[Python] How to make a Python program to predict the next outcome of a game (of picking a...

I wanted to make a program in Python using the LSTM technique that can predict the next outcome or say probability of a picking a color out of two. The program should use AI and machine learning libraries, to read the pattern of the last 40 outcomes and hence predict the next outcome.

I have made the following program in regard to it.

from keras.models import Sequential
from keras.layers import LSTM, Dense
import numpy as np


def predict_next_color_lstm(outcomes):
if len(outcomes) < 40:
return "Error: Number of outcomes provided is less than 40."

# Convert string input to integer sequence
seq = [0 if x == 'r' else 1 for x in outcomes]

# Create rolling window of 40 outcomes
X = []
y = []
for i in range(len(seq) - 40):
X.append(seq[i:i + 40])
y.append(seq[i + 40])
X = np.array(X)
y = np.array(y)

# Reshape X to fit LSTM input shape
X = np.reshape(X, (X.shape[0], X.shape[1], 1))

# Create LSTM model
model = Sequential()
model.add(LSTM(50, input_shape=(40, 1)))
model.add(Dense(1, activation='sigmoid'))

# Compile the model
model.compile(loss='binary_crossentropy', optimizer='adam')

# Train the model
model.fit(X, y, epochs=50, batch_size=32)

# Predict the next outcome
last_40 = seq[-40:]
pred = model.predict(np.array([last_40]))
return 'r' if pred < 0.5 else 'g'


def get_input():
# Ask the user to enter a ball color sequence of length 40
ball_seq = input("Enter the ball color sequence of length 40 (e.g. rrggrrgrrgggrgrgrrggggrgrgrrgrgggrrgggg): ")
return ball_seq


# _main_
ball_seq = get_input()
print("Prediction : ", predict_next_color_lstm(ball_seq))


But I am getting the following error constantly when executing it:

C:\Users\Ashish\miniconda3\python.exe C:\Users\Ashish\Desktop\pyt_pract\test_prob1.py
Enter the ball color sequence of length 40 (e.g. rrggrrgrrgggrgrgrrggggrgrgrrgrgggrrgggg): rgggrrgrgrggrrgrgrgrgrggggrrrrggrrggrgrg
Traceback (most recent call last):
File "C:\Users\Ashish\Desktop\pyt_pract\test_prob1.py", line 50, in <module>
print("Prediction : ", predict_next_color_lstm(ball_seq))
File "C:\Users\Ashish\Desktop\pyt_pract\test_prob1.py", line 23, in predict_next_color_lstm
X = np.reshape(X, (X.shape[0], X.shape[1], 1))
IndexError: tuple index out of range

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