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Observed Frequencies
# Compute observed probability matrix
observed_prob_matrix = np.zeros((10, 2))
data_cols_length = [data.first_digit.count(), data[data.second_digit != 'NaN'].second_digit.count()]
for d_i in range(observed_prob_matrix.shape[0]):
for n_i in range(observed_prob_matrix.shape[1]):
observed_prob_matrix[d_i, n_i] = data[data.iloc[:, n_i + 2] == d_i].iloc[:, n_i + 2].count() / \
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