points in a financial market that deviate significantly from the norm. The method relies on calculating the moving average and the standard deviation of a chosen price indicator over a specified period. By defining thresholds (e.g., 3 standard deviations above and below the mean), the method flags these deviations as anomalies, which can signal potential trading opportunities.
1. Selecting the Data Source
Description: The first step in setting up the indicator is choosing the price data that will be analyzed. Common options include the closing price, opening price, highest price, lowest price, or a combination of these (such as the average of the open, high, low, and close prices, known as OHLC4).
Importance: The choice of data source affects the sensitivity and relevance of the detected anomalies.
2. Setting the Calculation Period
Description: The calculation period refers to the number of time units (such as days, hours, or minutes) used to compute the moving average and standard deviation. A typical default period might be 20 units.
Importance: A shorter period makes the indicator more responsive to recent changes, while a longer period smooths out short-term fluctuations and highlights more significant trends.
3. Determining the Number of Displayed Lines and Labels
Description: Traders can configure how many anomaly lines and labels are displayed on the chart at any given time. This is crucial for maintaining a clear and readable chart, especially in volatile markets.
Importance: Limiting the number of displayed anomalies helps avoid clutter and focuses attention on the most recent or relevant data points.
4. Calculating the Mean and Standard Deviation
Description: The mean (or moving average) represents the central tendency of the price data, while the standard deviation measures the dispersion or volatility around this mean.
Importance: These statistical measures are fundamental to determining the thresholds for what constitutes an "anomaly."
5. Defining Anomaly Thresholds
Description: Anomaly thresholds are typically set at 3 standard deviations above and below the mean. Prices that exceed these thresholds are considered anomalies, signaling potential overbought (above the upper threshold) or oversold (below the lower threshold) conditions.
Importance: These thresholds help traders identify extreme market conditions that might present trading opportunities.
6. Identifying Anomalies
Description: The indicator checks whether the high or low prices exceed the defined thresholds. If they do, these price points are flagged as anomalies.
Importance: Identifying these points can alert traders to unusual market behavior, prompting them to consider buying, selling, or holding their positions.
7. Visualizing the Anomalies
Description: The indicator plots the thresholds on the chart as lines, with anomalies highlighted through additional visual cues, such as labels or lines.
Importance: This visualization makes it easy for traders to spot significant deviations from the norm, which might warrant further analysis or immediate action.
8. Managing Displayed Anomalies
Description: To keep the chart organized, the indicator automatically removes the oldest lines and labels when the number exceeds the user-defined limit.
Importance: This feature ensures that the chart remains clear and focused on the most relevant data points, preventing information overload.
Conclusion
The Anomaly Detection with Standard Deviation indicator is a powerful tool for identifying significant deviations in market behavior. By customizing parameters such as the calculation period and the number of displayed anomalies, traders can tailor the indicator to suit their specific needs, leading to more effective trading decisions.
Best regards
Chervolino
Candlestick analysis
Opening Price LinesThis script allows the user to set 16 custom opening time price lines and labels, as well as 4 vertical lines to delineate times of the day.
Opening price is crucial for PO3 and OHLC/OLHC market strategies. If you are bearish, you want to get in above the opening price of a candle; conversely if you are bullish you want to enter below the opening price of a candle.
This indicator will aid in identifying time clusters in price as well as identifying important times for whatever strategy the user employs.
*Many thanks to TFO for the framework from which this indicator was created.*
Combined Bitcoin CME Gaps and Weekend DaysScript Description: Combined Bitcoin CME Gaps and Weekend Days
Author: NeoButane (Bitcoin CME Gaps), JohnIsTrading (Day of Week),
Contributor : MikeTheRuleTA (Combined and optimizations)
This Pine Script indicator provides a combined view of Bitcoin CME gaps and customizable weekend day backgrounds on your chart. It’s designed to help traders visualize CME gaps along with customizable weekend day highlights.
Features:
CME Gaps Visualization:
Enable CME Gaps: Toggle the display of CME gaps on your chart.
Show Real vs. CME Price: Choose whether to display chart prices or CME prices for gap analysis.
Weekend Gaps Only: Filter to show only weekend gaps for a cleaner view (note: this may miss holidays).
CME Gaps Styling:
Weekend Background Highlighting:
Enable Weekend Background: Toggle the weekend day background highlight on or off.
Timezone Selection: Choose the relevant timezone for accurate weekend highlighting.
Customizable Weekend Colors: Define colors for Saturday and Sunday backgrounds.
How It Works:
CME Gaps: The script identifies gaps between CME and chart prices when the CME session is closed. It plots these gaps with customizable colors and line widths.
You can choose to see gaps based on CME prices or chart prices and decide whether to include only weekends.
Weekend Backgrounds: The script allows for background highlighting of weekends (Saturday and Sunday) on your chart. This can be enabled or disabled and customized with specific colors.
The timezone setting ensures that the background highlights match your local time settings.
Inputs:
CME Gaps Settings:
Enable CME Gaps
Show Real vs. CME Price
Only Show Weekend Gaps
CME Gaps Style:
Gap Fill Color Up
Gap Fill Color Down
Gap Fill Transparency
Weekend Settings:
Enable Weekend Background
Timezone
Enable Saturday
Saturday Color
Enable Sunday
Sunday Color
Usage:
Add this script to your TradingView chart to overlay CME gaps and weekend highlights.
Adjust the settings according to your preferences for a clearer view of gaps and customized weekend backgrounds.
This indicator provides a comprehensive tool for tracking CME gaps and understanding weekend market behaviors through visual enhancements on your trading charts.
Open Lines (Daily/W/M/Q/Yearly)Overview
This script draws horizontal lines based on the opening prices of daily, weekly, monthly, quarterly, and yearly candles. A unique feature of this script is the ability to overlay lines from previous periods onto the current period. For example, it can draw the opening price line of the current month as well as the line from the previous month. This allows you to observe not only the battle between bullish and bearish candles of the current period but also the battle over whether the current candle engulfs the previous candle.
Settings
1. Common Settings for Daily to Yearly
On: Toggles the line drawing ON/OFF.
Line: Sets how many periods back the line should be drawn from the current period.
Extend: Sets how many periods into the future the lines from past candles should be extended.
Typically, an Extend value of 1 is sufficient, but you can increase this value if you want to observe engulfing patterns spanning multiple periods.
2. Style Settings
To differentiate between the current and past lines, the following settings are available:
Current session line style: Sets the style for the line representing the opening price of the current candle.
Next session line style: Sets the style for the line representing the opening price of past candles.
Available styles are as follows:
sol: solid line
dsh: dashed line
dot: dotted line
3. Other Settings
Allow overlapping of different session lines: By default, this setting prevents overlapping lines when candles from different periods open at the same time. Enabling this option allows lines from different periods, such as quarterly and monthly, to be drawn simultaneously if they overlap. By default, only the lines from the higher time frame are drawn.
Big Bar Followed by Doji/PinbarUsed find doji/pinbars after a Big candle showing the potential Morning/Evening star formation after x amount of consecutive up moves.
1. Doji Threshold (dojiThreshold)
What is a Doji?: A doji is a candlestick pattern where the opening and closing prices are very close to each other. It represents indecision in the market.
Threshold Explanation: The dojiThreshold is used to define what qualifies as a doji by comparing the size of the candle's body (the difference between the opening and closing prices) to the total range of the candle (the difference between the high and low prices).
How it works:
The formula in the script checks if the absolute difference between the close and open is less than or equal to a percentage of the entire candle's range.
Example: If the dojiThreshold is set to 0.1 (or 10%), this means that for a candle to be considered a doji, the size of the body (the difference between the open and close) must be 10% or less of the total candle's range (the difference between the high and low prices).
In other words, if the body is small enough (based on the threshold), the candle is considered a doji.
2. Pinbar Body Size (pinbarBodySize)
What is a Pinbar?: A pinbar (short for "pinocchio bar") is a candlestick pattern with a small body and a long wick (or shadow) on one side, indicating a potential reversal. The longer wick represents a rejection of a certain price level.
Body Size Explanation: The pinbarBodySize defines the maximum proportion of the candle's total range that the body can occupy for the candle to be considered a pinbar.
How it works:
The script compares the size of the body to the total range of the candle.
Example: If pinbarBodySize is set to 0.3 (or 30%), the body of the candle must be 30% or less of the total range for it to be considered a pinbar. This ensures that the candle has a small body and, therefore, a relatively long wick on one side.
The script then checks whether the longer wick is on the upper or lower side of the candle to determine if it's a valid pinbar pattern.
Summary:
Doji: The dojiThreshold parameter sets how close the open and close prices need to be relative to the candle's range for the candle to be considered a doji.
Pinbar: The pinbarBodySize parameter sets the maximum size of the body relative to the candle's total range to qualify it as a pinbar.
Both of these thresholds are adjustable in the script, allowing you to fine-tune what qualifies as a doji or pinbar based on your trading style and the market conditions you're analyzing.
Buy and Sell Alerts using VWAPThis is my first script, which I hope you'll enjoy.
The script generates alerts for buy and sell trades using VWAP and volume threshold that you select.
Indicators and Moving Averages :
This script allows you to choose which moving averages like VWAP, 9EMA, 10, 20, 50, 100, 200, and 325 SMAs you want to see on your chart.
Volume Threshold :
You can set a volume threshold, which is the minimum required volume required for buy and sell signals to be considered valid. (For example, I like 60,000 on SPY, 5 minute chart.)
Buy and Sell Signals :
The script checks if the stock prices crosses above or below the VWAP and if the trading volume is above the threshold you set.
If the price crosses above the VWAP and the volume is sufficient, a "Buy" signal is generated.
If the price crosses below the VWAP and the volume is sufficient, a "Sell" signal is generated.
This hopefully user-friendly indicator will alert you when certain conditions trading conditions are met, helping to make it a little easier to make informed trading decisions.
Open Interest (OI) Delta [UAlgo]The Open Interest (OI) Delta indicator is a tool designed to provide insights into the dynamics of Open Interest changes within the futures market. Open Interest (OI) refers to the total number of outstanding derivative contracts, such as options or futures, that have not been settled. The OI Delta measures the change in Open Interest over a specified period, allowing traders to assess whether new money is entering the market or existing positions are being closed.
This indicator offers two distinct display modes to visualize OI Delta, along with customizable levels that help in categorizing the magnitude of OI changes. Additionally, it provides the option to color-code the bars on the price chart based on the intensity and direction of OI Delta, making it easier for traders to interpret market sentiment and potential future price movements.
🔶 Key Features
Two Display Modes: Choose between two different modes for visualizing OI Delta, depending on your analysis preferences:
Mode 1: Displays the OI Delta directly as positive or negative values.
Mode 2: Separates positive and negative OI Delta values, displaying them as absolute values for easier comparison.
Customizable Levels: Set up to four levels of OI Delta magnitude, each with customizable thresholds and colors. These levels help categorize the OI changes into Normal, Medium, Large, and Extreme ranges, allowing for a more nuanced interpretation of market activity.
MA Length and Standard Deviation Period: Adjust the moving average length and standard deviation period for OI Delta, which smooths out the data and helps in identifying significant deviations from the norm.
Color-Coded Bar Chart: Optionally color the price bars on your chart based on the OI Delta levels, helping to visually correlate price action with changes in Open Interest.
Heatmap Display: Toggle the display of OI Delta levels on the chart, with the option to fill the areas between these levels for a more visually intuitive understanding of the data.
🔶 Interpreting Indicator
Positive vs. Negative OI Delta:
A positive OI Delta indicates that the Open Interest is increasing, suggesting that new contracts are being created, which could imply fresh capital entering the market.
A negative OI Delta suggests that Open Interest is decreasing, indicating that contracts are being closed out or settled, which might reflect profit-taking or a reduction in market interest.
Magnitude Levels:
Level 1 (Normal OI Δ): Represents typical, less significant changes in OI. If the OI Delta stays within this range, it may indicate routine market activity without any substantial shift in sentiment.
Level 2 (Medium OI Δ): Reflects a more significant change in OI, suggesting increased market interest and possibly the beginning of a new trend or phase of market participation.
Level 3 (Large OI Δ): Indicates a strong change in OI, often associated with a decisive move in the market. This could signify strong conviction among market participants, either bullish or bearish.
Level 4 (Extreme OI Δ): The highest level of OI change, often preceding major market moves. Extreme OI Δ can be a signal of potential market reversals or the final phase of a strong trend.
Color-Coded Bars:
When enabled, the color of the price bars will reflect the magnitude and direction of the OI Delta. This visual aid helps in quickly assessing the correlation between price movements and changes in market sentiment as indicated by OI.
This indicator is particularly useful for futures traders looking to gauge the strength and direction of market sentiment by analyzing changes in Open Interest. By combining this with price action, traders can gain a deeper understanding of market dynamics and make more informed trading decisions
🔶 Disclaimer
Use with Caution: This indicator is provided for educational and informational purposes only and should not be considered as financial advice. Users should exercise caution and perform their own analysis before making trading decisions based on the indicator's signals.
Not Financial Advice: The information provided by this indicator does not constitute financial advice, and the creator (UAlgo) shall not be held responsible for any trading losses incurred as a result of using this indicator.
Backtesting Recommended: Traders are encouraged to backtest the indicator thoroughly on historical data before using it in live trading to assess its performance and suitability for their trading strategies.
Risk Management: Trading involves inherent risks, and users should implement proper risk management strategies, including but not limited to stop-loss orders and position sizing, to mitigate potential losses.
No Guarantees: The accuracy and reliability of the indicator's signals cannot be guaranteed, as they are based on historical price data and past performance may not be indicative of future results.
PDHL Sweep + C123 (by Veronica)The "PDHL Sweep + C123" is an indicator to identify potential reversal or continuation patterns in the market by combining key price levels from the previous day with a custom three-candle pattern analysis.
Key Features:
1. Previous Day High/Low Sweep:
The indicator automatically plots horizontal lines marking the previous day's high and low prices.
If the price crosses these key levels, the lines will change from solid to dashed, indicating a potential sweep or breakout.
2. Three-Candle Pattern Analysis:
The indicator identifies specific three-candle patterns that could signal a bullish or bearish setup. The pattern is validated if certain conditions are met, including the relationship between candle bodies and whether the price has crossed the previous day's high or low.
3. Marubozu Condition (Optional):
Users can enable a condition that checks if the Candle 1 and 3 in the pattern is a Marubozu, with a customizable body size percentage.This adds an extra layer of confirmation to the pattern. Default is switch on for both candle 1 and 3.
4. Customizable Alerts:
Users can set alerts for when a "Buy" or "Sell" signal is triggered, allowing them to stay informed of potential trading opportunities without constantly monitoring the charts.
Callout Signals:
When a valid bullish or bearish pattern is identified, the indicator places a "Buy" or "Sell" callout on the chart for clear visual signaling.
5. Customizable colour and text:
Users can customize the color and text of these callouts to suit their preferences.
How to Use:
Bullish Signal: A "Buy" callout will appear when a valid three-candle bullish pattern is detected and the price has crossed below the previous day's low.
Bearish Signal: A "Sell" callout will appear when a valid three-candle bearish pattern is detected and the price has crossed above the previous day's high.
Customize the appearance of the indicator, including line colors, callout colors, and text colors, to match your charting style.
This indicator is ideal for traders who rely on price action and key levels for their trading decisions. It provides clear signals and alerts, helping you stay on top of potential market reversals or continuations.
Low Volatility Range Breaks [BigBeluga]Low Volatility Range Breaks
The Low Volatility Range Breaks indicator is an advanced technical analysis tool designed to identify periods of low volatility and potential breakout opportunities. By visualizing low volatility ranges as ranges and tracking subsequent price movements, this indicator helps traders spot potential high-probability trade setups.
🔵 KEY FEATURES
● Low Volatility Detection
Identifies periods of low volatility based on highest and lowest periods and user-defined sensitivity
Uses a combination of highest/lowest price calculations and ATR for dynamic adaptation
● Volatility Box Visualization
Creates a box to represent the low volatility range
Box height is adjustable based on ATR multiplier
Includes a mid-line for reference within the box
● Breakout Detection
Identifies when price breaks above or below the volatility box
Labels breakouts as "Break Up" or "Break Dn" on the chart
Changes box appearance to indicate a completed breakout
● Probability Tracking
Counts the number of closes above and below the box's mid-line
Displays probability counters for potential upward and downward moves
Resets counters after a confirmed breakout
🔵 HOW TO USE
● Identifying Low Volatility Periods
Watch for the formation of volatility boxes on the chart
These boxes represent periods where price movement has been confined
● Anticipating Breakouts
Monitor price action as it approaches the edges of the volatility box
Use the probability counters to gauge the likely direction of the breakout
● Trading Breakouts
Consider posible entering trades when price breaks above or below the volatility box
Use the breakout labels ("Break Up" or "Break Dn") as a trading opportunity
● Managing Risk
Use the opposite side of the volatility box as a potential invalidation level
Consider the box height for position sizing and risk management
● Trend Analysis
Multiple upward breakouts may indicate a developing uptrend
Multiple downward breakouts may suggest a forming downtrend
Use in conjunction with other trend indicators for confirmation
🔵 CUSTOMIZATION
The Low Volatility Box Breaks indicator offers several customization options:
Adjust the volatility length to change the period for highest/lowest price calculations
Modify the volatility level to fine-tune the sensitivity of low volatility detection
Adjust the box height multiplier to change the size of volatility boxes
By fine-tuning these settings, traders can adapt the indicator to various market conditions and personal trading strategies.
The Low Volatility Range Breaks indicator provides a unique approach to identifying potential breakout opportunities following periods of consolidation. By visually representing low volatility periods and tracking subsequent price movements, it offers traders a powerful tool for spotting high-probability trade setups.
This indicator can be particularly useful for traders focusing on breakout strategies, mean reversion tactics, or those looking to enter trades at the beginning of new trends. The combination of visual cues (boxes and breakout labels) and quantitative data (probability counters) provides a comprehensive view of market dynamics during and after low volatility periods.
As with all technical indicators, it's recommended to use the Low Volatility Range Breaks indicator in conjunction with other forms of analysis and within the context of a well-defined trading strategy. While this indicator can provide valuable insights into potential breakouts, it should be considered alongside other factors such as overall market trends, volume, and fundamental analysis when making trading decisions.
Envelope with Kernel Selection [CHE] Envelope with Kernel Selection Indicator Overview
The "Envelope with Kernel Selection " is a versatile technical analysis tool designed to help traders identify market trends and trading signals. This indicator allows traders to spot signals in two primary ways: through the plotshape markers, which indicate specific price crossovers, and via the background color, which visually represents the current market trend.
Key Features and Advantages:
1. Dual Signal Mechanism:
- Plotshape Markers: The indicator uses visual markers (arrows) on the chart to highlight when the price crosses above or below the envelope bands. These markers act as clear trade signals, helping traders identify potential buy or sell opportunities.
- Background Color for Trend Identification: In addition to plotshape markers, the indicator can also use the chart's background color to indicate overall market direction. A green background suggests a bullish trend, while a red background indicates a bearish trend. This dual signal mechanism provides traders with both precise entry/exit points and an easy-to-read trend indicator.
2. Customizable Background Color Feature:
- Background Color Toggle: The background color feature can be turned on or off using the `bgColorEnabled = input.bool(true, "Background Color On / Off")` setting. When this setting is enabled (`true`), the background color dynamically changes based on the market's trend, offering an additional visual cue. If the setting is disabled (`false`), the background color remains neutral, allowing traders to focus solely on the plotshape signals or other chart elements.
- Visual Clarity: When enabled, the background color helps traders quickly gauge the market's trend without analyzing detailed chart patterns, making it easier to identify whether the market is in a bullish or bearish phase.
3. Customizable Kernel Selection for Enhanced Smoothing:
- Diverse Kernel Options: The indicator provides six different kernel functions (Linear, Exponential, Epanechnikov, Triangular, Cosine, Gauss) for smoothing price data. Traders can select the kernel that best suits their analysis style, allowing for precise adjustment to market conditions.
- Improved Trend Accuracy: By choosing the appropriate kernel function, traders can either focus on short-term price movements or capture broader trends more effectively, thus improving the accuracy of their market analysis.
4. Non-Repainting Signals for Reliability:
- Consistency in Signals: The indicator’s non-repainting nature ensures that once a signal (such as a crossover or trend change) is generated, it does not change with future price movements. This consistency is crucial for making reliable trading decisions, especially when backtesting or executing strategies based on historical data.
- Dependable Trading: Traders can rely on the signals provided by this indicator to remain consistent, which enhances confidence in decision-making and reduces the risk of false signals.
5. Dynamic Trend Bands:
- Adaptive Support and Resistance: The indicator calculates and displays upper and lower trend bands around a midline based on the selected kernel function. These bands act as dynamic support and resistance levels, guiding traders in identifying potential reversal zones.
- Versatility in Various Market Conditions: The bands can be adjusted for different market volatilities using the bandwidth setting, making the indicator suitable for both trending and ranging markets.
6. Clear Visual Indicators for Crossovers:
- Easy-to-Spot Trade Signals: The indicator uses arrows to mark when the price crosses the upper or lower bands. A green arrow indicates a potential buy signal, while a red arrow indicates a potential sell signal. These visual markers simplify the identification of entry and exit points.
- Enhanced Precision: By clearly marking crossover points, the indicator helps traders execute trades with greater precision, reducing the likelihood of missed opportunities.
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In summary, the "Envelope with Kernel Selection " offers traders a powerful combination of visual signals through plotshape markers and background color changes. Its customizable kernel selection, non-repainting nature, and dynamic trend bands make it a comprehensive and reliable tool for market analysis and trading. Whether you prefer clear trade signals or broader trend identification, this indicator provides the flexibility and accuracy needed to make informed trading decisions.
Best regards
Chervolino
Double Bottom and Top Hunter### Türkçe Açıklama:
Bu strateji, grafikte ikili dip ve ikili tepe formasyonlarını tespit ederek otomatik alım ve satım işlemleri gerçekleştirir. İkili dip, fiyatın belirli bir dönem içinde iki kez en düşük seviyeye ulaşması ile oluşur ve bu durumda strateji long (alım) işlemi açar. İkili tepe ise fiyatın belirli bir dönem içinde iki kez en yüksek seviyeye ulaşması ile oluşur ve bu durumda strateji short (satış) işlemi açar.
- **Dönem Uzunluğu ve Geriye Dönük Kontrol:** Strateji, varsayılan olarak 100 periyotluk bir zaman dilimini temel alır ve bu süre boyunca en düşük ve en yüksek fiyat seviyelerini belirler. Geriye dönük kontrol süresi de 100 periyot olarak ayarlanmıştır.
- **İşlem Açma Koşulları:** İkili dip tespit edildiğinde long pozisyon, ikili tepe tespit edildiğinde short pozisyon açılır.
- **İşlem Kapatma Koşulları:** İkili dipte, en yüksek seviyeye (HH) ulaşıldıktan sonra fiyatın daha düşük bir seviye (LL) yapması durumunda pozisyon kapanır. İkili tepede ise tam tersi bir durumda, pozisyon kapanır.
- **Zigzag Çizimi:** İkili dip ve tepe formasyonları, grafik üzerinde yeşil (dipler) ve kırmızı (tepeler) zigzag çizgileri ile gösterilir.
Bu strateji, özellikle 1, 3 ve 5 dakikalık kısa zaman dilimlerinde yüksek başarı oranına sahiptir ve piyasadaki kısa vadeli trend dönüşlerini yakalamada etkili bir araçtır.
### English Explanation:
This strategy automatically executes buy and sell orders by detecting double bottom and double top formations on the chart. A double bottom occurs when the price reaches a low level twice within a specific period, prompting the strategy to open a long (buy) position. Conversely, a double top forms when the price reaches a high level twice, leading the strategy to open a short (sell) position.
- **Period Length and Lookback Control:** By default, the strategy is based on a 100-period length, during which it identifies the lowest and highest price levels. The lookback control period is also set to 100 periods.
- **Entry Conditions:** A long position is opened when a double bottom is detected, while a short position is opened when a double top is identified.
- **Exit Conditions:** In the case of a double bottom, the position is closed after the price reaches a higher high (HH) and then makes a lower low (LL). For a double top, the opposite occurs before closing the position.
- **Zigzag Plotting:** The double bottom and top formations are visually represented on the chart with green (bottoms) and red (tops) zigzag lines.
This strategy is particularly successful in short timeframes such as 1, 3, and 5 minutes and is an effective tool for capturing short-term trend reversals in the market.
Midpoint Candle and BodyThis script provides the options to mark the:
1. Midpoint of the candle body and/or
2. Midpoint of the full candle (including the wicks)
Works on all timeframes. This indicator can be used to help determine the mean (midpoint) reversion of price.
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Curious Buy - Sell Indicator - Institutional Zones (Smart Money)How the Script Works:
1. The Scripts identifies Institutional Demand , Supply & Neutral Zones with FIBS on the scripts with Rectangle BOX with labels in advance. User can insert desired start and end value to plot institutional zones
2. Script generates BUY - SELL signals shape based on candle stick formation in live market and labels with BUY - SELL image for easy identification
3. Script gives pop message EXIT SHORT once Buy spotted and candle close above the buy signal and same way EXIT LONG once Sell spotted and candle close below the buy signal
4. Scripts identifies the candle closing above the BUY - SELL signals Eg - If buy spotted the candle closing above the BUY signal with display with BLUE color Candle same way for sell signal the candle closing below the sell signal candle with display with BLACK color candle.
5. Script spots fake signals which are not valid and can be ignored by the end user
6. Three EMA's 20,50,200 has implemented to identify the strength of the market
7. Scripts identifies OPEN = LOW & OPEN = HIGH candle stick to spot the Institutional BUY - SELL activity
8. The script provides visual clues on the chart to help users identify potential trading opportunities.
9. The script provides visual clues on the chart to help users identity potential trading opportunities in live market
10. The looks and parameters of the script can be modified by end user to customize and adapt to different strategy.
11. With the script user can check higher time frame DAILY \ WEEKLY BUY - SELL signals to plan intraday trades and plan safe BUY - SELL positions.
How Users Can Make Profit Using This Script:
1. Identify potential BUY - LONG opportunities: When a valid BUY is detected and condition is met, it is suggested to opening BUY position with stoploss below the BUY signal spotted candle.
Safe users can execute BUY position once BLUE COLOR candle is formed, Wait for pull back to reduce the stoploss
2. Identify potential SELL - SHORT opportunities: When a valid SELL is detected and condition is met, it suggests a potential opening SELL positions with stoploss above the BUY signal spotted candle. Safe users can execute SELL position once BLACK COLOR candle is formed, Wait for pull back to reduce the stoploss.
3. Script generated BUY - SELL signal met target with the Institutional zone. Eg if BUY spotted at demand zone target will be neutral zone & Supply zone.
4. Script designed for user to spot high probability trades when BUY SIGNAL SPOTTED at the Institutional Demand zone same way SELL SIGNAL SPOTTED AT INSTITUTIONAL supply zone.
5. Combine with additional analysis: Users can utilize this script as a tool in their overall trading strategy. They can combine the signals with fundament analysis , market sentiment to make more informed trading decision
6.Set risk management measures: It is important for users to implement proper risk management strategies when trading based on the scripts signals. To avoid potential losses user once spotted BUY - SELL execute the long or short position. Ensure to place the stoploss to avoid potential losses and place the target. Once your trade is moving in your favor
can trial your stoploss to cost and protect the profits.
LPP by NanoLimitThis indicator allows you to create a line like the MA but for a percentage below the price line
4C Data Table SuiteOverview
The 4C Data Table Suite is a versatile TradingView indicator, designed for traders who focus on the critical role of prior bar levels in their strategy. By highlighting the high and low points of previous bars, this tool aids in pinpointing crucial support and resistance zones, which often act as psychological triggers for market participants. The unique feature of this indicator is its dual-color coding: it colors bars green for bullish closes and red for bearish closes in the Prior Bar Table, and for the current timeframe, it highlights whether the current price is above (green) or below (red) these levels.
Concepts
1 — This sophisticated indicator is not just about visual cues; it provides a rich tableau of data including:
• Current timeframe countdown to bar close
• GMT-adjusted clock for precise trade timing
• Real-time updates on market internals and volatility measures such as the NYSE TICK and ATR
2 — The configuration is highly customizable, allowing users to:
• Adjust the table's positioning and text size
• Choose color settings for text, background, and borders to suit their visual preference
• Toggle the display of various data components based on their trading needs
3 — The Prior Bar Table is particularly valuable for:
• Traders using prior bar levels as triggers for trade entries and exits
• Quick visual assessment of market sentiment
• Real-time decision-making supported by dynamic color coding based on current price movements relative to prior highs and lows
Features
• Prior Bar Levels Table: Visualizes high and low levels of prior bars with intuitive color coding, aiding traders in assessing market trends.
• Dynamic Color Coding: Updates colors based on the closure of the previous bar and current price positions relative to the past bar's highs and lows.
• Comprehensive Market Data: Includes a suite of essential data such as market internals, the prior bar’s range, and the latest price information.
• Customizable Visuals: Offers extensive options for customizing the appearance and data presented, ensuring the tool fits seamlessly into any trader's strategy.
How to Use
1. To add the indicator, search for "4C Data Table Suite" under indicators on TradingView and apply it to your chart.
2. Navigate to the indicator settings to customize the display properties, including table position, color schemes, and which data points to display.
3. Utilize the toggles within the "Prior Bar Levels Table" settings to adjust the visibility and behavior of the table, depending on your trading approach.
Limitations
• This indicator is optimized for use on time-based charts and may not perform as intended on tick charts or non-standard timeframes.
• The color coding is based on the closure of bars, which may not always reflect intrabar movements, potentially affecting real-time decision-making in highly volatile markets.
Notes
• Ensure your TradingView interface is set to the correct timezone settings to align the GMT clock accurately.
• The dynamic color updates are designed to provide at-a-glance insights but should be used in conjunction with other analysis tools for best results.
*If you find that the indicator is blocking some of the candles at the bottom of the screen, go to (Chart) Settings, Canvas, and then adjust the Bottom/Top margin by increasing the % Amount.
Thanks
Special thanks to the TradingView community and developers whose feedback and insights have helped refine the functionalities of the 4C Data Table Suite. Your collaborative spirit is what makes continuous improvement possible.
Normalized and Smoothed Cumulative Delta for Top 5 NASDAQ StocksThis script is designed to create a TradingView indicator called **"Normalized and Smoothed Cumulative Delta for Top 5 NASDAQ Stocks."** The purpose of this indicator is to track and visualize the cumulative price delta (the change in price from one period to the next) for the top five NASDAQ stocks: Apple Inc. (AAPL), Microsoft Corporation (MSFT), Alphabet Inc. (GOOGL), Amazon.com Inc. (AMZN), and Meta Platforms Inc. (FB).
### Key Features of the Script:
1. **Ticker Selection**:
- The script focuses on the top five NASDAQ stocks by automatically setting their tickers.
2. **Price Data Retrieval**:
- It fetches the closing prices for each of these stocks using the `request.security` function for the current timeframe.
3. **Delta Calculation**:
- The script calculates the delta for each stock, which is simply the difference between the current closing price and the previous closing price.
4. **Cumulative Delta Calculation**:
- It calculates the cumulative delta for each stock by adding the current delta to the previous cumulative delta. This helps track the total change in price over time.
5. **Summing and Smoothing**:
- The cumulative deltas for all five stocks are summed together.
- The script then applies an Exponential Moving Average (EMA) with a period of 5 to smooth the summed cumulative delta, making the indicator less sensitive to short-term fluctuations.
6. **Normalization**:
- To ensure the cumulative delta is easy to interpret, the script normalizes it to a range of 0 to 1. This is done by tracking the minimum and maximum values of the smoothed cumulative delta and scaling the data accordingly.
7. **Visualization**:
- The normalized cumulative delta is plotted as a smooth line, allowing users to see the overall trend of the cumulative price changes for the top five NASDAQ stocks.
- A horizontal line is added at 0.5, serving as a midline reference, which can help traders quickly assess whether the normalized cumulative delta is above or below its midpoint.
### Usage:
This indicator is particularly useful for traders and investors who want to monitor the aggregated price movements of the top NASDAQ stocks, providing a high-level view of market sentiment and trends. By smoothing and normalizing the data, it offers a clear and concise visualization that can be used to identify potential market turning points or confirm ongoing trends.
Long and Short Positions on EMA and Pivot Cross with Candle Size
This Pine Script indicator identifies long and short trading signals based on specific criteria involving candle body size, EMA, and pivot levels.
Long Position ("Buy" Signal): A "Buy" signal is triggered when a green candle (close > open) with a body size of at least 10 crosses above the 9 EMA and any of the daily pivot levels (R1, R2, R3, R4, R5, S1, S2, S3, S4, S5).
Short Position ("Sell" Signal): A "Sell" signal is triggered when a red candle (close < open) with a body size of at least 10 crosses below the 9 EMA and any of the pivot levels.
The script plots only the "Buy" and "Sell" signals on the chart, without displaying the EMA or pivot levels.
Daily Open [Kintsugi Trading]Daily Open
The "Daily Open" indicator by Kintsugi Trading is designed to give traders clear and immediate access to daily open prices, enhancing their ability to spot key market levels and make informed trading decisions. The indicator dynamically changes the color of the plotted line based on the current price's relationship to the opening price of the regular market session. This visual aid helps traders quickly assess whether the current price is trading above or below the opening price of the session.
Key Features:
Daily Open Visualization: Automatically plots the daily open price on your chart, providing a clear reference point for daily price action.
Configurable Market Open Time: The indicator allows users to input the start time of the regular market session (default is set to 9:30 AM).
Color-Coded: The indicator dynamically adjusts the color of the daily open line and price labels based on whether the price is above or below the open, giving you quick visual cues about market sentiment.
Customization Options: Users can modify the line's appearance, including the color and style, to better fit their chart preferences.
Ideal For:
This indicator is particularly useful for day traders and those looking to closely monitor price action in relation to the market's opening level. It serves as a quick reference point for identifying potential bullish or bearish sentiment throughout the trading day.
Good luck with your trading!
principles of fu### Detailed Description of the Script
#### **Title:**
"**Bullish and Bearish Engulfing with Conditional Rays and Wick Markers**"
#### **Purpose:**
This Pine Script indicator identifies and marks **bullish and bearish engulfing candle patterns** on a price chart. Additionally, it plots **two rays** (lines) for each detected pattern: one at the wick's extremity and another at the midpoint of the wick and the candle body. The indicator manages the display of these rays based on specific conditions, ensuring they remain on the chart until price action invalidates them.
#### **Components and Functionality:**
1. **Inputs and Customization:**
- **Lookback Period:** The script looks back 100 candles to manage and maintain rays on the chart.
- **Ray Colors:**
- `Bullish Ray Color`: Grey (default) for the ray at the low wick of the bullish engulfing candle.
- `Bearish Ray Color`: Grey (default) for the ray at the high wick of the bearish engulfing candle.
- `Bullish Midpoint Ray Color`: Blue (default) for the ray plotted at the midpoint between the body low and the low wick of the bullish engulfing candle.
- `Bearish Midpoint Ray Color`: Orange (default) for the ray plotted at the midpoint between the body high and the high wick of the bearish engulfing candle.
2. **Engulfing Candle Detection:**
- **Bullish Engulfing:**
- Occurs when a previous bearish candle (closing lower than its open) is followed by a candle that closes above the high of the previous candle and has a low equal to or lower than the previous candle's low.
- **Bearish Engulfing:**
- Occurs when a previous bullish candle (closing higher than its open) is followed by a candle that closes below the low of the previous candle and has a high equal to or higher than the previous candle's high.
3. **Ray Plotting:**
- **Wick Rays:**
- For a **bullish engulfing candle**, a ray is plotted at the **low wick** of the bullish candle.
- For a **bearish engulfing candle**, a ray is plotted at the **high wick** of the bearish candle.
- **Midpoint Rays:**
- For a **bullish engulfing candle**, a midpoint ray is plotted at the midpoint between the **body low** (the lower of the open or close) and the **low wick**.
- For a **bearish engulfing candle**, a midpoint ray is plotted at the midpoint between the **body high** (the higher of the open or close) and the **high wick**.
4. **Ray Management and Deletion:**
- **Bullish Rays:**
- The rays (both wick and midpoint) are removed if a subsequent candle's close falls below the **bullish ray** level (low wick of the bullish engulfing candle).
- **Bearish Rays:**
- The rays (both wick and midpoint) are removed if a subsequent candle's close rises above the **bearish ray** level (high wick of the bearish engulfing candle).
5. **Visualization on the Chart:**
- **Bullish Engulfing Signal:**
- A **plus sign** in **dark grey** is plotted below the candle to signify a detected bullish engulfing pattern.
- **Bearish Engulfing Signal:**
- An **X** in **dark grey** is plotted above the candle to signify a detected bearish engulfing pattern.
### **Overall Workflow:**
1. The script detects bullish and bearish engulfing patterns based on specific candle relationships.
2. It then plots rays corresponding to the wicks and midpoints of these engulfing candles.
3. These rays remain on the chart until the price invalidates them, ensuring that only relevant and active levels are displayed to the trader.
This indicator provides traders with a visual tool to identify key reversal patterns (engulfing patterns) and the critical price levels associated with them, which can be useful for making trading decisions.
Total Bars CalculatorThis indicator simply plots how much bars are available to the user in the respective chart.
For Example if plot shows 5000 , therefore you have total 5000 bars of OHLC available.
[TR] Engulf Patterns by SM
Engulf Pattern by SM
Overview:
The " Engulf Pattern by SM" script is designed to identify bullish and bearish engulfing candlestick patterns on TradingView charts. Engulfing patterns are significant in technical analysis as they often indicate potential reversals in market trends.
Features:
- Bullish Engulfing Pattern Detection: The script identifies bullish engulfing patterns, which occur when a larger bullish candle completely engulfs the body of the previous smaller bearish candle.
- Bearish Engulfing Pattern Detection: Similarly, it detects bearish engulfing patterns, where a larger bearish candle engulfs the body of the preceding smaller bullish candle.
- Body Size Filtering: The script includes a feature to filter patterns based on the size of the candle bodies, allowing for more precise marking of significant patterns.
- Visual Markers: The script plots visual markers on the chart to highlight the detected engulfing patterns, making it easy for traders to spot them.
How It Works:
1. Bullish Engulfing Pattern:
- The script checks for a smaller bearish candle followed by a larger bullish candle.
- The body of the bullish candle must completely cover the body of the bearish candle.
- The size of the bullish candle's body must meet a specified threshold to be considered significant.
2. Bearish Engulfing Pattern:
- The script looks for a smaller bullish candle followed by a larger bearish candle.
- The body of the bearish candle must completely engulf the body of the bullish candle.
- The size of the bearish candle's body must meet a specified threshold to be considered significant.
Usage:
- Add the Script: Apply the " Engulf Pattern by SM" script to your TradingView chart.
- Configure Settings: Customize the script settings to suit your trading strategy, including visual marker styles and body size thresholds.
- Monitor Visual Markers: Keep an eye on the visual markers to identify potential trading opportunities based on engulfing patterns.
Disclaimer:
This script is not intended to be used as a direct entry signal. It should be used as a confluence in your overall trading plan. Always conduct your own analysis and consider multiple factors before making any trading decisions.
Feel free to customize this writeup further to match your specific needs! If you have any other requests or need additional details, just let me know.
Retest Confirm Point TibbuCreating a "Retest Confirm Point" indicator that generates buy and sell signals involves defining criteria to confirm that a price retest is valid before issuing a trade signal. This generally requires identifying a key level (such as support, resistance, or a trendline), detecting a retest of this level, and then confirming the validity of the retest.
Here’s a Pine Script example to help you create such an indicator. This script identifies and confirms retests of previous highs and lows, and generates buy and sell signals based on those retests: Explanation:
Recent High and Low:
The script identifies the highest and lowest prices over a specified lookback period.
These levels are plotted on the chart as reference points.
Retest Conditions:
Retest High: The closing price is within a buffer range around the recent high.
Retest Low: The closing price is within a buffer range around the recent low.
Confirmation:
Confirm High: The closing price reaches a new high over a set number of bars after the retest condition.
Confirm Low: The closing price reaches a new low over a set number of bars after the retest condition.
Signals:
Buy Signal: Issued when a confirmed retest of the recent high occurs.
Sell Signal: Issued when a confirmed retest of the recent low occurs.
Customization:
Lookback Period: Adjust to determine the historical range for finding recent highs and lows.
Confirmation Bars: Change the number of bars used to confirm the retest.
Retest Buffer: Adjust the percentage buffer to fine-tune the retest conditions.
Testing and Optimization:
Backtest: Always backtest the strategy on historical data to ensure it behaves as expected.
Adjust Parameters: Modify parameters based on the asset, timeframe, and market conditions.
Feel free to modify this script further based on your specific trading strategy and needs. If you need help with any additional features or further customization, let me know!
ChatGPT can make mistakes. Check important info.
Hammers & star Patterns After a Trend
1. **Candlestick Patterns Detection:**
- **Hammers** and **Inverted Hammers** are specific candlestick patterns that can indicate potential reversals in the market.
- **Hammer**: A candle with a small body and a long lower wick, showing a possible reversal after a downtrend.
- **Inverted Hammer**: A candle with a small body and a long upper wick, indicating a possible reversal after an uptrend.
2. **Volume Consideration:**
- The script checks if these patterns occur with **high trading volume**. If the volume is significantly higher than the average volume over a certain period, the pattern is highlighted.
3. **Trend Detection:**
- The script looks for a significant trend before the pattern appears:
- **Downtrend**: A significant downward movement in price is required before a Hammer is considered.
- **Uptrend**: A significant upward movement is required before an Inverted Hammer is considered.
4. **Additional Patterns:**
- **Morning Star** and **Evening Star** patterns are also detected:
- **Morning Star**: A three-candle pattern where the first candle is a large bearish candle, followed by a small-bodied candle, and then a large bullish candle, indicating a potential reversal from downtrend to uptrend.
- **Evening Star**: The opposite pattern, signaling a potential reversal from uptrend to downtrend.
5. **Visual Indicators:**
- The script **plots arrows** and **labels** on the chart to show where these patterns occur:
- **Hammers** and **Inverted Hammers** are marked with triangle arrows.
- **Morning Stars** and **Evening Stars** are marked with labels.
In summary, this script helps traders identify key candlestick patterns that may signal potential reversals in price trends, with special emphasis on patterns that occur with high volume and after significant price movements.
