49ee99e3cb3d175fa96371194824ac010da78649,lexos/processors/analyze/topword.py,,analyze_all_to_para,#,96

Before Change

    // calculation

    for row in count_matrix:
        word_z_score_dict = _z_test_word_list_(word_list_i=row,
                                               word_list_j=count_matrix)
        sorted_list = sorted(
            list(word_z_score_dict.items()),
            key=lambda item: abs(item[1]),
            reverse=True

After Change

    assert np.size(count_matrix) > 0, EMPTY_LIST_MESSAGE
    // initialize
    all_results = []  // the value to return
    total_sum = np.sum(count_matrix).item()
    count_matrix_sum = np.sum(count_matrix, axis=0)
    // Generate data
    for row in count_matrix:
        word_z_score_dict = _z_test_word_list_(
            count_list_i=row, count_list_j=count_matrix_sum,
            row_sum=np.sum(row).item(), total_sum=total_sum, words=words)
        sorted_list = sorted(list(word_z_score_dict.items()),
                             key=lambda item: abs(item[1]),
                             reverse=True)
        all_results.append(sorted_list)

Instances