Input data form sequences

generate_input_data.py

for random_walk in random_walks:
    N = len(random_walk)
    #print(random_walk)
    for i in range(N):
        idxs_left = np.arange(max(0, i-window_size), i).tolist()
        idxs_right = np.arange(i+1, min(N, i+window_size+1)).tolist()

        for j in idxs_left:
            X.append(random_walk[i])
            y.append(random_walk[j])
        for j in idxs_right:
            X.append(random_walk[i])
            y.append(random_walk[j])