The strategy implemented in the given code is called "TemaPure." It is a sample trading strategy that compares a stake currency with USDT (Tether) and attempts to generate profitable trades. Here is a short description of what the strategy does:
The strategy uses the TEMA (Triple Exponential Moving Average) and CMO (Chande Momentum Oscillator) indicators to make buying decisions. It also uses Bollinger Bands to further refine the buying and selling signals.
The strategy defines a minimal ROI (Return on Investment) table, which specifies the desired minimum returns at different points in time.
It sets an optimal stop loss to limit potential losses.
The strategy operates on a 5-minute timeframe. It uses a trailing stop feature, which dynamically adjusts the stop loss level as the price moves in a profitable direction. The strategy populates various indicators, including CMO, TEMA, Bollinger Bands, and their corresponding upper and lower bands. It determines buy signals based on specific conditions, such as the TEMA crossing below the lower Bollinger Band and the CMO crossing above zero. It determines sell signals based on the TEMA crossing above the upper Bollinger Band. The strategy can be run using the Freqtrade framework. Please note that this is just a brief overview, and there may be additional details and nuances to consider when using the strategy in practice. It's always recommended to thoroughly understand the code and backtest the strategy before applying it to real trading scenarios.