TA-wiah/aviator_predictor — reverse-engineered prompt

Build me a simple Python app that acts like an Aviator multiplier predictor for 1Win. I want it to pull recent and current game data, learn from past rounds with an LSTM model, and then show a live guess for what the next multiplier might be. Keep it as a small desktop app with a clean GUI so I can just run one file and watch the current multiplier, the recent history, and the prediction update on screen.

Please make the setup easy, install from requirements, and make sure it works on normal 64 bit Python in the 3.7 to 3.10 range. If the live data source or request format has changed, look up the current info online and adjust it so the app still runs. Include the basic functions for fetching history, checking the current state, training the model, and doing live predictions, then wire all of that into the GUI. Keep the code practical and runnable, not just a mockup.