hierarchy_quality
=================

.. py:module:: topmost.eva.hierarchy_quality



Module Contents
---------------




.. autoapisummary::


   topmost.eva.hierarchy_quality.parse_item_info


   topmost.eva.hierarchy_quality.convert_topicStr_to_dict


   topmost.eva.hierarchy_quality.compute_TD


   topmost.eva.hierarchy_quality.compute_CLNPMI


   topmost.eva.hierarchy_quality.get_CLNPMI


   topmost.eva.hierarchy_quality.compute_diff_topic_pair


   topmost.eva.hierarchy_quality.get_topics_difference


   topmost.eva.hierarchy_quality.extract_nonchild_topic_list


   topmost.eva.hierarchy_quality.get_topic_pairs


   topmost.eva.hierarchy_quality.get_sibling_groups


   topmost.eva.hierarchy_quality.get_Sibling_TD


   topmost.eva.hierarchy_quality.get_Sibling_NPMI


   topmost.eva.hierarchy_quality.get_topic_groups


   topmost.eva.hierarchy_quality.clean_group_info


   topmost.eva.hierarchy_quality.clean_info


   topmost.eva.hierarchy_quality.hierarchy_quality



.. py:function:: parse_item_info(topic_str)

.. py:function:: convert_topicStr_to_dict(topic_str_list)

   :param topic_str_list: [L-0_K-0 w1 w2 w3 ..., L-0_K-1 w1 w2 w3 ...]. L indicates the layer, and K indicates the topic.
   :param keep_info: if keep the item info L-0_K-0. Defaults to False.
   :type keep_info: bool, optional

   :returns: {0: ["w1 w2...", "w1 w2..."], 1: ["w1 w2...", "w1 w2..."]}
   :rtype: hierarchical_topic_dict


.. py:function:: compute_TD(texts)

.. py:function:: compute_CLNPMI(parent_diff_words, child_diff_words, all_bow, vocab)

.. py:function:: get_CLNPMI(PC_pair_groups, all_bow, vocab)

.. py:function:: compute_diff_topic_pair(topic_str_a, topic_str_b)

.. py:function:: get_topics_difference(topic_pair_groups)

.. py:function:: extract_nonchild_topic_list(hierarchical_topic_dict, child_topic_list, num_topics_list)

.. py:function:: get_topic_pairs(topic_pairs, topic_hierarchy, hierarchical_topic_dict, num_topics_list, _type, layer_id=0)

.. py:function:: get_sibling_groups(topic_hierarchy, sibling_groups, layer_id=0)

.. py:function:: get_Sibling_TD(sibling_groups)

.. py:function:: get_Sibling_NPMI(sibling_groups, all_bow, vocab)

.. py:function:: get_topic_groups(hierarchical_topic_dict, topic_hierarchy, beta_list)

.. py:function:: clean_group_info(groups)

.. py:function:: clean_info(topic_str_list)

.. py:function:: hierarchy_quality(vocab, reference_bow, topic_str_list, beta_list, phi_list)