article_summarization.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.3"},"colab":{"name":"article_summarization.ipynb","provenance":[],"collapsed_sections":[]}},"cells":[{"cell_type":"markdown","metadata":{"id":"g5XNj7sESfZC"},"source":["**Part 1: Finding TF-IDF score of each word**\n","\n","The text file, article.txt containing a simple article regarding how Eliud Kipchoge broke the 2-hour marathon barrier.\n","<br>\n","At first, the file is read and all the strings are stored in Pandas DataFrame format."]},{"cell_type":"code","metadata":{"id":"ioLkxqtnSfZN","outputId":"8ada5c40-f08d-45e7-85d5-0441478922c8"},"source":["#Import libraries\n","%matplotlib inline\n","import pandas as pd\n","import numpy as np\n","import os\n","import glob\n","import matplotlib as mpl\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import load_files\n","import nltk\n","nltk.download('stopwords')\n","\n","# Just making the plots look better\n","mpl.style.use('ggplot')\n","mpl.rcParams['figure.figsize'] = (8,6)\n","mpl.rcParams['font.size'] = 12\n","\n","str_article = list()\n","article_files = glob.glob('article.txt')\n","d = list()\n","for article in article_files:\n","    with open(article, encoding='utf-8') as f:\n","        filename = os.path.basename(article.split('.')[0])\n","        lines = (line.rstrip() for line in f) # All lines including the blank ones\n","        lines = list(line for line in lines if line) # Non-blank lines\n","        #str_article.rstrip()\n","        d.append(pd.DataFrame({'article': \"article\", 'paragraph': lines}))\n","doc = pd.concat(d)\n","doc\n","#print(str_article)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[nltk_data] Downloading package stopwords to\n","[nltk_data]     C:\\Users\\User\\AppData\\Roaming\\nltk_data...\n","[nltk_data]   Package stopwords is already up-to-date!\n"],"name":"stderr"},{"output_type":"execute_result","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>article</th>\n","      <th>paragraph</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>article</td>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>article</td>\n","      <td>It was the marathon that turned into a sprint....</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>article</td>\n","      <td>Eliud Kipchoge had brushed aside his pacemaker...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>article</td>\n","      <td>It was already known that Kipchoge is an extra...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>article</td>\n","      <td>“I felt a lot of pressure yesterday,” Kipchoge...</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>article</td>\n","      <td>Kipchoge described the period between a 4.50am...</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>article</td>\n","      <td>Giddy comparisons to other sporting and histor...</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>article</td>\n","      <td>This was an operation afforded military levels...</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>article</td>\n","      <td>Ineos, a petrochemical company not exempt from...</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>article</td>\n","      <td>Ratcliffe was afforded the kind of canned laug...</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>article</td>\n","      <td>Technological advancements are not unique to a...</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>article</td>\n","      <td>This was about breaking barriers and showing, ...</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>article</td>\n","      <td>Kipchoge, essentially a modest sort, said he k...</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>article</td>\n","      <td>It seemed incredible that the four-time London...</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>article</td>\n","      <td>The runner’s coach, Patrick Sang, cut one of m...</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>article</td>\n","      <td>Kipchoge quietly exited to bestow an epic part...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    article                                          paragraph\n","0   article  Eliud Kipchoge makes history by running sub tw...\n","1   article  It was the marathon that turned into a sprint....\n","2   article  Eliud Kipchoge had brushed aside his pacemaker...\n","3   article  It was already known that Kipchoge is an extra...\n","4   article  “I felt a lot of pressure yesterday,” Kipchoge...\n","5   article  Kipchoge described the period between a 4.50am...\n","6   article  Giddy comparisons to other sporting and histor...\n","7   article  This was an operation afforded military levels...\n","8   article  Ineos, a petrochemical company not exempt from...\n","9   article  Ratcliffe was afforded the kind of canned laug...\n","10  article  Technological advancements are not unique to a...\n","11  article  This was about breaking barriers and showing, ...\n","12  article  Kipchoge, essentially a modest sort, said he k...\n","13  article  It seemed incredible that the four-time London...\n","14  article  The runner’s coach, Patrick Sang, cut one of m...\n","15  article  Kipchoge quietly exited to bestow an epic part..."]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"id":"3nigSJCDSfaE","outputId":"79da6f39-1e74-4892-952d-203915fa1226"},"source":["doc['article'].value_counts().plot.bar();"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"cXcrvJWOSfaq"},"source":["Importing NLTK corpus to remove stop words from the vector."]},{"cell_type":"code","metadata":{"id":"d7anAkWcSfau"},"source":["from nltk.corpus import stopwords"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"HWvXRITWSfbI"},"source":["Split the lines into sentences/words."]},{"cell_type":"code","metadata":{"id":"IJLyNWuBSfbL","outputId":"bc939830-6913-4f90-b791-4ee839a92ba1"},"source":["doc['sentences'] = doc.paragraph.str.rstrip('.').str.split('[\\.]\\s+')\n","doc['words'] = doc.paragraph.str.strip().str.split('[\\W_]+')\n","\n","#This line is used to remove the English stop words\n","stop = stopwords.words('english')\n","doc['words'] = doc['words'].apply(lambda x: [item for item in x if item not in stop])\n","#doc.head()\n","doc"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>article</th>\n","      <th>paragraph</th>\n","      <th>sentences</th>\n","      <th>words</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>article</td>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>[Eliud Kipchoge makes history by running sub t...</td>\n","      <td>[Eliud, Kipchoge, makes, history, running, sub...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>article</td>\n","      <td>It was the marathon that turned into a sprint....</td>\n","      <td>[It was the marathon that turned into a sprint...</td>\n","      <td>[It, marathon, turned, sprint, Even, strongest...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>article</td>\n","      <td>Eliud Kipchoge had brushed aside his pacemaker...</td>\n","      <td>[Eliud Kipchoge had brushed aside his pacemake...</td>\n","      <td>[Eliud, Kipchoge, brushed, aside, pacemakers, ...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>article</td>\n","      <td>It was already known that Kipchoge is an extra...</td>\n","      <td>[It was already known that Kipchoge is an extr...</td>\n","      <td>[It, already, known, Kipchoge, extraordinary, ...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>article</td>\n","      <td>“I felt a lot of pressure yesterday,” Kipchoge...</td>\n","      <td>[“I felt a lot of pressure yesterday,” Kipchog...</td>\n","      <td>[, I, felt, lot, pressure, yesterday, Kipchoge...</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>article</td>\n","      <td>Kipchoge described the period between a 4.50am...</td>\n","      <td>[Kipchoge described the period between a 4.50a...</td>\n","      <td>[Kipchoge, described, period, 4, 50am, wake, c...</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>article</td>\n","      <td>Giddy comparisons to other sporting and histor...</td>\n","      <td>[Giddy comparisons to other sporting and histo...</td>\n","      <td>[Giddy, comparisons, sporting, historical, act...</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>article</td>\n","      <td>This was an operation afforded military levels...</td>\n","      <td>[This was an operation afforded military level...</td>\n","      <td>[This, operation, afforded, military, levels, ...</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>article</td>\n","      <td>Ineos, a petrochemical company not exempt from...</td>\n","      <td>[Ineos, a petrochemical company not exempt fro...</td>\n","      <td>[Ineos, petrochemical, company, exempt, bad, p...</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>article</td>\n","      <td>Ratcliffe was afforded the kind of canned laug...</td>\n","      <td>[Ratcliffe was afforded the kind of canned lau...</td>\n","      <td>[Ratcliffe, afforded, kind, canned, laughter, ...</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>article</td>\n","      <td>Technological advancements are not unique to a...</td>\n","      <td>[Technological advancements are not unique to ...</td>\n","      <td>[Technological, advancements, unique, athletic...</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>article</td>\n","      <td>This was about breaking barriers and showing, ...</td>\n","      <td>[This was about breaking barriers and showing,...</td>\n","      <td>[This, breaking, barriers, showing, marathon, ...</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>article</td>\n","      <td>Kipchoge, essentially a modest sort, said he k...</td>\n","      <td>[Kipchoge, essentially a modest sort, said he ...</td>\n","      <td>[Kipchoge, essentially, modest, sort, said, kn...</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>article</td>\n","      <td>It seemed incredible that the four-time London...</td>\n","      <td>[It seemed incredible that the four-time Londo...</td>\n","      <td>[It, seemed, incredible, four, time, London, m...</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>article</td>\n","      <td>The runner’s coach, Patrick Sang, cut one of m...</td>\n","      <td>[The runner’s coach, Patrick Sang, cut one of ...</td>\n","      <td>[The, runner, coach, Patrick, Sang, cut, one, ...</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>article</td>\n","      <td>Kipchoge quietly exited to bestow an epic part...</td>\n","      <td>[Kipchoge quietly exited to bestow an epic par...</td>\n","      <td>[Kipchoge, quietly, exited, bestow, epic, part...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    article                                          paragraph  \\\n","0   article  Eliud Kipchoge makes history by running sub tw...   \n","1   article  It was the marathon that turned into a sprint....   \n","2   article  Eliud Kipchoge had brushed aside his pacemaker...   \n","3   article  It was already known that Kipchoge is an extra...   \n","4   article  “I felt a lot of pressure yesterday,” Kipchoge...   \n","5   article  Kipchoge described the period between a 4.50am...   \n","6   article  Giddy comparisons to other sporting and histor...   \n","7   article  This was an operation afforded military levels...   \n","8   article  Ineos, a petrochemical company not exempt from...   \n","9   article  Ratcliffe was afforded the kind of canned laug...   \n","10  article  Technological advancements are not unique to a...   \n","11  article  This was about breaking barriers and showing, ...   \n","12  article  Kipchoge, essentially a modest sort, said he k...   \n","13  article  It seemed incredible that the four-time London...   \n","14  article  The runner’s coach, Patrick Sang, cut one of m...   \n","15  article  Kipchoge quietly exited to bestow an epic part...   \n","\n","                                            sentences  \\\n","0   [Eliud Kipchoge makes history by running sub t...   \n","1   [It was the marathon that turned into a sprint...   \n","2   [Eliud Kipchoge had brushed aside his pacemake...   \n","3   [It was already known that Kipchoge is an extr...   \n","4   [“I felt a lot of pressure yesterday,” Kipchog...   \n","5   [Kipchoge described the period between a 4.50a...   \n","6   [Giddy comparisons to other sporting and histo...   \n","7   [This was an operation afforded military level...   \n","8   [Ineos, a petrochemical company not exempt fro...   \n","9   [Ratcliffe was afforded the kind of canned lau...   \n","10  [Technological advancements are not unique to ...   \n","11  [This was about breaking barriers and showing,...   \n","12  [Kipchoge, essentially a modest sort, said he ...   \n","13  [It seemed incredible that the four-time Londo...   \n","14  [The runner’s coach, Patrick Sang, cut one of ...   \n","15  [Kipchoge quietly exited to bestow an epic par...   \n","\n","                                                words  \n","0   [Eliud, Kipchoge, makes, history, running, sub...  \n","1   [It, marathon, turned, sprint, Even, strongest...  \n","2   [Eliud, Kipchoge, brushed, aside, pacemakers, ...  \n","3   [It, already, known, Kipchoge, extraordinary, ...  \n","4   [, I, felt, lot, pressure, yesterday, Kipchoge...  \n","5   [Kipchoge, described, period, 4, 50am, wake, c...  \n","6   [Giddy, comparisons, sporting, historical, act...  \n","7   [This, operation, afforded, military, levels, ...  \n","8   [Ineos, petrochemical, company, exempt, bad, p...  \n","9   [Ratcliffe, afforded, kind, canned, laughter, ...  \n","10  [Technological, advancements, unique, athletic...  \n","11  [This, breaking, barriers, showing, marathon, ...  \n","12  [Kipchoge, essentially, modest, sort, said, kn...  \n","13  [It, seemed, incredible, four, time, London, m...  \n","14  [The, runner, coach, Patrick, Sang, cut, one, ...  \n","15  [Kipchoge, quietly, exited, bestow, epic, part...  "]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"v9imX-D0Sfbp"},"source":["Split the paragraph into sentences."]},{"cell_type":"code","metadata":{"id":"IgcXzw7uSfbv","outputId":"b76ac94b-f91c-4f58-8b6e-a44916bd97d4"},"source":["rows = list()\n","for row in doc[['paragraph', 'sentences']].iterrows():\n","    r = row[1]\n","    for sentence in r.sentences:\n","        rows.append((r.paragraph, sentence))\n","\n","sentences = pd.DataFrame(rows, columns=['paragraph', 'sentences'])\n","#sentences = sentences[sentences.sentences.str.len() > 0]\n","sentences.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>paragraph</th>\n","      <th>sentences</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>It was the marathon that turned into a sprint....</td>\n","      <td>It was the marathon that turned into a sprint</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>It was the marathon that turned into a sprint....</td>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Eliud Kipchoge had brushed aside his pacemaker...</td>\n","      <td>Eliud Kipchoge had brushed aside his pacemakers</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Eliud Kipchoge had brushed aside his pacemaker...</td>\n","      <td>The Kenyan pointed to and waved at adoring gal...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                           paragraph  \\\n","0  Eliud Kipchoge makes history by running sub tw...   \n","1  It was the marathon that turned into a sprint....   \n","2  It was the marathon that turned into a sprint....   \n","3  Eliud Kipchoge had brushed aside his pacemaker...   \n","4  Eliud Kipchoge had brushed aside his pacemaker...   \n","\n","                                           sentences  \n","0  Eliud Kipchoge makes history by running sub tw...  \n","1      It was the marathon that turned into a sprint  \n","2  Even the strongest cynics – and they are not h...  \n","3    Eliud Kipchoge had brushed aside his pacemakers  \n","4  The Kenyan pointed to and waved at adoring gal...  "]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"So3vPJVHSfch"},"source":["Split the paragraph into words."]},{"cell_type":"code","metadata":{"id":"5l2TDcmfSfco"},"source":["rows = list()\n","for row in doc[['paragraph', 'words']].iterrows():\n","    r = row[1]\n","    for word in r.words:\n","        rows.append((r.paragraph, word))\n","\n","words = pd.DataFrame(rows, columns=['paragraph', 'words'])\n","#remove empty spaces and change words to lower case\n","words = words[words.words.str.len() > 0]\n","words['words'] = words.words.str.lower()\n","#words.head()\n","#words\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"TKvKxL6nSfdM"},"source":["Calculate word counts in the article."]},{"cell_type":"code","metadata":{"id":"nKYRqHWsSfdR","outputId":"3b36d8d3-390b-4ec8-d326-abd056d32525"},"source":["rows = list()\n","for row in doc[['article', 'words']].iterrows():\n","    r = row[1]\n","    for word in r.words:\n","        rows.append((r.article, word))\n","\n","wordcount = pd.DataFrame(rows, columns=['article', 'words'])\n","wordcount['words'] = wordcount.words.str.lower()\n","wordcount.words = wordcount.words.str.replace('\\d+', '')\n","wordcount.words = wordcount.words.str.replace(r'^the', '')\n","wordcount = wordcount[wordcount.words.str.len() > 2]  \n","\n","\n","counts = wordcount.groupby('article')\\\n","    .words.value_counts()\\\n","    .to_frame()\\\n","    .rename(columns={'words':'n_w'})\n","#counts.head()\n","counts\n","#wordcount\n","#wordcount.words.tolist()\n","#counts.columns"],"execution_count":null,"outputs":[{"output_type":"execute_result","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></th>\n","      <th>n_w</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"61\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>15</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>that</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>clock</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>four</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>history</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>morning</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>one</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>pacemakers</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>point</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>stretch</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>this</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>vienna</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>when</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>world</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>afforded</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>aside</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>athlete</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>best</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>calls</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>come</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>company</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>defined</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>eliud</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>even</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>first</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>hills</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>trained</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>transpired</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>troubled</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>troubles</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>true</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>try</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>turned</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>unaffected</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>unavoidable</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>unique</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>untrue</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>view</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>wake</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>walked</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>want</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>waved</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>wealth</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>went</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>what</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>wide</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>widely</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>winner</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>with</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>within</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>would</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>wounded</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>year</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>years</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>yesterday</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>yet</th>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>355 rows × 1 columns</p>\n","</div>"],"text/plain":["                     n_w\n","article words           \n","article kipchoge      15\n","        marathon       7\n","        man            4\n","        running        4\n","        said           4\n","        that           4\n","        clock          3\n","        four           3\n","        history        3\n","        morning        3\n","        one            3\n","        pacemakers     3\n","        point          3\n","        stretch        3\n","        this           3\n","        vienna         3\n","        when           3\n","        world          3\n","        afforded       2\n","        aside          2\n","        athlete        2\n","        best           2\n","        calls          2\n","        come           2\n","        company        2\n","        defined        2\n","        eliud          2\n","        even           2\n","        first          2\n","        hills          2\n","...                  ...\n","        trained        1\n","        transpired     1\n","        troubled       1\n","        troubles       1\n","        true           1\n","        try            1\n","        turned         1\n","        unaffected     1\n","        unavoidable    1\n","        unique         1\n","        untrue         1\n","        view           1\n","        wake           1\n","        walked         1\n","        want           1\n","        waved          1\n","        wealth         1\n","        went           1\n","        what           1\n","        wide           1\n","        widely         1\n","        winner         1\n","        with           1\n","        within         1\n","        would          1\n","        wounded        1\n","        year           1\n","        years          1\n","        yesterday      1\n","        yet            1\n","\n","[355 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"NMiweynJSfdl"},"source":["Plot number frequency graph."]},{"cell_type":"code","metadata":{"id":"lOK2BZOMSfdq","outputId":"e7f12d66-fc29-4a04-cc69-ae4fa58f3182"},"source":["def pretty_plot_top_n(series, top_n=20, index_level=0):\n","    r = series\\\n","    .groupby(level=index_level)\\\n","    .nlargest(top_n)\\\n","    .reset_index(level=index_level, drop=True)\n","    r.plot.bar()\n","    return r.to_frame()\n","\n","\n","pretty_plot_top_n(counts['n_w'])\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","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></th>\n","      <th>n_w</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"20\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>15</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>that</th>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>clock</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>four</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>history</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>morning</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>one</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>pacemakers</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>point</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>stretch</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>this</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>vienna</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>when</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>world</th>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>afforded</th>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>aside</th>\n","      <td>2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                    n_w\n","article words          \n","article kipchoge     15\n","        marathon      7\n","        man           4\n","        running       4\n","        said          4\n","        that          4\n","        clock         3\n","        four          3\n","        history       3\n","        morning       3\n","        one           3\n","        pacemakers    3\n","        point         3\n","        stretch       3\n","        this          3\n","        vienna        3\n","        when          3\n","        world         3\n","        afforded      2\n","        aside         2"]},"metadata":{"tags":[]},"execution_count":8},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"yQE0Rl06SfeA","outputId":"124be313-7083-4bf1-f346-91c9b7d108f9"},"source":["word_sum = counts.groupby(level=0)\\\n","    .sum()\\\n","    .rename(columns={'n_w': 'n_d'})\n","word_sum\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>n_d</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>article</th>\n","      <td>441</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         n_d\n","article     \n","article  441"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"U8oZJPkHSfec","outputId":"e0e37733-09e7-4037-bf30-fd6093e8d592"},"source":["tf = counts.join(word_sum)\n","\n","tf['tf'] = tf.n_w/tf.n_d\n","\n","tf.head()\n","#tf"],"execution_count":null,"outputs":[{"output_type":"execute_result","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></th>\n","      <th>n_w</th>\n","      <th>n_d</th>\n","      <th>tf</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"5\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>15</td>\n","      <td>441</td>\n","      <td>0.034014</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>7</td>\n","      <td>441</td>\n","      <td>0.015873</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                  n_w  n_d        tf\n","article words                       \n","article kipchoge   15  441  0.034014\n","        marathon    7  441  0.015873\n","        man         4  441  0.009070\n","        running     4  441  0.009070\n","        said        4  441  0.009070"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"9CNdmwpvSfe4"},"source":["Plot top 20 words based on TF"]},{"cell_type":"code","metadata":{"id":"l066pxqJSffA","outputId":"1767cf68-39aa-420e-fa27-9b38844223b0"},"source":["pretty_plot_top_n(tf['tf'])"],"execution_count":null,"outputs":[{"output_type":"execute_result","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></th>\n","      <th>tf</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"20\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>0.034014</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>0.015873</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>0.009070</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>0.009070</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>0.009070</td>\n","    </tr>\n","    <tr>\n","      <th>that</th>\n","      <td>0.009070</td>\n","    </tr>\n","    <tr>\n","      <th>clock</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>four</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>history</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>morning</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>one</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>pacemakers</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>point</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>stretch</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>this</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>vienna</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>when</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>world</th>\n","      <td>0.006803</td>\n","    </tr>\n","    <tr>\n","      <th>afforded</th>\n","      <td>0.004535</td>\n","    </tr>\n","    <tr>\n","      <th>aside</th>\n","      <td>0.004535</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                          tf\n","article words               \n","article kipchoge    0.034014\n","        marathon    0.015873\n","        man         0.009070\n","        running     0.009070\n","        said        0.009070\n","        that        0.009070\n","        clock       0.006803\n","        four        0.006803\n","        history     0.006803\n","        morning     0.006803\n","        one         0.006803\n","        pacemakers  0.006803\n","        point       0.006803\n","        stretch     0.006803\n","        this        0.006803\n","        vienna      0.006803\n","        when        0.006803\n","        world       0.006803\n","        afforded    0.004535\n","        aside       0.004535"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"hR9f8GLBSffW","outputId":"6cd18b7b-6304-4e33-8ed7-1ca1191f5756"},"source":["c_d = wordcount.article.nunique()\n","c_d"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"9UqkOg9nSff9","outputId":"64cdb11e-9547-4c6a-f31a-9af4c5dda86f"},"source":["idf = wordcount.groupby('words')\\\n","    .article\\\n","    .nunique()\\\n","    .to_frame()\\\n","    .rename(columns={'article':'i_d'})\\\n","    .sort_values('i_d')\n","idf.head()\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>i_d</th>\n","    </tr>\n","    <tr>\n","      <th>words</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>achieve</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>pursuit</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>publicity</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>public</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>prototype</th>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           i_d\n","words         \n","achieve      1\n","pursuit      1\n","publicity    1\n","public       1\n","prototype    1"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"7D_RDQdqSfgP","outputId":"190da882-f17d-4998-dbce-b845e7f1f754"},"source":["idf['idf'] = np.log(c_d/idf.i_d.values)\n","\n","idf.head()\n","#idf"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>i_d</th>\n","      <th>idf</th>\n","    </tr>\n","    <tr>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>achieve</th>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>pursuit</th>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>publicity</th>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>public</th>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>prototype</th>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           i_d  idf\n","words              \n","achieve      1  0.0\n","pursuit      1  0.0\n","publicity    1  0.0\n","public       1  0.0\n","prototype    1  0.0"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"3gnk5XRTSfhU"},"source":["IDF values are all zeros because in this example, only 1 article is considered & all unique words appeared in the same article.  IDF values are 0 if it appears in all the documents."]},{"cell_type":"code","metadata":{"id":"rqb87ACASfhu","outputId":"253c010a-dbe3-42f4-cef7-de98a93dc192"},"source":["tf_idf = tf.join(idf)\n","\n","tf_idf.head()\n","#tf_idf"],"execution_count":null,"outputs":[{"output_type":"execute_result","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></th>\n","      <th>n_w</th>\n","      <th>n_d</th>\n","      <th>tf</th>\n","      <th>i_d</th>\n","      <th>idf</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"5\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>15</td>\n","      <td>441</td>\n","      <td>0.034014</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>7</td>\n","      <td>441</td>\n","      <td>0.015873</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                  n_w  n_d        tf  i_d  idf\n","article words                                 \n","article kipchoge   15  441  0.034014    1  0.0\n","        marathon    7  441  0.015873    1  0.0\n","        man         4  441  0.009070    1  0.0\n","        running     4  441  0.009070    1  0.0\n","        said        4  441  0.009070    1  0.0"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"qmT-73-SSfiu","outputId":"c2afcfd0-fc84-42d3-bcfb-8a3958289eea"},"source":["tf_idf['tf_idf'] = tf_idf.tf * tf_idf.idf\n","tf_idf.head()\n","#tf_idf"],"execution_count":null,"outputs":[{"output_type":"execute_result","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></th>\n","      <th>n_w</th>\n","      <th>n_d</th>\n","      <th>tf</th>\n","      <th>i_d</th>\n","      <th>idf</th>\n","      <th>tf_idf</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"5\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>15</td>\n","      <td>441</td>\n","      <td>0.034014</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>7</td>\n","      <td>441</td>\n","      <td>0.015873</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>0.009070</td>\n","      <td>1</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                  n_w  n_d        tf  i_d  idf  tf_idf\n","article words                                         \n","article kipchoge   15  441  0.034014    1  0.0     0.0\n","        marathon    7  441  0.015873    1  0.0     0.0\n","        man         4  441  0.009070    1  0.0     0.0\n","        running     4  441  0.009070    1  0.0     0.0\n","        said        4  441  0.009070    1  0.0     0.0"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"xW4OqDnaTgyP"},"source":["\n","-------------------------------------------------\n","**Part 2: Using Hopfield Network to find the most important words**\n","\n","In this part, the TF scores are treated as the Frequency Vector i.e. the input to Hopfield Network.\n","\n","Frequency Matrix is constructed to be treated as Hopfield Network weights."]},{"cell_type":"code","metadata":{"scrolled":true,"id":"btIpiF3uSfjn","outputId":"2f7cbefc-8a31-4c54-ae33-6f221457aa09"},"source":["freq_matrix = pd.DataFrame(np.outer(tf_idf[\"tf\"], tf_idf[\"tf\"]), tf_idf[\"tf\"].index, tf_idf[\"tf\"].index)\n","#freq_matrix.head()\n","freq_matrix"],"execution_count":null,"outputs":[{"output_type":"execute_result","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 tr th {\n","        text-align: left;\n","    }\n","\n","    .dataframe thead tr:last-of-type th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th>article</th>\n","      <th colspan=\"21\" halign=\"left\">article</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>words</th>\n","      <th>kipchoge</th>\n","      <th>marathon</th>\n","      <th>man</th>\n","      <th>running</th>\n","      <th>said</th>\n","      <th>that</th>\n","      <th>clock</th>\n","      <th>four</th>\n","      <th>history</th>\n","      <th>morning</th>\n","      <th>...</th>\n","      <th>widely</th>\n","      <th>winner</th>\n","      <th>with</th>\n","      <th>within</th>\n","      <th>would</th>\n","      <th>wounded</th>\n","      <th>year</th>\n","      <th>years</th>\n","      <th>yesterday</th>\n","      <th>yet</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"61\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>0.001157</td>\n","      <td>0.000540</td>\n","      <td>0.000309</td>\n","      <td>0.000309</td>\n","      <td>0.000309</td>\n","      <td>0.000309</td>\n","      <td>0.000231</td>\n","      <td>0.000231</td>\n","      <td>0.000231</td>\n","      <td>0.000231</td>\n","      <td>...</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","      <td>0.000077</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>0.000540</td>\n","      <td>0.000252</td>\n","      <td>0.000144</td>\n","      <td>0.000144</td>\n","      <td>0.000144</td>\n","      <td>0.000144</td>\n","      <td>0.000108</td>\n","      <td>0.000108</td>\n","      <td>0.000108</td>\n","      <td>0.000108</td>\n","      <td>...</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","      <td>0.000036</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>0.000309</td>\n","      <td>0.000144</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>...</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>0.000309</td>\n","      <td>0.000144</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>...</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>0.000309</td>\n","      <td>0.000144</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>...</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","    </tr>\n","    <tr>\n","      <th>that</th>\n","      <td>0.000309</td>\n","      <td>0.000144</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000082</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>...</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","    </tr>\n","    <tr>\n","      <th>clock</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>four</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>history</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>morning</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>one</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>pacemakers</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>point</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>stretch</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>this</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>vienna</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>when</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>world</th>\n","      <td>0.000231</td>\n","      <td>0.000108</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000062</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>0.000046</td>\n","      <td>...</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","    </tr>\n","    <tr>\n","      <th>afforded</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>aside</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>athlete</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>best</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>calls</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>come</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>company</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>defined</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>eliud</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>even</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>first</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","    </tr>\n","    <tr>\n","      <th>hills</th>\n","      <td>0.000154</td>\n","      <td>0.000072</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000041</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>0.000031</td>\n","      <td>...</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</td>\n","      <td>0.000010</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","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\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>trained</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>transpired</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>troubled</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>troubles</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>true</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>try</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>turned</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>unaffected</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>unavoidable</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>unique</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>untrue</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>view</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>wake</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>walked</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>want</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>waved</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>wealth</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>went</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>what</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>wide</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>widely</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>winner</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>with</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>within</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>would</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>wounded</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>year</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>years</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>yesterday</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","    <tr>\n","      <th>yet</th>\n","      <td>0.000077</td>\n","      <td>0.000036</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000021</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>0.000015</td>\n","      <td>...</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","      <td>0.000005</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>355 rows × 355 columns</p>\n","</div>"],"text/plain":["article               article                                          \\\n","words                kipchoge  marathon       man   running      said   \n","article words                                                           \n","article kipchoge     0.001157  0.000540  0.000309  0.000309  0.000309   \n","        marathon     0.000540  0.000252  0.000144  0.000144  0.000144   \n","        man          0.000309  0.000144  0.000082  0.000082  0.000082   \n","        running      0.000309  0.000144  0.000082  0.000082  0.000082   \n","        said         0.000309  0.000144  0.000082  0.000082  0.000082   \n","        that         0.000309  0.000144  0.000082  0.000082  0.000082   \n","        clock        0.000231  0.000108  0.000062  0.000062  0.000062   \n","        four         0.000231  0.000108  0.000062  0.000062  0.000062   \n","        history      0.000231  0.000108  0.000062  0.000062  0.000062   \n","        morning      0.000231  0.000108  0.000062  0.000062  0.000062   \n","        one          0.000231  0.000108  0.000062  0.000062  0.000062   \n","        pacemakers   0.000231  0.000108  0.000062  0.000062  0.000062   \n","        point        0.000231  0.000108  0.000062  0.000062  0.000062   \n","        stretch      0.000231  0.000108  0.000062  0.000062  0.000062   \n","        this         0.000231  0.000108  0.000062  0.000062  0.000062   \n","        vienna       0.000231  0.000108  0.000062  0.000062  0.000062   \n","        when         0.000231  0.000108  0.000062  0.000062  0.000062   \n","        world        0.000231  0.000108  0.000062  0.000062  0.000062   \n","        afforded     0.000154  0.000072  0.000041  0.000041  0.000041   \n","        aside        0.000154  0.000072  0.000041  0.000041  0.000041   \n","        athlete      0.000154  0.000072  0.000041  0.000041  0.000041   \n","        best         0.000154  0.000072  0.000041  0.000041  0.000041   \n","        calls        0.000154  0.000072  0.000041  0.000041  0.000041   \n","        come         0.000154  0.000072  0.000041  0.000041  0.000041   \n","        company      0.000154  0.000072  0.000041  0.000041  0.000041   \n","        defined      0.000154  0.000072  0.000041  0.000041  0.000041   \n","        eliud        0.000154  0.000072  0.000041  0.000041  0.000041   \n","        even         0.000154  0.000072  0.000041  0.000041  0.000041   \n","        first        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0.000077  0.000077  0.000077  \n","        marathon     0.000036  0.000036  0.000036  0.000036  0.000036  \n","        man          0.000021  0.000021  0.000021  0.000021  0.000021  \n","        running      0.000021  0.000021  0.000021  0.000021  0.000021  \n","        said         0.000021  0.000021  0.000021  0.000021  0.000021  \n","        that         0.000021  0.000021  0.000021  0.000021  0.000021  \n","        clock        0.000015  0.000015  0.000015  0.000015  0.000015  \n","        four         0.000015  0.000015  0.000015  0.000015  0.000015  \n","        history      0.000015  0.000015  0.000015  0.000015  0.000015  \n","        morning      0.000015  0.000015  0.000015  0.000015  0.000015  \n","        one          0.000015  0.000015  0.000015  0.000015  0.000015  \n","        pacemakers   0.000015  0.000015  0.000015  0.000015  0.000015  \n","        point        0.000015  0.000015  0.000015  0.000015  0.000015  \n","        stretch      0.000015  0.000015  0.000015  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\n","        unique       0.000005  0.000005  0.000005  0.000005  0.000005  \n","        untrue       0.000005  0.000005  0.000005  0.000005  0.000005  \n","        view         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        wake         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        walked       0.000005  0.000005  0.000005  0.000005  0.000005  \n","        want         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        waved        0.000005  0.000005  0.000005  0.000005  0.000005  \n","        wealth       0.000005  0.000005  0.000005  0.000005  0.000005  \n","        went         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        what         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        wide         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        widely       0.000005  0.000005  0.000005  0.000005  0.000005  \n","        winner       0.000005  0.000005  0.000005  0.000005  0.000005  \n","        with         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        within       0.000005  0.000005  0.000005  0.000005  0.000005  \n","        would        0.000005  0.000005  0.000005  0.000005  0.000005  \n","        wounded      0.000005  0.000005  0.000005  0.000005  0.000005  \n","        year         0.000005  0.000005  0.000005  0.000005  0.000005  \n","        years        0.000005  0.000005  0.000005  0.000005  0.000005  \n","        yesterday    0.000005  0.000005  0.000005  0.000005  0.000005  \n","        yet          0.000005  0.000005  0.000005  0.000005  0.000005  \n","\n","[355 rows x 355 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"markdown","metadata":{"id":"UvpEA8IfSfj2"},"source":["Finding the maximum of the frequency vector and matrix"]},{"cell_type":"code","metadata":{"id":"7yBM_iaaSfkJ","outputId":"be12b171-eb58-4875-d0b6-c9b5e93e5113"},"source":["vector_max = tf_idf['tf'].max()\n","print(vector_max)\n","matrix_max = freq_matrix.max().max()\n","print(matrix_max)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["0.034013605442176874\n","0.0011569253551760843\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"pKsYyVPQSfkh"},"source":["Normalizing the frequency vector"]},{"cell_type":"code","metadata":{"id":"AvLCa-UpSfkn","outputId":"71a02a56-4c7e-40ea-a854-ea3d4941a00f"},"source":["tf_idf['norm_freq'] = tf_idf.tf / vector_max\n","\n","temp_df = tf_idf[['tf', 'norm_freq']]\n","#temp_df\n","temp_df.head(20)\n","\n","#tf_idf.head()\n","#tf_idf"],"execution_count":null,"outputs":[{"output_type":"execute_result","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></th>\n","      <th>tf</th>\n","      <th>norm_freq</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"20\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>0.034014</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>0.015873</td>\n","      <td>0.466667</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>0.009070</td>\n","      <td>0.266667</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>0.009070</td>\n","      <td>0.266667</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>0.009070</td>\n","      <td>0.266667</td>\n","    </tr>\n","    <tr>\n","      <th>that</th>\n","      <td>0.009070</td>\n","      <td>0.266667</td>\n","    </tr>\n","    <tr>\n","      <th>clock</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>four</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>history</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>morning</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>one</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>pacemakers</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>point</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>stretch</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>this</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>vienna</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>when</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>world</th>\n","      <td>0.006803</td>\n","      <td>0.200000</td>\n","    </tr>\n","    <tr>\n","      <th>afforded</th>\n","      <td>0.004535</td>\n","      <td>0.133333</td>\n","    </tr>\n","    <tr>\n","      <th>aside</th>\n","      <td>0.004535</td>\n","      <td>0.133333</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                          tf  norm_freq\n","article words                          \n","article kipchoge    0.034014   1.000000\n","        marathon    0.015873   0.466667\n","        man         0.009070   0.266667\n","        running     0.009070   0.266667\n","        said        0.009070   0.266667\n","        that        0.009070   0.266667\n","        clock       0.006803   0.200000\n","        four        0.006803   0.200000\n","        history     0.006803   0.200000\n","        morning     0.006803   0.200000\n","        one         0.006803   0.200000\n","        pacemakers  0.006803   0.200000\n","        point       0.006803   0.200000\n","        stretch     0.006803   0.200000\n","        this        0.006803   0.200000\n","        vienna      0.006803   0.200000\n","        when        0.006803   0.200000\n","        world       0.006803   0.200000\n","        afforded    0.004535   0.133333\n","        aside       0.004535   0.133333"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"7T0IWQgvSflK"},"source":["Normalizing the frequency matrix"]},{"cell_type":"code","metadata":{"scrolled":true,"id":"8jpLS_V3SflM","outputId":"2cb9d057-a422-4381-9c0e-5b70981a828a"},"source":["freq_matrix_norm = freq_matrix.div(matrix_max)\n","freq_matrix_norm"],"execution_count":null,"outputs":[{"output_type":"execute_result","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 tr th {\n","        text-align: left;\n","    }\n","\n","    .dataframe thead tr:last-of-type th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th>article</th>\n","      <th colspan=\"21\" halign=\"left\">article</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>words</th>\n","      <th>kipchoge</th>\n","      <th>marathon</th>\n","      <th>man</th>\n","      <th>running</th>\n","      <th>said</th>\n","      <th>that</th>\n","      <th>clock</th>\n","      <th>four</th>\n","      <th>history</th>\n","      <th>morning</th>\n","      <th>...</th>\n","      <th>widely</th>\n","      <th>winner</th>\n","      <th>with</th>\n","      <th>within</th>\n","      <th>would</th>\n","      <th>wounded</th>\n","      <th>year</th>\n","      <th>years</th>\n","      <th>yesterday</th>\n","      <th>yet</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"61\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>1.000000</td>\n","      <td>0.466667</td>\n","      <td>0.266667</td>\n","      <td>0.266667</td>\n","      <td>0.266667</td>\n","      <td>0.266667</td>\n","      <td>0.200000</td>\n","      <td>0.200000</td>\n","      <td>0.200000</td>\n","      <td>0.200000</td>\n","      <td>...</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","    </tr>\n","    <tr>\n","      <th>marathon</th>\n","      <td>0.466667</td>\n","      <td>0.217778</td>\n","      <td>0.124444</td>\n","      <td>0.124444</td>\n","      <td>0.124444</td>\n","      <td>0.124444</td>\n","      <td>0.093333</td>\n","      <td>0.093333</td>\n","      <td>0.093333</td>\n","      <td>0.093333</td>\n","      <td>...</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","      <td>0.031111</td>\n","    </tr>\n","    <tr>\n","      <th>man</th>\n","      <td>0.266667</td>\n","      <td>0.124444</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>...</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>0.266667</td>\n","      <td>0.124444</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>...</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>0.266667</td>\n","      <td>0.124444</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>...</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>that</th>\n","      <td>0.266667</td>\n","      <td>0.124444</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>...</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>clock</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>four</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>history</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>morning</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>one</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>pacemakers</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>point</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>stretch</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>this</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>vienna</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>when</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>world</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>afforded</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>aside</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>athlete</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>best</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>calls</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>come</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>company</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>defined</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>eliud</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>even</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>first</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>hills</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</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","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\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>trained</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>transpired</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>troubled</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>troubles</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>true</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>try</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>turned</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>unaffected</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>unavoidable</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>unique</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>untrue</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>view</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wake</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>walked</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>want</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>waved</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wealth</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>went</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>what</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wide</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>widely</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>winner</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>with</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>within</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>would</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wounded</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>year</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>years</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>yesterday</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>yet</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>355 rows × 355 columns</p>\n","</div>"],"text/plain":["article               article                                          \\\n","words                kipchoge  marathon       man   running      said   \n","article words                                                           \n","article kipchoge     1.000000  0.466667  0.266667  0.266667  0.266667   \n","        marathon     0.466667  0.217778  0.124444  0.124444  0.124444   \n","        man          0.266667  0.124444  0.071111  0.071111  0.071111   \n","        running      0.266667  0.124444  0.071111  0.071111  0.071111   \n","        said         0.266667  0.124444  0.071111  0.071111  0.071111   \n","        that         0.266667  0.124444  0.071111  0.071111  0.071111   \n","        clock        0.200000  0.093333  0.053333  0.053333  0.053333   \n","        four         0.200000  0.093333  0.053333  0.053333  0.053333   \n","        history      0.200000  0.093333  0.053333  0.053333  0.053333   \n","        morning      0.200000  0.093333  0.053333  0.053333  0.053333   \n","        one          0.200000  0.093333  0.053333  0.053333  0.053333   \n","        pacemakers   0.200000  0.093333  0.053333  0.053333  0.053333   \n","        point        0.200000  0.093333  0.053333  0.053333  0.053333   \n","        stretch      0.200000  0.093333  0.053333  0.053333  0.053333   \n","        this         0.200000  0.093333  0.053333  0.053333  0.053333   \n","        vienna       0.200000  0.093333  0.053333  0.053333  0.053333   \n","        when         0.200000  0.093333  0.053333  0.053333  0.053333   \n","        world        0.200000  0.093333  0.053333  0.053333  0.053333   \n","        afforded     0.133333  0.062222  0.035556  0.035556  0.035556   \n","        aside        0.133333  0.062222  0.035556  0.035556  0.035556   \n","        athlete      0.133333  0.062222  0.035556  0.035556  0.035556   \n","        best         0.133333  0.062222  0.035556  0.035556  0.035556   \n","        calls        0.133333  0.062222  0.035556  0.035556  0.035556   \n","        come         0.133333  0.062222  0.035556  0.035556  0.035556   \n","        company      0.133333  0.062222  0.035556  0.035556  0.035556   \n","        defined      0.133333  0.062222  0.035556  0.035556  0.035556   \n","        eliud        0.133333  0.062222  0.035556  0.035556  0.035556   \n","        even         0.133333  0.062222  0.035556  0.035556  0.035556   \n","        first        0.133333  0.062222  0.035556  0.035556  0.035556   \n","        hills        0.133333  0.062222  0.035556  0.035556  0.035556   \n","...                       ...       ...       ...       ...       ...   \n","        trained      0.066667  0.031111  0.017778  0.017778  0.017778   \n","        transpired   0.066667  0.031111  0.017778  0.017778  0.017778   \n","        troubled     0.066667  0.031111  0.017778  0.017778  0.017778   \n","        troubles     0.066667  0.031111  0.017778  0.017778  0.017778   \n","        true         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        try          0.066667  0.031111  0.017778  0.017778  0.017778   \n","        turned       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        unaffected   0.066667  0.031111  0.017778  0.017778  0.017778   \n","        unavoidable  0.066667  0.031111  0.017778  0.017778  0.017778   \n","        unique       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        untrue       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        view         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        wake         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        walked       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        want         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        waved        0.066667  0.031111  0.017778  0.017778  0.017778   \n","        wealth       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        went         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        what         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        wide         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        widely       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        winner       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        with         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        within       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        would        0.066667  0.031111  0.017778  0.017778  0.017778   \n","        wounded      0.066667  0.031111  0.017778  0.017778  0.017778   \n","        year         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        years        0.066667  0.031111  0.017778  0.017778  0.017778   \n","        yesterday    0.066667  0.031111  0.017778  0.017778  0.017778   \n","        yet          0.066667  0.031111  0.017778  0.017778  0.017778   \n","\n","article                                                                ...  \\\n","words                    that     clock      four   history   morning  ...   \n","article words                                                          ...   \n","article kipchoge     0.266667  0.200000  0.200000  0.200000  0.200000  ...   \n","        marathon     0.124444  0.093333  0.093333  0.093333  0.093333  ...   \n","        man          0.071111  0.053333  0.053333  0.053333  0.053333  ...   \n","        running      0.071111  0.053333  0.053333  0.053333  0.053333  ...   \n","        said         0.071111  0.053333  0.053333  0.053333  0.053333  ...   \n","        that         0.071111  0.053333  0.053333  0.053333  0.053333  ...   \n","        clock        0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        four         0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        history      0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        morning      0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        one          0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        pacemakers   0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        point        0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        stretch      0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        this         0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        vienna       0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        when         0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        world        0.053333  0.040000  0.040000  0.040000  0.040000  ...   \n","        afforded     0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        aside        0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        athlete      0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        best         0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        calls        0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        come         0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        company      0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        defined      0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        eliud        0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        even         0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        first        0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","        hills        0.035556  0.026667  0.026667  0.026667  0.026667  ...   \n","...                       ...       ...       ...       ...       ...  ...   \n","        trained      0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        transpired   0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        troubled     0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        troubles     0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        true         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        try          0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        turned       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        unaffected   0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        unavoidable  0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        unique       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        untrue       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        view         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        wake         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        walked       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        want         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        waved        0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        wealth       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        went         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        what         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        wide         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        widely       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        winner       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        with         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        within       0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        would        0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        wounded      0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        year         0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        years        0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        yesterday    0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","        yet          0.017778  0.013333  0.013333  0.013333  0.013333  ...   \n","\n","article                                                                \\\n","words                  widely    winner      with    within     would   \n","article words                                                           \n","article kipchoge     0.066667  0.066667  0.066667  0.066667  0.066667   \n","        marathon     0.031111  0.031111  0.031111  0.031111  0.031111   \n","        man          0.017778  0.017778  0.017778  0.017778  0.017778   \n","        running      0.017778  0.017778  0.017778  0.017778  0.017778   \n","        said         0.017778  0.017778  0.017778  0.017778  0.017778   \n","        that         0.017778  0.017778  0.017778  0.017778  0.017778   \n","        clock        0.013333  0.013333  0.013333  0.013333  0.013333   \n","        four         0.013333  0.013333  0.013333  0.013333  0.013333   \n","        history      0.013333  0.013333  0.013333  0.013333  0.013333   \n","        morning      0.013333  0.013333  0.013333  0.013333  0.013333   \n","        one          0.013333  0.013333  0.013333  0.013333  0.013333   \n","        pacemakers   0.013333  0.013333  0.013333  0.013333  0.013333   \n","        point        0.013333  0.013333  0.013333  0.013333  0.013333   \n","        stretch      0.013333  0.013333  0.013333  0.013333  0.013333   \n","        this         0.013333  0.013333  0.013333  0.013333  0.013333   \n","        vienna       0.013333  0.013333  0.013333  0.013333  0.013333   \n","        when         0.013333  0.013333  0.013333  0.013333  0.013333   \n","        world        0.013333  0.013333  0.013333  0.013333  0.013333   \n","        afforded     0.008889  0.008889  0.008889  0.008889  0.008889   \n","        aside        0.008889  0.008889  0.008889  0.008889  0.008889   \n","        athlete      0.008889  0.008889  0.008889  0.008889  0.008889   \n","        best         0.008889  0.008889  0.008889  0.008889  0.008889   \n","        calls        0.008889  0.008889  0.008889  0.008889  0.008889   \n","        come         0.008889  0.008889  0.008889  0.008889  0.008889   \n","        company      0.008889  0.008889  0.008889  0.008889  0.008889   \n","        defined      0.008889  0.008889  0.008889  0.008889  0.008889   \n","        eliud        0.008889  0.008889  0.008889  0.008889  0.008889   \n","        even         0.008889  0.008889  0.008889  0.008889  0.008889   \n","        first        0.008889  0.008889  0.008889  0.008889  0.008889   \n","        hills        0.008889  0.008889  0.008889  0.008889  0.008889   \n","...                       ...       ...       ...       ...       ...   \n","        trained      0.004444  0.004444  0.004444  0.004444  0.004444   \n","        transpired   0.004444  0.004444  0.004444  0.004444  0.004444   \n","        troubled     0.004444  0.004444  0.004444  0.004444  0.004444   \n","        troubles     0.004444  0.004444  0.004444  0.004444  0.004444   \n","        true         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        try          0.004444  0.004444  0.004444  0.004444  0.004444   \n","        turned       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        unaffected   0.004444  0.004444  0.004444  0.004444  0.004444   \n","        unavoidable  0.004444  0.004444  0.004444  0.004444  0.004444   \n","        unique       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        untrue       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        view         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        wake         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        walked       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        want         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        waved        0.004444  0.004444  0.004444  0.004444  0.004444   \n","        wealth       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        went         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        what         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        wide         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        widely       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        winner       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        with         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        within       0.004444  0.004444  0.004444  0.004444  0.004444   \n","        would        0.004444  0.004444  0.004444  0.004444  0.004444   \n","        wounded      0.004444  0.004444  0.004444  0.004444  0.004444   \n","        year         0.004444  0.004444  0.004444  0.004444  0.004444   \n","        years        0.004444  0.004444  0.004444  0.004444  0.004444   \n","        yesterday    0.004444  0.004444  0.004444  0.004444  0.004444   \n","        yet          0.004444  0.004444  0.004444  0.004444  0.004444   \n","\n","article                                                                \n","words                 wounded      year     years yesterday       yet  \n","article words                                                          \n","article kipchoge     0.066667  0.066667  0.066667  0.066667  0.066667  \n","        marathon     0.031111  0.031111  0.031111  0.031111  0.031111  \n","        man          0.017778  0.017778  0.017778  0.017778  0.017778  \n","        running      0.017778  0.017778  0.017778  0.017778  0.017778  \n","        said         0.017778  0.017778  0.017778  0.017778  0.017778  \n","        that         0.017778  0.017778  0.017778  0.017778  0.017778  \n","        clock        0.013333  0.013333  0.013333  0.013333  0.013333  \n","        four         0.013333  0.013333  0.013333  0.013333  0.013333  \n","        history      0.013333  0.013333  0.013333  0.013333  0.013333  \n","        morning      0.013333  0.013333  0.013333  0.013333  0.013333  \n","   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columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"3xQCPCv2Sflh"},"source":["Force the matrix diagonal to be zero to ignore the diagonal.  \n","This is necessary because the output of a neuron in Hopfield Network is connected to all other neurons except for itself."]},{"cell_type":"code","metadata":{"id":"srbauHbbSflk","outputId":"17cceabe-6362-4468-adce-c7e9e695addd"},"source":["np.fill_diagonal(freq_matrix_norm.values, 0)\n","freq_matrix_norm"],"execution_count":null,"outputs":[{"output_type":"execute_result","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 tr th {\n","        text-align: left;\n","    }\n","\n","    .dataframe thead tr:last-of-type th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th>article</th>\n","      <th colspan=\"21\" halign=\"left\">article</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>words</th>\n","      <th>kipchoge</th>\n","      <th>marathon</th>\n","      <th>man</th>\n","      <th>running</th>\n","      <th>said</th>\n","      <th>that</th>\n","      <th>clock</th>\n","      <th>four</th>\n","      <th>history</th>\n","      <th>morning</th>\n","      <th>...</th>\n","      <th>widely</th>\n","      <th>winner</th>\n","      <th>with</th>\n","      <th>within</th>\n","      <th>would</th>\n","      <th>wounded</th>\n","      <th>year</th>\n","      <th>years</th>\n","      <th>yesterday</th>\n","      <th>yet</th>\n","    </tr>\n","    <tr>\n","      <th>article</th>\n","      <th>words</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"61\" valign=\"top\">article</th>\n","      <th>kipchoge</th>\n","      <td>0.000000</td>\n","      <td>0.466667</td>\n","      <td>0.266667</td>\n","      <td>0.266667</td>\n","      <td>0.266667</td>\n","      <td>0.266667</td>\n","      <td>0.200000</td>\n","      <td>0.200000</td>\n","      <td>0.200000</td>\n","      <td>0.200000</td>\n","      <td>...</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","      <td>0.066667</td>\n","   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<td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>running</th>\n","      <td>0.266667</td>\n","      <td>0.124444</td>\n","      <td>0.071111</td>\n","      <td>0.000000</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>...</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>said</th>\n","      <td>0.266667</td>\n","      <td>0.124444</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.000000</td>\n","      <td>0.071111</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>...</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>that</th>\n","      <td>0.266667</td>\n","      <td>0.124444</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.071111</td>\n","      <td>0.000000</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>...</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","    </tr>\n","    <tr>\n","      <th>clock</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.000000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>four</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.000000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>history</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.000000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>morning</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.000000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>one</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>pacemakers</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>point</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>stretch</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>this</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>vienna</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>when</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>world</th>\n","      <td>0.200000</td>\n","      <td>0.093333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.053333</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>0.040000</td>\n","      <td>...</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","    </tr>\n","    <tr>\n","      <th>afforded</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>aside</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>athlete</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>best</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>calls</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>come</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>company</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>defined</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>eliud</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>even</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>first</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","    </tr>\n","    <tr>\n","      <th>hills</th>\n","      <td>0.133333</td>\n","      <td>0.062222</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.035556</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>0.026667</td>\n","      <td>...</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</td>\n","      <td>0.008889</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","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\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>trained</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>transpired</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>troubled</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>troubles</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>true</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>try</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>turned</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>unaffected</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>unavoidable</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>unique</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>untrue</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>view</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wake</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>walked</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>want</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>waved</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wealth</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>went</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>what</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wide</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>widely</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>winner</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>with</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>within</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>would</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>wounded</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>year</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>years</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>yesterday</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","      <td>0.004444</td>\n","    </tr>\n","    <tr>\n","      <th>yet</th>\n","      <td>0.066667</td>\n","      <td>0.031111</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.017778</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>0.013333</td>\n","      <td>...</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.004444</td>\n","      <td>0.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>355 rows × 355 columns</p>\n","</div>"],"text/plain":["article               article                                          \\\n","words                kipchoge  marathon       man   running      said   \n","article words                                                           \n","article kipchoge     0.000000  0.466667  0.266667  0.266667  0.266667   \n","        marathon     0.466667  0.000000  0.124444  0.124444  0.124444   \n","        man          0.266667  0.124444  0.000000  0.071111  0.071111   \n","        running      0.266667  0.124444  0.071111  0.000000  0.071111   \n","        said         0.266667  0.124444  0.071111  0.071111  0.000000   \n","        that         0.266667  0.124444  0.071111  0.071111  0.071111   \n","        clock        0.200000  0.093333  0.053333  0.053333  0.053333   \n","        four         0.200000  0.093333  0.053333  0.053333  0.053333   \n","        history      0.200000  0.093333  0.053333  0.053333  0.053333   \n","        morning      0.200000  0.093333  0.053333  0.053333  0.053333   \n","        one          0.200000  0.093333  0.053333  0.053333  0.053333   \n","        pacemakers   0.200000  0.093333  0.053333  0.053333  0.053333   \n","        point        0.200000  0.093333  0.053333  0.053333  0.053333   \n","        stretch      0.200000  0.093333  0.053333  0.053333  0.053333   \n","        this         0.200000  0.093333  0.053333  0.053333  0.053333   \n","        vienna       0.200000  0.093333  0.053333  0.053333  0.053333   \n","        when         0.200000  0.093333  0.053333  0.053333  0.053333   \n","        world        0.200000  0.093333  0.053333  0.053333  0.053333   \n","        afforded     0.133333  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0.031111  0.017778  0.017778  0.017778   \n","        transpired   0.066667  0.031111  0.017778  0.017778  0.017778   \n","        troubled     0.066667  0.031111  0.017778  0.017778  0.017778   \n","        troubles     0.066667  0.031111  0.017778  0.017778  0.017778   \n","        true         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        try          0.066667  0.031111  0.017778  0.017778  0.017778   \n","        turned       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        unaffected   0.066667  0.031111  0.017778  0.017778  0.017778   \n","        unavoidable  0.066667  0.031111  0.017778  0.017778  0.017778   \n","        unique       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        untrue       0.066667  0.031111  0.017778  0.017778  0.017778   \n","        view         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        wake         0.066667  0.031111  0.017778  0.017778  0.017778   \n","        walked       0.066667  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0.017778   \n","        running      0.017778  0.017778  0.017778  0.017778  0.017778   \n","        said         0.017778  0.017778  0.017778  0.017778  0.017778   \n","        that         0.017778  0.017778  0.017778  0.017778  0.017778   \n","        clock        0.013333  0.013333  0.013333  0.013333  0.013333   \n","        four         0.013333  0.013333  0.013333  0.013333  0.013333   \n","        history      0.013333  0.013333  0.013333  0.013333  0.013333   \n","        morning      0.013333  0.013333  0.013333  0.013333  0.013333   \n","        one          0.013333  0.013333  0.013333  0.013333  0.013333   \n","        pacemakers   0.013333  0.013333  0.013333  0.013333  0.013333   \n","        point        0.013333  0.013333  0.013333  0.013333  0.013333   \n","        stretch      0.013333  0.013333  0.013333  0.013333  0.013333   \n","        this         0.013333  0.013333  0.013333  0.013333  0.013333   \n","        vienna       0.013333  0.013333  0.013333  0.013333  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0.004444  0.004444  0.004444  0.004444  \n","        year         0.004444  0.000000  0.004444  0.004444  0.004444  \n","        years        0.004444  0.004444  0.000000  0.004444  0.004444  \n","        yesterday    0.004444  0.004444  0.004444  0.000000  0.004444  \n","        yet          0.004444  0.004444  0.004444  0.004444  0.000000  \n","\n","[355 rows x 355 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"markdown","metadata":{"id":"Dckv3QvgSfmY"},"source":["Manually testing the output based on Hopfield neural network formula where <font color=blue>*freq_matrix_norm*</font> is the <font color=red>*W*</font> & <font color=blue>*tf_idf[\"norm_freq\"]*</font> is the <font color=red>vector of frequency</font> which is normalized.\n","\n","\n","After 15 iteration, it is shown that the word <font color=green>***kipchoge***</font> and <font color=green>***marathon***</font> is the the most important word. It is highly that it is accurate because the article was about the performance of Eliud Kipchoge running a marathon.\n","\n","Disclaimer:  This part can be totally commented out but kept as a reference with the actual algorithm implemented later."]},{"cell_type":"code","metadata":{"id":"iuJUJlItSfmb","outputId":"6057e667-abd7-46b6-9b40-af3325bcd7b7"},"source":["#define sigmoid function\n","#currently just a placeholder because tanh activation function is selected instead\n","def sigmoid(x):\n","    beta = 1\n","    return 1 / (1 + np.exp(-x * beta))\n","\n","\n","tf_idf[\"hopfield_value\"] = np.tanh(freq_matrix_norm @ tf_idf[\"norm_freq\"])\n","temp = np.tanh(freq_matrix_norm @ tf_idf[\"hopfield_value\"])\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","temp = np.tanh(freq_matrix_norm @ temp)\n","#temp\n","#temp\n","#temp.head()\n","temp.head(20)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["article  words     \n","article  kipchoge      1.000000\n","         marathon      1.000000\n","         man           0.999999\n","         running       0.999999\n","         said          0.999999\n","         that          0.999999\n","         clock         0.999976\n","         four          0.999976\n","         history       0.999976\n","         morning       0.999976\n","         one           0.999976\n","         pacemakers    0.999976\n","         point         0.999976\n","         stretch       0.999976\n","         this          0.999976\n","         vienna        0.999976\n","         when          0.999976\n","         world         0.999976\n","         afforded      0.998961\n","         aside         0.998961\n","dtype: float64"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"iFRIvIclSfnd"},"source":["**Algorithm for Hopfield Neural Network**"]},{"cell_type":"code","metadata":{"id":"itUe1Jb_Sfng","outputId":"abd84359-73b0-494f-9986-5c40f74988ef"},"source":["#safe limit\n","itr = 0\n","zero_itr = 0\n","max_itr = 5    #maximum iteration where Delta Energy is 0\n","char_list = []\n","delta_energy = 0\n","threshold = 0\n","energy = 0\n","init_energy = 0\n","\n","tf_idf[\"hopfield_value\"] = np.tanh(freq_matrix_norm @ tf_idf[\"norm_freq\"])\n","\n","while (delta_energy < 0.0001):\n","    itr = itr + 1\n","    #Calculation of output vector from Hopfield Network\n","    #y = activation_function(sum(W * x))\n","    tf_idf[\"hopfield_value\"] = np.tanh(freq_matrix_norm @ tf_idf[\"hopfield_value\"])\n","    \n","    #Calculation of Hopfield Energy Function and its Delta\n","    #E = [-1/2 * sum(Wij * xi * xj)] + [sum(threshold*xi)]\n","    energy = (-0.5 * tf_idf[\"hopfield_value\"] @ freq_matrix_norm @ tf_idf[\"hopfield_value\"]) \\\n","              + (np.sum(threshold * tf_idf[\"hopfield_value\"]))\n","    #Append to list for characterization\n","    char_list.append(energy)\n","    #Find Delta for Energy\n","    delta_energy = energy - init_energy\n","    #print ('Energy = {}'.format(energy))\n","    #print ('Init_Energy = {}'.format(init_energy))\n","    #print ('Delta_Energy = {}'.format(delta_energy))\n","    #print ()    \n","    init_energy = energy     #Setting the current energy to be previous energy in next iteration\n","    \n","    #break the loop if Delta Energy reached zero after a certain iteration\n","    if (delta_energy == 0):\n","        zero_itr = zero_itr + 1\n","        if (zero_itr == max_itr):\n","            print(\"Hopfield Loop exited at Iteration {}\".format(itr))\n","            break\n","\n","\n","big_grid = np.arange(0,itr)\n","plt.plot(big_grid,char_list, color ='blue')\n","plt.suptitle('Hopfield Energy Value After Each Iteration')\n","# Customize the major grid\n","plt.grid(which='major', linestyle='-', linewidth='0.5', color='red')\n","# Customize the minor grid\n","plt.grid(which='minor', linestyle=':', linewidth='0.5', color='black')\n","plt.minorticks_on()\n","plt.rcParams['figure.figsize'] = [13, 6]\n","plt.show()\n","#tf_idf.head()\n","#tf_idf\n","#final_hopfield_output = tf_idf[\"hopfield_value\"]"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Hopfield Loop exited at Iteration 23\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"IQJGhZ3eSfn3","outputId":"c42396e3-2de6-4213-af8c-1ca7b6892105"},"source":["final_output_vector = tf_idf[\"hopfield_value\"]\n","final_output_vector.head(10)\n","#final_output_vector.head()\n","#final_output_vector\n","#tf_idf"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["article  words   \n","article  kipchoge    1.000000\n","         marathon    1.000000\n","         man         0.999999\n","         running     0.999999\n","         said        0.999999\n","         that        0.999999\n","         clock       0.999976\n","         four        0.999976\n","         history     0.999976\n","         morning     0.999976\n","Name: hopfield_value, dtype: float64"]},"metadata":{"tags":[]},"execution_count":166}]},{"cell_type":"markdown","metadata":{"id":"j_1iTHWjSfoD"},"source":["Once again, it is shown that the words <font color=green>***kipchoge***</font> and <font color=green>***marathon***</font> are the the most important word. It is highly likely that it is accurate because the article was about the performance of Eliud Kipchoge running a marathon."]},{"cell_type":"markdown","metadata":{"id":"W3ET1y5eSfoH"},"source":["\n","-------------------------------------------------\n","**Part 3: Article Summary**\n","\n","New DataFrame is created and word index, starting & stopping position of sentences are calculated."]},{"cell_type":"code","metadata":{"id":"TrTJ1goOSfoJ","outputId":"b3b35793-c898-4963-9f25-46dd7f4137aa"},"source":["txt_smr_sentences = pd.DataFrame({'sentences': sentences.sentences})\n","txt_smr_sentences['words'] = txt_smr_sentences.sentences.str.strip().str.split('[\\W_]+')\n","\n","rows = list()\n","for row in txt_smr_sentences[['sentences', 'words']].iterrows():\n","    r = row[1]\n","    for word in r.words:\n","        rows.append((r.sentences, word))\n","\n","txt_smr_sentences = pd.DataFrame(rows, columns=['sentences', 'words'])\n","#remove empty spaces and change words to lower case\n","txt_smr_sentences['words'].replace('', np.nan, inplace=True)\n","txt_smr_sentences.dropna(subset=['words'], inplace=True)\n","txt_smr_sentences.reset_index(drop=True, inplace=True)\n","txt_smr_sentences['words'] = txt_smr_sentences.words.str.lower()\n","\n","##Initialize 3 new columns\n","# w_ind = New word index\n","# s_strt = Starting index of a sentence\n","# s_stp = Stopping index of a sentence\n","# w_scr = Hopfield Value for words\n","txt_smr_sentences['w_ind'] = txt_smr_sentences.index + 1\n","txt_smr_sentences['s_strt'] = 0\n","txt_smr_sentences['s_stp'] = 0\n","txt_smr_sentences['w_scr'] = 0\n","\n","\n","#Iterate through the rows to check if the current sentence is equal to\n","#previous sentence.  If not equal, determine the \"start\" & \"stop\"\n","start = 0\n","stop = 0\n","prvs_string = \"\"\n","for i in txt_smr_sentences.index:\n","    #print (i)\n","    if (i == 0):\n","        start = 1\n","        txt_smr_sentences.iloc[i,3] = 1\n","        prvs_string = txt_smr_sentences.iloc[i,0]\n","    else:\n","        if (txt_smr_sentences.iloc[i,0] != prvs_string):\n","            stop = txt_smr_sentences.iloc[i-1,2]\n","            txt_smr_sentences.iloc[i-(stop-start)-1:i,4] = stop\n","            start = txt_smr_sentences.iloc[i,2]\n","            txt_smr_sentences.iloc[i,3] = start      \n","            prvs_string = txt_smr_sentences.iloc[i,0]\n","        else:\n","            txt_smr_sentences.iloc[i,3] = start\n","    if (i == len(txt_smr_sentences.index)-1):\n","        last_ind = txt_smr_sentences.w_ind.max()\n","        txt_smr_sentences.iloc[i-(last_ind-start):i+1,4] = last_ind\n","\n","#New Column for length of sentence\n","txt_smr_sentences['length'] = txt_smr_sentences['s_stp'] - txt_smr_sentences['s_strt'] + 1\n","\n","#Rearrange the Columns\n","txt_smr_sentences = txt_smr_sentences[['sentences', 's_strt', 's_stp', 'length', 'words', 'w_ind', 'w_scr']]\n","\n","txt_smr_sentences.head(100)\n","#txt_smr_sentences"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>sentences</th>\n","      <th>s_strt</th>\n","      <th>s_stp</th>\n","      <th>length</th>\n","      <th>words</th>\n","      <th>w_ind</th>\n","      <th>w_scr</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>eliud</td>\n","      <td>1</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>kipchoge</td>\n","      <td>2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>makes</td>\n","      <td>3</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>history</td>\n","      <td>4</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>by</td>\n","      <td>5</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>running</td>\n","      <td>6</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>sub</td>\n","      <td>7</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>two</td>\n","      <td>8</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>hour</td>\n","      <td>9</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>Eliud Kipchoge makes history by running sub tw...</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>marathon</td>\n","      <td>10</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>it</td>\n","      <td>11</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>was</td>\n","      <td>12</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>the</td>\n","      <td>13</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>marathon</td>\n","      <td>14</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>that</td>\n","      <td>15</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>turned</td>\n","      <td>16</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>into</td>\n","      <td>17</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>a</td>\n","      <td>18</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>sprint</td>\n","      <td>19</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>even</td>\n","      <td>20</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>the</td>\n","      <td>21</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>strongest</td>\n","      <td>22</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>cynics</td>\n","      <td>23</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>and</td>\n","      <td>24</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>they</td>\n","      <td>25</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>are</td>\n","      <td>26</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>not</td>\n","      <td>27</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n","      <td>37</td>\n","      <td>hard</td>\n","      <td>28</td>\n","      <td>0</td>\n","    </tr>\n","   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<th>79</th>\n","      <td>The Kenyan pointed to and waved at adoring gal...</td>\n","      <td>64</td>\n","      <td>87</td>\n","      <td>24</td>\n","      <td>vienna</td>\n","      <td>80</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>80</th>\n","      <td>The Kenyan pointed to and waved at adoring gal...</td>\n","      <td>64</td>\n","      <td>87</td>\n","      <td>24</td>\n","      <td>park</td>\n","      <td>81</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>81</th>\n","      <td>The Kenyan pointed to and waved at adoring gal...</td>\n","      <td>64</td>\n","      <td>87</td>\n","      <td>24</td>\n","      <td>as</td>\n","      <td>82</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>82</th>\n","      <td>The Kenyan pointed to and waved at adoring gal...</td>\n","      <td>64</td>\n","      <td>87</td>\n","      <td>24</td>\n","      <td>he</td>\n","      <td>83</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","     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makes history by running sub tw...       1     10      10   \n","7   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","8   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","9   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","10      It was the marathon that turned into a sprint      11     19       9   \n","11      It was the marathon that turned into a sprint      11     19       9   \n","12      It was the marathon that turned into a sprint      11     19       9   \n","13      It was the marathon that turned into a sprint      11     19       9   \n","14      It was the marathon that turned into a sprint      11     19       9   \n","15      It was the marathon that turned into a sprint      11     19       9   \n","16      It was the marathon that turned into a sprint      11     19       9   \n","17      It was the marathon that turned into a sprint      11     19       9   \n","18      It was the marathon that turned into a sprint      11     19       9   \n","19  Even the strongest cynics – and they are not h...      20     56      37   \n","20  Even the strongest cynics – and they are not h...      20     56      37   \n","21  Even the strongest cynics – and they are not h...      20     56      37   \n","22  Even the strongest cynics – and they are not h...      20     56      37   \n","23  Even the strongest cynics – and they are not h...      20     56      37   \n","24  Even the strongest cynics – and they are not h...      20     56      37   \n","25  Even the strongest cynics – and they are not h...      20     56      37   \n","26  Even the strongest cynics – and they are not h...      20     56      37   \n","27  Even the strongest cynics – and they are not h...      20     56      37   \n","28  Even the strongest cynics – and they are not h...      20     56      37   \n","29  Even the strongest cynics – and they are not h...      20     56      37   \n","..                                                ...     ...    ...     ...   \n","70  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","71  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","72  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","73  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","74  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","75  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","76  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","77  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","78  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","79  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","80  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","81  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","82  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","83  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","84  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","85  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","86  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","87  “That was the best moment in my life,” said Ki...      88    104      17   \n","88  “That was the best moment in my life,” said Ki...      88    104      17   \n","89  “That was the best moment in my life,” said Ki...      88    104      17   \n","90  “That was the best moment in my life,” said Ki...      88    104      17   \n","91  “That was the best moment in my life,” said Ki...      88    104      17   \n","92  “That was the best moment in my life,” said Ki...      88    104      17   \n","93  “That was the best moment in my life,” said Ki...      88    104      17   \n","94  “That was the best moment in my life,” said Ki...      88    104      17   \n","95  “That was the best moment in my life,” said Ki...      88    104      17   \n","96  “That was the best moment in my life,” said Ki...      88    104      17   \n","97  “That was the best moment in my life,” said Ki...      88    104      17   \n","98  “That was the best moment in my life,” said Ki...      88    104      17   \n","99  “That was the best moment in my life,” said Ki...      88    104      17   \n","\n","          words  w_ind  w_scr  \n","0         eliud      1      0  \n","1      kipchoge      2      0  \n","2         makes      3      0  \n","3       history      4      0  \n","4            by      5      0  \n","5       running      6      0  \n","6           sub      7      0  \n","7           two      8      0  \n","8          hour      9      0  \n","9      marathon     10      0  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has Hopfield Score value, and update *txt_smr_sentences*"]},{"cell_type":"code","metadata":{"id":"t3vzYc3nSfoh","outputId":"eab07bd5-3c7f-48c0-f8d4-f6331c925a19"},"source":["for index, value in final_output_vector.items():\n","    for i in txt_smr_sentences.index:\n","        if(index[1] == txt_smr_sentences.iloc[i,4]):\n","            txt_smr_sentences.iloc[i,6] = value\n","\n","#New Column for placeholder of sentences score\n","txt_smr_sentences['s_scr'] = txt_smr_sentences.w_scr\n","\n","txt_smr_sentences.head(100)"],"execution_count":null,"outputs":[{"output_type":"execute_result","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: 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1     10      10   \n","2   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","3   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","4   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","5   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","6   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","7   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","8   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","9   Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","10      It was the marathon that turned into a sprint      11     19       9   \n","11      It was the marathon that turned into a sprint      11     19       9   \n","12      It was the marathon that turned into a sprint      11     19       9   \n","13      It was the marathon that turned into a sprint      11     19       9   \n","14      It was the marathon that turned into a sprint      11     19       9   \n","15      It was the marathon that turned into a sprint      11     19       9   \n","16      It was the marathon that turned into a sprint      11     19       9   \n","17      It was the marathon that turned into a sprint      11     19       9   \n","18      It was the marathon that turned into a sprint      11     19       9   \n","19  Even the strongest cynics – and they are not h...      20     56      37   \n","20  Even the strongest cynics – and they are not h...      20     56      37   \n","21  Even the strongest cynics – and they are not h...      20     56      37   \n","22  Even the strongest cynics – and they are not h...      20     56      37   \n","23  Even the strongest cynics – and they are not h...      20     56      37   \n","24  Even the strongest cynics – and they are not h...      20     56      37   \n","25  Even the strongest cynics – and they are not h...      20     56      37   \n","26  Even the strongest cynics – and they are not h...      20     56      37   \n","27  Even the strongest cynics – and they are not h...      20     56      37   \n","28  Even the strongest cynics – and they are not h...      20     56      37   \n","29  Even the strongest cynics – and they are not h...      20     56      37   \n","..                                                ...     ...    ...     ...   \n","70  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","71  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","72  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","73  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","74  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","75  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","76  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","77  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","78  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","79  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","80  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","81  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","82  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","83  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","84  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","85  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","86  The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","87  “That was the best moment in my life,” said Ki...      88    104      17   \n","88  “That was the best moment in my life,” said Ki...      88    104      17   \n","89  “That was the best moment in my life,” said Ki...      88    104      17   \n","90  “That was the best moment in my life,” said Ki...      88    104      17   \n","91  “That was the best moment in my life,” said Ki...      88    104      17   \n","92  “That was the best moment in my life,” said Ki...      88    104      17   \n","93  “That was the best moment in my life,” said Ki...      88    104      17   \n","94  “That was the best moment in my life,” said Ki...      88    104      17   \n","95  “That was the best moment in my life,” said Ki...      88    104      17   \n","96  “That was the best moment in my life,” said Ki...      88    104      17   \n","97  “That was the best moment in my life,” said Ki...      88    104      17   \n","98  “That was the best moment in my life,” said Ki...      88    104      17   \n","99  “That was the best moment in my life,” said Ki...      88    104      17   \n","\n","          words  w_ind     w_scr     s_scr  \n","0         eliud      1  0.998961  0.998961  \n","1      kipchoge      2  1.000000  1.000000  \n","2         makes      3  0.955824  0.955824  \n","3       history      4  0.999976  0.999976  \n","4            by      5  0.000000  0.000000  \n","5       running      6  0.999999  0.999999  \n","6           sub      7  0.955824  0.955824  \n","7           two      8  0.998961  0.998961  \n","8          hour      9  0.955824  0.955824  \n","9      marathon     10  1.000000  1.000000  \n","10           it     11  0.000000  0.000000  \n","11          was     12  0.000000  0.000000  \n","12          the     13  0.000000  0.000000  \n","13     marathon     14  1.000000  1.000000  \n","14         that     15  0.999999  0.999999  \n","15       turned     16  0.955824  0.955824  \n","16         into     17  0.000000  0.000000  \n","17            a     18  0.000000  0.000000  \n","18       sprint     19  0.955824  0.955824  \n","19         even     20  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   100  0.955824  0.955824  \n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":215}]},{"cell_type":"code","metadata":{"id":"iI-LKnXSSfow"},"source":["# three_sigma = 3 * math.sqrt((tf_idf.loc[:,\"hopfield_value\"].var()))\n","# three_sigma\n","# tf_idf[\"hopfield_value\"]"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"R-0tBZxSSfpF"},"source":["Merge the DataFrame into a new one that sum the score of the words in each sentences and group them by sentences.\n","\n","The sentences are also ranked based on the highest scores."]},{"cell_type":"code","metadata":{"id":"hlIgGsalSfpH","outputId":"858e97ea-8cc8-437b-e485-9788dae6c4aa"},"source":["aggregation_functions = {'s_strt': 'first', \\\n","                         's_stp': 'first', \\\n","                         'length': 'first', \\\n","                         's_scr': 'sum'}\n","tss_new = txt_smr_sentences.groupby(txt_smr_sentences['sentences']).aggregate(aggregation_functions)\\\n","            .sort_values(by='s_scr', ascending=False).reset_index()\n","tss_new"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>sentences</th>\n","      <th>s_strt</th>\n","      <th>s_stp</th>\n","      <th>length</th>\n","      <th>s_scr</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Even the strongest cynics – and they are not h...</td>\n","      <td>20</td>\n","      <td>56</td>\n"," 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Roger Banni...</td>\n","      <td>276</td>\n","      <td>303</td>\n","      <td>28</td>\n","      <td>15.424652</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Dave Brailsford, seemingly unaffected by the c...</td>\n","      <td>513</td>\n","      <td>537</td>\n","      <td>25</td>\n","      <td>14.554087</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>Teams of seven pacemakers – in a phalanx forma...</td>\n","      <td>363</td>\n","      <td>393</td>\n","      <td>31</td>\n","      <td>14.469842</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>Jim Ratcliffe, the company’s founder and riche...</td>\n","      <td>477</td>\n","      <td>497</td>\n","      <td>21</td>\n","      <td>13.599301</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>The Kenyan pointed to and waved at adoring gal...</td>\n","      <td>64</td>\n","      <td>87</td>\n","      <td>24</td>\n","      <td>13.468828</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>It seemed incredible that the four-time London...</td>\n","      <td>713</td>\n","      <td>729</td>\n","      <td>17</td>\n","      <td>12.732794</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>That Kipchoge has entered the domain of first ...</td>\n","      <td>304</td>\n","      <td>325</td>\n","      <td>22</td>\n","      <td>12.645530</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>Records are meant to be broken, I’m sure someo...</td>\n","      <td>767</td>\n","      <td>792</td>\n","      <td>26</td>\n","      <td>12.601306</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>Kipchoge, essentially a modest sort, said he k...</td>\n","      <td>680</td>\n","      <td>696</td>\n","      <td>17</td>\n","      <td>11.687653</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>Kipchoge’s prototype running shoes will fly fr...</td>\n","      <td>571</td>\n","      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lasers projected on to the ...</td>\n","      <td>397</td>\n","      <td>413</td>\n","      <td>17</td>\n","      <td>6.733907</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>It was already known that Kipchoge is an extra...</td>\n","      <td>143</td>\n","      <td>152</td>\n","      <td>10</td>\n","      <td>5.866433</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>“I felt a lot of pressure yesterday,” Kipchoge...</td>\n","      <td>194</td>\n","      <td>202</td>\n","      <td>9</td>\n","      <td>5.865395</td>\n","    </tr>\n","    <tr>\n","      <th>36</th>\n","      <td>Kipchoge ran every kilometre between a range o...</td>\n","      <td>350</td>\n","      <td>362</td>\n","      <td>13</td>\n","      <td>5.822258</td>\n","    </tr>\n","    <tr>\n","      <th>37</th>\n","      <td>Eliud Kipchoge had brushed aside his pacemakers</td>\n","      <td>57</td>\n","      <td>63</td>\n","      <td>7</td>\n","      <td>4.953722</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>“I received a lot of calls of encouragement fr...</td>\n","      <td>203</td>\n","      <td>215</td>\n","      <td>13</td>\n","      <td>4.909546</td>\n","    </tr>\n","    <tr>\n","      <th>39</th>\n","      <td>“He has inspired all of us to stretch our limi...</td>\n","      <td>749</td>\n","      <td>763</td>\n","      <td>15</td>\n","      <td>4.867448</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>Vienna had been preferred to London because of...</td>\n","      <td>340</td>\n","      <td>349</td>\n","      <td>10</td>\n","      <td>4.866410</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>And the morning breakfast of champions? Oatmeal</td>\n","      <td>730</td>\n","      <td>736</td>\n","      <td>7</td>\n","      <td>4.823273</td>\n","    </tr>\n","    <tr>\n","      <th>42</th>\n","      <td>What followed resembled blissful simplicity</td>\n","      <td>258</td>\n","      <td>262</td>\n","      <td>5</td>\n","      <td>4.779121</td>\n","    </tr>\n","    <tr>\n","      <th>43</th>\n","      <td>Marathon running, meanwhile, will never be the...</td>\n","      <td>823</td>\n","      <td>831</td>\n","      <td>9</td>\n","      <td>3.911648</td>\n","    </tr>\n","    <tr>\n","      <th>44</th>\n","      <td>It was the marathon that turned into a sprint</td>\n","      <td>11</td>\n","      <td>19</td>\n","      <td>9</td>\n","      <td>3.911648</td>\n","    </tr>\n","    <tr>\n","      <th>45</th>\n","      <td>When he crossed it, the clock read 1hr 59min 4...</td>\n","      <td>105</td>\n","      <td>115</td>\n","      <td>11</td>\n","      <td>3.911600</td>\n","    </tr>\n","    <tr>\n","      <th>46</th>\n","      <td>Technological advancements are not unique to a...</td>\n","      <td>600</td>\n","      <td>606</td>\n","      <td>7</td>\n","      <td>3.823297</td>\n","    </tr>\n","    <tr>\n","      <th>47</th>\n","      <td>“That’s untrue,” he said</td>\n","      <td>708</td>\n","      <td>712</td>\n","      <td>5</td>\n","      <td>2.955823</td>\n","    </tr>\n","    <tr>\n","      <th>48</th>\n","      <td>This is not sport as we knew it</td>\n","      <td>414</td>\n","      <td>421</td>\n","      <td>8</td>\n","      <td>2.954761</td>\n","    </tr>\n","    <tr>\n","      <th>49</th>\n","      <td>The president of Kenya called me</td>\n","      <td>216</td>\n","      <td>221</td>\n","      <td>6</td>\n","      <td>2.867473</td>\n","    </tr>\n","    <tr>\n","      <th>50</th>\n","      <td>“Everything went perfectly</td>\n","      <td>764</td>\n","      <td>766</td>\n","      <td>3</td>\n","      <td>2.867473</td>\n","    </tr>\n","    <tr>\n","      <th>51</th>\n","      <td>That was controversial</td>\n","      <td>394</td>\n","      <td>396</td>\n","      <td>3</td>\n","      <td>1.955824</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                            sentences  s_strt  s_stp  length  \\\n","0   Even the strongest cynics – and they are not h...      20     56      37   \n","1   He is not at all troubled by the fact the IAAF...     607    643      37   \n","2   With the clock stopped and a sporting world lo...     165    193      29   \n","3   When Kipchoge’s status as a Nike athlete - the...     538    570      33   \n","4   In the inevitable, wide-ranging assessment of ...     116    142      27   \n","5   It is altogether fair to reference Roger Banni...     276    303      28   \n","6   Dave Brailsford, seemingly unaffected by the c...     513    537      25   \n","7   Teams of seven pacemakers – in a phalanx forma...     363    393      31   \n","8   Jim Ratcliffe, the company’s founder and riche...     477    497      21   \n","9   The Kenyan pointed to and waved at adoring gal...      64     87      24   \n","10  It seemed incredible that the four-time London...     713    729      17   \n","11  That Kipchoge has entered the domain of first ...     304    325      22   \n","12  Records are meant to be broken, I’m sure someo...     767    792      26   \n","13  Kipchoge, essentially a modest sort, said he k...     680    696      17   \n","14  Kipchoge’s prototype running shoes will fly fr...     571    589      19   \n","15  This was about breaking barriers and showing, ...     644    660      17   \n","16  “That was the best moment in my life,” said Ki...      88    104      17   \n","17  He swatted aside one view that mid-race presen...     697    707      11   \n","18  The hills couldn’t be alive because the hills ...     422    442      21   \n","19  Ineos, a petrochemical company not exempt from...     443    457      15   \n","20  This was an operation afforded military levels...     326    339      14   \n","21  Kipchoge described the period between a 4.50am...     235    257      23   \n","22  Giddy comparisons to other sporting and histor...     263    275      13   \n","23  Eliud Kipchoge makes history by running sub tw...       1     10      10   \n","24  Pretty swiftly – if not in the territory of th...     805    822      18   \n","25  The brand was unavoidable, to the point where ...     458    476      19   \n","26  The runner’s coach, Patrick Sang, cut one of m...     737    748      12   \n","27  Ratcliffe was afforded the kind of canned laug...     498    512      15   \n","28  If that is true, presumably the glass ceiling ...     661    679      19   \n","29  When you receive so many calls from high-profi...     222    234      13   \n","30  How much of this actually relates to man and m...     590    599      10   \n","31  Kipchoge quietly exited to bestow an epic part...     793    804      12   \n","32  He merely pressed home the point on a misty mo...     153    164      12   \n","33  So, too, the green lasers projected on to the ...     397    413      17   \n","34  It was already known that Kipchoge is an extra...     143    152      10   \n","35  “I felt a lot of pressure yesterday,” Kipchoge...     194    202       9   \n","36  Kipchoge ran every kilometre between a range o...     350    362      13   \n","37    Eliud Kipchoge had brushed aside his pacemakers      57     63       7   \n","38  “I received a lot of calls of encouragement fr...     203    215      13   \n","39  “He has inspired all of us to stretch our limi...     749    763      15   \n","40  Vienna had been preferred to London because of...     340    349      10   \n","41    And the morning breakfast of champions? Oatmeal     730    736       7   \n","42        What followed resembled blissful simplicity     258    262       5   \n","43  Marathon running, meanwhile, will never be the...     823    831       9   \n","44      It was the marathon that turned into a sprint      11     19       9   \n","45  When he crossed it, the clock read 1hr 59min 4...     105    115      11   \n","46  Technological advancements are not unique to a...     600    606       7   \n","47                           “That’s untrue,” he said     708    712       5   \n","48                    This is not sport as we knew it     414    421       8   \n","49                   The president of Kenya called me     216    221       6   \n","50                         “Everything went perfectly     764    766       3   \n","51                             That was controversial     394    396       3   \n","\n","        s_scr  \n","0   18.509862  \n","1   18.423588  \n","2   17.423565  \n","3   17.336301  \n","4   15.598190  \n","5   15.424652  \n","6   14.554087  \n","7   14.469842  \n","8   13.599301  \n","9   13.468828  \n","10  12.732794  \n","11  12.645530  \n","12  12.601306  \n","13  11.687653  \n","14  10.646569  \n","15  10.646569  \n","16   9.777042  \n","17   9.689706  \n","18   9.688692  \n","19   9.688668  \n","20   9.688668  \n","21   9.645555  \n","22   9.644516  \n","23   8.865370  \n","24   8.734896  \n","25   8.690721  \n","26   8.689707  \n","27   8.688692  \n","28   8.646593  \n","29   7.820156  \n","30   7.734921  \n","31   6.779097  \n","32   6.779073  \n","33   6.733907  \n","34   5.866433  \n","35   5.865395  \n","36   5.822258  \n","37   4.953722  \n","38   4.909546  \n","39   4.867448  \n","40   4.866410  \n","41   4.823273  \n","42   4.779121  \n","43   3.911648  \n","44   3.911648  \n","45   3.911600  \n","46   3.823297  \n","47   2.955823  \n","48   2.954761  \n","49   2.867473  \n","50   2.867473  \n","51   1.955824  "]},"metadata":{"tags":[]},"execution_count":229}]},{"cell_type":"markdown","metadata":{"id":"Ko3s1AkqSfpg"},"source":["Finding 10% of the whole article and print them as a summary"]},{"cell_type":"code","metadata":{"scrolled":true,"id":"C450G9ovSfpj","outputId":"1c42f892-639f-4e57-abd1-f21c14c4828e"},"source":["import math\n","\n","max_word = math.floor(0.1 * tss_new['s_stp'].max())\n","print(\"Max word amount for summary: {}\\n\".format(max_word))\n","\n","summary = tss_new.loc[tss_new['s_strt'] == 1, 'sentences'].iloc[0] + \". \" ##Consider the Title of the Article\n","length_printed = 0\n","\n","for i in tss_new.index:\n","    if (length_printed <= max_word):\n","        summary +=  tss_new.iloc[i,0] + \". \"\n","        length_printed += tss_new.iloc[i,3]  ##Consider the sentence where max_word appear in the middle\n","    else:\n","        break\n","\n","print(summary)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Max word amount for summary: 83\n","\n","Eliud Kipchoge makes history by running sub two-hour marathon. Even the strongest cynics – and they are not hard to come by – had to smile at the 500-metre final stretch that defined the making of history: the marathon distance has been completed in under two hours. He is not at all troubled by the fact the IAAF does not recognise this feat as a record, a scenario perhaps impacted by the detail that he holds the world’s best official marathon time anyway. With the clock stopped and a sporting world looking on with awe, the 34-year-old Kenyan displayed all the physical strain of having walked for the morning papers. \n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"h8iXscz3Sfqo"},"source":["Taking into account the title as well as the the last sentence where 10% of word appear in the middle, the result is as follow:\n","\n","***Eliud Kipchoge makes history by running sub two-hour marathon. Even the strongest cynics – and they are not hard to come by – had to smile at the 500-metre final stretch that defined the making of history: the marathon distance has been completed in under two hours. He is not at all troubled by the fact the IAAF does not recognise this feat as a record, a scenario perhaps impacted by the detail that he holds the world’s best official marathon time anyway. With the clock stopped and a sporting world looking on with awe, the 34-year-old Kenyan displayed all the physical strain of having walked for the morning papers.***"]},{"cell_type":"code","metadata":{"id":"A4jZj7XNSfqr","executionInfo":{"status":"ok","timestamp":1601576833669,"user_tz":-180,"elapsed":2597,"user":{"displayName":"Asyraf Azlan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiUJV7-YkLdRzN-PChRqtEHoxlPZaJoMmSBBkDXFA=s64","userId":"14523174587674659837"}},"outputId":"abbf8d15-f8ec-40de-cac3-4dd73b0beb97","colab":{"base_uri":"https://localhost:8080/","height":54}},"source":["!jupyter nbconvert --to html ./article_summarization.ipynb"],"execution_count":4,"outputs":[{"output_type":"stream","text":["[NbConvertApp] Converting notebook ./article_summarization.ipynb to html\n","[NbConvertApp] Writing 595092 bytes to ./article_summarization.html\n"],"name":"stdout"}]}]}