User: Can you create pine script codes?
Assistant: Yes, I can create Pine Script codes. How can I assist you with creating a Pine Script code?
User:  need you to create this Script with me.   It is a OHLC Statistical Mapping 
Assistant: Sure, I can help you create an OHLC Statistical Mapping script in Pine Script. This script will calculate the statistical values for Open, High, Low, and Close prices over a specific period of time. Could you please provide me with more details on the parameters and calculations you would like to include in the script?
User: Description: it offers a closer look into the historical data of specific candles within an analyst's chosen timeframe, providing insights for future time and price delivery.  This advanced indicator goes beyond conventional OHLC representation, incorporating the principles of Inner Circle Trader (ICT) to explore accumulation, manipulation, and distribution candle-by-candle.  
Assistant: I see, you would like to create an OHLC Statistical Mapping script inspired by the principles of Inner Circle Trader (ICT) to analyze accumulation, manipulation, and distribution candle-by-candle. To get started, we can define the parameters for the timeframe you want to analyze and the specific statistical values you want to calculate for each candle.  
  
Let’s start by defining the timeframe parameter. Are you looking to analyze a specific number of candles or a specific time interval (e.g., daily, weekly, etc.)? Additionally, could you please specify the statistical values you would like to calculate for each candle, such as range, average, standard deviation, etc.?  
  
Once we have these details, we can begin creating the Pine Script code for the OHLC Statistical Mapping indicator.
User: ICT traders identify manipulation as the wick opposing to the candle's close. Analysts can observe manipulation legs seen as a movement to trap market participants in the "wrong" direction, to anticipate a candle's distribution.   When price distributes, it expands for higher or lower prices. Analysts can therefore note distribution levels for a draw on liquidity, retracement, or reversal.  These levels will provide important information about orderflow when price trades through them and the sequence in which the delivery occurs.  
Assistant: Understood. Based on the principles of Inner Circle Trader (ICT), we can identify manipulation as the wick opposing the candle’s close and observe manipulation legs as movements to trap market participants in the “wrong” direction, anticipating distribution. When price distributes, it expands for higher or lower prices, providing insights into order flow.  
  
To incorporate these concepts into the OHLC Statistical Mapping script, we can potentially calculate the following statistical values for each candle:  
1\. Wick length (Opposing to the candle’s close)  
2\. Movement to trap market participants  
3\. Distribution level for draw on liquidity, retracement, or reversal  
4\. Sequence of price delivery through distribution levels  
  
We can also define a timeframe parameter to specify the number of candles or the time interval for analysis. With these details, we can start drafting the Pine Script code for the OHLC Statistical Mapping indicator. Let me know if you would like to proceed with this approach.
User: Additionally, to amplify the price mapping, this tool plots the average Time at which its manipulation and distribution phases should complete. This feature allows traders to utilize historical Timings in conjunction with the price levels of manipulation and distribution.  As with any historical data driven tool, analysts should not expect past behaviour to match future performance. This tool was created with a data driven edge to bring attention to when candles are likely to turn after their manipulations, or retrace after completing set distributions.
Assistant: To further enhance the price mapping capabilities of the OHLC Statistical Mapping tool inspired by ICT principles, we can incorporate the calculation of the average time at which manipulation and distribution phases are expected to complete for each candle. This feature will enable traders to combine historical timings with price levels of manipulation and distribution to anticipate potential turning points or retracements.  
  
It’s important to note that while historical data can provide valuable insights, past behavior may not always align with future performance. The OHLC Statistical Mapping indicator is designed to utilize data-driven analysis to highlight potential reversal points after manipulations and retracement opportunities following completed distributions.  
  
By integrating the calculation of average timings into the script, we can provide traders with a more comprehensive view of the price action dynamics and potential timing of market movements based on historical patterns. Do you wish to proceed with including the average time calculation feature in the OHLC Statistical Mapping script? Let me know if you have any specific preferences or additional requirements for this aspect of the indicator.
User: the scrip must contain this: 
Assistant: To ensure that the OHLC Statistical Mapping script contains the required features, such as calculating the average time for completion of manipulation and distribution phases, plotting manipulation and distribution levels, and providing insights into potential turning points and retracement opportunities, we will need to structure the Pine Script code accordingly.  
  
I will begin drafting the code based on the details and features discussed. Here is a brief outline of the components that will be included in the script:  
1\. Calculation of wick length and identification of manipulation legs  
2\. Calculation of distribution levels and sequence of price delivery through these levels  
3\. Calculation of the average time for completion of manipulation and distribution phases  
4\. Plotting of manipulation and distribution levels on the price chart  
  
I will proceed with creating the Pine Script code incorporating these features. Once complete, I will provide you with the script for further review and customization. Please let me know if there are any specific preferences or additional requirements you would like to include in the script.
User: **Average Range Precision: **Visualize candlestick data through a sophisticated line and label-based format, facilitating the identification of your manipulation, distribution, and time pivots. Enhance your comprehension of market volatility by graphing the average range of your selected candle timeframe. This metric acts as a compass, steering you towards potential support and resistance areas.
Assistant: To further enhance the OHLC Statistical Mapping script, we will include the calculation and visualization of the Average Range Precision metric. This metric will provide a visual representation of candlestick data in a sophisticated line and label format, helping to identify manipulation, distribution, and time pivots more effectively. By graphing the average range of the selected candle timeframe, traders can gain insights into market volatility and potential support and resistance areas.  
  
I will incorporate the Average Range Precision feature into the Pine Script code and ensure that it complements the existing functionalities of the indicator. This addition will add another layer of analysis and visualization to the tool, enabling traders to make more informed decisions based on average range data.  
  
Once the script is updated with the Average Range Precision feature, I will provide you with the revised code for your review. Please let me know if there are any specific adjustments or preferences you would like to include in this aspect of the indicator.
User: **Tailored Timeframe Selection:** Tailor your analysis by choosing a specific time frame that aligns with your trading strategy, enabling a focused exploration of the candle's manipulation, distribution, and time in which both levels are hit.
Assistant: To further customize the OHLC Statistical Mapping script, we will include the feature of Tailored Timeframe Selection, allowing users to choose a specific time frame that aligns with their trading strategy. This customization will enable a more focused exploration of the manipulation, distribution, and time when these key levels are hit within the chosen timeframe. By tailoring the analysis to a specific timeframe, traders can better align their observations with their trading objectives and strategy.  
  
I will integrate the Tailored Timeframe Selection feature into the Pine Script code and ensure that users can easily select and adjust the timeframe parameters as needed. This addition will enhance the flexibility and usability of the indicator, providing a more tailored approach to analyzing price action dynamics.  
  
Once the script is updated with the Tailored Timeframe Selection feature, I will share the revised code for your feedback and further customization. Please let me know if there are any specific preferences or requirements you would like to incorporate in this aspect of the tool.
User: **Real-time Information Flow:** Monitor market developments with instantaneous updates on candlestick statistics. Each candle updates the script with latest OHLC information providing continuous historical data computations, even on timeframes sub 1 minute. 
Assistant: To provide real-time information flow in the OHLC Statistical Mapping script, we will incorporate the feature of instant updates on candlestick statistics. This feature will ensure that the script continuously updates with the latest OHLC information for each candle, allowing users to monitor market developments in real-time. The script will perform historical data computations seamlessly, even on timeframes below 1 minute, providing a comprehensive view of price action dynamics.  
  
By enabling real-time information flow, traders can stay informed about the evolving market conditions and make timely decisions based on the most up-to-date data. I will implement this feature in the Pine Script code to enhance the script’s responsiveness and accuracy in capturing the latest OHLC information.  
  
Once the script is updated with the Real-time Information Flow feature, I will share the revised code for your review and feedback. Please let me know if there are any specific elements or functionalities you would like to include or modify in this aspect of the indicator.
User: *Historical Mapping:**   Easily backtest previous mappings by enabling the historical mapping feature. This feature allows traders to revisit and analyze past market scenarios, offering a valuable tool for refining and validating trading strategies. Choose to show historical labels or remove them, giving ultimate flexibility for journaling.  
Assistant: