understanding_heirarchy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CYNDE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/hk3user/Documents/Dev/Cynde\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/hk3user/.pyenv/versions/3.12.1/envs/pred_cst/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append('/Users/hk3user/Documents/Dev/Cynde')  \n",
    "import cynde.functional as cf\n",
    "import cynde.analysis_tools as at\n",
    "import polars as pl\n",
    "import os\n",
    "import numpy as np\n",
    "import openai\n",
    "import tiktoken\n",
    "\n",
    "import datamapplot\n",
    "current_path = os.getcwd()\n",
    "\n",
    "classes =pl.read_parquet(os.path.join(current_path, \"saved_frames\", 'Voyager_python_3_12_1_standard_lib_classes_embedded_code.parquet'))\n",
    "\n",
    "\n",
    "embeddings = np.array(classes['code_voyage-code-2_embedding'].to_list())\n",
    "docs = classes['code'].to_list()\n",
    "ta = at.TopicAnalysis()\n",
    "topics, probs = ta.fit_transform(docs, embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "     Topic  Count                                             Name  \\\n",
       "0       -1   2463                              -1_def_line_with_in   \n",
       "1        0     19          0_unicode_ranges_unicoderangelist_range   \n",
       "2        1     24          1_argumentsurl_selftestopen_browser_url   \n",
       "3        2     38  2_pass_sigactionstructure_class_sfilexstructure   \n",
       "4        3     34    3_retrystate_retrycallstate_callself_strategy   \n",
       "..     ...    ...                                              ...   \n",
       "287    286     17         286_methself_meth1self_meth2self_cobject   \n",
       "288    287     28               287_bobject_pass_aregister_coerced   \n",
       "289    288     18             288_dobject_pass_d2d1_dparamspecargs   \n",
       "290    289     14      289_classvar_tcv4_initvar_typingclassvarint   \n",
       "291    290     23              290_valuelist_unionvalue_final_pass   \n",
       "\n",
       "                                        Representation  \\\n",
       "0    [def, line, with, in, class, the, return, pass...   \n",
       "1    [unicode, ranges, unicoderangelist, range, cha...   \n",
       "2    [argumentsurl, selftestopen, browser, url, rem...   \n",
       "3    [pass, sigactionstructure, class, sfilexstruct...   \n",
       "4    [retrystate, retrycallstate, callself, strateg...   \n",
       "..                                                 ...   \n",
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       "290  [classvar, tcv4, initvar, typingclassvarint, c...   \n",
       "291  [valuelist, unionvalue, final, pass, ftypeguar...   \n",
       "\n",
       "                                   Representative_Docs  \n",
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       "1    [\\nclass Latin1(unicode_set):\\n    \"\"\"Unicode ...  \n",
       "2    [\\n\\nclass CommandTestMixin:\\n\\n    def _test(...  \n",
       "3    [\\n\\nclass div_t(Structure):\\n    pass\\n, \\n\\n...  \n",
       "4    [\\n\\nclass wait_fixed(wait_base):\\n    \"\"\"Wait...  \n",
       "..                                                 ...  \n",
       "287  [\\nclass C1:\\n    def meth1(self):\\n        pa...  \n",
       "288  [class B:\\n    pass\\n, \\nclass C(A):\\n    pass...  \n",
       "289  [\\nclass D(A):\\n    pass\\n, \\nclass D:\\n    pa...  \n",
       "290  [\\n\\n@dataclass\\nclass IV:\\n    T_IV4 = InitVa...  \n",
       "291  [\\nclass F:\\n    foo: Union[Value, List[Value]...  \n",
       "\n",
       "[292 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ta.get_topic_info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/290 [00:00<?, ?it/s]/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      " 16%|█▌        | 46/290 [00:00<00:00, 452.69it/s]/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      " 32%|███▏      | 92/290 [00:00<00:00, 437.37it/s]/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      " 47%|████▋     | 136/290 [00:00<00:00, 430.64it/s]/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      " 63%|██████▎   | 184/290 [00:00<00:00, 445.83it/s]/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      " 80%|███████▉  | 231/290 [00:00<00:00, 453.25it/s]/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      " 96%|█████████▌| 277/290 [00:00<00:00, 421.27it/s]/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "/Users/hk3user/Documents/Dev/Cynde/cynde/analysis_tools/topic_analysis.py:873: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  selection.Topic = 0\n",
      "100%|██████████| 290/290 [00:00<00:00, 411.87it/s]\n"
     ]
    }
   ],
   "source": [
    "hierarchical_topics = ta.hierarchical_topics(docs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".\n",
      "├─class_pass_int_str_mock\n",
      "│    ├─formattedexc_pass_foounittesttestcase_class_suite\n",
      "│    │    ├─formattedexc_foounittesttestcase_suite_test1self_testcase\n",
      "│    │    │    ├─testnothingself_testabletestunittesttestcase_classmethod_setupclasscls_teardownclasscls\n",
      "│    │    │    │    ├─■──testnothingself_testabletestunittesttestcase_orderingappendtest_orderingappendsetupclass_orderingapp ── Topic: 67\n",
      "│    │    │    │    └─■──testoneself_testtwoself_teardownclasscls_classmethod_testunittesttestcase ── Topic: 66\n",
      "│    │    │    └─formattedexc_foounittesttestcase_suite_test1self_testcase\n",
      "│    │    │         ├─formattedexc_foounittesttestcase_suite_testcase_test1self\n",
      "│    │    │         │    ├─■──formattedexc_suite_testcase_foounittesttestcase_unittesttestresult ── Topic: 83\n",
      "│    │    │         │    └─foounittesttestcase_test1self_unittestexpectedfailure_testfooself_pass\n",
      "│    │    │         │         ├─■──foounittesttestcase_test1self_unittestexpectedfailure_pass_test2self ── Topic: 65\n",
      "│    │    │         │         └─■──testfooself_foounittesttestcase_printset_printtear_clsaddclasscleanupbadcleanup2 ── Topic: 63\n",
      "│    │    │         └─■──footestloggingtestcase_superfoo_defaulttestresultself_runtimeerrorraised_testself ── Topic: 82\n",
      "│    │    └─pass_class_pytest_ctest_selfa\n",
      "│    │         ├─aobject_bobject_pass_class_cp\n",
      "│    │         │    ├─■──aobject_selfme_pass_cp_nonmapping ── Topic: 274\n",
      "│    │         │    └─bobject_pass_class_aregister_coerced\n",
      "│    │         │         ├─■──bobject_nomeaning_class_notypecheck_aobject ── Topic: 282\n",
      "│    │         │         └─■──bobject_pass_aregister_coerced_subclasses ── Topic: 287\n",
      "│    │         └─pass_class_pytest_ctest_selfa\n",
      "│    │              ├─pass_class_myexceptionexception_customerrorexception_ec\n",
      "│    │              │    ├─■──n8pkcs7st4dollar15eunion_n4wait3dollar4estructure_n4wait3dollar3estructure_n23osslolddesksstruct4dol ── Topic: 26\n",
      "│    │              │    └─pass_class_myexceptionexception_customerrorexception_ec\n",
      "│    │              │         ├─pass_class_myexceptionexception_customerrorexception_ec\n",
      "│    │              │         │    ├─■──childsuper_childone_mixedchildchild_abstractgrandchildabstractchild_abstractchildabstractclassexampl ── Topic: 260\n",
      "│    │              │         │    └─pass_class_myexceptionexception_customerrorexception_ec\n",
      "│    │              │         │         ├─pass_class_myexceptionexception_customerrorexception_ec\n",
      "│    │              │         │         │    ├─pass_class_myexceptionexception_customerrorexception_myexcexception\n",
      "│    │              │         │         │    │    ├─■──myexceptionexception_pass_customerrorexception_myexcexception_fancyarg ── Topic: 253\n",
      "│    │              │         │         │    │    └─pass_class_sigactionstructure_t2_unpackts1\n",
      "│    │              │         │         │    │         ├─pass_class_sigactionstructure_sslcompststructure_aeskeyststructure\n",
      "│    │              │         │         │    │         │    ├─■──pass_certststructure_x509lookupststructure_x509ststructure_x509storeststructure ── Topic: 4\n",
      "│    │              │         │         │    │         │    └─pass_class_sigactionstructure_rc4keyststructure_sigaltstackstructure\n",
      "│    │              │         │         │    │         │         ├─■──pass_class_aeskeyststructure_rc2keyststructure_sslctxststructure ── Topic: 42\n",
      "│    │              │         │         │    │         │         └─■──pass_sigactionstructure_class_sfilexstructure_ldivtstructure ── Topic: 2\n",
      "│    │              │         │         │    │         └─■──pass_t2_unpackts1_ts1_unpackts ── Topic: 276\n",
      "│    │              │         │         │    └─pass_ec_dobject_da_dc\n",
      "│    │              │         │         │         ├─■──ec_dc_pass_da_db ── Topic: 284\n",
      "│    │              │         │         │         └─■──dobject_pass_d2d1_dparamspecargs_ctypeself ── Topic: 288\n",
      "│    │              │         │         └─■──pass_exitthreadexception_threadrunfailthreadingthread_threadnewaborterrorexception_stoptokenizingexc ── Topic: 129\n",
      "│    │              │         └─■──pkcs8privkeyinfoststructure_n10pemctxst4dollar17estructure_pkcs7ststructure_pkcs7signerinfoststructu ── Topic: 41\n",
      "│    │              └─pass_pytest_ctest_selfa_class\n",
      "│    │                   ├─selfa_selfb_getstateself_getnewargsexself_state\n",
      "│    │                   │    ├─■──selfb_selfa_getstateself_getnewargsexself_state ── Topic: 202\n",
      "│    │                   │    └─■──selfa_pass_vhgridverticalgrid_verticalgridgridlayout_verticalgrid ── Topic: 277\n",
      "│    │                   └─pass_pytest_ctest_class_cls239\n",
      "│    │                        ├─pytest_pass_ctest_cls239_class\n",
      "│    │                        │    ├─■──pytest_ctest_pass_testcseparatorstestseparators_testpyseparatorstestseparators ── Topic: 52\n",
      "│    │                        │    └─pass_cls239_mytupletuple_classdecorator_cls205\n",
      "│    │                        │         ├─pass_cls239_classdecorator_cls205_class\n",
      "│    │                        │         │    ├─■──cls239_classdecorator_cls205_asyncf_clause ── Topic: 25\n",
      "│    │                        │         │    └─pass_class_collectionsabcsequence_collectionsabcmapping_selfvalue2\n",
      "│    │                        │         │         ├─pass_collectionsabcsequence_collectionsabcmapping_class_cpt\n",
      "│    │                        │         │         │    ├─■──collectionsabcsequence_collectionsabcmapping_mutablesequence_pass_mappingflags ── Topic: 212\n",
      "│    │                        │         │         │    └─cpt_cbint_pass_class_dequedeque\n",
      "│    │                        │         │         │         ├─■──dequedeque_subclasschainmap_mylisttypinglistint_mydefdicttypingdefaultdictstr_mycountertypingcounter ── Topic: 161\n",
      "│    │                        │         │         │         └─■──cbint_cpt_d2pt_d2cany_withimplicitanyb ── Topic: 273\n",
      "│    │                        │         │         └─■──selfvalue2_testcapiheapctypewithmanagedweakref_testcapiheapctypewithmanageddict_testcapiwithoutgc_da ── Topic: 142\n",
      "│    │                        │         └─■──mytupletuple_ttuple_subclasstuple_tuplesubclasstuple_tuple2tuple ── Topic: 231\n",
      "│    │                        └─baseobject_valuelist_tempbase_unionvalue_base\n",
      "│    │                             ├─■──valuelist_unionvalue_final_pass_ftypeguardint ── Topic: 290\n",
      "│    │                             └─■──baseobject_tempbase_mykey2_mykey_base2 ── Topic: 278\n",
      "│    └─int_class_str_mock_pass\n",
      "│         ├─other_eqself_selfx_hashself_notimplemented\n",
      "│         │    ├─other_eqself_hashself_selfvalue_notimplemented\n",
      "│         │    │    ├─eqself_other_hashself_selfvalue_othervalue\n",
      "│         │    │    │    ├─■──selffoo_deepcopyself_otherfoo_cselffoo_copyself ── Topic: 197\n",
      "│         │    │    │    └─eqself_other_hashself_selfvalue_othervalue\n",
      "│         │    │    │         ├─■──eqself_hashself_other_hash_dclear ── Topic: 223\n",
      "│         │    │    │         └─■──selfvalue_othervalue_other_isinstanceother_notimplemented ── Topic: 229\n",
      "│         │    │    └─selfden_other_rat_selfnum_selfassertequalrat10\n",
      "│         │    │         ├─■──other_rpowself_floordivself_ipowself_rfloordivself ── Topic: 206\n",
      "│         │    │         └─■──selfden_rat_selfnum_other_selfassertequalrat10 ── Topic: 218\n",
      "│         │    └─selfx_ameth_otherx_comp_comparison\n",
      "│         │         ├─ameth_otherx_comp_comparison_bmeth\n",
      "│         │         │    ├─■──ameth_comp_bmeth_comparison_otherx ── Topic: 230\n",
      "│         │         │    └─■──otherx_selfx_meth_comparison_valuebased ── Topic: 73\n",
      "│         │         └─selfx_formatself_formatspec_spec_cobject\n",
      "│         │              ├─■──formatself_selfx_formatspec_spec_x100 ── Topic: 90\n",
      "│         │              └─cobject_selfx_mself_methself_meth1self\n",
      "│         │                   ├─■──mself_selfx_cobject_fself_whatevers ── Topic: 285\n",
      "│         │                   └─■──methself_meth1self_meth2self_cobject_xself ── Topic: 286\n",
      "│         └─int_class_str_mock_pass\n",
      "│              ├─int_class_str_mock_pass\n",
      "│              │    ├─bases_descriptor_class_metatype_property\n",
      "│              │    │    ├─bases_metatype_class_pass_descriptor\n",
      "│              │    │    │    ├─■──mdebughelpermeta_mrocls_typemrocls_selfready_clsname ── Topic: 255\n",
      "│              │    │    │    └─bases_metatype_class_pass_descriptor\n",
      "│              │    │    │         ├─bases_metatype_class_pass_descriptor\n",
      "│              │    │    │         │    ├─■──bases_descriptor_range1025_attrs_class ── Topic: 249\n",
      "│              │    │    │         │    └─■──bases_metatype_namespace_ns_newmcls ── Topic: 259\n",
      "│              │    │    │         └─■──mroentriesself_bases_testedappendbases_mro_testedextendargs ── Topic: 79\n",
      "│              │    │    └─tokentype_property_getattrself_descriptor_xtokentype\n",
      "│              │    │         ├─tokentype_property_getattrself_xtokentype_cfws\n",
      "│              │    │         │    ├─tokentype_property_xtokentype_cfws_asewallowed\n",
      "│              │    │         │    │    ├─■──tokentype_property_xtokentype_cfws_asewallowed ── Topic: 31\n",
      "│              │    │         │    │    └─■──attributeself_metaclasstype_classmetaclassmetaclass_oldmetaclasstype_newmetaclasstype ── Topic: 258\n",
      "│              │    │         │    └─getattrself_attr_selfmyannotations_propertygetbases_getbasesself\n",
      "│              │    │         │         ├─■──getattrself_attr_getattributeself_blech_testcalled ── Topic: 264\n",
      "│              │    │         │         └─■──selfmyannotations_getbasesself_propertygetbases_bases_cobject ── Topic: 263\n",
      "│              │    │         └─descriptor_getself_owner_obj_pyfunctoolscachedproperty\n",
      "│              │    │              ├─■──pyfunctoolscachedproperty_cost_cachedproperty_selfcost_selfattrname ── Topic: 269\n",
      "│              │    │              └─descriptor_owner_getself_thingobject_obj\n",
      "│              │    │                   ├─■──descriptor_getself_owner_obj_attributeerrorbroken ── Topic: 265\n",
      "│              │    │                   └─■──thingobject_selfx_owner_xself_hellox1b385239m ── Topic: 256\n",
      "│              │    └─int_mock_str_class_ts\n",
      "│              │         ├─mock_magicmock_kwargs_args_asyncmock\n",
      "│              │         │    ├─indexself_newcls_namedint_selfvalue_class\n",
      "│              │         │    │    ├─namedint_temp_newcls_selfintname_basestr\n",
      "│              │         │    │    │    ├─newcls_resultextra_selftheclassnewcls_temp_objectnewcls\n",
      "│              │         │    │    │    │    ├─■──subvar_datetimesubclassselftheclass_datesubclassselftheclass_datetimesubclassdatetime_resultextra ── Topic: 50\n",
      "│              │         │    │    │    │    └─■──newcls_temp_objectnewcls_temppopextra_kwscopy ── Topic: 281\n",
      "│              │         │    │    │    └─■──namedint_selfintname_temp_basestr_args ── Topic: 177\n",
      "│              │         │    │    └─indexself_selfvalue_class_floatself_reprself\n",
      "│              │         │    │         ├─floatself_complexself_reprself_selfvalue_bytesself\n",
      "│              │         │    │         │    ├─reprself_bytesself_selfnewarg_newargnone_newarg\n",
      "│              │         │    │         │    │    ├─bytesself_selfrev_xexception_mystrstr_selfvalue\n",
      "│              │         │    │         │    │    │    ├─■──xexception_am_strself_dexception_cclassexception ── Topic: 254\n",
      "│              │         │    │         │    │    │    └─bytesself_selfrev_mystrstr_selfvalue_sstr\n",
      "│              │         │    │         │    │    │         ├─■──selfrev_mystrstr_sstr_gh98783_substrstr ── Topic: 233\n",
      "│              │         │    │         │    │    │         └─■──bytesself_selfvalue_mybytesbytes_initme_basetype ── Topic: 176\n",
      "│              │         │    │         │    │    └─reprself_selfnewarg_newargnone_newarg_mappendm\n",
      "│              │         │    │         │    │         ├─■──selfnewarg_newargnone_newarg_el_reprself ── Topic: 224\n",
      "│              │         │    │         │    │         └─■──reprself_mappendm_recursiverepr_mappendx_selfassertequalreprm ── Topic: 234\n",
      "│              │         │    │         │    └─floatself_complexself_complex_prec_selfimag\n",
      "│              │         │    │         │         ├─■──complexself_complex_prec_selfimag_selfreal ── Topic: 184\n",
      "│              │         │    │         │         └─■──floatself_floatlike_absself_ceilself_floatnewcls ── Topic: 226\n",
      "│              │         │    │         └─indexself_intself_truncself_boolself_myintint\n",
      "│              │         │    │              ├─indexself_intself_truncself_myintint_selfvalue\n",
      "│              │         │    │              │    ├─■──truncself_baddescr_nonintegral_intself_badint ── Topic: 225\n",
      "│              │         │    │              │    └─indexself_myintint_intself_selfvalue_selfval\n",
      "│              │         │    │              │         ├─■──indexself_selfvalue_index_intself_selfval ── Topic: 214\n",
      "│              │         │    │              │         └─■──myintint_intself_intint_myint_celsiusdegrees ── Topic: 222\n",
      "│              │         │    │              └─■──boolself_badbool_selftruth_truth_runtimeerror ── Topic: 186\n",
      "│              │         │    └─mock_magicmock_kwargs_asyncmock_callself\n",
      "│              │         │         ├─protocol_type_pickler_obj_proto\n",
      "│              │         │         │    ├─pickler_obj_selfproto_proto_pickle\n",
      "│              │         │         │    │    ├─■──reduceself_selfdict_reduce_reduceexself_cobject ── Topic: 201\n",
      "│              │         │         │    │    └─■──pickler_obj_selfproto_memo_pickle ── Topic: 124\n",
      "│              │         │         │    └─type_generic_params_parameters_roottrue\n",
      "│              │         │         │         ├─■──type_generic_params_parameters_roottrue ── Topic: 180\n",
      "│              │         │         │         └─■──sentinel_reprself_selfname_autonull_sentinels ── Topic: 179\n",
      "│              │         │         └─mock_magicmock_asyncmock_kwargs_callself\n",
      "│              │         │              ├─mock_magicmock_asyncmock_specset_spec\n",
      "│              │         │              │    ├─■──vectorcall_selfexpectedself_expectedself_pytpflagsmethoddescriptor_pytpflagshavevectorcall ── Topic: 248\n",
      "│              │         │              │    └─mock_magicmock_asyncmock_specset_spec\n",
      "│              │         │              │         ├─mock_magicmock_asyncmock_specset_spec\n",
      "│              │         │              │         │    ├─■──mock_magicmock_asyncmock_specset_spec ── Topic: 119\n",
      "│              │         │              │         │    └─■──subclassmock_initself_selfspec_methname_selfaction ── Topic: 261\n",
      "│              │         │              │         └─■──kwargs_getloopself_doneself_adddonecallbackself_tasklike ── Topic: 125\n",
      "│              │         │              └─callself_retrystate_retrycallstate_eventtype_strategy\n",
      "│              │         │                   ├─callself_eventtype_selfevents_events_selffuncargs\n",
      "│              │         │                   │    ├─■──eventtype_selfevents_events_callself_typeexc ── Topic: 227\n",
      "│              │         │                   │    └─■──callself_selffuncargs_func_funckwdefaults_funcannotations ── Topic: 262\n",
      "│              │         │                   └─■──retrystate_retrycallstate_callself_strategy_retries ── Topic: 3\n",
      "│              │         └─int_str_ts_class_pass\n",
      "│              │              ├─spamself_runtimecheckable_staticmethod_slots_docstring\n",
      "│              │              │    ├─spamself_staticmethod_docstring_fooobject_selfspam\n",
      "│              │              │    │    ├─fooobject_realobject_dirself_sentineloriginal_dictthedict\n",
      "│              │              │    │    │    ├─■──realobject_sentineloriginal_dictthedict_selfthing_mockfoo ── Topic: 279\n",
      "│              │              │    │    │    └─■──dirself_fooobject_footypesmoduletype_mtype_dircls ── Topic: 257\n",
      "│              │              │    │    └─spamself_staticmethod_docstring_fooobject_selfspam\n",
      "│              │              │    │         ├─spamself_staticmethod_docstring_fooobject_selfspam\n",
      "│              │              │    │         │    ├─■──moduleobject_staticmethod_setupmodule_teardownmodule_unittestaddmodulecleanupcleanup ── Topic: 24\n",
      "│              │              │    │         │    └─spamself_docstring_fooobject_selfspam_subclass\n",
      "│              │              │    │         │         ├─staticmethod_pass_classmethod_fooobject_fooself\n",
      "│              │              │    │         │         │    ├─■──staticmethod_fooobject_pass_selfval_classmethod ── Topic: 280\n",
      "│              │              │    │         │         │    └─■──abcabstractmethod_subclass_functoolssingledispatchmethod_cmetaclassabcabcmeta_fooself ── Topic: 46\n",
      "│              │              │    │         │         └─■──spamself_docstring_selfspam_spam_doc ── Topic: 268\n",
      "│              │              │    │         └─defined_super_methself_method_fself\n",
      "│              │              │    │              ├─■──xobject_xtypenone_14857_noneandforward_class ── Topic: 270\n",
      "│              │              │    │              └─■──defined_super_methself_method_methodself ── Topic: 283\n",
      "│              │              │    └─runtimecheckable_slots_pprotocol_methself_port\n",
      "│              │              │         ├─runtimecheckable_pprotocol_methself_abstract_meth\n",
      "│              │              │         │    ├─■──runtimecheckable_pprotocol_methself_meth_protocol ── Topic: 55\n",
      "│              │              │         │    └─■──runtimecheckable_abstract_slots_abc_abcabstractmethod ── Topic: 71\n",
      "│              │              │         └─slots_port_cobject_hostname_geturlself\n",
      "│              │              │              ├─■──slots_cobject_classslot_measured_class ── Topic: 267\n",
      "│              │              │              └─■──port_hostname_geturlself_slots_havepassword ── Topic: 45\n",
      "│              │              └─int_str_ts_float_t2\n",
      "│              │                   ├─■──agenerict_cgenerict_callablep_optionalnodet_nodet ── Topic: 275\n",
      "│              │                   └─int_str_ts_float_t2\n",
      "│              │                        ├─int_str_ts_float_t2\n",
      "│              │                        │    ├─■──int_str_ts_float_t2 ── Topic: 242\n",
      "│              │                        │    └─■──cool_int_chance_namedtuple_str ── Topic: 266\n",
      "│              │                        └─■──generict_typeddict_optionalt_optionalinttype_bargenerictypeddicthelperfoogenerict ── Topic: 272\n",
      "│              └─iterself_selfi_lenself_getitemself_nextself\n",
      "│                   ├─iterself_selfi_lenself_nextself_getitemself\n",
      "│                   │    ├─■──checkmethodsc_subclasshookcls_abstractmethod_slots_selfmapping ── Topic: 216\n",
      "│                   │    └─■──iterself_selfi_lenself_nextself_getitemself ── Topic: 101\n",
      "│                   └─keysself_getitemself_ddict_key_selfstorekey\n",
      "│                        ├─■──mydictdict_dictdict_customdictdict_keysself_rtn ── Topic: 239\n",
      "│                        └─ddict_getitemself_keysself_key_selfstorekey\n",
      "│                             ├─■──selfstorekey_valuesself_itemsself_keysself_getitemself ── Topic: 213\n",
      "│                             └─■──ddict_getitemself_key_formula_listxyz ── Topic: 240\n",
      "└─the_if_in_is_for\n",
      "     ├─selfassertraisestypeerror_with_size_async_10\n",
      "     │    ├─cint_fields_xstructure_cshort_cbyte\n",
      "     │    │    ├─cint_fields_xstructure_cshort_cbyte\n",
      "     │    │    │    ├─■──dword_fields_filetime_rectstructure_coord ── Topic: 39\n",
      "     │    │    │    └─cint_fields_xstructure_cshort_cbyte\n",
      "     │    │    │         ├─■──clong_fields_ctypesclong_cbyte_bepointctypesbigendianstructure ── Topic: 38\n",
      "     │    │    │         └─cint_fields_xstructure_cshort_cdouble\n",
      "     │    │    │              ├─■──fields_cint_xstructure_cshort_cbyte ── Topic: 54\n",
      "     │    │    │              └─■──cint_fields_cchar_cdouble_cbyte ── Topic: 94\n",
      "     │    │    └─■──length_tarray_cint_type_t3array ── Topic: 53\n",
      "     │    └─selfassertraisestypeerror_with_async_size_10\n",
      "     │         ├─selfassertraisestypeerror_size_10_selfassertraisesvalueerror_with\n",
      "     │         │    ├─strict_input_errors_replace_errorsstrict\n",
      "     │         │    │    ├─input_errorsstrict_errors_encodeself_finalfalse\n",
      "     │         │    │    │    ├─input_finalfalse_encodeself_errorsstrict_errors\n",
      "     │         │    │    │    │    ├─■──finalfalse_input_incrementalencodercodecsincrementalencoder_encodeself_selferrors0 ── Topic: 18\n",
      "     │         │    │    │    │    └─■──errorsstrict_codeccodecscodec_errors_decodeself_apis ── Topic: 17\n",
      "     │         │    │    │    └─■──selfcharbuffer_errorsstrict_streamwritercodecsstreamwriter_streamreadercodecsstreamreader_errors ── Topic: 16\n",
      "     │         │    │    └─strict_replace_encoding_decoder_ignore\n",
      "     │         │    │         ├─■──strict_encoding_decoder_decode_letter ── Topic: 75\n",
      "     │         │    │         └─■──strict_replace_codectests_babcx80x80xc1xc4_tstring ── Topic: 74\n",
      "     │         │    └─selfassertraisestypeerror_10_size_selfassertraisesvalueerror_with\n",
      "     │         │         ├─auto_red_perm_blue_green\n",
      "     │         │         │    ├─auto_red_perm_blue_green\n",
      "     │         │         │    │    ├─initsubclasscls_enumenum_auto_superinitsubclass_clsinitialized\n",
      "     │         │         │    │    │    ├─■──initsubclasscls_superinitsubclass_clsinitialized_savedkwargsupdatekwargs_clsnew ── Topic: 252\n",
      "     │         │         │    │    │    └─■──enumenum_auto_createvalue_myenum_enum ── Topic: 175\n",
      "     │         │         │    │    └─auto_red_perm_blue_green\n",
      "     │         │         │    │         ├─■──auto_perm_enum_member_members ── Topic: 97\n",
      "     │         │         │    │         └─■──red_blue_green_auto_colorenum ── Topic: 86\n",
      "     │         │         │    └─two_one_auto_eight_boundarykeep\n",
      "     │         │         │         ├─■──eight_boundarykeep_auto_verifycontinuous_forth ── Topic: 155\n",
      "     │         │         │         └─two_one_three_thirdfailedstrenumstrenum_thirdfailedstrenumcustomstrenum\n",
      "     │         │         │              ├─■──three_two_one_auto_revertall ── Topic: 174\n",
      "     │         │         │              └─■──two_thirdfailedstrenumstrenum_thirdfailedstrenumcustomstrenum_one_become ── Topic: 7\n",
      "     │         │         └─selfassertraisestypeerror_10_size_selfassertraisesvalueerror_with\n",
      "     │         │              ├─selfassertraisestypeerror_10_size_selfassertraisesvalueerror_00\n",
      "     │         │              │    ├─selfassertraisestypeerror_10_decimal_00_inf\n",
      "     │         │              │    │    ├─size_selfassertraisestypeerror_selfassertraisessystemerror_null_crashes\n",
      "     │         │              │    │    │    ├─size_selfassertraisestypeerror_null_10_selfassertraisessystemerror\n",
      "     │         │              │    │    │    │    ├─■──size_selfcheckequaltrue_bigmemtestsize2g_substr_sublen ── Topic: 221\n",
      "     │         │              │    │    │    │    └─selfassertraisestypeerror_null_big_10_selfassertraisessystemerror\n",
      "     │         │              │    │    │    │         ├─■──selftype2test0_lst_size_selftype2test_selfassertequala ── Topic: 220\n",
      "     │         │              │    │    │    │         └─■──big_selfassertraisestypeerror_null_1j_selfassertequal ── Topic: 207\n",
      "     │         │              │    │    │    └─selfset_selfs_selfemptymapping_set2_selfother\n",
      "     │         │              │    │    │         ├─■──selfemptymapping_key_selfassertequald1keys_selfassertequald1items_view ── Topic: 217\n",
      "     │         │              │    │    │         └─■──selfset_set2_selfother_selfassertequalselfset_selfs ── Topic: 211\n",
      "     │         │              │    │    └─decimal_inf_00_selfdecimaldecimal_nan\n",
      "     │         │              │    │         ├─decimal_inf_00_selfdecimaldecimal_nan\n",
      "     │         │              │    │         │    ├─■──operation_rounded_occurs_sign_exponent ── Topic: 210\n",
      "     │         │              │    │         │    └─decimal_inf_00_selfdecimaldecimal_nan\n",
      "     │         │              │    │         │         ├─■──decimal_selfdecimaldecimal_00_inf_context ── Topic: 209\n",
      "     │         │              │    │         │         └─■──selfassertequalselffuncdata_data_randomshuffledata_fraction_selffunc ── Topic: 116\n",
      "     │         │              │    │         └─■──tol_rel_error_absolute_relative ── Topic: 199\n",
      "     │         │              │    └─loc_dt_with_as_selfassertraisesvalueerror\n",
      "     │         │              │         ├─loc_dt_with_as_selfassertraisesvalueerror\n",
      "     │         │              │         │    ├─dt_tzinfo_hour_year_utc\n",
      "     │         │              │         │    │    ├─month_year_days_day_weekday\n",
      "     │         │              │         │    │    │    ├─■──totalfalse_notrequiredannotatedint_year_annotatedannotatedrequiredstr_title ── Topic: 271\n",
      "     │         │              │         │    │    │    └─month_days_year_day_weekday\n",
      "     │         │              │         │    │    │         ├─■──month_days_starting_day_year ── Topic: 76\n",
      "     │         │              │         │    │    │         └─■──check2009_check2015_format_weekday_year ── Topic: 77\n",
      "     │         │              │         │    │    └─dt_tzinfo_hour_utc_timedelta\n",
      "     │         │              │         │    │         ├─■──dt_tzinfo_hour_utc_timedelta ── Topic: 61\n",
      "     │         │              │         │    │         └─■──dt_utcoffsetself_dstself_tznameself_selfoffset ── Topic: 58\n",
      "     │         │              │         │    └─loc_with_as_into_sqliteconnectmemory\n",
      "     │         │              │         │         ├─confidence_bytestr_prober_selfstate_unionbytes\n",
      "     │         │              │         │         │    ├─■──firstchar_approxchars_secondchar_0xa1_selfexpectedratio ── Topic: 12\n",
      "     │         │              │         │         │    └─■──confidence_prober_bytestr_hebrew_selfstate ── Topic: 13\n",
      "     │         │              │         │         └─loc_with_as_into_sqliteconnectmemory\n",
      "     │         │              │         │              ├─loc_with_as_into_sqliteconnectmemory\n",
      "     │         │              │         │              │    ├─exceptiongroup_exceptiongroupeg_valueerror1_typeerror1_hitexcept\n",
      "     │         │              │         │              │    │    ├─■──excs_deriveself_myegexceptiongroup_typeselfselfmessage_unused ── Topic: 141\n",
      "     │         │              │         │              │    │    └─■──exceptiongroup_exceptiongroupeg_valueerror1_typeerror1_hitexcept ── Topic: 140\n",
      "     │         │              │         │              │    └─loc_into_with_sqliteconnectmemory_as\n",
      "     │         │              │         │              │         ├─loc_into_with_sqliteconnectmemory_as\n",
      "     │         │              │         │              │         │    ├─selfassertequalfread_bufio_selfassertraisesvalueerror_memio_bz2f\n",
      "     │         │              │         │              │         │    │    ├─bufferself_tp_selfassertequalmvtobytes_releasebufferself_memoryview\n",
      "     │         │              │         │              │         │    │    │    ├─■──bufferself_selfassertequalmvtobytes_releasebufferself_mv_flags ── Topic: 93\n",
      "     │         │              │         │              │         │    │    │    └─■──tp_selfviewb_selftypes_tpselfsource_memoryviewbytearraybxff ── Topic: 92\n",
      "     │         │              │         │              │         │    │    └─selfassertequalfread_bufio_memio_bz2f_selfassertraisesvalueerror\n",
      "     │         │              │         │              │         │    │         ├─selfassertequalfread_bufio_memio_bz2f_lzmafilebytesiocompressedxz\n",
      "     │         │              │         │              │         │    │         │    ├─■──bufio_memio_rawio_selfmockrawio_buf ── Topic: 171\n",
      "     │         │              │         │              │         │    │         │    └─■──selfassertequalfread_bz2f_lzmafilebytesiocompressedxz_bz2fileselffilename_input ── Topic: 84\n",
      "     │         │              │         │              │         │    │         └─■──marshalloads_oshelperunlinkoshelpertestfn_openoshelpertestfn_helpermixin_obj ── Topic: 133\n",
      "     │         │              │         │              │         │    └─loc_into_sqliteconnectmemory_table_values\n",
      "     │         │              │         │              │         │         ├─sqliteconnectmemory_into_table_select_con\n",
      "     │         │              │         │              │         │         │    ├─selfmodulebisectright_selfmodulebisectleft_blocksize_heap_random\n",
      "     │         │              │         │              │         │         │    │    ├─selfmodulebisectright_selfmodulebisectleft_heap_random_getrandbits\n",
      "     │         │              │         │              │         │         │    │    │    ├─■──selfmodulebisectleft_selfmodulebisectright_heap_keykeyfunc_selfmoduleheappush ── Topic: 168\n",
      "     │         │              │         │              │         │         │    │    │    └─■──getrandbits_random_raisestypeerror0_randomself_randrange ── Topic: 115\n",
      "     │         │              │         │              │         │         │    │    └─blocksize_salt_seed_digest_selfcheckequalhashn\n",
      "     │         │              │         │              │         │         │    │         ├─■──seed_selfcheckequalhashn_obj2_obj1_hash ── Topic: 219\n",
      "     │         │              │         │              │         │         │    │         └─■──blocksize_salt_digest_comparedigest_hashlibhelperrequireshashdigestsha256 ── Topic: 78\n",
      "     │         │              │         │              │         │         │    └─sqliteconnectmemory_into_table_select_con\n",
      "     │         │              │         │              │         │         │         ├─■──sqliteconnectmemory_into_table_select_con ── Topic: 9\n",
      "     │         │              │         │              │         │         │         └─■──stepself_finalizeself_selfval_selfcount_selftxt ── Topic: 8\n",
      "     │         │              │         │              │         │         └─loc_delimiter_instring_selfexprs_selferrmsg\n",
      "     │         │              │         │              │         │              ├─delimiter_fileobj_escapechar_dialect_temporaryfilew\n",
      "     │         │              │         │              │         │              │    ├─delimiter_fileobj_escapechar_dialect_temporaryfilew\n",
      "     │         │              │         │              │         │              │    │    ├─delimiter_fileobj_escapechar_dialect_temporaryfilew\n",
      "     │         │              │         │              │         │              │    │    │    ├─■──events_fileobj_selector_createeventloopself_testutilstestcase ── Topic: 117\n",
      "     │         │              │         │              │         │              │    │    │    └─delimiter_escapechar_dialect_temporaryfilew_fileobjseek0\n",
      "     │         │              │         │              │         │              │    │    │         ├─■──delimiter_escapechar_dialect_temporaryfilew_fileobjseek0 ── Topic: 10\n",
      "     │         │              │         │              │         │              │    │    │         └─■──expecting_json_jsontool_idx_infile ── Topic: 121\n",
      "     │         │              │         │              │         │              │    │    └─pl_fmtfmt_isinstancevalue_timestamp_pl2\n",
      "     │         │              │         │              │         │              │    │         ├─■──pl_fmtfmt_timestamp_pl2_nanoseconds ── Topic: 132\n",
      "     │         │              │         │              │         │              │    │         └─■──converter_isinstancevalue_convertingdict_convertingtuple_convertinglist ── Topic: 19\n",
      "     │         │              │         │              │         │              │    └─selfassertequalshellwritten_cursor_wintermfore_wintermback_bright\n",
      "     │         │              │         │              │         │              │         ├─■──selfassertequalshellwritten_selforigstream_shellreset_origstdout_stdout ── Topic: 178\n",
      "     │         │              │         │              │         │              │         └─■──cursor_wintermfore_wintermback_bright_fore ── Topic: 29\n",
      "     │         │              │         │              │         │              └─loc_instring_selfexprs_selferrmsg_parserelement\n",
      "     │         │              │         │              │         │                   ├─■──loc_instring_selfexprs_selferrmsg_parserelement ── Topic: 203\n",
      "     │         │              │         │              │         │                   └─■──groupingtrue_4200_selfsep_locale_34567 ── Topic: 34\n",
      "     │         │              │         │              │         └─fileinputstate_unicode_likes_func1_instruction\n",
      "     │         │              │         │              │              ├─fileinputstate_unicode_likes_func1_instruction\n",
      "     │         │              │         │              │              │    ├─func1_instruction_epystart_sysmonitoringseteventstesttool_func3\n",
      "     │         │              │         │              │              │    │    ├─■──func1_epystart_instruction_sysmonitoringseteventstesttool_func3 ── Topic: 241\n",
      "     │         │              │         │              │              │    │    └─■──selfmypyfilename_selffilemod_firstlineno_fident_firstlinenocalling ── Topic: 246\n",
      "     │         │              │         │              │              │    └─fileinputstate_unicode_likes_ranges_unicoderangelist\n",
      "     │         │              │         │              │              │         ├─disallow_useragent_robotstxt_url_agent\n",
      "     │         │              │         │              │              │         │    ├─■──argumentsurl_selftestopen_browser_url_remoteargs ── Topic: 1\n",
      "     │         │              │         │              │              │         │    └─■──disallow_useragent_robotstxt_agent_requestrate ── Topic: 43\n",
      "     │         │              │         │              │              │         └─fileinputstate_unicode_likes_ranges_unicoderangelist\n",
      "     │         │              │         │              │              │              ├─fileinputstate_unicode_likes_ranges_unicoderangelist\n",
      "     │         │              │         │              │              │              │    ├─likes_tim_bag_templatewho_eat\n",
      "     │         │              │         │              │              │              │    │    ├─■──likes_tim_bag_templatewho_eat ── Topic: 21\n",
      "     │         │              │         │              │              │              │    │    └─■──baz_selfassertequaleargs_erroserror_selfassertequalebar_selfassertequalebaz ── Topic: 120\n",
      "     │         │              │         │              │              │              │    └─fileinputstate_unicode_ranges_unicoderangelist_arrayarrayselftypecode\n",
      "     │         │              │         │              │              │              │         ├─fileinputstate_vget_tkintertk_selfassertraisesruntimeerror_tkinternodefaultroot\n",
      "     │         │              │         │              │              │              │         │    ├─■──fileinputstate_mockfileinput_fileinputinput_selfassertisnonefileinputstate_teststateisnoneself ── Topic: 157\n",
      "     │         │              │         │              │              │              │         │    └─■──vget_tkintertk_tkinternodefaultroot_rootdestroy_selfassertequaltrace ── Topic: 145\n",
      "     │         │              │         │              │              │              │         └─unicode_ranges_unicoderangelist_arrayarrayselftypecode_range\n",
      "     │         │              │         │              │              │              │              ├─unicode_ranges_unicoderangelist_arrayarrayselftypecode_range\n",
      "     │         │              │         │              │              │              │              │    ├─■──arrayarrayselftypecode_typecode_minitemsize_upper_arrayarray ── Topic: 95\n",
      "     │         │              │         │              │              │              │              │    └─■──unicode_ranges_unicoderangelist_range_character ── Topic: 0\n",
      "     │         │              │         │              │              │              │              └─czoneinfo_matchargs_czoneinfocachetestzoneinfocachetest_module_childparent\n",
      "     │         │              │         │              │              │              │                   ├─■──matchargs_childparent_eggs_parent_class ── Topic: 200\n",
      "     │         │              │         │              │              │              │                   └─■──czoneinfo_czoneinfocachetestzoneinfocachetest_module_czoneinfotest_cweirdzonetestweirdzonetest ── Topic: 49\n",
      "     │         │              │         │              │              │              └─portion1_footwo_fooone_selfassertequalfoooneattr_portion2\n",
      "     │         │              │         │              │              │                   ├─portion1_footwo_fooone_selfassertequalfoooneattr_portion2\n",
      "     │         │              │         │              │              │                   │    ├─■──innerenum_outerenum_spamenumnotinner_spamenumenum_nonmember ── Topic: 28\n",
      "     │         │              │         │              │              │                   │    └─■──portion1_footwo_fooone_selfassertequalfoooneattr_portion2 ── Topic: 80\n",
      "     │         │              │         │              │              │                   └─■──classvar_tcv4_initvar_typingclassvarint_classvarint ── Topic: 289\n",
      "     │         │              │         │              │              └─sublist_classgetitemcls_item_getsublistself_fclsnameitemname\n",
      "     │         │              │         │              │                   ├─sublist_getsublistself_isexpandableself_sublistappenditem_gettextself\n",
      "     │         │              │         │              │                   │    ├─■──mylistlist_listlist_builtinsubclasslist_builtin_sublistlist ── Topic: 232\n",
      "     │         │              │         │              │                   │    └─■──sublist_getsublistself_isexpandableself_sublistappenditem_gettextself ── Topic: 44\n",
      "     │         │              │         │              │                   └─■──classgetitemcls_fclsnameitemname_item_selfassertequaldd_classgetitem ── Topic: 198\n",
      "     │         │              │         │              └─selfsampwidth_selfnchannels_nframes_sampwidth_nchannels\n",
      "     │         │              │         │                   ├─■──selfsampwidth_selfnchannels_selfnframes_selfnframeswritten_selfframerate ── Topic: 14\n",
      "     │         │              │         │                   └─■──sndfilename_3307_sndfilenframes_bytesfromhex_frames ── Topic: 15\n",
      "     │         │              │         └─read_pos_size_file_selfclosed\n",
      "     │         │              │              ├─read_size_pos_selfclosed_file\n",
      "     │         │              │              │    ├─■──selfsizeread_selfmode_selfchunksize_file_mode ── Topic: 166\n",
      "     │         │              │              │    └─■──pos_read_raw_selfclosed_abstractmethod ── Topic: 167\n",
      "     │         │              │              └─writeself_iounsupportedoperation_readline_raisesoserror_pyiorawiobase\n",
      "     │         │              │                   ├─■──iounsupportedoperation_pyiorawiobase_iorawiobase_seekself_tellself ── Topic: 183\n",
      "     │         │              │                   └─■──readline_raisesoserror_badproperty_filenoself_writeself ── Topic: 182\n",
      "     │         │              └─zipfp_zipf_zipfilezipfiletestfn_unittesttestcase_zipfilezipfiletestfn2\n",
      "     │         │                   ├─zipfp_zipf_zipfilezipfiletestfn_zipfilezipfiletestfn2_selftmpdir\n",
      "     │         │                   │    ├─zipfp_zipf_zipfilezipfiletestfn_zipfilezipfiletestfn2_selftmpdir\n",
      "     │         │                   │    │    ├─■──zipfp_zipf_zipfilezipfiletestfn_zipfilezipfiletestfn2_selftmpdir ── Topic: 85\n",
      "     │         │                   │    │    └─■──compression_zipfilezipdeflated_zipfileziplzma_requireslzma_unittesttestcase ── Topic: 96\n",
      "     │         │                   │    └─unittesttestcase_resourcesfilesselfdata_binaryfile_selfassertequallengthhintit_requirescdecimal\n",
      "     │         │                   │         ├─unittesttestcase_selfassertequallengthhintit_requirescdecimal_selfit_decimal\n",
      "     │         │                   │         │    ├─■──selfassertequallengthhintit_selfit_selfmutate_nextit_unittesttestcase ── Topic: 208\n",
      "     │         │                   │         │    └─unittesttestcase_requirescdecimal_decimal_pyio_io\n",
      "     │         │                   │         │         ├─unittesttestcase_requirescdecimal_decimal_pyio_io\n",
      "     │         │                   │         │         │    ├─■──unittesttestcase_testcrlfnewlines_normalizelinesepregex_testlfnewlines_recompilerbrn ── Topic: 51\n",
      "     │         │                   │         │         │    └─unittesttestcase_requirescdecimal_decimal_pyio_io\n",
      "     │         │                   │         │         │         ├─■──requirescdecimal_decimal_unittesttestcase_selfpreviousintlimit_syssetintmaxstrdigits7000 ── Topic: 30\n",
      "     │         │                   │         │         │         └─■──pyio_io_unittesttestcase_staticmethodpyioopen_ioopen ── Topic: 170\n",
      "     │         │                   │         │         └─■──testcompressionlevelsself_compressedwritetest_fobj_ustarreadtest_streamreadtest ── Topic: 109\n",
      "     │         │                   │         └─resourcesfilesselfdata_binaryfile_namespacedata01_data01_utf16file\n",
      "     │         │                   │              ├─■──namespacedata01_data01_unittesttestcase_selfdata_utilzipsetup ── Topic: 98\n",
      "     │         │                   │              └─■──resourcesfilesselfdata_binaryfile_utf16file_utf8file_data01 ── Topic: 112\n",
      "     │         │                   └─tar_tarinfo_fobj_longname_tarfileopentmpname\n",
      "     │         │                        ├─tar_tarinfo_fobj_longname_tarfileopentmpname\n",
      "     │         │                        │    ├─■──fobj_tar_selfassertraisestarfilereaderror_istarfile_tarfilereaderror ── Topic: 123\n",
      "     │         │                        │    └─■──tar_tarinfo_longname_0123456789_selftestmembertarinfo ── Topic: 122\n",
      "     │         │                        └─■──selftarinfo_tarinfo_superinitftarinfonamer_specialfileerrorfiltererror_extracterrortarerror ── Topic: 138\n",
      "     │         └─async_await_transport_loop_mockmock\n",
      "     │              ├─transport_mockmock_await_loop_async\n",
      "     │              │    ├─sock_lenselfdata_selftransport_selfstate_connectionmadeself\n",
      "     │              │    │    ├─■──sock_lenselfdata_selfassertequalselffiletell_selffile_cliproto ── Topic: 102\n",
      "     │              │    │    └─■──selfstate_selftransport_connectionmadeself_connectionlostself_selfassertstateconnected ── Topic: 59\n",
      "     │              │    └─transport_mockmock_async_loop_await\n",
      "     │              │         ├─transport_async_mockmock_await_fut\n",
      "     │              │         │    ├─■──task_testutilstestcase_asyncio_ctask_cfuture ── Topic: 137\n",
      "     │              │         │    └─transport_async_await_mockmock_fut\n",
      "     │              │         │         ├─■──async_await_task_cancelled_loop ── Topic: 136\n",
      "     │              │         │         └─■──transport_mockmock_tr_sock_protocol ── Topic: 103\n",
      "     │              │         └─■──loop_child_watcher_pid_selfwatchersigchld ── Topic: 118\n",
      "     │              └─yield_async_g2_g1_gen\n",
      "     │                   ├─yield_async_g2_g1_gen\n",
      "     │                   │    ├─yield_async_g2_g1_gen\n",
      "     │                   │    │    ├─■──selfassertequalevents_async_varsetvarget_myexception_testunittestisolatedasynciotestcase ── Topic: 135\n",
      "     │                   │    │    └─yield_g2_g1_gen_async\n",
      "     │                   │    │         ├─■──async_woohoo_selfexitstack_exc_selfassertequalstate ── Topic: 134\n",
      "     │                   │    │         └─■──yield_g2_g1_gen_await ── Topic: 128\n",
      "     │                   │    └─exitself_enterself_aexitself_aenterself_async\n",
      "     │                   │         ├─■──exitself_enterself_selfinmaincontext_selfexc_excinfo ── Topic: 149\n",
      "     │                   │         └─■──aenterself_aexitself_async_cm_selfenterresult ── Topic: 150\n",
      "     │                   └─awaitself_throwself_sendself_tbnone_valnone\n",
      "     │                        ├─■──throwself_sendself_tbnone_valnone_awaitself ── Topic: 107\n",
      "     │                        └─■──awaitself_awaitable_selfcoroawait_selfcoro_aw ── Topic: 108\n",
      "     └─the_if_to_is_and\n",
      "          ├─the_if_is_to_not\n",
      "          │    ├─response_request_server_host_headers\n",
      "          │    │    ├─url_headers_request_response_http\n",
      "          │    │    │    ├─response_request_url_param_headers\n",
      "          │    │    │    │    ├─■──pool_url_scheme_error_raised ── Topic: 100\n",
      "          │    │    │    │    └─■──request_response_param_url_headers ── Topic: 172\n",
      "          │    │    │    └─■──url_realm_headers_host_req ── Topic: 173\n",
      "          │    │    └─server_resp_response_host_request\n",
      "          │    │         ├─resp_server_response_port_selfport\n",
      "          │    │         │    ├─■──resp_server_typ_port_smtp ── Topic: 68\n",
      "          │    │         │    └─■──request_http11_contentlength_200_body ── Topic: 153\n",
      "          │    │         └─■──xmlrpc_xmlrpclibserverproxyurl_response_dispatch_selfassertequalppow6 ── Topic: 131\n",
      "          │    └─the_if_is_in_not\n",
      "          │         ├─the_path_if_in_is\n",
      "          │         │    ├─selfcheckb_node_line_tag_text\n",
      "          │         │    │    ├─frame_lineno_filename_breakpoint_line\n",
      "          │         │    │    │    ├─frame_breakpoint_lineno_filename_debugger\n",
      "          │         │    │    │    │    ├─■──timer_callers_nc_cc_ct ── Topic: 245\n",
      "          │         │    │    │    │    └─frame_breakpoint_lineno_debugger_tfuncimport\n",
      "          │         │    │    │    │         ├─■──breakpoint_tfuncimport_frame_commands_tracer ── Topic: 244\n",
      "          │         │    │    │    │         └─■──oid_debugger_frame_gui_methodname ── Topic: 228\n",
      "          │         │    │    │    └─traceback_frame_tb_exc_lineno\n",
      "          │         │    │    │         ├─■──frame_traceback_selflineno_framesummary_tracebackexception ── Topic: 251\n",
      "          │         │    │    │         └─■──traceback_tb_capturedoutputstderr_exc_gn ── Topic: 250\n",
      "          │         │    │    └─selfcheckb_node_tag_text_parser\n",
      "          │         │    │         ├─selfcheckb_node_parser_tag_import\n",
      "          │         │    │         │    ├─loadfast_insts_loadfastcheck_selfassertinbytecodef_loadconst\n",
      "          │         │    │         │    │    ├─■──symbol_selftabletype_findblocktop_exec_boolselfflags ── Topic: 238\n",
      "          │         │    │         │    │    └─■──loadfast_insts_loadfastcheck_selfassertinbytecodef_loadconst ── Topic: 247\n",
      "          │         │    │         │    └─selfcheckb_node_parser_tag_element\n",
      "          │         │    │         │         ├─node_parser_tag_element_xml\n",
      "          │         │    │         │         │    ├─parser_node_tag_element_xml\n",
      "          │         │    │         │         │    │    ├─■──parser_tag_element_xml_starttag ── Topic: 11\n",
      "          │         │    │         │         │    │    └─■──nodes_node_dfa_label_ilabel ── Topic: 205\n",
      "          │         │    │         │         │    └─■──node_selfassertraisessyntaxerror_compiledcode_selfwrite_selfassertopcodesourcepositionis ── Topic: 236\n",
      "          │         │    │         │         └─■──selfcheckb_selfunchangeds_results_selfunchangeda_import ── Topic: 181\n",
      "          │         │    │         └─text_line_indent_lines_level\n",
      "          │         │    │              ├─indent_level_doctest_allowance_examples\n",
      "          │         │    │              │    ├─■──level_allowance_indent_attrs_doc ── Topic: 237\n",
      "          │         │    │              │    └─doctest_examples_example_globs_optionflags\n",
      "          │         │    │              │         ├─■──help_blankline_command_selfstdoutwritesn_line ── Topic: 243\n",
      "          │         │    │              │         └─■──doctest_examples_example_globs_optionflags ── Topic: 235\n",
      "          │         │    │              └─text_expect_lines_ttype_whitespace\n",
      "          │         │    │                   ├─ttype_versionadded_tokensource_tokens_options\n",
      "          │         │    │                   │    ├─■──newstate_lexer_pop_state_tokens ── Topic: 204\n",
      "          │         │    │                   │    └─■──ttype_tokensource_versionadded_style_outfile ── Topic: 36\n",
      "          │         │    │                   └─expect_lines_selfcheckwraptext_text_selfcheckwrap\n",
      "          │         │    │                        ├─■──junk_ahi_blo_bhi_alo ── Topic: 33\n",
      "          │         │    │                        └─■──expect_selfcheckwraptext_selfcheckwrap_text_whitespace ── Topic: 56\n",
      "          │         │    └─path_msg_the_message_version\n",
      "          │         │         ├─section_option_cf_interpolation_selfnewconfig\n",
      "          │         │         │    ├─warned_raised_selfmsg_errorexception_exceptions\n",
      "          │         │         │    │    ├─■──warned_unparseddata_warning_when_making ── Topic: 99\n",
      "          │         │         │    │    └─selfmsg_errorexception_exceptions_raised_error\n",
      "          │         │         │    │         ├─errorexception_exceptions_pass_recipients_error\n",
      "          │         │         │    │         │    ├─■──recipients_smtp_server_123xx_reply ── Topic: 110\n",
      "          │         │         │    │         │    └─■──errorexception_pass_exceptions_related_class ── Topic: 139\n",
      "          │         │         │    │         └─■──selfmsg_optstr_selfoptstr_selfoptionid_strself ── Topic: 69\n",
      "          │         │         │    └─section_option_cf_interpolation_selfnewconfig\n",
      "          │         │         │         ├─■──section_option_selfargs_selfsection_rawval ── Topic: 23\n",
      "          │         │         │         └─■──section_cf_option_interpolation_selfnewconfig ── Topic: 22\n",
      "          │         │         └─path_msg_the_version_message\n",
      "          │         │              ├─path_version_link_package_module\n",
      "          │         │              │    ├─path_module_loader_fullname_spec\n",
      "          │         │              │    │    ├─path_arch_dst_dir_walkuptrue\n",
      "          │         │              │    │    │    ├─arch_i386_ppc_bundle_isysroot\n",
      "          │         │              │    │    │    │    ├─■──arch_i386_ppc_bundle_isysroot ── Topic: 162\n",
      "          │         │              │    │    │    │    └─■──datastdoutstrip_pip_postarg_script_prearg ── Topic: 163\n",
      "          │         │              │    │    │    └─path_dst_dir_walkuptrue_selfcls\n",
      "          │         │              │    │    │         ├─■──module3_testallself_supportcheckallself_module2_misctestcaseunittesttestcase ── Topic: 113\n",
      "          │         │              │    │    │         └─dst_path_dir_walkuptrue_selfcls\n",
      "          │         │              │    │    │              ├─dst_path_walkuptrue_dir_selfcls\n",
      "          │         │              │    │    │              │    ├─■──dst_path_walkuptrue_selfcls_prelativeto ── Topic: 152\n",
      "          │         │              │    │    │              │    └─■──dir_suf_pre_spooledtemporaryfile_tempfilemkdtemp ── Topic: 151\n",
      "          │         │              │    │    │              └─■──db_gdbmopenfilename_key_dbmndbmopenselffilename_dumbdbmopenfname ── Topic: 81\n",
      "          │         │              │    │    └─module_loader_spec_path_fullname\n",
      "          │         │              │    │         ├─■──resource_path_reader_traversable_selfreader ── Topic: 111\n",
      "          │         │              │    │         └─module_loader_spec_fullname_package\n",
      "          │         │              │    │              ├─■──module_loader_fullname_spec_package ── Topic: 189\n",
      "          │         │              │    │              └─■──depth_mapping_bytecodepath_bcpath_utilcreatemodulestemp ── Topic: 188\n",
      "          │         │              │    └─version_requirement_metadata_dist_distribution\n",
      "          │         │              │         ├─requirement_version_link_str_metadata\n",
      "          │         │              │         │    ├─■──prereleases_version_constraint_prospective_specifier ── Topic: 47\n",
      "          │         │              │         │    └─requirement_link_distribution_metadata_dist\n",
      "          │         │              │         │         ├─■──requirement_link_distribution_dist_url ── Topic: 48\n",
      "          │         │              │         │         └─■──metadata_reference_prefixwithindent_error_invalid ── Topic: 35\n",
      "          │         │              │         └─■──assert_topleveltxt_pkgdot_sourcestxt_sitedir ── Topic: 91\n",
      "          │         │              └─msg_message_textplain_contenttype_header\n",
      "          │         │                   ├─cookie_address_cookies_domain_msg\n",
      "          │         │                   │    ├─address_addr_lenmsg_socket_msg\n",
      "          │         │                   │    │    ├─■──address_netmask_network_ipstr_permitted ── Topic: 5\n",
      "          │         │                   │    │    └─lenmsg_socket_ctx_server_addr\n",
      "          │         │                   │    │         ├─■──lenmsg_selfassertequalmsg_msg_ancdata_addr ── Topic: 89\n",
      "          │         │                   │    │         └─■──ctx_sslsslcontextsslprotocoltlsclient_server_cert_supportverbose ── Topic: 126\n",
      "          │         │                   │    └─cookie_cookies_domain_record_message\n",
      "          │         │                   │         ├─record_message_mailbox_unseen_isinstancemessage\n",
      "          │         │                   │         │    ├─■──message_mailbox_isinstancemessage_unseen_key0 ── Topic: 27\n",
      "          │         │                   │         │    └─■──record_handler_logger_loggingformatter_logging ── Topic: 62\n",
      "          │         │                   │         └─■──cookie_cookies_domain_version1_expires ── Topic: 144\n",
      "          │         │                   └─textplain_contenttype_header_eq_charset\n",
      "          │         │                        ├─textplain_contenttype_header_charset_eq\n",
      "          │         │                        │    ├─■──had_claimed_header_nonprintables_found ── Topic: 87\n",
      "          │         │                        │    └─■──textplain_contenttype_charset_header_eq ── Topic: 32\n",
      "          │         │                        └─■──msgids_wink_selfextractdocstringsfromstr_msgid_tmsg ── Topic: 6\n",
      "          │         └─process_lock_thread_interp_queue\n",
      "          │              ├─process_signal_pid_fd_signum\n",
      "          │              │    ├─process_shared_pjoin_pstart_memory\n",
      "          │              │    │    ├─process_shared_pjoin_memory_pstart\n",
      "          │              │    │    │    ├─■──pstart_processes_conn_pjoin_pdaemon ── Topic: 190\n",
      "          │              │    │    │    └─■──process_shared_memory_manager_arena ── Topic: 191\n",
      "          │              │    │    └─■──fork_scriptdir_spawn_scriptname_oshelpertempdir ── Topic: 169\n",
      "          │              │    └─signal_signum_sysexecutable_fd_selffd\n",
      "          │              │         ├─signal_signum_selffd_fd_unittestskipunlesshasattros\n",
      "          │              │         │    ├─■──selffd_osenviron_termiostcsetattr_selfspawnfunc_termiostcsanow ── Topic: 156\n",
      "          │              │         │    └─■──signal_signum_handler_signals_unittestskipunlesshasattrsignal ── Topic: 160\n",
      "          │              │         └─■──sysexecutable_sys_stdoutsubprocesspipe_startupinfo_subprocesspopen ── Topic: 159\n",
      "          │              └─interp_lock_interpreterscreate_thread_queue\n",
      "          │                   ├─interp_lock_interpreterscreate_thread_channelssendcid\n",
      "          │                   │    ├─lock_lockacquire_lockrelease_acquire_woken\n",
      "          │                   │    │    ├─lock_lockacquire_lockrelease_woken_acquire\n",
      "          │                   │    │    │    ├─■──lockacquire_lockrelease_lock_selflocktype_bunchf ── Topic: 196\n",
      "          │                   │    │    │    └─■──lock_woken_sem_cond_acquire ── Topic: 195\n",
      "          │                   │    │    └─■──exposed_callmethod_objectgetattributeself_selfcallmethodgetattribute_selfcallmethodwait ── Topic: 187\n",
      "          │                   │    └─interp_interpreterscreate_channelssendcid_thread_channelsrecvcid\n",
      "          │                   │         ├─selfpendingremovals_gccollect_wr_selfcommitremovals_delself\n",
      "          │                   │         │    ├─■──delself_gccollect_selfassertdelcallsids_ids_gcgarbage ── Topic: 143\n",
      "          │                   │         │    └─■──selfpendingremovals_selfcommitremovals_wr_selfremove_finalizer ── Topic: 215\n",
      "          │                   │         └─interp_interpreterscreate_channelssendcid_thread_channelsrecvcid\n",
      "          │                   │              ├─interp_interpreterscreate_channelssendcid_thread_channelsrecvcid\n",
      "          │                   │              │    ├─■──interp_interpreterscreate_channelssendcid_channelsrecvcid_cid ── Topic: 158\n",
      "          │                   │              │    └─thread_worker_selfparseargsopt_runtests_ns\n",
      "          │                   │              │         ├─thread_pool_executor_worker_threads\n",
      "          │                   │              │         │    ├─■──thread_daemon_threads_selfinitialized_selfisstopped ── Topic: 185\n",
      "          │                   │              │         │    └─■──pool_executor_worker_processes_workers ── Topic: 192\n",
      "          │                   │              │         └─■──selfparseargsopt_runtests_ns_tests_selfsubtestoptopt ── Topic: 104\n",
      "          │                   │              └─■──optionalfloat_progress_selffinished_selfmin_selfmax ── Topic: 60\n",
      "          │                   └─queue_qget_item_put_full\n",
      "          │                        ├─■──queue_item_qget_put_full ── Topic: 193\n",
      "          │                        └─■──await_asyncioqueue_queue_asynciosleep0_qputnowait1 ── Topic: 194\n",
      "          └─style_text_widget_help_width\n",
      "               ├─style_text_widget_width_turtle\n",
      "               │    ├─widget_turtle_text_selfcreate_theme\n",
      "               │    │    ├─selftkcallselfw_kw_master_cnf_entry\n",
      "               │    │    │    ├─■──master_destroyphysically1_destroyphysically_tixsubwidget_tixsubwidgetinitself ── Topic: 147\n",
      "               │    │    │    └─selftkcallselfw_kw_cnf_entry_master\n",
      "               │    │    │         ├─■──selftkcallselfw_cnf_kw_entry_tix ── Topic: 148\n",
      "               │    │    │         └─■──ttk_master_kw_widgetspecific_widget ── Topic: 130\n",
      "               │    │    └─widget_turtle_text_selfcreate_theme\n",
      "               │    │         ├─turtle_selfcreate_widget_theme_image\n",
      "               │    │         │    ├─■──turtle_screen_named_canvas_angle ── Topic: 40\n",
      "               │    │         │    └─selfcreate_widget_theme_font_image\n",
      "               │    │         │         ├─■──theme_idle_custom_keys_changes ── Topic: 88\n",
      "               │    │         │         └─■──selfcreate_widget_image_selfassertraisestkintertclerror_selfcheckparamwidget ── Topic: 146\n",
      "               │    │         └─text_clsroot_dialog_selftext_insert\n",
      "               │    │              ├─dialog_clsroot_tk_requiresgui_title\n",
      "               │    │              │    ├─■──clsroot_requiresgui_clsrootdestroy_tk_clsrootwithdraw ── Topic: 154\n",
      "               │    │              │    └─■──dialog_title_clsdialog_parent_htest ── Topic: 127\n",
      "               │    │              └─text_insert_selftext_line_textinsertinsert\n",
      "               │    │                   ├─text_insert_selftext_squeezer_line\n",
      "               │    │                   │    ├─■──search_pat_replace_filelist_engine ── Topic: 114\n",
      "               │    │                   │    └─■──text_insert_squeezer_end1c_editwin ── Topic: 164\n",
      "               │    │                   └─■──selfpointer_selfwinmovey_ch_chars_textinsertinsert ── Topic: 165\n",
      "               │    └─style_defaults_optional_console_renderable\n",
      "               │         ├─style_console_defaults_optional_renderable\n",
      "               │         │    ├─■──style_color_text_segments_defaults ── Topic: 105\n",
      "               │         │    └─■──renderable_console_width_defaults_optional ── Topic: 106\n",
      "               │         └─■──task_renderself_speed_tablecolumn_optionalcolumn ── Topic: 72\n",
      "               └─help_nargs_usage_action_option\n",
      "                    ├─help_usage_action_option_parser\n",
      "                    │    ├─action_option_parser_help_nargs\n",
      "                    │    │    ├─■──action_option_optionstring_help_dest ── Topic: 70\n",
      "                    │    │    └─■──parser_help_metavar1_selfassertparseok_argparseargumentparser ── Topic: 64\n",
      "                    │    └─■──help_usage_dd_yhyh_parsersignature ── Topic: 57\n",
      "                    └─successes_argumentsignatures_failures_nargs_nsfooa\n",
      "                         ├─■──successes_argumentsignatures_failures_nargs_nsfooa ── Topic: 37\n",
      "                         └─■──filetype_parsertestcase_spamwfilebar_nsxwfilefoo_successes ── Topic: 20\n",
      "\n"
     ]
    }
   ],
   "source": [
    "tree = ta.get_topic_tree(hierarchical_topics)\n",
    "print(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Parent_ID</th>\n",
       "      <th>Parent_Name</th>\n",
       "      <th>Topics</th>\n",
       "      <th>Child_Left_ID</th>\n",
       "      <th>Child_Left_Name</th>\n",
       "      <th>Child_Right_ID</th>\n",
       "      <th>Child_Right_Name</th>\n",
       "      <th>Distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>299</th>\n",
       "      <td>600</td>\n",
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       "      <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
       "      <td>597</td>\n",
       "      <td>if_the_to_is_not</td>\n",
       "      <td>599</td>\n",
       "      <td>class_selfassertraisestypeerror_pass_def_int</td>\n",
       "      <td>2.103528</td>\n",
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       "      <td>565</td>\n",
       "      <td>pass_class_bytesself_aobject_mystrstr</td>\n",
       "      <td>1.806727</td>\n",
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       "    <tr>\n",
       "      <th>297</th>\n",
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       "      <td>selfassertraisestypeerror_class_def_with_int</td>\n",
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       "      <td>593</td>\n",
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       "      <td>583</td>\n",
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       "      <td>selfassertraisestypeerror_class_size_with_def</td>\n",
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       "      <td>435</td>\n",
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       "      <td>selfassertraisestypeerror_class_size_with_int</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <th>4</th>\n",
       "      <td>305</td>\n",
       "      <td>read_size_pos_selfclosed_selfsizeread</td>\n",
       "      <td>[160, 161]</td>\n",
       "      <td>161</td>\n",
       "      <td>pos_read_raw_selfclosed_abstractmethod</td>\n",
       "      <td>160</td>\n",
       "      <td>selfsizeread_selfmode_selfchunksize_mode_file</td>\n",
       "      <td>0.577013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>304</td>\n",
       "      <td>eqself_hashself_other_hash_dclear</td>\n",
       "      <td>[267, 268]</td>\n",
       "      <td>267</td>\n",
       "      <td>eqself_hashself_other_hashkeycrasher_hash</td>\n",
       "      <td>268</td>\n",
       "      <td>hashself_eqself_dclear_seg_hashx</td>\n",
       "      <td>0.568697</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>303</td>\n",
       "      <td>lenself_zobject_sizeofpyssizet_sizeoflong_pyse...</td>\n",
       "      <td>[218, 219]</td>\n",
       "      <td>218</td>\n",
       "      <td>lenself_zobject_sizeofpyssizet_sizeoflong_pyse...</td>\n",
       "      <td>219</td>\n",
       "      <td>lenself_invalidlen_nolenmethodobject_negativel...</td>\n",
       "      <td>0.513130</td>\n",
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       "      <td>302</td>\n",
       "      <td>cint_fields_xstructure_cshort_cdouble</td>\n",
       "      <td>[131, 143]</td>\n",
       "      <td>143</td>\n",
       "      <td>fields_cint_xstructure_cshort_cbyte</td>\n",
       "      <td>131</td>\n",
       "      <td>cint_fields_cchar_cdouble_cbyte</td>\n",
       "      <td>0.419616</td>\n",
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       "      <td>301</td>\n",
       "      <td>indexself_selfvalue_index_selfval_selfnum</td>\n",
       "      <td>[244, 245]</td>\n",
       "      <td>245</td>\n",
       "      <td>indexself_selfvalue_index_selfval_selfnum</td>\n",
       "      <td>244</td>\n",
       "      <td>indexself_badindex_userdefined_runtimeerrorint...</td>\n",
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      ],
      "text/plain": [
       "    Parent_ID                                        Parent_Name  \\\n",
       "299       600                                  if_def_the_in_for   \n",
       "298       599       class_selfassertraisestypeerror_pass_def_int   \n",
       "297       598       selfassertraisestypeerror_class_def_with_int   \n",
       "296       597                                   if_the_to_is_not   \n",
       "295       596      selfassertraisestypeerror_class_size_with_def   \n",
       "..        ...                                                ...   \n",
       "4         305              read_size_pos_selfclosed_selfsizeread   \n",
       "3         304                  eqself_hashself_other_hash_dclear   \n",
       "2         303  lenself_zobject_sizeofpyssizet_sizeoflong_pyse...   \n",
       "1         302              cint_fields_xstructure_cshort_cdouble   \n",
       "0         301          indexself_selfvalue_index_selfval_selfnum   \n",
       "\n",
       "                                                Topics Child_Left_ID  \\\n",
       "299  [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...           597   \n",
       "298  [0, 1, 2, 3, 5, 9, 10, 11, 12, 13, 14, 15, 16,...           598   \n",
       "297  [1, 2, 3, 9, 10, 11, 12, 14, 15, 16, 17, 19, 2...           596   \n",
       "296  [4, 6, 7, 8, 18, 22, 25, 29, 32, 40, 44, 48, 5...           593   \n",
       "295  [1, 2, 3, 9, 10, 11, 12, 14, 15, 16, 17, 20, 2...           435   \n",
       "..                                                 ...           ...   \n",
       "4                                           [160, 161]           161   \n",
       "3                                           [267, 268]           267   \n",
       "2                                           [218, 219]           218   \n",
       "1                                           [131, 143]           143   \n",
       "0                                           [244, 245]           245   \n",
       "\n",
       "                                       Child_Left_Name Child_Right_ID  \\\n",
       "299                                   if_the_to_is_not            599   \n",
       "298       selfassertraisestypeerror_class_def_with_int            565   \n",
       "297      selfassertraisestypeerror_class_size_with_def            595   \n",
       "296                                   if_the_to_and_is            583   \n",
       "295                cint_fields_xstructure_cbyte_cshort            594   \n",
       "..                                                 ...            ...   \n",
       "4               pos_read_raw_selfclosed_abstractmethod            160   \n",
       "3            eqself_hashself_other_hashkeycrasher_hash            268   \n",
       "2    lenself_zobject_sizeofpyssizet_sizeoflong_pyse...            219   \n",
       "1                  fields_cint_xstructure_cshort_cbyte            131   \n",
       "0            indexself_selfvalue_index_selfval_selfnum            244   \n",
       "\n",
       "                                      Child_Right_Name  Distance  \n",
       "299       class_selfassertraisestypeerror_pass_def_int  2.103528  \n",
       "298              pass_class_bytesself_aobject_mystrstr  1.806727  \n",
       "297                              yield_other_g2_gen_g1  1.592151  \n",
       "296                    await_async_transport_loop_lock  1.534010  \n",
       "295      selfassertraisestypeerror_class_size_with_int  1.528770  \n",
       "..                                                 ...       ...  \n",
       "4        selfsizeread_selfmode_selfchunksize_mode_file  0.577013  \n",
       "3                     hashself_eqself_dclear_seg_hashx  0.568697  \n",
       "2    lenself_invalidlen_nolenmethodobject_negativel...  0.513130  \n",
       "1                      cint_fields_cchar_cdouble_cbyte  0.419616  \n",
       "0    indexself_badindex_userdefined_runtimeerrorint...  0.367999  \n",
       "\n",
       "[300 rows x 8 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hierarchical_topics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BERTOPIC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bertopic.representation import OpenAI, MaximalMarginalRelevance\n",
    "from bertopic import BERTopic\n",
    "# Tokenizer\n",
    "tokenizer= tiktoken.encoding_for_model(\"gpt-3.5-turbo\")\n",
    "openaisecret=\"sk-\"\n",
    "# Create your representation model\n",
    "client = openai.OpenAI(api_key=openaisecret)\n",
    "openai_generator = OpenAI(\n",
    "    client,\n",
    "    model=\"gpt-3.5-turbo\", \n",
    "    delay_in_seconds=2, \n",
    "    chat=True,\n",
    "    nr_docs=7,\n",
    "    doc_length=1000,\n",
    "    tokenizer=tokenizer\n",
    ")\n",
    "mmr = MaximalMarginalRelevance(diversity=0.3)\n",
    "representation_models = [mmr, openai_generator]\n",
    "topic_model = BERTopic(representation_model=representation_models)\n",
    "topics, probs = topic_model.fit_transform(docs, embeddings)\n",
    "df = topic_model.get_topic_info()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_topics = topic_model.reduce_outliers(docs, topics, probabilities=probs, strategy=\"probabilities\")\n",
    "topic_id = df['Topic'].to_list()\n",
    "topic_name = df['Representation'].to_list()\n",
    "topic_dict = {topic_id[i]: topic_name[i] for i in range(len(topic_id))}\n",
    "doc_labels = []\n",
    "for t in new_topics:\n",
    "    doc_labels.append(topic_dict[t][0])\n",
    "doc_labels = np.array(doc_labels, dtype=object)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hierarchical_topics = topic_model.hierarchical_topics(docs)\n",
    "tree = topic_model.get_topic_tree(hierarchical_topics)\n",
    "print(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_frame = pl.read_parquet(\"/Users/hk3user/Documents/Dev/PredCST/cluster_frame.parquet\")\n",
    "doc_labels_frame = pl.read_parquet(\"/Users/hk3user/Documents/Dev/PredCST/cluster_frame_labels.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<small>shape: (11, 6)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>cluster_assignment</th><th>indexes</th><th>documents</th><th>cluster_size_in_tokens</th><th>cluster_count</th><th>cluster_names</th></tr><tr><td>i64</td><td>list[i64]</td><td>list[str]</td><td>i64</td><td>u32</td><td>str</td></tr></thead><tbody><tr><td>0</td><td>[7, 83, … 849]</td><td>[&quot;This code snippet defines a custom class `FlagFromChar` which inherits from `IntFlag`. It contains a method `__new__` which takes a character `c` as input, calculates a flag value based on the bitwise left shift of `c`, and initializes the object with this value. Additionally, it defines a variable `a` which stores the Unicode code point of the character &#x27;a&#x27; using the `ord()` function.&quot;, &quot;The given code snippet declares a class named `TestAutoNumber` that inherits from `AutoNumberedEnum`. Inside the class, three enum members are defined: `a` with an unspecified value (`...`), `b` with a value of 3, and `c` with an unspecified value (`...`). The unspecified values might be assigned dynamically at runtime.&quot;, … &quot;This code defines a custom enum class called `IntEnum` that inherits from both `int` and `ReprEnum`. The purpose of this enum is to enforce that its members are integers. The `ReprEnum` class is not shown in the provided code snippet, so it may contain additional functionality related to representing enum values.&quot;]</td><td>1721</td><td>22</td><td>&quot;Enumeration Cl…</td></tr><tr><td>1</td><td>[4, 42, … 993]</td><td>[&quot;This code defines a class named `HelpFormatter`, which serves as an abstract base class for formatting option help in an option parser. It includes methods for setting the parser, formatting usage, heading, descriptions, and options. The class also provides functionality for handling default values, indenting text, and formatting various aspects of option help output.&quot;, &quot;This code defines a custom action class `_AppendConstAction` that subclasses `Action`. The `__init__` method initializes the action with parameters like option strings, destination, const, default value, etc. The `__call__` method is invoked when the action is triggered during argument parsing. It gets the current value of the specified destination attribute from the namespace, makes a copy of the items, appends the constant value specified in the action, and then sets the modified items back to the namespace under the specified destination attribute.&quot;, … &quot;The code defines a test class `TestExtendAddTypes` that extends `BaseTest&#x27;`. Inside the class, a custom option parser `InterceptingOptionParser` is created with specific options defined by the `setUp` method. The class also defines a custom option class `MyOption` that extends `Option`. This class adds functionality for handling file types within the parser.\n",
       "\n",
       "The `tearDown` method is used to clean up temporary files or directories created during testing. The test methods `test_filetype_ok`, `test_filetype_noexist`, and `test_filetype_notfile` test the behavior of the custom file type handling in the parser by checking for existence and type of files passed as arguments.\n",
       "\n",
       "Overall, the code sets up a testing environment for parsing file types in the command line arguments using a custom option parser. It then tests the behavior of the parser for existing files, non-existing files, and non-regular files.&quot;]</td><td>2377</td><td>22</td><td>&quot;Command-line a…</td></tr><tr><td>4</td><td>[8, 55, … 998]</td><td>[&quot;The code defines a test class `StyleTest` that inherits from `AbstractTkTest` and `unittest.TestCase`. The class contains multiple test methods that test the configuration and customization of styles in a Tkinter application using the `ttk.Style` class. The tests cover configuration, mapping, lookup, layout, theme usage, element creation, and theme creation. The tests validate various aspects of styles such as colors, images, layouts, and themes. The tests use subtests, assertions, and error checking to ensure correct behavior and raise exceptions when necessary. Overall, the code focuses on testing the functionalities related to styling in a Tkinter application using the `ttk` module.&quot;, &quot;This code defines a `Textbox` class that represents an editing widget using a window object. The class provides several Emacs-like key bindings for text editing operations, such as moving the cursor, deleting characters, inserting newlines, and refreshing the screen. The class methods handle processing single editing commands, gathering the contents of the window, and editing in the widget window while collecting the results. The class utilizes the curses library for handling terminal input and output.&quot;, … &quot;The code defines a test class `SpinboxTest` which inherits from `EntryTest` and `unittest.TestCase`. The class includes a list of options, a method to create a Spinbox widget, and various test methods to check different configurations and functionalities of the Spinbox widget. The tests cover parameters like background color, cursor, relief, format, increment, values, range, selection handling, and the selection element.\n",
       "\n",
       "The tests verify that the Spinbox widget behaves correctly when configured with different options and when performing selection operations. The code uses the `unittest` module to run these tests and verify the expected behaviors of the Spinbox widget.&quot;]</td><td>4581</td><td>36</td><td>&quot;Tkinter GUI Te…</td></tr><tr><td>7</td><td>[41, 126, … 946]</td><td>[&quot;The code snippet defines a class `Foo` with a generic type `T` that is marked as `@runtime_checkable`. This likely indicates that instances of `Foo` can be checked at runtime to ensure that they conform to certain conditions or protocols specified by the `runtime_checkable` decorator. The actual implementation of the `Foo` class or what behavior is expected from instances of `Foo` is not provided in this snippet.&quot;, &quot;This code defines a `ReleasableBuffer` class that is decorated with `@runtime_checkable`. The class extends `collections.abc.Buffer` and uses the `Protocol`. It includes a method `__release_buffer__` that takes a `memoryview` object as an argument and does not return anything. The purpose of this class is to create a protocol for objects that represent releasable buffers.&quot;, … &quot;This code snippet defines a class `P` that inherits from a generic protocol `Protocol`. The protocol `P` is parameterized by a type variable `T`, which allows the protocol to be used with different data types. The class does not have any methods or attributes defined within it.&quot;]</td><td>1401</td><td>21</td><td>&quot;Protocols and …</td></tr><tr><td>6</td><td>[0, 2, … 994]</td><td>[&quot;This code defines a class `Module` with a static method `setUpModule()` that prints &quot;set up module&quot; and then attempts to perform a division by zero operation (`1 / 0`).&quot;, &quot;The provided code defines a class `InertParser` with a constructor `__init__` that takes a parameter named `clinic` but does not do anything with it. 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It has a single attribute `x` of type integer. The class also has a method `_fields` which is not part of the NamedTuple API; hence, it&#x27;s unusual. The _fields method attempts to override the NamedTuple&#x27;s internal `_fields` method, but it does not serve any practical purpose as it returns a hardcoded string instead of the actual fields of the tuple.&quot;]</td><td>1700</td><td>30</td><td>&quot;Defining C-com…</td></tr><tr><td>5</td><td>[28, 112, … 995]</td><td>[&quot;The code defines a test case class `getlang_Tests` that extends `unittest.TestCase` and contains a test method `test_basic`. The test method checks if the output of the function `_strptime._getlang()` is equal to the locale language for time (`locale.getlocale(locale.LC_TIME)`).&quot;, &quot;The code defines a unit test class `TestDateOnly` that contains a method `test_delta_non_days_ignored`. The test is focused on checking if timedelta objects with values other than days are ignored when performing calculations on date objects. Various operations are performed, such as addition and subtraction of timedelta objects with hours, minutes, seconds, and microseconds. The test asserts that only the days part of the timedelta is considered in these operations, while ignoring the other units.&quot;, … &quot;This code defines a test class `ZoneInfoTest` that contains various test methods for a `ZoneInfo` class. The tests validate the behavior of different methods in the `ZoneInfo` class such as `str`, `repr`, key attribute, handling of bad keys, loading and handling transitions, handling folds and gaps in time, etc. Each test method is responsible for testing a specific aspect of the `ZoneInfo` class. The tests ensure that the `ZoneInfo` class behaves correctly in different scenarios, covering edge cases and expected behaviors.&quot;]</td><td>1709</td><td>17</td><td>&quot;Datetime and t…</td></tr><tr><td>9</td><td>[1, 9, … 999]</td><td>[&quot;The code defines a test case class `CompressedZipImportTestCase` that inherits from `UncompressedZipImportTestCase` class, and sets the compression type to `ZIP_DEFLATED` using `@support.requires_zlib()` decorator.&quot;, &quot;The code defines a test class `NonEagerTests` that inherits from `BaseNonEagerTaskFactoryTests` and `test_utils.TestCase`. It sets the `Task` attribute of the class to `asyncio.Task`.&quot;, … &quot;This Python code defines a test case class `TestRecursion` that checks the limits of recursion for different functions. The `test_super_deep` method in the class contains recursive functions (`recurse`, `py_recurse`, `c_recurse`, `c_py_recurse`) that call themselves with decreasing values until a base case condition is met. The test compares the recursion limits set by `sys.getrecursionlimit()` and `sys.setrecursionlimit()` functions. It tests the maximum depth of recursion for each function and verifies if the expected `RecursionError` is raised when exceeding the recursion limit. The code uses assertions from the `unittest` library to perform these checks. Additionally, there are platform-specific decorators like `@cpython_only` and `@skip_on_s390x` to control test execution based on conditions.&quot;]</td><td>26005</td><td>233</td><td>&quot;Debugging Pyth…</td></tr><tr><td>3</td><td>[5, 10, … 996]</td><td>[&quot;The code defines a custom Exception class named `OptionParsingError` that subclasses from the built-in `Exception` class. It has an `__init__` method that takes a single parameter `msg` of type `str` and assigns it to an instance variable `msg`.&quot;, &quot;The code defines a custom exception class called `CaptureError` which is used specifically for handling errors that occur within a context manager named Capture. The docstring associated with the class provides a brief description of the error.&quot;, … &quot;This code defines a custom exception class named SubError, which inherits from the built-in Exception class. The custom exception does not have any additional behavior, as the pass statement is used to indicate that no further action is needed for this specific class.&quot;]</td><td>4683</td><td>64</td><td>&quot;Handling Excep…</td></tr><tr><td>8</td><td>[11, 19, … 978]</td><td>[&quot;The code defines a class `MyTransport` that inherits from both `transports._FlowControlMixin` and `transports.Transport`. It includes a method `get_write_buffer_size` that returns a fixed integer value of 512.&quot;, &quot;The code defines a Protocol class called StartResponse. It includes a callable method __call__ that takes three parameters: status (a string), headers (a list of tuples containing strings), and exc_info (an optional exception info). The method returns a Callable that takes a bytes object and returns an object. The class is used to define the start_response() function as specified in PEP 3333 for Python web applications.&quot;, … &quot;The code contains a unit test class named `MiscTests` that inherits from `unittest.TestCase`. The class includes multiple test methods:\n",
       "\n",
       "1. `test_build_opener`: Checks the behavior of `urllib.request.build_opener` function using different combinations of handlers.\n",
       "2. `test_HTTPError_interface`: Validates the attributes and methods of `urllib.error.HTTPError`, which is a subclass of `urllib.error.URLError`.\n",
       "3. `test_gh_98778`: Tests the behavior of an instance of `urllib.error.HTTPError` with a specific error message.\n",
       "4. `test_parse_proxy`: Tests the `_parse_proxy` function by providing various test cases related to parsing proxy URLs.\n",
       "5. `test_unsupported_algorithm`: Tests for the handling of unsupported digest authentication algorithms in the `AbstractDigestAuthHandler` class.\n",
       "\n",
       "The code uses assertions such as `self.assertTrue` and `self.assertEqual` to validate the expected behaviors and results of different scenarios. It ensures that the functions and classes from the `urllib.request` and `urllib.error` modules behave correctly in various situations.&quot;]</td><td>8988</td><td>81</td><td>&quot;Multithreaded …</td></tr></tbody></table></div>"
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       "shape: (11, 6)\n",
       "┌────────────────┬────────────────┬────────────────┬───────────────┬───────────────┬───────────────┐\n",
       "│ cluster_assign ┆ indexes        ┆ documents      ┆ cluster_size_ ┆ cluster_count ┆ cluster_names │\n",
       "│ ment           ┆ ---            ┆ ---            ┆ in_tokens     ┆ ---           ┆ ---           │\n",
       "│ ---            ┆ list[i64]      ┆ list[str]      ┆ ---           ┆ u32           ┆ str           │\n",
       "│ i64            ┆                ┆                ┆ i64           ┆               ┆               │\n",
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       "│                ┆                ┆ class …        ┆               ┆               ┆               │\n",
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       "│                ┆                ┆ defines a cla… ┆               ┆               ┆ Dictionaries  │\n",
       "│ 6              ┆ [0, 2, … 994]  ┆ [\"This code    ┆ 19455         ┆ 271           ┆ Customizable  │\n",
       "│                ┆                ┆ defines a      ┆               ┆               ┆ Metaclass for │\n",
       "│                ┆                ┆ class `Mod…    ┆               ┆               ┆ Class…        │\n",
       "│ …              ┆ …              ┆ …              ┆ …             ┆ …             ┆ …             │\n",
       "│ 2              ┆ [32, 43, …     ┆ [\"This code    ┆ 1700          ┆ 30            ┆ Defining      │\n",
       "│                ┆ 990]           ┆ defines a      ┆               ┆               ┆ C-compatible  │\n",
       "│                ┆                ┆ class `X` …    ┆               ┆               ┆ data struc…   │\n",
       "│ 5              ┆ [28, 112, …    ┆ [\"The code     ┆ 1709          ┆ 17            ┆ Datetime and  │\n",
       "│                ┆ 995]           ┆ defines a test ┆               ┆               ┆ timezone      │\n",
       "│                ┆                ┆ case c…        ┆               ┆               ┆ handling t…   │\n",
       "│ 9              ┆ [1, 9, … 999]  ┆ [\"The code     ┆ 26005         ┆ 233           ┆ Debugging     │\n",
       "│                ┆                ┆ defines a test ┆               ┆               ┆ Python code   │\n",
       "│                ┆                ┆ case c…        ┆               ┆               ┆ with Unico…   │\n",
       "│ 3              ┆ [5, 10, … 996] ┆ [\"The code     ┆ 4683          ┆ 64            ┆ Handling      │\n",
       "│                ┆                ┆ defines a      ┆               ┆               ┆ Exceptions in │\n",
       "│                ┆                ┆ custom Exce…   ┆               ┆               ┆ Python        │\n",
       "│ 8              ┆ [11, 19, …     ┆ [\"The code     ┆ 8988          ┆ 81            ┆ Multithreaded │\n",
       "│                ┆ 978]           ┆ defines a      ┆               ┆               ┆ echo server   │\n",
       "│                ┆                ┆ class `MyTr…   ┆               ┆               ┆ with S…       │\n",
       "└────────────────┴────────────────┴────────────────┴───────────────┴───────────────┴───────────────┘"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_labels_frame = doc_labels_frame.rename({'content':'summary'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "doc_labels_frame = doc_labels_frame.unnest('choices').rename({'content':'label'}).drop(['role', 'usage', 'results', 'messages'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "items = []\n",
    "for row in cluster_frame.iter_rows():\n",
    "    cl_id = row[0]\n",
    "    indexes = row[1]\n",
    "    for ind in indexes:\n",
    "        items.append({'cluster_id': cl_id, 'index': ind})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "items = sorted(items, key=lambda x: x['index'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
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       "# Add default…</td><td>&quot;ClassDef(\n",
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       "\n",
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       "shape: (1_000, 12)\n",
       "┌───────┬────────────┬────────────┬────────────┬───┬───────────┬───────────┬───────────┬───────────┐\n",
       "│ type  ┆ code       ┆ cst_tree   ┆ file_name  ┆ … ┆ cst_tree_ ┆ code_voya ┆ summary   ┆ label     │\n",
       "│ ---   ┆ ---        ┆ ---        ┆ ---        ┆   ┆ token_len ┆ ge-code-2 ┆ ---       ┆ ---       │\n",
       "│ str   ┆ str        ┆ str        ┆ str        ┆   ┆ ---       ┆ _embeddin ┆ str       ┆ str       │\n",
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       "╞═══════╪════════════╪════════════╪════════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 1018      ┆ [-0.01383 ┆ This code ┆ Error     │\n",
       "│       ┆ class Modu ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 5,        ┆ defines a ┆ handling  │\n",
       "│       ┆ le(object) ┆        …   ┆ _lib/test/ ┆   ┆           ┆ 0.005612, ┆ class     ┆           │\n",
       "│       ┆ :          ┆            ┆ te…        ┆   ┆           ┆ …         ┆ `Modul…   ┆           │\n",
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       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 726       ┆ [0.001195 ┆ The code  ┆ Test case │\n",
       "│       ┆            ┆ name=Name( ┆ t/standard ┆   ┆           ┆ ,         ┆ defines a ┆ hierarchi │\n",
       "│       ┆ @support.r ┆        …   ┆ _lib/test/ ┆   ┆           ┆ 0.032903, ┆ test case ┆ cal inher │\n",
       "│       ┆ equires_zl ┆            ┆ te…        ┆   ┆           ┆ … -0.0289 ┆ cla…      ┆ itan…     │\n",
       "│       ┆ ib()       ┆            ┆            ┆   ┆           ┆ 06…       ┆           ┆           │\n",
       "│       ┆ class…     ┆            ┆            ┆   ┆           ┆           ┆           ┆           │\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 1270      ┆ [-0.02298 ┆ The       ┆ Unimpleme │\n",
       "│       ┆            ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 4,        ┆ provided  ┆ nted      │\n",
       "│       ┆ class Iner ┆        …   ┆ _lib/test/ ┆   ┆           ┆ 0.018202, ┆ code      ┆ class def │\n",
       "│       ┆ tParser:   ┆            ┆ te…        ┆   ┆           ┆ …         ┆ defines a ┆ inition   │\n",
       "│       ┆ def __i…   ┆            ┆            ┆   ┆           ┆ -0.05067… ┆ clas…     ┆           │\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 292       ┆ [-0.01587 ┆ This code ┆ Empty     │\n",
       "│       ┆ class      ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 6,        ┆ defines   ┆ Class     │\n",
       "│       ┆ OKClass:   ┆        …   ┆ _lib/test/ ┆   ┆           ┆ -0.00065, ┆ an empty  ┆           │\n",
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       "│       ┆            ┆            ┆            ┆   ┆           ┆ -0.02014… ┆           ┆           │\n",
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       "│       ┆            ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 7,        ┆ defines a ┆ help form │\n",
       "│       ┆ class Help ┆        …   ┆ _lib/optpa ┆   ┆           ┆ 0.04399,  ┆ class     ┆ atting    │\n",
       "│       ┆ Formatter: ┆            ┆ rs…        ┆   ┆           ┆ … -0.0485 ┆ named …   ┆           │\n",
       "│       ┆     \"\"\"    ┆            ┆            ┆   ┆           ┆ 38…       ┆           ┆           │\n",
       "│       ┆  …         ┆            ┆            ┆   ┆           ┆           ┆           ┆           │\n",
       "│ …     ┆ …          ┆ …          ┆ …          ┆ … ┆ …         ┆ …         ┆ …         ┆ …         │\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 77867     ┆ [-0.00809 ┆ This code ┆ Unit      │\n",
       "│       ┆            ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 8,        ┆ defines a ┆ Testing   │\n",
       "│       ┆ class Zone ┆        …   ┆ _lib/test/ ┆   ┆           ┆ 0.000225, ┆ test      ┆ ZoneInfo  │\n",
       "│       ┆ InfoTest(T ┆            ┆ te…        ┆   ┆           ┆ …         ┆ class `…  ┆ Class     │\n",
       "│       ┆ zPathUserM ┆            ┆            ┆   ┆           ┆ -0.00397… ┆           ┆           │\n",
       "│       ┆ …          ┆            ┆            ┆   ┆           ┆           ┆           ┆           │\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 393       ┆ [-0.01689 ┆ This code ┆ Custom    │\n",
       "│       ┆ class SubE ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 9,        ┆ defines a ┆ Exception │\n",
       "│       ┆ rror(Excep ┆        …   ┆ _lib/test/ ┆   ┆           ┆ 0.012632, ┆ custom    ┆ Class     │\n",
       "│       ┆ tion):     ┆            ┆ te…        ┆   ┆           ┆ …         ┆ excep…    ┆           │\n",
       "│       ┆     …      ┆            ┆            ┆   ┆           ┆ -0.02024… ┆           ┆           │\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 3204      ┆ [-0.02580 ┆ The code  ┆ TypeVarTu │\n",
       "│       ┆ # Add      ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 1, -0.005 ┆ defines a ┆ ple class │\n",
       "│       ┆ default    ┆        …   ┆ _lib/site- ┆   ┆           ┆ 258, …    ┆ new class ┆ _declarat │\n",
       "│       ┆ parameter  ┆            ┆ pa…        ┆   ┆           ┆ -0.0347…  ┆ `Ty…      ┆ ion       │\n",
       "│       ┆ - PEP 6…   ┆            ┆            ┆   ┆           ┆           ┆           ┆           │\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 45125     ┆ [-0.01690 ┆ The code  ┆ Widget    │\n",
       "│       ┆            ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 4,        ┆ defines a ┆ testing   │\n",
       "│       ┆ @add_stand ┆        …   ┆ _lib/test/ ┆   ┆           ┆ 0.017677, ┆ test      ┆ with      │\n",
       "│       ┆ ard_option ┆            ┆ te…        ┆   ┆           ┆ …         ┆ class `S… ┆ Spinbox   │\n",
       "│       ┆ s(Standard ┆            ┆            ┆   ┆           ┆ -0.04091… ┆           ┆           │\n",
       "│       ┆ …          ┆            ┆            ┆   ┆           ┆           ┆           ┆           │\n",
       "│ class ┆            ┆ ClassDef(  ┆ ./repo_lis ┆ … ┆ 8537      ┆ [-0.01363 ┆ This      ┆ Recursive │\n",
       "│       ┆            ┆ name=Name( ┆ t/standard ┆   ┆           ┆ 8,        ┆ Python    ┆ function  │\n",
       "│       ┆ @cpython_o ┆        …   ┆ _lib/test/ ┆   ┆           ┆ 0.01727,  ┆ code      ┆ test case │\n",
       "│       ┆ nly        ┆            ┆ te…        ┆   ┆           ┆ … -0.0236 ┆ defines a ┆           │\n",
       "│       ┆ class Test ┆            ┆            ┆   ┆           ┆ 68…       ┆ test …    ┆           │\n",
       "│       ┆ Recurs…    ┆            ┆            ┆   ┆           ┆           ┆           ┆           │\n",
       "└───────┴────────────┴────────────┴────────────┴───┴───────────┴───────────┴───────────┴───────────┘"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc_labels_frame\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Heirarchy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "from scipy.cluster import hierarchy \n",
    "from scipy.spatial.distance import pdist\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "clusters = [item['cluster_id'] for item in items]\n",
    "labels = doc_labels_frame['label'].to_list()\n",
    "embeddings = np.array(doc_labels_frame['code_voyage-code-2_embedding'].to_list())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a feature matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = embeddings @ embeddings.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculate the condensed distance matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "distance_matrix = pdist(features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Perform hierarchical clustering\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "linkage_matrix = hierarchy.linkage(distance_matrix, method='ward')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Print the linkage matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linkage Matrix:\n",
      "[[5.98000000e+02 8.47000000e+02 1.16784713e-01 2.00000000e+00]\n",
      " [2.49000000e+02 2.55000000e+02 2.15468039e-01 2.00000000e+00]\n",
      " [2.90000000e+02 5.95000000e+02 2.27141951e-01 2.00000000e+00]\n",
      " ...\n",
      " [1.99400000e+03 1.99500000e+03 1.56793737e+01 4.77000000e+02]\n",
      " [1.98900000e+03 1.99600000e+03 2.13626329e+01 6.64000000e+02]\n",
      " [1.99200000e+03 1.99700000e+03 2.88629306e+01 1.00000000e+03]]\n"
     ]
    }
   ],
   "source": [
    "print(\"Linkage Matrix:\")\n",
    "print(linkage_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a dictionary to map cluster labels to topic names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<small>shape: (1, 6)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>cluster_assignment</th><th>indexes</th><th>documents</th><th>cluster_size_in_tokens</th><th>cluster_count</th><th>cluster_names</th></tr><tr><td>i64</td><td>list[i64]</td><td>list[str]</td><td>i64</td><td>u32</td><td>str</td></tr></thead><tbody><tr><td>0</td><td>[7, 83, … 849]</td><td>[&quot;This code snippet defines a custom class `FlagFromChar` which inherits from `IntFlag`. It contains a method `__new__` which takes a character `c` as input, calculates a flag value based on the bitwise left shift of `c`, and initializes the object with this value. Additionally, it defines a variable `a` which stores the Unicode code point of the character &#x27;a&#x27; using the `ord()` function.&quot;, &quot;The given code snippet declares a class named `TestAutoNumber` that inherits from `AutoNumberedEnum`. Inside the class, three enum members are defined: `a` with an unspecified value (`...`), `b` with a value of 3, and `c` with an unspecified value (`...`). The unspecified values might be assigned dynamically at runtime.&quot;, … &quot;This code defines a custom enum class called `IntEnum` that inherits from both `int` and `ReprEnum`. The purpose of this enum is to enforce that its members are integers. The `ReprEnum` class is not shown in the provided code snippet, so it may contain additional functionality related to representing enum values.&quot;]</td><td>1721</td><td>22</td><td>&quot;Enumeration Cl…</td></tr></tbody></table></div>"
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      "text/plain": [
       "shape: (1, 6)\n",
       "┌─────────────────┬───────────┬─────────────────┬─────────────────┬───────────────┬────────────────┐\n",
       "│ cluster_assignm ┆ indexes   ┆ documents       ┆ cluster_size_in ┆ cluster_count ┆ cluster_names  │\n",
       "│ ent             ┆ ---       ┆ ---             ┆ _tokens         ┆ ---           ┆ ---            │\n",
       "│ ---             ┆ list[i64] ┆ list[str]       ┆ ---             ┆ u32           ┆ str            │\n",
       "│ i64             ┆           ┆                 ┆ i64             ┆               ┆                │\n",
       "╞═════════════════╪═══════════╪═════════════════╪═════════════════╪═══════════════╪════════════════╡\n",
       "│ 0               ┆ [7, 83, … ┆ [\"This code     ┆ 1721            ┆ 22            ┆ Enumeration    │\n",
       "│                 ┆ 849]      ┆ snippet defines ┆                 ┆               ┆ Classes and    │\n",
       "│                 ┆           ┆ a cu…           ┆                 ┆               ┆ Custom E…      │\n",
       "└─────────────────┴───────────┴─────────────────┴─────────────────┴───────────────┴────────────────┘"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_frame.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "ca = cluster_frame['cluster_assignment'].to_list()\n",
    "cn = cluster_frame['cluster_names'].to_list()\n",
    "topic_names = {a:n for a, n in zip(ca, cn)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Print the cluster hierarchy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster Hierarchy:\n"
     ]
    },
    {
     "data": {
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       "  [122.5, 122.5, 152.5, 152.5],\n",
       "  [83.75, 83.75, 137.5, 137.5],\n",
       "  [28.125, 28.125, 110.625, 110.625],\n",
       "  [175.0, 175.0, 185.0, 185.0],\n",
       "  [225.0, 225.0, 235.0, 235.0],\n",
       "  [215.0, 215.0, 230.0, 230.0],\n",
       "  [205.0, 205.0, 222.5, 222.5],\n",
       "  [195.0, 195.0, 213.75, 213.75],\n",
       "  [180.0, 180.0, 204.375, 204.375],\n",
       "  [255.0, 255.0, 265.0, 265.0],\n",
       "  [245.0, 245.0, 260.0, 260.0],\n",
       "  [275.0, 275.0, 285.0, 285.0],\n",
       "  [252.5, 252.5, 280.0, 280.0],\n",
       "  [305.0, 305.0, 315.0, 315.0],\n",
       "  [295.0, 295.0, 310.0, 310.0],\n",
       "  [335.0, 335.0, 345.0, 345.0],\n",
       "  [325.0, 325.0, 340.0, 340.0],\n",
       "  [365.0, 365.0, 375.0, 375.0],\n",
       "  [355.0, 355.0, 370.0, 370.0],\n",
       "  [332.5, 332.5, 362.5, 362.5],\n",
       "  [302.5, 302.5, 347.5, 347.5],\n",
       "  [266.25, 266.25, 325.0, 325.0],\n",
       "  [192.1875, 192.1875, 295.625, 295.625],\n",
       "  [415.0, 415.0, 425.0, 425.0],\n",
       "  [405.0, 405.0, 420.0, 420.0],\n",
       "  [395.0, 395.0, 412.5, 412.5],\n",
       "  [385.0, 385.0, 403.75, 403.75],\n",
       "  [435.0, 435.0, 445.0, 445.0],\n",
       "  [394.375, 394.375, 440.0, 440.0],\n",
       "  [465.0, 465.0, 475.0, 475.0],\n",
       "  [455.0, 455.0, 470.0, 470.0],\n",
       "  [485.0, 485.0, 495.0, 495.0],\n",
       "  [515.0, 515.0, 525.0, 525.0],\n",
       "  [505.0, 505.0, 520.0, 520.0],\n",
       "  [490.0, 490.0, 512.5, 512.5],\n",
       "  [462.5, 462.5, 501.25, 501.25],\n",
       "  [417.1875, 417.1875, 481.875, 481.875],\n",
       "  [535.0, 535.0, 545.0, 545.0],\n",
       "  [575.0, 575.0, 585.0, 585.0],\n",
       "  [565.0, 565.0, 580.0, 580.0],\n",
       "  [555.0, 555.0, 572.5, 572.5],\n",
       "  [540.0, 540.0, 563.75, 563.75],\n",
       "  [595.0, 595.0, 605.0, 605.0],\n",
       "  [615.0, 615.0, 625.0, 625.0],\n",
       "  [600.0, 600.0, 620.0, 620.0],\n",
       "  [645.0, 645.0, 655.0, 655.0],\n",
       "  [635.0, 635.0, 650.0, 650.0],\n",
       "  [665.0, 665.0, 675.0, 675.0],\n",
       "  [695.0, 695.0, 705.0, 705.0],\n",
       "  [685.0, 685.0, 700.0, 700.0],\n",
       "  [670.0, 670.0, 692.5, 692.5],\n",
       "  [642.5, 642.5, 681.25, 681.25],\n",
       "  [610.0, 610.0, 661.875, 661.875],\n",
       "  [551.875, 551.875, 635.9375, 635.9375],\n",
       "  [449.53125, 449.53125, 593.90625, 593.90625],\n",
       "  [243.90625, 243.90625, 521.71875, 521.71875],\n",
       "  [69.375, 69.375, 382.8125, 382.8125],\n",
       "  [735.0, 735.0, 745.0, 745.0],\n",
       "  [725.0, 725.0, 740.0, 740.0],\n",
       "  [775.0, 775.0, 785.0, 785.0],\n",
       "  [765.0, 765.0, 780.0, 780.0],\n",
       "  [755.0, 755.0, 772.5, 772.5],\n",
       "  [732.5, 732.5, 763.75, 763.75],\n",
       "  [715.0, 715.0, 748.125, 748.125],\n",
       "  [815.0, 815.0, 825.0, 825.0],\n",
       "  [805.0, 805.0, 820.0, 820.0],\n",
       "  [795.0, 795.0, 812.5, 812.5],\n",
       "  [731.5625, 731.5625, 803.75, 803.75],\n",
       "  [835.0, 835.0, 845.0, 845.0],\n",
       "  [855.0, 855.0, 865.0, 865.0],\n",
       "  [875.0, 875.0, 885.0, 885.0],\n",
       "  [895.0, 895.0, 905.0, 905.0],\n",
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       "  [10.481532813604314,\n",
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       "  [8.426674647460336,\n",
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       "   21.362632890303527]],\n",
       " 'ivl': ['Unit Test with Python unittest',\n",
       "  'Unit Testing with Unittest',\n",
       "  'Python unit testing',\n",
       "  'Unit Testing Setup',\n",
       "  'Asynchronous test setup',\n",
       "  'Custom Test Suite类',\n",
       "  'Module cleanup functions.',\n",
       "  'Class Inheritance',\n",
       "  'Error handling',\n",
       "  'Unit Testing\\n',\n",
       "  'Unit Testing with Errors',\n",
       "  'Testing Framework_ERRORS',\n",
       "  'Inheritance and Method Override',\n",
       "  'Inheritance and Error Handling',\n",
       "  'Test Setup and Teardown',\n",
       "  'TestableTest Class Setup',\n",
       "  'Unit Test Setup',\n",
       "  'Uniterable Class',\n",
       "  'Custom Exception Topic',\n",
       "  'Custom Class Definition',\n",
       "  'Custom class inheritance.',\n",
       "  'Custom BadList Class',\n",
       "  'Custom Length Behavior',\n",
       "  'Custom Length and Indexing',\n",
       "  'Custom Async Iterable',\n",
       "  'Custom Awaitable Class',\n",
       "  'Python asynchronous programming',\n",
       "  'Async Iteratorclass\\tdefinition',\n",
       "  'Broken class implementation.',\n",
       "  'NonGen1 Class Methods',\n",
       "  'NonAGen2 class methods',\n",
       "  'Async Iteration处理',\n",
       "  'Custom Iterator Class',\n",
       "  'Custom Iterator Class',\n",
       "  'Faulty iterator',\n",
       "  'Custom subclass summary',\n",
       "  'Custom MySet class',\n",
       "  'Custom Set Class',\n",
       "  'Unit Testing - Sets & Iterables',\n",
       "  'Incomplete Class Definition',\n",
       "  'Bug testing scenario.',\n",
       "  'Class definition and methods',\n",
       "  'Hashing and equality methods',\n",
       "  'Comparison methods in class.  \\n\\n',\n",
       "  'Overriding Methods',\n",
       "  'Inheritance and Method Calling',\n",
       "  'Subclass with Pickling Support',\n",
       "  'Inheritance Approach Example',\n",
       "  'Memory and AttributeError',\n",
       "  'Custom Exception Class',\n",
       "  'Custom class inheritance',\n",
       "  'Custom class placeholder',\n",
       "  'Serialization with __setstate__',\n",
       "  'MockTraceback class functionality',\n",
       "  'Error handling and exception catching',\n",
       "  'Custom Python Class',\n",
       "  'Inheritance and Initialization',\n",
       "  'Custom Exception Class',\n",
       "  'Serialization Not Supported',\n",
       "  'Class properties with getter and setter',\n",
       "  'Descriptor Functionality',\n",
       "  'Class Inheritance Warning',\n",
       "  'Python class with class attributes. \\n\\n',\n",
       "  'Custom HTTP Handler',\n",
       "  'Serialization Methods',\n",
       "  'Custom Class Initialization',\n",
       "  'ElementTree Subclassing',\n",
       "  'Error Handling in Class',\n",
       "  'NotBool class usage',\n",
       "  'Error-causing class',\n",
       "  'Iterator crash bug fix',\n",
       "  'Invalid Array Initialization',\n",
       "  'Inheritance and Fields',\n",
       "  'Class Inheritance',\n",
       "  'CTypes Structure in Python',\n",
       "  'Inheritance and Fields',\n",
       "  'Creating ctypes structure',\n",
       "  'Class Inheritance in ctypes',\n",
       "  'Class inheritance and attributes',\n",
       "  'Class Definition - Inheriting and Initializing',\n",
       "  'Multiple inheritance with Python.',\n",
       "  'Inheritance and Initialization',\n",
       "  'Memory optimization by slots',\n",
       "  'Class definition',\n",
       "  'Subclass Override Inheritance',\n",
       "  'Custom subclass definition',\n",
       "  'Class Inheritance Example',\n",
       "  'Custom Inheritance Example',\n",
       "  'Custom class inheritance',\n",
       "  'Equality and Inequality Definitions',\n",
       "  'Incorrect Initialization Method',\n",
       "  'Incorrect class inheritance',\n",
       "  'Custom Hash Function',\n",
       "  'Custom __len__ method',\n",
       "  'Class definition: Custom truncation',\n",
       "  'Class Behavior Definition',\n",
       "  'Special Methods',\n",
       "  'Class with bytes representation.',\n",
       "  'Custom subclass definition',\n",
       "  'Memory view implementation',\n",
       "  'Custom subclass for bytes',\n",
       "  'CustomBytes subclass functionality',\n",
       "  'Custom SubBytes class',\n",
       "  'Custom Python Class',\n",
       "  'Inheritance - Custom Integer Class',\n",
       "  'Inheritance from bytes class',\n",
       "  'Custom class optimization',\n",
       "  'Custom Class Inheritance',\n",
       "  'Metaclass Inheritance Definition',\n",
       "  'Metaclass customization in Python',\n",
       "  'Metaclass Implementation',\n",
       "  'Metaclass Definition',\n",
       "  'Metaclass usage',\n",
       "  'Metaclass Influence',\n",
       "  'Metaclass with Empty Class',\n",
       "  'Class Metaclass Summary',\n",
       "  'Metaclass `BNotMeta`',\n",
       "  'Incomplete Metaclass Definition',\n",
       "  'Python Class Init Order',\n",
       "  'Class Constructor Methods',\n",
       "  'Inheritance customization',\n",
       "  'Slots for Attribute Limitation',\n",
       "  'Class Inheritance and Initialization',\n",
       "  'Class inheritance and object creation.',\n",
       "  'Customizing Class Instantiation',\n",
       "  'Customizing instance creation',\n",
       "  'Inheritance initialization.',\n",
       "  'Class Inheritance and Initialization',\n",
       "  'Class Creation',\n",
       "  'Inheritance with NamedTuple',\n",
       "  'Inheritance typo correction',\n",
       "  'Inheritance from dict',\n",
       "  'Python class inheritance',\n",
       "  'Empty Class',\n",
       "  'Empty Python class',\n",
       "  'Empty class definition',\n",
       "  'Inheritance without additional features',\n",
       "  'Inheritance from Parent',\n",
       "  'Metaclass Inheritance from None',\n",
       "  'Multiple Inheritance',\n",
       "  'Empty subclass.',\n",
       "  'Empty Python Class',\n",
       "  'Incomplete Code Structure',\n",
       "  'Empty class definition',\n",
       "  'Class methods overview',\n",
       "  'MethodWrapper Class Methods',\n",
       "  'Class Methods',\n",
       "  'Python Class Methods',\n",
       "  'Class Attributes and Methods',\n",
       "  'Class definition with methods and attributes',\n",
       "  'Python class features',\n",
       "  'Empty subclass',\n",
       "  'Custom Metaclass Creation',\n",
       "  'Class with metaclass',\n",
       "  'Invalid Subclass',\n",
       "  'Custom subclass creation',\n",
       "  'Inherited list subclass.',\n",
       "  'Inherited Dictionary Class',\n",
       "  'Multiple inheritance from parent classes',\n",
       "  'Multiple Inheritance',\n",
       "  'Class Inheritance Error',\n",
       "  'Inheritance from built-in class',\n",
       "  'Custom ChainMap subclass',\n",
       "  'Generic Class Definition',\n",
       "  'Decorators and methods',\n",
       "  'Property Deletion in Inheritance',\n",
       "  'Subclass initialization function',\n",
       "  'Multiple inheritance with metaclass',\n",
       "  'Metaclass custom modification',\n",
       "  'Metaclass with __new__ Method',\n",
       "  'Metaclass with custom __getattr__',\n",
       "  'Meta1 Customization Methods',\n",
       "  'Custom Metaclass Implementation',\n",
       "  'Inheritance and method overrides',\n",
       "  'Error in class method',\n",
       "  'Custom serialization method',\n",
       "  'Multiple inheritance order',\n",
       "  'Bug testing in inheritance',\n",
       "  'Unused parameter in method',\n",
       "  'Metaclass implementation',\n",
       "  'Custom Python Class',\n",
       "  'Metaclass behavior notification',\n",
       "  'Error-raising metaclass',\n",
       "  'Intentional Error Handling',\n",
       "  'Abstract Base Class',\n",
       "  'Metaclass and Static Method',\n",
       "  'Class Definition Incomplete',\n",
       "  'Incomplete class definition',\n",
       "  'Customizing attribute access',\n",
       "  'Inheritance Example',\n",
       "  'Custom pickling behavior',\n",
       "  'Destructor method implementation',\n",
       "  'Class inheritance',\n",
       "  'Class Inheritance Model',\n",
       "  'Subclass initialization',\n",
       "  'Custom Error Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Inheritance and method definition',\n",
       "  'Custom Exception Class',\n",
       "  'Empty class declaration',\n",
       "  'Custom Exception Class',\n",
       "  'Inheritance structure',\n",
       "  'Inheritance with Placeholder-Clause',\n",
       "  'Inheritance and Empty Class',\n",
       "  'Inheritance from Base',\n",
       "  'Inheritance Basics',\n",
       "  'Inheritance and Enum Constant',\n",
       "  'Inheritance of complex class',\n",
       "  'Inheritance from Zipfile.',\n",
       "  'Inheritance Example',\n",
       "  'Multiple Inheritance Explanation',\n",
       "  'Multiple inheritance',\n",
       "  'Inheritance with Overriding',\n",
       "  'Class Inheritance and Custom Decorator',\n",
       "  'Custom subclass behavior',\n",
       "  'Inheritance from str',\n",
       "  'Custom Class __repr__ Method',\n",
       "  'Exception-raising class',\n",
       "  'Typographical Errors',\n",
       "  'Class definition: FakeConverter',\n",
       "  'Custom Floating-point Number',\n",
       "  'Class Definition: Cheese',\n",
       "  'Custom Mapping Class',\n",
       "  'Custom Arithmetic Operations Overrides',\n",
       "  'Inheritance and Division Operation',\n",
       "  '`Class with __slots__`',\n",
       "  'Inheritance from SimpleNamespace',\n",
       "  'Dataclass representation customization',\n",
       "  'Inheritance and Enum Members',\n",
       "  'Multiple Inheritance Issue',\n",
       "  'Multiple inheritance label',\n",
       "  'Inheritance and Enum members',\n",
       "  'Bitwise operations on IntFlag-class',\n",
       "  'Custom Enum Class',\n",
       "  'Python decorators with enums',\n",
       "  'Enum Class Definition',\n",
       "  'Unit testing classes',\n",
       "  'Class Inheritance and Attributes',\n",
       "  'Enum with inheritance',\n",
       "  'Custom Class Inheritance',\n",
       "  'Python Color Enum',\n",
       "  'Inheritance and Attributes',\n",
       "  'Custom Flag Class',\n",
       "  'Custom Enum Class',\n",
       "  'Metaclass Hook',\n",
       "  'Metaclass initialization',\n",
       "  'Custom Metaclass Definition',\n",
       "  'Metaclass with custom behavior',\n",
       "  'Inheritance from E and D.',\n",
       "  'Class Inheritance',\n",
       "  'Python Class Definition',\n",
       "  'Empty Class Inheritance',\n",
       "  \"Inheritance and Method's Implementation\",\n",
       "  'Generic class definition',\n",
       "  'Class Inheritance',\n",
       "  'Inheritance without modification',\n",
       "  'Abstract Method Declaration',\n",
       "  'Class property definition',\n",
       "  'Class Attribute Initialization',\n",
       "  'Class Variables',\n",
       "  'Empty class定义',\n",
       "  'Class with Integer Data Type',\n",
       "  'Incorrect implementation in `__bool__`',\n",
       "  'Class definition with empty method',\n",
       "  'Empty Python Class',\n",
       "  'Simple Class Definition',\n",
       "  'Class definition with variables: `thing`',\n",
       "  'Class Attributes',\n",
       "  'Hidden attribute usage',\n",
       "  'Class variables and attributes',\n",
       "  'Testing context manager operations',\n",
       "  'Class Variable Declaration',\n",
       "  'Attributes in Python Class',\n",
       "  'Protocol Inheritance',\n",
       "  'Protocol Definition in Python',\n",
       "  'Python Protocol Definition',\n",
       "  'Runtime-checkable protocols.',\n",
       "  'Generic class definition',\n",
       "  'Generic Protocol Inheritance',\n",
       "  'Generic Class Definition',\n",
       "  'Generic Class Declaration',\n",
       "  'Generic class with type parameter',\n",
       "  'Inheritance with Generic Class',\n",
       "  'Generic Class Inheritance',\n",
       "  'Generic class with runtime checking',\n",
       "  'Generic Class Definition',\n",
       "  'Generic Class Definition',\n",
       "  'Generic class definition',\n",
       "  'Inheritance from Generic Parent',\n",
       "  'Inheritance from Generic Parent',\n",
       "  'Inheritance from Union',\n",
       "  'TypeGuard subclass',\n",
       "  'Class Inheritance with Type Hint',\n",
       "  'Inheritance from `typing.Match`.',\n",
       "  'Inheritance concept',\n",
       "  'Subclass overrides equality',\n",
       "  'Type Conversion methods',\n",
       "  'Class Method Definition',\n",
       "  'Special method example',\n",
       "  'Class Methods with Custom Indices',\n",
       "  'User-defined class: Indexable Objects',\n",
       "  'Inheritance from ast.Num',\n",
       "  'Inheritance and Custom Method',\n",
       "  'Python special method',\n",
       "  'Class Methods Overview',\n",
       "  'Testing weak reference cleanup.',\n",
       "  'Custom Cleanup Behavior',\n",
       "  'Custom Exception Class',\n",
       "  'Cyclic Reference Fixation',\n",
       "  'Custom exception class',\n",
       "  'Custom Hashing Method',\n",
       "  'Class definition and methods. \\n\\n',\n",
       "  'Class attribute definition',\n",
       "  'Inheritance without functionality',\n",
       "  'Scoping Issues',\n",
       "  'Local Variable Manipulation',\n",
       "  'Error in class method',\n",
       "  'Class definition with methods',\n",
       "  'Empty class and methods',\n",
       "  'Python class properties',\n",
       "  'Class Method Definition',\n",
       "  'Class with method.',\n",
       "  'Class Methods Summary',\n",
       "  'Decorated class methods',\n",
       "  'Class Methods Creation',\n",
       "  'Comparison and Hashing',\n",
       "  'Context Manager Basics',\n",
       "  'Missing context manager parameters',\n",
       "  'Asynchronous Context Manager',\n",
       "  'Async Context Manager',\n",
       "  'Decorator on class methods',\n",
       "  'Class Method Parameters',\n",
       "  'Class Attributes Repair',\n",
       "  'Array manipulation tests',\n",
       "  'Testing Python list operations.',\n",
       "  'Testing Python slice class',\n",
       "  'Testing Pickler-Unpickler Classes',\n",
       "  'Buffer Protocol Test Suite',\n",
       "  'Testing Sentinel Functionality',\n",
       "  'Unit Testing Custom Objects',\n",
       "  'Testing `cmp_to_key` function',\n",
       "  'Unit testing `inspect.signature().bind()`',\n",
       "  'Unit Testing `make_parser`',\n",
       "  'Testing NodeLlist Class',\n",
       "  'Unit Testing for ChainMap',\n",
       "  'Testing itertools functions.',\n",
       "  'Unit Testing Sorting Algorithms',\n",
       "  'Testing meta classes',\n",
       "  'Token testing in Python',\n",
       "  'CPython unittest suite',\n",
       "  'Python Unit Test Methods',\n",
       "  'Unit Testingsubclass with module integration',\n",
       "  'Testing module attributes.',\n",
       "  'Inheritance from Two Classes',\n",
       "  'Unit Testing Xxo Class',\n",
       "  'Unit Testing Python Code',\n",
       "  'Python typing: LiteralTests functionality',\n",
       "  'Testing Unpack Behavior',\n",
       "  'Multiple Inheritance Tests',\n",
       "  'Type alias testing',\n",
       "  'Testing Any type behaviors',\n",
       "  'Attribute deletion test suite',\n",
       "  'Testing Python StaticMethodAttributes',\n",
       "  'Unit Test for Attribute Transformation',\n",
       "  'Mocking Asynchronous Methods',\n",
       "  'Mocking async functions with patching',\n",
       "  '`functools.wraps` tests',\n",
       "  'AST Node Transformation Tests',\n",
       "  'Unit Testing for Import System',\n",
       "  'Testing Python bytecode imports',\n",
       "  'Mock file system class',\n",
       "  'Context manager class behaviours',\n",
       "  'Unit Test Cleanup Management',\n",
       "  'Testing tkinter functionalities',\n",
       "  'Documentation Testing',\n",
       "  'Channel Communication Testing',\n",
       "  'Interpreter Test Methods',\n",
       "  'Test Environment Context Manager',\n",
       "  'Logging module test cases',\n",
       "  'Python logging functionalities',\n",
       "  'Testing Copy Functionality',\n",
       "  'Python garbage collection testing suite',\n",
       "  'Introspection Testing in Python',\n",
       "  'TypedDict Test Suite',\n",
       "  'Debugging with GDB',\n",
       "  'Unit Testing PyCFunction',\n",
       "  'Testing function calls',\n",
       "  'Recursive function test case',\n",
       "  'Frame Inspection Tests',\n",
       "  'Python C API Testing',\n",
       "  'Code testing with ctypes',\n",
       "  'Testing Profile and Trace Functions',\n",
       "  'Asyncio unit tests',\n",
       "  'Test case class definition',\n",
       "  'Inheritance and Attribute Testing',\n",
       "  'Testing asyncio.Handle Class',\n",
       "  'Testing AsyncExitStack.',\n",
       "  'Testing asynchronous iterator behavior',\n",
       "  'Asyncio Queue Testing',\n",
       "  'Coroutine Testing with Inspect',\n",
       "  'Unit Test Cases for urllib     ',\n",
       "  'Socket closing test',\n",
       "  'HTTP Server Testing',\n",
       "  'Testing urllib.urlretrieve() with fake HTTP connections',\n",
       "  'Socket Transport Testing',\n",
       "  'Testing UDP transport class',\n",
       "  \"Testing asyncio ProactorEventLoop's socket sendfile functionality.\",\n",
       "  'Socket Server Write Functionality Testing',\n",
       "  'CAN frame testing',\n",
       "  'Unix-domain socket testing',\n",
       "  'Linux Kernel Crypto API Test Suite',\n",
       "  'Multithreaded SSL Echo Server',\n",
       "  'IMAP Protocol Testing',\n",
       "  'SSL Single Connection Server',\n",
       "  'SSL Testing Functionality',\n",
       "  'Exception Hierarchy Testing',\n",
       "  'Testing `os.posix_spawnp` behavior',\n",
       "  'Test cases for resource tracker.',\n",
       "  'Threading Test Scenarios',\n",
       "  'Random Module Testing',\n",
       "  'Semaphore Testing详meta',\n",
       "  'Scheduler Test Cases',\n",
       "  'Unit Test for winsoundPlaySound',\n",
       "  'Unit testing `winsound.Beep` functionality',\n",
       "  'Windows Registry Test Suite',\n",
       "  'Testing `pty` module operations',\n",
       "  'Windows subprocess management tests',\n",
       "  'Pathlib Directory Traversal Tests',\n",
       "  'Testing `os.fwalk()`',\n",
       "  'Unicode file operations',\n",
       "  'Extended Attributes Testing',\n",
       "  'Unit Testing `shutil` Module',\n",
       "  'Unit Testing for SpooledTemporaryFile',\n",
       "  'Unit Testing BufferedReader',\n",
       "  'Audio file writing tests',\n",
       "  'Unit Testing ZipFile Operations',\n",
       "  'File I/O Testing with ZIP archives',\n",
       "  'shutil.rmtree() test suite',\n",
       "  'Shared Memory Test Suite',\n",
       "  'Testing Python CLI Compiler',\n",
       "  'Python script compilation testing',\n",
       "  'Unit Testing Helper Class',\n",
       "  'Unit Testing BaseTestCase Class',\n",
       "  'Inheritance and Testing',\n",
       "  'Testing large data dumping with marshal',\n",
       "  'Memory manipulation tests with ctypes.',\n",
       "  'Data Type Compatibility Testing',\n",
       "  'Unicode Testing with Python Arrays',\n",
       "  'Testing Wide Strings in Pythonunittest',\n",
       "  'Class definition',\n",
       "  'Memory error testing',\n",
       "  'Floating-point number testing',\n",
       "  'Pointer Fields Testing',\n",
       "  'Python ctypes pointer example',\n",
       "  'Unit Testing Data Structures',\n",
       "  'DLL Interaction with ctypes',\n",
       "  'Testing Reversed Iterator Invariance',\n",
       "  'Dictionary Iteration Testing',\n",
       "  'Object Immutability Testing',\n",
       "  'Inheritance from parent classes.',\n",
       "  'Test Case Inheritance',\n",
       "  'Enumerated Iterables',\n",
       "  'Testing EnumerateStartTestCase',\n",
       "  'Test Case Definition',\n",
       "  'Unit testing with tuples',\n",
       "  'Multiple inheritance in Python',\n",
       "  'Inheritance and attribute definition',\n",
       "  'Inheritance and Pickling',\n",
       "  'Testing Module Names管理',\n",
       "  'Testing Python error handling',\n",
       "  'File handling with shelve',\n",
       "  'Testing TempFilesetUp',\n",
       "  'Gettext cache testing.',\n",
       "  'Memoization of Fibonacci Numbers',\n",
       "  'Testing closed SQLite connection',\n",
       "  'Address validation and pickling tests.',\n",
       "  'IPv4 Address Validation',\n",
       "  'Unit Testing Hash Values',\n",
       "  'Unit Testing Python Hash Values',\n",
       "  'Mixed Type Comparison Testing',\n",
       "  'HashKey class functionality',\n",
       "  'Inheritance and Hashing Tests',\n",
       "  'Unit tests for compare_digest function',\n",
       "  'Testing large data buffers',\n",
       "  'Checksum Testing in Python',\n",
       "  'String Test Methods Summaries',\n",
       "  'SQLite Collation Tests',\n",
       "  'Unpacking Iterator Tests',\n",
       "  'ConstructorTestCase for hmac.HMAC',\n",
       "  'Unit Testing for lzma Module',\n",
       "  'Testing context settings',\n",
       "  'Decimal Module Test Cases',\n",
       "  'Decimal Arithmetic Operations Testing',\n",
       "  'Floating-point value testing',\n",
       "  'Testing `isclose` function behavior',\n",
       "  'Unit test comparison scenarios',\n",
       "  'XMLPullParserTest Methods Overview',\n",
       "  'XML parsing tests',\n",
       "  'DateTime test cases in Pythonunittest',\n",
       "  'Encoding and decoding headers.',\n",
       "  'Encoding and Decoding Tests',\n",
       "  'UTF-7 Encoding Tests',\n",
       "  'Testing diff_bytes function',\n",
       "  'Unicode filename handling\\n',\n",
       "  'Encoding Test Cases',\n",
       "  'Encoding detection unit tests',\n",
       "  'Testing Clinic Parsing Code',\n",
       "  'Test Parsing Functions',\n",
       "  'Unit Testing Class With Refactorer',\n",
       "  'Unit Testing Implementation',\n",
       "  'Code testing with fixerTestCase',\n",
       "  'Testing _strptime function',\n",
       "  'Datetime handling tests.',\n",
       "  'Module nntplib Test Cases',\n",
       "  'Unit tests for calendar module',\n",
       "  'Unit Testing Python Calendar Module',\n",
       "  'Timezone Testing Mixin',\n",
       "  'Unit Testing ZoneInfo Class',\n",
       "  'Testing Functionality',\n",
       "  'Testing Python `re` module.',\n",
       "  'Testing abstract server methods',\n",
       "  'Testing asyncio event loops',\n",
       "  'Timeout setup for server',\n",
       "  'Testing QueueManager Restart',\n",
       "  'SSL/TLS test cases',\n",
       "  'HTTP Server Authentication Testing',\n",
       "  'RecordingOpenerDirector Class',\n",
       "  'XML-RPC Headers Testing',\n",
       "  'HTTP keep-alive testing',\n",
       "  'Custom XML-RPC Transport Class',\n",
       "  'Unit Testing with ServerProxy',\n",
       "  'SocketPairTest Setup',\n",
       "  'Class inheritance',\n",
       "  'Custom TCP Error Handling',\n",
       "  'Testing multiprocessing connection handles.',\n",
       "  'SQLite Multiprocess Test Case',\n",
       "  'Inheritance and Attribute Handling.',\n",
       "  'Testing UDP Socket Timeouts',\n",
       "  'Test subclass functionality',\n",
       "  'Python stream handling',\n",
       "  'Custom XMLRPCServer Class',\n",
       "  'Custom HTTP response handling',\n",
       "  'Custom request handler',\n",
       "  'Inheritance from Multiple Classes',\n",
       "  'SocketThread class functionality',\n",
       "  'Custom IMAP server authentication',\n",
       "  'Authentication handling',\n",
       "  'Datagram Socket Placeholder',\n",
       "  'Testing setup and teardown',\n",
       "  'Connection Management Class',\n",
       "  'Class Method Overrides',\n",
       "  'Inheritance in Python',\n",
       "  'class inheritance and method call',\n",
       "  'Custom Response Class',\n",
       "  'Custom Error Handler',\n",
       "  'File I/O properties and methods',\n",
       "  'DebuggingServer methods',\n",
       "  'Mock Subprocess Initialization',\n",
       "  'MockRawIO inheritance and read method',\n",
       "  'Conversion testing for execfile fixer',\n",
       "  'Test Class Initialization',\n",
       "  'Testing `touch_import` Function',\n",
       "  'Testing Python bindings detection.',\n",
       "  'Testing deprecated operator module conversions',\n",
       "  'Skip Fixer Based on Import',\n",
       "  'Code transformation for migration.',\n",
       "  'Code implementation: `FixUnicode` class processing AST nodes.',\n",
       "  'Code refactoring: exception order fix',\n",
       "  'Python code classification',\n",
       "  'Custom Module Target Class',\n",
       "  'Class methods overview',\n",
       "  'Loader class method',\n",
       "  'Class subclass and method',\n",
       "  'Managing test fixtures',\n",
       "  'Zip file testing',\n",
       "  'Inherit and Define testCase',\n",
       "  'Unit Testing in Python',\n",
       "  'Unit Testing Class',\n",
       "  'Test Methods for `CallingOrder` Class',\n",
       "  'Testing module attributes',\n",
       "  'Class Definition-Automation',\n",
       "  'Class Inheritance Method',\n",
       "  'Namespace Package Testing',\n",
       "  'Test Default Suppress',\n",
       "  'Testing command-line parser',\n",
       "  'Argument parsing test case',\n",
       "  'Testing help message formatting',\n",
       "  'Testing Argument Usage',\n",
       "  'Testing Command-line Interface',\n",
       "  'Test class for usage messages',\n",
       "  'Dynamic test generation and comparison',\n",
       "  'Validation of OptionParser class',\n",
       "  'Custom Option Parser Testing',\n",
       "  'Unit Testing - Argument Parser',\n",
       "  'Testing Mutually Exclusive Options',\n",
       "  'Testing custom argparse action',\n",
       "  'Unit Testing ArgumentParser in Python',\n",
       "  'Testing variable expansion in help messages',\n",
       "  'Unit Testing Details',\n",
       "  'Testing Parsing Functions',\n",
       "  'Unit Testing ParseMap and Parser',\n",
       "  'Custom Config Parser Extension',\n",
       "  'Progress Tracker Class',\n",
       "  'Class methods and attributes',\n",
       "  'SubTest class definition',\n",
       "  'Testing BaseTestCase Customization',\n",
       "  'Logging Context Manager',\n",
       "  'Testing management class',\n",
       "  'Logging Formatter Unit Tests.',\n",
       "  'Unit testing logging for HTTP requests',\n",
       "  \"Testing Pydoc's _url_handler\",\n",
       "  'Customized StringIO Class',\n",
       "  'Monitoring Test Class',\n",
       "  'Event Monitoring Class',\n",
       "  'Exception Handling Tests',\n",
       "  'Testing PEP 479 behavior.',\n",
       "  'Unit Testing Setup',\n",
       "  'Unit testing Python functions',\n",
       "  'Inheritance and Method Override.',\n",
       "  'Unit Test Definition',\n",
       "  'Python traceback testing',\n",
       "  'Exception Handling: Custom Class',\n",
       "  'Unit testing traceback validation',\n",
       "  'Unit Testing: StoreTest',\n",
       "  'Testing CodeContext class in Python',\n",
       "  'Test cases for ParenMatch class',\n",
       "  'Widget testing with Spinbox',\n",
       "  'Unit Testing ChildBrowserTreeItem Class',\n",
       "  'Unit Test Case Definition',\n",
       "  'Mock `tkinter.messagebox` with `Mbox` class',\n",
       "  'Custom Calltip Class',\n",
       "  'Inheriting from ViewWindow',\n",
       "  'Command Class Operations',\n",
       "  'Inheritance and Initialization',\n",
       "  'Unit Testing Management',\n",
       "  'Window Configuration Testing',\n",
       "  'Textbox unit tests coverage',\n",
       "  'Styling in Tkinter',\n",
       "  'Test class definition.',\n",
       "  'Testing tkinter LabelFrame configurations',\n",
       "  'Unit testing button click events',\n",
       "  'Unit Testing PathBrowser Class',\n",
       "  'GUI Testing with Tkinter',\n",
       "  'Ignoring deltaTime non-days operations',\n",
       "  'Custom Timezone Class',\n",
       "  'Custom Timezone Class',\n",
       "  'Inheritance with Property',\n",
       "  'Inheritance combination',\n",
       "  'Inheritance Testing',\n",
       "  'Empty class definition',\n",
       "  'Empty class_declaration',\n",
       "  'Inheritance and Attribute Setting',\n",
       "  'Inheritance and Attributes',\n",
       "  'Test class definition',\n",
       "  'Python decorators and inheritance',\n",
       "  'Inheritance and Custom Queue',\n",
       "  'Class Inheritance and Decorator Usage.',\n",
       "  'Encoding Testing with CP949',\n",
       "  'Multiple Inheritance',\n",
       "  'Inheritance and Attribute Assignment',\n",
       "  'Testing WindowsPath owner/group Windows',\n",
       "  'Inheritance and initialization',\n",
       "  'Test case hierarchical inheritance',\n",
       "  'Class Inheritance relationships',\n",
       "  'Multiple inheritance with attribute',\n",
       "  'Inheritance and Task Configuration',\n",
       "  'Test Case Class Inheritance',\n",
       "  'Unit Testing Framework',\n",
       "  'Testing Locking Functionality',\n",
       "  'Inheritance and attribute assignment',\n",
       "  'Testing JSON Parsing',\n",
       "  'Unit Testing-Methods Summary',\n",
       "  'SQLite CTE Test Suite',\n",
       "  'Unit Testing Assertions',\n",
       "  'Unit Testing Bivariate Statistics',\n",
       "  'Python class testing specifics.',\n",
       "  'Testing ZoneInfo Data',\n",
       "  'Inheritance and Unicode characters.',\n",
       "  'Class Inheritance - UnicodeNormalization',\n",
       "  'Unit Testing Label',\n",
       "  'Unit Testing Configuration',\n",
       "  'Unit Testing Setup',\n",
       "  'Testing Mocking with Patch',\n",
       "  'Testing Linux library finding',\n",
       "  'Unit Testing for mailcap module',\n",
       "  'Path testing functionality',\n",
       "  'File Management Testing',\n",
       "  'Testing Hardlink Functionality',\n",
       "  'Testing None Valued Metadata',\n",
       "  'Testing time zone functionality.',\n",
       "  'Testing site module effects',\n",
       "  'Testing FileType \"wb\" functionality',\n",
       "  'Testing file reading - FileType',\n",
       "  'Unit Testing for Translations',\n",
       "  'Test Case Setup',\n",
       "  'Testing robot parsers functionality',\n",
       "  'Class Variables Definition',\n",
       "  'Class TestBabylMessage Tests',\n",
       "  'Unit Testing Magic Number',\n",
       "  'Time Zone Conversion',\n",
       "  'Custom Logging Formatter',\n",
       "  'Inheritance and Class Variable',\n",
       "  'Custom Exception Class',\n",
       "  'Fake Event Class',\n",
       "  'Custom cursor class',\n",
       "  'Asynchronous Context Manager',\n",
       "  'Abstract Base Cache Class',\n",
       "  'Class Constructor Method',\n",
       "  'Abstract SpinnerInterface Methods',\n",
       "  'Empty class with write methods',\n",
       "  'Error handling in class',\n",
       "  'Custom ThreadPoolExecutor',\n",
       "  'Initialize captured attribute as list',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Definition',\n",
       "  'Custom Exception Class',\n",
       "  'Unimplemented class definition',\n",
       "  'PositionToken class definition',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'SocketListener class functionality',\n",
       "  'StreamRequestHandler Class Implementation',\n",
       "  'BufferedProtocol Class Overview',\n",
       "  'Protocol Interface Definition',\n",
       "  'Flow Control Mixin',\n",
       "  'Python Selector Implementation',\n",
       "  'NTLM Authentication with urllib3',\n",
       "  'HTTPPasswordMgr Class',\n",
       "  'Subclass with URI Auth Management',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Warning Class',\n",
       "  'Custom Exception Class',\n",
       "  'Secure Random Number Generator',\n",
       "  'File-based Cache System',\n",
       "  'Hashes Class Operations',\n",
       "  'Renaming file operations',\n",
       "  'Batching method calls',\n",
       "  'Class attributes initialization',\n",
       "  'Class with methods',\n",
       "  'Lock Class Implementation',\n",
       "  'RunningLoop class definition',\n",
       "  'Custom Thread Class',\n",
       "  'Token class representation',\n",
       "  'KeyedRef Class',\n",
       "  'AsyncMock Class Definition',\n",
       "  'Testing dictionary patching.',\n",
       "  'Exception suppression within context manager',\n",
       "  'Context Management Stack',\n",
       "  'Barrier Class with Synchronization',\n",
       "  'Thread Management with Bunch',\n",
       "  'Asynchronous Timeout Management',\n",
       "  'Async Child Process Monitoring',\n",
       "  'Command completion helper',\n",
       "  'Package Freeze Command',\n",
       "  'Cache Management Commands',\n",
       "  'DistributionPath class operations',\n",
       "  'Installation Requirement Management',\n",
       "  'Package Resolver Operations',\n",
       "  'Package manager functionality',\n",
       "  'Subclass Definition',\n",
       "  'Local File Link Source',\n",
       "  'Package Information Structure',\n",
       "  'Inheritance and Version Comparisons',\n",
       "  'Candidate Result Class',\n",
       "  'Immutable Tag Class',\n",
       "  'Inheritance in Python',\n",
       "  'Inheritance and File Handling',\n",
       "  'Inheritance and File Retrieval',\n",
       "  'Class inheritance and method calls. \\n\\n',\n",
       "  'Cache Implementation',\n",
       "  'FileCache Class继承',\n",
       "  'Terminal Colors Class',\n",
       "  'Panel Class Definition',\n",
       "  'Bar Class Methods',\n",
       "  'Terminal Text Styling',\n",
       "  'Color formatting for terminals',\n",
       "  'BBCode Formatter',\n",
       "  'ScrolledHList class',\n",
       "  'Custom ListNoteBook Widget',\n",
       "  'ComboBox Widget Implementation',\n",
       "  'Scrollable Canvas Widget',\n",
       "  'Custom Tkinter class',\n",
       "  'ScriptBinding Class Methods',\n",
       "  'Debugger Class Functionalities',\n",
       "  'Class Inheritance with Entry Validation',\n",
       "  'Text Editing Widget',\n",
       "  'AboutDialog - Python Info Dialog',\n",
       "  'ViewWindow Class',\n",
       "  'Inheritance and Initialization',\n",
       "  'Hebrew Charset Detection',\n",
       "  'Encoding Detection Model',\n",
       "  'StreamReader Class Inheritance',\n",
       "  'Custom Incremental Encoder',\n",
       "  'Custom IncrementalDecoder Class',\n",
       "  'Custom IncrementalEncoder Class',\n",
       "  'Custom Codec Class',\n",
       "  'Inheritance and attributes.',\n",
       "  'Msgpack ExtType class',\n",
       "  'GLibCVersion Class',\n",
       "  'Custom Tuple Retrieval',\n",
       "  'Lazy Loading Class Definition',\n",
       "  'Windows subclass limitation',\n",
       "  'Class Inheritance and Overrides',\n",
       "  'DOMImplementationLS Class',\n",
       "  'Visibility Controller Logic',\n",
       "  'Dictionary-like Attributes操作',\n",
       "  'Custom Action Class',\n",
       "  'Custom argparse action',\n",
       "  'Pattern tree node class',\n",
       "  'Custom Parser Element \"Or\"',\n",
       "  'Data unpacking class',\n",
       "  'Time Class with Timezone Support',\n",
       "  'Custom datetime class functionality',\n",
       "  'Socket management framework',\n",
       "  'Subclass for subprocess management',\n",
       "  'HTTP Status Code Enum.',\n",
       "  'HTTP error handling and authentication',\n",
       "  'HTTP Request Handling',\n",
       "  'CookieJar functionalities.',\n",
       "  'HTTP Digest Authentication',\n",
       "  'Custom File I/O Class',\n",
       "  'Timed rotating file handler',\n",
       "  'Custom SocketHandler for Logging',\n",
       "  'Documenting Python objects',\n",
       "  'Text formatting methods.',\n",
       "  'Option help formatting',\n",
       "  'Argument Parser Actions Manager',\n",
       "  'Thread management operations',\n",
       "  'Exception handling class',\n",
       "  'Syntax Highlighting Label',\n",
       "  'Translation Class Details',\n",
       "  'Database Storage Class',\n",
       "  'WAV File Reader',\n",
       "  'Custom Text Editor',\n",
       "  'XML Parser Class',\n",
       "  'XML `Node` Class',\n",
       "  'MetaPath Importer for `six.moves`',\n",
       "  'FileLoader methods and functionality.',\n",
       "  'Adapter class for package spec',\n",
       "  'LazyLoader Class功能描述',\n",
       "  'Class Implementation Topics',\n",
       "  'Mocking behavior in Python',\n",
       "  'Weak Value Dictionary',\n",
       "  'Temporary module replacement.',\n",
       "  'Chunk Accumulator Class',\n",
       "  'Custom Exception Class',\n",
       "  'Shared Memory Implementation',\n",
       "  'Custom Storage Class',\n",
       "  'Custom EnumDict for Enum Management',\n",
       "  'Policy Management Framework',\n",
       "  'Configurator methods and patterns',\n",
       "  'Async Retry Logic',\n",
       "  'Custom Iterator Class',\n",
       "  'CSVReader class data handling',\n",
       "  'TypeAliasType Class',\n",
       "  'TypeVarTuple Class',\n",
       "  'Generic Type Handling',\n",
       "  'Class methods for comparison and hashing',\n",
       "  'Class Implementation with __new__ and __init_subclass__',\n",
       "  'TypeVarTuple class_declaration',\n",
       "  'Metaclass behavior',\n",
       "  'Custom Metaclass with __slots__',\n",
       "  'Abstract class with singledispatch.',\n",
       "  'Protocol for releasable buffers',\n",
       "  'Metaclass implementation',\n",
       "  'Remote Method Proxy',\n",
       "  'Class Definition Overview',\n",
       "  'Python Interpreter Class Summary',\n",
       "  'Remote dictionary proxy',\n",
       "  'String-to-float Testing',\n",
       "  'Exception Handling Example',\n",
       "  'Custom handler class',\n",
       "  'Custom Handler Class',\n",
       "  'Custom Exception: Metadata Conflict',\n",
       "  'Custom Exception Class - NoneMetadataError',\n",
       "  'Custom Exception Definition',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception: NotEmptyError',\n",
       "  'Custom Exception: InvalidSchema',\n",
       "  'Custom Exception Class',\n",
       "  'HeaderParseError Exception',\n",
       "  'Custom Exception Class定义',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Classes',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Custom Exception Class',\n",
       "  'Exception Class Definition',\n",
       "  'Custom Exception Class',\n",
       "  'Inheritance and Unicode.arraycopy',\n",
       "  'Unicode character set',\n",
       "  'Inheritance and Unicode filtering',\n",
       "  'Defining C structure.',\n",
       "  'SystemTapBackend class definition',\n",
       "  'Creating input-only widget.',\n",
       "  'Class attributes representation',\n",
       "  'Class methods and column division',\n",
       "  'Class definition and example demo. \\n\\nTopic: Python class definition.',\n",
       "  'Class with File Types',\n",
       "  'Whitespace Matching Class',\n",
       "  'Custom ParseElement NotAny',\n",
       "  'Custom Parsing Logic',\n",
       "  'Matching End of Word',\n",
       "  'Token Location Parsing',\n",
       "  'Custom ParseElementEnhance subclass for line start matching.',\n",
       "  'Inheritance and property',\n",
       "  'Class Definition Extension',\n",
       "  'Class Extension',\n",
       "  'InvalidMailbox Class Definition',\n",
       "  'Mailbox Class Properties',\n",
       "  'ScreenContext Class',\n",
       "  'ThreadLocal DataClass',\n",
       "  'Context Manager Class',\n",
       "  'Capture output context manager',\n",
       "  'PagerContext Class管理pagination显示',\n",
       "  'Text insertion callback tracking.',\n",
       "  'Python Colorizer Class',\n",
       "  'Jupyter rendering customization',\n",
       "  'SQLite Interactive Console',\n",
       "  'IPv6Network Class',\n",
       "  'MIMEBase Class Description',\n",
       "  'MIMEApplication class - summary',\n",
       "  'Inheriting Server Classes',\n",
       "  'Custom Logger Class',\n",
       "  'Protocol Class Definition',\n",
       "  'Retry Backoff Strategy',\n",
       "  'RequestField class functionality',\n",
       "  'MacOSX browser launcher',\n",
       "  'SSL Support Extension',\n",
       "  'Sequence Matching Algorithm',\n",
       "  'Email header testing',\n",
       "  'Testing HTML Parser',\n",
       "  'Python placeholder class',\n",
       "  'Empty class definition',\n",
       "  'Empty class declaration',\n",
       "  'Interfacing with C code',\n",
       "  'Custom Structure Definition.',\n",
       "  'Template Python Class',\n",
       "  'Cryptographic data structure',\n",
       "  'Python ctypes class',\n",
       "  'Python class for Ctypes. \\n\\n',\n",
       "  'Empty class inheritance',\n",
       "  'Empty structure definition',\n",
       "  'Incomplete class definition',\n",
       "  'Python class definition',\n",
       "  'Empty class definition',\n",
       "  'Generic Class Definition.',\n",
       "  'Empty Protocol Marker',\n",
       "  'Runtime type checking',\n",
       "  'Python Protocol Declaration',\n",
       "  'Runtime checkable Protocol',\n",
       "  'Protocol Definition Runtime Checkable',\n",
       "  'Nested Class Definition',\n",
       "  'Self-referencing return type',\n",
       "  'Inheritance with Cat class',\n",
       "  'Class definition: CustomerModel',\n",
       "  'Generic Point Class',\n",
       "  'Multiple inheritance with generics.',\n",
       "  'Subclassing `TypedDict` with Non-totality',\n",
       "  'Custom Class Initialization',\n",
       "  'Pointer to integer array.',\n",
       "  'PersonW class definition',\n",
       "  'Empty Python Class',\n",
       "  'Python class creation',\n",
       "  'Empty Python Class',\n",
       "  'Empty class',\n",
       "  'Structures in Python',\n",
       "  'Custom CSV Configuration',\n",
       "  'Class Inheritance示',\n",
       "  'Python Class Initialization',\n",
       "  'Empty Python class',\n",
       "  'Custom Shelf Class',\n",
       "  'Tower of Hanoi class',\n",
       "  'Custom sequence class',\n",
       "  'Sequence Class Methods',\n",
       "  'Class attributes and initialization',\n",
       "  'Deprecated AST nodes',\n",
       "  'Deprecated AST Node',\n",
       "  'Class with empty method',\n",
       "  'Python class inheritance',\n",
       "  'Gravitational system simulation',\n",
       "  'Class Definition',\n",
       "  'Custom IntEnum class',\n",
       "  'Custom Enum Class',\n",
       "  'Custom Enumeration Inheritance',\n",
       "  'Class Inheritance with Empty Tuple',\n",
       "  'Custom Python class',\n",
       "  'Special methods description. \\n\\nSpecial methods'],\n",
       " 'leaves': [174,\n",
       "  132,\n",
       "  286,\n",
       "  452,\n",
       "  866,\n",
       "  371,\n",
       "  402,\n",
       "  977,\n",
       "  0,\n",
       "  99,\n",
       "  867,\n",
       "  962,\n",
       "  115,\n",
       "  915,\n",
       "  565,\n",
       "  21,\n",
       "  893,\n",
       "  454,\n",
       "  887,\n",
       "  718,\n",
       "  889,\n",
       "  437,\n",
       "  690,\n",
       "  747,\n",
       "  586,\n",
       "  221,\n",
       "  254,\n",
       "  685,\n",
       "  992,\n",
       "  429,\n",
       "  166,\n",
       "  702,\n",
       "  405,\n",
       "  201,\n",
       "  205,\n",
       "  175,\n",
       "  168,\n",
       "  875,\n",
       "  311,\n",
       "  756,\n",
       "  39,\n",
       "  216,\n",
       "  983,\n",
       "  377,\n",
       "  788,\n",
       "  727,\n",
       "  40,\n",
       "  424,\n",
       "  186,\n",
       "  340,\n",
       "  118,\n",
       "  147,\n",
       "  356,\n",
       "  321,\n",
       "  347,\n",
       "  203,\n",
       "  804,\n",
       "  236,\n",
       "  307,\n",
       "  69,\n",
       "  252,\n",
       "  217,\n",
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Cluster Hierarchy:\")\n",
    "hierarchy.dendrogram(linkage_matrix, labels=labels, leaf_rotation=90, leaf_font_size=12,\n",
    "color_threshold=0.7*max(linkage_matrix[:,2]),\n",
    "above_threshold_color='grey', orientation='left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a dataframe to store the hierarchy information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "hierarchy_df = pd.DataFrame(columns=['parent_id', 'parent_name', 'child_left_id', 'child_left_name',\n",
    "'child_right_id', 'child_right_name', 'distance'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Traverse the linkage matrix and build the hierarchy dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, merge in enumerate(linkage_matrix):\n",
    "    parent_id = i + len(labels)\n",
    "    parent_name = f\"Cluster {parent_id}\"\n",
    "    child_left_id = int(merge[0])\n",
    "    child_left_name = labels[child_left_id] if child_left_id < len(labels) else hierarchy_df.loc[child_left_id - len(labels), 'parent_name']\n",
    "\n",
    "    child_right_id = int(merge[1])\n",
    "    child_right_name = labels[child_right_id] if child_right_id < len(labels) else hierarchy_df.loc[child_right_id - len(labels), 'parent_name']\n",
    "\n",
    "    distance = merge[2]\n",
    "\n",
    "    hierarchy_df.loc[i] = [parent_id, parent_name, child_left_id, child_left_name, child_right_id, child_right_name, distance]\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hierarchy Dataframe:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parent_id</th>\n",
       "      <th>parent_name</th>\n",
       "      <th>child_left_id</th>\n",
       "      <th>child_left_name</th>\n",
       "      <th>child_right_id</th>\n",
       "      <th>child_right_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>Cluster 1000</td>\n",
       "      <td>598</td>\n",
       "      <td>Custom Timezone Class</td>\n",
       "      <td>847</td>\n",
       "      <td>Custom Timezone Class</td>\n",
       "      <td>0.116785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1001</td>\n",
       "      <td>Cluster 1001</td>\n",
       "      <td>249</td>\n",
       "      <td>Custom IMAP server authentication</td>\n",
       "      <td>255</td>\n",
       "      <td>Authentication handling</td>\n",
       "      <td>0.215468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1002</td>\n",
       "      <td>Cluster 1002</td>\n",
       "      <td>290</td>\n",
       "      <td>Custom Parsing Logic</td>\n",
       "      <td>595</td>\n",
       "      <td>Matching End of Word</td>\n",
       "      <td>0.227142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1003</td>\n",
       "      <td>Cluster 1003</td>\n",
       "      <td>621</td>\n",
       "      <td>Test class definition.</td>\n",
       "      <td>769</td>\n",
       "      <td>Testing tkinter LabelFrame configurations</td>\n",
       "      <td>0.266530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1004</td>\n",
       "      <td>Cluster 1004</td>\n",
       "      <td>835</td>\n",
       "      <td>Empty class definition</td>\n",
       "      <td>885</td>\n",
       "      <td>Empty class declaration</td>\n",
       "      <td>0.283777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>1994</td>\n",
       "      <td>Cluster 1994</td>\n",
       "      <td>1988</td>\n",
       "      <td>Cluster 1988</td>\n",
       "      <td>1990</td>\n",
       "      <td>Cluster 1990</td>\n",
       "      <td>10.481533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>1995</td>\n",
       "      <td>Cluster 1995</td>\n",
       "      <td>882</td>\n",
       "      <td>String-to-float Testing</td>\n",
       "      <td>1993</td>\n",
       "      <td>Cluster 1993</td>\n",
       "      <td>13.052716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>1996</td>\n",
       "      <td>Cluster 1996</td>\n",
       "      <td>1994</td>\n",
       "      <td>Cluster 1994</td>\n",
       "      <td>1995</td>\n",
       "      <td>Cluster 1995</td>\n",
       "      <td>15.679374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>1997</td>\n",
       "      <td>Cluster 1997</td>\n",
       "      <td>1989</td>\n",
       "      <td>Cluster 1989</td>\n",
       "      <td>1996</td>\n",
       "      <td>Cluster 1996</td>\n",
       "      <td>21.362633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>1998</td>\n",
       "      <td>Cluster 1998</td>\n",
       "      <td>1992</td>\n",
       "      <td>Cluster 1992</td>\n",
       "      <td>1997</td>\n",
       "      <td>Cluster 1997</td>\n",
       "      <td>28.862931</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>999 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     parent_id   parent_name  child_left_id  \\\n",
       "0         1000  Cluster 1000            598   \n",
       "1         1001  Cluster 1001            249   \n",
       "2         1002  Cluster 1002            290   \n",
       "3         1003  Cluster 1003            621   \n",
       "4         1004  Cluster 1004            835   \n",
       "..         ...           ...            ...   \n",
       "994       1994  Cluster 1994           1988   \n",
       "995       1995  Cluster 1995            882   \n",
       "996       1996  Cluster 1996           1994   \n",
       "997       1997  Cluster 1997           1989   \n",
       "998       1998  Cluster 1998           1992   \n",
       "\n",
       "                       child_left_name  child_right_id  \\\n",
       "0                Custom Timezone Class             847   \n",
       "1    Custom IMAP server authentication             255   \n",
       "2                 Custom Parsing Logic             595   \n",
       "3               Test class definition.             769   \n",
       "4               Empty class definition             885   \n",
       "..                                 ...             ...   \n",
       "994                       Cluster 1988            1990   \n",
       "995            String-to-float Testing            1993   \n",
       "996                       Cluster 1994            1995   \n",
       "997                       Cluster 1989            1996   \n",
       "998                       Cluster 1992            1997   \n",
       "\n",
       "                              child_right_name   distance  \n",
       "0                        Custom Timezone Class   0.116785  \n",
       "1                      Authentication handling   0.215468  \n",
       "2                         Matching End of Word   0.227142  \n",
       "3    Testing tkinter LabelFrame configurations   0.266530  \n",
       "4                      Empty class declaration   0.283777  \n",
       "..                                         ...        ...  \n",
       "994                               Cluster 1990  10.481533  \n",
       "995                               Cluster 1993  13.052716  \n",
       "996                               Cluster 1995  15.679374  \n",
       "997                               Cluster 1996  21.362633  \n",
       "998                               Cluster 1997  28.862931  \n",
       "\n",
       "[999 rows x 7 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Hierarchy Dataframe:\")\n",
    "hierarchy_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_tree(node_id, depth=0):\n",
    "    if node_id < len(labels):\n",
    "        print('  ' * depth + f\"- {labels[node_id]}\")\n",
    "    else:\n",
    "        pass\n",
    "        node = hierarchy_df.loc[node_id - len(labels)]\n",
    "        print('  ' * depth + f\"- {node['parent_name']}\")\n",
    "        print_tree(int(node['child_left_id']), depth + 1)\n",
    "        print_tree(int(node['child_right_id']), depth + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hierarchical Tree:\n",
      "- Cluster 1998\n",
      "  - Cluster 1992\n",
      "    - Cluster 1976\n",
      "      - Cluster 1804\n",
      "        - Cluster 1698\n",
      "          - Cluster 1155\n",
      "            - Unit Test with Python unittest\n",
      "            - Cluster 1010\n",
      "              - Unit Testing with Unittest\n",
      "              - Python unit testing\n",
      "          - Cluster 1537\n",
      "            - Unit Testing Setup\n",
      "            - Cluster 1446\n",
      "              - Asynchronous test setup\n",
      "              - Cluster 1285\n",
      "                - Custom Test Suite类\n",
      "                - Module cleanup functions.\n",
      "        - Cluster 1787\n",
      "          - Cluster 1473\n",
      "            - Class Inheritance\n",
      "            - Cluster 1352\n",
      "              - Error handling\n",
      "              - Cluster 1029\n",
      "                - Unit Testing\n",
      "\n",
      "                - Unit Testing with Errors\n",
      "          - Cluster 1697\n",
      "            - Cluster 1153\n",
      "              - Testing Framework_ERRORS\n",
      "              - Cluster 1011\n",
      "                - Inheritance and Method Override\n",
      "                - Inheritance and Error Handling\n",
      "            - Cluster 1183\n",
      "              - Test Setup and Teardown\n",
      "              - Cluster 1008\n",
      "                - TestableTest Class Setup\n",
      "                - Unit Test Setup\n",
      "      - Cluster 1968\n",
      "        - Cluster 1912\n",
      "          - Cluster 1567\n",
      "            - Cluster 1278\n",
      "              - Uniterable Class\n",
      "              - Custom Exception Topic\n",
      "            - Cluster 1389\n",
      "              - Custom Class Definition\n",
      "              - Cluster 1323\n",
      "                - Custom class inheritance.\n",
      "                - Cluster 1173\n",
      "                  - Custom BadList Class\n",
      "                  - Cluster 1117\n",
      "                    - Custom Length Behavior\n",
      "                    - Custom Length and Indexing\n",
      "          - Cluster 1853\n",
      "            - Cluster 1575\n",
      "              - Cluster 1159\n",
      "                - Custom Async Iterable\n",
      "                - Cluster 1085\n",
      "                  - Custom Awaitable Class\n",
      "                  - Python asynchronous programming\n",
      "              - Cluster 1403\n",
      "                - Async Iteratorclass\tdefinition\n",
      "                - Broken class implementation.\n",
      "            - Cluster 1822\n",
      "              - Cluster 1280\n",
      "                - NonGen1 Class Methods\n",
      "                - Cluster 1116\n",
      "                  - NonAGen2 class methods\n",
      "                  - Async Iteration处理\n",
      "              - Cluster 1602\n",
      "                - Cluster 1310\n",
      "                  - Custom Iterator Class\n",
      "                  - Cluster 1206\n",
      "                    - Custom Iterator Class\n",
      "                    - Faulty iterator\n",
      "                - Cluster 1406\n",
      "                  - Custom subclass summary\n",
      "                  - Cluster 1200\n",
      "                    - Custom MySet class\n",
      "                    - Custom Set Class\n",
      "        - Cluster 1939\n",
      "          - Cluster 1891\n",
      "            - Cluster 1753\n",
      "              - Cluster 1432\n",
      "                - Unit Testing - Sets & Iterables\n",
      "                - Cluster 1307\n",
      "                  - Incomplete Class Definition\n",
      "                  - Cluster 1269\n",
      "                    - Bug testing scenario.\n",
      "                    - Cluster 1089\n",
      "                      - Class definition and methods\n",
      "                      - Hashing and equality methods\n",
      "              - Cluster 1544\n",
      "                - Comparison methods in class.  \n",
      "\n",
      "\n",
      "                - Overriding Methods\n",
      "            - Cluster 1758\n",
      "              - Cluster 1623\n",
      "                - Inheritance and Method Calling\n",
      "                - Cluster 1170\n",
      "                  - Subclass with Pickling Support\n",
      "                  - Inheritance Approach Example\n",
      "              - Cluster 1640\n",
      "                - Cluster 1263\n",
      "                  - Memory and AttributeError\n",
      "                  - Custom Exception Class\n",
      "                - Cluster 1492\n",
      "                  - Custom class inheritance\n",
      "                  - Cluster 1271\n",
      "                    - Custom class placeholder\n",
      "                    - Serialization with __setstate__\n",
      "          - Cluster 1931\n",
      "            - Cluster 1759\n",
      "              - Cluster 1497\n",
      "                - MockTraceback class functionality\n",
      "                - Error handling and exception catching\n",
      "              - Cluster 1604\n",
      "                - Custom Python Class\n",
      "                - Cluster 1513\n",
      "                  - Inheritance and Initialization\n",
      "                  - Cluster 1282\n",
      "                    - Custom Exception Class\n",
      "                    - Serialization Not Supported\n",
      "            - Cluster 1882\n",
      "              - Cluster 1629\n",
      "                - Cluster 1202\n",
      "                  - Class properties with getter and setter\n",
      "                  - Descriptor Functionality\n",
      "                - Cluster 1379\n",
      "                  - Class Inheritance Warning\n",
      "                  - Python class with class attributes. \n",
      "\n",
      "\n",
      "              - Cluster 1815\n",
      "                - Cluster 1673\n",
      "                  - Custom HTTP Handler\n",
      "                  - Cluster 1148\n",
      "                    - Serialization Methods\n",
      "                    - Custom Class Initialization\n",
      "                - Cluster 1799\n",
      "                  - Cluster 1462\n",
      "                    - ElementTree Subclassing\n",
      "                    - Error Handling in Class\n",
      "                  - Cluster 1730\n",
      "                    - NotBool class usage\n",
      "                    - Cluster 1570\n",
      "                      - Error-causing class\n",
      "                      - Iterator crash bug fix\n",
      "    - Cluster 1991\n",
      "      - Cluster 1982\n",
      "        - Cluster 1966\n",
      "          - Cluster 1845\n",
      "            - Cluster 1383\n",
      "              - Invalid Array Initialization\n",
      "              - Cluster 1257\n",
      "                - Cluster 1092\n",
      "                  - Inheritance and Fields\n",
      "                  - Cluster 1022\n",
      "                    - Class Inheritance\n",
      "                    - CTypes Structure in Python\n",
      "                - Cluster 1204\n",
      "                  - Inheritance and Fields\n",
      "                  - Cluster 1137\n",
      "                    - Creating ctypes structure\n",
      "                    - Cluster 1045\n",
      "                      - Class Inheritance in ctypes\n",
      "                      - Class inheritance and attributes\n",
      "            - Cluster 1557\n",
      "              - Class Definition - Inheriting and Initializing\n",
      "              - Cluster 1239\n",
      "                - Multiple inheritance with Python.\n",
      "                - Cluster 1168\n",
      "                  - Inheritance and Initialization\n",
      "                  - Memory optimization by slots\n",
      "          - Cluster 1935\n",
      "            - Cluster 1857\n",
      "              - Cluster 1689\n",
      "                - Cluster 1217\n",
      "                  - Class definition\n",
      "                  - Subclass Override Inheritance\n",
      "                - Cluster 1531\n",
      "                  - Cluster 1429\n",
      "                    - Custom subclass definition\n",
      "                    - Class Inheritance Example\n",
      "                  - Cluster 1447\n",
      "                    - Cluster 1111\n",
      "                      - Custom Inheritance Example\n",
      "                      - Custom class inheritance\n",
      "                    - Cluster 1209\n",
      "                      - Equality and Inequality Definitions\n",
      "                      - Incorrect Initialization Method\n",
      "              - Cluster 1744\n",
      "                - Cluster 1441\n",
      "                  - Incorrect class inheritance\n",
      "                  - Cluster 1238\n",
      "                    - Custom Hash Function\n",
      "                    - Custom __len__ method\n",
      "                - Cluster 1457\n",
      "                  - Class definition: Custom truncation\n",
      "                  - Cluster 1358\n",
      "                    - Class Behavior Definition\n",
      "                    - Special Methods\n",
      "            - Cluster 1872\n",
      "              - Cluster 1521\n",
      "                - Cluster 1065\n",
      "                  - Class with bytes representation.\n",
      "                  - Custom subclass definition\n",
      "                - Cluster 1365\n",
      "                  - Memory view implementation\n",
      "                  - Cluster 1303\n",
      "                    - Custom subclass for bytes\n",
      "                    - Cluster 1056\n",
      "                      - CustomBytes subclass functionality\n",
      "                      - Custom SubBytes class\n",
      "              - Cluster 1618\n",
      "                - Cluster 1254\n",
      "                  - Custom Python Class\n",
      "                  - Inheritance - Custom Integer Class\n",
      "                - Cluster 1313\n",
      "                  - Inheritance from bytes class\n",
      "                  - Cluster 1088\n",
      "                    - Custom class optimization\n",
      "                    - Custom Class Inheritance\n",
      "        - Cluster 1971\n",
      "          - Cluster 1936\n",
      "            - Cluster 1503\n",
      "              - Cluster 1129\n",
      "                - Metaclass Inheritance Definition\n",
      "                - Metaclass customization in Python\n",
      "              - Cluster 1327\n",
      "                - Cluster 1005\n",
      "                  - Metaclass Implementation\n",
      "                  - Metaclass Definition\n",
      "                - Cluster 1075\n",
      "                  - Cluster 1044\n",
      "                    - Cluster 1019\n",
      "                      - Metaclass usage\n",
      "                      - Metaclass Influence\n",
      "                    - Cluster 1040\n",
      "                      - Metaclass with Empty Class\n",
      "                      - Class Metaclass Summary\n",
      "                  - Cluster 1067\n",
      "                    - Metaclass `BNotMeta`\n",
      "                    - Incomplete Metaclass Definition\n",
      "            - Cluster 1898\n",
      "              - Cluster 1745\n",
      "                - Cluster 1431\n",
      "                  - Python Class Init Order\n",
      "                  - Cluster 1139\n",
      "                    - Class Constructor Methods\n",
      "                    - Cluster 1098\n",
      "                      - Inheritance customization\n",
      "                      - Slots for Attribute Limitation\n",
      "                - Cluster 1556\n",
      "                  - Cluster 1018\n",
      "                    - Class Inheritance and Initialization\n",
      "                    - Class inheritance and object creation.\n",
      "                  - Cluster 1306\n",
      "                    - Cluster 1118\n",
      "                      - Customizing Class Instantiation\n",
      "                      - Customizing instance creation\n",
      "                    - Cluster 1165\n",
      "                      - Inheritance initialization.\n",
      "                      - Class Inheritance and Initialization\n",
      "              - Cluster 1808\n",
      "                - Cluster 1255\n",
      "                  - Class Creation\n",
      "                  - Cluster 1027\n",
      "                    - Inheritance with NamedTuple\n",
      "                    - Inheritance typo correction\n",
      "                - Cluster 1742\n",
      "                  - Cluster 1384\n",
      "                    - Cluster 1064\n",
      "                      - Inheritance from dict\n",
      "                      - Python class inheritance\n",
      "                    - Cluster 1189\n",
      "                      - Empty Class\n",
      "                      - Empty Python class\n",
      "                  - Cluster 1672\n",
      "                    - Cluster 1152\n",
      "                      - Empty class definition\n",
      "                      - Cluster 1028\n",
      "                        - Inheritance without additional features\n",
      "                        - Inheritance from Parent\n",
      "                    - Cluster 1440\n",
      "                      - Cluster 1013\n",
      "                        - Metaclass Inheritance from None\n",
      "                        - Multiple Inheritance\n",
      "                      - Cluster 1057\n",
      "                        - Empty subclass.\n",
      "                        - Empty Python Class\n",
      "          - Cluster 1944\n",
      "            - Cluster 1865\n",
      "              - Cluster 1622\n",
      "                - Incomplete Code Structure\n",
      "                - Cluster 1372\n",
      "                  - Empty class definition\n",
      "                  - Cluster 1214\n",
      "                    - Class methods overview\n",
      "                    - MethodWrapper Class Methods\n",
      "              - Cluster 1649\n",
      "                - Cluster 1150\n",
      "                  - Class Methods\n",
      "                  - Python Class Methods\n",
      "                - Cluster 1481\n",
      "                  - Class Attributes and Methods\n",
      "                  - Cluster 1103\n",
      "                    - Class definition with methods and attributes\n",
      "                    - Python class features\n",
      "            - Cluster 1934\n",
      "              - Cluster 1833\n",
      "                - Cluster 1729\n",
      "                  - Cluster 1421\n",
      "                    - Empty subclass\n",
      "                    - Cluster 1180\n",
      "                      - Custom Metaclass Creation\n",
      "                      - Class with metaclass\n",
      "                  - Cluster 1454\n",
      "                    - Invalid Subclass\n",
      "                    - Cluster 1054\n",
      "                      - Custom subclass creation\n",
      "                      - Inherited list subclass.\n",
      "                - Cluster 1791\n",
      "                  - Cluster 1621\n",
      "                    - Cluster 1205\n",
      "                      - Inherited Dictionary Class\n",
      "                      - Multiple inheritance from parent classes\n",
      "                    - Cluster 1536\n",
      "                      - Cluster 1325\n",
      "                        - Multiple Inheritance\n",
      "                        - Cluster 1182\n",
      "                          - Class Inheritance Error\n",
      "                          - Inheritance from built-in class\n",
      "                      - Cluster 1348\n",
      "                        - Custom ChainMap subclass\n",
      "                        - Generic Class Definition\n",
      "                  - Cluster 1685\n",
      "                    - Cluster 1295\n",
      "                      - Decorators and methods\n",
      "                      - Property Deletion in Inheritance\n",
      "                    - Cluster 1482\n",
      "                      - Subclass initialization function\n",
      "                      - Multiple inheritance with metaclass\n",
      "              - Cluster 1888\n",
      "                - Cluster 1736\n",
      "                  - Cluster 1281\n",
      "                    - Metaclass custom modification\n",
      "                    - Metaclass with __new__ Method\n",
      "                  - Cluster 1452\n",
      "                    - Cluster 1203\n",
      "                      - Metaclass with custom __getattr__\n",
      "                      - Meta1 Customization Methods\n",
      "                    - Cluster 1227\n",
      "                      - Custom Metaclass Implementation\n",
      "                      - Inheritance and method overrides\n",
      "                - Cluster 1852\n",
      "                  - Cluster 1778\n",
      "                    - Cluster 1016\n",
      "                      - Error in class method\n",
      "                      - Custom serialization method\n",
      "                    - Cluster 1647\n",
      "                      - Cluster 1318\n",
      "                        - Multiple inheritance order\n",
      "                        - Bug testing in inheritance\n",
      "                      - Cluster 1393\n",
      "                        - Unused parameter in method\n",
      "                        - Cluster 1276\n",
      "                          - Metaclass implementation\n",
      "                          - Custom Python Class\n",
      "                  - Cluster 1793\n",
      "                    - Cluster 1193\n",
      "                      - Metaclass behavior notification\n",
      "                      - Cluster 1050\n",
      "                        - Error-raising metaclass\n",
      "                        - Intentional Error Handling\n",
      "                    - Cluster 1540\n",
      "                      - Cluster 1184\n",
      "                        - Abstract Base Class\n",
      "                        - Cluster 1061\n",
      "                          - Metaclass and Static Method\n",
      "                          - Class Definition Incomplete\n",
      "                      - Cluster 1287\n",
      "                        - Incomplete class definition\n",
      "                        - Customizing attribute access\n",
      "      - Cluster 1986\n",
      "        - Cluster 1961\n",
      "          - Cluster 1887\n",
      "            - Cluster 1783\n",
      "              - Cluster 1648\n",
      "                - Inheritance Example\n",
      "                - Cluster 1465\n",
      "                  - Custom pickling behavior\n",
      "                  - Destructor method implementation\n",
      "              - Cluster 1696\n",
      "                - Class inheritance\n",
      "                - Cluster 1576\n",
      "                  - Class Inheritance Model\n",
      "                  - Subclass initialization\n",
      "            - Cluster 1818\n",
      "              - Cluster 1692\n",
      "                - Custom Error Class\n",
      "                - Cluster 1467\n",
      "                  - Custom Exception Class\n",
      "                  - Cluster 1377\n",
      "                    - Custom Exception Class\n",
      "                    - Cluster 1268\n",
      "                      - Custom Exception Class\n",
      "                      - Custom Exception Class\n",
      "              - Cluster 1723\n",
      "                - Cluster 1297\n",
      "                  - Inheritance and method definition\n",
      "                  - Custom Exception Class\n",
      "                - Cluster 1514\n",
      "                  - Empty class declaration\n",
      "                  - Custom Exception Class\n",
      "          - Cluster 1949\n",
      "            - Cluster 1874\n",
      "              - Cluster 1676\n",
      "                - Cluster 1434\n",
      "                  - Cluster 1195\n",
      "                    - Inheritance structure\n",
      "                    - Inheritance with Placeholder-Clause\n",
      "                  - Cluster 1366\n",
      "                    - Inheritance and Empty Class\n",
      "                    - Cluster 1249\n",
      "                      - Inheritance from Base\n",
      "                      - Inheritance Basics\n",
      "                - Cluster 1500\n",
      "                  - Inheritance and Enum Constant\n",
      "                  - Inheritance of complex class\n",
      "              - Cluster 1788\n",
      "                - Cluster 1587\n",
      "                  - Inheritance from Zipfile.\n",
      "                  - Cluster 1436\n",
      "                    - Inheritance Example\n",
      "                    - Multiple Inheritance Explanation\n",
      "                - Cluster 1652\n",
      "                  - Multiple inheritance\n",
      "                  - Cluster 1511\n",
      "                    - Inheritance with Overriding\n",
      "                    - Cluster 1388\n",
      "                      - Class Inheritance and Custom Decorator\n",
      "                      - Custom subclass behavior\n",
      "            - Cluster 1921\n",
      "              - Cluster 1837\n",
      "                - Cluster 1630\n",
      "                  - Inheritance from str\n",
      "                  - Cluster 1124\n",
      "                    - Custom Class __repr__ Method\n",
      "                    - Exception-raising class\n",
      "                - Cluster 1800\n",
      "                  - Cluster 1686\n",
      "                    - Cluster 1308\n",
      "                      - Typographical Errors\n",
      "                      - Class definition: FakeConverter\n",
      "                    - Cluster 1584\n",
      "                      - Custom Floating-point Number\n",
      "                      - Cluster 1468\n",
      "                        - Class Definition: Cheese\n",
      "                        - Custom Mapping Class\n",
      "                  - Cluster 1771\n",
      "                    - Cluster 1048\n",
      "                      - Custom Arithmetic Operations Overrides\n",
      "                      - Inheritance and Division Operation\n",
      "                    - Cluster 1564\n",
      "                      - `Class with __slots__`\n",
      "                      - Cluster 1378\n",
      "                        - Inheritance from SimpleNamespace\n",
      "                        - Dataclass representation customization\n",
      "              - Cluster 1896\n",
      "                - Cluster 1735\n",
      "                  - Cluster 1243\n",
      "                    - Inheritance and Enum Members\n",
      "                    - Cluster 1143\n",
      "                      - Multiple Inheritance Issue\n",
      "                      - Multiple inheritance label\n",
      "                  - Cluster 1390\n",
      "                    - Cluster 1174\n",
      "                      - Inheritance and Enum members\n",
      "                      - Bitwise operations on IntFlag-class\n",
      "                    - Cluster 1322\n",
      "                      - Custom Enum Class\n",
      "                      - Cluster 1071\n",
      "                        - Python decorators with enums\n",
      "                        - Enum Class Definition\n",
      "                - Cluster 1820\n",
      "                  - Cluster 1419\n",
      "                    - Unit testing classes\n",
      "                    - Cluster 1115\n",
      "                      - Class Inheritance and Attributes\n",
      "                      - Enum with inheritance\n",
      "                  - Cluster 1613\n",
      "                    - Cluster 1317\n",
      "                      - Custom Class Inheritance\n",
      "                      - Cluster 1070\n",
      "                        - Python Color Enum\n",
      "                        - Inheritance and Attributes\n",
      "                    - Cluster 1430\n",
      "                      - Custom Flag Class\n",
      "                      - Custom Enum Class\n",
      "        - Cluster 1980\n",
      "          - Cluster 1956\n",
      "            - Cluster 1923\n",
      "              - Cluster 1827\n",
      "                - Cluster 1490\n",
      "                  - Cluster 1130\n",
      "                    - Metaclass Hook\n",
      "                    - Metaclass initialization\n",
      "                  - Cluster 1346\n",
      "                    - Custom Metaclass Definition\n",
      "                    - Metaclass with custom behavior\n",
      "                - Cluster 1765\n",
      "                  - Cluster 1524\n",
      "                    - Cluster 1052\n",
      "                      - Inheritance from E and D.\n",
      "                      - Class Inheritance\n",
      "                    - Cluster 1241\n",
      "                      - Python Class Definition\n",
      "                      - Empty Class Inheritance\n",
      "                  - Cluster 1603\n",
      "                    - Cluster 1330\n",
      "                      - Inheritance and Method's Implementation\n",
      "                      - Generic class definition\n",
      "                    - Cluster 1463\n",
      "                      - Class Inheritance\n",
      "                      - Cluster 1256\n",
      "                        - Inheritance without modification\n",
      "                        - Abstract Method Declaration\n",
      "              - Cluster 1870\n",
      "                - Cluster 1775\n",
      "                  - Cluster 1572\n",
      "                    - Cluster 1272\n",
      "                      - Class property definition\n",
      "                      - Class Attribute Initialization\n",
      "                    - Cluster 1289\n",
      "                      - Class Variables\n",
      "                      - Cluster 1060\n",
      "                        - Empty class定义\n",
      "                        - Class with Integer Data Type\n",
      "                  - Cluster 1695\n",
      "                    - Cluster 1188\n",
      "                      - Incorrect implementation in `__bool__`\n",
      "                      - Cluster 1135\n",
      "                        - Class definition with empty method\n",
      "                        - Empty Python Class\n",
      "                    - Cluster 1496\n",
      "                      - Simple Class Definition\n",
      "                      - Cluster 1113\n",
      "                        - Class definition with variables: `thing`\n",
      "                        - Class Attributes\n",
      "                - Cluster 1823\n",
      "                  - Cluster 1017\n",
      "                    - Hidden attribute usage\n",
      "                    - Class variables and attributes\n",
      "                  - Cluster 1409\n",
      "                    - Testing context manager operations\n",
      "                    - Cluster 1132\n",
      "                      - Class Variable Declaration\n",
      "                      - Attributes in Python Class\n",
      "            - Cluster 1932\n",
      "              - Cluster 1731\n",
      "                - Cluster 1296\n",
      "                  - Protocol Inheritance\n",
      "                  - Protocol Definition in Python\n",
      "                - Cluster 1543\n",
      "                  - Cluster 1026\n",
      "                    - Python Protocol Definition\n",
      "                    - Runtime-checkable protocols.\n",
      "                  - Cluster 1252\n",
      "                    - Cluster 1014\n",
      "                      - Generic class definition\n",
      "                      - Generic Protocol Inheritance\n",
      "                    - Cluster 1034\n",
      "                      - Generic Class Definition\n",
      "                      - Generic Class Declaration\n",
      "              - Cluster 1855\n",
      "                - Cluster 1559\n",
      "                  - Generic class with type parameter\n",
      "                  - Cluster 1343\n",
      "                    - Inheritance with Generic Class\n",
      "                    - Cluster 1291\n",
      "                      - Generic Class Inheritance\n",
      "                      - Cluster 1169\n",
      "                        - Generic class with runtime checking\n",
      "                        - Cluster 1093\n",
      "                          - Generic Class Definition\n",
      "                          - Generic Class Definition\n",
      "                - Cluster 1762\n",
      "                  - Cluster 1081\n",
      "                    - Generic class definition\n",
      "                    - Cluster 1024\n",
      "                      - Inheritance from Generic Parent\n",
      "                      - Inheritance from Generic Parent\n",
      "                  - Cluster 1600\n",
      "                    - Cluster 1125\n",
      "                      - Inheritance from Union\n",
      "                      - Cluster 1094\n",
      "                        - TypeGuard subclass\n",
      "                        - Class Inheritance with Type Hint\n",
      "                    - Cluster 1340\n",
      "                      - Inheritance from `typing.Match`.\n",
      "                      - Inheritance concept\n",
      "          - Cluster 1965\n",
      "            - Cluster 1911\n",
      "              - Cluster 1846\n",
      "                - Cluster 1589\n",
      "                  - Cluster 1033\n",
      "                    - Subclass overrides equality\n",
      "                    - Type Conversion methods\n",
      "                  - Cluster 1225\n",
      "                    - Class Method Definition\n",
      "                    - Special method example\n",
      "                - Cluster 1684\n",
      "                  - Cluster 1190\n",
      "                    - Class Methods with Custom Indices\n",
      "                    - User-defined class: Indexable Objects\n",
      "                  - Cluster 1653\n",
      "                    - Cluster 1331\n",
      "                      - Inheritance from ast.Num\n",
      "                      - Inheritance and Custom Method\n",
      "                    - Cluster 1596\n",
      "                      - Python special method\n",
      "                      - Class Methods Overview\n",
      "              - Cluster 1875\n",
      "                - Cluster 1727\n",
      "                  - Cluster 1226\n",
      "                    - Testing weak reference cleanup.\n",
      "                    - Custom Cleanup Behavior\n",
      "                  - Cluster 1399\n",
      "                    - Custom Exception Class\n",
      "                    - Cyclic Reference Fixation\n",
      "                - Cluster 1811\n",
      "                  - Cluster 1614\n",
      "                    - Custom exception class\n",
      "                    - Cluster 1534\n",
      "                      - Custom Hashing Method\n",
      "                      - Class definition and methods. \n",
      "\n",
      "\n",
      "                  - Cluster 1678\n",
      "                    - Class attribute definition\n",
      "                    - Inheritance without functionality\n",
      "            - Cluster 1933\n",
      "              - Cluster 1848\n",
      "                - Cluster 1722\n",
      "                  - Cluster 1262\n",
      "                    - Scoping Issues\n",
      "                    - Cluster 1197\n",
      "                      - Local Variable Manipulation\n",
      "                      - Error in class method\n",
      "                  - Cluster 1314\n",
      "                    - Class definition with methods\n",
      "                    - Cluster 1105\n",
      "                      - Empty class and methods\n",
      "                      - Python class properties\n",
      "                - Cluster 1774\n",
      "                  - Cluster 1160\n",
      "                    - Class Method Definition\n",
      "                    - Cluster 1078\n",
      "                      - Class with method.\n",
      "                      - Class Methods Summary\n",
      "                  - Cluster 1577\n",
      "                    - Decorated class methods\n",
      "                    - Cluster 1415\n",
      "                      - Class Methods Creation\n",
      "                      - Comparison and Hashing\n",
      "              - Cluster 1862\n",
      "                - Cluster 1483\n",
      "                  - Context Manager Basics\n",
      "                  - Cluster 1051\n",
      "                    - Missing context manager parameters\n",
      "                    - Asynchronous Context Manager\n",
      "                - Cluster 1611\n",
      "                  - Cluster 1367\n",
      "                    - Async Context Manager\n",
      "                    - Decorator on class methods\n",
      "                  - Cluster 1487\n",
      "                    - Class Method Parameters\n",
      "                    - Class Attributes Repair\n",
      "  - Cluster 1997\n",
      "    - Cluster 1989\n",
      "      - Cluster 1962\n",
      "        - Cluster 1947\n",
      "          - Cluster 1885\n",
      "            - Cluster 1816\n",
      "              - Cluster 1675\n",
      "                - Cluster 1344\n",
      "                  - Array manipulation tests\n",
      "                  - Cluster 1142\n",
      "                    - Testing Python list operations.\n",
      "                    - Testing Python slice class\n",
      "                - Cluster 1407\n",
      "                  - Testing Pickler-Unpickler Classes\n",
      "                  - Buffer Protocol Test Suite\n",
      "              - Cluster 1719\n",
      "                - Cluster 1489\n",
      "                  - Cluster 1171\n",
      "                    - Testing Sentinel Functionality\n",
      "                    - Unit Testing Custom Objects\n",
      "                  - Cluster 1258\n",
      "                    - Testing `cmp_to_key` function\n",
      "                    - Unit testing `inspect.signature().bind()`\n",
      "                - Cluster 1620\n",
      "                  - Cluster 1353\n",
      "                    - Unit Testing `make_parser`\n",
      "                    - Testing NodeLlist Class\n",
      "                  - Cluster 1374\n",
      "                    - Unit Testing for ChainMap\n",
      "                    - Cluster 1236\n",
      "                      - Testing itertools functions.\n",
      "                      - Unit Testing Sorting Algorithms\n",
      "            - Cluster 1842\n",
      "              - Cluster 1650\n",
      "                - Testing meta classes\n",
      "                - Cluster 1460\n",
      "                  - Token testing in Python\n",
      "                  - Cluster 1305\n",
      "                    - CPython unittest suite\n",
      "                    - Python Unit Test Methods\n",
      "              - Cluster 1710\n",
      "                - Cluster 1477\n",
      "                  - Unit Testingsubclass with module integration\n",
      "                  - Testing module attributes.\n",
      "                - Cluster 1591\n",
      "                  - Inheritance from Two Classes\n",
      "                  - Cluster 1333\n",
      "                    - Unit Testing Xxo Class\n",
      "                    - Unit Testing Python Code\n",
      "          - Cluster 1904\n",
      "            - Cluster 1542\n",
      "              - Cluster 1068\n",
      "                - Python typing: LiteralTests functionality\n",
      "                - Testing Unpack Behavior\n",
      "              - Cluster 1391\n",
      "                - Multiple Inheritance Tests\n",
      "                - Cluster 1082\n",
      "                  - Type alias testing\n",
      "                  - Testing Any type behaviors\n",
      "            - Cluster 1784\n",
      "              - Cluster 1277\n",
      "                - Attribute deletion test suite\n",
      "                - Cluster 1196\n",
      "                  - Testing Python StaticMethodAttributes\n",
      "                  - Unit Test for Attribute Transformation\n",
      "              - Cluster 1619\n",
      "                - Cluster 1112\n",
      "                  - Mocking Asynchronous Methods\n",
      "                  - Mocking async functions with patching\n",
      "                - Cluster 1411\n",
      "                  - `functools.wraps` tests\n",
      "                  - AST Node Transformation Tests\n",
      "        - Cluster 1957\n",
      "          - Cluster 1876\n",
      "            - Cluster 1780\n",
      "              - Cluster 1363\n",
      "                - Unit Testing for Import System\n",
      "                - Testing Python bytecode imports\n",
      "              - Cluster 1459\n",
      "                - Mock file system class\n",
      "                - Context manager class behaviours\n",
      "            - Cluster 1782\n",
      "              - Cluster 1599\n",
      "                - Unit Test Cleanup Management\n",
      "                - Cluster 1385\n",
      "                  - Testing tkinter functionalities\n",
      "                  - Documentation Testing\n",
      "              - Cluster 1703\n",
      "                - Cluster 1099\n",
      "                  - Channel Communication Testing\n",
      "                  - Interpreter Test Methods\n",
      "                - Cluster 1433\n",
      "                  - Test Environment Context Manager\n",
      "                  - Cluster 1101\n",
      "                    - Logging module test cases\n",
      "                    - Python logging functionalities\n",
      "          - Cluster 1941\n",
      "            - Cluster 1726\n",
      "              - Cluster 1134\n",
      "                - Testing Copy Functionality\n",
      "                - Python garbage collection testing suite\n",
      "              - Cluster 1347\n",
      "                - Introspection Testing in Python\n",
      "                - TypedDict Test Suite\n",
      "            - Cluster 1909\n",
      "              - Cluster 1687\n",
      "                - Cluster 1073\n",
      "                  - Debugging with GDB\n",
      "                  - Unit Testing PyCFunction\n",
      "                - Cluster 1593\n",
      "                  - Cluster 1332\n",
      "                    - Testing function calls\n",
      "                    - Recursive function test case\n",
      "                  - Cluster 1387\n",
      "                    - Cluster 1072\n",
      "                      - Frame Inspection Tests\n",
      "                      - Python C API Testing\n",
      "                    - Cluster 1161\n",
      "                      - Code testing with ctypes\n",
      "                      - Testing Profile and Trace Functions\n",
      "              - Cluster 1825\n",
      "                - Cluster 1488\n",
      "                  - Asyncio unit tests\n",
      "                  - Cluster 1301\n",
      "                    - Test case class definition\n",
      "                    - Inheritance and Attribute Testing\n",
      "                - Cluster 1526\n",
      "                  - Cluster 1237\n",
      "                    - Testing asyncio.Handle Class\n",
      "                    - Testing AsyncExitStack.\n",
      "                  - Cluster 1275\n",
      "                    - Testing asynchronous iterator behavior\n",
      "                    - Cluster 1181\n",
      "                      - Asyncio Queue Testing\n",
      "                      - Coroutine Testing with Inspect\n",
      "      - Cluster 1983\n",
      "        - Cluster 1951\n",
      "          - Cluster 1868\n",
      "            - Cluster 1516\n",
      "              - Unit Test Cases for urllib     \n",
      "              - Cluster 1265\n",
      "                - Socket closing test\n",
      "                - Cluster 1119\n",
      "                  - HTTP Server Testing\n",
      "                  - Testing urllib.urlretrieve() with fake HTTP connections\n",
      "            - Cluster 1768\n",
      "              - Cluster 1532\n",
      "                - Cluster 1007\n",
      "                  - Socket Transport Testing\n",
      "                  - Testing UDP transport class\n",
      "                - Cluster 1121\n",
      "                  - Testing asyncio ProactorEventLoop's socket sendfile functionality.\n",
      "                  - Socket Server Write Functionality Testing\n",
      "              - Cluster 1706\n",
      "                - Cluster 1261\n",
      "                  - CAN frame testing\n",
      "                  - Cluster 1102\n",
      "                    - Unix-domain socket testing\n",
      "                    - Linux Kernel Crypto API Test Suite\n",
      "                - Cluster 1616\n",
      "                  - Cluster 1145\n",
      "                    - Multithreaded SSL Echo Server\n",
      "                    - IMAP Protocol Testing\n",
      "                  - Cluster 1316\n",
      "                    - SSL Single Connection Server\n",
      "                    - SSL Testing Functionality\n",
      "          - Cluster 1893\n",
      "            - Cluster 1701\n",
      "              - Cluster 1547\n",
      "                - Exception Hierarchy Testing\n",
      "                - Cluster 1498\n",
      "                  - Cluster 1354\n",
      "                    - Testing `os.posix_spawnp` behavior\n",
      "                    - Cluster 1108\n",
      "                      - Test cases for resource tracker.\n",
      "                      - Threading Test Scenarios\n",
      "                  - Cluster 1364\n",
      "                    - Random Module Testing\n",
      "                    - Cluster 1270\n",
      "                      - Semaphore Testing详meta\n",
      "                      - Scheduler Test Cases\n",
      "              - Cluster 1601\n",
      "                - Cluster 1127\n",
      "                  - Unit Test for winsoundPlaySound\n",
      "                  - Unit testing `winsound.Beep` functionality\n",
      "                - Cluster 1244\n",
      "                  - Windows Registry Test Suite\n",
      "                  - Cluster 1080\n",
      "                    - Testing `pty` module operations\n",
      "                    - Windows subprocess management tests\n",
      "            - Cluster 1821\n",
      "              - Cluster 1741\n",
      "                - Cluster 1392\n",
      "                  - Cluster 1109\n",
      "                    - Pathlib Directory Traversal Tests\n",
      "                    - Testing `os.fwalk()`\n",
      "                  - Cluster 1154\n",
      "                    - Unicode file operations\n",
      "                    - Cluster 1106\n",
      "                      - Extended Attributes Testing\n",
      "                      - Unit Testing `shutil` Module\n",
      "                - Cluster 1651\n",
      "                  - Cluster 1163\n",
      "                    - Unit Testing for SpooledTemporaryFile\n",
      "                    - Unit Testing BufferedReader\n",
      "                  - Cluster 1412\n",
      "                    - Audio file writing tests\n",
      "                    - Cluster 1035\n",
      "                      - Unit Testing ZipFile Operations\n",
      "                      - File I/O Testing with ZIP archives\n",
      "              - Cluster 1807\n",
      "                - Cluster 1324\n",
      "                  - shutil.rmtree() test suite\n",
      "                  - Shared Memory Test Suite\n",
      "                - Cluster 1660\n",
      "                  - Cluster 1199\n",
      "                    - Testing Python CLI Compiler\n",
      "                    - Python script compilation testing\n",
      "                  - Cluster 1420\n",
      "                    - Unit Testing Helper Class\n",
      "                    - Unit Testing BaseTestCase Class\n",
      "        - Cluster 1975\n",
      "          - Cluster 1942\n",
      "            - Cluster 1892\n",
      "              - Cluster 1725\n",
      "                - Cluster 1175\n",
      "                  - Inheritance and Testing\n",
      "                  - Testing large data dumping with marshal\n",
      "                - Cluster 1273\n",
      "                  - Cluster 1079\n",
      "                    - Memory manipulation tests with ctypes.\n",
      "                    - Data Type Compatibility Testing\n",
      "                  - Cluster 1122\n",
      "                    - Unicode Testing with Python Arrays\n",
      "                    - Testing Wide Strings in Pythonunittest\n",
      "              - Cluster 1831\n",
      "                - Cluster 1627\n",
      "                  - Class definition\n",
      "                  - Cluster 1043\n",
      "                    - Memory error testing\n",
      "                    - Floating-point number testing\n",
      "                - Cluster 1708\n",
      "                  - Cluster 1110\n",
      "                    - Pointer Fields Testing\n",
      "                    - Python ctypes pointer example\n",
      "                  - Cluster 1294\n",
      "                    - Unit Testing Data Structures\n",
      "                    - DLL Interaction with ctypes\n",
      "            - Cluster 1913\n",
      "              - Cluster 1829\n",
      "                - Cluster 1259\n",
      "                  - Testing Reversed Iterator Invariance\n",
      "                  - Cluster 1062\n",
      "                    - Dictionary Iteration Testing\n",
      "                    - Object Immutability Testing\n",
      "                - Cluster 1786\n",
      "                  - Cluster 1037\n",
      "                    - Inheritance from parent classes.\n",
      "                    - Test Case Inheritance\n",
      "                  - Cluster 1586\n",
      "                    - Cluster 1042\n",
      "                      - Enumerated Iterables\n",
      "                      - Testing EnumerateStartTestCase\n",
      "                    - Cluster 1247\n",
      "                      - Test Case Definition\n",
      "                      - Unit testing with tuples\n",
      "              - Cluster 1864\n",
      "                - Cluster 1194\n",
      "                  - Multiple inheritance in Python\n",
      "                  - Inheritance and attribute definition\n",
      "                - Cluster 1792\n",
      "                  - Cluster 1606\n",
      "                    - Inheritance and Pickling\n",
      "                    - Cluster 1475\n",
      "                      - Testing Module Names管理\n",
      "                      - Testing Python error handling\n",
      "                  - Cluster 1711\n",
      "                    - Cluster 1417\n",
      "                      - File handling with shelve\n",
      "                      - Testing TempFilesetUp\n",
      "                    - Cluster 1495\n",
      "                      - Gettext cache testing.\n",
      "                      - Cluster 1292\n",
      "                        - Memoization of Fibonacci Numbers\n",
      "                        - Testing closed SQLite connection\n",
      "          - Cluster 1953\n",
      "            - Cluster 1873\n",
      "              - Cluster 1810\n",
      "                - Cluster 1211\n",
      "                  - Address validation and pickling tests.\n",
      "                  - IPv4 Address Validation\n",
      "                - Cluster 1597\n",
      "                  - Cluster 1338\n",
      "                    - Unit Testing Hash Values\n",
      "                    - Unit Testing Python Hash Values\n",
      "                  - Cluster 1506\n",
      "                    - Mixed Type Comparison Testing\n",
      "                    - HashKey class functionality\n",
      "              - Cluster 1867\n",
      "                - Cluster 1639\n",
      "                  - Cluster 1361\n",
      "                    - Inheritance and Hashing Tests\n",
      "                    - Unit tests for compare_digest function\n",
      "                  - Cluster 1610\n",
      "                    - Cluster 1036\n",
      "                      - Testing large data buffers\n",
      "                      - Checksum Testing in Python\n",
      "                    - Cluster 1549\n",
      "                      - Cluster 1342\n",
      "                        - String Test Methods Summaries\n",
      "                        - SQLite Collation Tests\n",
      "                      - Cluster 1413\n",
      "                        - Unpacking Iterator Tests\n",
      "                        - Cluster 1251\n",
      "                          - ConstructorTestCase for hmac.HMAC\n",
      "                          - Unit Testing for lzma Module\n",
      "                - Cluster 1700\n",
      "                  - Cluster 1229\n",
      "                    - Testing context settings\n",
      "                    - Cluster 1032\n",
      "                      - Decimal Module Test Cases\n",
      "                      - Decimal Arithmetic Operations Testing\n",
      "                  - Cluster 1555\n",
      "                    - Floating-point value testing\n",
      "                    - Cluster 1172\n",
      "                      - Testing `isclose` function behavior\n",
      "                      - Unit test comparison scenarios\n",
      "            - Cluster 1915\n",
      "              - Cluster 1770\n",
      "                - Cluster 1046\n",
      "                  - XMLPullParserTest Methods Overview\n",
      "                  - XML parsing tests\n",
      "                - Cluster 1668\n",
      "                  - DateTime test cases in Pythonunittest\n",
      "                  - Cluster 1349\n",
      "                    - Encoding and decoding headers.\n",
      "                    - Cluster 1120\n",
      "                      - Encoding and Decoding Tests\n",
      "                      - UTF-7 Encoding Tests\n",
      "              - Cluster 1884\n",
      "                - Cluster 1764\n",
      "                  - Cluster 1518\n",
      "                    - Cluster 1166\n",
      "                      - Testing diff_bytes function\n",
      "                      - Unicode filename handling\n",
      "\n",
      "                    - Cluster 1382\n",
      "                      - Encoding Test Cases\n",
      "                      - Encoding detection unit tests\n",
      "                  - Cluster 1721\n",
      "                    - Cluster 1405\n",
      "                      - Testing Clinic Parsing Code\n",
      "                      - Cluster 1213\n",
      "                        - Test Parsing Functions\n",
      "                        - Unit Testing Class With Refactorer\n",
      "                    - Cluster 1450\n",
      "                      - Unit Testing Implementation\n",
      "                      - Code testing with fixerTestCase\n",
      "                - Cluster 1803\n",
      "                  - Cluster 1590\n",
      "                    - Cluster 1136\n",
      "                      - Testing _strptime function\n",
      "                      - Datetime handling tests.\n",
      "                    - Cluster 1422\n",
      "                      - Module nntplib Test Cases\n",
      "                      - Cluster 1104\n",
      "                        - Unit tests for calendar module\n",
      "                        - Unit Testing Python Calendar Module\n",
      "                  - Cluster 1728\n",
      "                    - Cluster 1186\n",
      "                      - Timezone Testing Mixin\n",
      "                      - Unit Testing ZoneInfo Class\n",
      "                    - Cluster 1207\n",
      "                      - Testing Functionality\n",
      "                      - Testing Python `re` module.\n",
      "    - Cluster 1996\n",
      "      - Cluster 1994\n",
      "        - Cluster 1988\n",
      "          - Cluster 1969\n",
      "            - Cluster 1920\n",
      "              - Cluster 1828\n",
      "                - Cluster 1667\n",
      "                  - Cluster 1345\n",
      "                    - Testing abstract server methods\n",
      "                    - Testing asyncio event loops\n",
      "                  - Cluster 1519\n",
      "                    - Timeout setup for server\n",
      "                    - Testing QueueManager Restart\n",
      "                - Cluster 1779\n",
      "                  - SSL/TLS test cases\n",
      "                  - Cluster 1425\n",
      "                    - HTTP Server Authentication Testing\n",
      "                    - RecordingOpenerDirector Class\n",
      "              - Cluster 1871\n",
      "                - Cluster 1539\n",
      "                  - Cluster 1250\n",
      "                    - XML-RPC Headers Testing\n",
      "                    - HTTP keep-alive testing\n",
      "                  - Cluster 1401\n",
      "                    - Custom XML-RPC Transport Class\n",
      "                    - Unit Testing with ServerProxy\n",
      "                - Cluster 1812\n",
      "                  - Cluster 1472\n",
      "                    - SocketPairTest Setup\n",
      "                    - Cluster 1228\n",
      "                      - Class inheritance\n",
      "                      - Custom TCP Error Handling\n",
      "                  - Cluster 1732\n",
      "                    - Cluster 1414\n",
      "                      - Testing multiprocessing connection handles.\n",
      "                      - SQLite Multiprocess Test Case\n",
      "                    - Cluster 1455\n",
      "                      - Inheritance and Attribute Handling.\n",
      "                      - Cluster 1220\n",
      "                        - Testing UDP Socket Timeouts\n",
      "                        - Test subclass functionality\n",
      "            - Cluster 1925\n",
      "              - Cluster 1847\n",
      "                - Cluster 1724\n",
      "                  - Cluster 1461\n",
      "                    - Python stream handling\n",
      "                    - Cluster 1428\n",
      "                      - Custom XMLRPCServer Class\n",
      "                      - Cluster 1266\n",
      "                        - Custom HTTP response handling\n",
      "                        - Custom request handler\n",
      "                  - Cluster 1508\n",
      "                    - Inheritance from Multiple Classes\n",
      "                    - SocketThread class functionality\n",
      "                - Cluster 1772\n",
      "                  - Cluster 1001\n",
      "                    - Custom IMAP server authentication\n",
      "                    - Authentication handling\n",
      "                  - Cluster 1515\n",
      "                    - Datagram Socket Placeholder\n",
      "                    - Testing setup and teardown\n",
      "              - Cluster 1886\n",
      "                - Cluster 1641\n",
      "                  - Connection Management Class\n",
      "                  - Cluster 1357\n",
      "                    - Class Method Overrides\n",
      "                    - Cluster 1212\n",
      "                      - Inheritance in Python\n",
      "                      - class inheritance and method call\n",
      "                - Cluster 1798\n",
      "                  - Cluster 1397\n",
      "                    - Custom Response Class\n",
      "                    - Custom Error Handler\n",
      "                  - Cluster 1681\n",
      "                    - File I/O properties and methods\n",
      "                    - Cluster 1632\n",
      "                      - DebuggingServer methods\n",
      "                      - Cluster 1466\n",
      "                        - Mock Subprocess Initialization\n",
      "                        - MockRawIO inheritance and read method\n",
      "          - Cluster 1985\n",
      "            - Cluster 1974\n",
      "              - Cluster 1946\n",
      "                - Cluster 1878\n",
      "                  - Cluster 1607\n",
      "                    - Cluster 1283\n",
      "                      - Conversion testing for execfile fixer\n",
      "                      - Cluster 1167\n",
      "                        - Test Class Initialization\n",
      "                        - Testing `touch_import` Function\n",
      "                    - Cluster 1339\n",
      "                      - Testing Python bindings detection.\n",
      "                      - Testing deprecated operator module conversions\n",
      "                  - Cluster 1794\n",
      "                    - Cluster 1221\n",
      "                      - Skip Fixer Based on Import\n",
      "                      - Code transformation for migration.\n",
      "                    - Cluster 1562\n",
      "                      - Code implementation: `FixUnicode` class processing AST nodes.\n",
      "                      - Cluster 1369\n",
      "                        - Code refactoring: exception order fix\n",
      "                        - Python code classification\n",
      "                - Cluster 1905\n",
      "                  - Cluster 1712\n",
      "                    - Cluster 1464\n",
      "                      - Custom Module Target Class\n",
      "                      - Class methods overview\n",
      "                    - Cluster 1523\n",
      "                      - Loader class method\n",
      "                      - Class subclass and method\n",
      "                  - Cluster 1738\n",
      "                    - Cluster 1659\n",
      "                      - Cluster 1234\n",
      "                        - Managing test fixtures\n",
      "                        - Zip file testing\n",
      "                      - Cluster 1560\n",
      "                        - Inherit and Define testCase\n",
      "                        - Cluster 1219\n",
      "                          - Unit Testing in Python\n",
      "                          - Unit Testing Class\n",
      "                    - Cluster 1679\n",
      "                      - Cluster 1147\n",
      "                        - Test Methods for `CallingOrder` Class\n",
      "                        - Testing module attributes\n",
      "                      - Cluster 1480\n",
      "                        - Class Definition-Automation\n",
      "                        - Cluster 1131\n",
      "                          - Class Inheritance Method\n",
      "                          - Namespace Package Testing\n",
      "              - Cluster 1970\n",
      "                - Cluster 1954\n",
      "                  - Cluster 1690\n",
      "                    - Cluster 1140\n",
      "                      - Test Default Suppress\n",
      "                      - Cluster 1049\n",
      "                        - Testing command-line parser\n",
      "                        - Argument parsing test case\n",
      "                    - Cluster 1329\n",
      "                      - Testing help message formatting\n",
      "                      - Cluster 1123\n",
      "                        - Testing Argument Usage\n",
      "                        - Cluster 1038\n",
      "                          - Testing Command-line Interface\n",
      "                          - Test class for usage messages\n",
      "                  - Cluster 1903\n",
      "                    - Cluster 1755\n",
      "                      - Cluster 1527\n",
      "                        - Dynamic test generation and comparison\n",
      "                        - Cluster 1074\n",
      "                          - Validation of OptionParser class\n",
      "                          - Custom Option Parser Testing\n",
      "                      - Cluster 1553\n",
      "                        - Cluster 1218\n",
      "                          - Unit Testing - Argument Parser\n",
      "                          - Testing Mutually Exclusive Options\n",
      "                        - Cluster 1319\n",
      "                          - Testing custom argparse action\n",
      "                          - Cluster 1107\n",
      "                            - Unit Testing ArgumentParser in Python\n",
      "                            - Testing variable expansion in help messages\n",
      "                    - Cluster 1806\n",
      "                      - Cluster 1491\n",
      "                        - Unit Testing Details\n",
      "                        - Cluster 1320\n",
      "                          - Testing Parsing Functions\n",
      "                          - Unit Testing ParseMap and Parser\n",
      "                      - Cluster 1573\n",
      "                        - Custom Config Parser Extension\n",
      "                        - Cluster 1510\n",
      "                          - Progress Tracker Class\n",
      "                          - Class methods and attributes\n",
      "                - Cluster 1964\n",
      "                  - Cluster 1919\n",
      "                    - Cluster 1797\n",
      "                      - Cluster 1661\n",
      "                        - Cluster 1216\n",
      "                          - SubTest class definition\n",
      "                          - Testing BaseTestCase Customization\n",
      "                        - Cluster 1288\n",
      "                          - Logging Context Manager\n",
      "                          - Testing management class\n",
      "                      - Cluster 1670\n",
      "                        - Cluster 1443\n",
      "                          - Logging Formatter Unit Tests.\n",
      "                          - Unit testing logging for HTTP requests\n",
      "                        - Cluster 1579\n",
      "                          - Testing Pydoc's _url_handler\n",
      "                          - Customized StringIO Class\n",
      "                    - Cluster 1844\n",
      "                      - Cluster 1749\n",
      "                        - Cluster 1128\n",
      "                          - Monitoring Test Class\n",
      "                          - Event Monitoring Class\n",
      "                        - Cluster 1290\n",
      "                          - Exception Handling Tests\n",
      "                          - Testing PEP 479 behavior.\n",
      "                      - Cluster 1805\n",
      "                        - Cluster 1558\n",
      "                          - Unit Testing Setup\n",
      "                          - Cluster 1416\n",
      "                            - Unit testing Python functions\n",
      "                            - Cluster 1302\n",
      "                              - Inheritance and Method Override.\n",
      "                              - Unit Test Definition\n",
      "                        - Cluster 1658\n",
      "                          - Python traceback testing\n",
      "                          - Cluster 1615\n",
      "                            - Exception Handling: Custom Class\n",
      "                            - Unit testing traceback validation\n",
      "                  - Cluster 1928\n",
      "                    - Cluster 1789\n",
      "                      - Cluster 1309\n",
      "                        - Unit Testing: StoreTest\n",
      "                        - Cluster 1157\n",
      "                          - Testing CodeContext class in Python\n",
      "                          - Test cases for ParenMatch class\n",
      "                      - Cluster 1608\n",
      "                        - Widget testing with Spinbox\n",
      "                        - Cluster 1315\n",
      "                          - Unit Testing ChildBrowserTreeItem Class\n",
      "                          - Unit Test Case Definition\n",
      "                    - Cluster 1889\n",
      "                      - Cluster 1693\n",
      "                        - Cluster 1426\n",
      "                          - Mock `tkinter.messagebox` with `Mbox` class\n",
      "                          - Cluster 1233\n",
      "                            - Custom Calltip Class\n",
      "                            - Inheriting from ViewWindow\n",
      "                        - Cluster 1626\n",
      "                          - Command Class Operations\n",
      "                          - Inheritance and Initialization\n",
      "                      - Cluster 1858\n",
      "                        - Cluster 1449\n",
      "                          - Unit Testing Management\n",
      "                          - Cluster 1185\n",
      "                            - Window Configuration Testing\n",
      "                            - Textbox unit tests coverage\n",
      "                        - Cluster 1763\n",
      "                          - Cluster 1274\n",
      "                            - Styling in Tkinter\n",
      "                            - Cluster 1003\n",
      "                              - Test class definition.\n",
      "                              - Testing tkinter LabelFrame configurations\n",
      "                          - Cluster 1453\n",
      "                            - Unit testing button click events\n",
      "                            - Cluster 1069\n",
      "                              - Unit Testing PathBrowser Class\n",
      "                              - GUI Testing with Tkinter\n",
      "            - Cluster 1977\n",
      "              - Cluster 1930\n",
      "                - Cluster 1861\n",
      "                  - Cluster 1512\n",
      "                    - Ignoring deltaTime non-days operations\n",
      "                    - Cluster 1000\n",
      "                      - Custom Timezone Class\n",
      "                      - Custom Timezone Class\n",
      "                  - Cluster 1691\n",
      "                    - Inheritance with Property\n",
      "                    - Cluster 1248\n",
      "                      - Inheritance combination\n",
      "                      - Inheritance Testing\n",
      "                - Cluster 1908\n",
      "                  - Cluster 1006\n",
      "                    - Empty class definition\n",
      "                    - Empty class_declaration\n",
      "                  - Cluster 1899\n",
      "                    - Cluster 1834\n",
      "                      - Cluster 1286\n",
      "                        - Inheritance and Attribute Setting\n",
      "                        - Cluster 1091\n",
      "                          - Inheritance and Attributes\n",
      "                          - Cluster 1047\n",
      "                            - Test class definition\n",
      "                            - Python decorators and inheritance\n",
      "                      - Cluster 1743\n",
      "                        - Cluster 1012\n",
      "                          - Inheritance and Custom Queue\n",
      "                          - Class Inheritance and Decorator Usage.\n",
      "                        - Cluster 1486\n",
      "                          - Encoding Testing with CP949\n",
      "                          - Multiple Inheritance\n",
      "                    - Cluster 1881\n",
      "                      - Cluster 1716\n",
      "                        - Cluster 1444\n",
      "                          - Inheritance and Attribute Assignment\n",
      "                          - Testing WindowsPath owner/group Windows\n",
      "                        - Cluster 1609\n",
      "                          - Inheritance and initialization\n",
      "                          - Cluster 1380\n",
      "                            - Test case hierarchical inheritance\n",
      "                            - Cluster 1224\n",
      "                              - Class Inheritance relationships\n",
      "                              - Multiple inheritance with attribute\n",
      "                      - Cluster 1814\n",
      "                        - Cluster 1638\n",
      "                          - Inheritance and Task Configuration\n",
      "                          - Cluster 1408\n",
      "                            - Test Case Class Inheritance\n",
      "                            - Cluster 1198\n",
      "                              - Unit Testing Framework\n",
      "                              - Testing Locking Functionality\n",
      "                        - Cluster 1709\n",
      "                          - Cluster 1437\n",
      "                            - Inheritance and attribute assignment\n",
      "                            - Testing JSON Parsing\n",
      "                          - Cluster 1504\n",
      "                            - Unit Testing-Methods Summary\n",
      "                            - SQLite CTE Test Suite\n",
      "              - Cluster 1940\n",
      "                - Cluster 1841\n",
      "                  - Cluster 1445\n",
      "                    - Unit Testing Assertions\n",
      "                    - Unit Testing Bivariate Statistics\n",
      "                  - Cluster 1766\n",
      "                    - Cluster 1550\n",
      "                      - Python class testing specifics.\n",
      "                      - Testing ZoneInfo Data\n",
      "                    - Cluster 1715\n",
      "                      - Cluster 1360\n",
      "                        - Inheritance and Unicode characters.\n",
      "                        - Class Inheritance - UnicodeNormalization\n",
      "                      - Cluster 1656\n",
      "                        - Unit Testing Label\n",
      "                        - Unit Testing Configuration\n",
      "                - Cluster 1900\n",
      "                  - Cluster 1776\n",
      "                    - Cluster 1565\n",
      "                      - Unit Testing Setup\n",
      "                      - Cluster 1529\n",
      "                        - Testing Mocking with Patch\n",
      "                        - Cluster 1284\n",
      "                          - Testing Linux library finding\n",
      "                          - Unit Testing for mailcap module\n",
      "                    - Cluster 1760\n",
      "                      - Cluster 1164\n",
      "                        - Path testing functionality\n",
      "                        - File Management Testing\n",
      "                      - Cluster 1634\n",
      "                        - Cluster 1235\n",
      "                          - Testing Hardlink Functionality\n",
      "                          - Testing None Valued Metadata\n",
      "                        - Cluster 1396\n",
      "                          - Testing time zone functionality.\n",
      "                          - Testing site module effects\n",
      "                  - Cluster 1860\n",
      "                    - Cluster 1191\n",
      "                      - Testing FileType \"wb\" functionality\n",
      "                      - Testing file reading - FileType\n",
      "                    - Cluster 1795\n",
      "                      - Cluster 1009\n",
      "                        - Unit Testing for Translations\n",
      "                        - Test Case Setup\n",
      "                      - Cluster 1548\n",
      "                        - Testing robot parsers functionality\n",
      "                        - Cluster 1470\n",
      "                          - Class Variables Definition\n",
      "                          - Cluster 1321\n",
      "                            - Class TestBabylMessage Tests\n",
      "                            - Unit Testing Magic Number\n",
      "        - Cluster 1990\n",
      "          - Cluster 1981\n",
      "            - Cluster 1943\n",
      "              - Cluster 1877\n",
      "                - Cluster 1777\n",
      "                  - Cluster 1533\n",
      "                    - Time Zone Conversion\n",
      "                    - Custom Logging Formatter\n",
      "                  - Cluster 1582\n",
      "                    - Inheritance and Class Variable\n",
      "                    - Custom Exception Class\n",
      "                - Cluster 1835\n",
      "                  - Cluster 1751\n",
      "                    - Cluster 1612\n",
      "                      - Fake Event Class\n",
      "                      - Custom cursor class\n",
      "                    - Cluster 1642\n",
      "                      - Asynchronous Context Manager\n",
      "                      - Abstract Base Cache Class\n",
      "                  - Cluster 1809\n",
      "                    - Cluster 1561\n",
      "                      - Class Constructor Method\n",
      "                      - Cluster 1456\n",
      "                        - Abstract SpinnerInterface Methods\n",
      "                        - Empty class with write methods\n",
      "                    - Cluster 1699\n",
      "                      - Error handling in class\n",
      "                      - Cluster 1528\n",
      "                        - Custom ThreadPoolExecutor\n",
      "                        - Initialize captured attribute as list\n",
      "              - Cluster 1897\n",
      "                - Cluster 1671\n",
      "                  - Cluster 1368\n",
      "                    - Custom Exception Class\n",
      "                    - Custom Exception Class\n",
      "                  - Cluster 1418\n",
      "                    - Custom Exception Class\n",
      "                    - Cluster 1264\n",
      "                      - Custom Exception Definition\n",
      "                      - Custom Exception Class\n",
      "                - Cluster 1739\n",
      "                  - Cluster 1568\n",
      "                    - Unimplemented class definition\n",
      "                    - PositionToken class definition\n",
      "                  - Cluster 1688\n",
      "                    - Cluster 1328\n",
      "                      - Custom Exception Class\n",
      "                      - Custom Exception Class\n",
      "                    - Cluster 1535\n",
      "                      - Custom Exception Class\n",
      "                      - Custom Exception Class\n",
      "            - Cluster 1978\n",
      "              - Cluster 1948\n",
      "                - Cluster 1922\n",
      "                  - Cluster 1750\n",
      "                    - Cluster 1334\n",
      "                      - SocketListener class functionality\n",
      "                      - StreamRequestHandler Class Implementation\n",
      "                    - Cluster 1530\n",
      "                      - Cluster 1021\n",
      "                        - BufferedProtocol Class Overview\n",
      "                        - Protocol Interface Definition\n",
      "                      - Cluster 1299\n",
      "                        - Flow Control Mixin\n",
      "                        - Python Selector Implementation\n",
      "                  - Cluster 1856\n",
      "                    - Cluster 1311\n",
      "                      - NTLM Authentication with urllib3\n",
      "                      - Cluster 1058\n",
      "                        - HTTPPasswordMgr Class\n",
      "                        - Subclass with URI Auth Management\n",
      "                    - Cluster 1832\n",
      "                      - Cluster 1677\n",
      "                        - Cluster 1484\n",
      "                          - Custom Exception Class\n",
      "                          - Custom Exception Class\n",
      "                        - Cluster 1541\n",
      "                          - Custom Warning Class\n",
      "                          - Custom Exception Class\n",
      "                      - Cluster 1705\n",
      "                        - Secure Random Number Generator\n",
      "                        - Cluster 1520\n",
      "                          - File-based Cache System\n",
      "                          - Cluster 1427\n",
      "                            - Hashes Class Operations\n",
      "                            - Renaming file operations\n",
      "                - Cluster 1926\n",
      "                  - Cluster 1761\n",
      "                    - Cluster 1636\n",
      "                      - Batching method calls\n",
      "                      - Cluster 1402\n",
      "                        - Class attributes initialization\n",
      "                        - Class with methods\n",
      "                    - Cluster 1713\n",
      "                      - Cluster 1381\n",
      "                        - Lock Class Implementation\n",
      "                        - Cluster 1242\n",
      "                          - RunningLoop class definition\n",
      "                          - Custom Thread Class\n",
      "                      - Cluster 1442\n",
      "                        - Token class representation\n",
      "                        - KeyedRef Class\n",
      "                  - Cluster 1817\n",
      "                    - Cluster 1637\n",
      "                      - AsyncMock Class Definition\n",
      "                      - Testing dictionary patching.\n",
      "                    - Cluster 1669\n",
      "                      - Cluster 1149\n",
      "                        - Exception suppression within context manager\n",
      "                        - Context Management Stack\n",
      "                      - Cluster 1585\n",
      "                        - Cluster 1097\n",
      "                          - Barrier Class with Synchronization\n",
      "                          - Thread Management with Bunch\n",
      "                        - Cluster 1351\n",
      "                          - Asynchronous Timeout Management\n",
      "                          - Async Child Process Monitoring\n",
      "              - Cluster 1973\n",
      "                - Cluster 1952\n",
      "                  - Cluster 1756\n",
      "                    - Cluster 1326\n",
      "                      - Command completion helper\n",
      "                      - Cluster 1066\n",
      "                        - Package Freeze Command\n",
      "                        - Cache Management Commands\n",
      "                    - Cluster 1509\n",
      "                      - DistributionPath class operations\n",
      "                      - Cluster 1178\n",
      "                        - Installation Requirement Management\n",
      "                        - Cluster 1100\n",
      "                          - Package Resolver Operations\n",
      "                          - Package manager functionality\n",
      "                  - Cluster 1918\n",
      "                    - Cluster 1704\n",
      "                      - Cluster 1545\n",
      "                        - Subclass Definition\n",
      "                        - Local File Link Source\n",
      "                      - Cluster 1581\n",
      "                        - Package Information Structure\n",
      "                        - Cluster 1404\n",
      "                          - Inheritance and Version Comparisons\n",
      "                          - Cluster 1223\n",
      "                            - Candidate Result Class\n",
      "                            - Immutable Tag Class\n",
      "                    - Cluster 1826\n",
      "                      - Cluster 1493\n",
      "                        - Inheritance in Python\n",
      "                        - Cluster 1253\n",
      "                          - Inheritance and File Handling\n",
      "                          - Inheritance and File Retrieval\n",
      "                      - Cluster 1773\n",
      "                        - Class inheritance and method calls. \n",
      "\n",
      "\n",
      "                        - Cluster 1400\n",
      "                          - Cache Implementation\n",
      "                          - FileCache Class继承\n",
      "                - Cluster 1967\n",
      "                  - Cluster 1927\n",
      "                    - Cluster 1746\n",
      "                      - Cluster 1298\n",
      "                        - Terminal Colors Class\n",
      "                        - Cluster 1114\n",
      "                          - Panel Class Definition\n",
      "                          - Bar Class Methods\n",
      "                      - Cluster 1398\n",
      "                        - Terminal Text Styling\n",
      "                        - Cluster 1095\n",
      "                          - Color formatting for terminals\n",
      "                          - BBCode Formatter\n",
      "                    - Cluster 1895\n",
      "                      - Cluster 1479\n",
      "                        - Cluster 1179\n",
      "                          - ScrolledHList class\n",
      "                          - Cluster 1039\n",
      "                            - Custom ListNoteBook Widget\n",
      "                            - ComboBox Widget Implementation\n",
      "                        - Cluster 1362\n",
      "                          - Scrollable Canvas Widget\n",
      "                          - Custom Tkinter class\n",
      "                      - Cluster 1747\n",
      "                        - Cluster 1156\n",
      "                          - ScriptBinding Class Methods\n",
      "                          - Debugger Class Functionalities\n",
      "                        - Cluster 1578\n",
      "                          - Class Inheritance with Entry Validation\n",
      "                          - Cluster 1337\n",
      "                            - Text Editing Widget\n",
      "                            - Cluster 1162\n",
      "                              - AboutDialog - Python Info Dialog\n",
      "                              - ViewWindow Class\n",
      "                  - Cluster 1929\n",
      "                    - Cluster 1890\n",
      "                      - Cluster 1394\n",
      "                        - Inheritance and Initialization\n",
      "                        - Cluster 1076\n",
      "                          - Hebrew Charset Detection\n",
      "                          - Encoding Detection Model\n",
      "                      - Cluster 1628\n",
      "                        - Cluster 1177\n",
      "                          - StreamReader Class Inheritance\n",
      "                          - Cluster 1083\n",
      "                            - Custom Incremental Encoder\n",
      "                            - Custom IncrementalDecoder Class\n",
      "                        - Cluster 1474\n",
      "                          - Custom IncrementalEncoder Class\n",
      "                          - Cluster 1151\n",
      "                            - Custom Codec Class\n",
      "                            - Inheritance and attributes.\n",
      "                    - Cluster 1894\n",
      "                      - Cluster 1748\n",
      "                        - Cluster 1552\n",
      "                          - Msgpack ExtType class\n",
      "                          - GLibCVersion Class\n",
      "                        - Cluster 1631\n",
      "                          - Custom Tuple Retrieval\n",
      "                          - Cluster 1580\n",
      "                            - Lazy Loading Class Definition\n",
      "                            - Windows subclass limitation\n",
      "                      - Cluster 1854\n",
      "                        - Cluster 1505\n",
      "                          - Class Inheritance and Overrides\n",
      "                          - Cluster 1410\n",
      "                            - DOMImplementationLS Class\n",
      "                            - Cluster 1144\n",
      "                              - Visibility Controller Logic\n",
      "                              - Dictionary-like Attributes操作\n",
      "                        - Cluster 1802\n",
      "                          - Cluster 1176\n",
      "                            - Custom Action Class\n",
      "                            - Custom argparse action\n",
      "                          - Cluster 1423\n",
      "                            - Pattern tree node class\n",
      "                            - Custom Parser Element \"Or\"\n",
      "          - Cluster 1984\n",
      "            - Cluster 1916\n",
      "              - Cluster 1644\n",
      "                - Data unpacking class\n",
      "                - Cluster 1458\n",
      "                  - Time Class with Timezone Support\n",
      "                  - Custom datetime class functionality\n",
      "              - Cluster 1902\n",
      "                - Cluster 1830\n",
      "                  - Cluster 1714\n",
      "                    - Cluster 1451\n",
      "                      - Socket management framework\n",
      "                      - Subclass for subprocess management\n",
      "                    - Cluster 1517\n",
      "                      - HTTP Status Code Enum.\n",
      "                      - Cluster 1312\n",
      "                        - HTTP error handling and authentication\n",
      "                        - HTTP Request Handling\n",
      "                  - Cluster 1737\n",
      "                    - Cluster 1215\n",
      "                      - CookieJar functionalities.\n",
      "                      - HTTP Digest Authentication\n",
      "                    - Cluster 1594\n",
      "                      - Custom File I/O Class\n",
      "                      - Cluster 1370\n",
      "                        - Timed rotating file handler\n",
      "                        - Custom SocketHandler for Logging\n",
      "                - Cluster 1863\n",
      "                  - Cluster 1633\n",
      "                    - Cluster 1087\n",
      "                      - Documenting Python objects\n",
      "                      - Text formatting methods.\n",
      "                    - Cluster 1208\n",
      "                      - Option help formatting\n",
      "                      - Argument Parser Actions Manager\n",
      "                  - Cluster 1785\n",
      "                    - Cluster 1646\n",
      "                      - Thread management operations\n",
      "                      - Cluster 1499\n",
      "                        - Exception handling class\n",
      "                        - Syntax Highlighting Label\n",
      "                    - Cluster 1733\n",
      "                      - Cluster 1525\n",
      "                        - Translation Class Details\n",
      "                        - Cluster 1260\n",
      "                          - Database Storage Class\n",
      "                          - WAV File Reader\n",
      "                      - Cluster 1643\n",
      "                        - Custom Text Editor\n",
      "                        - Cluster 1240\n",
      "                          - XML Parser Class\n",
      "                          - XML `Node` Class\n",
      "            - Cluster 1959\n",
      "              - Cluster 1906\n",
      "                - Cluster 1657\n",
      "                  - Cluster 1210\n",
      "                    - MetaPath Importer for `six.moves`\n",
      "                    - FileLoader methods and functionality.\n",
      "                  - Cluster 1232\n",
      "                    - Adapter class for package spec\n",
      "                    - LazyLoader Class功能描述\n",
      "                - Cluster 1869\n",
      "                  - Cluster 1663\n",
      "                    - Cluster 1356\n",
      "                      - Class Implementation Topics\n",
      "                      - Mocking behavior in Python\n",
      "                    - Cluster 1478\n",
      "                      - Weak Value Dictionary\n",
      "                      - Temporary module replacement.\n",
      "                  - Cluster 1851\n",
      "                    - Cluster 1645\n",
      "                      - Cluster 1448\n",
      "                        - Chunk Accumulator Class\n",
      "                        - Custom Exception Class\n",
      "                      - Cluster 1583\n",
      "                        - Shared Memory Implementation\n",
      "                        - Custom Storage Class\n",
      "                    - Cluster 1752\n",
      "                      - Cluster 1569\n",
      "                        - Custom EnumDict for Enum Management\n",
      "                        - Cluster 1350\n",
      "                          - Policy Management Framework\n",
      "                          - Configurator methods and patterns\n",
      "                      - Cluster 1655\n",
      "                        - Async Retry Logic\n",
      "                        - Cluster 1538\n",
      "                          - Custom Iterator Class\n",
      "                          - CSVReader class data handling\n",
      "              - Cluster 1950\n",
      "                - Cluster 1836\n",
      "                  - Cluster 1133\n",
      "                    - TypeAliasType Class\n",
      "                    - TypeVarTuple Class\n",
      "                  - Cluster 1546\n",
      "                    - Generic Type Handling\n",
      "                    - Cluster 1359\n",
      "                      - Class methods for comparison and hashing\n",
      "                      - Cluster 1031\n",
      "                        - Class Implementation with __new__ and __init_subclass__\n",
      "                        - TypeVarTuple class_declaration\n",
      "                - Cluster 1883\n",
      "                  - Cluster 1654\n",
      "                    - Metaclass behavior\n",
      "                    - Cluster 1471\n",
      "                      - Custom Metaclass with __slots__\n",
      "                      - Abstract class with singledispatch.\n",
      "                  - Cluster 1801\n",
      "                    - Cluster 1717\n",
      "                      - Protocol for releasable buffers\n",
      "                      - Metaclass implementation\n",
      "                    - Cluster 1718\n",
      "                      - Cluster 1395\n",
      "                        - Remote Method Proxy\n",
      "                        - Class Definition Overview\n",
      "                      - Cluster 1617\n",
      "                        - Python Interpreter Class Summary\n",
      "                        - Remote dictionary proxy\n",
      "      - Cluster 1995\n",
      "        - String-to-float Testing\n",
      "        - Cluster 1993\n",
      "          - Cluster 1979\n",
      "            - Cluster 1958\n",
      "              - Cluster 1767\n",
      "                - Exception Handling Example\n",
      "                - Cluster 1373\n",
      "                  - Custom handler class\n",
      "                  - Custom Handler Class\n",
      "              - Cluster 1917\n",
      "                - Cluster 1824\n",
      "                  - Cluster 1501\n",
      "                    - Custom Exception: Metadata Conflict\n",
      "                    - Cluster 1146\n",
      "                      - Custom Exception Class - NoneMetadataError\n",
      "                      - Custom Exception Definition\n",
      "                  - Cluster 1666\n",
      "                    - Cluster 1187\n",
      "                      - Custom Exception Class\n",
      "                      - Custom Exception Class\n",
      "                    - Cluster 1371\n",
      "                      - Custom Exception Class\n",
      "                      - Custom Exception Class\n",
      "                - Cluster 1910\n",
      "                  - Cluster 1796\n",
      "                    - Cluster 1563\n",
      "                      - Custom Exception Class\n",
      "                      - Cluster 1439\n",
      "                        - Custom Exception: NotEmptyError\n",
      "                        - Cluster 1279\n",
      "                          - Custom Exception: InvalidSchema\n",
      "                          - Custom Exception Class\n",
      "                    - Cluster 1680\n",
      "                      - Cluster 1245\n",
      "                        - HeaderParseError Exception\n",
      "                        - Custom Exception Class定义\n",
      "                      - Cluster 1293\n",
      "                        - Custom Exception Class\n",
      "                        - Custom Exception Classes\n",
      "                  - Cluster 1840\n",
      "                    - Cluster 1386\n",
      "                      - Custom Exception Class\n",
      "                      - Custom Exception Class\n",
      "                    - Cluster 1507\n",
      "                      - Custom Exception Class\n",
      "                      - Cluster 1126\n",
      "                        - Exception Class Definition\n",
      "                        - Custom Exception Class\n",
      "            - Cluster 1963\n",
      "              - Cluster 1945\n",
      "                - Cluster 1907\n",
      "                  - Cluster 1090\n",
      "                    - Inheritance and Unicode.arraycopy\n",
      "                    - Cluster 1030\n",
      "                      - Unicode character set\n",
      "                      - Inheritance and Unicode filtering\n",
      "                  - Cluster 1843\n",
      "                    - Cluster 1740\n",
      "                      - Defining C structure.\n",
      "                      - Cluster 1702\n",
      "                        - SystemTapBackend class definition\n",
      "                        - Creating input-only widget.\n",
      "                    - Cluster 1769\n",
      "                      - Cluster 1375\n",
      "                        - Class attributes representation\n",
      "                        - Class methods and column division\n",
      "                      - Cluster 1625\n",
      "                        - Class definition and example demo. \n",
      "\n",
      "Topic: Python class definition.\n",
      "                        - Class with File Types\n",
      "                - Cluster 1924\n",
      "                  - Cluster 1551\n",
      "                    - Cluster 1300\n",
      "                      - Whitespace Matching Class\n",
      "                      - Custom ParseElement NotAny\n",
      "                    - Cluster 1424\n",
      "                      - Cluster 1002\n",
      "                        - Custom Parsing Logic\n",
      "                        - Matching End of Word\n",
      "                      - Cluster 1077\n",
      "                        - Token Location Parsing\n",
      "                        - Custom ParseElementEnhance subclass for line start matching.\n",
      "                  - Cluster 1574\n",
      "                    - Inheritance and property\n",
      "                    - Cluster 1554\n",
      "                      - Class Definition Extension\n",
      "                      - Cluster 1246\n",
      "                        - Class Extension\n",
      "                        - Cluster 1055\n",
      "                          - InvalidMailbox Class Definition\n",
      "                          - Mailbox Class Properties\n",
      "              - Cluster 1955\n",
      "                - Cluster 1880\n",
      "                  - Cluster 1682\n",
      "                    - ScreenContext Class\n",
      "                    - Cluster 1376\n",
      "                      - ThreadLocal DataClass\n",
      "                      - Cluster 1138\n",
      "                        - Context Manager Class\n",
      "                        - Cluster 1063\n",
      "                          - Capture output context manager\n",
      "                          - PagerContext Class管理pagination显示\n",
      "                  - Cluster 1734\n",
      "                    - Cluster 1222\n",
      "                      - Text insertion callback tracking.\n",
      "                      - Python Colorizer Class\n",
      "                    - Cluster 1571\n",
      "                      - Jupyter rendering customization\n",
      "                      - SQLite Interactive Console\n",
      "                - Cluster 1937\n",
      "                  - Cluster 1819\n",
      "                    - Cluster 1674\n",
      "                      - IPv6Network Class\n",
      "                      - Cluster 1522\n",
      "                        - MIMEBase Class Description\n",
      "                        - MIMEApplication class - summary\n",
      "                    - Cluster 1754\n",
      "                      - Cluster 1605\n",
      "                        - Inheriting Server Classes\n",
      "                        - Custom Logger Class\n",
      "                      - Cluster 1707\n",
      "                        - Cluster 1566\n",
      "                          - Protocol Class Definition\n",
      "                          - Retry Backoff Strategy\n",
      "                        - Cluster 1662\n",
      "                          - RequestField class functionality\n",
      "                          - Cluster 1595\n",
      "                            - MacOSX browser launcher\n",
      "                            - SSL Support Extension\n",
      "                  - Cluster 1859\n",
      "                    - Sequence Matching Algorithm\n",
      "                    - Cluster 1476\n",
      "                      - Email header testing\n",
      "                      - Testing HTML Parser\n",
      "          - Cluster 1987\n",
      "            - Cluster 1790\n",
      "              - Cluster 1335\n",
      "                - Cluster 1015\n",
      "                  - Python placeholder class\n",
      "                  - Cluster 1004\n",
      "                    - Empty class definition\n",
      "                    - Empty class declaration\n",
      "                - Cluster 1086\n",
      "                  - Interfacing with C code\n",
      "                  - Cluster 1023\n",
      "                    - Custom Structure Definition.\n",
      "                    - Template Python Class\n",
      "              - Cluster 1435\n",
      "                - Cluster 1096\n",
      "                  - Cryptographic data structure\n",
      "                  - Cluster 1041\n",
      "                    - Python ctypes class\n",
      "                    - Python class for Ctypes. \n",
      "\n",
      "\n",
      "                - Cluster 1230\n",
      "                  - Cluster 1020\n",
      "                    - Empty class inheritance\n",
      "                    - Empty structure definition\n",
      "                  - Cluster 1053\n",
      "                    - Incomplete class definition\n",
      "                    - Cluster 1025\n",
      "                      - Python class definition\n",
      "                      - Empty class definition\n",
      "            - Cluster 1972\n",
      "              - Cluster 1901\n",
      "                - Cluster 1839\n",
      "                  - Cluster 1336\n",
      "                    - Generic Class Definition.\n",
      "                    - Empty Protocol Marker\n",
      "                  - Cluster 1624\n",
      "                    - Cluster 1084\n",
      "                      - Runtime type checking\n",
      "                      - Python Protocol Declaration\n",
      "                    - Cluster 1231\n",
      "                      - Runtime checkable Protocol\n",
      "                      - Protocol Definition Runtime Checkable\n",
      "                - Cluster 1850\n",
      "                  - Cluster 1588\n",
      "                    - Nested Class Definition\n",
      "                    - Self-referencing return type\n",
      "                  - Cluster 1720\n",
      "                    - Cluster 1267\n",
      "                      - Inheritance with Cat class\n",
      "                      - Class definition: CustomerModel\n",
      "                    - Cluster 1683\n",
      "                      - Cluster 1059\n",
      "                        - Generic Point Class\n",
      "                        - Multiple inheritance with generics.\n",
      "                      - Cluster 1438\n",
      "                        - Subclassing `TypedDict` with Non-totality\n",
      "                        - Custom Class Initialization\n",
      "              - Cluster 1960\n",
      "                - Cluster 1849\n",
      "                  - Cluster 1485\n",
      "                    - Pointer to integer array.\n",
      "                    - PersonW class definition\n",
      "                  - Cluster 1502\n",
      "                    - Cluster 1192\n",
      "                      - Empty Python Class\n",
      "                      - Python class creation\n",
      "                    - Cluster 1341\n",
      "                      - Empty Python Class\n",
      "                      - Cluster 1201\n",
      "                        - Empty class\n",
      "                        - Structures in Python\n",
      "                - Cluster 1938\n",
      "                  - Cluster 1866\n",
      "                    - Cluster 1757\n",
      "                      - Cluster 1304\n",
      "                        - Custom CSV Configuration\n",
      "                        - Class Inheritance示\n",
      "                      - Cluster 1469\n",
      "                        - Python Class Initialization\n",
      "                        - Empty Python class\n",
      "                    - Cluster 1838\n",
      "                      - Cluster 1141\n",
      "                        - Custom Shelf Class\n",
      "                        - Tower of Hanoi class\n",
      "                      - Cluster 1158\n",
      "                        - Custom sequence class\n",
      "                        - Sequence Class Methods\n",
      "                  - Cluster 1914\n",
      "                    - Cluster 1781\n",
      "                      - Class attributes and initialization\n",
      "                      - Cluster 1355\n",
      "                        - Deprecated AST nodes\n",
      "                        - Deprecated AST Node\n",
      "                    - Cluster 1879\n",
      "                      - Cluster 1694\n",
      "                        - Class with empty method\n",
      "                        - Cluster 1664\n",
      "                          - Python class inheritance\n",
      "                          - Cluster 1635\n",
      "                            - Gravitational system simulation\n",
      "                            - Class Definition\n",
      "                      - Cluster 1813\n",
      "                        - Cluster 1598\n",
      "                          - Custom IntEnum class\n",
      "                          - Cluster 1494\n",
      "                            - Custom Enum Class\n",
      "                            - Custom Enumeration Inheritance\n",
      "                        - Cluster 1665\n",
      "                          - Class Inheritance with Empty Tuple\n",
      "                          - Cluster 1592\n",
      "                            - Custom Python class\n",
      "                            - Special methods description. \n",
      "\n",
      "Special methods\n"
     ]
    }
   ],
   "source": [
    "print(\"Hierarchical Tree:\")\n",
    "print_tree(len(labels) + len(linkage_matrix) - 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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