Example

Here's a simplified example of a trading bot that uses historical price data based on the sample data provided for Optix AI. This example will demonstrate a basic trading decision based on moving averages:

This example uses historical price data, calculates short-term and long-term moving averages, and generates buy and sell signals based on a simple moving average crossover strategy. It then prints the signals in the console.

AI-powered models within Optix AI can execute more complex strategies based on real-time data and advanced algorithms.

Explanation:

In this code snippet, we simulate a basic trading strategy based on historical price data. The strategy uses two moving averages, a short-term moving average (SMA) and a long-term moving average, to generate buy and sell signals.

1. Historical Price Data: We start with simulated historical price data for an asset, including dates and closing prices. This data represents the asset's price over a specific time period.

2. Moving Averages: We calculate two moving averages, a short-term (3-day) and a long-term (7-day) moving average. Moving averages are used to smooth out price data and identify trends.

3. Signal Generation: We create a 'Signal' column in the DataFrame to represent trading signals. A value of '1' indicates a buy signal, '-1' indicates a sell signal, and '0' indicates no action (hold).

4. Trading Strategy: We implement a simple moving average crossover strategy, which is a common technical analysis approach. The strategy generates buy signals when the short-term moving average crosses above the long-term moving average, and sell signals when the short-term moving average crosses below the long-term moving average.

Illustration:

Here's an illustration of how the code works using a simplified dataset:

In this illustration, the trading strategy generates a 'Buy' signal on January 14, 2022, when the short-term moving average (SMA) crosses above the long-term moving average. It generates a 'Sell' signal when the SMA crosses below the long-term moving average. The 'Signal' column reflects these buy and sell signals.

Please note that this is a simplified example Optix AI is much more sophisticated and relies on advanced AI models and real-time data analysis.